From e5fe900e4450d6e61aad8c18bd493734ffa74767 Mon Sep 17 00:00:00 2001 From: Alex Manning Date: Tue, 8 Oct 2024 16:29:30 +0100 Subject: [PATCH 1/6] Generate exercises and start anotating cells to be removed. --- python-data/exercises/ex01_xarray_intro.ipynb | 336 ++++ .../ex02_plotting_and_aggregation.ipynb | 1662 +++++++++++++++++ .../ex03_groupby_processing_and_masking.ipynb | 495 +++++ python-data/exercises/ex04_cf_python.ipynb | 33 + python-data/exercises/ex05_matplotlib.ipynb | 185 ++ python-data/exercises/ex06_numpy.ipynb | 97 + python-data/exercises/ex07_netcdf4.ipynb | 193 ++ python-data/solutions/ex01_xarray_intro.ipynb | 100 +- 8 files changed, 3091 insertions(+), 10 deletions(-) create mode 100644 python-data/exercises/ex01_xarray_intro.ipynb create mode 100644 python-data/exercises/ex02_plotting_and_aggregation.ipynb create mode 100644 python-data/exercises/ex03_groupby_processing_and_masking.ipynb create mode 100644 python-data/exercises/ex04_cf_python.ipynb create mode 100644 python-data/exercises/ex05_matplotlib.ipynb create mode 100644 python-data/exercises/ex06_numpy.ipynb create mode 100644 python-data/exercises/ex07_netcdf4.ipynb diff --git a/python-data/exercises/ex01_xarray_intro.ipynb b/python-data/exercises/ex01_xarray_intro.ipynb new file mode 100644 index 0000000..71128e9 --- /dev/null +++ b/python-data/exercises/ex01_xarray_intro.ipynb @@ -0,0 +1,336 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2713343a-c0f0-4da3-979f-bb0d9f8a5e4a", + "metadata": {}, + "source": [ + "# Exercise 1: Introduction to xarray\n" + ] + }, + { + "cell_type": "markdown", + "id": "bbe08d6c-c85d-4798-9343-b3e958cf39d4", + "metadata": {}, + "source": [ + "## Aim: Learn about what xarray is and how to create and look at a `DataArray`." + ] + }, + { + "cell_type": "markdown", + "id": "f98aa85b-8e65-4894-9b61-13acdb9938dc", + "metadata": {}, + "source": [ + "### Issues Covered:\n", + "- Importing `xarray`\n", + "- Loading a dataset using `xr.open_dataset()`\n", + "- Creating a `DataArray`\n", + "- Indexing, using `.loc()`, `.isel()` and `.sel()`" + ] + }, + { + "cell_type": "markdown", + "id": "adb09498-99fc-4174-8661-4b29858975d3", + "metadata": {}, + "source": [ + "## 1. Introduction to multidimensional arrays" + ] + }, + { + "cell_type": "markdown", + "id": "308be498-f527-4886-b5a8-474e43e7a1f9", + "metadata": {}, + "source": [ + "- Unlabelled N dimensional arrays of numbers are the most widely used data structure in scientific computing\n", + "- These arrays lack meaningful metadata so users must track indices in an arbitrary fashion" + ] + }, + { + "cell_type": "markdown", + "id": "3d4d8868-a7d4-4651-a07a-ec10104f34b2", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "adabc378-941e-4520-a787-b02a563c6956", + "metadata": {}, + "source": [ + "Can you think of any reasons why xarray might be preferred to pandas when working with multi-dimensional data like climate models?\n", + "(Hint: how many dimensions does a pandas dataframe have?)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "14157c3e-af21-444e-9e8d-5a78eeb9edad", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "4352c46a-c179-439e-b1fe-3953dc8ee41c", + "metadata": {}, + "source": [ + "## 2. xarray architecture" + ] + }, + { + "cell_type": "markdown", + "id": "48d19019-2546-46d3-9da1-64d8e7c363e8", + "metadata": {}, + "source": [ + "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", + "(Hint: Don't forget to import any packages you need)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "397feb59-dd4a-42bf-bf95-f093d75d28b3", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "9c34363a-9168-4478-885a-7bd2ec669f3a", + "metadata": {}, + "source": [ + "2. Look at the parameters of the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1257eab9-ded3-4e4b-b703-0b39236f5d23", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3cee6429-dbf8-4a10-b384-ad9de719a0d0", + "metadata": {}, + "source": [ + "3. What are the dimensions and variables in this dataset? What does each represent? " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "67ff7eb4-4058-4041-beb7-66e294542887", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "81207a17-eeaf-4de3-a3f6-9a0fd782c252", + "metadata": {}, + "source": [ + "4. Find the name of the Data Variable, and use it to extract a `DataArray` called `temperature`." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "3d0218b3-df73-4037-9fb9-eea80e1a70d2", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "6ee4a984-305e-44da-87ab-75cf88d71f22", + "metadata": {}, + "source": [ + "5. Take a look at the `temperature` data array and inspect its dimensions, coordinates and attributes. What are the specific dimensions and coordinates associated with it? What metadata (attributes) is provided?" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "cc8a03b5-d7ce-406b-9602-47a153d2d7ec", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "6fe00161-8c6d-4d05-b85f-89a9b682ff0b", + "metadata": {}, + "source": [ + "## 3. Label-based indexing" + ] + }, + { + "cell_type": "markdown", + "id": "f3e16f51-8a98-424a-b908-87360947f69a", + "metadata": {}, + "source": [ + "6. Select a subset of the `temperature` array using label-based indexing to get data at the position [0,0,0]." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "ec783431-52db-4877-9280-a65f06cd6283", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "2545ea6f-ad6c-4612-86c4-95cc9d23ffdb", + "metadata": {}, + "source": [ + "7. Use `.loc` to find the lat and lon values at the time `2065-01-30`. " + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "608c6185-0026-4d8a-9b1c-2daa468fbacd", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "61407fc5-2ff3-4467-875d-f3e3b06eaa34", + "metadata": {}, + "source": [ + "8. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the first time, lat and lon position." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "e92ce957-c1aa-43f6-a622-7bc8adb8cb8c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "0f6f10a7-0905-42ec-9bf4-b3cf07229637", + "metadata": {}, + "source": [ + "9. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "e4637532-9499-4884-bd1a-7fdfb0f31367", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex02_plotting_and_aggregation.ipynb b/python-data/exercises/ex02_plotting_and_aggregation.ipynb new file mode 100644 index 0000000..95a371c --- /dev/null +++ b/python-data/exercises/ex02_plotting_and_aggregation.ipynb @@ -0,0 +1,1662 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "38e495fd-dc7a-4e98-a2ab-d7b28560db48", + "metadata": {}, + "source": [ + "# Exercise 2: More xarray" + ] + }, + { + "cell_type": "markdown", + "id": "a6ca447a-378c-412f-b65f-452da5077c49", + "metadata": {}, + "source": [ + "## Aim: Use some of xarrays built-in methods to do some basic calculations with the data array." + ] + }, + { + "cell_type": "markdown", + "id": "c0834ce1-ed90-4963-adb1-838bef5233c5", + "metadata": {}, + "source": [ + "### Issues Covered: \n", + "- Creating a time-series using `.sel()` and `.isel()`\n", + "- Creating and customising plots using the inbuilt xarray `.plot()` function\n", + "- Doing arithmetic on data arrays\n", + "- Using `.mean()`, `.std()`, `.max()` and `.min()`\n", + "- Slicing an array with `.slice()`" + ] + }, + { + "cell_type": "markdown", + "id": "f1f5a3da-837a-4aec-9562-3df9f416cb23", + "metadata": {}, + "source": [ + "## 1. Plotting" + ] + }, + { + "cell_type": "markdown", + "id": "dc7d1b36-cc80-44a4-9adf-5f02901b28f6", + "metadata": {}, + "source": [ + "1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "e129c00a-5a55-47a1-8df1-5e1ce8b28c53", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'tas' (time: 12, lat: 180, lon: 360)> Size: 3MB\n",
+       "[777600 values with dtype=float32]\n",
+       "Coordinates:\n",
+       "  * lon      (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n",
+       "  * lat      (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
+       "  * time     (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n",
+       "Attributes:\n",
+       "    standard_name:     air_temperature\n",
+       "    long_name:         Near-Surface Air Temperature\n",
+       "    units:             K\n",
+       "    comment:           daily-mean near-surface (usually, 2 meter) air tempera...\n",
+       "    original_name:     mo: m01s03i236\n",
+       "    cell_methods:      time: mean\n",
+       "    history:           2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n",
+       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
" + ], + "text/plain": [ + " Size: 3MB\n", + "[777600 values with dtype=float32]\n", + "Coordinates:\n", + " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", + " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", + " * time (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n", + "Attributes:\n", + " standard_name: air_temperature\n", + " long_name: Near-Surface Air Temperature\n", + " units: K\n", + " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", + " original_name: mo: m01s03i236\n", + " cell_methods: time: mean\n", + " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", + " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import xarray as xr\n", + "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')\n", + "temperature = ds[\"tas\"]\n", + "temperature" + ] + }, + { + "cell_type": "markdown", + "id": "9a047319-7af4-4b42-8231-d88ddcda20ef", + "metadata": {}, + "source": [ + "2. Create a time series from `temperature` by using `sel` to select data for the first latitude and longitude values. There's a few ways to do this - can you think of them? Hint 1: The first latitude value is `-89.5` and the first longitude value is `0`. Hint 2: you can use the syntax `temperature['lat'][0]` to select the first temperature value. Hint 3: you can use `isel` to index a particular dimension. All 3 of these methods will return the same dataset. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "98a422d3-7137-437d-b698-98e3cd85c321", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 -81.5 -80.5 -79.5 -78.5\n", + " -77.5 -76.5 -75.5 -74.5 -73.5 -72.5 -71.5 -70.5 -69.5 -68.5 -67.5 -66.5\n", + " -65.5 -64.5 -63.5 -62.5 -61.5 -60.5 -59.5 -58.5 -57.5 -56.5 -55.5 -54.5\n", + " -53.5 -52.5 -51.5 -50.5 -49.5 -48.5 -47.5 -46.5 -45.5 -44.5 -43.5 -42.5\n", + " -41.5 -40.5 -39.5 -38.5 -37.5 -36.5 -35.5 -34.5 -33.5 -32.5 -31.5 -30.5\n", + " -29.5 -28.5 -27.5 -26.5 -25.5 -24.5 -23.5 -22.5 -21.5 -20.5 -19.5 -18.5\n", + " -17.5 -16.5 -15.5 -14.5 -13.5 -12.5 -11.5 -10.5 -9.5 -8.5 -7.5 -6.5\n", + " -5.5 -4.5 -3.5 -2.5 -1.5 -0.5 0.5 1.5 2.5 3.5 4.5 5.5\n", + " 6.5 7.5 8.5 9.5 10.5 11.5 12.5 13.5 14.5 15.5 16.5 17.5\n", + " 18.5 19.5 20.5 21.5 22.5 23.5 24.5 25.5 26.5 27.5 28.5 29.5\n", + " 30.5 31.5 32.5 33.5 34.5 35.5 36.5 37.5 38.5 39.5 40.5 41.5\n", + " 42.5 43.5 44.5 45.5 46.5 47.5 48.5 49.5 50.5 51.5 52.5 53.5\n", + " 54.5 55.5 56.5 57.5 58.5 59.5 60.5 61.5 62.5 63.5 64.5 65.5\n", + " 66.5 67.5 68.5 69.5 70.5 71.5 72.5 73.5 74.5 75.5 76.5 77.5\n", + " 78.5 79.5 80.5 81.5 82.5 83.5 84.5 85.5 86.5 87.5 88.5 89.5]\n", + "[ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13.\n", + " 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27.\n", + " 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41.\n", + " 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55.\n", + " 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69.\n", + " 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83.\n", + " 84. 85. 86. 87. 88. 89. 90. 91. 92. 93. 94. 95. 96. 97.\n", + " 98. 99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n", + " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n", + " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n", + " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n", + " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n", + " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n", + " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n", + " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n", + " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n", + " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n", + " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n", + " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n", + " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n", + " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n", + " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n", + " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n", + " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n", + " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n", + " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359.]\n" + ] + } + ], + "source": [ + "print(temperature['lat'].values)\n", + "print(temperature['lon'].values)\n", + "\n", + "# Method 1\n", + "# temperature_cell = temperature.sel(lat=-89.5, lon=0.0)\n", + "# Method 2\n", + "# temperature_cell = temperature.sel(lat=temperature['lat'][0], lon=temperature['lon'][0])\n", + "# Method 3\n", + "temperature_cell = temperature.isel(lat=0, lon=0)" + ] + }, + { + "cell_type": "markdown", + "id": "bbb5c8e1-74fc-4ec0-b4e1-f8b6e52e8388", + "metadata": {}, + "source": [ + "3. Create a plot from this time series." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ed393923-62bf-48b8-928f-5424ebc84f44", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temperature_cell.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "4f2d3902-45c9-4eb1-b4b0-9d39baa421ac", + "metadata": {}, + "source": [ + "4. Make the plot red with 'x' marking the points." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "fdfb363f-e819-47a1-a571-5a74f6711196", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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G0leoUAGff/45PvzwQ5QrV07vx+fo6Ig+ffpgwoQJOHfuHGrVqqX3bdy5cwcODg6a973as+/JO3fu6Pz/f+fOHVSqVCnX5bq+JwH5/3/+/Hk4OjoWeF+6flZ4eXkhJiYGM2fOxMSJE3Hv3j0EBATgnXfewaRJk/K9HyoYkyMbpf7ASExMzHXZ9evXUbp0aYPd17MfwPlRfzDnx9XVFVWrVkVcXFyuy+Li4uDq6qr5wMhLlSpV4Orqmu/1q1atWqR6I3XSlpSUlOuyZ/eVLl0aKpUKu3fvLrBOQ/365FWzlJSUlGfr0bPJpfo1XLJkSb4jefz8/JCRkQF7e3u8/fbbGD58eJ7Hqb8QHBwcMGbMGIwZMwb379/HX3/9hYkTJ6JLly5ISEjQaSRO6dKlUapUqXwLddXJzM6dO3H9+nVER0drWosA5FnfFBgYqJlX5+zZs9i4cSOmTZuGtLQ0LF26tNCYjGHNmjWoVKkSNmzYoPXaGGIQQ5UqVXRqtZ06dWqB8/lMmzZNq15G/dyfOXMGT548QZMmTXJdp3HjxoiJicHDhw9RokQJADJpunLlCs6fP4+MjAxUr14dGzduBAC0bdtWn4emoU7+ilozVapUKWRkZODOnTtaCdKz70kfHx+d//9LlSqV73syL3n94CtdujRcXV3zTZDV71tdPysAoF69eli/fj2EEDh+/DhWrVqFGTNmwNXVFRMmTMjzfqhgTI5sVIsWLeDq6oo1a9bgtdde0+y/evUqdu7cWWBrg76e/QDOjy6/8Hv16oWFCxciISEBFSpUAAA8ePAAkZGReOmllwocuu7g4IAePXogMjISc+fO1dxffHw8oqKi8NFHH+n4iLS5u7ujadOmiIyMxLx58zQJ1oMHD7BlyxatY7t3747Zs2fj2rVrubrMcmrWrBmcnZ2xYcMGzZBpQHa3XblyRaeRVq1atYK3tzf++++/Ap9/JycndOjQAbGxsQgODs63RedZ3t7eePXVV3Ht2jWMHj0aly9fztXdkJfu3btritabNWuW73HqL5ZnvxgK636tXr06Jk2ahIiICK3JQZ2dnTWtTaagUqng5OSk9QWZlJSUa7RaUWLbsmWLTklW2bJlC7w8KCgoz/8l9fUOHDiAAQMGaPYLIXDgwAH4+PjA3d1d6zoqlUoziCMtLQ2LFi1CgwYNipQcpaenY8OGDShdujSqVq2q9/UBoEOHDpg7dy5++uknrQLyZ+dCcnNz0/n/v127dpg/fz7+++8/rf91XSarVOvevTtmzZqFUqVK5dkKlfM4XT4rclKpVKhfvz4WLFiAVatW6TU5LmljcmSjvL29MXnyZEycOBH9+/dH3759cefOHUyfPh0uLi6a0RmGkN8HcFGMGzcOP/74I1588UXMmDEDzs7OmD17Np4+fZrrF7L6Q1U9pB0Apk+fjiZNmqB79+6YMGECnj59iilTpqB06dIYO3ZskeMKCwvDCy+8gE6dOmHs2LHIzMzEnDlz4O7urunyA2TC8u6772LQoEE4dOgQ2rZtC3d3dyQmJmLPnj2oV68e3n//fZQsWRJjxoxBeHg4fHx80KtXL1y9ehXTp09HQECATr+mS5QogSVLlmDAgAG4e/cuXn31Vfj6+uLWrVs4duwYbt26pZnDZtGiRWjdujXatGmD999/H0FBQXjw4AHOnz+PLVu2aEaG9ejRA3Xr1kXjxo1RpkwZXLlyBQsXLkRgYKDW6MaCvPHGG/jpp5/QrVs3jBo1Ck2bNoWjoyOuXr2KqKgo9OzZE7169ULLli3h4+ODYcOGYerUqXB0dMRPP/2EY8eOad3e8ePHMWLECLz22muoVq0anJycsHPnThw/flzrV7P61/WGDRtQuXJluLi4oF69egXGevnyZVSqVAkDBgzIcwLJgqgnS/zggw/w6quvIiEhAWFhYQgICMC5c+e0jq1Xrx6io6OxZcsWBAQEwMPDAzVq1Mj3tguLu7gqVqyI3r17Y9myZXB2dka3bt2QmpqK1atXY+/evQgLC9NK+j788EO0b98epUqVwsWLF7F48WJcvXoVMTExWrf7ww8/YPDgwVixYoVmtN6YMWOQnp6OVq1awd/fHwkJCViyZAmOHj2KlStXFjiCtSCdO3dG27ZtMX78eDx69AiNGzfG3r178eOPP+Y6Vtf//9GjR2PFihXo2rUrZsyYAT8/P6xduxanT58GoFsr1+jRoxEREYG2bdvio48+QnBwMLKyshAfH48///wTY8eORbNmzXT+rNi6dSu+/vprvPzyy6hcuTKEEIiMjMT9+/d1nkQTyPu1uXLlCqpUqYIBAwZozXie12er1VGwGJxM6NnRamrff/+9CA4OFk5OTsLLy0v07Nkz10iMAQMGCHd391y3OXXqVKHEv9D58+fFyy+/LDw9PYWbm5sICQkRhw8fznVcYGBgnqNYDh06JEJCQoSbm5vw9PQUL7/8sjh//nyh91vQaDUhhPj11181z2XFihXF7Nmz832OVqxYIZo1aybc3d2Fq6urqFKliujfv784dOiQ5pisrCzx2WefifLlywsnJycRHBwstm7dKurXry969eqlOU49Wm3Tpk15xhUTEyNefPFFUbJkSeHo6CjKlSsnXnzxxVzHX7p0SQwePFiUK1dOODo6ijJlyoiWLVuKzz77THPM559/Llq2bClKly6teZxDhgwRly9fLvT5yyk9PV3Mnz9f1K9fX7i4uIgSJUqImjVrivfee0+cO3dOc9y+fftEixYthJubmyhTpowYOnSoOHLkiNbrcOPGDTFw4EBRs2ZN4e7uLkqUKCGCg4PFggULREZGhua2Ll++LDp37iw8PDwEgFz/G3mNVouLixMAxIQJEwp9THmNVps9e7YICgoSzs7OolatWuK7777L83/i6NGjolWrVsLNzU2nkZum8OTJEzFv3jwRHBwsPDw8RMmSJUXz5s3FmjVrRFZWltaxPXv2FAEBAcLR0VH4+/uLgQMH5vk/of4cyvkeWr58uWjatKkoWbKkcHBwED4+PqJLly7ijz/+0CnO/EarCSHE/fv3xeDBg4W3t7dwc3MTnTp1EqdPn85zJJ8u//9CCHHixAnRsWNH4eLiIkqWLCmGDBkiVq9erTWCUgg5Wq1OnTp5xvXw4UMxadIkUaNGDc1nb7169cRHH30kkpKStI4t7LPi9OnTom/fvqJKlSrC1dVVeHl5iaZNm4pVq1bp9Pyp5fXaqN8Tz/5f5/fZak1UQuhQ1UdEmlaE5cuXo3///rC3tzf5ummXLl1CzZo1MXXqVEycONGk923NMjIycOXKFVStWhXz5s3DuHHjAMglR8aPH48LFy7kWxhLyho4cCCio6Nx/vz5QudKM5Z3330X69atw507d3Tulibzxm41Ij0NGTIEQ4YMwaZNmwxam/WsY8eOYd26dWjZsiU8PT1x5swZzJ07F56enhgyZIjR7tfW3L9/Hz4+PnleFhUVhZEjRzIxMnNXrlyBo6Mj6tSpgxMnThj1vmbMmIGyZcuicuXKePjwIbZu3Yrvv/8ekyZNYmJkRdhyRKSjtLQ0HD9+XHO+SpUq+X6pGsL58+cxbNgwHDt2DPfv34eXlxfat2+PmTNnFliPoqTC5qQpzozNxpKZmYnY2FjN+QoVKjAZsiCXL1/WDH93dXVFnTp1jHp/4eHhWLVqFa5evYqMjAxUq1YNQ4cOxahRo0zekqwLXVYo4BqMuTE5IiKDUHc7FqSwoeVEZFgDBw4sdCoVpgG5MTkiIoN4tmUtL2XLli10eDkRGU7OlrX86DqBqy1hckRERESUg3l1/hMREREpjFVYRZCVlYXr16/Dw8PDLAvwiIiIKDchBB48eICyZcsWODiEyVERXL9+XbN0BREREVmWhISEAhdEZ3JUBOo1uRISEuDp6alwNERERKSLlJQUVKhQodC1PJkcFYG6K83T05PJERERkYUprCSGBdlEREREOTA5IiIiIsqByRERERFRDkyOiIiIiHJgckRERESUA5MjIiIiohyYHBERERHlwOSIiIiIKAcmR0REREQ5MDkiIiIiyoHJEZGpTJsGhIXlfVlYmLyciIgUx+SIyFTs7YEpU3InSGFhcr+9vTJxERGRFi48S2QqkyfLv1OmAEIAkyYBM2fK8zNmZF9ORESKYnJEZEo5E6SpU+U2EyMiIrNiNd1q4eHhUKlUGD16dL7HREdHQ6VS5TqdPn3adIESvfde9raDAxMjIiIzYxXJ0cGDB7Fs2TIEBwfrdPyZM2eQmJioOVWrVs3IERLlkDOBz8jIv0ibiIgUYfHJ0cOHD/Hmm2/iu+++g4+Pj07X8fX1hb+/v+Zkz0JYMpWwMGDduuzztWvnXaRNRESKsfjkaPjw4XjxxRfRsWNHna/TsGFDBAQEICQkBFFRUYUen5qaipSUFK0Tkd7Uo9IqVMjel5Yma46YIBERmQ2LLshev349jhw5goMHD+p0fEBAAJYtW4ZGjRohNTUVP/74I0JCQhAdHY22bdvme73w8HBMnz7dUGGTrcrMlEnQ7NnZ+86fz+5my8xUJCwiItKmEkIIpYMoioSEBDRu3Bh//vkn6tevDwBo3749GjRogIULF+p8Oz169IBKpcKvv/6a7zGpqalITU3VnE9JSUGFChWQnJwMT0/PIj8GskF79gBt2gB+fnJeo+vX5b5WrZSOjIjI6qWkpMDLy6vQ72+L7VY7fPgwbt68iUaNGsHBwQEODg6IiYnB4sWL4eDggEwdf4U3b94c586dK/AYZ2dneHp6ap2IimTvXvm3VSugYUO5ffSoYuEQEVFuFtutFhISgri4OK19gwYNQs2aNfHJJ5/oXGQdGxuLgIAAY4RIlFvO5OjuXWDbNiZHRERmxmKTIw8PD9StW1drn7u7O0qVKqXZHxoaimvXruGHH34AACxcuBBBQUGoU6cO0tLSsGbNGkRERCAiIsLk8ZMNEgLYt09ut2oFJCTIbSZHRERmxWKTI10kJiYiPj5ecz4tLQ3jxo3DtWvX4Orqijp16mDbtm3o1q2bglGSzThzBrhzB3BxkV1qpUrJ/XFxcr4jB6t+OxIRWQyLLchWkq4FXURali8Hhg4F2rYFYmKArCzAywt4+BA4cQKoU0fpCImIrJrVF2QTWZyc9UYAYGcH/P9IS8TGKhMTERHlwuSIyFSeTY4AjlgjIjJDTI6ITOHWLeDsWbndokX2/gYN5F8mR0REZoPJEZEpqEep1a4NlCyZvT9ncsTyPyIis8DkiMgU8upSA2QRtr29HMV27Zrp4yIiolyYHBGZQn7JkYsLUKuW3GbXGhGRWWByRGRsT58Chw7J7bzWUGPdERGRWWFyRGRshw8DaWmAry9QpUruy5kcERGZFSZHRMaWs0tNpcp9OZMjIiKzwuSIyNjyqzdSU08EeeECkJJimpiIiChfTI6IjOnZxWbzUro0UL683D5+3DRxERFRvpgcERnT2bPA7dtyVNpzz+V/HLvWiIjMBpMjImNSd6k1aQI4OeV/nDo54hprRESKY3JEZEyF1RupcY01IiKzweSIyJh0TY7ULUcnTgDp6UYNiYiICsbkiMhYbt8GzpyR2y1bFnxsUBDg6SnnQzp92uihERFR/pgcERmLepRarVrai83mxc4ue0g/u9aIiBTF5IjIWHTtUlPjiDUiIrPA5IjIWJgcERFZJCZHRMaQmlrwYrN5yZkcCWGMqIiISAdMjoiM4fBhmSCVKQNUrarbdWrXBhwcgLt3gatXjRsfERHli8kRkTEUtthsXlxcZPE2wK41IiIFMTkiMgZ9643UWHdERKQ4JkdEhqbLYrP54TIiRESKY3JEZGjnzgG3bgHOzgUvNpsXLiNCRKQ4JkdEhpZzsVlnZ/2uq54I8tIl4P59g4ZFRES6YXJEZGhFrTcC5EzaFSvK7ePHDRcTERHpjMkRkaEVJzkCWJRNRKQwJkdEhnTnTvbCsYUtNpsfJkdERIpickRkSOpRajVrAqVKFe02mBwRESmKyRGRIRW3Sw3ITo5OngTS0oodEhER6YfJEZEhGSI5CgoCPD1lYqTuoiMiIpNhckRkKKmpwMGDcrs4yZFKxa41IiIFMTkiMpQjR7IXm61WrXi3xeSIiEgxTI6IDEXdpdaype6LzeaHy4gQESmGyRGRoRii3kgtZ8uREMW/PSIi0hmTIyJDEMKwyVGdOoCjo1xCJD6++LdHREQ6Y3JEZAjnz2cvNtuoUfFvz8kJqF1bbrPuiIjIpJgcERmCutWocWP9F5vND4uyiYgUYTXJUXh4OFQqFUaPHl3gcTExMWjUqBFcXFxQuXJlLF261DQBknUzZJeaGpMjIiJFWEVydPDgQSxbtgzBwcEFHnfp0iV069YNbdq0QWxsLCZOnIiRI0ciIiLCRJGS1WJyRERkNSw+OXr48CHefPNNfPfdd/Dx8Snw2KVLl6JixYpYuHAhatWqhaFDh2Lw4MGYP3++iaIlq3T3LnDqlNwu6mKzealfX/69fFkWZhMRkUlYfHI0fPhwvPjii+jYsWOhx+7fvx+dO3fW2telSxccOnQI6enp+V4vNTUVKSkpWiciDfViszVqAKVLG+52fXyAwEC5feyY4W6XiIgKZNHJ0fr163HkyBGEh4frdHxSUhL8/Py09vn5+SEjIwO3b9/O93rh4eHw8vLSnCpUqFCsuMnKGKNLTY1da0REJmexyVFCQgJGjRqFNWvWwMXFRefrqZ6ZuVj8/wR7z+7PKTQ0FMnJyZpTQkJC0YIm68TkiIjIqjgoHUBRHT58GDdv3kSjHHPKZGZmYteuXfjyyy+RmpoKe3t7rev4+/sjKSlJa9/Nmzfh4OCAUqVK5Xtfzs7OcDbU8GyyLmlphllsNj9MjoiITM5ik6OQkBDExcVp7Rs0aBBq1qyJTz75JFdiBAAtWrTAli1btPb9+eefaNy4MRwdHY0aL1mpI0eAp09lrVH16oa/fXVydPKkTMScnAx/H0REpMViu9U8PDxQt25drZO7uztKlSqFunXrApDdYf3799dcZ9iwYbhy5QrGjBmDU6dOYcWKFVi+fDnGjRun1MMgS2fIxWbzEhgIeHsD6enAf/8Z/vaJiCgXi02OdJGYmIj4HOtSVapUCb/99huio6PRoEEDhIWFYfHixXjllVcUjJIsmjHrjQCZcLFrjYjIpCy2Wy0v0dHRWudXrVqV65h27drhyJEjpgmIrJuhF5vNT4MGQHQ0kyMiIhOx6pYjIqO6cAG4eVPWARlisdn8sOWIiMikmBwRFVXOxWb1mE5CbzmTo/+feoKIiIyHyRFRUZmiSw0AatUCHB2B5GTgyhXj3hcRETE5IioyUyVHTk5AnTpym11rRERGx+SIqCju3s0eWm/IxWbzw7ojIiKTKVJydOHCBUyaNAl9+/bFzZs3AQDbt2/HyZMnDRockdnav1/+rV4dKFPG+PfH5IiIyGT0To5iYmJQr149/PPPP4iMjMTDhw8BAMePH8fUqVMNHiCRWTJVl5oakyMiIpPROzmaMGECPvvsM+zYsQNOOZYy6NChA/arf00TWTtTJ0f168u/V67ILj0iIjIavZOjuLg49OrVK9f+MmXK4M6dOwYJisispaUB//4rt02VHHl7A0FBcvvYMdPcJxGRjdI7OfL29kZiYmKu/bGxsShXrpxBgiIya7GxcrHZUqWAGjVMd78NG8q/7FojIjIqvZOjfv364ZNPPkFSUhJUKhWysrKwd+9ejBs3TmuRVyKrZezFZvPDuiMiIpPQOzmaOXMmKlasiHLlyuHhw4eoXbs22rZti5YtW2LSpEnGiJHIvJi63kiNyRERkUmohNB9PQIhBOLj41GmTBkkJSXhyJEjyMrKQsOGDVGtWjVjxmlWUlJS4OXlheTkZHh6eiodDpmSEEBAAHDjBrB7N9C6tenuOz4eCAwEHByAhw8BZ2fT3TcRkRXQ9fvbQZ8bFUKgWrVqOHnyJKpVq4bKlSsXO1Aii3LxokyMnJzkmmqmVKEC4OMD3LsnJ6BU1yAREZFB6dWtZmdnh2rVqnFUGtkudZdao0bGXWw2LyoVu9aIiExA75qjuXPn4uOPP8aJEyeMEQ+ReVOq3kiNyRERkdHp1a0GAG+99RYeP36M+vXrw8nJCa6urlqX3+UEdWTNmBwREVk9vZOjhQsXGiEMIgtw7x6gXj/QFIvN5iVnciSEaacSICKyEXonRwMGDDBGHETmT708TrVqgK+vMjHUrCmLwVNSgEuXAA6KICIyOL2To/j4+AIvr1ixYpGDITJrSnepATIxqlNHztJ99CiTIyIiI9A7OQoKCoKqgKb8zMzMYgVEZLbMITkC5BB+dXLUu7eysRARWSG9k6PY2Fit8+np6YiNjcUXX3yBmTNnGiwwIrOSnm76xWbzw6JsIiKj0js5ql+/fq59jRs3RtmyZTFv3jz05i9ZskaxscCTJ0DJkqZdbDYvTI6IiIxK73mO8lO9enUcPHjQUDdHZF5yLjZrZ7C3TdEEB8u/CQkAJ2QlIjI4vVuOUlJStM4LIZCYmIhp06bZ1PpqZGPMpd4IALy8ZCH2xYvAsWPA888rHRERkVXROzny9vbOVZAthECFChWwfv16gwVGZDaEMK/kCJBdaxcvyq41JkdERAald3IUFRWldd7Ozg5lypRB1apV4eCg980Rmb9Ll4CkJMDR0fSLzeanQQMgMpJ1R0RERqB3NqNSqdCyZctciVBGRgZ27dqFtm3bGiw4IrOQc7HZZ5bLUQyLsomIjEbvytIOHTrkuX5acnIyOnToYJCgiMyKuXWpAdnJ0alTwNOnioZCRGRt9E6OhBB5TgJ5584duLu7GyQoIrNijslR+fJyWoGMDOC//5SOhojIqujcraaev0ilUmHgwIFwdnbWXJaZmYnjx4+jpVKLcRIZy/37yi82mxeVSrYe7dwp52B67jmlIyIisho6J0deXl4AZMuRh4cHXHPUXjg5OaF58+Z45513DB8hkZL275ej1apWBfz8lI5Gmzo5Yt0REZFB6ZwcrVy5EoBcW23cuHHsQiPbYI5damoNG8q/TI6IiAxK79FqU6dONUYcRObJnJMjdVH2sWNAVpbyM3cTEVmJIk1M9PPPP2Pjxo2Ij49HWlqa1mVHjhwxSGBEiktPB/75R26bY3JUowbg7Aw8eCDnYqpSRemIiIisgt4/NRcvXoxBgwbB19cXsbGxaNq0KUqVKoWLFy+ia9euxoiRSBlHj8rFZn18gJo1lY4mN0dHoG5duc2uNSIig9E7Ofr666+xbNkyfPnll3BycsL48eOxY8cOjBw5EsnJycaIkUgZ5rTYbH44GSQRkcHp/YkfHx+vGbLv6uqKBw8eAADefvttrFu3zrDRESnJnOuN1JgcEREZnN7Jkb+/P+7cuQMACAwMxIEDBwAAly5dghDCsNERKcUcF5vNC5MjIiKD0zs5ev7557FlyxYAwJAhQ/DRRx+hU6dO6NOnD3r16mXwAAvyzTffIDg4GJ6envD09ESLFi3w+++/53t8dHQ0VCpVrtPp06dNGDVZhMuXgcREWdfTpInS0eQvOFj+vXoVuH1b2ViIiKyE3qPVli1bhqysLADAsGHDULJkSezZswc9evTAsGHDDB5gQcqXL4/Zs2ejatWqAIDVq1ejZ8+eiI2NRZ06dfK93pkzZ+Dp6ak5X6ZMGaPHShZG3Wr03HPms9hsXjw95Si1CxfkkP6QEKUjIiKyeHolRxkZGZg5cyYGDx6MChUqAABef/11vP7660YJrjA9evTQOj9z5kx88803OHDgQIHJka+vL7y9vY0cHVk0S+hSU2vQQCZHsbFMjoiIDECvbjUHBwfMmzcPmZmZxoqnyDIzM7F+/Xo8evQILVq0KPDYhg0bIiAgACEhIYiKiir0tlNTU5GSkqJ1IitnackRwLojIiID0bvmqGPHjoiOjjZCKEUTFxeHEiVKwNnZGcOGDcPmzZtRu3btPI8NCAjAsmXLEBERgcjISNSoUQMhISHYtWtXgfcRHh4OLy8vzUndakZW6v594MQJuc3kiIjI5qiEnkPMvv32W0ybNg1vvvkmGjVqlGuNtZdeesmgARYmLS0N8fHxuH//PiIiIvD9998jJiYm3wTpWT169IBKpcKvv/6a7zGpqalITU3VnE9JSUGFChWQnJysVbtEVmL7dqBrV1nLc/680tEU7to1oHx5wN5ezpZtzjVSREQKSklJgZeXV6Hf33oXZL///vsAgC+++CLXZSqVyuRdbk5OTpqC7MaNG+PgwYNYtGgRvv32W52u37x5c6xZs6bAY5ydneHs7FzsWMlCWFKXGgCULQuULi1Hq508CTRurHREREQWTe9utaysrHxP5lCLJITQauUpTGxsLAICAowYEVkcS0uOVCp2rRERGVCRFp5Ve/r0KVxcXAwVi94mTpyIrl27okKFCnjw4AHWr1+P6OhobN++HQAQGhqKa9eu4YcffgAALFy4EEFBQahTpw7S0tKwZs0aREREICIiQrHHQGbG3BebzU+DBsBffzE5IiIyAL2To8zMTMyaNQtLly7FjRs3cPbsWVSuXBmTJ09GUFAQhgwZYow483Tjxg28/fbbSExMhJeXF4KDg7F9+3Z06tQJAJCYmIj4+HjN8WlpaRg3bhyuXbsGV1dX1KlTB9u2bUO3bt1MFjOZuWPHgMePAW9voFYtpaPRHVuOiIgMRu+C7BkzZmD16tWYMWMG3nnnHZw4cQKVK1fGxo0bsWDBAuzfv99YsZoNXQu6yAItWgSMHg106wZs26Z0NLo7eRKoWxcoUQJITjbfhXKJiBSk6/e33p+gP/zwA5YtW4Y333wT9vb2mv3BwcFchoMsn6XVG6nVqAE4OwMPHwIXLyodDRGRRdM7Obp27ZpmdFhOWVlZSE9PN0hQRIqwlMVm8+LgANSrJ7fZtUZEVCx6J0d16tTB7t27c+3ftGkTGjZsaJCgiBRx5Qpw/bpMNMx5sdn8qOuOYmMVDYOIyNLpXZA9depUvP3227h27RqysrIQGRmJM2fO4IcffsDWrVuNESORaeRcbNbNTdlYioJF2UREBqF3y1GPHj2wYcMG/Pbbb1CpVJgyZQpOnTqFLVu2aEaJEVkkS+1SU2NyRERkEEWa56hLly7o0qWLoWMhUpalJ0fBwXJCyOvXgZs3AV9fpSMiIrJIRZ4E8tChQzh16hRUKhVq1aqFRo0aGTIuItNKTgbi4uS2pSZHHh5A1arAuXNyvia25BIRFYneydHVq1fRt29f7N27F97e3gCA+/fvo2XLlli3bh1XrCfLdOCAHK1WuTLg7690NEXXoIFMjo4eZXJERFREetccDR48GOnp6Th16hTu3r2Lu3fv4tSpUxBCmHR2bCKDsvQuNTXWHRERFZveLUe7d+/Gvn37UKNGDc2+GjVqYMmSJWhl6V8sZLuYHBER0f/Tu+WoYsWKeU72mJGRgXLlyhkkKCKTysiwzMVm86JOjk6fBp48UTQUIiJLpXdyNHfuXHz44Yc4dOgQ1MuyHTp0CKNGjcL8+fMNHiCR0R07Bjx6JBebrV1b6WiKJyAAKFMGyMoCTpxQOhoiIoukd7fawIED8fjxYzRr1gwODvLqGRkZcHBwwODBgzF48GDNsXfv3jVcpETGou5Sa9HC8hdsValk69GOHbJrzRJn+iYiUpjeydHChQuNEAaRgqyl3kgtZ3JERER60zs5GjBggDHiIFKGJS82mx+usUZEVCxFngTy5s2buHnzJrKysrT2BwcHFzsoIpOJjweuXZOLzTZtqnQ0hqFOjo4fBzIzAXt7RcMhIrI0eidHhw8fxoABAzRzG+WkUqmQmZlpsOCIjE7datSwoWUuNpuX6tUBFxdZZH7hgjxPREQ60zs5GjRoEKpXr47ly5fDz88PKpXKGHERmYa1dakBshUsOBj4919Zd8TkiIhIL3onR5cuXUJkZCSqVq1qjHiITMsakyNAdq2pk6PXX1c6GiIii6L3uOWQkBAcO3bMGLEQmVZKiuUvNpsfzpRNRFRkerccff/99xgwYABOnDiBunXrwtHRUevyl156yWDBERnVgQNyssRKleTkidaEyRERUZHpnRzt27cPe/bswe+//57rMhZkk0Wx1i41AKhXT04ImZgI3LgB+PkpHRERkcXQu1tt5MiRePvtt5GYmIisrCytExMjsijWnByVKAFUqya32Q1ORKQXvZOjO3fu4KOPPoIff4mSJcvIkN1qgHUmRwC71oiIikjv5Kh3796IiooyRixEpnP8uJwHyMsLqFNH6WiMg8kREVGR6F1zVL16dYSGhmLPnj2oV69eroLskSNHGiw4IqOxpsVm88NlRIiIiqRIo9VKlCiBmJgYxMTEaF2mUqmYHJFlsOZ6IzV1cnTmjGwlc3dXNBwiIktRpEkgiSyeLSRH/v6Ary9w8yZw4gTQrJnSERERWYQi9yekpaXhzJkzyMjIMGQ8RMYXHw9cvSoXZLWWxWbzolLJNeMA1h0REelB7+To8ePHGDJkCNzc3FCnTh3Ex8cDkLVGs2fPNniARAaXc7FZa+9qYlE2EZHe9E6OQkNDcezYMURHR8PFxUWzv2PHjtiwYYNBgyMyClvoUlNjckREpDe9a45++eUXbNiwAc2bN4dKpdLsr127Ni5cuGDQ4IiMwhaTo+PHgcxM2ZVIREQF0rvl6NatW/D19c21/9GjR1rJEpFZevBAJgqAbSRH1aoBrq7A48fA+fNKR0NEZBH0To6aNGmCbdu2ac6rE6LvvvsOLVq0MFxkRMagXmw2KAgoW1bpaIzP3h4IDpbb7FojItKJzt1qzz//PCIjIxEeHo4XXngB//33HzIyMrBo0SKcPHkS+/fvzzXvEZHZsaUuNbUGDYB//pHJUZ8+SkdD5mLaNJk8T56c+7KwMNkNO22aqaMiMgs6txxFR0cjLS0NLVu2xN69e/H48WNUqVIFf/75J/z8/LB//340atTImLESFZ+tJkcAW45Im709MGWKTIRyCguT+1mfRjZM74JsAKhXrx5Wr15t6FiIjMsWFpvNC5cRobyoW4ymTMk+r06MZszIu0WJyEbolRw9ePBAa/h+Xjw9PYsVEJHRxMUBDx8Cnp7Wu9hsXurVkxNC3rgBJCXJmbOJAO0ESZ0kjRzJxIhsnl4F2dWrV4ePj0+eJ29vb/j4+BgrTqLiy7nYrC11Gbi7A9Wry212rdGz3npL+/zixbJldflyObqTyAbplRz9/PPP2LlzZ56nqKgo7Ny501hx5umbb75BcHAwPD094enpiRYtWuD3338v8DoxMTFo1KgRXFxcULlyZSxdutRE0ZLibLHeSI11R5Qf9WLh6qlYVCpg3z5g6FDZyjhwILBrFyCEYiESmZpe3WqtWrXKc44jpZQvXx6zZ89G1apVAQCrV69Gz549ERsbizp5dJtcunQJ3bp1wzvvvIM1a9Zg7969+OCDD1CmTBm88sorpg6fTM2Wk6OGDYENG5gckbawMGDrVrkdHg6kpcnutU6d5BqEZ84Aq1fLU9WqwKBBQP/+QPnyysZNZGxCRyqVSty4cUPXwxXj4+Mjvv/++zwvGz9+vKhZs6bWvvfee080b95cr/tITk4WAERycnKR4yQTi48XAhDC3l6Ihw+Vjsb0tm+Xj79GDaUjIXMxY4b8n3BwkH+PH9feP326EPv2CTF0qBAlSsh9gBB2dkK88IIQGzcK8fSpso+BSE+6fn/r3K0WGBgIezOu08jMzMT69evx6NGjfCej3L9/Pzp37qy1r0uXLjh06BDS09Pzve3U1FSkpKRoncjCqFuNGjSw/sVm86LuVjt7Fnj0SNFQyExkZgJvvy1HcZYvD9StK/dPnixHq2Vlyfq8776ThfyrVwPt2sn927cDr78uJ1IdOZItkmR1dE6OLl26hFKlShkzliKJi4tDiRIl4OzsjGHDhmHz5s2oXbt2nscmJSXBz89Pa5+fnx8yMjJw+/btfO8jPDwcXl5emlOFChUM+hjIBGy5Sw0A/Pxk/YgQctQe0bRpgLe33O7WLbvmCJAJUs4JIN3dZXdadLRchmbSJJlQ3b0LLFkiu20bNpTbd+6Y7jEQGYney4eYmxo1auDo0aM4cOAA3n//fQwYMAD//fdfvsc/u/6b+P8iw4LWhQsNDUVycrLmlJCQYJjgyXRsPTkCWJRN2oQA1EtBdeum+/WqVJG1SpcvyxakPn0AJyf5fzVypGxNev11eVlmpjEiJzI6i0+OnJycULVqVTRu3Bjh4eGoX78+Fi1alOex/v7+SEpK0tp38+ZNODg4FNgq5uzsrBkRpz6RBXnwADh2TG4zOWJyRNK5c8DFi4CjIxASov/17e2BLl2A9euBxMTsFqS0NGDTJqBrVyAwEPj0Uy56TBbH4pOjZwkhkJqamudlLVq0wI4dO7T2/fnnn2jcuDEcHR1NER4p4Z9/ZJ1EYCBQrpzS0SiHyRHl9Ntv8m+7dkCJEsW7rZIlgREjgCNH5EzsI0fKfdeuAbNmAdWqyftZtUpOxEpk5vRKjtLT09GhQwecPXvWWPHoZeLEidi9ezcuX76MuLg4fPrpp4iOjsabb74JQHaH9e/fX3P8sGHDcOXKFYwZMwanTp3CihUrsHz5cowbN06ph0CmwC41SZ0cHT/O7g7KTo706VLTRYMGwKJFwPXr2S1IdnZyrqRBg4CAADmH0t69nDuJzJZeyZGjoyNOnDhRYH2OKd24cQNvv/02atSogZCQEPzzzz/Yvn07OnXqBABITExEfHy85vhKlSrht99+Q3R0NBo0aICwsDAsXryYcxxZOyZHUtWqgJsb8OSJHLVGtuvhQyAmRm4bOjlSc3YGXn1VJmHx8bIFqWpVed/LlwOtWwM1awJz5shEisiMqITQL3UfO3YsHB0dMXv2bGPFZPZSUlLg5eWF5ORk1h+Zu8xMwMdH1h0dPQrUr690RMpq0UIuvrt2LdC3r9LRkFJ+/RXo2ROoXFnWA5nqB68QwJ49wMqVwMaN2dNK2NnJFqbBg4Hu3WWBN5ER6Pr9rdcM2QCQlpaG77//Hjt27EDjxo3h/sycMV988YX+0RIZS1ycTIw8PbPncbFlDRrI5OjoUSZHtixnl5opewJUKqBNG3latEh2u61cKROmbdvkqXRpud7b4MFARIQs/M5rIdywMPnjJ+eUA0QGondydOLECTz33HMAkKv2qLDutpIlS+p1XyqVCkeOHEFgYKB+QRKpqbvUmje3rcVm89OwofzLomzbJYTx6o304eEhE6DBg2U378qVcqLJxERg4UJ5KltWdrk9eSK75dTCwuQyJzNmKBU9WTm9k6OoqKgi39n9+/excOFCeHl5FXqsEAIffPABMlk4SsXBeiNt6qLs2Fj5JWkm9YNkQidPAgkJgIsL0L690tFI1avLtd3CwoA//wRWrJBdf+papPBwYMsW4KuvZK2UOjHKq0WJyAD0To6K64033tB58doPP/zQyNGQ1WNypK1uXVnfceuWXBIiIEDpiMjU1K1Gzz8PuLoqG8uzHBxka1a3bsDt28BPP8ni7bg44MQJOR0AIJMiJkZkRDolR71798aqVavg6emJ3r17F3hsZGRkvpdlZWXpFdyDBw/0Op5Iy9WrcpSMvT3QrJnS0ZgHNzegRg3g1CnZtcbkyPaYQ5eaLkqXBkaNknMmHTkCNG0q5ysDgMhIORIuOFjZGMlq6TSU38vLS1NPlHONsbxOhbl27Vqhx/z000+6hEVUMHWrUf36xZ/kzppwMkjblZwsi58BOTrMEqhUMqHLypKzeQOya7BpUzkrN+dKIiPQqeVo5cqVeW4XRadOnbB37174+PjkefnatWsxaNAgzUSOREXGLrW8NWgArFvH5MgW7dghR3jVrCmH8VuCnMXXkycDEybIuZFSU2Wr0vbtsphbx3INIl0YZPmQe/fuYcmSJWig/kVaAF9fX7zwwgt4pJ7fIof169dj4MCBmDNnjiHCIlvH5ChvbDmyXZbSpab2bGIEALNnA9Ony217e/mYgoOBP/5QLk6yOsVKjv766y/07dsXZcuWxdy5c9FOXSxXgK1btyIzMxM9e/ZEenq6Zv/GjRvRv39/zJo1Cx999FFxwiKSs/Bysdm8qSfCPHeO61zZkqws4Pff5balJEeZmXmPSlMnTO+8A9SpA9y4AbzwAjBmjGxRIiouoacrV66IadOmicDAQFGqVClhZ2cnfv75Z71u4+bNm6JmzZqid+/eIisrS2zcuFE4OjqK2bNn6xuOIpKTkwUAkZycrHQolJ+//hICEKJiRaUjMU8BAfL52btX6UjIVA4flq95iRJCPH2qdDSG8/ixECNGyMcGCFG/vhD//ad0VGSmdP3+1rnlaOPGjejcuTNq1aqFEydOYNGiRbh+/Trs7OxQq1YtvRKyMmXK4M8//8ShQ4fQsWNHvPXWW5g6dSo++eQTPVM7onywS61g7FqzPeoutY4d5bpn1sLVVRZmb9kiR7gdOwY0agR8+y2LtanIdE6O+vXrh8aNGyMpKQmbNm1Cz5494VSE9W+OHz+O48eP4969e5g3bx727t2LXr16oUePHprLjh8/rvftEmlhclQwJke2x9LqjfTVvTtw/DjQqZOcUXvYMKB3b+DOHaUjIwuk88Kz7777LjZu3Ig6derg7bffRp8+feDj4wNHR0ccO3YMtWvX1ukO7ezsoFKpIITQ/AWQa9ucZ8bmwrNmLudis7Gx2YkAZdu4EejTB2jSBPj3X6WjIWO7fVuO5hJCzo5dvrzSERlPVhawYAEQGgqkp8slSH78UU56STbP4AvPLlu2DIsWLcLGjRuxYsUKjB49Gl26dIEQQq/JHS9duqTzsUQ6mzYte4HKEydkYuThAdSrxwUq86JeYy0uDsjIkDMTk/X680+ZGAUHW3diBMgZ4MeOBTp0APr1A86ckV2J48fLIu4i9HiQ7dFrtJqrqysGDBiAmJgYxMXFoXbt2vDz80OrVq3Qr1+/AmfHBmSXWoUKFRAYGFjoCQBOnjyJjIyMoj86sh329nIES1iY9mKzs2bJ/Vx0VluVKoC7O/D0qVz0k6ybtXep5eW554DDh+WINiHk3EitWslRmkSFKPJQ/mrVqiE8PBwJCQlYs2YNHj9+jL59+xZ4nYYNG+KOHv2/LVq0QHx8fFFDJFsyebL8VThlCrB0qdyXkcEFKvNjZ5c9pJ91R9YtM1NOlAjYVnIEyB8Ay5YBP/8su9oPHZKtpqtWsVibClTstnQ7Ozv06NEDPXr0wM2bNws8VgiByZMnw83NTafbTktLK254ZEsmT5ZfBOoJ4qKimBgVpEEDYN8+mRz166d0NGQsBw/KomQvL6BFC6WjUcYrr8jlRvr3B6KjgUGDZMK4dCng7a10dGSGDFpo4FvI9O1t27bFmTNndL69Fi1awNXcVo0m8xYUlL3t5MTEqCAcsWYb1F1qXbrYdm1ZhQrAX38Bc+fKFuUNG4D9+4GffgJat1Y6OjIzJn2nREdHm/LuyNZkZspCTEDWGKWlyRokJkh5y5kcCSEX+CTrY4v1Rvmxt5ej2EJCZGvphQtAu3bApEnyc8KWk0fSYpC11YjMQt++wN27clK4e/eya5DCwpSOzDzVrStrj27dAhITlY6GjCEpSRYlA3J5DZKaNpXTfAwYIIf+z5ghkySOpqb/x+SIrMOMGcCmTXJ7wgQ5jD9nkTYTpNxcXeXq7ID8oiDroy7EbtwY8PNTNhZz4+EhC7PXrQM8PWX9XYMG8jzZvCIlR/fv38f333+P0NBQ3L17FwBw5MgRXLt2zaDBEensv//kXw8P4MMPs/erEyQznlRUUaw7sm7sUivcG2/IJUdatgRSUmR324ABcq40sll6J0fHjx9H9erVMWfOHMyfPx/3798HAGzevBmhoaGGjo+ocELI2gEAGDFCDtnNafJkTgCZHyZH1is9XU7+CDA5KkxQEBATIz8n7OyAH36Q7w3OHm+z9E6OxowZg4EDB+LcuXNwcXHR7O/atSt27dpl0OCIdLJjh5y/xNUV+OgjpaOxLEyOrNf+/UByslyMtXFjpaMxfw4OwNSpwK5dQGAgcPGinDRy1iy2PNsgvZOjgwcP4r333su1v1y5ckhKSjJIUER6+ewz+fe994AyZZSNxdKok6Pz59mNYG3UXWovvMAZ4vXRqpX8sfDGG3Ii2U8/laPbEhKUjsy6TZuWf21oWJjJW//1To5cXFyQkpKSa/+ZM2dQhl9MZGq7dgG7d8s5jcaNUzoay1OmDFCunNw+flzZWMiwWG9UdN7ewNq1wOrVQIkSssutfn0gIkLpyKxXziWgcgoLU2QJKL2To549e2LGjBlIT08HAKhUKsTHx2PChAl45ZVXDB4gUYHUrUaDB2d/yZN+2LVmfRIS5KLCdnZA585KR2OZVCo5o3ZsLNCkiZwe5NVX5Vptjx4pHZ31yTm6eMQI+XyrEyMFVjrQOzmaP38+bt26BV9fXzx58gTt2rVD1apV4eHhgZkzZxojRqK8/fuvrDeytwc++UTpaCwXkyPr8/vv8m/z5kCpUsrGYumqVpWLWYeGyoTp++/lorZHjigdmfWZPFkmQ199BZQsqejamHpPB+rp6Yk9e/Zg586dOHLkCLKysvDcc8+hY8eOxoiPKH/qZPytt7SXDSH9MDmyPuxSMyxHR1mY3bmz/Lw5e1YmnuHhchCIHacMNJics5QruASUSgguTayvlJQUeHl5ITk5GZ6enkqHY5uOHZNf6ioVcOoUUKOG0hFZrvPngWrVAGdn4OFDLqFg6VJTZWvRo0eydaNhQ6Ujsi5378qutchIeb5yZbmw7dy5uY8NC5Mj3TiViG4uXJCf5ZmZ8nMoI8PgLUe6fn/rne6OHDkSixcvzrX/yy+/xOjRo/W9OaKimTVL/n39dSZGxVW5siw6TU0F9FgYmszU7t0yMQoIyG4VJMMpWRL4+Wdg2TLAzU0O+Z83D3jzTe3jFCoktlhCAF27ysSocmW5NqaCKxzonRxFRESgVatWufa3bNkSP//8s0GCIirQmTPZS4VMnKhsLNbAzk6OxAHYtWYN1F1qXbtyMWFjUalk69Hhw9ktc2vXAs2aAU+eKFpIbLH69QPOnZPJ5O+/y+dYwSWg9E6O7ty5Ay8vr1z7PT09cfv2bYMERVSg8HD5K+Oll4DgYKWjsQ7qFgausWb5WG9kOjVrysk2x46V5//9F3B3Z2Kkr4cPgW3b5HZoKFC9evZlCi0BpXdyVLVqVWxXL2aYw++//47KlSsbJCiifF26BKxZI7c//VTZWKwJi7Ktw4ULsmXVwQHgIBnTcHYG5s8H/vhDnhdCtsYyMdLd9OlyEtpKlfLuDVBgCSi9Ky/HjBmDESNG4NatW3j++ecBAH///Tc+//xzLFy40NDxEWmbM0f+gujcGWjaVOlorEfO5EgIdsdYKvUQ/tatgTxa+MmI/vknezsrCxgyBFi+XLl4LMWJE8CCBXL7yy/lMlBmQO/kaPDgwUhNTcXMmTMR9v99gEFBQfjmm2/Qv39/gwdIpHHtGrBypdyeNEnZWKxN3bqyr//OHfk8ly+vdERUFOxSU0bOGqOrV2Wx9ooVQNmyihQTW4ysLOD99+UP3t69zer/tlhD+W/dugVXV1eUKFHCkDGZPQ7lV8hHHwELFwJt2shlQ8iw6tWTv+K2bAG6d1c6GtLX48dyCP/Tp/J1rFNH6Yhsw7PF1ykp8seGei021h7lb9UqYNAgWad16hRQoYLR79JoQ/lzKlOmjM0lRqSQmzeBb7+V22w1Mg7WHVm26GiZGFWsCNSurXQ0tiMzUzsB8vQEvvsu+/JLl5SJy9zduQN8/LHcnjbNJImRPoo029vPP/+MjRs3Ij4+HmlpaVqXHeGU6mQMCxbIIbJNmgCdOikdjXVq0EAWuzM5skw5u9RYM2Y6eRUKd+ki13tcsQLYs0e26rm5mTw0szZxInD7tmzhHDVK6Why0bvlaPHixRg0aBB8fX0RGxuLpk2bolSpUrh48SK6du1qjBjzFR4ejiZNmsDDwwO+vr54+eWXcaaQSeyio6OhUqlynU6fPm2iqElv9+7JtXYA2WrED37jYMuR5RIieyi0GdVt2LTPP5eLYZ87J7vdKNuBA7IuCwC++UYuz2Jm9E6Ovv76ayxbtgxffvklnJycMH78eOzYsQMjR45EcnKyMWLMV0xMDIYPH44DBw5gx44dyMjIQOfOnfFIhxWTz5w5g8TERM2pWrVqJoiYimTJEjnMs1491sIYk3oiyAsXZN0EWY4zZ4DLl+VaVP8/ipgU5u2dnQB88YWcD4nkkiDvvy+3Bw6UNaRmSO/kKD4+Hi1btgQAuLq64sGDBwCAt99+G+vWrTNsdIXYvn07Bg4ciDp16qB+/fpYuXIl4uPjcfjw4UKv6+vrC39/f83JnlO8m6cHD2QRNiDnNeICj8ZTunT2KLXjx5WNhfSj7lJr314Wt5J56NYNGDBAtuwNHixrwmzdV1/J1mkfn7zXozMTen/T+Pv7486dOwCAwMBAHDhwAABw6dIlKL2GrbrlqmTJkoUe27BhQwQEBCAkJARRUVHGDo2KaulS2a1WvTrw6qtKR2P92LVmmTiE33wtWCDXuTt9mgvQXr+eXbg+ezZQpoyy8RRA7+To+eefx5YtWwAAQ4YMwUcffYROnTqhT58+6NWrl8ED1JUQAmPGjEHr1q1Rt27dfI8LCAjAsmXLEBERgcjISNSoUQMhISHYVcDQ8NTUVKSkpGidyASePJEzzwKyeI+te8bHZUQsz4MH2VNbMDkyPz4+8kceIBeo/fdfZeNR0tix8v+1WTNg6FCloymQ3vMcZWVlISsrCw4OcqDbxo0bsWfPHlStWhXDhg2Dk5OTUQItzPDhw7Ft2zbs2bMH5fWcwK5Hjx5QqVT49ddf87x82rRpmD59eq79nOfIyJYsAUaOBIKCgLNnzbJoz+pERMgWuueek4tqkvn75RegVy+galVZ/Evm6a23gJ9+ktMsHDkilx2xJTt2yJUN7OyAQ4eyF+w1MYPOc9S7d29Na8maNWuQmWMBuNdffx2LFy/GyJEjFUuMPvzwQ/z666+IiorSOzECgObNm+NcAR8qoaGhSE5O1pwS1JN7kfGkpWX3R3/yCRMjU1G3HJ04AaSnKxoK6YhdapZh0SLAzw/47z85L5ItSU0Fhg+X2yNGKJYY6UOn5Gjr1q2aEWCDBg0y+ai0/AghMGLECERGRmLnzp2oVKlSkW4nNjYWAQEB+V7u7OwMT09PrRMZ2Q8/yGn4y5aVIxrINCpVAjw8ZHLK6S3MnxBMjixFqVJy2Dog14i0pZbZuXNlq6a/v8UkhjpNAlmzZk2EhoaiQ4cOEEJg48aN+SYIplxfbfjw4Vi7di3+97//wcPDA0lJSQAALy8vuP7/4nWhoaG4du0afvjhBwDAwoULERQUhDp16iAtLQ1r1qxBREQEIiIiTBY3FSIjAwgPl9sffwy4uCgbjy2xs5ND+vfskUXZ9eopHREVJC5OroXn6gq0a6d0NFSYXr2APn2ADRvkshmHDsnpF6zZhQvAzJlye8ECy1kQWehg7969olmzZqJ06dLCzs5OeHl5CW9v71wnHx8fXW7OYADkeVq5cqXmmAEDBoh27dppzs+ZM0dUqVJFuLi4CB8fH9G6dWuxbds2ve43OTlZABDJyckGeiSk5ccfhQCEKF1aiIcPlY7G9nz4oXz+x4xROhIqTHi4fK26d1c6EtLVzZtClCkjX7cpU5SOxriysoTo2lU+1pAQeV5hun5/612QbWdnh6SkJPj6+ho6T7MYXHjWiLKy5KKNp04Bs2YBoaFKR2R7VqwAhgyRkwn+/bfS0VBB2rYFdu8Gvv46e2I9Mn+bNgGvvw44OAAHD2bX+lmbyEjglVdk61hcnJySRWFGWXg2IyMD/fv3R2pqarEDJMrT5s0yMfL2zi7gI9PKOdeRwnOXUQHu3QP27ZPbJl66iYrptddk0pCRIbvXrHHww8OH2WumjR9vFomRPvRKjhwcHBAREaE1Wo3IYIQAPvtMbo8cKVe3JtOrXVv+or17VxbFk3nasUOuCF+rlpzugizLV1/JIu2jR+WEiNZm+nT5+VGpkpynzsLoPQlkSEgIoqOjjRAK2bzffpMfFO7uMjkiZbi4yC9cgDNlmzOOUrNsfn5yLjcACAuT3U7W4sQJWXwNAF9+KQcMWBidRqvl1LVrV4SGhuLEiRNo1KgR3J9Zx+ell14yWHBkQ3K2Gn3wgfxFRaY3bZqcibxBA/lhffQo0KOHvCwsTLZU2PoSCOYgKwv4/Xe5zeTIcr3xhhy59r//ySlLDhyw/DndsrJk/VtmJtC7t8X+f+qdHL3//0V/X3zxRa7LVCoVu9yoaKKi5AeDiwswZozS0dgue3tgyhTghRfkefUyImFhcr+FzFFi9Y4cAW7eBEqUAFq3VjoaKiqVSs59tGuXfE3nzbPILigtP/wgpwJxd89eNNwC6d2tpl4+JK8TEyMqMnWr0dChcqIwUsbkyTIB2r5dnj96VDsxUi8aScpSd6l16mT98+RYu4AAOXs2IOt0Tp5UNp7iuHNHzk0HAFOnAhUqKBtPMeidHBEZ3L59suXI0TH7jUXKmTwZmDBBbl+6xMTIHLHeyLq89RbQvbucmX7wYDmKzRJNnAjcvg3UqQOMHq10NMWi9zxHMwppVp8yZUqxArIEnOfIwF58UX7YDx0KfPed0tGQmp2drAVzcLDOocaW6tYtWcwrhBwNVK6c0hGRIVy7JpOK5GS5vMj48UpHpJ8DB4AWLeT2rl1AmzbKxpMPXb+/9a452rx5s9b59PR0XLp0CQ4ODqhSpYpNJEdkQEeOyMTIzi67tYKUFxaWPcdRRoY8z5Yj8/DHH/K1qV+fiZE1KVdOjvAaPFi21r70ElCzptJR6SYjI3sS0oEDzTYx0ofeyVGsukAzh5SUFAwcOBC9evUySFBkQ9Rr7vTtC1SpomwsJKlrjEaMkMNw7ezkeYAJkjlgl5r1GjgQ2LhR1vwNGiQLm+3tlY6qcF9/LesTfXzkIrNWwCA1R56enpgxYwYm84OT9HHypJxeHrD8ERrWImfx9ZIlcuHZrCygZ0+5PyxM6QhtW2ambDkCmBxZI5UKWLYM8PCQ3VTqQm1zdv06MGmS3J49GyhTRtl4DMRgBdn3799HcnKyoW7Odkyblv8XTliYdc8pEx4u/77yipyVmZSXmaldfN23r/z78KHczxGpyvr3Xzlzubc30Ly50tGQMVSoAKinyvn0U+DsWWXjKczYscCDB0DTprJu1Ero3a22ePFirfNCCCQmJuLHH3/EC+q5UUh36nllAO0uC2ufV+b8eWDdOrn96afKxkLZnk3G33hDtupFRQE//iiHHZNy1F1qXbrIQnmyTkOGyO61HTvkdkyM7N42Nzt2AOvXy9iWLjXPGItI73fXAvWU4P/Pzs4OZcqUwYABAxDKFdT1p06IpkyRRZYTJ8oWFWsfPj17tuyu6dYNaNhQ6WgoP5UqyRaKAwfkh7V6IUlSBuuNbINKJUfu1q0r646+/NL8llRKTc1eHHzECKv7HNd7KD8ZaSi/uqXIzk4mDdacGMXHy+LrjAw5x5F6+CeZp8WLZVLUrJlMkkgZiYlA2bJy+8YNwNdX2XjI+JYulaPAXF3lcj7mNGhF/Z3l7w+cPg14eSkdkU50/f4udhvYlStX8N9//yErK6u4N2XbBg+Wf7Oy5K+Gd99VNh5jmjdPJkbPP8/EyBK8/rpM2v/5B7h4UelobJd61vImTZgY2Yp33wU6dACePJHda+byPXvhQvZI4wULLCYx0ofOydHq1aux8Jl1Ut59911UrlwZ9erVQ926dZGQkGDo+GzHihXZ20LI+S3OnFEuHmNJSsqe6FE9woHMm7+//IAGZH0BKYNdarbHzg5YvlyuUxYTI9dhU5oQsosvNRUICQH69FE6IqPQOTlaunQpvHJkh9u3b8fKlSvxww8/4ODBg/D29sb06dONEqTVy1l8ffasnCvi/n3Zh7tvn9LRGdbnn8s3VYsWQPv2SkdDulKPWlMX0ZNppacDf/4pt5kc2ZZKlWSNJgB88olc0kdJmzfLRN3JSc5vpFIpG4+xCB2VLFlSHD9+XHN+2LBhonfv3przUVFRIigoSNebs2jJyckCgEhOTi7+jc2YIQQg/6rduCFEuXJyv4ODEJGRxb8fc3D7thDu7vJxbdumdDSkj7t3hXBykq9dXJzS0die6Gj53JcpI0RmptLRkKllZgrRtq38H3j+eSGyspSJ48EDIcqXl3FMmqRMDMWk6/e3zi1HT5480Spe2rdvH9q2bas5X7lyZSQlJRkyb7MNz84rA8h6gjNngOrVZW3OK68AX32lXIyGsmgR8OiRbBHr2lXpaEgfPj7Zrxlbj0xP3aX2wgtWNVyadKTuXnN1BXbulBNFKmH6dLmeX6VKVj9xr87vssDAQBw+fBgAcPv2bZw8eRKtW7fWXJ6UlKTV7UY6mjYt71Fp7u5yBun33pN9vCNGyCZVcynI01dyshz1BMhaI2ttirVm6q619euz110j02C9EVWtCsyaJbfHjQOuXDHt/Z84IYuvATm1gKurae/fxHROjvr374/hw4cjLCwMr732GmrWrIlGjRppLt+3bx/q1q1rlCBtloODLMBTjwqYOxd46y1Zs2NpvvpKJki1awMvv6x0NFQUPXrIpP3iRTlTM5lGfLz8YrKzAzp3VjoaUtKHHwKtWskZ6995x3Q/UrKy5JQCmZlAr142kaTrnBx98sknGDp0KCIjI+Hi4oJNmzZpXb537170Vf+yJMNRqWTz5erVMllat052b9y/r3Rkunv0KPsXx8SJ7BawVG5uco01gF1rpvT77/JvixZAyZLKxkLKsreXI5tdXOTs1DlHORvTDz/IySjd3S1jvTcD4CSQRWCUSSB1sWOHrD968EDOnPrbb3IdHnO3YAEwZoycwOz0aS57YMm2bpUtSP7+svbAElYMt3Q9ewK//ipbkK28zoN0NH8+8PHHgKenLL8oX95493X3LlCjBnD7tuy9+Phj492XCZhkEsgPPvgAt2/fLs5NkD46dQJ27ZLrW504IX9JxsUpHVXBnj6Vkz4CQGgoEyNL17mzLM5OSgKio5WOxvqlpgJ//SW3baArg3T00UdyWZ+UFDlRpDHbOEJDZWJUpw4werTx7sfMFCs5WrNmDVJSUgwVC+miQQO5hEOtWsC1a0Dr1nL0grlauVIue1ChAvD220pHQ8Xl5AS8+qrcZtea8e3aBTx+LH8Q1a+vdDRkLtTda87Ostt19Wrj3M+BA9mT9n7zDeDoaJz7MUPFSo7YI6eQihWBvXuBtm3lL4cXXgDWrlU6qtzS04E5c+T2+PHyi5Usn7q2MCLCMgcHWJKco9Q4wpNyqlVLDq0HZEvS9euGvf2MDFmELQQwcCDQpo1hb9/M6ZUcZWZmIiYmBvfu3TNWPKQrHx/gjz/kulfp6cCbb8pExJwS1p9+ksNN/fzkukBkHdq2lS0Z9+/L/0EyHg7hp4KMHSvX2rt/P3vaF0P5+mvg6FH5XTN3ruFu10LolRzZ29ujS5cuuP//I6UePHiAypUrGyMu0oWLi+zaGDNGnp8wQc6HlJmpbFyAjCHnnBxWPieGTbG3z15PiV1rxnP+vFxOyMEB6NhR6WjIHDk4yO41R0c5WOKnnwxzu9evZ699OXs2UKaMYW7XgujdrVavXj1c5Mrc5sPOTq5XtmCBbHb/+ms5ou3xY2Xj2rQJOHdODj0eNkzZWMjw+vWTf3/9VU7VQIanHsLfpo0clUSUl7p1galT5fbIkXKwRHGNHStHRTdtCgwdWvzbs0B6J0czZ87EuHHjsHXrViQmJiIlJUXrRAoZPRrYuFEW6P3vf3K1ZKVGEmZlZU9cOXo0UKKEMnGQ8TRuLKdmePxYJkhkeOxSI12NHy+XZbp3L7tOqKh27JCz4NvZAUuX2uy8dHrPc2SX44lS5SgQFEJApVIh0xy6dIxMsXmOdLFnD/DSS/JNUq2a/PVZpYppY/jf/+Qs2J6esubI29u090+mMXky8Nlnct4jJkiG9fixbHVNTZXz2NSurXREZO6OHwcaNZKF1OvWAW+8of9tpKYC9erJVv+RI61ywkddv7/1nnQmKiqqWIGRkbVuLUeyde0q/8FbtAC2bZNFe6YghPzCBGT9ExMj69W3r3ytt2+XE8Vx9mbDiYqSX1SBgXJUElFhgoNlndC0afKzt0MHORhGH/Pmye8Nf3+5ILoN4wzZRWDWLUdqiYnAiy8CsbFy2YeNG+V5Y/vjDzm1gJsbcPmyTRby2ZT69eUv1u++s9naBKMYPlzWD77/vvxLpIu0NFkndOyYnI/smWW+CnTxopzo8enTorc8WQCjz5D9+PFjnD59GsePH9c6kZkICABiYoAuXWQT/UsvZU/mZUzqWqP33mNiZAvUcx6Z4zxblkoI1htR0Tg5yYl3HRyAn3/WPTkSQi5q+/SprFdVj0a1YXq3HN26dQuDBg3C7+qRFM9gzZGZSU+XicrKlfL85Mly4jBjTCi3axfQrp18g166BJQta/j7IPNy+TJQqZL8f7p6la+5IZw6JWuMnJ2BO3fkYp9E+lDXA5YpI2vWCvuhGhkpRzk7OcklqapXN02cCjBay9Ho0aNx7949HDhwAK6urti+fTtWr16NatWq4VcWZZofR0dg+fLsoZ5hYcCgQTJpMjR1rdGQIfyStBVBQbKuTQjZdUvFp241at+eiREVzaRJcoj/rVuysLogDx8Co0bJ7fHjrTox0ofeydHOnTuxYMECNGnSBHZ2dggMDMRbb72FuXPnIjw83BgxUnGpVLJI77vv5AR+q1fL+qMHDwx3H//+K4eA2tvLNxjZDnXXGieENAx2qVFxOTvL3gJ7ezksf/Pm/I+dPl22+laqBEycaLoYzZzeydGjR4/g6+sLAChZsiRu3boFQE4OeeTIEcNGR4Y1dKgccu3mJhOZtm1l4bYhqGuN3n5btiaQ7Xj9dTkXyr//AhcuKB2NZUtJAXbvlttMjqg4GjfO/qH6/vuyi/ZZJ07ICYQB4MsvuZJBDnonRzVq1MCZM2cAAA0aNMC3336La9euYenSpQgICDB4gAUJDw9HkyZN4OHhAV9fX7z88sua2AoSExODRo0awcXFBZUrV8bSpUtNEK2Z6NZNFmr7+sp1c5o3lzUOxXHsmEy6VCogNNQgYZIF8fOTRZyA/JVKRff337LLu1o1oGpVpaMhSzdlipwK4saN7K4zNSFk0pSZCfTqxWT8GUWqOUr8/9aGqVOnYvv27ahYsSIWL16MWeq1tEwkJiYGw4cPx4EDB7Bjxw5kZGSgc+fOeFTAcgaXLl1Ct27d0KZNG8TGxmLixIkYOXIkIiIiTBi5who3Bvbvlx/A8fFAy5bZv1aLQv26v/46+6ttFbvWDINdamRILi6ye83OTq67tmVL9mWrV8tJg93drXKyx+Iq9jxH6iH9FStWROnSpQ0VV5HcunULvr6+iImJQdu2bfM85pNPPsGvv/6KUzlaS4YNG4Zjx45h//79Ot2PRY1WK8jt23KI//79so/6xx+B117T7zbOnJG/TISQLUjBwcaJlczb/fuyBSktTc57VK+e0hFZHiGA8uXlop9//AF07qx0RGQtWrUC9u2TU7ycPCn/12rUkN8BnTvLQRXTpikdpUkYfZ6jtLQ0nDlzBk5OTnjuuecUT4wAIDk5GYCshcrP/v370fmZD50uXbrg0KFDSDfGCC5zVrq0bMZ/+WU5G2+fPtn9z7oKD5dvtJ49mRjZMm/v7NYOth4VzfHjMjFyc5P1gESGou72TkwEPvpIlj/cvi2H+P/5pyzcJi16J0ePHz/GkCFD4Obmhjp16iA+Ph4AMHLkSMyePdvgAepKCIExY8agdevWqFu3br7HJSUlwe+ZKdX9/PyQkZGB2/ks1Jqammq9C+y6usrJwoYPl0nOmDHyzZOVVfh1L10C1qyR259+atw4yfzl7FrjxPv6U3ephYTI7hAiQ5kxI3sG+9WrgWXL5PatW/KyyZOVi81M6Z0chYaG4tixY4iOjoZLjjdwx44dsWHDBoMGp48RI0bg+PHjWKfDr1bVMxMgqnsWn92vFh4eDi8vL82pQoUKxQ/YnNjbA0uWAHPnyvMLF8qp458+Lfh6c+bIYr7OnU23dhuZr+7dgRIl5MSQBw4oHY3lYb0RGdN338nus5yYGOVL7+Tol19+wZdffonWrVtrJRO1a9fGBYWG8X744Yf49ddfERUVhfLlyxd4rL+/P5KSkrT23bx5Ew4ODihVqlSe1wkNDUVycrLmlJCQYLDYzYZKBXz8sSzac3SU08537iwXFM3LtWvZs25PmmS6OMl8ubnJ7lWAXWv6undP1oQActFoImP466/s1RGcnJgYFUDv5Ehd9PysR48e5dvyYixCCIwYMQKRkZHYuXMnKlWqVOh1WrRogR07dmjt+/PPP9G4cWM4OjrmeR1nZ2d4enpqnaxWv36yGNTTU45ga90auHIl93Hz58vi27ZtgTZtTB8nmSd119rGjUBGhrKxWJI//5Rd2XXqAIGBSkdD1urzz2WXt5OT/PwOC1M6IrOld3LUpEkTbNu2TXNenRB99913aPFsk52RDR8+HGvWrMHatWvh4eGBpKQkJCUl4cmTJ5pjQkND0b9/f835YcOG4cqVKxgzZgxOnTqFFStWYPny5Rg3bpxJYzdrHTrIIZ7ly8s5kJo3B2Jjsy+/eRP49lu5zVYjyqlTJ6BkSTmvSnS00tFYDnapkbGFhcl5j2bMkANwZsyQ55kg5U3oae/evcLDw0MMGzZMuLi4iFGjRomOHTsKd3d3cejQIX1vrlgA5HlauXKl5pgBAwaIdu3aaV0vOjpaNGzYUDg5OYmgoCDxzTff6HW/ycnJAoBITk42wKMwYwkJQtSrJwQghJOTEH/8IfdPmCD3NWkixPTpQkydqmiYZGbefVf+fwwerHQkliEzU4gyZeRzFhWldDRkjWbMkP9fM2bott+K6fr9XaR5juLi4jB//nwcPnwYWVlZeO655/DJJ5+gno3MbWI18xzpIjkZaNhQjkyzs5ND/SdNkuuy9esHrF3Loj7SFhMjF0318pItSM7OSkdk3g4eBJo2BTw85BIP+XTvExXZtGly4E1en9NhYXJgDec50lLsSSBtkU0lR4Dsm27SRM7DoubnJ7/4mBjRs7KygIoVZdH+L79kF2lT3qZPl19Mr7wip9UgIqMx+iSQZEOcnGTNUc7CayZGlB87OzmhKMBRa7pgvRGR2dG55cjOzq7Q0WgqlQoZNjBCxeZajnJydJSjkJycZFEfUV4OHZKtja6usoC/RAmlIzJPN28C/v5yBNG1a0DZskpHRGTVdP3+dtD1Bjdv3pzvZfv27cOSJUvAHjorFxaWnRiph4Gy5Yjy0qiRXFX+/Hng119lfRrl9scfMjFq2JCJEZEZ0Tk56plH3cDp06cRGhqKLVu24M0330QYhwRar5zDQCdPzj4PMEGi3FQqOedRWJjsWmNylDd2qRGZpSLVHF2/fh3vvPMOgoODkZGRgaNHj2L16tWoWLGioeMjc/BsYgTIv5wngwqinhBy+3Y5Cou0ZWTIliOAyRGRmdErOUpOTsYnn3yCqlWr4uTJk/j777+xZcuWAhd6JSuQmZl38bU6QcrMVCYuMm+1agH168skICJC6WjMzz//yGVDSpYEmjVTOhoiykHnbrW5c+dizpw58Pf3x7p16/LsZiMrVdD8F+xSo4L07QscOya71t59V+lozIu6S61LFzkHDRGZDb1Gq7m6uqJjx46wL+CNHBkZabDgzJVNj1Yj0seVK0BQkKxBSkgAypVTOiLz0bAhcPQo8OOPwFtvKR0NkU0w+Gi1/v37m3xhWSKycIGBQKtWwN69cjHajz5SOiLzcO2aTIxUKtlyRERmRefkaNWqVUYMg4isVt++Mjlat47Jkdr27fJv06ZAmTLKxkJEuXCGbCIyrtdekzU1Bw/KeY+IQ/iJzByTIyIyLl9fICREbq9fr2ws5iAtDdixQ24zOSIyS0yOiMj41HMerVsnZ4S2ZXv3Ag8eyKTxueeUjoaI8sDkiIiMr1cvwNkZ+O8/IC5O6WiUpe5S69pVLtJLRGaH70wiMj4vr+wupLVrlY1Faaw3IjJ7TI6IyDTUXWvr19tu19rly7L1zN4e6NRJ6WiIKB9MjojINLp3B0qUkBND7t+vdDTK+P13+bdlS8DHR9lYiChfTI6IyDRcXYGXX5bb69YpGopi2KVGZBGYHBGR6ai71jZulAvS2pKnT4G//5bbTI6IzBqTIyIynU6dgFKlgJs3gagopaMxrZgY4MkTub5cvXpKR0NEBWByRESm4+goZ8wGbK9rLWeXGtepJDJrTI6IyLTUXWuRkUBqqrKxmBLrjYgsBpMjIjKt1q2B8uWB5OTs0VvW7tw5ua6co2P2UipEZLaYHBGRadnZAX36yG1b6VpTtxq1bQt4eCgbCxEViskREZmeumvt11/lOmPWjl1qRBaFyRERmd5zzwHVqsnh7f/7n9LRGN60aUBYmNx+9AiIjpbb3brJ/dOmKRQYEemCyRERmZ5Kld16ZI1da/b2wJQpMhHauRNISwMqVZLzO02ZIi8nIrOlEsJWFzkqupSUFHh5eSE5ORmenp5Kh0NkmU6fBmrVAhwcgKQkOf+RNQkLk4lQkybAwYNA06bAv/8CM2YAkycrHR2RTdL1+5stR0SkjJo1gQYN5EzZP/+sdDSGN3ky8PHHMjECmBgRWRAmR0SknH795F9r7Fq7fx/444/s805OTIyILASTIyJSjnpI/65dwLVrysZiSE+eAD17AsePy/NOTrLuSF2kTURmjckRESmnYkU5KaQQwIYNSkdjGBkZskVs1y55/oMP5EzgM2ZkF2kTkVljckREyrKmUWtCAO+/D/zyizw/eDDw1Vdye/JkJkhEFoLJEREp67XX5ND2Q4fkMhuWbPJk4Pvv5fYbbwDLl+e+fMYMIDPT9LERkc6YHBGRssqUATp2lNvr1ysbS3EsWQLMnCm3ly3LvyVs8mROAklk5pgcEZHy1F1ra9fKrilLs349MGqU3A4LA955R9l4iKhYmBwRkfJ69QKcneXEkMeOKR2NfnbsAPr3l0ndiBHAp58qHRERFROTIyJSnqcn8OKLctuSCrMPHpSJXXq6nJZg0SK5NAoRWTSLTo527dqFHj16oGzZslCpVPhFPUIkH9HR0VCpVLlOp0+fNk3ARJQ/ddfa+vVAVpaysejizBm5kOyjR7JmavVqwM6iP1KJ6P9Z9Dv50aNHqF+/Pr788ku9rnfmzBkkJiZqTtWqVTNShESksxdfBDw8gPh4YP9+paMp2PXrQJcuwO3bQOPGQGSk7BYkIqvgoHQAxdG1a1d07dpV7+v5+vrC29vb8AERUdG5usouqh9+kF1rrVopHVHe7t2TidGVK0C1asBvv8mkjoishkW3HBVVw4YNERAQgJCQEERFRSkdDhGpqbvWNm2SM02bmydPgJdeAk6cAAICgD//lFMREJFVsankKCAgAMuWLUNERAQiIyNRo0YNhISEYJd6mv98pKamIiUlRetEREYQEgKULg3cvAns3Kl0NNoyMmTR9Z49gJcXsH07EBSkdFREZAQW3a2mrxo1aqBGjRqa8y1atEBCQgLmz5+Ptm3b5nu98PBwTJ8+3RQhEtk2R0c5Y/Y338iutc6dlY5IEgJ47z1gyxbAxUX+DQ5WOioiMhKbajnKS/PmzXGukCULQkNDkZycrDklJCSYKDoiG6TuWouMBJ4+VTYWtYkTgRUr5Gi0DRuANm2UjoiIjMjmk6PY2FgEBAQUeIyzszM8PT21TkRkJK1aAeXLAykpsthZaQsXArNny+1ly2TNERFZNYvuVnv48CHOnz+vOX/p0iUcPXoUJUuWRMWKFREaGopr167hhx9+AAAsXLgQQUFBqFOnDtLS0rBmzRpEREQgIiJCqYdARM+ys5OLts6fL7vWevdWLpaffgI++khuz5oFDBmiXCxEZDIWnRwdOnQIHTp00JwfM2YMAGDAgAFYtWoVEhMTER8fr7k8LS0N48aNw7Vr1+Dq6oo6depg27Zt6Natm8ljJ6IC9O0rk6OtW2ULkhKttdu3AwMHyu1Ro4AJE0wfAxEpQiWEJa7yqKyUlBR4eXkhOTmZXWxExiAEULMmcPasnPfo7bdNe////AM8/zzw+DHQrx/w44+c/ZrICuj6/c13OxGZH5UquzDb1GutnT4tZ+t+/FiOllu5kokRkY3hO56IzJM6OdqxQy7TYQpXr8qE6M4doEkTICICcHIyzX0TkdlgckRE5qlGDeC55+Tkiz//bPz7u3tXLguSkABUrw5s2waUKGH8+yUis8PkiIjMl6m61h4/Bnr0AP77DyhblsuCENk4JkdEZL769JF/d++WXV7GkJ4OvP46sG8f4O0N/PEHEBhonPsiIovA5IiIzFeFCnI2aiHkzNSGJgTwzjuyC029LEjduoa/HyKyKEyOiMi8GbNr7ZNPgNWrAXt7YONGoHVrw98HEVkcJkdEZN5efVUmL4cPy3mPDOXzz4F58+T2d9/JmiMiIjA5IiJzV6YM0KmT3DZU69EPPwDjxsnt2bOBQYMMc7tEZBWYHBGR+cvZtVbcSf1/+w0YPFhuf/QRMH588W6PiKwOkyMiMn8vvywLps+cAY4eLfrt7N8vu+kyM4G33pLrt6lUhoqSiKwEkyMiMn+enkD37nK7qF1r//0nlwV58gR44QVgxQouC0JEeeInAxFZBnXX2vr1QFaWftdNSJCzX9+7BzRrJmfcdnQ0fIxEZBWYHBGRZejWTbYgJSTICRt1deeOXC/t6lWgZk05p5G7u/HiJCKLx+SIiCyDiwvQq5fc1rVr7dEj2ZV2+jRQvryc/bpUKePFSERWgckREVkOddfapk1yQdqCpKcDr70G/PMP4OMjE6OKFY0fIxFZPCZHRGQ5QkLkvEe3bgF//53/cVlZcrj+778Drq6yK612bdPFSUQWjckREVkOBwfZGgQAa9fmfYwQwMcfA2vWyJm1N20CWrQwXYxEZPGYHBGRZVF3rW3eLIflP2vePOCLL+T2ihWy5oiISA9MjojIsrRsCVSoADx4IGe7zmnVKrmYLCCTpP79TR4eEVk+JkdEZFns7IA33pDbOUetbdkCDB0qt8eNy147jYhITw5KB0BEpJdp04CHD+X21q1ASgoQFwe8/rpcFiQ4GJgzR9EQiciyseWIiCyLvT3wzTdA6dJAaiowa5ZcWuTpU3l5r15cFoSIioUtR0RkWSZPln+nTJF/c7YSTZ4sW5aIiIqBP6+IyPJMngyMGqW9LzQUmDFDmXiIyKqohBBC6SAsTUpKCry8vJCcnAxPT0+lwyGyXfb2csJHJyfZxUZEVABdv7/ZckREliksLDsxSkuT54mIDIDJERFZnrAwWXM0Y4ZsMZoxQ55ngkREBsCCbCKyLDkTI3Vx9rNF2urzRERFwOSIiCxLZqZ2YqSmPp+ZafqYiMiqsCC7CFiQTUREZHlYkE1ERERUBEyOiIiIiHJgckRERESUA5MjIiIiohyYHBERERHlwOSIiIiIKAcmR0REREQ5MDkiIiIiyoHJEREREVEOTI6IiIiIcuDaakWgXnElJSVF4UiIiIhIV+rv7cJWTmNyVAQPHjwAAFSoUEHhSIiIiEhfDx48gJeXV76Xc+HZIsjKysL169fh4eEBlUpl0NtOSUlBhQoVkJCQwEVtrRxfa9vB19p28LU2b0IIPHjwAGXLloWdXf6VRWw5KgI7OzuUL1/eqPfh6enJN5aN4GttO/ha2w6+1uaroBYjNRZkExEREeXA5IiIiIgoByZHZsbZ2RlTp06Fs7Oz0qGQkfG1th18rW0HX2vrwIJsIiIiohzYckRERESUA5MjIiIiohyYHBERERHlwOSIiIiIKAcmRzoIDw9HkyZN4OHhAV9fX7z88ss4c+aM1jFCCEybNg1ly5aFq6sr2rdvj5MnT+a6rf379+P555+Hu7s7vL290b59ezx58kRzeVBQEFQqldZpwoQJhcYYFxeHdu3awdXVFeXKlcOMGTO01o6JjIxEp06dUKZMGXh6eqJFixb4448/ivGsWCdreK2jo6Nz3a5KpcLp06eL8cxYH2t4rQHgp59+Qv369eHm5oaAgAAMGjQId+7cKeKzYp3M/bV++vQpBg4ciHr16sHBwQEvv/xyrmMSExPRr18/1KhRA3Z2dhg9enSRngvSkaBCdenSRaxcuVKcOHFCHD16VLz44ouiYsWK4uHDh5pjZs+eLTw8PERERISIi4sTffr0EQEBASIlJUVzzL59+4Snp6cIDw8XJ06cEGfPnhWbNm0ST58+1RwTGBgoZsyYIRITEzWnBw8eFBhfcnKy8PPzE2+88YaIi4sTERERwsPDQ8yfP19zzKhRo8ScOXPEv//+K86ePStCQ0OFo6OjOHLkiAGfKctnDa91VFSUACDOnDmjddsZGRkGfKYsnzW81rt37xZ2dnZi0aJF4uLFi2L37t2iTp064uWXXzbgM2X5zP21fvjwoRg2bJhYtmyZ6NKli+jZs2euYy5duiRGjhwpVq9eLRo0aCBGjRpV7OeF8sfkqAhu3rwpAIiYmBghhBBZWVnC399fzJ49W3PM06dPhZeXl1i6dKlmX7NmzcSkSZMKvO3AwECxYMECveL5+uuvhZeXl9YbNDw8XJQtW1ZkZWXle73atWuL6dOn63VftsYSX2t1cnTv3j29btvWWeJrPW/ePFG5cmWt6y1evFiUL19er/uyNeb2Wuc0YMCAPJOjnNq1a8fkyMjYrVYEycnJAICSJUsCAC5duoSkpCR07txZc4yzszPatWuHffv2AQBu3ryJf/75B76+vmjZsiX8/PzQrl077NmzJ9ftz5kzB6VKlUKDBg0wc+ZMpKWlFRjP/v370a5dO61Jx7p06YLr16/j8uXLeV4nKysLDx480DwGypslv9YNGzZEQEAAQkJCEBUVVaTHb0ss8bVu2bIlrl69it9++w1CCNy4cQM///wzXnzxxWI9F9bO3F5rMj9MjvQkhMCYMWPQunVr1K1bFwCQlJQEAPDz89M61s/PT3PZxYsXAQDTpk3DO++8g+3bt+O5555DSEgIzp07p7nOqFGjsH79ekRFRWHEiBFYuHAhPvjggwJjSkpKyvO+c8b2rM8//xyPHj3C66+/rutDtzmW+loHBARg2bJliIiIQGRkJGrUqIGQkBDs2rWrqE+F1bPU17ply5b46aef0KdPHzg5OcHf3x/e3t5YsmRJUZ8Kq2eOrzWZIUXbrSzQBx98IAIDA0VCQoJm3969ewUAcf36da1jhw4dKrp06aJ1TGhoqNYx9erVExMmTMj3/n7++WcBQNy+fVsIIbvC3N3dhbu7u3jhhReEEEJ06tRJvPvuu1rXu3r1qgAg9u/fn+s2165dK9zc3MSOHTv0eOS2xxpea7Xu3buLHj166PCobZOlvtYnT54UAQEBYu7cueLYsWNi+/btol69emLw4MFFfCasnzm+1jmxW808OCiQj1msDz/8EL/++it27dqF8uXLa/b7+/sDkL8+AgICNPtv3ryp+SWi3l+7dm2t26xVqxbi4+Pzvc/mzZsDAM6fP49SpUrht99+Q3p6OgDA1dVVc//PthDdvHkTQO5fQhs2bMCQIUOwadMmdOzYUcdHbnus4bV+9rbXrFlTwCO2XZb8WoeHh6NVq1b4+OOPAQDBwcFwd3dHmzZt8Nlnn2nFTeb7WpP5YbeaDoQQGDFiBCIjI7Fz505UqlRJ6/JKlSrB398fO3bs0OxLS0tDTEwMWrZsCUAO7yxbtmyu4aNnz55FYGBgvvcdGxsLIPuNGRgYiKpVq6Jq1aooV64cAKBFixbYtWuXVr/2n3/+ibJlyyIoKEizb926dRg4cCDWrl3LmoR8WMtrnddt84tSmzW81o8fP4adnfbHuL29vebxkWTurzWZIUXbrSzE+++/L7y8vER0dLTW8MzHjx9rjpk9e7bw8vISkZGRIi4uTvTt2zfXMNAFCxYIT09PsWnTJnHu3DkxadIk4eLiIs6fPy+EkMNEv/jiCxEbGysuXrwoNmzYIMqWLSteeumlAuO7f/++8PPzE3379hVxcXEiMjJSeHp6ag35Xbt2rXBwcBBfffWV1mO4f/++gZ8ty2YNr/WCBQvE5s2bxdmzZ8WJEyfEhAkTBAARERFh4GfLslnDa71y5Urh4OAgvv76a3HhwgWxZ88e0bhxY9G0aVMDP1uWzdxfayFkF2lsbKzo0aOHaN++vYiNjRWxsbFax6j3NWrUSPTr10/ExsaKkydPGuZJIi1MjnQAIM/TypUrNcdkZWWJqVOnCn9/f+Hs7Czatm0r4uLict1WeHi4KF++vHBzcxMtWrQQu3fv1lx2+PBh0axZM+Hl5SVcXFxEjRo1xNSpU8WjR48KjfH48eOiTZs2wtnZWfj7+4tp06ZpDeNv165dno9hwIABxXpurI01vNZz5swRVapUES4uLsLHx0e0bt1abNu2rXhPjBWyhtdaCDl0v3bt2sLV1VUEBASIN998U1y9erXoT4wVsoTXOjAwMM8YC3scgYGBRX5eKH8qIdj2SkRERKTGmiMiIiKiHJgcEREREeXA5IiIiIgoByZHRERERDkwOSIiIiLKgckRERERUQ5MjoiIiIhyYHJERDYhOjoaKpUK9+/fVzoUIjJznASSiKxS+/bt0aBBAyxcuBCAXCvr7t278PPzg0qlUjY4IjJrDkoHQERkCk5OTprV14mICsJuNSKyOgMHDkRMTAwWLVoElUoFlUqFVatWaXWrrVq1Ct7e3ti6dStq1KgBNzc3vPrqq3j06BFWr16NoKAg+Pj44MMPP0RmZqbmttPS0jB+/HiUK1cO7u7uaNasGaKjo5V5oERkFGw5IiKrs2jRIpw9exZ169bFjBkzAAAnT57Mddzjx4+xePFirF+/Hg8ePEDv3r3Ru3dveHt747fffsPFixfxyiuvoHXr1ujTpw8AYNCgQbh8+TLWr1+PsmXLYvPmzXjhhRcQFxeHatWqmfRxEpFxMDkiIqvj5eUFJycnuLm5abrSTp8+neu49PR0fPPNN6hSpQoA4NVXX8WPP/6IGzduoESJEqhduzY6dOiAqKgo9OnTBxcuXMC6detw9epVlC1bFgAwbtw4bN++HStXrsSsWbNM9yCJyGiYHBGRzXJzc9MkRgDg5+eHoKAglChRQmvfzZs3AQBHjhyBEALVq1fXup3U1FSUKlXKNEETkdExOSIim+Xo6Kh1XqVS5bkvKysLAJCVlQV7e3scPnwY9vb2WsflTKiIyLIxOSIiq+Tk5KRVSG0IDRs2RGZmJm7evIk2bdoY9LaJyHxwtBoRWaWgoCD8888/uHz5Mm7fvq1p/SmO6tWr480330T//v0RGRmJS5cu4eDBg5gzZw5+++03A0RNROaAyRERWaVx48bB3t4etWvXRpkyZRAfH2+Q2125ciX69++PsWPHokaNGnjppZfwzz//oEKFCga5fSJSHmfIJiIiIsqBLUdEREREOTA5IiIiIsqByRERERFRDkyOiIiIiHJgckRERESUA5MjIiIiohyYHBERERHlwOSIiIiIKAcmR0REREQ5MDkiIiIiyoHJEREREVEOTI6IiIiIcvg/9yHhYasZBXMAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temperature_cell.plot(color='red', marker='x')" + ] + }, + { + "cell_type": "markdown", + "id": "7a947799-3b5a-4b8b-bf4e-0c58986b58ed", + "metadata": {}, + "source": [ + "5. Create a time series plot comparing the temperature changes at three different grid cells:\n", + " - lat = 0, lon = 0\n", + " - lat = 10, lon = 10\n", + " - lat = 20, lon = 20\n", + "\n", + "Make sure each time series has a different colour and include a legend. Give them different linestyles too.\n", + "Hint: use `.isel` to index the lat and lon.\n", + "Hint: you will need to import matplotlib to add legend." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "682cfc89-a2cd-454e-a124-d6df5f399208", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Extract the time series for each location\n", + "temp_1 = temperature.isel(lat=0, lon=0)\n", + "temp_2 = temperature.isel(lat=10, lon=10)\n", + "temp_3 = temperature.isel(lat=20, lon=20)\n", + "\n", + "# Plot the time series for each location\n", + "plt.plot(temp_1['time'], temp_1, label='lat=0, lon=0')\n", + "plt.plot(temp_2['time'], temp_2, label='lat=10, lon=10', linestyle='--')\n", + "plt.plot(temp_3['time'], temp_3, label='lat=20, lon=20', linestyle='-.')\n", + "\n", + "plt.title('Comparison of Monthly Average Temperature Change at different locations')\n", + "plt.ylabel('Temperature (K)')\n", + "plt.xlabel('Time')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4cbb0586-67e2-4a6f-bbdf-552e51f46085", + "metadata": {}, + "source": [ + "6. Let's plot some data in 2D. Use `sel` to select data for January 2065. Hint: the date is in the format YYYY-MM. Label the axes and give the plot a title." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7c5f72d0-ebe2-4f19-887d-65b3b837002a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[cftime.Datetime360Day(2065, 1, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 2, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 3, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 4, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 5, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 6, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 7, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 8, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 9, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 10, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 11, 30, 12, 0, 0, 0, has_year_zero=True)\n", + " cftime.Datetime360Day(2065, 12, 30, 12, 0, 0, 0, has_year_zero=True)]\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Latitude')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(temperature['time'].values)\n", + "specific_time = temperature.sel(time='2065-01')\n", + "specific_time.plot()\n", + "plt.title('Temperature Change in January 2065')\n", + "plt.xlabel('Longitude')\n", + "plt.ylabel('Latitude')" + ] + }, + { + "cell_type": "markdown", + "id": "a65a89e3-cd8b-4ff6-8b44-1007e978d008", + "metadata": {}, + "source": [ + "## 2. Arithmetic and Aggregation" + ] + }, + { + "cell_type": "markdown", + "id": "c1f4cc1f-b063-4de3-8d07-5fd21ab9c40e", + "metadata": {}, + "source": [ + "7. Let's compare the data on one date to the next date. Create two temperature datasets and extract the temperature change data for June 2065 and July 2065." + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "b05eec7b-a349-4db5-9448-12bf29d89f13", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 259kB\n", + "[64800 values with dtype=float32]\n", + "Coordinates:\n", + " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", + " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", + " time object 8B 2065-01-30 12:00:00\n", + "Attributes:\n", + " standard_name: air_temperature\n", + " long_name: Near-Surface Air Temperature\n", + " units: K\n", + " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", + " original_name: mo: m01s03i236\n", + " cell_methods: time: mean\n", + " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", + " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...\n" + ] + }, + { + "data": { + "text/plain": [ + "(180, 360)" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nearest_time = temperature.isel(time=0)\n", + "print(nearest_time)\n", + "nearest_time.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "870b9e7c-a714-4da0-87b5-ad7f0f1813cc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(180, 360)\n", + "(180, 360)\n" + ] + } + ], + "source": [ + "# smthn here\n", + "temp_jan = temperature.sel({'time':'2065-01-30'})\n", + "temp_jul = temperature.sel({'time': '2065-12-30'})\n", + "temp_jan = temp_jan.squeeze()\n", + "temp_jul = temp_jul.squeeze()\n", + "print(temp_jan.shape)\n", + "print(temp_jul.shape)" + ] + }, + { + "cell_type": "markdown", + "id": "89e3bb93-edd4-45f5-aba1-1eeb6aebc622", + "metadata": {}, + "source": [ + "8. Calculate the difference in temperature between july and january" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "6d0d6854-0775-42f7-9243-c1d773e9475d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'tas' (lat: 180, lon: 360)> Size: 259kB\n",
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+       "       [-2.678955  , -2.681819  , -2.6847553 , ..., -2.6705399 ,\n",
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" + ], + "text/plain": [ + " Size: 259kB\n", + "array([[-0.3733337 , -0.375072 , -0.3768103 , ..., -0.37001228,\n", + " -0.3712232 , -0.37228894],\n", + " [-0.37120962, -0.3761642 , -0.38115478, ..., -0.36020494,\n", + " -0.36406255, -0.36765504],\n", + " [-0.5369568 , -0.5443461 , -0.5519166 , ..., -0.5151489 ,\n", + " -0.5223267 , -0.52963257],\n", + " ...,\n", + " [-1.183609 , -1.1955719 , -1.2064323 , ..., -1.1586428 ,\n", + " -1.1659422 , -1.174674 ],\n", + " [-1.9213533 , -1.9294748 , -1.9375181 , ..., -1.8995295 ,\n", + " -1.9055338 , -1.9133158 ],\n", + " [-2.678955 , -2.681819 , -2.6847553 , ..., -2.6705399 ,\n", + " -2.6728115 , -2.6758308 ]], dtype=float32)\n", + "Coordinates:\n", + " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", + " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "delta_temp = temp_jan - temp_jul\n", + "delta_temp" + ] + }, + { + "cell_type": "markdown", + "id": "53a9329e-9e2f-4010-8153-18335ca71280", + "metadata": {}, + "source": [ + "9. Plot the difference in these temperatures using xarrays built-in features. Add a title to the plot." + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "f537a7aa-96ac-4df4-bb2f-94bbe62d31f4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "delta_temp.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "46b4918c-bec6-49f4-97e3-17bd6f459512", + "metadata": {}, + "source": [ + "10. Let's compute and visualize the *average* temperature change for the summer. Slice out the temperature for the summer months (june, july, august). Apply the mean aggregation method and plot the result." + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "id": "67937f9c-0990-4587-b83e-128a4530ca00", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "summer = temperature.sel(time=slice('2065-06-30', '2065-08-30'))\n", + "summer.mean(dim='time').plot()" + ] + }, + { + "cell_type": "markdown", + "id": "9ad5fee1-f18e-4ccc-8a0b-cec949bab26e", + "metadata": {}, + "source": [ + "11. Using a similar method, calculate the **maximum** average change in temperature over the summer months." + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "id": "3c932c7d-95cb-4223-9034-416095c62cce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "summer.max(dim='time').plot()" + ] + }, + { + "cell_type": "markdown", + "id": "9be58dd6-561c-41fb-851c-7a8da457ce9a", + "metadata": {}, + "source": [ + "12. Harder question: Calculate the standard deviation in air temperature change over the summer months and plot as a 1D time-series." + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "id": "0a169ff6-a9f1-4d58-ab54-430a5159d1d2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "summer.std(dim='time').plot()" + ] + }, + { + "cell_type": "markdown", + "id": "530b6628-1084-42f9-9a03-c71e1ebcce75", + "metadata": {}, + "source": [ + "## 3. Extension Questions ##" + ] + }, + { + "cell_type": "markdown", + "id": "0604bf91-a371-415f-880d-10b2240eb12d", + "metadata": {}, + "source": [ + "13. Write code to compute the global average temperature change (averaged over all latitudes and longitudes) for the entire time period in the dataset. Then display the result as a 2D time series." + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "id": "0f3b9cc7-4d6b-4d78-9abd-85ad5234e841", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "global_avg_temp = temperature.mean(dim=['lat', 'lon'])\n", + "global_avg_temp.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "4040a8e7-322b-41f0-8133-f90a9967fbbd", + "metadata": {}, + "source": [ + "14. Calculate the zonal average temperature change for each latitude over the entire time period. Plot the result as a function of latitude." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "add8336b-154e-44aa-9ef2-f41ca65cb743", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "zonal_avg_temp = temperature.mean(dim=['lon', 'time'])\n", + "zonal_avg_temp.plot()\n", + "plt.title('Zonal Average Temperature Change')\n", + "plt.xlabel('Latitude')\n", + "plt.ylabel('Temperature(K)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2e775044-805a-4f6e-a519-2e97c043d7c6", + "metadata": {}, + "source": [ + "15. Compute the global standard deviation of temperature change (Across latitudes and longitudes) for the entire time period. Display the result. Hint: use `.std` for standard deviation." + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "id": "0d585b78-4c80-4e5b-848c-655834103e70", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "global_std_temp = temperature.std(dim=['lat','lon'])\n", + "global_std_temp.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "a78cc6b3-4919-4652-8fc4-b36abcd45dc2", + "metadata": {}, + "source": [ + "11. Calculate the annual mean temperature change over the entire year and plot it as a heat map" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "49187585-2963-45d9-a47c-126619264236", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "annual_mean = temperature.mean(dim='time')\n", + "annual_mean.plot()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex03_groupby_processing_and_masking.ipynb b/python-data/exercises/ex03_groupby_processing_and_masking.ipynb new file mode 100644 index 0000000..b38216b --- /dev/null +++ b/python-data/exercises/ex03_groupby_processing_and_masking.ipynb @@ -0,0 +1,495 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7e3a36bd-b713-4a08-9f6c-a6a0260c42c0", + "metadata": {}, + "source": [ + "# Exercise 3: More xarray" + ] + }, + { + "cell_type": "markdown", + "id": "1770f8c8-7d27-4536-aac8-f1e773dc0c86", + "metadata": {}, + "source": [ + "## Aim: Work with data which has been grouped and create masks for data." + ] + }, + { + "cell_type": "markdown", + "id": "06944527-8b86-4881-9c21-67013b11af9f", + "metadata": {}, + "source": [ + "### Issues Covered:\n", + "- Grouping data with `.groupby()`\n", + "- Applying functions to data with `.apply()`\n", + "- Create masks using `.where()` " + ] + }, + { + "cell_type": "markdown", + "id": "1fbfc303-a5c7-490f-887a-30ed1d93ffb6", + "metadata": {}, + "source": [ + "## 1. GroupBy processing" + ] + }, + { + "cell_type": "markdown", + "id": "bda96f3c-3fef-4aa4-b801-53e34c647f71", + "metadata": {}, + "source": [ + "1. Group the temperature data by time, look at the results." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "976836af-ec0b-49b8-8dbc-349139e5db77", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DataArrayGroupBy, grouped over 'time'\n", + "12 groups with labels 2065-01-30, 12:00:00, ..., 206...." + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import xarray as xr\n", + "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')\n", + "temperature = ds[\"tas\"]\n", + "temperature.groupby('time')" + ] + }, + { + "cell_type": "markdown", + "id": "1c47c5a9-7c59-470b-b54c-00fb328dc1f0", + "metadata": {}, + "source": [ + "2. Create a function to calculate the mean. Apply this function across the data grouped by time and plot." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ef15b52c-8cd8-46cf-87e6-814936ce280c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def mean(x):\n", + " return x.mean()\n", + "\n", + "temperature.groupby('time').apply(mean).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "55fc045f-8dd2-47bb-bca5-742f92079bc3", + "metadata": {}, + "source": [ + "3. Repeat the step above but using the shortcut shown in the tutorial." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "11b35c4d-a244-41e6-99e0-5d60b09a9064", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([1.60000e+01, 3.40500e+03, 4.99885e+05, 2.05252e+05, 3.77090e+04,\n", + " 1.29990e+04, 6.29100e+03, 6.46200e+03, 3.75200e+03, 1.82900e+03]),\n", + " array([-6.73379803, -3.77037883, -0.80695951, 2.15645981, 5.11987877,\n", + " 8.08329773, 11.04671764, 14.0101366 , 16.97355652, 19.93697548,\n", + " 22.90039444]),\n", + " )" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Why is this not right? \n", + "temperature.groupby('time').mean().plot()" + ] + }, + { + "cell_type": "markdown", + "id": "04044e58-c272-4e87-99d7-d3aec3d534cb", + "metadata": {}, + "source": [ + "4. Try to calculate the global annual average instead of the daily global average and plot the results as a 1D time series." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e1059cca-334b-4db5-90dc-f208aa946e56", + "metadata": {}, + "outputs": [], + "source": [ + "# Not sure how to do this? " + ] + }, + { + "cell_type": "markdown", + "id": "2c7da30c-5f09-4173-b306-10e26def81e0", + "metadata": {}, + "source": [ + "5. Plot the maximum temperature change across the data grouped by time." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2c4dfcd3-1d9e-4f2c-843b-ebd934fe324a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Why is this not right?\n", + "# temperature.groupby('time').max().plot()\n", + "def max(x):\n", + " return x.max()\n", + "\n", + "temperature.groupby('time').apply(max).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "3a6924bf-ebef-4b91-bfb7-95d286b2972e", + "metadata": {}, + "source": [ + "6. Plot the minimum temperature change across the data grouped by time." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "b8797acf-2e92-48ea-9a77-0118cd6e552f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Why does this not work:\n", + "# temperature.groupby('time').min().plot()\n", + "def min(x):\n", + " return x.min()\n", + "\n", + "temperature.groupby('time').apply(min).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "e5166e98-348f-4883-ac0a-5c5a4ddb8151", + "metadata": {}, + "source": [ + "7. Let's have a look at the seasonal variations in temperature data. Create a dataset which is grouped by the months january and february, and a second dataset for june/jul/aug. Apply the mean on both of these over the time dimension. Find the range by subracting the winter months from the summer months. Plot the range." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d199a0a3-de8b-46c9-ab36-9027c404815a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "grouped_by_seasons = temperature.groupby('time.season').mean('time')\n", + "temp_range = abs(grouped_by_seasons.sel(season='JJA') - grouped_by_seasons.sel(season='DJF'))\n", + "temp_range.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "983ec3e6-228c-4bd5-b72b-6f3e0f05df93", + "metadata": {}, + "source": [ + "## 2. Masking" + ] + }, + { + "cell_type": "markdown", + "id": "89017ec1-d8d4-4a16-b16a-08bcb675a620", + "metadata": {}, + "source": [ + "1. Determine which grid cells have a temperature difference greater than 1.0 on the 30th June 2065. Plot the results." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b2afb2be-aa22-420f-814a-2ed9b566409b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds.sel(time='2065-06-30')['tas'].where(ds.tas > 1.0).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "d748ae15-6512-4b6a-82ea-c3c81729b82a", + "metadata": {}, + "source": [ + "2. Plot the sst field to take a look what the land surfaces currently look like." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7042fba8-c00f-4c5f-b1f3-d560c431f4ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds.tas.isel(time=0).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "056aba76-9642-4d81-bd0e-42896e458958", + "metadata": {}, + "source": [ + "3. Build a mask over the land aread using the numpy library to help. We'll be going over numpy later in the course." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a1d4d247-2223-49f1-9f00-11922a5ae832", + "metadata": {}, + "outputs": [], + "source": [ + "# This doesn't work with this dataset :/\n", + "\n", + "# import numpy as np\n", + "# mask_ocean = 2 * np.ones((ds.dims['lat'], ds.dims['lon'])) * np.isfinite(ds.tas.isel(time=0))\n", + "# mask_land = 1 * np.ones((ds.dims['lat'], ds.dims['lon'])) * np.isnan(ds.tas.isel(time=0))\n", + "# mask_array = mask_ocean + mask_land\n", + "# mask_array.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "aae296ab-4612-46e8-802a-6948b35fd150", + "metadata": {}, + "source": [ + "4. Add the mask to the coordinates data array. Take a look at the data array to check it's been added." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "29a09635-3172-4279-b08a-e363fa512ec1", + "metadata": {}, + "outputs": [], + "source": [ + "# Doesn't work with this dataset\n", + "\n", + "# ds.coords['mask'] = (('lat', 'lon'), mask_array)\n", + "# ds" + ] + }, + { + "cell_type": "markdown", + "id": "ede8072b-5b32-4770-9a94-c3abd643de93", + "metadata": {}, + "source": [ + "5. Apply the mask from the data array using where and integrate with the mean." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "394ec8d7-1495-469a-9ecf-7e6019035dd0", + "metadata": {}, + "outputs": [], + "source": [ + "# Doesn't work with this dataset\n", + "# ds['tas'].mean('time').where(ds.mask == 1).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "0ec90140-3b4c-4230-8336-19f6a8c823de", + "metadata": {}, + "source": [ + "6. Extension question: Using the air temperature dataset, calculate the mean annual difference in SST (sea surface temperature) and tas?" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "3c991c23-2f5b-4644-8290-1612da02dfec", + "metadata": {}, + "outputs": [], + "source": [ + "# Not sure how to do this?" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex04_cf_python.ipynb b/python-data/exercises/ex04_cf_python.ipynb new file mode 100644 index 0000000..e93539d --- /dev/null +++ b/python-data/exercises/ex04_cf_python.ipynb @@ -0,0 +1,33 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2762201c-7657-4894-9e07-aaa62c49efec", + "metadata": {}, + "source": [ + "# Exercise 4" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex05_matplotlib.ipynb b/python-data/exercises/ex05_matplotlib.ipynb new file mode 100644 index 0000000..4758762 --- /dev/null +++ b/python-data/exercises/ex05_matplotlib.ipynb @@ -0,0 +1,185 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e2574b49-2028-4bdf-a012-60d339dca6ac", + "metadata": {}, + "source": [ + "# Exercise 5: matplotlib" + ] + }, + { + "cell_type": "markdown", + "id": "f3612836-233d-479f-a2a8-e7ed99dc1133", + "metadata": {}, + "source": [ + "## Simple example" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b9686a4f-b56f-4ae1-a007-cbf5330ad346", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "5a84dc80-d94a-4440-8806-c51a2fbf9077", + "metadata": {}, + "source": [ + "## Parts of a figure" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "71cd4946-e8bd-40b0-9d21-c7a6fedb11bd", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "f2e84578-b714-46db-b276-9e11029552dc", + "metadata": {}, + "source": [ + "## Types of inputs to plotting functions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc28b613-6234-48cd-acc5-75c6fe943985", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b057c40a-511b-43ba-840a-bae423a697e9", + "metadata": {}, + "source": [ + "## Coding styles" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28f2c69e-3fdd-4454-811a-4566505b8f4c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "8f6ba121-ea31-441c-8ac6-83ad85605684", + "metadata": {}, + "source": [ + "## Styling" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bffdda96-8f76-48ed-9d2c-178cd52bad2d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "007ed496-b9c6-4c28-84b3-fa72264bb9e4", + "metadata": {}, + "source": [ + "## Labelling" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "abbdc11c-e2ec-4bd6-aee7-50cadbb7174a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "59e3abfd-3389-4ee9-87be-029af1fce401", + "metadata": {}, + "source": [ + "## Axes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f6d26ccd-7e88-4b7a-8afc-f8d5cda92aec", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "ef2b0027-33a2-4c69-8bff-fada5fcc0daa", + "metadata": {}, + "source": [ + "## Colour mapped data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "83decc6e-b602-4a37-ab59-fbd604c5f8b8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "71a90323-7b93-4bda-b519-6a945e812e3a", + "metadata": {}, + "source": [ + "## Multiple figures/axes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "07d0bf2f-5615-4a96-b860-0c41fb9732ba", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d3d277c-3440-484a-a9a4-69f1d0168ec4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex06_numpy.ipynb b/python-data/exercises/ex06_numpy.ipynb new file mode 100644 index 0000000..034d6ab --- /dev/null +++ b/python-data/exercises/ex06_numpy.ipynb @@ -0,0 +1,97 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "de2a613e-7102-4e10-8fee-4d07c0e1f9eb", + "metadata": {}, + "source": [ + "# Exercise 6: numpy" + ] + }, + { + "cell_type": "markdown", + "id": "91d90486-6b89-495c-b5bb-fb610dc73e15", + "metadata": {}, + "source": [ + "## Basics" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "58ccfac7-b803-4d9d-a728-c3dc08ca8db5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "79f773e8-ab4e-4273-b398-b1a6f5682677", + "metadata": {}, + "source": [ + "## Shape manipulation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8b7141e5-f59f-47bd-a26c-19d342df5d18", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "288fc0f9-7014-4d9b-9b02-475b9c99d4e7", + "metadata": {}, + "source": [ + "## Copies and views" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "182c4af3-c08d-40f2-a08b-4b3fe427b155", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "5e6e8f7e-6d3b-4405-bc1c-4afa9d6188d4", + "metadata": {}, + "source": [ + "## Advanced" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dc6e841f-074d-4d8d-9f6e-63e4f2032ff1", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex07_netcdf4.ipynb b/python-data/exercises/ex07_netcdf4.ipynb new file mode 100644 index 0000000..f0755ff --- /dev/null +++ b/python-data/exercises/ex07_netcdf4.ipynb @@ -0,0 +1,193 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4fc1b0c3-f3ec-4724-b24c-0e42bfdb2cb4", + "metadata": {}, + "source": [ + "# Exercise 7: NetCDF4" + ] + }, + { + "cell_type": "markdown", + "id": "52089a6c-e341-4bd0-be15-72b1cace3aa8", + "metadata": {}, + "source": [ + "## Creating/opening/closing netCDF files" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e4e990f7-1797-4ac8-8b6c-5ec76dabd1e9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "1c4e8491-204a-4bcf-9696-3535a37c7b8d", + "metadata": {}, + "source": [ + "## Groups, dimensions and variables" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d09629eb-afd4-43d9-b5a7-f7f23867ae35", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "c1556ff8-01f0-4107-b40f-7836659a9627", + "metadata": {}, + "source": [ + "## Attributes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "900c7ed5-7a5e-49f8-b692-a5e60dec2c90", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "df7ec8fe-81b3-4768-9f4b-c643d4a8c254", + "metadata": {}, + "source": [ + "## Writing data to and receiving data from netCDF variables" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "137805a0-176d-4364-85a1-defc7f71f5c4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "5be3bbc0-5276-4696-9332-7a81e8fefeab", + "metadata": {}, + "source": [ + "## Time-coordinates" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f48a4d2c-4778-42b8-8afd-fab28229579a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "8264bcd2-1c62-4878-85b4-3589668de573", + "metadata": {}, + "source": [ + "## Multi-file datasets" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9fe8137c-e81e-4fcb-8598-88b96f120ac2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b82b55e8-993d-49ab-bde8-d3a6cb383c03", + "metadata": {}, + "source": [ + "## Compression of variables" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebeab6b6-99dc-450f-84f1-98f6ecb2425d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "8d71f0a2-1f74-4274-99b9-4e3ca676851d", + "metadata": {}, + "source": [ + "## Variable-length data types" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cac1a51b-6599-4917-b73a-2c35e8aacf55", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "7f5e9010-e996-47eb-8c22-4634388d7873", + "metadata": {}, + "source": [ + "## Enum data type" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3473edf-f46f-4301-b217-9b6e8f8d0fb5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "6a042cb1-1db3-4eb6-9aba-5edd8bf05a84", + "metadata": {}, + "source": [ + "## Extension" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1c0af65e-bc55-4062-a426-ebf0d8a839c7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/solutions/ex01_xarray_intro.ipynb b/python-data/solutions/ex01_xarray_intro.ipynb index c10ef56..975edd7 100644 --- a/python-data/solutions/ex01_xarray_intro.ipynb +++ b/python-data/solutions/ex01_xarray_intro.ipynb @@ -66,7 +66,15 @@ "cell_type": "code", "execution_count": 67, "id": "14157c3e-af21-444e-9e8d-5a78eeb9edad", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [], "source": [ "# xarray is designed to handle data with multiple dimensions\n", @@ -100,7 +108,15 @@ "cell_type": "code", "execution_count": 6, "id": "397feb59-dd4a-42bf-bf95-f093d75d28b3", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [], "source": [ "import xarray as xr\n", @@ -119,7 +135,15 @@ "cell_type": "code", "execution_count": 7, "id": "1257eab9-ded3-4e4b-b703-0b39236f5d23", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [ { "data": { @@ -601,7 +625,15 @@ "cell_type": "code", "execution_count": 35, "id": "67ff7eb4-4058-4041-beb7-66e294542887", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [], "source": [ "# The dimensions are `time`, `lat` and `lon`. \n", @@ -620,7 +652,15 @@ "cell_type": "code", "execution_count": 28, "id": "3d0218b3-df73-4037-9fb9-eea80e1a70d2", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [], "source": [ "# tas = temperature anomomaly\n", @@ -639,7 +679,15 @@ "cell_type": "code", "execution_count": 36, "id": "cc8a03b5-d7ce-406b-9602-47a153d2d7ec", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [ { "data": { @@ -1110,7 +1158,15 @@ "cell_type": "code", "execution_count": 31, "id": "ec783431-52db-4877-9280-a65f06cd6283", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [ { "data": { @@ -1534,7 +1590,15 @@ "cell_type": "code", "execution_count": 54, "id": "608c6185-0026-4d8a-9b1c-2daa468fbacd", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [ { "data": { @@ -1982,7 +2046,15 @@ "cell_type": "code", "execution_count": 56, "id": "e92ce957-c1aa-43f6-a622-7bc8adb8cb8c", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [ { "data": { @@ -2406,7 +2478,15 @@ "cell_type": "code", "execution_count": 65, "id": "e4637532-9499-4884-bd1a-7fdfb0f31367", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [ { "data": { From 9d4cc7b7e45b77d94f556dff654e3a01097d3615 Mon Sep 17 00:00:00 2001 From: Alex Manning Date: Fri, 8 Nov 2024 09:32:49 +0000 Subject: [PATCH 2/6] Lots of updates to xarray notebooks. --- python-data/data/xbhubo.pgc0apr.nc | Bin 0 -> 13231280 bytes .../ex02_plotting_and_aggregation.ipynb | 1662 ----------------- python-data/solutions/ex01_xarray_intro.ipynb | 729 +++++--- .../ex02_plotting_and_aggregation.ipynb | 1587 ++++++++++------ .../ex03_groupby_processing_and_masking.ipynb | 330 ++-- 5 files changed, 1569 insertions(+), 2739 deletions(-) create mode 100644 python-data/data/xbhubo.pgc0apr.nc delete mode 100644 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<xarray.DataArray 'tas' (time: 12, lat: 180, lon: 360)> Size: 3MB\n",
-       "[777600 values with dtype=float32]\n",
-       "Coordinates:\n",
-       "  * lon      (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n",
-       "  * lat      (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
-       "  * time     (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n",
-       "Attributes:\n",
-       "    standard_name:     air_temperature\n",
-       "    long_name:         Near-Surface Air Temperature\n",
-       "    units:             K\n",
-       "    comment:           daily-mean near-surface (usually, 2 meter) air tempera...\n",
-       "    original_name:     mo: m01s03i236\n",
-       "    cell_methods:      time: mean\n",
-       "    history:           2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n",
-       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
" - ], - "text/plain": [ - " Size: 3MB\n", - "[777600 values with dtype=float32]\n", - "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", - " * time (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n", - "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import xarray as xr\n", - "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')\n", - "temperature = ds[\"tas\"]\n", - "temperature" - ] - }, - { - "cell_type": "markdown", - "id": "9a047319-7af4-4b42-8231-d88ddcda20ef", - "metadata": {}, - "source": [ - "2. Create a time series from `temperature` by using `sel` to select data for the first latitude and longitude values. There's a few ways to do this - can you think of them? Hint 1: The first latitude value is `-89.5` and the first longitude value is `0`. Hint 2: you can use the syntax `temperature['lat'][0]` to select the first temperature value. Hint 3: you can use `isel` to index a particular dimension. All 3 of these methods will return the same dataset. " - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "98a422d3-7137-437d-b698-98e3cd85c321", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 -81.5 -80.5 -79.5 -78.5\n", - " -77.5 -76.5 -75.5 -74.5 -73.5 -72.5 -71.5 -70.5 -69.5 -68.5 -67.5 -66.5\n", - " -65.5 -64.5 -63.5 -62.5 -61.5 -60.5 -59.5 -58.5 -57.5 -56.5 -55.5 -54.5\n", - " -53.5 -52.5 -51.5 -50.5 -49.5 -48.5 -47.5 -46.5 -45.5 -44.5 -43.5 -42.5\n", - " -41.5 -40.5 -39.5 -38.5 -37.5 -36.5 -35.5 -34.5 -33.5 -32.5 -31.5 -30.5\n", - " -29.5 -28.5 -27.5 -26.5 -25.5 -24.5 -23.5 -22.5 -21.5 -20.5 -19.5 -18.5\n", - " -17.5 -16.5 -15.5 -14.5 -13.5 -12.5 -11.5 -10.5 -9.5 -8.5 -7.5 -6.5\n", - " -5.5 -4.5 -3.5 -2.5 -1.5 -0.5 0.5 1.5 2.5 3.5 4.5 5.5\n", - " 6.5 7.5 8.5 9.5 10.5 11.5 12.5 13.5 14.5 15.5 16.5 17.5\n", - " 18.5 19.5 20.5 21.5 22.5 23.5 24.5 25.5 26.5 27.5 28.5 29.5\n", - " 30.5 31.5 32.5 33.5 34.5 35.5 36.5 37.5 38.5 39.5 40.5 41.5\n", - " 42.5 43.5 44.5 45.5 46.5 47.5 48.5 49.5 50.5 51.5 52.5 53.5\n", - " 54.5 55.5 56.5 57.5 58.5 59.5 60.5 61.5 62.5 63.5 64.5 65.5\n", - " 66.5 67.5 68.5 69.5 70.5 71.5 72.5 73.5 74.5 75.5 76.5 77.5\n", - " 78.5 79.5 80.5 81.5 82.5 83.5 84.5 85.5 86.5 87.5 88.5 89.5]\n", - "[ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13.\n", - " 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27.\n", - " 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41.\n", - " 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55.\n", - " 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69.\n", - " 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83.\n", - " 84. 85. 86. 87. 88. 89. 90. 91. 92. 93. 94. 95. 96. 97.\n", - " 98. 99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n", - " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n", - " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n", - " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n", - " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n", - " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n", - " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n", - " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n", - " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n", - " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n", - " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n", - " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n", - " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n", - " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n", - " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n", - " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n", - " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n", - " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n", - " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359.]\n" - ] - } - ], - "source": [ - "print(temperature['lat'].values)\n", - "print(temperature['lon'].values)\n", - "\n", - "# Method 1\n", - "# temperature_cell = temperature.sel(lat=-89.5, lon=0.0)\n", - "# Method 2\n", - "# temperature_cell = temperature.sel(lat=temperature['lat'][0], lon=temperature['lon'][0])\n", - "# Method 3\n", - "temperature_cell = temperature.isel(lat=0, lon=0)" - ] - }, - { - "cell_type": "markdown", - "id": "bbb5c8e1-74fc-4ec0-b4e1-f8b6e52e8388", - "metadata": {}, - "source": [ - "3. Create a plot from this time series." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "ed393923-62bf-48b8-928f-5424ebc84f44", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "temperature_cell.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "4f2d3902-45c9-4eb1-b4b0-9d39baa421ac", - "metadata": {}, - "source": [ - "4. Make the plot red with 'x' marking the points." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "fdfb363f-e819-47a1-a571-5a74f6711196", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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G0leoUAGff/45PvzwQ5QrV07vx+fo6Ig+ffpgwoQJOHfuHGrVqqX3bdy5cwcODg6a973as+/JO3fu6Pz/f+fOHVSqVCnX5bq+JwH5/3/+/Hk4OjoWeF+6flZ4eXkhJiYGM2fOxMSJE3Hv3j0EBATgnXfewaRJk/K9HyoYkyMbpf7ASExMzHXZ9evXUbp0aYPd17MfwPlRfzDnx9XVFVWrVkVcXFyuy+Li4uDq6qr5wMhLlSpV4Orqmu/1q1atWqR6I3XSlpSUlOuyZ/eVLl0aKpUKu3fvLrBOQ/365FWzlJSUlGfr0bPJpfo1XLJkSb4jefz8/JCRkQF7e3u8/fbbGD58eJ7Hqb8QHBwcMGbMGIwZMwb379/HX3/9hYkTJ6JLly5ISEjQaSRO6dKlUapUqXwLddXJzM6dO3H9+nVER0drWosA5FnfFBgYqJlX5+zZs9i4cSOmTZuGtLQ0LF26tNCYjGHNmjWoVKkSNmzYoPXaGGIQQ5UqVXRqtZ06dWqB8/lMmzZNq15G/dyfOXMGT548QZMmTXJdp3HjxoiJicHDhw9RokQJADJpunLlCs6fP4+MjAxUr14dGzduBAC0bdtWn4emoU7+ilozVapUKWRkZODOnTtaCdKz70kfHx+d//9LlSqV73syL3n94CtdujRcXV3zTZDV71tdPysAoF69eli/fj2EEDh+/DhWrVqFGTNmwNXVFRMmTMjzfqhgTI5sVIsWLeDq6oo1a9bgtdde0+y/evUqdu7cWWBrg76e/QDOjy6/8Hv16oWFCxciISEBFSpUAAA8ePAAkZGReOmllwocuu7g4IAePXogMjISc+fO1dxffHw8oqKi8NFHH+n4iLS5u7ujadOmiIyMxLx58zQJ1oMHD7BlyxatY7t3747Zs2fj2rVrubrMcmrWrBmcnZ2xYcMGzZBpQHa3XblyRaeRVq1atYK3tzf++++/Ap9/JycndOjQAbGxsQgODs63RedZ3t7eePXVV3Ht2jWMHj0aly9fztXdkJfu3btritabNWuW73HqL5ZnvxgK636tXr06Jk2ahIiICK3JQZ2dnTWtTaagUqng5OSk9QWZlJSUa7RaUWLbsmWLTklW2bJlC7w8KCgoz/8l9fUOHDiAAQMGaPYLIXDgwAH4+PjA3d1d6zoqlUoziCMtLQ2LFi1CgwYNipQcpaenY8OGDShdujSqVq2q9/UBoEOHDpg7dy5++uknrQLyZ+dCcnNz0/n/v127dpg/fz7+++8/rf91XSarVOvevTtmzZqFUqVK5dkKlfM4XT4rclKpVKhfvz4WLFiAVatW6TU5LmljcmSjvL29MXnyZEycOBH9+/dH3759cefOHUyfPh0uLi6a0RmGkN8HcFGMGzcOP/74I1588UXMmDEDzs7OmD17Np4+fZrrF7L6Q1U9pB0Apk+fjiZNmqB79+6YMGECnj59iilTpqB06dIYO3ZskeMKCwvDCy+8gE6dOmHs2LHIzMzEnDlz4O7urunyA2TC8u6772LQoEE4dOgQ2rZtC3d3dyQmJmLPnj2oV68e3n//fZQsWRJjxoxBeHg4fHx80KtXL1y9ehXTp09HQECATr+mS5QogSVLlmDAgAG4e/cuXn31Vfj6+uLWrVs4duwYbt26pZnDZtGiRWjdujXatGmD999/H0FBQXjw4AHOnz+PLVu2aEaG9ejRA3Xr1kXjxo1RpkwZXLlyBQsXLkRgYKDW6MaCvPHGG/jpp5/QrVs3jBo1Ck2bNoWjoyOuXr2KqKgo9OzZE7169ULLli3h4+ODYcOGYerUqXB0dMRPP/2EY8eOad3e8ePHMWLECLz22muoVq0anJycsHPnThw/flzrV7P61/WGDRtQuXJluLi4oF69egXGevnyZVSqVAkDBgzIcwLJgqgnS/zggw/w6quvIiEhAWFhYQgICMC5c+e0jq1Xrx6io6OxZcsWBAQEwMPDAzVq1Mj3tguLu7gqVqyI3r17Y9myZXB2dka3bt2QmpqK1atXY+/evQgLC9NK+j788EO0b98epUqVwsWLF7F48WJcvXoVMTExWrf7ww8/YPDgwVixYoVmtN6YMWOQnp6OVq1awd/fHwkJCViyZAmOHj2KlStXFjiCtSCdO3dG27ZtMX78eDx69AiNGzfG3r178eOPP+Y6Vtf//9GjR2PFihXo2rUrZsyYAT8/P6xduxanT58GoFsr1+jRoxEREYG2bdvio48+QnBwMLKyshAfH48///wTY8eORbNmzXT+rNi6dSu+/vprvPzyy6hcuTKEEIiMjMT9+/d1nkQTyPu1uXLlCqpUqYIBAwZozXie12er1VGwGJxM6NnRamrff/+9CA4OFk5OTsLLy0v07Nkz10iMAQMGCHd391y3OXXqVKHEv9D58+fFyy+/LDw9PYWbm5sICQkRhw8fznVcYGBgnqNYDh06JEJCQoSbm5vw9PQUL7/8sjh//nyh91vQaDUhhPj11181z2XFihXF7Nmz832OVqxYIZo1aybc3d2Fq6urqFKliujfv784dOiQ5pisrCzx2WefifLlywsnJycRHBwstm7dKurXry969eqlOU49Wm3Tpk15xhUTEyNefPFFUbJkSeHo6CjKlSsnXnzxxVzHX7p0SQwePFiUK1dOODo6ijJlyoiWLVuKzz77THPM559/Llq2bClKly6teZxDhgwRly9fLvT5yyk9PV3Mnz9f1K9fX7i4uIgSJUqImjVrivfee0+cO3dOc9y+fftEixYthJubmyhTpowYOnSoOHLkiNbrcOPGDTFw4EBRs2ZN4e7uLkqUKCGCg4PFggULREZGhua2Ll++LDp37iw8PDwEgFz/G3mNVouLixMAxIQJEwp9THmNVps9e7YICgoSzs7OolatWuK7777L83/i6NGjolWrVsLNzU2nkZum8OTJEzFv3jwRHBwsPDw8RMmSJUXz5s3FmjVrRFZWltaxPXv2FAEBAcLR0VH4+/uLgQMH5vk/of4cyvkeWr58uWjatKkoWbKkcHBwED4+PqJLly7ijz/+0CnO/EarCSHE/fv3xeDBg4W3t7dwc3MTnTp1EqdPn85zJJ8u//9CCHHixAnRsWNH4eLiIkqWLCmGDBkiVq9erTWCUgg5Wq1OnTp5xvXw4UMxadIkUaNGDc1nb7169cRHH30kkpKStI4t7LPi9OnTom/fvqJKlSrC1dVVeHl5iaZNm4pVq1bp9Pyp5fXaqN8Tz/5f5/fZak1UQuhQ1UdEmlaE5cuXo3///rC3tzf5ummXLl1CzZo1MXXqVEycONGk923NMjIycOXKFVStWhXz5s3DuHHjAMglR8aPH48LFy7kWxhLyho4cCCio6Nx/vz5QudKM5Z3330X69atw507d3Tulibzxm41Ij0NGTIEQ4YMwaZNmwxam/WsY8eOYd26dWjZsiU8PT1x5swZzJ07F56enhgyZIjR7tfW3L9/Hz4+PnleFhUVhZEjRzIxMnNXrlyBo6Mj6tSpgxMnThj1vmbMmIGyZcuicuXKePjwIbZu3Yrvv/8ekyZNYmJkRdhyRKSjtLQ0HD9+XHO+SpUq+X6pGsL58+cxbNgwHDt2DPfv34eXlxfat2+PmTNnFliPoqTC5qQpzozNxpKZmYnY2FjN+QoVKjAZsiCXL1/WDH93dXVFnTp1jHp/4eHhWLVqFa5evYqMjAxUq1YNQ4cOxahRo0zekqwLXVYo4BqMuTE5IiKDUHc7FqSwoeVEZFgDBw4sdCoVpgG5MTkiIoN4tmUtL2XLli10eDkRGU7OlrX86DqBqy1hckRERESUg3l1/hMREREpjFVYRZCVlYXr16/Dw8PDLAvwiIiIKDchBB48eICyZcsWODiEyVERXL9+XbN0BREREVmWhISEAhdEZ3JUBOo1uRISEuDp6alwNERERKSLlJQUVKhQodC1PJkcFYG6K83T05PJERERkYUprCSGBdlEREREOTA5IiIiIsqByRERERFRDkyOiIiIiHJgckRERESUA5MjIiIiohyYHBERERHlwOSIiIiIKAcmR0REREQ5MDkiIiIiyoHJEZGpTJsGhIXlfVlYmLyciIgUx+SIyFTs7YEpU3InSGFhcr+9vTJxERGRFi48S2QqkyfLv1OmAEIAkyYBM2fK8zNmZF9ORESKYnJEZEo5E6SpU+U2EyMiIrNiNd1q4eHhUKlUGD16dL7HREdHQ6VS5TqdPn3adIESvfde9raDAxMjIiIzYxXJ0cGDB7Fs2TIEBwfrdPyZM2eQmJioOVWrVs3IERLlkDOBz8jIv0ibiIgUYfHJ0cOHD/Hmm2/iu+++g4+Pj07X8fX1hb+/v+Zkz0JYMpWwMGDduuzztWvnXaRNRESKsfjkaPjw4XjxxRfRsWNHna/TsGFDBAQEICQkBFFRUYUen5qaipSUFK0Tkd7Uo9IqVMjel5Yma46YIBERmQ2LLshev349jhw5goMHD+p0fEBAAJYtW4ZGjRohNTUVP/74I0JCQhAdHY22bdvme73w8HBMnz7dUGGTrcrMlEnQ7NnZ+86fz+5my8xUJCwiItKmEkIIpYMoioSEBDRu3Bh//vkn6tevDwBo3749GjRogIULF+p8Oz169IBKpcKvv/6a7zGpqalITU3VnE9JSUGFChWQnJwMT0/PIj8GskF79gBt2gB+fnJeo+vX5b5WrZSOjIjI6qWkpMDLy6vQ72+L7VY7fPgwbt68iUaNGsHBwQEODg6IiYnB4sWL4eDggEwdf4U3b94c586dK/AYZ2dneHp6ap2IimTvXvm3VSugYUO5ffSoYuEQEVFuFtutFhISgri4OK19gwYNQs2aNfHJJ5/oXGQdGxuLgIAAY4RIlFvO5OjuXWDbNiZHRERmxmKTIw8PD9StW1drn7u7O0qVKqXZHxoaimvXruGHH34AACxcuBBBQUGoU6cO0tLSsGbNGkRERCAiIsLk8ZMNEgLYt09ut2oFJCTIbSZHRERmxWKTI10kJiYiPj5ecz4tLQ3jxo3DtWvX4Orqijp16mDbtm3o1q2bglGSzThzBrhzB3BxkV1qpUrJ/XFxcr4jB6t+OxIRWQyLLchWkq4FXURali8Hhg4F2rYFYmKArCzAywt4+BA4cQKoU0fpCImIrJrVF2QTWZyc9UYAYGcH/P9IS8TGKhMTERHlwuSIyFSeTY4AjlgjIjJDTI6ITOHWLeDsWbndokX2/gYN5F8mR0REZoPJEZEpqEep1a4NlCyZvT9ncsTyPyIis8DkiMgU8upSA2QRtr29HMV27Zrp4yIiolyYHBGZQn7JkYsLUKuW3GbXGhGRWWByRGRsT58Chw7J7bzWUGPdERGRWWFyRGRshw8DaWmAry9QpUruy5kcERGZFSZHRMaWs0tNpcp9OZMjIiKzwuSIyNjyqzdSU08EeeECkJJimpiIiChfTI6IjOnZxWbzUro0UL683D5+3DRxERFRvpgcERnT2bPA7dtyVNpzz+V/HLvWiIjMBpMjImNSd6k1aQI4OeV/nDo54hprRESKY3JEZEyF1RupcY01IiKzweSIyJh0TY7ULUcnTgDp6UYNiYiICsbkiMhYbt8GzpyR2y1bFnxsUBDg6SnnQzp92uihERFR/pgcERmLepRarVrai83mxc4ue0g/u9aIiBTF5IjIWHTtUlPjiDUiIrPA5IjIWJgcERFZJCZHRMaQmlrwYrN5yZkcCWGMqIiISAdMjoiM4fBhmSCVKQNUrarbdWrXBhwcgLt3gatXjRsfERHli8kRkTEUtthsXlxcZPE2wK41IiIFMTkiMgZ9643UWHdERKQ4JkdEhqbLYrP54TIiRESKY3JEZGjnzgG3bgHOzgUvNpsXLiNCRKQ4JkdEhpZzsVlnZ/2uq54I8tIl4P59g4ZFRES6YXJEZGhFrTcC5EzaFSvK7ePHDRcTERHpjMkRkaEVJzkCWJRNRKQwJkdEhnTnTvbCsYUtNpsfJkdERIpickRkSOpRajVrAqVKFe02mBwRESmKyRGRIRW3Sw3ITo5OngTS0oodEhER6YfJEZEhGSI5CgoCPD1lYqTuoiMiIpNhckRkKKmpwMGDcrs4yZFKxa41IiIFMTkiMpQjR7IXm61WrXi3xeSIiEgxTI6IDEXdpdaype6LzeaHy4gQESmGyRGRoRii3kgtZ8uREMW/PSIi0hmTIyJDEMKwyVGdOoCjo1xCJD6++LdHREQ6Y3JEZAjnz2cvNtuoUfFvz8kJqF1bbrPuiIjIpJgcERmCutWocWP9F5vND4uyiYgUYTXJUXh4OFQqFUaPHl3gcTExMWjUqBFcXFxQuXJlLF261DQBknUzZJeaGpMjIiJFWEVydPDgQSxbtgzBwcEFHnfp0iV069YNbdq0QWxsLCZOnIiRI0ciIiLCRJGS1WJyRERkNSw+OXr48CHefPNNfPfdd/Dx8Snw2KVLl6JixYpYuHAhatWqhaFDh2Lw4MGYP3++iaIlq3T3LnDqlNwu6mKzealfX/69fFkWZhMRkUlYfHI0fPhwvPjii+jYsWOhx+7fvx+dO3fW2telSxccOnQI6enp+V4vNTUVKSkpWiciDfViszVqAKVLG+52fXyAwEC5feyY4W6XiIgKZNHJ0fr163HkyBGEh4frdHxSUhL8/Py09vn5+SEjIwO3b9/O93rh4eHw8vLSnCpUqFCsuMnKGKNLTY1da0REJmexyVFCQgJGjRqFNWvWwMXFRefrqZ6ZuVj8/wR7z+7PKTQ0FMnJyZpTQkJC0YIm68TkiIjIqjgoHUBRHT58GDdv3kSjHHPKZGZmYteuXfjyyy+RmpoKe3t7rev4+/sjKSlJa9/Nmzfh4OCAUqVK5Xtfzs7OcDbU8GyyLmlphllsNj9MjoiITM5ik6OQkBDExcVp7Rs0aBBq1qyJTz75JFdiBAAtWrTAli1btPb9+eefaNy4MRwdHY0aL1mpI0eAp09lrVH16oa/fXVydPKkTMScnAx/H0REpMViu9U8PDxQt25drZO7uztKlSqFunXrApDdYf3799dcZ9iwYbhy5QrGjBmDU6dOYcWKFVi+fDnGjRun1MMgS2fIxWbzEhgIeHsD6enAf/8Z/vaJiCgXi02OdJGYmIj4HOtSVapUCb/99huio6PRoEEDhIWFYfHixXjllVcUjJIsmjHrjQCZcLFrjYjIpCy2Wy0v0dHRWudXrVqV65h27drhyJEjpgmIrJuhF5vNT4MGQHQ0kyMiIhOx6pYjIqO6cAG4eVPWARlisdn8sOWIiMikmBwRFVXOxWb1mE5CbzmTo/+feoKIiIyHyRFRUZmiSw0AatUCHB2B5GTgyhXj3hcRETE5IioyUyVHTk5AnTpym11rRERGx+SIqCju3s0eWm/IxWbzw7ojIiKTKVJydOHCBUyaNAl9+/bFzZs3AQDbt2/HyZMnDRockdnav1/+rV4dKFPG+PfH5IiIyGT0To5iYmJQr149/PPPP4iMjMTDhw8BAMePH8fUqVMNHiCRWTJVl5oakyMiIpPROzmaMGECPvvsM+zYsQNOOZYy6NChA/arf00TWTtTJ0f168u/V67ILj0iIjIavZOjuLg49OrVK9f+MmXK4M6dOwYJisispaUB//4rt02VHHl7A0FBcvvYMdPcJxGRjdI7OfL29kZiYmKu/bGxsShXrpxBgiIya7GxcrHZUqWAGjVMd78NG8q/7FojIjIqvZOjfv364ZNPPkFSUhJUKhWysrKwd+9ejBs3TmuRVyKrZezFZvPDuiMiIpPQOzmaOXMmKlasiHLlyuHhw4eoXbs22rZti5YtW2LSpEnGiJHIvJi63kiNyRERkUmohNB9PQIhBOLj41GmTBkkJSXhyJEjyMrKQsOGDVGtWjVjxmlWUlJS4OXlheTkZHh6eiodDpmSEEBAAHDjBrB7N9C6tenuOz4eCAwEHByAhw8BZ2fT3TcRkRXQ9fvbQZ8bFUKgWrVqOHnyJKpVq4bKlSsXO1Aii3LxokyMnJzkmmqmVKEC4OMD3LsnJ6BU1yAREZFB6dWtZmdnh2rVqnFUGtkudZdao0bGXWw2LyoVu9aIiExA75qjuXPn4uOPP8aJEyeMEQ+ReVOq3kiNyRERkdHp1a0GAG+99RYeP36M+vXrw8nJCa6urlqX3+UEdWTNmBwREVk9vZOjhQsXGiEMIgtw7x6gXj/QFIvN5iVnciSEaacSICKyEXonRwMGDDBGHETmT708TrVqgK+vMjHUrCmLwVNSgEuXAA6KICIyOL2To/j4+AIvr1ixYpGDITJrSnepATIxqlNHztJ99CiTIyIiI9A7OQoKCoKqgKb8zMzMYgVEZLbMITkC5BB+dXLUu7eysRARWSG9k6PY2Fit8+np6YiNjcUXX3yBmTNnGiwwIrOSnm76xWbzw6JsIiKj0js5ql+/fq59jRs3RtmyZTFv3jz05i9ZskaxscCTJ0DJkqZdbDYvTI6IiIxK73mO8lO9enUcPHjQUDdHZF5yLjZrZ7C3TdEEB8u/CQkAJ2QlIjI4vVuOUlJStM4LIZCYmIhp06bZ1PpqZGPMpd4IALy8ZCH2xYvAsWPA888rHRERkVXROzny9vbOVZAthECFChWwfv16gwVGZDaEMK/kCJBdaxcvyq41JkdERAald3IUFRWldd7Ozg5lypRB1apV4eCg980Rmb9Ll4CkJMDR0fSLzeanQQMgMpJ1R0RERqB3NqNSqdCyZctciVBGRgZ27dqFtm3bGiw4IrOQc7HZZ5bLUQyLsomIjEbvytIOHTrkuX5acnIyOnToYJCgiMyKuXWpAdnJ0alTwNOnioZCRGRt9E6OhBB5TgJ5584duLu7GyQoIrNijslR+fJyWoGMDOC//5SOhojIqujcraaev0ilUmHgwIFwdnbWXJaZmYnjx4+jpVKLcRIZy/37yi82mxeVSrYe7dwp52B67jmlIyIisho6J0deXl4AZMuRh4cHXHPUXjg5OaF58+Z45513DB8hkZL275ej1apWBfz8lI5Gmzo5Yt0REZFB6ZwcrVy5EoBcW23cuHHsQiPbYI5damoNG8q/TI6IiAxK79FqU6dONUYcRObJnJMjdVH2sWNAVpbyM3cTEVmJIk1M9PPPP2Pjxo2Ij49HWlqa1mVHjhwxSGBEiktPB/75R26bY3JUowbg7Aw8eCDnYqpSRemIiIisgt4/NRcvXoxBgwbB19cXsbGxaNq0KUqVKoWLFy+ia9euxoiRSBlHj8rFZn18gJo1lY4mN0dHoG5duc2uNSIig9E7Ofr666+xbNkyfPnll3BycsL48eOxY8cOjBw5EsnJycaIkUgZ5rTYbH44GSQRkcHp/YkfHx+vGbLv6uqKBw8eAADefvttrFu3zrDRESnJnOuN1JgcEREZnN7Jkb+/P+7cuQMACAwMxIEDBwAAly5dghDCsNERKcUcF5vNC5MjIiKD0zs5ev7557FlyxYAwJAhQ/DRRx+hU6dO6NOnD3r16mXwAAvyzTffIDg4GJ6envD09ESLFi3w+++/53t8dHQ0VCpVrtPp06dNGDVZhMuXgcREWdfTpInS0eQvOFj+vXoVuH1b2ViIiKyE3qPVli1bhqysLADAsGHDULJkSezZswc9evTAsGHDDB5gQcqXL4/Zs2ejatWqAIDVq1ejZ8+eiI2NRZ06dfK93pkzZ+Dp6ak5X6ZMGaPHShZG3Wr03HPms9hsXjw95Si1CxfkkP6QEKUjIiKyeHolRxkZGZg5cyYGDx6MChUqAABef/11vP7660YJrjA9evTQOj9z5kx88803OHDgQIHJka+vL7y9vY0cHVk0S+hSU2vQQCZHsbFMjoiIDECvbjUHBwfMmzcPmZmZxoqnyDIzM7F+/Xo8evQILVq0KPDYhg0bIiAgACEhIYiKiir0tlNTU5GSkqJ1IitnackRwLojIiID0bvmqGPHjoiOjjZCKEUTFxeHEiVKwNnZGcOGDcPmzZtRu3btPI8NCAjAsmXLEBERgcjISNSoUQMhISHYtWtXgfcRHh4OLy8vzUndakZW6v594MQJuc3kiIjI5qiEnkPMvv32W0ybNg1vvvkmGjVqlGuNtZdeesmgARYmLS0N8fHxuH//PiIiIvD9998jJiYm3wTpWT169IBKpcKvv/6a7zGpqalITU3VnE9JSUGFChWQnJysVbtEVmL7dqBrV1nLc/680tEU7to1oHx5wN5ezpZtzjVSREQKSklJgZeXV6Hf33oXZL///vsAgC+++CLXZSqVyuRdbk5OTpqC7MaNG+PgwYNYtGgRvv32W52u37x5c6xZs6bAY5ydneHs7FzsWMlCWFKXGgCULQuULi1Hq508CTRurHREREQWTe9utaysrHxP5lCLJITQauUpTGxsLAICAowYEVkcS0uOVCp2rRERGVCRFp5Ve/r0KVxcXAwVi94mTpyIrl27okKFCnjw4AHWr1+P6OhobN++HQAQGhqKa9eu4YcffgAALFy4EEFBQahTpw7S0tKwZs0aREREICIiQrHHQGbG3BebzU+DBsBffzE5IiIyAL2To8zMTMyaNQtLly7FjRs3cPbsWVSuXBmTJ09GUFAQhgwZYow483Tjxg28/fbbSExMhJeXF4KDg7F9+3Z06tQJAJCYmIj4+HjN8WlpaRg3bhyuXbsGV1dX1KlTB9u2bUO3bt1MFjOZuWPHgMePAW9voFYtpaPRHVuOiIgMRu+C7BkzZmD16tWYMWMG3nnnHZw4cQKVK1fGxo0bsWDBAuzfv99YsZoNXQu6yAItWgSMHg106wZs26Z0NLo7eRKoWxcoUQJITjbfhXKJiBSk6/e33p+gP/zwA5YtW4Y333wT9vb2mv3BwcFchoMsn6XVG6nVqAE4OwMPHwIXLyodDRGRRdM7Obp27ZpmdFhOWVlZSE9PN0hQRIqwlMVm8+LgANSrJ7fZtUZEVCx6J0d16tTB7t27c+3ftGkTGjZsaJCgiBRx5Qpw/bpMNMx5sdn8qOuOYmMVDYOIyNLpXZA9depUvP3227h27RqysrIQGRmJM2fO4IcffsDWrVuNESORaeRcbNbNTdlYioJF2UREBqF3y1GPHj2wYcMG/Pbbb1CpVJgyZQpOnTqFLVu2aEaJEVkkS+1SU2NyRERkEEWa56hLly7o0qWLoWMhUpalJ0fBwXJCyOvXgZs3AV9fpSMiIrJIRZ4E8tChQzh16hRUKhVq1aqFRo0aGTIuItNKTgbi4uS2pSZHHh5A1arAuXNyvia25BIRFYneydHVq1fRt29f7N27F97e3gCA+/fvo2XLlli3bh1XrCfLdOCAHK1WuTLg7690NEXXoIFMjo4eZXJERFREetccDR48GOnp6Th16hTu3r2Lu3fv4tSpUxBCmHR2bCKDsvQuNTXWHRERFZveLUe7d+/Gvn37UKNGDc2+GjVqYMmSJWhl6V8sZLuYHBER0f/Tu+WoYsWKeU72mJGRgXLlyhkkKCKTysiwzMVm86JOjk6fBp48UTQUIiJLpXdyNHfuXHz44Yc4dOgQ1MuyHTp0CKNGjcL8+fMNHiCR0R07Bjx6JBebrV1b6WiKJyAAKFMGyMoCTpxQOhoiIoukd7fawIED8fjxYzRr1gwODvLqGRkZcHBwwODBgzF48GDNsXfv3jVcpETGou5Sa9HC8hdsValk69GOHbJrzRJn+iYiUpjeydHChQuNEAaRgqyl3kgtZ3JERER60zs5GjBggDHiIFKGJS82mx+usUZEVCxFngTy5s2buHnzJrKysrT2BwcHFzsoIpOJjweuXZOLzTZtqnQ0hqFOjo4fBzIzAXt7RcMhIrI0eidHhw8fxoABAzRzG+WkUqmQmZlpsOCIjE7datSwoWUuNpuX6tUBFxdZZH7hgjxPREQ60zs5GjRoEKpXr47ly5fDz88PKpXKGHERmYa1dakBshUsOBj4919Zd8TkiIhIL3onR5cuXUJkZCSqVq1qjHiITMsakyNAdq2pk6PXX1c6GiIii6L3uOWQkBAcO3bMGLEQmVZKiuUvNpsfzpRNRFRkerccff/99xgwYABOnDiBunXrwtHRUevyl156yWDBERnVgQNyssRKleTkidaEyRERUZHpnRzt27cPe/bswe+//57rMhZkk0Wx1i41AKhXT04ImZgI3LgB+PkpHRERkcXQu1tt5MiRePvtt5GYmIisrCytExMjsijWnByVKAFUqya32Q1ORKQXvZOjO3fu4KOPPoIff4mSJcvIkN1qgHUmRwC71oiIikjv5Kh3796IiooyRixEpnP8uJwHyMsLqFNH6WiMg8kREVGR6F1zVL16dYSGhmLPnj2oV69eroLskSNHGiw4IqOxpsVm88NlRIiIiqRIo9VKlCiBmJgYxMTEaF2mUqmYHJFlsOZ6IzV1cnTmjGwlc3dXNBwiIktRpEkgiSyeLSRH/v6Ary9w8yZw4gTQrJnSERERWYQi9yekpaXhzJkzyMjIMGQ8RMYXHw9cvSoXZLWWxWbzolLJNeMA1h0REelB7+To8ePHGDJkCNzc3FCnTh3Ex8cDkLVGs2fPNniARAaXc7FZa+9qYlE2EZHe9E6OQkNDcezYMURHR8PFxUWzv2PHjtiwYYNBgyMyClvoUlNjckREpDe9a45++eUXbNiwAc2bN4dKpdLsr127Ni5cuGDQ4IiMwhaTo+PHgcxM2ZVIREQF0rvl6NatW/D19c21/9GjR1rJEpFZevBAJgqAbSRH1aoBrq7A48fA+fNKR0NEZBH0To6aNGmCbdu2ac6rE6LvvvsOLVq0MFxkRMagXmw2KAgoW1bpaIzP3h4IDpbb7FojItKJzt1qzz//PCIjIxEeHo4XXngB//33HzIyMrBo0SKcPHkS+/fvzzXvEZHZsaUuNbUGDYB//pHJUZ8+SkdD5mLaNJk8T56c+7KwMNkNO22aqaMiMgs6txxFR0cjLS0NLVu2xN69e/H48WNUqVIFf/75J/z8/LB//340atTImLESFZ+tJkcAW45Im709MGWKTIRyCguT+1mfRjZM74JsAKhXrx5Wr15t6FiIjMsWFpvNC5cRobyoW4ymTMk+r06MZszIu0WJyEbolRw9ePBAa/h+Xjw9PYsVEJHRxMUBDx8Cnp7Wu9hsXurVkxNC3rgBJCXJmbOJAO0ESZ0kjRzJxIhsnl4F2dWrV4ePj0+eJ29vb/j4+BgrTqLiy7nYrC11Gbi7A9Wry212rdGz3npL+/zixbJldflyObqTyAbplRz9/PPP2LlzZ56nqKgo7Ny501hx5umbb75BcHAwPD094enpiRYtWuD3338v8DoxMTFo1KgRXFxcULlyZSxdutRE0ZLibLHeSI11R5Qf9WLh6qlYVCpg3z5g6FDZyjhwILBrFyCEYiESmZpe3WqtWrXKc44jpZQvXx6zZ89G1apVAQCrV69Gz549ERsbizp5dJtcunQJ3bp1wzvvvIM1a9Zg7969+OCDD1CmTBm88sorpg6fTM2Wk6OGDYENG5gckbawMGDrVrkdHg6kpcnutU6d5BqEZ84Aq1fLU9WqwKBBQP/+QPnyysZNZGxCRyqVSty4cUPXwxXj4+Mjvv/++zwvGz9+vKhZs6bWvvfee080b95cr/tITk4WAERycnKR4yQTi48XAhDC3l6Ihw+Vjsb0tm+Xj79GDaUjIXMxY4b8n3BwkH+PH9feP326EPv2CTF0qBAlSsh9gBB2dkK88IIQGzcK8fSpso+BSE+6fn/r3K0WGBgIezOu08jMzMT69evx6NGjfCej3L9/Pzp37qy1r0uXLjh06BDS09Pzve3U1FSkpKRoncjCqFuNGjSw/sVm86LuVjt7Fnj0SNFQyExkZgJvvy1HcZYvD9StK/dPnixHq2Vlyfq8776ThfyrVwPt2sn927cDr78uJ1IdOZItkmR1dE6OLl26hFKlShkzliKJi4tDiRIl4OzsjGHDhmHz5s2oXbt2nscmJSXBz89Pa5+fnx8yMjJw+/btfO8jPDwcXl5emlOFChUM+hjIBGy5Sw0A/Pxk/YgQctQe0bRpgLe33O7WLbvmCJAJUs4JIN3dZXdadLRchmbSJJlQ3b0LLFkiu20bNpTbd+6Y7jEQGYney4eYmxo1auDo0aM4cOAA3n//fQwYMAD//fdfvsc/u/6b+P8iw4LWhQsNDUVycrLmlJCQYJjgyXRsPTkCWJRN2oQA1EtBdeum+/WqVJG1SpcvyxakPn0AJyf5fzVypGxNev11eVlmpjEiJzI6i0+OnJycULVqVTRu3Bjh4eGoX78+Fi1alOex/v7+SEpK0tp38+ZNODg4FNgq5uzsrBkRpz6RBXnwADh2TG4zOWJyRNK5c8DFi4CjIxASov/17e2BLl2A9euBxMTsFqS0NGDTJqBrVyAwEPj0Uy56TBbH4pOjZwkhkJqamudlLVq0wI4dO7T2/fnnn2jcuDEcHR1NER4p4Z9/ZJ1EYCBQrpzS0SiHyRHl9Ntv8m+7dkCJEsW7rZIlgREjgCNH5EzsI0fKfdeuAbNmAdWqyftZtUpOxEpk5vRKjtLT09GhQwecPXvWWPHoZeLEidi9ezcuX76MuLg4fPrpp4iOjsabb74JQHaH9e/fX3P8sGHDcOXKFYwZMwanTp3CihUrsHz5cowbN06ph0CmwC41SZ0cHT/O7g7KTo706VLTRYMGwKJFwPXr2S1IdnZyrqRBg4CAADmH0t69nDuJzJZeyZGjoyNOnDhRYH2OKd24cQNvv/02atSogZCQEPzzzz/Yvn07OnXqBABITExEfHy85vhKlSrht99+Q3R0NBo0aICwsDAsXryYcxxZOyZHUtWqgJsb8OSJHLVGtuvhQyAmRm4bOjlSc3YGXn1VJmHx8bIFqWpVed/LlwOtWwM1awJz5shEisiMqITQL3UfO3YsHB0dMXv2bGPFZPZSUlLg5eWF5ORk1h+Zu8xMwMdH1h0dPQrUr690RMpq0UIuvrt2LdC3r9LRkFJ+/RXo2ROoXFnWA5nqB68QwJ49wMqVwMaN2dNK2NnJFqbBg4Hu3WWBN5ER6Pr9rdcM2QCQlpaG77//Hjt27EDjxo3h/sycMV988YX+0RIZS1ycTIw8PbPncbFlDRrI5OjoUSZHtixnl5opewJUKqBNG3latEh2u61cKROmbdvkqXRpud7b4MFARIQs/M5rIdywMPnjJ+eUA0QGondydOLECTz33HMAkKv2qLDutpIlS+p1XyqVCkeOHEFgYKB+QRKpqbvUmje3rcVm89OwofzLomzbJYTx6o304eEhE6DBg2U378qVcqLJxERg4UJ5KltWdrk9eSK75dTCwuQyJzNmKBU9WTm9k6OoqKgi39n9+/excOFCeHl5FXqsEAIffPABMlk4SsXBeiNt6qLs2Fj5JWkm9YNkQidPAgkJgIsL0L690tFI1avLtd3CwoA//wRWrJBdf+papPBwYMsW4KuvZK2UOjHKq0WJyAD0To6K64033tB58doPP/zQyNGQ1WNypK1uXVnfceuWXBIiIEDpiMjU1K1Gzz8PuLoqG8uzHBxka1a3bsDt28BPP8ni7bg44MQJOR0AIJMiJkZkRDolR71798aqVavg6emJ3r17F3hsZGRkvpdlZWXpFdyDBw/0Op5Iy9WrcpSMvT3QrJnS0ZgHNzegRg3g1CnZtcbkyPaYQ5eaLkqXBkaNknMmHTkCNG0q5ysDgMhIORIuOFjZGMlq6TSU38vLS1NPlHONsbxOhbl27Vqhx/z000+6hEVUMHWrUf36xZ/kzppwMkjblZwsi58BOTrMEqhUMqHLypKzeQOya7BpUzkrN+dKIiPQqeVo5cqVeW4XRadOnbB37174+PjkefnatWsxaNAgzUSOREXGLrW8NWgArFvH5MgW7dghR3jVrCmH8VuCnMXXkycDEybIuZFSU2Wr0vbtsphbx3INIl0YZPmQe/fuYcmSJWig/kVaAF9fX7zwwgt4pJ7fIof169dj4MCBmDNnjiHCIlvH5ChvbDmyXZbSpab2bGIEALNnA9Ony217e/mYgoOBP/5QLk6yOsVKjv766y/07dsXZcuWxdy5c9FOXSxXgK1btyIzMxM9e/ZEenq6Zv/GjRvRv39/zJo1Cx999FFxwiKSs/Bysdm8qSfCPHeO61zZkqws4Pff5balJEeZmXmPSlMnTO+8A9SpA9y4AbzwAjBmjGxRIiouoacrV66IadOmicDAQFGqVClhZ2cnfv75Z71u4+bNm6JmzZqid+/eIisrS2zcuFE4OjqK2bNn6xuOIpKTkwUAkZycrHQolJ+//hICEKJiRaUjMU8BAfL52btX6UjIVA4flq95iRJCPH2qdDSG8/ixECNGyMcGCFG/vhD//ad0VGSmdP3+1rnlaOPGjejcuTNq1aqFEydOYNGiRbh+/Trs7OxQq1YtvRKyMmXK4M8//8ShQ4fQsWNHvPXWW5g6dSo++eQTPVM7onywS61g7FqzPeoutY4d5bpn1sLVVRZmb9kiR7gdOwY0agR8+y2LtanIdE6O+vXrh8aNGyMpKQmbNm1Cz5494VSE9W+OHz+O48eP4969e5g3bx727t2LXr16oUePHprLjh8/rvftEmlhclQwJke2x9LqjfTVvTtw/DjQqZOcUXvYMKB3b+DOHaUjIwuk88Kz7777LjZu3Ig6derg7bffRp8+feDj4wNHR0ccO3YMtWvX1ukO7ezsoFKpIITQ/AWQa9ucZ8bmwrNmLudis7Gx2YkAZdu4EejTB2jSBPj3X6WjIWO7fVuO5hJCzo5dvrzSERlPVhawYAEQGgqkp8slSH78UU56STbP4AvPLlu2DIsWLcLGjRuxYsUKjB49Gl26dIEQQq/JHS9duqTzsUQ6mzYte4HKEydkYuThAdSrxwUq86JeYy0uDsjIkDMTk/X680+ZGAUHW3diBMgZ4MeOBTp0APr1A86ckV2J48fLIu4i9HiQ7dFrtJqrqysGDBiAmJgYxMXFoXbt2vDz80OrVq3Qr1+/AmfHBmSXWoUKFRAYGFjoCQBOnjyJjIyMoj86sh329nIES1iY9mKzs2bJ/Vx0VluVKoC7O/D0qVz0k6ybtXep5eW554DDh+WINiHk3EitWslRmkSFKPJQ/mrVqiE8PBwJCQlYs2YNHj9+jL59+xZ4nYYNG+KOHv2/LVq0QHx8fFFDJFsyebL8VThlCrB0qdyXkcEFKvNjZ5c9pJ91R9YtM1NOlAjYVnIEyB8Ay5YBP/8su9oPHZKtpqtWsVibClTstnQ7Ozv06NEDPXr0wM2bNws8VgiByZMnw83NTafbTktLK254ZEsmT5ZfBOoJ4qKimBgVpEEDYN8+mRz166d0NGQsBw/KomQvL6BFC6WjUcYrr8jlRvr3B6KjgUGDZMK4dCng7a10dGSGDFpo4FvI9O1t27bFmTNndL69Fi1awNXcVo0m8xYUlL3t5MTEqCAcsWYb1F1qXbrYdm1ZhQrAX38Bc+fKFuUNG4D9+4GffgJat1Y6OjIzJn2nREdHm/LuyNZkZspCTEDWGKWlyRokJkh5y5kcCSEX+CTrY4v1Rvmxt5ej2EJCZGvphQtAu3bApEnyc8KWk0fSYpC11YjMQt++wN27clK4e/eya5DCwpSOzDzVrStrj27dAhITlY6GjCEpSRYlA3J5DZKaNpXTfAwYIIf+z5ghkySOpqb/x+SIrMOMGcCmTXJ7wgQ5jD9nkTYTpNxcXeXq7ID8oiDroy7EbtwY8PNTNhZz4+EhC7PXrQM8PWX9XYMG8jzZvCIlR/fv38f333+P0NBQ3L17FwBw5MgRXLt2zaDBEensv//kXw8P4MMPs/erEyQznlRUUaw7sm7sUivcG2/IJUdatgRSUmR324ABcq40sll6J0fHjx9H9erVMWfOHMyfPx/3798HAGzevBmhoaGGjo+ocELI2gEAGDFCDtnNafJkTgCZHyZH1is9XU7+CDA5KkxQEBATIz8n7OyAH36Q7w3OHm+z9E6OxowZg4EDB+LcuXNwcXHR7O/atSt27dpl0OCIdLJjh5y/xNUV+OgjpaOxLEyOrNf+/UByslyMtXFjpaMxfw4OwNSpwK5dQGAgcPGinDRy1iy2PNsgvZOjgwcP4r333su1v1y5ckhKSjJIUER6+ewz+fe994AyZZSNxdKok6Pz59mNYG3UXWovvMAZ4vXRqpX8sfDGG3Ii2U8/laPbEhKUjsy6TZuWf21oWJjJW//1To5cXFyQkpKSa/+ZM2dQhl9MZGq7dgG7d8s5jcaNUzoay1OmDFCunNw+flzZWMiwWG9UdN7ewNq1wOrVQIkSssutfn0gIkLpyKxXziWgcgoLU2QJKL2To549e2LGjBlIT08HAKhUKsTHx2PChAl45ZVXDB4gUYHUrUaDB2d/yZN+2LVmfRIS5KLCdnZA585KR2OZVCo5o3ZsLNCkiZwe5NVX5Vptjx4pHZ31yTm6eMQI+XyrEyMFVjrQOzmaP38+bt26BV9fXzx58gTt2rVD1apV4eHhgZkzZxojRqK8/fuvrDeytwc++UTpaCwXkyPr8/vv8m/z5kCpUsrGYumqVpWLWYeGyoTp++/lorZHjigdmfWZPFkmQ199BZQsqejamHpPB+rp6Yk9e/Zg586dOHLkCLKysvDcc8+hY8eOxoiPKH/qZPytt7SXDSH9MDmyPuxSMyxHR1mY3bmz/Lw5e1YmnuHhchCIHacMNJics5QruASUSgguTayvlJQUeHl5ITk5GZ6enkqHY5uOHZNf6ioVcOoUUKOG0hFZrvPngWrVAGdn4OFDLqFg6VJTZWvRo0eydaNhQ6Ujsi5378qutchIeb5yZbmw7dy5uY8NC5Mj3TiViG4uXJCf5ZmZ8nMoI8PgLUe6fn/rne6OHDkSixcvzrX/yy+/xOjRo/W9OaKimTVL/n39dSZGxVW5siw6TU0F9FgYmszU7t0yMQoIyG4VJMMpWRL4+Wdg2TLAzU0O+Z83D3jzTe3jFCoktlhCAF27ysSocmW5NqaCKxzonRxFRESgVatWufa3bNkSP//8s0GCIirQmTPZS4VMnKhsLNbAzk6OxAHYtWYN1F1qXbtyMWFjUalk69Hhw9ktc2vXAs2aAU+eKFpIbLH69QPOnZPJ5O+/y+dYwSWg9E6O7ty5Ay8vr1z7PT09cfv2bYMERVSg8HD5K+Oll4DgYKWjsQ7qFgausWb5WG9kOjVrysk2x46V5//9F3B3Z2Kkr4cPgW3b5HZoKFC9evZlCi0BpXdyVLVqVWxXL2aYw++//47KlSsbJCiifF26BKxZI7c//VTZWKwJi7Ktw4ULsmXVwQHgIBnTcHYG5s8H/vhDnhdCtsYyMdLd9OlyEtpKlfLuDVBgCSi9Ky/HjBmDESNG4NatW3j++ecBAH///Tc+//xzLFy40NDxEWmbM0f+gujcGWjaVOlorEfO5EgIdsdYKvUQ/tatgTxa+MmI/vknezsrCxgyBFi+XLl4LMWJE8CCBXL7yy/lMlBmQO/kaPDgwUhNTcXMmTMR9v99gEFBQfjmm2/Qv39/gwdIpHHtGrBypdyeNEnZWKxN3bqyr//OHfk8ly+vdERUFOxSU0bOGqOrV2Wx9ooVQNmyihQTW4ysLOD99+UP3t69zer/tlhD+W/dugVXV1eUKFHCkDGZPQ7lV8hHHwELFwJt2shlQ8iw6tWTv+K2bAG6d1c6GtLX48dyCP/Tp/J1rFNH6Yhsw7PF1ykp8seGei021h7lb9UqYNAgWad16hRQoYLR79JoQ/lzKlOmjM0lRqSQmzeBb7+V22w1Mg7WHVm26GiZGFWsCNSurXQ0tiMzUzsB8vQEvvsu+/JLl5SJy9zduQN8/LHcnjbNJImRPoo029vPP/+MjRs3Ij4+HmlpaVqXHeGU6mQMCxbIIbJNmgCdOikdjXVq0EAWuzM5skw5u9RYM2Y6eRUKd+ki13tcsQLYs0e26rm5mTw0szZxInD7tmzhHDVK6Why0bvlaPHixRg0aBB8fX0RGxuLpk2bolSpUrh48SK6du1qjBjzFR4ejiZNmsDDwwO+vr54+eWXcaaQSeyio6OhUqlynU6fPm2iqElv9+7JtXYA2WrED37jYMuR5RIieyi0GdVt2LTPP5eLYZ87J7vdKNuBA7IuCwC++UYuz2Jm9E6Ovv76ayxbtgxffvklnJycMH78eOzYsQMjR45EcnKyMWLMV0xMDIYPH44DBw5gx44dyMjIQOfOnfFIhxWTz5w5g8TERM2pWrVqJoiYimTJEjnMs1491sIYk3oiyAsXZN0EWY4zZ4DLl+VaVP8/ipgU5u2dnQB88YWcD4nkkiDvvy+3Bw6UNaRmSO/kKD4+Hi1btgQAuLq64sGDBwCAt99+G+vWrTNsdIXYvn07Bg4ciDp16qB+/fpYuXIl4uPjcfjw4UKv6+vrC39/f83JnlO8m6cHD2QRNiDnNeICj8ZTunT2KLXjx5WNhfSj7lJr314Wt5J56NYNGDBAtuwNHixrwmzdV1/J1mkfn7zXozMTen/T+Pv7486dOwCAwMBAHDhwAABw6dIlKL2GrbrlqmTJkoUe27BhQwQEBCAkJARRUVHGDo2KaulS2a1WvTrw6qtKR2P92LVmmTiE33wtWCDXuTt9mgvQXr+eXbg+ezZQpoyy8RRA7+To+eefx5YtWwAAQ4YMwUcffYROnTqhT58+6NWrl8ED1JUQAmPGjEHr1q1Rt27dfI8LCAjAsmXLEBERgcjISNSoUQMhISHYVcDQ8NTUVKSkpGidyASePJEzzwKyeI+te8bHZUQsz4MH2VNbMDkyPz4+8kceIBeo/fdfZeNR0tix8v+1WTNg6FCloymQ3vMcZWVlISsrCw4OcqDbxo0bsWfPHlStWhXDhg2Dk5OTUQItzPDhw7Ft2zbs2bMH5fWcwK5Hjx5QqVT49ddf87x82rRpmD59eq79nOfIyJYsAUaOBIKCgLNnzbJoz+pERMgWuueek4tqkvn75RegVy+galVZ/Evm6a23gJ9+ktMsHDkilx2xJTt2yJUN7OyAQ4eyF+w1MYPOc9S7d29Na8maNWuQmWMBuNdffx2LFy/GyJEjFUuMPvzwQ/z666+IiorSOzECgObNm+NcAR8qoaGhSE5O1pwS1JN7kfGkpWX3R3/yCRMjU1G3HJ04AaSnKxoK6YhdapZh0SLAzw/47z85L5ItSU0Fhg+X2yNGKJYY6UOn5Gjr1q2aEWCDBg0y+ai0/AghMGLECERGRmLnzp2oVKlSkW4nNjYWAQEB+V7u7OwMT09PrRMZ2Q8/yGn4y5aVIxrINCpVAjw8ZHLK6S3MnxBMjixFqVJy2Dog14i0pZbZuXNlq6a/v8UkhjpNAlmzZk2EhoaiQ4cOEEJg48aN+SYIplxfbfjw4Vi7di3+97//wcPDA0lJSQAALy8vuP7/4nWhoaG4du0afvjhBwDAwoULERQUhDp16iAtLQ1r1qxBREQEIiIiTBY3FSIjAwgPl9sffwy4uCgbjy2xs5ND+vfskUXZ9eopHREVJC5OroXn6gq0a6d0NFSYXr2APn2ADRvkshmHDsnpF6zZhQvAzJlye8ECy1kQWehg7969olmzZqJ06dLCzs5OeHl5CW9v71wnHx8fXW7OYADkeVq5cqXmmAEDBoh27dppzs+ZM0dUqVJFuLi4CB8fH9G6dWuxbds2ve43OTlZABDJyckGeiSk5ccfhQCEKF1aiIcPlY7G9nz4oXz+x4xROhIqTHi4fK26d1c6EtLVzZtClCkjX7cpU5SOxriysoTo2lU+1pAQeV5hun5/612QbWdnh6SkJPj6+ho6T7MYXHjWiLKy5KKNp04Bs2YBoaFKR2R7VqwAhgyRkwn+/bfS0VBB2rYFdu8Gvv46e2I9Mn+bNgGvvw44OAAHD2bX+lmbyEjglVdk61hcnJySRWFGWXg2IyMD/fv3R2pqarEDJMrT5s0yMfL2zi7gI9PKOdeRwnOXUQHu3QP27ZPbJl66iYrptddk0pCRIbvXrHHww8OH2WumjR9vFomRPvRKjhwcHBAREaE1Wo3IYIQAPvtMbo8cKVe3JtOrXVv+or17VxbFk3nasUOuCF+rlpzugizLV1/JIu2jR+WEiNZm+nT5+VGpkpynzsLoPQlkSEgIoqOjjRAK2bzffpMfFO7uMjkiZbi4yC9cgDNlmzOOUrNsfn5yLjcACAuT3U7W4sQJWXwNAF9+KQcMWBidRqvl1LVrV4SGhuLEiRNo1KgR3J9Zx+ell14yWHBkQ3K2Gn3wgfxFRaY3bZqcibxBA/lhffQo0KOHvCwsTLZU2PoSCOYgKwv4/Xe5zeTIcr3xhhy59r//ySlLDhyw/DndsrJk/VtmJtC7t8X+f+qdHL3//0V/X3zxRa7LVCoVu9yoaKKi5AeDiwswZozS0dgue3tgyhTghRfkefUyImFhcr+FzFFi9Y4cAW7eBEqUAFq3VjoaKiqVSs59tGuXfE3nzbPILigtP/wgpwJxd89eNNwC6d2tpl4+JK8TEyMqMnWr0dChcqIwUsbkyTIB2r5dnj96VDsxUi8aScpSd6l16mT98+RYu4AAOXs2IOt0Tp5UNp7iuHNHzk0HAFOnAhUqKBtPMeidHBEZ3L59suXI0TH7jUXKmTwZmDBBbl+6xMTIHLHeyLq89RbQvbucmX7wYDmKzRJNnAjcvg3UqQOMHq10NMWi9zxHMwppVp8yZUqxArIEnOfIwF58UX7YDx0KfPed0tGQmp2drAVzcLDOocaW6tYtWcwrhBwNVK6c0hGRIVy7JpOK5GS5vMj48UpHpJ8DB4AWLeT2rl1AmzbKxpMPXb+/9a452rx5s9b59PR0XLp0CQ4ODqhSpYpNJEdkQEeOyMTIzi67tYKUFxaWPcdRRoY8z5Yj8/DHH/K1qV+fiZE1KVdOjvAaPFi21r70ElCzptJR6SYjI3sS0oEDzTYx0ofeyVGsukAzh5SUFAwcOBC9evUySFBkQ9Rr7vTtC1SpomwsJKlrjEaMkMNw7ezkeYAJkjlgl5r1GjgQ2LhR1vwNGiQLm+3tlY6qcF9/LesTfXzkIrNWwCA1R56enpgxYwYm84OT9HHypJxeHrD8ERrWImfx9ZIlcuHZrCygZ0+5PyxM6QhtW2ambDkCmBxZI5UKWLYM8PCQ3VTqQm1zdv06MGmS3J49GyhTRtl4DMRgBdn3799HcnKyoW7Odkyblv8XTliYdc8pEx4u/77yipyVmZSXmaldfN23r/z78KHczxGpyvr3Xzlzubc30Ly50tGQMVSoAKinyvn0U+DsWWXjKczYscCDB0DTprJu1Ero3a22ePFirfNCCCQmJuLHH3/EC+q5UUh36nllAO0uC2ufV+b8eWDdOrn96afKxkLZnk3G33hDtupFRQE//iiHHZNy1F1qXbrIQnmyTkOGyO61HTvkdkyM7N42Nzt2AOvXy9iWLjXPGItI73fXAvWU4P/Pzs4OZcqUwYABAxDKFdT1p06IpkyRRZYTJ8oWFWsfPj17tuyu6dYNaNhQ6WgoP5UqyRaKAwfkh7V6IUlSBuuNbINKJUfu1q0r646+/NL8llRKTc1eHHzECKv7HNd7KD8ZaSi/uqXIzk4mDdacGMXHy+LrjAw5x5F6+CeZp8WLZVLUrJlMkkgZiYlA2bJy+8YNwNdX2XjI+JYulaPAXF3lcj7mNGhF/Z3l7w+cPg14eSkdkU50/f4udhvYlStX8N9//yErK6u4N2XbBg+Wf7Oy5K+Gd99VNh5jmjdPJkbPP8/EyBK8/rpM2v/5B7h4UelobJd61vImTZgY2Yp33wU6dACePJHda+byPXvhQvZI4wULLCYx0ofOydHq1aux8Jl1Ut59911UrlwZ9erVQ926dZGQkGDo+GzHihXZ20LI+S3OnFEuHmNJSsqe6FE9woHMm7+//IAGZH0BKYNdarbHzg5YvlyuUxYTI9dhU5oQsosvNRUICQH69FE6IqPQOTlaunQpvHJkh9u3b8fKlSvxww8/4ODBg/D29sb06dONEqTVy1l8ffasnCvi/n3Zh7tvn9LRGdbnn8s3VYsWQPv2SkdDulKPWlMX0ZNppacDf/4pt5kc2ZZKlWSNJgB88olc0kdJmzfLRN3JSc5vpFIpG4+xCB2VLFlSHD9+XHN+2LBhonfv3przUVFRIigoSNebs2jJyckCgEhOTi7+jc2YIQQg/6rduCFEuXJyv4ODEJGRxb8fc3D7thDu7vJxbdumdDSkj7t3hXBykq9dXJzS0die6Gj53JcpI0RmptLRkKllZgrRtq38H3j+eSGyspSJ48EDIcqXl3FMmqRMDMWk6/e3zi1HT5480Spe2rdvH9q2bas5X7lyZSQlJRkyb7MNz84rA8h6gjNngOrVZW3OK68AX32lXIyGsmgR8OiRbBHr2lXpaEgfPj7Zrxlbj0xP3aX2wgtWNVyadKTuXnN1BXbulBNFKmH6dLmeX6VKVj9xr87vssDAQBw+fBgAcPv2bZw8eRKtW7fWXJ6UlKTV7UY6mjYt71Fp7u5yBun33pN9vCNGyCZVcynI01dyshz1BMhaI2ttirVm6q619euz110j02C9EVWtCsyaJbfHjQOuXDHt/Z84IYuvATm1gKurae/fxHROjvr374/hw4cjLCwMr732GmrWrIlGjRppLt+3bx/q1q1rlCBtloODLMBTjwqYOxd46y1Zs2NpvvpKJki1awMvv6x0NFQUPXrIpP3iRTlTM5lGfLz8YrKzAzp3VjoaUtKHHwKtWskZ6995x3Q/UrKy5JQCmZlAr142kaTrnBx98sknGDp0KCIjI+Hi4oJNmzZpXb537170Vf+yJMNRqWTz5erVMllat052b9y/r3Rkunv0KPsXx8SJ7BawVG5uco01gF1rpvT77/JvixZAyZLKxkLKsreXI5tdXOTs1DlHORvTDz/IySjd3S1jvTcD4CSQRWCUSSB1sWOHrD968EDOnPrbb3IdHnO3YAEwZoycwOz0aS57YMm2bpUtSP7+svbAElYMt3Q9ewK//ipbkK28zoN0NH8+8PHHgKenLL8oX95493X3LlCjBnD7tuy9+Phj492XCZhkEsgPPvgAt2/fLs5NkD46dQJ27ZLrW504IX9JxsUpHVXBnj6Vkz4CQGgoEyNL17mzLM5OSgKio5WOxvqlpgJ//SW3baArg3T00UdyWZ+UFDlRpDHbOEJDZWJUpw4werTx7sfMFCs5WrNmDVJSUgwVC+miQQO5hEOtWsC1a0Dr1nL0grlauVIue1ChAvD220pHQ8Xl5AS8+qrcZtea8e3aBTx+LH8Q1a+vdDRkLtTda87Ostt19Wrj3M+BA9mT9n7zDeDoaJz7MUPFSo7YI6eQihWBvXuBtm3lL4cXXgDWrlU6qtzS04E5c+T2+PHyi5Usn7q2MCLCMgcHWJKco9Q4wpNyqlVLDq0HZEvS9euGvf2MDFmELQQwcCDQpo1hb9/M6ZUcZWZmIiYmBvfu3TNWPKQrHx/gjz/kulfp6cCbb8pExJwS1p9+ksNN/fzkukBkHdq2lS0Z9+/L/0EyHg7hp4KMHSvX2rt/P3vaF0P5+mvg6FH5XTN3ruFu10LolRzZ29ujS5cuuP//I6UePHiAypUrGyMu0oWLi+zaGDNGnp8wQc6HlJmpbFyAjCHnnBxWPieGTbG3z15PiV1rxnP+vFxOyMEB6NhR6WjIHDk4yO41R0c5WOKnnwxzu9evZ699OXs2UKaMYW7XgujdrVavXj1c5Mrc5sPOTq5XtmCBbHb/+ms5ou3xY2Xj2rQJOHdODj0eNkzZWMjw+vWTf3/9VU7VQIanHsLfpo0clUSUl7p1galT5fbIkXKwRHGNHStHRTdtCgwdWvzbs0B6J0czZ87EuHHjsHXrViQmJiIlJUXrRAoZPRrYuFEW6P3vf3K1ZKVGEmZlZU9cOXo0UKKEMnGQ8TRuLKdmePxYJkhkeOxSI12NHy+XZbp3L7tOqKh27JCz4NvZAUuX2uy8dHrPc2SX44lS5SgQFEJApVIh0xy6dIxMsXmOdLFnD/DSS/JNUq2a/PVZpYppY/jf/+Qs2J6esubI29u090+mMXky8Nlnct4jJkiG9fixbHVNTZXz2NSurXREZO6OHwcaNZKF1OvWAW+8of9tpKYC9erJVv+RI61ywkddv7/1nnQmKiqqWIGRkbVuLUeyde0q/8FbtAC2bZNFe6YghPzCBGT9ExMj69W3r3ytt2+XE8Vx9mbDiYqSX1SBgXJUElFhgoNlndC0afKzt0MHORhGH/Pmye8Nf3+5ILoN4wzZRWDWLUdqiYnAiy8CsbFy2YeNG+V5Y/vjDzm1gJsbcPmyTRby2ZT69eUv1u++s9naBKMYPlzWD77/vvxLpIu0NFkndOyYnI/smWW+CnTxopzo8enTorc8WQCjz5D9+PFjnD59GsePH9c6kZkICABiYoAuXWQT/UsvZU/mZUzqWqP33mNiZAvUcx6Z4zxblkoI1htR0Tg5yYl3HRyAn3/WPTkSQi5q+/SprFdVj0a1YXq3HN26dQuDBg3C7+qRFM9gzZGZSU+XicrKlfL85Mly4jBjTCi3axfQrp18g166BJQta/j7IPNy+TJQqZL8f7p6la+5IZw6JWuMnJ2BO3fkYp9E+lDXA5YpI2vWCvuhGhkpRzk7OcklqapXN02cCjBay9Ho0aNx7949HDhwAK6urti+fTtWr16NatWq4VcWZZofR0dg+fLsoZ5hYcCgQTJpMjR1rdGQIfyStBVBQbKuTQjZdUvFp241at+eiREVzaRJcoj/rVuysLogDx8Co0bJ7fHjrTox0ofeydHOnTuxYMECNGnSBHZ2dggMDMRbb72FuXPnIjw83BgxUnGpVLJI77vv5AR+q1fL+qMHDwx3H//+K4eA2tvLNxjZDnXXGieENAx2qVFxOTvL3gJ7ezksf/Pm/I+dPl22+laqBEycaLoYzZzeydGjR4/g6+sLAChZsiRu3boFQE4OeeTIEcNGR4Y1dKgccu3mJhOZtm1l4bYhqGuN3n5btiaQ7Xj9dTkXyr//AhcuKB2NZUtJAXbvlttMjqg4GjfO/qH6/vuyi/ZZJ07ICYQB4MsvuZJBDnonRzVq1MCZM2cAAA0aNMC3336La9euYenSpQgICDB4gAUJDw9HkyZN4OHhAV9fX7z88sua2AoSExODRo0awcXFBZUrV8bSpUtNEK2Z6NZNFmr7+sp1c5o3lzUOxXHsmEy6VCogNNQgYZIF8fOTRZyA/JVKRff337LLu1o1oGpVpaMhSzdlipwK4saN7K4zNSFk0pSZCfTqxWT8GUWqOUr8/9aGqVOnYvv27ahYsSIWL16MWeq1tEwkJiYGw4cPx4EDB7Bjxw5kZGSgc+fOeFTAcgaXLl1Ct27d0KZNG8TGxmLixIkYOXIkIiIiTBi5who3Bvbvlx/A8fFAy5bZv1aLQv26v/46+6ttFbvWDINdamRILi6ye83OTq67tmVL9mWrV8tJg93drXKyx+Iq9jxH6iH9FStWROnSpQ0VV5HcunULvr6+iImJQdu2bfM85pNPPsGvv/6KUzlaS4YNG4Zjx45h//79Ot2PRY1WK8jt23KI//79so/6xx+B117T7zbOnJG/TISQLUjBwcaJlczb/fuyBSktTc57VK+e0hFZHiGA8uXlop9//AF07qx0RGQtWrUC9u2TU7ycPCn/12rUkN8BnTvLQRXTpikdpUkYfZ6jtLQ0nDlzBk5OTnjuuecUT4wAIDk5GYCshcrP/v370fmZD50uXbrg0KFDSDfGCC5zVrq0bMZ/+WU5G2+fPtn9z7oKD5dvtJ49mRjZMm/v7NYOth4VzfHjMjFyc5P1gESGou72TkwEPvpIlj/cvi2H+P/5pyzcJi16J0ePHz/GkCFD4Obmhjp16iA+Ph4AMHLkSMyePdvgAepKCIExY8agdevWqFu3br7HJSUlwe+ZKdX9/PyQkZGB2/ks1Jqammq9C+y6usrJwoYPl0nOmDHyzZOVVfh1L10C1qyR259+atw4yfzl7FrjxPv6U3ephYTI7hAiQ5kxI3sG+9WrgWXL5PatW/KyyZOVi81M6Z0chYaG4tixY4iOjoZLjjdwx44dsWHDBoMGp48RI0bg+PHjWKfDr1bVMxMgqnsWn92vFh4eDi8vL82pQoUKxQ/YnNjbA0uWAHPnyvMLF8qp458+Lfh6c+bIYr7OnU23dhuZr+7dgRIl5MSQBw4oHY3lYb0RGdN338nus5yYGOVL7+Tol19+wZdffonWrVtrJRO1a9fGBYWG8X744Yf49ddfERUVhfLlyxd4rL+/P5KSkrT23bx5Ew4ODihVqlSe1wkNDUVycrLmlJCQYLDYzYZKBXz8sSzac3SU08537iwXFM3LtWvZs25PmmS6OMl8ubnJ7lWAXWv6undP1oQActFoImP466/s1RGcnJgYFUDv5Ehd9PysR48e5dvyYixCCIwYMQKRkZHYuXMnKlWqVOh1WrRogR07dmjt+/PPP9G4cWM4OjrmeR1nZ2d4enpqnaxWv36yGNTTU45ga90auHIl93Hz58vi27ZtgTZtTB8nmSd119rGjUBGhrKxWJI//5Rd2XXqAIGBSkdD1urzz2WXt5OT/PwOC1M6IrOld3LUpEkTbNu2TXNenRB99913aPFsk52RDR8+HGvWrMHatWvh4eGBpKQkJCUl4cmTJ5pjQkND0b9/f835YcOG4cqVKxgzZgxOnTqFFStWYPny5Rg3bpxJYzdrHTrIIZ7ly8s5kJo3B2Jjsy+/eRP49lu5zVYjyqlTJ6BkSTmvSnS00tFYDnapkbGFhcl5j2bMkANwZsyQ55kg5U3oae/evcLDw0MMGzZMuLi4iFGjRomOHTsKd3d3cejQIX1vrlgA5HlauXKl5pgBAwaIdu3aaV0vOjpaNGzYUDg5OYmgoCDxzTff6HW/ycnJAoBITk42wKMwYwkJQtSrJwQghJOTEH/8IfdPmCD3NWkixPTpQkydqmiYZGbefVf+fwwerHQkliEzU4gyZeRzFhWldDRkjWbMkP9fM2bott+K6fr9XaR5juLi4jB//nwcPnwYWVlZeO655/DJJ5+gno3MbWI18xzpIjkZaNhQjkyzs5ND/SdNkuuy9esHrF3Loj7SFhMjF0318pItSM7OSkdk3g4eBJo2BTw85BIP+XTvExXZtGly4E1en9NhYXJgDec50lLsSSBtkU0lR4Dsm27SRM7DoubnJ7/4mBjRs7KygIoVZdH+L79kF2lT3qZPl19Mr7wip9UgIqMx+iSQZEOcnGTNUc7CayZGlB87OzmhKMBRa7pgvRGR2dG55cjOzq7Q0WgqlQoZNjBCxeZajnJydJSjkJycZFEfUV4OHZKtja6usoC/RAmlIzJPN28C/v5yBNG1a0DZskpHRGTVdP3+dtD1Bjdv3pzvZfv27cOSJUvAHjorFxaWnRiph4Gy5Yjy0qiRXFX+/Hng119lfRrl9scfMjFq2JCJEZEZ0Tk56plH3cDp06cRGhqKLVu24M0330QYhwRar5zDQCdPzj4PMEGi3FQqOedRWJjsWmNylDd2qRGZpSLVHF2/fh3vvPMOgoODkZGRgaNHj2L16tWoWLGioeMjc/BsYgTIv5wngwqinhBy+3Y5Cou0ZWTIliOAyRGRmdErOUpOTsYnn3yCqlWr4uTJk/j777+xZcuWAhd6JSuQmZl38bU6QcrMVCYuMm+1agH168skICJC6WjMzz//yGVDSpYEmjVTOhoiykHnbrW5c+dizpw58Pf3x7p16/LsZiMrVdD8F+xSo4L07QscOya71t59V+lozIu6S61LFzkHDRGZDb1Gq7m6uqJjx46wL+CNHBkZabDgzJVNj1Yj0seVK0BQkKxBSkgAypVTOiLz0bAhcPQo8OOPwFtvKR0NkU0w+Gi1/v37m3xhWSKycIGBQKtWwN69cjHajz5SOiLzcO2aTIxUKtlyRERmRefkaNWqVUYMg4isVt++Mjlat47Jkdr27fJv06ZAmTLKxkJEuXCGbCIyrtdekzU1Bw/KeY+IQ/iJzByTIyIyLl9fICREbq9fr2ws5iAtDdixQ24zOSIyS0yOiMj41HMerVsnZ4S2ZXv3Ag8eyKTxueeUjoaI8sDkiIiMr1cvwNkZ+O8/IC5O6WiUpe5S69pVLtJLRGaH70wiMj4vr+wupLVrlY1Faaw3IjJ7TI6IyDTUXWvr19tu19rly7L1zN4e6NRJ6WiIKB9MjojINLp3B0qUkBND7t+vdDTK+P13+bdlS8DHR9lYiChfTI6IyDRcXYGXX5bb69YpGopi2KVGZBGYHBGR6ai71jZulAvS2pKnT4G//5bbTI6IzBqTIyIynU6dgFKlgJs3gagopaMxrZgY4MkTub5cvXpKR0NEBWByRESm4+goZ8wGbK9rLWeXGtepJDJrTI6IyLTUXWuRkUBqqrKxmBLrjYgsBpMjIjKt1q2B8uWB5OTs0VvW7tw5ua6co2P2UipEZLaYHBGRadnZAX36yG1b6VpTtxq1bQt4eCgbCxEViskREZmeumvt11/lOmPWjl1qRBaFyRERmd5zzwHVqsnh7f/7n9LRGN60aUBYmNx+9AiIjpbb3brJ/dOmKRQYEemCyRERmZ5Kld16ZI1da/b2wJQpMhHauRNISwMqVZLzO02ZIi8nIrOlEsJWFzkqupSUFHh5eSE5ORmenp5Kh0NkmU6fBmrVAhwcgKQkOf+RNQkLk4lQkybAwYNA06bAv/8CM2YAkycrHR2RTdL1+5stR0SkjJo1gQYN5EzZP/+sdDSGN3ky8PHHMjECmBgRWRAmR0SknH795F9r7Fq7fx/444/s805OTIyILASTIyJSjnpI/65dwLVrysZiSE+eAD17AsePy/NOTrLuSF2kTURmjckRESmnYkU5KaQQwIYNSkdjGBkZskVs1y55/oMP5EzgM2ZkF2kTkVljckREyrKmUWtCAO+/D/zyizw/eDDw1Vdye/JkJkhEFoLJEREp67XX5ND2Q4fkMhuWbPJk4Pvv5fYbbwDLl+e+fMYMIDPT9LERkc6YHBGRssqUATp2lNvr1ysbS3EsWQLMnCm3ly3LvyVs8mROAklk5pgcEZHy1F1ra9fKrilLs349MGqU3A4LA955R9l4iKhYmBwRkfJ69QKcneXEkMeOKR2NfnbsAPr3l0ndiBHAp58qHRERFROTIyJSnqcn8OKLctuSCrMPHpSJXXq6nJZg0SK5NAoRWTSLTo527dqFHj16oGzZslCpVPhFPUIkH9HR0VCpVLlOp0+fNk3ARJQ/ddfa+vVAVpaysejizBm5kOyjR7JmavVqwM6iP1KJ6P9Z9Dv50aNHqF+/Pr788ku9rnfmzBkkJiZqTtWqVTNShESksxdfBDw8gPh4YP9+paMp2PXrQJcuwO3bQOPGQGSk7BYkIqvgoHQAxdG1a1d07dpV7+v5+vrC29vb8AERUdG5usouqh9+kF1rrVopHVHe7t2TidGVK0C1asBvv8mkjoishkW3HBVVw4YNERAQgJCQEERFRSkdDhGpqbvWNm2SM02bmydPgJdeAk6cAAICgD//lFMREJFVsankKCAgAMuWLUNERAQiIyNRo0YNhISEYJd6mv98pKamIiUlRetEREYQEgKULg3cvAns3Kl0NNoyMmTR9Z49gJcXsH07EBSkdFREZAQW3a2mrxo1aqBGjRqa8y1atEBCQgLmz5+Ptm3b5nu98PBwTJ8+3RQhEtk2R0c5Y/Y338iutc6dlY5IEgJ47z1gyxbAxUX+DQ5WOioiMhKbajnKS/PmzXGukCULQkNDkZycrDklJCSYKDoiG6TuWouMBJ4+VTYWtYkTgRUr5Gi0DRuANm2UjoiIjMjmk6PY2FgEBAQUeIyzszM8PT21TkRkJK1aAeXLAykpsthZaQsXArNny+1ly2TNERFZNYvuVnv48CHOnz+vOX/p0iUcPXoUJUuWRMWKFREaGopr167hhx9+AAAsXLgQQUFBqFOnDtLS0rBmzRpEREQgIiJCqYdARM+ys5OLts6fL7vWevdWLpaffgI++khuz5oFDBmiXCxEZDIWnRwdOnQIHTp00JwfM2YMAGDAgAFYtWoVEhMTER8fr7k8LS0N48aNw7Vr1+Dq6oo6depg27Zt6Natm8ljJ6IC9O0rk6OtW2ULkhKttdu3AwMHyu1Ro4AJE0wfAxEpQiWEJa7yqKyUlBR4eXkhOTmZXWxExiAEULMmcPasnPfo7bdNe////AM8/zzw+DHQrx/w44+c/ZrICuj6/c13OxGZH5UquzDb1GutnT4tZ+t+/FiOllu5kokRkY3hO56IzJM6OdqxQy7TYQpXr8qE6M4doEkTICICcHIyzX0TkdlgckRE5qlGDeC55+Tkiz//bPz7u3tXLguSkABUrw5s2waUKGH8+yUis8PkiIjMl6m61h4/Bnr0AP77DyhblsuCENk4JkdEZL769JF/d++WXV7GkJ4OvP46sG8f4O0N/PEHEBhonPsiIovA5IiIzFeFCnI2aiHkzNSGJgTwzjuyC029LEjduoa/HyKyKEyOiMi8GbNr7ZNPgNWrAXt7YONGoHVrw98HEVkcJkdEZN5efVUmL4cPy3mPDOXzz4F58+T2d9/JmiMiIjA5IiJzV6YM0KmT3DZU69EPPwDjxsnt2bOBQYMMc7tEZBWYHBGR+cvZtVbcSf1/+w0YPFhuf/QRMH588W6PiKwOkyMiMn8vvywLps+cAY4eLfrt7N8vu+kyM4G33pLrt6lUhoqSiKwEkyMiMn+enkD37nK7qF1r//0nlwV58gR44QVgxQouC0JEeeInAxFZBnXX2vr1QFaWftdNSJCzX9+7BzRrJmfcdnQ0fIxEZBWYHBGRZejWTbYgJSTICRt1deeOXC/t6lWgZk05p5G7u/HiJCKLx+SIiCyDiwvQq5fc1rVr7dEj2ZV2+jRQvryc/bpUKePFSERWgckREVkOddfapk1yQdqCpKcDr70G/PMP4OMjE6OKFY0fIxFZPCZHRGQ5QkLkvEe3bgF//53/cVlZcrj+778Drq6yK612bdPFSUQWjckREVkOBwfZGgQAa9fmfYwQwMcfA2vWyJm1N20CWrQwXYxEZPGYHBGRZVF3rW3eLIflP2vePOCLL+T2ihWy5oiISA9MjojIsrRsCVSoADx4IGe7zmnVKrmYLCCTpP79TR4eEVk+JkdEZFns7IA33pDbOUetbdkCDB0qt8eNy147jYhITw5KB0BEpJdp04CHD+X21q1ASgoQFwe8/rpcFiQ4GJgzR9EQiciyseWIiCyLvT3wzTdA6dJAaiowa5ZcWuTpU3l5r15cFoSIioUtR0RkWSZPln+nTJF/c7YSTZ4sW5aIiIqBP6+IyPJMngyMGqW9LzQUmDFDmXiIyKqohBBC6SAsTUpKCry8vJCcnAxPT0+lwyGyXfb2csJHJyfZxUZEVABdv7/ZckREliksLDsxSkuT54mIDIDJERFZnrAwWXM0Y4ZsMZoxQ55ngkREBsCCbCKyLDkTI3Vx9rNF2urzRERFwOSIiCxLZqZ2YqSmPp+ZafqYiMiqsCC7CFiQTUREZHlYkE1ERERUBEyOiIiIiHJgckRERESUA5MjIiIiohyYHBERERHlwOSIiIiIKAcmR0REREQ5MDkiIiIiyoHJEREREVEOTI6IiIiIcuDaakWgXnElJSVF4UiIiIhIV+rv7cJWTmNyVAQPHjwAAFSoUEHhSIiIiEhfDx48gJeXV76Xc+HZIsjKysL169fh4eEBlUpl0NtOSUlBhQoVkJCQwEVtrRxfa9vB19p28LU2b0IIPHjwAGXLloWdXf6VRWw5KgI7OzuUL1/eqPfh6enJN5aN4GttO/ha2w6+1uaroBYjNRZkExEREeXA5IiIiIgoByZHZsbZ2RlTp06Fs7Oz0qGQkfG1th18rW0HX2vrwIJsIiIiohzYckRERESUA5MjIiIiohyYHBERERHlwOSIiIiIKAcmRzoIDw9HkyZN4OHhAV9fX7z88ss4c+aM1jFCCEybNg1ly5aFq6sr2rdvj5MnT+a6rf379+P555+Hu7s7vL290b59ezx58kRzeVBQEFQqldZpwoQJhcYYFxeHdu3awdXVFeXKlcOMGTO01o6JjIxEp06dUKZMGXh6eqJFixb4448/ivGsWCdreK2jo6Nz3a5KpcLp06eL8cxYH2t4rQHgp59+Qv369eHm5oaAgAAMGjQId+7cKeKzYp3M/bV++vQpBg4ciHr16sHBwQEvv/xyrmMSExPRr18/1KhRA3Z2dhg9enSRngvSkaBCdenSRaxcuVKcOHFCHD16VLz44ouiYsWK4uHDh5pjZs+eLTw8PERERISIi4sTffr0EQEBASIlJUVzzL59+4Snp6cIDw8XJ06cEGfPnhWbNm0ST58+1RwTGBgoZsyYIRITEzWnBw8eFBhfcnKy8PPzE2+88YaIi4sTERERwsPDQ8yfP19zzKhRo8ScOXPEv//+K86ePStCQ0OFo6OjOHLkiAGfKctnDa91VFSUACDOnDmjddsZGRkGfKYsnzW81rt37xZ2dnZi0aJF4uLFi2L37t2iTp064uWXXzbgM2X5zP21fvjwoRg2bJhYtmyZ6NKli+jZs2euYy5duiRGjhwpVq9eLRo0aCBGjRpV7OeF8sfkqAhu3rwpAIiYmBghhBBZWVnC399fzJ49W3PM06dPhZeXl1i6dKlmX7NmzcSkSZMKvO3AwECxYMECveL5+uuvhZeXl9YbNDw8XJQtW1ZkZWXle73atWuL6dOn63VftsYSX2t1cnTv3j29btvWWeJrPW/ePFG5cmWt6y1evFiUL19er/uyNeb2Wuc0YMCAPJOjnNq1a8fkyMjYrVYEycnJAICSJUsCAC5duoSkpCR07txZc4yzszPatWuHffv2AQBu3ryJf/75B76+vmjZsiX8/PzQrl077NmzJ9ftz5kzB6VKlUKDBg0wc+ZMpKWlFRjP/v370a5dO61Jx7p06YLr16/j8uXLeV4nKysLDx480DwGypslv9YNGzZEQEAAQkJCEBUVVaTHb0ss8bVu2bIlrl69it9++w1CCNy4cQM///wzXnzxxWI9F9bO3F5rMj9MjvQkhMCYMWPQunVr1K1bFwCQlJQEAPDz89M61s/PT3PZxYsXAQDTpk3DO++8g+3bt+O5555DSEgIzp07p7nOqFGjsH79ekRFRWHEiBFYuHAhPvjggwJjSkpKyvO+c8b2rM8//xyPHj3C66+/rutDtzmW+loHBARg2bJliIiIQGRkJGrUqIGQkBDs2rWrqE+F1bPU17ply5b46aef0KdPHzg5OcHf3x/e3t5YsmRJUZ8Kq2eOrzWZIUXbrSzQBx98IAIDA0VCQoJm3969ewUAcf36da1jhw4dKrp06aJ1TGhoqNYx9erVExMmTMj3/n7++WcBQNy+fVsIIbvC3N3dhbu7u3jhhReEEEJ06tRJvPvuu1rXu3r1qgAg9u/fn+s2165dK9zc3MSOHTv0eOS2xxpea7Xu3buLHj166PCobZOlvtYnT54UAQEBYu7cueLYsWNi+/btol69emLw4MFFfCasnzm+1jmxW808OCiQj1msDz/8EL/++it27dqF8uXLa/b7+/sDkL8+AgICNPtv3ryp+SWi3l+7dm2t26xVqxbi4+Pzvc/mzZsDAM6fP49SpUrht99+Q3p6OgDA1dVVc//PthDdvHkTQO5fQhs2bMCQIUOwadMmdOzYUcdHbnus4bV+9rbXrFlTwCO2XZb8WoeHh6NVq1b4+OOPAQDBwcFwd3dHmzZt8Nlnn2nFTeb7WpP5YbeaDoQQGDFiBCIjI7Fz505UqlRJ6/JKlSrB398fO3bs0OxLS0tDTEwMWrZsCUAO7yxbtmyu4aNnz55FYGBgvvcdGxsLIPuNGRgYiKpVq6Jq1aooV64cAKBFixbYtWuXVr/2n3/+ibJlyyIoKEizb926dRg4cCDWrl3LmoR8WMtrnddt84tSmzW81o8fP4adnfbHuL29vebxkWTurzWZIUXbrSzE+++/L7y8vER0dLTW8MzHjx9rjpk9e7bw8vISkZGRIi4uTvTt2zfXMNAFCxYIT09PsWnTJnHu3DkxadIk4eLiIs6fPy+EkMNEv/jiCxEbGysuXrwoNmzYIMqWLSteeumlAuO7f/++8PPzE3379hVxcXEiMjJSeHp6ag35Xbt2rXBwcBBfffWV1mO4f/++gZ8ty2YNr/WCBQvE5s2bxdmzZ8WJEyfEhAkTBAARERFh4GfLslnDa71y5Urh4OAgvv76a3HhwgWxZ88e0bhxY9G0aVMDP1uWzdxfayFkF2lsbKzo0aOHaN++vYiNjRWxsbFax6j3NWrUSPTr10/ExsaKkydPGuZJIi1MjnQAIM/TypUrNcdkZWWJqVOnCn9/f+Hs7Czatm0r4uLict1WeHi4KF++vHBzcxMtWrQQu3fv1lx2+PBh0axZM+Hl5SVcXFxEjRo1xNSpU8WjR48KjfH48eOiTZs2wtnZWfj7+4tp06ZpDeNv165dno9hwIABxXpurI01vNZz5swRVapUES4uLsLHx0e0bt1abNu2rXhPjBWyhtdaCDl0v3bt2sLV1VUEBASIN998U1y9erXoT4wVsoTXOjAwMM8YC3scgYGBRX5eKH8qIdj2SkRERKTGmiMiIiKiHJgcEREREeXA5IiIiIgoByZHRERERDkwOSIiIiLKgckRERERUQ5MjoiIiIhyYHJERDYhOjoaKpUK9+/fVzoUIjJznASSiKxS+/bt0aBBAyxcuBCAXCvr7t278PPzg0qlUjY4IjJrDkoHQERkCk5OTprV14mICsJuNSKyOgMHDkRMTAwWLVoElUoFlUqFVatWaXWrrVq1Ct7e3ti6dStq1KgBNzc3vPrqq3j06BFWr16NoKAg+Pj44MMPP0RmZqbmttPS0jB+/HiUK1cO7u7uaNasGaKjo5V5oERkFGw5IiKrs2jRIpw9exZ169bFjBkzAAAnT57Mddzjx4+xePFirF+/Hg8ePEDv3r3Ru3dveHt747fffsPFixfxyiuvoHXr1ujTpw8AYNCgQbh8+TLWr1+PsmXLYvPmzXjhhRcQFxeHatWqmfRxEpFxMDkiIqvj5eUFJycnuLm5abrSTp8+neu49PR0fPPNN6hSpQoA4NVXX8WPP/6IGzduoESJEqhduzY6dOiAqKgo9OnTBxcuXMC6detw9epVlC1bFgAwbtw4bN++HStXrsSsWbNM9yCJyGiYHBGRzXJzc9MkRgDg5+eHoKAglChRQmvfzZs3AQBHjhyBEALVq1fXup3U1FSUKlXKNEETkdExOSIim+Xo6Kh1XqVS5bkvKysLAJCVlQV7e3scPnwY9vb2WsflTKiIyLIxOSIiq+Tk5KRVSG0IDRs2RGZmJm7evIk2bdoY9LaJyHxwtBoRWaWgoCD8888/uHz5Mm7fvq1p/SmO6tWr480330T//v0RGRmJS5cu4eDBg5gzZw5+++03A0RNROaAyRERWaVx48bB3t4etWvXRpkyZRAfH2+Q2125ciX69++PsWPHokaNGnjppZfwzz//oEKFCga5fSJSHmfIJiIiIsqBLUdEREREOTA5IiIiIsqByRERERFRDkyOiIiIiHJgckRERESUA5MjIiIiohyYHBERERHlwOSIiIiIKAcmR0REREQ5MDkiIiIiyoHJEREREVEOTI6IiIiIcvg/9yHhYasZBXMAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "temperature_cell.plot(color='red', marker='x')" - ] - }, - { - "cell_type": "markdown", - "id": "7a947799-3b5a-4b8b-bf4e-0c58986b58ed", - "metadata": {}, - "source": [ - "5. Create a time series plot comparing the temperature changes at three different grid cells:\n", - " - lat = 0, lon = 0\n", - " - lat = 10, lon = 10\n", - " - lat = 20, lon = 20\n", - "\n", - "Make sure each time series has a different colour and include a legend. Give them different linestyles too.\n", - "Hint: use `.isel` to index the lat and lon.\n", - "Hint: you will need to import matplotlib to add legend." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "682cfc89-a2cd-454e-a124-d6df5f399208", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Extract the time series for each location\n", - "temp_1 = temperature.isel(lat=0, lon=0)\n", - "temp_2 = temperature.isel(lat=10, lon=10)\n", - "temp_3 = temperature.isel(lat=20, lon=20)\n", - "\n", - "# Plot the time series for each location\n", - "plt.plot(temp_1['time'], temp_1, label='lat=0, lon=0')\n", - "plt.plot(temp_2['time'], temp_2, label='lat=10, lon=10', linestyle='--')\n", - "plt.plot(temp_3['time'], temp_3, label='lat=20, lon=20', linestyle='-.')\n", - "\n", - "plt.title('Comparison of Monthly Average Temperature Change at different locations')\n", - "plt.ylabel('Temperature (K)')\n", - "plt.xlabel('Time')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "4cbb0586-67e2-4a6f-bbdf-552e51f46085", - "metadata": {}, - "source": [ - "6. Let's plot some data in 2D. Use `sel` to select data for January 2065. Hint: the date is in the format YYYY-MM. Label the axes and give the plot a title." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "7c5f72d0-ebe2-4f19-887d-65b3b837002a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[cftime.Datetime360Day(2065, 1, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 2, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 3, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 4, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 5, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 6, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 7, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 8, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 9, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 10, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 11, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 12, 30, 12, 0, 0, 0, has_year_zero=True)]\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Latitude')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "print(temperature['time'].values)\n", - "specific_time = temperature.sel(time='2065-01')\n", - "specific_time.plot()\n", - "plt.title('Temperature Change in January 2065')\n", - "plt.xlabel('Longitude')\n", - "plt.ylabel('Latitude')" - ] - }, - { - "cell_type": "markdown", - "id": "a65a89e3-cd8b-4ff6-8b44-1007e978d008", - "metadata": {}, - "source": [ - "## 2. Arithmetic and Aggregation" - ] - }, - { - "cell_type": "markdown", - "id": "c1f4cc1f-b063-4de3-8d07-5fd21ab9c40e", - "metadata": {}, - "source": [ - "7. Let's compare the data on one date to the next date. Create two temperature datasets and extract the temperature change data for June 2065 and July 2065." - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "id": "b05eec7b-a349-4db5-9448-12bf29d89f13", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Size: 259kB\n", - "[64800 values with dtype=float32]\n", - "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", - " time object 8B 2065-01-30 12:00:00\n", - "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...\n" - ] - }, - { - "data": { - "text/plain": [ - "(180, 360)" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nearest_time = temperature.isel(time=0)\n", - "print(nearest_time)\n", - "nearest_time.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "id": "870b9e7c-a714-4da0-87b5-ad7f0f1813cc", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(180, 360)\n", - "(180, 360)\n" - ] - } - ], - "source": [ - "# smthn here\n", - "temp_jan = temperature.sel({'time':'2065-01-30'})\n", - "temp_jul = temperature.sel({'time': '2065-12-30'})\n", - "temp_jan = temp_jan.squeeze()\n", - "temp_jul = temp_jul.squeeze()\n", - "print(temp_jan.shape)\n", - "print(temp_jul.shape)" - ] - }, - { - "cell_type": "markdown", - "id": "89e3bb93-edd4-45f5-aba1-1eeb6aebc622", - "metadata": {}, - "source": [ - "8. Calculate the difference in temperature between july and january" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "id": "6d0d6854-0775-42f7-9243-c1d773e9475d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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<xarray.DataArray 'tas' (lat: 180, lon: 360)> Size: 259kB\n",
-       "array([[-0.3733337 , -0.375072  , -0.3768103 , ..., -0.37001228,\n",
-       "        -0.3712232 , -0.37228894],\n",
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-       "       ...,\n",
-       "       [-1.183609  , -1.1955719 , -1.2064323 , ..., -1.1586428 ,\n",
-       "        -1.1659422 , -1.174674  ],\n",
-       "       [-1.9213533 , -1.9294748 , -1.9375181 , ..., -1.8995295 ,\n",
-       "        -1.9055338 , -1.9133158 ],\n",
-       "       [-2.678955  , -2.681819  , -2.6847553 , ..., -2.6705399 ,\n",
-       "        -2.6728115 , -2.6758308 ]], dtype=float32)\n",
-       "Coordinates:\n",
-       "  * lon      (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n",
-       "  * lat      (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5
" - ], - "text/plain": [ - " Size: 259kB\n", - "array([[-0.3733337 , -0.375072 , -0.3768103 , ..., -0.37001228,\n", - " -0.3712232 , -0.37228894],\n", - " [-0.37120962, -0.3761642 , -0.38115478, ..., -0.36020494,\n", - " -0.36406255, -0.36765504],\n", - " [-0.5369568 , -0.5443461 , -0.5519166 , ..., -0.5151489 ,\n", - " -0.5223267 , -0.52963257],\n", - " ...,\n", - " [-1.183609 , -1.1955719 , -1.2064323 , ..., -1.1586428 ,\n", - " -1.1659422 , -1.174674 ],\n", - " [-1.9213533 , -1.9294748 , -1.9375181 , ..., -1.8995295 ,\n", - " -1.9055338 , -1.9133158 ],\n", - " [-2.678955 , -2.681819 , -2.6847553 , ..., -2.6705399 ,\n", - " -2.6728115 , -2.6758308 ]], dtype=float32)\n", - "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta_temp = temp_jan - temp_jul\n", - "delta_temp" - ] - }, - { - "cell_type": "markdown", - "id": "53a9329e-9e2f-4010-8153-18335ca71280", - "metadata": {}, - "source": [ - "9. Plot the difference in these temperatures using xarrays built-in features. Add a title to the plot." - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "id": "f537a7aa-96ac-4df4-bb2f-94bbe62d31f4", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "delta_temp.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "46b4918c-bec6-49f4-97e3-17bd6f459512", - "metadata": {}, - "source": [ - "10. Let's compute and visualize the *average* temperature change for the summer. Slice out the temperature for the summer months (june, july, august). Apply the mean aggregation method and plot the result." - ] - }, - { - "cell_type": "code", - "execution_count": 130, - "id": "67937f9c-0990-4587-b83e-128a4530ca00", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 130, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "summer = temperature.sel(time=slice('2065-06-30', '2065-08-30'))\n", - "summer.mean(dim='time').plot()" - ] - }, - { - "cell_type": "markdown", - "id": "9ad5fee1-f18e-4ccc-8a0b-cec949bab26e", - "metadata": {}, - "source": [ - "11. Using a similar method, calculate the **maximum** average change in temperature over the summer months." - ] - }, - { - "cell_type": "code", - "execution_count": 132, - "id": "3c932c7d-95cb-4223-9034-416095c62cce", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 132, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "summer.max(dim='time').plot()" - ] - }, - { - "cell_type": "markdown", - "id": "9be58dd6-561c-41fb-851c-7a8da457ce9a", - "metadata": {}, - "source": [ - "12. Harder question: Calculate the standard deviation in air temperature change over the summer months and plot as a 1D time-series." - ] - }, - { - "cell_type": "code", - "execution_count": 138, - "id": "0a169ff6-a9f1-4d58-ab54-430a5159d1d2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 138, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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owGUBLg248A4uy+m8yd1Ot90MtizTDLQ2EZNStpcZeiHjjH2mwuRr5mMtzLtqHArLMLVM026VAIBuXkC1DkOGTK862ebWAq0/BsF15hmrqIMC5DNNWN08RddecrrQZcFeBdfVlc5/veK6YXTe/va34xd+4Rfwrne9C5/85Cfxjne8A//+3/97/NzP/Vyc5h3veAfe+c534l3vehc++tGP4tSpU3jFK16Bvb29p3DkI0aMGDFixJXB67Wv+N8zEdcNo/OHf/iH+Ht/7+/h277t2wAAd955J37lV34Ff/zHfwxA2Jz7778fb3nLW/Cd3/mdAIBf+qVfwi233IIPfOADePWrX31J65s8ZlE92qHY76AXLai1oC5VW2wUuNCwU4PmWIluInk7zgD7hvDozTJpfSPDFTLf5FENvQDsTNgh6jwb4AujZovhTrbYOnmAu06cjdqSgDxvhplEh2K1H5IwMBtFg61yhZPFAnNTAwA29cqzSf2qVINRqRY73QwAcLaeY7eeoLEaba2x7abYOzbBXNUoYFGSjexRwxorNlH/07DGyhVx2WW2vuNqgS0lY8iZmpaVn1+WAQh7s6lqHKMOJREKInyimeFT9a34g50vx4N7J2WbihpGOew2FZZtiWVrwEwgYuycm0OfKWOWkZtayTDyXeNlB2ad1IfICrdEifCaApL7ohn2y43OLRI9BITFgc/xIceykpyt8cYN6hJ7k/8ky/K7Q9I75KxP1OlkuhvrNTVAn73xDp7IOgWWZ5Bn0mNxgKPTdy+CzZFdvkZfcb7k23Vsi6KjWZ2jsmWOYnl6XcXXDHpdfs2FlhlhD2+birSh/6nWfJ6ud56WaG+co5toOV20iLSonUK3DrvPFpZi/9ly33GFuD+pA1RNKA4IGw+voB/zhV7dyLgnVVqf1vJzOhFNykKYaNre9ZvpQFoDZQmaToCyiLoaNiouh4Nzi0hcVXbA4IV4G0cgIkmUZwZaC7XOgQdxUFHTCeuTOcM4ZNnkHckD48MEYvlOOxZHJZCuA9tfV9Sj+fs7dS4da6NlvYVsa9hesgxXatiZgSuop3kccW3iumF0vvEbvxH/43/8D3zmM58BAPz5n/85PvKRj+Bbv/VbAQAPPvggTp8+jVe+8pVxnqqq8LKXvQx/8Ad/8JSMecSIESNGjLgacFfp3zMR1w2j8+M//uPY2dnBC17wAmitYa3FT//0T+Of/tN/CgA4ffo0AOCWW27pzXfLLbfgc5/73JHLresadV3Hv3d3d5+A0Y8YMWLEiBGXDwc6pMe8nGU8E3HdPOj8l//yX/D+978fH/jAB3DPPffgYx/7GN7whjfgtttuwz//5/88TkcDupiZD32W421vexve+ta3Hvp86w//BmqvBk0q0MY82R8BoLOgrgPXDXhnFxsnTwAbM2A6gasK8MSg3RRaud3UsJUI6LY+uw/9+D64MLDHpmhOlHClilRqu6FRHytRnyjxlzccj68lWPvXW7m9nEm+70heezg/nWHYCYMrB1Te+l1amNKiMBZV0cGEEEJiaOXQeGv1qi1iE1EAaFpCbQ1Ot8cxVzUmqkXj37O1bLByIg5euBILW2HXTmP431S3mCkJ6bq9PIs7isexpVaYkI3iZEsOjoGGFFb+1cHKifDaAThgwDnG/2puxicWt+ETj9+CRx89JpvfEqhW0EsFXcu+YJJ9sHEOmH2J0U28EHHToJsCduJbdBiW/akYPDw1CP2WHeF1F0GspJReVxHBv9Li6IwNzUedVfIaqwvnDIFbBcXJJh6t6bYvTFb+VZa80mIvLpZ/ynKatmctH4T8RWFyeHXlX1flQuM1QW7p/Bq8jsqQXhnIa4pDzRUvgifmi3m15Ju29j5hTrbl4bx5SGE8IINln8/S3R/g4XnO92qMSGzSylulAfnMORH99tYdBMpB9Lom8E8RWGs4/7pEdYx2orA6oaBroDhwaDdk2m7qV+eAcodQ7ADzLzls/s0S+q8fgVuIvVzNZsB8Cp4UoMamcQURMnMMDGR2oI05SGmgbeU1zmwaX+Mc3keQ1z5B0J5/n59bIYCw6xADDcO0g2NFWUghaSWv2ZRKr82CCUXLviIfVMhaXo+xoihojtfB8NWVddkrq75ImasCblrATgxcqeA0QXUswmUrIunisSU6W2PEtY3r5tXVj/3Yj+Ff/st/iX/yT/4Jvuqrvgr/7J/9M/zwD/8w3va2twEATp06BSAxOwFnzpw5xPLkePOb34ydnZ347+GHH37iNmLEiBEjRoy4DDi+Ov+eibhuGJ3FYhFt5AFaazgnFcFdd92FU6dO4Xd/93fxohe9CADQNA0eeOABvP3tbz9yuVVVoaqqQ5+7Z90EqqaSq8Us1sOVb95Gndgx5zOYG070mB7VdsAeQ/+NVFHVqgZ/+R1Y3D5Hc7xCoQjmi9tQ0wK7d87RbABG9H8oFozJOYfZl0R4ygpwhtDOCd3EVyihmPZVv2oZumGYlVT2rOAbkWp0Ey/wrSCtKibAQSV/gzybQYCr5OznzQ7lRoPj8yWOzw+wVdaodIfPrE5hphrMdL9yaVmjdQa1M9i3FQ5shdZpOCYcL5aYlLK/NDnMVY3jqsYxBczIoCLTiyOvWarLFTe+ziU87hTO2hlWXEAR49nHtiP1+tgjx1Ge0zALQK8A1Xr7NQNmxdBtJhRWwqi5wjt4kx45ImqUARESg0GaQdqBfANWpcU6T35ipYQRUypZ7Dur/D8N2ym4UHWSBph9TltukQWgUnRBGJ/TPqGeSVp7hGMFiusXxsaLm8mfG45BCLZ3TqVMhyhSphCENgz8W4ecDdWHv+bLpcLXCJcP2c/z8fvvGDRgEjKBc/D5HyVEuJCAOG+NQEhsT2x2ORATh3l8+B5PK/DERMEsWQbVLWg/rNem/9M4T+cFZsf5fgThHucAtWpQPdKlcLtTG1jcqFGtHCaPN+hmE1lqRXClnEOTx4H5Fy02Pn0O/DcPg42BOnlCNn9rQ+ICAKDtgIOlsE8ZU4KpLJOKAjwVVpqaQsS4pZFzprWHROrkXC9gDyGUMJ5rfr3WilWdM9GvF2NTtv973/tpiFQcLxUmBiaS1uBSg0sTWzOwVp75U1Ctg6pTm4ZDongvbCZ/bANjZWclus0CjWflQYRyz6LYtdCP7YEfPwcyBso1h8+lJwD2Kry6utL5r1dcNw86f/fv/l389E//NJ797GfjnnvuwZ/92Z/hne98J77/+78fgNCcb3jDG3Dffffh7rvvxt1334377rsPs9kM3/Vd3/UUj37EiBEjRowY8VTgunnQ+bmf+zn863/9r/Ha174WZ86cwW233YZXv/rV+Df/5t/Ead70pjdhuVzita99bQwM/NCHPoTNzc1LXp9aNNA7rbxLdk4qkZxRGjbQGyJUGzdt4Esv2cL2Cx2K3QLTMwVu+P8Z6Npictah2pb37QBQbrfQqw6uMrATDWcIykhSoWpFhxFsyKpjYXNqB9U4CQHzRScbqWqsD/SyFcFWEofeVSRaFU1wlbA81gdeWVugWWmc2S/x+GSOqmqxNd3CiekCx8slTpQLzLQPHyMb2z9YqNjOolIdJqrFMb3ASXMAALhB70VbeQtGCwfHLVYcWl8oFL5031QF9lyLR53C6W4Tp7tjONfNUTuDzimUWuaZnlxiVZVoVhpmW2N6mlAsGLoGdCP7RjVSEZql7EM2QAeAlW/pAOoF7gGi8XGG4ZwKxA7YMdgRnBUtDgWNk2JYpVCVLUixD2R0UEon2Yq3tzLSOuTEQIwVcDQgCcLf5FkdEg2SgtfXxIk52o7D8kXHI0SDo8y2HimrxHqcN7o+G1Av0C0nVS/FwqGwnr3JdGeHhhMarQ41N0OWKbA9zlflgYEJ+yq3suf7IS5ggHjwsvUEhqIowJWBmwoL7CYa1IneKYTV2YkGEySaom4zjY47vA7n9w1bHBKMOQLFvhyEyUPbmDzsm1WWBtWOxDnYUsMWhG4mZHM7Vzh43gnMFcDGwE2yFgp+jAYA7e0nxmVrEzwtQfsrmXB3D/jSSu55syloPhNGJxzHXOdy1Hlk/X3TszgAwOHv/JhwapocWB1hb/yYeTCv6kBdl+7HxoAaDQq29yL75wBVd3jsf9sCIPeGEx/fBdWtrNsHFoZgzMhcAeg2C9THDepjCs4Iazw946A+/RBw40m0L/oyqMah61bA/71+F1xNjIzO5eO6edDZ3NzE/fffj/vvv//IaYgI9957L+69994nbVwjRowYMWLEE408R+1KlvFMxHXzoPOk42ABUJmcCM4BnXckhIrEBvuLD97Kot75ztsAAPt3bkDXjOOfVKh2HKpdB1cq2EphcraLuhoAEj54vIArlG8cSrCFaDBUpskBvBun85WsIrhCQXXyblzV0thPL4R9Ya1gJwbdXCdmZ0LoXND0+DErBhsnehQl7MUXHz6Jxx+9GdU5wCykoSkALG9l3PWSh/F/3PxpzFSDuarjz021jAGDADBTLeZkURBQgNCywwKMFRMcS0PQ0AC0JMK2I5y1M2y7GRauklYVYGwVKzQTKfPqzqDrFNpGQa8I08cYWw8uYc4tUsBYho1Cw02NuDIMwRkFO1FoNhWaDUK74Y/BxO93hugutNAqDICJfQx9qEYB0oy2MijKTpgdApwjOJc1BYUnIoKmxruoAESnWJSieHaJ/LFhlaaNDUFD+FmYlmUFebNOOUkIqQeqgor0gf9xke0XjmqkuI4MOS9Uxt446jM1wGH31joMpzlfSKGiw9+dL6AwDm4wHkB2MlPUiNi5by9yzAiD1iVnj61kH3czA2AKpWVHqYOV3FeGsH4/KGT3FJVOCsoYKjBAGtQ5mH1hiiYa0LWwXcomts5uTaH3VqCl149tVVCtg95vQXUHVP5i9tcKrdqkS5pUiYnyoYJkGVxouKkP0vP7V9W+dUJwLQW20JrUasLfO2nI5sT2CpnzLGw/ADjrgy5duucOj33u4FLiuKKylMabWrRxN/7ptiy2c6DWxsBXVxVwlYYrFFxB6KYK7VzW3W4QbCmHvjrHOP6ZA9Bf/jX4hc+FI0L5xV3ROrknx3U1MjqXj+vGdTVixIgRI0aMGHGpGBmdo9C0KQ9jCEWxCuPw/plr0XJ0LVRZQu1I5TZ9tISyJepjCs2GQn08ZFAg5uQEhJh/3TDMktEqAkqgmxJYA7qhqDvRbXJc6YahGgLI+YZ13jUUG5s46NrGpoCRKvBP99q7viaPKhQHCro20fHFNwOrmxiLubi0QpNKd7zFC7bO4Gumf4OTeoE5tZiQw4QIFSlMSMP4kl/TBGrwTN1yh31u0LJk5vjNwgEDH6tvx4e3X4D/8b+eh+KTM+gaULUwWsH4VSwYpxYO5sCi3N6D3pGNsJtTcBGi2r1/q3NQdQu9v5LjGqLwpxN0txzD8uYKyxt8PtCm5JIIS4a+riaIZrT/UItGxllC2xg0K4Ne+wjEXQwyDjAEdAzVKuglYh6OK9N0vfloINugwXSe3Yn5OZ7VYUpMUcycaQFAxcwfMShxYouOAGeHjdwa19MlYaD1GbSciFMFLY7X30T2Jw5q4BTL9UaXO7Z1ji9A2EGjASMsoWg/FJpjcutcndTCtHYcz5WUX6QAmBSrEzK9mkaYgOF680ZE5A4zHP5vciTtTrL2Hq4U51AwcxEDmGrgWBl3O2tCsdtCHdSy3LIUBiewIUZLewc/Ljp+rO98cg7oCAQlbrIsh4eVAry2hVoLdk7cUdbn3Sh/sgf2pdcewrupjEm6m8jGmZS709m+zskzZZER0sprgYT5Iat8tpjC7vNFo1Ods5j+9WPgagouNJoTJRY3G9QnCO1cXGuld8lNzjmUOxbTv9kBf/YhqONb4OfcDgbkXrK968/dJ8t1pXrNjy9vGc9MjA86I0aMGDFixDUOvgoaHR41OiN6yLMfsrRSACCnpMILDe/89GQtQJJDgVqe8s32Eu1WEStz6lLOS0q89SxNw9ArC73ooFYt7LxENzOwUw1bUk+foSzEbdUydG3lPXlIJvW2nTzBFsyg1kF7l5FuGNWOVJ668S6iRuZf3VRheVKjPg4cPLfFlz/3NE7N9nCyWGDfi3S2zArfuPUZ3Gm2caNWmJCBgoICoaD+abXkGnuuxReswWm7hdPtcZy1cyxshX1boXYGu53st/12gj996A4Un5ri1r+w2PzYI2nfD/UVRODCAIWGPTaFKzVckQQvQcNEjuXdvGNQVwGdA3Ud6KCGOb2NWbcJ5eNlV41Gfcy7nDryjrVMk9P5XwCff8Ngo2AZULUCNMNWonUKESuAaHPUSkEvFMw+UO4BqgHYAKsbRBsESH5OaNYp2g8pUuU8kXHpxmsjGobqJK016n88o4NgZsnOO5mOoaz2LqLBOZ/vXn+uh2WF33MGMs5PwoBxXOeaef1Y4jJyRtMzS8ofL3HMOZB1PhnaAT65Nibbhv2a57YA52d01rE2cT6XUnqDy9I5oKqA4xuwGxXarRKuJDhDWB1POg65jknODxeYVoIrGM4QXOHvGx1DOwdSXtMXWIqQCUPUZ5HzaxgAdTZpeAB0U7n3NJs6bptZMooDi+JcDbIWbiKaPwBwpWht7MYEmmo5NIEtcRZonbA8ALgy8T4ieUYKLriu/DGixo/FJ4nb6QQgwHzxcRnniWNwk7LPQSjq62xEpId1DU4l28Yz1Dpso0nHzvh7r3e4yv7z9z+jRV8XlpWdz+7YDM5vn1lazE8DxYFGNyNU2zZza1oUZxegs9ugm24AphNQ24G+uCdp0TET6VLshyOeCowPOiNGjBgxYsQ1jlGMfPkYH3SOgmMwW5/rwD1HVWR2oJPzxDFgTMp82JcMGSwWmD22jVlVpQpkVfuKwInGZ5AAGlAYgyJPLS2KfsUX3AhtK5Wh8u+5JyXctIjvsJmEDVKtAxon+hBmqGUL2l/CPSJtM/h/ex4e+39sYPsrHDbuOodvefancUf1OO4oHsdEtdEZBUhCb8MGn2pvBlrAMsFCYUKt72nVYiL0B/5XeyM+Xd+Kjzz25firMzeh+dIM5Y7yvbq8m8y/5tYNcMdnWkz+70/IB1sb0j8o63sjE0r+BYyKSaZkGQrWV4N99oE1xcqOjAI6P8/ZXegH9zE/K+/wp8dmaI9XaDcM2hlhdVJhdWNKMjYHgPFRI6KxIbDxjAUD3YxQn2BwocBKGBcAUA1BN/B9ioDigFHsM9gAzZZCOw8H3bNQlmKhyArSf4sl90f79esVQTXCPCnfL0tYEo7HPSYuBzYwOLMoMS5M5Hup+fVlbFDOxKxlvb0WyBlx77Hxf2s/5iBJ873a4nFxFJkrOMmJCvors5C0cLOUxG+zdNArJ2xnbSWl3Cdpw/rrIDA7sXfSEVV23nMpskHZ70BkMbjtAGvR3H0K+3eUWNws+6l3boX9melzVCtuHdURdMXQtT8HugKq8eOuCtCiBlwN3pjCzSu4ysTeVhFeV0edgz5ooPZW4hiqCqxuFD3N3h0E1cr+NAfAVBOKc6LDqW+sYPbluq1O78FNStiNAuQKKOdADeQ+EbSGC9G6Ue3vJYURd1JpYGcmMX1GgzJNjrDZEPfS2W2oUzcBdQvMK0mJ5j5TJfvfyflB5Bm17Pgolfplhc+M6Tn34r2wMHEaNuKK49CHzVpAE+aPyMllK4XFHRsod1qo2qL87BmgbjAN9+K2A3vtkVvV4MKAjZGMnkXfMZcnOT8ZsKxg+crWmcvAnkkYXVcjRowYMWLEiKctRkbnCLCzAGkwrGQzuOyZUK0pbX11QVCHtSTO9auB8L0xIGPSO951fYfCd41LTg2g/547VLFayfRagYp+yIlaCWXCpQErBb23lF43kwqrv/PVAIDH7jE4eEGDF939EL5i84t4wfQL2NIrbKolVlzgUbuFzzU3AAC+sDqBx5o5/vrcjTjzyAnohZKq/1iLZ916Dv/7TZ/D3z3+ZwCAB3ZfgI+cfi7OffoGbP014ba/bjB5ZFc0RW0nTqjGj69uwKsatl6BTAGq67i/SGX7NuZvkOSUBMeGVogdpD2DFjN1VDafXwbfdEKmCe/znUPx2BLVgwvw9g5wy03Ye+EJmIWDrh2Ks0uoPX8s60bYNAB8wwnsP/8E9p+lYSeEDgyuEJ1VqhUmxiyFudA1o9ztoCyDVYly17vZjGg9Qr4Sa6CbCVPkDHv2yE9bIrFiOaPj6FCuDGX/BZIry5XCxAgDkyYOLFJkhEKCdA4m0SgVgKscMLVQpYUpLArtUBgL5StwrZwkO2eXRucU2k6jbgza2qCuZQC01DALgl4SzAGh3FOYbDsUBwq8r6AVQYUFtVKxU+dijsp59Trk9SCRGZSsldArCQBcVYjepnXQZ/dw9oUVljd7HVXocxZ0Um22bzy74wyiVkp1FBmddlagOGkwO93A7K5ARgNVCTev0JyYYHmjiR3J5ZgKA2dqRrHvUFmG2q9ht6ZYnppgdVym7WbwzJ4cx3ZDYe+OzdgPzyxlvxY3nMDG3xyg/MTD4JtOoLl5E+VjB6Cduq9PAkS3s6oj86K1hi5LuabM4H8bXlukDxqoQqN96T3o5hrldgO916Rpws9wXIK+MWpdLNANjp2/xtM1nR87n6gcmF6fBA3j2V5roWoHLoHVjaI9sqUk0Zu9BvS/Pg9X19IfblKBqtKzW7J9OvRADKzfQIsT7ivMHZ4MOBDcFXIT7pAw75mB8UFnxIgRI0aMuMYxanQuH+ODzhGgoAvxve05TyAIv+Zdd8O75nXJq0elfwYMdQPhs6Ad6Lq+jgeQ98mKhBEyOq0jOqwsaOlZksKApwWaG6axE69u5rAlsLhFoRZSA+0mo9xscEN1gEJZLFyFx7otLFyJhS2x203xhdUxAMBDO8dx5pETmD5icOMjQLUjDrBms8TuDafw25un8Fsb/zsAoNgjlLvArZ+3mJ2uoVbSZ4YLGTfpVCWSMaCyALWTxFrl+yu6NULlyXCu7lfvRML+hIpR+3UEDZPJGCDPoh06ataCplPg8XPY+p/bkiJbFH2nTlXGdFk6WGDjr4Dq7BzNiRK2FLdNSrJ2MV8lON3MXgO1bFGeOTh8zkAqRp4Y1CcrLG80WN5AqE/63B0AdsKgjkBGiuHALCRmJ7EwjMTisE5skbA6DDth0dTEfQhxsDgCdQRYkkZhmVaHmP0yGWwYurSoJi3KokNlLEqTKl3rFJgJ1hEaq9FZDa2c5PoohjIu6lyYgE4puIrQzQl2Jom1ZqlglhrVrkG5K8vWS3EcuqDJ6JzvW+RSvk7u8AHiNdjr4eVEawIAVGjYiYHdLDD9wmPCzhjATcQBRBawU/bHQDQ5kdnx+z0PbA56HteR398qMRtdB6pFe2RWGtaTCN2U0CmSDKkuHC9hN9goybjKSFvJvfJkVWCXrGfqMhfc/p1zVMefg/LRBaqHz4nWbXMGrgphes/uyQL3D3rXVNAryf0mY08B0SYqBTcVh1exW4NsgW5egBWhOGvjWKn1J2TQKxKJ7oZZlhfvhTbdDx1ko2w6dvHa9adqnM51gPOZPv6eSJ3PFwPgTOhuLn3RqCxBkyrdP5nl3hGWySz3Wq2SQwx9fQ6NrqtrHuODzogRI0aMGHGN4+qIkcdXVyMysLOIWu11T+xKpXRk5cSBFT4fdjbPUj/ZaKDQ4pwIDouQCeIZHGqtVJcHS8C/Q2Z2yV0S4fMlCiPvsFVidHrjLjRWN89wcKtBfZzQbsm76m7TQd98gNlUmJ8NY3HzfB9zXeNzy5P4853bZTFM2G0qHDQV9pZSci4fneHYpww2Pu9Q7XTQKwvqHCaPETYfVnC+6gREa0AdQy87qNprWoKGqABgNVD5U9FWoM67OGTl4YAcZry8q4KsS/3Hcr3ToYPqvw9EQ0ibXbeewKaF/dmmfj0RRVbdKgWqOxSPHqDYXvnqW51nHBD3UNsdnsazRgQAO8DscY3pQwZ2a4p2q4SdyHljC7H/hKBrWxLauXeBBadUiB0J7imN+H1MWvYsRVy9QhKZWGF09JKgV17P48NzY9gtADIEtpLYa7QDM7BoSrSdHOfOSipzYSyWqxLNokTxSInZF4GbPm9RnW1iZUzWxrwo9hU5tVbOnVUDLJfpOB/bgjs2g90o0E012BCoZRQHHczOCtje6x+37BwhoH+9hs/LG8BawSwtdr7hOVjeJOyZ7LOkWwJED+WIwUoccBT3qd9HmfYpHCNbFKg2NCaPFjC7sjP1okVR+RwoAO2cJKFbC5NjKw1bTVBsFOjmGu08sVF6KawP2bTenKIM63el9HRzhUE320BxMI1sj2qEVeLAUDat3HsUyb2N5B7EXSe5RjrTykwTA0IOoLpF0XSAmoG1gpuU0A+djseLHz8rqcs6o6SA9Yx4uEZzbR0w0GKl+zMBEqxXaNi5gb15CjtRMffI1NJVXu3V4KYBlZ6VDQ7W0LcwO1co3ANocJ3mY3gSIBqdK3v1dKXzX68YH3RGjBgxYsSIaxzuKrSAGMXII/qwGaMzRKj+Qtff4OLwDg6UWYZN6JMTWByt4AoFLtThzAzfq0g1DqqxUJMSaiH5D2StuHy8OylWEtFxQOm9eah8D0T7QQDIzcGa4EqgmwDdhgM2OxSFhdGpIjq3nOHP22fhS7ubWG5PQfsaeqGgG+/s8Ks/uQtsfq5FuSsJoSG7hVonGSdeI9HDQMcUnE5cDHav5ZSC6xxgWar9zvZzUphlPzuXuiLnGposZbWnK8j6BvWm98egl4wbqsjAMK1jXzI2jZoWaLvDvZdiAmy2zm4NmxO0AHkqd12Ddi3Mo+dgAoMHiGaoMODSwE0MunmJ5riBrSS912nEVN48Dyck+Ob3PB5ox0KWTkxnnkoPMGUB14YDJWyBagjQBNtotIaxVA71qoTdLkXfA1kXTxyK4zXsIzNsfp5w8pMtZh//ojCXN57ou6WCNq3tgM5nmwQtV1XKPgeAxRKqsygPSphKTiRqOtDegTASRZGcccuVOB1nU4S0X2gFlCW4MOhumAEAzj1/FnVrrpD9YA4kgylom/J9F7VRoegP573f32G3hmU1JIyDXhZQK2GqaOlgStHPhQPGRqRRzgDdhNBNCSr0ygtaHEguU2B0Qo4SK0JIUtdNmM7F9GkQ0GyZuE1mpeCWGsYP1oRjELK7ug60qv11PWCWFYkbCgBZJ53Rt3dQ4EZ0xyawMwO94YOidvfgdvehb7ohupYoMG7regv6YxSnDVlJ1qV7Ydul+/HGHG5Wojleoj6h0U1EK+cD3VHuOUwe3gEePQu7XEFr3b+XDtcdWFlrAWcTsw7E3J8ny3U14vIxPuiMGDFixIgR1zhGjc7lY3zQOQJsLZh0UuAPkXfZDb1rtORicFnETA6eGOnBVKqYVMuKwIZiX6A8cZYYoIkCdRq0WUDZKahjqNZBHTSR4UFdS85F3Ui1ESovNkDTgBdLqYgB8O4+JhtT2KmGbhSKPYItFVxVwk5KHIRX7ATJolDy3n/zANj6nMP8c3vCqFjuMRWsFKAp/gQgfzN8ntCaTAwSxwN7B9qh65bIMzkM1VpQC+mS3NmjGZDAZuXfDZNug9NqqANg7r3j77E7w+yP4brDeGjA9uTzBWbGd3OOy7IWHPrlKEoujlwzFLYrOMjisgbMhxMNi1m00LX1jhzvLgnHVlFkcqTnl/S9IivMGTmOsanDY81EWN2+gZ07TY/J6KbC9KgWcI0CLMHWCgdFAbOtMX+UolZE8noUakc4+SnCTR/dhnroS3D7B+KK+0KTtBH5PrBW9FfW9VineF0aA2pFT6IKI+zMpIC75UTUn+h9iZKmnT1gawPdyTlcpWFLJddiQegqBVd6vUrHmJxFzCuS/YeY+Awlxh5APouneZY5BE7amJg/5Fkf1SFqkNIK2F/n8rn2YedMAHwac1yfz00K7GroE6Y66WEn/cFkWaqT/nkAoOoO3WaJ5Y2F9NtbObAhrI5rcfhl26vaCoqlj5ubV6DaQm1DMq+s7WtZygJuWgh7DYAnBagoQGfOQhc3odussHrujTJWZuiDW+HqNjFfmuTcy+8FSvUcc5QzSVrBzSfgYgMA0G6WKB9dQO0coLtxA4tbJzi4VaPdAFQtaevFQpYzfawBHj8nqyhL0RzVdbrGhqxOYFiZwbYRdnGYp8Mtngw4qDFH5zJxZXttxIgRI0aMGDHiGsbI6BwBUkqqsqDNyLsIK9XT6ABIeg4rOR5Bf+IKSQyGA0h5JwtDlk2io8grKelJ5GU3iuDgoJzoWdysiG4lVRegqgKWK3lXbX1n4+VK2JyykOwLAGAHOv0YNuoWs0mZHE8KKTU4rD/kj1grzEpr5R26GjA3AzaHlc+mcJAKaOhQQGCyUo5F7EfjsgqXpbIjv3/ge1SR7HiAB8eDlLAGJmiVPLPTtn0GJmQiDfOOAmMSp7NR0xH1QN5dwex8ZlJW9YXzwGuIQq+zQ9OFafOxB50OUaqzcncJUz+7pChSDhAALozXLLBEiVkGE0FFxqx/fEOFTJYlb8bapH/KHW0DBouIMPv0CrPPEHhaws5F8LA8NcHqhJLeX8yojyl0Mw1npIrWq8RyNMcA7YDyMY3p4w7q7B5gNGg+FbambYUtCGMNOrfCSAZSfixdNlZrZd9Z651CDWhpQFUJnlVwsxLdSdGHuJs3/LEHwIhMBxRBL1XSjIVTixF1czkLy4rE8QZxMrFCyihS/rzNDmE0urB3IHrGp5trgCZQXQVyoqtxZdCt+P2X9daKXd8dYjd6AInJaRm6lr5g5kAymqi1KS/IKGBeopsQ6mMKzmjc8PEV2plsezun6JR01QzFboHikXPQ+0tgOgEmPuRn0aVrLRwvy2i3DFxBmO4Jg8YHC6hFA/LniywYiRUOrBi0vzdmrKkhcDi3206uSWNgb9zEY1+9gbNf2wETOX6TeQ362HFsfu4Ymk2CrYRlnD7KqLYdzDJlNDmj0H3Zs2C2F1Bawe3swe3sypday7VWpEyveC12FlzXck9lB5ACFdn3TwIsE+zahnOXtoxnIsYHnREjRowYMeIah70Kriv7DH11NT7oHAG20uvqgvCpyaSUVAJVAa6KpCXoWIgI9hoDAzgdKkOkCjOsV6gLYXzY6zRiZGy2XiLpIDyp5D1yyGPRWjIqJhVoa8vP57yzRKeOvgBgAWW7tdkzsXdQJ24DGKmsOeQFUarKApsDIjjjx59XtZ69Sa4frx1R1K+e/f6M+gLjQJ2Klza1HeAyNoRd0tc4YTBiVUgKUQQQPmPrU1YpfR6WFY+nd1x1Ftw0WT6Pn6YsUsUX01GDjiQwBAoccmiGDrB8fX760C0Z8FVkYHVClkznXVxB8+PDceRUIZBWYHgWJqS7BmYu2wdkM01Pl7nYgoPtfJkgwVXWdjD70uF68+wBNoJzUCm4WYl2s0RzzESXkG5kmdWOsBnOEMqdDrw5k/5C3lVF1kVNGZxLbCTgU62H7FjaN9w0wgqxz1MiBSoLqOkUejqJ6dUojGcUdY/ZYyJoz0r6A5v0Nl6/xN7ZGBidfL+EtF1XUry2wzJ4wNjGrBkrLKYrKDrj8vWW+w5mle4TwTUHIM4fcoxC2rbyidt61YGNht2Q/lNx1ZoAJfqfkJOkGovpYy3auUY3U9H1ZSuNdqpQbN2MYreFWnYg56CsA2ZI5xogOp5Sw06UbMvgu25mImNb7KxATRc1jH5kCPlhMfMoXIeTSvQxj5+D/aovw0OvmmN1e4utGw/Q/PlxAMD84Uo63S8dikVav63k+IbcKQDglkFsRIPUzEFNK0xN0yTmcHgd+HtBuOewY/lfgz/Xehq/pxne9ra34dd//dfxqU99CtPpFC996Uvx9re/Hc9//vOPnOfDH/4w/vbf/tuHPv/kJz+JF7zgBU/kcI/E+KAzYsSIESNGXONwrOCu0HXlLtF19cADD+B1r3sdXvKSl6DrOrzlLW/BK1/5SnziE5/AfD4/77yf/vSnsRWKbQA33XTTZY35amB80DkKVsom9k/3FJxVvWm8+0CFjBbvXtDJbaNq0XCwFgbGQUERw8ETECppAmLuRvY+HvCMiCOgUMnFAgPSBC4NyBbJJeOrGSaS7siAVER51988iTn0BgK8zWPAcoRqxbMPmdwg9ZgBANJS0RqVmKowrULqDp5t59BxBgDE4rpixZJy2ynPWmioRku3anh2p4OwTY7TRoW00twZkSdFD7J2eFiNBYdF2wJdB9d2IK2l2gs5H167w7mrLF9fYHa0TqxN9n3sws4Mdk6WnWuG8jEDgGWwddJdWfkcoAAV2DLPuFgr+R7R3eXP3+ENLvYRsof3V75NHBwnFmg7qX7DueCdhlSW0r1aa2hjMKmq1D3eb5ebCavCSknlnuuBQiYOFfE4UdaHrOdiC3ooCtdlATImaaPCMbRWmLLFQlw1gLCSSsl1Efa5kXwraB2TylkpUDhfmSWZOax/uB8psZmB9XGFSpoef54Dfe0PORa9DScHnLgew7QUXXOshfVhzzoJa5N0J9JzTK4bveygD2q4qoCdGbjjE7hS9q/1CcblrpWsLsvQu0voXUAfm6E5VqDz07iS4AqgJQVWBQpFMPsNeFrK/mvadGwnJbp5AbIM0zLo7C54dw80m4KZYRYdVOPPmWUruWIxd4dBLK5BrJrE6m3MwFSCHj+H7tHHYZ51K9Sixe3/nyXIMVSjoR/5GwBA/bxbYYNrjuBdhQ7VtkNxbgWq23RddQ60rIG6Bi9XcPsHkf07fH/313nM6MrvKQ7sFEi5w+fEE4Sn4tXV7/zO7/T+ft/73oebb74Zf/Inf4Jv+qZvOu+8N998M44fP36pQ3xCMLquRowYMWLEiBEXxM7ODgDg5MmTF5z2RS96EW699Va8/OUvx+/93u890UM7L0ZG5zxgx7F6Zf9OHUDqhD10XgHRBdPTvThfaWqCKjTctIQrFZxVMZkUQE+zAki1Awgj4gol1U/onmsUyGr/zt8Io2OtdzBJryb2epa4SM6q++DACYnDgFRTdlChDJ04YWzIWBrySbyhq7Lp646AAYOTMTqH9jkziEhIC0sgcgA0lCZAU6q0w3YAALLE5KBDsRlrkLFU0UUXj42LzIrMH/pmibNCTSrRzfjpcy1O7zwImTMDR9DalOawrKNYp+Fnwx4/gVkKibEZ+xDPt9CzK9O6xGTmADfYPz0WyTMi1kXmkk4cA9+whe74VIblhInQixa0aIBlLX2olsu4X9y2OFrUqZtSDzGlROsUjpFNzNEF4Qbnp3fmSW4T9V1reRK2319pX4QcJ5XYmLBIZjH3BZlX7kLzzGmcXjGoS9ccnF/NmuUGB2FEuB6bTjRTQH96vxxWKiYPgxnqc6fhnnMquieZCHrRRPbLTQsc3DHH6oQCa8AGoqwQN1KxYJiVlhwdtYVip4b5/GMwnwfcCXnV0B2fwHkGmTqG2W+gDup0nlcl2LN0bqJBllEetNB7K/DunncHGlAj3eXD9qHQcKUBa+VpYRbGZdWAd3fTdbw5l56AdQN94hhgDNTBCkYTaNmCljX4uOTomEULcgYdabARDVN5roF5fB/8+FnwwVIcUhB2xrVdZOjVdAIqy8TshvPdTxv2OVth9znT79BQN/YEw+HKXVPh7rK7u9v7vKoqVFV13nmZGW984xvxjd/4jfjKr/zKI6e79dZb8Z73vAcvfvGLUdc1/tN/+k94+ctfjg9/+MMXZIGeKIwPOiNGjBgxYsQ1jqsTGCjz33HHHb3Pf+InfgL33nvveef9wR/8QfzFX/wFPvKRj5x3uuc///k9sfLXf/3X4+GHH8bP/MzPjA861xyMBlmKsS0A+myAVt4hQ6mStBYImpI8xTZoBHxPKDqxCWxOhGHQKmNG+GimIzg5/BN9zJ/xehPVMdAB1DkwlHTcRdCH5FW8S/OFatpm1UxwOwyr/JApESqagsBaS5+lUoMLvx06c6bkgh5AmByVnCQ5Ynos/HyE6DpjAzBL2m94j04FS0HYWe+4cpleB+l4+P0e37NbK7oYz8T13FIealL5pOs8JyljikLFxyysTtjMtotskDgzdPw+Tpdpc9LG0yFmMDA7cXwk2y4skl+W8S66LmM4gv6IWZi6kAkUzqmc4cjXD6TtWtVwBwupWI0BFQX4uc/C7pdtYXmjQuP1haqRbtDVdoVq28IsrfRuaq2wFAcrKM+G8cYUdFCDt3eESQzXTti3WKOXCt9lydExyygerKRPQmDYwnky6JMETZHxiq6rfPvXQRMcZSm93tkXM3d8gi9bcQ1R14EaC/gUXbLZNuUdv3OE67DrYt+n5PZzfvlyHqgTx/HY330eHvs/apAO1yhAXzyOyRlCcSDX1uJWoN1ygOak5ekoNqUXDaBCsatR7JbYfGSOjYdWMF+SVxPlzoHolwoDnhioZQvsHYC3NtDesiF9+gKpVVuYgwb6C2fBe/uS7xX0WXbgdGwtiCjpoYiEhV0uYc/tCHsDgBZLYFLJNe9Y2B4AKrJFGrS9L7v13B5016EMuisiYFUn1yQAt1zG3U1GUuSpLFOyvUVkc3J2N+hy2Duucr1e0NoRE5DMbU8Yrk4LCJn/4Ycf7gmFL8TmvP71r8cHP/hB/P7v/z5uv/32S17v3/pbfwvvf//7L3m+q4XxQWfEiBEjRox4BmFra6v3oHMUmBmvf/3r8Ru/8Rv48Ic/jLvuuuuy1vdnf/ZnuPXWWy9r3quB8UHnCFBVgazy7gh5kg/vZ9lakNXSd4Z8am2olJ0TR1BgQroOvDXH8vYtKMsoz66gzu2DZiXIeGdJIBR8tkxfIzMcmPxwiiCRNj6NWDmQJpDyGSnORe1GzE+JDpaMzRnqcYa6kLxKyvQhIXkXQE9XFF0iJuWDxHRYRqwohxqe5CAR7Ydqhfkhz3IFF0rQ6HChZZFKKlUQiQvLtomVyqtpRVJZai0VZdf13FFU+qwVrUCk0OtSHKo+kDh8wjJDhlLQ8ITKkBRUyEZZ9x6fCFQUaX1Dt4dPYYbjsNsAa2F3dqGaBmouXbbRranCwvELPXooGwdR6uIejrVWsp/qGm5PKmS1MQfd+Sysbt+ALQjkGKsTGtvPJ+ilJPbKdgBOA7YidDMNMFBYlnOz1FClATWiEaKmE6dLXcMtl1DV5LBmKN8G77STvxUYXnfm+7rFfR6YnMCKhWsx1+BkWjL5N9CdBa2aP5FZkzCi7J1ThsCBRQoalXgdkDBYea6UMSDnZJtDjzZA9FJtC25acfUBIKWSroso9fAiknOyLID5DO74HIs7Zth9jsb+sxnVLKVIMwB7xwKr2wldYWG0QwlgqhyMdmg72Y+rukD76ATT0xpmIYzc9HGH4sChOLAg68BTfx1Yjhoctb8CanFZ2WNT7N1RYXLOYvqIP1/2a2D/AFzXoI15vyedtdDn9gF/bjnP+Kgvu907xSxosQQvllBlmdi6zgJ1C17VUJsbyREVzttce0YkeTtKC4PZtsLmNG28Z6li6q8Lna65PNnZMRiur7GLXyofqaZBhRHGKmPnyGlgD084HAju0I3z0pdxKXjd616HD3zgA/jN3/xNbG5u4vTp0wCAY8eOYTqVffrmN78ZjzzyCH75l38ZAHD//ffjzjvvxD333IOmafD+978fv/Zrv4Zf+7Vfu6KxXwnGB50RI0aMGDHiGsfVfHV1sXj3u98NAPjmb/7m3ufve9/78L3f+70AgC9+8Yt46KGH4ndN0+BHf/RH8cgjj2A6neKee+7Bf/2v/xXf+q3fekVjvxJcVw86jzzyCH78x38cv/3bv43lconnPe95eO9734sXv/jFAIRme+tb34r3vOc9OHfuHL7u674OP//zP4977rnnktcVKwvvvskdWKHHCVGeTcMALGCkezLVvuIgBVrUmJxZyDv8g5UktIaq2mVFLSPJ4nMopGThmLORT8BwRkEF8YEiyXgITgdYUJc7ctY7qWB8s551uoLQu8m7F1Bo0ejowYXDiOxMLx/I5wUFxudQfk7M9mHolqLjLIyTNYSxiUyZsDYxwTmMFYUcM+6f2pQ7e5zvRxZcUdaCV15HpTLWI7AiLs3Xy3UJOo+cgQgaHK/XUeE8qnzPJqP7PatC2vGg6ofF4coSkBwbX4mS45TUbB2wqtGdPQc1nQjrk7MlgfFo2uR8yr5vv/xWLG++E4AwNM54tswCumWYFeOGv2SoFtF9yF4/pVcc+y51Uw1WogVRjYM5kHXopgPmM6j5DHT2HNzObszhiSnXAVonZiNHYUQ/FbYnIEuYpptvRHdCtt187oykRh8Td04vSwrZ/s01a5BtlkTjlPUSU4mtE7bDEx+u8ONUBDfRAHRMU6ZCy/nZy34qQVXnHZJyPlE4NlrLeeG3lSsjGTWbJVY3Fqi3FMgBk0cJ7XIT3YbXj2xYlFs1js8XmBUNtHJYtCUaq9F2GoulDLbbK7HxkMaNf9FicmYBdXZfzruyEHdXYZJGqNToNkph6k7NYEtCO5e+fe2cMH2MoXYWMu3ZbWFzphOvY/JOROeA1mvFPCOjThyXdT74CJTWwHQC3tkT9gVyfgN+dze+W/iqjoxyZGKGLGhnAQh7xk0rjC27yJbHKyncx8K5l+nTDqWg59MHti2kdOeMkOtr/J5O4ItwQv7iL/5i7+83velNeNOb3vQEjejycN3k6Jw7dw7f8A3fgKIo8Nu//dv4xCc+gZ/92Z/tBRK94x3vwDvf+U68613vwkc/+lGcOnUKr3jFK7C39yTwiiNGjBgxYsQThBAYeKX/nom4bhidt7/97bjjjjvwvve9L3525513xt+ZGffffz/e8pa34Du/8zsBAL/0S7+EW265BR/4wAfw6le/+ske8ogRI0aMGHFV4JjgrjRHZ+xefm3jgx/8IF71qlfhH/7Df4gHHngAz3rWs/Da174WP/ADPwAAePDBB3H69Gm88pWvjPNUVYWXvexl+IM/+INLf9DR8q6FqkqoVlIxdKonPg2vI5RGT6xbBluxAvYXUGe25ZWEc8CxLaimA7O8+mGVXgVAh0h5HArZ6yETucZXQkqobdW5Ht0eQJYAcp6hD0Jlb80G0iuUoRVZBaFnFpOfh9RlK8rbV8QOCf4/5H/GWfLxZa+5wJCmno2Lr0TOq6HLbbsFEv2c067OpVck3kZKjsHcSWPILok7o5172Igz2MbD576lADuXrKiZ9Zm0b7oKgOYzeWXlX0mw1kmwerACL8T+yk0jFHlZxO0irQHnoLQGtx3sgbwyUM6BbrsJ3bEJzG4N2l/CGA13bluaYnYdnH8lp6YT0GwqY5jP4LamcJMCZB3sxGB1Q4Fuml6LkvPHoAuvbuR1lq2SyNyW8pmuAVOzvMLyrxxVx17M60PtsiaOdPwYdFGIILdp4VppK6GKdQJjf56G/eo4CU2BdEwKI8fozGMwe1M5V5dL8HIFVYv3lzbm4LKQsYQ2BA4gxX2K3vpXvLCAC6+VJPyPiXq9fslx1tQWiCF4TYpo4ImJ+yA21c1eIccWElrHYEBXaLhSwU4kuoEso1g4mJpgDgjlDrC6UaZdKcCcsLh1YxelsuhYwTqFxmpYp2Ab/9poqWBWgFnZKBKHInmdCchrK5M2zuw30Csl+0OJAFvVnTRGNRrts07IdBtTqP0lus/+DczNN8UmtfE10/A1JLO8jtJiKHD7+1CbmzLPdCKTLFfghW83sqqjgDjENvReIftlwjq5lts2vjomRejHKVgQNJiyth5h/oBBuGds2RIDKJ+ZDwvXM64bHuuzn/0s3v3ud+Puu+/Gf//v/x2vec1r8EM/9ENR6R3U4LfccktvvltuuSV+tw51XWN3d7f3b8SIESNGjLiW4K7Ca6srDRy8XnHdMDrOOXzt134t7rvvPgDSR+PjH/843v3ud+N7vud74nQ0eNoOLQWOwtve9ja89a1vPfxFYWI4VBSp5VAUK/SeqM03lBsMXip2K6I86qSiEos2g3ygHytI5aSC0JP6DTLzFgz5cBR5ETDB54BBWc6cxd56TU7aKmTLYUpqaGoH28hBHS2WTNbUt2R65oQcAx1DwcFB5YW4LMZrnEF+e5j934jMTxIjA7pm6JajqFP2oeyT0KBQ+f+wQS+SP25bEA/DMxJBZN0BYAs0rQh7m0aqxGAvz1sB5JVcEI7m08TAMAa0VJOBgSFVye8zb2udTnwAm/wDM+jcvggxv/wOrG6W6WwlkQbEAHUi8lWNg2os1KqFapPwkUuD1Y1TsCZpw+A4HR9FcKsa+thWWv+kgtuaotus0Bwv0E0I5b6Dqh2qcx2qc35XF5SOFbLPcnW5jCCeu04DynhSK/zjxPy5qkgMhpmBNqYizN8/EGt3gxQGGfd7xlpmTBw3DVzThIMEUiRMmNbgVZ2E5V6k7nZFo6c6C6pK0KQSG3VVILZp0BSNAATnW6pk1CQrYYGIoiEgnmcDZiEK6ZWSZpwZSyKCePSvQX9tSfNOz+iY1Mgz7EuzYqjOQU8U2jlh5Y8DTyymVYutYoWpbtGygmNCxwqdVVDa7wcFOAN0cwNVT6DzmIGAbOzUZswPIOdz00m7hq0ZFs/ejF+paQFzcHPc15GViyGXfZYkRiQAIFPA7e1BHdvqi4PbTkwg9cqH/DkJCmUGbJ/tC4GKwuh4NkfryL7G1g3sYwQswMHEEBoBDxH9KP4+Ek0c4UShQ6L+JxJXp3v5M/NB57rZ6ltvvRVf8RVf0fvshS98YbS1nTp1CgAOsTdnzpw5xPLkePOb34ydnZ347+GHH77KIx8xYsSIESNGPFW4bhidb/iGb8CnP/3p3mef+cxn8JznPAcAcNddd+HUqVP43d/9XbzoRS8CIH7+Bx54AG9/+9uPXO6RzcyKAoABtMS6c9P2mr0RlettjjE+3MafvFiCF4tU3QQrra/iYoWofHVJSavjTLJiE1OP4RhWk6KFYSgoOEpaEi4Y1BJU60CtSzZp56Uyw3YPocJx7Ctd/7snd2QwiWWizjM/TF7uo5JWx+8SYQmEeYkFEWfVf9R2iL6DSdg5Jsi4rQNrBVek/U1KiU08RPq7zEaqkJg1b/ElH7OPpoHbPxBdiG/aGcPp/LYfakfgrea96jSwJ52V1gTh+JZFaiHhmaIYxOYc1PYBeHsHfOtN2Hnp7Xj8HoXmhJwvqlUw+wTVSqCbagGzkpA+UwvDQ0Fe0THM0qHcaUHLVkL/dnajrZ0UgW++QfaVc0DdgjoHcoxyp4U5UD1mIZQ9yiamjrzWiVWqoAN75goCFwq2EH0KWYay8PP6zQ2arplJYZH+PC8KDUUE1VnpEpCF5aVWDRRbk4RqfaiFCqyOHItMT6dUr22LWyxAdQ0slqD5DDSbgicFUBqp8POWEDojNAOy6y0Wxjnbmu1K1gp2anyUwuGKP9/vzqjI3jgT9E+ybHIc7e6qRWRDbUHo5rKM6niNQjnsdxXmpsaWbqCJYZSDIo6BgYtOo90o0c4UVFMIs+REz8eBmXQZW+G3ixphKrnQYFMCU2HC9MozHaEh6U0noCYVeG8ffLCMWh0mFbWLNGR5lII6tinr6yzY68+izsdHZQQmhr0tX+6j/tyCi/bwGOuQM+3MKdCRybM71i+bAYvY5PMQnGf14K3WbQfWLagshU8LTPCTAAuCvcLAwCud/3rFdfOg88M//MN46Utfivvuuw//6B/9I/zRH/0R3vOe9+A973kPAPmf4hve8Abcd999uPvuu3H33Xfjvvvuw2w2w3d913c9xaMfMWLEiBEjLh/jq6vLx3XzoPOSl7wEv/Ebv4E3v/nN+Mmf/EncdddduP/++/Hd3/3dcZo3velNWC6XeO1rXxsDAz/0oQ9hc3PzPEs+Ar4yDO+wuWlSmJXWcHUNZa24aoxJYV/aVy9BQ7CqYxgcGQMqC2A6gZuU0gwzuKyAFAoYXFThdw2hXjokeYSCt8fAz+sZFCbfDBOZlkBaJ3Chot6DWgtyVt7J5wGCpNDvZOrLWudAjsCB0vGN+VgruFLFqjWEAfZcjH67nElBdEwUHTrRkRXWx0mfozwDIX+neHZVd9LAlAgwCk7pxDbFdaYKnayVULGmkYaVhYHa2kisXF7Nq4w5CxqGnPkYaDKY28Q6KJJt0UqaEnq3ERca6BxU3QGFwaP/5wvx+NdYTE/toz43xeQRaQkxPSMMlzPwzidxP+lWGBzVArqWClrXDqpxovlyTtwzzFAbG3CLBdStt+Dgy4/LkLsU6ue07HvqfJNZ63Vl+SaG49A5UOuraMs9nRaXBq4y6OYGtlIILSFIkZAfTEAoeJ1KDGUIjFRA2VrQruincs1ErPxJg8nv/3BM8hYbPTYu048ZIyxbS4lZaBrAFMIU7h8ABwvQxhw0nYDL1IA1bqNvO4LAuvq/c5Ymug8zuBII4Z6RFQO8vsdfI0ZF1suWBFsFd2XSPImGjUDxLs1gpdDOCHaarrGu1ni028C5gynObG7g5tk+tooVtoolStXBOu/OWpSi0ZkQCs8ckRUWh0jaZXDlW5MQZOxBE6ZUdFs5I9ulmhCE6AAFuHkFTEpoQLRSjWdNuhbEsm9dcHj50FWExrghaDM0s229E5JU0tr46Sg4uQL75Jue5toc+DDX6IpEOneia06ROOv85+G8OeQSCwgBotn/D9RsBrgnoaMnfN/RK2Z0npm4bh50AODbv/3b8e3f/u1Hfk9EuPfeey/Ybn7EiBEjRowY8czAdfWg86TCMcCdVOl5k84AUr4xpEm5Oux8awKXms65rMdDlpvBoaEnkkaHla/qfMVLLHoJdoGtSboX0U4gVo7C8GTTubQ+YQZE56Ja3/TTMzk9jUbIiLDUb4qZ6yFCnL3/M47d54g4LW4xVxBsmbQczvjvvNsqd1kJU5HyV1TD0K0TxsG72Mi6nl6ClQIKAjrJotGZO4QLDVeZdMy60OjUgpu233ogsAVDHUWuVwAOMUTx2DonGS/GM3lFARQFeF7BTauYp+RKBb3fAoslzv7t5+Dx/2eD+bElrFXQuwZ66RdZyPFjLXoldoBaCatDQfZVJWdO1Tjo3RXcQ4+IbmA6gT23A3PzjbC3HBf9DICiEd1TudNA7a8k56Xtkh6LE1vWa3nhzwP2eTWRbQFAZQlVldCzClwVYKPgCqn8nVGiNwlspSHYUsFWBF0zTO2gaguqW/ByJesPyw0MKbDW8Zhno8Tqfui2tImJiIxPWfocHp/BE1w7bQuaz8BVaOxqUrZNbNzIoM56Flb3bBzRTRacahlzQxY9V2UvIytcs5Zhlv4zCsuSa8sV/hrz1xZ0YpEK316jfryCuXWBm7b2sWwLfH73GE5tKMxMi5U12K9lu9x+AbMAzJKhVw5q2YK6Tpi6QgNmcD/wLJ60h9CwEwNXSb6PXliYA2Ey3ESLdk555vBgCnXiONxjZw/pqUiJzsatagStYmRggPgZWwsyRTrWWvXbgqxpvinskQMp02uWS4U4tmTB3G/cSSquM2nD1kxLJLrM0EImczfiSdK9jK+uLh/jg86IESNGjBhxjeOpaOr5dMH4oHMhDBN2gZjJQFUFmkwkSyc0aQzTh6aS/j0xTSqpPCvv1vLv4zkkH8NXfLnLykoy7dqMh/AR9QomgU1MDiBsjjA5XpsTdBd5804gVTNNm1KeYxM9JSxKpicKzJQrfPWuyOtwCLZEZHQkR0cac4bUXVmGbLO88w/7VjYusDlgjhodYVD8WEO+kFFgeHbMsmhxLINaadzZO44+QZeDs6rrgMYd/U4+n9/vA8qdGcGdFdxYCGMSxogDqwFx1hhmoOtADuCWsFqWADHshsXC56eQA4odBSigOisaHVayL0OeSnCoaYuk0WoaqNkM3HXQx7bAJ4/DVQbaM2V6KYyX2l2BtneFqckYnLAd8Tywtpf4zNk5GB1OWovubFJJ1Wy0JB5PCvCkRLdRot2U66DZUNA1ozpnUey10MsOq1MzrG68AZvLFfjRxxMzGpJvw/4MP7W4qyjXVA1zWuIg+zoqALLNTZucWxY93R1l2qO4mFyr1Dkofz6GZrbBNckm5OD4/Jug8zKZjk6lazuwmhQcaszQ+bWuCKwY3CRGJ7C8uiYUB0C5IwubfkmhPr2BL21sQHVAN2Wce/YMt5zYw0ZZZ/uBYJbA7Es1zLkFaG8RDiio03Ifyy+FcPprYTpU6+BKDacB3tCwlaQYlzsNyp0DcGnEvVU34OVS9IiF8Q06fdPOphGmBsLacNd69s1GPQ4AqKroHdNhk9fcTZdNlNKTAWHzjEFoyhnOBQrXvrVgl+UErWlgGdebX98+Yy3q+9bdn0dcUxgfdEaMGDFixIhrHAyCu8LXZDzay0f0UGjA+sqSVUrOhTgCqCykL8uk8tW7lnniRH56Xw1KZcySjluaVAkOcnSATIfTpd5BcbHD85Qoski9tGQWJgcAyIrGhVob/6HtUtZPXsl0VlxiIQ8m6Fg6C1KyL2SsKoQxe2dYygFxBXoaHahUjcY4CwUABEcsbqlYcQHaV5DkdUQhW0jydvyYnXd9KeWrUAIRx+GR7yck+zNj5YpCnBhtC7Q2VnZDsGOvD0k6AtJaMkHCcSpLqRirQfJt0O5wctyozucXKYXJ4x0mXyhQ36iAjQ5UWuhN0TvMpg32zs2AhUb1uPbVvlT/uuGenim4rgBhF91iAXXTDeCtOdyslP5IO1JJF9sr0LIB9g+ExRhWob10XJu0CYHNiToGlRhNWNlPXZdcUsaAjPT4KlZT6NXEj7WE2Wthzh0A+wugaVDpW9HNS3EmhpTZfB8CyREXGBfnEosDxCyWHis31FIFrZox0Y0TnFgA5HxvW6Are8tgnzhOVthC6Y8m1xHHSt+zmpWBnWh0EwU2cr6rLmlzAMRjGZLCVeuJXevTr7NkclfKeU1+/JI55c8nzwSlsQK20uLcUoTFLRqPH6+gb9jBbbMdbBRybv0vAurPn4TZXoLO7kpae2DIgnstTzAO57rWgJV7kWGA2IjeaiIbZluTtHStFcZjOgWoFnYz11w1jbiwQuI8ZSxdflzD+RCuzeGxzI43Bx2kJhAKWW7XyfzBRRWWG3qNsT+XFAGZk1TOqZTn1GNwAcRE/LIETythje2T87/R8dXV5eOZudUjRowYMWLEiGcERkbnCPB0CtQO0ZlkDCi4MqyTSqXqszlsxJ3gCpXe4Zvg0EHqKg6kipEylsMmZ03MsXCpj5P/WKbNmR3mmC5MWUJrj9FpbVaZejdNYHWyZGQObiui1Ncp6iG8q8h/TpqgtPJ6Ap+REvJ/FFKvmMDodIgZMfDTBEdKcHtoQkrltd4dFnJHWpt68WhfaTub9DrIfsqa/b5P+SyopOcUeeaKhu/lfR5O7jaSxarkSgsVX9BmhXV2nTBidQMiglIK1IbzQAmzVxhMHtrB8ZtuwP5Co93UoA7oNmQcB7cKiwAGigOALKCs9Dkq9kXfomqfy+STjrFcCeNUlmjuvAmu0jB+OuUlGrS9Bz6303cordEkyL7VkqsSK24n6bRAvxt0YHkci9Yh7LeGhKXZ2YPyDMGEFNxyCdu0whJZCzp7DoUp4IKGIq/ecyecStdQrPp1pp0I52jeH2udRscxUBFIK9GMZOc+Ny2o9Bkv1sJREd1NxAQ4kmZRwXXj04CJOXZB52MFXCFuOfKOSFme3wzfPyswuWSlp5teWOjaihNOhdOw8PlUOOyaDKxs1sst9OviqgDrDVBDKJTFLdUebp9sAwBuKA/wP46fADoHXq2i243DMc+Yl7iPvRaFtALVBmqhoXc0eFaim8u9wE4NlqemMAsLs9+Cmg5kNHBs06erp/uGMkaS4pfLXnoxDfKsYqbRuj5SQ7fVIB2eFIkOq2n8sqvevMLiJqcVDdnAMIaQcB7gnFzvkwpuYwq7WYI6RtetSVR+AuCY4A5R+pe+jGcixgedESNGjBgx4hpH6EB+pct4JmJ80DkCdmsCc+ClW87597KezfDVTkjllYRgDWiSd+UTnfQyQdaiAUCByKX36z5HI+ossjyOQ+fjmgdxYnh3UdKg9HU6wW3imRznEvsRdCudTQ6G4LYJGUAs1RgZz1xkyyTngNZCKUm8VZ0Cd6KRoZAf4hdDlBgoyQrxya8KXm8A6NCMOubquOgQi2nJ4XfAO62saJgyh07IPwFRSnVtO3BZgDcnYK3BhUrT+V5dqpZqXi1bYLkCUAibYTS4MDEfpTeG4EKLyzEy7/4CWNWg/QPRKgDApJTjOpuCdvdx4v99BifLAjAGvFrBffntAICHX7GJdkuWP33codnw1aVj6JWF3q9TR+nWa0vqRsakCHrVQS866Ee3hbUICb6LpTBQOYKr5ghmh5TynaKRnFaZRgkuzxLpg1tJi+bOu20cJzYopNOGDBMnepTYJXrIOtkBu5P3JVIZ0zZkd+JgcjeZ6KSIyOu0vB7NWrhz27LIooAqNBwKxJwqn3sVGdmQMWshbqymg1laz1Ii9fXKzv1wbaqWgZXzmVfcv349U2T2akkqNr4fmXcUkmXp29a0cuwB0c95loKMxoZzOHHTcTzYPQtffPYWXEhGfnyKk39FoN19uOUKrl4ljQzQZy/CPg4dzsO+hlz7tLtEuSvhT2w03GaFbrNEu1X61HILNlrG3rTCvPplkDFgfz/pMTmKhDkN6yfPvuXHMMBnOvX+BoCmEc2YIri2g9IaaFR09LG1kpDt1x0ztYIuTA2dlYEN9uMwGjyr4GYF7ETuC133TM0bvn4wPuiMGDFixIgR1zjGV1eXj/FB5ygQwBMD4kmqbDKtSuiHw7n63+tViJGlHUM0LASwZpBTPQYirAsAqPXOhZCtE3Q8a14Bh/f94V/ePTmvAAFfJYaUU5v0Jz3tCiAVPpFkzTSNZF6Ezu6h11Dsnp6q7KgP6hhKE9j6AqgNzEfQ7VDW9dn3c7JAuc+YnJOxlOca6DrrwcUsycbeWZG7XWB9tbgUvQFpDdrcAAoDNjr1IdIF2BhJf6V+/6FePydANDaAf4fvtVhee8VKQa2aNK32HZ2L1KtHFV5Dsqql4m5SHxzy46LpRHJn/L6n6STuy43PM+rjhG4GAAzdsOhz9izM9gp0dhfw2S8cGJusStWnzwF1A7e7J+uZiOuJZtNUtYb9SiE/B/2K2U8jei3bzywhFs0KkLQ60QHEqV8VkDQ8OdZ9Fpaxpm+UrGdY7WfXIhGgvJ4k5D0Flg1+u2IKt0s6HpbeaTEfSKnYk47PbUOxA45vCpPjcl1Mdl6G5VsLag3MxACuTOdd+BGvmcTahlRzeFaHNYF8d/I4HuXZk3B+dpKFhZBvlOceAbJdnYV66Es49aVzOPV/TeHmk5gKTN0eaHtPEosB6M3NxE76fRPZjKDXCTodrcGVSWxZa0Ge+aXdfei9A+C2k2iPVXAT6W4O50BLzzjmLjetoALT6f/uad/WHf8hhgyP72wfzllAWEi3qkFtl7aLM9de0AcFPdDw3MyPc7hXdnIcVGOhCq9P7I44p68yHBTcFb56utL5r1eMDzojRowYMWLENQ7LBHuFjMyVzn+9YnzQOQJq2fnmwRQ77UYHgCbRelQ6dvN1pYarlKSGZsxFcFYBiMnAUdPh5H196CqtCdDO5+GQn095RmSQsSMdvzNWwveCyjt8By0HNVkVGHoaEcWqjfKqJfT2ylgCqMyBFd61OxWZDRXG4DSsE9bKdSlHJ/T4cZrBGuKy8c4iAL1u56pjcW1YltyXxVIqPmPA0zJ1A/c/1UL5LBLvoGGfjaEpTuMq4zN3KKUtdxyrZVgWjRUATPzhKglcamGCKu3zeggOJUj7feD1Wa6QipQsg0sGulKcIL3ePFb2WcwhoowhS846W0pfsKBvcgWBFoxir4HaW4B3dlOvpjzjhhR4uQS+UIPKAuqGkz7jya+vs8Iw2YzRsRZkAYZNuq1wejnn3VRHOLMC1uhz8oye2G9oyErmWp/gfMlzTDJNDoVpo7Oq/338LmNae4xO6B+lVJK6+XOKQip0pgOyu3vQzkGRAk8rYVZCbzCXsTpxex3QdtC7BtQ5cWHFvkn5vvKsr++FRU72VWRgmeM5E1kpPy7pdp4tTCtAeVbQmT5TFtjXxRJqbz+yEWwtGIDamPfTgrWWZefna8ySUTHPhrZXMl9ZAosleG8/G4+G/pKCOhCmhhoL7EhWj1su02I3N31uT8aSGy2sXH4udd1h9mzI7GSJ19x2cr8KjKJnbcIckdHxLFVM186dXjFjJ7HWzC4yiWytsMHMoGWJcr8AFxpks/TpEdckxgedESNGjBgx4hrHqNG5fIwPOkdA1S3IO6u4kOqDTcpEcaV07LWVgqsUbEk+mRTohU9yYmTY+OJLAWCCsoBqAFNLBVH4d/t5GnLO5OTaEuq43408aHByRsfnraBp+pk5ITE0pJbmvYA6K9W1r27cqhbGxhhJPA3uKysMEXVa3ll3Ph3VaTjLsIWKybDS/wog43/X8O4q+RkSlQFfyTr4BFwFTCeIHeB9F2WZTsbISgnjVpYxNZeVAleFdDCHpMa6wmeXeD2R5JZwTFYOx1a1Ku4jLg1c4V1a/jgo5uSIo9DTCAA7UOtER7HOxeRYqtRQbbNLKdTOQTUb/sST/WKWgFlYkFOiW3p0F9jbj72Z4I+JClWx/0mFAaoKvDmPPYoArxNROo2lp1eh9BmQqugsDVl+0CEmZi1irlG6EA5llcRpB+wMkBicfPq8v5XKvleZ02qw7JionedEKc/YGeN1QZ7VotSvTJUl7P4BtNagbg7Mp4lB6ZR3O63Z9lUDZf15Gxxe2Zi4DKnoGuQ1ZjlLM+wlB0B6ZTEDlkDKQRp0+Ws45jlRn2UaHpfgZgvnX852BX3TUdlKwdXWerbDa27c7l5k7lzTQE0q0L7Pp9JKnI5NC5pOoI9tJY3OpBKWNmyD75EGo3tuU2q0vx91fRYyjDHoDIGUhBz2d0h59knPMQML6J9HngWM1wU7gE1aTtclBpYZYBL2b7UC1Q2wUKKDc08Oo8NXoXs5j8nII0aMGDFixIgRTy+MjM4RSN25xa3DpSQeAxAWp1S+r5MwOc4AtpAO3c5Imi3gGQsln9kScKVodaSHDqBrwK1CBaZEr9NwTDkm5/tdMSThuAsVundjNF16vx+dUb4CClqOpgHX3kXlu01LRV+AQzYQINWYF4eQsVJ5OoZbLuV9tyli4jOVpSRFF4WMhRkO3g3WKVChwH5/OaPgytTVvJeI7Ls35ywWMUs/oUKD55UkALeZgwyITjNyTlgdY9J7fRWYIVmmai3YGEluZiElyPpcFN93KFR5jgDFRdRFcKFgK50KeGaoUKGHzJTOxu7WkTXzuTa5DiJCkWTHkHc3LVegkOPTMCYLoFgwzMJicmYJdW4ffHZbNAhHsB0UUprLQo4JM9ANquB4cg80JsPvM+QsTq8P0Zp5Qw5OT3MTXXIZu0NZfZXvoyHTk3+WszaKUhUe5le0PkV3CM+mQmvABBbLdzPP9FOkCG7/AMpa2QezKdykBHVdL4m3tw+s88wpxU7pyLQvoT8ex2vLH38tzj02g2ObLZryP0L/ubRHER11QRsU9pceMHA56xN0TUb1Vwag17ncM01Rp1c3oi3yuUzkmV+qqjTNdALa2sjYGEmV51kFWtU+ZVg6pnPpXV0Z+8YlQA2Sjs3rB8N+zt1VYJZzT6dcHCpMYr3y83B47eSJ59D+eGX7KGfI80yhsK/WXUtPECwI9gqbcl7p/NcrxgedESNGjBgx4hqHPPNdqUbnKg3mOsP4oHMEuDRws0pcVYVCNxVXFeCZG+N1N7HSF1bChu7dfs8ShLkBCZtjJz4/hkWfk0OvZDl6ZaFXKXei1+MpQ3RreIdMrCy67nB3ct+HiH3uCgGSAjrJOjZbG7NfmJ1UaMYAXIGbBq5pkosmJJpqHddNvrszakCZpCFwlYErFbqJBlmCrgkhMZYcYr8f2VYHNzHAtIj9fKiWvjU8r9BtSq6PqoVF4an0kCJmYF9cMdRYKNX29pVaFdAT349MixbATtLpHxJvSYuDLvQjcobARbq5OE29ztHk5LiRd9+lbCGW1OrAQDlh32IGj+PYK4uI4EJyqyJMz3aeLVSgVROZuag76J00OjlIQsXetikPKOhsAuMQ+lHF8+IIXUeodkNCbVH0WJm4DZlj73Cn56T9WKu7WeeyOmosPeYn01xkyyHmVFwzJ3YB6TNA2Fo5/zNtEykwpX1Bpoh5O1iu/D4QrZ7bnPS0YnrPd4bPsnxgfdpul7l4OgusGukbZTRQt6IDmU7AkwJs0zUT9CqxZ57yziut5Bj2uq8rRDdll2l4vLOsnynkx2J0P3PI+TylcIh1OjbRRVYC1LZAp0CTKrky2Qnr5TVAvDUHFxpqdyn6wPx6KQy4bSXfqSxlu8O9Iksdj4xScNW5tA15urGcDmuYnHy7w3KG50N+3YTvlEpsGftzNrBSeYJyZNbo8Pk64prD+KAzYsSIESNGXONwV0GMfKXzX68YH3SOgq+muplBN1OwpehMAPisHNHaOC26nPDPloCtBotqAbDX5gDC7igAJjmPAOn3ZA4sirML0Lm99P63MEBRgAuTKi32icih31Ho/UKpAuHQC6dpYydqAL47uX/f3HapilrVgNfyXAjsJJOHrJVskdZXyaHKrww4sEWhkjbCkJjasx0OUK2Dqi30gTgXaNmIA6NMp6Y9NoObbsFONFzp9Q4TDbIsHeF9dokiAh0spJt30LMAgNHQrYVaqZRkHODQr5x9hctefxXcWoG50wCQFdNcEFwh1X+8hwRigBH7mOmVBVVGnHJL0RyxUdJJHYCbiVaqmwLdRMEVADlxj5H2zjKf5xTdJuyzbrxegayT6j53lsSdaJO+Ic9cGabrZggajJggG/JE1qUbr0u1DUwMcFh7ss4hdD5WJ8xzlDsoaA8cksYCOMSERvYz/AxjVw7hIFNRgCFsi2s7MZGVZVw/lybqgcgJq4q2jcwPjm2BpyXcsVk/7Tn0q4ouSZ0xMU5yuwJRZRSY+j3ZXFUIC7toQMs6sTouuPny4+qAxknmUt6vKfSuKwqgKn2ulIsuzJAnFdK+gyuR2AprSgSUJWhSJa1SdBJyn/UL7qvFMh237R3QbAp36mTSBjn4/dIlp2jUuQVnlhFms22FvSmKnmZLsnn89RFyeQCsTeIe5jIdBVIAB7FlpoMK596Q4XyC4UBwV6ixudL5r1eMDzojRowYMWLENY4xGfnyMT7oHIGYlVMJmxOcVQBSLo4GXAHYQn7GnByDpN0hYXiIAwMEqTiZUmZECNpdOhTbS9DugfRv8tUItRrAUqryXE0WnDZA0l1o3a86gKwK9vSFVklPQJQqw7aVHlf+b9Jael1NJ8DePsgtYhfrXuff4IywLlZUbEys2Mgx1MrCaIJqFfSySx3bO5dSjQHppwP0x6/7rArg9T3kGRhWss8nBuQmwMFSquuwb5wGuACxFvZn1aVKO1T8IS6jNHBT6TTOxq8302K5jCyJCdikYqfqIUzG8hjLUaNziFn6//4lAODE5tdg//YC7QZh/kUkbU1V9Rk7eHYid3kR9f/l+zF3q2S6mqNAQ90MjmBygF5lLctdo3gMCcS92VTSweTOmHUurAvBu+0IiI3Fe0wDss/yHJbg5gnjASRTRylpR5V3Sg8Mh2Wo0Oep60Dbu3Bnt4UtmVSg3T2Qm0NxBTuv0G0IW8c+10ivLPSiA5UG1JVeNyYJ5aFPVtAGukJ5F6IDkSRok1Fy7QdGISSehz52ne/51LTJCQcI6+d0bLMVHWFEgM7YLf8zutiCzMsoYGMqncd16jun6lbcn3lHcWZwaUAbc7lPVMLuumMztFsV2k0D1TD0spN9seqEpYpp7JkbKhyv/FiVRRrrMBOsd/6rPhOYb+PwnMidq4Aw1YMk8SOzikZc0xgfdEaMGDFixIhrHKNG5/IxPugcATY+VbNjmNpBt4c1BuRET1EfU+jmIo8AJf0OADjD8TNk1b3k4RDIAmYlH5d7FurxXWFzrPWMScqBIGNiRcNtK8mjjiU7xRhxVdV1quwGrhZ2vicWIEnCVV9DE6pfbrv4N00ncQy96naoAwk5JMHJAUTHUXLAAEoT9FLcRzEJlQgu6HkURHsUnFQ+L0g1DkwE58vLmBRtfVq0d0Cw8s4UILFcRKLBIJLkZ3ay/SHBdpgqW4VcIvT0Noi5Rn73wK8z/FSZxiJLfga8FmnVQi1b2T9+/7Hvl2We+xwAwCMvLtHNgK0HGdNHG6idhYxtcy77K3Rth2d0cldPGH84pj7puve5oozFOuKmdx6mR75fo+vJu4sP+1qF750SpsFX/cwO5BQATswO0HeWDXU7dMSYmZNrKO+RFNiO3nS5cyY5aNYxVhwcip5ZoK6DWjXimAKApoHb3pGO3CeOi3ak9VqSJUEDMU+qmxnYqdc7MbxGh8XlZ6jnerKFAhcheZuhGgUoK2QwGznP8xwZz7JQa727T1yXlCefh/TgLO+oB8ep8zcHN2f2fThvvXMxMDrsaU4OPQA9EyXLmYK6DbhS+30g28oEqM5BrzrovSWwdwBereK5RVUJoIBkHHHfRRrYm8JngFV951ZMm3Z8SEcT06eDxjGcN4EdzfdPl+kX8/PDM1dRFxT6/z3BcLgKLSCeoRqdZ+bj3YgRI0aMGDHiGYGR0TkCrABlHYo9cbNQa1M6b+tTTw8WwOYGmmcdx+JUieWNCtFdFWQGlsCR1ZGfUuVLBacawCylajB7LXhnD6FnExT13z9niG6JUHF4VwhZB9Q1eLmK2htuW/lO6/QuP2h0sp4xcdmK4Dyr4/YPQKtaKnGtU6+rUClFfYjy2hyVOqK3qeIE4PtE+bwMAAg6qDJLHnbSzZ20BWqb2B3jfO+s9GxOzML2tOn4UMi7KIq+PqXz6bddYrrYqFTRBaikidBK1mdDtAZLcnHoNh/aRAU2xxVJG6A6hmoc9FL2o160kn5sHUA6OoOkl5qC9g6n43/lAAI2P7MLtb0n02xtwG1Wsh6iWLHGijSetL4a7pw/R5EYHaUAzSA+mhWJFevQYRK0HC5O2J9x2GE8HqBB9Uic6snQvT3Aa2zkd3c4SXpdJspwLPmxtA6HOo1HDUbQ5qR5e0m7Af58J58eTq3vYF434lAEokORQs+mqkhMIQBa1DD+fFdbEzTHSp907o+/JrhSwVYiMHKeDRVNoOgAxZ3IMEuCKRRUo32PO38/sgw7K2AnGtSJE1HVHchy6h0HQDUd0FqZL9/e0KFcUcyTive3rktuJp+lRN4VGZyRrjTgufIJ6OJOZc/QqYZhVklbaBZyP1WNhdqrQXsH4L19uP19SVufTvxgVcbIcXZPzPKB/HFxVRE1dwSAO892rulmH1hksgyG9frITGMYEq2BqFWEViBSWTI4xzFwWYAH988nCnwVXFf8DGV0xgedESNGjBgx4hrH2L388jE+6BwB1TqYVqpwWrVSwQVHQOZeIQDlIwCrE2hnpc+9QKyiiMWd4wrATuQnWdFv6KVk56SO5A68quV9f6hsWsnzkMYvSLqKoN8JXbuNhptX6OYFzE4N9fgOeG/fL8M7RCZVqmz29tM7Zl+5uOUysjtqUkl2SGAPojvDJyOHlFBAKr1JCVcVcNMCdmo84xSYqrqXHePmFbpK3uuHajaEkarGgTWDCiUupZUDa4KdGHm3H7qIt0G745mcziWmKGRvhHfnjiVZuetAW1vgjUlfD6KR3sszg5oO2gojAy7gCi2VNgHKJo2Lan2OjdcjmAPREqmmS32vwv721SiXSOyEc1AtwB0BKzm+s9Mrqcp3DoDpJB7Tbm5i5/XYjdsh7mflu9lT06VKODhVAkJFeoQGh5C+51Dt59MOHS3DbuPhu3CuHNKAuP4yaOByydcDv5/icoMbaMAEBW1P1A1lqbU5IxWWy5xtG/dcQkOminIXTxhHyDKKPd+K2LMKq1qutaD/Croef/3pnSWqJujfIAyWUnJcnZb09SIxOt1EesORA3Tj++qVCrpx0DVDNf5atA52auBKArX+XtIKDWmnJurMoCXdmZ1LbKDXwuVMRzxW1so1M53ELuOh/5+bFdFNZicK7UxFN6oOvfocSfsoo2LSu2o6qEUDWtTA/gHc/gG4aaGObcn+Lr1WL7iqsmulxzxrnXJ4wk9/DIk5anFCH7FhnhFgQaxkX+SMX3a+U1nIeAJbF1hsr/1ho4TZepIYnRGXj/FBZ8SIESNGjLjGMbquLh/X7Va/7W1vAxHhDW94Q/yMmXHvvffitttuw3Q6xTd/8zfj4x//+FM3yBEjRowYMeIqILy6utJ/z0Rcl4zORz/6UbznPe/BV3/1V/c+f8c73oF3vvOd+MVf/EU873nPw0/91E/hFa94BT796U9jc3Pzktahzx5AsY9Zb9sBnZ+JCdsWtLuH6mHgxGoTy1smWNyioZpgARYa2k6ArgG4gIiQO2kNUe4yZqdF/Kb3V+BJlcR2XiDYsxAPg+CIenZaYgiVuzEDLcW3busdqGrSF3la523ktcTEA0L7k0qvCfLXFsHiHuZXXsDoX6G5qkB7ciqTMsPsrsQqD4D3D8DWgeYz+VcVQKVjSwhbCR0PAHrZwVUa9fEC7ZaBqidiVzX97VaGoFdi/yfnm3+G1w9GS7uM8Bgf7PVaxLyxiWHYLiJET3QWLkadg66tiERLBacBvZKWFYB/dcUAOnlVopouveoMtuZAxU9knfLKwPXGoKyMGQCK07vgwsCdmMdpVOOgtfOW3kxQqAFlIa8rmJMg2zdBjULkHPnro2Eo4FCMG6YJ4t0gWB2KmcNrnbxJYnjdk79mCssL6w3rC5bwfLo8NDBfX2zbsOaGnYuPo+DY9eYNbTPSa6r0aiSG64VXEcFCvLkBnhSpqWNpAOcFyja99onblQd2uiSqJv9aVJYtwYNQLO1SvBBY10FoTlCdQjv1oZQMCSOdEWyloWYM6mTZynJ8tYoJ0G5oKGukRUrL8dWVDW1TWi/gtw5627dMCfs7v7435qDYINjF9hGkLMhaqEaOn50a6JWBrRRcQfEVq2ocdC3Xi/J2fGo6uT7qBrAuBjPCcU9gHF/Nh9ewYRyANAM1uh+PEK4tIMYwsNbgSoPzyAsHEBzg5ByL94ys+W24z5MyUWAewz2tSIKZZPnU2mTzH3HN4rpjdPb39/Hd3/3d+I//8T/ixIkT8XNmxv3334+3vOUt+M7v/E585Vd+JX7pl34Ji8UCH/jAB57CEY8YMWLEiBFXhtDr6kr/PRNx3TE6r3vd6/Bt3/Zt+Dt/5+/gp37qp+LnDz74IE6fPo1XvvKV8bOqqvCyl70Mf/AHf4BXv/rVl7ai1QpAIXHqeVgVEC2O5NsfcNOCdnZhmgbz+hjMciYBYACsbwppK0K9RXClWMqLBaPcdajOtSjOLWW5zKAb/MNbsPgCgNKp4oihbEnsyNMKbmsSq0I4563Tvjo0RZo/DxkLYln/HTsGaaQKPY9OD3b3vJLWGphUcPMJ2IuFzUEH8/g+sL0Lt73rx08ibPaND5VWMM6BtYYuFMxSx0pdtQ52YsRaqyjabQFEwTKQbLnkK2bVKiBUi+xAWoGTXzmJqH1DRXhRbwjvCxUfVKr+4ODt65RaVgxbCiBEEUi1Tk1oxaEAlcX0d05EqU0TWQoKFWvTpv06mwK+oSK8fZ60VN/EBGcGtUm0fIefid07hJzFCuxDqIoHAmUiBWhvOR+yiDlyEXJkbDJGJmtCKylx6vCygig4F9pTdq4NA9mIIF1xkVijENeft8Xw51Qv6C1ft8u2LYdnNqks5fvlCsQMtzlL0/vjwEA8Z0KAHoXQunBOdOmao5goydl5JiwLoNALqCSW2ALtdduEGErpinRtxKbCXt9NFtANQ7WArjmaHcJyyWmYhYU58G0blimoL+7zdW1EwudKgZY62e4XJfTEwE2KGAwIZh/74KMfQluZxqb7ivGtWayF2z+A6jpQaEQcmL88CkAraUdTFRJamAmVo7iaGSGENP4EYnAnQhPWwPoFtqiziYnLQgJBXnBcCJtHisEtQJ2NgZ3k6sPn0BOA0XV1+bioB52v+ZqvuaSFEhE++MEP4lnPetZlDeoo/Oqv/ir+9E//FB/96EcPfXf69GkAwC233NL7/JZbbsHnPve5I5dZ1zXqOp2ou7u7V2m0I0aMGDFixNXB+KBz+bioB52Pfexj+JEf+RFsbGxccFpmxr/7d/+u9/BwNfDwww/jX/yLf4EPfehDmEwmR05HgwqNmQ99luNtb3sb3vrWtx7+wrFUo+uaweX6AQXAwrM+B1DWYbpoUpjWROLaXaWhmhLdjGAWjGqnQ3lmAXWwSlqKSQl3YgOh7UH82dlknR5Ci41SmAcJAaMDscK7A2GKYlCg7BD5kVluObfmQsv0ebXvq2silSo/8lW40XDTAiBAryzUsgEOluDFEs7b8c3JE8CxzWTR3wdU4+2jPmSQozYA0CuFYs9rDhRF22peWbImOAJCzwU23hzd+SA1J+/S5UsCkwNBJTbHV3BkpSFoqLS5ELaFdaYLcgy96qCWbdT6yLTy/p8cIvtyyI7t9U/kLe5o26RnKQth6KxNjSib1octhgh9aTCpGgU2BOW4d06mNhgutXYIxyw/hiFI8dD3ib3qfaeDhkGJnosdop5lWPXndvJhuF9eHefIdSy5xgdIrFCYf8iiaZUGbP00IQRvqKXLx5CvOzAGa8COQT78kXyQI1Y1lFLgwoAnJs7LOeMYohiCXs75czHEUjALO6uV2NTDfJ2DqiFsTinLdQQocjAcWisAzmu0nIHXtvnNKbx+J4QLdoBbEXQjnyub6VMsS2uSjqH3VtJuZpXdq9dd8/nxzn+GWIxgn7dieeegfQlMS6af6R/DQhoHF0U8blEvmK/faNFFFUVq9xDWAcg5EKMEwnb4nyGOIZCZ4fq3NgVABjYnNE0ObXZ8+w82Cq4Sm74KoaRtByx9nIBr1p1GI64hXPSrqx/7sR/DzTfffFHT/uzP/uxlD+go/Mmf/AnOnDmDF7/4xfEzay1+//d/H+9617vw6U9/GoAwO7feemuc5syZM4dYnhxvfvOb8cY3vjH+vbu7izvuuOOqj3/EiBEjRoy4XIyMzuXjoh50HnzwQdx0000XvdBPfOITuO222y57UOvw8pe/HH/5l3/Z++z7vu/78IIXvAA//uM/juc+97k4deoUfvd3fxcvetGLAABN0+CBBx7A29/+9iOXW1UVqqpa/6WvUknrGFQHIFWK3p1BWicdQNMA57pY3WlA3ASzKYATaDcNzNKiOLeCemxbWA7vuEHl33GT8S4aHz5nPavTtnGdzE6Yl7IEaSW1tq/Ouv0D6Pms16aBW/HqsBOnQ3RPcWriKdWV8Y4vqaaCSyU4bWK1zA5EWfAeA3q/llDAk1sgALRYyHcbM7jjc6izLG6LppHqyQcWktEg47fLKOi9Bmol4YJcKHRTDTvpV99CwHiHh5MGq0wEMhJcljdIBCA6CqPkw9AUs8Na9w5rBTvVsKWCaj2bs+ok5Kzr0r6YV+CqkAaLrU3HKJwbXderDqOGRGtQCQiVhL4DqW78OrzbSBGISArt1uuHek6pwBxIRUrdgCk5Snw4ZF1yRiXXZvnfiVX6PAYGZkxOzg6F+Y5qvzBczpBBzN1aQ80RUa+Nh7hyMiYn7ON1bE1g24bMbD5m+EpeyTFh3xKAfNNcmlTgyWbPtUWd62m/gMTqoM0aQ9qgNSkzfY4T146W5p3k24tox1CtsDkSFEhA4ZlMI6dOahwMcCFaHmXl1KciMDiZvA+i3dFLh+LsEvSFR8FdJ9tblqmJcNg3uUOux+Kp1EIG8L8D0fmX7+/ApuTnAeCXgZ42i4bHOQQz5q0fiPwGZuc5IHq6cPwi4wRxZAIZ+xPayvjrtevidcpD91RwYwViuFDCtIWGw20njK1r8WRgfNC5fFzUg85znvOcS1roE8GIbG5u4iu/8it7n83nc9xwww3x8ze84Q247777cPfdd+Puu+/Gfffdh9lshu/6ru+66uMZMWLEiBEjRlz7uCzX1fb2Nv7oj/4IZ86cgRu4Nb7ne77nqgzscvCmN70Jy+USr33ta3Hu3Dl83dd9HT70oQ9dcoYOAHknrIvkMvCVTw9ZBRvj84HkEgjopBGg2fPvwtkr/5sGbrmM7ApNKqhmgm6zFOZnYaEPFLSPNQczuBHdDTeNMANEAHwjwaoCGQNzbEuYkuBW6Szc4+ckzt2YQ+/hQ4NCtbkJVD73pW17FTKHTJF8F3QWqFuougUXGm5aQncr0M4+MKmgXvjlMt32PuhvvhCNQZQvQxFAJlVhQfcEeZ9OtTTXZEXS5sBXZrZQUB2j+tI+6GDVr/iAlHsR9rdfNmsCDHxMPITp8XHxAOBKA1sJg0cOUI2FXkiOUoz/96wN7RyIu2tj2l//qpZGqm3/nJGK2bNmWnttlmeBeg0uMzaCyOsJUgR/DrKcWIzAbmSOo0OVeI68iadWfRYlz8EZsiNHad5strx17i83qMIDkxPHE6ruQfU/iOYfOmM4bnO2/Kz9Rg/r2JzBOEnryORAew2VViAt1wZ1/bFEPV0zaLkR16n7f2csmOg/CnChxDUVWrDUMh5XKAC+NQQBthB9jtOA9VLFbpYcV+jE1WlW0izYLLImtJZR7HUwO8Im2+1tUFWBJpWcm7luKWfqhmAn94FwvFvPGw4deOv2b2T6XPb7Gi1V1HtlWU+BQScSEdMQ3r0XmetsuVEjFPQ4XddjXaOzNj/XvStSLWpAAd3WBDDKszkt2OtQI5v/BIOBq9DU85mJS37Q+a3f+i1893d/Nw4ODrC5udkT+hLRk/qg8+EPf7j3NxHh3nvvxb333vukjWHEiBEjRox4ojG+urp8XPKDzo/8yI/g+7//++NroacreHcf7Jb+fb0ShiSkdpZlajrnXNRV9HJK9KCisRZq0cCQpPPGXImyTMsFQIsG5bl9lKtaqoZQVQY9znzm5yvATQteLMHNjixnNgUmlWhstEY8vIWDOnlcEorrGjSbJV1Rr1HegEkgBVResxPSQv36cwYgNtXkBlxotM+5UdJXfaYM33AMdGwuib1tmzQWZQGuSsngCaxWcKxYi5BeqlrP6hiKqcDldgO9twTtL6OzKeoKjAHKWX9bfGpxyMRgoyQLxYq7znmXnLjHupT/0XTiKmnbww6i+Lf/T2eBVQ23t5/2a8gyms3S8QlMWdgXOfI037CezmsBiORczDGslnPWMdfdGN2X64SKOmfS8nN26LYZ5t6EZQzZpDB9GE+u5xmyBcNtPkpXM2ADIoMz+D44CWMD2nXLO0KX09uu+J3zVAml4xXOT8/qRG1WYHFDuni+fwK0As+mYJ85A8A7qlRfAwjAEQMEOKNigng3ITQb4rayE4RwZslx8kxOcQCYhWdzls7n6aT9p2oLWsm9irQ4LClnTXIdU76PVf/ecCSrt24fD7FOtzVkwkLqukF/n8bvB+sIY7JBUxa2J1sHIOdo5rLiwOzk2rHgiHMsbLd1IKOBTZYsIy26OTTCejOPrqtrHZf8oPPII4/gh37oh57WDzkjRowYMWLEtYSR0bl8XPKDzqte9Sr88R//MZ773Oc+EeO5dmCtFOPM6X3vMI8jMgi+avYsTa+SDdMBQNOKOYEIFPJVcp1C00ruxqqGWyzAXuOhCiNsDpB6JxVFdIJAa7iDBbBcgsoSajYDNgeZR1qDphNxWSxXsaeMOC5CachpGwDZrlAdB2YgsD4mVT3UhSRmhlo0KFaeBQn5HIG5qQwwKTJXkNfHeB0KgKR3yHoIKecAV8S0aQDQB7XkBS1XwnoFRqEsQFUFWHFEAaLXUc6BVtKHilorrI6S9+1sEV1yYQy0bEGLZeqvUzfidBtWlkYnomS5kn3r9xNpHatDmkxkX4aKsm3BdRNdWKFCjVqvvC+TtQCOcHaE+YITLDBIOSMTp+X+Z7lu59Dn1HfgyMKl+g0R1blWJTps+HCWTr7cgCELte76Ct8Pe1RZ22NveJ0u5qj1DpedI+wDC58arkCwnt2y4NY7o5ZN33GUa6LOt56iiGyOq5JuJ+jTeqnb4TPrt1/5HB3vtgqZOTIfoJeAqQFzABRLhq4ZuhU2h3pOMAhzVxjQdOodU3R4/3umcag/oeC4uhicj9mJbM6AoQvbHfqKDR16+TLzc1bpPgMZhh16zgVmLeTldDatN+i58uweAKz8fNyAFkvoVSX3q0jWOnDTgPnp67p629vehl//9V/Hpz71KUynU7z0pS/F29/+djz/+c8/73wPPPAA3vjGN+LjH/84brvtNrzpTW/Ca17zmisZ+hXhoh50PvjBD8bfv+3bvg0/9mM/hk984hP4qq/6KhRF0Zv2O77jO67uCEeMGDFixIgRTzoeeOABvO51r8NLXvISdF2Ht7zlLXjlK1+JT3ziE5jP52vnefDBB/Gt3/qt+IEf+AG8//3vx//8n/8Tr33ta3HTTTfhH/yDf/Akb4Hgoh50/v7f//uHPvvJn/zJQ58REezTpZOr1iBTJoZj+F46ulLQT5wdvm/Os0asBRrvGrAuaV/C9KHKiN1zCaGrNrcdYLqk0SiKqJ2gsoDCLI7L7R+AgsMK8Am8MgYyRrQ9Wc+r6FQKOpCQp5GzTSGtNjhI4jaJu4hav6ymBTkH3t1Lu2ruNUFG++yMvtMp5G8AXvPg35mHvU2N1xXkKbSLGlguwXUjDifA6ygk54ZWbUqvNdkxaBqp1K2JTBwZBdiUOUShL9WqTqmxnkXggTOEtBaNlp8GgCS9eqYtMkDWZ3aw9EbjoPeIupvhuYXkcPOVZ55m3RuD8n1/Mg0Mw3p2aOBWcpSOZWB91lXLwRUUxuL8CInWO6DWsRqDMfWQ6ybWuW4C1riqcgbnstic4CbLtUfhWPp1+oWDnQIpl1JyrQXtiasQgPReWpeyzCziGXSJNTNatGiRIZPpVHAFOe5nwZCMKzKZJJIhAD7d2P/eAroBdA2YmqEa39+KhSUKWjnVOOhFI4yUden+sK6r+1r3mAITR93ZpSBnQnvrGhzTcH9jv//Id033C4njkDHmDM4aJjGck4HF8dvVy1saugDzMed/r2qovVpcV/4eRf4cICZgccm75JLxVDA6v/M7v9P7+33vex9uvvlm/Mmf/Am+6Zu+ae08v/ALv4BnP/vZuP/++wEAL3zhC/HHf/zH+Jmf+Zlr+0FnaCEfMWLEiBEjRjx5YCbwFT7ohPmHPR3PG5ybYWdnBwBw8uTJI6f5wz/8w15zbUAkL+9973vRtu2ht0BPBi5Zo/PLv/zL+Mf/+B8f2ilN0+BXf/VXn9IcnasJKkuQmfSdJKEC8lk0bFSqdAMs9R0LYV6tEDMhAhsUclmiLmY4jwb5ao5CFT6oOiK0QugLQ1qDmwbOJxOTrUSH4+eNrBH7StUkjU5IgSaoNdURkjAgJPDa8B6bwSe30D77JFYnC8wfWUJ9+iGZtW5kXG0H1E6q58LAVQWg0O/6nWdcZLoBCmPwx4O9E4mbxndd1/2Krm7icYlJpmEZbAHre+UMHUXM4g7zWTiR0fHv/91yCRV0UiGTKORvBF2BtXCrGqS75OCwRrKPui72FqPCgILWali1QqpghmdzQh8eoF9RkwJbF7c9dxwJE5LpPzSnMQ7ZnLBvcnBI0ybRMAW9ULgmwjEaFkLxHFe9ZfUwZHNyNij23/JMw0CX05tvwNj0HFdHsTnhZ2+dKo4p9LfiQHoGNiewBotlzLsR92AJDl27ndfChO+NSYyp9vvREqiD71HmHVz5ORq2jyT3SWuCrjXUlEGOoBoAnsUBhMmRnmd+mQxhc6y4rMy+TKj2VsBiKed23tF9HVs20BlS2D+ZRmUtAzdESAbPPwvryTN1ZCWRMSU/L/s+fZRryULX+ZzhCbqc8HnOTAUGxx9LuQYzTd55+p7FedpONHvGJMbZGGACkHuSGB3QFefohPmHob4/8RM/ccFYFmbGG9/4RnzjN37jofDeHKdPn17bXLvrOjz22GO9Fk1PFi75Qef7vu/78C3f8i2H+l7t7e3h+77v+542DzojRowYMWLE0xEPP/wwtra24t8Xw+b84A/+IP7iL/4CH/nIRy447brm2us+f7JwyQ86R3UD//znP49jx45dlUFdEwiOmaoSLUdeTRY+i6WUnlToFNDpVPW6XOXvy0KlZTlaRbePvNvP0jiDu6vzKZ0hH0ZrYWSKIrmuwrItJLk5VDFOqnuaTgDvAOKmkercGKAwUJiA6xpsIezE0EkE9Ct155J+KHf5lEX8DvMpXFWgmxvUxxRsNUN50/MAAPM/+zzw+DkZv1Y+UVmBaA7qLPjMY+g8JaqqSb/a9j2HAEiWUd7huiygqkqq09BTKHQFn6QLl5o2uS+C0yhUfs7repZ+W31mDq9qcF3DtR2Uz75xTQM1m0GFLKHAOIR9b62kpZIClYVoZ8LY206OS9ZTKKbR9nQbyYUkOUeeycgzWnSmkxoiz0PJq2+dfZ+zizmjklXWvdTvsJ+OcrAE5u1Qr6vzvPLOXT5+P8aqfeg4C4xWGOfATUa5DihzsK1DzzWnM70I0LsOoRWIU/8jcWFxXzcFiEvSOMBp0ZBpAB2v3/7AOECIUbVqoZaZY6cbuI+0v64dMAGgugKq1dLbymfnAHIL4UB4dIDqJA3ZLCyKRw9Au/uyDfsHqcdcWMcFjtORDNm6+TKGZy37lq/TWmHIsnOOlENIBWeSnnyBSWbIvYdc5hILyFOwc2bG6yV7bOgw4X6Niyt+30jODmkt+WGkUpqyPy8lh+gIlv0q42pqdLa2tnoPOhfC61//enzwgx/E7//+7+P2228/77SnTp3C6dOne5+dOXMGxhjccMMNlz7oq4CLftB50YteBCIJSnr5y18OY9Ks1lo8+OCD+JZv+ZYnZJAjRowYMWLEMxlXU6Nz8dMzXv/61+M3fuM38OEPfxh33XXXBef5+q//evzWb/1W77MPfehD+Nqv/dqnRJ8DXMKDTnBefexjH8OrXvUqbGyknJayLHHnnXc+ZYrqJwK8WoneJjA6eaVgXXy3ztpXO4WG0yZW0DH5uLFJ19DBMytIlYRWiIchVDdl4ZkdX+GFjuK5PsdaqRxDtZW9W2drpXINGS6FvFfmpon6IfZuFjJF1IfE6s06MBDdYUnTw0nnQwzUvgrfmMGd3ER7okI3UTFmJfRlap97C8xjB+DPPgR1fEu2y/ekgVagzQ3ogTYgJjjPk5sMWiWdlD8OqGtQ04ILI2OZVMCkkr97lWRKWgYQHVBwLAxOcG4FxqAwUGUpbbcUwR0soKtK0o1jP7BO1t3VsQN8qPwpMF9hvD6FttcPCFjv2PHHiEiBtc/pOUpzMnAhHdKu5JqUWE0H5jFjznp6C5t0ZEe5WA7Ng0zzwqnqPmLMYfpcK8Iq040Ah91m+fYEZiRjxGjI5vjl5Fkwa7OQ4jzpmoxsW2AD/DJc2yVmEMmZQ4BPn6bk6LFWzteg+SkNXKEl4VsrUKPBuut30w5jDSyflhR1fUAomaEa49OUqScODL2uVMNQjYPqHPRuDdrdBy+XacKek5J6fcV6upUha3gUQwNgrRvwqFwhzhiyuDIl18u67KfATObZPfl5FrZjnVvsUBYVEjs61LSF5TLHewE3rejogrNuuUSvj6FW6Vp6muJ1r3sdPvCBD+A3f/M3sbm5GZmaY8eOYTqdAgDe/OY345FHHsEv//IvAwBe85rX4F3vehfe+MY34gd+4Afwh3/4h3jve9+LX/mVX3nKtuOiH3R+4id+AtZaPOc5z8GrXvWqp0RQNGLEiBEjRjwT8VTYy9/97ncDAL75m7+59/n73vc+fO/3fi8A4Itf/CIeeuih+N1dd92F//bf/ht++Id/GD//8z+P2267Df/hP/yHp5QIuSSNjtYar3nNa/DJT37yiRrPtYO2BbNJ2pdQ4QJJ5+EUiDW4kC7ErDVQyPfMoSM5g1aN5LoEXULo9RTcA9Fxo+PfrCnTV1CsLmPn5HZQReTVp2MwD3J0cq2D73PD1oK7FuTH2tf/cOx2TlUJXix7jht2/h36dOJ1EaH7MnsXiMgWAMBONOjYFObZzwK2dyTnpzApdbjrIiOitjZEczSdSDVsdHI31TWwf+DHl+VhwDMnkwqYTYUtGmhA4j4KxzE6uFi0P2Ff5cc5ZAYZLcxO7rzzYHYxwZq0lm7QmQ6np4cYshshc2n4XdCaAFLphr5kYVuOyDrpaVWGDJBjrzFZ02F7nXvmKOfSMP8md4TlDI7FQOdzEWm6eWWcsznD8VHW8yvondaxAWvQc+8AkjU0rMiV0COB1YzuNSdMHTuOritumuQILEs5XzubnJQFibsQABf+mDqAFUs+kVJgOBkHM1JQTtKiUG1B+0uovRJ6VgFGwRUael80eLSoERLaXVVID7fOSdfttu1rqsI+W7dvhv2scqzT3wwZHH+OcrY/aXBM4nfZ+XDIMRnGsuYcXNcpnNzhc2tdVs+hMQeE7WYWF2e4F81nkpUTnIp5mjIANN6p9iT1unqqXl1dCL/4i7946LOXvexl+NM//dNLWtcTiYu4+/TxVV/1VfjsZz/7RIxlxIgRI0aMGDHiquKSXVc//dM/jR/90R/Fv/23/xYvfvGLD8VAX4qS+1oGB8V+14GsO1RJkO8mjqKQjBLAV2deua9DKi9Jjouy3hnk+i4nhV4fqaD5CdVf0lX4Jedurtz1AhyuVlRWHfrlEHxVpa04rtiJ7gCA8n1s4jO/RdLqhJTmUKlaJ9tfVeCqBJhR7HfQjUNxoOAMwRXBYcIAAd2NG6ATM+idJbB3AD5YpITgwGo5X+kGdolFQwOi2Ek47Cuqqn6VGpYR8l3yDuJBcxEqx6BVIHGp5b2LOPyuZP+z1lB7++C2lUo+d2c0LcAOajoBhYo+Z4fWHY+A4LwbulLCT629S0a6MSfnUZYJsg7RfaeiBuPIRNs1+TWR9dCD82mNJofzDuZDeEcgAPB6EuHo8efI9TiDz9ZqgAK8e2/I4vTmZRbGdHgMlLA9DMREZCh/3Wf7kq0VprHrpF+b1ikHaj49ND5yDgwV46i40JLKrTnp8oDkZgz7t22BxRJqR85fpTX4QMJbXJMYBTWbCbMZGOOcZRveJ/JDtiZPKv56VOZRzuCwS/lQQW9zAUS2J9fL5OPJcR4dTNR25dPmrOdQ59UbRNIgsbXgtos5SjT3+7LrgLaLLsi4PO9CfLJ6XfFVeHV1pYzQ9YpLftAJzqrv+I7v6NnMg+38adMCYsSIESNGjLhGwFj/5u1Sl/FMxCU/6Pze7/3eEzGOaw/hjLJOquFMR8JdK3qM6RRUBVanEtbFeEYgMDJKqjh5/+6rAMVJ53O+LJRQyXYOaK0kC+d9nUInbKDPFigCQIcrV68Hka7aBaAko0WFbr3WSnZI7tyxFryqpX9T5nyg6QR0bBO8MZUu4czQO4sY1+LmFbpNz8o4xG7NTAbdZglVb6D40h5oe0d6bIXd3jSA9ZlEOasRfs91RFmCbqyA3Sp9nmsTSiR2gQik+9UjhwRjo2JvLFYKZK3vQ+TA+wfgXAsSKtjpVN7lV6XoenKWo1clqz5zdT5HUq4tcFklfRSDR7Rez5J9DyRWZFjh5u4TDi6XThxK63QRcTxDDcShaQbzrsktOeT8Wtf/qDffEWzBMGPHu5YOrX84/7pqnwgI7jHomAzMJC6oyF4EjVKmX3OrGmpjLoyjVqCmi4vlwp/bkPsEV76fk5VjS0G3tqqTa4tIzq14nnfiCg3jztgQt38A9/jjUNOpMIzZeR4YQMr3w1EOOgyYnKEGJ3ey5RlP6cO1rE5gcXpanaH7KSDTzhzVe0s2ejhwPrRdvfNep2uh5ygFpG+gdxNFF53SAKXegHkuDzu+KB3LiKcWl/yg87KXveyJGMeIESNGjBgx4gg4EOgqtYB4puGSH3QAYHt7G+9973vxyU9+EkSEr/iKr8D3f//3P62Skbm1YEqVWP6OmB2DXQcF70QqO1DTSNVQlaCyBFc+O8MY6QsFJC3O8F14xh4Rk9CLRCDf54caeUeMrhtoKlTSUUT2hiWpM2hSAHFdNW2m3Ugak8BSAVJtsRXtjnyerUv73i5bm/L3dAKeiRZA7a36PcGUgqImnlztVoV2plFutzCLFnajgJ0a8K1bMJsTqLP7wIG4qQK7E1xMcC5VtYcyXZAq+OCiYnFRoaoybYKKDq7QjZsRnE066nAAJEaHJSdJ7S7B57bh9g8OV6hKusFHNqcovDvj/8/em4fbUpTn4u9X3WutvfeZmKfI4BQNkCgBo0SjkDyIw+MUnxu9eLmgOAWNIkF+4ZoIGpEkoBI1ijgP0WsixnkAE4cQp4CYxKgkKsoRz7kICGfae63urvr9UfVVfVXdvfZw9hnw1Ps8i7NXr+7q6uqB/t56v/czoVq590sqRGQsPou5B2sTRZ0t1iaJrgERLXcwMaYj6iZFEVPlx70orCOtON52/zrYl2ngumAAWjWTpmWRAVOZHNZpeOdc30gHS5BeR7xeh0aFSAVXaUVWqwF4nyxoYzUdFO4pNWNry5lRCRo77Q4c+1PXVoOnC5epyf1x17Nkt7juW1EAhqJnBVHQkvmK5+yKXg7CMTY6+MLIe53PsRwDbkNCMoq8rSIYkelESgMo/HUXtDo6Wk9uL31zOtkcYGr/SLJRfddFh/ZNMjtSZ4OisCz12jX22QGEe9htT2Vpj01rAMa7Z9Nu0r3siayrXxYsO+vqhhtuwP3vf3+84Q1vwF133YU77rgDr3/963H/+99/r0ony8jIyMjI+GUB++js7GdfxLIZnZe97GV48pOfjLe//e2+DERd13juc5+L8847D1/5yldWvZN7ApLtYC8TjgqUy2pgV1Yi5ebPG3ABGo6yqAzz6F5nopOIvAk1rWCUq0QsmB5mc9JaOOzr0sq2UnH2j1JA0Xi9ja/IDQS/FwA0GEDfc4+NbA6YsZGNywQzwxK6YH0BrB6prq0/0PxCyO4onf4n8oUBdEkYHzgE7TdAuUOjmK9BtbHaBOF4HDLYBFMjM0d85oyKf2c2RxvLXjVNqHfFx+GYGl9hmiNhpUAuDcbUVhNF7HEznlgH5NHIO7RGnjvMnPnsuCbocyQLxX9zpO4/6bkT4yard6Mj2k6yXTqzqsA/MfMTO9LCVDBknYA5MvWMou+TOz6ZzQJE2pwW+9KHvormi2XFSParpdkR2WIy0zDdX1f/ujxW/HkT16Jbxvq26KyJe0hx5p3LlIQi4K6tdr2yAK1fZzOsqsbWyyuVvd6qxt5HrCvzOpCOzKmOLFBmJ7w3VlHAoArXJABTV4HBg733e7OR5Hj5ISzEYsl+BTbZdcax3saxPbI9Ff514+o9uXh/fJzp8S0HkvFJjsdnKxp3fqiEWrcW+oiDLOPr9q12TAJjylmcUiPn6mYZ07T3k7FXYdkvOjfccEP0kgMAZVniwgsvxEknnbSqncvIyMjIyMiIVQ4708a+iGW/6Kxfvx633norHvzgB0fLN27ciHXr1q1ax/Y0SFGo9wIEDYr90Sr3OfKLonDOrJoyfyyrc0twBAcE12AgjtT7sg9k5WXfT8GCFAWgRA0joe2gwjq30tws1MIYOGA/6Lkh9GjgmQ+qNdSkDlWbJw0wsWwHxhPb5mhkMxS4VpPzcFHjBmVBaGacv05JUIWC4mMsi1BDy1i2yWst2BW57LhUTXKsRkTg8tyJiJ0aI2oROU0Dka1AD8feyWwirYFBabPOuvogtBDev4fraMmnirx+ZFTeVWtKniNgcWfXLibHM16sabDZQ/FmxrE62pUg4rpNDUDKZpOQc5lOs3TS45dYTKcjsRiTE3XYdN9zACLnZanpSfU43IbMFmMWJdUgpfcpa+KMAmEQ+s+1sXjfA+tETnfdbfVL7HMzNrba+WgIDIegylUn535Vdfd5lteS9C6S9Zs4qxOWqdHjBTEeyi+36xsQGRiaki0nx7HzHIu/tb2G2DU69NtdV1zLipdpUancX6ZLYGwk47YUdD0TZTatYL9wxGGo189AjRuocRX2o8g6INc1DFc+T5nU3YSs0Vk5lq3RecYznoFzzjkHH/7wh7Fx40b89Kc/xf/9v/8Xz33uc/E//+f/3BV9zMjIyMjIyMhYEZbN6FxxxRUgIvzv//2/UTtF+mAwwB/+4R/iL/7iL1a9g3sKNBw4lT1HPSIadnP13qeCo92+KLQQv3XW7hHvm9oxAqzxcPvzbXXpCfjfSGOg4t+IbOQ5KK1WZ1JFXiDcN5oZoTp4rc0IIUKxUEMt1FDzldW+cBRT18E7hJ2FlYi0iXz1ctIGRWX9KxrnlmwUQQ8UlCmgMfRv3GSMr89jFsZWHzMctDUv0o8miXaJz5VkRCoDqkX0zFloLUZObMPs1WDgo3BUVfAukudEMgScLSWYFmYcWixOnwdNV2ZQ2sc0qpzmRpv+lkbgRnuthWkAKuAjbq+h6Iu6p7GJKfp0OV1amjQbq6PNiMmRleH5fkyzqbgPgs3h8+RrJpUqsFeU3Gdun4aXD1ydNNbK+eupACYVzDhUtmfXcbOwYLO2pL5LUXBUBmx2FhD0YACiemecNQQEh16+n4vCZl51wNZqcufaCMZqCXXCIqQMqmN1/M9JZlbkmpyyOnaNpfWh67pKn30puA4gAvvFbE6xbh1ow3rodTMAAaR18D2aVE6jV9nnJdcNk8dZFDY7djfIdDKjs3Is+0VnOBzir//6r3HZZZfhhz/8IYwxeMADHoC5ubld0b+MjIyMjIx9HtrQTqey56yrZWJubg6//uu/vpp9ycjIyMjIyMhYVSz7RWf79u34i7/4C/zjP/4jbr/9duiEzv5lqWxOZWlTx+VCUXyTytKKDgGXpuhs870pHJtdKT+NQzxBw/RxF1goK83mgKnpkq0pKkVW4Jsap4l1TdNYc7NB6cWSRmuo/TagmSkBAlSloSYN1LZxSHFnyOkE3r+n6Atrb8+FTQsFwynA2oQsVEXQwwJUFr6IqRoNQDvGwI55oK6ht261YsbhADQc+oJ7toSFClNMYvoKZOKpP2Hu5s8XC42Lwuq/ZcFMadI3KG1quRQdc3tKnE+ecugRGBvoaJqqZa+fQlGbhk+urciKv2/aSixv2e8nkNMLITU4EXX32fT3fZ+GIhZHt6Yu+HLvaLM1ZWUXhmkr2eeozVjY7c+XnHbl6aRU0M7THkaHlHZ+DvCzgM+bkWNpi2+a8RjGrWcm8/b5MuRtlZ1Gc9cWm/yhUIjKcMipWv+vE9Zq46eMSOmQwu2PXYpoGzuGvl3VHv/kfLfKh/SkggfxM+Jr1f0rr0Offs4WHYy0AKvYf+scJ+u1jtkV7JRjAKNB5QC0bi30ofvDlApqoYGar0DzTjy+bTvMeBKL1rm0hZuGJKXs8yzUVd1lyFlXK8eyX3Se+9zn4stf/jLOPPNMHH744aCuOdGMjIyMjIyMVYN90dlZjc4qdeZehmW/6Hz2s5/Fpz/9aTzykY/cFf3Zq0BlaQ2kAJeGrPzfAELEI23+u9iaRls2JxXMNcl6kmng776NRO3GESdHN8NBbJpXVYDhQpVFa9/Whr2Mola13wZgbhbltgqqakCT2rIrbAgo4fppmM1glstZ30MBVLnjGKjgKcaaVwVQbb8DsGZ+AIwpbMFNJ8hWa9fa6NYYmPkFmIkzZlszZ8XBHNlVVYi0WRzNfa7qcJ5cu77AoRtrLxhtGhtVe3Yj9AULY6BuYrM2LrQJtEW5xrSZm65iiPw3n1q2x+e/p0Gm7iboYm7kst70WG5TmDJ6QXLK6rRMDHUY+z7haHovdfWTz2VX8dNWAVt096njfMRi6B42LW2PKLA5bCIqmcXREBBlIABYwXpZAlUVCm5qm2pOhTXzNPMLMFUVruW0r+IYCdZo1ChtmS7BNhuy40lAuJ6aBka7a1qknYcCnI6B6mUC2+euszxEtI1qGQQakXpuv5vkdxNfv+J8+tIQSzWjdNt74b9jZWURTnm/kbLXqilt4VU1qS2bM29T8w0bjwoW3JrHKm8Wa/i5k7FXY9np5fvvvz8OOOCAXdGXqbjsssvwsIc9DOvWrcMhhxyCpz71qbj55pujdYwxuOSSS3DEEUdgdnYWp5xyCv7zP/9zt/c1IyMjIyNjNcFZVzv72RexbEbnz//8z/HKV74S733ve3drptWXv/xlvOhFL8LDHvYw1HWNV7ziFXjsYx+L7373u1izZg0A4K/+6q/w+te/Hu95z3vwq7/6q3jNa16D0047DTfffPOyzQxNXUPr+VDmoShjwziZLs6YF6zLAus4KsualGWIVmSZAGltD8Qs0bRJWY4ypY6gKMAGcJYt4ojOtVmWwECDZm27ZmItzmnoorvSFvorf7E99I+jGmm25to08jiAUGDUmwXa8SjGZGUzlbFapcbYUg9sRqgNyI2X2jEGtmy10RSnhTYaprbp8MpFvmZS2QhWC50FEFgAEYn5NF5Og60bv46ZVFHE59NvSaTiV4LBkxqPVKOQMjmJ/oZ1UdNKNYBU0FAo8oZr/avHD65pJmYmYZR8enlH6rnRyqWYO/0Kn+8+zYSEZHXSZXaD3j62sBij5c97x29Jf9PrVy4nKvqZA2cCaZwRJLGJJRCsI9hOgciWRyEKY+3uUTUcQi+MoWZGULMzQDOAGY+ht+8AVbW9HyXLW6igOXNMJaEAiK0L2OARMM78Eg38ObVFNcP59deG1+YU8RjLNO2OdG1Sqt/Yz7NvsVFlvL/AVvrrtssewO0rMNaLXy++/Ie8j+sapqqDPsf1y2gDNQjPc6/L2TEPMz9vn3kQLC/rsQZlYOMmE5iFsUuX3z0lIIz77Gwb+yKW/aLzute9Dj/84Q9x6KGH4phjjsFgEPs17KrCnp/73Oei7+9+97txyCGH4MYbb8SjH/1oGGNw5ZVX4hWveAV+//d/HwDw3ve+F4ceeig++MEP4gUveMEu6VdGRkZGRsauRvbRWTmW/aLz1Kc+dRd0Y/m45557AMBPo91yyy3YvHkzHvvYx/p1RqMRHvOYx+CrX/3qsl90TNUApQYGA9BoGApEAlarwZlWUv0vCzWmOp66DsvqJs4UWswwTuqAfAfdNpwdNJnYCGU4DMyDjIQaDWixTxeZkFIgPra5Wdu37fPxMbntp5rdaQ1T1SAZkfKfjWV4iLT1gTAu+0oD1GhbXmLBpS1s3xEM+Vxh1VCEzzI7AGC2N6D5UKCPyoFlYIaDeOzlGHE/jY61OMJsjS3hKTKfI2+5n0a0Msr1fws9jjTkkxH1YtqbUBSRPMPUxQRJUzbeT9pO6Guyzw5NRWdbch8yoUkcd9wutbU7CXPpDfdWGAwbuaGiYPYnu9JlFggELZ03qbO6i8ULgArWUC5z7CmZIuyTS4wIFokGJRQbXc7OBNbCsQ+kXNkNwD0fOp4BLtOQ6mQMnGldytr5awfJ+afASHktDBAXvOR/WS+DhNVJ2TKpt6JUm5P0IdU7wmqIfJt9BqwCnWaRMG02JzXWdFlqRAqYXwDdowBX7NgsjCMGiBxLxplWAGx5D6WAQWn3sa8qfO9FWPaLzsUXX7yk9T70oQ/hyU9+sp9WWk0YY3D++efjUY96FI4//ngAwObNmwEAhx56aLTuoYceip/85Ce9bY3HY4zHoZr3li1bVr2/GRkZGRkZO4U8d7VirNgwcDG84AUvwMMf/nDc7373W/W2X/ziF+Pf//3fcf3117d+S9PdjTFTU+Avu+wyvOpVr1p8p1JrUdc2k4fnbFv71CDijCdnDd80QBUYH7tO2+fCGN3ZZqc/icx8mlTW70VqI2S5hrrxFvOmrmEqx1zMzdqsEdtxm63FHh68zJg4g4GXS5Ar/jiZgBaGlg1TMROgUMAUsPodYyyzUzmfnu3WawTjSYjIkkKqVASGwuoPlPXWYZ3ScJB43oTtTeVKWLBWyp07a9FvWvuyuqwirBcxWSGyN4LVahX8Sxgdmc00VVsjyjPExxuPuWd7prSzqL9O1+9RZgrF7XSwlT4jy2/fkSnVx0guBX2FbP3vjt1w0TfJ6DvtQ9IPzwr0+VEBIfNLkWUptYGnK6sq6I8q0UajfSkTqXfxjIg2li0uS+8FZeoa1HD5Em31Yzt2ALOzoGIYNCvJ9c0eOvZLuywIX2vEGj4/hhSucVJRm/5eF75PUzU6iyAqkNxiFhfJsJLXnN+kw0cpeU51auJI+RIZNDOCnp8Htm33P7MW0K4ayliQcowZa6GI7Llrmp12K14yVkNMvI9OXS0762qp2FV03h/90R/hE5/4BL74xS/iPve5j19+2GGHAQjMDuP2229vsTwSF110Ee655x7/2bhx4y7pd0ZGRkZGRsbuxy5jdFYbxhj80R/9Ef7hH/4BX/rSl3Df+943+v2+970vDjvsMFx33XU44YQTAACTyQRf/vKX8Zd/+Ze97Y5GI4xGo9ZykgUw5xe8Eh9A0Hc0TcjocQ6mUGSLQMqI080Xe5aCI7uiCNsBXgNj0HTnpQxKQHHE1ziWpvERp6lrYMeOUGSQo7NKW/+XycRlMxFodgY0OwvMzoSIeduOoLsxCcvB0RFrcGSUzwwAz3kbAwyHdhwAkDEwxkAPAQxUyLgiAtXaZlk5RifK7CECDQo/pw5SUAMxMq6wKjFL43x8fOTLfa1rkNYwRYf/jYv4QsQp9DlcsNHpKDgS97ogQ5F2pjOqTnU1qUeNWyfyGRH6Buko69tKsmhaxTnTfYnvfp2lsD1dWGnhxa5IvYMVbP3WWQS3gx3SGuxC7s2cuzQ6zK7KgpTMJPgsPc6kcudW2f4TKRjFGi+3C22Cpky6WcusRMG8eMZvxw7LPg5Ku7+isNcabz87A6obmLvvQXPPFhRr19h1AZ/5Ex1Thx8Tr+uvAb7G+zLzOKsLdoaD+BgEc+f314W03S7WBWizapLNmabLkUwqM+JiudfeSfZZMqkIWj6amwXm5kDbtwNE0HffY9cbDoM/UVX77SMXZya16xq6qqGNcIzfhcjOyCvHveZF50UvehE++MEP4uMf/zjWrVvnmZsNGzZgdnYWRITzzjsPr33ta/HABz4QD3zgA/Ha174Wc3NzOOOMM/Zw7zMyMjIyMlaOnHW1ctxrXnTe+ta3AgBOOeWUaPm73/1unH322QCACy+8EPPz8zj33HPxi1/8Ag9/+MNx7bXXLttDB7AZEsyKmPHYvtE7vxn+rgalZVEcs4CRi/6LAnACZzO/4CNLvTC2EdbM0M7BL4wDEwGEiKaxGUwYlKDBwOppjAFmZ2CcnsbqYSrBShjrAVEUMERQa9eE+ktO86IXxlCzM6D9N8CsX2MdVecnIVIaDV0GlzvGhSDSjiJgAIDMMFGO5WiAmoCmtFGR1EkYA+LIdlhAlwRVBR8hZkm882wR1+ryjEvKNrgsKipddFyWMMMBzEzpZRTUNKAdA9D8AsyOeZiF4FdCQ3suuH6V1TsoKCXqmY2GoKaBwTiwIYCzz3D9nuIyLI+hxeawt49fnSNzFX33yzozr7o1GdG+u5xp+/x80iwd2d9UL9Gn01kKpjkeQ7Arsr5TL5tjPMNqjA66CaGpkg625NjUyF3c17oS155WfKLtsio+z0ZpRN430qdHatoAxwo69mV+Iej85uZsVqcxMO4ZUx84BxChXDeL8qADbFalG3t9x102U7IW90pRQDMDAUTXQXRvtRi/STfLmGaWwUxn8xItWoTUH0eOk7xm+nRczNbJv4ns2Mv9CxbNSKbW6XIA+1yn0chmp44GQD2C2X8dFIDmzrugZmctKwwANI4pEMHmcp1AKgqQ0d6yLGPvxL3mRWcpmh8iwiWXXIJLLrlk13coIyMjIyNjd8HQzouJM6Ozujj66KNbZoL3Juj5Beix8cwO1bXVt8DN87qMBeO8XqznSwVyvjvMhvjK4L4eks2yMOOxnzPXrraKmhmB1q116ylgMrEMRNPAGAMFgBYcq7Sw4F2NyTFLRhtA17bPJkRgpEobgayZA21YB4xGtoaVNtYNmZmXqgKq2vZtUoVouMs5tQtujtxrhobh/FPVALUGlRq6IBQNUNy1Hdi+IziQ8rpcrwo2CjXaxFkbcpd17dgjmz1ihgNgwFG6i+RVAaydBeZGVpu0bbtl2oSDcScjI7PXigI0M4KZN63++mO3nW8fS7RaT8XmtAaW37aAzLyKv/c8tDo0Nq2aQp37io/FG75SPDZ9WSaGswjT6B2I608l9a68P1PiU+M1GAXabIJkaSSLkvrBSOduhlJWg1IUsbt4V6aYgv2fg+g3tAkV7HvAOhFd1REzRkUBGow8a0CkXF06Y/V67por7ybomSHqDTPAhhmoSsMQwQwUBqMR9E9/5q9DtWYOKArbVVHFnJmamB2MM688kzONren6bYoDd2tb4cMTBqgjMy910gaEHq6D0ZN9EBrCKAsNybWdZtM1DeiuLdZpvRxYZpL1mMwS2kbsP4PSs8BmUoEGtNsYnazRWTmW/aKzceNGEJHPePrmN7+JD37wgzj22GPx/Oc/36/3ne98Z/V6mZGRkZGRkZGxAiz7ReeMM87A85//fJx55pnYvHkzTjvtNBx33HH4wAc+gM2bN+OVr3zlrujnbgdHe6aqwzyvElFGA68JUDMjyww0GsZMorl5Gg6B4QCqKOK6TEVh54qBEJ1qDeyYtxGQY4t8lWJjq3f7yrp+vj3UG2MNEW9LrP0py5AJNr8As2178PCRERLPbafaAiCsJ6L1Lk8N41yaqRqCmPngmlaFraKutizY37ZstRWcpROpZG5cPyK9ThLFAS5DRDsvIAVbcT7xTDEKgKaQseLdcd1+hYMrsT9O04DYUyjJoFkqIsZEZHDYZd0amVQbQzwkhmJGKN6ovW2fx05H7aFkxXgbU0XbtYJC38/Csj3SB2pKFk2UOdPHKEQO1Urowlz/jQqu3SDhVIzujC0gjtIVQpSf9oUjevbCKQqbiaRD+G6qun1tpj5EPEyODaDhwF6DqXePDgwCbVtAsVCh8G68GmZUQs+OoNeOQPc7Emrznfanu+8GjUagtWusM7lwFO9iKjuZwC7X565zJ1y/OxpuX0va2Huy674hCi7D6W6SWnFGMDrUwQZFbI7IturNIPTnTNtn0GQS2HvObov6aVl40zS+RmB4fu6m6SAnldrpNvZBLNtH5zvf+Q5+67d+CwDwd3/3dzj++OPx1a9+FR/84Afxnve8Z7X7l5GRkZGRsc8jVy9fOZbN6FRV5X1nvvCFL+DJT34yAODBD34wNm3atLq925MgCq67iT6E+PdBGdyMORpzkQfNzth/B8LXhTOPeLK1rm0EsWbWNizdl6XXB++/rgOjMig968D9VWvmbDZB6gzs/XQq6C3bYOrKZhewRkHAe39wRNSnuYg2ihkAaqxvj3dY5gi7tBla5FxjzXhis9YkkuiYykHoQ1RxOrgPSz8NGtegxsA0KoqWDSWRqiKgjrOVAMeeRHP4GkBlXWqrql0Hx6PojJ6jcUldhpN9t5Aet+aK1N3rU4uVENdtiwnqyWIDvGDRaqPC92i75NjcH+3fu7QVxviMOKN0t96jpatgb5skW8fVdCPO/OMMxCkOvnwd2+wsJZgDNkjh+0cHVki2JzIlJQNpnBNyl07GHwfX1GKWsk+n0tQ204rdzJsGNChRjEbA2jk0a2dQbLDZpMro+DlTVTDbtgNcF641voHR8n3je9jrsgLbRYJJM9r5CvVcg1G9q7TNFO75YsQzLNLFSdaI600xO9SxbjTuKOLj8/1TsV+PMdBbt9pn/eyMc07vyARzmatgpqyuoIbDTuZ0l2IfZWR2FstmdI477jhcddVV+Od//mdcd911eNzjHgcA+NnPfoYDDzxw1TuYkZGRkZGRkbFSLJvR+cu//Es87WlPw+WXX46zzjoLD3nIQwAAn/jEJ/yU1i8FXFaV9VwYxNFkoeybv2N0qKote+EyrFqRp4vKvG+HstkVzV3bQMMh1JzT2cwOAstS1zA75q33zczI+oPo4OAbzXkrZef916yBWT9n570nDXDX3X5dMx77SEvNzoJcpgbqOrAqjfYuxtCBzVnKHHrrd6NB7BirRWRsihAhc82fPpderlnEDJjwseiMopomaJw4egastmJQwvBxDAY228ufL5F1IiNYPg5DUcqD9+RI9TAUR6FpJN2Z+bSYRsX1yWfR6bjieKQBkm21PGoQR+GSZbAHGn7jLB2hDeo7Jrtvy64Zx4qQ3ywZ1zRzzhig6QlRtWV7COJ64TpuUnvD+hzWpnDWX3qcQGfNJM+sFgWgE9aJWVWpx+DjKNtaFhoOLPNSDWJG1o+T8ATSGoDQCCVtAcZfcz6DazwG7tkCNb8OxWRdYD3XrQ39dNofUvPQPVoa49gRrh1HStx/PuOu8c7fxhhxzTttXhGPY6TZUxC6w+7z26kT6tBTxds3goyi+LdEc9Z7PxAJh2h73Xg2x7HwoZNWm4OJY56ZxXfj4xnP3YRsGLhyLPtF55RTTsEdd9yBLVu2YP/99/fLn//852Nubm7KlhkZGRkZGRkrQhYjrxgr8tExxuDGG2/ED3/4Q5xxxhlYt24dhsPhL9WLjqka6HpsAy4gdjAGgBIwQ5c5MSxA8xRYCgBm7NgC1uEMnMtuWVhHVABqbg7Ntu0hWgKAEVnvnMnEOzDr+XkbpQwHIpJ1oc1oBJqbhTlgPcxoAD0oUG66C81Pf2b1LbCRJhWF7efaNcDcLMzMANAatHUHaMEdU2G1LdQU1hMomcuOomWhkWkPngYmoQqw90Xh8ZtfiLKtmAkAEpbE7bcvy8MINsg0DTBOXGodo8MOx1QWoU2ubuxYFh4rFCLDRzrLumOPKkBHbAEzLUX3uCSsVaSNINWfzSX3JbOm3La9GTRLmZSeVleI9wkEJqhjf10Re9BcGF87yZq8CK3LNBdln1kFW/fNj1sTsTd2/y7bUVSdBkRkn2qGREZeVAFbjj+zh8wSyCwy2QZDavCUinUbCbtE0XWdsDqSIeWK5uzRVdfOn0pBb9sObN0aroNChWyuPsbQjQmz1GZSwbCGpwGMrqHYDR7uWcS1+WqbaUdO/9dXaZwil3Pj74OIyZRsS1IbLBovt11XthYpCh5PfIwy61C23Zd155zl9bbtUBvWWW0ju6R71tgdT11bXzR3nVFRWH2OZ5v3TZbk3oRlv+j85Cc/weMe9zjceuutGI/HOO2007Bu3Tr81V/9FRYWFnDVVVftin5mZGRkZGTswyD32dk29j0s+0XnpS99KU466ST827/9WyQ+ftrTnobnPve5q9q5PQqjYXQDPT8PmkyCFw0cQ1BVoG3bQ20rjgScZsDrEThKUsqus1AHdgSAGg7RbNtm/55MQONhpB1RAwp1W5QKEReRjcomExtV7JiHKgqoQkFv3WYjN/bVmXF+PcMh9CH7wQwK60q8dRv0L+72h0yznP0V6hZ5rYGs0+OHKImgHXRVQ8n6MlRYndNgABTKenwId+Hu+fqQsTG1PpOMkBtjM1/STB9VAcPanjfOipHV6Lv0QTLLxrMQBCpEVhtHtE0DgyZoW7wDbRgv9ucJhyGi3Cm6nrRi8tQsD8kaLdW5FujWWslzItikFoMzpV6WzzIDAK1gSNTDYs1Nb3+CDkdLPdiUSN/3x0X4vc7RUvsio3HPJojrxx27MYLNVEJvpFTUpv8dRfv40jpP0qWXj4+vNcfiGJd5pasaajgEzYzsdVyowBo7bxczmXhXX+8/xWPiljF7SAPHMjs2Sm/bbvfhni9qdtY+x1j7NJlAO7d3NTsT6a24bhhr/VjnR8a6MlORMLUd2r9I3wO4e0no8Uiu2+3y7XU7pmrd094ny58Lwdayno/Iss1b7fNYz8+HPktmio/BX5O7aT4oT12tGMt+0bn++uvxL//yLxgOh9Hyo48+GrfddtuqdSwjIyMjIyMjY2ex7BcdrTWajmjqpz/96YqqhO/VkL4gQl9gIx23jvNZ4eUA7Dy8yPgBILKM2H3YRalCH6Ir69OgXIVdctVxzcLYMhAyAlS2QrgZj30FdaONZ0yK/TdYBgWwc8/KzqnTQg21bQxz1y/Q/OIeFGvmoro71rlZh6wq1rK0nJJVK9Kyi0WkVHFtMMdoGQ3U2vVFzs/H3hu92p/o1CShCUeEkdcOsxC2fg27xUqfIDUQEVoXmiaMhR2klq+Sh2+DmSwxf0/tUKorMu1lIcJG7WWS5elzQ073oRV6w7sehi32y+lh9Po8gQDHdpoQzXM0LVkeAN6vRbI4KaPY6f8TMm86HZ9F2/4IO7LOfCV2IsAoGEqido1wPsllZzFjy21K759pYEaAP6w9cp4taMS4K8c8uKxPcno0Azg2ubFaGh5bec742JoGVJMlB5LrTw2HgUWbn3eO5G5fRNYrjMdKPg/ZiVgyUvZEBF8qMQ6R9s+de+pwOubz2Pk8SJlNo53WiNdt4nX5nmx0YMyNu7bGE6dJamC2bvNMjpqbAw2HMastdIpUFJbJ3V0anczorBjL9tE57bTTcOWVV/rvRIRt27bh4osvxhOe8ITV7FtGRkZGRkYGAF+9fGc/+yCWzei84Q1vwKmnnopjjz0WCwsLOOOMM/Df//3fOOigg/ChD31oV/Rxj4DKEgol2MslrsRsYO09eD5dRjHUNo9lFqGVEeHmqrm2CmtaZkZWVzOwNXFIOKn6uXGyEauPNnylZYNiw3rrCcFZToJVonu22srnAMqDncZKZjzoOLrUXFPLV0LuYQhScHYMHAMGWLdkPk7OcHD7NxyBNWizOkJv0bt/FyVShyuu9/iQWpSiAEkvFBmxdzAM8jfvZWSS855CATG70xFh9+gNUkxzXe60nu3JUvMZK46RWJSJEbqYLiYnbaOXSZHtqaDJ8OwDhE6jj8lJs2tkX7qYno7xlt4wnX3jTevaM31R1pVwVfbtAXHWVpeTcwrJ4qS+UkBgfPlYeT863Jv+eVIoUFnaYN2Y3jpXXANP+xp02t4H7hM9X9wY6IWxZX1lTT8gusei2lPCa8prsuQYRGxOUsFenAPiY+HaVoxIr5dcA5KhFddspOkyGmSK6JryOkeaoNm+A8V6OzPBNcmoUZZZKxSoIsc2KV+HkMxuNNPJWBGW/aJzxBFH4Nvf/jY+9KEP4Vvf+ha01jjnnHPwrGc9C7MsZs3IyMjIyMhYNUi9+860sS9iRT46s7OzeM5znoPnPOc5q92fvQY0NwtSQ/iKwvIqaxrIaroeLpPEu+m6dWG4HpaMEFWIDFLmgPU93n152JkU6D1FCgW1do3PavI6Eu6bc1pGbTURtG6tr0VlJpX9jdtMtDlSh9OaK08i9xbrwJWYqxooqxCpF9YTyEyqbv8YEhkXfW37VSmwbqSsRkFoHeKVCSimOD0jZJBw5Owj1w5XXeKK9Kn+AHHEK4+Ls6jk8Uxna1odXdl2blvviuv70ZGdlGS5ychYItou9UdZtC9OP8XnSTJG0l+J2cQ+XVTnYRr0FVhiNouZne51vADPZg4BQVfE2WJ8y7LPT1qbi/+VujpGl9aFx8MzU2Jbl7nEzyIDtLOeyDIMZjKBaep47CTjVsT3sdHGjsdQePEAlq3Q2joG830qMqW83s2tGzFfrLuJmDByh5V4ULEHD1TM7BqXHdblpg1+TnGbBlDOEdrpikxVOV8f4/VKfLxcfd4zWYDP1lQzI9BoGPom9Xk8Lj7jjsKzYncga3RWjGVrdADg/e9/Px71qEfhiCOOwE9+8hMAdkrr4x//+Kp2LiMjIyMjIwMr0+NkjQ6AFTA6b33rW/HKV74S5513Hl7zmtf4DKz9998fV155JZ7ylKeseif3BKgsQaq0b/NFYefsE8fMKPtGVjkm8pEJRzBRJhZgXzE5cPR+F0IrU7sopFCAcl49on6OqWsbacFFTmVpXZddrRvfJ8BV3nXbzoxsxLUwttXDXcVl22icWWOcE2sXi7MkXYkbL71jBzC/YOfHiwJq3TrbVwgGSfq0OAdeWaW7Sx8U6UGcboqKItbO8LrsktpTLdpHaUXhmKEmsDKsfwLsfD4zVaNR8NPgWmZ8TItgqsNwWg2+T4/S3XDnPvy5TNbt8vLx6y9VkxNvGCpNd2GKw3WX3iZyohZtdI5F4rUS9VX8HrEEzDRIhmRQhuuyywk4RVpbjCtkM7vaWh+hxpfMxEw9WUx8L5KyLr2+Hl0K1gK64yHlPLz4mTGZBC+d5D4m1p6xrq+0bCU7PUe1uxzToZy2UC+MQw0qrwtUbaYLiJnRRNfDLtBAeHa0xl5mrfpx0gCVjo0VNbmaxukrSWifArtDLvvTa/iapvv56Vyy7TMc8XNcZqNl7LVYNqPzpje9CW9/+9vxile8AqUoiXDSSSfhP/7jP1a1cxkZGRkZGRkAmdX57ItYNqNzyy234IQTTmgtH41G2L59+6p0am+AmUygx+PgYDw7Y+erAe+ZwRoT6TFDo1FckwoQ8+0yc0vb9Rodthfz+ZypZIg9QSjsE/C1qGjNbJhDVwowwvFXagGIrIbHaXUkm9NXEZyKwi0rpkbIMkLqrH0kNRNkLBtltPUHSmoUpZD766r87dmO8djX/SJjQp0eII7+oo516KyM8T4bkXMrR9yKAmPj1jMuAybS/qS1e6YgZXPafjVpplE87kljsV7Goa/K8jQmqXMfpMS1oOOaQ9F6U457EUaGWZx23TPdug5T1q/dj6Sd1JW3i6nRztk8ZVf66nRpIZ5Q5FldyzJSfJ8w+1fXPsvKsyWdui6C1FRZTZhuafa45pcfT6Ot/kocg9ejyLGngc36ZEaY169Fnwpln0XMagA2a5JZl6F9ruiFMdTQafB0AVMUziE6MCqGGT85dh0eNf7adzofSs9Fel2y3snpDcP9inBeAO/WzONAaIJshRTMeIxm7Byg1661ep2CQI24z6Ha+90dyBqdFWPZjM5973tffPvb324t/+xnP4tjjz12NfqUkZGRkZGRkbEqWDaj8/KXvxwvetGLsLCwAGMMvvnNb+JDH/oQLrvsMrzjHe/YFX3cI2i2bEMxnPUsRbNtOxTXcmFtRhqFsF5DgqM6oL++T5rNw1FT3YDGttaN17FwlsLMKDgZl6Vtu6riejqeVXD7NcZnWlmtiQ6ZVYj1ID4KdRqdLr+V7qh6SlYQu5e6auxdXh9SnxEPikq+UpQBIbPF/PFH7TpH3K7xl9odd06t188gVMoWOp1IJzXNK6Xv2KJFcXS6nMrnU5mdZN3UX8bvq+t7X38Xy7KL0E31tFg/wT612MKWvsNlHwlBZcRUpcxP2n/ODEq1dR1+SV1eTLaNkOHHbbbclSOnYw0owe4x21hVbU1OB7Pk96HF/hL4Cu7SDdlogExrvI02nqk1jdPyDIeh7pU/4ITldM7HISsq6Tsp66zsnoGmaSwLBETnKzpm1tswo9OlBZOsjOyby3hsjQP3zZ//tHo9X0MdzxlFtkK7e4Y0W7ZaJp+Pq67tPlQVMWhasui7EqshJs5i5KXh2c9+Nuq6xoUXXogdO3bgjDPOwK/8yq/gr//6r/HMZz5zV/QxIyMjIyNj30aeuloxljV1Vdc13vve9+JJT3oSfvKTn+D222/H5s2bsXHjRpxzzjm7qo8ZGRkZGRkZuxlf+cpX8KQnPQlHHHEEiAgf+9jHpq7/pS99ydZFSz7f//73d0+He7AsRqcsS/zhH/4hvve97wEADjrooF3Sqb0BanYEKoZ2uqOxUzd6wYrUqKoD/cviSDbH0i4FlBLBGuB/j1CoIG6TJQoU2amoug7iZ0nFawOjnGiypCAc7BLGeYt5KwT2KeV9Ux5Tpo26BcFy6mXKdIprR3NRvWmlAuR0Tdd6FFJ3I5PD8SQ2/QOiwpy9UxJd4vF0aqYrNd2Y2Bht2vHIY3G0PE/FhOsIaFnbG+2nGqaOWRcSat6CU4djC4HOdPSkcGLn/vuWdyCdHo1MBvsKP/qNlyLstkZyhMZOk9YVjOub4uOS98liKftyCo2nreT5lkV7/f3rpmc4zZxn8fga5IKd6XRqWuDUGwqKZwLJc5Rey7a8hx1fN6XL6eSALwFhn112Go/YII/TqtMxd6JstlywjZoguGakpTJ8J403VwQQDFTF1E9fEV9rZsnJEGGcfDq4vOTS/crpPvlbwVP6RfRbZPTpsomVEyfr+QU/dj7xQhoH7i7sAUZn+/bteMhDHoJnP/vZePrTn77k7W6++WasX7/efz/44IOXt+NVxrKnrh7+8IfjpptuwtFHH70r+pORkZGRkZGRYg+86Dz+8Y/H4x//+GXv5pBDDsF+++237O0AYOPGjSAi3Oc+9wEAfPOb38QHP/hBHHvssXj+85+/ojaX/aJz7rnn4o//+I/x05/+FCeeeCLWrFkT/f4bv/EbK+rI3ggjIz8W29kfrJA2MZ+iYuDYF8u2AEJY3BXxcwQkDaqkMVdjWRwfObCdOWDTzAsFzIysSReLjYE4CgRCqYhUPM3HsjOGVxzNd5n09aT7RtHmUlilDrEsFzq05mFOyKiNF0CSEIZHpoRpFJimF3M6f6OjNPNpZSO8yVpf6Yn0mDxD4FijhBXjdP4gtC3iMZjClvmxYbakT9ztlslSEOLAgoh1CUzN1Mi2S0SeCHl7Cz9Ka4G+cg1pMUhp5qm1Lw7p1zEaZsJmdIkwOrnOrOmeNaPzBXhJdScUuOurZayXFq7k+1AU1jSS0YpMSZNzrZW9fklYHMAxHIBnaSKkx2e021cZSj6w2Jb77MfMXZ9lCRQGpIuIZYpM/bpS411piKgfTqjs79muRIiloo9FZZZmMO26FCydXCzHbwCQHsTbyWeKX6aByZJ6vM/ghBNOwMLCAo499lj86Z/+KU499dQlb3vGGWfg+c9/Ps4880xs3rwZp512Go477jh84AMfwObNm/HKV75y2f1Z9ovOM57xDADAS17yEr+MiGCMARF5p+SMjIyMjIyMVcIqZl1t2bIlWjwajTAajXaubQCHH344rr76apx44okYj8d4//vfj9/7vd/Dl770JTz60Y9eUhvf+c538Fu/9VsAgL/7u7/D8ccfj3/5l3/Btddeixe+8IW750XnlltuWfZOfikQRRuFLSQHBMM0TltNrf2NtqZZXeZ0i8CndOraRoajoY9AzD1b7Px6WQZmyJV6kCmbto9NiA6nmK/5ufwp5Qm6DeZ6Cij2lQ4Q341O2KCOPnSZy3nGw6WammoctnHMlUmjY6BdnHNQhjEEwvlhQ7f0vIkIkFvxKe6TSUs30alx4T70HNe0dHG7wx7NVJfJnkQPc9c3vtE+pum0krZ6f5d6l5TJSVk1vpck49mh2/FGch36NOq610zMLFCj22yE1Mx0HqTYjytHYIwGuNCluGY824JwH8pr07NGWiGaV3AFI6kYBBYkOicqumYpYZF8GrfW1kzT7Z/KgWU+h2XQ5hSq43rh1HbYEjTaeL0OP1uISyHIEi7umWU1SsyAhZI4sQ4r3P9Trxm3j77SKtR1vvrKdcj1lsIgyXIPgpUixxjCGJBZth3dirAazsa8/ZFHHhktv/jii3HJJZfsXOMAHvSgB+FBD3qQ/37yySdj48aNuOKKK5b8olNVlX/p+sIXvoAnP/nJAIAHP/jB2LRp04r6tewXnXuDNuctb3kLLr/8cmzatAnHHXccrrzySvzO7/zOnu5WRkZGRkbGyrCKGp2NGzdGYuHVYHP68IhHPAIf+MAHlrz+cccdh6uuugpPfOITcd111+HP//zPAQA/+9nPcOCBB66oD8t+0fnEJz7RuZyIMDMzgwc84AG4733vu6LOrAY+/OEP47zzzsNb3vIWPPKRj8Tb3vY2PP7xj8d3v/tdHHXUUctvkMhagCcRpy8G6bUMQVPQpyfw0RAlkWpXVCozLdx3szAOc/iNLaFAa+MidBy9AWIemc3udEe/FonUl1RIsutQ+0pBmKodPXYVh4z61a0jMVVtjc4AqEFpo97JxBoJlmXIpJDTqVIXUpagwcCWxkg1CqnxILMJfZk/sv9GnDsd98FqPhKtThN+jxidZFxMOi3syjF0sV+x5get35OFLQbHMg0iI2oa5LZSFpFmY3Vpcrr0OFK7xr9PM2bkeyq9t6b12+m54nuOWYzk+pTMoPw3hdRyCfM6f968hkfHOqqu0hRlafUzrign1XVU9FKaZUbXrmR3tQ5aIMAa3wE+2wqjoSsYrGLWE4DX3RH3D07jY1wB2yK+R5hUMcqXqYmKeur22KXXYmdGXnJf+owr9DA5DGnO2llYdcqzOu0zhBYsyW41aTbsvQTr16+PXnR2JW666SYcfvjhS17/L//yL/G0pz0Nl19+Oc466yw85CEPAWDfPXhKa7lY9ovOU5/6VK/JkZA6nUc96lH42Mc+hv33339FndoZvP71r8c555yD5z73uQCAK6+8Ep///Ofx1re+FZdddtlu709GRkZGRsa9Edu2bcMPfvAD//2WW27Bt7/9bRxwwAE46qijcNFFF+G2227D+973PgD2/7fHHHMMjjvuOEwmE3zgAx/ANddcg2uuuWbJ+zzllFNwxx13YMuWLdE7xPOf/3zMzc2t6DiW/aJz3XXX4RWveAUuvfRS/3b1zW9+E3/6p3+KP/uzP8OGDRvwghe8ABdccAHe+c53rqhTK8VkMsGNN96IP/mTP4mWP/axj8VXv/rV5TVmjBdh+Ag0iRAijQbZTB3rd2PC/HmhQG7+nd/8faSTRo7y5bEsQDXign8iEvaW7TKClb4yAqRUzAZENvE9ug6RTeYOJO5r4gcjt7G/T9fnRIe9iJaH901Fh3aE9S7OEt5rdxItjaEQhZFStozHaAhwQUMGe5xwUUM+7872nzNGQuOLMAcdx+o1GV3b9XnSOOv6PqbMZ1hxhs9SM+la55n3VbRZBiCOjvl6LcQ1FwVAcUkBfx8lWjZKGa6lsDldrIpct+gYQ3dsdl/u2JnNAPoLsLYyGpMInoz1wirRassYDdLu+moaoBG6Fu4zBDshWRqf4aQFw9t1bYhxk2yZtpmD7FulRjOgQWmLE49GNtsqYpVlhpfIuPMMh7LrSI+qFMaARoJd4y6yjq2u/X2assStAr4dXmQmZVrF79E1yLqlNKuSt3XPjU42JpUcCr1Taz/y310MQuuxuqI2loMbbrghypg6//zzAQBnnXUW3vOe92DTpk249dZb/e+TyQQXXHABbrvtNszOzuK4447Dpz/9aTzhCU9Y1n6LomgRJcccc8wyex+w7Bedl770pbj66qvx27/9237Z7/3e72FmZgbPf/7z8Z//+Z+48sor8ZznPGfFnVop7rjjDjRNg0MPPTRafuihh2Lz5s2d24zHY4zFdE+qRs/IyMjIyNgXccopp7RmbyTe8573RN8vvPBCXHjhhTu934985CP4u7/7O9x6662YTOLc/W9961vLbm/ZcvEf/vCHnXN769evx49+9CMAwAMf+EDccccdy+7MaiHNtuAptS5cdtll2LBhg/+kanQPGV3y3HFp2QAqQ8Rm6jpE/WmWhfN6Cd4fOv5w9DEYWLahUM5zwxXiXBjb9l1x0ShaSYvsAcH/ZSmahdYgqvAvfzizzDkP06AMLsRF/Dsln/b27uPYg9a6PfulQRn228rioRDxFcrqdMoSNBpZLY68BsoisDkpS+HOofRRIlK9LIGpaqtLkFG6zBxS1NbRGB2ukXScZdtJ9EuurV6GjL1Suj5d66XnXGoj5Lh4JqbjPErWJ92GxyJhc6LzrZJr08QRdGA1xJjVdfxh5tNnBen4u4++O8Zjkewsvw47HfM49LErffeaUqDBwH6GQ1dM0373Y8lorL7GjMcw44nV3vFxsruw0cGbJ+0v69PGY6jRDNRoxl6/wwEwOwPMjGAGLuMqzW5LoYV+RziSd7HJILLPr+HQ/sufsrAffl7wMPP17cevKwOsoy8mPFf987XRYoyE11n0PBbXUKOnfypmd62bfPBOc9cX92VnfMiWA04v39nPXo43vvGNePazn41DDjkEN910E37rt34LBx54IH70ox+tyLwQWMGLzoknnoiXv/zl+PnPf+6X/fznP8eFF16Ihz3sYQCA//7v//auhrsTBx10EIqiaLE3t99+e4vlYVx00UW45557/Gfjxo27o6sZGRkZGRlLh1mlz16Ot7zlLbj66qvx5je/GcPhEBdeeCGuu+46vOQlL8E999yzojaXPXX1zne+E095ylNwn/vcB0ceeSSICLfeeivud7/74eMf/zgAK2D6sz/7sxV1aGcwHA5x4okn4rrrrsPTnvY0v/y6667DU57ylM5teo2SuBaUn58WKn44f4jCzsEb9lwBLLszKNtZBi7Ki/Q5aYZG4VgG1t5Urs6VYxisY69rlgiKI0tmIaraR8+dOh2uD+NqyHAWUytTJ60xFek32hFBVCeGj3kx9shn3SxhnWQ/gNPcyOVEMKJ+F5GLXgHrlbMwtpoFx9SQjPylzkiet0Zbl2WOQssS5CJF3z9jrINy4p3imQ7urzaw6VUhg4zbUcxQAT6Lz7tGu+wXPld9TM5imhy/Xer+m2a5uL+li7SvjxTdA+H4vW4hpbgTnYZfBjHeMqsw1WyQAmT2WFcWTLp+IfR0OmUqRP/SvjJjlP4us8MkRCaWZxNSdI1J6tck99fyYAqZPb59d63KrQ0ZwBCItST8XNDW74X4PlCW5cRw6NgcVxurgw0OjUvmy2ViTck680y31P40DWDs/2poxh17ox27ELINpZO3r3PFWjb5vGixKCa+ro22uiljdT6m6zoEpruYc98Znf5hjpG6F2Zd7c249dZbvTRmdnYWW7duBQCceeaZeMQjHoE3v/nNy25z2S86D3rQg/C9730Pn//85/Ff//VfMMbgwQ9+ME477TQo9zB46lOfuuyOrBbOP/98nHnmmTjppJNw8skn4+qrr8att96KF77whXusTxkZGRkZGTuF1WBk7gWMzmGHHYY777wTRx99NI4++mh8/etfx0Me8hDccsstU/VC07DsFx3AamAe97jH4ZRTTsFoNOrVv+wJPOMZz8Cdd96JV7/61di0aROOP/54fOYzn1m20aF9U29Ahuy1IaJzEPlaVoBjcZilKUs7F83+FTwvDCRz/CGS9dFiWdi5bcCxIi4CKxRoxNGai+xHo9BObbVBvpYVAsvh9+uq/7ZZHRENuerYkdeL76PMzuAx6oiAeyKfCOzL0QeZrdHjcNrShCinGWoGVttgtPfYMevm7Lnj+fu6tlXOiYCZEaLsIGZyqgp6MoFi9+kZl6Xi9FJ2nyHSpKLw42Gaxu5POC4Tkc244cjc2IiWNQqeTSsKUOFYJBGlekYvGoNEizZl7EMl6M7BRLKy/acKviZGG68Zi5i1NAOlxSw5VoKj6qYBNQrGZyoibO+9hFx2i9D+9Lniht2YwL7JTDnJLrCzb1IZ3Otc0mOR2wExS9nwGFVAXUNXNcB16UTWmmd4kei8JBvWNCHhSbI43D/H7jGzRqVjaCQT3GjH7FidCpGyTt1NAzO/YLs/O+P3S8bAgEC+injKxnVk0ZkeBsSxnSgKmKHV4RgiUNOAqqa1LjEDrd14NQ0ks+MG2DM+xPo8vp9YBynhPbY6+qjFG0KHR06fI3iKLjaVFFnmaDdgNZ2R92b87u/+Lj75yU/iN3/zN3HOOefgZS97GT7ykY/ghhtuwO///u+vqM1lv+horXHppZfiqquuwv/7f/8P//Vf/4X73e9++LM/+zMcc8wxOOecc1bUkdXEueeei3PPPXdPdyMjIyMjIyNjGXjFK16BX/mVXwEAvPCFL8QBBxyA66+/Hk960pNWLEZe9ovOa17zGrz3ve/FX/3VX+F5z3ueX/7rv/7reMMb3rBXvOisCoyG0S6qcPPHnjar6xCRkWV8bCaFzS4wc7Ogmh2MQ5aEZ0aGw+4MHm1C9pX73VcvHwTdB4Dwb90AVdWOyrr8I6Lf4KKgEAExs9AZ/TdhnVZzi+hxWp4ZYv68ld3T119G1zE5jxsMByhmZ9D84p6QNQGAto9htmyD3rY99Gn7DtD8vO+D9/lwlaVlLSKUNmLGZBL/hgJcTdqOQ9BGGa1BfJ34cQp1j0iVlt1Iah+ZqrZR+6AEyDk3VxWopk7vEdeY66tY1hdldq3Lm3RoFpjlAxoQMz1JW53ZW+nyJvxmTKIxYfaiy/k51VfwfdQXhbt7jDVF0W+yBpSshcaeN7I2nPAk4utbVrY2yTZKaOtkhpm/foBeXyBfcd15zAAI2i6jbT2u1LuJ2Skek6ZxbbrrGI1lOUejWD8kmd5GMFeC4fJt9vkX8RhKFk8bmFEBMyyjTFCjXMarzCibJfu8nExgJpVlasoi0iiZprG1w8Zj6KoG8XM0rc7uj4taLE30HONrUnh+mZ6/I3iHaOUJrRaT2sd0rTb2kamrBzzgAdi0aRMOOeQQAMAf/MEf4A/+4A9w55134pBDDllR4fBlZ129733vw9VXX41nPetZKMRF9xu/8Rv4/ve/v+wOZGRkZGRkZCwCs0qfvRx9Opxt27ZhZmZmRW0um9G57bbb8IAHPKC1XGuNqqpW1Im9EaZpwlu8y2roijjZwdOYidXBDAZ23pvhsh9gmsBeeB8GHUenUhugC8vUVLWNYnyVYY7GbJRnxmO7jnDs7NO18G/Ge/bAapC8TiJEQSGS7xsgGX2F8Zg6piK7y2jlq493aj74ONKsF//dRdmSFXKRY7FhPfS27TDz83bV/TbAjMchIo8yjxorB2BNldNC8Lk1TQOMJ8COeTvGTovBx83z8yZ1lWbmwjtks7tzCA7838zIAdE1Rqwz0YVjQRq0qr2L/cVePe1zsWjGVsrEpJ4+rUiqCRFv1/IO2Ajb6plIRP6REy9DMG22W202K8oeE9eCb7+uk/V5nHVgbfhaUmVoK3SYN4yP3y1Xg9L+XbAuJ1yn3iOI72tmXaTTOjsz8/XL+3DtECC8tpIMH/6TPZ8aDRoYmx1YFPbZYIyta+W3EcxvQTBQIDKBEVHMbIh7zw9eYMO6MurI6aQMkW27IFBp9XhUu85qud0wvvdl9lpS4R1GB2bHjX+Xo7uviM5tJtlcvMyzOH1sJMJ10Kqxl9wGu4vR+WXX6LDrMhHhla98ZVTuoWkafOMb38BDH/rQFbW97Bed4447Dv/8z//cEvf+/d//PU444YQVdSIjIyMjIyNj38VNN90EwDI6//Ef/4EhJ+bAWsc85CEPwQUXXLCitpf9onPxxRfjzDPPxG233QatNT760Y/i5ptvxvve9z586lOfWlEn9np4pkNGzI4NQAEa2GjI1LXVZaROpVVlPxzFOQaG5+SjGliCtTF1HTMZSmRrGQNUGphUjoFI3Gklq5NU2w3Ljc/6SY8V4OhboCN6j2tPxUxAlLGTjmU61S6yl3o9TITjbMTkyGMmAmZnoGZnYJwmR999Tzvyh9OpJJW7Zf+NNrYaetPYrBpxTO0xaLwHjoXL2JPHlYIz6DAACh3+9hF3sSzX1eVmjLTWTz1TOn5r76Mvmm1niVm4Yyoka2IZgPS8R4xeD50dRfVJZmCqwUmPoVdbJv2j/P5l1qXYl+hvCstQID4uZqmkbqWvZlLLw0eDtGr7tiibyWQcq0tNA+Pqv3kPHSA8dxoNDFy7ZLcLehvRbhGPJzVuW1+XK/ZUMqVgUvheZQYb7v4Zs5t145kqM6lshphgS32z5cDdpzYDK7BqjWBJeeXFWcxONid5XomNQ/u+X8XU7MZditVwNt6LnZG/+MUvAgCe/exn46//+q9Xtbr6sjU6T3rSk/DhD38Yn/nMZzzF9L3vfQ+f/OQncdppp61axzIyMjIyMjIc9hGNzrvf/e5VfckBVuijc/rpp+P0009f1Y7s1Uj0D95rBjYKsB4qdchGKBQwdnqlyQRmx7ydL+/KHhEwha2FE/bjsq/YcVRWPC9LG1257JJpuhzffmeF6fg4xcrCV4f8suntt6toy7ZDRhfPmQuX2LT/0oVX6HIojbbltlK/U5ag/TbYxevXwtx1N/TCOBxbH/tB7YwzPq5Uy+KzcVTww2ltx34rCPq1qP4Y9zvxavGV0rtca/u0UFP0Bq1j6GVo0NI0yDaWg1al+ejHpWnKWr4yoUG5I/vpIZd8NlXSH6M5m6wjyk3coVu+K5EGyvXR6VYi758kE5KKwjp4E4EKDRTBYbnruHsZLelt5bgm4vVZ31OWNqOPiyI6/5xoN6W7Fl0GFv/OOhu/bw2gMPH1yMdZKtuOJz14u7AtcYbXwth6UTn9Idft8yyXzORiZ3pyTIa2IpV+/yjpPM7X+SJMZvps74PQarWfBepe8QKxL2NFLzoZGRkZGRkZuw+/7GLkXYklvejsv//+S3Y/vuuuu3aqQ3slhG4FALyjMGCzCoYDG6m5eWbSBtAuUqtrG1GJjI3OTBGEyNb7SjB8tK9sjRruBxGIM92mOcdyu0SxboG1QUk2kv1T+Ug51Sd1jY87gPhf7qf3qEHi9aLbEZfUJUzT5KSQka92mSFcVX5Qgg7cH8XCGM0dd0KtWxeOx1Uelxk1lqELzIf0VTHaQA26sj10N4PBY1OHMfLpk5PK+uVIfyQXqXsdBvuxMOvTwRIEbxNytbz43IbsJ5tBFg9Z299IaJNk39PzuYQIuIvdsmhsVI4CngmRdZxS9PmbdO2nQz8W66aW1veorSYej159D6ngNdWn/RC+QKQcY+dcyz1SPRr7Ak3JaCRSMPK+Yu0LZ3XxemXpnduNuM9MqYDSgBoTEROmkBqbhLQggmGvr4JgFEFVWlQ5d8dQA2phAmzbYdfdvsM+J921T7Mzgc2ZXwiu40C4f32m1xQNGRCxORHL2sd0iqxZv33HtS7PudQvLpfh3GmsxtRTftHpx5VXXun/vvPOO/Ga17wGp59+Ok4++WQAwNe+9jV8/vOf3yOFPDMyMjIyMjIy+rCkF52zzjrL//30pz8dr371q/HiF7/YL3vJS16CN7/5zfjCF76Al73sZavfyz0BUuj2CIkZGT2ZQBUKxC6kdQ3ML9hsHcDWmTEGat06+91o0KSyGQap9wY7/CqKfDNsPRrnKSHrZrFHCM/Lp6xO5ChMQT+gmaUg66EhKga7P0L00sfqUIhsgCLSQXRmQSiyUbwcT1mXKGVqOCNJZrhIXUufpgEQNYuqsJ1zqlYb1jsWp4m38d44DYz0R9LG6SrgIz4tPHcA2MwQRVH01xn5+3PLGgeKj4mPQyNostgt242RrWDPniQ6nHdXM8m21LR8kLpYDftvj9MsEPkr+f5LLFUrlI4D0OHJg1hj05PdlzI00/Zp95OuJlgWwdLJPk7NRuvtf5fHVnxfkXI6IsnqAe3roQupDg2AP3eFu09c1pPX5TQNCAPvo0OuThQWxiA4bY1kZkqEe8LAszJGuX/lZVoo6KHbzi0vFEE55pJqDbVQgSbuXnHPKrNjB2g4BK1dY9nMsoSZX7D9NSa+1wHvd5Sek96MPgTWmAo+l3HduBShrfa9INdva3vcsRrqTz5cTazC1NW+yugsO+vq85//PB73uMe1lp9++un4whe+sCqdysjIyMjIyBBYaZZV+tkHsWwx8oEHHoh/+Id/wMtf/vJo+cc+9jEceOCBq9axPQ0b8aE9zw60onbpLWGaxvpYcATTNL4CuZ1rdu0PB3EVcyCwO5zZoAhE4hSNJ6EqeuLAyvvr8pyxX5UPWHzkb4ytiZPOO0smq4fVEgPl/k3YkYTN8fW12EdF6pK0jmvYsCYhjXBlhlXjBRHtqtO8ru+P8YwHV4snzvppdNC1IOhzgk8SH2ab/ejUvETrI13BjrWLUMnYOmlRRXDPziXbyjFitstpGLj6NiFhGrqy32zn+vsojiVExHJTOa4dTE+P42yqcWttJ9tDP6vS5fgctbXYtSpcrS2Ei3OPx0gXO9fli9TL4onfPZOkO/rb5UbO/U2yDUmpUO3dZXryPUMogMGgzfBK5sgYUNWABgUMCq+z6fLyMaXzg2IyVVl2x5TMvtihU43VgalKQ41r0HwFGk+A8QR66za7blFY5ps1iE3CrPo+wt/DRpsWg7Yk3RUp4ZUlPHGAcJ1CnJcEi/rl+HO1bL4gYzdj2S86r3rVq3DOOefgS1/6ktfofP3rX8fnPvc5vOMd71j1DmZkZGRkZOzzyGLkFWPZLzpnn302fu3Xfg1vfOMb8dGPfhTGGBx77LH4l3/5Fzz84Q/fFX3cMyDlM82magJclOhZEq6y24iMpkEZMwouSwtA7M+RMhbM8PhaNzpEaaWrEjwYxHodbqcLzKKgsNe7qyJtmLlohAbC+94Ehmda9pWvCwUbdUduolpZbw2f6SGHUcfR8VLYHL+xif8FovH02S86WS9hgKy+RmSzSY0Rn9uiEOPgtisFM0LKOmRLLOJUbLStX4XC1n6yy1XsIZQerxZsAp9PrWDIOL2P9YZpbyvYHaPD8Yh2ZL+9G+1SRAEddYSm7b/XbynxKolRxOt07Nt+7fi9ax8dbUQMXW+tLur/rUjW627A/sv6K3FNRf5FMoORfYKEtw+7oQMI3jeFvbehyHroOKYPLpNJO3aZZmf884LGBEUEPSotq8M6H8fgGIJzWXYaHf6OmAAj45YTgRpt2aJJBSyMYbbvgJ5fAAAU69dZNqcs7XXOru6Sle5Ceh7TDNHWMMesWprt2e3OPp29brFIfYzpLkJOL185VuSj8/CHPxx/+7d/u9p9ycjIyMjIyMhYVSzpRWfLli3LsmTeunUr1rkso18GtDI93Jt8FN2JarswxusnWhqcmYFfx7I2CWsh3X5LF3VXlY1+Wm66jtEZB+fTiA0QwYlRtk4OZ/MQZ0pFbSofTXdmuUR+Qh21jFoRlwiZeliX6PiBNpsjqyR3MR0drIlncpr+6AxE4hwlWV/u3Jiqtue5VCFDzrFg9hAFC5NkgxmtLXMlfWDSKH0a5LFKVg+CfeaQuk9LIFxfmY2zeiTL+tjq8ZzNJbQk5Lx6uqLezizEjuPpcBNfFIuNyRS9kf8a1SUCpmWVhd126GWW6r2yEvC48L8pA5qumzIWUscCx4pytxHuIdIKBtpexwBMbbM9FQBau8a6hy9UoEkDrB3BqCEMe14VrM2BZ3F0AfjsK4LNxgKgaoBq45fbBky4jyYTz0LScGDZHK7p5xggY1x2I/VcA3zPdGTJdV83yXmX16K8rqe4iYesucBwt8BsW8ZejSXdrfvvvz9uv/32JTf6K7/yK/jRj3604k5lZGRkZGRkCOSsqxVjSYyOMQbveMc7sHbt2iU1WlXV4ivt7TAaxgQNRpxxMbRv/jITy1XeVbOzgCgvb+vINCFrhutWNYneBhBRjoqqmPvfJENRKFvNnFkcrW1kJ7Ixoj6gsEGOjP6VDcv8HL+L4tMIhTOO+qucU/RvWIUjL92OSv1KJny6kDI7SSZJVPndb+J0Bhy1paxP5C7doVPRBoYouIEbE7sX87ZJVWoAcTV5roEGp6lAAyoHYXwd60WstwLC8aXMlfDLCRlnYh32RoKMQMU1y+eIs8pcppnia5XkusqxVYKNsj/E173PVANgnObI+Sq1mI/UHyWpadTnMhvrInYycu7R50hdGi/r254UxRmCKROYLov2ZZwvkolZS18bitrX6lLcd7lqORA7IrNDuPCQUQOy17/W0OtnobbMA/MLUE0DmtRo1s3addcOoAfWQ4cMH5v9zsu1G4ZywVhWh4+NCKYoIo8wGgj2lJlo1uSUhdUKEoVnUVX5jMgW05Y4eEv/o5bTsV0heZbKc0btZ2JYUejVYoZaZmqavmfXKiNrdFaOJb3oHHXUUXj729++5EYPO+wwDGRxyoyMjIyMjIyMPYAlvej8+Mc/3sXd2PtgI7xkIUcKLrr3ka8xMHUFNTtrMxpktGKMY3FU+N4EFgZladcHxNy9CgyOdwvtqO6ra8cOOdfkLodh1x4VRcwK8Ry+DE4B76vDlcbdYLTb7HDJXVIdoYQNgGYvH86QssxXlFnUdUyccVIU7ahXZJfZP/oitrgtj4JAhQLQ8bIuqs776uJ17TPqaDiAclXTUddA6a6DiYKeX/DsGJxPDzsv+3pg7BDbhdT9WmSPeU+gRE/V0skwgxG5Hk+ZwY7qO4nMnxSc7SU9elJXawCtSuWF05gIpqpVa8t3Jcl6gYjifR9iZnFqPaLULbdLr9HL7sTHY1hD17Vqqn/i5dIVHYjqmPkMzR5HX5LaHefMHmnZZD/5XqpqO16TCgaAumurzYqqKpCZBRUFiq3zdjOtARqhGbE2yd5G2jE5ugS089FRNWDIgAygauvPo8YVsGMeZodrb2TdmW2GaOOdyqNnmqLYP2opzx0xNj77seVw3YRHeWc2J+LvEqyzaz3v7P2727GPMjI7i1y9PCMjIyMjY2/Hamhs9tEXpd1nApCRkZGRkZGRsZuRGZ0+GA3rzibTDQMNz3Q0T19RkYhKCzFVBTga2sRTNF6YyRRtEbbhaSueKklpXC/iFdSvNNWjZDmbdMGK/CylTaEMgeyTgpi+ak8XtCDTpqPxmwI5haVDqGKMseUZWHxshIGgTDWf1m4X/ez7mohh06Kacvy69uWmqgDYAoVlCVq31ooteZpgUPpinORS/2neFlQkNgdUCCm3rrihbVT3p8Wnlv6uPzx9ymPup8empWO7Yq6maUCkXLUTea2rIE5HUrC1zzQyLdo6DV3i56hQLNzUW1JSIk0nT6Yr2r9396dV6mQp4OlAMq0Q0U+1SnuBpYLF7CwgBkBEvvAuT3PyNCIX3I1S/+UUlTTG5GlrwArPjYZeGAPz86Bt20GjkU01rypgSw1y0+hFrWEKBUMDW7yTCFzok6etjLtkm6Et/1BUCtoZEPpnHRHU3Fwo+QCE5Ay+x7jcDYowzayUK3vRqrPSfV1Hq7SnInmqloyYUk2fkdMbnf77bkAWI68c+UUnIyMjIyNjb0eeulox8ovOUsGptdEyIUjkSB6wEb8UYcpSBb6UgxMZax0KdTbapZULVki5/E4f2enQrtZWCFvXrWKeMt0aiixjUBZBJO2LRwqzMW1CYUgFAAUIbDA3bWi6BL4JuyPLQaRIChsalxZLTvRtigJsjkc90ZwxOvzm2SBxV3OUV4jzwv/K1HGOrn05haSfVe2t6tXaNcB+G2Bmh9Y6n0s0iP0SR7JlCaUIevuOwNhEpQnc8ZUlQDrY4cvomI8t6hKb+4nlHcLwNMplVsAWF9Ww6eHBAHFJjERqNCgKxNoBSlKviYIFAhCl1HsGCei0OBAHkoybSGPvZJo6xOpAxFa20st79usZpgZe6G4oOR4hKA6bLs5u+muXSRkgKrxLxgnIZfkCb1NAvh13dKHQsLCpICKYurZlR2gAmhlBb98BNSgDazoe+7aKrfa+mGwYWAanIOjSfQaAZu9Tsr9RA1BdQlUaNChAgxKkhdUGkDz/ELM6UhjM92FXWY4Odq/1DEqMM1sQLDJMSICIzpVg07tE7S0j2Yy9FivS6PzzP/8z/tf/+l84+eSTcdtttwEA3v/+9+P6669f1c5lZGRkZGRkhKmrnf3si1g2o3PNNdfgzDPPxLOe9SzcdNNNGLsIYOvWrXjta1+Lz3zmM6veyT0Cx+BEZnhp1CBTOiuRTt408GZuPO/u9TY6pI42sNEcp1qWBWBsRG81PireHjpEOGyvPp74wnjenIsUMBSp0VwuYjGwgaBr33CqN5K0X3REUEuESc0M/Q8ySnMRrDY2dZYN+wAYyWglfTfGlblwa3bvx4QoktP+2XwRiI0aUzM4TcCO+cAQHLgBev1s0GUUzpSxaTyzYwacJq9AhbI6iYUxzHjso0dT1cGcsCwBaizzlpa84HMi+wQsaroX1hfFI9NCh1O2YaTn3Kc083UHhPIRQKfuIWI/fJFXFWvW+s5dhxanXYYkjexNrAdrlV3g9pJ98nhKHY83yQzXMAG+fEGnhirqvjjmHgsBI5kIZlydySPIaqSMP9887o012/PnI+jLiFTMErniwqZpYLZts0OxZZvVGA4tywMAaDRo6w4URCiHCnpAaGYIugRMYdmcxq2qS/udGoKqFdSkhBq74qFEtqgoM5SeWVXBQLWuHQMlBkKF86srg9gyoEOnlXyX63SW7EjuFyIztfyEZfIa/z38uxtTzPPU1YqxbEbnNa95Da666iq8/e1vj0wBf/u3fxvf+ta3VrVzGRkZGRkZGUBvSYflfvZBLJvRufnmm/HoRz+6tXz9+vW4++67V6NPew2ijA5plKbgM62grNU/6tLqNwBvxQ7Ahj+ssaibYDLHvzewlu0AYJxexhWP9NblnIU1tkwAABslAU57U1oWgSOOQQnMzcbZO0b7/RqjXYaDi8ZldCm1O6zVcKZ8aRZWCz26inSbXlYHCBk3DWwEa7RlSmQBzbSvSRRvOvoRFQtlXU5ZWCaHtVAAUCgYaRHPmpvaja82oAP3t/uZGcAQAaWCcW1TY1k3qmvQuI7HljVYa6yxJHH2CRAyZsrCn0tZrBGytIdkcuwAR5b0PuvKfvHjaotvVv63iB2RehtXvgLGBFt+VzZClvMwpEO2kRtTny3Uda66mB42iVPtUiS+nASajuMRbSSFYFNTQs+CSf2HLLsAxOyWNgAKe+1p49eJzBiF4aJnXJJMnmhsgPhaXWq2D593zkoyBM6Y82aCDVzmXBWzRkq17wU+T9y10cidAwPabwPM3ffY5YMBMKlAW7ajVAqmmEU9qzwBZhR81hV4iMj+a0qCHpVAY+yQNzowOkAoAeHH22nSChW0Sk7H48sspEykYGRaRT6xDP2MHEPXtyiDjv/096Rl1UJBUZu5uie8AzOWjmUzOocffjh+8IMftJZff/31uN/97rcqnUrx4x//GOeccw7ue9/7YnZ2Fve///1x8cUXYzKZROvdeuuteNKTnoQ1a9bgoIMOwkte8pLWOhkZGRkZGfc2ZI3OyrFsRucFL3gBXvrSl+Jd73oXiAg/+9nP8LWvfQ0XXHABXvnKV+6KPuL73/8+tNZ429vehgc84AH4zne+g+c973nYvn07rrjiCgBA0zR44hOfiIMPPhjXX3897rzzTpx11lkwxuBNb3rTTu0/FCt00AqAsRFUo2AoFG4kwDIsHLHVNqq3EYEOehoJr9WoLFNTltZbxRgA1vuC2RlfKmAIEdGboN9w2h2q63hemhR8GKoFo9RXUFOyOmJuOhqHJLOq5V/Rk8Xio61F1uPImXgdRTEbxGxDUQBIMs26oI2N5DnqTfQMcSddZK4AQ8rqqEgB69bGRUG1hoHTNcHY8h68vSy5oV0EzoUW3fVgjGBFAKcZKoDhwFr1T6rAGsKefz8GCu2MIjdmrSh3sbGJ2uBIOWR0dbJw7romnzHTZlI8uyKvsfR6Y1aHj9GNPe+fhE6mFaUn2VZdZVBaZSeSPrb8mXhcSbJKCPoY4RfEehdmfgOLo+KMLKCt4ZEZaz4rMWFXAc+UuRVtO42Oz4nInPNjwBlO0QHHx+oZ4qaBmV8IxTerCpidsd28/S4Mzf6YrF+PepbsDWnlfBbuUcWsplE2CwulghmWID0TNILsDyY8g/y9yOVgAMvwyGxNtJ/DaakPw2VVovImbvzKJAtUbGcz+ey/ZIowuxOxsY1nlQLjs5u9dbJGZ8VY9ovOhRdeiHvuuQennnoqFhYW8OhHPxqj0QgXXHABXvziF++KPuJxj3scHve4x/nv97vf/XDzzTfjrW99q3/Rufbaa/Hd734XGzduxBFHHAEAeN3rXoezzz4bl156KdavX79L+paRkZGRkZGx92JFPjqXXnopXvGKV+C73/0utNY49thjsXbt2tXu21Tcc889OOCAA/z3r33tazj++OP9Sw4AnH766RiPx7jxxhtx6qmnrmxHPpJMvEl84bjAtNBwGKIAMQdvmib4rzRNYHyaJmgzABs1FIX3siF2NG5cZMbZWtNAjtlICypyZoN3aDYA3Dy4jCalq6pos7e4ndx1Oi/eEfFEv/c503YwRVIbAsA7JRut7TgRwSjdy+pEPjthYc+BpBodDZQFzAwXX40zoUhrGKVglAIpY+friWBKFSLxhpmjWLdDUMHjiPddKJCaA4oxjN7hinXWvnhjVEhSIWQQOS2LZMtC9knT661DKvbRSbO53Mq+PR9VaxX0alJDxMfWo9ExjmmwOqA2AxO1URQuk4u8Tiw5CNePNAtvaQwWyX2L8xIycGJGymt5eOyKMN6WVaidlkToy6R2SGqVOKtOo9dt2nUyek5Q0wQtII8B90meDyBmfXqK33L/TNMERgewOhrnqG4GBWDgvHJsIU9Vxc0Zx/LYf+31j1oBZQHSbKM8afelKEBDx+J4T7GmxSJOy/SMCnmy1xKpsMzrxijZpvAMEDNCFFbw+qXF9r9bkBmdFWPFhoFzc3M46aSTVrMvS8YPf/hDvOlNb8LrXvc6v2zz5s049NBDo/X2339/DIdDbN68ubet8XjsU+QBYMuWLavf4YyMjIyMjJ1ALgGxcizpRef3f//3l9zgRz/60SWve8kll+BVr3rV1HX+9V//NXqh+tnPfobHPe5x+B//43/guc99brQudUSGxpjO5YzLLrts0T74tmQE7KJZGY36uduiCFlRMBGLQsMhaM0cUDdo7r47ilzUcGhZIakdabSdL3d6jpD51c7eIPalGLpIjOfFuR1dhZo6QD87JP1bZPZVlybEH7xgZxKmZqp2J82iabn6Fu1t+qANTE9to9AZ0/anAeKIujGRTN8UBOOiWtLa63DIGFBjbCIMOYaMt1GWzTHKHfugAGoXaRdOo8NpK8NhfK4YZQmlFMzCGGZh7K6BKU+qJdZuSrUOkQ4qrNTOlvOZdyGTy+vV0n51+dkk3yN9T/pbnydN1zGapB9E9nikr4zv1hS9jmBGAlvSwXCmx8NaIpH55n1udB10ddy3VLfDrM5S4FgIf3xA8OXizD/JHHVp4aKMtYQJ8ftRwKCEnh0ARKjXDgECVAOUYwNTkLeeshS0k7nwZczDo9BOeWlpolzWn7i+ZRah7Xo3Gxn9JjRVrd9FdpXMpGU2k9tkVgdw7N0UJ/fsinzvwZJedDZs2OD/NsbgH/7hH7Bhwwb/AnLjjTfi7rvvXtYLEQC8+MUvxjOf+cyp6xxzzDH+75/97Gc49dRTcfLJJ+Pqq6+O1jvssMPwjW98I1r2i1/8AlVVtZgeiYsuugjnn3++/75lyxYceeSRyziKjIyMjIyMXYw8dbViLOlF593vfrf/+//7//4//MEf/AGuuuoqFC5SaZoG55577rIFvwcddBAOOuigJa1722234dRTT8WJJ56Id7/73VBJRH7yySfj0ksvxaZNm3D44YcDsALl0WiEE088sbfd0WiE0Wg0fecJyxDmcouI1TFG21pFRQHAMjqsyzFVHWpO1Q2M0baqr4wMS+cmKiMyzqiSbA7gHU/9cvb04f1zJgMsIxHmnSnO8gG8m7BR2nua8LotTx057NPqv8g6NLw7IyNJFebSk+072ZseB1xiH6CmcZ4jJvpdbuv9g/oyzQDri+Mys0zB2h+OhBHXsvJZQe5c1dTdlu+yy0ZpCtsG138aFFbPIPttjK0XNDMEbdlmM/L4OJcC6f8ULWc9iTg/7pxFLE8SEaeOwLyO36bxK7f0a2GDblZnGvvjdRodFanjvroo3FDwofLMnbtW5H2hkvFG+7xG/WHPli6PJtbQFUXQ0ZmgV/O+Qq5vUTYa7w/o1hUljuZEyrGWRdAN9XkUAU5jkmjb/H5Ni5UO69mMKT0zsDWuBo7FawwKDegC0KXbzulySBuQS2CKGS+xD0Xwju8MHj95nAX7J7XRzTSKc2wb7dzWbWC1ZgNaZDV3fQutz56sb5WnrlaOZeScWrzrXe/CBRdc4F9yAKAoCpx//vl417vetaqdY/zsZz/DKaecgiOPPBJXXHEFfv7zn2Pz5s2R9uaxj30sjj32WJx55pm46aab8I//+I+44IIL8LznPS9nXGVkZGRkZOyjWLYYua5rfO9738ODHvSgaPn3vvc96KVUPF4Brr32WvzgBz/AD37wA9znPveJfuM53aIo8OlPfxrnnnsuHvnIR2J2dhZnnHGGTz9fLmQ0nEbG3iGYtQEctWs391zEWSCmqqEnEyiuI1MoEBXBHZSjH66AztHPYOC9WEhrYPsOG9kDYT4eIjKVEWlV+0iOagq1k7qyTLivDf/toiNyzqpE1ptHVrXmGkKpBsDoKd4twn9EsD59tWjEgEcaBLuoQ9PSx3aICN4AMaPF23O9sdkCzdoZmNKNb61BlXbuyAZUi+gz0WlQukypMP8vz0+pLIMsGR1XE8twZKpdigtgq0APh64+Vsq0JNoKTNM7AXDuulF2CgD230ka6m5XficVZcf06dckK2LHZspvEp2eJ+1rJWhjiCUj8D5L3A8yQKlixrOrUr0RjA7r69yHuliqwgTnaMfq2L8R3x/c3lLDy07NIbM/FHQ9RWB3Iudlvt+n7c/1hwal7TvXyBuU0DMl9LCAmjRQlYaqrTOyKQiqAQpOoBrAsToEUxibeaUo1N8qBKs0GIRnZKPtfacMoN258A7hpfdPSpmx7rGKr3WfDed/FloktK/lvmWeLXSePlw5fo8wO3nqasVY9ovOs5/9bDznOc/BD37wAzziEY8AAHz961/HX/zFX+DZz372qncQAM4++2ycffbZi6531FFH4VOf+tQu6UNGRkZGRsYeQ37RWTGW/aJzxRVX4LDDDsMb3vAGbNq0CYAtC3HhhRfij//4j1e9g3srKIlIjWM8fPTno0gK68sITfhrtKIx1jlwjSv20SiKUOmct0s1B4D9W1Fw5ZURqtyP3DfgM1I6PWdc1CgdWm0dLIq1Nyha7EvMfIisGR/pdpfRlq6lxFoDT0A4/6K+ukbpbz67hdNDHIvADtKe1XKsjSqgB2SPVwGojdX/SH2PRmAu5LHyRzBo5J1qAX7aSE0I1bbfelgChYuGud2ZkWWLthKg59s6lR6GQ7r68jGSdI5t6XcCuxNFyD3ZLFG065epwOoUFJ97iQ5H52mZddP8mfg6sRockVGo7PVAjgkwQNCqSVaHVFy1XuhfWp5C8jv/7tkeVx+srkGNY3bYAyg55sjBGOis2caQ92UEWZW9pUljxjccg3S6jqCNPf7hADQ7a5fNzUIPCxhl9TmmJF9mC9qSjap27Sqy2VYE6ILsuoWyTA1gvYT8sVDog3Fj2ohxddod0jaD1PqJMSsWXMHbLHubRY7ql3kND8LxuywrqfFJ23ADt1dkWAWufefa2Bex7BcdpRQuvPBCXHjhhd5zJmtgMjIyMjIyMvZGrNgwENg3XnA63TBl5Gu0M6QNFbYB2OwqhDdoagYAz4MDwRU5cuHVlmEYDYHByFfSpnENTCZBF+P70fN+nvpndGUZuWwq/zsQqhjLqIizPDhqTPx17DAkkWYR62jauh4V+bEsCp4bj9yRTah91eduK1kfWd/HOM2TcjoBZbzegZSCmhSBrGk0yDE5noHxUXhg1HzFc+2O3bjK3+LYqTFBCyTaIUNB5kQEmKD7Mm7MqSxBMzM2CnWFas2kamkP3EGA00ki76cGwZ8k9VaJNA4d3kVRFXRmM9pZWnxepT+JR9e95Osd9VwLqW9Oh4+Or9YuM81SDRBgGRa/PuB1bYQ2CxtlCSFmcNJ/JdvT6KDTqeuQkQUkWiYV309OL5SyN/5eVOSzI8NhSb1OwjQyxH0e1a0DonGkYmAzNp2OUM8OYErL5AAKRpElQnl9MY1CjuHh77ogy4ZqBRhXZ6risW1AVQPoJjA50guMj39QumeRu8cbIEqRShhHPw5diO4NCkxjwk6GiuQdjKHYZ6vG1jRvq9VEnrpaMZb9onPf+953qgHfj370o53qUEZGRkZGRkaMnF6+ciz7Ree8886LvldVhZtuugmf+9zn8PKXv3y1+rV3oS9iSBkJ1tQ0OkRqMyMbKQEhUjROG5JmEYjIxpSFzc4pFWihAsYuxaGvGrSvMO72oZt2FJpCsjo967WixnTbZJuuStEtZkdBsDodfety95WsDoPHn3cZ1XgywZGW+yBdaLmys/TeASzjUjVQ3F9j2R7i9WW0zz5FchkXNnYaCeNK9xBXr6+FpoWdrNGdGWOIQK4KNHQBDIdxZpeoUJ+OpWd6WJ8SBcOESBeVeu60WIyE/RHbhT+1Y4tUqx6Ub7PTr6W9yDbYjrq79tt5rYg2Wtcj6+kAO37+EVjE/xcQGVkmyVyi9N7zzueO2jDKsnBEQKGFriS53xLnZhIML5mO8Uo0T5LhMejQ7vnjCCysXR6PqWUzXF9czTUzLKEHCrogKGN1ODCWvTGO2iHH2JGGrX3l7iNdEvTI3fPKOh4rd4zKGOsQzvocnfSVNToNLJNslGVHjXH7s5mbsUZyir5Ldzyf3LVl0Ng2U+YxGRu7nTxHgVUkRbaNJdpbZewZLPtF56UvfWnn8r/5m7/BDTfcsNMdysjIyMjIyEiQp65WjKU6OiyKxz/+8bjmmmtWq7k9j04PkgSKwgeWATC109MwhkNgbtZ+ZmfsHPhgYDU82kX4/OFIrHBsDrMPXkOjfPZVS9/j+ySyTkzyiY6PQrTns0/EsRiNqKr5lKwDWVG7ewWXAVIUdt3C1eGSY8x6p2nwFaLbGpF4NZftwXXE6jr87T6mqoO3EEfjTiNFVQ2a1KD5yv5bu+/jOvjoCDaLjIkdmRO3XYrOgzvnvH9j7Hn259UyCEYpp5Fwn4HzWBqUVq9TaeFgpAAAlMdJREFUlvYaEtdfclJa40qKoAYlqBzYcyE+4HMis4/Sdju0MV6zkETUXf4+dpu4Aru89qI+8XWZXid9x9laLmo+pdc6X8/+vIvsn0acX5kNpGAZlcJW5TaF1WXZc+c+SrlzwmNpGTt/TKU9f57JK9xvpEKdOj4X7HDO57kU28mxcZ5d4Z5K9EVKrMfnOtG2eN2gss8co5TPuEJB0DLjykj3Y/uhxsQanQFQjxSaGYVmpKBHhWWHBu46LviciLErxTG7Y/HHJK5RO46D7muNz6v88LXPbfDzVT47Uy2aqHwur2/P5vg6WRStu1tgdvKzTHzlK1/Bk570JBxxxBEgInzsYx9bdJsvf/nLOPHEEzEzM4P73e9+uOqqq5a/41XGqp2hj3zkIzjggANWq7mMjIyMjIyMPYjt27fjIQ95CN785jcvaf1bbrkFT3jCE/A7v/M7uOmmm/B//s//wUte8pI9ToIse+rqhBNOiMTIxhhs3rwZP//5z/GWt7xlVTu3J9Gp6E9ceTsrLGvtXFHdOjMDoZuxESKVLqriLCuGjNqM8f4fdv+qXQsndQdO3V59tkk7u6FTt+P0BpFfh8zm6BwowV5Ih9bkt6i/XDvLmNhXB/CszbIho7eu6L9pALL75H5aj45krIg8u0YuajZKOdatBqoqRMCD0taocuyBgT2nnKUFAHD+OF7jA4Rz0WhAaVDdhKwt49x8nZ7CMgawzF5prD+L01HI4wheN0A7Awsx68KaBpl91AXWpkgt2lRNjItyp2km5PWSXs9JP0J9tSkaiL7+pA7V3D6zH5Lp6YO7HwgaBipk2UkowGjhwMyZhYba9ys0SHOtKpdhxPdqi2VIzo33mSna96O2FIutpYV+9rWAv/6tv4+xC4lgFsZ2N4fYYLWZKbx3DkoC3CF5zxxYbQ4AVz7NQDXwMidTwDI4ysDUxrMJqjYwRWHvLfbGkkMqj9O5jRt3jJbVcc/dBtG5j+qdyWc3KdCgDFmwRWGfb/4glN1O3if+HMTMUQSRPUpTND6riT0hRn784x+Pxz/+8Ute/6qrrsJRRx2FK6+8EgDwa7/2a7jhhhtwxRVX4OlPf/rydr6KWPaLzlOe8pToRUcphYMPPhinnHIKHvzgB69q5zIyMjIyMjKwqhod9sBjLKm49RLwta99DY997GOjZaeffjre+c53oqoqDAZTXh53IZb9onPJJZfsgm7spUjYHB+BuoieXT4jv5aOrCg9GsAMFNSkcRF+HXQRMnNJKVtrhufaaxvt+8rcabZHF6ReRPiHtHQ6zCT1sTvAVF1OL6ZFyKlvj2QMZA2sPh8LQLAWQrfR08+UGWIfHgOXddN17Kyj4SitbkAkzhHrqQBgUjmtjGNZdDj31Jh2Vea6djoQt71yx6219Rbh/ReFjThZu6JdlkpB9vqY2IcFDRvrqdMxjikzxk7JwRXZMQCkAOdJ5OG3M0Hn0ZHRJdv2/ix9GVxyfFO2ogtL9SZJ3XHFd+8+zOfA6WE8g8L6mpRRkSwfZ93BXhNdwTuxzkc6D/fp4hRCtpSvs9XB5HT97X1/OphSub/0PpOZWmVps/ncM8G4bECaGYHWroEe+LRBUG3sdeUzrgxMCWiQdUbmy52J5MpACYIasJexKcizNsR1+6KVhBYwGivHbBPrFYUfkDExyxc9P1hDo0PtLFkHixQMdDgfPlUyYSL7MgX973D3/O5hdFYTRx55ZPT94osvXpX/t2/evBmHHnpotOzQQw9FXde44447cPjhh+/0PlaCZb/oFEWBTZs24ZBDDomW33nnnTjkkEPQTCu8lpGRkZGRkbFsrObU1caNGyPD39Vgc/w+kpdDNlSc5r+3q7HsF50+F8jxeIzhcLjTHdprkGQwEGdE8G+Aj7AINno0XMFaa+97QztK0KCAGThPHNalKG3njWUkNhgAw4H17YCLFKs61tik0VCq01kq6wO4CMokPyXR1XJcP1Pn4KWgpQOJHX3dF7duh+5jsUytaFXTYnUMEFczB6yLqzH2/KTZGZLd0dpm2NUug0aurx1z04j+yXPN57JG0OsAoFoBpba+Oa7yMzWBLbDeOswsuowUwEbmbhwjd2Jx7DHD1TjWyul7+nQGHfqcloaq7xwkEXHqUG3X6TinXdo3SnyXUrfkdL++a7p9fjvajpgVrx/hRgy4RlmrZl3UDrNAyTnfGaQuzpI9kP2QTJJ8Foh6a3CsICmyGVWCXaTREFg7BzPg54llcAByHjbhWIisbw4/Okzh1m/cNu5/yIast44aaxTzluqhhdrr1uzGiW5NHk8XBIPe+smxweHat3X3DGl3LHD6KAF+/gBo1dxLNJl2Hzr+XQHTfHhWFas4dbV+/fpdUtngsMMOw+bNm6Nlt99+O8qyxIEHHrjq+1sqlvyi88Y3vhGAfSt7xzvegbVr1/rfmqbBV77ylazRycjIyMjI2AW4Nzgjn3zyyfjkJz8ZLbv22mtx0kkn7TF9DrCMF503vOENACyjc9VVV6EQUdJwOMQxxxyzV+TLrxasv4WYtxfRqI8QKWQocU0W76bLjI5SoLkRMOOYmtLNp2tlM2iUyM4oLOuDxtiop7JZPhGDMC2rqUsXwH1P5+2jzRbJXOmKoFiP1PVbl44gadNM6U9YN47a2xoMF2Eu5ncUHZ87d9oEVkf012p3nABBm+BGS2T/VoOgsambwOoAQVfA0bccG8kqSBaDI/EkrYiIYAoDMkKbpR3LF2UUEYDCusdGtZQoqiXWysgysV6nFZUKx+V4KGOmLWJYpugbWrWdlgPB+qUO0J6lkxllWqGlDUrBTIc2jqXrYEqkNkmcg0VNOUghsqL2nRX9NjYDK7h663hsWvqcJDtJQsnjMHGfpQ5Nej+RckyM4zUHA5hh6bP/SIwxAY6lMbHsx/9tM7FIO48dx+qoxqCYaBTba6j5yrY1qa3uMO1nF4PMLGaUXeWOgWu22YUtbZ/R9q3A11zje4OzrTjzUzJei6D1zPIs4L1Po7NUbNu2DT/4wQ/891tuuQXf/va3ccABB+Coo47CRRddhNtuuw3ve9/7AAAvfOEL8eY3vxnnn38+nve85+FrX/sa3vnOd+JDH/rQnjoEAMt40bnlllsAAKeeeio++tGPYv/9999lncrIyMjIyMgQWMWpq6XihhtuwKmnnuq/n3/++QCAs846C+95z3uwadMm3Hrrrf73+973vvjMZz6Dl73sZfibv/kbHHHEEXjjG9+4R1PLgRVodL74xS/uin7sfSgKIGJ0QmXdEHk5Xwwy1gEVTiuhjYj6a8vQGNuGUYXzRBH7kv4ytQ5z5+NJ7LPTlSHU95sER9Idda062Zxp2VZp1Cl9PTpqX3X1zcj1/Lx6T3TWVaUYgcWR2pMWs9NRXdtHeYCVqbhsmagu1nAQtufAXGbI+Ar0NmPKcDZVRx0j6Trrx0xqVRRZJ12pxZBjLOprkW6Acah7ZiZVyIryOozQh3g8AgvJOgY5TqZJx9eyJLKqc6+/0RSdFKXHXaj+6N23N+1adr4nHX3gY/JV7hVaOhZjtHXxLVS71hyfK6/J6emP/E1WDl9Mj8NZms7F16gprE6qDUuv7Q4/H9akBGYn2b98BnD2F2cwlYXVEPJtx5mbzGAxUyMuXd8FRwopqdGpDcqFBsV8DbVjEmcVsiaNK753jV/Ps8RXYI98o5JrgtlF1uugCbrHhOXq1d/0gfvLta+Usqzr7sAeeNE55ZRTenW5APCe97yntewxj3kMvvWtby2zY7sWS3rROf/88/Hnf/7nWLNmjX+j68PrX//6VelYRkZGRkZGRsbOYkkvOjfddBOqys6xfutb39qjaWK7Dc4V17M4UQ2gwMB0QlHQS1Q1aH4MNSyh1wyhB8oFXwSDElQ1oLGbv2bvlckEcE6lIdvKtH0dZDZF6gEyDXJOPEXqZQHErI1sW4mQTpte1ijadeQ10s6iafmxuL/tP9OPi9mHacyDaYDgs0GBtZH+R00jjpOz0DrOtWdy3P7c8fuaWoBgCXSoT+U1P8pqIwaliOqTfchzPK6A+XkYdy/6qJ31OY7dmlYXymejUDL+ro+8nte+ADH7A8mmhQwvXh7q/4haUzw2ksXiY+1hJadF16SoUwLTi0RrZshmSqJgvVxHJs5i7XWtw9cO0H1/9d13jimRffT3MWeASaZnsWxKhnL6kfSeNsbWfzOWLaSyBIZD6/dViONyupyUBSD3SPLC1saOp69/5f6O2BzJ4OoONmcKiAJr7u/NgsC6KvJ2zOHe9/WplLh/gOCt1KFv9JqdDgaa67MZrV3mmtCcmUWy+lYJ9wYx8t6KJb3oyOmqL33pS7uqLxkZGRkZGRld2ANTV78sWPbk4nOe8xxs3bq1tXz79u14znOesyqdysjIyMjIyMhYDSz7Ree9730v5ufnW8vn5+d9itkvBZi+VBRPWwGW9h2PYaraCVHtVIVpmjY93TRAVUGNK2t/3miohQpq2wKKe+ahtsyD5ieg+Qkwv2A/VR33IS20CcSi1ojmdoJP+Umn3PowTYQc0ehWZOs/aXFCb69fhA8LalPa2NipHv6AVNy2+KTGcNG0VyLCldM3XWUl/LQNiTEiCuLiug6mf5OJL+iJyomBxxOYuhbnXMfXQPppdDB+5HF059gLJH0KO2zZh1q7qc0atFAB4zHMjnlnOyBE6lEa9wqmlXlcXRHEqB0n6pwuOKb4HE3pAyXnsJ1GHUSeAOKpWyA+b8JygIoinjrrMvZLzpM/z42zCeBzVNfBOoCnMqK8agEppOU+pkV0xe8sROZt/X0t719Z0oETE1Jbib5P2jcgCNYLFdqXzwR+ZjgjQaMolG0wBmqioSbCdI8vDS0+Bq7oJ/x23iZDXv9cLqMrsYLPT6edRZiabxWDRcdUVfxj8r3jeSieT+FaTp5ZLrmA0mnu3VQNgNyzYmc/+yKWnHW1ZcsWGGNgjMHWrVsxMzPjf2uaBp/5zGdaZSEyMjIyMjIyVgF56mrFWPKLzn777QciAhHhV3/1V1u/ExFe9apXrWrn9iikKJCLb7KYsapD9NGZTh3Skg0AzM+DtEYxv4CiLG3E2JVWKYWRsl1FtvCcLNmgnKgwLUY4LaKX5lgKgHYF8ziqnFYkszNSCm2RVrG9epqe22EuGAlhJZMgzQHT/frCmToIj2XEJo3jwo5a+/VCZFUiKsbqym4YbUCuLEOLTWuZyDljszQSdaaEAELkV9dW5F4UtuQHYCNF7huRNVSravg0WW0LiZrxGKZpQkSZmszx8XeUavDHK74brUAF0Eo370KHUeNK0Coxwugzn+zsirwmCvmDaysW6afnhVjUapzomsX2fD1z+Q3JCpFIV5f37DRxMNA+ppTNaAxMge4SHDIVutGh9EwX+vogx1lBCJQLoK6tELlQQYQsu2EAVRt7PRLBKFvChjQBMP7/mVQQYODSya0oXrkkC2KmTIvz7kTQ9rlA8bMiSvGPU+G9waExIDHuxhk+kqOVqAj3uBfVN6F9fw91ldPR8h5RfhvfX1fqJx76pV23GXsOS37R+eIXvwhjDH73d38X11xzDQ444AD/23A4xNFHH40jjjhil3QyIyMjIyNjX0bOulo5lvyi85jHPAaAdUg+8sgjoVZi5X5vhWNzDOsikjnzViQvGQZjgEllt5UmcjIq7YuQpYmcbSzeRkGkW7qoVEaGUeTYxJEoz7f3sRUphElW1L7XFrioS2oQkrTePqSlHVpsjkyx9qxTMIeLUkrF7+Qzu4WWh9ezf7S1DRzVNU0wyuqL2ruYnC4NB/+kWQ9iYBSBRiPQ7Ey0HQHBYoDHt6pgJpVNK69rmJS5kPtJU8b9vg1S3Y1kxNJSD3498a9ffykRrBuXSE/B6fDyexfkeEeRv4kYq86+dvSjtcidL9ZGGWOARpg7+vR/F8kXzjFPK1iao+ceYyiy+pTFjpPB5UjKUrAYQgeiYYUwDRZhbLvYZXnPI9LzeLuD0uroIt87DahKg+rGmpg6Nh9kQGSs6aJyz5CGYAgot1ntobfJkGaKncVY3bEU4v7uKl/hCtZ61lgjYl+8iaCi8FwYOK0XE35CFwUFpwcUeh+nz4vg++fWqYQGLx3j3YE8dbViLNsZ+eijjwYA7NixA7feeismXOfH4Td+4zdWp2cZGRkZGRkZADKjszNY9ovOz3/+czz72c/GZz/72c7fm92kQN8t0CEyMVUtCsO5SKZj7t9o3cpl85Eta3ykHkC014LT3Pispmk28Ny3tHwAt9/obn3EcqIRSVygcfPiHTqaRL8UTADj9WThyUh30cHm+LFleIM1wUaQiM4K8vPyalA6JiLJzOAMCo4a/f6ZFephLtLzv9QxlJlgVe2jXZJtcATsMoFM08AsjG25B8fWtDKi5LHbjoljibU1qVZHrtcqtdHVtrDajzVA2hsIgstJKMGeAPBZRV3oGOtW0UVxzpeMTr0Z97/jvgQAo4JuxxfwJViag2LWNB2rlJUQMIZZDnT+jvS5IJc32jIovO00bZDcf8ToCLaICBgOLaMzsMU8ScMzUWQcm1M1bp+GK0FAMfvo1jWlu4cntWV/JHvCSJjYaJlkbOUxaFdOh8gx15ZJilgdILDaTcwWeYYuHUv+U+htujK5fN+Y/W6awFRl3Kuw7Pmn8847D7/4xS/w9a9/HbOzs/jc5z6H9773vXjgAx+IT3ziE7uijxkZGRkZGfs2zCp99kEsm9H5p3/6J3z84x/Hwx72MCilcPTRR+O0007D+vXrcdlll+GJT3zirujn7gdH7ZxBxR4p/FsaUUnPBSTRvjERq+F9U/pKSSTtmqKwWVddnjhdXiF94OwH1pX0RJDyGCjdj4x8GgMD7ZkneywGndqVpgmMQqKnmMbmyEirswCfAnwxwxQ8t+4yMSKdkTueRSO6FGJ8I8ZhijYnAuuZDEFPJjaRZziINRmAjbQXxjDzCy7LL2hvgiaph3Hq06uIbaduV6jgHWJCeYlFwUUUmTViTYv7r8924nFgcNZbKyuvRzPRdXiyf9OKj5IS/jLiGk80GlE2lszKMyq5Z3ru3SiTMumPLIHBxSEpOf9dGXXNIudAXoNJRmCrT3zNjoYwo9Lea40G1YGtsWxOyD41tWVzPAvLjI5jUmji/IdYB5TuVx67azPKGJW/N9qONRf/5OuDGltEs9HhmVoUXFe0fR86PSSPr2S1ibOomqaz9IMH74f7QmX7uHYD8tTVyrFsRmf79u3eL+eAAw7Az3/+cwDAr//6r++WiqXj8RgPfehDQUT49re/Hf1266234klPehLWrFmDgw46CC95yUtaGqKMjIyMjIyMfQfLZnQe9KAH4eabb8YxxxyDhz70oXjb296GY445BldddRUOP/zwXdHHCBdeeCGOOOII/Nu//Vu0vGkaPPGJT8TBBx+M66+/HnfeeSfOOussGGPwpje9adn7MU0DYyYuQyp5H9TGFnZzc8CSvYmKVkYNBr0Da3TYpTJif0RWi2dA2F24LMO8s9JxpCkjozRKAgDUIJRxwUneZ8LqRMeTROBTnTWZAWDvjATWjVYHPUiXLkTFzFgfY9Vid4pkPbFuK9pnD6IuPcRiSNiblo6Ef+OMk74+FYXVPEwm0Hfc5ceBx5vY76Nkrx0F5TJJtMv+807SzApM0Q5E2VJphhvDtxPYBcNOttEYuIjee/AYwRQ1QcNCQk/UINKmRQ7ZPYxmX5HFFtKMnpTR6vNUcloizzb59uy9ZTNsyDoCKx1Yn9RRV0JeH6mGT3pWAd1ajzRTUu5jqaxjyuIkGZZeV2eM9dKpy3B8tVunsY7cIQNNAYUGjY3zeDLdz5FFnLGjZxPrh6jjfixU0OdowfZ45q8O3lN1HZ45PL4+C9XpmrzUyvWPE+yaxj5Tm56MKiA8y7jt9NmWs672eiz7Ree8887Dpk2bAAAXX3wxTj/9dPzt3/4thsMh3vOe96x2/yJ89rOfxbXXXotrrrmmJYa+9tpr8d3vfhcbN270fj6ve93rcPbZZ+PSSy/F+vXrd2nfMjIyMjIydiX21amnncWyX3Se9axn+b9POOEE/PjHP8b3v/99HHXUUTjooINWtXMS/+///T8873nPw8c+9jHMzc21fv/a176G448/PjItPP300zEej3HjjTfi1FNPXd4OGw3o2s4/d0UojY4iwT6Nh40SQqRJzt0z0vJEGTfaR9+maew+mNHROmSBcD0WNLHuhLU/aVYX62gMASjQG3NJlkmyFGkGVYookyvJDnLHrobDSGsif2t7BmHxSFb6aEzTOXX1VYnIe7nMTsLeROcy9fzp0o6IrC9VxPoiGo388ShmExNdFblzYJaR4Cgz3Pi7+BK7APOxyAjZrUMoIlaEM63kOWWmyVImhdvcaXaUHb+Wx86iB9ChiQPa57mDzTHJtSnX5SyxFtvEzE1jYNhxVzIhaT9SjZWE0K+1an1JRPeFuFa4b12ZgSkSJifytfIti4xJ58JNjqFh3U1Ur4uvcyjL5swvwGdWAta1u2ms1mwwcHWzisRZuotlRtS+/bvnOeBYFyjYdXqO359r7bIaOSNLMsTy74SdjcC/F/ycFvuUDOlu1upkLB/LftFJMTc3h9/8zd9cjb70whiDs88+Gy984Qtx0kkn4cc//nFrnc2bN+PQQw+Nlu2///4YDofYvHlzb9vj8Rjj8dh/37Jly6r1OyMjIyMjY1UgXwp3po19EEt60Tn//POX3ODrX//6Ja97ySWXLFof61//9V/x1a9+FVu2bMFFF100dV3qeMs3xnQuZ1x22WWdfTBcp4iMtA4J+1JkI0H22eHIIbmQLOvCuhqhP+n0h2lvG/QPjSsKzBFXE6qE24MXnjuJjkBGZcQ1qTo8JsT61HEsUx2A7Qoug8FFO96DxDFZigAq2zqflr/OFE8LCZ6HB6L+tjKhump4yQysJEOsVx+0CFq6IWNiNpDHxWlDaFC29Qnsnu36zVodmSXiNRfi3+BjQ21Ww640VcPjqzUn2/QcqPhT+Of4zXqqSPMYdLA6LUbON9bzYE4zeXpYG6lNSplE3/e+W6Er84n3LRmlLlfdaX3v6rPfJNH1eBYuuZb70MXkdPWDHwFauwruGjQWv0s2hiu6A5YB4lp9ss+Lafeky3CqYezLTIv0Tias17EvUlb7SCa4d5sGvoaYCSt2ssfUxfjI9plRd/01aIQn0Aq0fitAzrpaOZb0onPTTTctqbFpLxRdePGLX4xnPvOZU9c55phj8JrXvAZf//rXMRqNot9OOukkPOtZz8J73/teHHbYYfjGN74R/f6LX/wCVVW1mB6Jiy66KHqR27JlC4488shlHUdGRkZGRkbG3oklveh88Ytf3CU7P+igg5ak63njG9+I17zmNf77z372M5x++un48Ic/jIc//OEAgJNPPhmXXnopNm3a5LO/rr32WoxGI5x44om9bY9Go9YLFOAYGy7+wv4bAsyyAPafVgTblUUko/bUz2YaXHRitLEZIK5/PnvLe564Cr8N/HqtptJK5bLL0msiZXS0Dr4iXe36CsIKJHRGsv/WC0iMRx/SF2aOrLsypTg7g/vmWIJIL+PXbbNU4QBSjUlP5lff8Sd+PN1MRcrAaJCoYA4grg/kIsXAwrnslyQza0lI62MJvRAVBTAchPNfW82GSfRDS/LSASJWKbovvIeJityJl4TFNFfJPmR9s7TWWWdWluiTB99X0p28K8tqsX53jdsS2By5zGt7Un1ZR7uezenJ/gIQ2FatLUuDJj6WQlm9jTHWobiqbc2+NHMLju3gulmSvdEGnkspxPXHfl7peZFjlT6f+HgS3ZAH75eUZ+o6wYyq346feSZktKYO0gzhe0ZF4Z55Qle0qyGGc6fa2Aex0xqd3YGjjjoq+r527VoAwP3vf3/c5z73AQA89rGPxbHHHoszzzwTl19+Oe666y5ccMEFeN7znpczrjIyMjIy7tUgbT8728a+iHvFi85SUBQFPv3pT+Pcc8/FIx/5SMzOzuKMM87AFVdcscIGFchwhkkx3VHWMRYAQiQr5v1JqaRmDjyrE2l0FNy8bxKlc00juR/jdBzSl0d2SU7GCmfQqVkfLuoiqFAby0dY7Ezake1CSV0ZY+s3+ePi7B2OppTQZyx1ujOt6uz22xkt9zFGi+mO5HEJ3U5vRl1HpLxsp+VWFxUMGpiqAunCawqINVXahKCMx7TrnC6m5WCmcTi0WqHBIGT1TCb2/JT28eD9RToqUHs9ROLTQ8r2q62LocCgAMu3LO30JtLJ1w42J+2D6+dUdLE5K/Fekn2bUvld3pvT1ov0ZYthMcaMdV9K2fvfnXPr0eXYF1VY3V+hvObFdThuh3U8/CyQvjR8P5Rlm5GRTsqehUqeM4nTvGeu5P6jDKp4fPqf341bt2hnAqYZWxLuGWPv98zo7O24V77oHHPMMUGUK3DUUUfhU5/61B7oUUZGRkZGRsbeiHvli85uAUcZ2rIpUyOEniwXCzHvm0YGgtWxm2hbBwmFZ26C+2xgdbhd1np4h9dUs+P7oizDI+rqGKOnszuKQNppQzqqnXdVbk/hjwuw89iyqrHqYT96/VGozea0dkjRPHrU5x4fD9Yd+eORrI/brjc7qEtTkLBJ8bm1mXrE9Xc6Mp28M/LMKNJBBCZQtOm8aiKX6T4tiTxmxzDScGArWBMBVQVTVfG4uLHhGlVek+DYGPaI8veC1OVQknk1jXVais5liVisllenfqhrzFhrtbNsDlFgrRbz0Yk2WxkjyNtGFb57MsKM0Zah8YxOAZTO7b1UgHZchdYuW6q0LIdcH2j7+8jaUB7ub77GuhidLsh7EWi5PPvtiwJELvsVKm6fn5PcpGQhAVhfsSZ6hvqmpadSB0gpW3trNyBnXa0c+UUnIyMjIyNjb0f20Vkx8ovOCuFrE3VpEOwffpnhjCVgyRda2r53to2ySpK6QsZGq97N2ftgNIHlUcpXHDdKx6xBV1aT71DMqKS+NV16lV6dSlrZumtM0qhKOrEyUoanb2z75tmjVWImKao/BgSfJLEs0qwIzcnUTCJSoTq4Y3bafVEh+yr1+0myrKgoQj2shFXq9D3i6HduFhiU3j3WVFWIwEXlcnucOuiwnFMsAO+J0srwS+uV8X4X0UctSQuV1jQzBrJ6vdfGOW1dVwg7zU/I95WPI8Vy6k2lxzzNW2i1IP15FDm/nOTZI7VzzNzNjGBmhzbTDgBKBUMEqhqoRsf3UJ+3ULSPREPjy3alrDa1t5VIGZy+sXL9I9FO5GXF92eiI+P6e6an/l5Ul7DLp03r6XqqjL0C+UUnIyMjIyNjL0eeulo58ovOYuiKBhZDVwXfLkbCLe9jAKa5uvrlTp8T2B1XZyjx9jFCa+ArsmtYVsezEYQWW8HL7YGF5Ylvje1Smv2SMjBue0rGM7WCIcf2uP56jUwa8TVNZ5TVwlKicKntcbqUlsNyaxu379SzYxoz1qVLYV8R1w+urWRXU0HT1DQ2G06Oa0+16JSRsv00LrPPHVdZAvMLMONxrKeQeiaZOZNkDvaOvMxUkkgceyOH7D62bpGaWP44W0yP62OX6/FiDIq8B+T2y3HMTrMUu9pfTUT6ItgsPW2c/5ID/ymPYzAAZmeg185Czw78OTMKNp05cu0meMFRVKNPd/s5dXkFidp84dqmWO+GHgZnGmPL/wqPMr9MOpSzE7Zn/MKzqIslZ01dpH/k7izVA2q1kLOuVozdo6LKyMjIyMjIyNgDyIzONHREAx7T6gB1sDldGUa9UbesYN7hXdKCZHeAwE9GnhdOw+PcdH2kxhlZbv3Uy6M1p16E3/z8v+t/VAKkT48hm5vGlIkxnOpJs1iNHSD24FmKr4jYr3RYnuq4vBw4rQ0BNoCcVGEMXCaW1/CUHEEby7pIhoUhdTzsRttV38v5GBkAxNkvk8q63kbO3fI8qsCcSV8ZuV6a0cbZZB0O18T9FxG8MTo4XKdIs+iWwIYs6mFUdNx7XW7cRQcd1JO9F4HvrT7vqS7tTpfOCegZk44+pH8bAxTksqqYkUvaILLanDUz0GuGqOdKmCL0tZxPrjVZO0v45nAttvZ12eF9BQCNiTWCXZlUfc7Oi9UeWwz+2raD4Rk/bUAdrtoAYGrttTuSGd/dyFNXK0d+0cnIyMjIyNjbkbOuVoz8orMYZDQmoywK/joyMyrahrcT/7bmsnu0N61lXfV5Uq1LazPJTrhKzWR8ZlDLI8JpdloQEWdnhoF0e/bHFWf8tLKAuF0ArUrq1F9natq8+KKRfJ8LMvrn29PMIeqK8rvQ4zcUzrcJ2WaFgqe63MPMaB3cpbu8gdCTPeRYQOqov+M1X00DvcVYR2R3XN19hM/S8myO9P5JtxOZfVBkHXVFv8LfxrJEjj0gqYlAos/wrGrMxk27DiKH257Iu+Wf1NmQ85rhOlh8LiQjs5TIPv2fSxcj14e+TK0uNie9/plN4sVyv2Vp9WCjIfSwRDNboF5ToJpz50Tbj5pPGGqtvZeOqZwTctNYhrLv/uvVXwUNEZEC+3v1brtUZrfLdZ4h2NkIzFQ3jX1GAoCh8LxmV3qR3bqnmJ2M5SO/6GRkZGRkZOzlyFNXK0d+0ZmC3qjQR4LORyS9elZKD6ZzxNMq8UqGp4fZ6Yv4uVJzxOoAPhNLRnA+okU3m0PspmoMTF23s7KAViZTK5rqYgZ6QH3RK6MrQu/S5kxjczp+W5Qt6oqmxXadzEFHzSJKMptkW+k6hpkF9tuxOxRZJR2QGiyRtdbyCVlKpprUonCf1ZRIV1HQjUlmjLNkUoanQOzH4o83voY6rynZx6VAnnOuXu/2ZYrC6te0AZRu649WWNdsKpPTlfU4zT2YqO3gm173qRdOWVq2pyDUcwXGGxS0+z9COW9QLNRQ28dWw8X6MKexavk5pdd56nws15PPG9brpKmXi2VYdWXs9bizd/o19WTDUVGEvmhl3wwirWQVe+4URf+9ttrIWVcrRn7RycjIyMjI2MuRGZ2VI7/o9IF1EotVrpVz4NOwSPXzqHnJqOjuCN3WuSL/d6uLKZuT1h7q7YvxURYAQFG/86d0VOYIK9IxJdG7i5g60ccASGgT2lqKdiFqK9EPTfPH6YPPVOvYboqWJu5Hel46apN1XXOyFhdvyjoTX4OqP0Ov04eJ3akVxexOFwOmFMA+Smn3pHbFt29gRV8dWTvyOFh/03OMXhPh/jZNEzMVffqvLiznfMv7v2ngsxNN4hHEXkPTtBpdLITfzfR+d9a86rxXlsEqKWV1YYU4ZwZQNUCOzCgXDNRCA6rqUN+KfZyEF5JvT+v28XmH5tBnP6ZLGTcg1kKljFVL/9Z13feMb8o4dTFQyrKLRjOzHrSZflmz+DnM2PPILzoZGRkZGRl7O+QU9c60sQ8iv+j0QU/hCdPIZTFPjej74tlS8nef1ZVsI9kZmfnVWSW6S8/juyNYqzTDgTiCbx9fFGl6Hx2hmxDZW32VmKdFQp01cZaS8CTOWezLIfq6mJ/OEs9na+6/K2Kf5v8i2ZxI59LDZPUwSYHRMG2dV99hyIrO7K7tL7GerCVtrH5BujbL0+Q1WX5B+7e0TRlNd7F97ChuHJNkCL4qtzv+NLNxOexpL5w7d1TrqChCZmJau6lLl7TUjJy+/jo21WZ9JTqdtI4YI71Gpl3r7tgMEdREo5wnf8rKeQ2qmMnRnrU1xn2X16kO+4m0On2yqb6MqCnw12OXA7NfKVxL0+67VuZrhwZT7DhkrEpWZ08ga3RWjD10xjIyMjIyMjIydj0yo5ORkZGRkbGXg7AKYuRV6cm9D/lFZxH0pRcvmXaV1PxqiNY6jAPTaYpgXKjay6JtTZv2nkK3R9NJKpl+AGx6ME9juaKC0bpJ212mdj07Xtp6qakjQ6dTGx3Gcz3TkX3Gha2/tYHhwphdlv4pOkTJvLxVELMIx9AnBCWlLCvdwF5nHVNY6XWRGkqGEidiykZOEQljSQChIGzRIRTtQ1eZCSA+pinTLz79d7FbaSmC7L51XZFc4oK+bMXA/TdBxOuLVDZon7c+9JWASKf30tIeSvwm/03bBpL2O6am2bRRa5DWKMba/k+UZxEXalCdCJH7NCKKAFA4riVMTUXTR50FhJP10753QY5rjzC/VVInTdLomZay8gAVpnunrLvLkJ2RV4w8dZWRkZGRkZHxS4vM6CwGFuwlqeZpaQBvItgliEwjxmnMjktfDKt2ROTyN5JRhhBzTotUBMPSOo6+bnUVcpwWUQIxzypFlGka8bSU0VRo6tcTDIfsn99Mx0xOkv46VSTMy7si505BsImZNWZVJITJWAspE8LC1ijl3O7b2s/LYw+RNDlRMxcMNU0TRa7ekkCwPdynSJzshe89FgtCdGyUDswcpwv3FfWUZSEk62VS4WoHI8Zi7KaJTd1Q2GWSQSjIC6b53NjDojarIwro8nGT0t3niY+9leaMhHlZoihZIZhxKt1mqfrYobQP6XXaxdQCbQuAogDNT1DMT1AMSphBEbE/ND9xZoGiuKciaz/Bx9rVz2klGKbZIIgCn12FkT06WBm3YHEGp7WssYU6wc9XwTRNY2zE83XJzPROIvvorBz5RScjIyMjI2NvR866WjHyi04fFptrlynBQBzBLGEetFUI1H5x+y18JNpl/OcaaKee+1XaGp1eozo+FgkVb+e1BzJKX6RoYie6GBIiV9TSQbIwrCPoiOY8Y8OMm5w75+WCtelkcKYY7HG69aLlBfoYgrQ5mTntxrLXil5CjnOiMSKj3PGLMglshkgqDgE9iyMi0V7GwOl1VGAqW9b9/vhh91FQ+57gY/WDkOhz+LybhMFhhifV7fRpPhzb480oe/QcXmcjWVdmyEx8H/ayb4x0LFyBSmJWwo1dpxldhz6HSAFFYCglPGvJxUW70qFlu30GeHL9RgMQJVvGE8sI8jkhBVRVuA+dMSppBZQ9dhHKMYzaBFYnsUXwaeddWh9pvdH3u/9T/t64LovnHl/jXt8WbkA/GpLNa7WJNsMp/o6vj93D6GSsHPlFJyMjIyMjYy8HGdPp1bXcNvZF5BedPlBH1D2lyGdrXrqQ2Q8caQq9TZf5HbMmnD2khV4njS6lnqCz/92anPDzImzOUpgayfAsZX0ZcXL0mGaqyGyMqoapqlBQUDYlmTMiGzkmJnItFidhDaaWzpDFTxvvDtdzXB3nwEWnEXsimLE+lqhllCjHl68NUVIDTeMjbUNpRBq0KkZcS51sYrxhx+FotBgoNo1baqZRWjpB/it3qRUsVWQCo8DnO2XRWOsj2aIuhhAIbE7K+HDbvRlFyRgsJ1uxTy/T8z+cyHSz67qS2VdTilm2WJ2ufgkjQM+cyrZkls+0seHrifteiN+1K9vhszElqxPrEe0+p6fT9WXORQyLcs+DJZSX8P0xxhZtXey5YL/E17HZTTk9GotnGy6ljX0Q+UUnIyMjIyNjL0dmdFaO/KLTAxoMQDQIUStExCLf7rUJehHWCnRFEsb4SGeav0Sk8/E+HtMiE0ENpZFIoo9osQjL0dfw+tyGL11A/e0UCZOlbVFAlAVQlrHWo6sMQGU1BKaqgLq2qwpdTcRMFEWItJZS3LLTO6U99x8KSirAFcBcFviaSdmcaWUfmL1ZRqTeiv6dt4tk/kwXQ9ilOegq+dGjJ+or79HRQLefUp9miq+JaWyOPNa0P35fi4yVtlF9xBhKNnAxLOYf1PcsEPvv7VtrM90/3pI5Wur/zNLx1cbeo1P60SpoCgT2OqwUZ28pgqn4/tVAXcf3mbFaniX5gfUx4W6/pJR9FhQKU8tziDEgyTqxZ5D4XR5r131AZim1aTL2JPKLTkZGRkZGxt4O4z4728Y+iPyi0wMaDkFqGOtzurQ5WvvsF6vlmB49AAjZIV1wmQpeFyKipd7sHyDognqyLZaUYZUizbhSKqxfuPGQc+GpG2uqlZivbcRUDC2rw9s1InpkxqJJonr+2Y9d4TQXltnRLmJckiu0jFa7Mmy6sjA4I6SLUUi8j3qRsjmOyWlFyV1sjhxbmX3F15027Qy13n7EHkuLZhgx0msode3t8s1ZjNHg7ZnF4e+eZWizOdNYj6hfRG22AYh9T1xWjomYwCSDa7l0f48TeAvLYHM6Ia+DLu3QUrc1YlynFBiNv6v+Zwffw5PKXptNAzOp7D7qCjQaoVi7BqaugUkFPT8/nc1JNTfps5jvISA8l8pSZJBNYSsdi0WN9mwOueeRPB+dbD7/pgnY2j0Uq4rkWbjiNvZB7CYVVUZGRkZGRkbG7kdmdPqwdg5QoxBhpzoKjqDrGqht1EI+KwbxekuEMdpGIdrEviWLbxj+7onoOv1gelkeoUniqLwo/Nw3gMDkKBVH9oWCcVE0sYMqZ01VFVA3MOMxaDAA1q6BmRvBzA0D29UY0Nhqcsx4bLuzdg0wGnVHNE1j23Qanl79R9PYMejSebS8XpxupS/jpM99lZtwdXFSeP1AyuTw+Mr+d2lxEh+doKsIbI7RGmh0YARTdsqxOcSaJj4WeUys7ZGaoq4sFm18rSfSyuphtO5eN8nQEYMXjkMen2RyeF/eK6hfp2OMFnWnEPejL0OQYsdp347Q3a06lvBc6NLjGKPbfjppJtk0ljbNREyv8fQ8CZbIX6/M5kiNHaNpYBbGMAv23qU1s6C5taCSHbGLcF2NJ0A5gSoKmMkEpqrb2U2FsnrJ4SDsk59DksXhPjgm2ZSqm4UHYPh4hEaJGhOeU+7eIVm7Tjp6t8Z0DNzRM96riD3ljPyWt7wFl19+OTZt2oTjjjsOV155JX7nd36nc90vfelLOPXUU1vLv/e97+HBD37w8ne+SsgvOhkZGRkZGXs79sDU1Yc//GGcd955eMtb3oJHPvKReNvb3obHP/7x+O53v4ujjjqqd7ubb74Z69ev998PPvjgFXd5NXCvetH59Kc/jVe/+tX493//d6xZswaPfvSj8dGPftT/fuutt+JFL3oR/umf/gmzs7M444wzcMUVV2A4HC57X80Ba0HlDIxS8MaXHBRrDaoa0KQGTQqgbGJ9RFcl5kX8M7hd1qcYo7vZmZRVcm0ymzS1YrCsxC6j2zSrjPdDgm1gzQ0zDxw5KWV1EMoxOdpFSnI8+N/SXm5kFDAYAIMSZliiXjf0LBA0UG6dQA1Ly/qUBUypYEYDu46IYqkW58GxQL7asg56A2bKSKdRbM9Y9VV75jFM6ijJKFRmNkXRqcwM4Yi0ixVL9U7ptZRodVgDIbU6UY0rByqKdrQMxJlxUrcj+5ayZK36RQqmAKhBiK6NsZ4dfEl5hmnKcXXoRmRmD7GDsnQQ1kl7XRF3ly5tEbaUnYpt93SbcUrbc8frK7pDHHuKVGs0re9d/eJt+tpfzPepC8zKMcSx8z49mwQdXwdaw1Q1mrvvRrHffqB1a0EHHeB0dolHka6BqoIZTyz7w/odl3nlnxGOQabhwD4rZkYwwwEwKGAGBfSggBm4fhX2uvAG14rQjAroAbWe3a3DrgzURENVDVSlQbUWx8VjYZ87/PwxybjW9QJwy9KH+t6E17/+9TjnnHPw3Oc+FwBw5ZVX4vOf/zze+ta34rLLLuvd7pBDDsF+++23m3q5OO41LzrXXHMNnve85+G1r30tfvd3fxfGGPzHf/yH/71pGjzxiU/EwQcfjOuvvx533nknzjrrLBhj8KY3vWkP9jwjIyMjI2PnQNp+drYNANiyZUu0fDQaYTQaRcsmkwluvPFG/Mmf/Em0/LGPfSy++tWvTt3PCSecgIWFBRx77LH40z/9087prN2Je8WLTl3XeOlLX4rLL78c55xzjl/+oAc9yP997bXX4rvf/S42btyII444AgDwute9DmeffTYuvfTSiEZbCrYduQaDYmQvLmO1I6oKOhJVaahJA6o0qGnsHG9Uvdz+Q5xBlOoqjPjO4EyjwoC8r8O0SJU9fOCj1KXU24pqFykFoIN5kPPw0vemEFGUsnPhZlDAOG0ONcaOSUUuxIdlmypj25H7qRvLyNQi9DeAGlegrfOA0dBrZqBnB2hmS+ihslEaXJeNjciKcYNivobaMQEtVMDEVV1m3c+08eha3qWPcRoRYj2M29YkrA9xWEkm+PsAPlqlQekyQhJWJ9XmsDaiUOG64Ah5UIb9DaxOzNQ1qCnC8S5ynJFmq8+zp2+MpvkxyUifKETF07KvTHLv+GVCl8Poqg4ebeP+VELLItkhok6mzh5Xd7ukVagu3nW9yKynxsDAsbFsx9KV6SP3zf1pEI1t6nSd9jNiYHopiw6NUh86suRI0EZkyLKFC1Y/R+5/jHp+wT/Pmnu2gLZtBymKMiFZM6ZGM2E/dR10YqRAc3Og2Rm7s+EAGA5hygJmpkSzdoR6tkAzo6AHCs0Q0KXTZRWOySGrvzEFoEu7HAQYFUhYu47TqmigqIBiDBRjg2LCzws3osp+dEm2PRUYItIG1ACqBpqJAv51+tCuClZx6urII4+MFl988cW45JJLomV33HEHmqbBoYceGi0/9NBDsXnz5s7mDz/8cFx99dU48cQTMR6P8f73vx+/93u/hy996Ut49KMfvXN93wncK150vvWtb+G2226DUgonnHACNm/ejIc+9KG44oorcNxxxwEAvva1r+H444/3LzkAcPrpp2M8HuPGG2/sfaMcj8cYO9Er0H7TzcjIyMjI+GXCxo0bo+A/ZXMkUgNcY3pMcWHJB0lAnHzyydi4cSOuuOKK/KKzGH70ox8BAC655BK8/vWvxzHHHIPXve51eMxjHoP/+q//wgEHHIDNmze33jz3339/DIfD3rdPALjsssvwqle9qrV84SCFWhVQjYGq7Zs7ZxGpykA1BVRdgmpjWYzGOmySm8v3FKN2WhKtgcbYf7UWWhYdR3aNcw/mCLHvDd7ViyFNgdlxy1usjmSQAIAUjGMMpCW4KQCC0GbwnHlZBK3MIGh0TEEwhYIeFtADy7aQBtREo1iooRbELuHaYa0D77dpoCZNILhYqzM/D7N9B2huFpgboBkpNLMK9ayNMG2EBcAARVWiWBigHM9AjbVl2yodsiYa45ij2o67y0zy4y2Zsw4djB9XHmuOkhvdvuGdVoZcNO79WCSbw8wY/63Iap2AWHfhs13IMlR1HSpK8+7q2h4LEagsbSQMWJaH/XX4OERtJJLZX6zBSmqFyeOx/ViCG4V2oTIzUl2ZOSl6KtQv6btgg6J6XMbV/jLCY4XZna6H9GK1oRZDH0vEbXch0n25fvFYT/O9cs+hiPHpzWpLjr+VcZYwPn375WuRWZhB6fdVbFgPjIbhuq6tTk5xf8sieGWNbUaWmVTunhiAaMbeG+vWwqyxjI4Zlva5MixQzxao1xSo5gjNiNAMgWYIGPd/L13aY9OFXWZZGMAUbpwKAPy3Y3g8U18RijGBGgJpsiwOy9YK24YZwK6sAaqBYkJQFUGNgWICNONlaKF2Bga9xN2y2gCwfv36RWc5DjroIBRF0fr/5+233976f+00POIRj8AHPvCBZXd1NbFHfXQuueQSENHUzw033ADtHiKveMUr8PSnPx0nnngi3v3ud4OI8Pd///e+va63zGlvnwBw0UUX4Z577vGfjRs3rv6BZmRkZGRk7AS41tXOfpaK4XCIE088Edddd120/LrrrsNv//ZvL7mdm266CYcffviS198V2KOMzotf/GI885nPnLrOMcccg61bre3kscce65ePRiPc7373w6233goAOOyww/CNb3wj2vYXv/gFqqqa+vbZJcICgGoWQAH3ps9CMJ4bd3O0frn7NHbellwGgF/X6XtUrUGVhqqNZRsaq8WxGhUAnvkRHiKpnocjNvb3cAyRZRuUr9lCFObFoQA0sBkO2gQflaKwUbDPbBGZOJ51iNkc4xgK61NBdr58pKCHCs2QfDRdziuUO+y6xXwFtVDbbIWEsTBKwQgHZao1TKlA69fBbNkKdfcWqGEJtWaAhrMqEObOARu9NUOFSgOkC7+OD3gNUEyMG3d3Lqq2zgoAqGoC85ayPu47+awWjS43WSqKoOORGp0ujx9mc5jJ4uw1xzBQY2zkWgxALltFu/uBygFoZgSaGQGzs8FtmrUR2sAYV2OImSBm8QrrZ0JlGTFLAEL0zX1INT8pe+Gzv7S/jrznylIerB16HN6eUNgMIMG4REyVy9zxTXXoz7jdoGlJNUcdgZA4p1Mdg7n/Yv8pUv8qv07EJMbbGemxJNvq05Q17cVWt2f1SoA7/qLdpl9XasWkq7DUkWkNTCpg3Ro0+83avhYEU1rtjC4IyrHbatxALTQ2S3XirslqFlQ3oKoKxz4awswO0aydQbPG/i/JKEIzUqjWKNQzjskZAXoANCP78YzOwEAPAFMamIGBKTWoNI6yAUgZkHJsvDJQyrjLlmAaQqXJrlMYDIc1RkPb12HRYFBYdnZcldg6P4OF7UM020uoeYVynqAnQDPoGPtdgVXU6CwV559/Ps4880ycdNJJOPnkk3H11Vfj1ltvxQtf+EIAlii47bbb8L73vQ+Azco65phjcNxxx2EymeADH/gArrnmGlxzzTU71++dxB590TnooINw0EEHLbreiSeeiNFohJtvvhmPetSjAABVVeHHP/4xjj76aAB2LvDSSy/Fpk2b/Nvjtddei9FohBNPPHHXHURGRkZGRsYvIZ7xjGfgzjvvxKtf/Wps2rQJxx9/PD7zmc/4/+9u2rTJkw2AzdS64IILcNttt2F2dhbHHXccPv3pT+MJT3jCnjoEAAAZs7OviLsH5513Hj7ykY/gXe96F44++mhcfvnl+OQnP4nvf//72H///dE0DR760Ifi0EMPxeWXX4677roLZ599Np761KcuK718y5Yt2LBhAx7wJ6/FoJiJ50XTQIhZGydL4HlfGESMjqp4btegqAA1MSi8f4PNGgLg2AXWjCBkC8nvqeaCI2n+W2sfXZvK1pdBo2HqKq72TVan4XUjgP174BxIy9LOw0vGQUR8plRo1gzRjAqrnRkp1HM2O0GXhGJiUC7Y/Q22aZTzjY0uC5u5oAsCCoKaaAy2TKC2WUEPzU/sMZYFzB13WcfpAw+APmAtmrkBNGuEGM7Wg4zxjFEzVGhmFKo5G5VWawjNDFC7KJA9X1Rl59iLsT0ngM3CULXx56hY0CgWGufZo4PWBwCNa+/27DUW0kGbKLAcMvOHnVZLdniloE0qHHtWWqZLDxSamQJ6pFBua1BunaDYOm/X3brd7r8sgbnZkNXWaLt8fsH6lQCW+ahqzxx4Zm80CllcAtLTJP5B3ATsSj0e++rU4bzEzEFnnbaofpHQkgDBv6UsAsPI94LLMgNg6ylJbQ4Q60z6Mp7Svi6GLm8sINIHdSHql9TkcAYd7Llo1UrrqsHW1++U9VEJG5M6nad1quS4SVaXfxM6q2a/NRgfPINmpFC7+4tcrbByh0Y5r6EmVh/Hz0AjmD1ms6lq/HOlXjtAPVegmlNoRo6lLVy209CyOKy/0SXsshLQI9umHhiYGQ2MNFTZoBhoqEKjUBqDskGhjNfMKcHmhUvPYHYwwdrBBPsN57FuYJ9F2hDGusSOeoQt1Qh3bF+DLfMzGG8fAvMF1HwBtUDQCwu45ZL/g3vuuWfZ2b1LAf8/6dTfvAhlMbNTbdXNAr74rct2WV/3VtwrxMgAcPnll6MsS5x55pmYn5/Hwx/+cPzTP/0T9t9/fwBAURT49Kc/jXPPPRePfOQjI8PAjIyMjIyMezOWq7Hpa2NfxL3mRWcwGOCKK66Y+uJy1FFH4VOf+tSq7G9ygEY9w1qFoA2x3102h2dwyDM/zO6o2m6gKveZAGpCjtEhqNqgqJT9d2yjJ1Ubm8XlNEC2PRMytAx8JpFidmFSO11JyJQhxyyQ8LzhZUZZbxFqxHwva4Sq2nrQjCcw92yx3ixlCeJaUzPD4Ao6KNCMCiwcVGL+QIXJBqBaC+ihnSNXY0KxYPdfblcYbC8xuttgtKVBua3BcLtjReoGausYNO9S/OvaVx6m/TYA8/PQt/8cZuNPURQFClHfhgYDqzGB01G4sfHZR5yBNBxCr5tBs2aIam2Jak2BZsZmb+jCskB6aI+rmbERqClsFAk7zQ9ymXfFxKBwJEmxYFBMtGV9Jtpn30EbKD43827lHfMwCwt2jJUCjYbA3FzQPw3tcTRzAzQzJZoZq9XRRWAJ6zUF9HAGaoN1+laTdVDz9vyT1lbjNT+2bE5VwUwqmMkkXLeKQMUQKAqosrSZMjMjYDjwHkgAgIWJPQ9dkBlZdWPbJ/K1iEzFDtUImjE+P3z7cN00oa2hooBhZnE4AJVDyzSVZWDKOPOs0b6WEowBDYcRe9Ny+JZ6G8XZiVOyvGQ/uyqwS22NOzbidmR2G6/b9T8XRYBw0far+3YbmC7dDQQj68VoQc/jGSTWYPFvQBhHydYIRq31m1LWx2ZYWi+bUYHJ/kPsOKjwLA4AmJKsTuXAAjCFZUknBsXYZqwCVlPH0CVZrc3Q/TuwLA373wDwHji6RHj+EgAyNqOqNDClY8gGBjS0bA4Vlr0hcXhEBoVjdAZFg4FqMCprzBQ1SqUxVDXWlBOsKcZYW4wx525wRRraKCzoAbbUMzhgtBZ3jedw99pZbJmfwcL8EPVCAT0v7rGMvRL3mhedjIyMjIyMfRYGqyBGXpWe3OuQX3R6UB66AxhSsN2gMM9rtLIlXDRBa5fZoJnVsUxP07DvBIFq67tQjAMzQA3ZDK2GfNSjGqsdkRofz+oY+7vUC6kaKBZ0qPHCXhesxWFCShtQZVBUGsWOGmqhslqeooCeHUCPbBSnhwq6JJiSYBQ5HwkKdYwA70zcDIB6jlCtAap1QD1noEcGRsno2f7bjAjVemCyjrCwrcTMLwqMtjRQE4NyB0FtHwcGgXVFhfPqmNkAtX5d0MBIZ2YAmDTAZAKaVFavUdfQ8/PAjh2e7aHhEOpuglIKA8CyBKMhzGjoo1Xt6uboQQFTks0iE7VyiolBsdDY8RuzRqeyTszjCTCZWG+QuvZ6FVMowNVZo9HQMmPDIcyghJb7JYqiY39sxvhMP5Adez0gP7CkDdTa0rJK8w3UQmWvFUVAWYBmZ0DFfu7EOR2Iz/YqgJkh9OzAZtOJmm6kZ/14GwpjAAOrVWKX2/nKjntd2/a1BtV10AUVCorZlTLRVgFW28RjNBwENkFUn/ZMk3Y1xdz5V8zWEUVO0ahD9WnPpsg6Y2CfHfHEJ/Isoh+bQoXrjddnV+ykrp2vgp1o5OzvuvU/J9bQGNIAVDSdQD1ZWG7DmLmR/U8ZnJS94fWY+SKh/5EePCJb0JQFzNwQzVwYa9LBQZgfRqa2rHU961jSEmhm7HOPjL1cG1dusBkBehR0N3DPC+9uLPxu7HhQeOYpY8nzwgCl8T45VFjK02iymVQui0pr+/welIAqGneIBA2CNoRaKygy0EZhvhmg0gW2NyOU7mE3IA1FGso9jNeVCyhJY66ssH60gPm1A2yfDNHsGGO3mJLsgayrXxbsUR+djIyMjIyMjIxdiczo9KAsNUzJfilWmc+MTqMNdEPQjXMYhnXWRCXm8gcuMplrYMhAE1BrAnRYxxgAmoKLcm3bURVZx86J0/eMrbaHhGxCDwDrD1NYpkezfsRY587aZgwBQDFunKdFBXXPDmB+wVYGXjNrnY5nAqNTz1jfimqO0MzaSIz3xVoRHpPgQOqYqTEcCxCvawqDpoAN08g6i5bzZLOI7p4H3XG3ZwFo7RpgzSz0zDB+DfdO0s7vZn5is4q2bbe1dgCfRUbDYagQDgTGYFBapqAoIk8fmtQonIuzj3+diyxrmoxSlukZKDQznPkwYwWCrr6XqlztrsZmmEkYdqWlkMVm+DvrD2C1UwrajRXBKGP3W5BvI/gEkXVuLQm6VCiGCmpmEFgGAaqdhqeuvRbHDArokWX0mpEK1aBlfzSsr5CBd/6m2mWoDUuo+dJWjq9q669SFNbNmh1xmTVgDZXWjkEpgJkR9MwwYtRCh8Vx6uA8DiBkJrrrAoVlXKgx1q9lfsFeG/MLVg81Z/1eMDtj9UjMYDn/F+nuHZ0rf/KM9YZxjttq0nhdm/fBqhv3qZ1eymmJUtdn4UZNEPuRLuYAWhXTeTtSgWVKWZ3FGBu5P+mb1NEPMyjQrJ8FtEF5x3aY2QHGB8+hGZBlnrWBqsQQEbzXGD8TvO5maLVvAFCvMWhmNMzQeY1pij2ApBxKO88nfmZyDTlNMI4Vl9sYAsDstjJoSoNq0GA80CgHdidloVEWNhOrII2y0BgUjc/GIjKewbH6nQal0igds6MNYdIUUGQwKmo0pUJd9OjZVhsaaGX+rqSNfRD5RScjIyMjI2MvR866Wjnyi04P5u+ZgSpnYArrmBlEMwC0ddSkWoEmhGLBftQElukogMn+9tVZjxqM1k6wdnaMgbLeDoXSUDCojYIxdr4YAOarAXYsDDHZNgRtKaEqhWIeGG4DBttD9XTA6l6MYp2OwWBeY3jXGOXtW4Ct26C3bQ/eFevXhUwQdsF12SzUNFAuO2rQGKhxgWKsUEwU6jH5yr8+E8lN1/s59jipBYAYKmZMGqtVKsZAMQ8MdhgMtmsMtoxBW7ZbFuCgAwAAZlTa7JuCHJNggKoBcTVy9vEZDWHWzQGHH2gfAJM6RPeN02oImLIAnAePKchHNqYobGTv2B9dEsxA2eNNk20UQY+Ud2T2xysZj9q5Lk8am0U3CY7LNkOusq6wdWOHZzCw2WzcN+UcqAfBf8W6TlvGRRdiDBxzZpx+x1ABGqrQl8Z4Vo0a7fqmgKrx2hE1qW27I4XJWtYpWX0WYH2FynnnIl05fVlaVZu1HcYEJsf5MPnj4tpFA+Ur3duOST0GXz8miTwtC2QA6FKBTBm2tzIXn/FW7KigGg1zz1aY8RjqkINh9lsLAGjWz6KeK9HMWv2VHpDP/NEl+RpHPK6k4f2xCuemXS5Y1pQqzn60GXZqwl5LzgvL1XuilNEBYu2M9LwRGgxiTZBu2tvxGPN12el03F7k22BWsVSe2TROF6VLu2EzUqjXFJi9fQwzLDE5cBZ6QCgqg3Lc+JpRtq/ctgJpoB5Z/xtmg9nJGHCeN0MDGjV2oBv3LNVA64YjAw2CggHVBFQAgRxbrML1IrSLQa/Injsl9MBgPLQrL5TOJZl1l4VBMWig3DLO2LJD5TK4BKPfaIWmCW48Ta2gd+wma+Ss0VkxskYnIyMjIyMj45cWmdHpwejWIYph6f0cAPjMIzWxjrpqwuyEjXiNIkzWESYbQjXqCgMsTApMZgZQrv6KrhRMVQDzCmqioCZ2B+V2YGYLsP+dBqN7XGTIc9+NwWDrBMXdOwAA5ud3ovnFPVCc1bNmFviVQ7HjwQdjvOEwTNYRajcvrktgdDcw84sGM3dVKHZUNlOsVNAzhY+GVKUBAupZhWqOUM+Sq9xu2lmJxo6HITvvruca62thXKaEPK4FQrkNKOeB4TaD4RYb5c4fPgfzK3NWY+SgC6BaozBZrzBeD1Qbgg9RsQCUTksz2GZZoXLe+tioytbVUeMKGCjo2UGk4yB2jlbKZj2NSpdZxXoZHiuCLtPsEnsNNENlM0tcAGe1CvCRKFdFZm+kcl5D1c4jaaJB9cDqTBxTZVzdKRpXXvOhdA3scJlCC2NgxzwwGsHstxZ6zQj13AB66JiXITmmzbITZjb0wddYc3oaqq3ORFUFqNbehZvmKwy2LmCwGZhzLAFn2jSjwrJXBaEZEKo1yul0XA2zNSWoGqKYzNo2Kx0qa5esaXL6r4HNZLPMExyb6Po0sS7h3iF8XNuMttrpejjTqSxhZi37pWcGbgwKfw5VZaC4PldRgA48AGbDGtSuJlO1YYhqTlmn7IFlclhrFnllSYbJjaUpCTQgNEPj7gmX/VUZFFVhsxrHOrA7VeOzxdoaHed8zTohx3AZFWe4wbjzx5QpuXFVbl0p0Wn43hOskIZjAdw6xlg9UklWlzWj/PXejAj1iFA7OROUveeoGWLdz7dhZuM9lpWbKVGvG8bZeLBspyqMLcFHAJTV6oRrkfvp9IwGIKWtKK5xg++ypMLxu+wpKCjfjn0mkbb9s/eWex7XgRWEcZlchTu+IWdruo87583QOizXAwMMtNMMkR+//7+9b4+So6rz/9x7q6q755Fk8iAzISEBVB4CUcKiAZTHCoiCie4K+CI5unhQISI+kPUBCkhEQFkVRVYRXDzIWYmrooF4eBleSjYcImR5aEiivwRISDKTmenuqnu/vz/uo2519yQhCUlmcj/n9Jnuquqq+6jqufdzP9/Pl2XM/XVRsfYSzASJVVtEFL4WCIzOdiMMdAICAgICAvZ0hIHOdiMMdIbAtNtWI1KRi54AkK+Ll0tApaxn2B0J0lER0jY92yehtSjldfrQZIPNWxS5WYT2I9H6B1HTGhsAzlEUAOod3EUu2WgqmUagrnZ94q52PXvs1w6xqhSDKYXKql60Gd2L9RehWBRmkRRzyPbIRNp4Hi4MZvbD3Myn1oE8h1Xi5ZeJSHtgmAgHJApRWUJJBkq5jiAjj6naAGRloDaGIatEYBJuxhdVcwdVG91V2qSQ9DGotSb3VGoiPSyrlmlmhEvSGoOIQ7ZzqErUaqm/6ARtNQ3G2VqZ/Fi6XqaPJHN5d3xEA8oG1BWy2EMZFsZmbrbZ6l10jnLXBIf2+pC5rsNpimwZpXkfRaC+zaCXXgbvaEdpzOi8XyOu9UwRh4qFZqjKQutXTFm4dTs2bUCMARGHFBwoR2DtSUHLowsLwyYoMGJQikFIBiGK5+R1wwx5LJWtA6sroEYQtq2ZZnec/okzx2rp7NcMyoo+SECkEpAZUKtpp26T7ZolsfYHMpFUrLME4gmyDoG0k6PWFUH0VCAGx0LUNKti729eU4iV1imRiWKz/i0+m2I1HsT1K3fP1to4zf54ET/2mTb506Kq1vLw1ERrZQ3/XIz+S19fR9Sp2L5vuuVMOZjL9URC37N+d9lr89ToiTKjHzJO6/p+JdQ7NFta7QJqY8nkfiPHAIqqrlfcB7T1EqIBozHasAmMMYjODpeDzeraAIBxgkiNblAwKOMXRo3iCMYAcCiKQGUJFivwWIFx44PjIqzy8zKu2R8i7ZNTTzmQcbB+wywOcCSbdJlt22tX5rzurhxedJljfzw2T1QlRFU/i6JmWHVJ+llNZc6umRyALM2QyRr+2txtAXsQwkAnICAgICBgT0cIL99uhIHOEFh15hSIpGzWuVHwheHe7Eln49XbtZcEaR8cyzzY9X87o6B8zVpHcgCiZhidlMBryjAXNoJHgdUleD0zWg672M1chmpIBc6Z9otpq0CN7YTsKEEafxy3Fm9cjrX/TR5lUoheAJwuSNTyWS2PTDotW4+YgPYMUTmDiJR7/tJUQGYcKCtkNtJBRVAxyzOGI2dpdFvmnhxc5rNLC+23QbnmwN9OZnZt6qJYPlv3fUIaWR5bT+u7YT1aeMZcHYt9RkUGx17fMDjMaCqYZTYsuWGiWCjihTIwReBVOMYn38Ga6GVmXIBpsArUU51xHAArl8DaKqBSBJFKo/eKdBRVwjVT4EeIRcxFZPG6yutCRsPkRz016EpsdI7WzRgNiJQ5k2OjhIai1xkDZ0y77ZYjqFKs2Z2E5YyFl6OKyQicSOdra6sA1vOnEkGWte8PoPMlyTJHVjKRZ9wyeDDeO3lUUIGpYZaZybcVHKC9591+1/pGWVZF96vWeTi2hZPRkRh9Wwowe29ncJ5XLjrInjPOX0B+LYoJKiGosgRLJERJQkQ6K3dOoDHU6xFkTQCDEXiVa++tGitqSgRQH6OAsVWMH9uH6V3rsHagE+v729H3wmhU1nLEffrY8kZCeV2K0vqq+81RfZvB0hRRZBzVjU6KjM6IpQqCc6hEM6+U5Z5aBX1jlUFFQkcwlkizWMbpmEWGAY0V4nKGtnIdlThFSWRgjEDEUM1iDKYRBju1PrE+ECPriBD1c4hBhmhAe5CJmv5tjaqaiQW0k7wwEXPa/V2zibLEIcsMaXfkdEpav+OxaNYgWtn7S7+XtSowv/mW39kI4eXbjxB1FRAQEBAQEDBiERidgICAgICAPR1BjLzdCAOdIZCVgSjVIdE8MyJVj/8iAWQRYK3q7RJP7jZljmN26cWjrk0YpKPN7bILGYGbJJAEmAlZZwmHpBhMlQuC2jwcVtPwKuIu8aOKtTgayA28VKxFjIWQeVMuQFO93AgZrXhV1PSByiT2tEZtqsTAYoVRHVWMa+uHIob+egn9tQQ1ocWFkdAU8WZqB08jLRjs1yH5omaM16QRGNvlEFVcMrFt2GptmvylKZglkEiHDstSnhxTiVzQaZeV7NKEC39VjUs1yEWmVKSq7VIIUwCi5qWmAvw6AG5ZUC8fEXg9gahmzoCOETlzQR2KrIXkDNDW/zatAABW1UJ0Jk2KCxLgjEExgHEGxotCc91OuhAqYmCSIxrIjKg4y00lJYFluamg3mYSVfo/tl6S1SbXSG7K7n+GXiJjSguwKRbgsdCiVm/JjqWmPERmuSqGrETI2kXB+gAwAmGz5ENRvtzIJLQYvrFr/GVkD4VlRXNf2GfWpV5hyEX5JkmligFZJqiyAkoKLJFgjKCgBeeUcaCuL8hq2nKBGYM8m6CSYkDFJi2CWe7lkYSI9RJVR7mGsW0DGFsawPikH+1RDWWeQpqK1FSEV9J2rK+14+XBdvRVSxisJUjrAirl4LE+Z7lSx74dA5jauQGv1Nrw143j8dKKsWh/QWDCWkLl5RTRoBHiDqbgfTWwWl33bRSBxTFocz9YqQROHdpsU5cWxI2hKSOISAvAbZoIK+a27Wx/J5VJYKuEWfqL83bN2gm1DgHVyUBtABKgJDLEQrev4Mr9vqSlFNX2GDIVqNU5alIHQ0DqVDo6rY7pA6ntNFRs2r1k+i2uQyTSZM7IBfw2/Y/gui+E2SdNQue+TRWowVrzDfVaQFH+47Mj59gLEZauAgICAgICAkYsAqMzBCY8KaG6CLXRDNVxhhEwrSUTLRK0TIxlBuAJGCmf7OTw9hfMrzI9nRRVK6DTtvuiLnSYpBFVWlYCMDNYzgpshxJakJmVdRI9f9ZpQ2n98lqWwgqBiQMRWC4ENmyTEvp8sgxkbSa8vE2ivVJHV2UA3ZU+cEbYGFdQLUeoS6FTW5iCbV7XhmgASHqB8kadSsCa2VkjO9Yw0yDOQCAX9kvCiqfzsF4dppy3gxaEMkgTBuzSVURWgApwyfLoBTuLV1qEDBjGzSd3VOPLS8Lqyoo8DNkXtLaaPdnQZMeoEZhMPFaNENUUos0SPDNpGlIFVs0TBzLD6MATMlMstKGbMegTgyl4LU/cqGfPRqScMKQdAsQBUVNgaV0zSDYE3jJllmWRUiftTFPNJpnjWBRpywXO9csyM0KgkGSyEVKBZRJs0Hw233Uh2xGHakuQtcU6bLxNJ5qVZW1ol5UB6QtGEwJF+gWW9yfLWPGZ8/vVph2wDJ19hlFk38jsc2ZxDV1KTDM+LGNOlAuuTFg06aSswnxJkGYZGcHkAjbPJQER6VBrk0iYR8oxC6kS2FwvgZuEk71ZGZwpVI1zZVXG6K2X0F8vYaAeo1qPITOuu6IkXULLJJYYTGP83yv7YOPycRj/BHDwkxvBNg8CikCVUnNfJbHu70wzjKxScWkrmGEACbrfbYJbnhIiUsasDy6E37W9FcE7MTgz1hZw4vmswpC1xUhHxejtrGBju4SoZEhKGYTQaXR8VEp1wBTfhqErYsgkByltkWD7lHFCSUhEQoFz3aa1NEK9HiHdWILo1c9Q1M8gqjmTq5RHiJjfxnEbAVknrG5uuZ2PsHS13QgDnYCAgICAgD0eO2Gg0+xxv1cgDHSGQFbhKA0Qkj4FtorycFDA2e47XQ48RsfX65hj3azGMBC+QZXPFCkOgANpO1AfzeDSKfiaksZQWU/nY9e4ZZkgS6QtzYFCagarE+A1BpFpMz+bVkEbE2qdjixprUtWAmSbTsqXtRHkKM0slLuqmDiqD/tUNuuyE0NHXENHXAMHYeXmLry4qVO3TVW4cFmZMJOAUdedCQZSXiI9a2rHoJkFEyKtIpN80ehuSNiwXJYzNl4ov133t8e6FA92hs/yc5DIZ/OO5apbzZI2dnR6IL/vPDt5c0pnBGl1HY5FoJz1ydo0O6ZZKM1A2eOifgZR5+BppFNe1IzxXEruHrCGfSzLWTGbBFJrfyT4QF2HgpsfRtVeQtZZgizr5J3xgELULxH1VsH7BjRrU9E5Q1QpzkPJldIMXyyBNNLGh5ZREiZ5p8gZHW2OqROltmRzTGJWbQmQs0yyJJC16Yem3slR72RI2+HaSpUVVKL1FLysZ/YAUIkkYsOCKGKopwL1eoSsGoPqXLM6zjAvf6ZYphNFckCbM5q+dcXkuq1VZIgppfs1GSBENXL9a5PrasYsKiYG9Wwk7L3lTOzI2EnUlbv3VMKhjCmps4IwvzMpA9YJ4CWTnoRncOaCTnsGoCQ1sSEThrQDqI4HyJw/7QWSFwkdq+uY8PIrYK/0ajuKzjbNzmTKsTSO3cskMDgI1aefcz5+LGhMp3lGc+bPpaRg+hm2TgEcDArU8lawYJLArVbQPAhRlUH1AXKDCf0ucchKDFkC0pJODJr7SxIoUWAxgXEFJsiRkcqm6jB6HiYIghFqtRiDKQcNRuADAskGhvZ1wJi/pkjW67pSxJF1xMjaOLKKYRVLzD27PMt/A3YJAqOz3QganYCAgICAgIARi8DoDIHSKxnYqEQncSxxyKRB85FP8AHkBoJ2ai/NerGKrY6ggQHQS/XGNCwfZfsGZjZay85ESXi6IEFFLQEnF7URlVN0llOMa+8HAIyrDEARw+Y0wd83jMHgpjJoQwyealt5m/wzKxsmhTHIkq6DZomMaVlFIRmlM+mNbqsi4gqZEijHKaoyxrpqOwazGPUsQu9AGbV+LRLimT6vSoDUpJMQdQZRI1BG4Jy7WSfL9KzF18HYGSxx5u5YX5vja45se3BPk+SzX64PfLNET5/BZIMeg5mIM49Rc+ZnNjrNpKawEWvW2LCRBbT3gk0toUq5xsRpuxjThInSEX9ykIGnJmGlKZczmOT6BuEAWN0YF2YE4hxyVKWg6WKKwGsS7SsG0Z5KzdhIAjKpE2WWE6jEJPUUrJAQkhHl7E49A6t7LnQNLI5NMWIj3vI+zPtNb2B5lGCiZ+yFKEEbQWUik1SkZ+081pExVnNRSyPUM2FuW8MGRAqiowZSDFJyN6snyQEFKMn0MyV9CgfuYaZYgSUKSVsKwRUkMVSrEeRAjHh9hPI6hkRP+nVy2QGCqCuwNE+P4dJKwGf19D3BMgKTyvUXH0y17so3wzQpS2xyYLeddJ9BGd0MkLMvpQTppDHI2mOIwQzxxirY+k35caVER8JFQvfb+DGAlODVOlBLgXrdHUtZBtRTUN1kzrS6q/5BMC6AjjJkJXZ9ausCACzixniTuSjIxgSg9ln0NW089erP86S5XOrfC1U1v0eG4XWRXBxQkTAmofYzAcLIzXj+W2l+UhH3crS9AiR9QNKnUH4lRdxb11o4x9IrxBsV4j6bcDU3E9X79bOSZVXsEjg6ekfPsfchDHQCAgICAgL2dJDK1yF35Bx7IcJAZwiknQKsnbtIAMvEAChEMBGMIj/2Z6vGdwe5jbg02hmVEJAowE+K6YQ35uucwKM8VISgZ6tRlEcbWD8HRcws3TJEQiGJMyRCoiQyVGIdTpUpjs1pgt5qGWkqtLcHtIYl7fAu78+QYu01AWEs2hMFVpKolPUMrz3R3hEDWeyiqxIuUWMRpIl4yGkvchEYKjEaCUlgcT7Ns5Fe3EaDkWEnZB5ZxRRz0VEyYQU7fsfumPYnDpBNzeFpd0g1TGrISA2cjgMuKosEbA5OHVljNBY2QipPY+FpZSwTYv1zTBSJEgSAg4RO3kqRvg5PAVVjru91WhE4fyOfWYJ3qzTBRq9YbyfOEG2suggtSiJQLCDbEj3NVaT1GEYvQzGHcukqWIEJsrN1pggsjcHTYgJSMgljwe1MO08Z4efW8VNjuG0m3QfPCKKabxOp1mlkg0A0wJBVBGRJQJUjKE6Q9vkQBMQEFkv9zDDSUTlCgUU6qqZumBtV52ApcxFZNuJR32856wQlzOeSZtAyrX2x+qtCypJMswUyZkCcz/r1fendk7auyiSdrCpE/RlEmoFZxkWIPGUIYyYJr9HCUP4bwYhM6pHc98iyEGIwc8yKbEuAtgnu3lGxiYqzOppMgde0UVCjhIZJZXRUlvpkYHGso7DKCcB5fh+k5l6wz7BN3hppZo8lDQwfeWw2y9vFvzdUzFyaD8DTJdW932L/lB4TTgKQZc1Ka+acgRtiiteN1qqXUN6gUH65hvjlzZoVM75QrqxC6PtLMSDiOn0J17oyHWGnGass9RjOgD0SYaATEBAQEBCwpyOIkbcbYaAzBOqjOHjFcz2O8igH34W1kCySFdkDIJ9hUESg2ERCxWa2GZkogYbpFGOk/R24guCEOJJIhEQ5ShEL44nB81lERhyZ4pCKIyP9dyBN0FvT4ptMclRrMdJaBGWS/gGATAgs9upgI5fMmrbz/7D7FUO1rtflX2Ft2riXEQTL61DLBGr1GGk1Amrcfc+yRNJ5kTDtpioYuGTOc4ZlljUhl8wTHltjZ908tV4cDNK0sWrQQDnNhRfp5uukXH39Ovr9oAxRonS5bASUsLNDP+pJ5doMt5bPWR4ZI5i7h2zCVJYBqHllsPVTuTbBvndRfcjZRKUAFjHNUkUcTJCjoIgx8P4qBg8cp4+NWd6eQO5UnCrnaWIj2lRiNQn5bJulpq4RhyrZShkdkjlWRbygCyq0JVnmRjldE1MEZHqWjUHfyVpfXyUMMuE60sVom3SUE3OMqXUplqVYs6WckDKg7nnqiEHdwOV+neyR1z0tVpYn5xWWpUkN6zIoIapSR0bZiCSmy+m8pmxUmtnnJ0AFN+yAc8c2bZpqZ2g+UNP+RIDWzURkQi8BElp3RLEw96xlE3K/GtuXPLPMGozLtLnfTNLKRm8nRgA3N4qiCIxzsFiCJRHYoOlbzsEE11F29n7hHIgj/c8ylWCGySi4aHMOiiMgFqBYaF8n8ww7mHK4j8bBm7wktDbJpjSJWkGa4RR1yt2V3c2V+2cpG0nJ8+dG1LQjOwBEA4R4kJBslChtqEFsHAD6+nW94li3W6JvLooFKBJaE1QSeXLkiDnGTglA1ndR2FXQ6Gw3QtRVQEBAQEBAwIhFYHSGQFYBWHvux6Ii5H43Vhdio6AsAxLptXISVPBPgYmasj4TIKbz4Cij2zAH26gRpThkls+ARCTBOSGJY+cZEnOFSEhEhuLIiGMw1a6oaSYgUwFltAk22oQy7lyYdVk1G+CYD0GO0XHOwZZJyPQ0qpbpcLK6SEx9CIwRyOYVUgwkGViq9RAAnGeOSpBrXyIdjWV1KEzl9WXSzK7NWr5lDgqTGTOLy8oNEWLWBbpxDd/X6TA0nc/XKTHSs3wirfNpdTyAfGZpI8BEPit1Og2ba0rY2SZzvj6OvfHkTIX6CWg/EgkoMHDoHErMndOyYrl7doGxSVPNoECzGNFAClmOIEvcsCIMFIu8/x0DlutzSOjrcYK5X/NoFyW4Y3NgXaqZ933Td/Y9SwGAu4gibqOPPL8ffbDRpwjtr6NirSGSJo+b60/ARUNq1oflHkzM9BchZ2rq1isqv5/0vafLYklSHRVl/IhMHjBWS8FqmY5MqtXh8oIp0hFK0tNpeO8ZY2BG58ISk5NMiCLDwYWufz0Fq5LtfoAUuG0XLnJWJU11RFTN5Fgy+hIWR0CppK8RR0Vtj4WivOymrQ01WzwuibU/ktWbRZE+ZyaBwSqYr9/JjKt2pCOzGBHILLMwpUwElqmXJMeKAfp+0ewN1+xdWW/PSszp2GxfiTpBmPaxHkOA+Y02z74sa00klOnvqvYJiwb095LNhKhfItlUB++vgTgHG9WhzxkLnVetbBgd4UUFJkyX0f2+MBc1JlswmK8JwtLVdiMMdAICAgICAvZ0eBOHHTrHXogw0BkC1bEA69R+DJq1gZuVWDRFwCg9g2JyiBG+x57YWSfjOjIEgI62MuyIIoasLqBSAdkXAylDlVjRGZmbaAvrE8FJ6zRMnh1XTqEjKBjT2dAhmGZoMoCBuZufKeOwKpnHVhDgcmTleZ7IoyDItoVznjUFtAxBBCiTt8ppngSgrD5CwkUy6ZxeuQYDgMv6zvxJc6Lz4aTtOu+RY3MiamJzABRzDrmNzOWv8qOudBQdM1FWuoxZBdrPRrI84iY17rZGL5TnI0MeZWZnrp4mqOBq7Top/0sN+6xbM9kIIatnsm0lLTtGLo8YFAHlEnhNN1q0fgC08u9IpkxCvXsUUuNbY/vE5R+y7Z1p115A14XXFUTVUh6mTomeiSurP4qKWirtAuwxdUnOnrCMQ9QVeJ1BZFqz4n7EeR7V4tgyy7RlefSRbRslmcdGNbSr95kiQELfl5pJNMylZJCcQdl2jRm41JGCFCtQzMFjAVaSYIOR9pEh9yDozzaLO2Oa7eDMRVC5yDPvnxR5wjymlGZEpAKUaWNlZu+ZzipPqWaNKMt0xJxlbADNrBCB6ilQreXXiSKwJAZiYwBWSoA4ApWSgn7IRs1RlJdZJhyqlLNotv2jAYWkNzO6JRPRx7lj9GzeKgCeT1j+G0NcM8kqNnqXhDtnaavFAnJmlptm0wweAzcMqzTssEVUIyT95j62vxPud82/t7U2TJYjkKjk3j9ELvqQTF8yRXmuwYyb316u9WJxziLLXZS8PGD7EQY6AQEBAQEBezrC0tV2Y9gMdJ599ll8/vOfx0MPPYR6vY7DDz8cV1xxBU488UR3zKpVq/CpT30K9957LyqVCj74wQ/immuuQZIkr/p6so2AdpXPvBk1swSKFbQbetbAnJOxO85qX4RmFSzbQopBEfcif8jpdMjoeAA9C2KCaZ8Kf7pqrk0MmskRea4XLorRXDLlUCT0dyTT7It3DvfeRoZYZkaxZubKHm61EI6NoOJO/7wwx9koNKP9IdJFsdFJvjzeuh1nxo/EsjZA/l4lDTqpRo2RXy6nI0Khj8gyY6as5LWL1dFo75Wc4QEs08J0FnqZ+9/k583LoBwr6LM+zW1Y0AMZjRKv5zNbfV6rodH3FgzTx6RmdURN61DqEzsRb8xdW/mUScC6DUhqKeKOMlR7CbIcmRxLzHn+ENcMTjSgWRYSXDN9TB9j/XayimV0DEMX5c6xlg3ztWqacTIMUsE5OQaPuM6g7jrfsKOpggD0cxLZyDpP42HuG1E3/kaWEbNZ731mzD4v3Oif7AMS6+9Z9olnpPVt5fwCLlopJYiaAk9N7qTMehFBswFGowIbrSaVi9BiirT/je1IpbR2zjAhBRg3apbqbPGW9WGG4dEdkDsjk91uco4xITSTUymDKvr3T7UlWqNViaASEz0kcq1JkWFkzewYALRxkIhzvyiY55TgfHRg8nMpq1mL83vW3Ss2V6B97i3T60dBkvczZTR+aQdzz6B1UrYMpKgj92SqKaOvkjrKzeimrD4sf5jI6ZQoFlCInAZOJTzX5xgNWFZiOsovMYxOCZC7KteVsiZfO3qOvQ/DJurq3e9+N7Isw7333oslS5bgTW96E04//XSsXbsWACClxLvf/W709/dj8eLFuP322/HLX/4Sn/3sZ3dzyQMCAgICAnYQRDvntRdiWDA669atw/PPP4+f/OQnOOKIIwAA8+fPxw033ICnnnoK3d3duOeee/D0009j9erVmDRpEgDg2muvxdy5c3HllVdi1KhRr+qaKiawmEx0kmFh3LCQ3IyDkOs7dDSV1Xx4jAnXjA6LFJg5l6+hsfceM1QKYwB32h0JKjeXT09CdDlYA+ViI6Ck1AVWGQfVBVDXmcs1C5EzNvlJ0ZKVKWROt1oW/5LumPx4n9loJYCz31cRgDif2bkcR56WxeqknP4GyPVJLO+LYiMU+8XpcbxyOiauRfkKOhoBKE5ADJMnyXxP5vW07wv1bjUjhndeew1vumEZHZ4CvKZdlF1kmrtGPpPW2iXKdTWWcahJiGpWuCxFHDStB1lHAlnWviBZWWswlOf8rTUsHDwVeT4v0te1PkGu72D8foxrtC0/k0Yv5LWt1Uq4PG8Rg4TW+PCEg6U5ewJYVobl2zKAg4HIuw8I5plrZHL8Czf0qReV57tp+/nGmM9yMNtppo3L3GUkdx42DEbLwgyTQ+B1Apfc84jyGB4CcvGbvRd8tlazWVwpsFTpSCtAa4EEBxjXUU4AkEkwwUFZBsZ44RzIMrBMdxRLJbjgpsOE7gfOoLgXDWj9v/y8Tl6xsjIDay9u8+F7VVnncus7BqBwDT93nO8fBXjPknlm3W+Qsqyq53uU6bYWae73VIiY8zx/tA5KNTA5EWCcnLVfjm5XzVhqLx8b3WdfNn+hinNZVcCei2HB6IwbNw6HHHIIbr31VvT39yPLMtx4442YOHEiZsyYAQB45JFHcNhhh7lBDgCceuqpqNVqWLJkyZDnrtVq6O3tLbwCAgICAgL2KARGZ7sxLBgdxhgWLVqEWbNmobOzE5xzTJw4EQsXLsSYMWMAAGvXrsXEiRML3+vq6kKSJG55qxWuuuoqfO1rX2vaTh0SvDNFFEtEkUIcSQihpxuCKwimI6R8TY0iBkkMUnHHpkjDmFgXYf2eXNSSzVWV11WfPxIKjBEEIwiuEAsJwRQik+uKm+tbKGLOHTlVAqkUqGV6ZlJPI9SjCFIIqNh46WSG2WlcsvVYGJubiGBmzF7UFbzZljteNczM/GeqYTat/CgkkbMDFJFjbiiiXNfU6NJsGRnbfr5eymSmzmeHmsFq1Ob4KESzMTuJb2DKDONlI2Yo8maaUV5fyy4MdY2mczZMN5jx/xBVIB6gnMkx17IZsq2LtJ7JKh3FVJPg1VTrXYRANkr7HqWjE9RGCx0tkjDX5hQNXVbbbj5b5Uew+JnfLYtjSUGbPyqnK5mLngIskcjAEn0M8+4lnYcpd5t232fQEUce/cLBoKxQTcAUiBUYwUJElleGYoXzty7iz7tfbf15BvAYUMaPyupEbKSd9UfiqfaOoSzP6s05weZ5s6HCtt20WC3PX8VSCVbNwAYGgcGqZmuiCCiXtKeO4Ln3jWW9AK3XkRKoSyCWeT4sAFzq7PM8iiBKAirRzsXKRM9l5dyZ2OoKrZamKWKwQU/jmByOXEvl/McIjdobzY4Z3Zvd5f1mFJyr/Txz9m8Kp5PSbI5mvrj5y1IJJqXTOCGz+dlMewihI89KESiJoMoxZEUgqwhkZatByyPBdNZ0qwvM9YGqRFDRLtK9BGfk7cZuZXQuu+wybai1hdfjjz8OIsInP/lJ7LPPPvjjH/+IP/3pT5g1axZOP/10rFmzxp2PNQr6ABBRy+0Wl1xyCTZt2uReq1evfk3qGhAQEBAQELDrsVsZnfPPPx9nn332Fo+ZNm0a7r33Xvz2t7/Fhg0bnNbmhhtuwKJFi3DLLbfgi1/8Irq7u/HYY48VvrthwwakadrE9PgolUoolUpN2zvGDqBjDEd7UkNHXEdblKJsFoVLPNMvkSFiErFn8KKIISWBmpkW1lQERRwKDKkSmnkhDkXc5ahSHrtjHXAjrtmbiClwpv9GXEIwO5M1fz1KJiMBSQyZElBgqEodolSXAlUZYTCLUc8i1KVAmglkkkNmHGTz6yhox2Zr5GImEGRZEM/Hx7k9u7VzX8/TWgPTKkornyGag2wElY1OMxokxslEofk6BqOJslFkxr/HeuPYbsmjo9DMYLVAznC0iDijFvVp2A8AvBVT1qAJsWwOMbiy8lTn5Yk3A9EgIRo0Ph6WxSFPx2AdfDPlnHxZPQOrZ6AkQjq2goGJOuKmNooh7Wgos18eH752yNbXMjoyb1eXad61K2tun62gwAj6Gbp9/ZHJEN/y3Mw7j520W2bBZySAJlbCwvWD1aeYY12kHLOMgvUr0kwDYOQuvoaEdKEoMn5YyIkXZSInNfun+xWmD1lq9CQ28mywClRroJpOrOb8cOykzTBA7j2RZnPqdZCUYNxUhnPNaACAlGD9GRhqQCTA48hk5eaQ7QmicpS7Dcc6YkrGJudY7EXVeZGDANw215bePcNTACkrsIAukjHNIxXz9jW/a9ajympvvLxyPDO5x1KP/coyHQEnVXGJRgsedcZ1QOevsnm4EsNmJVy7M5eM07pxZ5YlICsBZDU5lsVJCJQQkCiwRIIG6tgVIFIg2jH2aEe/P1yxWwc648ePx/jx47d63MDAAACA8yIBxTmHMtTszJkzceWVV2LNmjXo6ekBANxzzz0olUpOxxMQEBAQEDAs4Q9ud+QceyGGhUZn5syZ6Orqwpw5c/DVr34VlUoFN910E1asWIF3v/vdAIBTTjkFhx56KD7ykY/gW9/6Fl555RV87nOfw7nnnvuqI64A4ICx69E1mtAe1VARKdp4HW0mbXWJpyizFJ2iiphJxCyD8PwNJDRjAwB1ElDgkMSRkkBKAlWK9XsVuW1AzsioIabCvJXIw0C02Ce982RKIDVlsmVTYIVjFGl2qa4ixy7VpUDmvqd1QPa9NMdLow2y+iQiIJMij/oipqOVzHUcYwTkrI8tBKEw29ZeO8ZTiKE4U2PewZZtUHrd32ce/PX+lqzOlpgHKr5vDEpr+V2frfFnvY37mS43V1qPA2gmJ+4nJH2EqKogqpqtsdm+XdZse06rz7DbOQc4B6tmKP2jF8n/M7PTMRXUx5ZQ7+Sot3OT8Tv3A6EIuSttQqCYoMpmxkwoarqs7sxnyqTHNjmWr6FZPPamqT0tK4j8u5ZBcloNE12m+5PyMhhPF250ZAqktTsRNCto7jWyLCOzbE/eR4VcdjEK0UGWcbBZ7JnMvZR4xoxeJPfy0SwUOUbK9U2BCWQubxlxprPQGwdmAGCxACuXtPuw890xf9NUe+hYZ2IpNZNTTzUty7ieuVdrYHHV5dqCEFrnEwn9njEg0tt0mZVzBXbZz2Mv31PMXHSkf+/5PkoqQv5MkKet8ZzP7WduGcmU3PVttnSWGR8hKXM/oTTL6+2zNtxEoMWx09xYxoYizdioxPwWxcxkOrfaG1aIorJ/7XOg9TgKlBBYosAjiTiRiGOJUpyhEqfI+mtYhYA9GcMi6mr8+PFYuHAhNm/ejJNOOglHHXUUFi9ejP/5n//B9OnTAQBCCNx1110ol8s49thjceaZZ2L27Nm45pprdnPpAwICAgICdhAh6mq7MSwYHQA46qijcPfdd2/xmP322w+//e1vd8r11vSNQq/giLlEIiTKIkNi0hsnBX1Orp3hUE2sSyPTAxSZm5REE4OjqHn8yVnx3ALktvnXFi3KAAApF4al4UgV1xoi4oi4bIreqlCafzasj9X92LLaz5nSOqOMuNb+KIFMCqRCITOMTiYFJNPsj9bZkHEfZrkGyMDPoeWiqjIGlnHAMAgWTdWUVj+RZ0UHjA7AzLq5nZV77EOjN41jgEwuJDsDz7Nzm+KZKB5XXOvN4msYWMO+hiLbCCVh8uXEg4S4XyHeLCEGM/CqBK+ZKCqT76gww7deM8yLwgFgPUKYmaGL3kGUB1KUTX4j3fwMlAjIkoBsE8hKhv0pc6QVjqyNI6voXGKyBMgyQSUKlJh72uRWY0LpuinTWAo6g71inpYmr7mLfPMduv1DLLvj+aroA8xfBTBzb+XMT0N/GoapkXXzvVn8KDlRLd5Pvm9LkWGC0UyZJmjwMWLKRFkRnJtyU/QhPFaHAxCmrQR3uaa4YOA2b5bVnVg36Tgq/NNiUoEpqZkOk0nc12JYbx2n8ahJnTfLz7KeJBBJrLOUA5ohMRnLKRY5SxKbjPXcc6c2rJStl4220+2Vs5G6rGT2mb+SAGW8haTM2a/Mq49S+X3vszglQ70kCagcQ5UTdz9rV+NcY2SjyWScsziNPj92G0X6GtrRmQr3nZIcWQooxZBJjloaQQ7uIr5ANT4Q24G9VKMzLBidgICAgICAgIDtwbBhdHY1NvRVsJklztMmErmHTSyk8dJRSIQ0kVE6UoozAkfucRMZFsjfBiCPtPJYkkYmhntTQbvPj7JqFYFljxMN3IE012mMAGu8ptXmuGPNZxsdZvU6lskhsy2TAlJp3U4m9UtZPY9ikJLriC7zcjN/xbSvj2FqWMYK/i2+Pw5rmND4nj2WGYGJ1vE9fphCQTfgmBXuffbyR0EAJAk8Y25mDiLnEly4PpGbwbaEZ21g2Q0343X18rIrpwRRk5rJsa6u1RSo1YBaHZSmmtmB1mYwYfQWQjjthTFj0jPygoYnc+0M2yR1Dt7PEG9qYHoirWugmEPGxmelojUbMjH3rjcjttoMx2L5TBZQYLsKHksFhiPvo0aWxo8UKzA95PW9nXxTzugU0HBey7jkHkH2uDwbve8KnUdXUUO0mHlf8P0BKObwAwVzdos167vMNbhNnCQjkzXbarNUrluxUUZ13+23obKKHAuiLHOjqGlG71gdqTR7YhgdfV9xp+VhJoeWMP4z2p05v1/A4bmmG+bFZmBvXDKxZVUydyrOMq01sve2ydIOwcGSBKyUaA+hOAYlMRALqESXlWJuPIFMzjajw7GaIev6DMBkbPf7VTO+CsZoXUHnOYNmfikyeqWUdJZ3QVARQQpCJgh1oaAGd9FykBOZ7eg59j6EgU5AQEBAQMAeDlIKtINLVyG8PKCArLcEqUomx1UxPxUTpF1OuWZpOFfO+di+F9bBGOT2McfKeHqFFnqaiGlXZN5wvP+9LUVg5QxPkUFSZgqphojsststS+Pcnk0klY2yAgxLYxygCXrtWnmMjWNtAEA25ACz3jeU+5LwumG1TGZilnrMDFDQSwDwfFasNsLXU1CTBkNH0bAGJiWvu591mymbL8f8NT41BX0BkGeidjNYcw4/M7IP7zjWOMv1ZsdNM+JqDajXQQODUNVa/pU4AtVqIEVuBs7iWP9l3M3IdcNyrddhzLnCQnAQJ51JvKCVIYAxcKM9iAGdkTriho0wxxqdBgmd0dxplkTOWBRYDOtJY9q/oHFiyGfdLGdpCn3UwPrk5S22dWN0V/45Z3DQiqFp6C5WYCG8HRx5G9iyW1aQGQbAd2F2fdtc5pxRMqye0ajwQqSddfzVTr+sngG1NM9enqaAMo7IXi4nX4MDQN8P4LnHDmO59sXWJ/MYFdtsSunvWE8ar//z9iH32W/GQu6txu+gcKC+d42nGWuIpFJGI0SRMAwNB0U26ouBIuba3WZkt27VRY2Wdja3BBRXMF5cAKX6HuSO/WnoSwHtGC3s74lxcB/cRYOHwOhsN4JGJyAgICAgIGDEIjA6Q0D0CvAs8rQFlNt/MEBaNb57UT6DtRm1DZjdBu94IygoMDp2cmsZJEZ5lnJvvz5ncWTeONFlDcdQI4tD+XZ/kG89buzkwWZCd67ETsfQzNJA5RnCmSrmxXLOyV5EDHOMDApOsza/jfMkscdJ8o6jwkzYaRmUYUwsGwJvtmxyCbFM5TMbW0Y7yc0UkCmw1Ph1pKl+2RxCDdEqjWD+jLcRRCBvtk2+ZsLMfJkQIJ+ZEQJUT0HVGihLwSsVsPY2/Z1Skrveatowv7ZxyoXNdVSt6XJzptkfbvQXkZnCRkaTAYA4B4RmNJz+AjA6H8rvNcZssXWaKcYKzFZLeFqOps8u6RFrYruIMXtTt85VNQSac7kNMaP1tVS8uM1npfQGuMTjjtlp1eeuocx96OlC/Hxe2kdGGedffW859iY10UdWQ2P0LIXIKj8jty2L1W0xlvvo+PeHnx9rKAbSP6aRzWHeuWw2dRcBaF6C5/dPw/f87cS58TPirs3IRAe6iC7HkLE8r5jXTz6DRiJn2JzJewObRh6jyyy7KPTjSNZhu8EFWn/OmUn7XlV3VdSVLwjbTuyljE4Y6AQEBAQEBOzp0NmLd8I59j6Egc4QiHsZRJ0VZ3NN0RMtPjdM7LZ4rIXPvHj7bcqowvbmr7j9raJM/Pes8WR2hukdw+0ycOF45BoGT/dQcMFt/F7D9wsRMQU9jfcZHkPjvyTl2hlZPA5Oy4CiZwflkUwgq8fQBSLOcx0MNwxQ5v2ACAbi2kOElWKnlWFKR7ewoQR9jT8iTZEwSl9XqSZNhWOJTLmoXjddZWbVcaSdciPvkbVsjuA6D1IcQZViUElrGay7rV++gl6loX1aoaA3atAW6feswPqQ4IDTS3jX92fk9jkp3CMtCsCKZdfXRKEvXZnsYX5ZvGd2S2iSqzWwM4X9Q53Pf1YkgRFzehsHqwty0V5eVFWmXYGdj4yCYztYhJyxk1Kzb1I19I0vZnqV/8ws41PQHXmMDWea9fMZm1ZRV9zTcFlGxmaSd7ogj61h9jr6HL6exveugnfPUMP7/FiPdWkR1eZypNk+8iLqXH4uZZkaFM/b+JcXP8tcNhewhyIMdAICAgICAvZwkCLQDi5dUWB0AnxEA4CQaJhh5PtbsTit2ZrieVunsdqGaac9ckv36VD7PBam5bGtJtPUvG9rjJE7rtW2hvORmbz5/ir6ONaaGbK6H3/mbL1yGn1PGqOu7DH++YbwRWnU+BT0PVuLrmr1I+L7/vjH+VFXCuCF2Tk1n9Nt9/VF5q9UQFYFBgjcajXM8YVwUp9hcudQ7jN57+21fB0RKa1TYwUHZqMt4gxgXPe9i6RieYSP+Qy+DXqGoTROPrbnB3tL5x0qGqgRjSxdITJLNW0jXztjv9+iXZljJ/L2JKN7IduOfvtZhsdVjef18PUwjZoxy8h4fVTQ1zQe16izsRobUbxOUXPDHBtDjgUy7eExN461sUxJK0anwKawJlZl6GOLv8etfpuZ6QLGcmaHMQDSP2/Db3/jeQFgVzE6pLDjS1d7Z3h5iLoKCAgICAgIGLEIjE5AQEBAQMAejrB0tf0IA50h0P6iQhQ32KW3Yre3JFx8DfCq7vNtuKlf9XOznc/JkIaeDecrLq9R6+3e9xrFrFtdcmtYetBLaLnonAyTT4aX9kWv+lyNSxetKrWNGKJ/mus6xHGt2nRLfd7U1ltahvGO8cXH3r6mc2zvj2jTM7RzH6KmejZiZ//4e+VnaF0fVljRa1gy8otmBb/+xq3x8EO0X1M5Gg9r8b3GUHt9niGO95an/HI2misWzgGzbAToZKjMP4xyE0JmPreSDzSUv3l7Q50K0oKt/H63aMpGe4Ms3VWGgWHpansRBjoNsCNemVab923DQGePQhjoNH+3oFMx+wvnbcxjtJcOdMg7pqGNw0Bnaxfchvr4l2wxENjid7f2v2o4DXQaB3KNReANg5c9cKBj/1e81mxJhnTHfm/sOfZChIFOA9avXw8AWPo/V+zmkgQEBAQEDBf09fVh9OjRO/28SZKgu7sbi9f+bqecr7u7G0mS7JRzDRcw2lsX7YbAxo0b0dXVhVWrVr0mN+3uRG9vL6ZMmYLVq1dj1KhRu7s4Ox0juX6hbsMToW7DE6+mbkSEvr4+TJo0CXxbogq3A9VqFXXjrbWjSJIE5XJ5p5xruCAwOg2wN+ro0aNH3MNrMWrUqBFbN2Bk1y/UbXgi1G14Ylvr9lpPisvl8l43ONmZCOHlAQEBAQEBASMWYaATEBAQEBAQMGIRBjoNKJVKuPTSS1EqlXZ3UXY6RnLdgJFdv1C34YlQt+GJkVy3vRFBjBwQEBAQEBAwYhEYnYCAgICAgIARizDQCQgICAgICBixCAOdgICAgICAgBGLMNBpwA033ID9998f5XIZM2bMwB//+MfdXaRXjcsuuwyMscKru7vb7SciXHbZZZg0aRIqlQpOOOEEPPXUU7uxxEPjwQcfxBlnnIFJkyaBMYZf/epXhf3bUpdarYYLLrgA48ePR3t7O97znvfg73//+y6sRWtsrW5z585t6se3vvWthWP2xLpdddVV+Kd/+id0dnZin332wezZs/HMM88UjhnO/bYt9RuuffeDH/wARxxxhPOPmTlzJn7/+9+7/cO537ZWt+HaZwFbRxjoePjFL36BCy+8EF/60pewdOlSvO1tb8Npp52GVatW7e6ivWq88Y1vxJo1a9xr2bJlbt/VV1+N6667Dt/73vfw5z//Gd3d3Tj55JPR19e3G0vcGv39/Zg+fTq+973vtdy/LXW58MILsWDBAtx+++1YvHgxNm/ejNNPPx1Syl1VjZbYWt0A4J3vfGehH3/3u6IN/J5YtwceeACf+tSn8Oijj2LRokXIsgynnHIK+vv73THDud+2pX7A8Oy7yZMnY/78+Xj88cfx+OOP46STTsKsWbPcYGY499vW6gYMzz4L2AZQgMPRRx9N5513XmHbwQcfTF/84hd3U4m2D5deeilNnz695T6lFHV3d9P8+fPdtmq1SqNHj6Yf/vCHu6iE2wcAtGDBAvd5W+qyceNGiuOYbr/9dnfMP/7xD+Kc08KFC3dZ2beGxroREc2ZM4dmzZo15HeGS91eeuklAkAPPPAAEY2sfiNqrh/RyOk7IqKuri76z//8zxHXb0R53YhGVp8FFBEYHYN6vY4lS5bglFNOKWw/5ZRT8PDDD++mUm0/nnvuOUyaNAn7778/zj77bPztb38DAKxYsQJr164t1LNUKuH4448fdvXclrosWbIEaZoWjpk0aRIOO+ywYVHf+++/H/vssw/e8IY34Nxzz8VLL73k9g2Xum3atAkAMHbsWAAjr98a62cx3PtOSonbb78d/f39mDlz5ojqt8a6WQz3PgtojZDrymDdunWQUmLixImF7RMnTsTatWt3U6m2D295y1tw66234g1veANefPFFXHHFFTjmmGPw1FNPubq0qufKlSt3R3G3G9tSl7Vr1yJJEnR1dTUds6f362mnnYb3v//9mDp1KlasWIGvfOUrOOmkk7BkyRKUSqVhUTciwkUXXYTjjjsOhx12GICR1W+t6gcM775btmwZZs6ciWq1io6ODixYsACHHnqo+2c+nPttqLoBw7vPAraMMNBpAGOs8JmImrbt6TjttNPc+8MPPxwzZ87EgQceiFtuucWJ60ZCPS22py7Dob5nnXWWe3/YYYfhqKOOwtSpU3HXXXfhfe9735Df25Pqdv755+PJJ5/E4sWLm/aNhH4bqn7Due8OOuggPPHEE9i4cSN++ctfYs6cOXjggQfc/uHcb0PV7dBDDx3WfRawZYSlK4Px48dDCNE0Mn/ppZeaZjDDDe3t7Tj88MPx3HPPueirkVDPbalLd3c36vU6NmzYMOQxwwU9PT2YOnUqnnvuOQB7ft0uuOAC/PrXv8Z9992HyZMnu+0jpd+Gql8rDKe+S5IEr3vd63DUUUfhqquuwvTp03H99dePiH4bqm6tMJz6LGDLCAMdgyRJMGPGDCxatKiwfdGiRTjmmGN2U6l2Dmq1GpYvX46enh7sv//+6O7uLtSzXq/jgQceGHb13Ja6zJgxA3EcF45Zs2YN/vKXvwy7+q5fvx6rV69GT08PgD23bkSE888/H3feeSfuvfde7L///oX9w73ftla/VhgufdcKRIRarTbs+60VbN1aYTj3WUADdrn8eQ/G7bffTnEc049//GN6+umn6cILL6T29nZ64YUXdnfRXhU++9nP0v33309/+9vf6NFHH6XTTz+dOjs7XT3mz59Po0ePpjvvvJOWLVtGH/jAB6inp4d6e3t3c8mb0dfXR0uXLqWlS5cSALruuuto6dKltHLlSiLatrqcd955NHnyZPrDH/5A//u//0snnXQSTZ8+nbIs213VIqIt162vr48++9nP0sMPP0wrVqyg++67j2bOnEn77rvvHl+3T3ziEzR69Gi6//77ac2aNe41MDDgjhnO/ba1+g3nvrvkkkvowQcfpBUrVtCTTz5J//7v/06cc7rnnnuIaHj325bqNpz7LGDrCAOdBnz/+9+nqVOnUpIkdOSRRxZCRocLzjrrLOrp6aE4jmnSpEn0vve9j5566im3XylFl156KXV3d1OpVKK3v/3ttGzZst1Y4qFx3333EYCm15w5c4ho2+oyODhI559/Po0dO5YqlQqdfvrptGrVqt1QmyK2VLeBgQE65ZRTaMKECRTHMe233340Z86cpnLviXVrVScAdPPNN7tjhnO/ba1+w7nvPvrRj7rfvwkTJtA///M/u0EO0fDuty3VbTj3WcDWEbKXBwQEBAQEBIxYBI1OQEBAQEBAwIhFGOgEBAQEBAQEjFiEgU5AQEBAQEDAiEUY6AQEBAQEBASMWISBTkBAQEBAQMCIRRjoBAQEBAQEBIxYhIFOQEBAQEBAwIhFGOgEBAQEBAQEjFiEgU7AiMMJJ5yACy+8cERdd+7cuZg9e/YOnWPatGlgjIExho0bNw553E9/+lOMGTNmh64VMDTmzp3r+uFXv/rV7i5OQMCIRxjoBATsJNx55524/PLL3edp06bhO9/5zu4rUAt8/etfx5o1azB69OjdXZQRj/vvv7/loPL666/HmjVrdk+hAgL2QkS7uwABASMFY8eO3d1F2Co6OzvR3d29u4sBAEjTFHEc7+5i7HKMHj06DDQDAnYhAqMTMOKxYcMGnHPOOejq6kJbWxtOO+00PPfcc26/Xaq5++67ccghh6CjowPvfOc7C7PuLMswb948jBkzBuPGjcPFF1+MOXPmFJaT/KWrE044AStXrsRnPvMZt0wBAJdddhne9KY3Fcr3ne98B9OmTXOfpZS46KKL3LW+8IUvoDElHRHh6quvxgEHHIBKpYLp06fjv//7v7erfX76059iv/32Q1tbG9773vdi/fr1Tcf85je/wYwZM1Aul3HAAQfga1/7GrIsc/v/7//+D8cddxzK5TIOPfRQ/OEPfygszbzwwgtgjOGOO+7ACSecgHK5jP/6r/8CANx888045JBDUC6XcfDBB+OGG24oXPsf//gHzjrrLHR1dWHcuHGYNWsWXnjhBbf//vvvx9FHH4329naMGTMGxx57LFauXLlNdd9ava677jocfvjhaG9vx5QpU/DJT34SmzdvdvtXrlyJM844A11dXWhvb8cb3/hG/O53v8MLL7yAE088EQDQ1dUFxhjmzp27TWUKCAjYuQgDnYARj7lz5+Lxxx/Hr3/9azzyyCMgIrzrXe9CmqbumIGBAVxzzTX42c9+hgcffBCrVq3C5z73Obf/m9/8Jm677TbcfPPNeOihh9Db27tFfcWdd96JyZMnu6WiV7NUce211+InP/kJfvzjH2Px4sV45ZVXsGDBgsIxX/7yl3HzzTfjBz/4AZ566il85jOfwYc//GE88MAD294wAB577DF89KMfxSc/+Uk88cQTOPHEE3HFFVcUjrn77rvx4Q9/GPPmzcPTTz+NG2+8ET/96U9x5ZVXAgCUUpg9ezba2trw2GOP4Uc/+hG+9KUvtbzexRdfjHnz5mH58uU49dRTcdNNN+FLX/oSrrzySixfvhzf+MY38JWvfAW33HILAN0vJ554Ijo6OvDggw9i8eLFbiBar9eRZRlmz56N448/Hk8++SQeeeQRfPzjH3cDyy1ha/UCAM45/uM//gN/+ctfcMstt+Dee+/FF77wBbf/U5/6FGq1Gh588EEsW7YM3/zmN9HR0YEpU6bgl7/8JQDgmWeewZo1a3D99de/qr4JCAjYSditudMDAl4DHH/88fTpT3+aiIieffZZAkAPPfSQ279u3TqqVCp0xx13EBHRzTffTADo+eefd8d8//vfp4kTJ7rPEydOpG9961vuc5ZltN9++9GsWbNaXpeIaOrUqfTtb3+7ULZLL72Upk+fXtj27W9/m6ZOneo+9/T00Pz5893nNE1p8uTJ7lqbN2+mcrlMDz/8cOE8H/vYx+gDH/jAkO3Sqjwf+MAH6J3vfGdh21lnnUWjR492n9/2trfRN77xjcIxP/vZz6inp4eIiH7/+99TFEW0Zs0at3/RokUEgBYsWEBERCtWrCAA9J3vfKdwnilTptDPf/7zwrbLL7+cZs6cSUREP/7xj+mggw4ipZTbX6vVqFKp0N13303r168nAHT//fcPWe+hsLV6tcIdd9xB48aNc58PP/xwuuyyy1oee9999xEA2rBhQ8v9fvsEBAS8dgganYARjeXLlyOKIrzlLW9x28aNG4eDDjoIy5cvd9va2tpw4IEHus89PT146aWXAACbNm3Ciy++iKOPPtrtF0JgxowZUErt1PJu2rQJa9aswcyZM922KIpw1FFHueWrp59+GtVqFSeffHLhu/V6HW9+85tf1fWWL1+O9773vYVtM2fOxMKFC93nJUuW4M9//nOB6ZBSolqtYmBgAM888wymTJlS0P74beXjqKOOcu9ffvllrF69Gh/72Mdw7rnnuu1ZljkNy5IlS/D888+js7OzcJ5qtYq//vWvOOWUUzB37lyceuqpOPnkk/GOd7wDZ555Jnp6erZa963Vq62tDffddx++8Y1v4Omnn0Zvby+yLEO1WkV/fz/a29sxb948fOITn8A999yDd7zjHfiXf/kXHHHEEVu9dkBAwK5DGOgEjGhQg7bF3+4vbzSKYhljTd9tXA4Z6txbAue86Xv+Etq2wA6u7rrrLuy7776FfaVS6VWda1vqoJTC1772Nbzvfe9r2lcul5vacktob28vnBcAbrrppsJAFNADSXvMjBkzcNtttzWda8KECQC0xmfevHlYuHAhfvGLX+DLX/4yFi1ahLe+9a07VK+VK1fiXe96F8477zxcfvnlGDt2LBYvXoyPfexjrs/+7d/+Daeeeiruuusu3HPPPbjqqqtw7bXX4oILLtim9ggICHjtEQY6ASMahx56KLIsw2OPPYZjjjkGALB+/Xo8++yzOOSQQ7bpHKNHj8bEiRPxpz/9CW9729sA6Jn/0qVLm4TFPpIkgZSysG3ChAlYu3ZtYXDwxBNPFK7V09ODRx99FG9/+9sBaIZjyZIlOPLII12dSqUSVq1aheOPP36b6jAUDj30UDz66KOFbY2fjzzySDzzzDN43ete1/IcBx98MFatWoUXX3wREydOBAD8+c9/3uq1J06ciH333Rd/+9vf8KEPfajlMUceeSR+8YtfYJ999sGoUaOGPNeb3/xmvPnNb8Yll1yCmTNn4uc///lWBzpbq9fjjz+OLMtw7bXXgnMtZ7zjjjuajpsyZQrOO+88nHfeebjkkktw00034YILLkCSJADQdA8EBATsWoSBTsCIxutf/3rMmjUL5557Lm688UZ0dnbii1/8Ivbdd1/MmjVrm89zwQUX4KqrrsLrXvc6HHzwwfjud7+LDRs2bJHJmDZtGh588EGcffbZKJVKGD9+PE444QS8/PLLuPrqq/Gv//qvWLhwIX7/+98X/ol/+tOfxvz58/H6178ehxxyCK677rqCF0tnZyc+97nP4TOf+QyUUjjuuOPQ29uLhx9+GB0dHZgzZ84212vevHk45phjcPXVV2P27Nm45557CstWAPDVr34Vp59+OqZMmYL3v//94JzjySefxLJly3DFFVfg5JNPxoEHHog5c+bg6quvRl9fnxMjb43pueyyyzBv3jyMGjUKp512Gmq1Gh5//HFs2LABF110ET70oQ/hW9/6FmbNmoWvf/3rmDx5MlatWoU777wTn//855GmKX70ox/hPe95DyZNmoRnnnkGzz77LM4555yt1n1r9TrwwAORZRm++93v4owzzsBDDz2EH/7wh4VzXHjhhTjttNPwhje8ARs2bMC9997rBtBTp04FYwy//e1v8a53vQuVSgUdHR3b3DcBAQE7CbtNHRQQ8BqhURT8yiuv0Ec+8hEaPXo0VSoVOvXUU+nZZ591+2+++eaC+JaIaMGCBeQ/Hmma0vnnn0+jRo2irq4uuvjii+n9738/nX322UNe95FHHqEjjjiCSqVS4Vw/+MEPaMqUKdTe3k7nnHMOXXnllQUxcpqm9OlPf5pGjRpFY8aMoYsuuojOOeecgvBZKUXXX389HXTQQRTHMU2YMIFOPfVUeuCBB4Zsl1ZiZCIt+J08eTJVKhU644wz6Jprrmlqj4ULF9IxxxxDlUqFRo0aRUcffTT96Ec/cvuXL19Oxx57LCVJQgcffDD95je/IQC0cOFCIsrFyEuXLm26/m233UZvetObKEkS6urqore//e105513uv1r1qyhc845h8aPH0+lUokOOOAAOvfcc2nTpk20du1amj17NvX09FCSJDR16lT66le/SlLKIdvh1dTruuuuo56eHnff3HrrrQWB8fnnn08HHngglUolmjBhAn3kIx+hdevWue9//etfp+7ubmKM0Zw5cwrXRhAjBwTsEjCi7RAaBATs5VBK4ZBDDsGZZ55ZcEPekzFt2jRceOGFuyQ9xkMPPYTjjjsOzz//fEHkHZCDMYYFCxbscGqPgICALSP46AQEbANWrlyJm266Cc8++yyWLVuGT3ziE1ixYgU++MEP7u6ivSpcfPHF6OjowKZNm3bqeRcsWIBFixbhhRdewB/+8Ad8/OMfx7HHHhsGOS1w3nnnhSWsgIBdiMDoBARsA1avXo2zzz4bf/nLX0BEOOywwzB//nwnGB4OWLlypYsWOuCAA5zAdmfg1ltvxeWXX47Vq1dj/PjxeMc73oFrr70W48aN22nXeLV44xvfOKRD8o033jikAPq1xksvvYTe3l4A2sbAj0QLCAjY+QgDnYCAgBEJf2DXiIkTJzZ58wQEBIxMhIFOQEBAQEBAwIhF0OgEBAQEBAQEjFiEgU5AQEBAQEDAiEUY6AQEBAQEBASMWISBTkBAQEBAQMCIRRjoBAQEBAQEBIxYhIFOQEBAQEBAwIhFGOgEBAQEBAQEjFiEgU5AQEBAQEDAiMX/BzuGQ3fcQcVQAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "summer.std(dim='time').plot()" - ] - }, - { - "cell_type": "markdown", - "id": "530b6628-1084-42f9-9a03-c71e1ebcce75", - "metadata": {}, - "source": [ - "## 3. Extension Questions ##" - ] - }, - { - "cell_type": "markdown", - "id": "0604bf91-a371-415f-880d-10b2240eb12d", - "metadata": {}, - "source": [ - "13. Write code to compute the global average temperature change (averaged over all latitudes and longitudes) for the entire time period in the dataset. Then display the result as a 2D time series." - ] - }, - { - "cell_type": "code", - "execution_count": 133, - "id": "0f3b9cc7-4d6b-4d78-9abd-85ad5234e841", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 133, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "global_avg_temp = temperature.mean(dim=['lat', 'lon'])\n", - "global_avg_temp.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "4040a8e7-322b-41f0-8133-f90a9967fbbd", - "metadata": {}, - "source": [ - "14. Calculate the zonal average temperature change for each latitude over the entire time period. Plot the result as a function of latitude." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "add8336b-154e-44aa-9ef2-f41ca65cb743", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "zonal_avg_temp = temperature.mean(dim=['lon', 'time'])\n", - "zonal_avg_temp.plot()\n", - "plt.title('Zonal Average Temperature Change')\n", - "plt.xlabel('Latitude')\n", - "plt.ylabel('Temperature(K)')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "2e775044-805a-4f6e-a519-2e97c043d7c6", - "metadata": {}, - "source": [ - "15. Compute the global standard deviation of temperature change (Across latitudes and longitudes) for the entire time period. Display the result. Hint: use `.std` for standard deviation." - ] - }, - { - "cell_type": "code", - "execution_count": 134, - "id": "0d585b78-4c80-4e5b-848c-655834103e70", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 134, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "global_std_temp = temperature.std(dim=['lat','lon'])\n", - "global_std_temp.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "a78cc6b3-4919-4652-8fc4-b36abcd45dc2", - "metadata": {}, - "source": [ - "11. Calculate the annual mean temperature change over the entire year and plot it as a heat map" - ] - }, - { - "cell_type": "code", - "execution_count": 140, - "id": "49187585-2963-45d9-a47c-126619264236", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 140, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "annual_mean = temperature.mean(dim='time')\n", - "annual_mean.plot()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 + Jaspy", - "language": "python", - "name": "jaspy" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/python-data/solutions/ex01_xarray_intro.ipynb b/python-data/solutions/ex01_xarray_intro.ipynb index 975edd7..5159868 100644 --- a/python-data/solutions/ex01_xarray_intro.ipynb +++ b/python-data/solutions/ex01_xarray_intro.ipynb @@ -3,7 +3,13 @@ { "cell_type": "markdown", "id": "2713343a-c0f0-4da3-979f-bb0d9f8a5e4a", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "# Exercise 1: Introduction to xarray\n" ] @@ -64,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 1, "id": "14157c3e-af21-444e-9e8d-5a78eeb9edad", "metadata": { "editable": true, @@ -87,12 +93,20 @@ "# pandas metadata support is minimal" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "90401a43-a113-48f4-9a47-da8548b69222", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "id": "4352c46a-c179-439e-b1fe-3953dc8ee41c", "metadata": {}, "source": [ - "## 2. xarray architecture" + "## 2. Opening and Exploring Datasets" ] }, { @@ -101,12 +115,13 @@ "metadata": {}, "source": [ "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", - "(Hint: Don't forget to import any packages you need)" + "(Hint: Don't forget to import any packages you need).\n", + "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "id": "397feb59-dd4a-42bf-bf95-f093d75d28b3", "metadata": { "editable": true, @@ -120,20 +135,26 @@ "outputs": [], "source": [ "import xarray as xr\n", - "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')" + "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')" ] }, { "cell_type": "markdown", "id": "9c34363a-9168-4478-885a-7bd2ec669f3a", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "2. Look at the parameters of the dataset." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "id": "1257eab9-ded3-4e4b-b703-0b39236f5d23", "metadata": { "editable": true, @@ -179,6 +200,7 @@ "}\n", "\n", "html[theme=dark],\n", + "html[data-theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", @@ -511,100 +533,115 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
<xarray.Dataset> Size: 3MB\n",
-       "Dimensions:  (lon: 360, lat: 180, time: 12)\n",
+       "
<xarray.Dataset> Size: 13MB\n",
+       "Dimensions:      (longitude: 288, latitude: 144, depth: 20, t: 1,\n",
+       "                  longitude_1: 288, latitude_1: 143)\n",
        "Coordinates:\n",
-       "  * lon      (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n",
-       "  * lat      (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
-       "  * time     (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n",
+       "  * longitude    (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n",
+       "  * latitude     (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n",
+       "  * depth        (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n",
+       "  * t            (t) object 8B 1920-04-16 00:00:00\n",
+       "  * longitude_1  (longitude_1) float32 1kB 0.625 1.875 3.125 ... 358.1 359.4\n",
+       "  * latitude_1   (latitude_1) float32 572B -88.75 -87.5 -86.25 ... 87.5 88.75\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 3MB ...\n",
-       "Attributes: (12/31)\n",
-       "    CDI:                       Climate Data Interface version 1.5.6 (http://c...\n",
-       "    Conventions:               CF-1.4\n",
-       "    history:                   Sat Mar 07 00:12:23 2015: cdo setgridtype,lonl...\n",
-       "    institution:               Met Office Hadley Centre, Fitzroy Road, Exeter...\n",
-       "    institute_id:              MOHC\n",
-       "    experiment_id:             rcp45\n",
-       "    ...                        ...\n",
-       "    modeling_realm:            atmos\n",
-       "    realization:               1\n",
-       "    cmor_version:              2.4.0\n",
-       "    nco_openmp_thread_number:  1\n",
-       "    comment:                   CDO Statistics mean calculated at NCAS BADC : ...\n",
-       "    CDO:                       Climate Data Operators version 1.5.6.1 (http:/...
  • depth
    PandasIndex
    PandasIndex(Index([               5.0,               15.0,               25.0,\n",
    +       "       35.099998474121094, 47.849998474121094,               67.0,\n",
    +       "                    95.75, 138.89999389648438,  203.6999969482422,\n",
    +       "                    301.0, 447.04998779296875,  666.2999877929688,\n",
    +       "        995.5499877929688, 1500.8499755859375,   2116.14990234375,\n",
    +       "         2731.39990234375,   3346.64990234375,   3961.89990234375,\n",
    +       "         4577.14990234375,    5192.4501953125],\n",
    +       "      dtype='float32', name='depth'))
  • t
    PandasIndex
    PandasIndex(CFTimeIndex([1920-04-16 00:00:00],\n",
    +       "            dtype='object', length=1, calendar='360_day', freq=None))
  • longitude_1
    PandasIndex
    PandasIndex(Index([  0.625,   1.875,   3.125,   4.375,   5.625,   6.875,   8.125,   9.375,\n",
    +       "        10.625,  11.875,\n",
    +       "       ...\n",
    +       "       348.125, 349.375, 350.625, 351.875, 353.125, 354.375, 355.625, 356.875,\n",
    +       "       358.125, 359.375],\n",
    +       "      dtype='float32', name='longitude_1', length=288))
  • latitude_1
    PandasIndex
    PandasIndex(Index([-88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0, -78.75,\n",
    +       "        -77.5,\n",
    +       "       ...\n",
    +       "         77.5,  78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,\n",
    +       "        88.75],\n",
    +       "      dtype='float32', name='latitude_1', length=143))
  • history :
    Tue Sep 12 11:49:35 BST 2006 - CONVSH V1.91 16-February-2006
    Conventions :
    CF-1.0
  • " ], "text/plain": [ - " Size: 3MB\n", - "Dimensions: (lon: 360, lat: 180, time: 12)\n", + " Size: 13MB\n", + "Dimensions: (longitude: 288, latitude: 144, depth: 20, t: 1,\n", + " longitude_1: 288, latitude_1: 143)\n", "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", - " * time (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n", + " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", + " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", + " * depth (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n", + " * t (t) object 8B 1920-04-16 00:00:00\n", + " * longitude_1 (longitude_1) float32 1kB 0.625 1.875 3.125 ... 358.1 359.4\n", + " * latitude_1 (latitude_1) float32 572B -88.75 -87.5 -86.25 ... 87.5 88.75\n", "Data variables:\n", - " tas (time, lat, lon) float32 3MB ...\n", - "Attributes: (12/31)\n", - " CDI: Climate Data Interface version 1.5.6 (http://c...\n", - " Conventions: CF-1.4\n", - " history: Sat Mar 07 00:12:23 2015: cdo setgridtype,lonl...\n", - " institution: Met Office Hadley Centre, Fitzroy Road, Exeter...\n", - " institute_id: MOHC\n", - " experiment_id: rcp45\n", - " ... ...\n", - " modeling_realm: atmos\n", - " realization: 1\n", - " cmor_version: 2.4.0\n", - " nco_openmp_thread_number: 1\n", - " comment: CDO Statistics mean calculated at NCAS BADC : ...\n", - " CDO: Climate Data Operators version 1.5.6.1 (http:/..." + " temp (t, depth, latitude, longitude) float32 3MB ...\n", + " salinity (t, depth, latitude, longitude) float32 3MB ...\n", + " ucurr (t, depth, latitude_1, longitude_1) float32 3MB ...\n", + " vcurr (t, depth, latitude_1, longitude_1) float32 3MB ...\n", + "Attributes:\n", + " history: Tue Sep 12 11:49:35 BST 2006 - CONVSH V1.91 16-February-2006\n", + " Conventions: CF-1.0" ] }, - "execution_count": 7, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -616,14 +653,20 @@ { "cell_type": "markdown", "id": "3cee6429-dbf8-4a10-b384-ad9de719a0d0", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "3. What are the dimensions and variables in this dataset? What does each represent? " ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 4, "id": "67ff7eb4-4058-4041-beb7-66e294542887", "metadata": { "editable": true, @@ -636,21 +679,28 @@ }, "outputs": [], "source": [ - "# The dimensions are `time`, `lat` and `lon`. \n", - "# The primary variable is `tas` representing the temperature anomaly across these dimensions." + "# There are four data variables, temp, salinity, ucurr and vcurr.\n", + "# t (time) and depth are dimensiones used by all of these variables.\n", + "# temp and salinity have a a different grid to ucurr and vcurr. This is why there is longitude and longitude_1, which are dimensions which refer to differnt variables." ] }, { "cell_type": "markdown", "id": "81207a17-eeaf-4de3-a3f6-9a0fd782c252", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "4. Find the name of the Data Variable, and use it to extract a `DataArray` called `temperature`." ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 5, "id": "3d0218b3-df73-4037-9fb9-eea80e1a70d2", "metadata": { "editable": true, @@ -663,21 +713,27 @@ }, "outputs": [], "source": [ - "# tas = temperature anomomaly\n", - "temperature = ds[\"tas\"]" + "# temp = sea surface temperature.\n", + "temperature = ds[\"temp\"]" ] }, { "cell_type": "markdown", "id": "6ee4a984-305e-44da-87ab-75cf88d71f22", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "5. Take a look at the `temperature` data array and inspect its dimensions, coordinates and attributes. What are the specific dimensions and coordinates associated with it? What metadata (attributes) is provided?" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 6, "id": "cc8a03b5-d7ce-406b-9602-47a153d2d7ec", "metadata": { "editable": true, @@ -723,6 +779,7 @@ "}\n", "\n", "html[theme=dark],\n", + "html[data-theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", @@ -1055,80 +1112,86 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'tas' (time: 12, lat: 180, lon: 360)> Size: 3MB\n",
    -       "[777600 values with dtype=float32]\n",
    +       "
    <xarray.DataArray 'temp' (t: 1, depth: 20, latitude: 144, longitude: 288)> Size: 3MB\n",
    +       "[829440 values with dtype=float32]\n",
            "Coordinates:\n",
    -       "  * lon      (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n",
    -       "  * lat      (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
    -       "  * time     (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n",
    +       "  * longitude  (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n",
    +       "  * latitude   (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n",
    +       "  * depth      (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n",
    +       "  * t          (t) object 8B 1920-04-16 00:00:00\n",
            "Attributes:\n",
    -       "    standard_name:     air_temperature\n",
    -       "    long_name:         Near-Surface Air Temperature\n",
    -       "    units:             K\n",
    -       "    comment:           daily-mean near-surface (usually, 2 meter) air tempera...\n",
    -       "    original_name:     mo: m01s03i236\n",
    -       "    cell_methods:      time: mean\n",
    -       "    history:           2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n",
    -       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
  • depth
    PandasIndex
    PandasIndex(Index([               5.0,               15.0,               25.0,\n",
    +       "       35.099998474121094, 47.849998474121094,               67.0,\n",
    +       "                    95.75, 138.89999389648438,  203.6999969482422,\n",
    +       "                    301.0, 447.04998779296875,  666.2999877929688,\n",
    +       "        995.5499877929688, 1500.8499755859375,   2116.14990234375,\n",
    +       "         2731.39990234375,   3346.64990234375,   3961.89990234375,\n",
    +       "         4577.14990234375,    5192.4501953125],\n",
    +       "      dtype='float32', name='depth'))
  • t
    PandasIndex
    PandasIndex(CFTimeIndex([1920-04-16 00:00:00],\n",
    +       "            dtype='object', length=1, calendar='360_day', freq=None))
  • source :
    Unified Model Output:
    name :
    temp
    title :
    POTENTIAL TEMPERATURE (OCEAN) DEG.C
    date :
    01/12/99
    time :
    00:00
    long_name :
    POTENTIAL TEMPERATURE (OCEAN) DEG.C
    units :
    degC
    valid_min :
    -1.7999878
    valid_max :
    35.0495
  • " ], "text/plain": [ - " Size: 3MB\n", - "[777600 values with dtype=float32]\n", + " Size: 3MB\n", + "[829440 values with dtype=float32]\n", "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", - " * time (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n", + " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", + " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", + " * depth (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n", + " * t (t) object 8B 1920-04-16 00:00:00\n", "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495" ] }, - "execution_count": 36, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -1141,7 +1204,13 @@ { "cell_type": "markdown", "id": "6fe00161-8c6d-4d05-b85f-89a9b682ff0b", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "## 3. Label-based indexing" ] @@ -1156,7 +1225,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 7, "id": "ec783431-52db-4877-9280-a65f06cd6283", "metadata": { "editable": true, @@ -1202,6 +1271,7 @@ "}\n", "\n", "html[theme=dark],\n", + "html[data-theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", @@ -1534,61 +1604,71 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'tas' ()> Size: 4B\n",
    +       "
    <xarray.DataArray 'temp' ()> Size: 4B\n",
            "[1 values with dtype=float32]\n",
            "Coordinates:\n",
    -       "    lon      float64 8B 0.0\n",
    -       "    lat      float64 8B -89.5\n",
    -       "    time     object 8B 2065-01-30 12:00:00\n",
    +       "    longitude  float32 4B 0.0\n",
    +       "    latitude   float32 4B -89.38\n",
    +       "    depth      float32 4B 5.0\n",
    +       "    t          object 8B 1920-04-16 00:00:00\n",
            "Attributes:\n",
    -       "    standard_name:     air_temperature\n",
    -       "    long_name:         Near-Surface Air Temperature\n",
    -       "    units:             K\n",
    -       "    comment:           daily-mean near-surface (usually, 2 meter) air tempera...\n",
    -       "    original_name:     mo: m01s03i236\n",
    -       "    cell_methods:      time: mean\n",
    -       "    history:           2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n",
    -       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
    " + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495
    " ], "text/plain": [ - " Size: 4B\n", + " Size: 4B\n", "[1 values with dtype=float32]\n", "Coordinates:\n", - " lon float64 8B 0.0\n", - " lat float64 8B -89.5\n", - " time object 8B 2065-01-30 12:00:00\n", + " longitude float32 4B 0.0\n", + " latitude float32 4B -89.38\n", + " depth float32 4B 5.0\n", + " t object 8B 1920-04-16 00:00:00\n", "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495" ] }, - "execution_count": 31, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "temperature[0,0,0]" + "temperature[0,0,0,0]" ] }, { "cell_type": "markdown", "id": "2545ea6f-ad6c-4612-86c4-95cc9d23ffdb", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "7. Use `.loc` to find the lat and lon values at the time `2065-01-30`. " + "7. Use `.loc` to find the temperature 5 meters below the sea surface in south atlantic where latitiude is -50.625 and longitude is 0." ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 8, "id": "608c6185-0026-4d8a-9b1c-2daa468fbacd", "metadata": { "editable": true, @@ -1634,6 +1714,7 @@ "}\n", "\n", "html[theme=dark],\n", + "html[data-theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", @@ -1966,85 +2047,72 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'tas' (time: 1, lat: 180, lon: 360)> Size: 259kB\n",
    -       "[64800 values with dtype=float32]\n",
    +       "
    <xarray.DataArray 'temp' (t: 1)> Size: 4B\n",
    +       "[1 values with dtype=float32]\n",
            "Coordinates:\n",
    -       "  * lon      (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n",
    -       "  * lat      (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
    -       "  * time     (time) object 8B 2065-01-30 12:00:00\n",
    +       "    longitude  float32 4B 0.0\n",
    +       "    latitude   float32 4B -50.62\n",
    +       "    depth      float32 4B 5.0\n",
    +       "  * t          (t) object 8B 1920-04-16 00:00:00\n",
            "Attributes:\n",
    -       "    standard_name:     air_temperature\n",
    -       "    long_name:         Near-Surface Air Temperature\n",
    -       "    units:             K\n",
    -       "    comment:           daily-mean near-surface (usually, 2 meter) air tempera...\n",
    -       "    original_name:     mo: m01s03i236\n",
    -       "    cell_methods:      time: mean\n",
    -       "    history:           2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n",
    -       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
    " + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495
    " ], "text/plain": [ - " Size: 259kB\n", - "[64800 values with dtype=float32]\n", + " Size: 4B\n", + "[1 values with dtype=float32]\n", "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", - " * time (time) object 8B 2065-01-30 12:00:00\n", + " longitude float32 4B 0.0\n", + " latitude float32 4B -50.62\n", + " depth float32 4B 5.0\n", + " * t (t) object 8B 1920-04-16 00:00:00\n", "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495" ] }, - "execution_count": 54, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "temperature.loc['2065-01-30', :, :]" + "temperature.loc[:, 5, -50.625, 0]" ] }, { "cell_type": "markdown", "id": "61407fc5-2ff3-4467-875d-f3e3b06eaa34", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "8. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the first time, lat and lon position." + "8. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the same place: this is depth position 0, latitude position 31 and longitude position 0." ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 9, "id": "e92ce957-c1aa-43f6-a622-7bc8adb8cb8c", "metadata": { "editable": true, @@ -2090,6 +2158,7 @@ "}\n", "\n", "html[theme=dark],\n", + "html[data-theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", @@ -2422,61 +2491,72 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'tas' ()> Size: 4B\n",
    +       "
    <xarray.DataArray 'temp' (t: 1)> Size: 4B\n",
            "[1 values with dtype=float32]\n",
            "Coordinates:\n",
    -       "    lon      float64 8B 0.0\n",
    -       "    lat      float64 8B -89.5\n",
    -       "    time     object 8B 2065-01-30 12:00:00\n",
    +       "    longitude  float32 4B 0.0\n",
    +       "    latitude   float32 4B -50.62\n",
    +       "    depth      float32 4B 5.0\n",
    +       "  * t          (t) object 8B 1920-04-16 00:00:00\n",
            "Attributes:\n",
    -       "    standard_name:     air_temperature\n",
    -       "    long_name:         Near-Surface Air Temperature\n",
    -       "    units:             K\n",
    -       "    comment:           daily-mean near-surface (usually, 2 meter) air tempera...\n",
    -       "    original_name:     mo: m01s03i236\n",
    -       "    cell_methods:      time: mean\n",
    -       "    history:           2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n",
    -       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
    " + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495
    " ], "text/plain": [ - " Size: 4B\n", + " Size: 4B\n", "[1 values with dtype=float32]\n", "Coordinates:\n", - " lon float64 8B 0.0\n", - " lat float64 8B -89.5\n", - " time object 8B 2065-01-30 12:00:00\n", + " longitude float32 4B 0.0\n", + " latitude float32 4B -50.62\n", + " depth float32 4B 5.0\n", + " * t (t) object 8B 1920-04-16 00:00:00\n", "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495" ] }, - "execution_count": 56, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "temperature.isel(time=0, lat=0, lon=0)" + "temperature.isel(depth=0, latitude=31, longitude=0)" ] }, { "cell_type": "markdown", "id": "0f6f10a7-0905-42ec-9bf4-b3cf07229637", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "9. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 10, "id": "e4637532-9499-4884-bd1a-7fdfb0f31367", "metadata": { "editable": true, @@ -2522,6 +2602,7 @@ "}\n", "\n", "html[theme=dark],\n", + "html[data-theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", @@ -2854,50 +2935,76 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'tas' (time: 1)> Size: 4B\n",
    +       "
    <xarray.DataArray 'temp' (t: 1)> Size: 4B\n",
            "[1 values with dtype=float32]\n",
            "Coordinates:\n",
    -       "    lon      float64 8B 11.0\n",
    -       "    lat      float64 8B -78.5\n",
    -       "  * time     (time) object 8B 2065-12-30 12:00:00\n",
    +       "    longitude  float32 4B 0.0\n",
    +       "    latitude   float32 4B -50.62\n",
    +       "    depth      float32 4B 5.0\n",
    +       "  * t          (t) object 8B 1920-04-16 00:00:00\n",
            "Attributes:\n",
    -       "    standard_name:     air_temperature\n",
    -       "    long_name:         Near-Surface Air Temperature\n",
    -       "    units:             K\n",
    -       "    comment:           daily-mean near-surface (usually, 2 meter) air tempera...\n",
    -       "    original_name:     mo: m01s03i236\n",
    -       "    cell_methods:      time: mean\n",
    -       "    history:           2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n",
    -       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
    " + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495
    " ], "text/plain": [ - " Size: 4B\n", + " Size: 4B\n", "[1 values with dtype=float32]\n", "Coordinates:\n", - " lon float64 8B 11.0\n", - " lat float64 8B -78.5\n", - " * time (time) object 8B 2065-12-30 12:00:00\n", + " longitude float32 4B 0.0\n", + " latitude float32 4B -50.62\n", + " depth float32 4B 5.0\n", + " * t (t) object 8B 1920-04-16 00:00:00\n", "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495" ] }, - "execution_count": 65, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "temperature.sel(time='2065-12-30', lat=-78.5, lon=11.0)" + "temperature.sel(depth=5, latitude=-50.625, longitude=0)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aa3d8be8-1b7d-4e00-ab22-92adb0abc289", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4d62b3f2-cbac-40a9-8cbc-914cb5dd3a73", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/python-data/solutions/ex02_plotting_and_aggregation.ipynb b/python-data/solutions/ex02_plotting_and_aggregation.ipynb index 95a371c..31f9357 100644 --- a/python-data/solutions/ex02_plotting_and_aggregation.ipynb +++ b/python-data/solutions/ex02_plotting_and_aggregation.ipynb @@ -3,9 +3,15 @@ { "cell_type": "markdown", "id": "38e495fd-dc7a-4e98-a2ab-d7b28560db48", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "# Exercise 2: More xarray" + "# Exercise 2: Plotting and Aggregation" ] }, { @@ -47,9 +53,86 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 16, "id": "e129c00a-5a55-47a1-8df1-5e1ce8b28c53", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import xarray as xr\n", + "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", + "temperature = ds[\"temp\"]" + ] + }, + { + "cell_type": "markdown", + "id": "9a047319-7af4-4b42-8231-d88ddcda20ef", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Create a depth profile from `temperature` by using `sel` to select data for the same latitude and longitude values (31,0). There's a few ways to do this - can you think of them? Hint 1: The latitude value is `-50.625` and the longitude value is `0`. All 3 of these methods will return the same dataset. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "98a422d3-7137-437d-b698-98e3cd85c321", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#print(temperature['lat'].values)\n", + "#print(temperature['lon'].values)\n", + "\n", + "# Method 1\n", + "# temperature_cell = temperature.sel(lat=-89.5, lon=0.0)\n", + "# Method 2\n", + "# temperature_cell = temperature.sel(lat=temperature['lat'][0], lon=temperature['lon'][0])\n", + "# Method 3\n", + "#temperature_cell = temperature.isel(latitude=31, longitude=0, t=0)\n", + "temperature_cell = temperature.sel(latitude=-50.625, longitude=0)" + ] + }, + { + "cell_type": "markdown", + "id": "bbb5c8e1-74fc-4ec0-b4e1-f8b6e52e8388", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. Create a plot from this time series." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ed393923-62bf-48b8-928f-5424ebc84f44", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -418,231 +501,105 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'tas' (time: 12, lat: 180, lon: 360)> Size: 3MB\n",
    -       "[777600 values with dtype=float32]\n",
    +       "
    <xarray.DataArray 'temp' (t: 1, depth: 20)> Size: 80B\n",
    +       "[20 values with dtype=float32]\n",
            "Coordinates:\n",
    -       "  * lon      (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n",
    -       "  * lat      (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
    -       "  * time     (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n",
    +       "    longitude  float32 4B 0.0\n",
    +       "    latitude   float32 4B -50.62\n",
    +       "  * depth      (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n",
    +       "  * t          (t) object 8B 1920-04-16 00:00:00\n",
            "Attributes:\n",
    -       "    standard_name:     air_temperature\n",
    -       "    long_name:         Near-Surface Air Temperature\n",
    -       "    units:             K\n",
    -       "    comment:           daily-mean near-surface (usually, 2 meter) air tempera...\n",
    -       "    original_name:     mo: m01s03i236\n",
    -       "    cell_methods:      time: mean\n",
    -       "    history:           2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n",
    -       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
    " + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495
    " ], "text/plain": [ - " Size: 3MB\n", - "[777600 values with dtype=float32]\n", + " Size: 80B\n", + "[20 values with dtype=float32]\n", "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", - " * time (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n", + " longitude float32 4B 0.0\n", + " latitude float32 4B -50.62\n", + " * depth (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n", + " * t (t) object 8B 1920-04-16 00:00:00\n", "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import xarray as xr\n", - "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')\n", - "temperature = ds[\"tas\"]\n", - "temperature" - ] - }, - { - "cell_type": "markdown", - "id": "9a047319-7af4-4b42-8231-d88ddcda20ef", - "metadata": {}, - "source": [ - "2. Create a time series from `temperature` by using `sel` to select data for the first latitude and longitude values. There's a few ways to do this - can you think of them? Hint 1: The first latitude value is `-89.5` and the first longitude value is `0`. Hint 2: you can use the syntax `temperature['lat'][0]` to select the first temperature value. Hint 3: you can use `isel` to index a particular dimension. All 3 of these methods will return the same dataset. " - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "98a422d3-7137-437d-b698-98e3cd85c321", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 -81.5 -80.5 -79.5 -78.5\n", - " -77.5 -76.5 -75.5 -74.5 -73.5 -72.5 -71.5 -70.5 -69.5 -68.5 -67.5 -66.5\n", - " -65.5 -64.5 -63.5 -62.5 -61.5 -60.5 -59.5 -58.5 -57.5 -56.5 -55.5 -54.5\n", - " -53.5 -52.5 -51.5 -50.5 -49.5 -48.5 -47.5 -46.5 -45.5 -44.5 -43.5 -42.5\n", - " -41.5 -40.5 -39.5 -38.5 -37.5 -36.5 -35.5 -34.5 -33.5 -32.5 -31.5 -30.5\n", - " -29.5 -28.5 -27.5 -26.5 -25.5 -24.5 -23.5 -22.5 -21.5 -20.5 -19.5 -18.5\n", - " -17.5 -16.5 -15.5 -14.5 -13.5 -12.5 -11.5 -10.5 -9.5 -8.5 -7.5 -6.5\n", - " -5.5 -4.5 -3.5 -2.5 -1.5 -0.5 0.5 1.5 2.5 3.5 4.5 5.5\n", - " 6.5 7.5 8.5 9.5 10.5 11.5 12.5 13.5 14.5 15.5 16.5 17.5\n", - " 18.5 19.5 20.5 21.5 22.5 23.5 24.5 25.5 26.5 27.5 28.5 29.5\n", - " 30.5 31.5 32.5 33.5 34.5 35.5 36.5 37.5 38.5 39.5 40.5 41.5\n", - " 42.5 43.5 44.5 45.5 46.5 47.5 48.5 49.5 50.5 51.5 52.5 53.5\n", - " 54.5 55.5 56.5 57.5 58.5 59.5 60.5 61.5 62.5 63.5 64.5 65.5\n", - " 66.5 67.5 68.5 69.5 70.5 71.5 72.5 73.5 74.5 75.5 76.5 77.5\n", - " 78.5 79.5 80.5 81.5 82.5 83.5 84.5 85.5 86.5 87.5 88.5 89.5]\n", - "[ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13.\n", - " 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27.\n", - " 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41.\n", - " 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55.\n", - " 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69.\n", - " 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83.\n", - " 84. 85. 86. 87. 88. 89. 90. 91. 92. 93. 94. 95. 96. 97.\n", - " 98. 99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n", - " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n", - " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n", - " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n", - " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n", - " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n", - " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n", - " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n", - " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n", - " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n", - " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n", - " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n", - " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n", - " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n", - " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n", - " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n", - " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n", - " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n", - " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359.]\n" - ] - } - ], - "source": [ - "print(temperature['lat'].values)\n", - "print(temperature['lon'].values)\n", - "\n", - "# Method 1\n", - "# temperature_cell = temperature.sel(lat=-89.5, lon=0.0)\n", - "# Method 2\n", - "# temperature_cell = temperature.sel(lat=temperature['lat'][0], lon=temperature['lon'][0])\n", - "# Method 3\n", - "temperature_cell = temperature.isel(lat=0, lon=0)" - ] - }, - { - "cell_type": "markdown", - "id": "bbb5c8e1-74fc-4ec0-b4e1-f8b6e52e8388", - "metadata": {}, - "source": [ - "3. Create a plot from this time series." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "ed393923-62bf-48b8-928f-5424ebc84f44", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495" ] }, - "execution_count": 10, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "temperature_cell.plot()" + "temperature_cell" ] }, { "cell_type": "markdown", "id": "4f2d3902-45c9-4eb1-b4b0-9d39baa421ac", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "4. Make the plot red with 'x' marking the points." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 19, "id": "fdfb363f-e819-47a1-a571-5a74f6711196", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 11, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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    " ] @@ -658,9 +615,15 @@ { "cell_type": "markdown", "id": "7a947799-3b5a-4b8b-bf4e-0c58986b58ed", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "5. Create a time series plot comparing the temperature changes at three different grid cells:\n", + "5. Create a time series plot comparing the temperature profile at three different grid cells:\n", " - lat = 0, lon = 0\n", " - lat = 10, lon = 10\n", " - lat = 20, lon = 20\n", @@ -672,201 +635,15 @@ }, { "cell_type": "code", - "execution_count": 12, - "id": "682cfc89-a2cd-454e-a124-d6df5f399208", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Extract the time series for each location\n", - "temp_1 = temperature.isel(lat=0, lon=0)\n", - "temp_2 = temperature.isel(lat=10, lon=10)\n", - "temp_3 = temperature.isel(lat=20, lon=20)\n", - "\n", - "# Plot the time series for each location\n", - "plt.plot(temp_1['time'], temp_1, label='lat=0, lon=0')\n", - "plt.plot(temp_2['time'], temp_2, label='lat=10, lon=10', linestyle='--')\n", - "plt.plot(temp_3['time'], temp_3, label='lat=20, lon=20', linestyle='-.')\n", - "\n", - "plt.title('Comparison of Monthly Average Temperature Change at different locations')\n", - "plt.ylabel('Temperature (K)')\n", - "plt.xlabel('Time')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "4cbb0586-67e2-4a6f-bbdf-552e51f46085", - "metadata": {}, - "source": [ - "6. Let's plot some data in 2D. Use `sel` to select data for January 2065. Hint: the date is in the format YYYY-MM. Label the axes and give the plot a title." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "7c5f72d0-ebe2-4f19-887d-65b3b837002a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[cftime.Datetime360Day(2065, 1, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 2, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 3, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 4, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 5, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 6, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 7, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 8, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 9, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 10, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 11, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 12, 30, 12, 0, 0, 0, has_year_zero=True)]\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Latitude')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "print(temperature['time'].values)\n", - "specific_time = temperature.sel(time='2065-01')\n", - "specific_time.plot()\n", - "plt.title('Temperature Change in January 2065')\n", - "plt.xlabel('Longitude')\n", - "plt.ylabel('Latitude')" - ] - }, - { - "cell_type": "markdown", - "id": "a65a89e3-cd8b-4ff6-8b44-1007e978d008", - "metadata": {}, - "source": [ - "## 2. Arithmetic and Aggregation" - ] - }, - { - "cell_type": "markdown", - "id": "c1f4cc1f-b063-4de3-8d07-5fd21ab9c40e", - "metadata": {}, - "source": [ - "7. Let's compare the data on one date to the next date. Create two temperature datasets and extract the temperature change data for June 2065 and July 2065." - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "id": "b05eec7b-a349-4db5-9448-12bf29d89f13", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Size: 259kB\n", - "[64800 values with dtype=float32]\n", - "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", - " time object 8B 2065-01-30 12:00:00\n", - "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...\n" - ] + "execution_count": 20, + "id": "8a92857d-eed8-4b57-adb3-06ad2a0cd238", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" }, - { - "data": { - "text/plain": [ - "(180, 360)" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nearest_time = temperature.isel(time=0)\n", - "print(nearest_time)\n", - "nearest_time.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "id": "870b9e7c-a714-4da0-87b5-ad7f0f1813cc", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(180, 360)\n", - "(180, 360)\n" - ] - } - ], - "source": [ - "# smthn here\n", - "temp_jan = temperature.sel({'time':'2065-01-30'})\n", - "temp_jul = temperature.sel({'time': '2065-12-30'})\n", - "temp_jan = temp_jan.squeeze()\n", - "temp_jul = temp_jul.squeeze()\n", - "print(temp_jan.shape)\n", - "print(temp_jul.shape)" - ] - }, - { - "cell_type": "markdown", - "id": "89e3bb93-edd4-45f5-aba1-1eeb6aebc622", - "metadata": {}, - "source": [ - "8. Calculate the difference in temperature between july and january" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "id": "6d0d6854-0775-42f7-9243-c1d773e9475d", - "metadata": {}, + "tags": [] + }, "outputs": [ { "data": { @@ -1235,116 +1012,788 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'tas' (lat: 180, lon: 360)> Size: 259kB\n",
    -       "array([[-0.3733337 , -0.375072  , -0.3768103 , ..., -0.37001228,\n",
    -       "        -0.3712232 , -0.37228894],\n",
    -       "       [-0.37120962, -0.3761642 , -0.38115478, ..., -0.36020494,\n",
    -       "        -0.36406255, -0.36765504],\n",
    -       "       [-0.5369568 , -0.5443461 , -0.5519166 , ..., -0.5151489 ,\n",
    -       "        -0.5223267 , -0.52963257],\n",
    -       "       ...,\n",
    -       "       [-1.183609  , -1.1955719 , -1.2064323 , ..., -1.1586428 ,\n",
    -       "        -1.1659422 , -1.174674  ],\n",
    -       "       [-1.9213533 , -1.9294748 , -1.9375181 , ..., -1.8995295 ,\n",
    -       "        -1.9055338 , -1.9133158 ],\n",
    -       "       [-2.678955  , -2.681819  , -2.6847553 , ..., -2.6705399 ,\n",
    -       "        -2.6728115 , -2.6758308 ]], dtype=float32)\n",
    +       "
    <xarray.Dataset> Size: 13MB\n",
    +       "Dimensions:      (longitude: 288, latitude: 144, depth: 20, t: 1,\n",
    +       "                  longitude_1: 288, latitude_1: 143)\n",
            "Coordinates:\n",
    -       "  * lon      (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n",
    -       "  * lat      (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5
  • " ], "text/plain": [ - " Size: 259kB\n", - "array([[-0.3733337 , -0.375072 , -0.3768103 , ..., -0.37001228,\n", - " -0.3712232 , -0.37228894],\n", - " [-0.37120962, -0.3761642 , -0.38115478, ..., -0.36020494,\n", - " -0.36406255, -0.36765504],\n", - " [-0.5369568 , -0.5443461 , -0.5519166 , ..., -0.5151489 ,\n", - " -0.5223267 , -0.52963257],\n", + " Size: 166kB\n", + "array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", " ...,\n", - " [-1.183609 , -1.1955719 , -1.2064323 , ..., -1.1586428 ,\n", - " -1.1659422 , -1.174674 ],\n", - " [-1.9213533 , -1.9294748 , -1.9375181 , ..., -1.8995295 ,\n", - " -1.9055338 , -1.9133158 ],\n", - " [-2.678955 , -2.681819 , -2.6847553 , ..., -2.6705399 ,\n", - " -2.6728115 , -2.6758308 ]], dtype=float32)\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5" + " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", + " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", + " t object 8B 1920-04-16 00:00:00" ] }, - "execution_count": 77, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "delta_temp = temp_jan - temp_jul\n", + "delta_temp = bottom - surface\n", "delta_temp" ] }, { "cell_type": "markdown", "id": "53a9329e-9e2f-4010-8153-18335ca71280", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "9. Plot the difference in these temperatures using xarrays built-in features. Add a title to the plot." ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 25, "id": "f537a7aa-96ac-4df4-bb2f-94bbe62d31f4", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 78, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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    " ] @@ -1360,30 +1809,42 @@ { "cell_type": "markdown", "id": "46b4918c-bec6-49f4-97e3-17bd6f459512", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "10. Let's compute and visualize the *average* temperature change for the summer. Slice out the temperature for the summer months (june, july, august). Apply the mean aggregation method and plot the result." + "10. Let's compute and visualize the *average* temperature of the ocean surface. Slice out the temperature from 100 meters deep to the bottom. Apply the mean aggregation method and plot the result." ] }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 26, "id": "67937f9c-0990-4587-b83e-128a4530ca00", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 130, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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    " ] @@ -1393,76 +1854,49 @@ } ], "source": [ - "summer = temperature.sel(time=slice('2065-06-30', '2065-08-30'))\n", - "summer.mean(dim='time').plot()" + "surface = temperature.sel(depth=slice(1000, 50000))\n", + "surface.mean(dim='depth', skipna=True ).plot()" ] }, { "cell_type": "markdown", "id": "9ad5fee1-f18e-4ccc-8a0b-cec949bab26e", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "11. Using a similar method, calculate the **maximum** average change in temperature over the summer months." + "11. Using a similar method, calculate the **minimum** temperature across the water depth in all locations." ] }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 27, "id": "3c932c7d-95cb-4223-9034-416095c62cce", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 132, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "summer.max(dim='time').plot()" - ] - }, - { - "cell_type": "markdown", - "id": "9be58dd6-561c-41fb-851c-7a8da457ce9a", - "metadata": {}, - "source": [ - "12. Harder question: Calculate the standard deviation in air temperature change over the summer months and plot as a 1D time-series." - ] - }, - { - "cell_type": "code", - "execution_count": 138, - "id": "0a169ff6-a9f1-4d58-ab54-430a5159d1d2", - "metadata": {}, + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 138, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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    " ] @@ -1472,13 +1906,19 @@ } ], "source": [ - "summer.std(dim='time').plot()" + "temperature.max(dim='depth').plot()" ] }, { "cell_type": "markdown", "id": "530b6628-1084-42f9-9a03-c71e1ebcce75", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "## 3. Extension Questions ##" ] @@ -1488,28 +1928,18 @@ "id": "0604bf91-a371-415f-880d-10b2240eb12d", "metadata": {}, "source": [ - "13. Write code to compute the global average temperature change (averaged over all latitudes and longitudes) for the entire time period in the dataset. Then display the result as a 2D time series." + "13. Write code to compute the global average ocean temperature change (averaged over all depths) for the entire time period in the dataset. Then display the result as a 2D depth profile." ] }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 29, "id": "0f3b9cc7-4d6b-4d78-9abd-85ad5234e841", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 133, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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    " ] @@ -1519,8 +1949,9 @@ } ], "source": [ - "global_avg_temp = temperature.mean(dim=['lat', 'lon'])\n", - "global_avg_temp.plot()" + "global_avg_temp = temperature.mean(dim=['latitude', 'longitude'])\n", + "global_avg_temp.plot(y='depth')\n", + "plt.gca().invert_yaxis()" ] }, { @@ -1528,20 +1959,20 @@ "id": "4040a8e7-322b-41f0-8133-f90a9967fbbd", "metadata": {}, "source": [ - "14. Calculate the zonal average temperature change for each latitude over the entire time period. Plot the result as a function of latitude." + "14. Calculate the zonal average temperature change for each latitude. Plot the result as a 2d contour with depth on the y axis and latitude on x." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 32, "id": "add8336b-154e-44aa-9ef2-f41ca65cb743", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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QtGlTHDp0CHPmzEGNGjXszuv69ev43//+h27duqFPnz4W08yfPx+ffPIJkpKS4Ofnh2eeeQbjx4/HM888g9zcXLn/lEnbtm3xwgsvYMSIETh48CDat2+PoKAgpKWlYdeuXWjSpAlefvnlUsvVpk0bhIaG4qWXXsLUqVPh5+eHNWvW4Oeff1al02g0mD59Ol588UU89dRTeO6553Dz5k1Mnz4dUVFR0GiKuwQOHDgQa9aswWOPPYaxY8eiVatW8PPzw8WLF7F9+3b06dNHFcDaY9y4cfjyyy/Rvn17vPbaa2jatCmMRiPOnz+PrVu3YsKECU4NyKpWrYqXX34Z58+fxwMPPIBvvvkGS5cuxcsvvyw3Iznjert06QKtVotnnnkGkyZNQk5ODhYtWoSMjAyztE2aNMH69euxaNEitGjRAhqNBi1btkRkZCQ6d+6MpKQkhIaGIjY2Ft9//z3Wr19v8/U6ei1PP/00/v73v+Ptt9/Gb7/9hpEjR8qTQO7btw+LFy/GgAED7A6OnPlZBAqbVcePHy/fqyeeeAIXL160+H6u6Pcckd3c3CGcKpBp1ElZj2HDhsnHXL9+Xbz00ksiKipK+Pr6itjYWDF58mSzYf8oMRTbJDY2VpVfRkaGGDlypAgPDxeBgYGiXbt24scffxQdOnRQjWaxZbSaaTTUxo0braYxjbhTjhQaNGiQACDatm1r9biPP/5YxMfHi6CgIBEQECDq1Kkjhg4dKg4ePCinKTnqS2n37t0iISFBBAYGimrVqonnn39eHD582OI1LVmyRNStW1dotVrxwAMPiI8//lj06dNHNG/eXJUuPz9fvP/+++Khhx4S/v7+olKlSqJBgwbixRdfFL///rvVaynJUrlv3bol3nrrLVG/fn2h1WqFXq8XTZo0Ea+99ppq+gJLr7PptZozZ45qu+n99t///tfs3Dt27BAtW7YUOp1OREVFib/97W8iPz+/XNcbGxsrHn/8cYvX+tVXX8nHV69eXbz++uvi22+/NRuBduPGDfHUU0+JypUrC0mShPKrMS0tTTz11FOiSpUqQq/Xi8GDB4uDBw9aHK0WFBRksRzOeO1SUlLEU089JaKiooSfn58ICQkRCQkJYs6cOaqRac7+LFp6HYWw/Bk1Go3inXfeETVq1BBarVY0bdpUbN68WTz00EPiiSeeUB1v63uOyB0kIYSouFCMiMpy8+ZNPPDAA+jbty+WLFni7uI4VceOHXHt2jUcO3bM3UWhCnLmzBk0aNAAU6dOxd/+9jd3F4fIJmxWI3Kj9PR0zJw5E506dULVqlVx7tw5zJ8/H9nZ2Rg7dqy7i0dkl59//hmffvop2rRpg5CQEJw4cQKzZ89GSEgIRo4c6e7iEdmMwRGRG+l0Opw9exajR4/GjRs3EBgYiNatW+Pf//43HnzwQXcXj8guQUFBOHjwIJYtW4abN29Cr9ejY8eOmDlzptXpMYg8EZvViIiIiBTuqxmyP/roI9SqVQv+/v5o0aIFfvzxR3cXiYiIiDzMfRMcffbZZxg3bhymTJmCn376CY888gh69OiB8+fPu7toRERE5EHum2a1+Ph4PPzww1i0aJG8rWHDhujbty+SkpLcWDIiIiLyJPdFh+y8vDwcOnQIb775pmp7165dsXv3bovH5ObmqpYMMBqNuHHjBqpWrWpxiQAiIiITIQSys7MRHR2tmgDTmXJycpCXl+eUvLRarbxcDt0nwdG1a9dgMBjMRktERESYrWFlkpSUhOnTp1dE8YiI6B514cKFcs86XpqcnBxUDaiEOzA4Jb/IyEicOXOGAVKR+yI4MilZ4yNKLKiqNHnyZNV6V5mZmahZsyYuXLhgtuq2M93IvmNzWo2FovsoNkqqtIV/Wav0kowGxfOCwn8NBcUJDMX/O5EUz1F0nOp45f6CfMX2wuciv3iVdnG3+HqNyu25hc9FjmL/nezi4ty5LT/Pzyp8nnereG2sgjvFeeXeyCp+nq1Ik1NY5rw7xWU05hkUz43yc1Mag2JbQW7x/THcLX6ebyxMk2cUim3Fz/MULdmm7JT7DUL5HGZpC4TltMrzmZ4brTSaq85R9K+PYr+P4o3ip3hPBfhIZvuV7hoU96yMMijfv6b8tIqNyuc6C292reI/49bKq0yjLUrj71O8UfncN6h4hXg//8KvRr/A4q9I34Di536BWrPtfrriO6jRFj/3q1S8WKxfUOEPj49Ocby/4rzBQcXlrRJamFdg8cK0krb4h0tTqXgtQU1A0Tk0xeeVfBUr3vsUn09IRdcsKW9g8XFCo/hZsJBW+FjYDwCi+LWXGcv44VaWV/F9I3yLy2v0DzErl1FSvlsVp1O8r4W8zcqpLbyFlWkN1g4sQ5XgwtciKysLMTExDi0KXZq8vDzcgQFDUR1aB7sP58GIT9IvIS8vj8FRkfsiOAoLC4OPj49ZLdGVK1eszr2h0+ksrsoeEhLi0uCoQLL9JXF9cFQcNKiCowJLwVHxF5v14Khwu8hTfBErvuOMeYovYF9N0f7iLygjivMyiOLz5eUXPs8rKL6GAsWPtJ9W8ePjV6BIU3gzCoq/h5FvLL5BRqMiD5/C5waf4v0FGmHxeX7RnfeFIlhRPPdRfOmafryV+5VBjvKnxa/oHMr9iuKqzmd6brCjS6EywLAWpPhZCGKU7krF9yxfmMpgcxGguL3yuQAgwEKzhDKttfIq0wQUBUIBio1av+I3oK8iQNBqCz+HWmUQo1MESn7Fz7VFwY2vf/E2SRF0aXWK919Rfj7+yuCo+Lk2oPg7RxtY+COlCQoozte/OHjSBBUHXZqAou3WgiNfxeK7DgdHfub7AScER8Wfb6EorzHAs4Kjst7OIcGBqr9d3Q1DCw20koPNdvdFz2P73BfBkVarRYsWLbBt2zbVAo/btm2zumApeTblj48zaRT5GlH8ZW86n0YRrEmKH1kfZRWFHBta+LEowRQ4KAMI5Y+3uhbJVGtjueZIeUdMWZiOKUkZNJiCIvXxpQdK1oIj5XZTEKcM5nys/E4U3wdl4Gg5yLFURvVza2nMt2mUr6EiULL0/lK+3srjJAv3QlIEc5KPeb6uev86hTLIsfSjqwq4S3+PS5YCJlVWVoKrMo5TxhvW4n9TEitv1TLTKj86yjjJ03qc+kiS1Zpcm/OAxACphPsiOAKA8ePHY8iQIWjZsiUSEhKwZMkSnD9/Hi+99JK7i2YXSx90W/5nYvoflcbKR1uy8CUoFNs84QtB9SOj+PHxKaoZ8lH8b14o/jfuF1L8v20lv6DCL2ChqCFSNqsZ8hU1UUXNZgbF/vycAsVxRrPtZeVVmF/hcTkGyz8GlprY8qw0wSmKIG/Ps6FpwBSEWA8wSk9rrbymc9tTc2QtrbIMltJYa2JTB1hFZfctTqxs/tJYCH40iow1ylpZC9GaMuDR2BH8lBkoaSzXksBYdvBt8XxFgYf6Nlo5h4nVwEVRdtN9L+8AaGsBUVF+ytppWPtusvC+NNpQHlPNujKt8ntVo7hblj5StgRgrqKRrP+nw+Y8AAZHJdw3wdGAAQNw/fp1zJgxA2lpaWjcuDG++eYbxMbGurtoFtn0vx3T//gVacs6zNoXhep/v0XV15IyraqqXfkl5eAnSlmtrvwR8Cuqui9QVOEr+1sosjClUP7I+OUVl9FHq2gOUQRNoiggEYrAxKgKlBR9kfJNwZEisMkp3q8MlORAShEQKYMqVXCUX3g+f8U2ZbCm7ONUstwAYFRECsKg/AI3b1azFnhYqgXSWAl+VDVkFhgtnERZLktBhZKhwPYg0ZYmQ1WTYFFA7aMIiJS1RRoL25VBjmTleVmBkOo4jakG0vIxqkDJ9D6w0jQlFNtFfuF7UdJZCXLKqg1SvOdULWUWAhbJSqAkN3sp91sJaOQ01prlLDTzK5vVlIGS8j9xGmXzn1wjWvaXqentrk6r+GwpPg+OfuWRd7hvgiMAGD16NEaPHu3uYhARETmF05rVSOW+Co6IiIjuJT5OaFYro1H1vsTgyMOYRptZm7jcUv8ia58LZdOI3OfIwjarFGlVI1gUw2xNI9eEUOwXyip6ZRV8UXOd1spQUWUn1qLmNKOyqU1xXuVzTVEaP0XagjvFQ/Z9DZabJYwWmtVUzxVNcMY8U1OZoklMWzxJqEZbPELPx09TlNZyX6Z8RfONqbnNTzHSyagsQzmHE5uaSa0335j3n1F1RleUwdp2S5RNVqY+OuomKCt93oq2q6ZKyFH2zTKYbVduUx4nrPTFkeRmNcXwfcV9VzW3FT1X7lcO5Te9xkBxc5yyz5tGq0xrvl2j3OZn5Wu4qGlJ5BVPS2Gt/5HpijXKpjbFaDXJT/HZKcpD2W8PyhFoSqbPvWpkm+UmLfmVVX7+lc1fVprF5G3KZjXFiFdhGj2rSKv8VEiSlSZDuexW3nPK77+ip8qUyq4GyqQSO+fcFxgcEREReSk2q7kGgyMiIiIvxWY112Bw5GHkmlxV85eF/Qo+Ngxts/Q/Cx/VCAzFiKIy5hhRMlWrK0eaCWitJS86gaIqXplU2WRQNGxf2SikKpVyBI+p+UBX3Fzno2xeMCqbiBRNWvmKSS5Naa00G5m2K5vVjIqRa0Zlc1u+aSi/+Wi3kucwpbV+XvMqfHWTmPlIKKC4KczaCCtL8/Comr80lo+zdB+U+30sNBdZK4OSnG9OcXOK8hwFt5UzmxemMVqdVqH0iQetjZizNIpNOYJNOdJRqfg6lceX3mymer2ttGgVZ2B5CguVoslWle8i5cSuyslYTfkJG9b7kq/JyuSSqjtpappTfH8YMq5YztjX/F4qyyPpiie+9ClqVjPqFDNNK49XNNepmu5M5dCU/TNn6TtP1YxnZUQc3bsYHBEREXkpNqu5BoMjIiIiLyUBDq6s5hmT/HoaBkdEREReijVHrsHGUyIiIiIF1hwRERF5KY5Wcw0GRx4mOLBwlMYtxSSGysFolqpPJWuTOZa1LpI1pjTlHMGmPqFyUjaNWb7KkSSSch5J0xPFBI5WR65ZoFp7TTHSxqgYteNTNNqsrBFU9jKNjrM2uaTRYHkkna3Uo9IsryQvr/5uZUSSPWmVlKPuyiKP4rK2cKpyu2nCQ8UIK6NqtFrxRIimUYbK0YIFilFu1kYGlrbNFtbeJ5bunzKtpVFuPoptvgE6i9ulgMIFk1WTpionYPUzH+Zm7V4r76ulNMqRdmVRTUqppDEf/alas00xyk0UTR4rKa/Hx/z9AEAeaSf5FE+6qiqPctlH1Q47XucyJsSVYGEEpNWmrAAr212jMDhytFmNSmKzGhEREZECa46IiIi8FJvVXIPBERERkZfiaDXXYLMaERERkQJrjoiIiLyUxgnNaqwlMcfgiIiIyEuxWc01GDASERERKbDmyEP5aGyP5CWDlblnHJ3nwxlzGymem1bMVq12rTxM+dzPQtzuVzwnikY5Z0rRc6Erng9G5BbPxaKcl0VjLN8cQ2XOAWRtLp/ysJKXXAZb5g2yh7H0VezL3O9EytdEeTV+BXnmaZTbDJZXoFfOa2Wa30g1/5TR8lxUpW2zxto8SKb5nlTbtMXbNP6BxXko3uOSv/k8R8q5jSQLK9sr5xJSn1AxH5YpD+X7xQnvHZGfZ7ZbNb8SFGU3nU85N5TiOpWvi2Qs/H4Tyu8j5RxsyveBRpHGx8L3jZXvJtN3Xbnnc3MjjlZzDQZHREREXorBkWswOCIiIvJS7HPkGuxzRERERKTAmiMiIiIv5QMnNKuVvrTcfYnBERERkZfSOKFZTePg8fciNqsRERERKbDmiIiIyEs5ZbQaK47MMDgiIiLyUk4ZrcZmNTNsViMiIiJSYM0RERGRl2KzmmswOCIiIvJSbFZzDQZHHkpTkCs/N61JVpK8DpAt6wFZWjvNDso1iSTlmkRF6xep1kgzFq/1piy76eOnWt9IuRaSUTGJvWltJR/FWlOKfCWdcp2lojWzFOtoWV13q6z11JRrqFlKW9YaawAknzIm4y9rHStnrtOm5KI11FT311FWXh9RYL5ulzWq94GFaxL5+WbbzNIWPbdl/T1L6+6VdZzyGCkgSHFexZpiRWuNqdZLU62HZn5e5dpsKsq11SytvyZZeV9b+m4xKtMq8jLdd8V91PgXX5smKFiRrdGsLMIvoPi5j+I7z7R2pLUyKijXRpO/kxTbrK7raOk6vXCdNXIeBkdEREReSiNJDs9TxHmOzDE4IiIi8lKSjwRJ41hwIzE4MsPgiIiIyEtpfCRoHAyOWHNkjkP5iYiIiBRYc0REROStfDQWBwXYReLKsyUxOCIiIvJSkkaC5OBERRLYrFYSm9WIiIiIFFhzRERE5KU0PhI0DtYcaVhzZIbBERERkZeSNI73OZIcnCT4XsRmNSIiIiIF1hwRERF5KTaruQaDIyIiIi8l+XC0miuwWY2IiIhIgTVHREREXqqw5sjBDtkwOqk09w4GR0RERF6KfY5cg8ERERGRl5IkCZKDC89KRgZHJbHPEREREZECa46IiIi8lMZHA42DfY40gvUkJTE48lC6Snr5ee6tzPJl4uisp5LiAyOMlreb+BS/lZRnlRTHCUkyL5dyv4/W/DjlfmGl02DRdsnKfslYRmdDR1e0LlkcS/fHi1m7r/J+ezIr67VQUrxPyiqDqjx2pFW9r5XPjQYLSYv3lzUjsSjIL36em1NqWknnb3m7r1/hEx8/KwcWl0FoLHyVS5ZfGWHP+91gfh+U90l5ryWNT+ETxb2TAoLl50ZdUHEeReVVflaU+yVDQfHpTOdQXq+1z5jy2sr4HJb5PvGSz7FThvIL+45PSkrC+vXr8dtvvyEgIABt2rTBe++9h/r168tphBCYPn06lixZgoyMDMTHx+Nf//oXHnzwQYfKWlG849UnIiIij5CSkoJXXnkFe/fuxbZt21BQUICuXbvi9u3bcprZs2dj3rx5WLhwIQ4cOIDIyEh06dIF2dnZbiy57VhzRERE5KXcUXOUnJys+nv58uUIDw/HoUOH0L59ewghsGDBAkyZMgX9+vUDAKxcuRIRERFYu3YtXnzxRYfKWxFYc0REROSlTH2OHH0AQFZWluqRm5trUxkyMwu7flSpUgUAcObMGaSnp6Nr165yGp1Ohw4dOmD37t1OvgOuweCIiIiIEBMTA71eLz+SkpLKPEYIgfHjx6Ndu3Zo3LgxACA9PR0AEBERoUobEREh7/N0bFYjIiLyVk5oVkNRs9qFCxcQEhIib9bpdGUeOmbMGBw5cgS7du0y2yeVGBQghDDb5qkYHBEREXkpjSRB4+AkkJqigCUkJEQVHJXl1VdfxaZNm7Bz507UqFFD3h4ZGQmgsAYpKipK3n7lyhWz2iRP5dZmtZ07d6JXr16Ijo6GJEnYuHGjar8QAtOmTUN0dDQCAgLQsWNH/PLLL6o0ubm5ePXVVxEWFoagoCD07t0bFy9eVKXJyMjAkCFD5KrCIUOG4ObNmy6+OiIionuPEAJjxozB+vXr8cMPP6BWrVqq/bVq1UJkZCS2bdsmb8vLy0NKSgratGlT0cUtF7cGR7dv38ZDDz2EhQsXWtxvy1DAcePGYcOGDVi3bh127dqFW7duoWfPnjAo5ucYNGgQUlNTkZycjOTkZKSmpmLIkCEuvz4iIiJXknw0TnnY45VXXsHq1auxdu1aBAcHIz09Henp6bh7925hmSQJ48aNw6xZs7BhwwYcO3YMw4cPR2BgIAYNGuSK2+B0bm1W69GjB3r06GFxny1DATMzM7Fs2TKsWrUKnTt3BgCsXr0aMTEx+O6779CtWzccP34cycnJ2Lt3L+Lj4wEAS5cuRUJCAk6cOKGatIqIiMibOGXhWTvXVlu0aBEAoGPHjqrty5cvx/DhwwEAkyZNwt27dzF69Gh5EsitW7ciODgY3sBjR6vZMhTw0KFDyM/PV6WJjo5G48aN5TR79uyBXq+XAyMAaN26NfR6falDCnNzc82GNRIREXkS0zxHjj7sIYSw+DAFRkBh7dG0adOQlpaGnJwcpKSkyKPZvIHHBke2DAVMT0+HVqtFaGhoqWnCw8PN8g8PDy91SGFSUpJqSGNMTIxD10NERETewWODI5PyDAUsmcZS+rLymTx5MjIzM+XHhQsX7Cw5ERGRa7mjz9H9wGOH8tsyFDAyMhJ5eXnIyMhQ1R5duXJF7hEfGRmJy5cvm+V/9erVUocU6nQ6m+Z4ICIicheND5zQ58hJhbmHeGy4aMtQwBYtWsDPz0+VJi0tDceOHZPTJCQkIDMzE/v375fT7Nu3D5mZmV4zpJCIiIgqjltrjm7duoVTp07Jf585cwapqamoUqUKatasKQ8FrFevHurVq4dZs2aphgLq9XqMHDkSEyZMQNWqVVGlShVMnDgRTZo0kUevNWzYEN27d8eoUaOwePFiAMALL7yAnj17cqQaERF5NUkjQXJwEkhHj78XuTU4OnjwIDp16iT/PX78eADAsGHDsGLFCpuGAs6fPx++vr7o378/7t69i0cffRQrVqyAj4+PnGbNmjVITEyUR7X17t3b6txKRERE3kKjKV44ttx5GDy2EcltJCGEcHchvEFWVhb0ej0yMzPtml7dGXJvZZbvQGe+tKK4UVpSPJe3K7cZCspIK8y3lSBZytdKWtN2ydp+YxkN6hrnfjEI6d76orF6X8ujrNdCyYb3iSV2ldfa+8tosJBU8Rko4z0jCvKLn+fmlJpW0vlb3u7rV/jEx8/KgcVlEBoL/8+1NuDEnve7wfw+WP0uMBZ97pX3TlF2oy5IUYai8iquQblfUnyHyOdTXq+1z5jy2izeE9d/NrX6MACu/80w5b9vQDdU0lp5j9joVl4+4j/b4pbfN0/lsR2yiYiIqHTlmafIUh6kxuCIiIjISzljKD6H8pvjHSEiIiJSYM0RERGRl5I0mjL7wNmSB6kxOCIiIvJSGh8njFZjs5oZBkdERETeyhnLfzA4MsM7QkRERKTAmiMiIiIvJWmcMFqNfY7MMDgiIiLyUuyQ7Rq8I0REREQKrDm6l1lbPqAslpYdUU7db2G7ahkBZdqylv+wtpyEpbRWlw8R5uWyprz3xFFevKSIR6wvZNeSIOUssYVzWFuKRHUGi+9rxRI6iqVELC2FAcU6kMLSEhk2vHeEheU4yk25PIivhWV8VEnNr1NSbFPeB+FbvEyK0AYU7TcqthUvHyIsLB1jdVkYa989Fr6b7rWlfQDTJJA+ZScsNQ8Ly8Tc5xgcEREReSnOkO0avCNERERECqw5IiIi8lIajQYaBztUO3r8vYjBERERkZdis5prMDgiIiLyUgyOXIN3hIiIiEiBNUdEREReSpKcMAnkPTjFgaMYHBEREXkpNqu5Bu8IERERkQJrjoiIiLwUa45cg8ERERGRl9L4aKBxMLhx9Ph7Ee8IERERkQJrjoiIiLyUpJEcH62mcdOC3B6MwREREZGXYp8j1+AdISIiIlJgzREREZGXYs2RazA4IiIi8lKcIds1GBwRERF5KcnHBxofH4fzIDWGi0REREQKrDkiIiLyUuxz5BoMjoiIiLwUgyPX4B0hIiIiUmDNERERkZeSNE4Yrebg8fciBkdEREReis1qrsE7QkRERKTAmiMiIiIvJWkkx2uOuPCsGQZHREREXop9jlyDd4SIiIhIgTVHREREXkrS+EDSOLh8iIPH34sYHBEREXkrjU/hw9E8SIXBERERkbfSaAofjuZBKrwjRERERAqsOSIiIvJSko8PJB8H+xw5ePy9iDVHRERE3srU58jRhx127tyJXr16ITo6GpIkYePGjar9QghMmzYN0dHRCAgIQMeOHfHLL7848aJdj8ERERER2ez27dt46KGHsHDhQov7Z8+ejXnz5mHhwoU4cOAAIiMj0aVLF2RnZ1dwScuPzWpERETeSqNxwmg1++pJevTogR49eljcJ4TAggULMGXKFPTr1w8AsHLlSkRERGDt2rV48cUXHStrBWHNERERkZcyzZDt6AMAsrKyVI/c3Fy7y3PmzBmkp6eja9eu8jadTocOHTpg9+7dTrtuV2PNkTeQKjqGNZa+W1L8L0WIwn+UZRTFx0uijLw0lvcLC3mpE5SRry0q/L66+byewNq1m15PK++jUo+x9zg7iPLmZVR8Bgz5xc+NBYX5ahRfvZJiXSsL90dYu2dl/W+/rHttA1F0HarPsfK5UXkdhecTwq94k6Gg+DBtQHFa0/Ur1gTL12iL01ooi4/iPmmEofgcivIo75Vpuyov1XVYOIt0f68xFhMTo/p76tSpmDZtml15pKenAwAiIiJU2yMiInDu3DmHyleRGBwRERF5K8kJk0AW/Yf3woULCAkJkTfrdLryZ1ki0BRCmG3zZAyOiIiIvJUTZ8gOCQlRBUflERkZCaCwBikqKkrefuXKFbPaJE92H9fvExERkTPVqlULkZGR2LZtm7wtLy8PKSkpaNOmjRtLZh/WHBEREXkpZYdqR/Kwx61bt3Dq1Cn57zNnziA1NRVVqlRBzZo1MW7cOMyaNQv16tVDvXr1MGvWLAQGBmLQoEEOlbMiMTgiIiLyVm5YePbgwYPo1KmT/Pf48eMBAMOGDcOKFSswadIk3L17F6NHj0ZGRgbi4+OxdetWBAcHO1bOCsTgiIiIyFu5YZ6jjh07Qlga7VdEkiRMmzbN7pFunoR9joiIiIgU3BocJSUl4S9/+QuCg4MRHh6Ovn374sSJE6o0tqzRkpubi1dffRVhYWEICgpC7969cfHiRVWajIwMDBkyBHq9Hnq9HkOGDMHNmzddfYlEREQuY1p41tEHqbk1OEpJScErr7yCvXv3Ytu2bSgoKEDXrl1x+/ZtOY0ta7SMGzcOGzZswLp167Br1y7cunULPXv2hMFQPFHYoEGDkJqaiuTkZCQnJyM1NRVDhgyp0OslIiJyKo3GOQ9SkURpDYcV7OrVqwgPD0dKSgrat28PIQSio6Mxbtw4vPHGGwAKa4kiIiLw3nvv4cUXX0RmZiaqVauGVatWYcCAAQCAP//8EzExMfjmm2/QrVs3HD9+HI0aNcLevXsRHx8PANi7dy8SEhLw22+/oX79+mWWLSsrC3q9HpmZmQ7PA2Gv3NsVvFifPbMCW3r72DNDdnn3c4Zs7+RlM2SXO697ZIZslDlDtmKmakOe2X7lDNmG4GrFx5muX1HGPL+g4lNYKEp5Z8hWqYAZsnWV9ABc/5thyv/qluUICQp0LK/bd1Ct2wi3/L55Ko/6ls7MzAQAVKlSBYBta7QcOnQI+fn5qjTR0dFo3LixnGbPnj3Q6/VyYAQArVu3hl6vt7rWS25urtk6M0RERB7FNFrN0QepeExwJITA+PHj0a5dOzRu3BhA6Wu0mPalp6dDq9UiNDS01DTh4eFm5wwPD5fTlJSUlCT3T9Lr9WZrzhAREbmbpPFxyoPUPCY4GjNmDI4cOYJPP/3UbF951mgpmcZS+tLymTx5MjIzM+XHhQsXbLkMIiIi8nIeERy9+uqr2LRpE7Zv344aNWrI25VrtCgp12iJjIxEXl4eMjIySk1z+fJls/NevXrV6lovOp1OXmfGGevNEBEROZ3khM7Y93M/SCvcekeEEBgzZgzWr1+PH374AbVq1VLtt2WNlhYtWsDPz0+VJi0tDceOHZPTJCQkIDMzE/v375fT7Nu3D5mZmV611gsREZESm9Vcw60zZL/yyitYu3Yt/ve//yE4OFiuIdLr9QgICIAkSWWu0aLX6zFy5EhMmDABVatWRZUqVTBx4kQ0adIEnTt3BgA0bNgQ3bt3x6hRo7B48WIAwAsvvICePXvaNFKNiIiI7h9uDY4WLVoEoHAqcqXly5dj+PDhAGDTGi3z58+Hr68v+vfvj7t37+LRRx/FihUr4KOY2GrNmjVITEyUR7X17t0bCxcudO0FEhERuZIblg+5H3jUPEeejPMcWUvLeY685ryegPMcFWbLeY7Mysh5juxjyv/6rvUIqRRU9gGl5XXrNqq268d5jhS48CwREZGXcsbyH1w+xNx9/F9YIiIiInOsOSIiIvJWzpjhmqPVzDA4IiIi8lYMjlyCzWpERERECqw5IiIi8lKSRgPJwaH4jh5/L2JwRERE5K0kJzSrSWxWK4nhIhEREZECa46IiIi8lSQ5PrGsEya/vNcwOCIiIvJWksYJwREbkUriHSEiIiJSsKnm6MiRI3Zn3KhRI/j6smKKiIjIVYSksb7+nh15kJpN0UuzZs0gSRJsXaNWo9Hg5MmTqF27tkOFIyIiolKwWc0lbK7a2bdvH6pVq1ZmOiEEGjdu7FChiIiIyAaS5HiHanbINmNTcNShQwfUrVsXlStXtinT9u3bIyAgwJFyEREREbmFTcHR9u3b7cr0m2++KVdhiIiIyA4aTeHD0TxIhT2miYiIvBQ7ZLuG3cGREAJffPEFtm/fjitXrsBoNKr2r1+/3mmFIyIiIqpodgdHY8eOxZIlS9CpUydERERAYkcuIiIi9+BoNZewOzhavXo11q9fj8cee8wV5SEiIiJbMThyCbvviF6v5/xFREREdM+yOziaNm0apk+fjrt377qiPERERGQrU82Row9SsbtZ7emnn8ann36K8PBwxMXFwc/PT7X/8OHDTiscFarwkQRF55OEsYyEAGAhjeQjPxWijLKXcQ7byuCZOAKkiLPvg4e+J1Tv1eKPAISvtvi5pbIr748T75Xy/Vfm58ja/qIsVOVWPlcOyNEUXrSUd1uxrbgMPrevy88NwRFmZSwwlr4CgwHF+3W+yhts+Z7JeSvKq+whKywNX1eUx6hIbbSwOoTGQ/rbCklywmg1z7gWT2J3cDR8+HAcOnQIgwcPZodsIiIiuufYHRx9/fXX2LJlC9q1a+eK8hAREZGt2CHbJewOjmJiYhASEuKKshAREZE9uLaaS9gdLs6dOxeTJk3C2bNnXVAcIiIishk7ZLuE3TVHgwcPxp07d1CnTh0EBgaadci+ceOG0wpHREREVNHsDo4WLFjggmIQERGRvbi2WiGDwYANGzbg+PHjkCQJDRo0QN++feHrW74lZO0+atiwYeU6ERERETmZpFFNmVDuPLzYsWPH0KdPH6Snp6N+/foAgJMnT6JatWrYtGkTmjRpYneeNt2RrKwsuzLNzs62uyBERERE9nr++efx4IMP4uLFizh8+DAOHz6MCxcuoGnTpnjhhRfKladNNUehoaFIS0tDeHi4TZlWr14dqampXGaEiIjIlTiUHz///DMOHjyI0NBQeVtoaChmzpyJv/zlL+XK06bgSAiB//znP6hUqZJNmebn55erMERERGQHBkeoX78+Ll++jAcffFC1/cqVK6hbt2658rQpOKpZsyaWLl1qc6aRkZFmo9iIiIiInG3WrFlITEzEtGnT0Lp1awDA3r17MWPGDLz33nuqrkG2ztNoU3DEOY2IiIg8EGuO0LNnTwBA//795SXNRNF6eL169ZL/liQJBoPBpjzLN8aNiIiI3I4LzwLbt293ep4MjoiIiMhrdejQwel5MjgiIiLyVmxWAwDk5OTgyJEjuHLlCoxGo2pf79697c6PwREREZG34sKzSE5OxtChQ3Ht2jWzffb0M1Ly/nCRiIjofsWFZzFmzBg8/fTTSEtLg9FoVD3KExgB5aw5unnzJvbv32+x+mro0KHlKggRERF5h48++ghz5sxBWloaHnzwQSxYsACPPPKIW8py5coVjB8/HhEREU7L0+7g6KuvvsKzzz6L27dvIzg4WB42BxRWXzE4IiIiqhjuWHj2s88+w7hx4/DRRx+hbdu2WLx4MXr06IFff/0VNWvWdKgs5fHUU09hx44dqFOnjtPylIRpMgAbPfDAA3jssccwa9YsBAYGOq0gni4rKwt6vR6ZmZk2TyLlLDl3blfo+UwkYSw7UVlpynp7lXG8TWXwUPfCStdO4ez74KHvCavvVeV2S2mU98eJ90r5/ivzc2TPfuVzRcuBZCwo/Dev+PvK2nkNwYX/wxea4v+f39X4l14GBZ2v8tps/45Rlsfi51OxzYji//gbLZxDY6WfTmBA4XW4+jfDlP/l9HSH88/KykJEZKTNZY2Pj8fDDz+MRYsWydsaNmyIvn37IikpyaGylMedO3fw9NNPo1q1amjSpInZJNSJiYl252l3zdGlS5eQmJh4XwVGRERE97qSi8zrdDrodDrVtry8PBw6dAhvvvmmanvXrl2xe/dul5fRkrVr12LLli0ICAjAjh07zFq0yhMc2f3flG7duuHgwYN2n4iIiIicq3ASSMcfABATEwO9Xi8/LNUCXbt2DQaDwax/T0REBNLT0yvkmkt66623MGPGDGRmZuLs2bM4c+aM/Pjjjz/KladNNUebNm2Snz/++ON4/fXX8euvv1qsvirPfAJERERkPyHK7r1gSx4AcOHCBVWzWslaIyWpRLOiaXkOd8jLy8OAAQOg0TivWdqm4Khv375m22bMmGG2rbzzCRAREZF7hYSElNnnKCwsDD4+Pma1RFeuXHHqaDF7DBs2DJ999hn+9re/OS1Pm4KjksP1iYiIyP2MQljsMG5vHrbSarVo0aIFtm3bhieeeELevm3bNvTp08ehcpSXwWDA7NmzsWXLFjRt2tSsRWvevHl252l3h+xPPvkEAwYMsNhJa926dRzKT0REVEFE0cPRPOwxfvx4DBkyBC1btkRCQgKWLFmC8+fP46WXXnKwJOVz9OhRNG/eHABw7Ngx1b7yNvXZHRyNGDEC3bt3R3h4uGp7dnY2RowYweCIiIjoHjZgwABcv34dM2bMQFpaGho3boxvvvkGsbGxbinP9u3bnZ6n3cGRtU5XFy9ehF6vd0qhiIiIqGxGUfhwNA97jR49GqNHj3bsxE526tQpnD59Gu3bt0dAQIBDncRtDo6aN28OSZIgSRIeffRR+PoWH2owGHDmzBl07969XIUgIiIi+wkhYOdczhbz8GbXr19H//79sX37dkiShN9//x21a9fG888/j8qVK2Pu3Ll252lzcGQasZaamopu3bqhUqVK8j6tVou4uDg8+eSTdheAiIiIysddNUee5LXXXoOfnx/Onz+Phg0bytsHDBiA1157zbXB0dSpUwEAcXFxGDBgAPz9bZ/qnYiIiMgVtm7dii1btqBGjRqq7fXq1cO5c+fKlafdfY6GDRsGADh48CCOHz8OSZLQsGFDtGjRolwFICIiovLz8oofh92+fdvikmbXrl0rdSLL0pRrbbWBAwfi//7v/1C5cmUAwM2bN9GmTRt8+umniImJKVdBiIiIyD5sVgPat2+PTz75BG+//TaAwuH7RqMRc+bMQadOncqVp91zbY8YMQL5+fk4fvw4bty4gRs3buD48eMQQmDkyJF25bVo0SI0bdpUnpUzISEB3377rbxfCIFp06YhOjoaAQEB6NixI3755RdVHrm5uXj11VcRFhaGoKAg9O7dGxcvXlSlycjIwJAhQ+T1YoYMGYKbN2/ae+lERETkYebMmYPFixejR48eyMvLw6RJk9C4cWPs3LkT7733XrnytDs4+vHHH7Fo0SLUr19f3la/fn18+OGH+PHHH+3Kq0aNGnj33Xdx8OBBHDx4EH/961/Rp08fOQCaPXs25s2bh4ULF+LAgQOIjIxEly5dkJ2dLecxbtw4bNiwAevWrcOuXbtw69Yt9OzZU7WMyaBBg5Camork5GQkJycjNTUVQ4YMsffSiYiIPIpptJqjD29WqVIlpKamolWrVujSpQtu376Nfv364aeffjKbLdtWdjer1axZE/n5+WbbCwoKUL16dbvy6tWrl+rvmTNnYtGiRdi7dy8aNWqEBQsWYMqUKejXrx8AYOXKlYiIiMDatWvx4osvIjMzE8uWLcOqVavQuXNnAMDq1asRExOD7777Dt26dcPx48eRnJyMvXv3Ij4+HgCwdOlSJCQk4MSJE6ogj4iIyJsYix6O5uHNatWqhbS0NEyfPl21/fr166hRo0a51ny1u+Zo9uzZePXVV3Hw4EE52jx48CDGjh2L999/3+4CmBgMBqxbtw63b99GQkICzpw5g/T0dHTt2lVOo9Pp0KFDB+zevRsAcOjQIeTn56vSREdHo3HjxnKaPXv2QK/Xy4ERALRu3Rp6vV5OQ0RERN7JWs3XrVu3yj2y3u6ao+HDh+POnTuIj4+XJ4IsKCiAr68vnnvuOTz33HNy2hs3bpSZ39GjR5GQkICcnBxUqlQJGzZsQKNGjeTApeQqvxEREfLQvPT0dGi1WoSGhpqlMa0YnJ6ebrbUCQCEh4ebrSqslJubi9zcXPnvrKysMq+FiIioIglR+HA0D280fvx4AIUdsP/xj3+oRqwZDAbs27cPzZo1K1fedgdHCxYsKNeJrKlfvz5SU1Nx8+ZNfPnllxg2bBhSUlLk/SWn/rZlOvCSaSylLyufpKQksyo6IiIiT3I/j1b76aefABT+nh89ehRarVbep9Vq8dBDD2HixInlyrvc8xw5i1arRd26dQEALVu2xIEDB/DBBx/gjTfeAFBY8xMVFSWnv3LlilybFBkZiby8PGRkZKhqj65cuYI2bdrIaS5fvmx23qtXr5rVSilNnjxZjkqBwpojTlNARETkGUwLzo4YMQIffPABQkJCnJa33cERAJw+fRrLly/H6dOn8cEHHyA8PBzJycmIiYnBgw8+6FCBhBDIzc1FrVq1EBkZiW3btqF58+YAgLy8PKSkpMhD81q0aAE/Pz9s27YN/fv3BwCkpaXh2LFjmD17NgAgISEBmZmZ2L9/P1q1agUA2LdvHzIzM+UAyhKdTlfuyaOczT8wSH6ec/duhZ3Xpv9MSIXd1iRhrUtfGV39JJ8yyqDY7611v+5UzkUXPVoZ7xl3EcKOLpzKz4ukOM5Fr5fqc2QxgeKzVVYZFGklY4HiHIX8wuPKLM/N7DsW8i39mKrB5pP8AUDu7eLRy0JxL+XvJIP5ACIAgF+AeREU155vKC6Qsk+LqcXBoNimcePHjGurAcuXL3d6nnZ3yE5JSUGTJk2wb98+rF+/Hrdu3QIAHDlyRF5ixFZ/+9vf8OOPP+Ls2bM4evQopkyZgh07duDZZ5+FJEkYN24cZs2ahQ0bNuDYsWMYPnw4AgMDMWjQIACAXq/HyJEjMWHCBHz//ff46aefMHjwYDRp0kQevdawYUN0794do0aNwt69e7F3716MGjUKPXv25Eg1IiLyakYnPUjN7pqjN998E++88w7Gjx+P4OBgeXunTp3wwQcf2JXX5cuXMWTIEKSlpUGv16Np06ZITk5Gly5dAACTJk3C3bt3MXr0aGRkZCA+Ph5bt25VnXf+/Pnw9fVF//79cffuXTz66KNYsWIFfHyK/6e0Zs0aJCYmyqPaevfujYULF9p76URERB5FwAkdsp1SknuLJOysT6tUqRKOHj2KWrVqITg4GD///DNq166Ns2fPokGDBsjJyXFVWd0qKysLer0emZmZTm3XtFdFNqvBalOZOavNanbkUSYvr/p1i3uxWc1T2fP+rOBmtTI5oVnNRKsPK/N01y01q5XB2c1qooxmtbwymtWUlM1qwYGF+br6N8OU/9EzlxAc7Fj+2dlZaFKrutt/3zyJ3c1qlStXRlpamtn2n376ye5JIImIiKj8jEI45UFqdgdHgwYNwhtvvIH09HR5cbf/+7//w8SJEzF06FBXlJGIiIgsEE56kJrdwdHMmTNRs2ZNVK9eHbdu3UKjRo3Qvn17tGnTBm+99ZYrykhERERUYezukO3n54c1a9ZgxowZ+Omnn2A0GtG8eXPUq1fPFeUjIiIiK+7nSSBdqVzzHAFAnTp1UKdOHWeWhYiIiOzhhOVD2K5mzqbgSDlTdFnmzZtX7sIQERERuZtNwZFp/RKTQ4cOwWAwyJMonjx5Ej4+PmjRooXzS0hEREQWGSFgdLDqx9Hj70U2BUem9UuAwpqh4OBgrFy5Ul7PLCMjAyNGjMAjjzzimlISERGRGeGEZjWO5Ddn92i1uXPnIikpSbXQa2hoKN555x3MnTvXqYUjIiIiqmh2B0dZWVkWV7m/cuUKsrOzLRxBRERErmAarebog9TsDo6eeOIJjBgxAl988QUuXryIixcv4osvvsDIkSPRr18/V5SRiIiILDA1qzn6IDW7h/L/+9//xsSJEzF48GDk5xeuWePr64uRI0dizpw5Ti8gERERWcYO2a5hd3AUGBiIjz76CHPmzMHp06chhEDdunURFBTkivIRERERVahyTwIZFBSEpk2bOrMsREREZAeOVnONcgdHRERE5F5GIWB0MLpx9Ph7kd0dsomIiIjuZaw5IiIi8lIGY+HD0TxIjcERERGRl2KzmmuwWY2IiIhIgTVHREREXsooBAysOXI6BkdEREReqnD5D0eDIycV5h7CZjUiIiIiBdYcEREReSmOVnMNBkdEREReiqPVXIPBERERkZcyOKFDtqPH34vY54iIiIhIgTVHREREXsoIx0ebscuROQZHREREXspgFDA4GB05evy9iM1qRERERAqsOSIiIvJSwgmj1QQ7ZJthcEREROSlDKLw4WgepMZmNSIiIiIF1hwRERF5KU4C6RoMjoiIiLwUR6u5BpvViIiIiBQYHBEREXkpU7Oaow9XmTlzJtq0aYPAwEBUrlzZYprz58+jV69eCAoKQlhYGBITE5GXl+eyMtmCzWpEREReytNHq+Xl5eHpp59GQkICli1bZn5ugwGPP/44qlWrhl27duH69esYNmwYhBD48MMPXVewMjA4IiIi8lKe3iF7+vTpAIAVK1ZY3L9161b8+uuvuHDhAqKjowEAc+fOxfDhwzFz5kyEhIS4rGylYXDkZfwDAuTnd3NyXHouyY5WVyEp0grFSj2K7ZJwcAUfqZzH2XNeyY6WZkevp6LZc21kP1ven6b3jMbPfBvgvtdIUXZhRxmET/F1+AcG2Xxc1eBAm9OWyWiQn0owlJJQTcq/Kz8XvjoAwJ2Csl9EqSiQ0CiS5nvZV4E1WVlZqr91Oh10Op1Lz7lnzx40btxYDowAoFu3bsjNzcWhQ4fQqVMnl57fGn5bEhEReSmjUTjlAQAxMTHQ6/XyIykpyeXlT09PR0REhGpbaGgotFot0tPTXX5+axgcEREReSmjKO53VN6HaST/hQsXkJmZKT8mT55s8ZzTpk2DJEmlPg4ePGjzNUiSeY2dEMLi9orCZjUiIiJCSEiITX18xowZg4EDB5aaJi4uzqZzRkZGYt++faptGRkZyM/PN6tRqkgMjoiIiLyUOzpkh4WFISwszKFzmiQkJGDmzJlIS0tDVFQUgMJO2jqdDi1atHDKOcqDwREREZGXMggBg4PBkaPHl+b8+fO4ceMGzp8/D4PBgNTUVABA3bp1UalSJXTt2hWNGjXCkCFDMGfOHNy4cQMTJ07EqFGj3DZSDWBwRERERC7yj3/8AytXrpT/bt68OQBg+/bt6NixI3x8fPD1119j9OjRaNu2LQICAjBo0CC8//777ioyAAZHREREXks52syRPFxlxYoVVuc4MqlZsyY2b97ssjKUB4MjIiIiL2WAE2bIdkpJ7i0cyk9ERESkwJojIiIiL+Xpy4d4KwZHREREXsrTR6t5KwZHREREXspoFDB4cIdsb8U+R0REREQKrDkiIiLyUgYn1Bw5evy9iMERERGRl2Jw5BpsViMiIiJSYM0RERGRlzIYHa/5MRidVJh7CIMjIiIiL8VmNdfwmGa1pKQkSJKEcePGyduEEJg2bRqio6MREBCAjh074pdfflEdl5ubi1dffRVhYWEICgpC7969cfHiRVWajIwMDBkyBHq9Hnq9HkOGDMHNmzcr4KqIiIjI23hEcHTgwAEsWbIETZs2VW2fPXs25s2bh4ULF+LAgQOIjIxEly5dkJ2dLacZN24cNmzYgHXr1mHXrl24desWevbsCYOheLWYQYMGITU1FcnJyUhOTkZqaiqGDBlSYddHRETkCqaaI0cfpOb24OjWrVt49tlnsXTpUoSGhsrbhRBYsGABpkyZgn79+qFx48ZYuXIl7ty5g7Vr1wIAMjMzsWzZMsydOxedO3dG8+bNsXr1ahw9ehTfffcdAOD48eNITk7Gf/7zHyQkJCAhIQFLly7F5s2bceLECbdcMxERkTMYnRAYcRJIc24Pjl555RU8/vjj6Ny5s2r7mTNnkJ6ejq5du8rbdDodOnTogN27dwMADh06hPz8fFWa6OhoNG7cWE6zZ88e6PV6xMfHy2lat24NvV4vp7EkNzcXWVlZqgcRERHd+9zaIXvdunU4fPgwDhw4YLYvPT0dABAREaHaHhERgXPnzslptFqtqsbJlMZ0fHp6OsLDw83yDw8Pl9NYkpSUhOnTp9t3QURERBXIIJzQIZtrq5lxW83RhQsXMHbsWKxevRr+/v5W00mSpPpbCGG2raSSaSylLyufyZMnIzMzU35cuHCh1HMSERFVNPY5cg23BUeHDh3ClStX0KJFC/j6+sLX1xcpKSn45z//CV9fX7nGqGTtzpUrV+R9kZGRyMvLQ0ZGRqlpLl++bHb+q1evmtVKKel0OoSEhKgeREREnoTBkWu4LTh69NFHcfToUaSmpsqPli1b4tlnn0Vqaipq166NyMhIbNu2TT4mLy8PKSkpaNOmDQCgRYsW8PPzU6VJS0vDsWPH5DQJCQnIzMzE/v375TT79u1DZmamnIaIiIjIxG19joKDg9G4cWPVtqCgIFStWlXePm7cOMyaNQv16tVDvXr1MGvWLAQGBmLQoEEAAL1ej5EjR2LChAmoWrUqqlSpgokTJ6JJkyZyB++GDRuie/fuGDVqFBYvXgwAeOGFF9CzZ0/Ur1+/Aq+YiIjIuQqMAj4O1vwUsObIjEfPkD1p0iTcvXsXo0ePRkZGBuLj47F161YEBwfLaebPnw9fX1/0798fd+/exaOPPooVK1bAx8dHTrNmzRokJibKo9p69+6NhQsXVvj1EBERORNnyHYNSQh2U7dFVlYW9Ho9MjMzPab/0d2cHJfmL5X3rSEsL9QjWdnucvacV7Kjpdld11Ne9lwbuYbpPaN8LZTvIw94jUQ5y+AfGOTkktgmN/tm6Qls+JwKXx0A4Lah9ME+AGBKoVEkVcYWVYIDAbj+N8OU/4urd0MXWMmhvHLv3MLiwW086vfN3Ty65oiIiIisMzqh5oiTQJpjcEREROSlDEI4PE8R5zky5/46XCIiIiIPwpojIiIiL8UO2a7B4IiIiMhLMThyDTarERERESmw5oiIiMhLsebINRgcEREReSmDMMJgdGzONYO3zdlWARgcEREReSnOc+Qa7HNEREREpMCaIyIiIi9lMApo2OfI6RgcebEAf3+zbXfuWl5vTSp7ySAzwspBZa65ZmVtJnnNpvKuJVXednEnrFdlcV04D1gHyxtYW6vLbWvtuZOle1HB7yN71k5z13pp9tAFV3ZaXubfqNZdz77jtPM6osAISA4GNwX34UexLPx2JyIiIlJgzREREZGXYrOaazA4IiIi8lIMjlyDzWpERERECqw5IiIi8lKsOXINBkdEREReipNAugab1YiIiIgUWHNERETkpQxG4fA8R2xWM8fgiIiIyEsJISAcDG5EWRP73ocYHBEREXkpo1E43GeIfY7Msc8RERERkQJrjoiIiLyUEMLhZjE2q5ljcEREROSlhNEJfY7YrGaGzWpERERECqw5IiIi8lLskO0aDI6IiIi8lDAWPhzNg9TYrEZERESkwJojIiIiL8XRaq7BmiMiIiIvZepz5OjDFc6ePYuRI0eiVq1aCAgIQJ06dTB16lTk5eWp0p0/fx69evVCUFAQwsLCkJiYaJamorHmiIiIiJzut99+g9FoxOLFi1G3bl0cO3YMo0aNwu3bt/H+++8DAAwGAx5//HFUq1YNu3btwvXr1zFs2DAIIfDhhx+6rewMjoiIiLyUJ89z1L17d3Tv3l3+u3bt2jhx4gQWLVokB0dbt27Fr7/+igsXLiA6OhoAMHfuXAwfPhwzZ85ESEiIS8pWFjarEREReaui4MiRB4qCo6ysLNUjNzfX6cXNzMxElSpV5L/37NmDxo0by4ERAHTr1g25ubk4dOiQ089vKwZHREREXsoohFMeABATEwO9Xi8/kpKSnFrW06dP48MPP8RLL70kb0tPT0dERIQqXWhoKLRaLdLT0516fnswOCIiIiJcuHABmZmZ8mPy5MkW002bNg2SJJX6OHjwoOqYP//8E927d8fTTz+N559/XrVPkiSzcwghLG6vKOxzRERE5KWEcEKfo6Kao5CQEJv6+IwZMwYDBw4sNU1cXJz8/M8//0SnTp2QkJCAJUuWqNJFRkZi3759qm0ZGRnIz883q1GqSAyOiIiIvJQ7OmSHhYUhLCzMprSXLl1Cp06d0KJFCyxfvhwajbrBKiEhATNnzkRaWhqioqIAFHbS1ul0aNGihV3lciYGR0REROR0f/75Jzp27IiaNWvi/fffx9WrV+V9kZGRAICuXbuiUaNGGDJkCObMmYMbN25g4sSJGDVqlNtGqgEMjoiIiLyW0QhIDi8866TClLB161acOnUKp06dQo0aNVT7TE15Pj4++PrrrzF69Gi0bdsWAQEBGDRokDzU310YHBEREXkpT14+ZPjw4Rg+fHiZ6WrWrInNmze7pAzlxdFqRERERAqsOSIiIvJSwlj4cDQPUmNwRERE5KWMRuGEPkeuaVbzZgyOiIiIvJQnr63mzdjniIiIiEiBNUdEREReijVHrsHgiIiIyEsZhYDk4FB8o4uG8nszNqsRERERKbDmiIiIyEuxWc01GBwRERF5KSGcEByxWc0Mm9WIiIiIFFhzdI8JDPAvdf/dnByL2+36j4Mk2ZFYcZilkyinZpWKY3Vh6RyST+l52cuOaWFFUdkkK8cIRdmtpblfKe+HUL3G5v83470rnaV75mz+gUEuP8e9oGpwoLuLAKCwSczRSRzZrGaOwREREZGX8uSFZ70Zm9WIiIiIFFhzRERE5KU4Ws013FpzNG3aNEiSpHpERkbK+4UQmDZtGqKjoxEQEICOHTvil19+UeWRm5uLV199FWFhYQgKCkLv3r1x8eJFVZqMjAwMGTIEer0eer0eQ4YMwc2bNyviEomIiFzGWNTnyNEHqbm9We3BBx9EWlqa/Dh69Ki8b/bs2Zg3bx4WLlyIAwcOIDIyEl26dEF2dracZty4cdiwYQPWrVuHXbt24datW+jZsycMBoOcZtCgQUhNTUVycjKSk5ORmpqKIUOGVOh1EhEROZswGpzyIDW3N6v5+vqqaotMhBBYsGABpkyZgn79+gEAVq5ciYiICKxduxYvvvgiMjMzsWzZMqxatQqdO3cGAKxevRoxMTH47rvv0K1bNxw/fhzJycnYu3cv4uPjAQBLly5FQkICTpw4gfr161fcxRIREZHHc3vN0e+//47o6GjUqlULAwcOxB9//AEAOHPmDNLT09G1a1c5rU6nQ4cOHbB7924AwKFDh5Cfn69KEx0djcaNG8tp9uzZA71eLwdGANC6dWvo9Xo5jSW5ubnIyspSPYiIiDwJa45cw63BUXx8PD755BNs2bIFS5cuRXp6Otq0aYPr168jPT0dABAREaE6JiIiQt6Xnp4OrVaL0NDQUtOEh4ebnTs8PFxOY0lSUpLcR0mv1yMmJsahayUiInI2YTQ6ITji/GIluTU46tGjB5588kk0adIEnTt3xtdffw2gsPnMRCoxGaAQwmxbSSXTWEpfVj6TJ09GZmam/Lhw4YJN10RERETeze3NakpBQUFo0qQJfv/9d7kfUsnanStXrsi1SZGRkcjLy0NGRkapaS5fvmx2rqtXr5rVSinpdDqEhISoHkRERJ5EGAxOeZCaRwVHubm5OH78OKKiolCrVi1ERkZi27Zt8v68vDykpKSgTZs2AIAWLVrAz89PlSYtLQ3Hjh2T0yQkJCAzMxP79++X0+zbtw+ZmZlyGiIiIm8khBP6HAkGRyW5dbTaxIkT0atXL9SsWRNXrlzBO++8g6ysLAwbNgySJGHcuHGYNWsW6tWrh3r16mHWrFkIDAzEoEGDAAB6vR4jR47EhAkTULVqVVSpUgUTJ06Um+kAoGHDhujevTtGjRqFxYsXAwBeeOEF9OzZkyPViIiIyIxbg6OLFy/imWeewbVr11CtWjW0bt0ae/fuRWxsLABg0qRJuHv3LkaPHo2MjAzEx8dj69atCA4OlvOYP38+fH190b9/f9y9exePPvooVqxYAR+f4kVK16xZg8TERHlUW+/evbFw4cKKvVgiIiInc8ZoM45WMycJrjhnk6ysLOj1emRmZnp1/6O7OTkWt9vzLiijP7z140wnsbbyumrF9tJPIjnjbVuOFeCtrRqvXC2dK8tbV9aq8rx3pSvr/jmDf2CQy89xP3D1b4Yp/4gn5kLjF+BQXsb8u7i8YYLX/745k0f1OSIiIiJyN7fPkE1ERETlw2Y112BwRERE5KVMk0A6mgepMTgiIiLyUkajAXAwODKy5sgM+xwRERERKbDmiIiIyEuxz5FrMDgiIiLyUgyOXIPNakREREQKrDkiIiLyVgYDhMbBmh8uPGuGwREREZGXEsLx0WpceNYcm9WIiIiIFFhzRERE5KWE0eh4zREngTTD4IiIiMhLCSdMAsnRaubYrEZERESkwJojIiIiL1XYrOZYsxib1cwxOCIiIvJSbFZzDQZHREREXorBkWuwzxERERGRAmuOiIiIvJTRaIDEmiOnY3BERETkpYTBCEgOBkcGdsguic1qRERERAqsOSIiIvJSXFvNNRgcEREReSlhNDjerMY+R2bYrEZERESkwJojIiIiL8WaI9dgcEREROSlGBy5BoMjGwkhAABZWVluLolj7ubkWNxedHk2kaTynVsynURYGTYqFbfyijJOItlTYGuslaPU81o+RijKbi0Nqe+TJbx3pSvr/jlDXgF/KJ3B9FshnPFdVRpDPhw+gyHfGSW5pzA4slF2djYAICYmxs0lISIib5GdnQ29Xu/0fLVaLSIjI5H+6+dOyS8yMhJardYped0LJOHysPbeYDQa8eeffyI4OBhSeatOLMjKykJMTAwuXLiAkJAQp+XrKiyva7G8rsXyupa3lRdwXZmFEMjOzkZ0dDQ0GtfU+OXk5CAvL88peWm1Wvj7+zslr3sBa45spNFoUKNGDZflHxIS4jVfJgDL62osr2uxvK7lbeUFXFNmV9QYKfn7+zOgcREO5SciIiJSYHBEREREpMDgyM10Oh2mTp0KnU7n7qLYhOV1LZbXtVhe1/K28gLeWWZyPXbIJiIiIlJgzRERERGRAoMjIiIiIgUGR0REREQKDI6IiIiIFBgcudHJkyfRp08fhIWFISQkBG3btsX27dtVac6fP49evXohKCgIYWFhSExMdNqMqOXx9ddfIz4+HgEBAQgLC0O/fv1U+z2tvACQm5uLZs2aQZIkpKamqvZ5SnnPnj2LkSNHolatWggICECdOnUwdepUs7J4SnlNPvroI9SqVQv+/v5o0aIFfvzxR7eVxSQpKQl/+ctfEBwcjPDwcPTt2xcnTpxQpRFCYNq0aYiOjkZAQAA6duyIX375xU0lVktKSoIkSRg3bpy8zRPLe+nSJQwePBhVq1ZFYGAgmjVrhkOHDsn7PanMBQUFeOutt+TPV+3atTFjxgwYjcVr+XlSeckDCHKbunXriscee0z8/PPP4uTJk2L06NEiMDBQpKWlCSGEKCgoEI0bNxadOnUShw8fFtu2bRPR0dFizJgxbinvF198IUJDQ8WiRYvEiRMnxG+//Sb++9//yvs9rbwmiYmJokePHgKA+Omnn+TtnlTeb7/9VgwfPlxs2bJFnD59Wvzvf/8T4eHhYsKECR5ZXiGEWLdunfDz8xNLly4Vv/76qxg7dqwICgoS586dc0t5TLp16yaWL18ujh07JlJTU8Xjjz8uatasKW7duiWneffdd0VwcLD48ssvxdGjR8WAAQNEVFSUyMrKcmPJhdi/f7+Ii4sTTZs2FWPHjpW3e1p5b9y4IWJjY8Xw4cPFvn37xJkzZ8R3330nTp065ZFlfuedd0TVqlXF5s2bxZkzZ8R///tfUalSJbFgwQKPLC+5H4MjN7l69aoAIHbu3Clvy8rKEgDEd999J4QQ4ptvvhEajUZcunRJTvPpp58KnU4nMjMzK7S8+fn5onr16uI///mP1TSeVF5lmRo0aCB++eUXs+DIE8urNHv2bFGrVi35b08rb6tWrcRLL72k2tagQQPx5ptvVnhZSnPlyhUBQKSkpAghhDAajSIyMlK8++67cpqcnByh1+vFv//9b3cVU2RnZ4t69eqJbdu2iQ4dOsjBkSeW94033hDt2rWzut/Tyvz444+L5557TrWtX79+YvDgwUIIzysvuR+b1dykatWqaNiwIT755BPcvn0bBQUFWLx4MSIiItCiRQsAwJ49e9C4cWNER0fLx3Xr1g25ubmq6uuKcPjwYVy6dAkajQbNmzdHVFQUevTooap29qTyAsDly5cxatQorFq1CoGBgWb7Pa28JWVmZqJKlSry355U3ry8PBw6dAhdu3ZVbe/atSt2795doWUpS2ZmJgDI9/LMmTNIT09XlV2n06FDhw5uLfsrr7yCxx9/HJ07d1Zt98Tybtq0CS1btsTTTz+N8PBwNG/eHEuXLpX3e1qZ27Vrh++//x4nT54EAPz888/YtWsXHnvsMY8sL7kfF551E0mSsG3bNvTp0wfBwcHQaDSIiIhAcnIyKleuDABIT09HRESE6rjQ0FBotVqkp6dXaHn/+OMPAMC0adMwb948xMXFYe7cuejQoQNOnjyJKlWqeFR5hRAYPnw4XnrpJbRs2RJnz541S+NJ5S3p9OnT+PDDDzF37lx5myeV99q1azAYDGbliYiIcPu9UxJCYPz48WjXrh0aN24MAHL5LJX93LlzFV5GAFi3bh0OHz6MAwcOmO3zxPL+8ccfWLRoEcaPH4+//e1v2L9/PxITE6HT6TB06FCPK/Mbb7yBzMxMNGjQAD4+PjAYDJg5cyaeeeYZAJ55j8m9WHPkZNOmTYMkSaU+Dh48CCEERo8ejfDwcPz444/Yv38/+vTpg549eyItLU3OT5Iks3MIISxud2V5TR0Xp0yZgieffBItWrTA8uXLIUkS/vvf/3pceT/88ENkZWVh8uTJpebnKeVV+vPPP9G9e3c8/fTTeP755yu0vPYqeV53lsWSMWPG4MiRI/j000/N9nlK2S9cuICxY8di9erVpa6w7inlBQCj0YiHH34Ys2bNQvPmzfHiiy9i1KhRWLRokSqdp5T5s88+w+rVq7F27VocPnwYK1euxPvvv4+VK1eq0nlKecn9WHPkZGPGjMHAgQNLTRMXF4cffvgBmzdvRkZGBkJCQgAUjvzZtm0bVq5ciTfffBORkZHYt2+f6tiMjAzk5+eb/Q/H1eXNzs4GADRq1EjertPpULt2bZw/fx4APKq877zzDvbu3Wu2XlLLli3x7LPPYuXKlR5VXpM///wTnTp1QkJCApYsWaJKVxHltVVYWBh8fHzMaomuXLlS4WWx5tVXX8WmTZuwc+dO1KhRQ94eGRkJoLC2ICoqSt7urrIfOnQIV65ckZvTAcBgMGDnzp1YuHChPNLOU8oLAFFRUarvAgBo2LAhvvzySwCed49ff/11vPnmm/JnsUmTJjh37hySkpIwbNgwjysveQD3dHWiTZs2CY1GI7Kzs1XbH3jgATFz5kwhRHEH3D///FPev27dOrd0wM3MzBQ6nU7VITsvL0+Eh4eLxYsXe1x5z507J44ePSo/tmzZIgCIL774Qly4cMHjyiuEEBcvXhT16tUTAwcOFAUFBWb7Pa28rVq1Ei+//LJqW8OGDd3eIdtoNIpXXnlFREdHi5MnT1rcHxkZKd577z15W25urts632ZlZaneq0ePHhUtW7YUgwcPFkePHvW48gohxDPPPGPWIXvcuHEiISFBCOF597hKlSrio48+Um2bNWuWqFevnhDC88pL7sfgyE2uXr0qqlatKvr16ydSU1PFiRMnxMSJE4Wfn59ITU0VQhQP3X700UfF4cOHxXfffSdq1KjhtqHbY8eOFdWrVxdbtmwRv/32mxg5cqQIDw8XN27c8MjyKp05c8bqUH5PKO+lS5dE3bp1xV//+ldx8eJFkZaWJj88sbxCFA/lX7Zsmfj111/FuHHjRFBQkDh79qxbymPy8ssvC71eL3bs2KG6j3fu3JHTvPvuu0Kv14v169eLo0ePimeeecajhm0rR6sJ4Xnl3b9/v/D19RUzZ84Uv//+u1izZo0IDAwUq1ev9sgyDxs2TFSvXl0eyr9+/XoRFhYmJk2a5JHlJfdjcORGBw4cEF27dhVVqlQRwcHBonXr1uKbb75RpTl37px4/PHHRUBAgKhSpYoYM2aMyMnJcUt58/LyxIQJE0R4eLgIDg4WnTt3FseOHfPY8ipZCo6E8JzyLl++XACw+PDE8pr861//ErGxsUKr1YqHH35YHi7vTtbu4/Lly+U0RqNRTJ06VURGRgqdTifat28vjh496r5Cl1AyOPLE8n711VeicePGQqfTiQYNGoglS5ao9ntSmbOyssTYsWNFzZo1hb+/v6hdu7aYMmWKyM3N9cjykvtJQgjhhtY8IiIiIo/E0WpERERECgyOiIiIiBQYHBEREREpMDgiIiIiUmBwRERERKTA4IiIiIhIgcERERERkQKDI7ovdezYEePGjfOYfCwZPnw4+vbt61AecXFx8gK3N2/etJpuxYoVqFy5skPnIsskScLGjRut7j979qz8GjVr1qzCykVE1jE4IrLBjh07LAYY69evx9tvvy3/HRcXhwULFlRs4cowY8YMpKWlQa/Xu7so97Rp06aVK7iJiYlBWloaJkyY4PxCEVG5+Lq7AETerEqVKu4uQpmCg4PlVcfdLT8/H35+fu4uhlMJIWAwGMp9vI+PDyIjI1GpUiUnloqIHMGaIyIAq1evRsuWLeVAYtCgQbhy5QqAwmaPTp06AQBCQ0MhSRKGDx8OQN2s1rFjR5w7dw6vvfaa3EwCWK5RWLBgAeLi4uS/DQYDxo8fj8qVK6Nq1aqYNGkSSq7sI4TA7NmzUbt2bQQEBOChhx7CF198Ua7rXbFiBWrWrInAwEA88cQTuH79ulmar776Ci1atIC/vz9q166N6dOno6CgQN7/22+/oV27dvD390ejRo3w3XffqZqQTM1Fn3/+OTp27Ah/f3+sXr0aALB8+XI0bNgQ/v7+aNCgAT766CPVuS9duoQBAwYgNDQUVatWRZ8+fXD27Fl5/44dO9CqVSsEBQWhcuXKaNu2Lc6dO1fmdZtei1WrViEuLg56vR4DBw5Edna2nCY3NxeJiYkIDw+Hv78/2rVrhwMHDqjOLUkStmzZgpYtW0Kn02HVqlWYPn06fv75Z/m1X7FihXzMtWvX8MQTTyAwMBD16tXDpk2byiwrEbkPgyMiAHl5eXj77bfx888/Y+PGjThz5owcAMXExODLL78EAJw4cQJpaWn44IMPzPJYv349atSoITdjpaWl2Xz+uXPn4uOPP8ayZcuwa9cu3LhxAxs2bFCleeutt7B8+XIsWrQIv/zyC1577TUMHjwYKSkpdl3rvn378Nxzz2H06NFITU1Fp06d8M4776jSbNmyBYMHD0ZiYiJ+/fVXLF68GCtWrMDMmTMBAEajEX379kVgYCD27duHJUuWYMqUKRbP98YbbyAxMRHHjx9Ht27dsHTpUkyZMgUzZ87E8ePHMWvWLPz973/HypUrAQB37txBp06dUKlSJezcuRO7du1CpUqV0L17d+Tl5aGgoAB9+/ZFhw4dcOTIEezZswcvvPCCHIyW5fTp09i4cSM2b96MzZs3IyUlBe+++668f9KkSfjyyy+xcuVKHD58GHXr1kW3bt1w48YNVT6TJk1CUlISjh8/jq5du2LChAl48MEH5dd+wIABctrp06ejf//+OHLkCB577DE8++yzZvkRkQdx67K3RG5SctXzkvbv3y8AiOzsbCGEENu3bxcAREZGRqn5xMbGivnz56vSTJ06VTz00EOqbfPnzxexsbHy31FRUeLdd9+V/87Pzxc1atQQffr0EUIIcevWLeHv7y92796tymfkyJHimWeesXodlsrzzDPPiO7du6u2DRgwQOj1evnvRx55RMyaNUuVZtWqVSIqKkoIIcS3334rfH19RVpamrx/27ZtAoDYsGGDEEKIM2fOCABiwYIFqnxiYmLE2rVrVdvefvttkZCQIIQQYtmyZaJ+/frCaDTK+3Nzc0VAQIDYsmWLuH79ugAgduzYYfW6rZk6daoIDAwUWVlZ8rbXX39dxMfHCyEK77Ofn59Ys2aNvD8vL09ER0eL2bNnCyGK3wsbN240y7vk6yyEEADEW2+9Jf9969YtIUmS+Pbbb206nogqHvscEQH46aefMG3aNKSmpuLGjRswGo0AgPPnz6NRo0YuPXdmZibS0tKQkJAgb/P19UXLli3lprVff/0VOTk56NKli+rYvLw8NG/e3K7zHT9+HE888YRqW0JCApKTk+W/Dx06hAMHDsg1RUBh019OTg7u3LmDEydOICYmRtWXqVWrVhbP17JlS/n51atXceHCBYwcORKjRo2StxcUFMgdxg8dOoRTp04hODhYlU9OTg5Onz6Nrl27Yvjw4ejWrRu6dOmCzp07o3///oiKirLp+uPi4lR5R0VFyU2op0+fRn5+Ptq2bSvv9/PzQ6tWrXD8+HGr11WWpk2bys+DgoIQHBwsn5OIPA+DI7rv3b59G127dkXXrl2xevVqVKtWDefPn0e3bt2Ql5fncP4ajcas/1B+fr5deZiCta+//hrVq1dX7dPpdHblVbIs1s43ffp09OvXz2yfv78/hBA2N2MFBQWp8gWApUuXIj4+XpXOx8dHTtOiRQusWbPGLK9q1aoBKOyzlJiYiOTkZHz22Wd46623sG3bNrRu3brM8pTsEC5Jklwu070peW2Wrld5XY6ck4g8D4Mjuu/99ttvuHbtGt59913ExMQAAA4ePKhKo9VqAaDMUUlardYsTbVq1ZCenq76gU1NTZX36/V6REVFYe/evWjfvj2AwpqUQ4cO4eGHHwYANGrUCDqdDufPn0eHDh3Kf7FFee3du1e1reTfDz/8ME6cOIG6detazKNBgwY4f/48Ll++jIiICABQdVq2JiIiAtWrV8cff/yBZ5991mKahx9+GJ999hnCw8MREhJiNa/mzZujefPmmDx5MhISErB27VqbgqPS1K1bF1qtFrt27cKgQYMAFAayBw8eLHM+K0uvPRF5JwZHdN+rWbMmtFotPvzwQ7z00ks4duyYau4iAIiNjYUkSdi8eTMee+wxBAQEWBx6HRcXh507d2LgwIHQ6XQICwtDx44dcfXqVcyePRtPPfUUkpOT8e2336p++MeOHYt3330X9erVQ8OGDTFv3jzVnErBwcGYOHEiXnvtNRiNRrRr1w5ZWVnYvXs3KlWqhGHDhtl8vYmJiWjTpg1mz56Nvn37YuvWraomNQD4xz/+gZ49eyImJgZPP/00NBoNjhw5gqNHj+Kdd95Bly5dUKdOHQwbNgyzZ89Gdna23CG7rBqladOmITExESEhIejRowdyc3Nx8OBBZGRkYPz48Xj22WcxZ84c9OnTBzNmzECNGjVw/vx5rF+/Hq+//jry8/OxZMkS9O7dG9HR0Thx4gROnjyJoUOH2nwPrAkKCsLLL7+M119/HVWqVEHNmjUxe/Zs3LlzByNHjiz12Li4OJw5cwapqamoUaMGgoOD7a7VIyIP4cb+TkRuU7Ij9dq1a0VcXJzQ6XQiISFBbNq0SQAQP/30k5xmxowZIjIyUkiSJIYNG2Yxnz179oimTZsKnU4nlB+vRYsWiZiYGBEUFCSGDh0qZs6cqeqQnZ+fL8aOHStCQkJE5cqVxfjx48XQoUPlDtlCCGE0GsUHH3wg6tevL/z8/ES1atVEt27dREpKitXrtNQhW4jCTs81atQQAQEBolevXuL9999XdcgWQojk5GTRpk0bERAQIEJCQkSrVq3EkiVL5P3Hjx8Xbdu2FVqtVjRo0EB89dVXAoBITk4WQhR3yFbeQ5M1a9aIZs2aCa1WK0JDQ0X79u3F+vXr5f1paWli6NChIiwsTOh0OlG7dm0xatQokZmZKdLT00Xfvn1FVFSU0Gq1IjY2VvzjH/8QBoPB6n0wsaVz/N27d8Wrr74qn7tt27Zi//798n5rnfNzcnLEk08+KSpXriwAiOXLlwshhKqTuoler5f3l1Y2InIPSQgbOiAQkVeKi4vDuHHjXLbEidL//d//oV27djh16hTq1Knj8vPda6ZNm4aNGzeqmlyJyD0YHBHdw+Li4pCWlgY/Pz9cunTJqUuIbNiwAZUqVUK9evVw6tQpjB07FqGhodi1a5fTznE/MI2IzMvLQ6NGjRgcEXkA9jkiuoelpKTII+NKDo13VHZ2NiZNmoQLFy4gLCwMnTt3xty5c516Dns9+OCDVmfKXrx4sdVO4O4UHR0tB0Tso0TkGVhzRET3jHPnzlmdJiEiIsLpASIR3ZsYHBEREREpcG01IiIiIgUGR0REREQKDI6IiIiIFBgcERERESkwOCIiIiJSYHBEREREpMDgiIiIiEiBwRERERGRwv8D7JKcSXLZTNkAAAAASUVORK5CYII=", "text/plain": [ - "
    " + "
    " ] }, "metadata": {}, @@ -1549,92 +1980,10 @@ } ], "source": [ - "zonal_avg_temp = temperature.mean(dim=['lon', 'time'])\n", + "zonal_avg_temp = temperature.mean(dim=['longitude'])\n", "zonal_avg_temp.plot()\n", "plt.title('Zonal Average Temperature Change')\n", - "plt.xlabel('Latitude')\n", - "plt.ylabel('Temperature(K)')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "2e775044-805a-4f6e-a519-2e97c043d7c6", - "metadata": {}, - "source": [ - "15. Compute the global standard deviation of temperature change (Across latitudes and longitudes) for the entire time period. Display the result. Hint: use `.std` for standard deviation." - ] - }, - { - "cell_type": "code", - "execution_count": 134, - "id": "0d585b78-4c80-4e5b-848c-655834103e70", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 134, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "global_std_temp = temperature.std(dim=['lat','lon'])\n", - "global_std_temp.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "a78cc6b3-4919-4652-8fc4-b36abcd45dc2", - "metadata": {}, - "source": [ - "11. Calculate the annual mean temperature change over the entire year and plot it as a heat map" - ] - }, - { - "cell_type": "code", - "execution_count": 140, - "id": "49187585-2963-45d9-a47c-126619264236", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 140, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "annual_mean = temperature.mean(dim='time')\n", - "annual_mean.plot()" + "plt.gca().invert_yaxis()" ] } ], diff --git a/python-data/solutions/ex03_groupby_processing_and_masking.ipynb b/python-data/solutions/ex03_groupby_processing_and_masking.ipynb index b38216b..b66b297 100644 --- a/python-data/solutions/ex03_groupby_processing_and_masking.ipynb +++ b/python-data/solutions/ex03_groupby_processing_and_masking.ipynb @@ -3,9 +3,15 @@ { "cell_type": "markdown", "id": "7e3a36bd-b713-4a08-9f6c-a6a0260c42c0", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "# Exercise 3: More xarray" + "# Exercise 3: Grouping and Masking" ] }, { @@ -40,61 +46,85 @@ "id": "bda96f3c-3fef-4aa4-b801-53e34c647f71", "metadata": {}, "source": [ - "1. Group the temperature data by time, look at the results." + "1. Group the temperature data by latitude, look at the results." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "976836af-ec0b-49b8-8dbc-349139e5db77", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [ { "data": { "text/plain": [ - "DataArrayGroupBy, grouped over 'time'\n", - "12 groups with labels 2065-01-30, 12:00:00, ..., 206...." + "DataArrayGroupBy, grouped over 'latitude'\n", + "144 groups with labels -89.38, -88.12, ..., 88.12, 89.38." ] }, - "execution_count": 2, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import xarray as xr\n", - "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')\n", - "temperature = ds[\"tas\"]\n", - "temperature.groupby('time')" + "import numpy as np\n", + "\n", + "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", + "temperature = ds[\"temp\"]\n", + "temperature.groupby('latitude')" ] }, { "cell_type": "markdown", "id": "1c47c5a9-7c59-470b-b54c-00fb328dc1f0", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "2. Create a function to calculate the mean. Apply this function across the data grouped by time and plot." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "ef15b52c-8cd8-46cf-87e6-814936ce280c", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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    " ] @@ -107,41 +137,34 @@ "def mean(x):\n", " return x.mean()\n", "\n", - "temperature.groupby('time').apply(mean).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "55fc045f-8dd2-47bb-bca5-742f92079bc3", - "metadata": {}, - "source": [ - "3. Repeat the step above but using the shortcut shown in the tutorial." + "temperature.groupby('latitude').apply(mean).plot()" ] }, { "cell_type": "code", - "execution_count": 4, - "id": "11b35c4d-a244-41e6-99e0-5d60b09a9064", - "metadata": {}, + "execution_count": 3, + "id": "9cabb28d-c183-40e8-8024-12c6c0fb2cdf", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ - "(array([1.60000e+01, 3.40500e+03, 4.99885e+05, 2.05252e+05, 3.77090e+04,\n", - " 1.29990e+04, 6.29100e+03, 6.46200e+03, 3.75200e+03, 1.82900e+03]),\n", - " array([-6.73379803, -3.77037883, -0.80695951, 2.15645981, 5.11987877,\n", - " 8.08329773, 11.04671764, 14.0101366 , 16.97355652, 19.93697548,\n", - " 22.90039444]),\n", - " )" + "[]" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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    " ] @@ -151,55 +174,49 @@ } ], "source": [ - "# Why is this not right? \n", - "temperature.groupby('time').mean().plot()" - ] - }, - { - "cell_type": "markdown", - "id": "04044e58-c272-4e87-99d7-d3aec3d534cb", - "metadata": {}, - "source": [ - "4. Try to calculate the global annual average instead of the daily global average and plot the results as a 1D time series." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e1059cca-334b-4db5-90dc-f208aa946e56", - "metadata": {}, - "outputs": [], - "source": [ - "# Not sure how to do this? " + "# You can also do this:\n", + "temperature.groupby('latitude').apply(np.mean).plot()" ] }, { "cell_type": "markdown", "id": "2c7da30c-5f09-4173-b306-10e26def81e0", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "5. Plot the maximum temperature change across the data grouped by time." + "5. Plot the maximum temperature across the data grouped by latitude." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "id": "2c4dfcd3-1d9e-4f2c-843b-ebd934fe324a", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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    " ] @@ -214,36 +231,48 @@ "def max(x):\n", " return x.max()\n", "\n", - "temperature.groupby('time').apply(max).plot()" + "temperature.groupby('latitude').apply(max).plot()" ] }, { "cell_type": "markdown", "id": "3a6924bf-ebef-4b91-bfb7-95d286b2972e", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "6. Plot the minimum temperature change across the data grouped by time." + "6. Plot the minimum temperature across the data grouped by latitude." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "id": "b8797acf-2e92-48ea-9a77-0118cd6e552f", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 8, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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    " ] @@ -258,54 +287,75 @@ "def min(x):\n", " return x.min()\n", "\n", - "temperature.groupby('time').apply(min).plot()" + "temperature.groupby('latitude').apply(min).plot()" ] }, { "cell_type": "markdown", "id": "e5166e98-348f-4883-ac0a-5c5a4ddb8151", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "7. Let's have a look at the seasonal variations in temperature data. Create a dataset which is grouped by the months january and february, and a second dataset for june/jul/aug. Apply the mean on both of these over the time dimension. Find the range by subracting the winter months from the summer months. Plot the range." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "id": "d199a0a3-de8b-46c9-ab36-9027c404815a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" }, + "tags": [] + }, + "outputs": [ { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "KeyError", + "evalue": "'time'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/opt/jaspy/lib/python3.11/site-packages/xarray/core/dataarray.py:879\u001b[0m, in \u001b[0;36mDataArray._getitem_coord\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 878\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 879\u001b[0m var \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_coords\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 880\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n", + "\u001b[0;31mKeyError\u001b[0m: 'time.season'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_9125/3061786547.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgrouped_by_seasons\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtemperature\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'time.season'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'time'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mtemp_range\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgrouped_by_seasons\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mseason\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'JJA'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m 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"\u001b[0;32m/opt/jaspy/lib/python3.11/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, group, squeeze, restore_coord_dims, **groupers)\u001b[0m\n\u001b[1;32m 6809\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mgroupers\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6810\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Either `group` or `**groupers` must be provided.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6811\u001b[0m \u001b[0mgroup\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrouper\u001b[0m \u001b[0;34m=\u001b[0m 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grouper, group, obj)\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m'Could not get source, probably due dynamically evaluated source code.'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/jaspy/lib/python3.11/site-packages/xarray/core/groupby.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 291\u001b[0m \u001b[0;31m# We do not want to modify the original object, since the same grouper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[0;31m# might be used multiple times.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 293\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrouper\u001b[0m \u001b[0;34m=\u001b[0m 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"\u001b[0;32m/opt/jaspy/lib/python3.11/site-packages/xarray/core/groupby.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(obj, group)\u001b[0m\n\u001b[1;32m 396\u001b[0m \u001b[0;34m\"`group` must be an xarray.DataArray or the \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 397\u001b[0m \u001b[0;34m\"name of an xarray variable or dimension. \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[0;34mf\"Received {group!r} instead.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 399\u001b[0m )\n\u001b[0;32m--> 400\u001b[0;31m \u001b[0mgroup_da\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDataArray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mgroup\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 401\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mgroup_da\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m 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217\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 218\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_contains_datetime_like_objects\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mref_var\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 219\u001b[0m \u001b[0mref_var\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataArray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mref_var\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'time'" + ] } ], "source": [ "grouped_by_seasons = temperature.groupby('time.season').mean('time')\n", - "temp_range = abs(grouped_by_seasons.sel(season='JJA') - grouped_by_seasons.sel(season='DJF'))\n", + "temp_range = grouped_by_seasons.sel(season='JJA') - grouped_by_seasons.sel(season='DJF')\n", "temp_range.plot()" ] }, { "cell_type": "markdown", "id": "983ec3e6-228c-4bd5-b72b-6f3e0f05df93", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "## 2. Masking" ] @@ -320,31 +370,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "b2afb2be-aa22-420f-814a-2ed9b566409b", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ds.sel(time='2065-06-30')['tas'].where(ds.tas > 1.0).plot()" ] @@ -359,46 +388,53 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "7042fba8-c00f-4c5f-b1f3-d560c431f4ae", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "tags": [] + }, + "outputs": [], "source": [ "ds.tas.isel(time=0).plot()" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "a1c15feb-5d22-42e0-a0e6-72ae2ad7e425", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "ds" + ] + }, { "cell_type": "markdown", "id": "056aba76-9642-4d81-bd0e-42896e458958", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "3. Build a mask over the land aread using the numpy library to help. We'll be going over numpy later in the course." ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "a1d4d247-2223-49f1-9f00-11922a5ae832", "metadata": {}, "outputs": [], @@ -422,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "29a09635-3172-4279-b08a-e363fa512ec1", "metadata": {}, "outputs": [], @@ -443,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "394ec8d7-1495-469a-9ecf-7e6019035dd0", "metadata": {}, "outputs": [], @@ -462,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "3c991c23-2f5b-4644-8290-1612da02dfec", "metadata": {}, "outputs": [], From f70f9a2747589f220217ee4fed1b532c62c57cb9 Mon Sep 17 00:00:00 2001 From: Alex Manning Date: Fri, 8 Nov 2024 11:23:41 +0000 Subject: [PATCH 3/6] Finish fixing up xarray exercises. --- python-data/README.md | 6 +- ..._intro.ipynb => ex01.0_xarray_intro.ipynb} | 0 ...b => ex01.5_xr_label_based_indexing.ipynb} | 1252 +--------- python-data/solutions/ex01_xr_intro.ipynb | 1320 +++++++++++ .../ex02.5_xr_computation_aggregation.ipynb | 772 +++++++ .../ex02_plotting_and_aggregation.ipynb | 2011 ----------------- .../ex02_xr_plotting_and_aggregation.ipynb | 527 +++++ python-data/solutions/ex03.5_xr_masking.ipynb | 320 +++ .../ex03_groupby_processing_and_masking.ipynb | 531 ----- python-data/solutions/ex03_xr_groupby.ipynb | 825 +++++++ 10 files changed, 3793 insertions(+), 3771 deletions(-) rename python-data/exercises/{ex01_xarray_intro.ipynb => ex01.0_xarray_intro.ipynb} (100%) rename python-data/solutions/{ex01_xarray_intro.ipynb => ex01.5_xr_label_based_indexing.ipynb} (54%) create mode 100644 python-data/solutions/ex01_xr_intro.ipynb create mode 100644 python-data/solutions/ex02.5_xr_computation_aggregation.ipynb delete mode 100644 python-data/solutions/ex02_plotting_and_aggregation.ipynb create mode 100644 python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb create mode 100644 python-data/solutions/ex03.5_xr_masking.ipynb delete mode 100644 python-data/solutions/ex03_groupby_processing_and_masking.ipynb create mode 100644 python-data/solutions/ex03_xr_groupby.ipynb diff --git a/python-data/README.md b/python-data/README.md index 7b57a9a..62e6935 100644 --- a/python-data/README.md +++ b/python-data/README.md @@ -9,9 +9,9 @@ In this folder you will find all the material used to run the course. Presentation material is used from the links listed below: -1. xarray: [Introduction to multidimensional arrays](https://geohackweek.github.io/nDarrays/01-introduction/), [intro to xarray](https://geohackweek.github.io/nDarrays/02-xarray-architecture/) and [label-based indexing](https://geohackweek.github.io/nDarrays/03-label-based-indexing/). -2. xarray: [Plotting](https://geohackweek.github.io/nDarrays/04-plotting/) and [aggregation](https://geohackweek.github.io/nDarrays/05-aggregation/) -3. xarray: [Groupby processing](https://geohackweek.github.io/nDarrays/07-groupby-processing/) and [masking](https://geohackweek.github.io/nDarrays/09-masking/) +1. xarray: [Introduction to multidimensional arrays](https://tutorial.xarray.dev/fundamentals/01_data_structures.html), [intro to xarray](https://tutorial.xarray.dev/fundamentals/01_datastructures.html) and [label-based indexing](https://tutorial.xarray.dev/fundamentals/02.1_indexing_Basic.html). +2. xarray: [Plotting](https://tutorial.xarray.dev/fundamentals/04.1_basic_plotting.html) and [aggregation](https://tutorial.xarray.dev/fundamentals/03.1_computation_with_xarray.html) +3. xarray: [Groupby processing](https://tutorial.xarray.dev/fundamentals/03.2_groupby_with_xarray.html) and [masking](https://tutorial.xarray.dev/intermediate/indexing/boolean-masking-indexing.html) 4. [cf-python]() 5. [matplotlib](https://matplotlib.org/stable/users/explain/quick_start.html) 6. [numpy](https://numpy.org/doc/stable/user/quickstart.html) diff --git a/python-data/exercises/ex01_xarray_intro.ipynb b/python-data/exercises/ex01.0_xarray_intro.ipynb similarity index 100% rename from python-data/exercises/ex01_xarray_intro.ipynb rename to python-data/exercises/ex01.0_xarray_intro.ipynb diff --git a/python-data/solutions/ex01_xarray_intro.ipynb b/python-data/solutions/ex01.5_xr_label_based_indexing.ipynb similarity index 54% rename from python-data/solutions/ex01_xarray_intro.ipynb rename to python-data/solutions/ex01.5_xr_label_based_indexing.ipynb index 5159868..387c3b1 100644 --- a/python-data/solutions/ex01_xarray_intro.ipynb +++ b/python-data/solutions/ex01.5_xr_label_based_indexing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "2713343a-c0f0-4da3-979f-bb0d9f8a5e4a", + "id": "77fa81b4-1601-4743-b297-ae21ac49fd49", "metadata": { "editable": true, "slideshow": { @@ -11,1199 +11,12 @@ "tags": [] }, "source": [ - "# Exercise 1: Introduction to xarray\n" + "# Label-based indexing" ] }, { "cell_type": "markdown", - "id": "bbe08d6c-c85d-4798-9343-b3e958cf39d4", - "metadata": {}, - "source": [ - "## Aim: Learn about what xarray is and how to create and look at a `DataArray`." - ] - }, - { - "cell_type": "markdown", - "id": "f98aa85b-8e65-4894-9b61-13acdb9938dc", - "metadata": {}, - "source": [ - "### Issues Covered:\n", - "- Importing `xarray`\n", - "- Loading a dataset using `xr.open_dataset()`\n", - "- Creating a `DataArray`\n", - "- Indexing, using `.loc()`, `.isel()` and `.sel()`" - ] - }, - { - "cell_type": "markdown", - "id": "adb09498-99fc-4174-8661-4b29858975d3", - "metadata": {}, - "source": [ - "## 1. Introduction to multidimensional arrays" - ] - }, - { - "cell_type": "markdown", - "id": "308be498-f527-4886-b5a8-474e43e7a1f9", - "metadata": {}, - "source": [ - "- Unlabelled N dimensional arrays of numbers are the most widely used data structure in scientific computing\n", - "- These arrays lack meaningful metadata so users must track indices in an arbitrary fashion" - ] - }, - { - "cell_type": "markdown", - "id": "3d4d8868-a7d4-4651-a07a-ec10104f34b2", - "metadata": {}, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "id": "adabc378-941e-4520-a787-b02a563c6956", - "metadata": {}, - "source": [ - "Can you think of any reasons why xarray might be preferred to pandas when working with multi-dimensional data like climate models?\n", - "(Hint: how many dimensions does a pandas dataframe have?)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "14157c3e-af21-444e-9e8d-5a78eeb9edad", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "clear_answer_cell" - ] - }, - "outputs": [], - "source": [ - "# xarray is designed to handle data with multiple dimensions\n", - "# pandas is defined for 1D (series) and 2D (dataframe) structures.\n", - "# xarray allows you to work with labelled dimensions and coorfinates.\n", - "# pandas only offers labels through 'MultiIndex'\n", - "# xarray is built on netcdf model and understands CF conventions\n", - "# panfas doesn't natively support netcdf or cf conventions\n", - "# xarray supports metadata attached to datasets\n", - "# pandas metadata support is minimal" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "90401a43-a113-48f4-9a47-da8548b69222", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "4352c46a-c179-439e-b1fe-3953dc8ee41c", - "metadata": {}, - "source": [ - "## 2. Opening and Exploring Datasets" - ] - }, - { - "cell_type": "markdown", - "id": "48d19019-2546-46d3-9da1-64d8e7c363e8", - "metadata": {}, - "source": [ - "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", - "(Hint: Don't forget to import any packages you need).\n", - "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "397feb59-dd4a-42bf-bf95-f093d75d28b3", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "clear_answer_cell" - ] - }, - "outputs": [], - "source": [ - "import xarray as xr\n", - "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')" - ] - }, - { - "cell_type": "markdown", - "id": "9c34363a-9168-4478-885a-7bd2ec669f3a", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "2. Look at the parameters of the dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "1257eab9-ded3-4e4b-b703-0b39236f5d23", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "clear_answer_cell" - ] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Label-based indexing" + "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", + "(Hint: Don't forget to import any packages you need).\n", + "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" ] }, { "cell_type": "markdown", - "id": "f3e16f51-8a98-424a-b908-87360947f69a", - "metadata": {}, + "id": "0a21a6b9-ebae-47fa-940b-3b7f92d3ad2b", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "6. Select a subset of the `temperature` array using label-based indexing to get data at the position [0,0,0]." + "2. Select a subset of the `temperature` array using label-based indexing to get data at the position [0,0,0]." ] }, { "cell_type": "code", "execution_count": 7, - "id": "ec783431-52db-4877-9280-a65f06cd6283", + "id": "d0818a4f-7255-4b90-9cb5-c8e1810cd7e3", "metadata": { "editable": true, "slideshow": { @@ -1654,7 +475,7 @@ }, { "cell_type": "markdown", - "id": "2545ea6f-ad6c-4612-86c4-95cc9d23ffdb", + "id": "b706418f-ed69-4d32-8a2c-b9fd6accf9b6", "metadata": { "editable": true, "slideshow": { @@ -1663,13 +484,13 @@ "tags": [] }, "source": [ - "7. Use `.loc` to find the temperature 5 meters below the sea surface in south atlantic where latitiude is -50.625 and longitude is 0." + "3. Use `.loc` to find the temperature 5 meters below the sea surface in south atlantic where latitiude is -50.625 and longitude is 0." ] }, { "cell_type": "code", "execution_count": 8, - "id": "608c6185-0026-4d8a-9b1c-2daa468fbacd", + "id": "84ef9cec-9839-41fe-98e7-caaeb6e6e147", "metadata": { "editable": true, "slideshow": { @@ -2098,7 +919,7 @@ }, { "cell_type": "markdown", - "id": "61407fc5-2ff3-4467-875d-f3e3b06eaa34", + "id": "09285680-d82a-44c7-b40a-092a47b568e9", "metadata": { "editable": true, "slideshow": { @@ -2107,15 +928,16 @@ "tags": [] }, "source": [ - "8. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the same place: this is depth position 0, latitude position 31 and longitude position 0." + "4. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the same place: this is depth position 0, latitude position 31 and longitude position 0." ] }, { "cell_type": "code", "execution_count": 9, - "id": "e92ce957-c1aa-43f6-a622-7bc8adb8cb8c", + "id": "41ce3da8-ab39-4e62-b1f6-e27b13527f42", "metadata": { "editable": true, + "scrolled": true, "slideshow": { "slide_type": "" }, @@ -2542,7 +1364,7 @@ }, { "cell_type": "markdown", - "id": "0f6f10a7-0905-42ec-9bf4-b3cf07229637", + "id": "422eddac-26f7-4c9b-b6ad-4e7386117b25", "metadata": { "editable": true, "slideshow": { @@ -2551,13 +1373,13 @@ "tags": [] }, "source": [ - "9. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." + "5. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." ] }, { "cell_type": "code", "execution_count": 10, - "id": "e4637532-9499-4884-bd1a-7fdfb0f31367", + "id": "09dac653-01d8-4e60-9444-42ef7743cf99", "metadata": { "editable": true, "slideshow": { @@ -2983,28 +1805,6 @@ "source": [ "temperature.sel(depth=5, latitude=-50.625, longitude=0)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "aa3d8be8-1b7d-4e00-ab22-92adb0abc289", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4d62b3f2-cbac-40a9-8cbc-914cb5dd3a73", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/python-data/solutions/ex01_xr_intro.ipynb b/python-data/solutions/ex01_xr_intro.ipynb new file mode 100644 index 0000000..4841e10 --- /dev/null +++ b/python-data/solutions/ex01_xr_intro.ipynb @@ -0,0 +1,1320 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2713343a-c0f0-4da3-979f-bb0d9f8a5e4a", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Exercise 1: Introduction to xarray\n" + ] + }, + { + "cell_type": "markdown", + "id": "bbe08d6c-c85d-4798-9343-b3e958cf39d4", + "metadata": {}, + "source": [ + "## Aim: Learn about what xarray is and how to create and look at a `DataArray`." + ] + }, + { + "cell_type": "markdown", + "id": "f98aa85b-8e65-4894-9b61-13acdb9938dc", + "metadata": {}, + "source": [ + "### Issues Covered:\n", + "- Importing `xarray`\n", + "- Loading a dataset using `xr.open_dataset()`\n", + "- Creating a `DataArray`\n", + "- Indexing, using `.loc()`, `.isel()` and `.sel()`" + ] + }, + { + "cell_type": "markdown", + "id": "adb09498-99fc-4174-8661-4b29858975d3", + "metadata": {}, + "source": [ + "## 1. Introduction to multidimensional arrays" + ] + }, + { + "cell_type": "markdown", + "id": "308be498-f527-4886-b5a8-474e43e7a1f9", + "metadata": {}, + "source": [ + "- Unlabelled N dimensional arrays of numbers are the most widely used data structure in scientific computing\n", + "- These arrays lack meaningful metadata so users must track indices in an arbitrary fashion" + ] + }, + { + "cell_type": "markdown", + "id": "3d4d8868-a7d4-4651-a07a-ec10104f34b2", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "adabc378-941e-4520-a787-b02a563c6956", + "metadata": {}, + "source": [ + "Can you think of any reasons why xarray might be preferred to pandas when working with multi-dimensional data like climate models?\n", + "(Hint: how many dimensions does a pandas dataframe have?)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "14157c3e-af21-444e-9e8d-5a78eeb9edad", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "# xarray is designed to handle data with multiple dimensions\n", + "# pandas is defined for 1D (series) and 2D (dataframe) structures.\n", + "# xarray allows you to work with labelled dimensions and coorfinates.\n", + "# pandas only offers labels through 'MultiIndex'\n", + "# xarray is built on netcdf model and understands CF conventions\n", + "# panfas doesn't natively support netcdf or cf conventions\n", + "# xarray supports metadata attached to datasets\n", + "# pandas metadata support is minimal" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90401a43-a113-48f4-9a47-da8548b69222", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "4352c46a-c179-439e-b1fe-3953dc8ee41c", + "metadata": {}, + "source": [ + "## 2. Opening and Exploring Datasets" + ] + }, + { + "cell_type": "markdown", + "id": "48d19019-2546-46d3-9da1-64d8e7c363e8", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", + "(Hint: Don't forget to import any packages you need).\n", + "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "397feb59-dd4a-42bf-bf95-f093d75d28b3", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "import xarray as xr\n", + "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')" + ] + }, + { + "cell_type": "markdown", + "id": "9c34363a-9168-4478-885a-7bd2ec669f3a", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Look at the parameters of the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1257eab9-ded3-4e4b-b703-0b39236f5d23", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    <xarray.Dataset> Size: 13MB\n",
    +       "Dimensions:      (longitude: 288, latitude: 144, depth: 20, t: 1,\n",
    +       "                  longitude_1: 288, latitude_1: 143)\n",
    +       "Coordinates:\n",
    +       "  * longitude    (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n",
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    +       "  * depth        (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n",
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    +       "  * longitude_1  (longitude_1) float32 1kB 0.625 1.875 3.125 ... 358.1 359.4\n",
    +       "  * latitude_1   (latitude_1) float32 572B -88.75 -87.5 -86.25 ... 87.5 88.75\n",
    +       "Data variables:\n",
    +       "    temp         (t, depth, latitude, longitude) float32 3MB ...\n",
    +       "    salinity     (t, depth, latitude, longitude) float32 3MB ...\n",
    +       "    ucurr        (t, depth, latitude_1, longitude_1) float32 3MB ...\n",
    +       "    vcurr        (t, depth, latitude_1, longitude_1) float32 3MB ...\n",
    +       "Attributes:\n",
    +       "    history:      Tue Sep 12 11:49:35 BST 2006 - CONVSH V1.91 16-February-2006\n",
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    " + ], + "text/plain": [ + " Size: 13MB\n", + "Dimensions: (longitude: 288, latitude: 144, depth: 20, t: 1,\n", + " longitude_1: 288, latitude_1: 143)\n", + "Coordinates:\n", + " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", + " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", + " * depth (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n", + " * t (t) object 8B 1920-04-16 00:00:00\n", + " * longitude_1 (longitude_1) float32 1kB 0.625 1.875 3.125 ... 358.1 359.4\n", + " * latitude_1 (latitude_1) float32 572B -88.75 -87.5 -86.25 ... 87.5 88.75\n", + "Data variables:\n", + " temp (t, depth, latitude, longitude) float32 3MB ...\n", + " salinity (t, depth, latitude, longitude) float32 3MB ...\n", + " ucurr (t, depth, latitude_1, longitude_1) float32 3MB ...\n", + " vcurr (t, depth, latitude_1, longitude_1) float32 3MB ...\n", + "Attributes:\n", + " history: Tue Sep 12 11:49:35 BST 2006 - CONVSH V1.91 16-February-2006\n", + " Conventions: CF-1.0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds" + ] + }, + { + "cell_type": "markdown", + "id": "3cee6429-dbf8-4a10-b384-ad9de719a0d0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. What are the dimensions and variables in this dataset? What does each represent? " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "67ff7eb4-4058-4041-beb7-66e294542887", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "# There are four data variables, temp, salinity, ucurr and vcurr.\n", + "# t (time) and depth are dimensiones used by all of these variables.\n", + "# temp and salinity have a a different grid to ucurr and vcurr. This is why there is longitude and longitude_1, which are dimensions which refer to differnt variables." + ] + }, + { + "cell_type": "markdown", + "id": "81207a17-eeaf-4de3-a3f6-9a0fd782c252", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "4. Find the name of the Data Variable, and use it to extract a `DataArray` called `temperature`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3d0218b3-df73-4037-9fb9-eea80e1a70d2", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "# temp = sea surface temperature.\n", + "temperature = ds[\"temp\"]" + ] + }, + { + "cell_type": "markdown", + "id": "6ee4a984-305e-44da-87ab-75cf88d71f22", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "5. Take a look at the `temperature` data array and inspect its dimensions, coordinates and attributes. What are the specific dimensions and coordinates associated with it? What metadata (attributes) is provided?" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "cc8a03b5-d7ce-406b-9602-47a153d2d7ec", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    +       "Coordinates:\n",
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    +       "  * latitude   (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n",
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    +       "    name:       temp\n",
    +       "    title:      POTENTIAL TEMPERATURE (OCEAN)  DEG.C\n",
    +       "    date:       01/12/99\n",
    +       "    time:       00:00\n",
    +       "    long_name:  POTENTIAL TEMPERATURE (OCEAN)  DEG.C\n",
    +       "    units:      degC\n",
    +       "    valid_min:  -1.7999878\n",
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    " + ], + "text/plain": [ + " Size: 3MB\n", + "[829440 values with dtype=float32]\n", + "Coordinates:\n", + " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", + " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", + " * depth (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n", + " * t (t) object 8B 1920-04-16 00:00:00\n", + "Attributes:\n", + " source: Unified Model Output:\n", + " name: temp\n", + " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " date: 01/12/99\n", + " time: 00:00\n", + " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", + " units: degC\n", + " valid_min: -1.7999878\n", + " valid_max: 35.0495" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# It is a 3D array with dimensions (time, lat, lon)\n", + "temperature" + ] + }, + { + "cell_type": "markdown", + "id": "e36ca3a3-8387-480a-8dfe-161bc6292681", + "metadata": {}, + "source": [ + "Find out what dimensions and coordinates exist in your dataset. Which latitude and longitude variables are associated with the ocean temperature variable?" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "32775beb-ec9b-4cc2-a8bb-ca59f8cf6bad", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Coordinates:\n", + " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", + " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", + " * depth (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n", + " * t (t) object 8B 1920-04-16 00:00:00\n", + " * longitude_1 (longitude_1) float32 1kB 0.625 1.875 3.125 ... 358.1 359.4\n", + " * latitude_1 (latitude_1) float32 572B -88.75 -87.5 -86.25 ... 87.5 88.75" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds.coords" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c9e02ab5-526c-4c7d-9fc4-2c8d7d3345f6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "remove_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('t', 'depth', 'latitude', 'longitude')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temperature.dims" + ] + }, + { + "cell_type": "markdown", + "id": "74a6650f-7949-4f38-ba4f-fb39f0232cb7", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "remove_answer_cell" + ] + }, + "source": [ + "The latitude and longitude coordinates (rather than those with _1) are associated with temperature." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/solutions/ex02.5_xr_computation_aggregation.ipynb b/python-data/solutions/ex02.5_xr_computation_aggregation.ipynb new file mode 100644 index 0000000..af71739 --- /dev/null +++ b/python-data/solutions/ex02.5_xr_computation_aggregation.ipynb @@ -0,0 +1,772 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0794ae77-cf09-45ba-8b05-ad591cee6b4d", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Arithmetic and Aggregation" + ] + }, + { + "cell_type": "markdown", + "id": "dc51608d-76da-4c7b-be20-089df1a52f9b", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "371d4e04-d765-4c34-b75c-b235a1165d6a", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "import xarray as xr\n", + "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", + "temperature = ds[\"temp\"]" + ] + }, + { + "cell_type": "markdown", + "id": "dbc7c274-51f9-40e8-9cf8-4d4f5e25707c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Let's compare the data between the sea surface and further down. Create two temperature datasets and extract the temperature change data the sea surface and the sea bottom" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "37a7a666-942a-446e-ae54-6aab318dc084", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(144, 288)\n", + "(144, 288)\n" + ] + } + ], + "source": [ + "surface = temperature.isel(depth=0).squeeze()\n", + "bottom = temperature.isel(depth=-1).squeeze()\n", + "print(surface.shape)\n", + "print(bottom.shape)" + ] + }, + { + "cell_type": "markdown", + "id": "87224117-8b77-4a8a-ac4d-5c7749d263ad", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. Calculate the difference in temperature the bottom of the ocean and the surface." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "143821a5-c18c-4cd0-8ba6-18015a82c396", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Plot the difference in these temperatures using xarrays built-in features." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a4f06f85-2c15-47da-abcb-87cbfe19e852", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "delta_temp.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "02e22bb4-7c61-4b00-996f-cf03f3aff595", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "5. Calculate the **minimum** temperature across the water depth in all locations." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "24988c19-820d-426a-87f9-fa350f9c1d10", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temperature.max(dim='depth').plot()" + ] + }, + { + "cell_type": "markdown", + "id": "5cc23d19-2f5d-4dd9-9db0-807c47d83cc5", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "6. Compute the global average ocean temperature change (averaged over all depths) for the entire time period in the dataset. Then display the result as a 2D depth profile." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "cf55c6cf-295d-4a02-956b-609a89815105", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "global_avg_temp = temperature.mean(dim=['latitude', 'longitude'])\n", + "global_avg_temp.plot(y='depth')\n", + "plt.gca().invert_yaxis()" + ] + }, + { + "cell_type": "markdown", + "id": "74ecf24e-9293-4c0b-98c6-6fc4805025f5", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "14. Calculate the zonal average temperature change for each latitude. Plot the result as a 2d contour with depth on the y axis and latitude on x." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "e5044676-8cb0-46e7-a880-b9033f6ff53c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "zonal_avg_temp = temperature.mean(dim=['longitude'])\n", + "zonal_avg_temp.plot()\n", + "plt.title('Zonal Average Temperature Change')\n", + "plt.gca().invert_yaxis()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/solutions/ex02_plotting_and_aggregation.ipynb b/python-data/solutions/ex02_plotting_and_aggregation.ipynb deleted file mode 100644 index 31f9357..0000000 --- a/python-data/solutions/ex02_plotting_and_aggregation.ipynb +++ /dev/null @@ -1,2011 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "38e495fd-dc7a-4e98-a2ab-d7b28560db48", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "# Exercise 2: Plotting and Aggregation" - ] - }, - { - "cell_type": "markdown", - "id": "a6ca447a-378c-412f-b65f-452da5077c49", - "metadata": {}, - "source": [ - "## Aim: Use some of xarrays built-in methods to do some basic calculations with the data array." - ] - }, - { - "cell_type": "markdown", - "id": "c0834ce1-ed90-4963-adb1-838bef5233c5", - "metadata": {}, - "source": [ - "### Issues Covered: \n", - "- Creating a time-series using `.sel()` and `.isel()`\n", - "- Creating and customising plots using the inbuilt xarray `.plot()` function\n", - "- Doing arithmetic on data arrays\n", - "- Using `.mean()`, `.std()`, `.max()` and `.min()`\n", - "- Slicing an array with `.slice()`" - ] - }, - { - "cell_type": "markdown", - "id": "f1f5a3da-837a-4aec-9562-3df9f416cb23", - "metadata": {}, - "source": [ - "## 1. Plotting" - ] - }, - { - "cell_type": "markdown", - "id": "dc7d1b36-cc80-44a4-9adf-5f02901b28f6", - "metadata": {}, - "source": [ - "1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "e129c00a-5a55-47a1-8df1-5e1ce8b28c53", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "import xarray as xr\n", - "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", - "temperature = ds[\"temp\"]" - ] - }, - { - "cell_type": "markdown", - "id": "9a047319-7af4-4b42-8231-d88ddcda20ef", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "2. Create a depth profile from `temperature` by using `sel` to select data for the same latitude and longitude values (31,0). There's a few ways to do this - can you think of them? Hint 1: The latitude value is `-50.625` and the longitude value is `0`. All 3 of these methods will return the same dataset. " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "98a422d3-7137-437d-b698-98e3cd85c321", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "#print(temperature['lat'].values)\n", - "#print(temperature['lon'].values)\n", - "\n", - "# Method 1\n", - "# temperature_cell = temperature.sel(lat=-89.5, lon=0.0)\n", - "# Method 2\n", - "# temperature_cell = temperature.sel(lat=temperature['lat'][0], lon=temperature['lon'][0])\n", - "# Method 3\n", - "#temperature_cell = temperature.isel(latitude=31, longitude=0, t=0)\n", - "temperature_cell = temperature.sel(latitude=-50.625, longitude=0)" - ] - }, - { - "cell_type": "markdown", - "id": "bbb5c8e1-74fc-4ec0-b4e1-f8b6e52e8388", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "3. Create a plot from this time series." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "ed393923-62bf-48b8-928f-5424ebc84f44", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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    " - ], - "text/plain": [ - " Size: 80B\n", - "[20 values with dtype=float32]\n", - "Coordinates:\n", - " longitude float32 4B 0.0\n", - " latitude float32 4B -50.62\n", - " * depth (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n", - " * t (t) object 8B 1920-04-16 00:00:00\n", - "Attributes:\n", - " source: Unified Model Output:\n", - " name: temp\n", - " title: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", - " date: 01/12/99\n", - " time: 00:00\n", - " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", - " units: degC\n", - " valid_min: -1.7999878\n", - " valid_max: 35.0495" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "temperature_cell" - ] - }, - { - "cell_type": "markdown", - "id": "4f2d3902-45c9-4eb1-b4b0-9d39baa421ac", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "4. Make the plot red with 'x' marking the points." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "fdfb363f-e819-47a1-a571-5a74f6711196", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "temperature_cell.plot(color='red', marker='x')" - ] - }, - { - "cell_type": "markdown", - "id": "7a947799-3b5a-4b8b-bf4e-0c58986b58ed", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "5. Create a time series plot comparing the temperature profile at three different grid cells:\n", - " - lat = 0, lon = 0\n", - " - lat = 10, lon = 10\n", - " - lat = 20, lon = 20\n", - "\n", - "Make sure each time series has a different colour and include a legend. Give them different linestyles too.\n", - "Hint: use `.isel` to index the lat and lon.\n", - "Hint: you will need to import matplotlib to add legend." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "8a92857d-eed8-4b57-adb3-06ad2a0cd238", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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    <xarray.Dataset> Size: 13MB\n",
    -       "Dimensions:      (longitude: 288, latitude: 144, depth: 20, t: 1,\n",
    -       "                  longitude_1: 288, latitude_1: 143)\n",
    -       "Coordinates:\n",
    -       "  * longitude    (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n",
    -       "  * latitude     (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n",
    -       "  * depth        (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n",
    -       "  * t            (t) object 8B 1920-04-16 00:00:00\n",
    -       "  * longitude_1  (longitude_1) float32 1kB 0.625 1.875 3.125 ... 358.1 359.4\n",
    -       "  * latitude_1   (latitude_1) float32 572B -88.75 -87.5 -86.25 ... 87.5 88.75\n",
    -       "Data variables:\n",
    -       "    temp         (t, depth, latitude, longitude) float32 3MB ...\n",
    -       "    salinity     (t, depth, latitude, longitude) float32 3MB ...\n",
    -       "    ucurr        (t, depth, latitude_1, longitude_1) float32 3MB ...\n",
    -       "    vcurr        (t, depth, latitude_1, longitude_1) float32 3MB ...\n",
    -       "Attributes:\n",
    -       "    history:      Tue Sep 12 11:49:35 BST 2006 - CONVSH V1.91 16-February-2006\n",
    -       "    Conventions:  CF-1.0
    " - ], - "text/plain": [ - " Size: 13MB\n", - "Dimensions: (longitude: 288, latitude: 144, depth: 20, t: 1,\n", - " longitude_1: 288, latitude_1: 143)\n", - "Coordinates:\n", - " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", - " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", - " * depth (depth) float32 80B 5.0 15.0 25.0 ... 4.577e+03 5.192e+03\n", - " * t (t) object 8B 1920-04-16 00:00:00\n", - " * longitude_1 (longitude_1) float32 1kB 0.625 1.875 3.125 ... 358.1 359.4\n", - " * latitude_1 (latitude_1) float32 572B -88.75 -87.5 -86.25 ... 87.5 88.75\n", - "Data variables:\n", - " temp (t, depth, latitude, longitude) float32 3MB ...\n", - " salinity (t, depth, latitude, longitude) float32 3MB ...\n", - " ucurr (t, depth, latitude_1, longitude_1) float32 3MB ...\n", - " vcurr (t, depth, latitude_1, longitude_1) float32 3MB ...\n", - "Attributes:\n", - " history: Tue Sep 12 11:49:35 BST 2006 - CONVSH V1.91 16-February-2006\n", - " Conventions: CF-1.0" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ds" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "682cfc89-a2cd-454e-a124-d6df5f399208", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Make some axes to share between all the plots.\n", - "fig, ax = plt.subplots()\n", - "\n", - "# Extract the time series for each location\n", - "temp_1 = temperature.sel(latitude=-50.625, longitude=0, )\n", - "temp_2 = temperature.sel(latitude=0, longitude=200, method='nearest')\n", - "temp_3 = temperature.sel(latitude=0, longitude=320, method='nearest')\n", - "\n", - "# Plot the time series for each location\n", - "temp_1.plot(ax=ax, label=\"South Atlantic\", linestyle='--', y='depth')\n", - "temp_2.plot(ax=ax, label=\"Mid Pacific\", y='depth')\n", - "temp_3.plot(ax=ax, label=\"Mid Atlantic\", linestyle='-.', y='depth')\n", - "\n", - "plt.title('Comparison of Ocean temperature at different locations')\n", - "plt.ylabel('Depth(m)')\n", - "plt.xlabel('Temperature')\n", - "plt.legend()\n", - "# Oceanographers like depth to go downwards.\n", - "ax.invert_yaxis()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "4cbb0586-67e2-4a6f-bbdf-552e51f46085", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "6. Let's plot some data in 2D. Use `sel` to select data for 5 meters below the surface. Label the axes and give the plot a title." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "7c5f72d0-ebe2-4f19-887d-65b3b837002a", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Latitude')" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "specific_time = temperature.sel(depth='5')\n", - "specific_time.plot()\n", - "plt.title('Sea Surface Temperature')\n", - "plt.xlabel('Longitude')\n", - "plt.ylabel('Latitude')" - ] - }, - { - "cell_type": "markdown", - "id": "a65a89e3-cd8b-4ff6-8b44-1007e978d008", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "## 2. Arithmetic and Aggregation" - ] - }, - { - "cell_type": "markdown", - "id": "c1f4cc1f-b063-4de3-8d07-5fd21ab9c40e", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "7. Let's compare the data between the sea surface and further down. Create two temperature datasets and extract the temperature change data the sea surface and the sea bottom" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "870b9e7c-a714-4da0-87b5-ad7f0f1813cc", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(144, 288)\n", - "(144, 288)\n" - ] - } - ], - "source": [ - "# smthn here\n", - "surface = temperature.isel(depth=0).squeeze()\n", - "bottom = temperature.isel(depth=-1).squeeze()\n", - "print(surface.shape)\n", - "print(bottom.shape)" - ] - }, - { - "cell_type": "markdown", - "id": "89e3bb93-edd4-45f5-aba1-1eeb6aebc622", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "8. Calculate the difference in temperature between july and january" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "6d0d6854-0775-42f7-9243-c1d773e9475d", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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    <xarray.DataArray 'temp' (latitude: 144, longitude: 288)> Size: 166kB\n",
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    " - ], - "text/plain": [ - " Size: 166kB\n", - "array([[nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " ...,\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", - "Coordinates:\n", - " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", - " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", - " t object 8B 1920-04-16 00:00:00" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta_temp = bottom - surface\n", - "delta_temp" - ] - }, - { - "cell_type": "markdown", - "id": "53a9329e-9e2f-4010-8153-18335ca71280", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "9. Plot the difference in these temperatures using xarrays built-in features. Add a title to the plot." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "f537a7aa-96ac-4df4-bb2f-94bbe62d31f4", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "delta_temp.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "46b4918c-bec6-49f4-97e3-17bd6f459512", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "10. Let's compute and visualize the *average* temperature of the ocean surface. Slice out the temperature from 100 meters deep to the bottom. Apply the mean aggregation method and plot the result." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "67937f9c-0990-4587-b83e-128a4530ca00", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "surface = temperature.sel(depth=slice(1000, 50000))\n", - "surface.mean(dim='depth', skipna=True ).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "9ad5fee1-f18e-4ccc-8a0b-cec949bab26e", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "11. Using a similar method, calculate the **minimum** temperature across the water depth in all locations." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "3c932c7d-95cb-4223-9034-416095c62cce", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "temperature.max(dim='depth').plot()" - ] - }, - { - "cell_type": "markdown", - "id": "530b6628-1084-42f9-9a03-c71e1ebcce75", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "## 3. Extension Questions ##" - ] - }, - { - "cell_type": "markdown", - "id": "0604bf91-a371-415f-880d-10b2240eb12d", - "metadata": {}, - "source": [ - "13. Write code to compute the global average ocean temperature change (averaged over all depths) for the entire time period in the dataset. Then display the result as a 2D depth profile." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "0f3b9cc7-4d6b-4d78-9abd-85ad5234e841", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "global_avg_temp = temperature.mean(dim=['latitude', 'longitude'])\n", - "global_avg_temp.plot(y='depth')\n", - "plt.gca().invert_yaxis()" - ] - }, - { - "cell_type": "markdown", - "id": "4040a8e7-322b-41f0-8133-f90a9967fbbd", - "metadata": {}, - "source": [ - "14. Calculate the zonal average temperature change for each latitude. Plot the result as a 2d contour with depth on the y axis and latitude on x." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "add8336b-154e-44aa-9ef2-f41ca65cb743", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "zonal_avg_temp = temperature.mean(dim=['longitude'])\n", - "zonal_avg_temp.plot()\n", - "plt.title('Zonal Average Temperature Change')\n", - "plt.gca().invert_yaxis()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 + Jaspy", - "language": "python", - "name": "jaspy" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb b/python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb new file mode 100644 index 0000000..0a9ff7a --- /dev/null +++ b/python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb @@ -0,0 +1,527 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "38e495fd-dc7a-4e98-a2ab-d7b28560db48", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Exercise 2: Plotting" + ] + }, + { + "cell_type": "markdown", + "id": "c0834ce1-ed90-4963-adb1-838bef5233c5", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "### Issues Covered: \n", + "- Creating a time-series using `.sel()` and `.isel()`\n", + "- Creating and customising plots using the inbuilt xarray `.plot()` function\n", + "- Doing arithmetic on data arrays\n", + "- Using `.mean()`, `.std()`, `.max()` and `.min()`\n", + "- Slicing an array with `.slice()`" + ] + }, + { + "cell_type": "markdown", + "id": "f1f5a3da-837a-4aec-9562-3df9f416cb23", + "metadata": {}, + "source": [ + "## 1. Plotting" + ] + }, + { + "cell_type": "markdown", + "id": "dc7d1b36-cc80-44a4-9adf-5f02901b28f6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e129c00a-5a55-47a1-8df1-5e1ce8b28c53", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "import xarray as xr\n", + "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", + "temperature = ds[\"temp\"]" + ] + }, + { + "cell_type": "markdown", + "id": "7d28e98c-52ac-452a-aff5-6ba8c78aa22f", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Try a simple .plot() on your temperature dataarray, to see what xarray does. Why has it done this?" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "bd52476f-5b35-4c46-b242-9fe1da16062c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([167948., 74985., 46325., 32775., 30391., 26162., 25805.,\n", + " 27845., 21516., 587.]),\n", + " array([-1.79998779, 1.88496089, 5.56990957, 9.25485802, 12.93980694,\n", + " 16.62475586, 20.30970383, 23.9946537 , 27.67960167, 31.36455154,\n", + " 35.04949951]),\n", + " )" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temperature.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "d1aa9382-41da-4408-9ba2-55a94b557921", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "remove_answer_cell" + ] + }, + "source": [ + "By default, when data is three-dimensional (as this data is) xarray will produce a simple histogram of all the data.\n", + "When the data has two dimensions, it will create a contour plot, and when the data has one dimenstion it will create a line plot." + ] + }, + { + "cell_type": "markdown", + "id": "a5652dd7-6176-4d90-b081-969ce7aec4f8", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. Next, try the same with a 2-dimensional view of your dataset. Try selecting sea surface temperature values and plotting those." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "81abc16a-8a76-4a79-8be7-4d567d582b2c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "surface = temperature.sel(depth=0, method='nearest')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "23ed65af-1865-4428-9c0d-75cc72efa460", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "remove_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "surface.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "9a047319-7af4-4b42-8231-d88ddcda20ef", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "4. Finally, create a depth profile from `temperature` by using `sel` to select data for the same latitude and longitude values (31,0)." + ] + }, + { + "cell_type": "markdown", + "id": "02ff3450-f7d4-4753-ad8e-3fc6e286655e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Hint: The latitude value is `-50.625` and the longitude value is `0`. All 3 of these methods will return the same dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "98a422d3-7137-437d-b698-98e3cd85c321", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "temperature_prof = temperature.sel(latitude=-50.625, longitude=0)" + ] + }, + { + "cell_type": "markdown", + "id": "bbb5c8e1-74fc-4ec0-b4e1-f8b6e52e8388", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "5. Create a plot from this time series." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e29cc9ca-07ca-46d9-ac5c-50a2c84bfe0f", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temperature_prof.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "4f2d3902-45c9-4eb1-b4b0-9d39baa421ac", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "6. Make the plot red with 'x' marking the points." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fdfb363f-e819-47a1-a571-5a74f6711196", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temperature_prof.plot(color='red', marker='x')" + ] + }, + { + "cell_type": "markdown", + "id": "7a947799-3b5a-4b8b-bf4e-0c58986b58ed", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "7. Create a time series plot comparing the temperature profile at three different grid cells:\n", + " - lat = 0, lon = 0\n", + " - lat = 10, lon = 10\n", + " - lat = 20, lon = 20\n", + "\n", + "Make sure each time series has a different colour and include a legend. As an extension, give them different linestyles too.\n", + "Hint: use `.isel` to index the lat and lon." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "682cfc89-a2cd-454e-a124-d6df5f399208", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make some axes to share between all the plots.\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Extract the time series for each location\n", + "temp_1 = temperature.sel(latitude=-50.625, longitude=0, )\n", + "temp_2 = temperature.sel(latitude=0, longitude=200, method='nearest')\n", + "temp_3 = temperature.sel(latitude=0, longitude=320, method='nearest')\n", + "\n", + "# Plot the time series for each location\n", + "temp_1.plot(ax=ax, label=\"South Atlantic\", linestyle='--', y='depth')\n", + "temp_2.plot(ax=ax, label=\"Mid Pacific\", y='depth')\n", + "temp_3.plot(ax=ax, label=\"Mid Atlantic\", linestyle='-.', y='depth')\n", + "\n", + "# Oceanographers like depth to go downwards.\n", + "ax.invert_yaxis()" + ] + }, + { + "cell_type": "markdown", + "id": "4cbb0586-67e2-4a6f-bbdf-552e51f46085", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "8. Let's plot some data in 2D. Use `sel` to select data for 200 meters below the surface." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7c5f72d0-ebe2-4f19-887d-65b3b837002a", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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11mWMsXA4zFq1asUOPfTQtOpbJJM4WLduHQPA7r33Xlv5Bx98wACwl156yVZu3Y+VK1e6HiNbiYMJEyYwAKympiat+rm83yK1Tdl349prr2X5+fnsjz/+sJXPmTOHUUrZ8OHDbbIATiZOnMh8Ph/7/fffeVlFRQVr27Yt+7//+7+0+pDuc/jBBx8k/I0YMYIBYK+99prrfU1FbdfriCOOYK1bt2bl5eW8rLq6mrVv354df/zxKdu2pABOOukkW/nChQsZAPb222/zsrfeeosBYM8//7yt7kknnZSR7MDudiyJREQOonLA4sWLGaWUHX300WzRokXs5ZdfZocccgjr3Llzgk7PFVdcwfLy8tj111/P/vOf/7ClS5ey5557jl111VU27ZkBAwaw1q1bsw4dOrAHH3yQvfvuu2zcuHEMALvqqqtsbXbt2pXts88+7N1332UrV67kg6O6DqJyiSWCeemllyaIW3711Ve2uh988AHzeDzsrLPOYkuWLGHPPfcc69y5c4LI4e23385Gjx7NnnvuOfbhhx+y1157jV155ZVMURR23nnn2dqcMmUKUxSFffjhhwl9e/755xmAWgd3ThprEGUNsGvDanfSpEnss88+YytXrmSRSCSNM8sNL730EnvppZfYjBkzGAA2ZswYXiYyY8YMNm/ePPbBBx+w559/np199tmMUpogfPjiiy8ySin729/+xj755JOE50h8NrZu3crat2/PDjjgALZo0SL21ltvsWOPPZYVFhayH3/8Ma3+p/scupGNRlu61+uTTz5hPp+PHX744WzRokXstddeY8cccwzzer3s008/rfU4zzzzDAPArrjiCvbBBx+w2bNnsxYtWiQVpWzZsiWbPXs2W7p0Kbv88ssZAPbss8/a6s2bN48pipIgetrcjyWR1IYcROWIN954g/Xt25f5fD7WpUsXdvfddycV23z66afZYYcdxvLz81kwGGQ9e/Zkw4cPt1lOrB/PDz/8kPXv35/5/X7Wvn17dvPNN9vE/xhj7L333mP9+vVjfr+fAWAjRoxgjDWtQVTXrl0ZANe/rl27JtRfvHgxO/zww1kgEGCtWrViw4cPTxBbfOONN9gJJ5zASkpKmMfjYQUFBezQQw9l//73vxOukXUtPvjgg4RjDR48mOXn57OKioqMzqmxBlEHH3wwKy0trbV/kUiEXXbZZaxt27aMENLg9zzZ/XZ+JqZMmcJ69uzJ/H4/a9GiBTvppJPYsmXLEtqzrDvJ/pzntmbNGnbmmWeyoqIilpeXx44//ni2atWqjM4hnefQjWwGUeleL8YY+/jjj9mAAQNYXl4ey8vLY8cddxz75JNP0j7WggUL+PdVaWkpGzt2LKusrEyoV1lZycaOHctKS0uZz+djffv2ZQsXLkyoZz3Dbtaz5nwsiaQ2CGMZRjZKGoSBAwdi27ZtUrOkCTNw4EAwxvD+++8nzOqqK7quQ9d1HH/88di+fTt/DiorK9GqVSvMmjULY8aMydnxJBKJRJI5MrBcIqkDy5Ytg9frTZCRqCtnn302vF4vli1blnC8jh074vLLL8/p8SQSiUSSOdIS1USRlqimz88//4zKykoAhrDmXnvtlbO2165di507dwIwZpuJitwSiUQiaRrIQZREIpFIJBJJFkh3nkQikUgkEkkWyEGURCKRSCQSSRbIQZREIpFIJBJJFsjceQ50XcfmzZtRWFgoE1FKJBKJJCWMMVRWVqJDhw45lTkRCYfDiEajOWnL5/MhEAjkpC2JHEQlsHnzZnTu3LmxuyGRSCSSZsTGjRvRqVOnnLcbDofROliAGmg5aa+0tBTr1q2TA6kcIQdRDqzM6Bs3bkRRUVEj90YikUgkTZmKigp07tyZ/3bkmmg0ihpoGI6O8NUxAicKHfPLNiEajcpBVI6QgygHlguvqKhIDqIkEolEkhb1Hf7hA4WP1NFdKAWNco4cRCUhHArB5/U2djeaNKyZx4wRKZEmkUjqSDgUapDjKIRAqeN3rgIiB1I5Rg6iJBKJRCJp4lACKHV8b6WAHETlGDmISgbTjb9k1NWsuhsgLTm5pbEte035djZzo2edqNfPWarvOEl6yGu4RyMHURKJRCKRNHFy5s6T5BQ5iJJIJBKJpImj5MCdp+SmKxIBOYhKAmE6SCozbZYmXLY7uQHTPZfdwdzdhO9bfXl79Ebw79Ekb9oN1ZVcuw3r7Iqrw2cn5fdXc6SpnY/5nbDbXWdJRshBlEQikUgkTRzpzmuayEFUEogaBVEjdWrDzepEarNo1HcEbYYWlZSWs0Z+A2uIN0B+/rk4Vi3XXrRapAoyz8S40RjWpLqQbX+TWbDSIZNdM7IsZfnMZPRcN3UrSDN7/mq7nm73hqi5ScdSG9Kd1zRpuj4KiUQikUgkkiaMtERJJBKJRNLEke68pokcRCVDV40/J27m3iRumgZ5XN2O7Sizu+S0pPWMMnuvneeQq8D45hKMmaqfGV+LDHTHCGMZ6UZl4gZryg6WbD8z4vmn49qrrUpKt10Wz27Onvcs2vEXFNf5sJGq8tQV0n3+hAufi36lIlK5K/3KSa6r631zljXQdxlB3V1HcgiVe+QgSiKRSCSSJo60RDVN5CAqU9wCjevrTSQdS4d1bLGuoz8Jb1POc0in/9Y+zv9AepG54ptqpl8E6exbF6tQlta1TK0LNstVlsd0e+GvzQrVlC1PuSTd4PJU1VwtUFkEG9dKM7HEWrhZjWzWqQw+0/VtgeLHKWwBwGGRsvpp3Wfe7wwmkIjfn7VltpDs9jSbwHJVVXHrrbeie/fuCAaD6NGjB+644w7oevwBZoxh8uTJ6NChA4LBIAYOHIgffvihEXstkUgkEkndsWbn1fVPkluazSBqxowZeOyxx/DQQw/hxx9/xD333IN7770XDz74IK9zzz33YObMmXjooYewcuVKlJaWYvDgwaisrGzEnkskEolEUjeMQRCp419jn8XuR7Nx561YsQJ///vfceqppwIAunXrhoULF+LLL78EYFihZs2ahVtuuQVnn302AGDevHkoKSnBggULMHr06MwOSGj8TzTZWv9NC5hoyncNNKZCmWA14+V6clMwYfbAdt4+pUnda4zQ9F1FhNjqiv0nbq4+xvg60VVBQwmJx3Sa92sz96cbmOqsx83zdTCpJ3N31idux3S6Yd3ecczzFS+D6MZyc+2JV74pu/aa2/d7WkHHWTfu/gwyQhHIy8/NMepIQ7nl6orl1nMjUrkr/aByZ+iE9V1Lm83PqKQeaDaWqKOPPhrvv/8+fvnlFwDAN998g+XLl+OUU04BAKxbtw5lZWUYMmQI38fv92PAgAH49NNPG6XPEolEIpHkAunOa5o0myH0DTfcgPLycvTu3RuKokDTNEydOhUXXnghAKCsrAwAUFJSYtuvpKQEGzZsSNpuJBJBJBJXJq+oqKiH3kskEolEkj1ydl7TpNkMol544QU8++yzWLBgAfr06YOvv/4a48ePR4cOHTBixAhejzgeMsZYQpnI9OnTMWXKlMQNhCaabQHDpKurIKaGFNFicReX6FKz9tPdXWa+Vh0Q3fYHoHgSj2HWY1QQ6a/NxeQ2Sw92956b7pDo/ckLBhK285ktDtM2E03YCa47ancrMj3BBRGpNuLU/PmFxrLLLWKEQieKa7+c7bhhXev60qTKaTJptxmVyTTJCOWXy3lPqcuFFF18Cbpf2fS1nmDI3qVXV22opLpQtc10damTFc3Afbc74nT1RXeW2d1zKTShGPUY33VUJlPZk2k27rzrr78eN954Iy644AIccMABuPjii3Httddi+vTpAIDS0lIAcYuUxdatWxOsUyI33XQTysvL+d/GjRvr7yQkEolEIskCmgNXHpWGqJzTbCxRNTU1oNQ+5lMUhUscdO/eHaWlpViyZAn69esHAIhGo/joo48wY8aMpO36/X74/f7EDc5gciGg3LASmG+uusq3MX8htPzWab85+tp0SrotFA4nSJmk1AhyfDhc38xrMTuEwuHEQm/cCmR7WxfeyBKsJkwHEQ5HmM41ZaxgVH9+Ia8uLkeqK23rtZFJXctqlakFiTDdPejesc4ITahbJ5xB/QAIsVscEyxLjiBX5nABJDO4NBWtqUytUY2lDVVrndomSjg75GirIYK2o+Xb+HF9LdrV+/GaIpHqSvP73bxf3iD/bPnzC41rJCJmsbAsUPWdNN5EuvOaJs1mEHX66adj6tSp6NKlC/r06YP//e9/mDlzJi699FIAhhtv/PjxmDZtGnr16oVevXph2rRpyMvLw9ChQxu59xKJRCKRSHY3ms0g6sEHH8Rtt92Gq6++Glu3bkWHDh0wevRo3H777bzOxIkTEQqFcPXVV2Pnzp047LDDsHjxYhQWpm+tkEgkEomkqZGL2XUyeiv3EMYyyFy6B1BRUYHi4mL8tf4XFBUVGq4pNRo39zIdRA2DaIZZlymeeFAo9UAPFiPqMwZtIdXYp21RXtrHrwkZLjUKxoPXoWtgihcRZhynOD+IXVU1AADF4eRO5zMmukCyCra1SDOgljA9I7dbfROuqc6ofrqB6c5A9pRuPUIRCAYz6ke68GB7pqdORm2byOCckGFvM5MEx5lQl2BykVRuvVy58mrVDULcvZxR8lsXf30qbaNcEN211TVVlOUO9he1qtfjNzY8ZY2u2TcQarsfRIvGtznDFqgHjHpQUVGBdp27o7y8HEVFRTnvq/Wb9GCLvRAkdRsGhZiGf+xaU2993RNpNpYoiUQikUj2VGRMVNNEDqKSoauApoLGQsayGLCr+OJWB10F1JhRHt4G8sePsMLUg6XdEWuzFyprQgCAwrzklodI5S6AECjmm5EtQJlQEF2FX/EBAKpqQtwCRWC3RjFmf/N2E/gmNqtaLOu3XmegdrI39aambJzJlPFwTXXKoHKRpmJxS9YHywInnr91D4lptWJiwDqh3ELl9uWdC2tVXb/Ss7FA1WphTaif5J47rHy2yRLJkt+ax/YXthDkQ1i9W54Ac/q+0/rksKZZ5xqp2GGTKCFaNEGZ23pWmpvVKlJVbnt4ia5yCxzRovZrpKvO3QHze5gpXhAtlvHzJNm9kIMoiUQikUiaOApyEBMlx3s5Rw6iJBKJRCJp4tAcuPPSlQSRpI8cRCWBMEMPinn8APyCTpRmlHOTrg/wmaZwXxA0UBgPRgxVwLvhS3iKDSHQWAUFFK/tOJZJnJqmdW5W1lXA4zM7YyUrNlx9Hm8QuukIUfQYmB5XzXV+RqhT4cfSuQIApqd0I4RrqlO6vpqC66q+2Z3Uot3ORbyH4ZrqhMTT/HESXX1ugfOEciE/N2V8i/ryfGQUPO7UOEuyzVhnqRuvhWSfL5ubr54U9RMQJxJQj/3cHUHTrmcs1jc10QAjSL056UwRNSKsUB4uAcBw39nceY6k8YoPML/fiRY1tqsu+nqSPQY5iJJIJBKJpImTE4kDaYjKOXIQlQxdM/6YpVBuWaKMNxXK31ziardEixrWJCvQXI2CaRpo9XYAAPM4csARYrzdwLRo6Spg1rG/JTIziNE8JlVAPEb4uq54jcMLL9sUzPXt1mozlQXJOf3fLRhZsntS2z22ngXbpArAsM6KwbmKN6m8A3UqugvB63UK0HXbtZZJAO4bqGGhre/JEA1lfRIQrUU8yDxJzs0EzJyhAHiAuTjxJbrTSLfla1ma0z7nmkhVOZjP/pzTWMiRkSIeTM4I5d/RAAAtGv8eNqmv3JxOcjI7T7rzck6zyZ0nkUgkEolE0pSQliiJRCKRSJo40p3XNJGDqCQQLRYPEHcGXeoqoJl6TlrUDD4H9IDhJiMxI3CRRKvBqiuhV1cAAGgBjQeke7w8qNGoTA13n7luBYoDph6J4AYhagTUUtrlSTAdRsUkJuZM3RTSjSexyOWzwAOrCbG78QQtJduyuB2IB3zbVNftn4Gs3CwN5JppdG0ly5UnXjOa5OfAdONxN5aZwYG4uAJjW9fD265bPXQ4R+gaqBYTvkvN7BOaEYJBnIHl1APo5jNnXTNBZw8A37e+ke68pol050kkEolEIpFkgbREJYFoUXveJGuqK6Ug0RBYyFTrBsBiO4x9/AHDMmRZiTxeIyjR3JdFaqDsd2jGfYnu2AxGPDarFYe/qQtvhY43zEykCKTlSdIQ5EKhm+cIBIwJILXtkI7yuLlstb27ynjUJkmQoG5OqJEnFJZFSrcH81sWcWcuuiZAeXUIXlN/w6NFQcOVIFEj96geKDKsT5a1LRbh3/ssFgEBQDymLI1TsZ16AEJAI5nl4swWSkiddZ6kTlTukYMoiUQikUiaOEQhILRugyAiB1E5Rw6iJBKJRCJp4lCFgNZxECUtUblHDqKSoWnGnxXcqpjmajUGvWoX9Kpdxrqug/gMbScWDdvcd8QXgB6u5uZgT7+TsuqKr1WHlNtrUxaXSHZH/PmFRjJZIDGxbm37NrGk2E0Ox6QXUcmbWWrlwuQXHpjdCPpXyQiHjMTv+bvW88k+rHwroOtgVqJ3qoCpURDzXLRwNVjEVCDXNRB/0AjLMOty1x4AeLyg+UUgMalYvicjB1ESiUQikTR1FApC6zgXjMgMxLlGDqIkEolEImniEEpA6ij0RGqffiHJEDmISoI1O49Rj/G/xjDZslgULBoGDRjuM6ZrcfedxwvPwac2eF+lK0+ypyLdcvWDc/ZepGKHzVXHBIsIiUXi28QZzQ2MvvaL+ArT4bPS09SUQw8ZM+j0yl0gXh+U1mZS+D/WwtuhG7RyMzVXJAwWNmfbUSWewgtGeAbx+rh7D+FqEH8QrIF0oiRNEzmIkkgkEomkiUMVAlpHSxSVlqicIwdRSWBqFCwWAfQa6KFq6ObbCYvFAF3jbyjE4+UBljQoLUISiWT3g9bsBBTTAqObE270eNYGokbj2xqI2OevGcf3eMHUGJSWbQEA6vYyaH/+Dipa08x+sXA1QBVuefL1PABgOmhLY/KO9vNKY4IQAGZlpfAHeTPE6+NeCGpqiNU5TilNCK17TFSdknxLXJGK5RKJRCKRSCRZIC1REolEIpE0caQ7r2kiB1G1oWuAx8u1oAy8IILrztIY8R52ZsP2TSKRSBoAb2lPvqxu+RV6XkvA1EciusrTTxFdhf7bl6A9+ufkuJbLjuYXAh4fmBkgDl3jWk/6zp0g+UXQdv4FwAgOpy3aGYmSAWg7/+KB5IFTrnI9juWSUX/4NP5dr+tgkZCtHouEICph0QZMC0SUhp+dN336dLz66qv46aefEAwGceSRR2LGjBnYZ599eB3GGKZMmYLZs2dj586dOOyww/Dwww+jT58+deprc0G68yQSiUQikSTw0UcfYcyYMfjss8+wZMkSqKqKIUOGoLo6ni/wnnvuwcyZM/HQQw9h5cqVKC0txeDBg1FZWZmi5d0HaYlKgrplA9T8IIg/AL3a/jAQSm2WKO8R5zR09yQSiaRBie7YbCwEi4FYGEQ1VMBJLGxYowS0Dd8YC7oGpfvfsjqe+r93jAwQMKxLiMXAVBcJBY8PrLoCzOMz+qMoPCgcALxd9k7bS+Bp2xGxDT8ax68oh797b+iVO41Tqa4ALWwJVl1h9EnTwKJhaNU1WZ1fphiWqDoGliMzRfl33nnHtj5nzhy0a9cOq1atwrHHHgvGGGbNmoVbbrkFZ599NgBg3rx5KCkpwYIFCzB69Og69bc5IC1REolEIpE0cayYqLr+AUBFRYXtLxKJpNWH8nIjzVKrVq0AAOvWrUNZWRmGDBnC6/j9fgwYMACffvppjq9A00QOoiQSiUQiaeIQQgzV8rr8mQmIO3fujOLiYv43ffr0Wo/PGMOECRNw9NFHY//99wcAlJWVAQBKSkpsdUtKSvi23R3pzksCCeaBBPNAfYF4MCMA/wmXNGKvJBKJpHEgUSPI2ggk17k2FNFi8aTPhIIpXjDF/Gnx+BDbuh7edt3SOob2/fsADD0+EswHzLhu4g9AK98Opbi1sT0SBjHdd4wqYKqXJw4mwXyw6groNUYYhrbzL8R+v4cfQ4+GEd5uWFTyu3UFC1WDFrYAANDi1rwdpukI/fI9fG0NvSkWDRsaUmZAO80vMvQE3VyMTZyNGzeiqKiIr/v9/lr3ueaaa/Dtt99i+fLlCduswZkFYyyhbHdFDqIkEolEImniUIWC1jEmijJj/6KiItsgqjb+8Y9/4I033sCyZcvQqVMnXl5aasx6LCsrQ/v27Xn51q1bE6xTuytyEJUEbcef0MJBsECeEbhoqthKJHsikcpdIKr5GWA6fK06NG6HJA2KvuYzkIA5nd/MSWfJGjDioj5EKK/LaHo/M9pPH8flBawgca+hks4iYSiFLXh2CBLM5xIGCX0NVYNFw0Y2CRj5Tq38pkyNgmk6vPmGCrlWuQtM06FF/jR23vZn/BQUCiXgg1a5yzwVrxFUbvZB3foHiNcHraZhfhtyInHAMtufMYZ//OMfWLRoET788EN0797dtr179+4oLS3FkiVL0K9fPwBANBrFRx99hBkzZtSpr82FZhUTtWnTJlx00UVo3bo18vLycNBBB2HVqlV8O2MMkydPRocOHRAMBjFw4ED88MMPjdhjiUQikUiaJ2PGjMGzzz6LBQsWoLCwEGVlZSgrK0MoZLp2CcH48eMxbdo0LFq0CN9//z1GjhyJvLw8DB06tJF73zA0G0vUzp07cdRRR2HQoEF4++230a5dO6xduxYtWrTgdSy9irlz52LvvffGXXfdhcGDB+Pnn39GYWHDiaJJJBKJRJJLGsMS9eijjwIABg4caCufM2cORo4cCQCYOHEiQqEQrr76ai62uXjx4j3mN7fZDKJmzJiBzp07Y86cObysW7dufDnnehW6Hk+m2YBJNSWS+iZSsYMvc30fQg0FatONAkLtbhiqgHkMVwuJ1SD25zp4S+ymfUnDs70yUaOodWFenduN7tjMXWAAQIo7cF0oRiiU6u1gEePYxBcA8xu6eSQWAXTN+A8AJAolWgOt2kj4C12LP3NaDHTvo3gwOTw+6OYkHhrMB9P1eBJgU5fPSsDL1FhcC4pSgFKb0jhtXcr1/ajHZ3P9KeKJUsVIJm9uZ5Ew1Jq4SjkJ+kCs5MW6xrNTAEYyYuhag/0+5DImKl1YGgmLCSGYPHkyJk+enGWvmjfNxp33xhtvoH///jjvvPPQrl079OvXD0888QTfLvUqJBKJRCKRNCTNZhD122+/4dFHH0WvXr3w7rvv4sorr8TYsWMxf/58ANnrVUQikQThMYlEIpFImhSmO68uf6ijO1CSSLNx5+m6jv79+2PatGkAgH79+uGHH37Ao48+iuHDh/N6mepVTJ8+HVOmTEkoD55yJYJFRYh9/hr0UDUIlS49ye6B5jXcPYoWAQkZejnMFwRhOk8qC8BYN2dZMSK8bykegOnQNn5nrOs6wBiUbgc1SP8lycmFKw+Acd+tW67r0P0FfJX58hDLbw0aNl44abicu+9YNORohsZdZuY6M92EhFLov3zC3XCGBpM1iy5mzKqzjmnOirOcS0yNz7gDpTY3G3wBMDUGoih8HeYxiKLY2gUMdyTxGm5sbfsWsCrDpcg0HVqohqdaMfqugZquxeAZYwEAsYoKADfXeknrCiUElNZtEET3EO2mhqTZWKLat2+P/fbbz1a277774vfffwdg16sQqU2v4qabbkJ5eTn/27hxY457LpFIJBKJJBds3LgRH3/8Md5991189dVXaaesqS+ajSXqqKOOws8//2wr++WXX9C1a1cA2etV+P3+lGqt3sPOhPq/d6CHq5PWkUgaElGziXkCAFXgz08+Eya2dT0AQA8UAYoXiqW4XL2da97Qmp2G/o+YSJbpIKYFAYoCmIG8zOMFYTq3ThE9BhDDqgAAdO+jcnauItEVryTf6Azu1RMTrfqOuSDHPWp8cmZ5cuBrWepS2oovRbf9wRP+6v5CEGvSAaEgsRCgGBpNMK2ZlmaTsYNpbbLukVtgtq6ZViPj+WNqDEwP27aLMGoLFzcwg9AJwIPQDc0ozXZs4vFC27kVABDe8ifUsPGjTL0eEIXC4zXOLf/CW12uScNBFFr3BMR6s7Gb2NiwYQMee+wxLFy4EBs3brQFvPt8PhxzzDG44oorcM4554DShj3HZnNFr732Wnz22WeYNm0a1qxZgwULFmD27NkYM2YMAKlXIZFIJJLdl1wmIG5OjBs3DgcccAB+/fVX3HHHHfjhhx9QXl6OaDSKsrIyvPXWWzj66KNx2223oW/fvli5cmWD9q/ZWKIOOeQQLFq0CDfddBPuuOMOdO/eHbNmzcKwYcN4nT1dr0IikUgkuyc50YnSm98gyufzYe3atWjbtm3Ctnbt2uG4447Dcccdh0mTJuGtt97Chg0bcMghhzRY/whLRwhiD6KiogLFxcUoLy/PKLeQRFIXotv+APMXADB0mKD44kldgXgaDSexMHxtOrlvMwnXmNo70WpAjXKdHhIL8RQeJFoDpni4+45oUTDFBxI13diK15ZkNqE/TOe6UkRXbRpTSve/pT55B5bbzs0FlAwmuneSuPZ2R3deYxIt32YsMJ0/GyQWBlEjIJoZvK1pxjKLu8/EwHIWDXOXnbXdguma4Poz9ZiE54DrRLlAFCW+XdByYmrMpgtltaNVV/F1tdpMZKxQ+Fq2QN55E1Neh/r+zbDa//j041DgrZvdoyqm4pj/LJW/bzmk2ViiJBKJRCLZU9mTY6KaMnIQJZE0IhEzuSnLbw0aMRSWQSigCdOwRSsMtVuBLBXpVFh1SMS0SJmyBmC6IWNgLTvaIlqUB55DiyUGAlvJYL3GxAwSC5lN6YBew+tq37/PrQKeA+NiuE5in79mtOMSJGyzSglYFigiLIMqdmsUpYCuI/Lhc/Eyc7v/uLg8iiQzfMVt+HJ0x2YAMCyQwq8K0cNg1MOfM6b4uCWUxRzPrq45LIp6fN1SKLeUxWuzTDrbNS2sLBIC1Bh0NW79Ylq8rWhFNbSwcQwl4IPehBLPUwV1jmmiqS9bk2XQoEEppYoAIy76/fffb6AexZGDKIlEIpFIJE2Wgw46KOm2iooKLFy4sNGkDuQgSiKRSCSSJg6hBKSOYpt13b+xeOCBBxLKVFXFww8/jKlTp6Jjx4648847G6FnchAlkTQq/sIWAEx3iBWMzXRAt7vauAtPE8rShHlMHTSqGOrSljtF1IVyBIpzDSghmJxYvgDdVJ02XSt6xK5SnYDgelFXvWlz2RCqCG44U3naTfPH3O6E6GZdXQP0eHJa+35KrYHpkrpBNPOZMhNXs6CpG+Xxg6gRMGsygxrjzxqh1OZ2Y4LbDYDhwjPVxZkaM4LQzWeNKCmeEyDBpcsihltOj4ahR1XuDmSabiiTm8HtseowFDN4O9C6uNG1oUQozUECYm33iIl67rnncPvttyMUCmHy5Mm44oor4PE0znBGDqIkEolEIpE0ed555x3ceOONWLduHa677jpMmDAB+fn5jdonOYiSSJoAvlYduLI48wYAhQIRQSWfCO/sQoAl0ex5wAAgutNMfUQ9YISCmtYkGi43gnUtqxPTwRQfXzYaFN5URWsX0+NWAheFaZ6nzKqebPo5VUxrkxAcj3jQuLMdm7XBqVKdYoq7Ud+0NphWBqttcb/IUiOBuQwwrxvetl1s67G/fo+vEBq3sio6mCWHYG0X5QdMixHUqM3aaeXS08M1CccmbhZKh5XKsnYyTQfTdehRwzKmxWLQwlFbG74i40e5KVmhgBzpRDVDsU0A+OKLL3DDDTfgs88+w5VXXon33nsPbdq0qX3HBkAOoiQSiUQiaeLkROKgjvs3FocffjiCwSCuuuoqdOvWDQsWLHCtN3bs2AbumRxESSQSiUQiacJ06dIFhBAsWrQoaR1CiBxESSR7MlqBkdaARqtBonG3BWF6PADXoRbOzMSvNqzA3WgNiBYP1CWxCPRAIUhUCAS3qZATwEpgQAgAanPpWS4PBhguGEsnyk3XyVnmdAEmDR5PESzs1k66ODWIHO1F3psDAPCfcEl27UtsMDNpr/gcA8ZkBgJTs0nXwTRRwykMFhXceYJ7j6lR6DGVazgBcasKodRVN8rNzWccU4duunT1qApd03kSWW++y+epiUAodT2nTNtojqxfv76xu5CU5nlFJRKJRCLZg6AKzcnf7sj27dsxa9asRjn27nlFJRKJRCLZnTBjouryh91oEMUYw7vvvovzzz8fHTp0wNSpUxulH9KdJ5E0EWjYSMdC1Cj0vJZQKrcCMLR3eNoMqhiz60x3CSMU0W1/8HVRU4qoEds6U7yAroKZKVQI08GIMDPOqT2lC0mFAUHfR49rRQmkdhW4p21Jha19IYksYM6w03W7e8+WHifuFiRITAOSDOnWyw1EmFnKCI0nvVajfEapHgmBRcPQQ0ZdFq4GC5vLkTB0NcZn0Vkz6nRhZmWgdTHfZuk9AbC5/JxY+/MkyAoF1Sk0a7ZeVOXHlDRN1q9fj6effhpz587Fpk2bMGzYMLz55psYNGhQo/Rn9xmWSiQSiUSym0Jo3S1RzTUmKhKJYOHChTj++OOx77774vvvv8fMmTNBKcWNN96IE044AYpTHqWBkJYoiaSJoAeMN2uiRkCrtnGlcRKt5jo7RIsZwd+W0rilvxOLJ0q13vrh1JCiDhVyx7Jo8eL1La0lxRsPOmc6CNUTLVciGSiqc3S7lUAs481algiHFYzpWvz8rHXhPIi4rzNBsfOYAMKLnwIABIaMyvw8JHEtM65Gbz6nVOWB5HpNJVioGnqNkXibRUL8vuqqod9kWZesYHBRaVy0OFnWKOOQmmugOa8rJBzWY0ZguTj139p3y/QxYJqODrc+mtUlyDV7cmB5x44dsd9+++Giiy7Cyy+/jJYtWwIALrzwwkbumbRESSQSiUQiacJomgZCCAghjWZxSoYcREkkEolE0sQxXHJKHf+a50/+li1bcMUVV2DhwoUoLS3FOeecg0WLFoGQxldgl+48iaQRqQnF3XAgxhuWr/JP6MFi0FB5fJuQKJho0XjAN7OFTBskcde5rde6zTL/67qQboYawe2p2k6WPsatTAwYTyeY3GU/3kdb3xVbPbe0L5Zrj2tgWW1kq0e1h1DzwnQQvzGZgbZoB//AYbbt3nbdAADqph9BdJU/r4xQwAwk13duhV5dCd3UhvK0LuWB5RSG60mtMbZp0ZjNZQcAkV2VfNkT8Ntdclpqd7Jzu81taJZZcUSb77oKAKD4PCiZ+GDKduuTPVmxPBAIYNiwYRg2bBjWrl2LOXPmYOzYsVBVFVOnTsXIkSNx3HHHNYqVqnleUYlEIpFIJHscPXv2xF133YUNGzbgzTffRCQSwWmnnYZ27do1Sn+kJUoiaUSoOfmeEQIltAsAoBW1jweHAzaZAsuCY0s8nMLqw4j9PclpbbK2pwwSzwZnewnyCRlYn4C4lYkHn7sHmPNtLtIHqRIWpwpml7hAldoTQAPwdNwX6qo3udVK2/kX1K1/AADUigroMRW+4kIAgF65y3Z/9ZgK6jV+ojwA1FCEt6tHVds9i8ZUKAEjmTa3KiaxRon76S51xO1MCDrXNR1bpo9B+5servW86wNKKWgdA8Prun9TglKKk08+GSeffDL++usvPPPMM43Tj0Y5qkQikUgkkrSps7xBDtyBjcUXX3wBTRi0M0cYQ1FRETp16tTQ3QIgB1ESiUQikTR59uRB1BFHHIHt27fz9eLiYvz22298fdeuXY0mdyDdec2A0H8fRvC0MQj9N9GMHDxtTCP0SJItVTVG8l/rPaowLxjfGCgFAEOBPJnZ3eHWS1iupa7o3iPMofWUQlsHzgB2t+B1538guR6Tzd1We/C4m/suIaFwEvXyuEsweQJiSWbknTcRlfMnAwC06l+hvTDd2ODxgnh9CJ4xltf1HHwqX66ec3s8cbBCwcI6VPMz4SkoACw1fRVgWtSmC6X4vHaNJ0tlPGb816vjkzRS5YhzuvCSBZnrUdVQNBd+JolC8ec9/wCARg0y39NwWp6c68nKGgI5iJJIJBKJpIlDSA7ENknztESlQ2PJHchBVBPFaXVys0JZ5dIa1XzwWJ9zMVjcCaUgmhBYTl0+ppl8GYoWKZf8eMY2llIaIQE3S1gqxfE0pQpYMmuSSzsJquXOQOdUlirebpKAd2mhSknVc3fwZabp0CJG0DdRYyDRMN9OfQHknTeRr+sxFTAEy6EEfDwYHAC0UA23AlmuJ9ES5VQsdwaAi/tqDhVykWSWJ6t/lmULABTBBUYUagSaexvnZ3NPljhoyshBlEQikUgkkibN6tWrUVZWBsBw3f3000+oqqoCAGzbtq3R+iUHURKJRCKRNHH2dEvU8ccfb4t7Ou200wAYbjzGmHTnNXW2THd3meVaMySZ207SPIlU7oqvUAX8Y57CnUc0FWA6mOJz3Q44grmdrjdnu8mUxXWdB4wTXbW3lYY7K6m2kq4l1Xcy9tOSB4jXFhzuVs9JLcmFa6svXXl2yp+6FdTrMVxxiAdcW/pOQPweEqoAVIEeqgEAqFVV2DX7ZpvLTA1HbMviNvFHXvF6+bIWM3yA9oTE8WXL1SbWcSPBlafb99FiKvRozOyLgs4znkraVkNDFZoyYD7dNpoj69ata+wuJEUOoiQSiUQikTRZunbt2thdSErzHJZKJBKJRLIHQSgBobSOf42fsDcbfv31V1x44YWoqKhI2FZeXo6hQ4fadKMakmZriZo+fTpuvvlmjBs3DrNmzQJgBJtNmTIFs2fPxs6dO3HYYYfh4YcfRp8+fbI+zl8PXIuYoD9SG+qqN226KJI9Gyt9CyMUED0JTAdhMQCFCfswQgGPDxBm6CWka9FMl4MWNd1/gkZKqtgAYRYeYXo8sbGugamx+Aw75ww6wK5dlUrLybHdLQ2LzT2XzSy62pAuuToTeuPffJlpOk+7Eq2sgUeYWUe9Hn5/rITBcQ2nWEKKFovIrkpoUZW7CUUIpfAEfbbE0KK+kzgbj6+n+Yw4Z/WJ/y1XXlNkT46Juvfee9G5c2cUFRUlbCsuLkbnzp1x77334tFHH23wvjXLK7py5UrMnj0bffv2tZXfc889mDlzJh566CGsXLkSpaWlGDx4MCorK5O0JJFIJBKJpCmzbNkynHfeeUm3n3/++Vi6dGkD9ihOs7NEVVVVYdiwYXjiiSdw11138XLGGGbNmoVbbrkFZ599NgBg3rx5KCkpwYIFCzB69Oisjue0QjkDE/+YdLntbYlQCu3llwEAXabPwea7rkK00giypJSiy/Q5KY8nNZ+aN9GdZVzXiURrAMVcph4j4DuNRL/MXwASq4kXUApYGjhqBNCioFFD5RlqxGZBAlWE/YRlC8EqpAvWJqZGDQuRqJNUy5t9UmuSrmUWzJ1mIHhdhQZTYl0rN62rPYDwO7NRveZXBEvaAgBocWto5qQIPapC1zSblSmm6VDDRhJsj6D1RBSKaEUNty5Z98yygDBN59tSBYAThUJ17AckBoKL9Z0B6snuodOKBQC6mJTYsoy5WMgakz3ZErVhwwa0a9cu6fY2bdpg48aNDdijOM3uio4ZMwannnoqTjjhBFv5unXrUFZWhiFDhvAyv9+PAQMG4NNPP23obkokEolEkjMsxfI6/TVTxfLi4mKsXbs26fY1a9a4uvoagmZliXr++efx1VdfYeXKlQnbLBGukpISW3lJSQk2bNiQtM1IJIJIJD7l1i1wTSKRSCSSxoQoCqjiYl3OsI3myLHHHosHH3wQxx13nOv2f//73zjmmGMauFcGaQ2i/va3v2XUKCEEb7zxBjp27JhVp9zYuHEjxo0bh8WLFyMQCKQ8tkhtIlzTp0/HlClTkm5PZnK2BSe6mYIB/H7TJdB1nQcr7lkOgj0UQnmwNiPx9C3M2ma9CRIKaFH3Nj5fBK1qF5S2xueHFrSwffmxWAxquNpYUWOJGkpidxxfmkbAeNxlZ0sIXJtbLZULTnMPKk/A4ZLL5EudAe4uymxwtNM85yzlDr18O8LbKxD6axcAoLBLBQ8kD2+vgB5TuftOj8VAKAX1GTpOqtcDaqZCYbrh5nMGaIv3OZVLiQrPh5gixsLt+9hy5TkDzZMdT3Nx0zndhcmOJWkcbrrpJhxxxBE499xzMXHiROyzzz4AgJ9++gn33HMP3n333UbzOKU1iPr666/xz3/+EwUFBbXWZYzh7rvvtll3csGqVauwdetWHHzwwbxM0zQsW7YMDz30EH7++WcAhkWqffv2vM7WrVsTrFMiN910EyZMmMDXKyoq0Llz55z2XSKRSCSSurAnx0T169cPL7/8Mi699FIsWrTItq1169Z48cUXMzb25Iq03XnXX399ysAukfvvvz/rDiXj+OOPx3fffWcru+SSS9C7d2/ccMMN6NGjB0pLS7FkyRL069cPABCNRvHRRx9hxowZSdv1+/3w+/0J5VvuuRZVAV9CwKKFW5Cr9RZDfcZlVcNRU003/ha27rqLAQDd73sGgBGYbtXtNmNe8gsgaRaQmDARQde4xYNoKqDF4C3taau/7d//BGCfwOAJ+FC1aRsU77cAgMIuJQi0N14ESF4RiMcbt6SoUSOw3DoOpcY6wP/b+kepzfrEYqY1TNezlgVgKSxYlpp0snUjViOJdckWJG/uY1q8arNgiZYx17qOQHyWZHvotQdsxcEzr0153ObEb9cOxbYfjTCITkfvg5qy7bZA7sguY1Zz9dZKME2H4rOeMQLFp/CAcs3nsU2uYZoOzZQ4sJ4Fa7vi88QT+vKg8/j94U9OJoH9tU5icASRu1jJdFMR3ZJmSJdNU0ajMpzEopxj9uRBFGCkedmwYQPeeecdrFmzBowx7L333hgyZAjy8vIarV9pDaLWrVuHtm3bpt3o6tWr0aFDh6w75UZhYSH2339/W1l+fj5at27Ny8ePH49p06ahV69e6NWrF6ZNm4a8vDwMHTo0p32RSCQSiUTSsASDQZx11lmN3Q0baQ2iMpVcbyx32MSJExEKhXD11Vdzsc3FixejsDBR0FAikUgkkuaCNcOurm00V1RVxQMPPICFCxfil19+ASEEvXr1wtChQzFu3Dh4hVyLDUlWs/N27dqFL774Alu3brXpawDA8OHDc9KxdPjwww9t64QQTJ48GZMnT65z225aIulgT6DpgQbVtZ3frh1q1jdM2XoshrXjLkDPfz2fZY8lTQHmiWvmMF++zW1EYqGE+v4WxgA/vL2Cu/S0cARKwM8DYHf+8jt8ZdvN+gXwBPw2t4uVnBVITNoquu+s59AKAqaKYmhFAXzdckXb3H4OjKBi+1eH+Hmx9NKAdIN+VWFZ+KLXtbirT3CNWsdIl4S6wg8JAXIXrN6MWDvuAhBKUdylBQBgzX++AQB4843nxxvYDk/QuMfR6hi0qMbdeYpXgeKjiFbHzLoeriauhlV4Ah54gkY7hBpJc/m9FV27uj2Ym1CaMEnCNqEixQQKJ64TKhB3N8br0YQyPYPvfabrYGlov+WCPdmdFwqFMHjwYKxYsQInnHACjj32WDDG8NNPP+GGG27AG2+8Ueuks/oi40HUf/7zHwwbNgzV1dUoLCy0zXwjhDToIEoikUgkEsnuzfTp07Fx40b873//S8hU8s033+CMM87A3XffnRMDSqYQxlhCTGUq9t57b5xyyik83mh3o6KiAsXFxSgvL89YvGvjraNs626quPFcTYlvVXosbrXSYnYLlhbVwHTjVh2w8K2M+iVpOKI7ywwLFIAKTUHbotSfkb8eMAKVd/wY1zLzBA1rlhIwJjwo3vi7DlGozRJEFWp7c6ZKosnfaYlxM+lTITg42b7WdqootrfiVFYr3k6St/uEIHNx3XEuzgB0Z0B7bRA3NXdKDasFX1dSSjnsLoHlOx+9Edu+XYMdawwLpxbVkF+SD8VrXO+a7SF4A8Yz5s33QvEp0KLGtYhVx0AUYrNMWc+gYXUitmeDJrGgWM9EKuuIU7Fc3Ne5X6p2xBx5Wky1PVfiZ4jZvqMZdE2HGjYspQe98q5r23X5zUgHq/1Ns29CUV7dLC0VNWF0vGJ6vfW1vth7770xffp0nHPOOa7bX3rpJdxyyy345ZdfGrhnWViiNm3ahLFjx+6WAyiJRCKRSJoie3JM1O+//45DDz006fbDDz8cv//+ewP2KE7GV/TEE0/El19+WR99kUgkEolEIrFRVFSErVu3Jt1eVlbWtNO+vPHGG3z51FNPxfXXX4/Vq1fjgAMOSIiIP+OMM3Lbw2ZE57uewvobRiTdbgTYxt0DoulYi6o2s7IRZGlt02z/JU0XX8tS/FVhJA+uzZUHAKGtuwAYz4Ju3l/F54GvMD/BtWUhquIzpxqzEMRtudyo4FpJ5vKwgr+dys3OBLKAqeWjaTwFhZuWml5LEHCq9BVJXThpBpMndx3Gz4lHcuoaGFIrlmcS0NxciFWHEKkIwWO67KJVUf78WViB4zHTnWW597SoBl1n8GqJkSCaroFoBFSxtmnQBfeeCLeKZKkMXpsFwHoOdE23Ta5gGgNg6Y0RMF14tqMaP1/n9WhsCFWSa6pl0EZzZNCgQZg2bRpeeeUV1+133303Bg4c2LCdMklrEHXmmWcmlN1xxx0JZYQQaLvhF45EIpFIJI0KVeo+k7SZDqImTZqEww47DIcffjgmTJiA3r17AzA0KR944AGsXr0an332WaP0La1BlFPGQJIeziByp5Iz03RbQKN4lQ0rVfxNT4vJe9DU0dZ9BaX737gF6utzToS/yAgOzy9tDaJQhLeXAwAKupSgpmw7lzgAjLdiwJAgCLZrgahp0RInHFiBsTBVkq03fOoS60AUasgZmEHoCqXQYypXk3YqiTPhjd2yWimClIEzEFh3yUFWG1awuGWpos5+pPiuSVdyJKk0gxa3qtmsUrrCFctT5tDTddS8MN1WlPd/N6XVp6bAdxeegl3rjeevTe/WiFXHEN5pyGrEqmMI7Yyr5ltWKABQvBSKT+HfR7qmQ4/q3DLuFSw2xjMTt3hShYBoBJblh9osUokv3NZnILHcEUROEydUiJYnIP4c6FENWkwztzHeLwDcamZt16IaP0+ikKTB5I0CpQm5J7NqIwOWLVuGe++9F6tWrcKWLVuwaNEim1GFMYYpU6Zg9uzZXJvx4YcfRp8+ferWTwf77bcflixZglGjRuGCCy7gqgCMMfTu3Rvvvvtuzo+ZLhnfkfnz57vmxYtGo5g/f35OOiWRSCQSiaRxqa6uxoEHHoiHHnrIdfs999yDmTNn4qGHHsLKlStRWlqKwYMHo7KyMud9Ofzww/HDDz/gq6++wsKFC7Fw4UJ89dVXWL16NY488sicHy9dMp6dd8kll+Ckk05KyKNXWVmJSy65ROpESSQSiUSSY4ii1JozMp02MuHkk0/GySef7LqNMYZZs2bhlltuwdlnnw0AmDdvHkpKSrBgwQKMHj26Tn1NxkEHHYSDDjqoXtrOhowHUYwxm8CmxR9//IHi4uKcdKo5023GPJ5kmGmaLXhcDScGb4rm64TkrOY2RVHAdAYZbtY00TYaibG3vzIPvqKXoZkJTgs7teQuuYrft0INq1xbp3rrGig+Bbt+M3R6yjeUg5rbWvdSoYWjiFXHLb7Ws5AyQBewafJQr8f84o27/HRdT0jACgDU5wV1USLnLhNN564YS0mdJglSd/bJ2W9R0VzEev5tbm+H2no61FaX+jw21x5FPOCW6XpcOypZ+1kmam4s1o67AAAQrYpxzaOf3l5rlJnac1GdofivGige47pYauVAXKFcdNHpGoOiWRMAWDw5sc5s32PcbSZ8zzmfYSpu04hQLtazu5KdLlvNRd/J0tUTXXROdx71KbZQCS0qPHtNLLA8lzFRFRUVtmK/3w+/359RU+vWrUNZWRmGDBlia2fAgAH49NNPczaIuvvuu9OWVfr888+xbds2nHrqqTk5djqkPYjq168fCCEghOD444+HxxPfVdM0rFu3DieddFK9dFIikUgkEklucOa3nTRpUsZq32VlZQCAkpISW3lJSQk2bNjgtktWrF69Gl26dMF5552HM844A/3790fbtm0BGPn0Vq9ejeXLl+PZZ5/Fli1bGjysKO1BlBVM9vXXX+PEE09EQUEB3+bz+dCtW7ekaqISiUQikUjqAKU5sEQZlryNGzfadJUytUKJOD1TybxV2TJ//nx8++23ePjhhzFs2DCUl5dDURT4/X7U1BiW/n79+uGKK67AiBEj6nQu2ZD2IGrSpEnQNA1du3bFiSeeiPbt29dnv5o13e97prG7IGlAGIm7GHat3QSvmZqhZmsF1JDhPglXROANePgMqECRH5HyCNekKepUiEhFlLcZ3lUDQk13ri/ukrN0bkT3iB7V+DrTKWB660hUTTm7zpi9Z+i8URcNKWfiYGvJqqclSdtBBZecm9suIS1NkuTEblpTznYtvSndob/mbMt2/FiMJ2q2NK7Ea0IoBYRE0kKHEvpSOX8yP07RJYmyL00B61pVbqnC9s1VAIDiVgFEyqMws7zAp+vw5Xmh+BxJoE2YxuKzjM1nzc3ZRRRiaJfFdL4OAJS6u/OoQnh74jaqEENzytyP8jlQ4rMSn73s5r6zXHdaTLPVJQoBM92Gusag+Ch344l1M0lE3BDkUrG8qKiozuKUpaWlAAyLlDge2Lp1a4J1qq707dsXjz/+OB577DF8++23WL9+PUKhENq0aYODDjoIbdq0yenxMiGjmChFUXDllVfixx9/rK/+SCQSiUQiaeJ0794dpaWlWLJkCfr16wfAmKX/0UcfYcaMGfVyTEIIDjzwQBx44IH10n42ZBxYfsABB+C3335D9+7d66M/EkmzIrrtD4TeXQgAWPPG1wi0DHDNGTWkci0dxQxg9eUbFg5vvhdUsDBZ+wBApDwCT9AjbNN5IKzidSThdVilnIjWGEvBPK5CHj++rus2vRO35LDWfm7JX4HUgeZu/QGMgGBxW6qgcGdAOlGoXb1d1FxztCP2jWjUdn6KiyWK+gQdKcGFwnQtIajZWi9/6lYUj7oraf8bi+qyXQCAqs1VKCgwnj9dY/AEPXGtJ/Pu88Br2K+1rjFbADhgDwi3rDdMY2CK3eoDxJX1iUK4RY9SAl2wMRkWIlPbySy1tllWKRYTrU/WMXVXy5MuBJqLnxEKCs3SgtIZ1LCKaJVhBfYVxC2QRyz9KPFiNiYkB4HlJLP9q6qqsGbNGr6+bt06fP3112jVqhW6dOmC8ePHY9q0aejVqxd69eqFadOmIS8vD0OHDq1bP5sRGQ+ipk6diuuuuw533nknDj74YOTn59u2N6fM0BKJRCKRNAsaQbH8yy+/xKBBg/j6hAkTAAAjRozA3LlzMXHiRIRCIVx99dVcbHPx4sUoLCxM1uRuR8aDKGsG3hlnnGELHrOCyWTaF4lEIpFImj8DBw4EY4k5Ei0IIZg8eXLGM/t2JzIeRH3wwQf10Q+JpFny56xJ+ObpLwAAeW2CKO5ahOqtxoyRwg4FCLQwtE12rNkOX76XuxVi1TEeVA4YLgfqo7Z1xWdq7NBEd50YKGsvt7vadEHfKbGuPV2H06UnJhYmjmBx8TjWsmsgrllGhSSviNmDdhMSDadw6aVMoKwnb1PcV0zErPg80KMq18cilELxxZOqO3WzmE2PSLetKwF7MPrW+8ah3XX/Snou6bLiuAEo7mRY+LWY4daydJmYxqAEjP5GK8PwFQawz+xX+b6/33QJ/vphGwAgvyQPf2w09IHaFgdAFAJfgbGvFVhtc9GlmBwAiK4/w91m1CWA5nCfKoTfbwqa1P0sut3iz1T8ORd1m0T3HdN06DqzJWh3fj5sQeiIp9TSohrUsMrP/5gVn7j2rSmQy8BySe7IeBA1YMCA+uiHRCKRSCSSZOzBCYhrgzGGv/76KyGTSkOQ8SAKAHbt2oWnnnoKP/74Iwgh2G+//XDppZdKxXLJbk90xSvY/uFSAIAeVbFuyY9o28eYXlvctRiK18NVoXWNoeIPI+Grv8iwUohvwIAw9ZsSXoerP7tYoGrDTW7AiZuFgb/5m9uoi7VJrAsgLqWgxGUVnHXdsMkYZJDc3GllS7RgJSb6BmALpAcAxeuxWZhsU+59HsPCpAjWJtEal+Lc9JiK8qduBQDEqkMItM7N92GwZQC7NpSbfTCsULEq44J7gh4uo+EJekAowU+XnQkA6P3ka1jz5g/oeHgnAIY1tNR8NtWQCqIofF8+wUCw2FAum6GbCX/jliebxIYQdM50lvDcppr8wDQdNvunoChuJcq21dXjAexi4Hgyy6x1zXjzUc02UcMo020TO5osOdSJam7k5eVhw4YNXGTzpJNOwpw5c7i0wtatW9GhQ4dGCSfK+Ip++eWX6NmzJx544AHs2LED27Ztw8yZM9GzZ0989dVX9dFHiUQikUgkeyjhcNgWm/XJJ58gFArZ6qSK3apPMrZEXXvttTjjjDPwxBNP8NQvqqrisssuw/jx47Fs2bKcd1IikUgkkj2ZxkhA3JzIpUp6JmQ8iPryyy9tAygA8Hg8mDhxIvr375/Tzkkajzc794Wm6jwhKdMYdMagmaP9s8p+aMzuNTi/XWvonhT37IiKdVsAAH9+UwYtqqFmmxFIHq2KomWPFtxF4i/2xxWgHa4gxafAo5AE9WaLZK48Z6C4W2LiVMGjNhddCleapUbOwrWbx1O1Yx0zne1uiukWbkHrokaUGFTsCZpq5DQePA7Eze66QkGs86PumldiH5wuTVGPSnT3adEYV1BXvF6bew9A1hpSik/h56fF7FpaoZ1h/tzUbK+BGlLRqldLAMDX55yItn3aILS92uw3Q/kOQzG/oMAHX74XlkZ+SncYV4d3uul03j/L1ad4nffQPmFCxHLNUSTe21gs7rbj9bV4QLjozuPH0u3nIKqd82TuVkC+Hk9I7Al6cMIPK1372KSgtO7uuGbqzmvKZHxFi4qK8PvvvyeUb9y4cY/ShpBIJBKJRFL/EEJslibnemOSsSXq//7v/zBq1Cjcd999OPLII0EIwfLly3H99dfjwgsvrI8+ShoBTdXh9Su2QFMACKV4Y92dKT36bwCAD8bPh7/ISHCphlUEWgbQbj8jsDwWVqHFdHiCiR8rpzXGChDWhUDadHAGiltBu8msOaLlymlJcZL4Zu8uGeCWW0wMKHYuG3Xj5+mmfm3vhzCtXQge1jWWtO+KTwH1Wa6KGKhCQU3FAc2RQzAdbOfrCMQXc/MxTed5+5iuc5sK03WwsKCETil2PnojWl51d0b9MPpvtwYShfLrRxSKSEUEgJFDccuvO5DXJgjAeB5ZRZTnawSAgNmf8soIWgc80M22DfVy3fW+MF2H4hWsTT5qWpisvIX2wHJRVd94NuOB5boW1yi3ns1Y1CVHoiNYnAeR62JZLd9FYpA84orpik/hkz+8AQ+OWv5x6naaCnvw7DzGGPbee28+cKqqqkK/fv1Arc9kI8VDAVkMou677z4QQjB8+HCoqvkger246qqrcPfdmX9BSCQSiUQiSQ2hii0FUbZtNEfmzJnT2F1ISsaDKJ/Ph3/961+YPn061q5dC8YY9tprL+Tl5dVH/yQSiUQikezBjBgxorG7kJSsdKIAQ7fhgAMOyGVfJGnyQrv9bOv/t3V1vRyH+hR4TdO8FtOghlQopln9mTb78noXb/uxXo7fmCxoa1zjg07uiZJDe+On5z8DALTs0QLtDigFAOSVtsaWz9ckaMy4BSpbgeVOfR3uhvN6oMXMQF0vddXbMfZJrkAOuOsaMd3pzkt0kwDgx3era7llxL6LdZ2B8zxomBJosfh5a1HN1o6z3UzhmloKTQjwdGpb2bSfqLnNm7iPhhiIZgVTK3Aqs4tuUV3TEtx7FnpMBUVcCV2LxZANWlSHv9h0IYdUW6B5sGUA2381PAK//lmNLnlerP9sEwCgoGUAO7aHXL8f3mi/P9SwCq+ZEFuLaVB81OZ2tVS8ffleRKtjCLQMGOcV1eAJemzB5JabjVBidwub6uVcF02hUDU1YRlwd9W5uZGTIfbdpg2FuBucKARUofy5OWxJM8rAQXIQWE52z8DyLVu2YOrUqXjooYca/NgZD6Kqq6tx99134/3338fWrVsTxPJ+++23nHVOIpFIJBLJnu3OA4DVq1fjgw8+gNfrxfnnn48WLVpg27ZtmDp1Kh577DF07969UfqV8SDqsssuw0cffYSLL74Y7du3bzIR8hKJRCKRSHY//vvf/+Kcc85BzLTm3nPPPXjiiSdw/vnnY//998dLL72E0047rVH6lvEg6u2338abb76Jo446qj76I0kD0aod1etnVkKwhR+KV+FmcWv2TYF13JjG+/FUq94YteOneulHY/Bm5744+KzeAAAtHMPa/66yzbjbsspwl7TtEzVdOuYMtKgG6lP4jCf44m99TNC4AawZTfF1mytNN2aiUVtdwT2hC4mDKQGLJZsZF08/w48rzIQSy7WYlqC9o0ftbjixfwCElCHpp/lw4tTJIpS4uiutfsXdd0Y9T8C4L56gh2sUUcXQBRJnxhn9SnThca0nJcmMRQDQLFeU4tCu0pJqZDFN54maASRtPx08QQ93GRd2KEDVn9UoOagDAKDnv57Hz1ecDQBQ31+Hsl1htPEb18Rf5Een1u6xqiFNh1YdBaoNpaiozuCjBF7zWvmLfbZ76AnE08soPgo1pPLZebHqGP98qGE1IXF1rDrG61rbrWXjWtXuMnajtgTJ1rOieBXeP0/Ak/ZM2CbHHpz2ZerUqbjyyisxdepUzJ49G9dddx2uvPJKvPLKKzj22GNT7jthwoSMj3frrbeiVatWadXNeBDVsmXLtBvPJdOnT8err76Kn376CcFgEEceeSRmzJiBffbZh9dhjGHKlCmYPXs2du7cicMOOwwPP/ww+vTp0+D9lUgkEokkZ+zBYps//vgj5s2bh4KCAowdOxYTJ07ErFmzah1AAcCsWbNwxBFHwOfzpXWs5cuX45prrqm/QdSdd96J22+/HfPmzWvQGXkfffQRxowZg0MOOQSqquKWW27BkCFDsHr1auTn5wMwTHwzZ87E3Llzsffee+Ouu+7C4MGD8fPPP+9WQqBD/1rNA5/rC11j8ATsb2xUIfwtTlEJqtS4deJfRftgXMXPdT7uh/2P4Il4vQEPIhVRboU4ZsUndW4/Gd8POxWA8XZcckBb/PlNmbEeUhGpiPAAXH+RD617GR+u6j+r4Ql6uE6PL99rvKGb10hc1qIaiEJtQehqmHHrSSyswmtaVVRTRTlSbrSr+BREzLd2xWtYQ6y3bKtdt6BuwD2IXCwTLUyiNUyPaiBCcDFVCO87oZQnpQUA5gysp9SWSBYAt0Q4kwinaxVQfArX+AGMgHWrLFk7tmsCwOOiFWUFmVvXhjr2JQrl/dXMc06mn+Vct10jTbcprGdCpCICX75hPotWxXDE0o9s27Ww4eLQohpa+RT4i41nlVCCSEUEX5x0HAAr6bBxnWqbjPJOz36CthOznYulJxUzrVieQPwzoHgVqOGooKmlGkH1Zl3j+qnCsv05cmpxJdNRI5RyPSrR6mj0wQgcj1uiKLdEKT7FsN7WkwW/PtmT075UVFSgRYsWAIwMKcFgEHvvvXfa+y9atAjt2rVLq26mY4WMB1H3338/1q5di5KSEnTr1g1er316S30lIX7nnXds63PmzEG7du2watUqHHvssWCMYdasWbjllltw9tmGeXvevHkoKSnBggULMHr06Hrpl0QikUgkkvpl9erVKCszXm4ZY/j5559RXV1tq9O3b9+E/ebMmYPi4uK0j/P444+jpKQk7foZD6LOPPPMTHepF8rLywGAm9zWrVuHsrIyDBkyhNfx+/0YMGAAPv3006SDqEgkgkgkwtcrKirqsdcSiUQikWTBHqxYDgDHH3+8TZncCiQnhIAxBkIINC1R/T5TjamhQ4dmVD/jQdSkSZPSqrdw4UKcccYZ3NWWSxhjmDBhAo4++mjsv//+AMBHqM4RZElJCTZs2JC0renTp2PKlCk572N9U2SassO1JHfNlrzWRuoIy+ytRTUQjXK3jBeANbYPaTra+ineaG/cizO2fJ/x8T7sf4TRbsCDWLXhntCj9XNuFpYLT4vpyGttPKc71mxGtCqGwg5GCL2/yA9vvpcHO/uLfDzhMABo0XiAteHKULmLTtRHYhqDHo67c6xzU0PGuuE6i2vpRKujvG6kIr4cg7vWkFuCXmfKFV7uqhfl4t5wlInpPCC4BYjPU2swuc21ZroKASNmmweLm0Hl8aTK8SBzxUsd6U4SEy/z84UO2NqlUHwe7ioSXXTU60lMfOxwwyU7j1TnaB1X3JYqMXQqfPle3kdfQeofQX+hj9/L6q018AQ8KN9gvHAqXoVrPdWG4XaNB4N7Ah7uvvPm+xCtjvHk2pGKqDABwXg+iTBpAuIPm6YJKWISr4kzUJ/fb0ptLj3qU+KhBeYEGDHJsDfg4d9VlnvP6Jd9skGzYg8eRK1bt65O++/cuRPPPvssRowYgaKiItu28vJyzJ8/33VbOmQttlkbo0ePxmGHHYYePXrkvO1rrrkG3377LZYvX56wzSm5YI1Qk3HTTTfZovcrKirQuXPn3HVWIpFIJBJJ1nTt2rVO+z/00EP49ttv8Y9//CNhW3FxMT7++GNUVFTglltuybjtehtE1VdCwH/84x944403sGzZMnTq1ImXl5YaKtJlZWVo3749L9+6dWtK/6bf74ff76+XvtYnp23+ji9fSbrx5cfY+ozb+uToYwAA3gIvt4YoPgXR6pjNasH0eIJSplBQEn9rDGk6dtTBcmS1G9oZ5kGgumYEW1sBz58cfQwPOtd1hkPfWZr18b678BREq4y35mh1FFtWGZbM4q7Gm4gYKGv0RTfLo9xKZE2v9xX4eDux6hi8ZhBwrDrG61jXNZl1SLwGFjZZAWEauJgo1pI/EIO+rWVnst+4CnQ8kaxFQpCvI4hahz2g2ia7EHMPJrf6a/wXAn99hMswuFmeMpFHiFsq4lYrK9BY8ZrBxAEfqM8LT8AKuKagZpA5VWitVolU1ifxvGxWMVfLoI4/74l/iWtRwzLZ4dZHUx7/oFfeTbndSjDsL/JzqQoA2FERQed2edyyGwurKDKfzc8HD4IW1VCzLcTbUcOqYA0lXA6DKNRVmiAucUFtdY3zt6vSW4jWTKdVkWkk4d6LVkpjH9OC6KM2CQOqkATLE/V6bPuIuGUVaOoQWvuzmk4bzZFly5a5lhcXF2Ovvfaq1eP1yiuv4P7770+6ffTo0bjuuuua1iAq1zDG8I9//AOLFi3Chx9+mKBO2r17d5SWlmLJkiXo168fACAajeKjjz7CjBkzGqPLEolEIpHkBpIDdx5pnu68gQMHJt2mKAquuuoq3H///QkT3SzWrl2LXr16JW2jV69eWLt2bVZ9azaDqDFjxmDBggV4/fXXUVhYyGOgiouLEQwGQQjB+PHjMW3aNPTq1Qu9evXCtGnTkJeXl3GgmEQikUgkkqbBzp07Xct37dqFL774Atdffz1KS0tx8803u9ZTFAWbN29Gly5dXLdv3rwZNEsrXbMZRD36qGHydo5I58yZg5EjRwIAJk6ciFAohKuvvpqLbS5evHi30oiqD6jp1gnvDHOzuRbTbSrblovI0g3Sohp002WrmDFnxWZA9eyWvXHFzswUzEU15JjDXSbqRlmuPbdA6nRZc835NldZeGeY6/BU/FHp6I+Clj1a8OMFivzY+dsuAEDbPm2w7aftaNmjBQCgcksV8loHETbdK0Sh3C0oujwAM+GrV7Hp4IhnpMU0vk3Um+LuO8F1qjtc55QkutOsY1h9sdqNu1+sZUsZ3HALJgsC9noTXS/xYybqQDndMXy7T6xruPIsl4/TRWN3/RnuOh4orNhdk0RRuDuP+jygXg8Un0fYnrifcR1SB5LX1Q1Ul+c2GdY1DrYMoGWPFty99/XS9dir2I/yDcaM41a9WmKXuZzXxnhOLdd5rDoKxUdd3ZBaVIPiU2zaWVYZYNf+4sHd5j20nhvRdceD+h0K9WJwuLGdJrQn6o5ZEzgMvbC4q4uaEweao8suJYTUPYFwM03TlkyioLi4GF27doXP58PNN9+cdBDVr18/vPbaazj88MNdty9atIh7sDKl2Qyi0omxIoRg8uTJmDx5cv13SCKRSCSShoLQHAyidrOBpcmBBx6Ychb+NddcgwsuuACdOnXCVVddBcWceappGh555BE88MADWLBgQVbHrrdBVNeuXZP6JyW55TG23hZcXhurTh8MAPCZgeRW4GlIsMioYTUhSFkNqdwCIlo/AgqFt8AbD1iujOtuJeOdnsaoP69NEEWdCnkwthbTEWgRn4btCXocganGl4BlpcqGvR56EUD8OgRaBrjkgCfosVmpTvzFLh77ydHHoMCUP6jcXIXCDgXY9ssOAEBRx0JUbani08jDO8O8n2rYeNO3gtk9QQ+iVWGb8riFpurQGON5EX2UQDNVDhRiyCqIRiCFEJv1yYIICvPxMtGaE4+PUFzUvN2CgK12xcBhS97AaWEwlu0WCkt1nNL4dHRxarriVQTrkyceAO41pvlbJndqShYksyjZjk3tVgnRalEbmVozRGuNU73crR4AbJoymufwc0K9Htu2znc9lVCn32uLbevfnH8yAGD/4gC2fvsXijoblvgdv+7kz2b5hnL4i/wImXIdTuuSFtW4lYpoDIqPQtfs6vDicyQ+K2KeScVLocV0/rkVt1OF2uQHxP0SA8njchVWuXjvLesj3z9JkD9Lke9Q0nzZvHlzSkXyc845BxMnTsTYsWNxyy23oEePHiCEYO3ataiqqsL111+Pc889N6tjZ/xLtHHjRhBC+My4L774AgsWLMB+++2HK664gtf7/vvMtYIkEolEIpEkwggFq6Mlqa77N0W2bt2KW2+9Fccdd1zKelOnTsXf//53PPfcc1izZg0YYzj22GMxdOhQHHrooVkfP+NB1NChQ3HFFVfg4osvRllZGQYPHow+ffrg2WefRVlZGW6//fasOyORSCQSicSFPdid169fP1e9x/Lycvzxxx/Yd9998fzzz9fazqGHHlqnAZMbGQ+ivv/+e96JF198Efvvvz8++eQTLF68GFdeeaUcRDUSmehDVW+tNv/b9X6oQrg6tuKjXA8GAA965q4XEFuQJ1UINNPF06JF7arIVrB4zbYQ1JDK3XlBQVHZmTBXB3iSXupT8OUpx6P/W++nfd7JsILIjWMyaFEdW3eEXOvGwioPHG+7XxtEq6Pc7Wa5Oy3tHeN6Rvg5RGviLrBoRQQKIYjGEtMUAIbkkhWw75SU8tHUwaGW/pOuMZtbKb4surYspWnd5v4Tk7vG69q1nviyi2K05a6ztJxSuexE9XDq88YDwgV3nlXPqThNFbsStUgqfadk6EKbmbara5qtju3am5pbPLBeobYgc6JQIw2AuW8yl9PvN12CLtPnpDyHA198GwDwecve6NWtmLuQRV0wy3XGE/N6FegBD3ff+4v8/FnwBD3QtXiybC2mg1DV9vm3ztMT8MAT9PDPqe5I9Kt4Fd4PYrrzvPl+s38eKAG7Zp9tkoLDBVubq9Xqk47snoUmByF1DwxvpoHlydLNFRUVoXfv3hgyZAiPc0rFt99+61pOCEEgEECXLl0y1o3MeBAVi8X4Qd577z2cccYZAIDevXtjy5YtmTYnkUgkEolEkpRBgwbhyCOPhMdTtzDugw46iFu0rMlqooXL6/Xi//7v//D4448jEEgvRVLGtr0+ffrgsccew8cff4wlS5bgpJNOAmAEdrVu3TrT5iQSiUQikdQGpbn5a4YMGjQIO3bsqHM7ixYtQq9evTB79mx88803+PrrrzF79mzss88+WLBgAZ566iksXboUt956a9ptZjysmzFjBs466yzce++9GDFiBA488EAAwBtvvJFzX6MkN1iz0CxTvTVjrHJLFbwBD5hLmg5dSDMCmJo9QfvjEnepEFPfJ64p9UG/w7hr8KS1/0vok9UHpjF4gh7bzBzRjadp8WS1iqLYZrEBwP/OHAIgcYZSplhuFqYzaDENLU030qLSPsgr8qOgnZFWYOCXK2z7fXL0MXymnOXms1x0Xo3yWYwa/x/fV2PMNssuXm7OwjPr+ijh+3spRUzX4TPdbZqqw+u3601ZOJOuAvFZTlZd6x4q+ZS7V8Tr4ZYMmCgElMZn4ym+xH3F2VTiTCoj4W+ihpPVT8XmwvPyZWuGXbqz5QyNM/M50nXbuvOaiHiERMXOenx/YdKxOHMurrIVd98l7Z/g2nPWcs7sc57X7zddIuh76QnuvTc79wUA9OhQCKYx5LUxkolX6zpfBgw3XaQ8wpf1qA5vgTk7N6TymbrO/ug6Q6wqxtsq/6MSvnwzpY5CkNcmLz6LNuiFGorxZxEAT78DAJ78ID8XT8BnSxIt/ne7DsnKks10FGmO6U/25MDyXKWRmzp1Kv71r3/hxBNP5GV9+/ZFp06dcNttt+GLL75Afn4+/vnPf+K+++5Lq82MB1EDBw7Etm3bUFFRgZYtW/LyK664Anl5eZk2J5FIJBKJRJISt8DyTPnuu+9ckxl37doV331n5KM96KCDMgpNysrByBjDqlWrsHbtWgwdOhSFhYXw+XxyENVEadHDcLNWbSlHrCrK3zD1qIaoxrhVyEgiG9eFEs0kotWJlyVTrKZGUHph+4KkfRKD1gklQvC4zjWbLFVvW9vW27tZ3xPM3kfOLXNBT1zjCgryWgcRM69JaGcYTGM4avnHrm2EdoZ5AHhM1+GllFuQFMa4Bcmq47xktamLG+X2QHC/474kuyeibpOFTftJCDT2BjxGQLjPXRvKvl88KNw6jhUUDhgBwIkaPpbVymNLAEwoheLz2toRg8eJlSuMKomuCKelR49bKXXEkAqnwrlYnlRHymvXe3LVdRK7k7IH7vs49+UB6rp9cgAPmnaxdvU4oRsA4Ns316DA77Ep31uTHtSwCn+RD1FTI86X74W/KB5QK1qOjOMwPlkg2DKA1vu0w6bPfgdgTBIR63sDHigBr9mOB978AKg30arlVJ1PpiovIloD7QmxU1xtxzVyako1G/bg2XkAcNttt9U6xpg5c2bK7b1798bdd9+N2bNnw+czLKKxWAx33303evfuDQDYtGkTSkpK0u5Xxr9AGzZswEknnYTff/8dkUgEgwcPRmFhIe655x6Ew2E89thjmTYpkUgkEokkFXv4IOq7777jAx830rFUPfzwwzjjjDPQqVMn9O3bF4QQfPvtt9A0Df/9738BAL/99huuvvrqtPuV8SBq3Lhx6N+/P7755htbIPlZZ52Fyy67LNPmJBKJRCKRSFKyaNGilKrk6XDkkUdi/fr1ePbZZ/HLL7+AMYZzzz2Xe9QA4OKLL86ozYwHUcuXL8cnn3ySMCLs2rUrNm3alGlzkgag57/sImSfHH0MgLj+i2gW5/ougn6URTLNIMDu+jGCvylPhLrq9ME4+D9LbPXFtCFaTAcz9WR0jdkDgCmBLxhPQCz2gWkEgRaZu5C/POX4BPeDGKhruTgAIFodQ7Qmhjfa7w8AOGOLXYmfKvGUK16/4Q5TzOB36nCJ0AzdcGKqDLG/ziBvANzVIu5vHVNM2utMySIGgCs+hytNUeKuFsG9FU/FIqT3EAKyqZBCRjHTtdj6VIvLjrtaaAqXi67BFmqq6/H6upbgomOaDkbdA8sTkheLx3X0gegamO6u7eVEDDRPB7dAdKvvTvciD6LWdPx27VCzrnG/9p3zBgBgX7Pukn0PBgAE2+Rx3TK3yR6ZsHr46dxd78338kkk+SX5RiC50E81HIW/hene83qgQXVrEkDcLecxnxHFdANaGlxMiZ+3hRWk77x6POCfUmjchZhcV6zJswdbonIRD2VRUFCAK6+8MmftZXxFdV2HpiV+ifzxxx98JCeRSCQSiSR3MEL4DL3s/5qn2GZts/O2b9+OWbNmpdXWM888g6OPPhodOnTgSYsfeOABvP7661n1LWNL1ODBgzFr1izMnj0bgDFCrKqqwqRJk3DKKadk1QlJ4xBoEYAaVrlVyJZEFoYVw23qvBtEsIQoPgWEEii+5A++ZQGxgmR1CHIJ3riasjcQlz+wLCmAYbFSfASx6tqTHTsxkhpTUNNiJLYbqohBi2rQYsaba7TGDLzNc0+mrcU0+ItNS1m+D4qXcquaGIwtKnY7y/g1cah8i/WcyX0TJQjilh3qsLIkWFqEt3EqTCm3ArstxKTEzmS/xnEU2778PIQ2uHxBkgBxoih2a08t1icRoihg1gudU82aKiDifrV906U6bj3gpiRvWZucwetuCubcWgkP9FqsKtZzGKmIcEtzXdlv/n/w3YXG973iU1Dc1ZipXbWl3HiOwqY1N2Ao0Ed2VQIA9PxAXN08P4hYdQjefEMqgVE96TOnmNcomWUvmRWPL+txS7PIxltHucpESJoWc+bMQXFxsa2MMYbFixfjqaeewuuvv46ioiKMHz8+ZTuPPvoobr/9dowfPx533XUXNwi1bNkSs2bNwt///veM+5axJeqBBx7ARx99hP322w/hcBhDhw5Ft27dsGnTJsyYMSPjDkgkEolEIqkFy51X179myIgRI3imlPXr1+P2229H165dccoppyAQCODNN99EWVlZre08+OCDeOKJJ3DLLbfY1M/79+/PJQ4yJeMr2qFDB3z99de47rrrMHr0aPTr1w933303/ve//9U56EsikUgkEokLVu68uv41QyKRCBYuXIjjjz8e++67L77//nvMnDkTlFLceOONOOGEE9LKnbdu3Tr069cvodzv96O6ujqrvmVl2w0Gg7j00ktx6aWXZnVQSdOhsH0BDwoVIYqh3aS4e7FcEV1WoquqfEM5D2YHjCS+Fr58n02vyEpQC5hB2069GsG9SCiBr8hwBawefjr2m/+ftPppuC/jAeSKT0G0yrgGnqAHFX9UorCDETTboksRKjZW8oTJThSvwpMn+wp8XIMLsAeWe83krl5T2VmPalACXmim28Ob74cWM66LJ+CDGo5yZWctqsKbb+Rx0mMqlIAfeszse8APpulcs8k4rt2dxgNsfcay5TLRhf2Yrru64ZK57Jw6Pkl1l6jTXWe5BJN84elactcaVeIuPWoFxMeDyTnOtmktObBSBIozTQPU+EQDpmvQzfvkdLM5VdF1TUuqK+V0Kzk1j7JJmMs0HXoshnXXGbOLtHAERKE47tsvMm4rHQ5Y+BZftoLbAUNzytKB87fMR2hbJXdjq6EoPOZEkVhFNfwt4nG0oj6XONFDXLdwKtKL18xVv4vG1eGd94EolF+z7vc9k9E1aFD24MDyjh07Yr/99sNFF12El19+mQt9X3jhhRm10717d3z99dcJgptvv/029ttvv6z6ltUVzXVglkQikUgkEokbmqaBEAJCSFoWp2Rcf/31GDNmDF544QUwxvDFF19g6tSpuPnmm3H99ddn1WbGlqj6CMySNCyWUre/yA9/sT/hrQ8wFIqdiLIEbmrlVmC00xJV3LXYplBOfdQWYK14FR5I7Qyi1jX34HRCCdSwiqot5bWcbSL+Ir+hNG72IVoV5ctMYyjqVMiDsyMVER6IngxfgfFmHWgZsKk16zGVW5NEVWZ+DooCFMXb8QrH8BXmczVqfwtxHyuAPC+hzFqmSaxCAEACgtUvkFiPOqaAJ7MwObHe6AHDMhAPktZMyQHBYkSVuOVFUMnn1imHtYnjtGo5t4nn6eyrc1/R+iQsM1031q0y0UKkxlLm5NMds5aZrkOPqrZ1EafKtpulytonHcsUUSiokNjPylPYEFhq9a337YQtX65Dm31LAQAVv29HYaeW/H6IlqdoZQ28RXn8eaXeeB5F57XSojFbTjym6dxy67QAOnPnOa+d+Ezrug7odktuU2VPzp23ZcsWvPLKK3jqqacwbtw4nHzyybjooosylj645JJLoKoqJk6ciJqaGgwdOhQdO3bEv/71L1xwwQVZ9S3jK1ofgVkSiUQikUhSQKjx0lGXv2Y6iAoEAhg2bBiWLl2K7777Dvvuuy/Gjh0LVVUxdepULFmyxFV6yY3LL78cGzZswNatW1FWVoaNGzdi1KhRWfct4ytaH4FZEolEIpFIJLXRs2dP3HXXXdiwYQPefPNNRCIRnHbaaRlPbGvTpk1OJsNlbMOsj8Cspsgv11yIAp8XelSzJcJNN3i5KbLq9MEo31COQEsj0NYT8Jh6TpY7jyS46UQXntO1lm7iW8WncK0n3dRmstpSfBRMYwl6R1adZG4MVdPBNGaqowP933q/9gtgst/8/2DFcQN4QL0e1bg778iPltnqLjvsSFMh3OjfB/0O49sUnxFUXtTJcFHs+HUnWvVqyYPFqU+JB4srPlPnJu6CIAqFEjCm7SpeD3ffUUqh6zoPhrW5ysxlK7jZSk5LhLosieuRKBSIIe7uizmCwB3tituowy1ktZVQ5jymI1DYWVdUCGdWADd3u8WSB6LzwHKhXY8vscwF5lA352XWuq6BmYH70DXoZr+cmk1c40xzuAOtZaGuW7C402XnLHcuu6EnCVyPl2lYc835AOyu5B4PLEjZbqZ0mzGPL3cWyteOuwCEUviK8gEAWjgKf0tj0oYn6IMS8PH7pfi8UMN23Tct5n7tnYHktbnwUmF93gBg/Q0jbG3UFmi+evjpqIqmTnadM/bgwHI3KKU4+eSTcfLJJ2Pbtm149NFHXev169cvbbffV199lXE/Mh5EWYFZ4XCYB2YtXLgQ06dPx5NPPplxByQSiUQikdSCHES5UlZWhmnTpuGJJ57AbbfdlrD9zDPP5MvhcBiPPPII9ttvPxxxxBEAgM8++ww//PBDRkmHRTIeRNVHYJZEIpFIJBKJG7t27cKYMWOwePFieL1e3HjjjbjmmmswefJk3HfffejTpw+efvpp130nTZrEly+77DKMHTsWd955Z0KdjRs3ZtW3jAZRqqriueeew+mnn47LL78c27Ztg67ru7XIJlEIiIubqzlhpWcItgyAKoS71rSoBk/Qa5uZZqFrRlJg0YWX7B2mtpQwtrrmsextCTOgohq/1pabj7nM0CPmzD1vgbt+U20csfQjLO17KG8r2f0llCCvjT3JsVjXl+/lbpKCDgUI7wzHU9pUR+EzdaGi0ZBxfrZZRAyK1yinPoVrQTEzaW+sJpTQH+r1gmmazb1lS7nicM+lwm3mnTgrL9ksv9pm7lGXvllpN3i5Zrp8fR6bO4t6BGEySkG8povOKvfY77fNdeemGZUMPvtOSyhnmia4+dILVgWM2ZiWO1TX3GfmiS4oXa/d5ZSOW4olCai1jinOmmxoev7refx27VAEWhvTUGu27LC5FZ1YKWDUUARUUfg3g3gtLfisyJia9vV0QxdcgWI6HkuLLRVKwIsGy2W8B1uibr75ZixbtgwjRozAO++8g2uvvRbvvPMOwuEw3n77bQwYMCCtdl566SV8+eWXCeUXXXQR+vfvn3QgloqMrqjH48FVV12FSMTwW+cqMEsikUgkEkly9uQExG+++SbmzJmD++67D2+88QYYY9h7772xdOnStAdQgCEUvnz58oTy5cuXIxCoRZQ3CRm78w477DD873//Swgs311hGrO9kf902ZkglPK3ut5PvtZIPcscb74fSsDLFYMBQ0E4ju5q9amNZFpO6eAeDMtclwHYrFQAoIYS31DTJV0lZ1GF3Gmx0qI6DyS3+qIJ6ufR6qi5H3UEvhpWNmsf6lOghuLq5SJi4DhC0YQEw+J/VQhCByxlcZegcCAhMNzNipVUidyZdFgIRNeFbdzi5NCfstDC0UQtK2rqRnl8YDHz+bSUzC3rihVILyY2FoPDU+HUhUpnH5e+8zZMi4UajkILxz9PNg2pFHpPySxJyaiLRcnNolPf9HhgAbZMHwMA8OQHbNY6UZ+J6ToUr/FZU0zdKeuK0/wgdE3j15dFVZt1zxlg7/y8pYvuCBJfOy4eopJKEV1Sv2zevJlPXOvRowcCgQAuu+yyjNsZP348rrrqKqxatQqHH344ACMm6umnn8btt9+eVd8yHkRdffXV+Oc//4k//vgDBx98MPLz823b+/btm1VHJBKJRCKRJGEPdufpug6vN/4yqyhKwtgjHW688Ub06NED//rXv7BggTFDdd9998XcuXNx/vnnZ9W3jAdR//d//wcAGDt2LC8jhIAxBkJI2oJXEolEIpFI0iQXCYSbqTuPMYaRI0fC7zes9OFwGFdeeWXCQOrVV1+tta3zzz8/6wGTGxkPotatW5ezgzcHrCBhp8uhOaQJsPAEjL4qAR8UxN0BaihqBmUarjFnGgrAoQVF3T+AzCVFTLroCWF56ZnKiUKgKIQHxX99zok46JV3s+5HMjxBDw/EB+yuS6bpoApBzbYas0/UpimmRXWuwZVMH8vCcOuZAf+7QvAGPPx+UIVC12J8OdPXFDcNr4Q6PO2Le2B6gs6TzbWnGIHoLppQTr0pwJEg2cVdaG0nlCYEqdv0pZzrtkTH9qTHokvT1X2WwkUWT2Hj5opz6BU5tIpq03Eyzsvubk3l3qvNleeW4sRy4VGfB70efTnl/vVF+5seBgD89cC1CG3dBQDwtyyAGo7CV2RM3GCajmjYEGw2UtbYnw3LxQcAkV1VCa5SEae2Wiqc1zvdpNFu35f1yh5siRoxYoRt/aKLLmqkniSS8UigOcRCPfLII7j33nuxZcsW9OnTB7NmzcIxxxzT2N2SSCQSiaRZ0RR+T+fMmZP1vq1atcIvv/yCNm3apFW/S5cu+Pjjj9Me62Q8iHrjjTdcywkhCAQC2GuvvdC9e/dMm80ZL7zwAsaPH49HHnkERx11FB5//HGcfPLJWL16Nbp06ZJ2O4rXY6hIa7rtbbnB3z6y4NerzuXLRKE8Ca4uJOwUtxPzRZhocTmBZFP+XQPPHWLSqa6R02plWbp0flz7m5IzGFuEKIQrlmvR+rsvonK64lN4X5lmSECIffble23X0Kn4blm1rPZiZmJmSgnCO8MADMthTEiKrEW1BMVyJ8lkJtKxQtXWBpBohbRbrOxq84YFyd2KRb2GpAH1et23i1IJgsXKTflccdnu3C/eHyXpNRSDkGu7RiJqKAI9pkK1gp1d2iXiZ8Gb2iqi64l9iFu5NNt5phtczjS90axPbrS99gFsf+h6AIY1yd+igFsbVS0ST0DstKhR4x5Z32FKwAe12vi8KF6Pq8RBukH8ya5lssTFVjlPnNxAGgeNkYA4V7+nDcHWrVtd1QJ27dqFt99+G8XFxWm1s3379ozCkjIeRJ155pk8BkpEjIs6+uij8dprr6Fly5aZNl9nZs6ciVGjRvHI/VmzZuHdd9/Fo48+iunTpzd4fyQSiUQiqTON4M5rKr+neXl52LBhA9q2bQsAOOmkkzBnzhy0b98eAPDnn3+iQ4cOSQc/TndgLsn4jixZsgSHHHIIlixZgvLycpSXl2PJkiU49NBD8d///hfLli3D9u3bcd1119VHf1MSjUaxatUqDBkyxFY+ZMgQfPrpp677RCIRVFRU2P4kEolEItldcf7mWdqPItn8ntYXVpo5i08++QShkF2M2GnYsdB1PeO/Hj16pN23jC1R48aNw+zZs3HkkUfysuOPPx6BQABXXHEFfvjhB8yaNQuXXnpppk3XmW3btkHTNJSUlNjKS0pKUFZW5rrP9OnTMWXKlMQNZtCqc5RpmW4zMfs3BqmCgi13hx6KuyHidRMTAVsY7goirLs/tE7ztujec7qFLPee060n9j3uaknubrICuHMN0xjCO8PIa2MoKWtRjbsOtZgGb8CTUN/qpxbVbedFBV0oAIhWxzWfoiGVu/rUsAqiEMQqjC82qlAgJlwDQdOImtfTegFLuG/mcY2+afE2XEgM8o8jbiGU2F22mnXP42WaqOckuMQ1LWoE4GvmuXk9Qr8UaIJ2kBqO8mWu/WMlafZ6oEXV+PmKxzC1p0T3C9N1rlnFdB0KDHeirmkJyZWdJAtQporC1bLj18bubks3uDnVsY1zt7IKNP/Zz62vuZcvb77rKgRbG24WUclch3FvFcHtq8VivI4ei9976xrxZ4U6AsB18fsttX4Uc9QFkrv1OA3mziN1Fsu09u/cubOtfNKkSZg8ebKtLJvf08Yk3STDuSbjQdTatWtRVFSUUF5UVITffvsNANCrVy9s27at7r3LEufFtNyMbtx0002YMGECX6+oqEh4wCQSiUQiaUwYM/7q2gYAbNy40fY7bkkHuJHJ7+meSMaDqIMPPhjXX3895s+fz/2Tf/31FyZOnIhDDjkEAPDrr7+iU6dOue1pGrRp0waKoiSMkrdu3Zowmrbw+/3uD5BjurJIU7RCrTjOkL4vbF9g5MNDXNaAmlODnefjgVOxPDNVXqd6eDLSsUw5LVLxuiypVczoA3XdL1cc+dEy2/r3w05FtNowIxsyBCzBimb19uD/LMEXJx0HIB5wfvB/ltja+3zwIABGwLrzOuqmxYsGnfIaccuJ87zFYHanxcntWomWQed9ShaUnkwOwS4/4J7bz7IWJM27JwSFizIiVrlomXAGnjtV1m0yDDS1tUnEmS/POeWdf0YU3fYFGqsO88Bnq664nE7gs1GefvCzk2yVuhuLDrc+ypc3TRltkzsAjGBza10J+OAJGt/V1OuBphnfXUogdf7MhG8P4bnQdbu6eW1SGM3p2qaiqKjI1Rgiks3vaX1BCLEN3JzrjUnGo4GnnnoK69atQ6dOnbDXXnuhV69e6NSpE9avX48nn3wSAFBVVYXbbrst552tDZ/Ph4MPPhhLlth/qJYsWWJzP0okEolE0pzQGcvJX7o0pd9TK1deq1at0KpVK1RVVaFfv358vXfv3g3aH5GMLVH77LMPfvzxR7z77rv45ZdfwBhD7969MXjwYD49+cwzz8x1P9NmwoQJuPjii9G/f38cccQRmD17Nn7//XdceeWVjdYniUQikUjqAjP/6tpGJjSV39O66ETVN1nJbhNCcNJJJ2HgwIHw+/1NxqwGGGlptm/fjjvuuANbtmzB/vvvj7feeitzkVDTPcE0PUH3iCJRi6Yx+e7CU9BlgDESj9WEbSZnxevh5m5nn7VwFEogatOisdwGlsqxde5isk8nTj2k2jAUuHXbcjI1dCWZSrpCbPpNqYKicwlVKIItjWzf0aoYFB/lgebU1K2KxYxrseK4ATzwPFodc23P0rkSXWdUoVBDKrSYsS2vTRA7f9sFACjoUIBIRYRrSOmabgtmB8C3ud0TxZtEv0khrgHnogvQukdUocY91+NuM0VQJqc+b0IyY6dWlLWuCMvxMi9fp4L7jygU1GO68zzeBKXvdElw0zhcZeJVcLr27O0kBhyLwetO/SnxCbXcSGI7yYLGM004XNdg9sbCmx9AZFcVXw5vr4C/ZQEAQDO/j4IlRgiJtm4LPPkBvq8S8MXP16HHxZTkquOKda2oy7XyehIV5732+2RLDr4bkrPf0zpSV4mCzZs3Y+bMmbj99tsT3Jjl5eW46667cN1112Xlpsz47uu6jjvvvBMdO3ZEQUEBTwNz22234amnnsq4A/XB1VdfjfXr1yMSiWDVqlU49thjG7tLEolEIpFkjc5y85cpTeX39KWXXsKwYcNw/vnnY/bs2RntO3PmTFRUVLjGgRUXF6OyshIzZ87Mql8Zm1PuuusuzJs3D/fccw8uv/xyXn7AAQfggQcewKhRo7LqSFND8fug+H1gmgaq6zbLjCYEj/58xdnQwoaVIdC6ED0eWNDgfRUVrYOti6CGoojsqjQ2Ot76ma7ztzpCDTVzMZhc51PIvfzcrW1M06ELb2z26cD2Pjnf+JxWkUxUfuOyEo5ZIhrj1hotquGb80+2vfkf+OLbaR9D5KfLzoTXfMtVQ4YMQcCchh1s1wKbP1sPACjqXAg1pMJX4OV98Bb4eJ48xatANRXJAy0Drv1xBq4DwMdHHAVP0INolfFchXaGUfWXkZ8vaFql8kuMxJuhbTXw5vv4dVC8Snx6PaUJb8qixYkolAeZE0q4hckNIuQpVLxKQjuKl8ITNK6DJ+BLCDIXA8p1qIBgmKOmRcsqE+8hiVo5AxXTGhXl7VKfJ65k7hY4bpVRmjI3nigZUVtQuf2amJY389w8AHSzTBc+U277izks3eoly7lXW149655b/WtOVpJ21/0r5fZfrzoXwXaGgLNo2bQyMjCH1Vy8B/yZSnI9RGuVCBXaNVUxEp4Db5YW0UxhjCXVQsqkjebI7NmzceWVV6JXr14IBAJ45ZVXsG7durQFP9955x089thjSbcPHz4cl19+OWbMmJFx3zL+hM2fPx+zZ8/GsGHDoAgPT9++ffHTTz9l3AGJRCKRSCSpaSxLVFPgwQcfxC233IKff/4Z33zzDZ566ik89NBDae+/bt26lGlqrMlx2ZDxIGrTpk3Ya6+9Esp1XUcs5h73IZFIJBKJRJINv/32Gy655BK+fvHFFyMSiaQt+hkMBlMOktavX49gMJhV3zJ25/Xp08c1w/FLL72Efv36ZdWJpogn4IPH7+OmdSthqm4OFHkSSgDMdHNYQZENDdMYwtvLAQDBdi0R2VUJT8DQUyEK5do1UUcCYh6UncJl4cSWjDlFvQSzuWUKdwlQp6C24H0xSXGygHPAcDF5FEs/SDGCrLlaeN2UnS33LdN10KAP1WXbAQCx6riuVrQqBk/Qw1XIiUKgR7W4S0wI+I5UJKZVSMYxKz7B1+ecyBMSKz4F1Jy8Uf1nDTxBD99GfQpi1VFQ6xmsiCSopIsQwWVnBIvHA8epT7G595jO4tpXCuG6VZpPM/pE4+48PUoQM4PniRKyuf6IQuKJZXXdFkzullA57iazJymmDi0oy6Vn9C/uunK62Yztiu04CcdMw+3lDPC23ETURRNLgd2N5HQxJbSd4P62u82TfWaNY9iTE4uq6ZkGpTdliEJRY34OvfmBhPvtDKgnNK7nZeHmZhX3dcXpxos/lsb3A2u4a9xMDUl1JhQKoaCggK8rigK/34+ampq09j/ssMPwzDPPJI3nmj9/Pg499NCs+pbxIGrSpEm4+OKLsWnTJui6jldffRU///wz5s+fj//+979ZdUIikUgkEklycuGOa67uPAB48sknbQMpVVUxd+5ctGnThpeNHTvWdd/rrrsOgwcPRnFxMa6//no+C+/PP//EPffcg7lz52Lx4sVZ9SvjQdTpp5+OF154AdOmTQMhBLfffjv+9re/4T//+Q8GDx6cVSckEolEIpFI3OjSpQueeOIJW1lpaSmeeeYZvk4ISTqIGjRoEB5++GGMGzcODzzwAIqKikAIQXl5ObxeLx588EEcd9xxWfUtK7GjE088ESeeeGJWB2wuUI/HSI6q6CCaznVEuPYLN/Fq3KUQrUjPtJhrotUxbrYPb68AILjodB0sHO+7Ho3ZkpkSRbElgBVn/4gpLDTBveXE6QpJOfOO60KJiVp1iCo6uuAoTNWWXXuIQhH6rGsMv151rrmsI1oZ5q7Bnb/tQpverbHvnDcS2vzpsjOhhmJ8hh0ARLUarvPkDXjgLzJmA1kJg8X0N0QhNt2oaLXRzhFLP0p+TVw46JV3+fLngwchYGpTqWEV/iIfIhVxt6I338fvi6/Aa7u24r0xZmaKrg0Gal5rTbe7/yz3oOje4+1oDFpUA7PcKDqDFosnQwYgXAMV1KdA8WpmHxgiWsSmV8Ucr8duqWh0M8GwOCOQUGpLCC7OCLRSHQHgbkC3VDNcf8o2m9Du9nO60pzbxWsspqXRqZbgxrYcfwmz9rzun61ks/ysdvSYymcLO/WmCKW2z3BzJ7S9CsU9OwJI7X6LJ22mCXXdXHwiTnerPTm7+zEJaaAExHvw7Lxsg75FRo8ejdNOOw0vvvgi1qxZw1XQzz333DqlqWs6ipESiUQikUhc0ZE6DjXdNvZkOnbsiGuvvTanbaY1iGrZsmXaquQ7duyoU4eaCs43W+vNxbJKOZOJAuDJMxuDWLURaOwJ2ANZ7ZXMQF4hKJWIQeWCHhYAmx6WZZkRlcYTEtxSu0aOiGhREhXLnTgDzDVBt4dodguFXTNHM61ARpk34EF4V43ZL3uS40JT9dtKDpzXOsj1nJxvsVQhQCx+/jGAW4XiRzb7pxj1uPVGIWjRtdj1PDOhsH0Bvy55bfJQtbkKeW2MZy20M8yV0gEjCN0WDO4SXK4Lml21BdiKSZX5vYgZ19QKHjf2I3HLlEK49hLTjL6pjuTHVjB+qj44rQBuVgHxWjvV1UV9MacVymnBoqJKusMa5TyuXQMrvq54PVwnyu1a2hMiC9u8tmq2zy61gtMdFi3+OfR5QC0Nu5gKpun8eUylKdUc8QQ8qC4zfl/a9O2Jmi1WkHkQWizGrYC6piWfKOCw+DmtjIrDcgtxIo2LVdBp4ZTUD/Pnz0+r3vDhw7Nqf8uWLYjFYillEJKR1iBq1qxZfHn79u246667cOKJJ+KII44AAKxYsQLvvvtuoyQdlkgkEolkd4cx46+ubTRHRo4ciYKCAng8nqQuSUJI1oOo4447Dr/88gu0LF480hpEiXlrzjnnHNxxxx245ppreNnYsWPx0EMP4b333su5qUwikUgkkj2dPXl23r777os///wTF110ES699FL07ds3p+3Pnz8/bbkEJxnHRL377ruu0ugnnngibrzxxqw60ZRJZqq1SjVN54HajRXEqUU1qCEj8DlWHYWvMIBYtaFL5C8K8mUl4OU6PYDhrlO8Hu62EwNRxZQq1jGscgA2TSHFa5w/UXReR3T1EYVCjcXdZSJ6VDP0nYRPt+VCcnPzWMfUdC1BQ4rFGC/TNZ33yzLDi24sT8D+6Iu6RlpMS9iXB5ELx/QEvYhVR4Ukw1FoUQ26eS55rYOuwevJ+O3aoQCAmq3ltuuheBUUmGleCCVod0AJtv38FwAg2DJgpJvJN10ZUR3efMsdxtJODu1WJ5nLNdk+Gp+gIASYw3TlxnS+zblf3E3CEraJbYnbkqWnsbY53c2U2l16ohtQ8Sn8vio+JWm6FMpdf9aEAoW7/wBAE9PQOIKaLR2rZFpV6QSnA3HNKCpoFymCBpcWVQHTta9qGqjXg3XXXWzW1RolLVWuqNkW4umXVPMcAUANR0C9HugOK4KbfhfTdEAo16n5veYSaC7qfAGCMrUw2aG5JXlurvzwww/4/PPP8fTTT+PYY4/FXnvthVGjRmHYsGGu+fAy5ZBDDsl634ydua1bt8aiRYsSyl977TW0bt06645IJBKJRCJxx5qdV9e/5sphhx2Gxx9/HFu2bMHYsWPx4osvon379hg2bBgikfTFjAGgsrISFRUV/K+qKnuh7IwtUVOmTMGoUaPw4Ycf8piozz77DO+88w6efPLJrDvS1KgtYNDtDUQxVcIbGsWncLVoXWNQQyp/C49VV8Sn4FdEQH0K9KhhtvQEPYhoEdvUbWtZi+pQfJRP7beS6VpT02NhlVtgtKihYK2H4wHNVvCxgT0A3BlYLipjp4JpOnRx3J+Q1JhwCw6hJMGSwpW8QcF0ZrNGxa1pBF6fL67kbb75W5Y4y/oEGFY/xasgaq77i/xG8OtW4/ru/9ybtZ6T7fx0y+rltVkFnc9hrDqCoBDcrkV1bjX0BjzcEmZZ1WzXwGG901PY95NZjDLFeGN3P45Yblkk03kWUuEmy0BtFiBiWxatVm7JlcX2FJ/CLVEJlqmYGrc8OYLONdjlE9xkFaxtzqssWlSgKNx6AiAhUJp6PVBMyRVPNAA9psYni3g9WH+DEZrRbca8lNewKRJsGUD1FiOw3N+igFujPPkBGEmw459nogiJmCkFTCsVdSQL5uuidUpUgBeur1sQOlN0KA2kCi9n5xkEg0EMHz4c3bp1w6RJk/D888/joYcegt+f/Pf366+/xi233II33zS+kzt06GBz3xFCsGLFiqwsUhlbokaOHIlPP/0ULVq0wKuvvopXXnkFxcXF+OSTTzBy5MiMOyCRSCQSiSQ1DPHg8qz/Gvsk6simTZswbdo09OrVCxdccAEOOeQQ/PDDD2jZsmXK/R588EEcffTRtrJnnnkGS5cuxfvvv4+hQ4fi3//+d1Z9ykon6rDDDsNzzz2X1QElEolEIpFI0uXFF1/EnDlz8NFHH+HEE0/E/fffj1NPPRWKw7KYDDcjz+GHH44ePXoAMKxb559/flZ9S2sQVVFRkVHwVmVlJQoLC7PqUFOBCuZ23aELAoCrlANGYCPQeIHlkYoIdzdpUQ2eoIe7SdwCea11XdOh+BRbXcuNoUd1UB/lSWdVxTg3MdmutewJekBDKtwCd626Is56ydw3ybSBkmFrJ4VLyKmb5FTCBhJ1tqzAczEBsSfgQbQ6ZlMXrwu7fjN0b3wFRtSwN99QRtcdyZR1TeeuyFh1DIpPCEr2Ua4WbpU774UYZJsq6DzZfYknwRX1ptJ3/TGNJU047dSwij+riX1x3kfeBpwuO2pXRY8l7mO5/qhCQX2ijhSxJVpWfBSKz3juncmVFV88sbJOKQ88B8CDz0V3nu5QTVd4wLo9lECH3Q2l+BzCUiZM06FTLe5epFFoYjtRFXrU5eSbKKuHn46qrdUADK20qq3VKOpk/A6Ft5fDV2RMtlCrw1ACPmhh47Mp3g/A7kZ1qvg73XtuZdaTSqjhInRqiNEG0uPSGYNex5imuu7fWFxwwQXo0qULrr32WpSUlGD9+vV4+OGHE+olS/uyceNGmwbUHXfcYcu51759e/z5559Z9S1tsc0tW7agXbt2aTXasWNHfP3113yUJ5FIJBKJJHsY6u6Oa55DKCN3HiEECxYkn12aKnee3+/HH3/8ga5duwJAghTTxo0bkZeXnVh2WoMoxlhCBuVUxGLN520nGdRrBJAyzQhlThWQZ0kcoJEsUYpX4ZYoNayCKpQHOzsVrK0gcACo/rMagZYBnofNX+SzWzGq48dwKnnrUY3nV4tWx3iQuVHXsH5RbgmJW3qYxqB4BZVnX2J+K5Fk1i2+3aFGngxdS7R2cJkKXYMSz0aWqDQtTHlXNMbPGwAOfPHtlMfNBCtYvGZbDQItA6j4w8iDWNSpCOGdIV7PE/AICutuVj4x96AQXO1LfOt25v0TrZLUsd3CCu6n4qeCEptlysqFWKtMQprCNZbFUrQQpmw6JsoG6LZgccDleTPPT4vpQBgJweSA8VnSYgQK/4wYnyXFkuQQrByKz2MLOLW6yoTJAtRhiRIneFiWMMuqYu3vtJIk7CdsY6YlxpZ3ryaE5kLlliqep7Lij0pDud/8nqM+L6IVxhcUURQu1wIYFjfq83DPABUCzj0Bn7mP3eKcyjplrSdTQpeK5fVPXXPn9evXD6+99hqOOuoo1+2vvvoq+vXrl1XbaQ2i3DIop6K0tBRer7vJWSKRSCQSSWbsyWKbdeXqq6/GBRdcgG7duuGqq66Ka7tpGh555BE8+OCDKa1cqUhrEJWLDMoSiUQikUiyJAdpX5qrP++UU07BwoULUVxsiK1OnToVY8aMQYsWLQAY6eiOOeYYrF692nX/c845BxMmTMA//vEP3HzzzejRowcIIVi7di2qqqowYcIEnHvuuVn1LavZeXsClomdKNQwD5vlTvcEUahroGpDo8UsF4MR7GoFHqthFYP+97mt7of9DX0vXWMI7wxzc3TNthBX5lbDKhQf5a4vxauYaueKebx4MKWuMehRzRaczTQdJGwlZrWbu63gXQCgYZoQvCuqSYuIGlFWklkLMeFsvF/xe6VQktR15FQ+t7VhKqp7glaCWsLdI5mokafDfvP/AwD48pTjAcRV4vWoxl2ugZYBhHeGuYvJmWA4VhXl21Qz2F9M+qv4KJ8QoPgUW+JiLarHFeHNZbcJCpZrzZko2LqHuh5XrKcwNMGcbkPu7oM9wFycaJDgmkT8GYgn4k3xq8C1gYjh+jM/p0YCYnEyRaI7RhOC+a3nxunyZBo1g+TNz4g5UUPEaplpWkKCbwtLa4qaAeOK1wPFdDsBANEon8iiC2264TYZQxHcekkT8zZBrGcdAIo6FZqTZoxrFNlZyetZel2aOcGHKBQkTPn1RDgad/XFVFCvB/YwAWpTmhddxrVdL0IpCGk+17S58u6779oENWfMmIELL7yQD6JUVcXPP/+cso0ZM2bgrLPOwsKFC/Hrr78CAI455hhceOGFOPzww7PumxxESSQSiUTSxNHBoNfRlFTX/RsLp9J6tsrrhx9+eJ0GTG7IIbREIpFIJE2cOgtt5sId2Ey55557EArFJ1UsW7bMZtmqrKzE1VdfnVXb0hKVBELiJl7q88RnwFAdGlRX/SJxFkhDY7lofAVeY2ac2Sd/UaIUvuWy8Rf5UbMjBF+eUdcT9AipUcBn6gGAqhmuIFtS4lg8PYKuMShcY8pw7ek8abF9xpsaVqHEzDQr1JF2w6dw91+imyXuboJPAQRXFqGJLkDqfEcwPS2J6WDsOlFiyhWrrpXgOdNULtngL/aDKpTPeKzcUsWvSXhnGIqXIhaOu4U0hztZF7ZB12zbVdt+um2ZKMRWl2kOrSWX9EDpIKb5sdxhoruPdxVWOg1hxqUSd1sSBSA89YZ13+Mz45K59sTZqW6Izyevk0LETzwXojEgWrtOkHXNVFPLSLwPhBJ4gl4+cwz5QZurlCgUJGZpU3mgCzpSCrwJukViIt5MdNaaGrGqKJ+dF6mIGC67mPHD5w14+PePJ+Axk3Ab33VWknWuG+XzcFcf9XoTZkYa5YkaXYrp9ks6c7gZuUabO4QQEEISytLlpptuwsiRIxEMBgEAp512mk2GqaamBo8//jgeeeSRjPsmB1ESiUQikTRx9uTZeYwxjBw5kufHC4fDuPLKK5Gfbwiu1paAOFfuQDeyGkR9/PHHePzxx7F27Vq8/PLL6NixI5555hl07949IT9Nc4Uoii05pSZEj1OdgllvMIhbqViaEvS5xl/kQ+UWIwt1fkke9KiOo5Z/nLS+9WYeq44i2CJuqRLfrBQKaNCEIFodashuUeJWH00DVQjUsJjw0x7wnOqNWNd0V10h4vKJtywQTquDoSStgGiJbyeipQlItFA5A9ipQqH4DM0mb76RWNqbH0BDccDCt/DdhafwIP9odYj3kQebW8HcgrI2YFcDdyZ6BuJK9IAVaK7wdp3q9SJiQLWhPabbFP2dQf22YyZMxnB/g1SU+PGNAmHRa7YjTFJwJiuOJ4hNrnIOwDXBcLJkxan6zTRmfkbcnzmm6DbrHVFo3NqEuDXKsAjG4hpTAV04Fx1EpyBa3DJlaFCZyb8R49uc+kaWFYtrISkUHjNJ+u83XWL7HHa+6ynXc25MPEEPKv4wAsiLOhUiVhXPFiBOZLGe3WilmZA44EEsGoESMALL1Yoaft3VUBSeoA+q9RmxkkmbQeiUxoP4reuXTEneqX5e3+TCHddc3XnDhw+3WZ4uuugi1zqNQcaDqFdeeQUXX3wxhg0bhv/97398BFhZWYlp06bhrbfeynknJRKJRCLZk9mTA8vnzp3b2F1ISsaDqLvuuguPPfYYhg8fjueff56XH3nkkbjjjjty2jmJRCKRSCR7NoqiZJR6zg0x64qqqpg7dy7Pn1dZWZlq15RkPIj6+eefceyxxyaUFxUVYdeuXVl3pKnBNA26pnETuWIqsOvUHkSqhqLc/NtYgZuGmd7ogy/fh4gWweeDBwEADlvyQdL9/EV+m86Q6LLRNWZoQplSK5bpWkw3Irp+7Ml/rWtkXDsxfQhguFMsvSlngmSmsbh2kJboWtGsY+rMtp+VjkNMxiteH8VLE9pycysZ5xgV6lD4CvPRaUr6iv25wFcYgBY2XMhiIDZguOH4ufuMaxSrMur6i3x8kgF84AmkAZiB44IbRAgsZzqDGla5W0sL6/AGPDyA3Zfv5ffechlarkCmMTCF2Y5j4bzmznNxvQdJ3H1ON2yyxNqA4fpLltjY6Fd8QoJ9YoE9zU2qcxH1zfgxTHdrDIZuFNfQMl2e1neE062nxXRQ835rvgh3IYmJzsVzI1Rw9zmS61rfWUzX4ZwAQIWkvFadpow339SFqojayg1dKON59AY8iFbFuPs7UhGBJ+CBXm0GkysUsWpLQ4ogZgaeA4CmGd/fVmJmpijQzWuiaLqh32ULYWi8YPI92Z1X1xgmZ9aV0tJSPPPMMwl1siHjJ6J9+/ZYs2ZNQvny5cvrLeHw+vXrMWrUKHTv3h3BYBA9e/bEpEmTEI3aP1i///47Tj/9dOTn56NNmzYYO3ZsQh2JRCKRSJobOmM5+dsTWb9+PdatW1frXzZkbIkaPXo0xo0bh6effhqEEGzevBkrVqzAddddh9tvvz2rTtTGTz/9BF3X8fjjj2OvvfbC999/j8svvxzV1dW47777ABg5cE499VS0bdsWy5cvx/bt2zFixAgwxvDggw/WuQ98KiyMtzcrsNMDwxoFNNyU1y9POR7RauPNKb/EmJ1gTfeNVkdNy1Dtb5huSWbjU8/tas5M08E0xqcc29/649PMRax1TYcQ/GqqXZtv0pZ1QXzjtye7FZPpJl5ffp6aaRHRhCnzelxt3fmoM51BDxvbffnxPI9UoWB6PJhUi6noMn1OwnHrm31mv8qXq567A2te/QQAUNAuHzXbahAylZwRBWgwHkAuWpcA2CxGYpJqwFTydtRnZh1iJrG27r81xdxoUzUnEphWSUqSBuu7BZWnYxF0QlOoygOwJT8G7AH21rob/Hl3CdBPqOPog1MWwf4M6xBt1kxjYD5F+BzEg8yp15Pw2bGsIdTcnmravRiEDsQ13rlEC3/2VTAhSFq0Ym2+6yroMZXv03HS4y5Xq2Hx5ftQudmYMOMv9ttU5LVYfNJLLKxC8So88NxIFB2XQ7F9h5i69xrikhHJ0GKG4r8WtRT+PdCjKr9mzU0yornz7rvv8rQvyTjjjDMaqDdxMh5ETZw4EeXl5Rg0aBDC4TCOPfZY+P1+XHfddbjmmmvqo4846aSTcNJJJ/H1Hj164Oeff8ajjz7KB1GLFy/G6tWrsXHjRnTo0AEAcP/992PkyJGYOnUqioqK6qVvEolEIpHUN5pu/NW1jebKiBEjUm4nhEDTkmu26bqOuXPn4tVXX8X69etBCEH37t1x7rnn4uKLL85Id0okq6H01KlTsW3bNnzxxRf47LPP8Ndff+HOO+/MqgPZUl5ejlatWvH1FStWYP/99+cDKAA48cQTEYlEsGrVqqTtRCIRVFRU2P4kEolEImlK7OnuvLKyMui6nvQv1QCKMYYzzjgDl112GTZt2oQDDjgAffr0wYYNGzBy5EicddZZWfcra7HNvLw89O/fP+sD14W1a9fiwQcfxP3338/LysrKUFJSYqvXsmVL+Hw+lJWVJW1r+vTpmDJlSkI5Y7qhgmyui6NNQt0VmxsySNNyHUQqIohVxRCpjJuyraDtZMTN3IZp25k01cIILjfdeWYwuKhBZFMvjybq5YhuPtG1ZyQsNl0kPoUrc1s4XS/OoF/AdK1Q4up+SYblurJck/x4AU/8vLw6ej/5Wq1tNSQFw27HQcOM5V+vOhf5wnVwBtyKyX6BRI0sS92Zb3ccy0rwSxViV+1WFJvytzghgenGZAA3d2ttmkuii8zpHhF1xtJx+Vk4daK4m8tFd0xMfB3fXwdc+uVUPBe1plz7LCTFFhNXAwDEIHOfx0hkqyi8Pa5N5BIi4LxOqdxK4v4UHts6CcS/x7SYCq8vwEMTmgKiKxowv3PMZ5dSgpi57PUa6uXWvbTqMCELAsflqy6Z+r6VfF6sR30eUN3uJmWsGZt3mgnZWoks5s6di2XLluH999/HoEGDbNuWLl2KM888E/Pnz89KayqtQdTZZ5+ddoOvvvpq7ZVMJk+e7DqAEVm5cqVtsLZ582acdNJJOO+883DZZZfZ6rpdaMZYyhtw0003YcKECXy9oqICnTt3TvcUJBKJRCKpd3TGoNXRktRcLVF1nZ23cOFC3HzzzQkDKAA47rjjcOONN+K5556rv0GUGMzFGMOiRYtQXFzMBzerVq3Crl27MhpsAcA111yDCy64IGWdbt268eXNmzdj0KBBOOKIIzB79mxbvdLSUnz++ee2sp07dyIWiyVYqET8fj+XkhdhwvRk8e3NykvFgwu15LmV6gtvgY9bIKhCEamIIK+VkROoZlsIA79cYav/Xp9DzLoEkYoIvPlGQGtem6ARMJwkaNcrWLRo0DhHr6nsq0U1PqVYi2o2C4eoZA0YFiArj14srIIadgsAgMdUjxYDfOP56lRAg20qvQW3EFJiW7dQfIrtpVOPagmWCYvQzjA/l/1np/8S0Bj0evRlrL9hBHb+tguAoeqsRTX4Cox7aqk3A8b19xZ4+X3xFfhs980IxHcov3uRFE8g9dugeA9FS1Ntnw+nxSmVZScdLGkDNzXztPbXarc4Ofvm1j+3nIxUCEqO521LzOcm5nJTfB7bunEs8RrVkinByj9INTBFDLZPnITQ2Px8hfEbwnQd/qIgmGaEV3gDHoQrInwSiK6z+HNuyZ045CaouCxMdLCCywFAp3qCNZYrvGvUJnlAzZyaXOXclK2wpEjqGyPtS10HUTnqTAMzYsQInvcuG7799lvcc889SbeffPLJ+Pe//51V22kNoubMic9OuuGGG3D++efjscceg2J+ODVNw9VXX51x8HabNm242FVtbNq0CYMGDcLBBx+MOXPm8C8ciyOOOAJTp07Fli1b0L59ewBGsLnf78fBBx+cUb8kEolEIpE0DcQxSDbs2LEjpTGlpKQEO3fuzKrtjGOinn76aSxfvpwPoABDTXTChAk48sgjce+992bVkVRs3rwZAwcORJcuXXDffffhr7/+4ttKS0sBAEOGDMF+++2Hiy++GPfeey927NiB6667DpdffrmcmSeRSCSSZs2ePjuvLmiaBo8n+XBHURSoqpp0eyoyHkSpqooff/wR++yzj638xx9/5GbPXLN48WKsWbMGa9asQadOnWzbLF+poih48803cfXVV+Ooo45CMBjE0KFDuQRCpugxDbqixjVWzEEjVRTu0sP/t3fmcVJU597/VVWv08wMAwPMsI7iiigqXBXRAN4IKhqMiQkuOJMYvKiIhLgRcwUXAsqixriHoCYmxkQwuRIRDYvBLYoYUQi4AMOrMy4jMMNs3V113j+q6/SptZfpmemG5/v5oN21nDqnqrrm1LP8HiTN7QC4nkhnw4Tg4ZavWyApEnwuweGA7rYDgOYvm1E6pJS7d9SoikAkYDLjW11xxv8lVVcWl3mQrcyDzo3/SyVmtygT3HmGirYcUBJFVPX++iN+BCIBrjRu6NcAQDwUR6wtzlW3NVUzBaGrMc3k1tM0lgweFtxa+r7udmw1pqK90bsKeD4Rb27lbo1YWzzhltXdu4GIn58Dv+F2SJwzTWPwhX1JF55wy7i5cpwCw910k5LrZU8Xnd6uk1q83R1mPab1OCKie4qpjLsmrYWLvbC6Ap3cienqXBkuPGMfs5tOsWs/Ce48RVAWF11/hiK5l4vUzXUpK0ry96Io0GQVqho17ded2kf/+cmFvO/R5hi0aAt/dgG6bpSBoiTHKSkymGzRO1O1pBszqgLGs8C4rjASZjS92rq4n/BZ0jSu7aVBv26K8WxMuPbECgedSS6y6wo1JqqjMMZQU1PjGLoDgNcAzoaMJ1E/+tGP8OMf/xgff/wxTjvtNADAm2++iYULF+JHP/pR1h3xoqamBjU1NSm3Gzx4MF544YVO6QNBEARBdBdqDgLLO7p/oZJKYwpAVkHlQBaTqMWLF6OiogL33nsv6urqAOilYG666Sb87Gc/y6oTBEEQBEEQ2bBt2zZMmjQJn376qeP6jsZUeZHxJEqWZdx000246aabuDDlwRhzpKlawsWhu/SMwsOyoujZMEZMmB9QHTJmOhNfyMfLvgRLgmAq44VindwkSdeZbg4Pl4UAJNxhqgafknD3CKZsKZGhJMa+uZWTkYSCwvrxDLeE3q4fACtJZtyJ7h5f2AdJlngfdW2WhM6LyqDGNFNxW2M7OaBAETLuZEWyScCI60znRdA8AgC1LWrSTsp3gj2LceDLPQCA4soeYCrjBagBwB9wdi8p0M+J6PrgpXEUewakVZfLmjXn5cZy00tyalvcz/RdtroAvX9fmujS8SezrGQncaAEjnpvgivQ2lcnd5fT7567vU1uOSWp/2TKzvMlzpn5u7GfbPoNmrOBxWPbyi45jM2aycfLOrVpXAepq9h1czXiza1JF6cso/mLZgDg5aVExLOsj80oScUgBXy2TFPYttcRf+mSKvEi64A5nMC5HRXJ8uo+aIhDyzKWJlM0dDy77mANiYpGo9i9e3e3HLtDv5iDcfJEEARBEPmGqjGoHZxFdXR/wk7Gk6jDDjvMU7zSzZx2MGF9GzTe3uJy1wUnGwGXumVHSgZuO7zhG293/ogfvY7shVizHggZPWDXNxHfwrj+ivFdTapSW61PomVCCSiQZIkH6QJJJWx/Qs9I7CfTmKmYrbGffozkefaFfAgmgtclRULcIehXPKaxTI1pNpVyJZC8hmKgeyEw6K5l+PwtXTROViT4I37EEpZJQzcK0K+DqJGjRlX4EoH9BmrU8m6aeCu3BhmL19dVwdsh8NpJY8mscZRakdttua2PwvJ0cdo2VZB9uorhogq5ETwuO1iirEWFReuTm+XJqQCx8ZkrtKuqKQjdOlZZUaDF9N+dFosj3haFEus6S1Rbw3792I2tAPQED0PDLJXVUUwUcNIFE7GOm6kaVzPXrd1xKC5/CsV9nc699foQhx4Z/2JmzZpl+h6LxbB582asXr0aN954Y676RRAEQRBEApaD7LyOKn8TdjKeRF1//fWOyx988EG88847He4QQRAEQRBmVMYVGjrURiFSVlbm6QHLVuMpF+TMdnvuuedizpw5nRoF35Vo0Tg0WYYG/SRxk23CPO5k2vXLMpr/eBfkiB4rFv7OzJz05bUzzkTvY3rz77Iio3FPEwCg4sS+qHu3Hj0qewAADtQdwItVIyAn3FPtTVFeEqa4fw8wVTMFIQNmt5eI1e0jK5JjALasSHqgt6EbFVAg+302zSlAdxswlTlqU3GUZL8kReZxn4GIH6HeegkiPQA9xt0R1j6rsTj/zDRmKqZrLf+ixjQ0/r9G27jyldhbzyf1uxTd/Wm4zTSVWYq2mosPAzC5QpSAc7FewznmVILFKVDc6Evys+iaku3LHVxUTNNSJmdIPABeNRfTFQOmPUrXOMEs1d8VOBcTT/7mnV2/Tm4do7KCnCgybLj+ZVFDylhnCSA3/T+LpBWZnysX92TAB9asu9K0aByK34dBdy3L+DjZEuxZjNYv9/Hvil8xlRbyBfwmLSgRqyaYXuDZOfRAU7WULr90MO5P3id/17k+D3Xuu+++7u6CKzm7C/7yl7+gV69euWqOIAiCIIgEh7LYZjo6T91ljcp4EnXSSSeZzGqMMdTX1+Orr77CQw89lNPOdSdqexQq9DcgVbQ8ybJedFh2f7vWmnWrRstzi1H0vRs63JdQWQgHPm/i7asxFcX9dctTrDmG0iGlPMi7dEgpAhE/DzQXrRKVpx6FptovuMJuoDhkeuNWAs7p3gAglehWKCOw2/qm5wv7efq2EgqYFJn1YNeEbEHieN5pxOa3TyMY1xcKmlLGURQyH0PToCVU43VLlH5Mf8JaZWwba25De2M7H1sg4kdR7yLX/uQb/lMvhBZdAiAZxC9ifds2LEhMYyYrkpPMgFeaeLqp/lbLk2i51Ze5K25ba2IaaJpmXudgBUg3IF3EKeg4FdbAYs9tBYu1KGNgKJGnCy+Ka9lPDGxmqgYNyT8kajRm2tfWryj4s0AO+DIKyM8FTFWhhPzwR3TJlWhTi03h3X1fwbptfBYskKI1UVKTFnSjRftvRjOtN/CSPFBjcSAGxNu7RrGcsvOc2bp1K5YtW4bf//73+OKLL7r8+BlPoiZPnmyaRMmyjD59+mDcuHE45phjcto5giAIgiAIkQMHDuCZZ57BsmXL8Pbbb+O0007DLbfc0i19yXgSNW/evE7oBkEQBEEQbhzK7jyDjRs34je/+Q2ee+45HHbYYdi6dSs2bNiAMWPGdFufMp5EKYqCuro69O3b17S8oaEBffv2haoWjvJzujBV0023SGpCGQHNkibzApV6gKgC+HS7suS3q+5mQ7AkgJaGVq5EHelXYjJ7t+1rQain7o5qb2xFsCTsGLjdVPuFXtxU0KoRtXZExWItGjeZ+PVA7rhz8KzfBznghy8UMC0zMFxtBmI7VlO51T3htI2xnZIIyAWSgeTGcRXLMUV3kr8oDGAvLzpsuD4Lha1XXMD1dLREyo54zqzXyOTeUxkPslWg8AQEfj+FUruYnO4bNxeXNRhbUmTILq4sL/eN5FIc1yngOpWOk+hudNKEStetlYk7zggkdzpPXkHjbkWB3ZbJCRVtAFACfu7SM45j/Ca0WBxaLM4LHff/xcNpjyUb/vOTCwHoweSK4J5X26IIlER4n8TnhlsAv4HhrndLBDBc+/ADkhJP7GPWi5O4qztxXmC+P7zuBbWtHZIsJ4/TyRzK2Xn33HMPfvvb3+LAgQO45JJLsHHjRowYMQJ+vx9lZWXd2reMJ1FuOhPt7e0IBHIzaSAIgiAIIsmhbIn6+c9/jptvvhl33HGHqRRZPpD2JOpXv/oVAECSJPzmN79Bjx49+DpVVfHqq68eVDFRcsDHU4+d0mu1xFuQFovDFwrydXqqsh4oyWK5CziMt8bR64hyAEC0sRX+SLLeXaSiJ2LNbQCAUFlE7280GUxtvN3xWmIB8W1PCPr1J9/+ZL+fWw0APbDXXxSGZrQhy/yzkxoz4K46rIWcanq5v41rgkXK2jYT+uCW2s40vUag8VYpB3wI9izmlrO2vc3cKlUoGG/QhuyE8XYtBxRb3ToRpjFumdLUOFhCvV4JKFD8CljCMhXsWazLCAgPLOPNX1IU0zrrduZ+Jq6XJcA62T/778vRSun3tijZjuuR+CGud7JgiGQSaJ5qW3fVdud6duJnJ0kVazu8PeOx7tctwmIyB5f1QAxqWxTx1q4JijaCxwEg1qLLKhjPGINAcYR/TidJwGqp1tJIWtFkzfaccJLgcOqDzWqeUKSXlIPP+5Jv3HHHHXjiiSfwu9/9DpdccgmmTp2K4cOHd3e3AGQwibr33nsB6JaoRx55xDQbDAQCqKqqwiOPPJL7HhIEQRDEIY6mMV4wvCNtdBbz58/HqlWr8N577yEQCGDfvn22bWpra3Httddi7dq1CIfDuPTSS7F48eKUXqyf//zn+PnPf44NGzbgt7/9LU477TQMHToUjDHs3bu3k0aUHmlPonbu3AkAGD9+PFasWNHtfkiCIAiCOFTQchAT1ZkKB9FoFBdffDFGjx6NZcvsoq2qqmLSpEno06cPNm7ciIaGBlRXV4MxhgceeCCtY4wdOxZjx47Fr3/9azz99NNYvnw5xo4di1NOOQXf//73MXv27FwPKyUZx0StW7euM/qRd0hSMhBU1ApR26LQonHuPhPdE3LAB7UtCsmXmFVrmZt5P7l+CgAg2tiCQIkeLN5jYDnibXH0Pu5wAEDtun+jqFIXNm1r2I9YcxsPEFWjcciKDCXhqjICSAGzaR8wB5oamF02GqyGcdEtowhuEqtbQXZxXehuP/u43VwdVkS9HP04ohK56uie0a9dHPGEi1OLxqHFYvwaxtviiDbbizGnw/arLrIVpvVFdIX4qrufzKrNVARKwoh9uk//HDFcIklXhpHboQQUrg1loPgVKInzr6kaVy9nGoMaU6HG9J2DPc16TrIsQ7N85rpNFs2mVIHQogvPrIhucVWl0ILyKvxrxUkN3KuNbDWTMnHppeoDYHfj2TS3ZLsb1TR+4bemCSr+RjvZKKFng+Gqa2vYj2DPYt4HfyTE+6CEzNaIVIH7TE7qQ2mxOH8exVXdRWlymRpK8Wn01VWZ3smlLMtQUriEDxVuv/12AMATTzzhuH7NmjXYunUr9uzZg/79+wMAlixZgpqaGsyfPx8lJSVpH6u4uBjTp0/H9OnTsWXLFixbtgwLFy7M30nU7NmzceeddyISiaTs5NKlS3PSMYIgCIIgdHIZWN7Y2GhaHgwGEQwGnXbJGW+88QaGDx/OJ1AAMHHiRLS3t2PTpk0YP358Vu0ef/zxuO+++7Bo0aJcdTUj0ppEbd68GbGY/qb+7rvvehYCJAiCIAgit6iMQe3gJMrYf9CgQablc+fO7XQNyPr6evTr18+0rKysDIFAAPX19Z77GoltXkiShOuuu65DfcyGtCZRogtv/fr1ndWXvMLIzjNcDGrCDG5ksxhuI184wLPzeHaaP6ETVdQbmaIJWXX7Pm0AABSVh/HZv+p4CZfiAWVo/XIvP6ZYhJdpGqDI3FWlCJl4xnbWsiriMQ0kXjJByIYRzNsKzBl+TDPrBokGbhl2F4tXplI6+juOelWwaFMJmUiSKsMXTroLNE2DP7HeFwqgvTG7LCV/JMSvv1GaxMg++ujq7+PIh/+SVbspj9tDv8dCZWFTCRsRNarqbldZLNeSLIGhBJTkfgoQa4vzzL79O79EqCzMs6rkorCpbcVv1hATNcZEvS5rUWEvN55TBlo2GW1uy5z64UqGRYyBxO8qxX6errt0sw1FF57pswwJfsDFvaTICphmuOv1bFpfuHOtDwbG2JRQgIcitH65D/5IiD9TRV06JeCzlZaSFdlR1wvQ9fr4vn4fNE3jelROaKaMRXPYhdWNx/tuyT4G9OuSXwn36bFnzx6T+8zNCjVv3jzupnPj7bffxqhRo9I6rpMBhjGW0jBjJLalajtvJ1EiP/7xj3H//fejuLjYtLy5uRnXXXcdfvvb3+ascwRBEARB5DY7r6SkJK0YpBkzZmDKlCme21RVVaV17IqKCrz11lumZXv37kUsFrNZqKwYiW35SMaTqCeffBILFy60TaJaW1vx1FNPHTSTKMOSYVOw1TSTXpEkJ4O4fSWlUJubEEukXAZCEbS+8CDU/Q18/x6X3QYAaPnzPVD6DIAc0c+j1twEf/8q9DnpKADAluUbUPXfuu7Wnn9+hP1tcTR8pLfbc2gl2hqaAABtza3wh3zmwqOmIqR2NV1uXUsEoYtjdjoPgP72pcVEpXEVciDx2p1QIFcTAZ1WvShre45WJEHR2iAdRWdT25pmGgN/g4QfkixDbUtaEWONzWhv1C1Gakzj1pkPLpuEeFtynP6QD4GSsMmyEm1sAaBbsEK9S5MWvbYook3NUBKWKUmWeaKAJMs4/N4/pDWOVASKI4gdqAMA7N+9H4rfrPLOg8EBKAF7wWGxKLWhWK4liksb5y/UswgtDc1JS1TABzVh3YRsLspqHNNkmbIkALhZl7y0nkSsiQROFi3rtk7Hs/XFSfHcIVhbhLkljGRgvUp1DBsWi5OpLWsAtKsYoR9G1oHi07JKfEmXz27/HwDgyTHGefZHwmjfewCA/pyIt0ZN10O0nPtCAW4994UCYKoGRdT3Ep5jtuQVON97TNX0Nq0JNU5FmhUFvlDA8zlk1T3rTFTkQLE8w+3Ly8tRXl7esYMmGD16NObPn4+6ujpUVlYC0IPNg8EgRo4c6bnvWWedhRUrVqBnz5456UsuSXsS1djYCMYYGGNoampCKJQUT1NVFX//+99tpWAIgiAIgjj4qa2txTfffIPa2lqoqor33nsPAHDEEUegR48emDBhAoYNG4apU6di0aJF+Oabb3DDDTdg2rRpKa1i69evRzTaNcKwmZL2JKpnz56QJAmSJOGoo46yrZckKaXvlCAIgiCIzMn3si+33XYbnnwyKety0kknAdBjqseNGwdFUbBq1Spcc801GDNmjElss5BJexK1bt06MMZw1lln4bnnnkOvXr34ukAggCFDhphSFwsdw0yrReNgCVcWAMSa28BUlQcTR5takvs07Ee8LYpw71IAgLa/AfGWVu5G8kVCaHpqHt8+9sk2RBubAQDxtijUtvVoqv0CgO5iiif2izbH0LssxIN+d/3jPyg/Rg9ajx2I2groKgGZu2wUf7LIrIEqmK5VS+CvLLiFRAyXjRiELupPiS4FHwBfIJQsx4CkPksq15ytmK1L0Vav/a3tGK4mltBvCpYVI9ynpyk4OdqkXwdN1RAoLuJFUY22Ys2660+LxU1B+5Isw59ot7VhP4I9e5iCYY1rH21sxifXT8HQ+5/x7H86xFpaEemnu0mizTH06F+cDKKPJg32SkDRi0NbzoOBWP4nLkcRLCuGlihYG+pdCk3V+Fhlv58H1qoJt64sm90kbkiyxdUnXBsxeNgIQrcmPojrxOOlGzju6Y4x3GTpuNdkGdC0zF1x1jYcSFVs195OFn2QFUjiE78T3XmGG5ipGtoaGnnIQ7SpGXIi8SZQXKSHCGiG+9nHE1LkxPNFdgkOFzXujCB0A+v9Yy04zTQNiBnbmrXllFDQFJAuJqgA4KXAjPZ9oQB86Jp6dLnMzusMnnjiCVeNKIPBgwfjhRdeyKp9qwfMiUy0pnJF2pOosWPHAtADvAYNGmR6gBIEQRAE0XloGoOax2VfOhsnD5iBkeGnql1fxzDjwPIhQ4YAAFpaWlBbW2vzU55wwgm56Vk3IysyZEVGrC1qSpc13lzibXrBWtbSarJ+qLE4t9Y01zWYVILFtxgjCNqwcDBNgxaN80K4siKh/t1aAEC4LIRgScCUxv7V1q8B6JYmfw8/5EQau5ZQnpYT1ilf2Ac0J8cViCTT/GNt8UQbyTc2ZrFamd7eRauBqpkKA4tWjWgspgeBJt4+maoBLorBRhBy8g3U/Q07HVVzsZiyWHjVuo1hPTIoipjfcMQ3YKZoCCi6ZUosOG0UoTbuBX8kZNpPbYvy+ybYswfa9x3A53ddzceiReMYMPdR1/GKGIG6/kgI/qIwWr7+HABQdnhPFA/qJ1hKW3nAv9uLjlg4Wk3sF+pVCrUtCn9CTbp93wEoAR9PTGjf18THogjBtiJOwe25xjjnMi9+bLdaWfsDeEgE6I0Jn9MP2ramxnvu54SbNSkDK5PT78Aa1O+Kz5+dRcuD9rVPQf3qM/7b3//JZ6b1Yp+iTS26RVN1tn7H26IIFOsW10BJkWuCgBhwDoD/9p0sk7Jfv++N/sUaW6AJCSmykCgEmFXejf7zhJWA3o7SidYdIslf/vIXkwcsX8h4EvXVV1/hRz/6EV588UXH9d0xEyQIgiCIgxk1B5aoju7fnYwZMyYvk9cyfl2cNWsW9u7dizfffBPhcBirV6/Gk08+iSOPPBJ/+9vfOqOPBEEQBHFIY0yiOvqPyC0ZW6LWrl2Lv/71r/iv//ovyLKMIUOG4Oyzz0ZJSQkWLFiASZMmdUY/uxwl5Odui9i+JqgJd5QR+KoJ+kuGS84XCurbtyQCj/0+xJpbk4GLLfbiljw4MhRE+95mhMqSbqZgie42CpQUQYvGueuFqUldI0PTKBBJqKQbQdQJ15+kSDa3huGSU0J+mz6K0T/djM0gKdaA4aRekoGq6W5Mn2AGb9/XxAvxissR8Dm69Aw0VeWFRK3HcSy+6uGOsGngJgJpmeZcqBgAZMPFIR4H4Loysj8KFjIHsfIA+phZ+d0XDprOp7UAtKqkl7Jbt+Ba7i5VY/FEYLc+upKqSpQeMQCxhHZV276m5Fgs7g/DNSf217g2alsUaizOXZOH3/sHfPrTS9H8pd5epG+x4DozF6eWZXORbqvbRXSteLn6nHR9siGj/Xlguej68XD3icfJxBWWYltP11uGLre0+pXYJtcFiNt27tD/39DIl4muc8MVDiTDG0T3mEigpIiHDMTbop73jhaN82B2JRTgCR2AWctJkmXIIYVLehnuQvF3aTzb1VgcMnyQQknFcqZp/HcUb43qFSPidi0+IrcMGTIESqbJF11Exr+g5uZmblLr1asXvvrqKwB6EcB33303t71zoL29HSeeeCIkSeI6FAa1tbW44IILEIlEUF5ejpkzZ+attgRBEARBpIuq5cIa1d2jyI6dO3eid+/My6h1BRlboo4++mhs374dVVVVOPHEE/Hoo4+iqqoKjzzyCFch7Uxuuukm9O/fH//+979Ny1VVxaRJk9CnTx9s3LgRDQ0NqK6uBmMMDzzwQMbH8feIIBAOwh8JI9y3J1rqvgGgp5dbVbENmYNoUwsUvw/+RHq8Goub3sIloS6cFo3xYHKDUO/iZE2+UIBbcvxF+huWaOlgwhuamrAeGOv0tzvFtAxwthiIY9E0s4VF/79hvbEHaRvp74AeiN22tzmxLYMvlAzezFTV10l13Lbc+gadKiAYgCEp7VmlyWLd4qnURs0xvz8ZUByPgckqmJJMHHBL9ZfhM9U5lBQZit+PvQ/fAkC3wBnnuHzmEgC6qr3eJZkHrMt+H/yREIoH6y8yRZX9AE3lliq/ECAvJjwAMAWKG32IW97YD1v8O/5dVFj/7Pb/QetXumK+FotB9vu5HIKSuE9TWZictpGt1kXLveJWL8+qWO4lhcF/fx4155L7eUgedMSa5EUWx/I6pltguZvVORe0v7Kcf26q/SJpzWmLwhcKIljWA4BZ0kL2+xISHEkVejc5CqPv4vNSjen3H1M1aIJKfvu+AyZ5BP23JtQQFX9PxvUWJVpC5jpyqRJa2lsDtmWdwaEcE3XWWWel3EaSJPzjH//ogt6YyXgSNWvWLNTV6SUn5s6di4kTJ+Lpp59GIBBIqRHRUV588UWsWbMGzz33nC2wfc2aNdi6dSv27NnD9aqWLFmCmpoazJ8/v1v0IwiCIAiC6BgjRoxwXdfY2Ig//vGPaG9vd92mM8l4EnXZZZfxzyeddBJ27dqF//znPxg8eHDOauw48cUXX2DatGl4/vnnUVRUZFv/xhtvYPjw4SbBz4kTJ6K9vR2bNm3C+PHjHdttb283nfzGxkbH7QiCIAiiuziULVH33nuvbVk8HseDDz6I+fPnY8CAAbjzzju7oWdZTKKsFBUV4eSTT85FX1xhjKGmpgbTp0/HqFGjsGvXLts29fX1tkrQZWVlCAQCqK+vd217wYIFjuVqlKAeWM40DbLfh0BxwkXXFoWmqo4Fc3XtJJW7bJihjpvApLisaSaVXdFlY7SrJJR9fYL6r7ieH9OiZWLtl9VEbgv8FdV+LS49HoSccGGJYxMD3cU22vc16ZpDhjtS0E9yMtfLgpvTaQzpugJNLrwUQecp25ItJnyu7yWoPvsDQCyadA8a585BCdooWiuLCQohzeRyM879/mW/QOmVd6H1i69sffGFg1BCAT0AXjiWcX59oSDUhJvNcEUmr6E58NtasFl05Vlp+2Y//6wlCr7yAtTGGF3csNZtXN1+CXeOWGzYS63eS6E8U10o273j9BnO7hy3bV2XOZC2ay2N9tzclpL1vtTUnOhExT/fzttpqv3C9GwA9OeBP1GIOFBcZAsNEH/nRgiAHAhB8qfQsTISRWIxQFOhJl6GtVgc8dZ2/qyKt0V56IEv7KxxZmB1KTrdV9b7yecdIJAzDnWxTZGnn34at912G1pbWzFv3jxcddVV8Pk6PJ3JirSOOnv27LQbXLp0adrbzps3L2W9vbfffhuvv/46GhsbMWfOHM9tJcl+MxtKpm7MmTPHNL7GxkYMGjQoRc8JgiAIguhKVq9ejVtuuQU7d+7EDTfcgNmzZyMSiaTesRNJaxK1efPmtBrzmqw4MWPGDEyZMsVzm6qqKtx111148803EQyaA/5GjRqFyy67DE8++SQqKirw1ltvmdbv3bsXsVjMZqESCQaDtnYBQC7uCbkokZorvMH5U9SbYqrqaZEwvVmJ6420ejH4U3hL9lJHRjzGLR1ewaO2OmGWAHTbW5+mmo8rBFgzzW5xM4I+/ZGQqaZgvDXKbzRJlU3q5rKi2OpRWXENEhakCGwBwZbgcMfxpYusJAPLTW34IfksMhGaarquxvmT4vo5S8fiwK1TWvJN3WrBY5b+JBWZfSYrpWGVMhCTCWS/D8GeesBv/188bNqu4dc3mtLEiwf1Q+MuPRaSWwsE2QJR9VlSkvex4vCIYZoGObHcVFeR1zrTx2S9L7wsUeblDsHhHufd8TfgdP9Yt3HCy3LVoZp7Xkr+6bVrskHEo4CsgEXb3DZPibrrPQBA8z/+gs83vq8fQ2UoHtyXS2dwCQGe3OBHoFRXxYfPrz/bEgHiomVMCoYghSKQDIsrv8/tkhTQNDBVhRLX71cWjyEQbQNr18emRdu4BEi8rR2y3wdfWH/mi78XK9zqZBzbsIxZr7Hkd9o956gsB+68AlVX/9e//oWbb74Zb775JqZPn45XXnmlU8OHMiGtSdS6des65eDl5eVpnYhf/epXuOuuu/j3zz//HBMnTsSf/vQnnHrqqQCA0aNHY/78+airq+NZgmvWrEEwGMTIkSM7pf8EQRAE0RUcyjFRp512GsLhMK6++mpUVVXhD3/4g+N2M2fO7OKe5SAmqisYPHiw6XuPHvrb89ChQzFw4EAAwIQJEzBs2DBMnToVixYtwjfffIMbbrgB06ZNo8w8giAIoqA5lCdRgwcPhiRJWLlypes2kiTRJKojKIqCVatW4ZprrsGYMWMQDodx6aWXYvHixdm1V9ILSsSeBeiF7spTBZeXxa3n4C6z4bStrJhCF7l2UWJ7Fo/Zg0YdzP82t5asJM3lbv2ztCseVxHHGY9ys7wv0gIlFODuPsAcUK4E/LbgTaeAc0e3jGmMstmNJyvu7hOv85EOrtv6zS5Yy/XnQeiKAiQCYA2srlcxyLzh1zeaVL49+y0rkBOFo2WfCi0eM+3HA3kTasuGMrSoGWXFuHbt+w7wtqKNujK/HFBMujvi9kBC/ycRdG4EGYuuPrEwsgwfYClcbCQxSKpsSkgwBfV6utQcNMNS3Aum7d2utVeAulsbXkHquVBgTnUPW92Sxr2AAKCpCJ1zVVaHjX+2jYdvFI/7DgYl3HfNn+nJEKHepQCAQO/eJheY3KMn5HDE3HenEAZfwOays4U/WGAJdx40DSwe5e48OR6DEtGzrtXmJr1gunFfBUKQ/C46T8bzxJfQu5Nl01iM66f4Wpz3J3KGUzJZvlCQk6iqqiowB9/u4MGD8cILL3RDjwiCIAii84hrDEoHLUnxArVE5TO5LZxEEARBEETOOZQLEJ933nnYvz8pszJ//nzs27ePf29oaMCwYcO6oWcFaonqCuTiMsg9PFInnQrYCplrxjbM6mazfbe6dOwuPt0dIZtN80J7THQTpXJViC4Enx+S1aUn9kVTTf1jmpp0G2oaWEw3n0uaCqaFICXM6VIwpJcUSWizWPWDRB0fKaGPlU5GlVcWlWQ5Pyn1fVxdhC7LPbIyrRl7EM5R8rro/TPOGeIxyD4/mKzy3Qy3m5FRZ9XsMpbZCi+bsiz9UIIJXbFYzKZjpoQCvKyMSNuaZbqbOOEK7HHkEaj7x2vcnRfqXYrSobqQrdoWRayllbvsrGWJgGQGn9h3cUzG9VACQnkgWbZpQxltyvA5u9nSLRwsuno9NMRMrvI0yPS+Mt/DOcrcc8GqZ2T68+mV7ZtO27GkQLEWKkbR6PMAAKH9XwOyzF12LBABmAaJJe5f2ZcssZL4fRjrHDHWMc3mCncta5NwqRvhBSweBYvoGYFyj2ZobUn3m+Tzuz7/AAC+gJ6Vh6SL0arDJaNrsvMOZV566SWTKPbdd9+NSy65BD179gSgC29u3769W/pGkyiCIAiCyHMOZbFNa/iOUzhPd0GTKBfkcER/m0rDMmENIBeDvG06Sw77620Y+2qm74ChiWRXyjW2swVhepCO7gnfNh5NFiBua9H1qGJRx20BJNv1AXKoiN9cWjRuU2436RqJfbBaFsT+Or25p6MonaHVyTHgN10tHlXQutFUGEWPoan6W23irZdF28BUFZJRFNkfQCCiZ5H629vA4lHEWwydm7gp8F6/5v5kX31Jq49p/L4AZFk2/chjza3O/Y62mSwVSu8K9D/7TES/0LWh2vc1Idy3DAAgB0KINTZyXTBfJGTSnxJVyUXNKuP/huo/YFZN11XQfTZ1ewBJhXZb8kNiX6u6tUOSgVVziC+3XFur2p35N2z5nCLY3G4dc7Y+Of22HbHe305WMzf9LAjPGb8frNXjt5wORtWGeBTMr+suSWUVgKJAkxN3nSQDTIPjnzwZuoXJyxJljM/4o5nY1sl6lbTOJ4p8G7W4tWRxb9beCjnaxi2ueheT597mOQCSv7VAyDFJQeqYUS9tVMY6rPNUqDpR+QzFRBEEQRAEkbdIkmQT885U3LuzIEsUQRAEQeQ5h7JOlFE/16gu0tbWhunTp/OSL2K8VFdDkyg3lADg0y8YkwSDXcI8jYRFVxKCJvWNLZo+bjpLgMk1ICW+8zIhpqBks6tLdBFI0N0NaWnOGFpKhltDkvV/Tmhx3bSd0FpJugECyb6IY4lFwaJmfSzDBWN1sXkHRsPmqvMKCM6Jpo+XyyVDTP3R7G4iFku6BkSXgthHKaQ/GJRSB3eLUYLGJYhe8vl5u7Isg/n8vLRHoHcvKKEDOPD0HQB015qvpJS3wVqbIZf21te1t8FXeRjkYt2FF2jaCymg+0ekcARyaRNYWzPf1y0417qca4oZWlYJ16WxzrNwsBNcS0tNunMMt6k16UAM7s7ArSa+7zKrOy9l/9wC2N0TKFy3y6B9JxgSwdFIhAGEs6s5Fv98u24FMH7/YmH1QFh/BhrPFeMZ4+GyY27PIMDsKxED1J3cmIarytqeknT/SYGw/mwzyt0YyUDGcxew6Va5atHJCiDJkHyW33EncShPoq644gqT5enyyy933KY7oEkUQRAEQRB5yxNPPNHdXXCFJlEuMNmnp+MaiP5XSQhEZMJbj9PblvAWBAhvtU7bMo1brlgKhd5kIVpBFRselhmjDUlOjsvpDdB4Y5N9uuVBCJZnFguIYZkwPmvGumgbEI9CS7ztGQHSRv+sCuWSrCStMj6/PbDX2NdhPKaU+UzSy91IUazYyzJgC0r1UknXNEjBsClo2VRcVdMAudh+ECNA1nhzThSnNvZlqgo5HEh+DoZ5P7SmvQgOHcZTvyVFgVLWJ9l0azNPTZfCxWBKAL7invq6kl7cCin5/GClbdCam3h/befFy9ISjyUtUdG2ZLKCg2XHmrZuw8sSY/yWoF83x+K1ssITNwysKewidsty+lHFaQePi2RgjXMMMhePD/P5lHwuSt2pDte6X3+GOPXNCBRPPFuYJJst9ZLleellhbIiyWBGW0ZQurja+K5JSauUcSjxOLIPkvEMTPTXlAxkfaaIVjWHNk1/JzqRQ9kSpSgK6urq0Ldv3+7uig2aRBEEQRBEnqMyDWoGGmZubRQi+SRpYIUmUQRBEASR5xzKOlH5DE2iXGA+P5jPnwxkdDE7m/VKnE3vngrI4gybaZBkFx0U6/ENt1s6HgJhXyYGk0uSg+6MlOiWDAnJIGcZgJYo7AnoAaqGe0J38wkqxX4/ECmGlHD3yOFGXgyUuwCsbhBfUi/JpOfj5i5xCTr3dNlloBCdbuCveZ80trMEm5uSC1zdkXZtIFNBao/PTFMhR5JuQa25ibvwJF+AXxcpGIIcjiRdtGrMdA/KkZKki0bWtb1kIQEg7QB/gBfNBqC78ozPHmr+zHDnuf2WLMVqnZT/+TJrIoZTH92uvzVJwno93fqU6JfTvSS6YjuCoawtohdFN1xgisn1zwv2Zog89BRon74DxHU9JtGdJfns7i3mksCSVoK623PQ6gpkGn9G88Ue9wozwjMYsycKif0WXL1ufwOYv2sCyw91XnrpJZSWlnpu853vfKeLepOEJlEEQRAEkeeoGoN8iMZEAUB1dbXnekmSoHbwRSQbaBLlhuwDZJ+z0i7A35Dc3rLEbRwlTZ0Ud5lmtlrxlF3LO5uTf9jN123tm9iWLNvfroyAb6bpb2vG210oYY1q1dPaWTzGJQ1shwyEIAVCkIt0BW6trSe3skg+P5im8hRj1t5mStmX/AFTwLop8BgWiQWAB0kDiTd6LqugCDUMnS0YjpYfq3SDISuRq9pmNsXt1NYrz6Btp/ZN0hl+fh5kJCQFErXDmJCaLcVj+nk3rkMg5C2BIfsgBYusHXXc1HqPSbIGSTHqkfmTgbxOVsd01P+dMBIhXLZlpkDiZNC6JCt6ILqxUkyk6ICSfUppCut954WbarpVEkVTIfkDyRqXigLWLtwbGQaWqzvf1ffT4pCHnpLswo7XknIw8RgkWQNTEqrzRiKLw/PJFnQOeKuXu61zWu5phZIBnxBYjqTlX3yyMuNvgGhZE5OEjM9KdgH6mRLXAKmDk6B4YYZEAQDq6+vzMrCcFMsJgiAIgshb8kWd3AmyRBEEQRBEnnMou/MoO68AYYofzM1Mm0GaqFOhTLd2GADI7urn3u2mdivYXHcu+icAdD0WKakgzSQZUliGknC1GQV0AeiBvPFoshisEeCdcHX4igeABRNB50pAdwfEdJl+KdZqLgYaCOmuVAOrurDJLairXwOCarvoLjF0gmIxs3vHQsbuMksQsyeiho9TUDEvUGzRBXM6rrXNVMc0jmEEP/MirInzGYsm2/X7dTesoGbvpX/j6cY2Kfzb3yAZSypYS5JsDzB201Bz7Q0cC4JLojtXbEpUN7cUD3csQCsqVov/t27ncV2YptkD8I12EorehovTE6aBF7UW+q3jTx7LaF9TIQXD+vL2VkhB/ferRdt4QH86aJ++AylR2BeSDO2TfyW75A8nN/T5zfdGigLD4jNJEoPF03nGuuhEMUm25+FYFdT5Tonnm6khQf/Jdq2VZCgHFIAxsFy5+lNwKE+iqqurEQ6HU2/YDdAkiiAIgiCIvGX58uUAgM8++wzPPfccduzYAUmScNRRR+Giiy7CgAEDuq1vNIkiCIIgiDznULZEAcBDDz2E2bNnIxqNorS0FIwxNDY24sYbb8TSpUtxzTXXdEu/aBLlhkOxWw5LM8iNMe/imi4Zel7rk01ryW28XCteeO1jmLR5hqGmu+c0PQsH/jBksQ9Ms7vdDB0pfxjMl3ADKn6ABZIuO1kB/IIrxnAHJPogaXGe/SJpce5i0l0GyfIOsuFqEDFcRiEt4c5zLv7sVV7HEVuGXZpptQ6lexz7ZCmKCsBb18jl+Lw0jKAfJPn8YIZLNh5LujJlGVI4knTNiNfBAS83tec9z/dN3BvWlU7ZqY6NOGSsiplW6brCxTJLAKR41K7X5FYQ2wnx2oiuKsW+zNwp55IibvAxWDPHrBlvLOkmlsIR7jpXintCa21G9I3nAACB0d/zPB7i7clz5PObnjkS0/Tftdhvt5IoHuNiQqFix/JYKUrGiOfMNXTB8tnxPIs6epb2JetxJWRUBLojHMpim6tWrcLMmTMxa9Ys/OxnP0NlZSUAoK6uDosWLcL111+PqqoqnHfeeV3eN5pEEQRBEASRt9xzzz245ZZbcNddd5mWV1ZWYunSpSgqKsLdd99Nk6h8gsk+rnViwyOY2Fxs09qoVX3X8gYjWq5SFOe0WgKsb4A5QzyOqPfCtKSVyuiTL2Tez3gbtZ5HQX+K+QJ6UK0RrCn7TAHvpiBVVSj8rPjMb5TMHJRrs5RYr5mb5SLF+cvWOuPUDrMez3o+Hdp1Or7N8mJ8jsfMmlHBhKq7uLNhpQiEdIuhP3ENE+deEq63qf+mL+mdO8d9rSj2Y5mw3hvGYqYBakJPTI3r19eiicZxsnYZ94I/CEmNOVYZsBWk9eqf0byXRYQvyzx9m4mJJKKenDhuTeVB64B+jnjwOtMgywq0pn0AgPjm1dBaGhEY8wPn48VjgkXOxy1P+nfZHrgtWqmE+8gpgNupuDtPPhDaMfpt2jdThMLITstt/bFsq6uYW65xFxYg7qhOVKG68zZv3ozHHnvMdf3UqVNx//33d2GPktAkiiAIgiDyHMYYWAcnQfksFeCFpmnwO5Q1MvD7/d02NhLbJAiCIIg8R9NYTv4VIscddxz++te/uq5//vnncdxxx3Vhj5KQJcqNhOS/I5J78DeDi9sAsJmg7UWGhfZSVBZmzKWcS67deYbbgGnmYzqVcRDdeRbzODNKTFjdjpruInT8aRumfI8gVdeioI5LE7sZ7i/DxSC6E53coilcq7ZjpuvWcwl2tbmEHA+mmdcL7g5JTQTZ+0J6YL7gAnHTd9J8fv36uRzb0+GUYVB02jiVLBJdxIKrCmo8ub0cN18Dt2tq6rShFxUH1EBSE0ncxC2Bw+l6uwQnO2l8ZXW+PPSU+L2s+BLutMQbvBpPHj8eA4pCUHxC0oHfj/b1TwMAguMusx/T0HqTFbOL3kkXSrjnJLcx8r47ufUkiO/4zGG8ru5z23PV4/50use8kB32zfkzl7ByzTXX4Oqrr0YwGMRVV10FX6JsTzwex6OPPopf/OIXeOihh7qlbzSJIgiCIIg8hzHWYZdVobrzqqursWXLFsyYMQNz5szB0KFDAQCffPIJDhw4gJkzZ6KmpqZb+kaTKDeylQ0QSbG7o9Wqw8fspLciI72Zv+WZLWWmgMs03tC4ZUp1kCawYi2wCjha3tJ+o+dvy8mgYtujJd220ikOnWk7HhY214Kt4nGVxDnV4oAmBONbgn7NDRvrhH4IbXbYuuQZjG05h27XVJa53AUfCz8fbabgZVswvtfxrZZIWTMnKmRyX7mRToB5Juu9uuH2WQkk+5j4zBKWKDnaCoRL4Ev81rQdr3E5BEPJXguEk+1Y7xV+EGY/Dx5B265Ist38ybSkhZ4xd2uzJLsnY2RiebIEtTNJdq080BUwLQcxUQXqzgOAxYsX4/vf/z7++Mc/4qOPPgIAfOtb38KUKVNw2mmndVu/aBJFEARBEETec9ppp3XrhMkJcuYSBEEQRJ5zKAeWt7S04Nprr8WAAQPQt29fXHrppfj666+7u1sAyBKVEmYx6epfBDdCBpoxnuZ+JYP5bDrHT+G+SIl1m0T/HIOnndxEbsHYtnZ99v5aNGGSHkRLe3J2Lleub2VzUeYwKDob0nAT2C6dw/3JDBeF7NNdeny5h8tOkhIFV42A/4SLy1DnF92F2bgw03HZebmDJdleEJZpSAYlC/eCZKkUIASk20i4iGyJGpnoEWWgD5bsU5b3maDSz79nckwXV5sm+8BkH+RifbHmC/F7hyXWaZFefDe5Za+LWxjJe8bpmNmO28ltbQ0293LteyTeZPSbt/5GcxH2kSYphPjTbqMQmTt3Lp544glcdtllCIVC+OMf/4irr74af/7zn7u7a4VliVq1ahVOPfVUhMNhlJeX46KLLjKtr62txQUXXIBIJILy8nLMnDkT0Wi0m3pLEARBEERHWbFiBZYtW4bHHnsMv/rVr7Bq1So8//zzUK0lmrqBgrFEPffcc5g2bRp++ctf4qyzzgJjDFu2bOHrVVXFpEmT0KdPH2zcuBENDQ2orq4GYwwPPPBAxsdjsqK/+VpT3xNkrjGMjN9YOpT6bGrI+e3TMUXY7Q3cabn45if7ku1pcXtNLyvCepvytBUnK12qQN10xma1rnnRHa9wTmnsskNwqxiILr6uappzwLqTerdh1ePWnIQivZNyt4M0h0nd3AFbgLibtcl6f3lJd0gywBIPUdkHprjcu04WS4s10hWr5SHF9qlU63Nl6XQ6jq1tL8umYSFK7GNIFqiJ4HEIQejGb1tu/kb/HoyA+QJcSoP5HaQxrM9L4Tlqek6k+l0Z1mLAXZbCKifhYP0yWTtzlSSRaJd1Ue28Qzk7b8+ePTjzzDP591NOOQU+nw+ff/45Bg0a1I09K5BJVDwex/XXX49Fixbhyiuv5MuPPvpo/nnNmjXYunUr9uzZg/79+wMAlixZgpqaGsyfPx8lJSVd3m+CIAiCyAW5iGkq1JgoVVURCARMy3w+H+LxNLK7O5mCmES9++67+OyzzyDLMk466STU19fjxBNPxOLFi7lK6RtvvIHhw4fzCRQATJw4Ee3t7di0aRPGjx/v2HZ7ezva29v598bGxs4dDEEQBEEQacMYQ01NDYLBIF/W1taG6dOnIxKJ8GUrVqzo8r4VxCTq008/BQDMmzcPS5cuRVVVFZYsWYKxY8dix44d6NWrF+rr69GvXz/TfmVlZQgEAqivr3dte8GCBbj99tvdD+5i+rUFrvIV3TTT9wr2dQrahkfQvGP7FnO94L6zunKYEuCFR419XRXBJXPgMkMKV2kKXSjJye2YKkg4HVddZwSPulwX2zrrdkrSJcFkH6D4zS5RI5hcU02B5Y5jcPNEcHePg9vIZRcnVWnHdiXZfh/w9ZagZGvblv5JYv8MF7FkdfPINrV7fo5kb3VrG9btRdyU99NpNxOyPY7HOuM3zM+TJJl02ZgkC4rlPkAJgAX0a8WUAE9mkAydKOvzgiWTOJjRbopzIjGNn2+WTlS16z3lcB9Zn99uz+101Oi7yp13COtEVVdX25Zdfvnl3dATO906iZo3b573BAbA22+/DS3hF7/11lvxve99DwCwfPlyDBw4EH/+85/xP//zPwAAySFThTHmuNxgzpw5mD17Nv/e2NjY7T5WgiAIgjCRg0kUCnQStXz58u7ugivdOomaMWMGpkyZ4rlNVVUVmpqaAADDhg3jy4PBIA4//HDU1tYCACoqKvDWW2+Z9t27dy9isZjNQiUSDAZNJkKCIAiCyDc0xnRLXwfbIHJLt06iysvLUV5ennK7kSNHIhgMYvv27TjjjDMAALFYDLt27cKQIUMAAKNHj8b8+fNRV1eHyspKAHqweTAYxMiRIzPvnKykZ6a1uWE8NFKyJZ0bPwNzdNqFO51wcAFa25O0uM2Fx90EhqnfphtkmMb9SXN/Flo9ji6+VPvmytWSovAp4J61lHJbi6uM+fSJvyYpiGmMe+UUOTlaKVXmkNM94+LaTSvzLoPMUDe3na1dW9aXuJ9iduFYygKJLjxT/0W3lbUvgPdvKZN7xc3l3xGEUkWex0sXwZ3OFH/yHDKWbE9W9N+wlCj7IklgLPkHWYbEfbwMEsTi6bLF8cgkmWfFpsxkBJz1obzGASRd3emcD8sz2nqfmFSA3DJFu0gnishPCiImqqSkBNOnT8fcuXMxaNAgDBkyBIsWLQIAXHzxxQCACRMmYNiwYZg6dSoWLVqEb775BjfccAOmTZtGmXkEQRBEQcNYDmKiyBKVcwpiEgUAixYtgs/nw9SpU9Ha2opTTz0Va9euRVlZGQBAURSsWrUK11xzDcaMGYNwOIxLL70Uixcvzup4hkqv/iWDwqLW1Wkf0OsYDqrR6eKgj+P6hmbV+vHSWnJq22u51eIiKGUDMFsN+O6KeV9xv3SOabTtGj2dos2O4mVtYZr+9u96DpMq29agaMMSYBBQzHeZYX1iUMzm/3Ssksz5jk15Dk2NimNKvZ/X/ZjcxqVfojq77PI4s9zzEv+PW3KFW08dxuLxe/AsfJsK8feS4rq5WjetVhwPaxhTEgWXDU02SYaWOBEqt37p/zPS5P2C1VN0E8nCcXjAuYOuc0aaWU7B6kbbmup8PtKwjEqaQ4q86ZpKlvvQfk2tv8/OIp8Dy3ft2oU777wTa9euRX19Pfr374/LL78ct956q0maoLa2Ftdeey3Wrl1r+httlS8oJApmEuX3+7F48WLPSdHgwYPxwgsvdGGvCIIgCOLQ5j//+Q80TcOjjz6KI444Ah988AGmTZuG5uZm/jc714LY+ULBTKIIgiAI4lBF0wCpw2KbOeqMhXPOOQfnnHMO/3744Ydj+/btePjhh/kk6mAVxKZJlAtMksAkSXeHpBkgnipQ0ntnh2Nk42ZimslEbegI8e+S37aLyRTekT64jd86NqbZg/YTpnENEqTEOjfNGaf9HLsjatd0EaLbKZ3Dim4QZlqe/Cwzi4fJ4jpxq0drG3c6rt00gslzXqTZK3hcXG4djijPZtlHYiy5TFLM35lsP4a1AHEWuPXb2i/7jt7aU6lc7K46b9yt5dG8i8uRSclgcUWSUBQOmfbb39yKWOImVaSkC09jDBpjJpeedczpnCfAcr0lxS7HZ3gZJYU/M4zjOd0PpjF6JKK4arRZ+2eEC+QqaSAFuSz7YhWV7ows9f3796NXr178e7aC2PkOpRUQBEEQxCHEoEGDUFpayv8tWLAgp+1/8skneOCBBzB9+nS+LFtB7HyHLFEuSIYmh0OKtmMwohOprCiJ4OKcIitggoI1kxWoWlIN3AktMZfW31KENzpJgj8RtMxf6h0ClZNvwl5BxIlgZ6Ff+jGBmMbAVKPdZPuSJEF2OX8aA2QJkMwxr9yCI0vg59a0zLKdsbwj75Km8yqcH6vlXZbMy7zeKn2yd49k65u2lwXKjRQWpbQtTpmm/hv72I6XeLNPs/te2zFItjphsrDO+mNgHboDeCMmbNfEGtRs+e52vp2sRbYKAEKbaaf2247jfE+luh4M9sByx+cFzMsyteCIsgpOnTB+EwyS7WrajiWZLVeOTRqeCBeMdV1l6U5HtD2dNgC9oK/oPnOzQqUriD1q1Cj+/fPPP8c555yDiy++GD/5yU9M22YjiJ3v0CSKIAiCIPIcTWM5iInS9y8pKUkrBildQWyDzz//HOPHj8fo0aPx2GOPmbbLVhA736FJFEEQBEHkOd0hcZCuIDYAfPbZZxg/fjxGjhyJ5cuXQ5bN1s6cC2LnCTSJckFSo5DUaMcaYQxgaurt+EG9VZwzMdOLrpEeReH0+5Dgq8YW+OVkOWDGdPVhMVjbVY8IZlO41ZTOWPKNiEF3cxVHijLu48HKgZbWhItE/+7k2bO5Nfi2EndNidfLDfEaWQNyU7op0lGUd9vGQQPKOJyby8bqwvTCKWC/K0teOPbVkmBh1ahKK5DfqsadpktQ3Nd1tXB+QuH0nxkSzOOVwZJpYB7HTHl/OTw3vO4BzxrsFtekq7tRcE1LmuqY8ONYoeEQ5/PPP8e4ceMwePBgLF68GF999RVfV1FRAeDgFcSmSRRBEARB5Dn5LLa5Zs0afPzxx/j4448xcOBA8zETE9VcC2LnCzSJcsOhbpeBV1q4ecMMogAl2aZE7fbmnLQPuaxEMojWmpqcLn1KUluGDrS0AgDiiR+mERtuhHcayJJ5HBoDehWT5ckNw3LYlDi/TgHq4qKYygRrVTJI0y/rAbbpSANkFSSbpdSBTQYihQXKwLrezSph3a47QlY1xvSacrwTHsrdlu82S4eDxIGnyns6VQU6iGgdFQPJASOwu+PHlTSzFV9KlQhhudJi3T6NJRNkZDXmmDCUbChF1YZuIp8LENfU1KCmpibldgejIDZJHBAEQRAEQWQBWaIIgiAIIs/JZ3feoQxNolzQFD80QenbM0ja1URqN/R5BUZqGssqCLy7KKS+FiLFWZ7ffQdaACTcqyb3sKGfpX83BQR3QKfFycUgqoUD5oBet9+M1+PdqXeZuibSDUz3ClBOF1vgMoNNfbwjyu9uOlGZup8yCSAXUSSJn3+VMa7XZnXt2fByo3lt57ZMaMd6H/KAb001K9g5FRVO41q4JWmIfyc6E8ZyMInqwuSKQwVy5xEEQRAEQWQBWaIIgiAIIs9hGrOp8GfTBpFbaBLlQlxjPOuMu0EAgDFbtlRpxNskLmZZqa4aOPYsLILIhp499MzHppZWqBqDIhs6TAwaJG7SlyQJDEZWHvh2bri6tFOUx9CPldhWcPsYGG6hVM62dN19biVxxD7ailObXEXW7FsPbSInnSGhs1b3HXe/SQ5FkPmGslmPLY3zmylMkhAOZZe5C+hZv/ub9eeaWIBYbB+w959ZC48LmMaYwk1pc4taCzWLyIrpvGuw33tOp1fwfMN1IySzkzubXBYgJnIHufMIgiAIgiCygCxRLhQXhbMO7HVqiyC6mlT33YGWVttbtGfwtVeB4CyDtgE9SNm0TbZvyxYrELdmMN0yIlogjG24tpDkUTzbpTuS5GCFs1hQNBfLi6jaLyeCtMUCuskx6MuMvhuB+W79SZeOWKEMDMOlrq6fHAtjguXRGFManfPcJnF9ktZQB8V7JLdxSgBCop8Mdm+CQSqvgmO/47GM98kGys7LT2gSRRAEQRB5jqaxDsd8dDSmirBDkyiCIAiCyHOYpoJpGdRidWmDyC00iSKIQwwj0UECeIkYxhhUS+KDGGcuAYILzIzktFDAyUXo5bmxlYVxwa4TJZv6p4nVO1yCjjN9MU8Re++A+wGMY/cqTu1CMrS/gGTiQCr2N7eCMZb29plgBJUD5nPC3XppFNvJWQkSxuxn2dK2eJ0765wQhyY0iSIIgiCIPIcsUfkJTaII4hAjqiZfy032AsvbuwqLNcrFfJTKOuMk6yE5GCEMi5WXhSId24XVumSkdRey9SGbvmcTJJ0uYqq8Bsl2D4jXXJQKsMkGdCIHW0IP07QcTKLyp6DywQJJHBAEQRAEQWQBWaIIgiAIIs9hqgqmdtAS1cH9CTs0iSKIQ5R0YqRNrjEXN5vV7ZdRHwQXoZuaf/Lw2TuCCtmVl+8YSQlA8nqK94PpFuqiPh2MmfyM5SAmitEkKteQO48gCIIgCCILyBJFEIcYvYvJKkN0DowxSJJksgRla6V0Qmy3MwPn8xHKzstPaBJFEARBEHkOTaLyE3LnEQRBEARBZAFZogiCIIiM6IxA/QMtSRV0p7jwg033KVPIEpWfFIwlaseOHZg8eTLKy8tRUlKCMWPGYN26daZtamtrccEFFyASiaC8vBwzZ85ENBrtph4TBEEQRG4wxDY79o/ENnNNwViiJk2ahKOOOgpr165FOBzGfffdh/PPPx+ffPIJKioqoKoqJk2ahD59+mDjxo1oaGhAdXU1GGN44IEHurv7BEEQhAc9DnFLUyo0TQU6aEnSyBKVcwrCEvX111/j448/xi233IITTjgBRx55JBYuXIiWlhZ8+OGHAIA1a9Zg69at+P3vf4+TTjoJ3/72t7FkyRI8/vjjaGxs7OYREARBEARxsFEQk6jevXvj2GOPxVNPPYXm5mbE43E8+uij6NevH0aOHAkAeOONNzB8+HD079+f7zdx4kS0t7dj06ZNrm23t7ejsbHR9I8gCIIg8omOu/I6HlNF2CkId54kSXj55ZcxefJkFBcXQ5Zl9OvXD6tXr0bPnj0BAPX19ejXr59pv7KyMgQCAdTX17u2vWDBAtx+++2d2X2CIAiC6BAUWJ6fdKslat68eZAkyfPfO++8A8YYrrnmGvTt2xf//Oc/8a9//QuTJ0/G+eefj7q6Ot6eU5V5Q/zNjTlz5mD//v383549ezplrARBEARBHFx0qyVqxowZmDJliuc2VVVVWLt2LV544QXs3bsXJSUlAICHHnoIL7/8Mp588knccsstqKiowFtvvWXad+/evYjFYjYLlUgwGEQwGOz4YAiCIAiis1BVMLmDliQqQJxzunUSVV5ejvLy8pTbtbS0AABk2Ww4k2UZWiJlc/To0Zg/fz7q6upQWVkJQA82DwaDPG6KIAiCIAoRxjqenUcFiHNPQQSWjx49GmVlZaiursa///1v7NixAzfeeCN27tyJSZMmAQAmTJiAYcOGYerUqdi8eTP+8Y9/4IYbbsC0adO49YogCIIgCCJXFMQkqry8HKtXr8aBAwdw1llnYdSoUdi4cSP++te/YsSIEQAARVGwatUqhEIhjBkzBj/4wQ9w4YUXYvHixd3ce4IgCILoGCS2mZ8URHYeAIwaNQovvfSS5zaDBw/GCy+80EU9IgiCIIiugeVAbJOy83JPQViiCIIgCIIg8o2CsUQRBEEQxKEK0zSgg+44cuflHppEEQRBEESeQ+68/IQmUQRBEASR59AkKj+hmCiCIAiCIIgsIEsUQRAEQeQ5mqZCIktU3kGTKIIgCILIc5iqAVIHJ1EqBZbnGnLnEQRBEARBZAFZogiCIAgiz6HaefkJTaIIgiAIIs9hmtpxdx7FROUccucRBEEQBEFkAVmiCIIgCCLPIUtUfkKTKIIgCILIc2gSlZ/QJMoCYwwA0NjY2M09IQiCIPId42+F8bej01Bj6PAR1FguekII0CTKQkNDAwBg0KBB3dwTgiAIolBoampCaWlpztsNBAKoqKhA/dZnc9JeRUUFAoFATtoiAIl1+vS5sNi3bx/KyspQW1vbKT+I7qaxsRGDBg3Cnj17UFJS0t3dySk0tsKExlaY0Nh0GGNoampC//79Icudk6vV1taGaDSak7YCgQBCoVBO2iLIEmXD+BGUlpYedA8GkZKSkoN2fDS2woTGVpjQ2NDpL9yhUIgmPnkKSRwQBEEQBEFkAU2iCIIgCIIgsoAmURaCwSDmzp2LYDDY3V3pFA7m8dHYChMaW2FCYyMICiwnCIIgCILICrJEEQRBEARBZAFNogiCIAiCILKAJlEEQRAEQRBZQJMogiAIgiCILKBJlIWHHnoIhx12GEKhEEaOHIl//vOf3d2ljJk3bx4kSTL9q6io4OsZY5g3bx769++PcDiMcePG4cMPP+zGHrvz6quv4oILLkD//v0hSRKef/550/p0xtLe3o7rrrsO5eXliEQi+M53voP/9//+XxeOwplUY6upqbFdx9NOO820Tb6ObcGCBfiv//ovFBcXo2/fvrjwwguxfft20zaFeu3SGVuhXruHH34YJ5xwAheZHD16NF588UW+vlCvGZB6bIV6zYjuhSZRAn/6058wa9Ys3Hrrrdi8eTPOPPNMnHvuuaitre3urmXMcccdh7q6Ov5vy5YtfN0999yDpUuX4te//jXefvttVFRU4Oyzz0ZTU1M39tiZ5uZmjBgxAr/+9a8d16czllmzZmHlypV45plnsHHjRhw4cADnn38+VLV7K5qnGhsAnHPOOabr+Pe//920Pl/HtmHDBlx77bV488038fLLLyMej2PChAlobm7m2xTqtUtnbEBhXruBAwdi4cKFeOedd/DOO+/grLPOwuTJk/lEqVCvGZB6bEBhXjOim2EE55RTTmHTp083LTvmmGPYLbfc0k09yo65c+eyESNGOK7TNI1VVFSwhQsX8mVtbW2stLSUPfLII13Uw+wAwFauXMm/pzOWffv2Mb/fz5555hm+zWeffcZkWWarV6/usr6nwjo2xhirrq5mkydPdt2nUMbGGGNffvklA8A2bNjAGDu4rp11bIwdXNeurKyM/eY3vzmorpmBMTbGDq5rRnQdZIlKEI1GsWnTJkyYMMG0fMKECXj99de7qVfZ89FHH6F///447LDDMGXKFHz66acAgJ07d6K+vt40zmAwiLFjxxbcONMZy6ZNmxCLxUzb9O/fH8OHDy+I8a5fvx59+/bFUUcdhWnTpuHLL7/k6wppbPv37wcA9OrVC8DBde2sYzMo9GunqiqeeeYZNDc3Y/To0QfVNbOOzaDQrxnR9VAB4gRff/01VFVFv379TMv79euH+vr6bupVdpx66ql46qmncNRRR+GLL77AXXfdhdNPPx0ffvghH4vTOHfv3t0d3c2adMZSX1+PQCCAsrIy2zb5fl3PPfdcXHzxxRgyZAh27tyJ//3f/8VZZ52FTZs2IRgMFszYGGOYPXs2zjjjDAwfPhzAwXPtnMYGFPa127JlC0aPHo22tjb06NEDK1euxLBhw/hEoZCvmdvYgMK+ZkT3QZMoC5Ikmb4zxmzL8p1zzz2Xfz7++OMxevRoDB06FE8++SQPlDwYxmmQzVgKYbw//OEP+efhw4dj1KhRGDJkCFatWoWLLrrIdb98G9uMGTPw/vvvY+PGjbZ1hX7t3MZWyNfu6KOPxnvvvYd9+/bhueeeQ3V1NTZs2MDXF/I1cxvbsGHDCvqaEd0HufMSlJeXQ1EU2xvFl19+aXvzKjQikQiOP/54fPTRRzxL72AYZzpjqaioQDQaxd69e123KRQqKysxZMgQfPTRRwAKY2zXXXcd/va3v2HdunUYOHAgX34wXDu3sTlRSNcuEAjgiCOOwKhRo7BgwQKMGDEC999//0FxzdzG5kQhXTOi+6BJVIJAIICRI0fi5ZdfNi1/+eWXcfrpp3dTr3JDe3s7tm3bhsrKShx22GGoqKgwjTMajWLDhg0FN850xjJy5Ej4/X7TNnV1dfjggw8KbrwNDQ3Ys2cPKisrAeT32BhjmDFjBlasWIG1a9fisMMOM60v5GuXamxOFNK1s8IYQ3t7e0FfMzeMsTlRyNeM6EK6PJQ9j3nmmWeY3+9ny5YtY1u3bmWzZs1ikUiE7dq1q7u7lhE/+9nP2Pr169mnn37K3nzzTXb++eez4uJiPo6FCxey0tJStmLFCrZlyxZ2ySWXsMrKStbY2NjNPbfT1NTENm/ezDZv3swAsKVLl7LNmzez3bt3M8bSG8v06dPZwIED2SuvvMLeffdddtZZZ7ERI0aweDzeXcNijHmPrampif3sZz9jr7/+Otu5cydbt24dGz16NBswYEBBjO3qq69mpaWlbP369ayuro7/a2lp4dsU6rVLNbZCvnZz5sxhr776Ktu5cyd7//332c9//nMmyzJbs2YNY6xwrxlj3mMr5GtGdC80ibLw4IMPsiFDhrBAIMBOPvlkU9pyofDDH/6QVVZWMr/fz/r3788uuugi9uGHH/L1mqaxuXPnsoqKChYMBtm3vvUttmXLlm7ssTvr1q1jAGz/qqurGWPpjaW1tZXNmDGD9erVi4XDYXb++eez2trabhiNGa+xtbS0sAkTJrA+ffowv9/PBg8ezKqrq239ztexOY0LAFu+fDnfplCvXaqxFfK1+/GPf8yff3369GH//d//zSdQjBXuNWPMe2yFfM2I7kVijLGus3sRBEEQBEEcHFBMFEEQBEEQRBbQJIogCIIgCCILaBJFEARBEASRBTSJIgiCIAiCyAKaRBEEQRAEQWQBTaIIgiAIgiCygCZRBEEQBEEQWUCTKOKgY9y4cZg1a9ZBddyamhpceOGFHWqjqqoKkiRBkiTs27fPdbsnnngCPXv27NCxCHdqamr4dXj++ee7uzsEQXQAmkQRRI5YsWIF7rzzTv69qqoK9913X/d1yIE77rgDdXV1KC0t7e6uHPSsX7/eccJ6//33o66urns6RRBETvF1dwcI4mChV69e3d2FlBQXF6OioqK7uwEAiMVi8Pv93d2NLqe0tJQmsQRxkECWKOKgZ+/evbjiiitQVlaGoqIinHvuufjoo4/4esN99dJLL+HYY49Fjx49cM4555isBfF4HDNnzkTPnj3Ru3dv3Hzzzaiurja52ER33rhx47B792789Kc/5a4bAJg3bx5OPPFEU//uu+8+VFVV8e+qqmL27Nn8WDfddBOs1ZkYY7jnnntw+OGHIxwOY8SIEfjLX/6S1fl54oknMHjwYBQVFeG73/0uGhoabNv83//9H0aOHIlQKITDDz8ct99+O+LxOF//n//8B2eccQZCoRCGDRuGV155xeSu2rVrFyRJwrPPPotx48YhFArh97//PQBg+fLlOPbYYxEKhXDMMcfgoYceMh37s88+ww9/+EOUlZWhd+/emDx5Mnbt2sXXr1+/HqeccgoikQh69uyJMWPGYPfu3WmNPdW4li5diuOPPx6RSASDBg3CNddcgwMHDvD1u3fvxgUXXICysjJEIhEcd9xx+Pvf/45du3Zh/PjxAICysjJIkoSampq0+kQQROFAkyjioKempgbvvPMO/va3v+GNN94AYwznnXceYrEY36alpQWLFy/G7373O7z66quora3FDTfcwNfffffdePrpp7F8+XK89tpraGxs9IxnWbFiBQYOHMjdZ5m4b5YsWYLf/va3WLZsGTZu3IhvvvkGK1euNG3zi1/8AsuXL8fDDz+MDz/8ED/96U9x+eWXY8OGDemfGABvvfUWfvzjH+Oaa67Be++9h/Hjx+Ouu+4ybfPSSy/h8ssvx8yZM7F161Y8+uijeOKJJzB//nwAgKZpuPDCC1FUVIS33noLjz32GG699VbH4918882YOXMmtm3bhokTJ+Lxxx/Hrbfeivnz52Pbtm345S9/if/93//Fk08+CUC/LuPHj0ePHj3w6quvYuPGjXySG41GEY/HceGFF2Ls2LF4//338cYbb+Cqq67ik1YvUo0LAGRZxq9+9St88MEHePLJJ7F27VrcdNNNfP21116L9vZ2vPrqq9iyZQvuvvtu9OjRA4MGDcJzzz0HANi+fTvq6upw//33Z3RtCIIoALq1/DFBdAJjx45l119/PWOMsR07djAA7LXXXuPrv/76axYOh9mzzz7LGGNs+fLlDAD7+OOP+TYPPvgg69evH//er18/tmjRIv49Ho+zwYMHs8mTJzselzHGhgwZwu69915T3+bOnctGjBhhWnbvvfeyIUOG8O+VlZVs4cKF/HssFmMDBw7kxzpw4AALhULs9ddfN7Vz5ZVXsksuucT1vDj155JLLmHnnHOOadkPf/hDVlpayr+feeaZ7Je//KVpm9/97nessrKSMcbYiy++yHw+H6urq+PrX375ZQaArVy5kjHG2M6dOxkAdt9995naGTRoEPvDH/5gWnbnnXey0aNHM8YYW7ZsGTv66KOZpml8fXt7OwuHw+yll15iDQ0NDABbv36967jdSDUuJ5599lnWu3dv/v34449n8+bNc9x23bp1DADbu3ev43rx/BAEUZhQTBRxULNt2zb4fD6ceuqpfFnv3r1x9NFHY9u2bXxZUVERhg4dyr9XVlbiyy+/BADs378fX3zxBU455RS+XlEUjBw5Epqm5bS/+/fvR11dHUaPHs2X+Xw+jBo1irv0tm7dira2Npx99tmmfaPRKE466aSMjrdt2zZ897vfNS0bPXo0Vq9ezb9v2rQJb7/9tslCo6oq2tra0NLSgu3bt2PQoEGmWCvxXImMGjWKf/7qq6+wZ88eXHnllZg2bRpfHo/HeczQpk2b8PHHH6O4uNjUTltbGz755BNMmDABNTU1mDhxIs4++2x8+9vfxg9+8ANUVlamHHuqcRUVFWHdunX45S9/ia1bt6KxsRHxeBxtbW1obm5GJBLBzJkzcfXVV2PNmjX49re/je9973s44YQTUh6bIIiDA5pEEQc1zBJLJC4XXT7WAGdJkmz7Wl1Ebm17IcuybT/RrZgOxsRt1apVGDBggGldMBjMqK10xqBpGm6//XZcdNFFtnWhUMh2Lr2IRCKmdgHg8ccfN01yAX2SamwzcuRIPP3007a2+vTpA0CPqZo5cyZWr16NP/3pT/jFL36Bl19+GaeddlqHxrV7926cd955mD59Ou6880706tULGzduxJVXXsmv2U9+8hNMnDgRq1atwpo1a7BgwQIsWbIE1113XVrngyCIwoYmUcRBzbBhwxCPx/HWW2/h9NNPBwA0NDRgx44dOPbYY9Nqo7S0FP369cO//vUvnHnmmQB0i8XmzZttQeIigUAAqqqalvXp0wf19fWmicd7771nOlZlZSXefPNNfOtb3wKgW2Y2bdqEk08+mY8pGAyitrYWY8eOTWsMbgwbNgxvvvmmaZn1+8knn4zt27fjiCOOcGzjmGOOQW1tLb744gv069cPAPD222+nPHa/fv0wYMAAfPrpp7jssssctzn55JPxpz/9CX379kVJSYlrWyeddBJOOukkzJkzB6NHj8Yf/vCHlJOoVON65513EI/HsWTJEsiyHj767LPP2rYbNGgQpk+fjunTp2POnDl4/PHHcd111yEQCACA7R4gCOLggSZRxEHNkUceicmTJ2PatGl49NFHUVxcjFtuuQUDBgzA5MmT027nuuuuw4IFC3DEEUfgmGOOwQMPPIC9e/d6WmCqqqrw6quvYsqUKQgGgygvL8e4cePw1Vdf4Z577sH3v/99rF69Gi+++KJpgnD99ddj4cKFOPLII3Hsscdi6dKlJq2h4uJi3HDDDfjpT38KTdNwxhlnoLGxEa+//jp69OiB6urqtMc1c+ZMnH766bjnnntw4YUXYs2aNSZXHgDcdtttOP/88zFo0CBcfPHFkGUZ77//PrZs2YK77roLZ599NoYOHYrq6mrcc889aGpq4oHlqSxU8+bNw8yZM1FSUoJzzz0X7e3teOedd7B3717Mnj0bl112GRYtWoTJkyfjjjvuwMCBA1FbW4sVK1bgxhtvRCwWw2OPPYbvfOc76N+/P7Zv344dO3bgiiuuSDn2VOMaOnQo4vE4HnjgAVxwwQV47bXX8Mgjj5jamDVrFs4991wcddRR2Lt3L9auXcsn50OGDIEkSXjhhRdw3nnnIRwOo0ePHmlfG4IgCoBui8YiiE7CGuD9zTffsKlTp7LS0lIWDofZxIkT2Y4dO/j65cuXmwKpGWNs5cqVTPx5xGIxNmPGDFZSUsLKysrYzTffzC6++GI2ZcoU1+O+8cYb7IQTTmDBYNDU1sMPP8wGDRrEIpEIu+KKK9j8+fNNgeWxWIxdf/31rKSkhPXs2ZPNnj2bXXHFFaYgdk3T2P3338+OPvpo5vf7WZ8+fdjEiRPZhg0bXM+LU2A5Y3rw9sCBA1k4HGYXXHABW7x4se18rF69mp1++uksHA6zkpISdsopp7DHHnuMr9+2bRsbM2YMCwQC7JhjjmH/93//xwCw1atXM8aSgeWbN2+2Hf/pp59mJ554IgsEAqysrIx961vfYitWrODr8H7pTwAAAfJJREFU6+rq2BVXXMHKy8tZMBhkhx9+OJs2bRrbv38/q6+vZxdeeCGrrKxkgUCADRkyhN12221MVVXX85DJuJYuXcoqKyv5ffPUU0+ZgsVnzJjBhg4dyoLBIOvTpw+bOnUq+/rrr/n+d9xxB6uoqGCSJLHq6mrTsUGB5QRR8EiMZRHYQRCHOJqm4dhjj8UPfvADk0p5PlNVVYVZs2Z1SUmc1157DWeccQY+/vhjU8A+kUSSJKxcubLD5XwIgug+SCeKINJg9+7dePzxx7Fjxw5s2bIFV199NXbu3IlLL720u7uWETfffDN69OiB/fv357TdlStX4uWXX8auXbvwyiuv4KqrrsKYMWNoAuXA9OnTya1HEAcJZIkiiDTYs2cPpkyZgg8++ACMMQwfPhwLFy7kwd+FwO7du3lW2eGHH86DpXPBU089hTvvvBN79uxBeXk5vv3tb2PJkiXo3bt3zo6RKccdd5yrcvmjjz7qGsze2Xz55ZdobGwEoEtpiBmLBEEUFjSJIgjioEScNFrp16+fTXuKIAgiU2gSRRAEQRAEkQUUE0UQBEEQBJEFNIkiCIIgCILIAppEEQRBEARBZAFNogiCIAiCILKAJlEEQRAEQRBZQJMogiAIgiCILKBJFEEQBEEQRBbQJIogCIIgCCIL/j/QRM0jv4aRoQAAAABJRU5ErkJggg==", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "specific_time = temperature.sel(depth='200', method='nearest')\n", + "specific_time.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3df0b068-9c7f-4fa1-b760-421c68f4a67c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/solutions/ex03.5_xr_masking.ipynb b/python-data/solutions/ex03.5_xr_masking.ipynb new file mode 100644 index 0000000..65929a7 --- /dev/null +++ b/python-data/solutions/ex03.5_xr_masking.ipynb @@ -0,0 +1,320 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3058f71b-e62e-4301-ab43-d93a996e7cd1", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## Masking" + ] + }, + { + "cell_type": "markdown", + "id": "372af117-a045-4830-b91f-9124107cff6e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. For masking, we're back to using our ocean dataset. Load it now." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5bbad328-b6fe-4d9e-aacd-d5d2bcaac2c3", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "import xarray as xr\n", + "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", + "temperature = ds[\"temp\"]" + ] + }, + { + "cell_type": "markdown", + "id": "36531d5e-1969-46cd-a093-a0f1d538827e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Determine which grid cells sea surface temperaturevis more than the mean." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b6358593-814b-4574-9dd1-a44c4c4cec9c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "surface = ds.sel(depth=0, method=\"nearest\")\n", + "surface.temp.where(surface.temp > surface.temp.mean()).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "9bc58a98-fb38-4703-a313-5263c0773183", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. Combine this with another .where() lookup to show only cells where the temperature is more than the mean and salinity is more than the mean." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d8fb7ec8-b129-443a-b469-95a61ff1c5db", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "surface.temp.where(surface.temp > surface.temp.mean()).where(surface.salinity > surface.salinity.mean()).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "b3322279-7489-43b2-b9e8-dc41093c34a6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "4. Masks are just boolean arrays. Create a re-usuable mask for the temperature and sst criteia above, and a combined one." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "61e20222-b105-4438-8ba2-c54bd9aa1d54", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "temp_mask = surface.temp > surface.temp.mean()\n", + "sal_mask = surface.salinity > surface.salinity.mean()\n", + "combined_mask = temp_mask & sal_mask" + ] + }, + { + "cell_type": "markdown", + "id": "aa4f780b-b22a-48bf-b165-7bedd9a4c011", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "5. Use this mask to make the same temperature plot, and a similar one for sst." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "850cffc7-f47e-432d-a0cd-25f40370f5cd", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "surface.salinity.where(combined_mask).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "828b8091-20dc-4333-b86d-bc88cbc5a9bb", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/solutions/ex03_groupby_processing_and_masking.ipynb b/python-data/solutions/ex03_groupby_processing_and_masking.ipynb deleted file mode 100644 index b66b297..0000000 --- a/python-data/solutions/ex03_groupby_processing_and_masking.ipynb +++ /dev/null @@ -1,531 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "7e3a36bd-b713-4a08-9f6c-a6a0260c42c0", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "# Exercise 3: Grouping and Masking" - ] - }, - { - "cell_type": "markdown", - "id": "1770f8c8-7d27-4536-aac8-f1e773dc0c86", - "metadata": {}, - "source": [ - "## Aim: Work with data which has been grouped and create masks for data." - ] - }, - { - "cell_type": "markdown", - "id": "06944527-8b86-4881-9c21-67013b11af9f", - "metadata": {}, - "source": [ - "### Issues Covered:\n", - "- Grouping data with `.groupby()`\n", - "- Applying functions to data with `.apply()`\n", - "- Create masks using `.where()` " - ] - }, - { - "cell_type": "markdown", - "id": "1fbfc303-a5c7-490f-887a-30ed1d93ffb6", - "metadata": {}, - "source": [ - "## 1. GroupBy processing" - ] - }, - { - "cell_type": "markdown", - "id": "bda96f3c-3fef-4aa4-b801-53e34c647f71", - "metadata": {}, - "source": [ - "1. Group the temperature data by latitude, look at the results." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "976836af-ec0b-49b8-8dbc-349139e5db77", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "clear_answer_cell" - ] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "DataArrayGroupBy, grouped over 'latitude'\n", - "144 groups with labels -89.38, -88.12, ..., 88.12, 89.38." - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import xarray as xr\n", - "import numpy as np\n", - "\n", - "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", - "temperature = ds[\"temp\"]\n", - "temperature.groupby('latitude')" - ] - }, - { - "cell_type": "markdown", - "id": "1c47c5a9-7c59-470b-b54c-00fb328dc1f0", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "2. Create a function to calculate the mean. Apply this function across the data grouped by time and plot." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "ef15b52c-8cd8-46cf-87e6-814936ce280c", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "clear_answer_cell" - ] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def mean(x):\n", - " return x.mean()\n", - "\n", - "temperature.groupby('latitude').apply(mean).plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "9cabb28d-c183-40e8-8024-12c6c0fb2cdf", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# You can also do this:\n", - "temperature.groupby('latitude').apply(np.mean).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "2c7da30c-5f09-4173-b306-10e26def81e0", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "5. Plot the maximum temperature across the data grouped by latitude." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "2c4dfcd3-1d9e-4f2c-843b-ebd934fe324a", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Why is this not right?\n", - "# temperature.groupby('time').max().plot()\n", - "def max(x):\n", - " return x.max()\n", - "\n", - "temperature.groupby('latitude').apply(max).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "3a6924bf-ebef-4b91-bfb7-95d286b2972e", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "6. Plot the minimum temperature across the data grouped by latitude." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "b8797acf-2e92-48ea-9a77-0118cd6e552f", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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t1G6xFCD3lCBSlpQRSxwVT8Nzwxjzuy3c9r63R7vPpUuXwmg0Cj+lpaURHz9BJAvfMR+BxJJOo4JBqxFEiLgVJzZLZxvSkOM28kYSTNlhjS1nKRweg3fg1W2eNpzreQ1aDW4b3xcA8Md1lVRdkghxIKUnwZteW0I5pIxYys/Ph0aj8av41NXV+VWGOEVFRQG3T0tLQ8+ePUNuE2yfALBw4UK0tLQIP9XV1bGcEkF0Kb5tOPHKOKGy5M4tErfiOLyClKnTQKtRw+gWS9G04aLNWQpHuMoSF3hcLAHAvJ8MRIZOgz0nW7BuX/AKMhE5HoO3DhoVteEI5ZEyYkmn02Hs2LFYv3691+3r16/HpEmTAj5m4sSJftt//vnnGDduHLRabchtgu0TAPR6PXJycrx+CELu+Bu8PR9mXDjxIbW9c12tOHFliYsiXlHKcZumw7XhHE6PCTxxlaXQBm9x+nd+lh73XNgPAPDHzw9S0rQENHV4Kku8Kk+vK6EkUkYsAcDDDz+M//u//8Nbb72FAwcO4KGHHkJVVRV+9rOfAXBVfO68805h+5/97Gc4ceIEHn74YRw4cABvvfUW3nzzTTz66KPCNg8++CA+//xz/OEPf8CPP/6IP/zhD9iwYQMWLFjQ1adHEAnFt7JkCxAdoHOLpRKju7LUJKosuTOWuEjKSXcJkJaO0GKp3epp32VEMRsuEnhlqcPqELKcxHgqS1qv2+de3B/GdC0O17Vh9e5Tkh5Td8SrsiQYvJN5RAQhLSkllm655Ra89NJLePLJJzFq1Ch89dVXWLNmDcrKygAANTU1XplL/fr1w5o1a7Bx40aMGjUKTz31FP785z/jpptuEraZNGkS3n//fSxbtgwjR47E8uXLsWrVKlxwwQVdfn4EkUh8PUuBQil923CnW/zbcFwk8TZcuPlwHRbX82rUKmE8iVRk6tOQrnUJsEDVpVa+Gs6nopVj0OL+KQMAAC+uPwiLTwYVER3iypIglkgtEQoi5QbpPvDAA3jggQcC3rd8+XK/2y655BLs2rUr5D5vvvlm3HzzzVIcHkHIFj+xFMTgDQC98wJVllzCw+jbhgvjWeKVpUydJuTCiVjJz9ahurETZ1stQvo4x9fgLeauieV465tjONXcidW7TmG22/hNRA+fC5eXqYOKDN6EAkmpyhJBELHj51kKkrMEAKXuhO4TjR3CNoJnSWjDRWbw9ow6Scx3s14hfEttAQzenHSdBndNKgcAMnrHCW/D9RAZvCnBm1ASJJYIopvQ6ZezxPz+zsVSeb5LLDV32IRl4Z42nLdYCmfwbrdIP0RXjDDyJEB8QKuQs6T1uw8ALj/Xter12yMNQrwBER2dVofgh8vL1EKtojYcoTxILBFEN8Evwdvh+d3qsxouQ5eGYnc45dH6dgBig3ea15/89mAIlSWJzd2cUPEBrSHacAAwqCALffLSYbU78e3hhoQcn9LhfiWtRoUsfZoQSklaiVASJJYIoptg8V0NZxdXllxiSWzA7t/L5f85xsWST2Up0pwl7lmSetQJJ1R8QJvFe9yJLyqVCpcOLQAA/PfHMwk5PqUjXgmnUqngtr1RG45QFCSWCKKb4F9ZCjTuxGPA7pfPxVIbAI+RO9o2nGfUSYI8S6EqS9yzFOK5Lz3H1Yr74kAdJXrHwFm3SO2R6ZrTxytL9FoSSoLEEkF0E3wN3sEG6XL65WcBAI6edVWW/AzehmgN3olpwwWrLDHGRAbvwJ4lALigfw9k6DSoa7Vg32ma8xgtfMVkH/cKSjWFUhIKhMQSQXQTQoZSultyWnEbLt+3Def2LPnkLLVZ7CHNvIk2eAerLFnsTtjdxxWsDQcA+jQNLhqUD8BVXSKig4/E6Z3rK5aSdkgEITkpl7NEEERs8JwllQpgLNggXXFlySOWnE7macO5qzTcNM2Yy0jNxZMv4pylRCCODhAPwebtQZUKyNCGfu5LhxZi3b4z+OLHM3jwskEhtz3R0I6V26pQZzKjV7YeBdkGFOcaML5fDxRkGyQ4o9SCV5Z4Nhd/C1EbjlASJJYIopvA57Nl69NgMtsDtuF0ospSn7x0pKlVsNidqDGZBfHBRZFBq4E+TQ2L3QlTpy24WLIk2OCd7fLKmG1OtFsdQlp3m9kzF477aIIx1W3y/v5kC+pMZhTkeIsexhi2HWvEm98cw4YDZxBMBwwtysbFg3vhjgvK0LdnRjynlTKcbHJlcfVxZ3OpKWeJUCAklgiim8DbcMYMrUssiXKWPNEBHlGRplGjb88MHD3bjspakyC2ckSiyJiuRV2rBS2dNpQGeV5u8PYdOSIVGbo0ZOo0aLc6cLbV4hFLlvDmbk6vbD3OK83FnupmfFlZh1vOd6V5W+1OfPrDafzf18e8/ExThvTCxP49Ud9mQV2rBUfOtmHfaRN+rG3Fj7Wt2FPdjFX/b2ICzlZ+BGvDkWWJUBIklgiim8AN3q42WmfANpzY4A0A/fOzcPRsOyqqWwC4Wlpi8ZHjFkuhVsRx0ZKRIIM3AORn69He0IH6NovQPhQCKUP4lcRcOrQAe6qb8dy6g/hw1ykYtBpU1ppwxuTyQhm0atw4pg9+OrkcAwuy/R7f0GbB+9ur8dy6yoAxBkrEYnegzu0V87ThKJSSUB4klgiim8A9S9xrFJFY6pUJHAAqqpsB+Le0hGG6IVbEdQiepcRdbnpl6XGiocPL5N0awUo4MVcOL8JLGw6ivs3iJXYKsvW4a1I5bhvfF3nu5fGB6Jmlx+SB+XhuXSUsdnm7m8XernioaTaDMZeQ7Ol+bfhuaTUcoSRILBFEN4G34bhBW+xZ4uNOdD5iiVdp9rjFkq8vKZIU77YEr4YDAscH8IpWpO2/QYXZWLfgYpxo6IDZ7oDZ5kS2IQ1ThxR4eblCwUM9zTb5iqW/bTyCl/97CGqVCrkZWvTI1GHWuFLcMaEs6n2JW3BcfAmVJfIsEQqCxBJBdBN4ZYkLHnEopTVAKCXgEUu+GUucSIbpdiR43AkQOD6g1Rw6vTsQgwqzMajQv8UWKQb3qjvftHS58NcvD+O5dZXC720WO042deJIXRtuHd9XEDqR4lkJ5zGza1QklgjlQWKJILoJQmXJLXBsAQzeujRvQcOzljg8Y4ljjCDFO9EJ3kCQypLZe5ZdV2DQuipLcmzDvfHVUUEo/XL6EFw1ohiN7Vbc+eY2tFsdOFzXhiFF0QnFk83egZQAhAoTdeEIJUGhlATRDXA6mWc1m9CG81Q/Ao07AVwVG3FFyK+yZAjvWWpLcII3IK4sWf2eN1Gr8AKhd4tNq8MpK8/OO1tP4Ok1BwAAD102GD+fOhD98jMxtiwPI/vkAgB2VzVFvV8eG8BXwgGeNpyczp8g4oXEEkF0A8SVDl4dEleWbAFylgBXlaB/ryzRY33bcK59hWzDJXiQLgDkZ7nMxWdFlSVTlAZvKeCVJcC1UkwOMMbwh89+BAD8fOoAzL90oNf9o/rmAgB2VzVHvW/fUScAwDt51IYjlASJJYLoBohHnXDxEHDcicb/ktBP1IrzNXh72nAeg7dYJFjsDkGUJbQN564s1bfGbvCWAr2ojWmRicnb5mDCazH3ov5+q+BGl+YC8Kx4FLOrqkkIFQ2Eb8YS4BmkS2KJUBIklgiiG8DN3bo0dUBfTaBBuhyxWArWhmvptMFqd2L+e7sxYtHnQkunw+IRTok0ePft4TIYn27pFPKkYjF4x4tGrRJamWaZVJbEx2EIMPaFV5YO1rUKrxkAfLjzJG58ZTNeXH8w4H7tDidqWswAPOndgMfgTbPhCCVBYokgugG8spSu1QjxAIFzlvxXQ/XvJRJLPgZv3pZraLPggZU78cme07A6nPj2cD0Az1w4fZoaaQGEmFTkZ+nRM1MHxoDDdW0AkmPwBgCDu7okl/gA8UxAfYAIhIJsA3rnpoMx17gXzgc7TwLwDFL25UyrBQ4ng1ajQoG7sgd4ErxpNhyhJEgsEUQ3gFdbDFo1tGn+YsmzGi66yhJvwx1v6MCGA3XC7ScaXMbf9i7IWOIMKnR5qyrPtAIQt+G6zrMEAHqhcieTypLV9W+rT1MHDaIc7a4u8Vbc2VYLth1rAOBZzegL9ysVG9O9gkrV7rcQGbwJJUFiiSC6AeYAlSXvUEq3WIrSsyQWT+laDW4d75oQd6LRLZYEc3fiWnCcIe58pENusRTtuBOp0MutsmT3/NsHY3TfPACeFXFr99UKS/87gmRGnWrmA3TTvW6nQbqEEiGxRBDdAN6GM2g1QvXIezVccIN3tkErtFlyM7zFUkGOHjkG1yDbt386HjPHucRStVsscc9SV5isB7szgioFsWRzH38Xt+G0PMVbJpUl0b99MEa5Td67q5rBGMOa72uE+zqtgQ3eJxv9zd2AJzqAtBKhJCiUkiC6AbzKka7TCILIGqHBGwB+feVQbDvaKHyocgxaDdYuuBhajRq9svVocC/drzWZYbY5PEN0u6CyNNhdWTpY2wrGPCvAsrtwNRzgqSzJJZiS/9uHEkvDSnKg1ajQ0G7F7upmoQUHhGjD8ZVwfpUl15/UhiOUBIklgugGiA3e3MQdyOCtSwvsablxTB/cOKZPwPtKRJWFHpk6ZOo0aLc6cLKpwzNEtysqSwUusXS6xYy6VovQRurqNpzcKkudEVSWDFoNzi0xYk91M55Z8yOczGWMN5ntgt/Nl1NCeneG1+1qGndCKBBqwxFEN8BsFbXheGXJK2cpdGUpUlQqFfr2dHmcTjR0CBk9mQkMpOQYM7QoyjEAAHadcHlvNGpVSK9OIuCiRC5iydOGC/1vy/OWvjveCAC4dlQJgPAG72BtOCdVlggFQWKJILoBXtEB3LMUoA0XaDVctJS5M49ONHSg3f1Bm5HAUSdi+Iq4nW6xlKVPC7oCLFHw5fnyacO5xVJa6H8DviKOc/NYl/+s0+bwEz5OJws4Fw4ggzehTEgsEUQ3QNyK0Wq8Dd6MsZAG72gp6+kSS1WNHejo4hRtviJuZ5VHLHU1vLJkkVllKT2Mb2x0aZ7w9/P6GDGowDPmxjdgs77dAqvdCbUKKDIavO5T0yBdQoGQWCKIboDnA1PtMXg7nF5CCZBGLPUViaU292q4RM6FE8NXxO095QpX7OqVcIC4DSeXyhI3eIf+ty3tkY4ema4Ze1ePLPZqX/q24ngLrijH4Pee4TlL1IYjlASJJYLoBgRqwwGu6pLY6B0oZylaynpwz1K7x+DdBavhAM+KOC4AkyGWPG04eVWWwrXhVCoVfj51IC7o1wM3jy2FWq0SBJavyftkU+CVcIBn3AkZvAklQavhCKIbEMjgDbhWwYnFUqBxJ9HC57RVN3ViaFHXrYYD4NU6ApLbhpNLZUlowUYgWO+5sB/uubCf8HuGLg1mm9W/shRggC6Hp3lTdAChJFKmstTU1IQ5c+bAaDTCaDRizpw5aG5uDrq9zWbDr371K4wYMQKZmZkoKSnBnXfeidOnT3ttN2XKFKhUKq+f2bNnJ/hsCKJr8fYseQSR1e4UzN0qlWclUzyU5BqQplbBanfiqHuuWGYXGbwz9Wko7eH5AM82dO2oE8Az7kQ+q+HcbbgwlaVA8FZch08wJW/D+cYGAORZIpRJyoil2267DRUVFVi7di3Wrl2LiooKzJkzJ+j2HR0d2LVrFx5//HHs2rULH330EQ4ePIhrr73Wb9u5c+eipqZG+HnttdcSeSoE0eV08lBKrQZpGrUQHGhzOD1z4TTBZ4dFQ5pGLbRnDte50rS7qrIEeEzeQNdnLAFyDKWMLDogEDxM1LcN19huBQD0Eg3Q5VAbjlAiKdGGO3DgANauXYutW7figgsuAAC88cYbmDhxIiorKzFkyBC/xxiNRqxfv97rtpdffhnjx49HVVUV+vbtK9yekZGBoqKixJ4EQSQR3xVRWo0aFndVift7pPArcfr2yMCJhg5h312Rs8QZVJgtDPVNjsFbbpWl8LPhgsHFkm8bjqejBxLBKkrwJhRISlSWtmzZAqPRKAglAJgwYQKMRiM2b94c8X5aWlqgUqmQm5vrdfvKlSuRn5+PYcOG4dFHH0Vra6tUh04QssC3uqATxQdwz5JWgowlDo8P4HTFuBOOuLLU1aNOAE+7yyy7ylIMbTheWbIFFktZAdqrNBuOUCIpUVmqra1FQUGB3+0FBQWora2NaB9msxm//vWvcdtttyEnJ0e4/fbbb0e/fv1QVFSEvXv3YuHChdizZ49fVUqMxWKBxWIRfjeZTFGcDUF0PbyNwqsLujQ1YHF5lgSxJIG5m8NN3pyubMMNFrfhkiCWuGdJPjlLkUUHBIJHPvi24doFseTvCeNiiUIpCSWR1MrS4sWL/czVvj87duwAgIBeCsZYRB4Lm82G2bNnw+l04pVXXvG6b+7cubjsssswfPhwzJ49Gx988AE2bNiAXbt2Bd3f0qVLBaO50WhEaWlplGdOEF2L73wwTzClWCxJ2YbL9Pq9K8VS/16ZgicrGQZvuVWWIpkNF4x0XWCDt6cN579PasMRSiSplaV58+aFXXlWXl6O77//HmfOnPG77+zZsygsLAz5eJvNhlmzZuHYsWP473//61VVCsSYMWOg1Wpx6NAhjBkzJuA2CxcuxMMPPyz8bjKZSDARsqbTx7eidQ/MtTqcwtgTKT1Lvm24rloNB7hEQXl+Jo6ebU9OzpJMPUuxiKUMvhrOFqyy5P/6akRfYCP9QksQciepYik/Px/5+flht5s4cSJaWlrw3XffYfz48QCAbdu2oaWlBZMmTQr6OC6UDh06hC+//BI9e/YM+1z79u2DzWZDcXFx0G30ej30ev9VIAQhBxxOhkWf7MWo0jzcPLYPAE/OktjgDbjacHZu8JbQs+TXhutCgzcAPHTZYKzdW4tJA8NfX6TGILfVcHbehovDs+TXhnP9HqhiqBaJI4eTIU3C9i5BJIuUMHifc845uOKKKzB37lxs3boVW7duxdy5czFjxgyvlXBDhw7F6tWrAQB2ux0333wzduzYgZUrV8LhcKC2tha1tbWwWl3LXo8cOYInn3wSO3bswPHjx7FmzRrMnDkTo0ePxuTJk5NyrgQRLztPNGHF1ir8fs0B4TbfD0xdgttwmfo05Gd5vlDEshIrHq45rwR/vX0MzYaDSCjH1YbznIvF7hCyuQKKJVFWF3XiCKWQEmIJcK1YGzFiBKZNm4Zp06Zh5MiReOedd7y2qaysREuLaybUyZMn8cknn+DkyZMYNWoUiouLhR++gk6n0+GLL77A9OnTMWTIEMyfPx/Tpk3Dhg0boNF07cWdIKTiuDsIsrHdipYOG4AgBm+4c5YSYPAGgL7ucMhMncbrA1TpCAZv2VSW4shZ0rrEkFgs8aoSEHiMjcZLLJFaIpRBSqyGA4AePXpgxYoVIbdhov+Y5eXlXr8HorS0FJs2bZLk+AhCLhxraBf+fryhHSPTjUEN3la7E3b3138pK0sAUNYzE7uqmpGRhOpOMhEM3nKpLMXjWRLacB6DN/crGbRqpAV4z4h1MZm8CaWQMpUlguiOHK5rw8ptJ6L60DnhI5bEFQ7eVuFtOKsoZ0lKzxLg8S0loxWWTOQXShm/Z0lcWWoLERsAeHuWqLJEKIXudRUjiBRjyb/34etD9SjJTcfUIf5ZY4E4Vt8h+nu7lznX4BZEPIDSZnfC7pTeswR4VsR1ZSClHJDbuJNOKcad2MRtuOCBlICPWJLHS0AQcUOVJYKQMWdMZgDAycaOMFu6YIx5V5bq2wXPilajEtomOo0nOsCagHEnAHDx4F44tzgHN43pI+l+5Y64shTOCpBonE4mzP6Lpw0XqLIULDuLPEuEEqHKEkHImFaz64PpbKslzJYuzrZZvD7YjjV0CJUl8Yel2ODNowOkHHcCAPlZeqx58CJJ95kK6N2vs5O5xsno0pJnbvdqwcbUhvM3eIcTS16eJRJLhEKgyhKRsljsyf/mnmgEsdRmjWj74+4WHP92f7y+3S+QEvA2eCdi3El3Ri8SnRZ7cn1L4vaZ1AbvYF401/QF19+pskQoBRJLREqy80Qjzn1iHV7+7+FkH0rCcDiZ8C0+0srScXcLbnRpLgCgpdOGmmZXKy9d5y+WxIN0pW7DdVf0aWpBLHBzdbLgJnOtRuXVHosULrC9K0vBAyk5PMWbPEuEUqCrI5GSfLTrFBxOho93n0r2oSSMdtG3+bNtkYkl7lcaWpyNohwDAODHWtegZ76kHfC04ax2j2dJaoN3d0WlUgnVpWSviIsnNgAQV5YCGbyDiyVu8qY2HKEU6OpIpCTfHq4HABytb0dje2QtqlSDt+AAoD7SypK7DVfeMxPl+a7VaAdqWwEABlFlSZzgzQ3AUkcHdGfksiIuniG6AJDBPUsis3q41XAAoHa/lZyUs0QoBLo6EinHyaYOHG/wrA7bdaIpiUeTOFrNNuHvZ9ssEfmzeBuuvGcmyntmAgAO1LgqS+mipePcn5SocSfdHblkLXkylmL7t+WtW4eTCUnv4QzegKgNR5UlQiHQ1ZFIOTYfbvD6fYdixZKnsmS1O2ES/R4IV2yAu7KUn4HyfJdY4uNPAhm8LSKDt44M3pIhzIdLssHbEsDcHw3ijCzeimuLog1HhSVCKZBYIlKOb4+4WnC9c12zx7pDZQkA6sP4lurbrGiz2KFSAX3yMoTKEv/AEhu8xdEBVFmSHu5ZsiTZ4B1vG06rUQtVSG7ybo+gssRnAdK4E0Ip0NWRSCkYY/jWXVl6YOoAAMCek82C70ZJtPpUksKtiOPm7hJjOgxaDfq5K0scscFb6+VZSkzOUneGixNzkitLQhsuLfYUdd8VcZG04dQUHUAoDLo6EinFwTNtqG+zwKBV46YxfZCXoYXF7sS+0y3JPjTJ8W27hRNLx0UtOMAzboQTyODtnbNElwOp8KyGk0d0gCGOkTPc5M331e6ODghl8OYxBSSWCKVAV0cipeCr4M4v7wGDVoOxZXkAgJ0KbMVF24bj3qQyd/vNoNWg2GgQ7k8PmODNaDVcApCLZ0low8Xxb+s78qQ9zCBdQBQdQG04QiHQ1ZFIKTa7/UqTB+YDAMa4xdKuKiWKpWgrSy6x1K+np/1WLvp7wARvBxm8EwGPDpBNZSlGzxLg8bp1uHO/PG24ENEBbrFEhSVCKZBYIlIGu8OJrUcbAQAXusXS2L4usbTjeJPiRp/wyhJvmYX3LLnacOL2W7nIt+Sd4O2JDrBSG05y9DKJDuA5T7GuhhM/NprVcBoyeBMKg66ORMqw52QL2ix25GZocW5xDgDgvNJcpKlVqGu14GRTZ5KPUFp4ZYl7kEK14RhjQhtObOzul+8RTuKZZeIEb/IsSY9BLqGUwhDl2P9t00VtOKeTCe24UAZvPu6FErwJpUBXRyJl4H6lif17CkuTDVoNhvU2AlBeK46LJS5+Qo08aWy3otUdG1DaQ1RZ6hm4siRO8LbRuBPJkU8oZfxtOMGzZHN4jeCJpLKktGov0X2hqyORMmw75ooMmORuwXHGlXlacUqCt+H698oCELoNx1fCFecYvD4YxVWmwJ4l0SDdNPIsSYVsPEt2KcSSSxR1Wu3CSjiNWuVVqfRFIxi8Y35agpAVJJaIlKG5wyUeSvPSvW5X6oo4Xlnq7xY8DW3WoLO2eAuu3CdbqbRHhtASCbQazmoXzYbTxP6BSnjDK0tJXw1n5eNOpDB4O7z8SipVcHGtopwlQmGQWCJSBm4WTVN7v225WPqx1hTWBJ1K+Lbh7E6G5k5bwG15IGVZT58gSq0GJcZ04e8cr1BKwbNElSWpEEIpZVNZiiM6QGTwbo/A3A2IcpbI4E0oBBJLRMrA20VpPh/qhTkGjOmbCycD3vr2WDIOLSGY3G24vEwd8jJcmTbBxGCtyQwA6J1r8LvvfyaXY3TfXCFmAfC03LzGnVDOkmR4xp2k9mw4wDtnKZLYAECUs0SVJUIh0NWRSBk8lSX/Csj9UwYCAN7ZcgItQaovqYTTyYQPpmxDGvKz9ACCr4gzdbq2Nab7BwXee1F/rH5gstd9WnGCt3vciY4M3pLhCaVMds6SFG04VxXJWyyFrizRIF1CadDVkUgZ7O4rryaAWLp0aAEGF2ahzWLHiq0nuvrQJKfdahcC/XIMWvTKdomlYJWlVotLIOYEEEuBoEG6iUUuq+E8g3TjT/DutNmpDUd0W+jqSKQM9hBL3NVqFR5wV5fe/OaYkC+TqnC/klbjWnXExVK4ylK2IfSHGEdcWSLPkvQIq+GSPkjX9fx6iQzeXCxl6sJVllx/ksGbUAokloiUIVRlCQBmjCxGaY90NLZbsWp7VVcemuRwsZRt0EKlUgltuKCVJbe/KccQYWVJNO6EZsNJj7AaLtkGb8k9S+EDKQEIOWiU4E0oBbo6EimD3Rm6ApKmUeO+iwcAAF7/6qggAlIRLn54pShcG84kEleRIB6k65kNR5cDqeCVnORXluL3LAltOFFlKVwF0+NZIrFEKAO6OhIpg8PBK0vB37Yzx/ZBfpYep1vMWLuvtqsOTXI8lSW3WOKVpQBtOMaYp7KUHl0bzuFkggmXPEvS4VkNJ4/KUlzjTrTc4G2PeDWchgzehMKgqyORMthDrIbjGLQaXH5uIQDg6Nm2LjmuRMBjA7L1rkpRfojKktnmGVkSaWUpUHWOogOkwyCbypJ0bbjOKFbDCbPhSC0RCoGujkTKwNtwvjlLvuS4qzFtZnvI7eRMsMpSIIM3F1ZqFZCpi+xDMZA/iQze0mGQwbgTxphoNZxEs+GiXQ1HbThCIZBYIlKGcAZvDr+Q82/BqUirjweJe5Ya261+39Y9/iZtyBEUYrQBWpmBbiNiQy8YvJNXWbI5PC1WLt5iIdC4k3Cr4UgsEUojZa6OTU1NmDNnDoxGI4xGI+bMmYPm5uaQj7n77ruhUqm8fiZMmOC1jcViwS9+8Qvk5+cjMzMT1157LU6ePJnAM+keMMaw+JN9ePMbaRK1HU4m5A6F+1DPMihBLHkbvHtk6qBWuTwgDe3e1aUWd2xApH4lwLVaSdzO1GpUwgomIn48bbjkVZbELUCDLp6cJdf7ymp3CiI+fBuOBukSyiJlxNJtt92GiooKrF27FmvXrkVFRQXmzJkT9nFXXHEFampqhJ81a9Z43b9gwQKsXr0a77//Pr755hu0tbVhxowZcDhSO6cn2Zxs6sTyzcfx4vqDkuyPt+AAQBOmXZSpoMoSbylq1Cr0yAzsW2r18TdFirgVR+ZuadGLBhUnK5jR7M4aU6niW+mYIWrt8vdeuNVwGspZIhRG5F9Fk8iBAwewdu1abN26FRdccAEA4I033sDEiRNRWVmJIUOGBH2sXq9HUVFRwPtaWlrw5ptv4p133sFll10GAFixYgVKS0uxYcMGTJ8+XfqT6SZ0uC/UUk1dF7eeQhm8ASBbrwTPkqe1xumVrUd9mwX1bVavbXlsQDSVJYALJIfo74RUiD1CVocTBnXsbbBYEWID0jQRt2cDoU9TQ6UCGPOsxox43AkZvAmFkBJXyC1btsBoNApCCQAmTJgAo9GIzZs3h3zsxo0bUVBQgMGDB2Pu3Lmoq6sT7tu5cydsNhumTZsm3FZSUoLhw4eH3S8RGi6SbA4GJsG3S77aCwDSukUbzj/PJj9LByBEZSnClXAcsUAisSQtBlHVLlkjT3gbLj1C038wVCqVsJqOZ5dlhRukq6boAEJZpERlqba2FgUFBX63FxQUoLY2eJbOlVdeiZkzZ6KsrAzHjh3D448/jp/85CfYuXMn9Ho9amtrodPpkJeX5/W4wsLCkPu1WCywWDwfWCaTKYazUjbiAaIOJwu7gi0c0VSWlNSG860sAf5iiY86iTS9m6MT/ZvoaCWcpKRp1NCoVXA4WdJWxPGRPwYJIiEydBqhWgyEryzxnCUHteEIhZDUr5OLFy/2M2D7/uzYsQMAApaRGWMhy8u33HILrr76agwfPhzXXHMNPvvsMxw8eBCffvppyOMKt9+lS5cKRnOj0YjS0tIIz7j7IA7js0vw9dLudoqqVQhrRM5WgFgy+Ri8AQSdD+drBo8UL88SZSxJDhcpUrWio8UsQWwAx7c6FX7cietPasMRSiGplaV58+Zh9uzZIbcpLy/H999/jzNnzvjdd/bsWRQWFkb8fMXFxSgrK8OhQ4cAAEVFRbBarWhqavKqLtXV1WHSpElB97Nw4UI8/PDDwu8mk4kEkw/i1oPN4Yz7gu0JpAz/oc7bcO0We1jhK1cCteF6BZkPZxLSu2Nvw9GoE+kxaDVotzqSVlniK/GkEEsZWu+PivCDdCk6gFAWSRVL+fn5yM/PD7vdxIkT0dLSgu+++w7jx48HAGzbtg0tLS0hRY0vDQ0NqK6uRnFxMQBg7Nix0Gq1WL9+PWbNmgUAqKmpwd69e/Hss88G3Y9er4der4/4ebsjvm24eHFEmLEEeL712hwMFnv8Qi0ZBDN4A4E8S94r5yKFPEuJha+IS5ZnSWjDxTHqhCOuLKVrNWH/H6qF6AASS4QySIkr5DnnnIMrrrgCc+fOxdatW7F161bMnTsXM2bM8FoJN3ToUKxevRoA0NbWhkcffRRbtmzB8ePHsXHjRlxzzTXIz8/HDTfcAAAwGo2455578Mgjj+CLL77A7t27cccdd2DEiBHC6jgiNsStB7E5O1b4sNdIvE/ib72p2IpjjAnHLRZAPd3RAb45S6ZOd2UpWs8SteESChfpliRlLfH/g5JUlkRiKSsCUc7FFBWWCKWQEgZvAFi5ciXmz58vrFy79tpr8Ze//MVrm8rKSrS0tAAANBoNfvjhB/z9739Hc3MziouLMXXqVKxatQrZ2dnCY1588UWkpaVh1qxZ6OzsxKWXXorly5dDo0m9aoScEH9AiDOSYsURwVw4jkatQqbO1QJpt9iRn5VaVcB2q0NYRSSuLPV0r4Zr8IkOCNSyiwSdVxsu9VqVckfPgymTtRpOgrlwHC+xFMavBIgqS6SWCIWQMmKpR48eWLFiRchtxEvU09PTsW7durD7NRgMePnll/Hyyy/HfYyEB/GYB7sklSW3WIqwXZRlSEO71SEIiVSCt+DS1CqvFgoXfY0drpEn/Nt7zJ6lNHGCN1WWpCbZbTghZ0kSg7fnoyIzTGwA4FqIAVAbjlAOdIUkEoK4smSTYOZBNJUlILXjA8SVIrE5PS9DK4QDNrZbA24fDTryLCUULnST1YbjQ3T1EniWMkSCK5y5GxC34UgsEcqArpBEQjBLHR3gbuVFYvAGUjvFO1jIZJpGjbwMdytO5FuK1bPktRqOPEuSY1BQGy49yjYczYYjlAZdIYmE4G3wjv+KyQVXpBUQIT7AmnpiyRSiUpTv41uyO5xod696irayJDZ1U3SA9AhtuCRVlqRsw4k9S+EylgCAv50oOoBQCnSFJBKCl8FbAs8S30eklSXeKkhNz1JwscRXxPFgSnGbMdpxJ3qvNhwZvKVGWA2X5MqSFNEBUa+Go5wlQmGQWCISgriyJMVqOL6PSD1LqTwfLtSsN74ijg/T5cIqXauJupVGOUuJxZCW3OgAadtwHoEUXRuOxBKhDOgKSSQEr3EnUlSWuME7wgoI9yy1p6RYCtWGc2ctuStLLZ2xjToBfFbDkWdJcrixOtmeJcnbcFEYvEkrEUqBrpBEQvDOWZIgwVtow0X2luW+itRswwU3bOcLlSWLe1t3eGWUsQEAoBNliZFnSXqSHUrpWQ0ntWcp8ugAasMRSoGukERC8J0NFy+8DaftFm24EJ4lobLkasMFGrgbKeLKEq2Gkx6DTHKWJGnDaaMMpeSVJSotEQqBrpBEQpDc4B3FbDhA+W24+nZvz1K0sQGAb84SGbylRi4J3tIYvMWhlJEbvCnBm1AKJJaIhCC5wdsRXXRAaodSRmDwdg/TNcXjWSKDd0Lh0QHJNnhzo3k8RJuzxMedUGWJUAp0hSQSgneCd9dXlrJS2LMUMmdJNEyXMRafZymNxFIiSX5lyd2G00nchotAmKvJ4E0oDLpCEgnBazWcJIN0Y4sOSO02XACDd7arsmS2OdFhdcTnWdJQKGUi8XiWklRZsicmZymS1XDCbDhqwxEKga6QRELwTvCWcpBudJWl1G7D+X8oZejShG/59W2WkCvnwqHTkME7kXhWwyWnstTpTnbXS9CGy4iyDcc9SzQbjlAKdIUkEoJZ4pwlzyDdCMedpPRsOG7aDvyhJA6mNHWG3jYU1IZLLPpkV5Z4KKUUbbhoowPUFEpJKIvor7AEEQFiz5JDgjYcjx+IuLLEowOsdjDGhERhucMYE6phwcaX5GfpcbKpEw1tFrRa3JWlGDxLWloNl1CSPkjXLt1suCx9GiYP7Amr3SkMcw6FmgbpEgqDxBKREKRuwzmijg5wiQfGgA6rI6LlznKgw+oQzjWYDyk/QGUpbs8SteEkh4sUaxJWwzmcTHhegwT/tiqVCivuuUD4ezj4W4vacIRSoCskkRC8E7ylCKXkbbjIxJJBqxZMpqnkW+ItOI1aFTRMkA/TbYjXs0RtuISiT2IopfjLihRtOMAlkiKt0KopZ4lQGHSFJCSHMeb1bVqS6ADB4B3ZW1alUqVkfAAXdpk6TdAPJu5Zami3imIG4g2lpEuB1CRz3InYJyVFzlK0CDlLpJUIhUBXSEJyfD8cpDF4RxcdAHgERCrFB/AqXKi2GE/xPiuuLKVTG05uGJI4SJfPhdNp1ILZuivR0LgTQmHQFZKQHIvP6h8p2nC2KFfDAZ5VO6nUhhMqaCHOk1eWTjZ1ClW7mCpLaWTwTiR8yb45KZUl6TKWYkHIWSKxRCgEEkuE5Pjmykhp8I50NRyQminekSSV88rSsbNtAFwfTJkx+FLEAolCKaWHCxWHk8HexcvCPGKp61twgDjBm8QSoQzoCklIjn8bTrrZcJGuhgOArFRsw7lfq1CVHi6WxH6lWKIRaDZcYhELla6uLnHPUtLEkorEEqEs6ApJSI5vZckuQSmet/K00YilFGzD2SIwsvM2HCcWvxJAq+ESjbha19W+JSGQMkliSUMGb0Jh0BWSkBzfxGIpowM0UXiWUnHkiSOCiIS8DB3Ed/NMqWjReRm8ybMkNWq1ShCkXb0iLumeJUrwJhQGiSVCcvwqS5JEB0SX4A0AWW4RkUpiyeYMf54atQo9Mj3VpVgrS1pRZUmnSU4FQukYkpS1xL+w6JPWhnP9SW04QimQWCIkx3c1nCQ5S1GGUgKiNlwqGbwjWA0HeIIpgdhWwgHevigtVZYSgj5JI0/ara73fNLacGTwJhQGiSVCcvwM3hK04aIddwKI5sOlUGUp0jwpsW8plvRuANCLqknkWUoMfJVih7VrxdKZFjMAoDBHH2bLxKBSURuOUBZ0hSQkJzFtONc+ovlQT8k2nCOyiAS+Ig6IbS4cQAbvroBX/Xh4aFdx2i2Wio3pXfq8HDJ4E0ojNaaLEimFb2XJJkV0gLviEk1lKTMV23B81V8Y8eJVWUqPrbKUrtNg9vmlsDqcMMa4DyI0ycr6qmnpBACU5Bq69Hk5gmeJ1BKhEGISSw6HA6tXr8aBAwegUqkwdOhQXH/99UhLI+1FBErwlrKyFM24k9Rrw0WaJyWuLOXEWFkCgGduGhnzY4nw8PdgV4ul080usZSsypKwGo48S4RCiPoqu3fvXlx33XWora3FkCFDAAAHDx5Er1698Mknn2DEiBGSHySRWpj9EryTFR2QgqGUEY51yZfAs0QkHk8brosrS82uNlxJLrXhCEIKojYq3HvvvRg2bBhOnjyJXbt2YdeuXaiursbIkSNx3333JeIYiRSDV5a4SVmaQbqxrIZzf6tPJbEUQYI34Lsajiq6csVTWeo6z5LJbBPe80lrw7k/WagNRyiFqMXSnj17sHTpUuTl5Qm35eXl4emnn0ZFRYWUx+ZFU1MT5syZA6PRCKPRiDlz5qC5uTnkY1QqVcCf5557TthmypQpfvfPnj07YefRHeAG70y3WJFiRYwtppwldxsupTxLkbXhpPAsEYknGa1gXlUypmuRoUuOkKZxJ4TSiFosDRkyBGfOnPG7va6uDgMHDpTkoAJx2223oaKiAmvXrsXatWtRUVGBOXPmhHxMTU2N189bb70FlUqFm266yWu7uXPnem332muvJew8ugPc4M3Fik3C6ICoKkvuD6pOmyNlljBHuupPitVwROJJhmfptGDuTk4LDvCIpVT5f0cQ4Yj6Kvv73/8e8+fPx+LFizFhwgQAwNatW/Hkk0/iD3/4A0wmk7BtTk6OJAd54MABrF27Flu3bsUFF1wAAHjjjTcwceJEVFZWCt4pX4qKirx+/9e//oWpU6eif//+XrdnZGT4bUvEDhdLfDWaFG04W4ReHjH8+QHXN/tUWPEVU2WJPEuyJRnRAYJfyZicFhxAoZSE8ohaLM2YMQMAMGvWLCF4jLn/Q1xzzTXC7yqVCg6HNEFsW7ZsgdFoFIQSAEyYMAFGoxGbN28OKpbEnDlzBp9++inefvttv/tWrlyJFStWoLCwEFdeeSUWLVqE7OzsoPuyWCywWCzC72KBSAAWd1oxbwFIYfDmYY2aKNpw+jQNdBo1rA5n6oilCD1LGbo0DCvJQUObFUVJ/FAkQpOM6ABhJVyS/EqAuA2XtEMgCEmJWix9+eWXiTiOkNTW1qKgoMDv9oKCAtTW1ka0j7fffhvZ2dm48cYbvW6//fbb0a9fPxQVFWHv3r1YuHAh9uzZg/Xr1wfd19KlS7FkyZLoTqIbwedS8RaElNEB0bThAFcrrrHdKviWln17DN8cqsefbh0tfJCFgjGGT3+owfJvj2PGyGLcPblf9AcfBdFU0D7++WQ4nAyGJI20IMLTfdtwrj/J4E0ohajF0iWXXCLZky9evDis6Ni+fTsAT3y+GF7BioS33noLt99+OwwG729bc+fOFf4+fPhwDBo0COPGjcOuXbswZsyYgPtauHAhHn74YeF3k8mE0tLSiI6jOyAYvN2VJbuE0QHRtOEA1zf7xnYr2ix2WO1O/HFdJdqtDqzfX4sbRvcJ+di9p1rw5L/347vjjQCAQ3VtuHNiuZAhkwgcUYRvajVqkE6SN0IbzpKMNlzyxBK14QilEZMz1Gw24/vvv0ddXR2cPubda6+9NuL9zJs3L+zKs/Lycnz//fcBTeVnz55FYWFh2Of5+uuvUVlZiVWrVoXddsyYMdBqtTh06FBQsaTX66HXJ2fmUirg8SzxNpyE0QFRtOHEx9BmsWPniSa0u2d0bT3SGFAsMcaw5UgD/r7lBNbtrwVjgEGrhpMBLZ027K8xYXhvY5xnE5xYwjcJ+SKshktCZak4ie1ZYTYciSVCIUQtltauXYs777wT9fX1fvdF61PKz89Hfn5+2O0mTpyIlpYWfPfddxg/fjwAYNu2bWhpacGkSZPCPv7NN9/E2LFjcd5554Xddt++fbDZbCguLg5/AkRAPKvh3AZvCVbDCdEBUVZ1skXxAXtPtwi3bzvW4Lft2r01+OPnB3G4rk247bpRJfjVFUPx+Md78cWPddhypCGhYskzG45mtSkBcRsumkp4rDDGUNOS3EBKQFRZiv+/PkHIgqivyPPmzcPMmTNRU1MDp9Pp9SOVoduXc845B1dccQXmzp2LrVu3YuvWrZg7dy5mzJjhZe4eOnQoVq9e7fVYk8mEf/7zn7j33nv99nvkyBE8+eST2LFjB44fP441a9Zg5syZGD16NCZPnpyQc+kO+OYsSRtKGWUbzv1h1W6xY1PlWeH24w0dwvwsADjV3IkHVu7C4bo2ZOg0mDOhDJ8/dDH+NHs0SnLTMXFATwDA5iP+XxKkhLfhohWFhDzhbTi7kwlevkTS0G6F1e6ESoWkGv81lLNEKIyoxVJdXR0efvjhiNpfUrJy5UqMGDEC06ZNw7Rp0zBy5Ei88847XttUVlaipaXF67b3338fjDHceuutfvvU6XT44osvMH36dAwZMgTz58/HtGnTsGHDBmg0ZAaJFZ7gLYglKQzeES6p94Ufw9H6duyvca1aLOuZAQDYdrRR2O6zH2rgZMB5pbnY+r+X4qnrh2NwoWdF5KQBrgrod8caJVndF4xYIhII+ZKh1YAXk7rCt8RXwvXK0ofN6kok/JwpZ4lQClG34W6++WZs3LgRAwYMSMTxBKVHjx5YsWJFyG1YgG8x9913X9AxLKWlpdi0aZMkx0d44LPhsvQSGrwjXFLvCz+GtXtrAADDe+dg0oB8vP7VUWw92oDrR/cGAKz5wXX/jaN7B8wtGlqUjR6ZOjS2W/H9yWaMLesR87mEwh5DUjkhX9RqFbL0aWg129FqtqMgeCKJJJx2m7uLk9iCA8QG76QeBkFIRtRi6S9/+QtmzpyJr7/+GiNGjIBW6/3BMn/+fMkOjkhNfCtLtiRWlrhn5HhDBwDgksG9MLYsTxBLgOvb+K6qZqhUwBXDA4eTqtUqTOzfE5/+UIPNhxsSJ5ZiSCon5E2OQSuIpUTDW8u9k5ixBNC4E0J5RC2W3n33Xaxbtw7p6enYuHGjl2FRpVKRWCL8Dd6SVJYiGwPiS6bPbKyLB/XCOSU5UKs8vqXP9rqyusaV5aEwJ/iHzMQBbrF0pAG/uHRQlGcQGXYyeCsOTzBl17XhipMYGwAA/O1LbThCKUQtln7729/iySefxK9//WuoyVdBBMDX4O1krnC6ePKJHDFWlrJEc9Oy9GkYU5YHrUaN4b2N+P5kC7YdbcRn7hbcVSNCr4Cc5DZ576xqgtnmSEgYJF85SNEByqEr4wNOu1fCJTM2AKDKEqE8olY7VqsVt9xyCwklIii+OUtA/MN07TGuEssWHcPEAT2FytSE/i7h83HFKew40QQgeAuO0y8/E8VGA6x2J3a6HyM1vLIUrSgk5EtXpnjXNPM2XHIrS4JYosoSoRCiVjx33XVXROGORPeFe5bE40TiiQ9wOplgFI22PSWuLF0yuJfw9wn9XZ6jje44gbFleWFbFyqVKuERAtyzpKUvI4ohy71gwNQlbTgyeBNEIoi6DedwOPDss89i3bp1GDlypJ/B+4UXXpDs4IjUgzHmtxoOiE8siaMHYo0OALzF0rjyHlCrPBfzcC04zqQB+fho1ylsPuIfaikFsRrZCfkitOEsia0s2R1O1LXyUSfJbcMJ0QHUhiMUQtRi6YcffsDo0aMBAHv37vW6L9HptIT8sTkY+PVRbK6Opw0nTgCP1svTJ8/1DXtoUTZKe2QIt+cYtIJvCQCuDNOC43Df0vcnW9Bqtgmhg1JB0QHKo6vacGdaLXAy1/+R/KzkjmPiYj9QnAtBpCJRi6Uvv/wyEcdBKARu7gYAvVaNNLUKdieLa1VMPJWlAb2y8M+fTRREk5gJ/Xvi+5MtGN03N+LRECW56SjM0eOMyYKjZ9txXmluVMcTjlhX/RHyJbuLVsPxlXBFRkNChz1HAk/wptVwhFKIaZAuABw+fBhHjhzBxRdfjPT09C6Ze0TIH27uBgB9mhppGpdYiif12iFq4cWSbH1+eeBMpP+ZXI5j9e34fxf3j2p/roqZxetcpYJX0agNpxx49THRbTi5xAYAni6Dk4E+GwhFEPUnT0NDAy699FIMHjwYV111FWpqXMuu7733XjzyyCOSHyCRWnABoUtTQ6VSCeImHs8Sb+GpVNKKiGJjOt64cxzGBRFTwdCluc7JmhCxxCtL9OGiFLqqDccH6CZ7JRzg/f+UOnGEEohaLD300EPQarWoqqpCRobHA3LLLbdg7dq1kh4ckXqYba42nN4tKLj3xh6HZ8khs1Rrfm7ilqNU2HgoJa2GUwx8oYMpwWLJU1lKrrkbAMT/VcnkTSiBqNtwn3/+OdatW4c+ffp43T5o0CCcOHFCsgMjUhMeG8ADG/mHvi2e1XAyExD6NNe5JaIN54gxT4qQL0IbLuGeJXnEBgDw8kxRMCWhBKL+9Glvb/eqKHHq6+uh1yd3BQaRfHi1hVdfeDtJiugAuQgIvTaBbTgad6I4uqoNd6y+DQBQGmAxQ1ejEXmU4syjJQhZEPUV+eKLL8bf//534XeVSgWn04nnnnsOU6dOlfTgiNSDV1t823DxRAfwaotGJj4enSaBbTgnRQcoja4QSx1WO47WtwMAzi3JSdjzRIpaJJaoDUcogajbcM899xymTJmCHTt2wGq14rHHHsO+ffvQ2NiIb7/9NhHHSKQQHrHkalVppTB4y60Np+ViKQFtOIe8qmhE/PA2XKfNAbvDmZCq4YGaVjAG9MrWoyBbBp4l0SlSG45QAlH/r83KykJFRQXGjx+Pyy+/HO3t7bjxxhuxe/duvzRvovth4QZvrY/BO57oALm14bhnySa9WLI55SUMifgRJ9knKj5g/2lXuOowGVSVAO/KEs2HI5RA1JWlfv36oaamBkuWLPG6vaGhAX369IHDIX1rgkgdzL5tOF5ZiuOCaZNZqjU/N2scAjAYXFRSdIBy0KWpoU9Tw2J3otVsR26GTvLn2HfaBEA+YsnLs0RaiVAAUX99DRZf39bWBoMh+eVfIrnwyhJfDadVYHQAz1ni5yolNBtOmfBWXKJ8S1wsnVtsTMj+o0W8Go5SvAklEHFl6eGHHwbgMnQ/8cQTXiviHA4Htm3bhlGjRkl+gERq4Wvw5h/6cUUHyExAeHKWErcajsadKIscQxrq2ywJGXliczhReaYVgHwqSwCEQdXkWSKUQMRiaffu3QBclaUffvgBOp2nlKzT6XDeeefh0Ucflf4IiZTC1+DNzaxxRQfITEAkNmdJXsKQkIasBK6IO3K2DVa7E1n6NPTt4R/rkiw0ahWcDkZiiVAEEYslPkD3f/7nf/CnP/0JOTny+QZDyIegOUtxtOHkNi9Nl8DKEkUHKBMhPsAifWVp3ynegstJ+gBdMa55cPEN0SYIuRC1wXvZsmWJOA5CIfAVYsJqOCkTvGVTWUpMzpLDyYQ5WlpaDacosvU8xVv6ypLgV5JRCw7wmLypsEQoAboiE5JidgsIQ5qPwTuOlWOyS/BOUGVJXH2TSwAnIQ28spSI+XD7ZBYbwOGVYKosEUqAxBIhKUErS3FcMOXm49G7V/pJPe5E7OuiypKySJRniTGG/TXyrCzx9ABK8CaUAF2RCUnxN3hLUVmSV/aQZ9xJ4sQSeZaUhTBMV2LP0smmTrSa7dBqVBhUkC3pvuOFf7kJFjdDEKkEiSVCUvwN3q4/4ynFcxGhkUm1RRh3InHOkrgNJ5eWIyENOQmqLPEW3ODCbGHhgVzgKd4JyG4liC5HXv+7iJQnMTlL7sqSTAQEr5qFS/B+ZeNhjFi0Dj/WmiLarzhPSqWSx7kS0sBHnkgvluSV3C2GiyWKDiCUAIklQlI8niXpDd6y8SwJCd6hz+mzH2rRarHj33tOR7RfYayLTM6TkA6hDZcwsSSP5G4xfPEqGbwJJUBiiZAU3oYzJMDgLRcfjy7C6ICqxg4AwPbjTRHtV25jXQjp8KyGi8yzFKnAkOtKOIAqS4SyILFESIpQWZLQ4M1beGly8SxFMEi3pcOGlk7XB+Oe6uaIVs7ZZJYnRUhHNKvhjtW3Y9SSz/HMZz+G3K6hzYIzJgtUKmBosZzFUpIPhCAkgK7KhKQEM3jb46osyas9JYw7CdGGq27qEP5usTuFCkAo5Lbqj5AObvBus4QXS18dPItWix2f7a0Jud0Jd+WyOMcgeKLkhJracISCSBmx9PTTT2PSpEnIyMhAbm5uRI9hjGHx4sUoKSlBeno6pkyZgn379nltY7FY8Itf/AL5+fnIzMzEtddei5MnTybgDLoHftEBgsFbgsqSTEREJONOeAuOs/NE+FacZ9WfPM6TkA5PdIA97FL6Q3WuobjVjR0wh1hxWdtiBgAU56ZLdJTS4knwJrFEpD4pI5asVitmzpyJ+++/P+LHPPvss3jhhRfwl7/8Bdu3b0dRUREuv/xytLa2CtssWLAAq1evxvvvv49vvvkGbW1tmDFjBhwOaZeFdxcEscQ9SxIM0vWEUsrj7RrJuBMulviith0R+JY8SeXyOE9COnjlx+Fk6LCGvrYcOtMGwNW+Ot7QHnS7GrdYKjIaJDpKafFEB5BYIlKflLkqL1myBA899BBGjBgR0faMMbz00kv4zW9+gxtvvBHDhw/H22+/jY6ODrz77rsAgJaWFrz55pt4/vnncdlll2H06NFYsWIFfvjhB2zYsCGRp6NYePaQ0IZTSzFIV17GZy4ErXZn0G/NXCxN6NcTALDjRFPYb9gOGqKrWDJ0GqFiGK4Vd7iuLeDffalp7gQAlMhVLPFxJ1RZIhRAyoilaDl27Bhqa2sxbdo04Ta9Xo9LLrkEmzdvBgDs3LkTNpvNa5uSkhIMHz5c2CYQFosFJpPJ64dwYXZXlgxabvCOv7LEzeFyERG8xehkwb1Y1W6xdPXIYug0atS3Wfxac754jOzyOE9COlQqlShrKfiKuMZ2KxrarcLvIcWSiVeW5N6GS/KBEIQEKFYs1dbWAgAKCwu9bi8sLBTuq62thU6nQ15eXtBtArF06VIYjUbhp7S0VOKjT118K0tpQmVJgugAmYgIvSgpOZhviQujQQVZGN7btVIpXCuOC0otrYZTJFwshRqm6yuOjpwN3oYTPEsyrSwJs+GoDUcogKRelRcvXgyVShXyZ8eOHXE9h28SMmMsbDpyuG0WLlyIlpYW4ae6ujquY1QSwWbDSWPwloeI0ImOI1AkgN3hxKkmV4ukb88MjCvvAcDVigsFb1WSwVuZ8KylNrMdDifDC59XYsXWE17bcHM3F+ShKku1Mvcs8fcx5SwRSiCp603nzZuH2bNnh9ymvLw8pn0XFRUBcFWPiouLhdvr6uqEalNRURGsViuampq8qkt1dXWYNGlS0H3r9Xro9fqYjkvJ2B1OoYIkVJYkMXjLKzpArVZBp1HD6nAGNHnXtJhhdzLoNGoUZhswtsz13tp5ojHkfu0yE4WEtOS4V8S1mu147asj+PN/D0OlAq4ZWQJjhus+bu6+eHAvrN9/BkfPtsHhZH4C2uFkqHW34Upk2oajUEpCSST1qpyfn4+hQ4eG/DEYYvvW1K9fPxQVFWH9+vXCbVarFZs2bRKE0NixY6HVar22qampwd69e0OKJSIw4pBGboKW0uAtp4qLLsTIE+5X6tMjHWq1ShBLB8+0obnD6rc9R24z8Ahp4cGU3xyuxwufHwTg8vNsO9YgbMMrST8ZWgCdRg2L3VOlFFPfZhFEVK9seX5xEwzeNEiXUAAp8xW2qqoKFRUVqKqqgsPhQEVFBSoqKtDW5ilTDx06FKtXrwbgar8tWLAAv//977F69Wrs3bsXd999NzIyMnDbbbcBAIxGI+655x488sgj+OKLL7B7927ccccdGDFiBC677LKknGcqIxYOnjace9xJXAZv+Xl59CGylrhfqW+PDABAfpYe/fIzAQC7qoK34uQoCgnp4G24976rEiqPALDlqL9YGlKULbxnjpz1b8Xx2ICCbL1s3y98PQZVlgglIL/Y1yA88cQTePvtt4XfR48eDQD48ssvMWXKFABAZWUlWlo8ScmPPfYYOjs78cADD6CpqQkXXHABPv/8c2RnZwvbvPjii0hLS8OsWbPQ2dmJSy+9FMuXL4dGo+maE1MQZndLSqtRCRdwYZCuwipLwsiTCMQSAIwry8Ox+nbsON6Enwwt9HsMIE9RSEgHF0sA0Ds3HQ9MHYDfrN6LrUdd7VmT2Sa01gYWZGFgQRYqz7TicF0bpg4t8NpXbYur2iRXvxIgasORwZtQAClzVV6+fDkYY34/XCgBLmP23XffLfyuUqmwePFi1NTUwGw2Y9OmTRg+fLjXfg0GA15++WU0NDSgo6MD//73v2l1W4z4zoUDRIN046ksycyzBAB6dzRCIM9SQLFU7mrFhTJ522QWkUBIS5be5UtSq4CXZo/CtHNdvsoDNSY0tVuFqlJhjh45Bi0GFGQBCGzyPt0sb78S4GnDkVYilEDKiCVC/nhWwnneVlIM0pVbKCXgWREXqA3HPUulIrHEfUvfn2wOujJQbhEJhLRMHNATBq0av75yKM4v74Fe2XoMcguibccacNht7h5U4Kp8D+jlasMdDtCGqzXJeyUc4BKFAIVSEsogZdpwhPzxHaILeD7448lacfCZaTJqT4lTvH0JVFnqn5+FHEMaTGY7fqxpxYg+Rr/H2WjciaK5ZHAv7F083Wu144T+PXGorg1bjzYKLeuBbgE1UFRZ8o0zqZF5xhIgig6g0hKhAOiqTEiGZy6cqA0nhcFbhqvEgs2HM5ltaOpwJTSLK0tqtQqj+7qqS8FM3nJLKiekxzcWYuIA1zicLUcacMjdbuMiaUCvLKhUQEunzSvVG/CMOimWcxuOogMIBUFiiZAMs82/sqT46ACfyhJvwfXM1AmJzZwxYcQSteG6HxP6u8RS5ZlWVFQ3A4DQmjNoNeiT5xJDvr4luQ/RBWiQLqEsSCwRkiEYvANUluKbDSe/VWLcxO6bsxTIr8QZU5YLILhYkltSOZF4emTqMLTI5VFqdlckBxV6VusO6OVv8nY6Gc6YUqcNR4UlQgnQVZmQjFAGb1tclSX5jQER2nA+Zu1AfiXOqNJcqFRAdWMnzrZa/O6XW1I50TXw6hLgqkj2yNQJvw90iyVx1lJ9uwV2J4Na5cpZkitk8CaUBIklQjICGby1ainGncivPSWIJZu3ZymUWMo2aDHYvdIpUHXJU1mSz3kSiUcslrhfyfd3cWWpppkHUhpkXYWkNhyhJOT7P41IOXyH6ALiQbqxXzDl2J4K5lmqanQP0A0glgBRKy5A3pInT0o+50kkngn9e4AvdAsmlo6IxVIK+JUAcRuOxBKR+tBVmZAMXmUxaEWVJQkSvOVZWXIJQt/ogFCeJQAhV8TJMU+KSDy5GTqcU5QDwGPu5nDP0ukWM9otdgCe9G45+5UAqiwRyoLEEiEZ5kCVJQnacHJMtg40G87hZDjZ5G7D9QwsljzhlC1+Qssuwwoa0TUsvGooZowsxg1j+njdnpepQ1GOSxRtdc+Qq0mBQEqAErwJZUFXZUIyPKvhPG8rjQTRAQ5ZRwd4PEv1bRbYHK5J8PwDzpf++ZnIzdDCYnfiQI3J6z6es6SVkSgkuoaLBvXCX24bA2O61u++K0e4xqKs3n0KgMezJOdRJ4DH4E05S4QSILFESEZAg7cE0QEOGSZbC9EBoupQq9m19DtLnxZU2KlUKowuzQXg34qTY54UkXxuGN0bALB+/xm0mm2oTRXPErXhCAUhn08fIuXpsLrEUrrW3+Btd7KYjZ48dkBWbbgA407aLK7z9w2j9MUTTtnsdbsc86SI5DOitxEDemXCYndi7d5a1JhSxLNEbThCQdBVmZAMnuCdofOIJa2oGmSP8arJZ8PJyfgcyLPEDbiZek3Ax3DGuH1LvivibJSzRARApVIJ1aWPdp3CmRZXRpfcK0vUhiOUBIklQjKEypLOU1kRV4NibcXJccCsLkDOUpsglkJXls4rzYVaBZxq9g6nlKM3i5AH141yiaUtRxtgdTihUgGFQXxxcoEG6RJKQj6fPkTKE6oNB8Se4i14luTUhuPRAQ7/ylK4NlyWPg15Ga6U5qYOz4BUasMRwSjtkYHzy/OE33tl6WX/PlFxzxJVlggFIO//bURKEbYNF2Nlia8Sk1PFxZPg7S+WxOcf7vFmUWVKjhEJhHy4YbQnVkDufiXAY/CmyhKhBEgsEZLRYXWJBYOosqRWqwTvgt0RW2WJe520cmzD2cVtONffw7XhAM+wYd+cJoA8S0Rgrh5RDJ27miR3vxIgasORViIUgHw+fYiUp9NdZfGtrPCQRVuMV01hSb2MKi6hDN7h2nBejxdVpuTozSLkgzFDi6lDewEAeucGDj2VE3yEC7XhCCUQ/qpOEBHSaQ3chkpTq2CFZ1VbtAhhjTKquAQad9JujczgDXgqS+I2nJ3acEQY/veqc5Bt0OKuSWXJPpSwCG04EkuEAiCxREgGN3iL23CAp60Ui8Hb6WRCGV9WniWtRJUl0ePtVFkiwlDWMxN/nHlesg8jItS0Go5QEHRVJiSjM4DBG4gvxVtcwpeTiODeEbFnqZ17liIweBsEzxJVlghl4hmkm+QDIQgJkM+nD5HydAo5S76eJXdlKYarplhgyUlEGAImeEfRhhNWw5HBm1AmPNmA2nCEEiCxREiCzeEU2kgZWm+xwCtCsSR4iwfwyqoNF2A2XGxtOHF0AM+Tov+WROqjJs8SoSDoqkxIAvcrAf6VJS2fDxdnZUlOIXy6AJ6j6CpL/mKLC0M5GdkJIlZILBFKQj6fPkRKw1twGrVKEEccITogBs+SuBolJw3BK0MOJxNEYDSr4XgbTxwdYKdxJ4SCIM8SoSRILBGSIJi7tRphzAGHe3DsMayGE/t4fPebTHhlCPCMPOEG78jacO7oAC+DN7XhCOUgeJZoNRyhAOiqTEgCT+/2bcEBHmN2LKvh5DoChLfhAE91yNOGi2DcSaDKEs+Tktm5EkQsCNEB1IYjFACJJUISgq2EA+IzeDtkmj2kUauEipnF7oTN4RRWxmXqImjDpQWIDqA2HKEg1DRIl1AQ8voEIlIW3oZL1/qLpbgM3k55VpYAj2/JancKK+GASBO8/aMDhBl41IYjFABP8CatRCgBuioTktARQWUpltlwdhlnD+lFwZLt7vPXadReLbqgjw0YHeAWhjI8V4KIFmE2HHmWCAWQMmLp6aefxqRJk5CRkYHc3Nyw29tsNvzqV7/CiBEjkJmZiZKSEtx55504ffq013ZTpkyBSqXy+pk9e3aCzkK5mIOkdwNiz1Ls0QFybE15Urw9laVI/EqAOME7UChlyvy3JIig8P+z1IYjlEDKXJWtVitmzpyJ+++/P6LtOzo6sGvXLjz++OPYtWsXPvroIxw8eBDXXnut37Zz585FTU2N8PPaa69JffiKR6gsaf1bUPGMO5HzvDTxfLhoMpYAcYJ3oNVw8hOGBBEtaqENR2KJSH1SZpDukiVLAADLly+PaHuj0Yj169d73fbyyy9j/PjxqKqqQt++fYXbMzIyUFRUJNmxdkdCt+FiH6TrSAHPksXuEKpCkcQGuB7rX1nirw+14QglwFfDURuOUALy+7qeQFpaWqBSqfzaeCtXrkR+fj6GDRuGRx99FK2trSH3Y7FYYDKZvH66O2ZRzpIv8VSWhBEgMhQQYsHTHmNliYslp5MJRljKWSKUgEZI8E7ygRCEBKRMZSlezGYzfv3rX+O2225DTk6OcPvtt9+Ofv36oaioCHv37sXChQuxZ88ev6qUmKVLlwqVLsJFJDlLsQzSlbOPRxh5YnOizR1IGalYEjxLbpEprrrJsYpGENHCv99QKCWhBJL6CbR48WI/c7Xvz44dO+J+HpvNhtmzZ8PpdOKVV17xum/u3Lm47LLLMHz4cMyePRsffPABNmzYgF27dgXd38KFC9HS0iL8VFdXx32MqU6n1fVhH0gsaYQE79g9S3I0eAvRAQ6naIhuZAZvsd8J8G5VyLGKRhDRoiaDN6EgklpZmjdvXtiVZ+Xl5XE9h81mw6xZs3Ds2DH897//9aoqBWLMmDHQarU4dOgQxowZE3AbvV4PvV4f13EpjU6bSywEbMOpPXPUokXOqdZCK83m8Bi8Iwik9H0s4D03T45VNIKIFjW14QgFkVSxlJ+fj/z8/ITtnwulQ4cO4csvv0TPnj3DPmbfvn2w2WwoLi5O2HEpkZAG7zjacHKuLOnSAkUHRNmGc1eWxLEKVFkilADNhiOURMp8ha2qqkJFRQWqqqrgcDhQUVGBiooKtLW1CdsMHToUq1evBgDY7XbcfPPN2LFjB1auXAmHw4Ha2lrU1tbCarUCAI4cOYInn3wSO3bswPHjx7FmzRrMnDkTo0ePxuTJk5NynqlKqHEncUUHyHi4LDd4W2PIWfKNDuBVN7XK074giFTGU1kisUSkPilj8H7iiSfw9ttvC7+PHj0aAPDll19iypQpAIDKykq0tLQAAE6ePIlPPvkEADBq1CivffHH6HQ6fPHFF/jTn/6EtrY2lJaW4uqrr8aiRYug0UT2oUe4CDXuJJ7oALuMl9OLV7TxBO/IV8N5V5Z4urkcRSFBxIIwG44qS4QCSBmxtHz58rAZS+Lws/Ly8rBhaKWlpdi0aZMUh9ft4ZWlwAnesVeWHDJuw3lM2g6RwTvSNpxnuLDd4fR4s2R4ngQRC/z/LFWWCCVAX2MJSfB4lgIleMc/7kSOw2V1Gk91KHqDt0dUWuxOWXuzCCIWhOgA0kqEApDfJxCRkoRuw8U/SFeOIoJXlqxxhFICbrEkY1FIELFAbThCSdCVmZCE0G24OCpLzhSIDrA70O4OpYy0DadWq0SDeB3CSkEKpCSUAv+CQ7PhCCVAYomQhJAJ3jyUMo7VcBoZZg95J3hHtxoOEK+Ic8o6qZwgYkGoLJFYIhQAXZkJSQjZhtN4zMzR4hER8qu4CNEBDifardEZvAFvg7hdxgODCSIWPIN0k3wgBCEBJJaIuLE5nEICdaA2nGDwjiE6wJYK0QG26D1Lrsfz+XCe10+O3iyCiAX+VqY2HKEESCwRccOrSoAnmVqMYPCOJTpACKWUn4jgYqnVYhPOLSqxJJoPxytoWmrDEQpBQwZvQkGkTM4SIV/MbnO3WuW9yosTj8HbJmMvD/csNbbbhNsyA1TWgsErS2abQ8iikaMoJIhYUFPOEqEgSCwRcdMhrIRLg0rl/2HvacPF4llyCSw5tqe42GlstwBwBU1Gk8AtTgDnpyfHdiNBxAIN0iWUBIklIm64WArUggPEbbjYB+nKUUTwNlqTu7IUaSAlxyAyePPXiMadEEpBGKRLlSVCAdCVmYgb7lkKZO4GxAneChuk6z4mq1sERuNXAsRtOKesZ+ARRCyoUtCz5HQybD/eKESBEARHfp9ARMrBAykDxQYAnoykWBK8ZR0doPX+7xO9WPJUloTzJM8SoRC4wduZQmLpvz/WYearW/C7/+xP9qEQMoPEEhE3QsZSkMpSXAZvGSdbi+e7AUBWFIGUgKdtKY4OkKORnSBiwTNIN8kHEgXHG9oBAAdqTEk+EkJu0JWZiBue3h20DecWALGU42VdWUqTprJktjsEISnHsS4EEQt8rUeyErxNZhvqTOYoH+O6lp1qju5xhPIhsUTETbg2HK8KxWPwlvO4E07UYokbvG1OWQ8MJohYSPZsuJv/thlT/7gRrWZb+I3dtLnFUn2bBWZRfhxByO8TiEg5wrXh4okOkHPFxa8NF+VqOCHB2+4UzlOORnaCiAV1Eg3eDifDwTNtaLc6UNMSeZVILKxqo3gcoXzoykzETUe4ypK7KhTTajgZV1zibcPx6ACzzSGcp1aG50kQsZBMsSRezRbNyrZWs2fb0y2dkh4TkdqQWCLixhwmOiCuNpyMowN823DRGry9KksybjcSRCx42nBd/9ymTk+FqD0asWTxPO40+ZYIEXRlJuJGqCwFaUNp3UInpjZcNzB4W8jgTSgQdRIN3uIKUVRiSVxZaqbKEuGBxBIRN+HbcLFXluQ87iRNo/Y6rujbcJ7KEo8OkON5EkQseMaddL1YMom8R2IBFA4SS0QwSCwRcRO2DSeBZ0muFRdxdSkr1sqSzRNKqZVhu5EgYkEYpBv9d6S4ibkNJxJZp0gsESLoykzEDc9ZChtKGcNV0+6Qt5dH7FsKJhaDIUQH2J2w0bgTQmHwBO+kt+GskUcAmKiyRARBnp9AREoRtg0XT3SAW0TIdZVYPJUlQ5onwdvBRaFMK2gEES38+02y23CRroaz2B2w2j1f6GpazEnLiCLkB4klIm7CteF4gjdj0S8jlnN0AOCdtRRrKKXZLo4OoP+ShDLgniXGuj6YMhaDd5uPt6nD6kBLZ+SBloSyoSszETe8smQI04YDojd5y33ArLgNF/1qOPFsOPnOwCOIWOBtOKDr58OJPUuRVpa4wMrUaZCfpQNAviXCA4klIm54gndGkDac2LQcbStO7gNm42rDaT3RAXKegUcQsaAWiaWuDqYUV5Z8K0bhHpNt0KIkNx0AZS0RHuT5CUSkFHw2XEaQnCWxALBHXVmSt/FZ71VZii2U0mzzRAfIMXyTIGJB/P2mq31LYs9SuzVSseR6TLYhDSVGLpaoskS4oCszETeeUMrAbyex38gWZXyAnBO8AR/PUtSz4UShlDIXhQQRLeL/98kUS22WyFbDmYTKUpqoskRiiXAhz08gIqXwDNINLBZUKpVomG50lSW5G7y5ZylDpxFyZSIl0LgTEkuEUpBLGy5Sg7ensqRFSa4BAHmWCA8kloi4cDiZsNw2WHQA4BE70QZTyt3Lw6tD0Zq7AbFnySm0J+VaQSOIaFHLxOAduVjyryzVtJBniXBBV2YiLnhVCQgdysiXxEe7Gk7uq8T0boEYrbkb8FSWHE4Gs41mwxHKQvz9xplMg3fUYklLbTjCj5QRS08//TQmTZqEjIwM5ObmRvSYu+++GyqVyutnwoQJXttYLBb84he/QH5+PjIzM3Httdfi5MmTCTgDZcLTu1Uq/8GyYrjYibYc76ksyfOtqtPwylJ05m7Ak7MEeL79yjWpnCCiRdw678oUb8aYt8HbYo8o56nN4npMjiFNaMOdMZljmmlJKI+UuTJbrVbMnDkT999/f1SPu+KKK1BTUyP8rFmzxuv+BQsWYPXq1Xj//ffxzTffoK2tDTNmzIDDEXlEfnemU5TerVIFr4rw9lK0Bm/5V5bcYilKczfgLS75t1+qLBFKwfUF1fX3rjR4iwdTu57buwIeDF5ZytKnIT9TD51GDSdzCSaCiP4KnySWLFkCAFi+fHlUj9Pr9SgqKgp4X0tLC95880288847uOyyywAAK1asQGlpKTZs2IDp06fHdczdgc4w6d0cPq4kWoO3kj1LKpUKujQ1rHansLxZrkZ2gogFtUoFB2NdOkyX+5XUKoDBlSDeZrEHjTbhiD1LarUKxbkGnGjowOlmM/rkZST6sAmZkzKVpVjZuHEjCgoKMHjwYMydOxd1dXXCfTt37oTNZsO0adOE20pKSjB8+HBs3rw56D4tFgtMJpPXT3dFSO8OYe4GYq8syX01HPcdxSKWXI93vS7t7uXNcm03EkQs8BTvrqwsmUSr2njFtz2C+ADx4wBQ1hLhhaKvzFdeeSVWrlyJ//73v3j++eexfft2/OQnP4HFYgEA1NbWQqfTIS8vz+txhYWFqK2tDbrfpUuXwmg0Cj+lpaUJPQ85Y7ZGVlkShulG2f8XZqbJdJUYXwGYbYhNLHGRSW04QonwNlxXRgfwvKSc9DTBSxjJijhxZQmAx+TdQmKJSLJYWrx4sZ8B2/dnx44dMe//lltuwdVXX43hw4fjmmuuwWeffYaDBw/i008/Dfk4xlhI/83ChQvR0tIi/FRXV8d8jKmOJ5AytFjgq+GiGXfCGBMusnKtLF1zXjGuGFaEW8/vG9PjeWWJxy/I9TwJIhb4+7lLK0vuNly2XitUfCNZEdfqU1nq7TZ5U2WJAJLsWZo3bx5mz54dcpvy8nLJnq+4uBhlZWU4dOgQAKCoqAhWqxVNTU1e1aW6ujpMmjQp6H70ej30er1kx5XKdPBASm1o3c0vmtGsLBELK61M21P9e2Xh1TljY3687wpCuVbQCCIW1EIbruues1VUWdJaXc8fV2WJ5sMRSLJYys/PR35+fpc9X0NDA6qrq1FcXAwAGDt2LLRaLdavX49Zs2YBAGpqarB37148++yzXXZcqYw5zFw4jpDgHYVnSVy61yi0PSUelwLI18hOELGgTkobzlMh4mItssqSW2S5K0vFlLVEiEiZr7FVVVWoqKhAVVUVHA4HKioqUFFRgba2NmGboUOHYvXq1QCAtrY2PProo9iyZQuOHz+OjRs34pprrkF+fj5uuOEGAIDRaMQ999yDRx55BF988QV2796NO+64AyNGjBBWxxGh4TlL6WE9S7wNF1tlSakiwuBTkZNrRAJBxAKvKEeScyQVpk6P6Im0DWdzOIWVvbyy1JtGnhAiUiY64IknnsDbb78t/D569GgAwJdffokpU6YAACorK9HS0gIA0Gg0+OGHH/D3v/8dzc3NKC4uxtSpU7Fq1SpkZ2cL+3nxxReRlpaGWbNmobOzE5deeimWL18OjSb6kMHuSKct/KgTwCN2olkNJzaDK1Us+VeWUub7C0GEhVd2ujKU0uM9ShO8UuHacOL7s3zacK1mO1rNNsHLRHRPUkYsLV++PGzGkvjbS3p6OtatWxd2vwaDAS+//DJefvnleA+xW9LpriyFWw3Hv61FOnoA8K4sKdX4rKfKEqFg+HDpZLThctK1QiW7LUx0AG/BGbRqwTeYoUtDlj4NbRY76tusJJa6OfQ1loiLDlGCdyhyM3QAgMZ2a8T75v6mNLUq5OrEVMZAlSVCwfDvOF1YWBJ5j9KENly4ypJvxhInP8t13apvs0h9mESKQVdmIi54nz+cZykvw3URau6IQiw5lb+cnipLhJLhoZRdWlnq5DPetMiOUCz5roTj9MxyrXpuILHU7UmZNhwhTzojDKXMy3R9Q2vqsIXcTozcR51IgV90AFWWCAWhTkLOkjg6oN3q+ohrjVgseVeWembyylLkX/IIZUJXZiIuIm3D5bnbcE1RtOG4GTxNwdlDvmNilBqRQHRP1MkedxJxZYlXo4JVlkgsdXeU+ylEdAmeNlzoIiVvwzXF0IbrXpUl5Z4r0f3QCAbvrntOcXRAVpxtuF7kWSLckFgi4qIzyspScxRtOB4G19N9wVIivtEBSvZnEd0Pvi6ja9twnugAT85SuNVwnhEpYoTKUjuJpe4OiSUiLnhlKVLPUmMUlaXKWlfg6JCinBiPTv74VpaU3HIkuh/c4O3sIoO33eFEu/sLXE66FlkRDtLlniZ/gzd5lggXdGUm4iLSBO9cdxuupdMW8cqYyloTAGBoUXaYLVMXX8+SljxLhILwDNLtmucT57hlG9KQ5a4URdqGy/IVS5m0Go5wQWKJiIto23CMeZb2huPH2lYAwJBC5Yol3+gAasMRSkLVxQne3K+UrtVAq1Ej011ZinU1XK9sqiwRLkgsETHjcDKhrWZMD51uq9WohcyTSFpxNocTR87yNpyCxRJFBxAKhneVu6oN50nvdl1ruMHbanfCFsJlLvY5ieGVpZZOG6z2LnSpE7KDrsxEzJxoaIfZ5oRBq0Zpj4yw2+dmRh5Meay+HTYHQ6ZOg97uGU1KRNyGU6s8uTQEoQS6OjrAN4mbG7yB0K04ceq3GGO6Vqj2RrOSl1AeJJaImDlQ42mTRdI+8mQthW/DVbpbcIOLshUtIMSVJRp1QigNdRcneHtiA1yiR6tRQ+f+PxZqLmVrkHEnarUKPTIpPoAgsUTEwYEalwH7nOLIVqsJYimCb2hcLCnZ3A14RwfQqBNCaXS1wTuQ6PGMPAkeHxAsZwkA8t3xAeRb6t6QWCJiJnqxFHkwZXcwdwPeBm8lh28S3RN1F+csmYRRJx6x5MlaCt+G860sAZ5hurQirntDYomImR+jrP7kZkQ+H67yjEuIKTljCfCtLNF/R0JZdHUbLtDYknBiyeFkwn2BKkt8PhyNPOne0NWZiImWDhtOuRO2h0ZYWeK9/3AG73aLHdWNrn0reSUc4OtZosoSoSy63ODd6V8hChdM2W61i7YNIJZ4G45SvLs1JJaImDjgDozsnZseNjaAw9twjWGG6R4846pY9crWCwJLqYhXw2mpskQoDI9nKTnRAUD4yhJvwek0ar+QWEDkWWqlylJ3hq7OREz8GKVfCYi8DdddzN2Ad2WJAikJpcFXsjq7KKIokME7M8ww3WAZSxw+8oTmw3VvSCwRMcFjA84pjlzQRNqG6y7mbsDH4E2r4QiFwfV/Vyd4iz1L2WHFUnC/EiA2eFNlqTtDYomICd6Gi66yxNtwoStLvA03uFtUlkQGb6osEQqjqwfptlq4wTvQarjA0QHBMpY4PMWbcpa6NySWiKhxOJnQKotGLPGcpeYOK1iIb5rdqQ1n0FIoJaFcVKquzVkSKksBPUuBv6SFrSxl82G6oa9bUuJ0Mmw92gCzLXg2FNG10NWZiJpj9e2w2J1I12rQN4IxJxwuluyipbq+nG21oKHdCpUKGFSgfLGkE5m6tdSGIxQGf3t3VRvOEx0QaDVcYOFhCiOWeHSA1eEMO5BXKt79rgqzX9+Kv2080iXPR4SHxBIRNTyMckhRZGNOOOk6jVBJCTbyhFeVyntmIl3nvzJFaahUKsHkTQZvQmnw93RXVGQYYyLhE3koZbg2nEGrESIFusq3tPlIPQBgx4nGLnk+IjwkllKIrioBhyPa5G4x4UaeVHK/UmFWjEeXevDlyhRKSSgNVReGUnZYHcLziNtwWWEM3m1hKkuAZ0VcV/mW9p92XWMP17V1yfMR4aGrc4pwsqkDlzy3Eb/64PtkH4qwWu3cKFbCcXLDiKV1e2sBAMNLjDEeXerBK0vUhiOUhqYLxRL3HmnUKqSL8pLCiSXBsxQgkJLDs5a6YuRJq9mG4w0dAIAzJouQHUUkFxJLKQBjDE/8ax+qGjvw4a6TSTf98cpSpMndYnpkBp8Pt+N4I7473gidRo1Z55fGd5ApBI8P0JDBm1AYvLPcFUVxk2jUCa9oAfG34QCPb6krhunyL6OcI1RdkgV0dU4BPv2hBv/9sQ6Ayxy973RL0o6lucOKmhYzgNhWqwmVpQCepVfcZsabxvZGYY4hjqNMLQzu+AAteZYIhcFDKbvC4C2Yu30mCngqS8GiAyJpw3lWxCWafae8r+/UipMHJJZkTkunDUv+vR8AoHO3a3ZXNSftePa7q0qlPdJDfhMLBh954htMuf+0Cf/9sQ5qFfD/Lh4Q/4GmELyyRKGUhNLQdMFsOKeT4ejZNmyqPAvAX/REOu4k1PUsvws9S/way787HT5LYkkOBJfShCz4w9ofcbbVgv69MjFjZAn+/MUh7K5uTtrxfH/S9a0nVk9RD3dlqdFHLP1tk6uqdNWIYpTnZ8ZxhKkHD6aknCVCaagTFErZbrHjix/rsOb7Gnx7uN5rSX9BtndVOpNHB1jtYIx5tegYYzjiFiPFucGr2YJnyT3yxO5w4i9fHsaI3kZcek6hNCflZp/b3D1xQE98e7iB2nAygcSSjNl+vBHvbqsCAPz+hhFwOhn+DKAiiZWlPW6hNqo0N6bHB5oPd7y+HZ9+fxoAcP+U7lVVAjwGb6osEUpDaMNJNBvucF0b/vTFIXy+rxYWu2en+jQ1zi3JwYjeRtw1qdzrMbwNx5hrxVymyMhd1diBhnYrdBo1hpUE92B6VsO5vuT95/savLThELL1adj+28sCDuCNBavdiUNnXOLo2vNK8O3hBmrDyQQSSzLmD5/9CAC4ZVwpJvTviTaLHSoVcKq5E3WtZr9vUF1BhVssnRejWMrL9G/DvfbVUTgZMGVILwzrRqvgOEJ0AFWWCIXBW0nxtuFqW8x4acNB/GNHtZAGXt4zA1eNKMYVw4twTnEOtEGiN9K1GqhVrhTxdovdSyztqmoCAAzrneM1esgXPvKEr4Zbue0EAKDVYse6fbW4blTvuM6Pc7iuDVaHE9mGNEwZUgDAJejMNodkgoyIjZS5Oj/99NOYNGkSMjIykJubG9FjVCpVwJ/nnntO2GbKlCl+98+ePTtBZxEdr9wxBreOL8XCq4YCcH1DGuxOtU5GdemMyYyaFjPUKmBE79hETZ6Pwdtsc+CjXScBAPdf0v2qSoCoskQGb0Jh8FDKeMTSu9uqcMlzX+L97S6hdPm5hfj3vAvx5aNT8NgVQzGyT25QoQS4PgeC+ZZ2nWgGAIzpmxfyGPJFlaWDZ1qx/XiTcN+Hu07FcloB4X6lc4tzUJCtR44hDU4GHG9ol+w5iNhIGbFktVoxc+ZM3H///RE/pqamxuvnrbfegkqlwk033eS13dy5c722e+2116Q+/JgoyDZg6Y0jhdYVAIzumwsASfEt8arS4MJsr29n0eAbSrntWCMsdieKjQaM79dDkuNMNagNRygVdRwGb5vDiUX/2ov/Xf0DLHYnxpXl4YOfTcQbd47DiD5GL+9ROIKtiOOVpfBiyVVZaum0Yfnm4wCA8/q4vjB+c+gszpjMER9LKPhK52ElrvMbWOAK56VWXPJJGbG0ZMkSPPTQQxgxYkTEjykqKvL6+de//oWpU6eif//+XttlZGR4bWc0yrcVxL1CsVSWzpjMuPT5jXjqP/tjeu6KOP1KgL9Y+uqgawXLRYPyo7r4KQlPG657nj+hXNSq6D1LTifD6eZO3L3sO7y9xdXu+uX0IfjnzyZiXHlsX6j4l7tW0TDdDqtdyDQaU5Yb8vHGdK1QJftgh6sS/si0IRhXlgcnA1bvlqa6xJO7z3X7p0gsyYdu41k6c+YMPv30U7z99tt+961cuRIrVqxAYWEhrrzySixatAjZ2cEzhCwWCywWzxJSk8mUkGMOxGj3N6A9J5vhcLKo5omt3HoCR86241j9Mdx7UT8UG9Ojem4u0OISS27PktnmRKfVga8PucTSxYN7xbzPVMdTWUqZ7y4EERH8LR2ustTYbsW8d3fhcF0bGtqtQuJ3hk6DF28ZhenDiuI6jswAlaU91S1wOBmKjYaw10K1WoUemTqcbbXA6nCib48MXDgwH6eaO7HjRBM+3HkS/+/i/nF94WOMCW24Yd1cLJltDjy0qgI5Bi2euWmELL5Id5ur89tvv43s7GzceOONXrfffvvteO+997Bx40Y8/vjj+PDDD/228WXp0qUwGo3CT2lp16VNDyzIQqZOgw6rAwfPtIZ/gBuHk+Ef7m9ETga8/111VM/rcDL84A5LG+VuBcZClj5NqKAcqDXh4Jk2qFXAhQPzY95nqlPkvlAXZOuTfCQEIS2RRges2HoCm480oK7VIgiloUXZ+PD+SXELJcAzykQ88kRowZWFbsFxeIo3ANx2QV+o1SpcPbIY+jQ1DtW1CdfHWDnZ1IlWsx06jVoQSd1VLD3z2Y/4bG8tVu2oxq4krv4Wk1SxtHjx4qAmbP6zY8cOSZ7rrbfewu233w6DwXsF2dy5c3HZZZdh+PDhmD17Nj744ANs2LABu3btCrqvhQsXoqWlRfipro5OeMSDRq0SVqJVROFb+urgWdSK+urvb6+CPYra+JGzbWiz2JGh02BQQfTJ3RyVSiV4sD6pcMUFjOyT6+XL6m7cPakcb909zm/JM0GkOpEkeDucDKu2u66hv736HGz730tx6OkrsXbBxTEN6w4Ez1oSG7x3nYjMr8Tp5f4yo9WoMHNsHwBAjkEriLkPd56M6xi5X2lwUZZgWB/Yy3WtPVrf3iXz9eTAhv1nBF8YALz3XVXyDkZEUsXSvHnzcODAgZA/w4cPj/t5vv76a1RWVuLee+8Nu+2YMWOg1Wpx6NChoNvo9Xrk5OR4/XQlvA222/3NqNPqwGc/1KCxPXgUP3/DzZlQhp6ZOpwxWfCFe4RKJPAW3Ijexqhaf4Hg8+H+830NAODiQd23qgQA6ToNfjK0kJYGE4ojktlwXx86i1PNncgxpOGOCWUozDGEXN0WC5k+lSXGmLBIZkyElfJebpP3FcOLhfEnAHCTWzh9suc0rPbYA6UEv5JIIPbOS4c+TQ2r3YmTTR0x7ztVOGMy45cf7AHg8rECwH++Py2LYcJJ9Szl5+cjPz/xH5Rvvvkmxo4di/POOy/stvv27YPNZkNxcXHCjytWuG9pd1Uz1u6twVP/OYBTzZ3onZuOt386XijdcupazYIwumNCGTL1aXh10xGs3FYVcYmbX1jiacFxeBWJjw7ozn4lglAyGsHgzcAYwzeH65GhS8NYUeuLWwJuHNMnYV8YctyjTHZXNYMxhuMNHWhst0KXpo442+2uSeUw2x14bPoQr9svHJiPwhw9zpgseOvbY/hZjBEoPLlbfDwatQr9e2XhQI0Jh+vaUNZTudMNHE6Gh1ZVoKnDhmElOfi/u8bhmpe/wcEzbfjX7lOYM7E8qceXMp6lqqoqVFRUoKqqCg6HAxUVFaioqEBbm6eXO3ToUKxevdrrcSaTCf/85z8DVpWOHDmCJ598Ejt27MDx48exZs0azJw5E6NHj8bkyZMTfk6xwitLh+ra8LMVu3CquVMIq7z51c3YeaLRa/sPd56Cw8kwum8uhhRl47bxfQG4WnNVDZF9W+HJ3aPjMHdz+Hw4wDXHKR7DOEEQ8oW34Zo6rPjFe7sx583vMOu1Ldh8pB6A64vchgNnAAC3uq9LieD60b2hUauwdl8t/rnjpNCCG9HbKMzcDMd5pbl45faxKO2R4XW7Rq3CI9NcAuqFzw9G5SXl/FhrwuYjDQCA4b29OxXdwbfkdDIs+mQvNh9pQLpWgz/fOhr6NI3wnli5rQqsC4YxhyJlxNITTzyB0aNHY9GiRWhra8Po0aMxevRoL09TZWUlWlq8TXbvv/8+GGO49dZb/fap0+nwxRdfYPr06RgyZAjmz5+PadOmYcOGDdBo5NsS6ZWtR2kPlylYl6bG/J8MxDe/+glGleaiucOG297Yhg93noTF7gBjDKu2u1pwt57veuP17ZkhVHPeDdIPtjmcQo+80+pApfsCEGtyt5g8kT9p8oB8WgVGEAqFG7z/832N0HZ3OBl+vnIXqhs78MHOk7A7Gca4v8glilGluXj48sEAgCc+2YuPdrv8RZG24MIxc2wfXDq0AFaHEw//owK2KPygje1W3Pv2DnTaHLhwYD5Gl3p7qAb2comlQwoVSzb3a7ZiaxVUKmDpjSMwwH3ON4zuDX2aGj/WtmLPyfgM9PGSMtEBy5cvx/Lly0NuE0h53nfffbjvvvsCbl9aWopNmzZJcXhdzuJrhmFj5VnMvag/+vZ0fdN5b+4EzHt3F774sQ6P/HMPFn2yD6P75uJ4QwcydRpcPdLTWrz9gr746uBZ/HNHNSYN6IkJ/XtCl6ZGdWMH3vzmGFZtr4YuTY15UwdiaHE2HE6Gwhx91HEDgcgTrSqhFhxBKBexv7GsZwb+cNNIPP3pAfxwqgX3vbNT8BDNTmBViXP/JQOw9WgDvj5Uj28Pu6o4kZq7w6FSqbD0xhG4/MWvsPeUCX/98jAWXDY47ONsDid+vnIXTjZ1om+PDPzlttFCNY6T7MqS3eFM2Bdas82Bee/uxoYDZ5CmVuH5Wed5jY7JzdDh6hHF+Gj3Kby3rSqpXYiUEUuEN5eeU+g37Tpdp8Frc8bipQ2H8I8d1ahrteDrQ65y97WjSrxSty8dWoDeuek41dyJO9/6Dtn6NAzrnYPtx5s8FSWbA0+vOQCtO1laqjequA13UTc3dxOEkhlblodsfRquHFGEJ64Zhix9Gl6bMxbX/uUbHHBnCmXr0zBjZOI9omq1Ci/MGoWr/vw1zra6/JKRxgZEQkGOAU9dPxzz39uNv/z3MNQqFQpz9OiRqUe6VgMnY3AyBsYABganE1i3rxZbjjYgU6fB/901LuCqYC6WKqqbcfWfv8ZFg3phTN9cWOxOmMw2mDrtMNscsDmcsNqd0GhU6JWlR88sHXpk6gXfGIfBv6jAGGCxO9Fpc8BsdeBkUwf215iw77QJNS1mDCzIwriyPIwr74FiY+CZpE7G0G6xw9Rph8lsA2NATnoacgxaZOrTPAGljOFgbSt2VTVhx4kmnG21QJemxt9uH+P3mQYAt17QFx/tPoVP9pzGb2ecg2yD1m+brkDFkt0IVAAmkwlGoxEtLS1dvjIuGE4nw56TzVi//wyON7Tjt1efi5Jc76rQsfp2vPH1Uazff0a4eAAuAXPfxf1R02LGi+sPoqbFFTnw2BVD8MCUgXEf2wc7T+LRf+5B//xM/PfRKXHvjyAI+cIY8wsV/O5YI257YyvsToY7JvTF766PfDJDvHx7uB53vvUdBhVkYe2CiyXdN2MMP393F9b8UBvV416bMzboYhuHk+Gny7djk3vagdIwpmvx6h1jMXFAz4D3M8Zw+Ytf4XBdG353/XDcMaFM0ueP9PObxJIEyFEsRYPT6VpGu6e6GeP79cBw0ZBcs82Btzcfx/4aE5ZcO0ySPCST2YbH/vk9bh7bB5ed6/9NgiAI5fPvPafx/vYq/OGmkeiTlxH+ARJyrL4d2YY0YeablLRZ7Fj+7TEcq+9AY7sFje1WWOxOqFQqqFUuH5dK5WrdpalVuHV8X9zsjh8IxdlWC749XI+vDp7FwbpWZOrSYEzXItugRbpODZ1GA22aCjY7Q32bBfVtlpBxMgC8RKxBq4YhTYN0nQb5WTqcW5yDYb2N6J2bjn2nTdhxvBG7qppg6rQH2ZcroiHH4DouAGg1u6pMbRaHl02mT14GxpblYUzfXIzsk4t0XWiP8JvfHMOG/Wdw/5QBkls3SCx1IakulgiCIAhCrgSqTkpFpJ/ftAyJIAiCIAjZQrPhCIIgCIIgZA6JJYIgCIIgiBCQWCIIgiAIgggBiSWCIAiCIIgQkFgiCIIgCIIIAYklgiAIgiCIEJBYIgiCIAiCCAGJJYIgCIIgiBCQWCIIgiAIgggBiSWCIAiCIIgQkFgiCIIgCIIIAYklgiAIgiCIEJBYIgiCIAiCCEFasg9ACTDGAAAmkynJR0IQBEEQRKTwz23+OR4MEksS0NraCgAoLS1N8pEQBEEQBBEtra2tMBqNQe9XsXByigiL0+nE6dOnkZ2dDZVK1aXPbTKZUFpaiurqauTk5HTpc8sRej28odfDA70W3tDr4Q29Ht50l9eDMYbW1laUlJRArQ7uTKLKkgSo1Wr06dMnqceQk5Oj6Dd0tNDr4Q29Hh7otfCGXg9v6PXwpju8HqEqShwyeBMEQRAEQYSAxBJBEARBEEQISCylOHq9HosWLYJer0/2ocgCej28odfDA70W3tDr4Q29Ht7Q6+ENGbwJgiAIgiBCQJUlgiAIgiCIEJBYIgiCIAiCCAGJJYIgCIIgiBCQWEpRNm7cCJVKFfBn+/btwnaB7n/11VeTeOSJo7y83O9cf/3rX3ttU1VVhWuuuQaZmZnIz8/H/PnzYbVak3TEieH48eO455570K9fP6Snp2PAgAFYtGiR33l2p/cGALzyyivo168fDAYDxo4di6+//jrZh5Rwli5divPPPx/Z2dkoKCjA9ddfj8rKSq9t7r77br/3wYQJE5J0xIll8eLFfudaVFQk3M8Yw+LFi1FSUoL09HRMmTIF+/btS+IRJ5ZA10yVSoWf//znALrXeyMcFEqZokyaNAk1NTVetz3++OPYsGEDxo0b53X7smXLcMUVVwi/RxLAlao8+eSTmDt3rvB7VlaW8HeHw4Grr74avXr1wjfffIOGhgbcddddYIzh5ZdfTsbhJoQff/wRTqcTr732GgYOHIi9e/di7ty5aG9vxx//+EevbbvLe2PVqlVYsGABXnnlFUyePBmvvfYarrzySuzfvx99+/ZN9uEljE2bNuHnP/85zj//fNjtdvzmN7/BtGnTsH//fmRmZgrbXXHFFVi2bJnwu06nS8bhdgnDhg3Dhg0bhN81Go3w92effRYvvPACli9fjsGDB+N3v/sdLr/8clRWViI7OzsZh5tQtm/fDofDIfy+d+9eXH755Zg5c6ZwW3d6b4SEEYrAarWygoIC9uSTT3rdDoCtXr06OQfVxZSVlbEXX3wx6P1r1qxharWanTp1SrjtvffeY3q9nrW0tHTBESaPZ599lvXr18/rtu703hg/fjz72c9+5nXb0KFD2a9//eskHVFyqKurYwDYpk2bhNvuuusudt111yXvoLqQRYsWsfPOOy/gfU6nkxUVFbFnnnlGuM1sNjOj0cheffXVLjrC5PLggw+yAQMGMKfTyRjrXu+NcFAbTiF88sknqK+vx9133+1337x585Cfn4/zzz8fr776KpxOZ9cfYBfxhz/8AT179sSoUaPw9NNPe7WetmzZguHDh6OkpES4bfr06bBYLNi5c2cyDrfLaGlpQY8ePfxu7w7vDavVip07d2LatGlet0+bNg2bN29O0lElh5aWFgDwey9s3LgRBQUFGDx4MObOnYu6urpkHF6XcOjQIZSUlKBfv36YPXs2jh49CgA4duwYamtrvd4ner0el1xySbd4n1itVqxYsQI//elPvWacdqf3RiioDacQ3nzzTUyfPh2lpaVetz/11FO49NJLkZ6eji+++AKPPPII6uvr8dvf/jZJR5o4HnzwQYwZMwZ5eXn47rvvsHDhQhw7dgz/93//BwCora1FYWGh12Py8vKg0+lQW1ubjEPuEo4cOYKXX34Zzz//vNft3eW9UV9fD4fD4fdvX1hYqOh/d18YY3j44Ydx4YUXYvjw4cLtV155JWbOnImysjIcO3YMjz/+OH7yk59g586digskvOCCC/D3v/8dgwcPxpkzZ/C73/0OkyZNwr59+4T3QqD3yYkTJ5JxuF3Kxx9/jObmZq8v3N3pvRGWZJe2CG8WLVrEAIT82b59u9djqqurmVqtZh988EHY/f/xj39kOTk5iTp8yYnl9eB88MEHDACrr69njDE2d+5cNm3aNL/ttFote++99xJ6HlIQy2tx6tQpNnDgQHbPPfeE3X+qvTci5dSpUwwA27x5s9ftv/vd79iQIUOSdFRdzwMPPMDKyspYdXV1yO1Onz7NtFot+/DDD7voyJJHW1sbKywsZM8//zz79ttvGQB2+vRpr23uvfdeNn369CQdYdcxbdo0NmPGjJDbdKf3hi9UWZIZ8+bNw+zZs0NuU15e7vX7smXL0LNnT1x77bVh9z9hwgSYTCacOXPG7xuUHInl9eDwVRuHDx9Gz549UVRUhG3btnlt09TUBJvNpsjX4vTp05g6dSomTpyI119/Pez+U+29ESn5+fnQaDR+VaS6ujpFnWcofvGLX+CTTz7BV199hT59+oTctri4GGVlZTh06FAXHV3yyMzMxIgRI3Do0CFcf/31AFwV6OLiYmGb7vA+OXHiBDZs2ICPPvoo5Hbd6b3hC4klmZGfn4/8/PyIt2eMYdmyZbjzzjuh1WrDbr97924YDAbk5ubGcZRdR7Svh5jdu3cDgHDhmzhxIp5++mnU1NQIt33++efQ6/UYO3asNAecQKJ5LU6dOoWpU6di7NixWLZsGdTq8PbEVHtvRIpOp8PYsWOxfv163HDDDcLt69evx3XXXZfEI0s8jDH84he/wOrVq7Fx40b069cv7GMaGhpQXV3tJRiUisViwYEDB3DRRRehX79+KCoqwvr16zF69GgALh/Ppk2b8Ic//CHJR5pYli1bhoKCAlx99dUht+tO7w0/kl3aIuJjw4YNDADbv3+/332ffPIJe/3119kPP/zADh8+zN544w2Wk5PD5s+fn4QjTSybN29mL7zwAtu9ezc7evQoW7VqFSspKWHXXnutsI3dbmfDhw9nl156Kdu1axfbsGED69OnD5s3b14Sj1x6eOvtJz/5CTt58iSrqakRfjjd6b3BGGPvv/8+02q17M0332T79+9nCxYsYJmZmez48ePJPrSEcv/99zOj0cg2btzo9T7o6OhgjDHW2trKHnnkEbZ582Z27Ngx9uWXX7KJEyey3r17M5PJlOSjl55HHnmEbdy4kR09epRt3bqVzZgxg2VnZwvvg2eeeYYZjUb20UcfsR9++IHdeuutrLi4WJGvBcfhcLC+ffuyX/3qV163d7f3RjhILKU4t956K5s0aVLA+z777DM2atQolpWVxTIyMtjw4cPZSy+9xGw2WxcfZeLZuXMnu+CCC5jRaGQGg4ENGTKELVq0iLW3t3ttd+LECXb11Vez9PR01qNHDzZv3jxmNpuTdNSJYdmyZUE9TZzu9N7g/PWvf2VlZWVMp9OxMWPGeC2fVyrB3gfLli1jjDHW0dHBpk2bxnr16sW0Wi3r27cvu+uuu1hVVVVyDzxB3HLLLay4uJhptVpWUlLCbrzxRrZv3z7hfqfTyRYtWsSKioqYXq9nF198Mfvhhx+SeMSJZ926dQwAq6ys9Lq9u703wqFijLFkVLQIgiAIgiBSAcpZIgiCIAiCCAGJJYIgCIIgiBCQWCIIgiAIgggBiSWCIAiCIIgQkFgiCIIgCIIIAYklgiAIgiCIEJBYIgiCIAiCCAGJJYIgCIIgiBCQWCIIBTJlyhQsWLBANvsJxN133y0ML42V8vJyqFQqqFQqNDc3B91u+fLlipt5JxdUKhU+/vjjoPcfP35c+DcaNWpUlx0XQUgJiSWCILBx48aAguOjjz7CU089JfxeXl6Ol156qWsPLgxPPvkkampqYDQak30oimbx4sUxiZ3S0lLU1NTgkUcekf6gCKKLSEv2ARAEIV969OiR7EMIS3Z2NoqKipJ9GAAAm80GrVab7MOQFMYYHA5HzI/XaDQoKipCVlaWhEdFEF0LVZYIohuwYsUKjBs3ThAWt912G+rq6gC42iRTp04FAOTl5UGlUuHuu+8G4N2GmzJlCk6cOIGHHnpIaKsAgSsOL730EsrLy4XfHQ4HHn74YeTm5qJnz5547LHH4DuWkjGGZ599Fv3790d6ejrOO+88fPDBBzGd7/Lly9G3b19kZGTghhtuQENDg982//73vzF27FgYDAb0798fS5Ysgd1uF+7/8ccfceGFF8JgMODcc8/Fhg0bvFpOvL30j3/8A1OmTIHBYMCKFSsAAMuWLcM555wDg8GAoUOH4pVXXvF67lOnTuGWW25BXl4eevbsieuuuw7Hjx8X7t+4cSPGjx+PzMxM5ObmYvLkyThx4kTY8+b/Fu+88w7Ky8thNBoxe/ZstLa2CttYLBbMnz8fBQUFMBgMuPDCC7F9+3av51apVFi3bh3GjRsHvV6Pd955B0uWLMGePXuEf/vly5cLj6mvr8cNN9yAjIwMDBo0CJ988knYYyWIVILEEkF0A6xWK5566ins2bMHH3/8MY4dOyYIotLSUnz44YcAgMrKStTU1OBPf/qT3z4++ugj9OnTR2h71dTURPz8zz//PN566y28+eab+Oabb9DY2IjVq1d7bfPb3/4Wy5Ytw9/+9jfs27cPDz30EO644w5s2rQpqnPdtm0bfvrTn+KBBx5ARUUFpk6dit/97nde26xbtw533HEH5s+fj/379+O1117D8uXL8fTTTwMAnE4nrr/+emRkZGDbtm14/fXX8Zvf/Cbg8/3qV7/C/PnzceDAAUyfPh1vvPEGfvOb3+Dpp5/GgQMH8Pvf/x6PP/443n77bQBAR0cHpk6diqysLHz11Vf45ptvkJWVhSuuuAJWqxV2ux3XX389LrnkEnz//ffYsmUL7rvvPkGchuPIkSP4+OOP8Z///Af/+c9/sGnTJjzzzDPC/Y899hg+/PBDvP3229i1axcGDhyI6dOno7Gx0Ws/jz32GJYuXYoDBw5g2rRpeOSRRzBs2DDh3/6WW24Rtl2yZAlmzZqF77//HldddRVuv/12v/0RRErDCIJQHJdccgl78MEHg97/3XffMQCstbWVMcbYl19+yQCwpqamkPspKytjL774otc2ixYtYuedd57XbS+++CIrKysTfi8uLmbPPPOM8LvNZmN9+vRh1113HWOMsba2NmYwGNjmzZu99nPPPfewW2+9Neh5BDqeW2+9lV1xxRVet91yyy3MaDQKv1900UXs97//vdc277zzDisuLmaMMfbZZ5+xtLQ0VlNTI9y/fv16BoCtXr2aMcbYsWPHGAD20ksvee2ntLSUvfvuu163PfXUU2zixImMMcbefPNNNmTIEOZ0OoX7LRYLS09PZ+vWrWMNDQ0MANu4cWPQ8w7GokWLWEZGBjOZTMJtv/zlL9kFF1zAGHO9zlqtlq1cuVK432q1spKSEvbss88yxjzvhY8//thv377/zowxBoD99re/FX5va2tjKpWKffbZZxE9niBSAfIsEUQ3YPfu3Vi8eDEqKirQ2NgIp9MJAKiqqsK5556b0OduaWlBTU0NJk6cKNyWlpaGcePGCa24/fv3w2w24/LLL/d6rNVqxejRo6N6vgMHDuCGG27wum3ixIlYu3at8PvOnTuxfft2oZIEuFqFZrMZHR0dqKysRGlpqZcXavz48QGfb9y4ccLfz549i+rqatxzzz2YO3eucLvdbhcM6Dt37sThw4eRnZ3ttR+z2YwjR45g2rRpuPvuuzF9+nRcfvnluOyyyzBr1iwUFxdHdP7l5eVe+y4uLhZarkeOHIHNZsPkyZOF+7VaLcaPH48DBw4EPa9wjBw5Uvh7ZmYmsrOzheckCCVAYokgFE57ezumTZuGadOmYcWKFejVqxeqqqowffp0WK3WuPevVqv9/Ec2my2qfXDx9umnn6J3795e9+n1+qj25XsswZ5vyZIluPHGG/3uMxgMYIxF3PbKzMz02i8AvPHGG7jgggu8ttNoNMI2Y8eOxcqVK/321atXLwAuz9P8+fOxdu1arFq1Cr/97W+xfv16TJgwIezx+BrMVSqVcFz8tfE9t0DnKz6veJ6TIJQAiSWCUDg//vgj6uvr8cwzz6C0tBQAsGPHDq9tdDodAIRd9aTT6fy26dWrF2pra70+cCsqKoT7jUYjiouLsXXrVlx88cUAXJWWnTt3YsyYMQCAc889F3q9HlVVVbjkkktiP1n3vrZu3ep1m+/vY8aMQWVlJQYOHBhwH0OHDkVVVRXOnDmDwsJCAPAyQQejsLAQvXv3xtGjR3H77bcH3GbMmDFYtWoVCgoKkJOTE3Rfo0ePxujRo7Fw4UJMnDgR7777bkRiKRQDBw6ETqfDN998g9tuuw2AS9ju2LEjbJ5WoH97gugukFgiCIXTt29f6HQ6vPzyy/jZz36GvXv3emUnAUBZWRlUKhX+85//4KqrrkJ6enrApd7l5eX46quvMHv2bOj1euTn52PKlCk4e/Ysnn32Wdx8881Yu3YtPvvsMy8h8OCDD+KZZ57BoEGDcM455+CFF17wynTKzs7Go48+ioceeghOpxMXXnghTCYTNm/ejKysLNx1110Rn+/8+fMxadIkPPvss7j++uvx+eefe7XgAOCJJ57AjBkzUFpaipkzZ0KtVuP777/HDz/8gN/97ne4/PLLMWDAANx111149tln0draKhi8w1WcFi9ejPnz5yMnJwdXXnklLBYLduzYgaamJjz88MO4/fbb8dxzz+G6667Dk08+iT59+qCqqgofffQRfvnLX8Jms+H111/Htddei5KSElRWVuLgwYO48847I34NgpGZmYn7778fv/zlL9GjRw/07dsXzz77LDo6OnDPPfeEfGx5eTmOHTuGiooK9OnTB9nZ2VFX/QgiZUmiX4ogiATha8x+9913WXl5OdPr9WzixInsk08+YQDY7t27hW2efPJJVlRUxFQqFbvrrrsC7mfLli1s5MiRTK/XM/Hl429/+xsrLS1lmZmZ7M4772RPP/20l8HbZrOxBx98kOXk5LDc3Fz28MMPszvvvFMweDPGmNPpZH/605/YkCFDmFarZb169WLTp09nmzZtCnqegQzejLlM1H369GHp6ensmmuuYX/84x+9DN6MMbZ27Vo2adIklp6eznJyctj48ePZ66+/Ltx/4MABNnnyZKbT6djQoUPZv//9bwaArV27ljHmMXiLX0POypUr2ahRo5hOp2N5eXns4osvZh999JFwf01NDbvzzjtZfn4+0+v1rH///mzu3LmspaWF1dbWsuuvv54VFxcznU7HysrK2BNPPMEcDkfQ14ETidm+s7OT/eIXvxCee/Lkyey7774T7g9m9jebzeymm25iubm5DABbtmwZY4x5md45RqNRuD/UsRFEqqBiLIIGP0EQhAwpLy/HggULEjaSRcy3336LCy+8EIcPH8aAAQMS/nxKY/Hixfj444+9WrQEkSqQWCIIImUpLy9HTU0NtFotTp06JenIk9WrVyMrKwuDBg3C4cOH8eCDDyIvLw/ffPONZM/RHeArLq1WK84991wSS0RKQp4lgiBSlk2bNgkr73yX4sdLa2srHnvsMVRXVyM/Px+XXXYZnn/+eUmfI1qGDRsWNMn7tddeC2oqTyYlJSWCQCKPE5GqUGWJIAgiRThx4kTQWIbCwkLJBSNBEC5ILBEEQRAEQYSAZsMRBEEQBEGEgMQSQRAEQRBECEgsEQRBEARBhIDEEkEQBEEQRAhILBEEQRAEQYSAxBJBEARBEEQISCwRBEEQBEGEgMQSQRAEQRBECP4/fTPifa2PkgsAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Why does this not work:\n", - "# temperature.groupby('time').min().plot()\n", - "def min(x):\n", - " return x.min()\n", - "\n", - "temperature.groupby('latitude').apply(min).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "e5166e98-348f-4883-ac0a-5c5a4ddb8151", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "7. Let's have a look at the seasonal variations in temperature data. Create a dataset which is grouped by the months january and february, and a second dataset for june/jul/aug. Apply the mean on both of these over the time dimension. Find the range by subracting the winter months from the summer months. Plot the range." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "d199a0a3-de8b-46c9-ab36-9027c404815a", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "ename": "KeyError", - "evalue": "'time'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m/opt/jaspy/lib/python3.11/site-packages/xarray/core/dataarray.py:879\u001b[0m, in \u001b[0;36mDataArray._getitem_coord\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 878\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 879\u001b[0m var \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_coords\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 880\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n", - "\u001b[0;31mKeyError\u001b[0m: 'time.season'", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/tmp/ipykernel_9125/3061786547.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgrouped_by_seasons\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtemperature\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'time.season'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'time'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mtemp_range\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgrouped_by_seasons\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mseason\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'JJA'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mgrouped_by_seasons\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mseason\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'DJF'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mtemp_range\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m/opt/jaspy/lib/python3.11/site-packages/xarray/core/groupby.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(obj, group)\u001b[0m\n\u001b[1;32m 396\u001b[0m \u001b[0;34m\"`group` must be an xarray.DataArray or the \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 397\u001b[0m \u001b[0;34m\"name of an xarray variable or dimension. \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[0;34mf\"Received {group!r} instead.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 399\u001b[0m )\n\u001b[0;32m--> 400\u001b[0;31m \u001b[0mgroup_da\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDataArray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mgroup\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 401\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mgroup_da\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_indexes\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mgroup_da\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m \u001b[0;31m# DummyGroups should not appear on groupby results\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 403\u001b[0m \u001b[0mnewgroup\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_DummyGroup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroup_da\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroup_da\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcoords\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/jaspy/lib/python3.11/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 886\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mSelf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 887\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 888\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_coord\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 889\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 890\u001b[0m \u001b[0;31m# xarray-style array indexing\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 891\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_item_key_to_dict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/jaspy/lib/python3.11/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 878\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 879\u001b[0m \u001b[0mvar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_coords\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 880\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 881\u001b[0m \u001b[0mdim_sizes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 882\u001b[0;31m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_get_virtual_variable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_coords\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim_sizes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 883\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 884\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_replace_maybe_drop_dims\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/jaspy/lib/python3.11/site-packages/xarray/core/dataset.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(variables, key, dim_sizes)\u001b[0m\n\u001b[1;32m 212\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msplit_key\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 213\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 214\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 215\u001b[0m \u001b[0mref_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msplit_key\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 216\u001b[0;31m \u001b[0mref_var\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvariables\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mref_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 217\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 218\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_contains_datetime_like_objects\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mref_var\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 219\u001b[0m \u001b[0mref_var\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataArray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mref_var\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyError\u001b[0m: 'time'" - ] - } - ], - "source": [ - "grouped_by_seasons = temperature.groupby('time.season').mean('time')\n", - "temp_range = grouped_by_seasons.sel(season='JJA') - grouped_by_seasons.sel(season='DJF')\n", - "temp_range.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "983ec3e6-228c-4bd5-b72b-6f3e0f05df93", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "## 2. Masking" - ] - }, - { - "cell_type": "markdown", - "id": "89017ec1-d8d4-4a16-b16a-08bcb675a620", - "metadata": {}, - "source": [ - "1. Determine which grid cells have a temperature difference greater than 1.0 on the 30th June 2065. Plot the results." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b2afb2be-aa22-420f-814a-2ed9b566409b", - "metadata": {}, - "outputs": [], - "source": [ - "ds.sel(time='2065-06-30')['tas'].where(ds.tas > 1.0).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "d748ae15-6512-4b6a-82ea-c3c81729b82a", - "metadata": {}, - "source": [ - "2. Plot the sst field to take a look what the land surfaces currently look like." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7042fba8-c00f-4c5f-b1f3-d560c431f4ae", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "ds.tas.isel(time=0).plot()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a1c15feb-5d22-42e0-a0e6-72ae2ad7e425", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "ds" - ] - }, - { - "cell_type": "markdown", - "id": "056aba76-9642-4d81-bd0e-42896e458958", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "3. Build a mask over the land aread using the numpy library to help. We'll be going over numpy later in the course." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a1d4d247-2223-49f1-9f00-11922a5ae832", - "metadata": {}, - "outputs": [], - "source": [ - "# This doesn't work with this dataset :/\n", - "\n", - "# import numpy as np\n", - "# mask_ocean = 2 * np.ones((ds.dims['lat'], ds.dims['lon'])) * np.isfinite(ds.tas.isel(time=0))\n", - "# mask_land = 1 * np.ones((ds.dims['lat'], ds.dims['lon'])) * np.isnan(ds.tas.isel(time=0))\n", - "# mask_array = mask_ocean + mask_land\n", - "# mask_array.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "aae296ab-4612-46e8-802a-6948b35fd150", - "metadata": {}, - "source": [ - "4. Add the mask to the coordinates data array. Take a look at the data array to check it's been added." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "29a09635-3172-4279-b08a-e363fa512ec1", - "metadata": {}, - "outputs": [], - "source": [ - "# Doesn't work with this dataset\n", - "\n", - "# ds.coords['mask'] = (('lat', 'lon'), mask_array)\n", - "# ds" - ] - }, - { - "cell_type": "markdown", - "id": "ede8072b-5b32-4770-9a94-c3abd643de93", - "metadata": {}, - "source": [ - "5. Apply the mask from the data array using where and integrate with the mean." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "394ec8d7-1495-469a-9ecf-7e6019035dd0", - "metadata": {}, - "outputs": [], - "source": [ - "# Doesn't work with this dataset\n", - "# ds['tas'].mean('time').where(ds.mask == 1).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "0ec90140-3b4c-4230-8336-19f6a8c823de", - "metadata": {}, - "source": [ - "6. Extension question: Using the air temperature dataset, calculate the mean annual difference in SST (sea surface temperature) and tas?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3c991c23-2f5b-4644-8290-1612da02dfec", - "metadata": {}, - "outputs": [], - "source": [ - "# Not sure how to do this?" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 + Jaspy", - "language": "python", - "name": "jaspy" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/python-data/solutions/ex03_xr_groupby.ipynb b/python-data/solutions/ex03_xr_groupby.ipynb new file mode 100644 index 0000000..feee50a --- /dev/null +++ b/python-data/solutions/ex03_xr_groupby.ipynb @@ -0,0 +1,825 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7e3a36bd-b713-4a08-9f6c-a6a0260c42c0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Grouping" + ] + }, + { + "cell_type": "markdown", + "id": "1770f8c8-7d27-4536-aac8-f1e773dc0c86", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## Aim: Work with data which has been grouped and create masks for data." + ] + }, + { + "cell_type": "markdown", + "id": "06944527-8b86-4881-9c21-67013b11af9f", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "### Issues Covered:\n", + "- Grouping data with `.groupby()`\n", + "- Applying functions to data with `.apply()`" + ] + }, + { + "cell_type": "markdown", + "id": "1fbfc303-a5c7-490f-887a-30ed1d93ffb6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## GroupBy processing" + ] + }, + { + "cell_type": "markdown", + "id": "3ad0ac92-b9c2-43e5-9235-dae178be3186", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Our ocean model dataset has no time dimension, so for this exercise we are going to use the NOAA ERSSST dataset from the tutorial. Load it using the command below." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "39c8e656-1f55-49c3-ba9b-51bb4004191e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "ds = xr.tutorial.load_dataset(\"ersstv5\")" + ] + }, + { + "cell_type": "markdown", + "id": "db58d1ca-84dd-4933-9498-551bd60f21a6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Have a quick explore of the dataset and see what it contains." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "181322e6-af04-42c4-94f4-f0d8c00a9c66", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.Dataset> Size: 40MB\n",
    +       "Dimensions:    (lat: 89, lon: 180, time: 624, nbnds: 2)\n",
    +       "Coordinates:\n",
    +       "  * lat        (lat) float32 356B 88.0 86.0 84.0 82.0 ... -84.0 -86.0 -88.0\n",
    +       "  * lon        (lon) float32 720B 0.0 2.0 4.0 6.0 ... 352.0 354.0 356.0 358.0\n",
    +       "  * time       (time) datetime64[ns] 5kB 1970-01-01 1970-02-01 ... 2021-12-01\n",
    +       "Dimensions without coordinates: nbnds\n",
    +       "Data variables:\n",
    +       "    time_bnds  (time, nbnds) float64 10kB 9.969e+36 9.969e+36 ... 9.969e+36\n",
    +       "    sst        (time, lat, lon) float32 40MB -1.8 -1.8 -1.8 -1.8 ... nan nan nan\n",
    +       "Attributes: (12/37)\n",
    +       "    climatology:               Climatology is based on 1971-2000 SST, Xue, Y....\n",
    +       "    description:               In situ data: ICOADS2.5 before 2007 and NCEP i...\n",
    +       "    keywords_vocabulary:       NASA Global Change Master Directory (GCMD) Sci...\n",
    +       "    keywords:                  Earth Science > Oceans > Ocean Temperature > S...\n",
    +       "    instrument:                Conventional thermometers\n",
    +       "    source_comment:            SSTs were observed by conventional thermometer...\n",
    +       "    ...                        ...\n",
    +       "    creator_url_original:      https://www.ncei.noaa.gov\n",
    +       "    license:                   No constraints on data access or use\n",
    +       "    comment:                   SSTs were observed by conventional thermometer...\n",
    +       "    summary:                   ERSST.v5 is developed based on v4 after revisi...\n",
    +       "    dataset_title:             NOAA Extended Reconstructed SST V5\n",
    +       "    data_modified:             2022-06-07
    " + ], + "text/plain": [ + " Size: 40MB\n", + "Dimensions: (lat: 89, lon: 180, time: 624, nbnds: 2)\n", + "Coordinates:\n", + " * lat (lat) float32 356B 88.0 86.0 84.0 82.0 ... -84.0 -86.0 -88.0\n", + " * lon (lon) float32 720B 0.0 2.0 4.0 6.0 ... 352.0 354.0 356.0 358.0\n", + " * time (time) datetime64[ns] 5kB 1970-01-01 1970-02-01 ... 2021-12-01\n", + "Dimensions without coordinates: nbnds\n", + "Data variables:\n", + " time_bnds (time, nbnds) float64 10kB 9.969e+36 9.969e+36 ... 9.969e+36\n", + " sst (time, lat, lon) float32 40MB -1.8 -1.8 -1.8 -1.8 ... nan nan nan\n", + "Attributes: (12/37)\n", + " climatology: Climatology is based on 1971-2000 SST, Xue, Y....\n", + " description: In situ data: ICOADS2.5 before 2007 and NCEP i...\n", + " keywords_vocabulary: NASA Global Change Master Directory (GCMD) Sci...\n", + " keywords: Earth Science > Oceans > Ocean Temperature > S...\n", + " instrument: Conventional thermometers\n", + " source_comment: SSTs were observed by conventional thermometer...\n", + " ... ...\n", + " creator_url_original: https://www.ncei.noaa.gov\n", + " license: No constraints on data access or use\n", + " comment: SSTs were observed by conventional thermometer...\n", + " summary: ERSST.v5 is developed based on v4 after revisi...\n", + " dataset_title: NOAA Extended Reconstructed SST V5\n", + " data_modified: 2022-06-07" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds" + ] + }, + { + "cell_type": "markdown", + "id": "bda96f3c-3fef-4aa4-b801-53e34c647f71", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. First, lets group our dataset by year." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "976836af-ec0b-49b8-8dbc-349139e5db77", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "grouped = ds.groupby(\"time.year\")" + ] + }, + { + "cell_type": "markdown", + "id": "1c47c5a9-7c59-470b-b54c-00fb328dc1f0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Lets take the mean of each group, to give the annual mean." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "ef15b52c-8cd8-46cf-87e6-814936ce280c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [ + "annual_means = grouped.mean()" + ] + }, + { + "cell_type": "markdown", + "id": "2c7da30c-5f09-4173-b306-10e26def81e0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. To see what we've done, lets plot the mean for the year 1960." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "2c4dfcd3-1d9e-4f2c-843b-ebd934fe324a", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "annual_means.sel(year=1970).sst.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "3a6924bf-ebef-4b91-bfb7-95d286b2972e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "4. Next, lets plot an annual mean time seties for the point in the Atlantic ocean latitude=-50.625, longitude=0." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "b8797acf-2e92-48ea-9a77-0118cd6e552f", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "annual_means.sel(lat=-50.625, lon=0, method=\"nearest\").sst.plot()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 066cca1438af6fd0ad3322ea23a18f047dd51af2 Mon Sep 17 00:00:00 2001 From: Alex Manning Date: Fri, 8 Nov 2024 11:40:40 +0000 Subject: [PATCH 4/6] Run the notebook processor on python-data. --- .gitignore | 1 + .../ex01.5_xr_label_based_indexing.ipynb | 224 +++++ ...xarray_intro.ipynb => ex01_xr_intro.ipynb} | 183 ++-- .../ex02.5_xr_computation_aggregation.ipynb | 797 ++++++++++++++++++ .../ex02_xr_plotting_and_aggregation.ipynb | 410 +++++++++ python-data/exercises/ex03.5_xr_masking.ipynb | 255 ++++++ .../ex03_groupby_processing_and_masking.ipynb | 495 ----------- python-data/exercises/ex03_xr_groupby.ipynb | 342 ++++++++ .../ex01.5_xr_label_based_indexing.ipynb | 86 +- python-data/solutions/ex01_xr_intro.ipynb | 110 ++- .../ex02.5_xr_computation_aggregation.ipynb | 81 +- .../ex02_xr_plotting_and_aggregation.ipynb | 69 +- python-data/solutions/ex03.5_xr_masking.ipynb | 62 +- python-data/solutions/ex03_xr_groupby.ipynb | 77 +- 14 files changed, 2500 insertions(+), 692 deletions(-) create mode 100644 python-data/exercises/ex01.5_xr_label_based_indexing.ipynb rename python-data/exercises/{ex01.0_xarray_intro.ipynb => ex01_xr_intro.ipynb} (66%) create mode 100644 python-data/exercises/ex02.5_xr_computation_aggregation.ipynb create mode 100644 python-data/exercises/ex02_xr_plotting_and_aggregation.ipynb create mode 100644 python-data/exercises/ex03.5_xr_masking.ipynb delete mode 100644 python-data/exercises/ex03_groupby_processing_and_masking.ipynb create mode 100644 python-data/exercises/ex03_xr_groupby.ipynb diff --git a/.gitignore b/.gitignore index c697761..d16756b 100644 --- a/.gitignore +++ b/.gitignore @@ -5,3 +5,4 @@ *.pyo *__pycache__* *.ipynb_checkpoints* +environ diff --git a/python-data/exercises/ex01.5_xr_label_based_indexing.ipynb b/python-data/exercises/ex01.5_xr_label_based_indexing.ipynb new file mode 100644 index 0000000..d480a6b --- /dev/null +++ b/python-data/exercises/ex01.5_xr_label_based_indexing.ipynb @@ -0,0 +1,224 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "77fa81b4-1601-4743-b297-ae21ac49fd49", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Label-based indexing" + ] + }, + { + "cell_type": "markdown", + "id": "a33d279d-ad68-4790-8c97-f32cf1faa019", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", + "(Hint: Don't forget to import any packages you need).\n", + "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "778346e3-ed07-408f-83e7-3b12632761e5", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:46.009202Z", + "iopub.status.busy": "2024-11-08T11:38:46.008974Z", + "iopub.status.idle": "2024-11-08T11:38:54.547721Z", + "shell.execute_reply": "2024-11-08T11:38:54.546823Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import xarray as xr\n", + "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", + "temperature = ds[\"temp\"]" + ] + }, + { + "cell_type": "markdown", + "id": "0a21a6b9-ebae-47fa-940b-3b7f92d3ad2b", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Select a subset of the `temperature` array using label-based indexing to get data at the position [0,0,0]." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d0818a4f-7255-4b90-9cb5-c8e1810cd7e3", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:54.550998Z", + "iopub.status.busy": "2024-11-08T11:38:54.550477Z", + "iopub.status.idle": "2024-11-08T11:38:54.565992Z", + "shell.execute_reply": "2024-11-08T11:38:54.565392Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b706418f-ed69-4d32-8a2c-b9fd6accf9b6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. Use `.loc` to find the temperature 5 meters below the sea surface in south atlantic where latitiude is -50.625 and longitude is 0." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "84ef9cec-9839-41fe-98e7-caaeb6e6e147", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:54.568717Z", + "iopub.status.busy": "2024-11-08T11:38:54.568155Z", + "iopub.status.idle": "2024-11-08T11:38:54.619358Z", + "shell.execute_reply": "2024-11-08T11:38:54.618722Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "09285680-d82a-44c7-b40a-092a47b568e9", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "4. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the same place: this is depth position 0, latitude position 31 and longitude position 0." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "41ce3da8-ab39-4e62-b1f6-e27b13527f42", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:54.621737Z", + "iopub.status.busy": "2024-11-08T11:38:54.621468Z", + "iopub.status.idle": "2024-11-08T11:38:54.676355Z", + "shell.execute_reply": "2024-11-08T11:38:54.675745Z" + }, + "scrolled": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "422eddac-26f7-4c9b-b6ad-4e7386117b25", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "5. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "09dac653-01d8-4e60-9444-42ef7743cf99", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:54.679431Z", + "iopub.status.busy": "2024-11-08T11:38:54.679166Z", + "iopub.status.idle": "2024-11-08T11:38:54.745881Z", + "shell.execute_reply": "2024-11-08T11:38:54.745288Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex01.0_xarray_intro.ipynb b/python-data/exercises/ex01_xr_intro.ipynb similarity index 66% rename from python-data/exercises/ex01.0_xarray_intro.ipynb rename to python-data/exercises/ex01_xr_intro.ipynb index 71128e9..a42fff2 100644 --- a/python-data/exercises/ex01.0_xarray_intro.ipynb +++ b/python-data/exercises/ex01_xr_intro.ipynb @@ -3,7 +3,13 @@ { "cell_type": "markdown", "id": "2713343a-c0f0-4da3-979f-bb0d9f8a5e4a", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "# Exercise 1: Introduction to xarray\n" ] @@ -64,10 +70,16 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 1, "id": "14157c3e-af21-444e-9e8d-5a78eeb9edad", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:59.611342Z", + "iopub.status.busy": "2024-11-08T11:38:59.611080Z", + "iopub.status.idle": "2024-11-08T11:38:59.614370Z", + "shell.execute_reply": "2024-11-08T11:38:59.613855Z" + }, "slideshow": { "slide_type": "" }, @@ -78,29 +90,50 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": null, + "id": "90401a43-a113-48f4-9a47-da8548b69222", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "id": "4352c46a-c179-439e-b1fe-3953dc8ee41c", "metadata": {}, "source": [ - "## 2. xarray architecture" + "## 2. Opening and Exploring Datasets" ] }, { "cell_type": "markdown", "id": "48d19019-2546-46d3-9da1-64d8e7c363e8", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", - "(Hint: Don't forget to import any packages you need)" + "(Hint: Don't forget to import any packages you need).\n", + "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "id": "397feb59-dd4a-42bf-bf95-f093d75d28b3", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:59.616813Z", + "iopub.status.busy": "2024-11-08T11:38:59.616432Z", + "iopub.status.idle": "2024-11-08T11:39:07.989129Z", + "shell.execute_reply": "2024-11-08T11:39:07.988284Z" + }, "slideshow": { "slide_type": "" }, @@ -114,17 +147,29 @@ { "cell_type": "markdown", "id": "9c34363a-9168-4478-885a-7bd2ec669f3a", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "2. Look at the parameters of the dataset." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "id": "1257eab9-ded3-4e4b-b703-0b39236f5d23", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:07.992447Z", + "iopub.status.busy": "2024-11-08T11:39:07.991934Z", + "iopub.status.idle": "2024-11-08T11:39:08.017284Z", + "shell.execute_reply": "2024-11-08T11:39:08.016703Z" + }, "slideshow": { "slide_type": "" }, @@ -138,41 +183,29 @@ { "cell_type": "markdown", "id": "3cee6429-dbf8-4a10-b384-ad9de719a0d0", - "metadata": {}, - "source": [ - "3. What are the dimensions and variables in this dataset? What does each represent? " - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "67ff7eb4-4058-4041-beb7-66e294542887", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [ - "clear_answer_cell" - ] + "tags": [] }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "81207a17-eeaf-4de3-a3f6-9a0fd782c252", - "metadata": {}, "source": [ - "4. Find the name of the Data Variable, and use it to extract a `DataArray` called `temperature`." + "3. What are the dimensions and variables in this dataset? What does each represent? " ] }, { "cell_type": "code", - "execution_count": 28, - "id": "3d0218b3-df73-4037-9fb9-eea80e1a70d2", + "execution_count": 4, + "id": "67ff7eb4-4058-4041-beb7-66e294542887", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:08.019659Z", + "iopub.status.busy": "2024-11-08T11:39:08.019392Z", + "iopub.status.idle": "2024-11-08T11:39:08.098462Z", + "shell.execute_reply": "2024-11-08T11:39:08.097915Z" + }, "slideshow": { "slide_type": "" }, @@ -185,50 +218,30 @@ }, { "cell_type": "markdown", - "id": "6ee4a984-305e-44da-87ab-75cf88d71f22", - "metadata": {}, - "source": [ - "5. Take a look at the `temperature` data array and inspect its dimensions, coordinates and attributes. What are the specific dimensions and coordinates associated with it? What metadata (attributes) is provided?" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "cc8a03b5-d7ce-406b-9602-47a153d2d7ec", + "id": "81207a17-eeaf-4de3-a3f6-9a0fd782c252", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [ - "clear_answer_cell" - ] + "tags": [] }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "6fe00161-8c6d-4d05-b85f-89a9b682ff0b", - "metadata": {}, - "source": [ - "## 3. Label-based indexing" - ] - }, - { - "cell_type": "markdown", - "id": "f3e16f51-8a98-424a-b908-87360947f69a", - "metadata": {}, "source": [ - "6. Select a subset of the `temperature` array using label-based indexing to get data at the position [0,0,0]." + "4. Find the name of the Data Variable, and use it to extract a `DataArray` called `temperature`." ] }, { "cell_type": "code", - "execution_count": 31, - "id": "ec783431-52db-4877-9280-a65f06cd6283", + "execution_count": 5, + "id": "3d0218b3-df73-4037-9fb9-eea80e1a70d2", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:08.100988Z", + "iopub.status.busy": "2024-11-08T11:39:08.100728Z", + "iopub.status.idle": "2024-11-08T11:39:08.160568Z", + "shell.execute_reply": "2024-11-08T11:39:08.160059Z" + }, "slideshow": { "slide_type": "" }, @@ -241,42 +254,30 @@ }, { "cell_type": "markdown", - "id": "2545ea6f-ad6c-4612-86c4-95cc9d23ffdb", - "metadata": {}, - "source": [ - "7. Use `.loc` to find the lat and lon values at the time `2065-01-30`. " - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "id": "608c6185-0026-4d8a-9b1c-2daa468fbacd", + "id": "6ee4a984-305e-44da-87ab-75cf88d71f22", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [ - "clear_answer_cell" - ] + "tags": [] }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "61407fc5-2ff3-4467-875d-f3e3b06eaa34", - "metadata": {}, "source": [ - "8. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the first time, lat and lon position." + "5. Take a look at the `temperature` data array and inspect its dimensions, coordinates and attributes. What are the specific dimensions and coordinates associated with it? What metadata (attributes) is provided?" ] }, { "cell_type": "code", - "execution_count": 56, - "id": "e92ce957-c1aa-43f6-a622-7bc8adb8cb8c", + "execution_count": 6, + "id": "cc8a03b5-d7ce-406b-9602-47a153d2d7ec", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:08.162961Z", + "iopub.status.busy": "2024-11-08T11:39:08.162710Z", + "iopub.status.idle": "2024-11-08T11:39:08.204552Z", + "shell.execute_reply": "2024-11-08T11:39:08.204036Z" + }, "slideshow": { "slide_type": "" }, @@ -289,18 +290,24 @@ }, { "cell_type": "markdown", - "id": "0f6f10a7-0905-42ec-9bf4-b3cf07229637", + "id": "e36ca3a3-8387-480a-8dfe-161bc6292681", "metadata": {}, "source": [ - "9. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." + "Find out what dimensions and coordinates exist in your dataset. Which latitude and longitude variables are associated with the ocean temperature variable?" ] }, { "cell_type": "code", - "execution_count": 65, - "id": "e4637532-9499-4884-bd1a-7fdfb0f31367", + "execution_count": 7, + "id": "32775beb-ec9b-4cc2-a8bb-ca59f8cf6bad", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:08.207270Z", + "iopub.status.busy": "2024-11-08T11:39:08.206962Z", + "iopub.status.idle": "2024-11-08T11:39:08.233916Z", + "shell.execute_reply": "2024-11-08T11:39:08.233325Z" + }, "slideshow": { "slide_type": "" }, diff --git a/python-data/exercises/ex02.5_xr_computation_aggregation.ipynb b/python-data/exercises/ex02.5_xr_computation_aggregation.ipynb new file mode 100644 index 0000000..a57d99e --- /dev/null +++ b/python-data/exercises/ex02.5_xr_computation_aggregation.ipynb @@ -0,0 +1,797 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0794ae77-cf09-45ba-8b05-ad591cee6b4d", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Arithmetic and Aggregation" + ] + }, + { + "cell_type": "markdown", + "id": "dc51608d-76da-4c7b-be20-089df1a52f9b", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. Import the `'../data/xbhubo.pgc0apr.nc'` dataset and create the temperature data array as in the last lesson." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "371d4e04-d765-4c34-b75c-b235a1165d6a", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:26.725368Z", + "iopub.status.busy": "2024-11-08T11:38:26.725034Z", + "iopub.status.idle": "2024-11-08T11:38:35.035038Z", + "shell.execute_reply": "2024-11-08T11:38:35.034395Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "dbc7c274-51f9-40e8-9cf8-4d4f5e25707c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Let's compare the data between the sea surface and further down. Create two temperature datasets and extract the temperature change data the sea surface and the sea bottom" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "37a7a666-942a-446e-ae54-6aab318dc084", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:35.038178Z", + "iopub.status.busy": "2024-11-08T11:38:35.037646Z", + "iopub.status.idle": "2024-11-08T11:38:35.043444Z", + "shell.execute_reply": "2024-11-08T11:38:35.042931Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "87224117-8b77-4a8a-ac4d-5c7749d263ad", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. Calculate the difference in temperature the bottom of the ocean and the surface." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "143821a5-c18c-4cd0-8ba6-18015a82c396", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:35.045794Z", + "iopub.status.busy": "2024-11-08T11:38:35.045414Z", + "iopub.status.idle": "2024-11-08T11:38:35.096181Z", + "shell.execute_reply": "2024-11-08T11:38:35.095612Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.DataArray 'temp' (latitude: 144, longitude: 288)> Size: 166kB\n",
    +       "array([[nan, nan, nan, ..., nan, nan, nan],\n",
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    +       "Coordinates:\n",
    +       "  * longitude  (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n",
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    " + ], + "text/plain": [ + " Size: 166kB\n", + "array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " ...,\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", + "Coordinates:\n", + " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", + " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", + " t object 8B 1920-04-16 00:00:00" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "delta_temp = bottom - surface\n", + "delta_temp" + ] + }, + { + "cell_type": "markdown", + "id": "6726f384-403d-4614-a15b-4431ca62dd5c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "4. Plot the difference in these temperatures using xarrays built-in features." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a4f06f85-2c15-47da-abcb-87cbfe19e852", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:35.098577Z", + "iopub.status.busy": "2024-11-08T11:38:35.098305Z", + "iopub.status.idle": "2024-11-08T11:38:35.510695Z", + "shell.execute_reply": "2024-11-08T11:38:35.510108Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "delta_temp.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "02e22bb4-7c61-4b00-996f-cf03f3aff595", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "5. Calculate the **minimum** temperature across the water depth in all locations." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "24988c19-820d-426a-87f9-fa350f9c1d10", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:35.513366Z", + "iopub.status.busy": "2024-11-08T11:38:35.512976Z", + "iopub.status.idle": "2024-11-08T11:38:36.044564Z", + "shell.execute_reply": "2024-11-08T11:38:36.043932Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temperature.max(dim='depth').plot()" + ] + }, + { + "cell_type": "markdown", + "id": "5cc23d19-2f5d-4dd9-9db0-807c47d83cc5", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "6. Compute the global average ocean temperature change (averaged over all depths) for the entire time period in the dataset. Then display the result as a 2D depth profile." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cf55c6cf-295d-4a02-956b-609a89815105", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:36.047888Z", + "iopub.status.busy": "2024-11-08T11:38:36.047606Z", + "iopub.status.idle": "2024-11-08T11:38:36.244801Z", + "shell.execute_reply": "2024-11-08T11:38:36.244274Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "global_avg_temp = temperature.mean(dim=['latitude', 'longitude'])\n", + "global_avg_temp.plot(y='depth')\n", + "plt.gca().invert_yaxis()" + ] + }, + { + "cell_type": "markdown", + "id": "74ecf24e-9293-4c0b-98c6-6fc4805025f5", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "14. Calculate the zonal average temperature change for each latitude. Plot the result as a 2d contour with depth on the y axis and latitude on x." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e5044676-8cb0-46e7-a880-b9033f6ff53c", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:36.247276Z", + "iopub.status.busy": "2024-11-08T11:38:36.246915Z", + "iopub.status.idle": "2024-11-08T11:38:36.528602Z", + "shell.execute_reply": "2024-11-08T11:38:36.528020Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "zonal_avg_temp = temperature.mean(dim=['longitude'])\n", + "zonal_avg_temp.plot()\n", + "plt.title('Zonal Average Temperature Change')\n", + "plt.gca().invert_yaxis()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex02_xr_plotting_and_aggregation.ipynb b/python-data/exercises/ex02_xr_plotting_and_aggregation.ipynb new file mode 100644 index 0000000..b7031e4 --- /dev/null +++ b/python-data/exercises/ex02_xr_plotting_and_aggregation.ipynb @@ -0,0 +1,410 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "38e495fd-dc7a-4e98-a2ab-d7b28560db48", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Exercise 2: Plotting" + ] + }, + { + "cell_type": "markdown", + "id": "c0834ce1-ed90-4963-adb1-838bef5233c5", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "### Issues Covered: \n", + "- Creating a time-series using `.sel()` and `.isel()`\n", + "- Creating and customising plots using the inbuilt xarray `.plot()` function\n", + "- Doing arithmetic on data arrays\n", + "- Using `.mean()`, `.std()`, `.max()` and `.min()`\n", + "- Slicing an array with `.slice()`" + ] + }, + { + "cell_type": "markdown", + "id": "f1f5a3da-837a-4aec-9562-3df9f416cb23", + "metadata": {}, + "source": [ + "## 1. Plotting" + ] + }, + { + "cell_type": "markdown", + "id": "dc7d1b36-cc80-44a4-9adf-5f02901b28f6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e129c00a-5a55-47a1-8df1-5e1ce8b28c53", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:37:53.012103Z", + "iopub.status.busy": "2024-11-08T11:37:53.011899Z", + "iopub.status.idle": "2024-11-08T11:38:01.242392Z", + "shell.execute_reply": "2024-11-08T11:38:01.241655Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "7d28e98c-52ac-452a-aff5-6ba8c78aa22f", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Try a simple .plot() on your temperature dataarray, to see what xarray does. Why has it done this?" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "bd52476f-5b35-4c46-b242-9fe1da16062c", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:01.245702Z", + "iopub.status.busy": "2024-11-08T11:38:01.245140Z", + "iopub.status.idle": "2024-11-08T11:38:01.549172Z", + "shell.execute_reply": "2024-11-08T11:38:01.548629Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "a5652dd7-6176-4d90-b081-969ce7aec4f8", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. Next, try the same with a 2-dimensional view of your dataset. Try selecting sea surface temperature values and plotting those." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "81abc16a-8a76-4a79-8be7-4d567d582b2c", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:01.551901Z", + "iopub.status.busy": "2024-11-08T11:38:01.551602Z", + "iopub.status.idle": "2024-11-08T11:38:01.556530Z", + "shell.execute_reply": "2024-11-08T11:38:01.555938Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "9a047319-7af4-4b42-8231-d88ddcda20ef", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "4. Finally, create a depth profile from `temperature` by using `sel` to select data for the same latitude and longitude values (31,0)." + ] + }, + { + "cell_type": "markdown", + "id": "02ff3450-f7d4-4753-ad8e-3fc6e286655e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Hint: The latitude value is `-50.625` and the longitude value is `0`. All 3 of these methods will return the same dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "98a422d3-7137-437d-b698-98e3cd85c321", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:01.950155Z", + "iopub.status.busy": "2024-11-08T11:38:01.949863Z", + "iopub.status.idle": "2024-11-08T11:38:01.953797Z", + "shell.execute_reply": "2024-11-08T11:38:01.953295Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "bbb5c8e1-74fc-4ec0-b4e1-f8b6e52e8388", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "5. Create a plot from this time series." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e29cc9ca-07ca-46d9-ac5c-50a2c84bfe0f", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:01.956497Z", + "iopub.status.busy": "2024-11-08T11:38:01.956170Z", + "iopub.status.idle": "2024-11-08T11:38:02.345144Z", + "shell.execute_reply": "2024-11-08T11:38:02.344558Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "4f2d3902-45c9-4eb1-b4b0-9d39baa421ac", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "6. Make the plot red with 'x' marking the points." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fdfb363f-e819-47a1-a571-5a74f6711196", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:02.348074Z", + "iopub.status.busy": "2024-11-08T11:38:02.347794Z", + "iopub.status.idle": "2024-11-08T11:38:02.558745Z", + "shell.execute_reply": "2024-11-08T11:38:02.558251Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "7a947799-3b5a-4b8b-bf4e-0c58986b58ed", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "7. Create a time series plot comparing the temperature profile at three different grid cells:\n", + " - lat = 0, lon = 0\n", + " - lat = 10, lon = 10\n", + " - lat = 20, lon = 20\n", + "\n", + "Make sure each time series has a different colour and include a legend. As an extension, give them different linestyles too.\n", + "Hint: use `.isel` to index the lat and lon." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "682cfc89-a2cd-454e-a124-d6df5f399208", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:02.561128Z", + "iopub.status.busy": "2024-11-08T11:38:02.560845Z", + "iopub.status.idle": "2024-11-08T11:38:02.779897Z", + "shell.execute_reply": "2024-11-08T11:38:02.779372Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "4cbb0586-67e2-4a6f-bbdf-552e51f46085", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "8. Let's plot some data in 2D. Use `sel` to select data for 200 meters below the surface." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7c5f72d0-ebe2-4f19-887d-65b3b837002a", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:02.782375Z", + "iopub.status.busy": "2024-11-08T11:38:02.782083Z", + "iopub.status.idle": "2024-11-08T11:38:03.130296Z", + "shell.execute_reply": "2024-11-08T11:38:03.129808Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "specific_time = temperature.sel(depth='200', method='nearest')\n", + "specific_time.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3df0b068-9c7f-4fa1-b760-421c68f4a67c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex03.5_xr_masking.ipynb b/python-data/exercises/ex03.5_xr_masking.ipynb new file mode 100644 index 0000000..c545d85 --- /dev/null +++ b/python-data/exercises/ex03.5_xr_masking.ipynb @@ -0,0 +1,255 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3058f71b-e62e-4301-ab43-d93a996e7cd1", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## Masking" + ] + }, + { + "cell_type": "markdown", + "id": "372af117-a045-4830-b91f-9124107cff6e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. For masking, we're back to using our ocean dataset. Load it now." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5bbad328-b6fe-4d9e-aacd-d5d2bcaac2c3", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:21.785805Z", + "iopub.status.busy": "2024-11-08T11:39:21.785413Z", + "iopub.status.idle": "2024-11-08T11:39:30.005461Z", + "shell.execute_reply": "2024-11-08T11:39:30.004655Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "36531d5e-1969-46cd-a093-a0f1d538827e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Determine which grid cells sea surface temperaturevis more than the mean." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b6358593-814b-4574-9dd1-a44c4c4cec9c", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:30.008625Z", + "iopub.status.busy": "2024-11-08T11:39:30.008132Z", + "iopub.status.idle": "2024-11-08T11:39:30.433972Z", + "shell.execute_reply": "2024-11-08T11:39:30.433345Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "9bc58a98-fb38-4703-a313-5263c0773183", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. Combine this with another .where() lookup to show only cells where the temperature is more than the mean and salinity is more than the mean." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d8fb7ec8-b129-443a-b469-95a61ff1c5db", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:30.436664Z", + "iopub.status.busy": "2024-11-08T11:39:30.436368Z", + "iopub.status.idle": "2024-11-08T11:39:30.933648Z", + "shell.execute_reply": "2024-11-08T11:39:30.933005Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b3322279-7489-43b2-b9e8-dc41093c34a6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "4. Masks are just boolean arrays. Create a re-usuable mask for the temperature and sst criteia above, and a combined one." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "61e20222-b105-4438-8ba2-c54bd9aa1d54", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:30.937339Z", + "iopub.status.busy": "2024-11-08T11:39:30.936483Z", + "iopub.status.idle": "2024-11-08T11:39:30.945860Z", + "shell.execute_reply": "2024-11-08T11:39:30.945215Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "aa4f780b-b22a-48bf-b165-7bedd9a4c011", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "5. Use this mask to make the same temperature plot, and a similar one for sst." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "850cffc7-f47e-432d-a0cd-25f40370f5cd", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:30.948343Z", + "iopub.status.busy": "2024-11-08T11:39:30.948034Z", + "iopub.status.idle": "2024-11-08T11:39:31.346826Z", + "shell.execute_reply": "2024-11-08T11:39:31.346137Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1c55bd58-b6aa-4fc0-b621-a6eda906e862", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:31.349288Z", + "iopub.status.busy": "2024-11-08T11:39:31.348998Z", + "iopub.status.idle": "2024-11-08T11:39:31.711256Z", + "shell.execute_reply": "2024-11-08T11:39:31.710627Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "828b8091-20dc-4333-b86d-bc88cbc5a9bb", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex03_groupby_processing_and_masking.ipynb b/python-data/exercises/ex03_groupby_processing_and_masking.ipynb deleted file mode 100644 index b38216b..0000000 --- a/python-data/exercises/ex03_groupby_processing_and_masking.ipynb +++ /dev/null @@ -1,495 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "7e3a36bd-b713-4a08-9f6c-a6a0260c42c0", - "metadata": {}, - "source": [ - "# Exercise 3: More xarray" - ] - }, - { - "cell_type": "markdown", - "id": "1770f8c8-7d27-4536-aac8-f1e773dc0c86", - "metadata": {}, - "source": [ - "## Aim: Work with data which has been grouped and create masks for data." - ] - }, - { - "cell_type": "markdown", - "id": "06944527-8b86-4881-9c21-67013b11af9f", - "metadata": {}, - "source": [ - "### Issues Covered:\n", - "- Grouping data with `.groupby()`\n", - "- Applying functions to data with `.apply()`\n", - "- Create masks using `.where()` " - ] - }, - { - "cell_type": "markdown", - "id": "1fbfc303-a5c7-490f-887a-30ed1d93ffb6", - "metadata": {}, - "source": [ - "## 1. GroupBy processing" - ] - }, - { - "cell_type": "markdown", - "id": "bda96f3c-3fef-4aa4-b801-53e34c647f71", - "metadata": {}, - "source": [ - "1. Group the temperature data by time, look at the results." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "976836af-ec0b-49b8-8dbc-349139e5db77", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DataArrayGroupBy, grouped over 'time'\n", - "12 groups with labels 2065-01-30, 12:00:00, ..., 206...." - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import xarray as xr\n", - "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')\n", - "temperature = ds[\"tas\"]\n", - "temperature.groupby('time')" - ] - }, - { - "cell_type": "markdown", - "id": "1c47c5a9-7c59-470b-b54c-00fb328dc1f0", - "metadata": {}, - "source": [ - "2. Create a function to calculate the mean. Apply this function across the data grouped by time and plot." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "ef15b52c-8cd8-46cf-87e6-814936ce280c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def mean(x):\n", - " return x.mean()\n", - "\n", - "temperature.groupby('time').apply(mean).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "55fc045f-8dd2-47bb-bca5-742f92079bc3", - "metadata": {}, - "source": [ - "3. Repeat the step above but using the shortcut shown in the tutorial." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "11b35c4d-a244-41e6-99e0-5d60b09a9064", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([1.60000e+01, 3.40500e+03, 4.99885e+05, 2.05252e+05, 3.77090e+04,\n", - " 1.29990e+04, 6.29100e+03, 6.46200e+03, 3.75200e+03, 1.82900e+03]),\n", - " array([-6.73379803, -3.77037883, -0.80695951, 2.15645981, 5.11987877,\n", - " 8.08329773, 11.04671764, 14.0101366 , 16.97355652, 19.93697548,\n", - " 22.90039444]),\n", - " )" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Why is this not right? \n", - "temperature.groupby('time').mean().plot()" - ] - }, - { - "cell_type": "markdown", - "id": "04044e58-c272-4e87-99d7-d3aec3d534cb", - "metadata": {}, - "source": [ - "4. Try to calculate the global annual average instead of the daily global average and plot the results as a 1D time series." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e1059cca-334b-4db5-90dc-f208aa946e56", - "metadata": {}, - "outputs": [], - "source": [ - "# Not sure how to do this? " - ] - }, - { - "cell_type": "markdown", - "id": "2c7da30c-5f09-4173-b306-10e26def81e0", - "metadata": {}, - "source": [ - "5. Plot the maximum temperature change across the data grouped by time." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "2c4dfcd3-1d9e-4f2c-843b-ebd934fe324a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Why is this not right?\n", - "# temperature.groupby('time').max().plot()\n", - "def max(x):\n", - " return x.max()\n", - "\n", - "temperature.groupby('time').apply(max).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "3a6924bf-ebef-4b91-bfb7-95d286b2972e", - "metadata": {}, - "source": [ - "6. Plot the minimum temperature change across the data grouped by time." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "b8797acf-2e92-48ea-9a77-0118cd6e552f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Why does this not work:\n", - "# temperature.groupby('time').min().plot()\n", - "def min(x):\n", - " return x.min()\n", - "\n", - "temperature.groupby('time').apply(min).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "e5166e98-348f-4883-ac0a-5c5a4ddb8151", - "metadata": {}, - "source": [ - "7. Let's have a look at the seasonal variations in temperature data. Create a dataset which is grouped by the months january and february, and a second dataset for june/jul/aug. Apply the mean on both of these over the time dimension. Find the range by subracting the winter months from the summer months. Plot the range." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "d199a0a3-de8b-46c9-ab36-9027c404815a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "grouped_by_seasons = temperature.groupby('time.season').mean('time')\n", - "temp_range = abs(grouped_by_seasons.sel(season='JJA') - grouped_by_seasons.sel(season='DJF'))\n", - "temp_range.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "983ec3e6-228c-4bd5-b72b-6f3e0f05df93", - "metadata": {}, - "source": [ - "## 2. Masking" - ] - }, - { - "cell_type": "markdown", - "id": "89017ec1-d8d4-4a16-b16a-08bcb675a620", - "metadata": {}, - "source": [ - "1. Determine which grid cells have a temperature difference greater than 1.0 on the 30th June 2065. Plot the results." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "b2afb2be-aa22-420f-814a-2ed9b566409b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ds.sel(time='2065-06-30')['tas'].where(ds.tas > 1.0).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "d748ae15-6512-4b6a-82ea-c3c81729b82a", - "metadata": {}, - "source": [ - "2. Plot the sst field to take a look what the land surfaces currently look like." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "7042fba8-c00f-4c5f-b1f3-d560c431f4ae", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ds.tas.isel(time=0).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "056aba76-9642-4d81-bd0e-42896e458958", - "metadata": {}, - "source": [ - "3. Build a mask over the land aread using the numpy library to help. We'll be going over numpy later in the course." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "a1d4d247-2223-49f1-9f00-11922a5ae832", - "metadata": {}, - "outputs": [], - "source": [ - "# This doesn't work with this dataset :/\n", - "\n", - "# import numpy as np\n", - "# mask_ocean = 2 * np.ones((ds.dims['lat'], ds.dims['lon'])) * np.isfinite(ds.tas.isel(time=0))\n", - "# mask_land = 1 * np.ones((ds.dims['lat'], ds.dims['lon'])) * np.isnan(ds.tas.isel(time=0))\n", - "# mask_array = mask_ocean + mask_land\n", - "# mask_array.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "aae296ab-4612-46e8-802a-6948b35fd150", - "metadata": {}, - "source": [ - "4. Add the mask to the coordinates data array. Take a look at the data array to check it's been added." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "29a09635-3172-4279-b08a-e363fa512ec1", - "metadata": {}, - "outputs": [], - "source": [ - "# Doesn't work with this dataset\n", - "\n", - "# ds.coords['mask'] = (('lat', 'lon'), mask_array)\n", - "# ds" - ] - }, - { - "cell_type": "markdown", - "id": "ede8072b-5b32-4770-9a94-c3abd643de93", - "metadata": {}, - "source": [ - "5. Apply the mask from the data array using where and integrate with the mean." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "394ec8d7-1495-469a-9ecf-7e6019035dd0", - "metadata": {}, - "outputs": [], - "source": [ - "# Doesn't work with this dataset\n", - "# ds['tas'].mean('time').where(ds.mask == 1).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "0ec90140-3b4c-4230-8336-19f6a8c823de", - "metadata": {}, - "source": [ - "6. Extension question: Using the air temperature dataset, calculate the mean annual difference in SST (sea surface temperature) and tas?" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "3c991c23-2f5b-4644-8290-1612da02dfec", - "metadata": {}, - "outputs": [], - "source": [ - "# Not sure how to do this?" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 + Jaspy", - "language": "python", - "name": "jaspy" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/python-data/exercises/ex03_xr_groupby.ipynb b/python-data/exercises/ex03_xr_groupby.ipynb new file mode 100644 index 0000000..4132443 --- /dev/null +++ b/python-data/exercises/ex03_xr_groupby.ipynb @@ -0,0 +1,342 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7e3a36bd-b713-4a08-9f6c-a6a0260c42c0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Grouping" + ] + }, + { + "cell_type": "markdown", + "id": "1770f8c8-7d27-4536-aac8-f1e773dc0c86", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## Aim: Work with data which has been grouped and create masks for data." + ] + }, + { + "cell_type": "markdown", + "id": "06944527-8b86-4881-9c21-67013b11af9f", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "### Issues Covered:\n", + "- Grouping data with `.groupby()`\n", + "- Applying functions to data with `.apply()`" + ] + }, + { + "cell_type": "markdown", + "id": "1fbfc303-a5c7-490f-887a-30ed1d93ffb6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## GroupBy processing" + ] + }, + { + "cell_type": "markdown", + "id": "3ad0ac92-b9c2-43e5-9235-dae178be3186", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Our ocean model dataset has no time dimension, so for this exercise we are going to use the NOAA ERSSST dataset from the tutorial. Load it using the command below." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "39c8e656-1f55-49c3-ba9b-51bb4004191e", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:08.209512Z", + "iopub.status.busy": "2024-11-08T11:38:08.209274Z", + "iopub.status.idle": "2024-11-08T11:38:16.782057Z", + "shell.execute_reply": "2024-11-08T11:38:16.781393Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import xarray as xr\n", + "ds = xr.tutorial.load_dataset(\"ersstv5\")" + ] + }, + { + "cell_type": "markdown", + "id": "db58d1ca-84dd-4933-9498-551bd60f21a6", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Have a quick explore of the dataset and see what it contains." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "181322e6-af04-42c4-94f4-f0d8c00a9c66", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:16.785155Z", + "iopub.status.busy": "2024-11-08T11:38:16.784623Z", + "iopub.status.idle": "2024-11-08T11:38:16.809926Z", + "shell.execute_reply": "2024-11-08T11:38:16.809259Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "bda96f3c-3fef-4aa4-b801-53e34c647f71", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "1. First, lets group our dataset by year." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "976836af-ec0b-49b8-8dbc-349139e5db77", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:16.812244Z", + "iopub.status.busy": "2024-11-08T11:38:16.811971Z", + "iopub.status.idle": "2024-11-08T11:38:16.817290Z", + "shell.execute_reply": "2024-11-08T11:38:16.816743Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "1c47c5a9-7c59-470b-b54c-00fb328dc1f0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "2. Lets take the mean of each group, to give the annual mean." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ef15b52c-8cd8-46cf-87e6-814936ce280c", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:16.819613Z", + "iopub.status.busy": "2024-11-08T11:38:16.819377Z", + "iopub.status.idle": "2024-11-08T11:38:16.967946Z", + "shell.execute_reply": "2024-11-08T11:38:16.967338Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "2c7da30c-5f09-4173-b306-10e26def81e0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "3. To see what we've done, lets plot the mean for the year 1960." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2c4dfcd3-1d9e-4f2c-843b-ebd934fe324a", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:16.970756Z", + "iopub.status.busy": "2024-11-08T11:38:16.970483Z", + "iopub.status.idle": "2024-11-08T11:38:17.450869Z", + "shell.execute_reply": "2024-11-08T11:38:17.450364Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "annual_means.sel(year=1970).sst.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "3a6924bf-ebef-4b91-bfb7-95d286b2972e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "4. Next, lets plot an annual mean time seties for the point in the Atlantic ocean latitude=-50.625, longitude=0." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b8797acf-2e92-48ea-9a77-0118cd6e552f", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:17.453352Z", + "iopub.status.busy": "2024-11-08T11:38:17.453068Z", + "iopub.status.idle": "2024-11-08T11:38:17.651837Z", + "shell.execute_reply": "2024-11-08T11:38:17.651319Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "annual_means.sel(lat=-50.625, lon=0, method=\"nearest\").sst.plot()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/solutions/ex01.5_xr_label_based_indexing.ipynb b/python-data/solutions/ex01.5_xr_label_based_indexing.ipynb index 387c3b1..32d370e 100644 --- a/python-data/solutions/ex01.5_xr_label_based_indexing.ipynb +++ b/python-data/solutions/ex01.5_xr_label_based_indexing.ipynb @@ -30,6 +30,30 @@ "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" ] }, + { + "cell_type": "code", + "execution_count": 1, + "id": "778346e3-ed07-408f-83e7-3b12632761e5", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:46.009202Z", + "iopub.status.busy": "2024-11-08T11:38:46.008974Z", + "iopub.status.idle": "2024-11-08T11:38:54.547721Z", + "shell.execute_reply": "2024-11-08T11:38:54.546823Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import xarray as xr\n", + "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", + "temperature = ds[\"temp\"]" + ] + }, { "cell_type": "markdown", "id": "0a21a6b9-ebae-47fa-940b-3b7f92d3ad2b", @@ -46,10 +70,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "id": "d0818a4f-7255-4b90-9cb5-c8e1810cd7e3", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:54.550998Z", + "iopub.status.busy": "2024-11-08T11:38:54.550477Z", + "iopub.status.idle": "2024-11-08T11:38:54.565992Z", + "shell.execute_reply": "2024-11-08T11:38:54.565392Z" + }, "slideshow": { "slide_type": "" }, @@ -441,8 +471,8 @@ " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", " units: degC\n", " valid_min: -1.7999878\n", - " valid_max: 35.0495" + " valid_max: 35.0495" ], "text/plain": [ " Size: 4B\n", @@ -464,7 +494,7 @@ " valid_max: 35.0495" ] }, - "execution_count": 7, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -489,10 +519,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "id": "84ef9cec-9839-41fe-98e7-caaeb6e6e147", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:54.568717Z", + "iopub.status.busy": "2024-11-08T11:38:54.568155Z", + "iopub.status.idle": "2024-11-08T11:38:54.619358Z", + "shell.execute_reply": "2024-11-08T11:38:54.618722Z" + }, "slideshow": { "slide_type": "" }, @@ -884,9 +920,9 @@ " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", " units: degC\n", " valid_min: -1.7999878\n", - " valid_max: 35.0495" + " valid_max: 35.0495" ], "text/plain": [ " Size: 4B\n", @@ -908,7 +944,7 @@ " valid_max: 35.0495" ] }, - "execution_count": 8, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -933,10 +969,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "id": "41ce3da8-ab39-4e62-b1f6-e27b13527f42", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:54.621737Z", + "iopub.status.busy": "2024-11-08T11:38:54.621468Z", + "iopub.status.idle": "2024-11-08T11:38:54.676355Z", + "shell.execute_reply": "2024-11-08T11:38:54.675745Z" + }, "scrolled": true, "slideshow": { "slide_type": "" @@ -1329,9 +1371,9 @@ " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", " units: degC\n", " valid_min: -1.7999878\n", - " valid_max: 35.0495" + " valid_max: 35.0495" ], "text/plain": [ " Size: 4B\n", @@ -1353,7 +1395,7 @@ " valid_max: 35.0495" ] }, - "execution_count": 9, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -1378,10 +1420,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "id": "09dac653-01d8-4e60-9444-42ef7743cf99", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:54.679431Z", + "iopub.status.busy": "2024-11-08T11:38:54.679166Z", + "iopub.status.idle": "2024-11-08T11:38:54.745881Z", + "shell.execute_reply": "2024-11-08T11:38:54.745288Z" + }, "slideshow": { "slide_type": "" }, @@ -1773,9 +1821,9 @@ " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", " units: degC\n", " valid_min: -1.7999878\n", - " valid_max: 35.0495" + " valid_max: 35.0495" ], "text/plain": [ " Size: 4B\n", @@ -1797,7 +1845,7 @@ " valid_max: 35.0495" ] }, - "execution_count": 10, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } diff --git a/python-data/solutions/ex01_xr_intro.ipynb b/python-data/solutions/ex01_xr_intro.ipynb index 4841e10..9353541 100644 --- a/python-data/solutions/ex01_xr_intro.ipynb +++ b/python-data/solutions/ex01_xr_intro.ipynb @@ -74,6 +74,12 @@ "id": "14157c3e-af21-444e-9e8d-5a78eeb9edad", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:59.611342Z", + "iopub.status.busy": "2024-11-08T11:38:59.611080Z", + "iopub.status.idle": "2024-11-08T11:38:59.614370Z", + "shell.execute_reply": "2024-11-08T11:38:59.613855Z" + }, "slideshow": { "slide_type": "" }, @@ -127,10 +133,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "397feb59-dd4a-42bf-bf95-f093d75d28b3", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:59.616813Z", + "iopub.status.busy": "2024-11-08T11:38:59.616432Z", + "iopub.status.idle": "2024-11-08T11:39:07.989129Z", + "shell.execute_reply": "2024-11-08T11:39:07.988284Z" + }, "slideshow": { "slide_type": "" }, @@ -160,10 +172,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "1257eab9-ded3-4e4b-b703-0b39236f5d23", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:07.992447Z", + "iopub.status.busy": "2024-11-08T11:39:07.991934Z", + "iopub.status.idle": "2024-11-08T11:39:08.017284Z", + "shell.execute_reply": "2024-11-08T11:39:08.016703Z" + }, "slideshow": { "slide_type": "" }, @@ -556,7 +574,7 @@ " vcurr (t, depth, latitude_1, longitude_1) float32 3MB ...\n", "Attributes:\n", " history: Tue Sep 12 11:49:35 BST 2006 - CONVSH V1.91 16-February-2006\n", - " Conventions: CF-1.0
  • history :
    Tue Sep 12 11:49:35 BST 2006 - CONVSH V1.91 16-February-2006
    Conventions :
    CF-1.0
  • " ], "text/plain": [ " Size: 13MB\n", @@ -647,7 +665,7 @@ " Conventions: CF-1.0" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -672,10 +690,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "67ff7eb4-4058-4041-beb7-66e294542887", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:08.019659Z", + "iopub.status.busy": "2024-11-08T11:39:08.019392Z", + "iopub.status.idle": "2024-11-08T11:39:08.098462Z", + "shell.execute_reply": "2024-11-08T11:39:08.097915Z" + }, "slideshow": { "slide_type": "" }, @@ -706,10 +730,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "3d0218b3-df73-4037-9fb9-eea80e1a70d2", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:08.100988Z", + "iopub.status.busy": "2024-11-08T11:39:08.100728Z", + "iopub.status.idle": "2024-11-08T11:39:08.160568Z", + "shell.execute_reply": "2024-11-08T11:39:08.160059Z" + }, "slideshow": { "slide_type": "" }, @@ -739,10 +769,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "cc8a03b5-d7ce-406b-9602-47a153d2d7ec", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:08.162961Z", + "iopub.status.busy": "2024-11-08T11:39:08.162710Z", + "iopub.status.idle": "2024-11-08T11:39:08.204552Z", + "shell.execute_reply": "2024-11-08T11:39:08.204036Z" + }, "slideshow": { "slide_type": "" }, @@ -1134,7 +1170,7 @@ " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", " units: degC\n", " valid_min: -1.7999878\n", - " valid_max: 35.0495
  • source :
    Unified Model Output:
    name :
    temp
    title :
    POTENTIAL TEMPERATURE (OCEAN) DEG.C
    date :
    01/12/99
    time :
    00:00
    long_name :
    POTENTIAL TEMPERATURE (OCEAN) DEG.C
    units :
    degC
    valid_min :
    -1.7999878
    valid_max :
    35.0495
  • " ], "text/plain": [ " Size: 3MB\n", @@ -1197,7 +1233,7 @@ " valid_max: 35.0495" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -1217,10 +1253,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "id": "32775beb-ec9b-4cc2-a8bb-ca59f8cf6bad", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:08.207270Z", + "iopub.status.busy": "2024-11-08T11:39:08.206962Z", + "iopub.status.idle": "2024-11-08T11:39:08.233916Z", + "shell.execute_reply": "2024-11-08T11:39:08.233325Z" + }, "slideshow": { "slide_type": "" }, @@ -1241,7 +1283,7 @@ " * latitude_1 (latitude_1) float32 572B -88.75 -87.5 -86.25 ... 87.5 88.75" ] }, - "execution_count": 10, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1252,10 +1294,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "id": "c9e02ab5-526c-4c7d-9fc4-2c8d7d3345f6", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:08.236205Z", + "iopub.status.busy": "2024-11-08T11:39:08.235943Z", + "iopub.status.idle": "2024-11-08T11:39:08.277119Z", + "shell.execute_reply": "2024-11-08T11:39:08.276651Z" + }, "slideshow": { "slide_type": "" }, @@ -1270,7 +1318,7 @@ "('t', 'depth', 'latitude', 'longitude')" ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } diff --git a/python-data/solutions/ex02.5_xr_computation_aggregation.ipynb b/python-data/solutions/ex02.5_xr_computation_aggregation.ipynb index af71739..9295c40 100644 --- a/python-data/solutions/ex02.5_xr_computation_aggregation.ipynb +++ b/python-data/solutions/ex02.5_xr_computation_aggregation.ipynb @@ -25,15 +25,21 @@ "tags": [] }, "source": [ - "1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." + "1. Import the `'../data/xbhubo.pgc0apr.nc'` dataset and create the temperature data array as in the last lesson." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "371d4e04-d765-4c34-b75c-b235a1165d6a", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:26.725368Z", + "iopub.status.busy": "2024-11-08T11:38:26.725034Z", + "iopub.status.idle": "2024-11-08T11:38:35.035038Z", + "shell.execute_reply": "2024-11-08T11:38:35.034395Z" + }, "slideshow": { "slide_type": "" }, @@ -64,10 +70,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "id": "37a7a666-942a-446e-ae54-6aab318dc084", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:35.038178Z", + "iopub.status.busy": "2024-11-08T11:38:35.037646Z", + "iopub.status.idle": "2024-11-08T11:38:35.043444Z", + "shell.execute_reply": "2024-11-08T11:38:35.042931Z" + }, "slideshow": { "slide_type": "" }, @@ -108,10 +120,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "id": "143821a5-c18c-4cd0-8ba6-18015a82c396", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:35.045794Z", + "iopub.status.busy": "2024-11-08T11:38:35.045414Z", + "iopub.status.idle": "2024-11-08T11:38:35.096181Z", + "shell.execute_reply": "2024-11-08T11:38:35.095612Z" + }, "slideshow": { "slide_type": "" }, @@ -496,13 +514,13 @@ "Coordinates:\n", " * longitude (longitude) float32 1kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8\n", " * latitude (latitude) float32 576B -89.38 -88.12 -86.88 ... 88.12 89.38\n", - " t object 8B 1920-04-16 00:00:00
  • " ], "text/plain": [ " Size: 166kB\n", @@ -548,7 +566,7 @@ " t object 8B 1920-04-16 00:00:00" ] }, - "execution_count": 6, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -574,10 +592,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "id": "a4f06f85-2c15-47da-abcb-87cbfe19e852", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:35.098577Z", + "iopub.status.busy": "2024-11-08T11:38:35.098305Z", + "iopub.status.idle": "2024-11-08T11:38:35.510695Z", + "shell.execute_reply": "2024-11-08T11:38:35.510108Z" + }, "slideshow": { "slide_type": "" }, @@ -587,10 +611,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, @@ -625,10 +649,16 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 5, "id": "24988c19-820d-426a-87f9-fa350f9c1d10", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:35.513366Z", + "iopub.status.busy": "2024-11-08T11:38:35.512976Z", + "iopub.status.idle": "2024-11-08T11:38:36.044564Z", + "shell.execute_reply": "2024-11-08T11:38:36.043932Z" + }, "slideshow": { "slide_type": "" }, @@ -638,10 +668,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -676,10 +706,16 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 6, "id": "cf55c6cf-295d-4a02-956b-609a89815105", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:36.047888Z", + "iopub.status.busy": "2024-11-08T11:38:36.047606Z", + "iopub.status.idle": "2024-11-08T11:38:36.244801Z", + "shell.execute_reply": "2024-11-08T11:38:36.244274Z" + }, "slideshow": { "slide_type": "" }, @@ -698,6 +734,7 @@ } ], "source": [ + "import matplotlib.pyplot as plt\n", "global_avg_temp = temperature.mean(dim=['latitude', 'longitude'])\n", "global_avg_temp.plot(y='depth')\n", "plt.gca().invert_yaxis()" @@ -719,10 +756,16 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 7, "id": "e5044676-8cb0-46e7-a880-b9033f6ff53c", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:36.247276Z", + "iopub.status.busy": "2024-11-08T11:38:36.246915Z", + "iopub.status.idle": "2024-11-08T11:38:36.528602Z", + "shell.execute_reply": "2024-11-08T11:38:36.528020Z" + }, "slideshow": { "slide_type": "" }, diff --git a/python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb b/python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb index 0a9ff7a..8ed6ad6 100644 --- a/python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb +++ b/python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb @@ -61,6 +61,12 @@ "id": "e129c00a-5a55-47a1-8df1-5e1ce8b28c53", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:37:53.012103Z", + "iopub.status.busy": "2024-11-08T11:37:53.011899Z", + "iopub.status.idle": "2024-11-08T11:38:01.242392Z", + "shell.execute_reply": "2024-11-08T11:38:01.241655Z" + }, "slideshow": { "slide_type": "" }, @@ -95,6 +101,12 @@ "id": "bd52476f-5b35-4c46-b242-9fe1da16062c", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:01.245702Z", + "iopub.status.busy": "2024-11-08T11:38:01.245140Z", + "iopub.status.idle": "2024-11-08T11:38:01.549172Z", + "shell.execute_reply": "2024-11-08T11:38:01.548629Z" + }, "slideshow": { "slide_type": "" }, @@ -170,6 +182,12 @@ "id": "81abc16a-8a76-4a79-8be7-4d567d582b2c", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:01.551901Z", + "iopub.status.busy": "2024-11-08T11:38:01.551602Z", + "iopub.status.idle": "2024-11-08T11:38:01.556530Z", + "shell.execute_reply": "2024-11-08T11:38:01.555938Z" + }, "slideshow": { "slide_type": "" }, @@ -188,6 +206,12 @@ "id": "23ed65af-1865-4428-9c0d-75cc72efa460", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:01.558964Z", + "iopub.status.busy": "2024-11-08T11:38:01.558653Z", + "iopub.status.idle": "2024-11-08T11:38:01.947502Z", + "shell.execute_reply": "2024-11-08T11:38:01.946939Z" + }, "slideshow": { "slide_type": "" }, @@ -199,7 +223,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -255,6 +279,12 @@ "id": "98a422d3-7137-437d-b698-98e3cd85c321", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:01.950155Z", + "iopub.status.busy": "2024-11-08T11:38:01.949863Z", + "iopub.status.idle": "2024-11-08T11:38:01.953797Z", + "shell.execute_reply": "2024-11-08T11:38:01.953295Z" + }, "slideshow": { "slide_type": "" }, @@ -287,6 +317,12 @@ "id": "e29cc9ca-07ca-46d9-ac5c-50a2c84bfe0f", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:01.956497Z", + "iopub.status.busy": "2024-11-08T11:38:01.956170Z", + "iopub.status.idle": "2024-11-08T11:38:02.345144Z", + "shell.execute_reply": "2024-11-08T11:38:02.344558Z" + }, "slideshow": { "slide_type": "" }, @@ -298,7 +334,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 6, @@ -340,6 +376,12 @@ "id": "fdfb363f-e819-47a1-a571-5a74f6711196", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:02.348074Z", + "iopub.status.busy": "2024-11-08T11:38:02.347794Z", + "iopub.status.idle": "2024-11-08T11:38:02.558745Z", + "shell.execute_reply": "2024-11-08T11:38:02.558251Z" + }, "slideshow": { "slide_type": "" }, @@ -351,7 +393,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 7, @@ -395,10 +437,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "id": "682cfc89-a2cd-454e-a124-d6df5f399208", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:02.561128Z", + "iopub.status.busy": "2024-11-08T11:38:02.560845Z", + "iopub.status.idle": "2024-11-08T11:38:02.779897Z", + "shell.execute_reply": "2024-11-08T11:38:02.779372Z" + }, "slideshow": { "slide_type": "" }, @@ -420,6 +468,7 @@ ], "source": [ "# Make some axes to share between all the plots.\n", + "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots()\n", "\n", "# Extract the time series for each location\n", @@ -452,10 +501,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "id": "7c5f72d0-ebe2-4f19-887d-65b3b837002a", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:02.782375Z", + "iopub.status.busy": "2024-11-08T11:38:02.782083Z", + "iopub.status.idle": "2024-11-08T11:38:03.130296Z", + "shell.execute_reply": "2024-11-08T11:38:03.129808Z" + }, "slideshow": { "slide_type": "" }, @@ -465,10 +520,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, diff --git a/python-data/solutions/ex03.5_xr_masking.ipynb b/python-data/solutions/ex03.5_xr_masking.ipynb index 65929a7..085b16c 100644 --- a/python-data/solutions/ex03.5_xr_masking.ipynb +++ b/python-data/solutions/ex03.5_xr_masking.ipynb @@ -34,6 +34,12 @@ "id": "5bbad328-b6fe-4d9e-aacd-d5d2bcaac2c3", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:21.785805Z", + "iopub.status.busy": "2024-11-08T11:39:21.785413Z", + "iopub.status.idle": "2024-11-08T11:39:30.005461Z", + "shell.execute_reply": "2024-11-08T11:39:30.004655Z" + }, "slideshow": { "slide_type": "" }, @@ -64,10 +70,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "id": "b6358593-814b-4574-9dd1-a44c4c4cec9c", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:30.008625Z", + "iopub.status.busy": "2024-11-08T11:39:30.008132Z", + "iopub.status.idle": "2024-11-08T11:39:30.433972Z", + "shell.execute_reply": "2024-11-08T11:39:30.433345Z" + }, "slideshow": { "slide_type": "" }, @@ -79,10 +91,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, @@ -118,10 +130,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 3, "id": "d8fb7ec8-b129-443a-b469-95a61ff1c5db", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:30.436664Z", + "iopub.status.busy": "2024-11-08T11:39:30.436368Z", + "iopub.status.idle": "2024-11-08T11:39:30.933648Z", + "shell.execute_reply": "2024-11-08T11:39:30.933005Z" + }, "slideshow": { "slide_type": "" }, @@ -133,10 +151,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, @@ -171,10 +189,16 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 4, "id": "61e20222-b105-4438-8ba2-c54bd9aa1d54", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:30.937339Z", + "iopub.status.busy": "2024-11-08T11:39:30.936483Z", + "iopub.status.idle": "2024-11-08T11:39:30.945860Z", + "shell.execute_reply": "2024-11-08T11:39:30.945215Z" + }, "slideshow": { "slide_type": "" }, @@ -205,10 +229,16 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 5, "id": "850cffc7-f47e-432d-a0cd-25f40370f5cd", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:30.948343Z", + "iopub.status.busy": "2024-11-08T11:39:30.948034Z", + "iopub.status.idle": "2024-11-08T11:39:31.346826Z", + "shell.execute_reply": "2024-11-08T11:39:31.346137Z" + }, "slideshow": { "slide_type": "" }, @@ -220,10 +250,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 24, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -244,10 +274,16 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 6, "id": "1c55bd58-b6aa-4fc0-b621-a6eda906e862", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:39:31.349288Z", + "iopub.status.busy": "2024-11-08T11:39:31.348998Z", + "iopub.status.idle": "2024-11-08T11:39:31.711256Z", + "shell.execute_reply": "2024-11-08T11:39:31.710627Z" + }, "slideshow": { "slide_type": "" }, @@ -259,10 +295,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, diff --git a/python-data/solutions/ex03_xr_groupby.ipynb b/python-data/solutions/ex03_xr_groupby.ipynb index feee50a..b7a4294 100644 --- a/python-data/solutions/ex03_xr_groupby.ipynb +++ b/python-data/solutions/ex03_xr_groupby.ipynb @@ -74,10 +74,16 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 1, "id": "39c8e656-1f55-49c3-ba9b-51bb4004191e", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:08.209512Z", + "iopub.status.busy": "2024-11-08T11:38:08.209274Z", + "iopub.status.idle": "2024-11-08T11:38:16.782057Z", + "shell.execute_reply": "2024-11-08T11:38:16.781393Z" + }, "slideshow": { "slide_type": "" }, @@ -85,6 +91,7 @@ }, "outputs": [], "source": [ + "import xarray as xr\n", "ds = xr.tutorial.load_dataset(\"ersstv5\")" ] }, @@ -104,10 +111,16 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 2, "id": "181322e6-af04-42c4-94f4-f0d8c00a9c66", "metadata": { "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T11:38:16.785155Z", + "iopub.status.busy": "2024-11-08T11:38:16.784623Z", + "iopub.status.idle": "2024-11-08T11:38:16.809926Z", + "shell.execute_reply": "2024-11-08T11:38:16.809259Z" + }, "slideshow": { "slide_type": "" }, @@ -506,14 +519,14 @@ " comment: SSTs were observed by conventional thermometer...\n", " summary: ERSST.v5 is developed based on v4 after revisi...\n", " dataset_title: NOAA Extended Reconstructed SST V5\n", - " data_modified: 2022-06-07
  • climatology :
    Climatology is based on 1971-2000 SST, Xue, Y., T. M. Smith, and R. W. Reynolds, 2003: Interdecadal changes of 30-yr SST normals during 1871.2000. Journal of Climate, 16, 1601-1612.
    description :
    In situ data: ICOADS2.5 before 2007 and NCEP in situ data from 2008 to present. Ice data: HadISST ice before 2010 and NCEP ice after 2010.
    keywords_vocabulary :
    NASA Global Change Master Directory (GCMD) Science Keywords
    keywords :
    Earth Science > Oceans > Ocean Temperature > Sea Surface Temperature >
    instrument :
    Conventional thermometers
    source_comment :
    SSTs were observed by conventional thermometers in Buckets (insulated or un-insulated canvas and wooded buckets) or Engine Room Intaker
    geospatial_lon_min :
    -1.0
    geospatial_lon_max :
    359.0
    geospatial_laty_max :
    89.0
    geospatial_laty_min :
    -89.0
    geospatial_lat_max :
    89.0
    geospatial_lat_min :
    -89.0
    geospatial_lat_units :
    degrees_north
    geospatial_lon_units :
    degrees_east
    cdm_data_type :
    Grid
    project :
    NOAA Extended Reconstructed Sea Surface Temperature (ERSST)
    original_publisher_url :
    http://www.ncdc.noaa.gov
    References :
    https://www.ncdc.noaa.gov/data-access/marineocean-data/extended-reconstructed-sea-surface-temperature-ersst-v5 at NCEI and http://www.esrl.noaa.gov/psd/data/gridded/data.noaa.ersst.v5.html
    source :
    In situ data: ICOADS R3.0 before 2015, NCEP in situ GTS from 2016 to present, and Argo SST from 1999 to present. Ice data: HadISST2 ice before 2015, and NCEP ice after 2015
    title :
    NOAA ERSSTv5 (in situ only)
    history :
    created 07/2017 by PSD data using NCEI's ERSST V5 NetCDF values
    institution :
    This version written at NOAA/ESRL PSD: obtained from NOAA/NESDIS/National Centers for Environmental Information and time aggregated. Original Full Source: NOAA/NESDIS/NCEI/CCOG
    citation :
    Huang et al, 2017: Extended Reconstructed Sea Surface Temperatures Version 5 (ERSSTv5): Upgrades, Validations, and Intercomparisons. Journal of Climate, https://doi.org/10.1175/JCLI-D-16-0836.1
    platform :
    Ship and Buoy SSTs from ICOADS R3.0 and NCEP GTS
    standard_name_vocabulary :
    CF Standard Name Table (v40, 25 January 2017)
    processing_level :
    NOAA Level 4
    Conventions :
    CF-1.6, ACDD-1.3
    metadata_link :
    :metadata_link = https://doi.org/10.7289/V5T72FNM (original format)
    creator_name :
    Boyin Huang (original)
    date_created :
    2017-06-30T12:18:00Z (original)
    product_version :
    Version 5
    creator_url_original :
    https://www.ncei.noaa.gov
    license :
    No constraints on data access or use
    comment :
    SSTs were observed by conventional thermometers in Buckets (insulated or un-insulated canvas and wooded buckets), Engine Room Intakers, or floats and drifters
    summary :
    ERSST.v5 is developed based on v4 after revisions of 8 parameters using updated data sets and advanced knowledge of ERSST analysis
    dataset_title :
    NOAA Extended Reconstructed SST V5
    data_modified :
    2022-06-07
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"[]" + "[]" ] }, - "execution_count": 43, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, From b3c7a699639bea00f3b2087ff584d77558fc2d13 Mon Sep 17 00:00:00 2001 From: nf679 Date: Fri, 8 Nov 2024 14:50:27 +0000 Subject: [PATCH 5/6] Fix typos, READMEs and add question numbers --- README.md | 6 +- python-data/README.md | 2 +- python-data/exercises/ex01_xarray_intro.ipynb | 2920 ----------------- .../ex01.5_xr_label_based_indexing.ipynb | 37 +- python-data/solutions/ex01_xr_intro.ipynb | 35 +- ...tion.ipynb => ex02.5_xr_aggregation.ipynb} | 42 +- ...gregation.ipynb => ex02_xr_plotting.ipynb} | 51 +- python-data/solutions/ex03.5_xr_masking.ipynb | 52 +- python-data/solutions/ex03_xr_groupby.ipynb | 22 +- 9 files changed, 158 insertions(+), 3009 deletions(-) delete mode 100644 python-data/exercises/ex01_xarray_intro.ipynb rename python-data/solutions/{ex02.5_xr_computation_aggregation.ipynb => ex02.5_xr_aggregation.ipynb} (99%) rename python-data/solutions/{ex02_xr_plotting_and_aggregation.ipynb => ex02_xr_plotting.ipynb} (99%) diff --git a/README.md b/README.md index 5c843b2..5ea12a0 100644 --- a/README.md +++ b/README.md @@ -41,9 +41,9 @@ This repository holds teaching materials for the NCAS Introduction to Scientific | Lesson | Exercise | Solution | | ------ | -------- | -------- | -| __xarray:__ Introduction to [multidimensional arrays](https://geohackweek.github.io/nDarrays/01-introduction/), [xarray](https://geohackweek.github.io/nDarrays/02-xarray-architecture/) and [indexing](https://geohackweek.github.io/nDarrays/03-label-based-indexing/) | [Exercise 01](/python-data/exercises/ex01_xarray_intro.ipynb) | [Solution 01](/python-data/solutions/ex01_xarray_intro.ipynb) | -| __xarray:__ [Plotting](https://geohackweek.github.io/nDarrays/04-plotting/) and [Aggregation](https://geohackweek.github.io/nDarrays/05-aggregation/) | [Exercise 02](/python-data/exercises/ex02_plotting_and_aggregation.ipynb) | [Solution 02](/python-data/solutions/ex02_plotting_and_aggregation.ipynb) | -| __xarray:__ [GroupBy processing](https://geohackweek.github.io/nDarrays/07-groupby-processing/) and [masking](https://geohackweek.github.io/nDarrays/09-masking/) | [Exercise 03](/python-data/exercises/ex03_groupby_processing_and_masking.ipynb) | [Solution 03](/python-data/solutions/ex03_groupby_processing_and_masking.ipynb) | +| __xarray:__ Introduction to [multidimensional arrays](https://tutorial.xarray.dev/fundamentals/01_data_structures.html), [xarray data structures](https://tutorial.xarray.dev/fundamentals/01_datastructures.html) and [indexing](https://tutorial.xarray.dev/fundamentals/02.1_indexing_Basic.html) | [Exercise 01](/python-data/exercises/ex01_xr_intro.ipynb) [Exercise 01.5](/python-data/exercises/ex01.5_xr_label_based_indexing.ipynb)| [Solution 01](/python-data/solutions/ex01_xarray_intro.ipynb) [Solution 01.5](/python-data/solutions/ex01.5_xr_label_based_indexing.ipynb)| +| __xarray:__ [Plotting](https://tutorial.xarray.dev/fundamentals/04.1_basic_plotting.html) and [Aggregation](https://tutorial.xarray.dev/fundamentals/03.1_computation_with_xarray.html) | [Exercise 02](/python-data/exercises/ex02_xr_plotting.ipynb) [Exercise 02.5](/python-data/exercises/ex02.5_xr_aggregation.ipynb)| [Solution 02](/python-data/solutions/ex02_plotting.ipynb) [Solution 02.5](/python-data/solutions/ex02.5_xr_aggregation.ipynb)| +| __xarray:__ [GroupBy processing](https://tutorial.xarray.dev/fundamentals/03.2_groupby_with_xarray.html) and [masking](https://tutorial.xarray.dev/intermediate/indexing/boolean-masking-indexing.html) | [Exercise 03](/python-data/exercises/ex03_xr_groupby.ipynb) [Exercise 03.5](/python-data/exercises/ex03.5_xr_masking.ipynb)| [Solution 03](/python-data/solutions/ex03_groupby.ipynb) [Solution 03.5](/python-data/solutions/ex03.5_masking.ipynb)| | [cf-python]() | [Exercise 04](/python-data/exercises/ex04_cf_python.ipynb) | [Solution 04](/python-data/solutions/ex04_cf_python.ipynb) | | [matplotlib](https://matplotlib.org/stable/users/explain/quick_start.html) | [Exercise 05](/python-data/exercises/ex05_matplotlib.ipynb) | [Solution 05](/python-data/solutions/ex05_matplotlib.ipynb) | | [numpy](https://numpy.org/doc/stable/user/quickstart.html) | [Exercise 06](/python-data/exercises/ex06_numpy.ipynb) | [Solution 06](/python-data/solutions/ex06_numpy.ipynb) | diff --git a/python-data/README.md b/python-data/README.md index a919238..0a24035 100644 --- a/python-data/README.md +++ b/python-data/README.md @@ -9,7 +9,7 @@ In this folder you will find all the material used to run the course. Presentation material is used from the links listed below: -1. xarray: [Introduction to multidimensional arrays](https://tutorial.xarray.dev/fundamentals/01_data_structures.html), [intro to xarray](https://tutorial.xarray.dev/fundamentals/01_datastructures.html) and [label-based indexing](https://tutorial.xarray.dev/fundamentals/02.1_indexing_Basic.html). +1. xarray: [Introduction to multidimensional arrays](https://tutorial.xarray.dev/fundamentals/01_data_structures.html), and [intro to xarray data structures](https://tutorial.xarray.dev/fundamentals/01_datastructures.html) and[label-based indexing](https://tutorial.xarray.dev/fundamentals/02.1_indexing_Basic.html). 2. xarray: [Plotting](https://tutorial.xarray.dev/fundamentals/04.1_basic_plotting.html) and [aggregation](https://tutorial.xarray.dev/fundamentals/03.1_computation_with_xarray.html) 3. xarray: [Groupby processing](https://tutorial.xarray.dev/fundamentals/03.2_groupby_with_xarray.html) and [masking](https://tutorial.xarray.dev/intermediate/indexing/boolean-masking-indexing.html) 4. [cf-python]() diff --git a/python-data/exercises/ex01_xarray_intro.ipynb b/python-data/exercises/ex01_xarray_intro.ipynb deleted file mode 100644 index f242a53..0000000 --- a/python-data/exercises/ex01_xarray_intro.ipynb +++ /dev/null @@ -1,2920 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "2713343a-c0f0-4da3-979f-bb0d9f8a5e4a", - "metadata": {}, - "source": [ - "# Exercise 1: Introduction to xarray\n" - ] - }, - { - "cell_type": "markdown", - "id": "bbe08d6c-c85d-4798-9343-b3e958cf39d4", - "metadata": {}, - "source": [ - "## Aim: Learn about what xarray is and how to create and look at a `DataArray`." - ] - }, - { - "cell_type": "markdown", - "id": "f98aa85b-8e65-4894-9b61-13acdb9938dc", - "metadata": {}, - "source": [ - "### Issues Covered:\n", - "- Importing `xarray`\n", - "- Loading a dataset using `xr.open_dataset()`\n", - "- Creating a `DataArray`\n", - "- Indexing, using `.loc()`, `.isel()` and `.sel()`" - ] - }, - { - "cell_type": "markdown", - "id": "adb09498-99fc-4174-8661-4b29858975d3", - "metadata": {}, - "source": [ - "## 1. Introduction to multidimensional arrays" - ] - }, - { - "cell_type": "markdown", - "id": "308be498-f527-4886-b5a8-474e43e7a1f9", - "metadata": {}, - "source": [ - "- Unlabelled N dimensional arrays of numbers are the most widely used data structure in scientific computing\n", - "- These arrays lack meaningful metadata so users must track indices in an arbitrary fashion" - ] - }, - { - "cell_type": "markdown", - "id": "3d4d8868-a7d4-4651-a07a-ec10104f34b2", - "metadata": {}, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "id": "adabc378-941e-4520-a787-b02a563c6956", - "metadata": {}, - "source": [ - "Can you think of any reasons why xarray might be preferred to pandas when working with multi-dimensional data like climate models?\n", - "(Hint: how many dimensions does a pandas dataframe have?)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "14157c3e-af21-444e-9e8d-5a78eeb9edad", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:38.647336Z", - "iopub.status.busy": "2024-11-07T10:58:38.647018Z", - "iopub.status.idle": "2024-11-07T10:58:38.650139Z", - "shell.execute_reply": "2024-11-07T10:58:38.649673Z" - } - }, - "outputs": [], - "source": [ - "# xarray is designed to handle data with multiple dimensions\n", - "# pandas is defined for 1D (series) and 2D (dataframe) structures.\n", - "# xarray allows you to work with labelled dimensions and coorfinates.\n", - "# pandas only offers labels through 'MultiIndex'\n", - "# xarray is built on netcdf model and understands CF conventions\n", - "# panfas doesn't natively support netcdf or cf conventions\n", - "# xarray supports metadata attached to datasets\n", - "# pandas metadata support is minimal" - ] - }, - { - "cell_type": "markdown", - "id": "4352c46a-c179-439e-b1fe-3953dc8ee41c", - "metadata": {}, - "source": [ - "## 2. xarray architecture" - ] - }, - { - "cell_type": "markdown", - "id": "48d19019-2546-46d3-9da1-64d8e7c363e8", - "metadata": {}, - "source": [ - "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", - "(Hint: Don't forget to import any packages you need)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "397feb59-dd4a-42bf-bf95-f093d75d28b3", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:38.653033Z", - "iopub.status.busy": "2024-11-07T10:58:38.652585Z", - "iopub.status.idle": "2024-11-07T10:58:46.894340Z", - "shell.execute_reply": "2024-11-07T10:58:46.893468Z" - } - }, - "outputs": [], - "source": [ - "import xarray as xr\n", - "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')" - ] - }, - { - "cell_type": "markdown", - "id": "9c34363a-9168-4478-885a-7bd2ec669f3a", - "metadata": {}, - "source": [ - "2. Look at the parameters of the dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "1257eab9-ded3-4e4b-b703-0b39236f5d23", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:46.897982Z", - "iopub.status.busy": "2024-11-07T10:58:46.897228Z", - "iopub.status.idle": "2024-11-07T10:58:46.919404Z", - "shell.execute_reply": "2024-11-07T10:58:46.918758Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", + "Q1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", "(Hint: Don't forget to import any packages you need).\n", "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" ] @@ -65,7 +90,7 @@ "tags": [] }, "source": [ - "2. Select a subset of the `temperature` array using label-based indexing to get data at the position [0,0,0]." + "Q2. Select a subset of the `temperature` array using label-based indexing to get data at the position [0,0,0]." ] }, { @@ -514,7 +539,7 @@ "tags": [] }, "source": [ - "3. Use `.loc` to find the temperature 5 meters below the sea surface in south atlantic where latitiude is -50.625 and longitude is 0." + "Q3. Use `.loc` to find the temperature 5 meters below the sea surface in south atlantic where latitiude is -50.625 and longitude is 0." ] }, { @@ -964,7 +989,7 @@ "tags": [] }, "source": [ - "4. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the same place: this is depth position 0, latitude position 31 and longitude position 0." + "Q4. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the same place: this is depth position 0, latitude position 31 and longitude position 0." ] }, { @@ -1415,7 +1440,7 @@ "tags": [] }, "source": [ - "5. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." + "Q5. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." ] }, { diff --git a/python-data/solutions/ex01_xr_intro.ipynb b/python-data/solutions/ex01_xr_intro.ipynb index 9353541..371e276 100644 --- a/python-data/solutions/ex01_xr_intro.ipynb +++ b/python-data/solutions/ex01_xr_intro.ipynb @@ -22,6 +22,14 @@ "## Aim: Learn about what xarray is and how to create and look at a `DataArray`." ] }, + { + "cell_type": "markdown", + "id": "c6bbe825-2d51-4e8a-bc9d-8ca75ba0d2c5", + "metadata": {}, + "source": [ + "Find the teaching resources here: https://tutorial.xarray.dev/fundamentals/01_data_structures.html and https://tutorial.xarray.dev/fundamentals/01_datastructures.html." + ] + }, { "cell_type": "markdown", "id": "f98aa85b-8e65-4894-9b61-13acdb9938dc", @@ -30,8 +38,7 @@ "### Issues Covered:\n", "- Importing `xarray`\n", "- Loading a dataset using `xr.open_dataset()`\n", - "- Creating a `DataArray`\n", - "- Indexing, using `.loc()`, `.isel()` and `.sel()`" + "- Creating a `DataArray`" ] }, { @@ -64,7 +71,7 @@ "id": "adabc378-941e-4520-a787-b02a563c6956", "metadata": {}, "source": [ - "Can you think of any reasons why xarray might be preferred to pandas when working with multi-dimensional data like climate models?\n", + "Q1. Can you think of any reasons why xarray might be preferred to pandas when working with multi-dimensional data like climate models?\n", "(Hint: how many dimensions does a pandas dataframe have?)" ] }, @@ -99,14 +106,6 @@ "# pandas metadata support is minimal" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "90401a43-a113-48f4-9a47-da8548b69222", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "id": "4352c46a-c179-439e-b1fe-3953dc8ee41c", @@ -126,7 +125,7 @@ "tags": [] }, "source": [ - "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", + "Q2. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", "(Hint: Don't forget to import any packages you need).\n", "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" ] @@ -167,7 +166,7 @@ "tags": [] }, "source": [ - "2. Look at the parameters of the dataset." + "Q3. Look at the parameters of the dataset." ] }, { @@ -685,7 +684,7 @@ "tags": [] }, "source": [ - "3. What are the dimensions and variables in this dataset? What does each represent? " + "Q4. What are the dimensions and variables in this dataset? What does each represent? " ] }, { @@ -710,7 +709,7 @@ "outputs": [], "source": [ "# There are four data variables, temp, salinity, ucurr and vcurr.\n", - "# t (time) and depth are dimensiones used by all of these variables.\n", + "# t (time) and depth are dimensions used by all of these variables.\n", "# temp and salinity have a a different grid to ucurr and vcurr. This is why there is longitude and longitude_1, which are dimensions which refer to differnt variables." ] }, @@ -725,7 +724,7 @@ "tags": [] }, "source": [ - "4. Find the name of the Data Variable, and use it to extract a `DataArray` called `temperature`." + "Q5. Find the name of the temperature data variable, and use it to extract a `DataArray` called `temperature`." ] }, { @@ -764,7 +763,7 @@ "tags": [] }, "source": [ - "5. Take a look at the `temperature` data array and inspect its dimensions, coordinates and attributes. What are the specific dimensions and coordinates associated with it? What metadata (attributes) is provided?" + "Q6. Take a look at the `temperature` data array and inspect its dimensions, coordinates and attributes. What are the specific dimensions and coordinates associated with it? What metadata (attributes) is provided?" ] }, { @@ -1248,7 +1247,7 @@ "id": "e36ca3a3-8387-480a-8dfe-161bc6292681", "metadata": {}, "source": [ - "Find out what dimensions and coordinates exist in your dataset. Which latitude and longitude variables are associated with the ocean temperature variable?" + "Q7. Find out what dimensions and coordinates exist in your dataset. Which latitude and longitude variables are associated with the ocean temperature variable?" ] }, { diff --git a/python-data/solutions/ex02.5_xr_computation_aggregation.ipynb b/python-data/solutions/ex02.5_xr_aggregation.ipynb similarity index 99% rename from python-data/solutions/ex02.5_xr_computation_aggregation.ipynb rename to python-data/solutions/ex02.5_xr_aggregation.ipynb index 9295c40..233d310 100644 --- a/python-data/solutions/ex02.5_xr_computation_aggregation.ipynb +++ b/python-data/solutions/ex02.5_xr_aggregation.ipynb @@ -11,7 +11,33 @@ "tags": [] }, "source": [ - "# Arithmetic and Aggregation" + "# Exercise 2.5: Arithmetic and Aggregation" + ] + }, + { + "cell_type": "markdown", + "id": "7e654d07-1447-4684-9a69-0e0f7df8e54d", + "metadata": {}, + "source": [ + "## Aim: Learn to do computation with xarray" + ] + }, + { + "cell_type": "markdown", + "id": "870b0f69-7bfd-4ca1-b1f9-876ad665f3cb", + "metadata": {}, + "source": [ + "Find the teaching materials here: https://tutorial.xarray.dev/fundamentals/03.1_computation_with_xarray.html" + ] + }, + { + "cell_type": "markdown", + "id": "3d8da800-9ba2-440b-b13b-30caf7027300", + "metadata": {}, + "source": [ + "### Issues covered: \n", + "- Doing arithmetic on data arrays\n", + "- Using `.mean()`, `.std()`, `.max()` and `.min()`" ] }, { @@ -25,7 +51,7 @@ "tags": [] }, "source": [ - "1. Import the `'../data/xbhubo.pgc0apr.nc'` dataset and create the temperature data array as in the last lesson." + "Q1. Import the `'../data/xbhubo.pgc0apr.nc'` dataset and create the temperature data array as in the last lesson." ] }, { @@ -65,7 +91,7 @@ "tags": [] }, "source": [ - "2. Let's compare the data between the sea surface and further down. Create two temperature datasets and extract the temperature change data the sea surface and the sea bottom" + "Q2. Let's compare the data between the sea surface and further down. Create two temperature datasets and extract the temperature change data the sea surface and the sea bottom" ] }, { @@ -115,7 +141,7 @@ "tags": [] }, "source": [ - "3. Calculate the difference in temperature the bottom of the ocean and the surface." + "Q3. Calculate the difference in temperature the bottom of the ocean and the surface." ] }, { @@ -587,7 +613,7 @@ "tags": [] }, "source": [ - "4. Plot the difference in these temperatures using xarrays built-in features." + "Q4. Plot the difference in these temperatures using xarrays built-in features." ] }, { @@ -644,7 +670,7 @@ "tags": [] }, "source": [ - "5. Calculate the **minimum** temperature across the water depth in all locations." + "Q5. Calculate the **minimum** temperature across the water depth in all locations." ] }, { @@ -701,7 +727,7 @@ "tags": [] }, "source": [ - "6. Compute the global average ocean temperature change (averaged over all depths) for the entire time period in the dataset. Then display the result as a 2D depth profile." + "Q6. Compute the global average ocean temperature change (averaged over all depths) for the entire time period in the dataset. Then display the result as a 2D depth profile." ] }, { @@ -751,7 +777,7 @@ "tags": [] }, "source": [ - "14. Calculate the zonal average temperature change for each latitude. Plot the result as a 2d contour with depth on the y axis and latitude on x." + "Q7. Calculate the zonal average temperature change for each latitude. Plot the result as a 2d contour with depth on the y axis and latitude on x." ] }, { diff --git a/python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb b/python-data/solutions/ex02_xr_plotting.ipynb similarity index 99% rename from python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb rename to python-data/solutions/ex02_xr_plotting.ipynb index 8ed6ad6..6324157 100644 --- a/python-data/solutions/ex02_xr_plotting_and_aggregation.ipynb +++ b/python-data/solutions/ex02_xr_plotting.ipynb @@ -14,6 +14,22 @@ "# Exercise 2: Plotting" ] }, + { + "cell_type": "markdown", + "id": "d991cb4d-6063-4e30-9c7d-c9bc1d6d1857", + "metadata": {}, + "source": [ + "## Aim: Learn to create plots with the inbuilt `.plot()` function" + ] + }, + { + "cell_type": "markdown", + "id": "bdddad9f-f9c1-4765-b79b-7f7968772894", + "metadata": {}, + "source": [ + "Find the teaching resources here: https://tutorial.xarray.dev/fundamentals/04.1_basic_plotting.html" + ] + }, { "cell_type": "markdown", "id": "c0834ce1-ed90-4963-adb1-838bef5233c5", @@ -26,11 +42,8 @@ }, "source": [ "### Issues Covered: \n", - "- Creating a time-series using `.sel()` and `.isel()`\n", "- Creating and customising plots using the inbuilt xarray `.plot()` function\n", - "- Doing arithmetic on data arrays\n", - "- Using `.mean()`, `.std()`, `.max()` and `.min()`\n", - "- Slicing an array with `.slice()`" + "- Creating a time-series using `.sel()` and `.isel()` and plotting these." ] }, { @@ -52,7 +65,7 @@ "tags": [] }, "source": [ - "1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." + "Q1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." ] }, { @@ -92,7 +105,7 @@ "tags": [] }, "source": [ - "2. Try a simple .plot() on your temperature dataarray, to see what xarray does. Why has it done this?" + "Q2. Try a simple .plot() on your temperature dataarray, to see what xarray does. Why has it done this?" ] }, { @@ -173,7 +186,7 @@ "tags": [] }, "source": [ - "3. Next, try the same with a 2-dimensional view of your dataset. Try selecting sea surface temperature values and plotting those." + "Q3. Next, try the same with a 2-dimensional view of your dataset. Try selecting sea surface temperature values and plotting those." ] }, { @@ -256,7 +269,7 @@ "tags": [] }, "source": [ - "4. Finally, create a depth profile from `temperature` by using `sel` to select data for the same latitude and longitude values (31,0)." + "Q4. Finally, create a depth profile from `temperature` by using `sel` to select data for the same latitude and longitude values (31,0)." ] }, { @@ -308,7 +321,7 @@ "tags": [] }, "source": [ - "5. Create a plot from this time series." + "Q5. Create a plot from this time series." ] }, { @@ -367,7 +380,7 @@ "tags": [] }, "source": [ - "6. Make the plot red with 'x' marking the points." + "Q6. Make the plot red with 'x' marking the points." ] }, { @@ -426,7 +439,7 @@ "tags": [] }, "source": [ - "7. Create a time series plot comparing the temperature profile at three different grid cells:\n", + "Q7. Create a time series plot comparing the temperature profile at three different grid cells:\n", " - lat = 0, lon = 0\n", " - lat = 10, lon = 10\n", " - lat = 20, lon = 20\n", @@ -496,7 +509,7 @@ "tags": [] }, "source": [ - "8. Let's plot some data in 2D. Use `sel` to select data for 200 meters below the surface." + "Q8. Let's plot some data in 2D. Use `sel` to select data for 200 meters below the surface." ] }, { @@ -542,20 +555,6 @@ "specific_time = temperature.sel(depth='200', method='nearest')\n", "specific_time.plot()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3df0b068-9c7f-4fa1-b760-421c68f4a67c", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/python-data/solutions/ex03.5_xr_masking.ipynb b/python-data/solutions/ex03.5_xr_masking.ipynb index 085b16c..98f27af 100644 --- a/python-data/solutions/ex03.5_xr_masking.ipynb +++ b/python-data/solutions/ex03.5_xr_masking.ipynb @@ -11,7 +11,33 @@ "tags": [] }, "source": [ - "## Masking" + "# Exercise 3.5: Masking" + ] + }, + { + "cell_type": "markdown", + "id": "000d2f40-7df5-4425-9869-d41d9b5cb356", + "metadata": {}, + "source": [ + "## Aim: Learn to mask data in xarray" + ] + }, + { + "cell_type": "markdown", + "id": "18b86830-4c51-4561-b228-00b893296566", + "metadata": {}, + "source": [ + "Find the teaching material here: https://tutorial.xarray.dev/intermediate/indexing/boolean-masking-indexing.html" + ] + }, + { + "cell_type": "markdown", + "id": "ee494cac-6ae1-4c16-a730-cbbd277e4744", + "metadata": {}, + "source": [ + "### Issues covered: \n", + "- Create re-usable masks for data\n", + "- Plot masked data" ] }, { @@ -25,7 +51,7 @@ "tags": [] }, "source": [ - "1. For masking, we're back to using our ocean dataset. Load it now." + "Q1. For masking, we're back to using our ocean dataset. Load it now from `../data/vbhubo.pgc0apr.nc`." ] }, { @@ -65,7 +91,7 @@ "tags": [] }, "source": [ - "2. Determine which grid cells sea surface temperaturevis more than the mean." + "Q2. Determine which grid cells sea surface temperaturevis more than the mean." ] }, { @@ -125,7 +151,7 @@ "tags": [] }, "source": [ - "3. Combine this with another .where() lookup to show only cells where the temperature is more than the mean and salinity is more than the mean." + "Q3. Combine this with another .where() lookup to show only cells where the temperature is more than the mean and salinity is more than the mean." ] }, { @@ -184,7 +210,7 @@ "tags": [] }, "source": [ - "4. Masks are just boolean arrays. Create a re-usuable mask for the temperature and sst criteia above, and a combined one." + "Q4. Masks are just boolean arrays. Create a re-usuable mask for the temperature and sst criteia above, and a combined one." ] }, { @@ -224,7 +250,7 @@ "tags": [] }, "source": [ - "5. Use this mask to make the same temperature plot, and a similar one for sst." + "Q5. Use this mask to make the same temperature plot, and a similar one for sst." ] }, { @@ -316,20 +342,6 @@ "source": [ "surface.salinity.where(combined_mask).plot()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "828b8091-20dc-4333-b86d-bc88cbc5a9bb", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/python-data/solutions/ex03_xr_groupby.ipynb b/python-data/solutions/ex03_xr_groupby.ipynb index b7a4294..7167e17 100644 --- a/python-data/solutions/ex03_xr_groupby.ipynb +++ b/python-data/solutions/ex03_xr_groupby.ipynb @@ -11,7 +11,7 @@ "tags": [] }, "source": [ - "# Grouping" + "# Exercise 3: Grouping" ] }, { @@ -25,7 +25,15 @@ "tags": [] }, "source": [ - "## Aim: Work with data which has been grouped and create masks for data." + "## Aim: Work with data which has been grouped." + ] + }, + { + "cell_type": "markdown", + "id": "b5a92dc3-6d27-4723-bba5-cdc30b5f2b0d", + "metadata": {}, + "source": [ + "Find the teaching resources here: https://tutorial.xarray.dev/fundamentals/03.2_groupby_with_xarray.html" ] }, { @@ -41,7 +49,7 @@ "source": [ "### Issues Covered:\n", "- Grouping data with `.groupby()`\n", - "- Applying functions to data with `.apply()`" + "- Finding the mean of grouped data." ] }, { @@ -658,7 +666,7 @@ "tags": [] }, "source": [ - "1. First, lets group our dataset by year." + "Q1. First, lets group our dataset by year." ] }, { @@ -696,7 +704,7 @@ "tags": [] }, "source": [ - "2. Lets take the mean of each group, to give the annual mean." + "Q2. Lets take the mean of each group, to give the annual mean." ] }, { @@ -734,7 +742,7 @@ "tags": [] }, "source": [ - "3. To see what we've done, lets plot the mean for the year 1960." + "Q3. To see what we've done, lets plot the mean for the year 1960." ] }, { @@ -791,7 +799,7 @@ "tags": [] }, "source": [ - "4. Next, lets plot an annual mean time seties for the point in the Atlantic ocean latitude=-50.625, longitude=0." + "Q4. Next, lets plot an annual mean time seties for the point in the Atlantic ocean latitude=-50.625, longitude=0." ] }, { From df5a3b4d709da96475961aeca18d073958a4b1c4 Mon Sep 17 00:00:00 2001 From: nf679 Date: Fri, 8 Nov 2024 15:06:03 +0000 Subject: [PATCH 6/6] Generate exercise notebooks --- .../ex01.5_xr_label_based_indexing.ipynb | 83 +- python-data/exercises/ex01_xr_intro.ipynb | 89 +- .../exercises/ex02.5_xr_aggregation.ipynb | 277 +++ .../ex02.5_xr_computation_aggregation.ipynb | 797 -------- .../ex02_plotting_and_aggregation.ipynb | 1781 ----------------- ...gregation.ipynb => ex02_xr_plotting.ipynb} | 117 +- python-data/exercises/ex03.5_xr_masking.ipynb | 114 +- .../ex03_groupby_processing_and_masking.ipynb | 586 ------ python-data/exercises/ex03_xr_groupby.ipynb | 124 +- python-data/exercises/ex05_matplotlib.ipynb | 200 +- python-data/exercises/ex07_netcdf4.ipynb | 193 -- .../exercises/ex07_netcdf4_basics.ipynb | 64 +- .../exercises/ex08_netcdf4_advanced.ipynb | 64 +- python-data/solutions/data/exercise_vlen.nc | Bin 8871 -> 8871 bytes .../data/temperature_data_nocompress.nc | Bin 1006914 -> 1006914 bytes .../solutions/data/temperature_data_zlib.nc | Bin 654692 -> 654769 bytes .../data/temperature_data_zlib_lsd.nc | Bin 517940 -> 518068 bytes .../data/temperature_data_zlib_sig.nc | Bin 405801 -> 405916 bytes python-data/solutions/data/test.nc | Bin 3654489 -> 3654489 bytes python-data/solutions/data/vectors.nc | Bin 12332 -> 12332 bytes python-data/solutions/data/weather_data.nc | Bin 12336 -> 12336 bytes .../ex01.5_xr_label_based_indexing.ipynb | 66 +- python-data/solutions/ex01_xr_intro.ipynb | 104 +- .../solutions/ex02.5_xr_aggregation.ipynb | 92 +- python-data/solutions/ex02_xr_plotting.ipynb | 84 +- python-data/solutions/ex03.5_xr_masking.ipynb | 56 +- python-data/solutions/ex03_xr_groupby.ipynb | 78 +- python-data/solutions/ex05_matplotlib.ipynb | 226 +-- .../solutions/ex07_netcdf4_basics.ipynb | 64 +- .../solutions/ex08_netcdf4_advanced.ipynb | 118 +- 30 files changed, 1124 insertions(+), 4253 deletions(-) create mode 100644 python-data/exercises/ex02.5_xr_aggregation.ipynb delete mode 100644 python-data/exercises/ex02.5_xr_computation_aggregation.ipynb delete mode 100644 python-data/exercises/ex02_plotting_and_aggregation.ipynb rename python-data/exercises/{ex02_xr_plotting_and_aggregation.ipynb => ex02_xr_plotting.ipynb} (96%) delete mode 100644 python-data/exercises/ex03_groupby_processing_and_masking.ipynb delete mode 100644 python-data/exercises/ex07_netcdf4.ipynb diff --git a/python-data/exercises/ex01.5_xr_label_based_indexing.ipynb b/python-data/exercises/ex01.5_xr_label_based_indexing.ipynb index d480a6b..32dc8e9 100644 --- a/python-data/exercises/ex01.5_xr_label_based_indexing.ipynb +++ b/python-data/exercises/ex01.5_xr_label_based_indexing.ipynb @@ -11,7 +11,32 @@ "tags": [] }, "source": [ - "# Label-based indexing" + "# Exercise 1.5: Label-based indexing" + ] + }, + { + "cell_type": "markdown", + "id": "c1f847cc-4003-42a1-b484-7f7fc283b4c5", + "metadata": {}, + "source": [ + "## Aim: Learn how to index data arrays" + ] + }, + { + "cell_type": "markdown", + "id": "6374f110-5ea1-4959-b226-4eeb18cf4899", + "metadata": {}, + "source": [ + "Find the teaching resources here: https://tutorial.xarray.dev/fundamentals/02.1_indexing_Basic.html." + ] + }, + { + "cell_type": "markdown", + "id": "e0cc034f-61e8-430f-b5ea-511594ff8d42", + "metadata": {}, + "source": [ + "### Issues Covered: \n", + "- Indexing, using `.loc()`, `.isel()` and `.sel()`" ] }, { @@ -25,34 +50,24 @@ "tags": [] }, "source": [ - "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", + "Q1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", "(Hint: Don't forget to import any packages you need).\n", "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "778346e3-ed07-408f-83e7-3b12632761e5", "metadata": { "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:38:46.009202Z", - "iopub.status.busy": "2024-11-08T11:38:46.008974Z", - "iopub.status.idle": "2024-11-08T11:38:54.547721Z", - "shell.execute_reply": "2024-11-08T11:38:54.546823Z" - }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], - "source": [ - "import xarray as xr\n", - "ds = xr.open_dataset('../data/xbhubo.pgc0apr.nc')\n", - "temperature = ds[\"temp\"]" - ] + "source": [] }, { "cell_type": "markdown", @@ -65,7 +80,7 @@ "tags": [] }, "source": [ - "2. Select a subset of the `temperature` array using label-based indexing to get data at the position [0,0,0]." + "Q2. Select a subset of the `temperature` array using label-based indexing to get data at the position [0,0,0]." ] }, { @@ -75,10 +90,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:54.550998Z", - "iopub.status.busy": "2024-11-08T11:38:54.550477Z", - "iopub.status.idle": "2024-11-08T11:38:54.565992Z", - "shell.execute_reply": "2024-11-08T11:38:54.565392Z" + "iopub.execute_input": "2024-11-08T14:55:33.495959Z", + "iopub.status.busy": "2024-11-08T14:55:33.495440Z", + "iopub.status.idle": "2024-11-08T14:55:33.510961Z", + "shell.execute_reply": "2024-11-08T14:55:33.510269Z" }, "slideshow": { "slide_type": "" @@ -101,7 +116,7 @@ "tags": [] }, "source": [ - "3. Use `.loc` to find the temperature 5 meters below the sea surface in south atlantic where latitiude is -50.625 and longitude is 0." + "Q3. Use `.loc` to find the temperature 5 meters below the sea surface in south atlantic where latitiude is -50.625 and longitude is 0." ] }, { @@ -111,10 +126,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:54.568717Z", - "iopub.status.busy": "2024-11-08T11:38:54.568155Z", - "iopub.status.idle": "2024-11-08T11:38:54.619358Z", - "shell.execute_reply": "2024-11-08T11:38:54.618722Z" + "iopub.execute_input": "2024-11-08T14:55:33.513642Z", + "iopub.status.busy": "2024-11-08T14:55:33.513261Z", + "iopub.status.idle": "2024-11-08T14:55:33.523273Z", + "shell.execute_reply": "2024-11-08T14:55:33.522720Z" }, "slideshow": { "slide_type": "" @@ -137,7 +152,7 @@ "tags": [] }, "source": [ - "4. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the same place: this is depth position 0, latitude position 31 and longitude position 0." + "Q4. It's not ideal to have to keep track of which dimension is in which position. Instead, use `.isel` to use the dimension names to get the data in the same place: this is depth position 0, latitude position 31 and longitude position 0." ] }, { @@ -147,10 +162,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:54.621737Z", - "iopub.status.busy": "2024-11-08T11:38:54.621468Z", - "iopub.status.idle": "2024-11-08T11:38:54.676355Z", - "shell.execute_reply": "2024-11-08T11:38:54.675745Z" + "iopub.execute_input": "2024-11-08T14:55:33.525735Z", + "iopub.status.busy": "2024-11-08T14:55:33.525438Z", + "iopub.status.idle": "2024-11-08T14:55:33.536074Z", + "shell.execute_reply": "2024-11-08T14:55:33.535518Z" }, "scrolled": true, "slideshow": { @@ -174,7 +189,7 @@ "tags": [] }, "source": [ - "5. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." + "Q5. The previous method is still referring to a selection by integer position. Use `.sel` to give a labelled index with the named dimension to find the data at `time=2065-12-30`, `lat=-78.5`, `lon=11.0`." ] }, { @@ -184,10 +199,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:54.679431Z", - "iopub.status.busy": "2024-11-08T11:38:54.679166Z", - "iopub.status.idle": "2024-11-08T11:38:54.745881Z", - "shell.execute_reply": "2024-11-08T11:38:54.745288Z" + "iopub.execute_input": "2024-11-08T14:55:33.538580Z", + "iopub.status.busy": "2024-11-08T14:55:33.538287Z", + "iopub.status.idle": "2024-11-08T14:55:33.550492Z", + "shell.execute_reply": "2024-11-08T14:55:33.549854Z" }, "slideshow": { "slide_type": "" diff --git a/python-data/exercises/ex01_xr_intro.ipynb b/python-data/exercises/ex01_xr_intro.ipynb index a42fff2..2372a4e 100644 --- a/python-data/exercises/ex01_xr_intro.ipynb +++ b/python-data/exercises/ex01_xr_intro.ipynb @@ -22,6 +22,14 @@ "## Aim: Learn about what xarray is and how to create and look at a `DataArray`." ] }, + { + "cell_type": "markdown", + "id": "c6bbe825-2d51-4e8a-bc9d-8ca75ba0d2c5", + "metadata": {}, + "source": [ + "Find the teaching resources here: https://tutorial.xarray.dev/fundamentals/01_data_structures.html and https://tutorial.xarray.dev/fundamentals/01_datastructures.html." + ] + }, { "cell_type": "markdown", "id": "f98aa85b-8e65-4894-9b61-13acdb9938dc", @@ -30,8 +38,7 @@ "### Issues Covered:\n", "- Importing `xarray`\n", "- Loading a dataset using `xr.open_dataset()`\n", - "- Creating a `DataArray`\n", - "- Indexing, using `.loc()`, `.isel()` and `.sel()`" + "- Creating a `DataArray`" ] }, { @@ -64,7 +71,7 @@ "id": "adabc378-941e-4520-a787-b02a563c6956", "metadata": {}, "source": [ - "Can you think of any reasons why xarray might be preferred to pandas when working with multi-dimensional data like climate models?\n", + "Q1. Can you think of any reasons why xarray might be preferred to pandas when working with multi-dimensional data like climate models?\n", "(Hint: how many dimensions does a pandas dataframe have?)" ] }, @@ -75,10 +82,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:59.611342Z", - "iopub.status.busy": "2024-11-08T11:38:59.611080Z", - "iopub.status.idle": "2024-11-08T11:38:59.614370Z", - "shell.execute_reply": "2024-11-08T11:38:59.613855Z" + "iopub.execute_input": "2024-11-08T14:53:54.796581Z", + "iopub.status.busy": "2024-11-08T14:53:54.796266Z", + "iopub.status.idle": "2024-11-08T14:53:54.799454Z", + "shell.execute_reply": "2024-11-08T14:53:54.798949Z" }, "slideshow": { "slide_type": "" @@ -90,14 +97,6 @@ "outputs": [], "source": [] }, - { - "cell_type": "code", - "execution_count": null, - "id": "90401a43-a113-48f4-9a47-da8548b69222", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "id": "4352c46a-c179-439e-b1fe-3953dc8ee41c", @@ -117,7 +116,7 @@ "tags": [] }, "source": [ - "1. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", + "Q2. Open the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and load it into an xarray `Dataset` called `ds`.\n", "(Hint: Don't forget to import any packages you need).\n", "This file is a model run for HadCM3 run as part of the RAPID study: https://catalogue.ceda.ac.uk/uuid/6bbab8394124b252f8b1b036f9eb6b6b/" ] @@ -129,10 +128,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:59.616813Z", - "iopub.status.busy": "2024-11-08T11:38:59.616432Z", - "iopub.status.idle": "2024-11-08T11:39:07.989129Z", - "shell.execute_reply": "2024-11-08T11:39:07.988284Z" + "iopub.execute_input": "2024-11-08T14:53:54.801981Z", + "iopub.status.busy": "2024-11-08T14:53:54.801656Z", + "iopub.status.idle": "2024-11-08T14:54:03.266840Z", + "shell.execute_reply": "2024-11-08T14:54:03.266140Z" }, "slideshow": { "slide_type": "" @@ -155,7 +154,7 @@ "tags": [] }, "source": [ - "2. Look at the parameters of the dataset." + "Q3. Look at the parameters of the dataset." ] }, { @@ -165,10 +164,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:07.992447Z", - "iopub.status.busy": "2024-11-08T11:39:07.991934Z", - "iopub.status.idle": "2024-11-08T11:39:08.017284Z", - "shell.execute_reply": "2024-11-08T11:39:08.016703Z" + "iopub.execute_input": "2024-11-08T14:54:03.270257Z", + "iopub.status.busy": "2024-11-08T14:54:03.269693Z", + "iopub.status.idle": "2024-11-08T14:54:03.295793Z", + "shell.execute_reply": "2024-11-08T14:54:03.295117Z" }, "slideshow": { "slide_type": "" @@ -191,7 +190,7 @@ "tags": [] }, "source": [ - "3. What are the dimensions and variables in this dataset? What does each represent? " + "Q4. What are the dimensions and variables in this dataset? What does each represent? " ] }, { @@ -201,10 +200,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:08.019659Z", - "iopub.status.busy": "2024-11-08T11:39:08.019392Z", - "iopub.status.idle": "2024-11-08T11:39:08.098462Z", - "shell.execute_reply": "2024-11-08T11:39:08.097915Z" + "iopub.execute_input": "2024-11-08T14:54:03.298211Z", + "iopub.status.busy": "2024-11-08T14:54:03.297936Z", + "iopub.status.idle": "2024-11-08T14:54:03.300747Z", + "shell.execute_reply": "2024-11-08T14:54:03.300254Z" }, "slideshow": { "slide_type": "" @@ -227,7 +226,7 @@ "tags": [] }, "source": [ - "4. Find the name of the Data Variable, and use it to extract a `DataArray` called `temperature`." + "Q5. Find the name of the temperature data variable, and use it to extract a `DataArray` called `temperature`." ] }, { @@ -237,10 +236,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:08.100988Z", - "iopub.status.busy": "2024-11-08T11:39:08.100728Z", - "iopub.status.idle": "2024-11-08T11:39:08.160568Z", - "shell.execute_reply": "2024-11-08T11:39:08.160059Z" + "iopub.execute_input": "2024-11-08T14:54:03.303199Z", + "iopub.status.busy": "2024-11-08T14:54:03.302875Z", + "iopub.status.idle": "2024-11-08T14:54:03.362497Z", + "shell.execute_reply": "2024-11-08T14:54:03.361816Z" }, "slideshow": { "slide_type": "" @@ -263,7 +262,7 @@ "tags": [] }, "source": [ - "5. Take a look at the `temperature` data array and inspect its dimensions, coordinates and attributes. What are the specific dimensions and coordinates associated with it? What metadata (attributes) is provided?" + "Q6. Take a look at the `temperature` data array and inspect its dimensions, coordinates and attributes. What are the specific dimensions and coordinates associated with it? What metadata (attributes) is provided?" ] }, { @@ -273,10 +272,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:08.162961Z", - "iopub.status.busy": "2024-11-08T11:39:08.162710Z", - "iopub.status.idle": "2024-11-08T11:39:08.204552Z", - "shell.execute_reply": "2024-11-08T11:39:08.204036Z" + "iopub.execute_input": "2024-11-08T14:54:03.365566Z", + "iopub.status.busy": "2024-11-08T14:54:03.365299Z", + "iopub.status.idle": "2024-11-08T14:54:03.393288Z", + "shell.execute_reply": "2024-11-08T14:54:03.392731Z" }, "slideshow": { "slide_type": "" @@ -293,7 +292,7 @@ "id": "e36ca3a3-8387-480a-8dfe-161bc6292681", "metadata": {}, "source": [ - "Find out what dimensions and coordinates exist in your dataset. Which latitude and longitude variables are associated with the ocean temperature variable?" + "Q7. Find out what dimensions and coordinates exist in your dataset. Which latitude and longitude variables are associated with the ocean temperature variable?" ] }, { @@ -303,10 +302,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:08.207270Z", - "iopub.status.busy": "2024-11-08T11:39:08.206962Z", - "iopub.status.idle": "2024-11-08T11:39:08.233916Z", - "shell.execute_reply": "2024-11-08T11:39:08.233325Z" + "iopub.execute_input": "2024-11-08T14:54:03.396388Z", + "iopub.status.busy": "2024-11-08T14:54:03.395886Z", + "iopub.status.idle": "2024-11-08T14:54:03.403873Z", + "shell.execute_reply": "2024-11-08T14:54:03.403369Z" }, "slideshow": { "slide_type": "" diff --git a/python-data/exercises/ex02.5_xr_aggregation.ipynb b/python-data/exercises/ex02.5_xr_aggregation.ipynb new file mode 100644 index 0000000..7540cc5 --- /dev/null +++ b/python-data/exercises/ex02.5_xr_aggregation.ipynb @@ -0,0 +1,277 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0794ae77-cf09-45ba-8b05-ad591cee6b4d", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Exercise 2.5: Arithmetic and Aggregation" + ] + }, + { + "cell_type": "markdown", + "id": "7e654d07-1447-4684-9a69-0e0f7df8e54d", + "metadata": {}, + "source": [ + "## Aim: Learn to do computation with xarray" + ] + }, + { + "cell_type": "markdown", + "id": "870b0f69-7bfd-4ca1-b1f9-876ad665f3cb", + "metadata": {}, + "source": [ + "Find the teaching materials here: https://tutorial.xarray.dev/fundamentals/03.1_computation_with_xarray.html" + ] + }, + { + "cell_type": "markdown", + "id": "3d8da800-9ba2-440b-b13b-30caf7027300", + "metadata": {}, + "source": [ + "### Issues covered: \n", + "- Doing arithmetic on data arrays\n", + "- Using `.mean()`, `.std()`, `.max()` and `.min()`" + ] + }, + { + "cell_type": "markdown", + "id": "dc51608d-76da-4c7b-be20-089df1a52f9b", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Q1. Import the `'../data/xbhubo.pgc0apr.nc'` dataset and create the temperature data array as in the last lesson." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "371d4e04-d765-4c34-b75c-b235a1165d6a", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T14:54:53.364943Z", + "iopub.status.busy": "2024-11-08T14:54:53.364387Z", + "iopub.status.idle": "2024-11-08T14:55:01.739075Z", + "shell.execute_reply": "2024-11-08T14:55:01.738157Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "dbc7c274-51f9-40e8-9cf8-4d4f5e25707c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Q2. Let's compare the data between the sea surface and further down. Create two temperature datasets and extract the temperature change data the sea surface and the sea bottom" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "37a7a666-942a-446e-ae54-6aab318dc084", + "metadata": { + "editable": true, + "execution": { + "iopub.execute_input": "2024-11-08T14:55:01.743464Z", + "iopub.status.busy": "2024-11-08T14:55:01.742652Z", + "iopub.status.idle": "2024-11-08T14:55:01.754012Z", + "shell.execute_reply": "2024-11-08T14:55:01.752769Z" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "clear_answer_cell" + ] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "87224117-8b77-4a8a-ac4d-5c7749d263ad", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Q3. Calculate the difference in temperature the bottom of the ocean and the surface." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "143821a5-c18c-4cd0-8ba6-18015a82c396", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "6726f384-403d-4614-a15b-4431ca62dd5c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Q4. Plot the difference in these temperatures using xarrays built-in features." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a4f06f85-2c15-47da-abcb-87cbfe19e852", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "02e22bb4-7c61-4b00-996f-cf03f3aff595", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Q5. Calculate the **minimum** temperature across the water depth in all locations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "24988c19-820d-426a-87f9-fa350f9c1d10", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "5cc23d19-2f5d-4dd9-9db0-807c47d83cc5", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Q6. Compute the global average ocean temperature change (averaged over all depths) for the entire time period in the dataset. Then display the result as a 2D depth profile." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cf55c6cf-295d-4a02-956b-609a89815105", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "74ecf24e-9293-4c0b-98c6-6fc4805025f5", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Q7. Calculate the zonal average temperature change for each latitude. Plot the result as a 2d contour with depth on the y axis and latitude on x." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e5044676-8cb0-46e7-a880-b9033f6ff53c", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 + Jaspy", + "language": "python", + "name": "jaspy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python-data/exercises/ex02.5_xr_computation_aggregation.ipynb b/python-data/exercises/ex02.5_xr_computation_aggregation.ipynb deleted file mode 100644 index a57d99e..0000000 --- a/python-data/exercises/ex02.5_xr_computation_aggregation.ipynb +++ /dev/null @@ -1,797 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "0794ae77-cf09-45ba-8b05-ad591cee6b4d", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "# Arithmetic and Aggregation" - ] - }, - { - "cell_type": "markdown", - "id": "dc51608d-76da-4c7b-be20-089df1a52f9b", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "1. Import the `'../data/xbhubo.pgc0apr.nc'` dataset and create the temperature data array as in the last lesson." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "371d4e04-d765-4c34-b75c-b235a1165d6a", - "metadata": { - "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:38:26.725368Z", - "iopub.status.busy": "2024-11-08T11:38:26.725034Z", - "iopub.status.idle": "2024-11-08T11:38:35.035038Z", - "shell.execute_reply": "2024-11-08T11:38:35.034395Z" - }, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "clear_answer_cell" - ] - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "dbc7c274-51f9-40e8-9cf8-4d4f5e25707c", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "2. Let's compare the data between the sea surface and further down. Create two temperature datasets and extract the temperature change data the sea surface and the sea bottom" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "37a7a666-942a-446e-ae54-6aab318dc084", - "metadata": { - "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:38:35.038178Z", - "iopub.status.busy": "2024-11-08T11:38:35.037646Z", - "iopub.status.idle": "2024-11-08T11:38:35.043444Z", - "shell.execute_reply": "2024-11-08T11:38:35.042931Z" - }, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "clear_answer_cell" - ] - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "87224117-8b77-4a8a-ac4d-5c7749d263ad", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "3. Calculate the difference in temperature the bottom of the ocean and the surface." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "143821a5-c18c-4cd0-8ba6-18015a82c396", - "metadata": { - "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:38:35.045794Z", - "iopub.status.busy": "2024-11-08T11:38:35.045414Z", - "iopub.status.idle": "2024-11-08T11:38:35.096181Z", - "shell.execute_reply": "2024-11-08T11:38:35.095612Z" - }, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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y2Wx49tln0bhxY0RHR+PSSy/FCy+8AEVRtGOqQuEmIiIiZ5VRLPHvv//GwIED0bx5c9x000348ccfsXLlSnTv3h0AMG7cOIwePRrDhg1D+/btcezYMWRlZSEuLi4I70BwhE0k6OWXX8Ybb7yBxYsXo1WrVti6dSseeOABJCQkYNSoUQBKCje9++67uOyyy/DSSy+he/fu2LdvX1h9KERERHqOToy/A6N9884775S6X5IkZGZmIjMzs9xtqmxhEwnatGkT+vbti969e6NRo0b4xz/+gR49emDr1q0AUGUKNxEREVHFCJtO0PXXX49vv/0W+/fvBwD873//w4YNG3DrrbcCQJUp3EREROSsMtJh1UHYpMOeeuop5OTkoEWLFjCZTLDb7Zg8eTL++c9/AkCphZsOHz7s8byFhYWGapm5ublBaD0REVH5cRX54AibSNBHH32E//znP1iyZAl+/vlnLF68GDNnzsTixYsNx/lauGnq1KmGyplpaWlBaT8RERGFlrDpBD355JMYP3487r33XrRp0wYDBw7E448/rpX7TklJAQCXct1lFW6aMGECcnJytNvRo0eDdxFERETlIAcgFSYzEOQibDpBFy9ehCwbm2symbQp8uUt3GSxWLTqmb5U0SQiIqoooVIssaoJmzFBffr0weTJk9GgQQO0atUK27dvx+zZs/Hggw8CQJUp3EREREQVI2w6QfPmzcNzzz2HYcOG4cSJE6hXrx4eeeQRPP/889ox48aNQ35+PoYNG4azZ8+iQ4cOYVe4iYiIyFkgZnf5WieoOpCEEKKyGxFKcnNzkZCQgJycHKbGiIioVMH+m6Gef17NpoiW/OvG5As7Hjt3gH/fdMImEkRERFRdcYp8cITNwGgiIiKiQGIkiIiIKMSZEIAxQRz84oKdICIiohAnByAdJnOKvAumw4iIiKhaYiSIiIgoxAVkijwDQS7YCSIiIgpxAZkdxnSYC6bDiIiIqFpiJIiIiCjEMR0WHOwEERERhTimw4KD6TAiIiKqlhgJIiIiCnGyJPld54d1glyxE0RERBTiJJMESfavEyOxE+SCnSAiIqIQJ5skyH52ghgJcsUxQURERFQtMRJEREQU6kwyJNnPuIXEFVSdsRNEREQU4iRZguRnoR8JTIc5YzqMiIiIqiVGgoiIiEKcbJIg+xkJkhkJcsFOEBERUYiTZP/HBEmCY4KcMR1GRERE1RIjQURERCGO6bDgYCeIiIgoxEkmzg4LBqbDiIiIqFpiJIiIiCjEOSJBfg6MhhKg1lQd7AQRERGFOI4JCg52goiIiEKcJAVgFXmFnSBnHBNERERE1RIjQURERCFONsmQ/RwTJAvGPZyxE0RERBTiAjJFXjAd5iysuoXHjh3D//3f/6F27dqIiYnBVVddhW3btmn7hRDIzMxEvXr1EB0dja5du2L37t2V2GIiIiIKVWHTCTp79iw6deqEyMhIfP3119izZw9mzZqFmjVrasdMnz4ds2fPxvz587FlyxakpKSge/fuOH/+fOU1nIiIyE9qJMjfGxmFTTrs5ZdfRlpaGhYtWqRta9SokXZfCIE5c+bgmWeewZ133gkAWLx4MZKTk7FkyRI88sgjFd1kIiKigOCYoOAIm3fk888/R/v27dG/f3/UrVsXbdu2xVtvvaXtP3jwILKzs9GjRw9tm8ViQZcuXbBx48bKaDIRERGFsLDpBP3xxx9YsGABmjVrhlWrVmHo0KEYOXIk3nvvPQBAdnY2ACA5OdnwvOTkZG2fO4WFhcjNzTXciIiIQkogUmFMh7kIm3SYoiho3749pkyZAgBo27Ytdu/ejQULFuD+++/XjpMk44cshHDZpjd16lRMmjQpOI0mIiIKAFmSIPtZLFEu5W9hdRU2kaDU1FS0bNnSsO3yyy/HkSNHAAApKSkA4BL1OXHihEt0SG/ChAnIycnRbkePHg1wy4mIiCgUhU0nqFOnTti3b59h2/79+9GwYUMAQOPGjZGSkoLVq1dr+61WK9avX4+OHTt6PK/FYkF8fLzhRkREFEokkxyQGxmFzTvy+OOPY/PmzZgyZQoOHDiAJUuWYOHChRg+fDgARxps9OjRmDJlCpYvX45du3YhIyMDMTExGDBgQCW3noiIqPzUBVT9vfli6tSpuOaaaxAXF4e6deuiX79+LsGIcK/PFzadoGuuuQbLly/HBx98gNatW+PFF1/EnDlzcN9992nHjBs3DqNHj8awYcPQvn17HDt2DFlZWYiLi6vElhMREfmnMuoErV+/HsOHD8fmzZuxevVq2Gw29OjRA3l5edox4V6fTxJCiMpuRCjJzc1FQkICcnJymBojIqJSBftvhnr+7/vciNhI/+YyXSiy4YYv1pS7rSdPnkTdunWxfv16dO7cGUII1KtXD6NHj8ZTTz0FwDHjOjk5GS+//HJY1OcLm0gQERFRdRXIMUHOZWEKCwu9akNOTg4AoFatWgCqRn0+doKIiIhCnGwKxLggx7nS0tKQkJCg3aZOnVrm6wshMGbMGFx//fVo3bo1gPLX5wslYVMniIiIiPx39OhRQzrMYrGU+ZwRI0bgl19+wYYNG1z2+VqfL5SwE0RERBTiJFmC5GexRPX5vpaDeeyxx/D555/ju+++Q/369bXt+vp8qamp2vay6vOFEqbDiIiIQpwsy9oiquW+yb79yRdCYMSIEVi2bBnWrFmDxo0bG/aXtz5fKGEkiIiIiFwMHz4cS5YswWeffYa4uDhtnE9CQgKio6MN9fmaNWuGZs2aYcqUKWFVn4+dICIiohBXnjo/7s7hiwULFgAAunbtati+aNEiZGRkAHDU58vPz8ewYcNw9uxZdOjQIazq87ETREREFOICseyFr8/3poygJEnIzMxEZmZmOVtVuTgmiIiIiKolRoKIqrCC/HztflR0dCW2hIj8IckyJB8HNrs7BxmxE0RERBTi1Ble/p6DjNgJIiIiCnUBGBMEdoJcsBNEVEWpqTAFjhkhF/MLEBMdVSGvffj0BY/7GtaOrZA2EBGVhZ0gIiKiECfJAZgdxjFBLtgJIqpCCi7mQRIKAECRIyELO2TJ8Q9fgV2gKC8fCTVKBkjn5DmiRUIIKE6zYfUPFWGcLqsA0M+e1T9XCAG1HInipo2lRYkU3UmdX79pnfCoO0IUDBwYHRx8R4iIiKhaYiSIiIgoxDmKJZr8PIc9QK2pOtgJIqoCLuYXOO5IJkiy4x/KIruAXZEgS7oUkxA4d+EiAKBmbAzsxXmssuvClnCX4pKlkpSYJJWU5lf/yTZUnpWM5yitKK16TiGAfSdy0byu9ytfE1UllVExujrgO0JERETVEiNBRGHu/MV84wYteiIgS8bIjLodAM6cv6hFgBRh3OeOGr0RwnUgtLvokCfGAdWuA6H10Z+S1xYQAtiTnavta5XKqBBVH7IsQ/ZzYLO/z6+K2AkiIiIKcUyHBQc7QURERCGOnaDgYCeIKAxpA6EBmCRJSyvpk1kmWXJNW+kfwzUN5mnAcmnpL/U4pbQRzvrjdfddahO5SYHpj9MeQ+CXv3JwRb0Er16TiMgddoKIiIhCnCQFoFiixEiQM3aCiMKIuh6YOtjZOfiiHwLtKS6jH4BcJz4GAHD8XJ5LtMcTtVq0c/TJ+HzP12A8l/FA5+iTPvLjut+Xif1E4Y3psODgO0JERETVEiNBREREIY6RoOBgJ4goDBReyHHckSOgSCYU2Z3TSKWkr9RBxU6P7brn2BVhWBRVEcKQqHJOs+lTVYBxELP+Ncri3Gx9ekyfcrMrJe0iqo5kkwzZz06Mv8+viviOEBERUbXESBAREVGIk2TJ/9lhslT2QdVM2HaCpk6diqeffhqjRo3CnDlzADhSApMmTcLChQtx9uxZdOjQAa+99hpatWpVuY0lKofCvPPafSFHFP/XBLsiSur6ONfZcbPNsF8I2LWUV8l2u3Ckx/T1eJxTXM6cZ4PpZ3CVN21l1xUgUoTQUnZMg1EgTVv7m3Y/2mxCvtWxuvr4bs0qq0ll4pig4AjLd2TLli1YuHAhrrjiCsP26dOnY/bs2Zg/fz62bNmClJQUdO/eHefPn/dwJiIiIqquwi4SdOHCBdx3331466238NJLL2nbhRCYM2cOnnnmGdx5550AgMWLFyM5ORlLlizBI488UllNJvJZYd55CF1hM0mxafdNkgkmkyOsLUmAbL0IEWEBAFy0S4gsfppJlmBXBKzFoR+7cBxvNpWExI+dzQMAWO0CRYpxUHKRohgiM5G613Su12NXjNEau4fIjS8RHf05PZ2PKt+bPx7W7pskIK/IDqvN8cV5skvTymqWR5O/3Q978Xdd+3/E5ssSwJWDkaDgCLt3ZPjw4ejduzduvvlmw/aDBw8iOzsbPXr00LZZLBZ06dIFGzdurOhmEhERBYxaMdqvGytGuwirSNCHH36In3/+GVu2bHHZl52dDQBITk42bE9OTsbhw4ddjlcVFhaisLBQe5ybmxug1hIREQWGZDJBNpn8PgcZedUJuvrqq306qSRJ+Pzzz3HJJZeUq1HuHD16FKNGjUJWVhaioqJKfW09IYTLNr2pU6di0qRJAWsnUSAcyQNSYh2/2ixFeUBxOkwCIEsyCs1xAICcfDuKlEhcyCtJl6npLrMswS4AW3Ho32oXUISAXPz/Q6FNwXmrTbsvSxJiIh3/SMZZTIiUZS21ZhdCq02kDlg2FZ9Hdvr/yzHA2nFskV24pLJKG7itn7yiCGhpC327S/YLfP3r38Wvqa8pJFzSbne1qef5Rcknz369FyZZgqn4wzJHyDBHOL4odkUg32rXPjfnY5/v3rxyGl1s8rf7YbUpWvvMETKsNqXS20WVx6tO0I4dO/DEE08gNja2zGOFEJg2bZohuhII27Ztw4kTJ9CuXTttm91ux3fffYf58+dj3759ABwRodTUVO2YEydOuESH9CZMmIAxY8Zoj3Nzc5GWlhbQthMREfmDY4KCw+t02JNPPom6det6deysWbPK3SBPbrrpJuzcudOw7YEHHkCLFi3w1FNP4dJLL0VKSgpWr16Ntm3bAgCsVivWr1+Pl19+2eN5LRYLLBZLwNtLVF4z1h/A4VMXcaHQEaW5Ii0BNzSsBQCoGRUBS4QEa3HkJ6fAjotFdhQpjoGdigCKikczFykCt7dMwYq9fxfvM0ZTiuyKbuCxY//ZgiIAwL2XOqK4q/adcGmf+hz1XJEmCSZJ0k1nLzn2YpEjKhBZ/I+vSXKN2qhRAlmSoBuz7XIcAO1YfYTI+VgAUJSSUgAAsGT7n9r9AW3ru1wTlS5jyc/GyI9JhqU4+mOOkA2fi10RKCweaOz8uU34co92X90+qWeLCruOfKvdZRB0uESB2AkKDq86QQcPHkSdOnW8PumePXtQr15gw89xcXFo3bq1YVuNGjVQu3Ztbfvo0aMxZcoUNGvWDM2aNcOUKVMQExODAQMGBLQtREREFP686gQ1bNjQp5NWVjpp3LhxyM/Px7Bhw7RiiVlZWYiLi6uU9hAREQWCOsPL33OQUblmh507dw4//fQTTpw4AUUxhhbvv//+gDTMG+vWrTM8liQJmZmZyMzMrLA2EAXKQx9u1+4nREeirtmRpv3jRB5yLjrSVLFREVo6QqUfeDwivbHLeQ+du+g4zik1oU9hqY8jncrq92xekgJ/+yfHLEtZlrRB0QAQKUuQPZTjV9NSJsmuPVefqjJJQETxtUTKEhTZmK5zWidWq2WkCAFFl3czpM7c1BRSdNeqXofaHgB4sH0Dt+2vzjKW/AwAyLfaUGhTtO9NjNkEk+6PabTZpH23rDYF5ggZ0ZEls5AsunSZPhWmps4q0sXiQdtz72hToa8bCEyHBYfPnaAvvvgC9913H/Ly8hAXF2eYeSVJUoV2goiIiIjKy+dO0BNPPIEHH3xQG29DRIFhtTmiJbVqOCJA6rTjaLNJ+wWtDux0/mXtqTLv3B/+0H5tq4OQ3f36HnNDE8zfdBB259CLzuBr3afF9ZEVlRphUdy8lj5qVAQgUl3LzCQhUkhatKdI15ayKkcrirHiNWCcul8E4fYckYK/jD2xF0f5E2LMMJtkWIsH3C+8+yrDcY/+93/a/WizyRAlBEpKNDjOKbTHs/sax3gGk9rGio48BZIkS/5HgriAqgufO0HHjh3DyJEj2QEiIiKqIBwTFBw+vyM9e/bE1q1bg9EWIiIiogrjVSTo888/1+737t0bTz75JPbs2YM2bdogMjLScOztt98e2BYSVQMD3tuCaHPJ/44xuhSYM19C+vlWuyF15pwO07+Gu0HV3lDTUIZUlb34/G6qtcu6w0wSoEhq+suR1iooTrvoB1CrVapVkbJcvMCrsY6Q8zXpOacFAcAuh296JND6vb0ZcVGO7+BFq13bftFqx9IHO3h8nv475jz43vn+gn9cGdA2e6KfZKCmmVX//r/2FdKGQJNkEyTZz2Uz/Hx+VeRVJ6hfv34u21544QWXbZIkwW63u2wnIiIiP8gmx83fc5CBV50g52nwRBRYF6127de3XRGoG28xRC6c73sT+Zi46lcAJQOs1SiQu1/rk7/dD7sivKqeO23tbzDJkjYY+0KhrdT2uIsKaNtkGSiO/MiyhIt2gYLiX+76NZ7sijBUJs5XSo5x5ikqoW/jMzddVuZ1VidXjv8K8bWjcd7i+iehrMG05wuKEOH0GZd8ziXfvYp0objyOWAcmF1aRCvkybLj5u85yMDnd+S9995zuy6Y1WrFe++9F5BGEREREQWbz52gBx54ADk5OS7bz58/jwceeCAgjSIiIqISkskUkBsZ+TxFXghhKJCo+vPPP5GQkBCQRhFVN6dO58MU4fj/6kKBY3HU88Uh/QhZ0lJa5gjXf8Teubet23OeK64y7Vyl1x2TLCFClvDs13sN20qjpttKS3+5ex39/nyUjCFUU3VWp8U3AUdKL9/qeqy7NJz634pcmDPcySYJBReLYCtyvPcRkSW/j79/spvb59w8fwMA42eqT1k62A2psopw6xsbDY/tisCqYZ0qtA1BwTFBQeF1J6ht27aQJAmSJOGmm25CRETJU+12Ow4ePIhevXoFpZFEREREgeZ1J0idIbZjxw707NkTsbGx2j6z2YxGjRrhrrvuCngDiYiIqj1ZDkAkiAOjnXndCZo4cSLsdjsaNmyInj17IjU1NZjtIqpWEhOjkHveMeHAkfqxIcbs+AfPJMuGGU523WxNkyxrC106HruZpaOrWmFIMZmcUxfuZ1u546kOjPoa3qbInFNa+vs2RWipFOd6QLbitJk+BaZPu0zv08qr6yCHCLMJZksEZJPjPVQXuvWk6yvrS4ZFRJT8YfX2+xNM+cXp5KqGFaODw6d3xGQyYejQoSgoKAhWe4iIiIgqhM8Do9u0aYM//vgDjRuXr7osEbmyKwIRkSWhbpsigOJf1TalJJRjKR54WhIZsRdHfGTtPO7q4qjcRW3U/1qd2ySE24rP7s7jC3eRInW7pwVS1Xao+7UaQKI4EqRILu0n75lMsmHCiz4KdMOMtYZFb53rBgndoqi24ufKFTwYGnC0U1Vae8OWFICB0ZJvz//uu+8wY8YMbNu2DcePH8fy5csNxZOFEJg0aRIWLlyIs2fPokOHDnjttdfQqlX4RGJ9jo1NnjwZY8eOxYoVK3D8+HHk5uYabkRERBRg6uwwf28+yMvLw5VXXon58+e73T99+nTMnj0b8+fPx5YtW5CSkoLu3bvj/PnzgbjiCuFzJEidAXb77bcbfjmoU+e5bAYREVH4u+WWW3DLLbe43SeEwJw5c/DMM8/gzjvvBAAsXrwYycnJWLJkCR555JGKbGq5+dwJWrt2bdkHEZFPvhraUQvnS7q6QM7sikChm8GnEbL75SNcByj7PzDy3QFXGx4//PEOw+OFd1/l8hz1GHcputIWhLWXsmSP87U4t4u8J8kS7HYFcnF6UZIkiOLUoyQZF92VihedVVNOih2lDqIOlPQp37rdvunpm9Bp2hpjOg8l7fn+ia7BblqFCOTAaOesjcVigcVi8elcBw8eRHZ2Nnr06GE4T5cuXbBx48aq2wnq0qVLMNpBREREngSwWGJaWpph88SJE5GZmenTqbKzswEAycnJhu3Jyck4fPhw+dtYwXzuBAHAuXPn8M4772Dv3r2QJAktW7bEgw8+yIrRRH5QK/P2e3sz8q12p2nxroue6nmasu5cLToQC1n2e3szPh18nfbYXeTHmXrMXf/60bB96YMdXLZ5wzEdvvKnY1cVQhGOm5vvh8vAYrsjCqRWly7rvACw+dmby9Wu9hNXGdohF0d79G1Kn/ItZLkkcgUAwg63KxuEtQDWCTp69Cji4+O1zb5GgfSc32dPq0qEKp9ja1u3bkWTJk3wyiuv4MyZMzh16hRmz56NJk2a4Oeffy77BERERFRp4uPjDbfydIJSUlIAlESEVCdOnHCJDoUynztBjz/+OG6//XYcOnQIy5Ytw/Lly3Hw4EHcdtttGD16dBCaSEREVL2F2gKqjRs3RkpKClavXq1ts1qtWL9+PTp27Biw1wk2n9NhW7duxVtvvWVYOywiIgLjxo1D+/btA9o4ouro08HXoesr67VUgr7uSlHxMfqBqCanQdT6ULS+Xkp56rd4qrHS8/UftPu+LE659MEOhueq21TOi1+qXCpbwzXtp6bV9Oej0l330jcAStJWdrtieAw4vgNCER6/C7J+QLJTnSfFjwrSVz39lfZd1gZhF3/VZaXkuykUAQXG73o4pWO8Jsv+L3vh4/MvXLiAAwcOaI8PHjyIHTt2oFatWmjQoAFGjx6NKVOmoFmzZmjWrBmmTJmCmJgYDBgwwL92ViCfO0Hx8fE4cuQIWrQwrtB89OhRxMXFBaxhREREVHm2bt2Kbt26aY/HjBkDABg0aBDeffddjBs3Dvn5+Rg2bJhWLDErKyus+gI+d4LuuecePPTQQ5g5cyY6duwISZKwYcMGPPnkk/jnP/8ZjDYShYX0Kd9i09M3lXpMu+dWAgC2vdir1PMoNkX7Va3/FS67+YUryZLhV7pztMebX8WSDz8QZVnSIlIA0GXWOqz3YRpyaZGjr4Yaw+jOUSNPFa/1A8n7LNwEAPji4XSv21Rd5V9w1NkuyLNC1kUUIyJNsEQ7/jwUFdogSRIUe/HU+OL1xfRT6IVTBMhu82/KfNtnvoYkSdp32V0USh+t0g/qdhxbOVWrgyqAs8O81bVrV5fPVk+SJGRmZvo8syyU+NwJmjlzJiRJwv333w+bzbFQXWRkJB599FFMmzYt4A0kIiKq7iTZBMnPTpC/z6+KfO4Emc1mzJ07F1OnTsXvv/8OIQSaNm2KmJiYYLSPiIiIKCjKVScIAGJiYtCmTZtAtoUo7DQbvhz1Lk0EAOSeuoh2z63UBpcCwI4ptxqOLy0Npsq/UAiheK7CK8uSlr5yTnXJTqkxwJhKcE6nlba4pD4Np79fkQtS6hd4dce5DpKeOsjaXW0kpsoc/jet5PvZdNgyFBUUAHBEDETNGgAcA+9tNnvJQH0hIEsSbEWOJZIiIk0uA6L19r5ye0DaWtr3Tr9PbecPZaSmw44UgIHRvuS9qwmfO0F5eXmYNm0avv32W5w4cQKKU1n7P/74I2CNIyIiIqbDgsXnTtDgwYOxfv16DBw4EKmpqVVzKiIRERFVeT53gr7++mt8+eWX6NTJ+9ogRFVJs+HLAQCHN36BZt3uwN9HcgAA+efzcPGCGRGRjl9bsiyhydCljvsmGbYiOw4u/EeZ598x5VY0f+xTt/tcZoK5WUbAOW1gqJ/iFA13rinkTbpOXcjSZHKcTAiB619eiw1PdSvtaeVSVGjT7ruk+STJ7TIPdg91bfRpMXXWmS81jqq6A6/fqd2/5J8LkV9cCy461oKcv0+hRi1H2lediaU41RYC/E+Vth67wu159ClgwLs0cJUTwGUzqITP70hiYiJq1aoVjLaUaurUqbjmmmsQFxeHunXrol+/fti3b5/hGCEEMjMzUa9ePURHR6Nr167YvXt3hbeViIgooNRiif7eyMDnd+TFF1/E888/j4sXLwajPR6tX78ew4cPx+bNm7F69WrYbDb06NEDeXl52jHTp0/H7NmzMX/+fGzZsgUpKSno3r07zp8/X6FtparNbImA2RKBeu164vyZc7DbFNhtCuQIMwCgqNCKokIrLp47B5u1EDZrIQrzLngVBVLtm9dPu9ntinazFdlhs9oddYRsjm2KECULYCpC2ycUgZ3Te2vtUxQBu63kJhRAsQvt5k0UCAA2PX0TbEV2FBYUobCgCDarPShRIABaWx1tVwzXKYTQ3hdFEdqt5FoVw3NsNkW7qYvSOtchIodjHzyMwvPnUHj+nKNOkMlU8j4W2WErskOxK1DsCooKbS43m9Wu3Xyh/3z1FMXxfVVtn3yL4QZA+7y3TuqJrZN6+v0ehJpQWzajqvA5HTZr1iz8/vvvSE5ORqNGjRAZGWnYH6xFVFeuXGl4vGjRItStWxfbtm1D586dIYTAnDlz8Mwzz+DOOx1h3cWLFyM5ORlLlizBI488EpR2ERERUXjyuRPUr1+/IDTDdzk5jnEYamru4MGDyM7ORo8ePbRjLBYLunTpgo0bN3rsBBUWFqKwsFB7nJubG8RWExERlUMlVIyuDnzuBE2cONGr4z744APcfvvtqFGjhs+NKosQAmPGjMH111+P1q1bAwCys7MBAMnJyYZjk5OTcfjwYY/nmjp1KiZNmhTwNlLVtXt2HwBAnb4zkHfiKGJTGgEAzDEJsFvzjQcX+P96NmvJIhWSbIIsSxCieBCo3fOCqZIsocWoz0qW3FCMg6jtusHDO6f39qlNWyb2KPugYu2eW1lqjaHSzqWm2TpNWwNJkrRaQJIMoJQ6SnqK3WnguCRp4wCsNgVdX1mPdY938fZyqg3F5lhSozC/EMJu1+oCKYowvPdCsUMojn3+TuNW6w3JTuuultSrcv88b1O5YY2doKAI2iipRx55BH///XdQzj1ixAj88ssv+OCDD1z2Oc8aEEKUOo1/woQJyMnJ0W5Hjx4NeHuJiIgo9JS7YnRZSlt0zR+PPfYYPv/8c3z33XeoX7++tj0lJQWAIyKUmpqqbT9x4oRLdEjPYrHAYrEEpa1UtZ387ElEdxgOe6Ej+mOPMMNe/OsZcPxC1v8qrnvHbMjFj7OXjvL6dRSb1XAeBSbtl7gsSxAoiejY7SWdfudfOPbi4/bOdESyLn/8c+ydGZhqvp60feZrRxs9RG0kWcI1k7IAuI8IXffSN9px+kUxRSnjbdWFPn3RadoaAMAP42/0+blV1V8fPepxX8MHlxge6yNB+u+9L5MB9BQhXKJB+odtxn3pc/Qy3EmyDMnP2V3+Pr8qCpt3RAiBESNGYNmyZVizZg0aN25s2N+4cWOkpKRg9erV2jar1Yr169ejY8eOzqcjIiIKH5KpJCVW3pvEdJizoEWCAm348OFYsmQJPvvsM8TFxWljgBISEhAdHQ1JkjB69GhMmTIFzZo1Q7NmzTBlyhTExMRgwIABldx6IiIiCjVh0wlasGABAKBr166G7YsWLUJGRgYAYNy4ccjPz8ewYcNw9uxZdOjQAVlZWYiLi6vg1lJ1kf/ja6jTd4b2uCgvR6sXJBQ75Eiz8QkRTo+9IOzG3I8+3aCg+JedU3oMgGHwtEqSJK3iNVBS/fq31+7wuV3Orhz/lcs2SXak6LTHimQYuKyv7Nx+4io3zy+5BlmS4GFcbJmcF/gU2gBrx/l9GehNwOF/DUDawHe1x2r9GfW7qabHfKXYHJ+wHGFMUnhKp1YrkuT/Aqhc5spF2HSCvBljJEkSMjMzkZmZGfwGERERVRRJDkAnKGxGwFSYoHWCGjZs6FJIkagqKspz1KxSiqywFeTBkhANALBb87VI0KkvxqP2rZOhwOrxPM7q3/cOgOJf14rjl7Ykm4qr95YMRNX/167oVorWRYcAx9Rm5+njaiSk6bBlhlmUzpEh/VR7lSy5P5fhvuI0ZV0WxsiQJBmmWzu3Tx8BcLdOmC8RAsXLKfXknaP/zgAANMj4t2G784QAX+i/Q4oQLt+xktcQaDXmC8M2tXQFkS987gQdPXoUkiRpM7N++uknLFmyBC1btsTDDz+sHbdr167AtZKIiKgaE5IM4Wckx9/nV0U+vyMDBgzA2rVrATimo3fv3h0//fQTnn76abzwwgsBbyAREVG1p6bD/L2Rgc+RoF27duHaa68FAHz88cdo3bo1fvjhB2RlZWHo0KF4/vnnA95IolCV2GOiIfQv6wY+K7Yiw7GSyQSlyPt0mH5wqfoa3gw4dU6VaYOn4SYl5GZANeBIjx14/U5t4LS+1o+aslCK/z1VUxb6/fr7+teU4ZTekJ0XynS6Ft1YQGF8O4sX1RTaa5dUFXZsKy090nrsCgBAhFmGogBXPe0Y1L1jyq0en0PuHXl3oJYSc06FNRr8EQ69fY/X57IXD4yOMDsWbFX0f7N1aVRDmlT32VdpkuT/wGYOjHbhc7ewqKhIKy74zTff4PbbHcXWWrRogePHjwe2dURERERB4nMnqFWrVnjjjTfw/fffY/Xq1ejVy7Fmy19//YXatWsHvIFERETVniwH5kYGPqfDXn75Zdxxxx2YMWMGBg0ahCuvvBIA8Pnnn2tpMqLq4mzWJMR1HgsAiIwxQZJl2PIvAABM5ihtSQ3AUe/H21kzqf3na/cl2aQtZqmdqzjlJcPskoLQ12xRn686/K+SwqGNBn+k3VdgcpklpZ8xpp9ZpqYf1JSE4vTvqn65A+cUmt3psXPhH6HLhwlFGOr7lDkTTJcp/HVu31IP3TXzNu1+67ErYLeXtwIRAY6UmKpBxr8N37kmQ5fi9zfu8uo86qzEFqM+c5viVDmnwOw2BS1GfQag7M8+XHFgdHD43Anq2rUrTp06hdzcXCQmJmrbH374YcTExAS0cURERETBUq46QUIIbNu2Db///jsGDBiAuLg4mM1mdoKoWoqMiQcAFF3MRWRMvNsIDACc/uqZUs+Tctdc7b4kmwzPdx4QrR8o7S4KBBh/nbujH7Da+OH/GgdNF0d+9IOltQrUgEsVamfe1t7RR5QA48Bt4SYKZBhk7aHmEVAysBtwVMWWdQO0nWsgFRXasG9eP6/aS2XTf+/SBr4LSY7Voo7eDpL+dW5fLRqkchcNAooHyAsBW5HjS6mviA44vkfqdyGssVhiUPjcCTp8+DB69eqFI0eOoLCwEN27d0dcXBymT5+OgoICvPHGG8FoJxERUfXFTlBQ+PyOjBo1Cu3bt8fZs2cRHR2tbb/jjjvw7bffBrRxRERERMHicyRow4YN+OGHH2A2GxeCbNiwIY4dOxawhhGFC7u1AIBjILRis5Z7yYDspaMMj9XB0c7nE4rdkHIzLKhqs+LYBw/DVwcX/gMNH1xifB0P16G+lqwNdlYM6SZZlvDba46BsE2GLgUAl4Gx6nbjeUtJjRVfrz4tWFb7Gj/8X+3aPHFOnVBgqUtrlId+gHPzxz417FNTYIBrOlbd7jwoP+wxEhQUPneCFEWB3e5asO3PP//kau1ERERBICQpALPDqkiHMIB87gR1794dc+bMwcKFCwE4euEXLlzAxIkTceutrLZK1U/OmikAgJo3P6tFZlTeVHj25PgnI1y21b1jNiLM0dqUeTnCdYp8eZVVzVo/6BowjI2GHfpFXO1aVMlT2zxNmW6Q8W8INz+y1PO4q6LtqX3e+O21O1wWAKXQow5c10cQnaufO/+/5kulaqq+fO4EvfLKK+jWrRtatmyJgoICDBgwAL/99huSkpLwwQcfBKONRERE1RvTYUHhcyeoXr162LFjBz744AP8/PPPUBQFDz30EO677z7DQGkiIiIKEK4dFhSS0BfjIOTm5iIhIQE5OTmIj4+v7OYEXcpdc10G5FL5RF0zFFEJSSgqyAMAWGITcWZleC0ofMk/Fxoee5tm8/Y4bwbKpg1812Wbc+2lstKM+vb4MziXqCzB/puhnv/U77sQ7+e429zz55HUpHW1+fvmjXLFxv7973/j+uuvR7169XD48GEAjjTZZ599FtDGEREREQWLz+mwBQsW4Pnnn8fo0aPx0ksvaTPFEhMTMWfOHPTtWzXXbamqJNmkVSpmRMg/Jks0rHm52uNwiwIBcFmjTOU8wPn4JyNc1jfzdCwA/PXRo163QY3c1LtngeH8+tIAxz8ZgXr3LPBr4DlROOHaYQ52ux3Lly/H3r17IUkSWrRogX79+iEiolwLYPjeCZo3bx7eeust9OvXD9OmTdO2t2/fHmPHji1XI4iIiKgUUgBWgQ/zTtCuXbvQt29fZGdno3nz5gCA/fv3o06dOvj888/Rpk0bn8/p8zty8OBBtG3b1mW7xWJBXl6ezw0gIiIiKsvgwYPRqlUr/Pnnn/j555/x888/4+jRo7jiiivw8MO+F4kFyhEJaty4MXbs2IGGDRsatn/99ddo2bJluRpBlaPuHbMNKQbyjynCDCHboYTx+6nWJkq5a66hLo9zeiu1/3zjwq1Oxzofrw649qWatT6FpqbGPKXdhGJ3W1eJqMrgFHn873//w9atW5GYmKhtS0xMxOTJk3HNNdeU65w+d4KefPJJDB8+HAUFBRBC4KeffsIHH3yAqVOn4u233y5XI4iIiKgU7AShefPm+Pvvv9GqVSvD9hMnTqBp06blOqfPnaAHHngANpsN48aNw8WLFzFgwABccsklmDt3Lu69995yNYKIiIioNFOmTMHIkSORmZmJ6667DgCwefNmvPDCC3j55ZeRm1syMcXbEgA+dYJsNhvef/999OnTB0OGDMGpU6egKArq1q3ry2koRNgL8yGZTLAX5ld2U6qE3HUvV3YTAsp5+Q996sk5/eWcUnV+rD633j0LfJop5nw+/XmPfzICde+YDQA4sXyMz+ckCiuMBOG2224DANx9993awrlqqcM+ffpojyVJcrvGqTs+dYIiIiLw6KOPYu/evQCApKQkX55ORERE5cAFVIG1a9cG/Jw+p8M6dOiA7du3uwyMpvBky78AOcJc2c2gMiTc+DSAksVag835O+GyWKku+lPaIq7utjfI+DeOvDvQp/Z4GvTMCBBR9dGlS5eAn9PnTtCwYcPwxBNP4M8//0S7du1Qo0YNw/4rrrgiYI0jIiIiMB1WrKCgAL/88gtOnDgBRVEM+26//Xafz+dzJ+iee+4BAIwcOVLbJkmSz3k4IiIi8hIXUMXKlStx//3349SpUy77ytv/8LkTdPDgQZ9fhEJL7VsnA3AskSBHmGG3FlRyi6gsckRkhb7eXx89aljIVDIZa/84vjeOAfWRUTEoKriopdAUmxUmczQAwG7NR2RUDGzWQu15QrGj0eCPtHMdevueYF8Okab2rZNx+qtnyv38xB4TAeiWcrEVBqpppWMkCCNGjED//v3x/PPPIzk5OSDn9PkdadiwYam3UPD666+jcePGiIqKQrt27fD9999XdpOIiIjCTij9PT1x4gTGjBkTsA4QUI5I0Oeff+52uyRJiIqKQtOmTdG4cWO/G1ZeH330EUaPHo3XX38dnTp1wptvvolbbrkFe/bsQYMGDSqtXaFEXSRTsRVBku0VNtiWyu9s1iQAjl+h6v1gk0wmLbpjL8w3RHdMETKE4tgnyRIio2JKniebYIpw/L4yRdSA3aYgMirK8VybgkiLGbYiR9g6ItJ1MDVRMPkaBap587Nut7sr2xBMlbGAaqj9Pf3HP/6BdevWoUmTJgE7p8+doH79+mljgPT044Kuv/56fPrpp4bS1hVl9uzZeOihhzB48GAAwJw5c7Bq1SosWLAAU6dOrfD2EBER+a0S0mGh9vd0/vz56N+/P77//nu0adMGkZHGYQL6scre8rkTtHr1ajzzzDOYPHkyrr32WgDATz/9hGeffRbPPfccEhIS8Mgjj2Ds2LF45513fG6QP6xWK7Zt24bx48cbtvfo0QMbN250+5zCwkIUFpbkdPUVJ4mIiKoa579zFosFFovFsK08f0+DbcmSJVi1ahWio6Oxbt06rWAi4AjEVEgnaNSoUVi4cCE6duyobbvpppsQFRWFhx9+GLt378acOXPw4IMP+twYf506dQp2u90lX5icnIzs7Gy3z5k6dSomTaqY9EIoSOozzfD43DcvVVJLqDwqKhUGAEfeHagNYJYjS+oGSbIJdpuipVXtsglFeTmIrJEAoLj2VI04AIA17zwscfEoyDkLAIhKSERBbg7MxfsLcnPQZOhSAMDvb9xVMRdG5AP130h1QLRKKHac++Yl5ObmIiFhZtDb4SiW6N/sLvX5aWlphu0TJ05EZmamYVt5/p4G27PPPosXXngB48ePhywHZpC3z52g33//3e2aHPHx8fjjjz8AAM2aNXM7ha2iSE5fFDVN586ECRMwZkxJwbXc3FyXLwgREVFlEsJx8/ccAHD06FHD33HnKJCeL39Pg81qteKee+4JWAcIKMfssHbt2uHJJ5/EyZMntW0nT57EuHHjtKXsf/vtN9SvXz9gjfRWUlISTCaTSy/1xIkTHkeTWywWxMfHG25VmS3/gnafA6KpLEV5OS43e2E+7NZ8KEVWKEVWFOXlQCh22PIvaN8vm7UQNmshJJMJRQUFkGTHFPuiggLDfv39Bhn/rrTrJCrL2axJkCPMMFmiYbJEh3UU3flvnrtOUHn+ngbboEGD8NFHH5V9oA98jgS988476Nu3L+rXr4+0tDRIkoQjR47g0ksvxWeffQYAuHDhAp577rmANtQbZrMZ7dq1w+rVq3HHHXdo21evXo2+fftWeHuIiIgCQRECip+hIF+eH4p/T+12O6ZPn45Vq1bhiiuucBkYPXv2bJ/P6XMnqHnz5ti7dy9WrVqF/fv3QwiBFi1aoHv37lqIql+/fj43JFDGjBmDgQMHon379khPT8fChQtx5MgRDB06tNLaRERE5A9RfPP3HL4Itb+nO3fuRNu2bQEAu3btMuwrb4rO506Q+mK9evVC165dYbFYKi0/6M4999yD06dP44UXXsDx48fRunVrfPXVVyFTyLGyKbYiAEUV+pqJPSa6LKJ5ZuXzFdoGKp+CnJMu2+RIM0wRZii6+ij6WimSbILsZjFVAMheOgopd83VHuvPIcsmpPafb1gsNbX/fACeF1AlqtXrBUflZq1ujwJJlov/rUNxKtbxA93fFJY/labDUaj9PQ3GKvI+jwlSFAUvvvgiLrnkEsTGxmrLaDz33HMVPiXek2HDhuHQoUMoLCzEtm3b0Llz58puEhERUbkpIjA3X4Xi39MDBw5g1apVyM93LN3jXLfQFz5Hgl566SUsXrwY06dPx5AhQ7Ttbdq0wSuvvIKHHnqo3I0JVRVZpTfYcte9XOGvqVYd1lPXL1N/WdXq9YK2z5coUcKNTwPgIO9Aq9N3hqPys8VRJdq5Kq69eHq8O4rNCnVtZ2G3QzKZcOqLkloj2UtHaff1JRtEcfRIv02NIKrtObG8ZCYnEeD4bkqySRf5kWG3FmjfHcVmdYlEhyMhhF9/7NVzhLPTp0/j7rvvxtq1ayFJEn777TdceumlGDx4MGrWrIlZs2b5fE6fI0HvvfceFi5ciPvuuw8mU8kX64orrsCvv/7qcwOIiIiodJUVCQoljz/+OCIjI3HkyBHExJQs1XPPPfdg5cqV5Tqnz5GgY8eOoWnTpi7bFUVBUVHFjjUhIiKi6iErKwurVq1yKcHTrFkzHD58uFzn9LkT1KpVK3z//fcuA6M++eQTbdR2VZLYYyKEYteqhVaVtFhFKm2BQXVQoxquLu1Y/UKG6uBH/b5wrtsRKtT0IuBIK7hLI+g/L0+8XVTy1Bfjtf+31PO6O7fkJlWmT7FR9aOm0NXvmhxRMl3aHJuobZdkU4UtchpsYR7I8VteXp4hAqQ6depUqQUfS+NzJ2jixIkYOHAgjh07BkVRsGzZMuzbtw/vvfceVqxYUa5GEBERkWeBSGeFezqsc+fOeO+99/Diiy8CcMxUVxQFM2bMQLdu3cp1Tp87QX369MFHH32EKVOmQJIkPP/887j66qvxxRdfoHv37uVqBBEREVFpZsyYga5du2Lr1q2wWq0YN24cdu/ejTNnzuCHH34o1znLVSeoZ8+e6NmzZ7leMFw0vHMapIgol9A80y6+c34PnUPT+v2lpVnkCLMhxO2s5s3PQiiOeUmcLeY7fSpMpZ9xo763gDEdqd/ueGxMl5X1WQgP9YZKO1aSTah96+RqV7eFSqgL+LpLdylOsxerQjqMs8OA2NhY7NixA2+++SZMJhPy8vJw5513Yvjw4eUek1yuThARERFVHKX45u85wlnjxo1x/PhxTJpkHJt7+vRp1K9fH3a7751drzpBiYmJXleFPnPmjM+NCEWSZBygWRV+SVQ0dRCrZPIc6VHfV3WQq1o/SM95AKTzcx33FcgRkVpUQj+ImpG7siXc+LTLAHWh2N3WlVLfW30EyJ/Im/r5OEei3A2SliPNhv1173CsFcT6QdVLyl1ztfpjJks07IX5Wk0rW/4FRETHwl6Yb9hP4c9TJOvChQuIiooq1zm96gTNmTNHu3/69Gm89NJL6NmzJ9LT0wEAmzZtwqpVqypl0VQiIqKqTgjHzd9zhKMxYxw/ctRxyPoZYna7HT/++COuuuqqcp3bq07QoEGDtPt33XUXXnjhBYwYUbKWz8iRIzF//nx88803ePzxx8vVECIiInKvOs8O2759OwBHJGjnzp0wm0siwmazGVdeeSXGjh1brnP7PCZo1apVePll1xB5z549MX58FarbYTJBMpkcZf85OLpcIszRLtvsNqvLYpuAY1kEd2rfOlk7xjk9qR8QqaZOTOaSY9V9aq0nfmaeqems+K5Pads8LbESrPfReUC1flFMSTa51OjS1wyi6sWal+NSW0z9r8kSDaXIqqVOhWLXUmWBVPeO2RCKHUpRQcDPTUbqwqkPPPAA5s6di/j4+ICd2+dlM2rXro3ly5e7bP/0009Ru3btgDSKiIiISqizw/y9hbNFixYFtAMElCMSNGnSJDz00ENYt26dNiZo8+bNWLlyJd5+++2ANq4yRZijIUdGuUQuvKmWSw7qwEVJNsFuLR6kGGEudcq8yWmxVZMl2m3kSI0SCLv7wdLupuGrA3oZEfKsMhbYVTlPddZXBHc3MYEVo6uviOhYw2P9IHqh2F3Kaaj36/SdgZOfPenXa6f2nw8AkGUTpAgzFO/mDPmNs8OCw+dOUEZGBi6//HK8+uqrWLZsGYQQaNmyJX744Qd06NAhGG0kIiKq1gQCMDA6IC2pWspVJ6hDhw54//33A90WIiIiogrjVScoNzfXpzzc+fPnERcXV+5GhQJ18cgIczRs1pIaEzLMbkPzZKTWbwEcYWN9akw/4FUodmQvHYWUu+YCALKXjjKc58TyMdo+AFB0IW59WNu5JtGpL8ZrNYfUMLlzFVlPvBkcTN5R6w+pyno/HWkN10rU+tQYkVDsxtS5vup8ccpd/f9dnxo7/skI+MtUPOFDX7G6IihCQPEzFOTv86sir/5lSUxMxIkTJ7w+6SWXXII//vij3I0iIiKiEiJANzLyKhIkhMDbb7+N2NjYsg8Gyr2GRyjRD7SLMJcMznUeKE3uxdS+xBDt0Q9g1leQVjlHgPQiokq+d57e+8go43cz5a65iCwePKkUR56cXzexx0QAwNmsSW7XzQIcUSFGg8rPEVEtWXcs4canPVaXVqM97koiOE+Pp+rt5GdPatFmodgRGRWLooILAABzTALs1nwt+qzYrFr0JhDU76UaYeJEmfDmVSeoQYMGeOutt7w+aUpKCiIjI8vdKCIiIipRnYslBpNXnaBDhw4FuRlERETkUQCWzWA+zBVXkfdAjjBr4U79wDo5wuz1ANvqTP8eyRFmSMWVnGXZUVRD8eEnSWSNBADGCsIA0CDj31qazWSOdkmVaQMjYayPkdRnGpQiY1pTTdGoaTE1xO3PwqDkPmWQ2GOiIb2lpiXVY5j6Im/Ixd+XosJ8SDEmw0BpRbHDpE6IUOwIZMJKv4ivUOzwcm1xClHsBBEREYU4BQKKn6Ecf59fFbETREREFOKq8yrywcROkAdyhBlypNmxgKpuVpEt/4JWq4Y8c05PqfcVGNNikiyh8cP/xcGF//DqvIZlM+yuM75Uis1qnB0im2DXpehMlmi3szpy1kwpdQYT+cbT4re1er3gcgwAnFn5fMU1jsKaOqNUXcZCPwMsMirWMLv32AcPB+x1ZX3azWZlDaswx04QERFRiOPssOAoVyfo+++/x5tvvonff/8d//3vf3HJJZfg3//+Nxo3bozrr78+0G2sFJFR0ZDNMbDbbDBFlLxNcoQZUl5OJbYsPHiK7DQZuhR2m02LCJkjTYi0RKDpsGUAgAOv3+nyHFOEWkFYMgyojoiONQzAlkwmbaC0/teaGpXSaj0pdkSYo2Etcj/AnVEg/6jVu4GSmlDqf4WddVUosNTJKs5RR/1klmC+NhRb0M6vx3RYcPgcx1u6dCl69uyJ6OhobN++HYWFhQAcS2VMmcI/HkRERIGmDoz290ZGPneCXnrpJbzxxht46623DAURO3bsiJ9//jmgjSMiIiIKFp/TYfv27UPnzp1dtsfHx+PcuXOBaFNIUJwSsHabI+TJMun+ibREQDaV9L3lCBkmkwwR6fk9jdDts9vUij/F2yIdgyGFEBBOCW/1MwMcA9rVzy0yKhYmc3RAFlOkEuoA1cioWNeaTerjCNelT/QL4RKVh76Wm7t/n+vf9w4A4M/3H/LrdZoNX66l5wE4/s2RK6ZQENNhweFzJCg1NRUHDhxw2b5hwwZceumlAWmUs0OHDuGhhx5C48aNER0djSZNmmDixImwWo1jOo4cOYI+ffqgRo0aSEpKwsiRI12OISIiCjfqKvL+3sjI50jQI488glGjRuFf//oXJEnCX3/9hU2bNmHs2LF4/vngTG/99ddfoSgK3nzzTTRt2hS7du3CkCFDkJeXh5kzZwIA7HY7evfujTp16mDDhg04ffo0Bg0aBCEE5s2b5/NrRloiYDJHQJIjIRShDciVZBMO/2tAQK+vOpFkCRFmE5TiiI7NagfMwK9z+3p8TqSl5GtqMjmeZ7crkGTJ8XwAJpMMRSr5H1wIoQ1ol2QJpoiasFkdUSM5wuz1lHzynn4AqnN5BJN+sKrul3ppC+cSecu5kr8km0qNDJVHi1GfuUaBTIBdMDMQznzuBI0bNw45OTno1q0bCgoK0LlzZ1gsFowdOxYjRgQnvdCrVy/06tVLe3zppZdi3759WLBggdYJysrKwp49e3D06FHUq1cPADBr1ixkZGRg8uTJiI+PD0rbiIiIgs2uOG7+noOMyjVFfvLkyXjmmWewZ88eKIqCli1bIjY2NtBtK1VOTg5q1aqlPd60aRNat26tdYAAoGfPnigsLMS2bdvQrVs3t+cpLCzUZrgBQG5ubvAaTUREVA6BSGcxHeaq3MUSY2Ji0L59+0C2xWu///475s2bh1mzZmnbsrOzkZycbDguMTERZrMZ2dnZHs81depUTJrkumCjJEmQZAlCEbDbFaZPAmTvK7ej9dgVMOkGR++aeVupz9k5vTcAoM24L7VtlmjHzER10LStyA5JEZCKBykKRcBWZNfu2202LSzOzzLwGj64BCZLtNt9wl5So8l5UDRRILibsBLsCSySXPw3ws6K0eHMq07QnXe6FrDzZNmyZV4fm5mZ6bYDordlyxZDZ+uvv/5Cr1690L9/fwwePNhwrORmOV8hhNvtqgkTJmDMmDHa49zcXKSlpXl7CUREREGnCAE7I0EB51UnKCEhQbsvhMDy5cuRkJCgdU62bduGc+fO+dRZAoARI0bg3nvvLfWYRo0aaff/+usvdOvWDenp6Vi4cKHhuJSUFPz444+GbWfPnkVRUZFLhEjPYrHAYrG4bFd7+ZIsGaZok/92zbwNlz/+OQBHZMhbZosJSqTjV1dRoR2mCBmWaMdX2FZkdwyALo4wSZFSqYOtKbAk2eT5l7fuXxlGhChQGmT8G4BunUfdd0o/MFp9XF7NH/u0+ByOzIBUQVPinTmqtvjbCQpQY6oQrzpBixYt0u4/9dRTuPvuu/HGG2/AVFwK3263Y9iwYT4PPk5KSkJSUpJXxx47dgzdunVDu3btsGjRIshOi9alp6dj8uTJOH78OFJTUwE4BktbLBa0a9fOp3YRERFR1efzmKB//etf2LBhg9YBAgCTyYQxY8agY8eOmDFjRkAbCDgiQF27dkWDBg0wc+ZMnDx5UtuXkpICAOjRowdatmyJgQMHYsaMGThz5gzGjh2LIUOGcGYYERGFNc4OCw6fO0E2mw179+5F8+bNDdv37t0LRQnOO5yVlYUDBw7gwIEDqF+/vmGfKA4PmkwmfPnllxg2bBg6deqE6OhoDBgwQJtC7yuzJQKm4vo0/5t2q38XQC58SYOp5AgZEcXjuxS7gN2mINLi6IzXiLegML+kQrQpQkLrsSsAlKTfyvOaVLamw5Yhwhzpcb++kreiOD4vtaZLwweXsO4W+azR4I9gMjsG4quLp3oaGO1v6lUdDiFHyJBlCbKpJB0mhIBdLvf8Ip9wdlhw+PzpPfDAA3jwwQdx4MABXHfddQCAzZs3Y9q0aXjggQcC3kAAyMjIQEZGRpnHNWjQACtWrAhKG4iIiCqLPQADo/19flXkcydo5syZSElJwSuvvILjx48DcCylMW7cODzxxBMBbyARERFRMPjcCZJlGePGjcO4ceO0woJVccyNoghIioBcSTMBKkJq//mQZBP++uhRbdsl/3TMupNkk9+LDQaDOjMj0mKCpBsbbzI5ZoptndQTANDuuZUwRTsOuOrprzjDL4jUEhT6/1ecZ9AYU2LCsPBt02HLXI4BgN/fuCso7aXwp0+/yrLr7F49NQVbXrtn9wEAtB67AvoBH5JcXE+ulBIsgaTA/9ldHBLkyq9kZlXs/BAREYUauyJg97MX5O/zqyJJCN+ShI0bNy615/vHH3/43ajKlJubi4SEBLQa/QlMlhhIMrBjStUaGF3/vncMj/UDCPWLDkqyCVLxLMAj7w6s2EZ6cN1L3wBwLKAqF1f1BoDNz97s8diCi1bYbSVfc7UCNQVGi1GfGSI/she/jNUBmvroj36hYtVvr90RoFZSVdNi1GcA3H9vgJJJMwde961+XVmuHP+V4bG98CJ2z+mPnJycoAQG1L9JS7ceQI3YOL/OlXfhPO5q3zRobQ1HPkeCRo8ebXhcVFSE7du3Y+XKlXjyyScD1S4iIiIqJgIwO8zHmEe14HMnaNSoUW63v/baa9i6davfDSIiIiIju3Dc/D0HGfmcDvPkjz/+wFVXXRX2q7CroceqHC5s+OASAK5LHbgbBF5VBqdeOf4rLWRutphgLbQzLRYgrcZ8YUiHGVJjZUwsUJzSYXr6x+rgVCJnrcZ8YXisRksqoi5Y22e+hr3wInbO+kfQ02Ef/fQbYvxMh128cB73XNssKG2dPHkyvvzyS+zYsQNmsxnnzp1zOebIkSMYPnw41qxZY6jlZzabA9oWXwSsytN///tf1KpVK1CnIyIiomKhXizRarWif//+SE9PxzvvvOOy3263o3fv3qhTpw42bNiA06dPY9CgQRBCYN68eUFrV1l87gS1bdvWMDBaCIHs7GycPHkSr7/+ekAbF6ouf/xzKDbHZMN98/pVbmPKITIqCoBjWrnzgEL9L/dwvDZPYuJLptFa84u0z4/KT63IrVbSValThwH3kSB9pMjToFbAOH7hqqe/qnITFCgw1Chhm3FfAgBkuEYVg2X75FsckZpZwX+tUJ8dNmnSJADAu+++63Z/VlYW9uzZg6NHj6JevXoAgFmzZiEjIwOTJ0+utMyLz52gvn37GjpBsiyjTp066Nq1K1q0aBHQxhEREVFgOQ9bsVgssFhKr7fkr02bNqF169ZaBwgAevbsicLCQmzbtg3dunUL6ut74nMnKDMzMwjNICIiIk8CmQ5LS0szbJ84cWLQ/7ZnZ2cjOTnZsC0xMRFmsxnZ2dlBfe3S+NwJMplMOH78OOrWrWvYfvr0adStWxd2u3+L1YW6K8d/BVmSIMK4krRaN6P12BXYNfO2Sm5N8F3/8lpERMowRTgqSJtMMiRZ0up9cIHc8lHfT8A1BaamvNT/OtcOUrc7py0UITymMto9txLbXuwVmMZTlVPVJzoEcnbY0aNHDeknT1GgzMxMLc3lyZYtW9C+fXuvXt9djUEhRIVV3XbH506Qp8lkhYWFlTrCm4iIqKoKZCQoPj7eqzE4I0aMwL333lvqMY0aNfLqtVNSUvDjjz8atp09exZFRUUuEaKK5HUn6NVXXwXg6Mm9/fbbiI2N1fbZ7XZ899131WJMkDk6ApGW0FmHqu0zX8MUIWtrZvmiqkeBbnr1ewCAJToCFrMJhVZHlLJI2BERaXJZ34p8I5uMU+H10R995EfS7dOOLd6v/1ElSZKjIJyngdKKQPqUbwEAm56+KXAXQkRuJSUlISkpKSDnSk9Px+TJk3H8+HGkpqYCcAyWtlgsaNeuXUBeozy87gS98sorABz/aL3xxhswmUo6AmazGY0aNcIbb7wR+BYSERFVc0opMyl9OUewHDlyBGfOnMGRI0dgt9uxY8cOAEDTpk0RGxuLHj16oGXLlhg4cCBmzJiBM2fOYOzYsRgyZEil1uTzuhN08OBBAEC3bt2wbNkyJCYmBq1RREREVEIJwJigYFYOeP7557F48WLtcdu2bQEAa9euRdeuXWEymfDll19i2LBh6NSpk6FYYmXyeUzQ2rVrg9GOkNfuuZUASgZ0mkyOQaEdXliNH5/vXmntijCHTmou1GiflSzBpEvJyCYJP4x3XXCVvKemYQG4pBWdU2GAsV6QJEmQisdUSzCmyRTFmGZTCQWA7qt+w4y1JdudjxUCP4y/0afrISL/vPvuux5rBKkaNGiAFStWVEyDvORVJ2jMmDF48cUXUaNGDYwZM6bUY2fPnh2QhhEREZFDqFeMDldedYK2b9+OoqIiAMDPP/9cqdPZiIiIqhu7ELD72Ynx9/lVkVedIH0KbN26dcFqS0jTh/wt0ZHafWuhrTKaozFbImDnEhBumYvTNeYIGZYIGTHFqcOPRlxfmc2qEsyWiFJn1zmnwdQfTpLslBpzOofJKW2mKmudZ2NtIQldZq3D+ie6lvocIiK57EOMHnzwQZw/f95le15eHh588MGANIqIiIhKqLPD/L2RkSTK+onlxFPF6FOnTiElJQU2W+VGRvyVm5uLhIQE5OTkaNP2bpixFkrxsHxroc0w8NNaaEPNOjUAAGtHd66wdnZ4YTUAwG5XEJcYjfwLVgDA5mc54Fc14L0t2v1Cm6ItHmhXBL54OL2ymhX2bnr1e+SezYfZ4ggkK4pwWSjVOWUu6X5uGWoKScaB0YHg3J5vR94QkPMSuePub0Ywzv/KtzsRXSPOr3Pl553H4ze1CVpbw5HXs8Nyc3MhhIAQAufPn0dU8UrkgKNY4ldffeXSMSIiIiIKVV53gmrWrOmY2ipJuOyyy1z2S5JU5hojRERE5DvODgsOrztBa9euhRACN954I5YuXYpatWpp+8xmMxo2bIh69eoFpZGV4ZZ53yMiqgZsRQqshTYoxYOPzdGRMJlk2IocSzDYihSc+ssxRurK8V9V2GKc6uuboyOh2JWgpMFunr9BG6i6alingJ8/2Jbcfw0AIGPJzzBHmGBXAjuA/J53fwIAJMQ41sy7UFAEuyLwUca1AX2dUBMRISM2IQqK3fF+Oo8zcDfw2VPaSz8w2lRKOszTvtKeQ6Gt6yvrYbMqsEQ7/gxZC22IiHRMXhBCwGSSmcrU4eyw4PC6E9SlSxcAjsrRaWlpkGWfx1QTERFROSiK0MY1+nMOMvJ5YLTq4sWLOHLkCKxWq2H7FVdcEZCGVRZ1ENqNM1chIrqG9qXLyy0E4KgUHVUjUpuWbi2waV8sW5EdQhHlWszUF63GfKFVio6tGRWU6rh9Fm6CSZa06zfJEj4dfF3AX6eiPPzxDpd/QPRRBP11Lrz7Km37wP9shUmWYbXZteNMukrU+sfqOcwRJaWN1eepUalgu2HGWnz/ZLcKea1uc74D4PjV7jwQWo32qL/kb56/QdvnHL3Rv5/O2523RZQypb4sFfUZkGftJ65CZPGAeqEIRFpMWtXvCLOslTqQihfZjY5yHPvV0I6V0t6y9Fm4CUX5eVg1unvQB0ZPW7UDUX4OjC7IO4/xPa/iwGgdn5fNOHnyJB544AF8/fXXbvfb7Xa/G0VEREQl7AGIBPn7/KrI55zW6NGjcfbsWWzevBnR0dFYuXIlFi9ejGbNmuHzzz8PRhuJiIiqNbUT5O+NjHyOBK1ZswafffYZrrnmGsiyjIYNG6J79+6Ij4/H1KlT0bt372C0s8JFmU2INJvw94k8nD+Tj+g4x+DXiEjZUYm4uBqxKUJGYb5jSRHFpgBuFn8MtMgok5Z+yMstCOi57/rXjwBK0gxq1WW7ItDv7c1hmxLTp7i8MeazXQCAOnFRxf94eP5fRR1saFUHz6uVqk0yLBEWAMCo5TthtStY8I8rfW26T0wRspZ6+ibIlbHVulg9X//BZZ/zQHr1PXFOfenTWe5SXSbDwGnX32y+DJh++OMdLvuD/XkQcOsbG3H2TD4AIDrWrA1+BoyVwCVJQoSlZJ8+Ha9+x8JxggaFNp8jQXl5eVo9oFq1auHkyZMAgDZt2uDnn38ObOvcKCwsxFVXXQVJkrBjxw7DviNHjqBPnz6oUaMGkpKSMHLkSJcxS0REROHGrgQiGlTZVxF6fI4ENW/eHPv27UOjRo1w1VVX4c0330SjRo3wxhtvIDU1NRhtNBg3bhzq1auH//3vf4btdrsdvXv3Rp06dbBhwwacPn0agwYNghAC8+bN8/l16sRZYI6JQs0YM47XjELeeUdnylakIDenUDtOvxbSj893d3uu6192rL2mH/inKKLcA1iT6ydo9wP9y6hm8XTv6h42nd23NQBg4qpfXcLI+oHQ+u22SMd9fUTDphtwHS2btAiT1aZg/l2Bn0Sw7vEuAT9nWbz5DkYXD+SPcBMB8hTtcY0EuUZ3TKUs5uxpALbemM92IUKWML1Pq7Iugcqh07Q1sNsU1EqK0bZZdWsdmiNkl6gz4Pie2BShfV/U/4/6vb0ZAEImIp1aMxpWc8WMg+WYoODwuRM0evRoHD9+HAAwceJE9OzZE++//z7MZjPefffdQLfP4Ouvv0ZWVhaWLl3qMjA7KysLe/bswdGjR7V6RbNmzUJGRgYmT57MkfBERERk4HMn6L777tPut23bFocOHcKvv/6KBg0aICkpKaCN0/v7778xZMgQfPrpp4iJiXHZv2nTJrRu3dpQsLFnz54oLCzEtm3b0K2b+6hLYWEhCgtLIju5ubmBbzwREZEfGAkKDp87Qc5iYmJw9dVXB6ItHgkhkJGRgaFDh6J9+/Y4dOiQyzHZ2dlITk42bEtMTITZbEZ2drbHc0+dOtXtch+v3nmFIXqUscQx3kmt+6LWgnl3QOnXnrHkZzRNSyh+jjHUX17BHBz4zr1tAQCTv93P2QQAJvVsAcDxfqic6wI5c7fd3UDgyd/uxzM3uS5BUxXFRUUCcPz/oh+gDDilw6SyU2CeRJSVOvNyG/mv07Q1AACb1Y7YmlG4WDx5JK6GGQkxju+C84wlq00xDKB3pMo8p0dDwcK7r0Jubi4WPxD812KxxODwqhM0ZswYr084e/Zsr4/NzMwsc72xLVu2YOPGjcjNzcWECRNKPda5YBvgvpCb3oQJEwzXl5ubi7S0tDJaTkREROHOq07Q9u3bvTpZaZ0Nd0aMGIF777231GMaNWqEl156CZs3b4bFYjHsa9++Pe677z4sXrwYKSkp+PHHHw37z549i6KiIpcIkZ7FYnE5rztlRXzcmfztfjRLjjVsU3/JjO/WrNTnzv7+d8PjMTc08fn1/fHMTZdhweZD2vRvfWXk6kiN2MzfdFDbZpIkl7V4nKNn6n19RWr9f6sL9Rf+o//9H8wmz7/uI3SPy4oIlfad9GZQtH7fjPUHAABPdmla1qVQGW6evwERkY7PODbeAptuILRdN9hZnYThrhq7OcLkiAQV/02xC+ESJaxu7CIA6TCuHebCq07Q2rVrg/LiSUlJXo0jevXVV/HSSy9pj//66y/07NkTH330ETp06AAASE9Px+TJk3H8+HFtllpWVhYsFgvatWsXlPYTERFVBI4JCg6/xwRVhAYNGhgex8Y6oitNmjRB/fr1AQA9evRAy5YtMXDgQMyYMQNnzpzB2LFjMWTIEM4MIyKisMZOUHCERSfIGyaTCV9++SWGDRuGTp06ITo6GgMGDMDMmTMrrU1JsRYouvCjLEl4pENDt8eqaRY1/BsdadJCl6XVQgmmBEvJ18MugIFX16+UdoSSEemNXbYt3nZUu28XQht8aNf9e+Ppcw+GaWt/A1B2yrWiZCz52ZDi0qfALLo6Mep+/X1Plaad04ul8SYF6e5zpfIpzC9CTA1Hqqt2rNmwoHBCdCTiihdFLW2gurtB0Pr6Qi+s3ofnuzcPeNup+gnLTlCjRo0M5dZVDRo0wIoVKyqhRURERMFjUwRMfkZybIwEuQjLThAREVF1wnRYcLATFERlpUCWbP9Tu18rKlJbfgMw1nMY0LZy0lCV9brhZlC7yi+p8OaPhwEAihBIiI6s5NaUGPPZLtSqYXZZLkO/VIK7ZRNUpaVHAO9SxbIkuaxrLFfjWUbBNPv733HHdQ0QX5xKjyleLLWgeNGqKJOMCN3sQMUpfawOH1DTyvqUcpFiXPhKHULAVCb5g50gIiKiEMdiicHBTlAl+XxPNqIjTYZft7IklfwSUgTuaB38BWmpaogrXqA0FAawT1z1q/a9rh1rdtlvdaobo7/vPJhbP2FA1kV91P9P1G0mqSS64xwd0h+jbSs+9t4rL/Hhyqgsl9eJRaRJhvrPWqQso0hRUFj8mTt/hkWKQIH6fbArAPQfEqDGjBRFALJsmGiiUqOgFTn5oDLYhfC7zg/rBLlyjT8TERERVQOMBBEREYU4DowODnaCKkms2VTqfn5XyReVPYj97Z8Oa/cb1o7RUlLOg5LVwa9qCqRIUQxLi8z94Q+M6nSpdrynQa/q6+lTYO5SY/o26FMxTDUHxy0tkrHlyFlE6j50u2JCUaTj81aEQJG9ZPBzpAAi1dpPwuSS7nL+o63uL3LaXh3SmuwEBQfTYURERFQtMRJUSdSpo3r6X0EdG9WuyOYQlduKvX/jkvgot/tkN1PY1QGxAFBkV7T7iiK8nro++FrfB8F+vifbY5socK5pkIgdx84BAC4W2SFLkjYw2q6LBClCGKbF68mShCK7og2wd/7MInXPub1lSjAuI+QwEhQc7AQRERGFOLtQYHeqlVSec5ARO0FEREQhjnWCgoOdoEpyXcNahse//JUDRQhcdUnNymkQUTlFRTjqwniq3uycylB09U6K7LKuSrBj/4q9fwMAbrs8OaDtrC5pk1AQqH/HVu07AQDaQOuSVJpxgWKi8mIniIiIKMTZFQGZY4ICjp2gEHFFvQSP+3Yez4Gsq6TaKjW+IppEVKotR84CABKjSl+rTLdUFOyKUyRIFrjhUsckgDUHTuLGpnWC01gKSz2b163sJoQMmwJIfq8iH6DGVCGcIk9ERETVEiNBREREIY7psOBgJyhE/fp3rnY/UpbA0iZUmfZk50JfzkWBgCXCcyBZMqyDWfLAJAsIIblN/zIVRuQZO0HBwXQYERERVUuMBBEREYU4RoKCg52gEOVcc0X/8LcT59GsblwFt4iqoz9OnQcAmHULYjrSYpI2wwtw1G3Rr3jh/P1V4Di2eV3PsyDJs1/+ygHgqJMTaZK0ejnmCAlWW8n9Nql8f6sqFksMDqbDiIiIqFpiJCiEHCz+1Q0AETLgsc/OQdIUJIdPXwAAqIEfNaIjQWgVetUgj0n3RZQkoQ2AlqSSqJAaIWqWxNpW5bUnO1d7z6MiZCgQiNINSo+KKHnf9TXFqks9sd3HHZNI1PdIiKp57XZF+F0niOkwV4wEERERhTghBITi500EpxN06NAhPPTQQ2jcuDGio6PRpEkTTJw4EVar1XDckSNH0KdPH9SoUQNJSUkYOXKkyzEVjZEgIiKiEKcowu8xPcEaE/Trr79CURS8+eabaNq0KXbt2oUhQ4YgLy8PM2fOBADY7Xb07t0bderUwYYNG3D69GkMGjQIQgjMmzcvKO3yBjtBfjpy5oJ2311YrX6tWK+fb5KdB596pqYtGtYu/fzOr1GaBmW0laquAyfPI8okIUJ2yrUWfxEFSlJc2hFq+gGO1Jj+mY2TOHA/EHYfz4XZJEHYHY8jTIDNLiHC5Hhss8NwP8oko8DuWBuhukygcJf62pOdi5YpVS8lFqp69eqFXr16aY8vvfRS7Nu3DwsWLNA6QVlZWdizZw+OHj2KevXqAQBmzZqFjIwMTJ48GfHxlfN5MR1GREQU4oQQAblVlJycHNSqVUt7vGnTJrRu3VrrAAFAz549UVhYiG3btlVYu5wxEuSj4+fyADgGfALGqcDOP6LV41Nr1nDZfuxsnsvzAZR8Sb0c/PznmQtQ4NqblXTndX4NT9Q26V2S6Np2Cl8HT52HrPs+KMXfN5NkjEQqwvFd1A+CLu1rpP+31ZvoJHnHEiFBCMd/ARTfh1aewBIhudyPLh40bRei2kSDnFXFKJA6rsffcwBAbm6uYbvFYoHFYvHr3Hq///475s2bh1mzZmnbsrOzkZycbDguMTERZrMZ2dnZAXttXzESREREVI2kpaUhISFBu02dOtXtcZmZmZAkqdTb1q1bDc/566+/0KtXL/Tv3x+DBw827JPc/JJy/NiqvCnPjAQRERGFuEAOjD569KhhDI6nKNCIESNw7733lnrORo0aaff/+usvdOvWDenp6Vi4cKHhuJSUFPz444+GbWfPnkVRUZFLhKgisRPkQfa5POQpppK0V3HMTEsP+NBxzc4pSTOpaQN3qTPDCzjRV+R1vh8ZxE60Pv3H1Fj4a5wU55T21KdNS36pCSFgFxKKx9zy8/eSWmH70gANDG9ax3ge9fxCOD4nk2S8D0i6f5sc9w+cPO/2XOS/Y2fzcD7XdRhBMAjFcfP3HAAQHx/v1UDkpKQkJCUleXXuY8eOoVu3bmjXrh0WLVoEWTYmmtLT0zF58mQcP34cqampAByDpS0WC9q1a+fbhQRQWKXDvvzyS3To0AHR0dFISkrCnXfeadgfijUIiIiIqrK//voLXbt2RVpaGmbOnImTJ08iOzvbMNanR48eaNmyJQYOHIjt27fj22+/xdixYzFkyJBKmxkGhFEkaOnSpRgyZAimTJmCG2+8EUII7Ny5U9sf6BoEklRc+dZpe3l6jfrOu6fUZ1mD9vWRI1kqX0SqLDKMbRWi5HUucTO4m8KTu4jOydyLhu+YAgmpCTEV2Krw5Fx+Qp2EoJawCISGtWN1lbwdA9T1/9+bTSX3TXLJvyWRMmAXjv8CjkkUZZXsoJIJIp5mUqnRUllyvN+mCgolBGJ2V7Bmh2VlZeHAgQM4cOAA6tev7/Y1TSYTvvzySwwbNgydOnVCdHQ0BgwYoE2hryxh0Qmy2WwYNWoUZsyYgYceekjb3rx5c+1+qNYgICIi8lcoF0vMyMhARkZGmcc1aNAAK1asCEobyiss0mE///wzjh07BlmW0bZtW6SmpuKWW27B7t27tWPKW4OgsLAQubm5hhsRERFVfWERCfrjjz8AOKbrzZ49G40aNcKsWbPQpUsX7N+/H7Vq1Sp3DYKpU6di0qRJLtvl4ps6btSbKXyeBjtLusHQHjviPqS1DGkLD+fzOPC6jOfUjWMKpDqqE8/PXU+dzFBa9kARjvSUIcWgTlhwc7ynX5xS8Tn0g9L194+dzXOp5C2Kl1eWJIkD1v10Mveidl8IoaUPAcnt8AB1tyQ5Bp5HlvaPbQAFsk4QlajUSJC3NQgUxfFVfOaZZ3DXXXdpo88lScInn3yina88NQgmTJiAnJwc7Xb06NHAXygREZE//F08VRGl/Aqvvio1EuRtDYLz5x1TPFu2bKltt1gsuPTSS3HkyBEA5a9BEOhKmURERIGmCAHJz4HNSpAGRoezSu0EeVuDoF27drBYLNi3bx+uv/56AEBRUREOHTqEhg0bAgh8DQI1EgUYU0vqXV8ioPrnBHI2F+D5fGrbE2pEa9vOXbhoiIo5zxSozKqdRKFCX9dLkjynxLRaXW5y2SY4/bvhZqapMWUmGe7LuvsKgJQEprwC5dyFi1pARJbgWKBW+5BLPge7KBnKADhSkC5Ly1RAeym4wmJMUHx8PIYOHYqJEyciLS0NDRs2xIwZMwAA/fv3B2CsQTBjxgycOXMmJGoQEBER+UuIAIwJYiTIRVh0ggBgxowZiIiIwMCBA5Gfn48OHTpgzZo1SExMBBD4GgRJ8TGI9zBYNCcvv9Qvk3NEJRDRH31E5/zFfMO+uJho58PdqhnLwa9EpTmZe9F1wWEP//+WOtHBC6ayDwEApHDQuk8uXMw3RGj0/z7m5OUbPrMiBZB14R53n6ca/HHODJj8/Px9xYHRwRE2naDIyEjMnDmz1E5NKNYgICIiotAUNp0gIiKi6kpRAMnvYokBakwVwk5QOehTU97Iyct32eZ8Dl9SXN6mv4jIN2q9pHMXSmrH6NPI+kG1gPepbllynEd/XnfnJ//FlvHvo0kuGQjtnNJ093k6p8P0asVGI0LYyt1WX4TyshnhLCwqRhMREREFGiNBFcCbyBGjO0Shw1N0xt+oDaM+lUuL9OhLhfjw/Mr8d1oojpu/5yAjdoKIiIhCnKKIAIwJYjrMGTtBREREIY5T5IODnSAiIqpyLuYXAABioqO0bbEx0biYXwDnMc7qeGFFiDIHVlPVwk4QERFRiGMkKDjYCSIioipHHwHyZnuo4wKqwcEp8kRERFQtMRJEREQU4pgOCw52goiIiEIcV5EPDqbDiIiIqFpiJIiIiCjECUX4XeyQ6TBX7AQRERGFOC6gGhxMhxEREVG1xEgQERFRiOPssOBgJ4iIiCjEKYoAuIBqwLETREREFOKEYodQ7H6fg4w4JoiIiIiqJUaCiIiIQhwjQcHBThAREVGIE4oSgE6QEqDWVB1MhxEREVG1xEgQERFRiBN2O4Tdz0iQn8+vitgJIiIiCnFCBGBMkGAnyBnTYURERFQtMRJEREQU4jg7LDjYCSIiIgpx7AQFB9NhREREVC0xEkRERBTiGAkKjrCJBO3fvx99+/ZFUlIS4uPj0alTJ6xdu9ZwzJEjR9CnTx/UqFEDSUlJGDlyJKxWayW1mIiIKDDUYon+3Vgs0VnYdIJ69+4Nm82GNWvWYNu2bbjqqqtw2223ITs7GwBgt9vRu3dv5OXlYcOGDfjwww+xdOlSPPHEE5XcciIiIv8oij0gNzIKi07QqVOncODAAYwfPx5XXHEFmjVrhmnTpuHixYvYvXs3ACArKwt79uzBf/7zH7Rt2xY333wzZs2ahbfeegu5ubmVfAVEREQUasKiE1S7dm1cfvnleO+995CXlwebzYY333wTycnJaNeuHQBg06ZNaN26NerVq6c9r2fPnigsLMS2bds8nruwsBC5ubmGGxERUSjxPxXm/5iiqigsBkZLkoTVq1ejb9++iIuLgyzLSE5OxsqVK1GzZk0AQHZ2NpKTkw3PS0xMhNls1lJm7kydOhWTJk0KZvOJiIj8woHRwVGpkaDMzExIklTqbevWrRBCYNiwYahbty6+//57/PTTT+jbty9uu+02HD9+XDufJEkuryGEcLtdNWHCBOTk5Gi3o0ePBuVaiYiIKLRUaiRoxIgRuPfee0s9plGjRlizZg1WrFiBs2fPIj4+HgDw+uuvY/Xq1Vi8eDHGjx+PlJQU/Pjjj4bnnj17FkVFRS4RIj2LxQKLxeL/xRAREQWL3Q4h+xnJ4QKqLiq1E5SUlISkpKQyj7t48SIAQJaNgStZlqEUT/lLT0/H5MmTcfz4caSmpgJwDJa2WCzauCEiIqJwJIQd4AKqARcWA6PT09ORmJiIQYMG4X//+x/279+PJ598EgcPHkTv3r0BAD169EDLli0xcOBAbN++Hd9++y3Gjh2LIUOGaNEjIiIiIlVYdIKSkpKwcuVKXLhwATfeeCPat2+PDRs24LPPPsOVV14JADCZTPjyyy8RFRWFTp064e6770a/fv0wc+bMSm49ERGRf0K9WOLtt9+OBg0aICoqCqmpqRg4cCD++usvwzGhWNA4LGaHAUD79u2xatWqUo9p0KABVqxYUUEtIiIiqhhCCUA6LIizw7p164ann34aqampOHbsGMaOHYt//OMf2LhxI4CSgsZ16tTBhg0bcPr0aQwaNAhCCMybNy9o7SpL2HSCiIiIKDQ9/vjj2v2GDRti/Pjx6NevH4qKihAZGakVND569KhWz2/WrFnIyMjA5MmTK23YSlikw4iIiKozRzrM/xsAlwLBhYWFAW3rmTNn8P7776Njx46IjIwEUP6CxsHGThAREVGIC2TF6LS0NCQkJGi3qVOnBqSNTz31FGrUqIHatWvjyJEj+Oyzz7R95S1oHGzsBBEREYW4QHaCjh49aigSPGHCBLev6W1BY9WTTz6J7du3IysrCyaTCffffz+EENr+8hQ0DjaOCSIiIqpG4uPjvRqD421BY5Va+++yyy7D5ZdfjrS0NGzevBnp6enlLmgcbOwEERERhThFsUOq4Nlh3hY0dvtaxREgdbxRqBY0ZieIiIgoxAm7Akh+doLswakT9NNPP+Gnn37C9ddfj8TERPzxxx94/vnn0aRJE6SnpwMwFjSeMWMGzpw5ExIFjTkmiIiIiMotOjoay5Ytw0033YTmzZvjwQcfROvWrbF+/Xptbc5QLWjMSBAREVGIC+W1w9q0aYM1a9aUeVwoFjRmJ4iIiCjECcXufzosiBWjwxXTYURERFQtMRJEREQU4hgJCg52goiIiEIcO0HBwU6QE7W2QW5ubiW3hIiIQp36t0JfGTko7EXw+xXsRYFoSZXCTpCT06dPA3CsrUJEROSN8+fPIyEhIeDnNZvNSElJQfaejwNyvpSUFJjN5oCcqyqQRNC7r+Hl3LlzSExMxJEjR4Lyha5subm5SEtLw9GjRyu1QFUw8NrCE68tPPHaHIQQOH/+POrVqwdZDs5co4KCAlit1oCcy2w2IyoqKiDnqgoYCXKifokTEhKq3P/Yet6uHROOeG3hidcWnnhtCPoP5qioKHZcgoRT5ImIiKhaYieIiIiIqiV2gpxYLBZMnDhRW++kqqnK18drC0+8tvDEa6OqgAOjiYiIqFpiJIiIiIiqJXaCiIiIqFpiJ4iIiIiqJXaCiIiIqFpiJ8jJ66+/jsaNGyMqKgrt2rXD999/X9lN8llmZiYkSTLcUlJStP1CCGRmZqJevXqIjo5G165dsXv37kpssWffffcd+vTpg3r16kGSJHz66aeG/d5cS2FhIR577DEkJSWhRo0auP322/Hnn39W4FW4V9a1ZWRkuHyO1113neGYUL22qVOn4pprrkFcXBzq1q2Lfv36Yd++fYZjwvWz8+bawvWzW7BgAa644gqtSGB6ejq+/vprbX+4fmZA2dcWrp8Z+YedIJ2PPvoIo0ePxjPPPIPt27fjhhtuwC233IIjR45UdtN81qpVKxw/fly77dy5U9s3ffp0zJ49G/Pnz8eWLVuQkpKC7t274/z585XYYvfy8vJw5ZVXYv78+W73e3Mto0ePxvLly/Hhhx9iw4YNuHDhAm677TbY7ZW7onJZ1wYAvXr1MnyOX331lWF/qF7b+vXrMXz4cGzevBmrV6+GzWZDjx49kJeXpx0Trp+dN9cGhOdnV79+fUybNg1bt27F1q1bceONN6Jv375aRydcPzOg7GsDwvMzIz8J0lx77bVi6NChhm0tWrQQ48ePr6QWlc/EiRPFlVde6XafoigiJSVFTJs2TdtWUFAgEhISxBtvvFFBLSwfAGL58uXaY2+u5dy5cyIyMlJ8+OGH2jHHjh0TsiyLlStXVljby+J8bUIIMWjQING3b1+PzwmXaxNCiBMnTggAYv369UKIqvXZOV+bEFXrs0tMTBRvv/12lfrMVOq1CVG1PjPyHiNBxaxWK7Zt24YePXoYtvfo0QMbN26spFaV32+//YZ69eqhcePGuPfee/HHH38AAA4ePIjs7GzDdVosFnTp0iXsrtOba9m2bRuKiooMx9SrVw+tW7cOi+tdt24d6tati8suuwxDhgzBiRMntH3hdG05OTkAgFq1agGoWp+d87Wpwv2zs9vt+PDDD5GXl4f09PQq9Zk5X5sq3D8z8h0XUC126tQp2O12JCcnG7YnJycjOzu7klpVPh06dMB7772Hyy67DH///TdeeukldOzYEbt379auxd11Hj58uDKaW27eXEt2djbMZjMSExNdjgn1z/WWW25B//790bBhQxw8eBDPPfccbrzxRmzbtg0WiyVsrk0IgTFjxuD6669H69atAVSdz87dtQHh/dnt3LkT6enpKCgoQGxsLJYvX46WLVtqf+jD+TPzdG1AeH9mVH7sBDmRJMnwWAjhsi3U3XLLLdr9Nm3aID09HU2aNMHixYu1gX5V4TpV5bmWcLjee+65R7vfunVrtG/fHg0bNsSXX36JO++80+PzQu3aRowYgV9++QUbNmxw2Rfun52nawvnz6558+bYsWMHzp07h6VLl2LQoEFYv369tj+cPzNP19ayZcuw/syo/JgOK5aUlASTyeTSoz9x4oTLL59wU6NGDbRp0wa//fabNkusKlynN9eSkpICq9WKs2fPejwmXKSmpqJhw4b47bffAITHtT322GP4/PPPsXbtWtSvX1/bXhU+O0/X5k44fXZmsxlNmzZF+/btMXXqVFx55ZWYO3dulfjMPF2bO+H0mVH5sRNUzGw2o127dli9erVh++rVq9GxY8dKalVgFBYWYu/evUhNTUXjxo2RkpJiuE6r1Yr169eH3XV6cy3t2rVDZGSk4Zjjx49j165dYXe9p0+fxtGjR5GamgogtK9NCIERI0Zg2bJlWLNmDRo3bmzYH86fXVnX5k44fXbOhBAoLCwM68/ME/Xa3Annz4x8UOFDsUPYhx9+KCIjI8U777wj9uzZI0aPHi1q1KghDh06VNlN88kTTzwh1q1bJ/744w+xefNmcdttt4m4uDjtOqZNmyYSEhLEsmXLxM6dO8U///lPkZqaKnJzcyu55a7Onz8vtm/fLrZv3y4AiNmzZ4vt27eLw4cPCyG8u5ahQ4eK+vXri2+++Ub8/PPP4sYbbxRXXnmlsNlslXVZQojSr+38+fPiiSeeEBs3bhQHDx4Ua9euFenp6eKSSy4Ji2t79NFHRUJCgli3bp04fvy4drt48aJ2TLh+dmVdWzh/dhMmTBDfffedOHjwoPjll1/E008/LWRZFllZWUKI8P3MhCj92sL5MyP/sBPk5LXXXhMNGzYUZrNZXH311YZpr+HinnvuEampqSIyMlLUq1dP3HnnnWL37t3afkVRxMSJE0VKSoqwWCyic+fOYufOnZXYYs/Wrl0rALjcBg0aJITw7lry8/PFiBEjRK1atUR0dLS47bbbxJEjRyrhaoxKu7aLFy+KHj16iDp16ojIyEjRoEEDMWjQIJd2h+q1ubsuAGLRokXaMeH62ZV1beH82T344IPav3916tQRN910k9YBEiJ8PzMhSr+2cP7MyD+SEEJUXNyJiIiIKDRwTBARERFVS+wEERERUbXEThARERFVS+wEERERUbXEThARERFVS+wEERERUbXEThARERFVS+wEUZXTtWtXjB49ukq9bkZGBvr16+fXORo1agRJkiBJEs6dO+fxuHfffRc1a9b067XIs4yMDO1z+PTTTyu7OUTVGjtBRAGybNkyvPjii9rjRo0aYc6cOZXXIDdeeOEFHD9+HAkJCZXdlCpv3bp1bjucc+fOxfHjxyunUURkEFHZDSCqKmrVqlXZTShTXFycthp4ZSsqKkJkZGRlN6PCJSQksBNKFCIYCaIq7+zZs7j//vuRmJiImJgY3HLLLfjtt9+0/Wr6Z9WqVbj88ssRGxuLXr16GX6t22w2jBw5EjVr1kTt2rXx1FNPYdCgQYYUlT4d1rVrVxw+fBiPP/64lvoAgMzMTFx11VWG9s2ZMweNGjXSHtvtdowZM0Z7rXHjxsF5dRshBKZPn45LL70U0dHRuPLKK/Hf//63XO/Pu+++iwYNGiAmJgZ33HEHTp8+7XLMF198gXbt2iEqKgqXXnopJk2aBJvNpu3/9ddfcf311yMqKgotW7bEN998Y0j3HDp0CJIk4eOPP0bXrl0RFRWF//znPwCARYsW4fLLL0dUVBRatGiB119/3fDax44dwz333IPExETUrl0bffv2xaFDh7T969atw7XXXosaNWqgZs2a6NSpEw4fPuzVtZd1XbNnz0abNm1Qo0YNpKWlYdiwYbhw4YK2//Dhw+jTpw8SExNRo0YNtGrVCl999RUOHTqEbt26AQASExMhSRIyMjK8ahMRVRx2gqjKy8jIwNatW/H5559j06ZNEELg1ltvRVFRkXbMxYsXMXPmTPz73//Gd999hyNHjmDs2LHa/pdffhnvv/8+Fi1ahB9++AG5ubmljudYtmwZ6tevr6WffEl/zJo1C//617/wzjvvYMOGDThz5gyWL19uOObZZ5/FokWLsGDBAuzevRuPP/44/u///g/r16/3/o0B8OOPP+LBBx/EsGHDsGPHDnTr1g0vvfSS4ZhVq1bh//7v/zBy5Ejs2bMHb775Jt59911MnjwZAKAoCvr164eYmBj8+OOPWLhwIZ555hm3r/fUU09h5MiR2Lt3L3r27Im33noLzzzzDCZPnoy9e/diypQpeO6557B48WIAjs+lW7duiI2NxXfffYcNGzZonVSr1QqbzYZ+/fqhS5cu+OWXX7Bp0yY8/PDDWqezNGVdFwDIsoxXX30Vu3btwuLFi7FmzRqMGzdO2z98+HAUFhbiu+++w86dO/Hyyy8jNjYWaWlpWLp0KQBg3759OH78OObOnevTZ0NEFaBSl28lCoIuXbqIUaNGCSGE2L9/vwAgfvjhB23/qVOnRHR0tPj444+FEEIsWrRIABAHDhzQjnnttddEcnKy9jg5OVnMmDFDe2yz2USDBg1E37593b6uEEI0bNhQvPLKK4a2TZw4UVx55ZWGba+88opo2LCh9jg1NVVMmzZNe1xUVCTq16+vvdaFCxdEVFSU2Lhxo+E8Dz30kPjnP//p8X1x155//vOfolevXoZt99xzj0hISNAe33DDDWLKlCmGY/7973+L1NRUIYQQX3/9tYiIiBDHjx/X9q9evVoAEMuXLxdCCHHw4EEBQMyZM8dwnrS0NLFkyRLDthdffFGkp6cLIYR45513RPPmzYWiKNr+wsJCER0dLVatWiVOnz4tAIh169Z5vG5Pyroudz7++GNRu3Zt7XGbNm1EZmam22PXrl0rAIizZ8+63a9/f4iocnBMEFVpe/fuRUREBDp06KBtq127Npo3b469e/dq22JiYtCkSRPtcWpqKk6cOAEAyMnJwd9//41rr71W228ymdCuXTsoihLQ9ubk5OD48eNIT0/XtkVERKB9+/ZaSmzPnj0oKChA9+7dDc+1Wq1o27atT6+3d+9e3HHHHYZt6enpWLlypfZ427Zt2LJliyFCYrfbUVBQgIsXL2Lfvn1IS0szjDXSv1d67du31+6fPHkSR48exUMPPYQhQ4Zo2202mzZmZtu2bThw4ADi4uIM5ykoKMDvv/+OHj16ICMjAz179kT37t1x88034+6770ZqamqZ117WdcXExGDt2rWYMmUK9uzZg9zcXNhsNhQUFCAvLw81atTAyJEj8eijjyIrKws333wz7rrrLlxxxRVlvjYRhQZ2gqhKE05jafTb9SkT5wG6kiS5PNc5xeLp3KWRZdnlefq0nDfUjteXX36JSy65xLDPYrH4dC5vrkFRFEyaNAl33nmny76oqCiX97I0NWrUMJwXAN566y1DJxVwdDLVY9q1a4f333/f5Vx16tQB4BhTNHLkSKxcuRIfffQRnn32WaxevRrXXXedX9d1+PBh3HrrrRg6dChefPFF1KpVCxs2bMBDDz2kfWaDBw9Gz5498eWXXyIrKwtTp07FrFmz8Nhjj3n1fhBR5WIniKq0li1bwmaz4ccff0THjh0BAKdPn8b+/ftx+eWXe3WOhIQEJCcn46effsINN9wAwBEx2L59u8sgZz2z2Qy73W7YVqdOHWRnZxs6Djt27DC8VmpqKjZv3ozOnTsDcERGtm3bhquvvlq7JovFgiNHjqBLly5eXYMnLVu2xObNmw3bnB9fffXV2LdvH5o2ber2HC1atMCRI0fw999/Izk5GQCwZcuWMl87OTkZl1xyCf744w/cd999bo+5+uqr8dFHH6Fu3bqIj4/3eK62bduibdu2mDBhAtLT07FkyZIyO0FlXdfWrVths9kwa9YsyLJj+OTHH3/sclxaWhqGDh2KoUOHYsKECXjrrbfw2GOPwWw2A4DLd4CIQgc7QVSlNWvWDH379sWQIUPw5ptvIi4uDuPHj8cll1yCvn37en2exx57DFOnTkXTpk3RokULzJs3D2fPni01AtKoUSN89913uPfee2GxWJCUlISuXbvi5MmTmD59Ov7xj39g5cqV+Prrrw1/4EeNGoVp06ahWbNmuPzyyzF79mxDrZm4uDiMHTsWjz/+OBRFwfXXX4/c3Fxs3LgRsbGxGDRokNfXNXLkSHTs2BHTp09Hv379kJWVZUiFAcDzzz+P2267DWlpaejfvz9kWcYvv/yCnTt34qWXXkL37t3RpEkTDBo0CNOnT8f58+e1gdFlRYgyMzMxcuRIxMfH45ZbbkFhYSG2bt2Ks2fPYsyYMbjvvvswY8YM9O3bFy+88ALq16+PI0eOYNmyZXjyySdRVFSEhQsX4vbbb0e9evWwb98+7N+/H/fff3+Z117WdTVp0gQ2mw3z5s1Dnz598MMPP+CNN94wnGP06NG45ZZbcNlll+Hs2bNYs2aN1rlu2LAhJEnCihUrcOuttyI6OhqxsbFefzZEVAEqbTQSUZA4D1A+c+aMGDhwoEhISBDR0dGiZ8+eYv/+/dr+RYsWGQYCCyHE8uXLhf5/j6KiIjFixAgRHx8vEhMTxVNPPSX69+8v7r33Xo+vu2nTJnHFFVcIi8ViONeCBQtEWlqaqFGjhrj//vvF5MmTDQOji4qKxKhRo0R8fLyoWbOmGDNmjLj//vsNg7AVRRFz584VzZs3F5GRkaJOnTqiZ8+eYv369R7fF3cDo4VwDD6uX7++iI6OFn369BEzZ850eT9WrlwpOnbsKKKjo0V8fLy49tprxcKFC7X9e/fuFZ06dRJms1m0aNFCfPHFFwKAWLlypRCiZGD09u3bXV7//fffF1dddZUwm80iMTFRdO7cWSxbtkzbf/z4cXH//feLpKQkYbFYxKWXXiqGDBkicnJyRHZ2tujXr59ITU0VZrNZNGzYUDz//PPCbrd7fB98ua7Zs2eL1NRU7Xvz3nvvGQY7jxgxQjRp0kRYLBZRp04dMXDgQHHq1Cnt+S+88IJISUkRkiSJQYMGGV4bHBhNVOkkIcoxsIGomlMUBZdffjnuvvtuQ5XoUNaoUSOMHj26QpYU+eGHH3D99dfjwIEDhgHnVEKSJCxfvtzv5VCIqPxYJ4jIC4cPH8Zbb72F/fv3Y+fOnXj00Udx8OBBDBgwoLKb5pOnnnoKsbGxyMnJCeh5ly9fjtWrV+PQoUP45ptv8PDDD6NTp07sALkxdOhQpsWIQgQjQUReOHr0KO69917s2rULQgi0bt0a06ZN0wYvh4PDhw9rs5ouvfRSbbBvILz33nt48cUXcfToUSQlJeHmm2/GrFmzULt27YC9hq9atWrlsXL0m2++6XEwdrCdOHECubm5ABylGPQz5oioYrETRERVkr7T5yw5Odml9hARVT/sBBEREVG1xDFBREREVC2xE0RERETVEjtBREREVC2xE0RERETVEjtBREREVC2xE0RERETVEjtBREREVC2xE0RERETV0v8DmvwazZRmZBEAAAAASUVORK5CYII=", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "delta_temp.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "02e22bb4-7c61-4b00-996f-cf03f3aff595", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "5. Calculate the **minimum** temperature across the water depth in all locations." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "24988c19-820d-426a-87f9-fa350f9c1d10", - "metadata": { - "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:38:35.513366Z", - "iopub.status.busy": "2024-11-08T11:38:35.512976Z", - "iopub.status.idle": "2024-11-08T11:38:36.044564Z", - "shell.execute_reply": "2024-11-08T11:38:36.043932Z" - }, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "temperature.max(dim='depth').plot()" - ] - }, - { - "cell_type": "markdown", - "id": "5cc23d19-2f5d-4dd9-9db0-807c47d83cc5", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "6. Compute the global average ocean temperature change (averaged over all depths) for the entire time period in the dataset. Then display the result as a 2D depth profile." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "cf55c6cf-295d-4a02-956b-609a89815105", - "metadata": { - "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:38:36.047888Z", - "iopub.status.busy": "2024-11-08T11:38:36.047606Z", - "iopub.status.idle": "2024-11-08T11:38:36.244801Z", - "shell.execute_reply": "2024-11-08T11:38:36.244274Z" - }, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "global_avg_temp = temperature.mean(dim=['latitude', 'longitude'])\n", - "global_avg_temp.plot(y='depth')\n", - "plt.gca().invert_yaxis()" - ] - }, - { - "cell_type": "markdown", - "id": "74ecf24e-9293-4c0b-98c6-6fc4805025f5", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "14. Calculate the zonal average temperature change for each latitude. Plot the result as a 2d contour with depth on the y axis and latitude on x." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "e5044676-8cb0-46e7-a880-b9033f6ff53c", - "metadata": { - "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:38:36.247276Z", - "iopub.status.busy": "2024-11-08T11:38:36.246915Z", - "iopub.status.idle": "2024-11-08T11:38:36.528602Z", - "shell.execute_reply": "2024-11-08T11:38:36.528020Z" - }, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "zonal_avg_temp = temperature.mean(dim=['longitude'])\n", - "zonal_avg_temp.plot()\n", - "plt.title('Zonal Average Temperature Change')\n", - "plt.gca().invert_yaxis()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 + Jaspy", - "language": "python", - "name": "jaspy" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/python-data/exercises/ex02_plotting_and_aggregation.ipynb b/python-data/exercises/ex02_plotting_and_aggregation.ipynb deleted file mode 100644 index 4cf869a..0000000 --- a/python-data/exercises/ex02_plotting_and_aggregation.ipynb +++ /dev/null @@ -1,1781 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "38e495fd-dc7a-4e98-a2ab-d7b28560db48", - "metadata": {}, - "source": [ - "# Exercise 2: More xarray" - ] - }, - { - "cell_type": "markdown", - "id": "a6ca447a-378c-412f-b65f-452da5077c49", - "metadata": {}, - "source": [ - "## Aim: Use some of xarrays built-in methods to do some basic calculations with the data array." - ] - }, - { - "cell_type": "markdown", - "id": "c0834ce1-ed90-4963-adb1-838bef5233c5", - "metadata": {}, - "source": [ - "### Issues Covered: \n", - "- Creating a time-series using `.sel()` and `.isel()`\n", - "- Creating and customising plots using the inbuilt xarray `.plot()` function\n", - "- Doing arithmetic on data arrays\n", - "- Using `.mean()`, `.std()`, `.max()` and `.min()`\n", - "- Slicing an array with `.slice()`" - ] - }, - { - "cell_type": "markdown", - "id": "f1f5a3da-837a-4aec-9562-3df9f416cb23", - "metadata": {}, - "source": [ - "## 1. Plotting" - ] - }, - { - "cell_type": "markdown", - "id": "dc7d1b36-cc80-44a4-9adf-5f02901b28f6", - "metadata": {}, - "source": [ - "1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "e129c00a-5a55-47a1-8df1-5e1ce8b28c53", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:22.337817Z", - "iopub.status.busy": "2024-11-07T10:58:22.337562Z", - "iopub.status.idle": "2024-11-07T10:58:30.328538Z", - "shell.execute_reply": "2024-11-07T10:58:30.327914Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.DataArray 'tas' (time: 12, lat: 180, lon: 360)> Size: 3MB\n",
    -       "[777600 values with dtype=float32]\n",
    -       "Coordinates:\n",
    -       "  * lon      (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n",
    -       "  * lat      (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
    -       "  * time     (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n",
    -       "Attributes:\n",
    -       "    standard_name:     air_temperature\n",
    -       "    long_name:         Near-Surface Air Temperature\n",
    -       "    units:             K\n",
    -       "    comment:           daily-mean near-surface (usually, 2 meter) air tempera...\n",
    -       "    original_name:     mo: m01s03i236\n",
    -       "    cell_methods:      time: mean\n",
    -       "    history:           2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n",
    -       "    associated_files:  baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...
    " - ], - "text/plain": [ - " Size: 3MB\n", - "[777600 values with dtype=float32]\n", - "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", - " * time (time) object 96B 2065-01-30 12:00:00 ... 2065-12-30 12:00:00\n", - "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation..." - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import xarray as xr\n", - "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')\n", - "temperature = ds[\"tas\"]\n", - "temperature" - ] - }, - { - "cell_type": "markdown", - "id": "9a047319-7af4-4b42-8231-d88ddcda20ef", - "metadata": {}, - "source": [ - "2. Create a time series from `temperature` by using `sel` to select data for the first latitude and longitude values. There's a few ways to do this - can you think of them? Hint 1: The first latitude value is `-89.5` and the first longitude value is `0`. Hint 2: you can use the syntax `temperature['lat'][0]` to select the first temperature value. Hint 3: you can use `isel` to index a particular dimension. All 3 of these methods will return the same dataset. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "98a422d3-7137-437d-b698-98e3cd85c321", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:30.331217Z", - "iopub.status.busy": "2024-11-07T10:58:30.330741Z", - "iopub.status.idle": "2024-11-07T10:58:30.338119Z", - "shell.execute_reply": "2024-11-07T10:58:30.337582Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 -81.5 -80.5 -79.5 -78.5\n", - " -77.5 -76.5 -75.5 -74.5 -73.5 -72.5 -71.5 -70.5 -69.5 -68.5 -67.5 -66.5\n", - " -65.5 -64.5 -63.5 -62.5 -61.5 -60.5 -59.5 -58.5 -57.5 -56.5 -55.5 -54.5\n", - " -53.5 -52.5 -51.5 -50.5 -49.5 -48.5 -47.5 -46.5 -45.5 -44.5 -43.5 -42.5\n", - " -41.5 -40.5 -39.5 -38.5 -37.5 -36.5 -35.5 -34.5 -33.5 -32.5 -31.5 -30.5\n", - " -29.5 -28.5 -27.5 -26.5 -25.5 -24.5 -23.5 -22.5 -21.5 -20.5 -19.5 -18.5\n", - " -17.5 -16.5 -15.5 -14.5 -13.5 -12.5 -11.5 -10.5 -9.5 -8.5 -7.5 -6.5\n", - " -5.5 -4.5 -3.5 -2.5 -1.5 -0.5 0.5 1.5 2.5 3.5 4.5 5.5\n", - " 6.5 7.5 8.5 9.5 10.5 11.5 12.5 13.5 14.5 15.5 16.5 17.5\n", - " 18.5 19.5 20.5 21.5 22.5 23.5 24.5 25.5 26.5 27.5 28.5 29.5\n", - " 30.5 31.5 32.5 33.5 34.5 35.5 36.5 37.5 38.5 39.5 40.5 41.5\n", - " 42.5 43.5 44.5 45.5 46.5 47.5 48.5 49.5 50.5 51.5 52.5 53.5\n", - " 54.5 55.5 56.5 57.5 58.5 59.5 60.5 61.5 62.5 63.5 64.5 65.5\n", - " 66.5 67.5 68.5 69.5 70.5 71.5 72.5 73.5 74.5 75.5 76.5 77.5\n", - " 78.5 79.5 80.5 81.5 82.5 83.5 84.5 85.5 86.5 87.5 88.5 89.5]\n", - "[ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13.\n", - " 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27.\n", - " 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41.\n", - " 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55.\n", - " 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69.\n", - " 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83.\n", - " 84. 85. 86. 87. 88. 89. 90. 91. 92. 93. 94. 95. 96. 97.\n", - " 98. 99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109. 110. 111.\n", - " 112. 113. 114. 115. 116. 117. 118. 119. 120. 121. 122. 123. 124. 125.\n", - " 126. 127. 128. 129. 130. 131. 132. 133. 134. 135. 136. 137. 138. 139.\n", - " 140. 141. 142. 143. 144. 145. 146. 147. 148. 149. 150. 151. 152. 153.\n", - " 154. 155. 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n", - " 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n", - " 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193. 194. 195.\n", - " 196. 197. 198. 199. 200. 201. 202. 203. 204. 205. 206. 207. 208. 209.\n", - " 210. 211. 212. 213. 214. 215. 216. 217. 218. 219. 220. 221. 222. 223.\n", - " 224. 225. 226. 227. 228. 229. 230. 231. 232. 233. 234. 235. 236. 237.\n", - " 238. 239. 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n", - " 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n", - " 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277. 278. 279.\n", - " 280. 281. 282. 283. 284. 285. 286. 287. 288. 289. 290. 291. 292. 293.\n", - " 294. 295. 296. 297. 298. 299. 300. 301. 302. 303. 304. 305. 306. 307.\n", - " 308. 309. 310. 311. 312. 313. 314. 315. 316. 317. 318. 319. 320. 321.\n", - " 322. 323. 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n", - " 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n", - " 350. 351. 352. 353. 354. 355. 356. 357. 358. 359.]\n" - ] - } - ], - "source": [ - "print(temperature['lat'].values)\n", - "print(temperature['lon'].values)\n", - "\n", - "# Method 1\n", - "# temperature_cell = temperature.sel(lat=-89.5, lon=0.0)\n", - "# Method 2\n", - "# temperature_cell = temperature.sel(lat=temperature['lat'][0], lon=temperature['lon'][0])\n", - "# Method 3\n", - "temperature_cell = temperature.isel(lat=0, lon=0)" - ] - }, - { - "cell_type": "markdown", - "id": "bbb5c8e1-74fc-4ec0-b4e1-f8b6e52e8388", - "metadata": {}, - "source": [ - "3. Create a plot from this time series." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "ed393923-62bf-48b8-928f-5424ebc84f44", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:30.340414Z", - "iopub.status.busy": "2024-11-07T10:58:30.340169Z", - "iopub.status.idle": "2024-11-07T10:58:30.611321Z", - "shell.execute_reply": "2024-11-07T10:58:30.610792Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "temperature_cell.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "4f2d3902-45c9-4eb1-b4b0-9d39baa421ac", - "metadata": {}, - "source": [ - "4. Make the plot red with 'x' marking the points." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "fdfb363f-e819-47a1-a571-5a74f6711196", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:30.613667Z", - "iopub.status.busy": "2024-11-07T10:58:30.613390Z", - "iopub.status.idle": "2024-11-07T10:58:30.817834Z", - "shell.execute_reply": "2024-11-07T10:58:30.817341Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "temperature_cell.plot(color='red', marker='x')" - ] - }, - { - "cell_type": "markdown", - "id": "7a947799-3b5a-4b8b-bf4e-0c58986b58ed", - "metadata": {}, - "source": [ - "5. Create a time series plot comparing the temperature changes at three different grid cells:\n", - " - lat = 0, lon = 0\n", - " - lat = 10, lon = 10\n", - " - lat = 20, lon = 20\n", - "\n", - "Make sure each time series has a different colour and include a legend. Give them different linestyles too.\n", - "Hint: use `.isel` to index the lat and lon.\n", - "Hint: you will need to import matplotlib to add legend." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "682cfc89-a2cd-454e-a124-d6df5f399208", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:30.820170Z", - "iopub.status.busy": "2024-11-07T10:58:30.819895Z", - "iopub.status.idle": "2024-11-07T10:58:31.027009Z", - "shell.execute_reply": "2024-11-07T10:58:31.026487Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Extract the time series for each location\n", - "temp_1 = temperature.isel(lat=0, lon=0)\n", - "temp_2 = temperature.isel(lat=10, lon=10)\n", - "temp_3 = temperature.isel(lat=20, lon=20)\n", - "\n", - "# Plot the time series for each location\n", - "plt.plot(temp_1['time'], temp_1, label='lat=0, lon=0')\n", - "plt.plot(temp_2['time'], temp_2, label='lat=10, lon=10', linestyle='--')\n", - "plt.plot(temp_3['time'], temp_3, label='lat=20, lon=20', linestyle='-.')\n", - "\n", - "plt.title('Comparison of Monthly Average Temperature Change at different locations')\n", - "plt.ylabel('Temperature (K)')\n", - "plt.xlabel('Time')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "4cbb0586-67e2-4a6f-bbdf-552e51f46085", - "metadata": {}, - "source": [ - "6. Let's plot some data in 2D. Use `sel` to select data for January 2065. Hint: the date is in the format YYYY-MM. Label the axes and give the plot a title." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "7c5f72d0-ebe2-4f19-887d-65b3b837002a", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:31.029518Z", - "iopub.status.busy": "2024-11-07T10:58:31.029247Z", - "iopub.status.idle": "2024-11-07T10:58:31.571235Z", - "shell.execute_reply": "2024-11-07T10:58:31.570721Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[cftime.Datetime360Day(2065, 1, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 2, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 3, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 4, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 5, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 6, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 7, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 8, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 9, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 10, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 11, 30, 12, 0, 0, 0, has_year_zero=True)\n", - " cftime.Datetime360Day(2065, 12, 30, 12, 0, 0, 0, has_year_zero=True)]\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Latitude')" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "print(temperature['time'].values)\n", - "specific_time = temperature.sel(time='2065-01')\n", - "specific_time.plot()\n", - "plt.title('Temperature Change in January 2065')\n", - "plt.xlabel('Longitude')\n", - "plt.ylabel('Latitude')" - ] - }, - { - "cell_type": "markdown", - "id": "a65a89e3-cd8b-4ff6-8b44-1007e978d008", - "metadata": {}, - "source": [ - "## 2. Arithmetic and Aggregation" - ] - }, - { - "cell_type": "markdown", - "id": "c1f4cc1f-b063-4de3-8d07-5fd21ab9c40e", - "metadata": {}, - "source": [ - "7. Let's compare the data on one date to the next date. Create two temperature datasets and extract the temperature change data for June 2065 and July 2065." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "b05eec7b-a349-4db5-9448-12bf29d89f13", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:31.573756Z", - "iopub.status.busy": "2024-11-07T10:58:31.573485Z", - "iopub.status.idle": "2024-11-07T10:58:31.579884Z", - "shell.execute_reply": "2024-11-07T10:58:31.579374Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Size: 259kB\n", - "[64800 values with dtype=float32]\n", - "Coordinates:\n", - " * lon (lon) float64 3kB 0.0 1.0 2.0 3.0 4.0 ... 356.0 357.0 358.0 359.0\n", - " * lat (lat) float64 1kB -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", - " time object 8B 2065-01-30 12:00:00\n", - "Attributes:\n", - " standard_name: air_temperature\n", - " long_name: Near-Surface Air Temperature\n", - " units: K\n", - " comment: daily-mean near-surface (usually, 2 meter) air tempera...\n", - " original_name: mo: m01s03i236\n", - " cell_methods: time: mean\n", - " history: 2010-10-29T11:35:40Z altered by CMOR: Treated scalar d...\n", - " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation...\n" - ] - }, - { - "data": { - "text/plain": [ - "(180, 360)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nearest_time = temperature.isel(time=0)\n", - "print(nearest_time)\n", - "nearest_time.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "870b9e7c-a714-4da0-87b5-ad7f0f1813cc", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:31.582080Z", - "iopub.status.busy": "2024-11-07T10:58:31.581782Z", - "iopub.status.idle": "2024-11-07T10:58:31.593654Z", - "shell.execute_reply": "2024-11-07T10:58:31.593165Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(180, 360)\n", - "(180, 360)\n" - ] - } - ], - "source": [ - "# smthn here\n", - "temp_jan = temperature.sel({'time':'2065-01-30'})\n", - "temp_jul = temperature.sel({'time': '2065-12-30'})\n", - "temp_jan = temp_jan.squeeze()\n", - "temp_jul = temp_jul.squeeze()\n", - "print(temp_jan.shape)\n", - "print(temp_jul.shape)" - ] - }, - { - "cell_type": "markdown", - "id": "89e3bb93-edd4-45f5-aba1-1eeb6aebc622", - "metadata": {}, - "source": [ - "8. Calculate the difference in temperature between july and january" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "6d0d6854-0775-42f7-9243-c1d773e9475d", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:31.595862Z", - "iopub.status.busy": "2024-11-07T10:58:31.595623Z", - "iopub.status.idle": "2024-11-07T10:58:31.616694Z", - "shell.execute_reply": "2024-11-07T10:58:31.616202Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Plot the difference in these temperatures using xarrays built-in features. Add a title to the plot." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "f537a7aa-96ac-4df4-bb2f-94bbe62d31f4", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:31.618784Z", - "iopub.status.busy": "2024-11-07T10:58:31.618529Z", - "iopub.status.idle": "2024-11-07T10:58:31.967699Z", - "shell.execute_reply": "2024-11-07T10:58:31.967191Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "delta_temp.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "46b4918c-bec6-49f4-97e3-17bd6f459512", - "metadata": {}, - "source": [ - "10. Let's compute and visualize the *average* temperature change for the summer. Slice out the temperature for the summer months (june, july, august). Apply the mean aggregation method and plot the result." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "67937f9c-0990-4587-b83e-128a4530ca00", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:31.970470Z", - "iopub.status.busy": "2024-11-07T10:58:31.970203Z", - "iopub.status.idle": "2024-11-07T10:58:32.312309Z", - "shell.execute_reply": "2024-11-07T10:58:32.311797Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "summer = temperature.sel(time=slice('2065-06-30', '2065-08-30'))\n", - "summer.mean(dim='time').plot()" - ] - }, - { - "cell_type": "markdown", - "id": "9ad5fee1-f18e-4ccc-8a0b-cec949bab26e", - "metadata": {}, - "source": [ - "11. Using a similar method, calculate the **maximum** average change in temperature over the summer months." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "3c932c7d-95cb-4223-9034-416095c62cce", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:32.314971Z", - "iopub.status.busy": "2024-11-07T10:58:32.314706Z", - "iopub.status.idle": "2024-11-07T10:58:32.659230Z", - "shell.execute_reply": "2024-11-07T10:58:32.658718Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "summer.max(dim='time').plot()" - ] - }, - { - "cell_type": "markdown", - "id": "9be58dd6-561c-41fb-851c-7a8da457ce9a", - "metadata": {}, - "source": [ - "12. Harder question: Calculate the standard deviation in air temperature change over the summer months and plot as a 1D time-series." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "0a169ff6-a9f1-4d58-ab54-430a5159d1d2", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:32.662211Z", - "iopub.status.busy": "2024-11-07T10:58:32.661937Z", - "iopub.status.idle": "2024-11-07T10:58:32.998770Z", - "shell.execute_reply": "2024-11-07T10:58:32.998230Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "summer.std(dim='time').plot()" - ] - }, - { - "cell_type": "markdown", - "id": "530b6628-1084-42f9-9a03-c71e1ebcce75", - "metadata": {}, - "source": [ - "## 3. Extension Questions ##" - ] - }, - { - "cell_type": "markdown", - "id": "0604bf91-a371-415f-880d-10b2240eb12d", - "metadata": {}, - "source": [ - "13. Write code to compute the global average temperature change (averaged over all latitudes and longitudes) for the entire time period in the dataset. Then display the result as a 2D time series." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "0f3b9cc7-4d6b-4d78-9abd-85ad5234e841", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:33.001824Z", - "iopub.status.busy": "2024-11-07T10:58:33.001553Z", - "iopub.status.idle": "2024-11-07T10:58:33.177274Z", - "shell.execute_reply": "2024-11-07T10:58:33.176748Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "global_avg_temp = temperature.mean(dim=['lat', 'lon'])\n", - "global_avg_temp.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "4040a8e7-322b-41f0-8133-f90a9967fbbd", - "metadata": {}, - "source": [ - "14. Calculate the zonal average temperature change for each latitude over the entire time period. Plot the result as a function of latitude." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "add8336b-154e-44aa-9ef2-f41ca65cb743", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:33.179652Z", - "iopub.status.busy": "2024-11-07T10:58:33.179389Z", - "iopub.status.idle": "2024-11-07T10:58:33.339097Z", - "shell.execute_reply": "2024-11-07T10:58:33.338587Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "zonal_avg_temp = temperature.mean(dim=['lon', 'time'])\n", - "zonal_avg_temp.plot()\n", - "plt.title('Zonal Average Temperature Change')\n", - "plt.xlabel('Latitude')\n", - "plt.ylabel('Temperature(K)')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "2e775044-805a-4f6e-a519-2e97c043d7c6", - "metadata": {}, - "source": [ - "15. Compute the global standard deviation of temperature change (Across latitudes and longitudes) for the entire time period. Display the result. Hint: use `.std` for standard deviation." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "0d585b78-4c80-4e5b-848c-655834103e70", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:33.341420Z", - "iopub.status.busy": "2024-11-07T10:58:33.341156Z", - "iopub.status.idle": "2024-11-07T10:58:33.510999Z", - "shell.execute_reply": "2024-11-07T10:58:33.510500Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "global_std_temp = temperature.std(dim=['lat','lon'])\n", - "global_std_temp.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "a78cc6b3-4919-4652-8fc4-b36abcd45dc2", - "metadata": {}, - "source": [ - "11. Calculate the annual mean temperature change over the entire year and plot it as a heat map" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "49187585-2963-45d9-a47c-126619264236", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:33.513545Z", - "iopub.status.busy": "2024-11-07T10:58:33.513252Z", - "iopub.status.idle": "2024-11-07T10:58:33.871318Z", - "shell.execute_reply": "2024-11-07T10:58:33.870747Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "annual_mean = temperature.mean(dim='time')\n", - "annual_mean.plot()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 + Jaspy", - "language": "python", - "name": "jaspy" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/python-data/exercises/ex02_xr_plotting_and_aggregation.ipynb b/python-data/exercises/ex02_xr_plotting.ipynb similarity index 96% rename from python-data/exercises/ex02_xr_plotting_and_aggregation.ipynb rename to python-data/exercises/ex02_xr_plotting.ipynb index b7031e4..63fbe72 100644 --- a/python-data/exercises/ex02_xr_plotting_and_aggregation.ipynb +++ b/python-data/exercises/ex02_xr_plotting.ipynb @@ -14,6 +14,22 @@ "# Exercise 2: Plotting" ] }, + { + "cell_type": "markdown", + "id": "d991cb4d-6063-4e30-9c7d-c9bc1d6d1857", + "metadata": {}, + "source": [ + "## Aim: Learn to create plots with the inbuilt `.plot()` function" + ] + }, + { + "cell_type": "markdown", + "id": "bdddad9f-f9c1-4765-b79b-7f7968772894", + "metadata": {}, + "source": [ + "Find the teaching resources here: https://tutorial.xarray.dev/fundamentals/04.1_basic_plotting.html" + ] + }, { "cell_type": "markdown", "id": "c0834ce1-ed90-4963-adb1-838bef5233c5", @@ -26,11 +42,8 @@ }, "source": [ "### Issues Covered: \n", - "- Creating a time-series using `.sel()` and `.isel()`\n", "- Creating and customising plots using the inbuilt xarray `.plot()` function\n", - "- Doing arithmetic on data arrays\n", - "- Using `.mean()`, `.std()`, `.max()` and `.min()`\n", - "- Slicing an array with `.slice()`" + "- Creating a time-series using `.sel()` and `.isel()` and plotting these." ] }, { @@ -52,7 +65,7 @@ "tags": [] }, "source": [ - "1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." + "Q1. Import the `'../data/tas_rcp45_2055_mon_avg_change.nc'` dataset and create the temperature data array as in the last lesson." ] }, { @@ -62,10 +75,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:37:53.012103Z", - "iopub.status.busy": "2024-11-08T11:37:53.011899Z", - "iopub.status.idle": "2024-11-08T11:38:01.242392Z", - "shell.execute_reply": "2024-11-08T11:38:01.241655Z" + "iopub.execute_input": "2024-11-08T14:54:08.637819Z", + "iopub.status.busy": "2024-11-08T14:54:08.637405Z", + "iopub.status.idle": "2024-11-08T14:54:16.985867Z", + "shell.execute_reply": "2024-11-08T14:54:16.985233Z" }, "slideshow": { "slide_type": "" @@ -88,7 +101,7 @@ "tags": [] }, "source": [ - "2. Try a simple .plot() on your temperature dataarray, to see what xarray does. Why has it done this?" + "Q2. Try a simple .plot() on your temperature dataarray, to see what xarray does. Why has it done this?" ] }, { @@ -98,10 +111,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:01.245702Z", - "iopub.status.busy": "2024-11-08T11:38:01.245140Z", - "iopub.status.idle": "2024-11-08T11:38:01.549172Z", - "shell.execute_reply": "2024-11-08T11:38:01.548629Z" + "iopub.execute_input": "2024-11-08T14:54:16.988828Z", + "iopub.status.busy": "2024-11-08T14:54:16.988376Z", + "iopub.status.idle": "2024-11-08T14:54:17.290362Z", + "shell.execute_reply": "2024-11-08T14:54:17.289849Z" }, "slideshow": { "slide_type": "" @@ -124,7 +137,7 @@ "tags": [] }, "source": [ - "3. Next, try the same with a 2-dimensional view of your dataset. Try selecting sea surface temperature values and plotting those." + "Q3. Next, try the same with a 2-dimensional view of your dataset. Try selecting sea surface temperature values and plotting those." ] }, { @@ -134,10 +147,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:01.551901Z", - "iopub.status.busy": "2024-11-08T11:38:01.551602Z", - "iopub.status.idle": "2024-11-08T11:38:01.556530Z", - "shell.execute_reply": "2024-11-08T11:38:01.555938Z" + "iopub.execute_input": "2024-11-08T14:54:17.292801Z", + "iopub.status.busy": "2024-11-08T14:54:17.292520Z", + "iopub.status.idle": "2024-11-08T14:54:17.297118Z", + "shell.execute_reply": "2024-11-08T14:54:17.296578Z" }, "slideshow": { "slide_type": "" @@ -160,7 +173,7 @@ "tags": [] }, "source": [ - "4. Finally, create a depth profile from `temperature` by using `sel` to select data for the same latitude and longitude values (31,0)." + "Q4. Finally, create a depth profile from `temperature` by using `sel` to select data for the same latitude and longitude values (31,0)." ] }, { @@ -184,10 +197,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:01.950155Z", - "iopub.status.busy": "2024-11-08T11:38:01.949863Z", - "iopub.status.idle": "2024-11-08T11:38:01.953797Z", - "shell.execute_reply": "2024-11-08T11:38:01.953295Z" + "iopub.execute_input": "2024-11-08T14:54:17.687203Z", + "iopub.status.busy": "2024-11-08T14:54:17.686804Z", + "iopub.status.idle": "2024-11-08T14:54:18.151213Z", + "shell.execute_reply": "2024-11-08T14:54:18.150649Z" }, "slideshow": { "slide_type": "" @@ -210,7 +223,7 @@ "tags": [] }, "source": [ - "5. Create a plot from this time series." + "Q5. Create a plot from this time series." ] }, { @@ -220,10 +233,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:01.956497Z", - "iopub.status.busy": "2024-11-08T11:38:01.956170Z", - "iopub.status.idle": "2024-11-08T11:38:02.345144Z", - "shell.execute_reply": "2024-11-08T11:38:02.344558Z" + "iopub.execute_input": "2024-11-08T14:54:18.153969Z", + "iopub.status.busy": "2024-11-08T14:54:18.153697Z", + "iopub.status.idle": "2024-11-08T14:54:18.492668Z", + "shell.execute_reply": "2024-11-08T14:54:18.492087Z" }, "slideshow": { "slide_type": "" @@ -246,7 +259,7 @@ "tags": [] }, "source": [ - "6. Make the plot red with 'x' marking the points." + "Q6. Make the plot red with 'x' marking the points." ] }, { @@ -256,10 +269,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:02.348074Z", - "iopub.status.busy": "2024-11-08T11:38:02.347794Z", - "iopub.status.idle": "2024-11-08T11:38:02.558745Z", - "shell.execute_reply": "2024-11-08T11:38:02.558251Z" + "iopub.execute_input": "2024-11-08T14:54:18.495009Z", + "iopub.status.busy": "2024-11-08T14:54:18.494744Z", + "iopub.status.idle": "2024-11-08T14:54:18.692994Z", + "shell.execute_reply": "2024-11-08T14:54:18.692024Z" }, "slideshow": { "slide_type": "" @@ -282,7 +295,7 @@ "tags": [] }, "source": [ - "7. Create a time series plot comparing the temperature profile at three different grid cells:\n", + "Q7. Create a time series plot comparing the temperature profile at three different grid cells:\n", " - lat = 0, lon = 0\n", " - lat = 10, lon = 10\n", " - lat = 20, lon = 20\n", @@ -298,10 +311,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:02.561128Z", - "iopub.status.busy": "2024-11-08T11:38:02.560845Z", - "iopub.status.idle": "2024-11-08T11:38:02.779897Z", - "shell.execute_reply": "2024-11-08T11:38:02.779372Z" + "iopub.execute_input": "2024-11-08T14:54:18.695662Z", + "iopub.status.busy": "2024-11-08T14:54:18.695361Z", + "iopub.status.idle": "2024-11-08T14:54:18.907691Z", + "shell.execute_reply": "2024-11-08T14:54:18.907187Z" }, "slideshow": { "slide_type": "" @@ -324,7 +337,7 @@ "tags": [] }, "source": [ - "8. Let's plot some data in 2D. Use `sel` to select data for 200 meters below the surface." + "Q8. Let's plot some data in 2D. Use `sel` to select data for 200 meters below the surface." ] }, { @@ -334,10 +347,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:02.782375Z", - "iopub.status.busy": "2024-11-08T11:38:02.782083Z", - "iopub.status.idle": "2024-11-08T11:38:03.130296Z", - "shell.execute_reply": "2024-11-08T11:38:03.129808Z" + "iopub.execute_input": "2024-11-08T14:54:18.910028Z", + "iopub.status.busy": "2024-11-08T14:54:18.909756Z", + "iopub.status.idle": "2024-11-08T14:54:19.277468Z", + "shell.execute_reply": "2024-11-08T14:54:19.276783Z" }, "slideshow": { "slide_type": "" @@ -348,7 +361,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -370,20 +383,6 @@ "specific_time = temperature.sel(depth='200', method='nearest')\n", "specific_time.plot()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3df0b068-9c7f-4fa1-b760-421c68f4a67c", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/python-data/exercises/ex03.5_xr_masking.ipynb b/python-data/exercises/ex03.5_xr_masking.ipynb index c545d85..70e3366 100644 --- a/python-data/exercises/ex03.5_xr_masking.ipynb +++ b/python-data/exercises/ex03.5_xr_masking.ipynb @@ -11,7 +11,33 @@ "tags": [] }, "source": [ - "## Masking" + "# Exercise 3.5: Masking" + ] + }, + { + "cell_type": "markdown", + "id": "000d2f40-7df5-4425-9869-d41d9b5cb356", + "metadata": {}, + "source": [ + "## Aim: Learn to mask data in xarray" + ] + }, + { + "cell_type": "markdown", + "id": "18b86830-4c51-4561-b228-00b893296566", + "metadata": {}, + "source": [ + "Find the teaching material here: https://tutorial.xarray.dev/intermediate/indexing/boolean-masking-indexing.html" + ] + }, + { + "cell_type": "markdown", + "id": "ee494cac-6ae1-4c16-a730-cbbd277e4744", + "metadata": {}, + "source": [ + "### Issues covered: \n", + "- Create re-usable masks for data\n", + "- Plot masked data" ] }, { @@ -25,7 +51,7 @@ "tags": [] }, "source": [ - "1. For masking, we're back to using our ocean dataset. Load it now." + "Q1. For masking, we're back to using our ocean dataset. Load it now from `../data/vbhubo.pgc0apr.nc`." ] }, { @@ -35,10 +61,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:21.785805Z", - "iopub.status.busy": "2024-11-08T11:39:21.785413Z", - "iopub.status.idle": "2024-11-08T11:39:30.005461Z", - "shell.execute_reply": "2024-11-08T11:39:30.004655Z" + "iopub.execute_input": "2024-11-08T14:54:24.404131Z", + "iopub.status.busy": "2024-11-08T14:54:24.403855Z", + "iopub.status.idle": "2024-11-08T14:54:32.860391Z", + "shell.execute_reply": "2024-11-08T14:54:32.859756Z" }, "slideshow": { "slide_type": "" @@ -61,7 +87,7 @@ "tags": [] }, "source": [ - "2. Determine which grid cells sea surface temperaturevis more than the mean." + "Q2. Determine which grid cells sea surface temperaturevis more than the mean." ] }, { @@ -71,10 +97,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:30.008625Z", - "iopub.status.busy": "2024-11-08T11:39:30.008132Z", - "iopub.status.idle": "2024-11-08T11:39:30.433972Z", - "shell.execute_reply": "2024-11-08T11:39:30.433345Z" + "iopub.execute_input": "2024-11-08T14:54:32.863370Z", + "iopub.status.busy": "2024-11-08T14:54:32.862901Z", + "iopub.status.idle": "2024-11-08T14:54:33.291924Z", + "shell.execute_reply": "2024-11-08T14:54:33.291420Z" }, "slideshow": { "slide_type": "" @@ -97,7 +123,7 @@ "tags": [] }, "source": [ - "3. Combine this with another .where() lookup to show only cells where the temperature is more than the mean and salinity is more than the mean." + "Q3. Combine this with another .where() lookup to show only cells where the temperature is more than the mean and salinity is more than the mean." ] }, { @@ -107,10 +133,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:30.436664Z", - "iopub.status.busy": "2024-11-08T11:39:30.436368Z", - "iopub.status.idle": "2024-11-08T11:39:30.933648Z", - "shell.execute_reply": "2024-11-08T11:39:30.933005Z" + "iopub.execute_input": "2024-11-08T14:54:33.294676Z", + "iopub.status.busy": "2024-11-08T14:54:33.294332Z", + "iopub.status.idle": "2024-11-08T14:54:33.805169Z", + "shell.execute_reply": "2024-11-08T14:54:33.804649Z" }, "slideshow": { "slide_type": "" @@ -133,7 +159,7 @@ "tags": [] }, "source": [ - "4. Masks are just boolean arrays. Create a re-usuable mask for the temperature and sst criteia above, and a combined one." + "Q4. Masks are just boolean arrays. Create a re-usuable mask for the temperature and sst criteia above, and a combined one." ] }, { @@ -143,10 +169,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:30.937339Z", - "iopub.status.busy": "2024-11-08T11:39:30.936483Z", - "iopub.status.idle": "2024-11-08T11:39:30.945860Z", - "shell.execute_reply": "2024-11-08T11:39:30.945215Z" + "iopub.execute_input": "2024-11-08T14:54:33.807832Z", + "iopub.status.busy": "2024-11-08T14:54:33.807570Z", + "iopub.status.idle": "2024-11-08T14:54:33.814723Z", + "shell.execute_reply": "2024-11-08T14:54:33.814173Z" }, "slideshow": { "slide_type": "" @@ -169,7 +195,7 @@ "tags": [] }, "source": [ - "5. Use this mask to make the same temperature plot, and a similar one for sst." + "Q5. Use this mask to make the same temperature plot, and a similar one for sst." ] }, { @@ -179,10 +205,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:30.948343Z", - "iopub.status.busy": "2024-11-08T11:39:30.948034Z", - "iopub.status.idle": "2024-11-08T11:39:31.346826Z", - "shell.execute_reply": "2024-11-08T11:39:31.346137Z" + "iopub.execute_input": "2024-11-08T14:54:33.817140Z", + "iopub.status.busy": "2024-11-08T14:54:33.816637Z", + "iopub.status.idle": "2024-11-08T14:54:34.193250Z", + "shell.execute_reply": "2024-11-08T14:54:34.192692Z" }, "slideshow": { "slide_type": "" @@ -193,42 +219,6 @@ }, "outputs": [], "source": [] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "1c55bd58-b6aa-4fc0-b621-a6eda906e862", - "metadata": { - "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:39:31.349288Z", - "iopub.status.busy": "2024-11-08T11:39:31.348998Z", - "iopub.status.idle": "2024-11-08T11:39:31.711256Z", - "shell.execute_reply": "2024-11-08T11:39:31.710627Z" - }, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "clear_answer_cell" - ] - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "828b8091-20dc-4333-b86d-bc88cbc5a9bb", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/python-data/exercises/ex03_groupby_processing_and_masking.ipynb b/python-data/exercises/ex03_groupby_processing_and_masking.ipynb deleted file mode 100644 index 9d98791..0000000 --- a/python-data/exercises/ex03_groupby_processing_and_masking.ipynb +++ /dev/null @@ -1,586 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "7e3a36bd-b713-4a08-9f6c-a6a0260c42c0", - "metadata": {}, - "source": [ - "# Exercise 3: More xarray" - ] - }, - { - "cell_type": "markdown", - "id": "1770f8c8-7d27-4536-aac8-f1e773dc0c86", - "metadata": {}, - "source": [ - "## Aim: Work with data which has been grouped and create masks for data." - ] - }, - { - "cell_type": "markdown", - "id": "06944527-8b86-4881-9c21-67013b11af9f", - "metadata": {}, - "source": [ - "### Issues Covered:\n", - "- Grouping data with `.groupby()`\n", - "- Applying functions to data with `.apply()`\n", - "- Create masks using `.where()` " - ] - }, - { - "cell_type": "markdown", - "id": "1fbfc303-a5c7-490f-887a-30ed1d93ffb6", - "metadata": {}, - "source": [ - "## 1. GroupBy processing" - ] - }, - { - "cell_type": "markdown", - "id": "bda96f3c-3fef-4aa4-b801-53e34c647f71", - "metadata": {}, - "source": [ - "1. Group the temperature data by time, look at the results." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "976836af-ec0b-49b8-8dbc-349139e5db77", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:07.897356Z", - "iopub.status.busy": "2024-11-07T10:58:07.896977Z", - "iopub.status.idle": "2024-11-07T10:58:15.631610Z", - "shell.execute_reply": "2024-11-07T10:58:15.631031Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "DataArrayGroupBy, grouped over 'time'\n", - "12 groups with labels 2065-01-30, 12:00:00, ..., 206...." - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import xarray as xr\n", - "ds = xr.open_dataset('../data/tas_rcp45_2055_mon_avg_change.nc')\n", - "temperature = ds[\"tas\"]\n", - "temperature.groupby('time')" - ] - }, - { - "cell_type": "markdown", - "id": "1c47c5a9-7c59-470b-b54c-00fb328dc1f0", - "metadata": {}, - "source": [ - "2. Create a function to calculate the mean. Apply this function across the data grouped by time and plot." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "ef15b52c-8cd8-46cf-87e6-814936ce280c", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:15.634255Z", - "iopub.status.busy": "2024-11-07T10:58:15.633867Z", - "iopub.status.idle": "2024-11-07T10:58:15.869570Z", - "shell.execute_reply": "2024-11-07T10:58:15.869070Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def mean(x):\n", - " return x.mean()\n", - "\n", - "temperature.groupby('time').apply(mean).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "55fc045f-8dd2-47bb-bca5-742f92079bc3", - "metadata": {}, - "source": [ - "3. Repeat the step above but using the shortcut shown in the tutorial." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "11b35c4d-a244-41e6-99e0-5d60b09a9064", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:15.872043Z", - "iopub.status.busy": "2024-11-07T10:58:15.871820Z", - "iopub.status.idle": "2024-11-07T10:58:16.056118Z", - "shell.execute_reply": "2024-11-07T10:58:16.055609Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([1.60000e+01, 3.40500e+03, 4.99885e+05, 2.05252e+05, 3.77090e+04,\n", - " 1.29990e+04, 6.29100e+03, 6.46200e+03, 3.75200e+03, 1.82900e+03]),\n", - " array([-6.73379803, -3.77037883, -0.80695951, 2.15645981, 5.11987877,\n", - " 8.08329773, 11.04671764, 14.0101366 , 16.97355652, 19.93697548,\n", - " 22.90039444]),\n", - " )" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Why is this not right? \n", - "temperature.groupby('time').mean().plot()" - ] - }, - { - "cell_type": "markdown", - "id": "04044e58-c272-4e87-99d7-d3aec3d534cb", - "metadata": {}, - "source": [ - "4. Try to calculate the global annual average instead of the daily global average and plot the results as a 1D time series." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "e1059cca-334b-4db5-90dc-f208aa946e56", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:16.058371Z", - "iopub.status.busy": "2024-11-07T10:58:16.058154Z", - "iopub.status.idle": "2024-11-07T10:58:16.061144Z", - "shell.execute_reply": "2024-11-07T10:58:16.060656Z" - } - }, - "outputs": [], - "source": [ - "# Not sure how to do this? " - ] - }, - { - "cell_type": "markdown", - "id": "2c7da30c-5f09-4173-b306-10e26def81e0", - "metadata": {}, - "source": [ - "5. Plot the maximum temperature change across the data grouped by time." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "2c4dfcd3-1d9e-4f2c-843b-ebd934fe324a", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:16.063195Z", - "iopub.status.busy": "2024-11-07T10:58:16.062991Z", - "iopub.status.idle": "2024-11-07T10:58:16.240157Z", - "shell.execute_reply": "2024-11-07T10:58:16.239657Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Why is this not right?\n", - "# temperature.groupby('time').max().plot()\n", - "def max(x):\n", - " return x.max()\n", - "\n", - "temperature.groupby('time').apply(max).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "3a6924bf-ebef-4b91-bfb7-95d286b2972e", - "metadata": {}, - "source": [ - "6. Plot the minimum temperature change across the data grouped by time." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "b8797acf-2e92-48ea-9a77-0118cd6e552f", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:16.242543Z", - "iopub.status.busy": "2024-11-07T10:58:16.242217Z", - "iopub.status.idle": "2024-11-07T10:58:16.523034Z", - "shell.execute_reply": "2024-11-07T10:58:16.522536Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Why does this not work:\n", - "# temperature.groupby('time').min().plot()\n", - "def min(x):\n", - " return x.min()\n", - "\n", - "temperature.groupby('time').apply(min).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "e5166e98-348f-4883-ac0a-5c5a4ddb8151", - "metadata": {}, - "source": [ - "7. Let's have a look at the seasonal variations in temperature data. Create a dataset which is grouped by the months january and february, and a second dataset for june/jul/aug. Apply the mean on both of these over the time dimension. Find the range by subracting the winter months from the summer months. Plot the range." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d199a0a3-de8b-46c9-ab36-9027c404815a", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:16.525577Z", - "iopub.status.busy": "2024-11-07T10:58:16.525246Z", - "iopub.status.idle": "2024-11-07T10:58:16.879417Z", - "shell.execute_reply": "2024-11-07T10:58:16.878898Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "grouped_by_seasons = temperature.groupby('time.season').mean('time')\n", - "temp_range = abs(grouped_by_seasons.sel(season='JJA') - grouped_by_seasons.sel(season='DJF'))\n", - "temp_range.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "983ec3e6-228c-4bd5-b72b-6f3e0f05df93", - "metadata": {}, - "source": [ - "## 2. Masking" - ] - }, - { - "cell_type": "markdown", - "id": "89017ec1-d8d4-4a16-b16a-08bcb675a620", - "metadata": {}, - "source": [ - "1. Determine which grid cells have a temperature difference greater than 1.0 on the 30th June 2065. Plot the results." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "b2afb2be-aa22-420f-814a-2ed9b566409b", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:16.882264Z", - "iopub.status.busy": "2024-11-07T10:58:16.881911Z", - "iopub.status.idle": "2024-11-07T10:58:17.258619Z", - "shell.execute_reply": "2024-11-07T10:58:17.258115Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ds.sel(time='2065-06-30')['tas'].where(ds.tas > 1.0).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "d748ae15-6512-4b6a-82ea-c3c81729b82a", - "metadata": {}, - "source": [ - "2. Plot the sst field to take a look what the land surfaces currently look like." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "7042fba8-c00f-4c5f-b1f3-d560c431f4ae", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:17.261537Z", - "iopub.status.busy": "2024-11-07T10:58:17.261321Z", - "iopub.status.idle": "2024-11-07T10:58:17.615222Z", - "shell.execute_reply": "2024-11-07T10:58:17.614710Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ds.tas.isel(time=0).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "056aba76-9642-4d81-bd0e-42896e458958", - "metadata": {}, - "source": [ - "3. Build a mask over the land aread using the numpy library to help. We'll be going over numpy later in the course." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "a1d4d247-2223-49f1-9f00-11922a5ae832", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:17.617911Z", - "iopub.status.busy": "2024-11-07T10:58:17.617572Z", - "iopub.status.idle": "2024-11-07T10:58:17.620518Z", - "shell.execute_reply": "2024-11-07T10:58:17.620042Z" - } - }, - "outputs": [], - "source": [ - "# This doesn't work with this dataset :/\n", - "\n", - "# import numpy as np\n", - "# mask_ocean = 2 * np.ones((ds.dims['lat'], ds.dims['lon'])) * np.isfinite(ds.tas.isel(time=0))\n", - "# mask_land = 1 * np.ones((ds.dims['lat'], ds.dims['lon'])) * np.isnan(ds.tas.isel(time=0))\n", - "# mask_array = mask_ocean + mask_land\n", - "# mask_array.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "aae296ab-4612-46e8-802a-6948b35fd150", - "metadata": {}, - "source": [ - "4. Add the mask to the coordinates data array. Take a look at the data array to check it's been added." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "29a09635-3172-4279-b08a-e363fa512ec1", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:17.622656Z", - "iopub.status.busy": "2024-11-07T10:58:17.622405Z", - "iopub.status.idle": "2024-11-07T10:58:17.631987Z", - "shell.execute_reply": "2024-11-07T10:58:17.631522Z" - } - }, - "outputs": [], - "source": [ - "# Doesn't work with this dataset\n", - "\n", - "# ds.coords['mask'] = (('lat', 'lon'), mask_array)\n", - "# ds" - ] - }, - { - "cell_type": "markdown", - "id": "ede8072b-5b32-4770-9a94-c3abd643de93", - "metadata": {}, - "source": [ - "5. Apply the mask from the data array using where and integrate with the mean." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "394ec8d7-1495-469a-9ecf-7e6019035dd0", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:17.634154Z", - "iopub.status.busy": "2024-11-07T10:58:17.633870Z", - "iopub.status.idle": "2024-11-07T10:58:17.643363Z", - "shell.execute_reply": "2024-11-07T10:58:17.642896Z" - } - }, - "outputs": [], - "source": [ - "# Doesn't work with this dataset\n", - "# ds['tas'].mean('time').where(ds.mask == 1).plot()" - ] - }, - { - "cell_type": "markdown", - "id": "0ec90140-3b4c-4230-8336-19f6a8c823de", - "metadata": {}, - "source": [ - "6. Extension question: Using the air temperature dataset, calculate the mean annual difference in SST (sea surface temperature) and tas?" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "3c991c23-2f5b-4644-8290-1612da02dfec", - "metadata": { - "execution": { - "iopub.execute_input": "2024-11-07T10:58:17.645473Z", - "iopub.status.busy": "2024-11-07T10:58:17.645224Z", - "iopub.status.idle": "2024-11-07T10:58:17.655749Z", - "shell.execute_reply": "2024-11-07T10:58:17.655259Z" - } - }, - "outputs": [], - "source": [ - "# Not sure how to do this?" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 + Jaspy", - "language": "python", - "name": "jaspy" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/python-data/exercises/ex03_xr_groupby.ipynb b/python-data/exercises/ex03_xr_groupby.ipynb index 4132443..106d28a 100644 --- a/python-data/exercises/ex03_xr_groupby.ipynb +++ b/python-data/exercises/ex03_xr_groupby.ipynb @@ -11,7 +11,7 @@ "tags": [] }, "source": [ - "# Grouping" + "# Exercise 3: Grouping" ] }, { @@ -25,7 +25,15 @@ "tags": [] }, "source": [ - "## Aim: Work with data which has been grouped and create masks for data." + "## Aim: Work with data which has been grouped." + ] + }, + { + "cell_type": "markdown", + "id": "b5a92dc3-6d27-4723-bba5-cdc30b5f2b0d", + "metadata": {}, + "source": [ + "Find the teaching resources here: https://tutorial.xarray.dev/fundamentals/03.2_groupby_with_xarray.html" ] }, { @@ -41,7 +49,7 @@ "source": [ "### Issues Covered:\n", "- Grouping data with `.groupby()`\n", - "- Applying functions to data with `.apply()`" + "- Finding the mean of grouped data." ] }, { @@ -79,10 +87,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:08.209512Z", - "iopub.status.busy": "2024-11-08T11:38:08.209274Z", - "iopub.status.idle": "2024-11-08T11:38:16.782057Z", - "shell.execute_reply": "2024-11-08T11:38:16.781393Z" + "iopub.execute_input": "2024-11-08T14:55:08.296789Z", + "iopub.status.busy": "2024-11-08T14:55:08.296544Z", + "iopub.status.idle": "2024-11-08T14:55:18.999081Z", + "shell.execute_reply": "2024-11-08T14:55:18.998377Z" }, "slideshow": { "slide_type": "" @@ -116,10 +124,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:16.785155Z", - "iopub.status.busy": "2024-11-08T11:38:16.784623Z", - "iopub.status.idle": "2024-11-08T11:38:16.809926Z", - "shell.execute_reply": "2024-11-08T11:38:16.809259Z" + "iopub.execute_input": "2024-11-08T14:55:19.003385Z", + "iopub.status.busy": "2024-11-08T14:55:19.002653Z", + "iopub.status.idle": "2024-11-08T14:55:19.032353Z", + "shell.execute_reply": "2024-11-08T14:55:19.031755Z" }, "slideshow": { "slide_type": "" @@ -142,7 +150,7 @@ "tags": [] }, "source": [ - "1. First, lets group our dataset by year." + "Q1. First, lets group our dataset by year." ] }, { @@ -152,10 +160,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:16.812244Z", - "iopub.status.busy": "2024-11-08T11:38:16.811971Z", - "iopub.status.idle": "2024-11-08T11:38:16.817290Z", - "shell.execute_reply": "2024-11-08T11:38:16.816743Z" + "iopub.execute_input": "2024-11-08T14:55:19.035872Z", + "iopub.status.busy": "2024-11-08T14:55:19.035560Z", + "iopub.status.idle": "2024-11-08T14:55:19.042702Z", + "shell.execute_reply": "2024-11-08T14:55:19.041969Z" }, "slideshow": { "slide_type": "" @@ -178,7 +186,7 @@ "tags": [] }, "source": [ - "2. Lets take the mean of each group, to give the annual mean." + "Q2. Lets take the mean of each group, to give the annual mean." ] }, { @@ -188,10 +196,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:16.819613Z", - "iopub.status.busy": "2024-11-08T11:38:16.819377Z", - "iopub.status.idle": "2024-11-08T11:38:16.967946Z", - "shell.execute_reply": "2024-11-08T11:38:16.967338Z" + "iopub.execute_input": "2024-11-08T14:55:19.045489Z", + "iopub.status.busy": "2024-11-08T14:55:19.044962Z", + "iopub.status.idle": "2024-11-08T14:55:19.178623Z", + "shell.execute_reply": "2024-11-08T14:55:19.177989Z" }, "slideshow": { "slide_type": "" @@ -214,51 +222,22 @@ "tags": [] }, "source": [ - "3. To see what we've done, lets plot the mean for the year 1960." + "Q3. To see what we've done, lets plot the mean for the year 1960." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "2c4dfcd3-1d9e-4f2c-843b-ebd934fe324a", "metadata": { "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:38:16.970756Z", - "iopub.status.busy": "2024-11-08T11:38:16.970483Z", - "iopub.status.idle": "2024-11-08T11:38:17.450869Z", - "shell.execute_reply": "2024-11-08T11:38:17.450364Z" - }, "slideshow": { "slide_type": "" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "annual_means.sel(year=1970).sst.plot()" - ] + "outputs": [], + "source": [] }, { "cell_type": "markdown", @@ -271,51 +250,22 @@ "tags": [] }, "source": [ - "4. Next, lets plot an annual mean time seties for the point in the Atlantic ocean latitude=-50.625, longitude=0." + "Q4. Next, lets plot an annual mean time seties for the point in the Atlantic ocean latitude=-50.625, longitude=0." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "b8797acf-2e92-48ea-9a77-0118cd6e552f", "metadata": { "editable": true, - "execution": { - "iopub.execute_input": "2024-11-08T11:38:17.453352Z", - "iopub.status.busy": "2024-11-08T11:38:17.453068Z", - "iopub.status.idle": "2024-11-08T11:38:17.651837Z", - "shell.execute_reply": "2024-11-08T11:38:17.651319Z" - }, "slideshow": { "slide_type": "" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "annual_means.sel(lat=-50.625, lon=0, method=\"nearest\").sst.plot()" - ] + "outputs": [], + "source": [] } ], "metadata": { diff --git a/python-data/exercises/ex05_matplotlib.ipynb b/python-data/exercises/ex05_matplotlib.ipynb index a7f9794..441dbd6 100644 --- a/python-data/exercises/ex05_matplotlib.ipynb +++ b/python-data/exercises/ex05_matplotlib.ipynb @@ -3,13 +3,7 @@ { "cell_type": "markdown", "id": "e2574b49-2028-4bdf-a012-60d339dca6ac", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, + "metadata": {}, "source": [ "# Exercise 5: matplotlib" ] @@ -69,10 +63,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:05.290423Z", - "iopub.status.busy": "2024-11-07T10:59:05.289925Z", - "iopub.status.idle": "2024-11-07T10:59:06.964857Z", - "shell.execute_reply": "2024-11-07T10:59:06.964345Z" + "iopub.execute_input": "2024-11-08T14:55:44.502584Z", + "iopub.status.busy": "2024-11-08T14:55:44.502263Z", + "iopub.status.idle": "2024-11-08T14:55:46.365779Z", + "shell.execute_reply": "2024-11-08T14:55:46.365119Z" }, "slideshow": { "slide_type": "" @@ -107,10 +101,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:06.967393Z", - "iopub.status.busy": "2024-11-07T10:59:06.967048Z", - "iopub.status.idle": "2024-11-07T10:59:07.493674Z", - "shell.execute_reply": "2024-11-07T10:59:07.493121Z" + "iopub.execute_input": "2024-11-08T14:55:46.368639Z", + "iopub.status.busy": "2024-11-08T14:55:46.368283Z", + "iopub.status.idle": "2024-11-08T14:55:46.910842Z", + "shell.execute_reply": "2024-11-08T14:55:46.910332Z" }, "slideshow": { "slide_type": "" @@ -145,10 +139,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:07.496211Z", - "iopub.status.busy": "2024-11-07T10:59:07.495903Z", - "iopub.status.idle": "2024-11-07T10:59:08.740325Z", - "shell.execute_reply": "2024-11-07T10:59:08.739610Z" + "iopub.execute_input": "2024-11-08T14:55:46.913475Z", + "iopub.status.busy": "2024-11-08T14:55:46.913187Z", + "iopub.status.idle": "2024-11-08T14:55:48.226287Z", + "shell.execute_reply": "2024-11-08T14:55:48.225657Z" }, "slideshow": { "slide_type": "" @@ -180,10 +174,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:08.743513Z", - "iopub.status.busy": "2024-11-07T10:59:08.743113Z", - "iopub.status.idle": "2024-11-07T10:59:10.046616Z", - "shell.execute_reply": "2024-11-07T10:59:10.045966Z" + "iopub.execute_input": "2024-11-08T14:55:48.229435Z", + "iopub.status.busy": "2024-11-08T14:55:48.229042Z", + "iopub.status.idle": "2024-11-08T14:55:49.609311Z", + "shell.execute_reply": "2024-11-08T14:55:49.608644Z" }, "slideshow": { "slide_type": "" @@ -211,10 +205,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.049247Z", - "iopub.status.busy": "2024-11-07T10:59:10.049015Z", - "iopub.status.idle": "2024-11-07T10:59:10.195803Z", - "shell.execute_reply": "2024-11-07T10:59:10.195311Z" + "iopub.execute_input": "2024-11-08T14:55:49.611989Z", + "iopub.status.busy": "2024-11-08T14:55:49.611712Z", + "iopub.status.idle": "2024-11-08T14:55:49.772084Z", + "shell.execute_reply": "2024-11-08T14:55:49.771535Z" }, "slideshow": { "slide_type": "" @@ -244,10 +238,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.198447Z", - "iopub.status.busy": "2024-11-07T10:59:10.198187Z", - "iopub.status.idle": "2024-11-07T10:59:10.202304Z", - "shell.execute_reply": "2024-11-07T10:59:10.201819Z" + "iopub.execute_input": "2024-11-08T14:55:49.774679Z", + "iopub.status.busy": "2024-11-08T14:55:49.774396Z", + "iopub.status.idle": "2024-11-08T14:55:49.778904Z", + "shell.execute_reply": "2024-11-08T14:55:49.778398Z" }, "slideshow": { "slide_type": "" @@ -280,10 +274,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.204522Z", - "iopub.status.busy": "2024-11-07T10:59:10.204214Z", - "iopub.status.idle": "2024-11-07T10:59:10.362078Z", - "shell.execute_reply": "2024-11-07T10:59:10.361597Z" + "iopub.execute_input": "2024-11-08T14:55:49.781816Z", + "iopub.status.busy": "2024-11-08T14:55:49.781290Z", + "iopub.status.idle": "2024-11-08T14:55:49.935648Z", + "shell.execute_reply": "2024-11-08T14:55:49.935110Z" }, "slideshow": { "slide_type": "" @@ -321,10 +315,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.364442Z", - "iopub.status.busy": "2024-11-07T10:59:10.364176Z", - "iopub.status.idle": "2024-11-07T10:59:10.496180Z", - "shell.execute_reply": "2024-11-07T10:59:10.495698Z" + "iopub.execute_input": "2024-11-08T14:55:49.938331Z", + "iopub.status.busy": "2024-11-08T14:55:49.938015Z", + "iopub.status.idle": "2024-11-08T14:55:50.089870Z", + "shell.execute_reply": "2024-11-08T14:55:50.089123Z" }, "slideshow": { "slide_type": "" @@ -363,10 +357,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.498861Z", - "iopub.status.busy": "2024-11-07T10:59:10.498609Z", - "iopub.status.idle": "2024-11-07T10:59:10.646089Z", - "shell.execute_reply": "2024-11-07T10:59:10.645608Z" + "iopub.execute_input": "2024-11-08T14:55:50.092794Z", + "iopub.status.busy": "2024-11-08T14:55:50.092463Z", + "iopub.status.idle": "2024-11-08T14:55:50.245875Z", + "shell.execute_reply": "2024-11-08T14:55:50.245318Z" }, "slideshow": { "slide_type": "" @@ -397,10 +391,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.648419Z", - "iopub.status.busy": "2024-11-07T10:59:10.648168Z", - "iopub.status.idle": "2024-11-07T10:59:10.781605Z", - "shell.execute_reply": "2024-11-07T10:59:10.781117Z" + "iopub.execute_input": "2024-11-08T14:55:50.248847Z", + "iopub.status.busy": "2024-11-08T14:55:50.248580Z", + "iopub.status.idle": "2024-11-08T14:55:50.392506Z", + "shell.execute_reply": "2024-11-08T14:55:50.392014Z" }, "slideshow": { "slide_type": "" @@ -427,10 +421,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.784220Z", - "iopub.status.busy": "2024-11-07T10:59:10.783959Z", - "iopub.status.idle": "2024-11-07T10:59:10.930112Z", - "shell.execute_reply": "2024-11-07T10:59:10.929471Z" + "iopub.execute_input": "2024-11-08T14:55:50.394985Z", + "iopub.status.busy": "2024-11-08T14:55:50.394725Z", + "iopub.status.idle": "2024-11-08T14:55:50.547987Z", + "shell.execute_reply": "2024-11-08T14:55:50.547463Z" }, "slideshow": { "slide_type": "" @@ -465,10 +459,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.933343Z", - "iopub.status.busy": "2024-11-07T10:59:10.933022Z", - "iopub.status.idle": "2024-11-07T10:59:11.376979Z", - "shell.execute_reply": "2024-11-07T10:59:11.376490Z" + "iopub.execute_input": "2024-11-08T14:55:50.550870Z", + "iopub.status.busy": "2024-11-08T14:55:50.550603Z", + "iopub.status.idle": "2024-11-08T14:55:50.975569Z", + "shell.execute_reply": "2024-11-08T14:55:50.975074Z" }, "slideshow": { "slide_type": "" @@ -508,10 +502,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:11.379899Z", - "iopub.status.busy": "2024-11-07T10:59:11.379631Z", - "iopub.status.idle": "2024-11-07T10:59:11.765747Z", - "shell.execute_reply": "2024-11-07T10:59:11.765214Z" + "iopub.execute_input": "2024-11-08T14:55:50.978562Z", + "iopub.status.busy": "2024-11-08T14:55:50.978294Z", + "iopub.status.idle": "2024-11-08T14:55:51.374280Z", + "shell.execute_reply": "2024-11-08T14:55:51.373658Z" }, "slideshow": { "slide_type": "" @@ -544,10 +538,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:11.768597Z", - "iopub.status.busy": "2024-11-07T10:59:11.768321Z", - "iopub.status.idle": "2024-11-07T10:59:12.142279Z", - "shell.execute_reply": "2024-11-07T10:59:12.141776Z" + "iopub.execute_input": "2024-11-08T14:55:51.376817Z", + "iopub.status.busy": "2024-11-08T14:55:51.376549Z", + "iopub.status.idle": "2024-11-08T14:55:51.759482Z", + "shell.execute_reply": "2024-11-08T14:55:51.758935Z" }, "slideshow": { "slide_type": "" @@ -581,10 +575,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.144801Z", - "iopub.status.busy": "2024-11-07T10:59:12.144546Z", - "iopub.status.idle": "2024-11-07T10:59:12.148110Z", - "shell.execute_reply": "2024-11-07T10:59:12.147634Z" + "iopub.execute_input": "2024-11-08T14:55:51.762161Z", + "iopub.status.busy": "2024-11-08T14:55:51.761888Z", + "iopub.status.idle": "2024-11-08T14:55:51.765450Z", + "shell.execute_reply": "2024-11-08T14:55:51.764965Z" }, "slideshow": { "slide_type": "" @@ -625,10 +619,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.150286Z", - "iopub.status.busy": "2024-11-07T10:59:12.149963Z", - "iopub.status.idle": "2024-11-07T10:59:12.447340Z", - "shell.execute_reply": "2024-11-07T10:59:12.446573Z" + "iopub.execute_input": "2024-11-08T14:55:51.767596Z", + "iopub.status.busy": "2024-11-08T14:55:51.767361Z", + "iopub.status.idle": "2024-11-08T14:55:52.044766Z", + "shell.execute_reply": "2024-11-08T14:55:52.044268Z" }, "slideshow": { "slide_type": "" @@ -662,10 +656,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.450330Z", - "iopub.status.busy": "2024-11-07T10:59:12.449991Z", - "iopub.status.idle": "2024-11-07T10:59:12.454498Z", - "shell.execute_reply": "2024-11-07T10:59:12.454012Z" + "iopub.execute_input": "2024-11-08T14:55:52.047329Z", + "iopub.status.busy": "2024-11-08T14:55:52.047063Z", + "iopub.status.idle": "2024-11-08T14:55:52.050131Z", + "shell.execute_reply": "2024-11-08T14:55:52.049658Z" }, "slideshow": { "slide_type": "" @@ -702,10 +696,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.456660Z", - "iopub.status.busy": "2024-11-07T10:59:12.456306Z", - "iopub.status.idle": "2024-11-07T10:59:12.621019Z", - "shell.execute_reply": "2024-11-07T10:59:12.620517Z" + "iopub.execute_input": "2024-11-08T14:55:52.052449Z", + "iopub.status.busy": "2024-11-08T14:55:52.052056Z", + "iopub.status.idle": "2024-11-08T14:55:52.222108Z", + "shell.execute_reply": "2024-11-08T14:55:52.221570Z" }, "slideshow": { "slide_type": "" @@ -739,10 +733,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.623348Z", - "iopub.status.busy": "2024-11-07T10:59:12.623083Z", - "iopub.status.idle": "2024-11-07T10:59:12.626561Z", - "shell.execute_reply": "2024-11-07T10:59:12.626090Z" + "iopub.execute_input": "2024-11-08T14:55:52.224657Z", + "iopub.status.busy": "2024-11-08T14:55:52.224400Z", + "iopub.status.idle": "2024-11-08T14:55:52.227759Z", + "shell.execute_reply": "2024-11-08T14:55:52.227277Z" }, "slideshow": { "slide_type": "" @@ -782,10 +776,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.628919Z", - "iopub.status.busy": "2024-11-07T10:59:12.628620Z", - "iopub.status.idle": "2024-11-07T10:59:13.455414Z", - "shell.execute_reply": "2024-11-07T10:59:13.454901Z" + "iopub.execute_input": "2024-11-08T14:55:52.229862Z", + "iopub.status.busy": "2024-11-08T14:55:52.229636Z", + "iopub.status.idle": "2024-11-08T14:55:53.110273Z", + "shell.execute_reply": "2024-11-08T14:55:53.109779Z" }, "slideshow": { "slide_type": "" @@ -836,10 +830,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:13.458465Z", - "iopub.status.busy": "2024-11-07T10:59:13.457966Z", - "iopub.status.idle": "2024-11-07T10:59:13.465759Z", - "shell.execute_reply": "2024-11-07T10:59:13.465262Z" + "iopub.execute_input": "2024-11-08T14:55:53.112929Z", + "iopub.status.busy": "2024-11-08T14:55:53.112669Z", + "iopub.status.idle": "2024-11-08T14:55:53.121109Z", + "shell.execute_reply": "2024-11-08T14:55:53.120598Z" }, "slideshow": { "slide_type": "" @@ -886,10 +880,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:13.467967Z", - "iopub.status.busy": "2024-11-07T10:59:13.467655Z", - "iopub.status.idle": "2024-11-07T10:59:15.004843Z", - "shell.execute_reply": "2024-11-07T10:59:15.004334Z" + "iopub.execute_input": "2024-11-08T14:55:53.123288Z", + "iopub.status.busy": "2024-11-08T14:55:53.123038Z", + "iopub.status.idle": "2024-11-08T14:55:54.808669Z", + "shell.execute_reply": "2024-11-08T14:55:54.808122Z" }, "slideshow": { "slide_type": "" @@ -931,10 +925,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:15.007824Z", - "iopub.status.busy": "2024-11-07T10:59:15.007582Z", - "iopub.status.idle": "2024-11-07T10:59:15.012164Z", - "shell.execute_reply": "2024-11-07T10:59:15.011645Z" + "iopub.execute_input": "2024-11-08T14:55:54.812190Z", + "iopub.status.busy": "2024-11-08T14:55:54.811895Z", + "iopub.status.idle": "2024-11-08T14:55:54.816798Z", + "shell.execute_reply": "2024-11-08T14:55:54.816065Z" }, "slideshow": { "slide_type": "" @@ -983,10 +977,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:15.014447Z", - "iopub.status.busy": "2024-11-07T10:59:15.014109Z", - "iopub.status.idle": "2024-11-07T10:59:16.090400Z", - "shell.execute_reply": "2024-11-07T10:59:16.089783Z" + "iopub.execute_input": "2024-11-08T14:55:54.820377Z", + "iopub.status.busy": "2024-11-08T14:55:54.819717Z", + "iopub.status.idle": "2024-11-08T14:55:55.981606Z", + "shell.execute_reply": "2024-11-08T14:55:55.980878Z" }, "slideshow": { "slide_type": "" diff --git a/python-data/exercises/ex07_netcdf4.ipynb b/python-data/exercises/ex07_netcdf4.ipynb deleted file mode 100644 index f0755ff..0000000 --- a/python-data/exercises/ex07_netcdf4.ipynb +++ /dev/null @@ -1,193 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "4fc1b0c3-f3ec-4724-b24c-0e42bfdb2cb4", - "metadata": {}, - "source": [ - "# Exercise 7: NetCDF4" - ] - }, - { - "cell_type": "markdown", - "id": "52089a6c-e341-4bd0-be15-72b1cace3aa8", - "metadata": {}, - "source": [ - "## Creating/opening/closing netCDF files" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e4e990f7-1797-4ac8-8b6c-5ec76dabd1e9", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "1c4e8491-204a-4bcf-9696-3535a37c7b8d", - "metadata": {}, - "source": [ - "## Groups, dimensions and variables" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d09629eb-afd4-43d9-b5a7-f7f23867ae35", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "c1556ff8-01f0-4107-b40f-7836659a9627", - "metadata": {}, - "source": [ - "## Attributes" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "900c7ed5-7a5e-49f8-b692-a5e60dec2c90", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "df7ec8fe-81b3-4768-9f4b-c643d4a8c254", - "metadata": {}, - "source": [ - "## Writing data to and receiving data from netCDF variables" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "137805a0-176d-4364-85a1-defc7f71f5c4", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "5be3bbc0-5276-4696-9332-7a81e8fefeab", - "metadata": {}, - "source": [ - "## Time-coordinates" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f48a4d2c-4778-42b8-8afd-fab28229579a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "8264bcd2-1c62-4878-85b4-3589668de573", - "metadata": {}, - "source": [ - "## Multi-file datasets" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9fe8137c-e81e-4fcb-8598-88b96f120ac2", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "b82b55e8-993d-49ab-bde8-d3a6cb383c03", - "metadata": {}, - "source": [ - "## Compression of variables" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ebeab6b6-99dc-450f-84f1-98f6ecb2425d", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "8d71f0a2-1f74-4274-99b9-4e3ca676851d", - "metadata": {}, - "source": [ - "## Variable-length data types" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cac1a51b-6599-4917-b73a-2c35e8aacf55", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "7f5e9010-e996-47eb-8c22-4634388d7873", - "metadata": {}, - "source": [ - "## Enum data type" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f3473edf-f46f-4301-b217-9b6e8f8d0fb5", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "6a042cb1-1db3-4eb6-9aba-5edd8bf05a84", - "metadata": {}, - "source": [ - "## Extension" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1c0af65e-bc55-4062-a426-ebf0d8a839c7", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 + Jaspy", - "language": "python", - "name": "jaspy" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/python-data/exercises/ex07_netcdf4_basics.ipynb b/python-data/exercises/ex07_netcdf4_basics.ipynb index 8d83f28..840969f 100644 --- a/python-data/exercises/ex07_netcdf4_basics.ipynb +++ b/python-data/exercises/ex07_netcdf4_basics.ipynb @@ -68,10 +68,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:55.870421Z", - "iopub.status.busy": "2024-11-07T10:58:55.869934Z", - "iopub.status.idle": "2024-11-07T10:58:56.429750Z", - "shell.execute_reply": "2024-11-07T10:58:56.429120Z" + "iopub.execute_input": "2024-11-08T14:55:38.682331Z", + "iopub.status.busy": "2024-11-08T14:55:38.681747Z", + "iopub.status.idle": "2024-11-08T14:55:39.246105Z", + "shell.execute_reply": "2024-11-08T14:55:39.245107Z" }, "slideshow": { "slide_type": "" @@ -137,10 +137,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.432391Z", - "iopub.status.busy": "2024-11-07T10:58:56.432115Z", - "iopub.status.idle": "2024-11-07T10:58:56.437759Z", - "shell.execute_reply": "2024-11-07T10:58:56.437216Z" + "iopub.execute_input": "2024-11-08T14:55:39.250340Z", + "iopub.status.busy": "2024-11-08T14:55:39.249830Z", + "iopub.status.idle": "2024-11-08T14:55:39.257372Z", + "shell.execute_reply": "2024-11-08T14:55:39.256627Z" }, "slideshow": { "slide_type": "" @@ -200,10 +200,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.440278Z", - "iopub.status.busy": "2024-11-07T10:58:56.440019Z", - "iopub.status.idle": "2024-11-07T10:58:56.448373Z", - "shell.execute_reply": "2024-11-07T10:58:56.447781Z" + "iopub.execute_input": "2024-11-08T14:55:39.260641Z", + "iopub.status.busy": "2024-11-08T14:55:39.260294Z", + "iopub.status.idle": "2024-11-08T14:55:39.269039Z", + "shell.execute_reply": "2024-11-08T14:55:39.268334Z" }, "slideshow": { "slide_type": "" @@ -270,10 +270,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.450718Z", - "iopub.status.busy": "2024-11-07T10:58:56.450343Z", - "iopub.status.idle": "2024-11-07T10:58:56.459745Z", - "shell.execute_reply": "2024-11-07T10:58:56.459192Z" + "iopub.execute_input": "2024-11-08T14:55:39.272376Z", + "iopub.status.busy": "2024-11-08T14:55:39.271846Z", + "iopub.status.idle": "2024-11-08T14:55:39.282042Z", + "shell.execute_reply": "2024-11-08T14:55:39.281363Z" }, "slideshow": { "slide_type": "" @@ -317,10 +317,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.462061Z", - "iopub.status.busy": "2024-11-07T10:58:56.461663Z", - "iopub.status.idle": "2024-11-07T10:58:56.470878Z", - "shell.execute_reply": "2024-11-07T10:58:56.470353Z" + "iopub.execute_input": "2024-11-08T14:55:39.284955Z", + "iopub.status.busy": "2024-11-08T14:55:39.284674Z", + "iopub.status.idle": "2024-11-08T14:55:39.295226Z", + "shell.execute_reply": "2024-11-08T14:55:39.294641Z" }, "slideshow": { "slide_type": "" @@ -359,10 +359,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.473069Z", - "iopub.status.busy": "2024-11-07T10:58:56.472730Z", - "iopub.status.idle": "2024-11-07T10:58:56.484864Z", - "shell.execute_reply": "2024-11-07T10:58:56.484222Z" + "iopub.execute_input": "2024-11-08T14:55:39.297995Z", + "iopub.status.busy": "2024-11-08T14:55:39.297706Z", + "iopub.status.idle": "2024-11-08T14:55:39.310135Z", + "shell.execute_reply": "2024-11-08T14:55:39.309547Z" }, "slideshow": { "slide_type": "" @@ -393,10 +393,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.487262Z", - "iopub.status.busy": "2024-11-07T10:58:56.486883Z", - "iopub.status.idle": "2024-11-07T10:58:56.908809Z", - "shell.execute_reply": "2024-11-07T10:58:56.908041Z" + "iopub.execute_input": "2024-11-08T14:55:39.312687Z", + "iopub.status.busy": "2024-11-08T14:55:39.312397Z", + "iopub.status.idle": "2024-11-08T14:55:39.741786Z", + "shell.execute_reply": "2024-11-08T14:55:39.741066Z" }, "slideshow": { "slide_type": "" @@ -428,10 +428,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.911507Z", - "iopub.status.busy": "2024-11-07T10:58:56.911199Z", - "iopub.status.idle": "2024-11-07T10:58:57.025007Z", - "shell.execute_reply": "2024-11-07T10:58:57.024321Z" + "iopub.execute_input": "2024-11-08T14:55:39.745009Z", + "iopub.status.busy": "2024-11-08T14:55:39.744663Z", + "iopub.status.idle": "2024-11-08T14:55:39.882617Z", + "shell.execute_reply": "2024-11-08T14:55:39.881968Z" }, "slideshow": { "slide_type": "" diff --git a/python-data/exercises/ex08_netcdf4_advanced.ipynb b/python-data/exercises/ex08_netcdf4_advanced.ipynb index fb1bede..3533ffe 100644 --- a/python-data/exercises/ex08_netcdf4_advanced.ipynb +++ b/python-data/exercises/ex08_netcdf4_advanced.ipynb @@ -79,10 +79,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:20.980991Z", - "iopub.status.busy": "2024-11-07T10:59:20.980759Z", - "iopub.status.idle": "2024-11-07T10:59:21.492858Z", - "shell.execute_reply": "2024-11-07T10:59:21.492268Z" + "iopub.execute_input": "2024-11-08T14:54:39.567060Z", + "iopub.status.busy": "2024-11-08T14:54:39.566736Z", + "iopub.status.idle": "2024-11-08T14:54:40.032446Z", + "shell.execute_reply": "2024-11-08T14:54:40.031854Z" }, "slideshow": { "slide_type": "" @@ -124,10 +124,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.495538Z", - "iopub.status.busy": "2024-11-07T10:59:21.495214Z", - "iopub.status.idle": "2024-11-07T10:59:21.558331Z", - "shell.execute_reply": "2024-11-07T10:59:21.557762Z" + "iopub.execute_input": "2024-11-08T14:54:40.035145Z", + "iopub.status.busy": "2024-11-08T14:54:40.034779Z", + "iopub.status.idle": "2024-11-08T14:54:40.104560Z", + "shell.execute_reply": "2024-11-08T14:54:40.103872Z" }, "slideshow": { "slide_type": "" @@ -169,10 +169,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.560694Z", - "iopub.status.busy": "2024-11-07T10:59:21.560431Z", - "iopub.status.idle": "2024-11-07T10:59:21.567863Z", - "shell.execute_reply": "2024-11-07T10:59:21.567369Z" + "iopub.execute_input": "2024-11-08T14:54:40.109135Z", + "iopub.status.busy": "2024-11-08T14:54:40.108718Z", + "iopub.status.idle": "2024-11-08T14:54:40.118891Z", + "shell.execute_reply": "2024-11-08T14:54:40.118326Z" }, "slideshow": { "slide_type": "" @@ -232,10 +232,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.570003Z", - "iopub.status.busy": "2024-11-07T10:59:21.569771Z", - "iopub.status.idle": "2024-11-07T10:59:21.711548Z", - "shell.execute_reply": "2024-11-07T10:59:21.711012Z" + "iopub.execute_input": "2024-11-08T14:54:40.121272Z", + "iopub.status.busy": "2024-11-08T14:54:40.121015Z", + "iopub.status.idle": "2024-11-08T14:54:40.299169Z", + "shell.execute_reply": "2024-11-08T14:54:40.298642Z" }, "slideshow": { "slide_type": "" @@ -287,10 +287,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.713949Z", - "iopub.status.busy": "2024-11-07T10:59:21.713689Z", - "iopub.status.idle": "2024-11-07T10:59:21.728788Z", - "shell.execute_reply": "2024-11-07T10:59:21.728233Z" + "iopub.execute_input": "2024-11-08T14:54:40.301564Z", + "iopub.status.busy": "2024-11-08T14:54:40.301300Z", + "iopub.status.idle": "2024-11-08T14:54:40.313735Z", + "shell.execute_reply": "2024-11-08T14:54:40.313229Z" }, "slideshow": { "slide_type": "" @@ -354,10 +354,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.731264Z", - "iopub.status.busy": "2024-11-07T10:59:21.731003Z", - "iopub.status.idle": "2024-11-07T10:59:21.746179Z", - "shell.execute_reply": "2024-11-07T10:59:21.745623Z" + "iopub.execute_input": "2024-11-08T14:54:40.316032Z", + "iopub.status.busy": "2024-11-08T14:54:40.315783Z", + "iopub.status.idle": "2024-11-08T14:54:40.347230Z", + "shell.execute_reply": "2024-11-08T14:54:40.346679Z" }, "slideshow": { "slide_type": "" @@ -405,10 +405,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.748539Z", - "iopub.status.busy": "2024-11-07T10:59:21.748290Z", - "iopub.status.idle": "2024-11-07T10:59:21.759498Z", - "shell.execute_reply": "2024-11-07T10:59:21.758970Z" + "iopub.execute_input": "2024-11-08T14:54:40.349575Z", + "iopub.status.busy": "2024-11-08T14:54:40.349315Z", + "iopub.status.idle": "2024-11-08T14:54:40.374465Z", + "shell.execute_reply": "2024-11-08T14:54:40.373923Z" }, "slideshow": { "slide_type": "" @@ -420,13 +420,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Enum dictionary: {'None': 0, 'Rain': 1, 'Snow': 2, 'Sleet': 3, 'Hail': 4, 'Unknown': 255}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Enum dictionary: {'None': 0, 'Rain': 1, 'Snow': 2, 'Sleet': 3, 'Hail': 4, 'Unknown': 255}\n", "Precipitation data: [0 1 2 -- 3]\n" ] } diff --git 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"2024-11-08T11:39:08.204552Z", - "shell.execute_reply": "2024-11-08T11:39:08.204036Z" + "iopub.execute_input": "2024-11-08T14:54:03.365566Z", + "iopub.status.busy": "2024-11-08T14:54:03.365299Z", + "iopub.status.idle": "2024-11-08T14:54:03.393288Z", + "shell.execute_reply": "2024-11-08T14:54:03.392731Z" }, "slideshow": { "slide_type": "" @@ -1169,7 +1169,7 @@ " long_name: POTENTIAL TEMPERATURE (OCEAN) DEG.C\n", " units: degC\n", " valid_min: -1.7999878\n", - " valid_max: 35.0495
  • source :
    Unified Model Output:
    name :
    temp
    title :
    POTENTIAL TEMPERATURE (OCEAN) DEG.C
    date :
    01/12/99
    time :
    00:00
    long_name :
    POTENTIAL TEMPERATURE (OCEAN) DEG.C
    units :
    degC
    valid_min :
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"tags": [] + "tags": [ + "clear_answer_cell" + ] }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -737,15 +743,17 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:36.047888Z", - "iopub.status.busy": "2024-11-08T11:38:36.047606Z", - "iopub.status.idle": "2024-11-08T11:38:36.244801Z", - "shell.execute_reply": "2024-11-08T11:38:36.244274Z" + "iopub.execute_input": "2024-11-08T14:55:02.785390Z", + "iopub.status.busy": "2024-11-08T14:55:02.785074Z", + "iopub.status.idle": "2024-11-08T14:55:02.981221Z", + "shell.execute_reply": "2024-11-08T14:55:02.980607Z" }, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [ + "clear_answer_cell" + ] }, "outputs": [ { @@ -787,15 +795,17 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:36.247276Z", - "iopub.status.busy": "2024-11-08T11:38:36.246915Z", - "iopub.status.idle": "2024-11-08T11:38:36.528602Z", - "shell.execute_reply": "2024-11-08T11:38:36.528020Z" + "iopub.execute_input": "2024-11-08T14:55:02.983812Z", + "iopub.status.busy": "2024-11-08T14:55:02.983579Z", + "iopub.status.idle": "2024-11-08T14:55:03.271440Z", + "shell.execute_reply": "2024-11-08T14:55:03.270771Z" }, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [ + "clear_answer_cell" + ] }, "outputs": [ { diff --git a/python-data/solutions/ex02_xr_plotting.ipynb b/python-data/solutions/ex02_xr_plotting.ipynb index 6324157..e0dfa17 100644 --- a/python-data/solutions/ex02_xr_plotting.ipynb +++ b/python-data/solutions/ex02_xr_plotting.ipynb @@ -75,10 +75,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:37:53.012103Z", - "iopub.status.busy": "2024-11-08T11:37:53.011899Z", - "iopub.status.idle": "2024-11-08T11:38:01.242392Z", - "shell.execute_reply": "2024-11-08T11:38:01.241655Z" + "iopub.execute_input": "2024-11-08T14:54:08.637819Z", + "iopub.status.busy": "2024-11-08T14:54:08.637405Z", + "iopub.status.idle": "2024-11-08T14:54:16.985867Z", + "shell.execute_reply": "2024-11-08T14:54:16.985233Z" }, "slideshow": { "slide_type": "" @@ -115,10 +115,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:01.245702Z", - "iopub.status.busy": "2024-11-08T11:38:01.245140Z", - 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"tags": [] + "tags": [ + "clear_answer_cell" + ] }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, diff --git a/python-data/solutions/ex03.5_xr_masking.ipynb b/python-data/solutions/ex03.5_xr_masking.ipynb index 98f27af..3fed437 100644 --- a/python-data/solutions/ex03.5_xr_masking.ipynb +++ b/python-data/solutions/ex03.5_xr_masking.ipynb @@ -61,10 +61,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:21.785805Z", - "iopub.status.busy": "2024-11-08T11:39:21.785413Z", - "iopub.status.idle": "2024-11-08T11:39:30.005461Z", - "shell.execute_reply": "2024-11-08T11:39:30.004655Z" + "iopub.execute_input": "2024-11-08T14:54:24.404131Z", + "iopub.status.busy": "2024-11-08T14:54:24.403855Z", + "iopub.status.idle": "2024-11-08T14:54:32.860391Z", + "shell.execute_reply": "2024-11-08T14:54:32.859756Z" }, "slideshow": { "slide_type": "" @@ -101,10 +101,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:39:30.008625Z", - 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"iopub.status.busy": "2024-11-08T11:38:08.209274Z", - "iopub.status.idle": "2024-11-08T11:38:16.782057Z", - "shell.execute_reply": "2024-11-08T11:38:16.781393Z" + "iopub.execute_input": "2024-11-08T14:55:08.296789Z", + "iopub.status.busy": "2024-11-08T14:55:08.296544Z", + "iopub.status.idle": "2024-11-08T14:55:18.999081Z", + "shell.execute_reply": "2024-11-08T14:55:18.998377Z" }, "slideshow": { "slide_type": "" @@ -124,10 +124,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-08T11:38:16.785155Z", - "iopub.status.busy": "2024-11-08T11:38:16.784623Z", - "iopub.status.idle": "2024-11-08T11:38:16.809926Z", - "shell.execute_reply": "2024-11-08T11:38:16.809259Z" + "iopub.execute_input": "2024-11-08T14:55:19.003385Z", + "iopub.status.busy": "2024-11-08T14:55:19.002653Z", + "iopub.status.idle": "2024-11-08T14:55:19.032353Z", + "shell.execute_reply": "2024-11-08T14:55:19.031755Z" }, "slideshow": { "slide_type": "" @@ -527,14 +527,14 @@ " comment: SSTs were observed by conventional thermometer...\n", " summary: ERSST.v5 is developed based on v4 after revisi...\n", " dataset_title: NOAA Extended Reconstructed SST V5\n", - " data_modified: 2022-06-07
  • climatology :
    Climatology is based on 1971-2000 SST, Xue, Y., T. M. Smith, and R. W. Reynolds, 2003: Interdecadal changes of 30-yr SST normals during 1871.2000. Journal of Climate, 16, 1601-1612.
    description :
    In situ data: ICOADS2.5 before 2007 and NCEP in situ data from 2008 to present. Ice data: HadISST ice before 2010 and NCEP ice after 2010.
    keywords_vocabulary :
    NASA Global Change Master Directory (GCMD) Science Keywords
    keywords :
    Earth Science > Oceans > Ocean Temperature > Sea Surface Temperature >
    instrument :
    Conventional thermometers
    source_comment :
    SSTs were observed by conventional thermometers in Buckets (insulated or un-insulated canvas and wooded buckets) or Engine Room Intaker
    geospatial_lon_min :
    -1.0
    geospatial_lon_max :
    359.0
    geospatial_laty_max :
    89.0
    geospatial_laty_min :
    -89.0
    geospatial_lat_max :
    89.0
    geospatial_lat_min :
    -89.0
    geospatial_lat_units :
    degrees_north
    geospatial_lon_units :
    degrees_east
    cdm_data_type :
    Grid
    project :
    NOAA Extended Reconstructed Sea Surface Temperature (ERSST)
    original_publisher_url :
    http://www.ncdc.noaa.gov
    References :
    https://www.ncdc.noaa.gov/data-access/marineocean-data/extended-reconstructed-sea-surface-temperature-ersst-v5 at NCEI and http://www.esrl.noaa.gov/psd/data/gridded/data.noaa.ersst.v5.html
    source :
    In situ data: ICOADS R3.0 before 2015, NCEP in situ GTS from 2016 to present, and Argo SST from 1999 to present. Ice data: HadISST2 ice before 2015, and NCEP ice after 2015
    title :
    NOAA ERSSTv5 (in situ only)
    history :
    created 07/2017 by PSD data using NCEI's ERSST V5 NetCDF values
    institution :
    This version written at NOAA/ESRL PSD: obtained from NOAA/NESDIS/National Centers for Environmental Information and time aggregated. Original Full Source: NOAA/NESDIS/NCEI/CCOG
    citation :
    Huang et al, 2017: Extended Reconstructed Sea Surface Temperatures Version 5 (ERSSTv5): Upgrades, Validations, and Intercomparisons. Journal of Climate, https://doi.org/10.1175/JCLI-D-16-0836.1
    platform :
    Ship and Buoy SSTs from ICOADS R3.0 and NCEP GTS
    standard_name_vocabulary :
    CF Standard Name Table (v40, 25 January 2017)
    processing_level :
    NOAA Level 4
    Conventions :
    CF-1.6, ACDD-1.3
    metadata_link :
    :metadata_link = https://doi.org/10.7289/V5T72FNM (original format)
    creator_name :
    Boyin Huang (original)
    date_created :
    2017-06-30T12:18:00Z (original)
    product_version :
    Version 5
    creator_url_original :
    https://www.ncei.noaa.gov
    license :
    No constraints on data access or use
    comment :
    SSTs were observed by conventional thermometers in Buckets (insulated or un-insulated canvas and wooded buckets), Engine Room Intakers, or floats and drifters
    summary :
    ERSST.v5 is developed based on v4 after revisions of 8 parameters using updated data sets and advanced knowledge of ERSST analysis
    dataset_title :
    NOAA Extended Reconstructed SST V5
    data_modified :
    2022-06-07
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"iopub.status.idle": "2024-11-08T11:38:17.651837Z", - "shell.execute_reply": "2024-11-08T11:38:17.651319Z" + "iopub.execute_input": "2024-11-08T14:55:19.710082Z", + "iopub.status.busy": "2024-11-08T14:55:19.709796Z", + "iopub.status.idle": "2024-11-08T14:55:19.923161Z", + "shell.execute_reply": "2024-11-08T14:55:19.922620Z" }, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [ + "clear_answer_cell" + ] }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 6, diff --git a/python-data/solutions/ex05_matplotlib.ipynb b/python-data/solutions/ex05_matplotlib.ipynb index f4a4ea3..5ea6982 100644 --- a/python-data/solutions/ex05_matplotlib.ipynb +++ b/python-data/solutions/ex05_matplotlib.ipynb @@ -63,10 +63,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:05.290423Z", - "iopub.status.busy": "2024-11-07T10:59:05.289925Z", - "iopub.status.idle": "2024-11-07T10:59:06.964857Z", - "shell.execute_reply": "2024-11-07T10:59:06.964345Z" + "iopub.execute_input": "2024-11-08T14:55:44.502584Z", + "iopub.status.busy": "2024-11-08T14:55:44.502263Z", + "iopub.status.idle": "2024-11-08T14:55:46.365779Z", + "shell.execute_reply": "2024-11-08T14:55:46.365119Z" }, "slideshow": { "slide_type": "" @@ -119,10 +119,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:06.967393Z", - "iopub.status.busy": "2024-11-07T10:59:06.967048Z", - "iopub.status.idle": "2024-11-07T10:59:07.493674Z", - "shell.execute_reply": "2024-11-07T10:59:07.493121Z" + "iopub.execute_input": "2024-11-08T14:55:46.368639Z", + "iopub.status.busy": "2024-11-08T14:55:46.368283Z", + "iopub.status.idle": "2024-11-08T14:55:46.910842Z", + "shell.execute_reply": "2024-11-08T14:55:46.910332Z" }, "slideshow": { "slide_type": "" @@ -180,10 +180,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:07.496211Z", - "iopub.status.busy": "2024-11-07T10:59:07.495903Z", - "iopub.status.idle": "2024-11-07T10:59:08.740325Z", - "shell.execute_reply": "2024-11-07T10:59:08.739610Z" + "iopub.execute_input": "2024-11-08T14:55:46.913475Z", + "iopub.status.busy": "2024-11-08T14:55:46.913187Z", + "iopub.status.idle": "2024-11-08T14:55:48.226287Z", + "shell.execute_reply": "2024-11-08T14:55:48.225657Z" }, "slideshow": { "slide_type": "" @@ -215,10 +215,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:08.743513Z", - "iopub.status.busy": "2024-11-07T10:59:08.743113Z", - "iopub.status.idle": "2024-11-07T10:59:10.046616Z", - "shell.execute_reply": "2024-11-07T10:59:10.045966Z" + "iopub.execute_input": "2024-11-08T14:55:48.229435Z", + "iopub.status.busy": "2024-11-08T14:55:48.229042Z", + "iopub.status.idle": "2024-11-08T14:55:49.609311Z", + "shell.execute_reply": "2024-11-08T14:55:49.608644Z" }, "slideshow": { "slide_type": "" @@ -288,10 +288,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.049247Z", - "iopub.status.busy": "2024-11-07T10:59:10.049015Z", - "iopub.status.idle": "2024-11-07T10:59:10.195803Z", - "shell.execute_reply": "2024-11-07T10:59:10.195311Z" + "iopub.execute_input": "2024-11-08T14:55:49.611989Z", + "iopub.status.busy": "2024-11-08T14:55:49.611712Z", + "iopub.status.idle": "2024-11-08T14:55:49.772084Z", + "shell.execute_reply": "2024-11-08T14:55:49.771535Z" }, "slideshow": { "slide_type": "" @@ -304,8 +304,8 @@ { "data": { "text/plain": [ - "[,\n", - " ]" + "[,\n", + " ]" ] }, "execution_count": 5, @@ -349,10 +349,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.198447Z", - "iopub.status.busy": "2024-11-07T10:59:10.198187Z", - "iopub.status.idle": "2024-11-07T10:59:10.202304Z", - "shell.execute_reply": "2024-11-07T10:59:10.201819Z" + "iopub.execute_input": "2024-11-08T14:55:49.774679Z", + "iopub.status.busy": "2024-11-08T14:55:49.774396Z", + "iopub.status.idle": "2024-11-08T14:55:49.778904Z", + "shell.execute_reply": "2024-11-08T14:55:49.778398Z" }, "slideshow": { "slide_type": "" @@ -385,10 +385,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.204522Z", - "iopub.status.busy": "2024-11-07T10:59:10.204214Z", - "iopub.status.idle": "2024-11-07T10:59:10.362078Z", - "shell.execute_reply": "2024-11-07T10:59:10.361597Z" + "iopub.execute_input": "2024-11-08T14:55:49.781816Z", + "iopub.status.busy": "2024-11-08T14:55:49.781290Z", + "iopub.status.idle": "2024-11-08T14:55:49.935648Z", + "shell.execute_reply": "2024-11-08T14:55:49.935110Z" }, "slideshow": { "slide_type": "" @@ -401,7 +401,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -410,7 +410,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -451,10 +451,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.364442Z", - "iopub.status.busy": "2024-11-07T10:59:10.364176Z", - "iopub.status.idle": "2024-11-07T10:59:10.496180Z", - "shell.execute_reply": "2024-11-07T10:59:10.495698Z" + "iopub.execute_input": "2024-11-08T14:55:49.938331Z", + "iopub.status.busy": "2024-11-08T14:55:49.938015Z", + "iopub.status.idle": "2024-11-08T14:55:50.089870Z", + "shell.execute_reply": "2024-11-08T14:55:50.089123Z" }, "slideshow": { "slide_type": "" @@ -467,7 +467,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 8, @@ -518,10 +518,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.498861Z", - "iopub.status.busy": "2024-11-07T10:59:10.498609Z", - "iopub.status.idle": "2024-11-07T10:59:10.646089Z", - "shell.execute_reply": "2024-11-07T10:59:10.645608Z" + "iopub.execute_input": "2024-11-08T14:55:50.092794Z", + "iopub.status.busy": "2024-11-08T14:55:50.092463Z", + "iopub.status.idle": "2024-11-08T14:55:50.245875Z", + "shell.execute_reply": "2024-11-08T14:55:50.245318Z" }, "slideshow": { "slide_type": "" @@ -534,7 +534,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 9, @@ -579,10 +579,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.648419Z", - "iopub.status.busy": "2024-11-07T10:59:10.648168Z", - "iopub.status.idle": "2024-11-07T10:59:10.781605Z", - "shell.execute_reply": "2024-11-07T10:59:10.781117Z" + "iopub.execute_input": "2024-11-08T14:55:50.248847Z", + "iopub.status.busy": "2024-11-08T14:55:50.248580Z", + "iopub.status.idle": "2024-11-08T14:55:50.392506Z", + "shell.execute_reply": "2024-11-08T14:55:50.392014Z" }, "slideshow": { "slide_type": "" @@ -595,7 +595,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -604,7 +604,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -634,10 +634,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.784220Z", - "iopub.status.busy": "2024-11-07T10:59:10.783959Z", - "iopub.status.idle": "2024-11-07T10:59:10.930112Z", - "shell.execute_reply": "2024-11-07T10:59:10.929471Z" + "iopub.execute_input": "2024-11-08T14:55:50.394985Z", + "iopub.status.busy": "2024-11-08T14:55:50.394725Z", + "iopub.status.idle": "2024-11-08T14:55:50.547987Z", + "shell.execute_reply": "2024-11-08T14:55:50.547463Z" }, "slideshow": { "slide_type": "" @@ -650,7 +650,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 11, @@ -659,7 +659,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -702,10 +702,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:10.933343Z", - "iopub.status.busy": "2024-11-07T10:59:10.933022Z", - "iopub.status.idle": "2024-11-07T10:59:11.376979Z", - "shell.execute_reply": "2024-11-07T10:59:11.376490Z" + "iopub.execute_input": "2024-11-08T14:55:50.550870Z", + "iopub.status.busy": "2024-11-08T14:55:50.550603Z", + "iopub.status.idle": "2024-11-08T14:55:50.975569Z", + "shell.execute_reply": "2024-11-08T14:55:50.975074Z" }, "slideshow": { "slide_type": "" @@ -727,7 +727,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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    " ] @@ -781,10 +781,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:11.379899Z", - "iopub.status.busy": "2024-11-07T10:59:11.379631Z", - "iopub.status.idle": "2024-11-07T10:59:11.765747Z", - "shell.execute_reply": "2024-11-07T10:59:11.765214Z" + "iopub.execute_input": "2024-11-08T14:55:50.978562Z", + "iopub.status.busy": "2024-11-08T14:55:50.978294Z", + "iopub.status.idle": "2024-11-08T14:55:51.374280Z", + "shell.execute_reply": "2024-11-08T14:55:51.373658Z" }, "slideshow": { "slide_type": "" @@ -848,10 +848,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:11.768597Z", - "iopub.status.busy": "2024-11-07T10:59:11.768321Z", - "iopub.status.idle": "2024-11-07T10:59:12.142279Z", - "shell.execute_reply": "2024-11-07T10:59:12.141776Z" + "iopub.execute_input": "2024-11-08T14:55:51.376817Z", + "iopub.status.busy": "2024-11-08T14:55:51.376549Z", + "iopub.status.idle": "2024-11-08T14:55:51.759482Z", + "shell.execute_reply": "2024-11-08T14:55:51.758935Z" }, "slideshow": { "slide_type": "" @@ -923,10 +923,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.144801Z", - "iopub.status.busy": "2024-11-07T10:59:12.144546Z", - "iopub.status.idle": "2024-11-07T10:59:12.148110Z", - "shell.execute_reply": "2024-11-07T10:59:12.147634Z" + "iopub.execute_input": "2024-11-08T14:55:51.762161Z", + "iopub.status.busy": "2024-11-08T14:55:51.761888Z", + "iopub.status.idle": "2024-11-08T14:55:51.765450Z", + "shell.execute_reply": "2024-11-08T14:55:51.764965Z" }, "slideshow": { "slide_type": "" @@ -967,10 +967,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.150286Z", - "iopub.status.busy": "2024-11-07T10:59:12.149963Z", - "iopub.status.idle": "2024-11-07T10:59:12.447340Z", - "shell.execute_reply": "2024-11-07T10:59:12.446573Z" + "iopub.execute_input": "2024-11-08T14:55:51.767596Z", + "iopub.status.busy": "2024-11-08T14:55:51.767361Z", + "iopub.status.idle": "2024-11-08T14:55:52.044766Z", + "shell.execute_reply": "2024-11-08T14:55:52.044268Z" }, "slideshow": { "slide_type": "" @@ -982,7 +982,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -1025,10 +1025,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.450330Z", - "iopub.status.busy": "2024-11-07T10:59:12.449991Z", - "iopub.status.idle": "2024-11-07T10:59:12.454498Z", - "shell.execute_reply": "2024-11-07T10:59:12.454012Z" + "iopub.execute_input": "2024-11-08T14:55:52.047329Z", + "iopub.status.busy": "2024-11-08T14:55:52.047063Z", + "iopub.status.idle": "2024-11-08T14:55:52.050131Z", + "shell.execute_reply": "2024-11-08T14:55:52.049658Z" }, "slideshow": { "slide_type": "" @@ -1065,10 +1065,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.456660Z", - "iopub.status.busy": "2024-11-07T10:59:12.456306Z", - "iopub.status.idle": "2024-11-07T10:59:12.621019Z", - "shell.execute_reply": "2024-11-07T10:59:12.620517Z" + "iopub.execute_input": "2024-11-08T14:55:52.052449Z", + "iopub.status.busy": "2024-11-08T14:55:52.052056Z", + "iopub.status.idle": "2024-11-08T14:55:52.222108Z", + "shell.execute_reply": "2024-11-08T14:55:52.221570Z" }, "slideshow": { "slide_type": "" @@ -1090,7 +1090,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -1127,10 +1127,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.623348Z", - "iopub.status.busy": "2024-11-07T10:59:12.623083Z", - "iopub.status.idle": "2024-11-07T10:59:12.626561Z", - "shell.execute_reply": "2024-11-07T10:59:12.626090Z" + "iopub.execute_input": "2024-11-08T14:55:52.224657Z", + "iopub.status.busy": "2024-11-08T14:55:52.224400Z", + "iopub.status.idle": "2024-11-08T14:55:52.227759Z", + "shell.execute_reply": "2024-11-08T14:55:52.227277Z" }, "slideshow": { "slide_type": "" @@ -1170,10 +1170,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:12.628919Z", - "iopub.status.busy": "2024-11-07T10:59:12.628620Z", - "iopub.status.idle": "2024-11-07T10:59:13.455414Z", - "shell.execute_reply": "2024-11-07T10:59:13.454901Z" + "iopub.execute_input": "2024-11-08T14:55:52.229862Z", + "iopub.status.busy": "2024-11-08T14:55:52.229636Z", + "iopub.status.idle": "2024-11-08T14:55:53.110273Z", + "shell.execute_reply": "2024-11-08T14:55:53.109779Z" }, "slideshow": { "slide_type": "" @@ -1264,10 +1264,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:13.458465Z", - "iopub.status.busy": "2024-11-07T10:59:13.457966Z", - "iopub.status.idle": "2024-11-07T10:59:13.465759Z", - "shell.execute_reply": "2024-11-07T10:59:13.465262Z" + "iopub.execute_input": "2024-11-08T14:55:53.112929Z", + "iopub.status.busy": "2024-11-08T14:55:53.112669Z", + "iopub.status.idle": "2024-11-08T14:55:53.121109Z", + "shell.execute_reply": "2024-11-08T14:55:53.120598Z" }, "slideshow": { "slide_type": "" @@ -1314,10 +1314,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:13.467967Z", - "iopub.status.busy": "2024-11-07T10:59:13.467655Z", - "iopub.status.idle": "2024-11-07T10:59:15.004843Z", - "shell.execute_reply": "2024-11-07T10:59:15.004334Z" + "iopub.execute_input": "2024-11-08T14:55:53.123288Z", + "iopub.status.busy": "2024-11-08T14:55:53.123038Z", + "iopub.status.idle": "2024-11-08T14:55:54.808669Z", + "shell.execute_reply": "2024-11-08T14:55:54.808122Z" }, "slideshow": { "slide_type": "" @@ -1330,7 +1330,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -1339,7 +1339,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -1407,10 +1407,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:15.007824Z", - "iopub.status.busy": "2024-11-07T10:59:15.007582Z", - "iopub.status.idle": "2024-11-07T10:59:15.012164Z", - "shell.execute_reply": "2024-11-07T10:59:15.011645Z" + "iopub.execute_input": "2024-11-08T14:55:54.812190Z", + "iopub.status.busy": "2024-11-08T14:55:54.811895Z", + "iopub.status.idle": "2024-11-08T14:55:54.816798Z", + "shell.execute_reply": "2024-11-08T14:55:54.816065Z" }, "slideshow": { "slide_type": "" @@ -1459,10 +1459,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:15.014447Z", - "iopub.status.busy": "2024-11-07T10:59:15.014109Z", - "iopub.status.idle": "2024-11-07T10:59:16.090400Z", - "shell.execute_reply": "2024-11-07T10:59:16.089783Z" + "iopub.execute_input": "2024-11-08T14:55:54.820377Z", + "iopub.status.busy": "2024-11-08T14:55:54.819717Z", + "iopub.status.idle": "2024-11-08T14:55:55.981606Z", + "shell.execute_reply": "2024-11-08T14:55:55.980878Z" }, "slideshow": { "slide_type": "" @@ -1475,7 +1475,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -1484,7 +1484,7 @@ }, { "data": { - "image/png": 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", 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x2NhYfvzxR+C/ZOHVz+vXX3+daL9Xa0IStG3bFkVRuHnzZpKfzypVqgBQu3ZtLC0t2bRpk8H+R44cSVQ127RpU86ePcvx48cN1q9ZswadTkfjxo1f+zwkGDlyJLt27cLHxwcHBwfefffdVO+blJCQEACKFSsGpO05TKsxY8aQP39+hg0bRmRkZKLHFUVJ15BCOp0OCwsLg2QxPDw8yd7fyUnu/ZBaUlIpRCZq0aIFJUqUoF27dlSoUIH4+HhCQkL48ssvsbGxYdSoUZlynq+//ppWrVrRokUL+vXrR/Hixbl//z7nzp3j+PHjfP/99ynu7+XlRaFChdi7d69BstesWTM+++wz/e2XtW3bFn9/fypUqEDVqlU5duwYX3zxRbKlJu+99x6DBw/m1q1b1KtXL1Hp6aeffkpAQAD16tVj5MiRlC9fnufPn3P16lV2797N0qVLX1siI0ReUbduXfz8/Bg2bBheXl4MHTqUSpUqERsby4kTJ1i2bBmVK1emXbt21KtXj0KFCjFkyBCmTJmCubk569ev15fCvSwhOZw9ezatWrXC1NSUqlWrUr9+fd5//3369+9PcHAwb731Fvnz5ycsLIzffvuNKlWqMHToUAoXLszYsWOZNWsWhQoVomPHjty4cYNp06bh5ORkMJTamDFjWLNmDW3atOHTTz+lVKlS7Nq1iyVLljB06FDKlSuX6uejV69e+Pj48Ouvv/K///0PCwuLVO97+/Zt/TBtz58/JyQkhOnTp1OwYEH992GFChUoU6YMEydORFEUChcuzI8//khAQECqz5McNzc3fS2Oh4eHfvBzUCfFWLlyJYqi0LFjxzQdt23btmzdupVhw4bRuXNnQkND+eyzz3BycuLixYupOkaBAgUoVaoUP/zwA02bNqVw4cLY29sn2WwhSenq3iOESNKmTZuUHj16KGXLllVsbGwUc3NzpWTJkkrv3r2Vs2fPGmybXO/vL774ItFxSaI33smTJ5UuXbooxYoVU8zNzRVHR0elSZMmytKlS1MVa8eOHRVAWb9+vX5dTEyMkj9/fsXExER58OCBwfYPHjxQBgwYoBQrVkzJly+f8uabbyoHDx5MdB0JIiMjFWtrawVQli9fnmQMd+7cUUaOHKm4ubkp5ubmSuHChRUvLy9l0qRJKfbEFCKvCgkJUfr27auULFlSsbCwUPLnz694enoqn3zyiRIREaHf7tChQ0rdunWVfPnyKUWLFlUGDhyoHD9+PNGwY9HR0crAgQOVokWLKjqdTgGUK1eu6B9fuXKlUrt2bSV//vyKtbW1UqZMGaVPnz5KcHCwfpv4+Hhl+vTpSokSJRQLCwulatWqys6dO5Vq1aopHTt2NIj/2rVrSo8ePZQiRYoo5ubmSvny5ZUvvvjCYMSKlL4LX9avXz/FzMxMuXHjRqqfP17p9W1ubq6ULl1a6d+/f6Khc86ePas0b95cKVCggFKoUCHl3XffVa5fv57o+zih9/edO3dSHYeiqD3Zhw0bprzxxhuKpaWlYm1trVSsWFEZO3aswWvQsGFDpVKlSon279u3r1KqVCmDdZ9//rni6uqqWFpaKu7u7sry5cv18b36PAwfPjzJuPbt26d4enoqlpaWCqD07ds31dck0zQKIYQQIlNduXKFChUqMGXKFD7++ONMP35MTAyurq68+eabqZr0QWQPqf4WQgghRLqdPHmSjRs3Uq9ePWxtbblw4QJz5szB1taWAQMGZOq57ty5w4ULF1i1ahW3b99m4sSJmXp8kTGSVAohhBAi3fLnz09wcDArVqzg4cOH2NnZ0ahRI2bMmJHskETptWvXLvr374+TkxNLlixJ9TBCIntI9bcQQgghhMgwGVJICCGEEEJkmCSVQgghhBAiwySpFEIIIYQQGSYddV4jPj6eW7duUaBAgSyZ0kgIIUT6KYrCo0ePcHZ2NhhoO6+R3yqRHpn9+ZGk8jVu3bplMP+xEEKInCc0NDRPz8Akv1UiIzLr8yNJ5WskzKEcGhqKra2txtEIIYR4WVRUFC4uLq+d7z63k98qkR6Z/fmRpPI1EqoRbG1t5YMqhBA5VF6v8pXfKpERmfX5MaoGKL/++ivt2rXD2dkZnU7H9u3bX7tPUFAQXl5eWFlZUbp0aZYuXZr1gQohhBBC5DFGlVQ+efKEatWqsWjRolRtf+XKFVq3bk2DBg04ceIEH3/8MSNHjmTLli1ZHKkQQgghRN5iVNXfrVq1olWrVqnefunSpZQsWRJfX18A3N3dCQ4OZu7cubzzzjtZFKUQQgghRN5jVEllWh0+fBhvb2+DdS1atGDFihXExsZibm6eaJ/o6Giio6P196OiorI8TqG6dw+OHYMTJ+DaNQgNhRs3ICoKYmLUBaBgQShcGIoUgTJloEIFcHcHDw/1MZE3KYrCixcviIuL0zoUkYlMTU0xMzPL820mhTAGuTqpDA8PTzSZvYODAy9evODu3bs4OTkl2mfWrFlMmzYtu0LM06KiYN8+2LULDhyAK1dSt19ERNLrdTo1sWzYEJo2hWbNwMoq08IVOVhMTAxhYWE8ffpU61BEFsiXLx9OTk5YWFhoHYoQIgW5OqmExD2aFEVJcn0CHx8fxo4dq7+f0N1eZI7nz2H7dvD3h/37ITbW8PE33gAvL/Wvi4u6FCoElpZgbg7x8fDwITx4oCaXFy/CuXNw9qyalJ44oS6+vmBrC+3bQ5cu0KKFur/IfeLj47ly5QqmpqY4OztjYWEhpVq5hKIoxMTEcOfOHa5cuULZsmXz9ADnQuR0uTqpdHR0JDw83GBdREQEZmZmFClSJMl9LC0tsbS0zI7w8pSLF2HBAli/Xk0KE5QtC23aQMuWUKuWmkCmV1gY/PorBAbCzp1q1fnatepSvDgMHQqDBkGxYhm9GpGTxMTEEB8fj4uLC/ny5dM6HJHJrK2tMTc359q1a8TExGAl1Q9C5Fi5+l++unXrEhAQYLBu79691KhRI8n2lCLzHTumlhSWLw+LF6sJpYsLTJ4M58/D33/D/PlqSWJGEkoAJyfo2hX8/NQ2mb//DqNGqUnkzZvwv/+p5x44MPVV7cJ4SAlW7iWvrRDGwag+qY8fPyYkJISQkBBAHTIoJCSE69evA2rVdZ8+ffTbDxkyhGvXrjF27FjOnTvHypUrWbFiBePHj9ci/Dzl7Flo1w5q1IDvvwdFgbZtYe9eNaH79FM10cwqJiZQr55aDX79OqxbB3XqqJ19VqyAcuVgyBC1M5AQQgghMs6oksrg4GA8PT3x9PQEYOzYsXh6evLJJ58AEBYWpk8wAdzc3Ni9ezeBgYF4eHjw2Wef8dVXX8lwQlkoPBwGD4YqVdQqaFNT6N0bTp+GH3+E5s3VddnJ0hJ69oTDh+HQIfD2hhcv4Ouv1er3KVNA+ncIIYQQGaNTEnquiCRFRUVhZ2dHZGSkTH2Vgvh4NUmbOFHt1Q3QsSN8/rlaKpjTHDyoVsEHBan3S5VSq+E7dFB7kQvj8fz5c65cuYKbm1uua2+n0+nYtm0bHTp00DoUTaX0Gst3tEqeB5Eemf2+MaqSSpEznTkDDRrAsGFqQlmjhpq0bd2aMxNKUOM9cAA2b1bbWV67Bp06wTvvwO3bWkcn8oKIiAgGDx5MyZIlsbS0xNHRkRYtWnD48GH9NmFhYWma8EEIIbQkSaVIt/h4+OIL8PRUq5VtbOCrr+DIEXjzTa2jez2dTk0iz52DSZPUIYe2bYNKleC777SOTuR277zzDidPnmT16tX8/fff7Nixg0aNGnH//n39No6OjjIahRDCaEhSKdLl5k21feRHH6ljTbZtq3bO+eCD7G8zmVH588P06XD0KFSrps7s07Wr2g7z0SOtoxNppSjw5Ik2S2obEz18+JDffvuN2bNn07hxY0qVKkWtWrXw8fGhTZs2+u10Oh3bt28H4OrVq+h0OrZu3Urjxo3Jly8f1apVMyjZBDh06BBvvfUW1tbWuLi4MHLkSJ48eZJkHJGRkZiamnLs2LF/nzuFwoULU7NmTf02GzduNJgoYsKECZQrV458+fJRunRpJk+eTOy/A85euHABnU7H+fPnDc4zb948XF1d9eMEnz17ltatW2NjY4ODgwO9e/fm7t27qXvyhBA5liSVIs127oSqVdXBy/Plg+XLYccOtRrZmFWrBn/+CZ98oibGGzaoVfmnTmkdmUiLp0/VUnMtltR2+LKxscHGxobt27cbTAubGpMmTWL8+PGEhIRQrlw5unfvzosXLwA4ffo0LVq0oFOnTpw6dYpNmzbx22+/MWLEiCSPZWdnh4eHB4GBgQCc+vfNfurUKf0UtYGBgTRs2FC/T4ECBfD39+fs2bMsWLCA5cuXM3/+fADKly+Pl5cX69evNzjPhg0b6NGjBzqdjrCwMBo2bIiHhwfBwcHs2bOH27dv06VLlzQ9D0KIHEgRKYqMjFQAJTIyUutQNBcXpyiffKIoanmMolSvrijnz2sdVdb4/XdFKVFCvU4rK0X55hutIxLJefbsmXL27Fnl2bNniqIoyuPH/71Hs3t5/Dj1cW/evFkpVKiQYmVlpdSrV0/x8fFRTp48abANoGzbtk1RFEW5cuWKAijfvPRmPHPmjAIo586dUxRFUXr37q28//77Bsc4ePCgYmJion9+XjV27Filbdu2iqIoiq+vr9K5c2elevXqyq5duxRFUZRy5copfn5+yV7HnDlzFC8vL/39efPmKaVLl9bfv3DhggIoZ86cURRFUSZPnqx4e3sbHCM0NFQBlAsXLiR5jldf45fJd7RKngeRHpn9vpGSSpEqDx+q405++ql6f8QIdYierBxrUkv16kFICLRurU4tOXCges2vTispcp58+eDxY22WtEzo884773Dr1i127NhBixYtCAwMpHr16vj7+6e4X9WqVfW3E6qlIyIiADh27Bj+/v76klAbGxtatGihn8oyKY0aNeLgwYPEx8cTFBREo0aNaNSoEUFBQYSHh/P3338blFRu3ryZN998E0dHR2xsbJg8ebLBUG7dunXj2rVrHDlyBID169fj4eFBxYoV9TEeOHDAIMYKFSoAcOnSpdQ/gSL30+ly3iJSlKunaRSZ459/1KkU//4brKxg6VLo21frqLJekSLq2Jqff67OxrN4sToL0HffQeHCWkcnkqPTqe1kjYGVlRXNmzenefPmfPLJJwwcOJApU6bQr1+/ZPd5eTawhDnO4+Pj9X8HDx7MyJEjE+1XsmTJJI/31ltv8ejRI44fP87Bgwf57LPPcHFxYebMmXh4eFCsWDHc3d0BOHLkCN26dWPatGm0aNECOzs7vv32W7788kv98ZycnGjcuDEbNmygTp06bNy4kcGDB+sfj4+Pp127dsyePTtRLC+33RRCGB9JKkWKDh2Ct99WO6+ULKn2jq5eXeuoso+JCXz8sdojvGdP+OUXqF0bdu3KucMlCeNVsWJFfcec9KhevTpnzpzhjTfeSPU+Ce0qFy1ahE6no2LFijg7O3PixAl27txpUEr5+++/U6pUKSZNmqRfd+3atUTH7NmzJxMmTKB79+5cunSJbt26GcS4ZcsWXF1dMTOTnyAhchOp/hbJ+u47aNJETShr1IA//shbCeXL2rdXE+xSpdSS2/r11U49QqTHvXv3aNKkCevWrePUqVNcuXKF77//njlz5tC+fft0H3fChAkcPnyY4cOHExISwsWLF9mxYwcffPBBivs1atSIdevW0bBhQ3Q6HYUKFaJixYps2rSJRo0a6bd74403uH79Ot9++y2XLl3iq6++Ytu2bYmO16lTJ6Kiohg6dCiNGzemePHi+seGDx/O/fv36d69O3/++SeXL19m7969vPfee8TFxaX72oUQ2pOkUiRp0SJ1WJ3oaDWhCgwER0eto9JW1apqIunlBXfvQuPG8NNPWkcljJGNjQ21a9dm/vz5vPXWW1SuXJnJkyczaNAgFi1alO7jVq1alaCgIC5evEiDBg3w9PRk8uTJr61Wbty4MXFxcQYJZMOGDYmLizMoqWzfvj1jxoxhxIgReHh4cOjQISZPnpzoeLa2trRr146TJ0/Ss2dPg8ecnZ35/fffiYuLo0WLFlSuXJlRo0ZhZ2eHiYn8JAlhzGSaxtfIa1NfKYo6ZuO/06nzwQfq9IXGNvZkVnr8WB00fe9e9XlZtUqd31xoIzdP0yhUMk3j6+XK5yEndozJZSmTTNMosoyiwLhx/yWU06bBggWSUL7KxkbtwNOrF8TFqZ2Wli3TOiohhBBCW9JKWgDqlIvDhsHXX6v3FyyAJDqQin9ZWMDq1VCwoNpUYPBgtanAa5quCSGEELmWlFQKg4RSp1OrcyWhfD0TE3Wu83Hj1PsjR8LcudrGJIQQQmhFkso87tWEcs0aSGGIPPEKnQ6++AISRlj58EO1DaoQQgiR10hSmYcpCgwfbphQ9uqldVTGR6dTOzdNmaLeHzsW/Py0jSkvkj6HuZe8tkIYB0kq8yhFgQkT1NlxJKHMHFOmwMSJ6u1hw2DlSm3jySsSZph5+vSpxpGIrJLw2r48m5AQIueRjjp51KxZarUtqD2XJaHMOJ0OZs5U5wr39VXnC7exgS5dtI4sdzM1NaVgwYL6+a/z5cunn75QGDdFUXj69CkREREULFgQUxmKQogcTZLKPGjRov/aAH75pZr8iMyh08G8eWpiuXSpmqwXLgzNmmkdWe7m+O/I/AmJpchdChYsqH+NhRA5lySVecymTf8NezN5str+T2QunU5N3O/fV6e67NABDhyAmjW1jiz30ul0ODk5UaxYMWJjY7UOR2Qic3NzKaEUwkhIUpmHHDgAffqot0eMUAc3F1nD1FRtp3r/PuzbB61bw2+/QfnyWkeWu5mamkoCIoQQGpGOOnnE6dNqiVlMDHTurLb5k2ZnWcvSErZuhRo11LnCW7aE27e1jkoIIYTIGpJU5gGhoWpCExUFDRrA2rUy9WJ2KVAAdu+GN96Aq1ehXTt48kTrqIQQQojMJ0llLhcVBW3awK1bUKkS/PADWFlpHVXeUrSomlgWKQJHj0LPnuqc4UIIIURuIkllLvbiBXTrplZ9OzqqiU2hQlpHlTeVLasm9JaW6l/pICWEECK3kaQyFxs7Fn76CaytYccOKFlS64jytvr11aYHoM4ZLrPuCCGEyE0kqcylFi2ChQvV22vXynA2OcW776oDpIM6tNMvv2gbjxBCCJFZjC6pXLJkCW5ublhZWeHl5cXBgweT3TYwMBCdTpdoOX/+fDZGnP1++QVGj1Zvz5oF77yjaTjiFRMnqoOix8WpSebFi1pHJIQQQmScUSWVmzZtYvTo0UyaNIkTJ07QoEEDWrVqxfXr11Pc78KFC4SFhemXsmXLZlPE2e/SJTVRiYuD3r3V+b1FzqLTwfLlUKcOPHgAbdvCw4daRyWEEEJkjFEllfPmzWPAgAEMHDgQd3d3fH19cXFxwe81jdOKFSuGo6OjfklpcOTo6GiioqIMFmPx6BG0b68mKrVqqXN6y1iUOZOVFWzbBi4u8Pff0iNcCCGE8TOapDImJoZjx47h7e1tsN7b25tDhw6luK+npydOTk40bdqUAwcOpLjtrFmzsLOz0y8uLi4Zjj07xMerJZNnzoCTk5qwyNBBOZujI2zfrr5Ou3fDlClaRySEEEKkn9EklXfv3iUuLg4HBweD9Q4ODoSHhye5j5OTE8uWLWPLli1s3bqV8uXL07RpU3799ddkz+Pj40NkZKR+CQ0NzdTryCozZvw3ZM22beDsrHVEIjWqV4dvvlFvz5gBW7ZoG48QQgiRXkY397fulfpcRVESrUtQvnx5yr802XLdunUJDQ1l7ty5vPXWW0nuY2lpiaWlZeYFnA1eLuXy84PatbWNR6RNz55w7BjMnw99+6rzg1eurHVUQgghRNoYTUmlvb09pqamiUolIyIiEpVepqROnTpczEXdbS9dUpMSRYEhQ6B/f60jEukxZw40aaJO4dipkzoTkhBCCGFMjCaptLCwwMvLi4CAAIP1AQEB1KtXL9XHOXHiBE5OTpkdniaePlUTkIcP1Z7Evr5aRyTSy8wMNm1SO+5cvKj+c6AoWkclhBBCpJ5RVX+PHTuW3r17U6NGDerWrcuyZcu4fv06Q4YMAdT2kDdv3mTNmjUA+Pr64urqSqVKlYiJiWHdunVs2bKFLbmg4VpCyeSpU1CsGGzerLanFMbL3l59HRs0gK1bYe5c+PBDraMSQgghUseoksquXbty7949Pv30U8LCwqhcuTK7d++mVKlSAISFhRmMWRkTE8P48eO5efMm1tbWVKpUiV27dtG6dWutLiHTfPONOlOOiYlawlW8uNYRicxQqxYsWABDh6qDpNesCY0aaR2VEEII8Xo6RZFKtpRERUVhZ2dHZGQktra2WocDwPHjUK8eREfD55/LAOe5jaKoHXbWrgUHBwgJUYcfEkIklhO/o7WQK5+HnDjQci5LmTL7fWM0bSqF6uFDdcac6Gho106qR3MjnQ6WLoUqVeD2bejRQwZGF0IIkfNJUmlEFAXeew8uXwZXV1i9Wq3+FrlPvnzw3XeQPz8cOADTpmkdkRBCCJEySUmMyMKF6sDmFhZqh45ChbSOSGSlChXUqTYBpk+HvXu1jUcIIURq6HLgkj0kqTQSwcEwfrx6+8svwctL23hE9ujRAwYPVkupe/WCW7e0jkgIIYRImiSVRiAyErp2hdhYdVzK4cO1jkhkJ19f8PCAO3fUxFLaVwohhMiJJKnM4RQFBg36rx3lihU5s0OcyDpWVuqwUQntK2fM0DoiIYQQIjFJKnO4Zcvg++/B3FxNLAoW1DoioYVy5dQe4aB22gkK0jYeIYQQ4lWSVOZgf/0Fo0ert2fNUgfGFnlXr17Qrx/Ex6ttLe/e1ToiIURylixZgpubG1ZWVnh5eXHw4MEUt1+/fj3VqlUjX758ODk50b9/f+7du5dN0QqROSSpzKGePoVu3eD5c2jZEsaM0ToikRMsXAjly6sddmR+cCFypk2bNjF69GgmTZrEiRMnaNCgAa1atTKY8e1lv/32G3369GHAgAGcOXOG77//nqNHjzJw4MBsjlyIjJGkMocaOxbOnFFnUpHxKEUCGxu1GYSlJezcCYsXax2REOJV8+bNY8CAAQwcOBB3d3d8fX1xcXHBz88vye2PHDmCq6srI0eOxM3NjTfffJPBgwcTHByczZELkTGSquRAW7bA11+rHXLWroVixbSOSOQk1arBF1+ot8ePh1OntI1HCPGfmJgYjh07hre3t8F6b29vDh06lOQ+9erV48aNG+zevRtFUbh9+zabN2+mTZs2yZ4nOjqaqKgog0UIrUlSmcOEhqq9vQE++giaNdM2HpEzjRgBbduq03V266Y2lxBCaO/u3bvExcXh4OBgsN7BwYHw8PAk96lXrx7r16+na9euWFhY4OjoSMGCBVm4cGGy55k1axZ2dnb6xcXFJVOvQ4j0kKQyB4mLg9694cEDqFkTPvtM64hETqXTwcqV4OQE586pzSWEEDmH7pWx3xRFSbQuwdmzZxk5ciSffPIJx44dY8+ePVy5coUhQ4Yke3wfHx8iIyP1S2hoaKbGL0R6mGkdgPjP7NnqUDH588OGDeowQkIkp2hRtXlE8+Zqc4mWLaFDB62jEiJvs7e3x9TUNFGpZERERKLSywSzZs2ifv36fPjhhwBUrVqV/Pnz06BBA6ZPn46Tk1OifSwtLbG0tMz8CxAiA9KcVCqKQlBQEAcPHuTq1as8ffqUokWL4unpSbNmzaQIPp3++AM++US9vXgxvPGGtvEI49C0qdqu8osvYOBAddgpZ2etoxIi77KwsMDLy4uAgAA6duyoXx8QEED79u2T3Ofp06eYmRn+HJuamgLqb64QxiLV1d/Pnj1j5syZuLi40KpVK3bt2sXDhw8xNTXln3/+YcqUKbi5udG6dWuOHDmSlTHnOo8eqeMOxsWp7eP69NE6ImFMpk+H6tXh3j3o21cdx1IIoZ2xY8fyzTffsHLlSs6dO8eYMWO4fv26vjrbx8eHPi990bdr146tW7fi5+fH5cuX+f333xk5ciS1atXCWf5LFEYk1SWV5cqVo3bt2ixdupQWLVpgnkTd7LVr19iwYQNdu3blf//7H4MSepyIFI0apU7DWLIk+PnJNIwibSws1OYSnp6wbx/Mnw/jxmkdlRB5V9euXbl37x6ffvopYWFhVK5cmd27d1OqVCkAwsLCDMas7NevH48ePWLRokWMGzeOggUL0qRJE2bPnq3VJQiRLjollWXrf/31F5UrV07VQWNiYrh27Rply5bNUHA5QVRUFHZ2dkRGRmJra5vpx//+e+jSRU0kAwPhrbcy/RQij1i2DAYPVtvi/vkneHhoHZEQWS+rv6ONRa58HnJiCUuqUqYcGDdJx53Z75tUV3+nNqEEtU1Jbkgos9qNG2oSAODjIwmlyJhBg9SOOrGxanOKZ8+0jkgIIURekq4hhSZPnkxcXFyi9ZGRkXTv3j3DQeUF8fFq+7cHD6BGDZg6VeuIhLHT6WD5cnUWpnPn1HFOhRBCiOySrqRyzZo11K9fn0uXLunXBQYGUqVKFa5evZpZseVq8+fD/v2QLx+sXy/DB4nMYW8P/v7q7UWL4KefNA1HCCFEHpKupPLUqVO4urri4eHB8uXL+fDDD/H29qZfv3789ttvmR1jrnPyJHz8sXrb1xfKldM0HJHLtGgBI0eqt/v3h4gIbeMRQgiRN6Rr8HM7Ozu+/fZbJk2axODBgzEzM+Onn36iadOmmR1frvP8OfTsCTEx0L69OragEJnt88/hl1/gzBm1reX27TmzzbsQQojcI93TNC5cuJD58+fTvXt3SpcuzciRIzl58mRmxpYr+fioP/QODmr7N/mhF1nB2lodZsjCAnbsgG++0ToiIYQQuV26kspWrVoxbdo01qxZw/r16zlx4gRvvfUWderUYc6cOZkdY64REKBWdwOsWqVOsydEVqlaFWbOVG+PHg0XL2oajhBCiFwuXUnlixcvOHXqFJ07dwbA2toaPz8/Nm/ezPz58zM1wNzi3j3o10+9PWwYtGqlaTgijxgzBho3hqdPoVcvdbghIYQQIiukK6kMCAhIcuqoNm3acPr06QwHlZIlS5bg5uaGlZUVXl5eHDx4MMXtg4KC8PLywsrKitKlS7N06dIsjS8pigJDhsCtW1ChgjpPsxDZwcQEVq+GggXVAdGnT9c6IiGEELlVuttUJsfe3h6AVE7UkyabNm1i9OjRTJo0iRMnTtCgQQNatWplMN3Vy65cuULr1q1p0KABJ06c4OOPP2bkyJFs2bIl02NLydq1sHkzmJnBunXqMEJCZBcXF0j4X2rGDDhyRNt4hBBC5E6pTird3d3ZsGEDMTExKW538eJFhg4dmiVzls6bN48BAwYwcOBA3N3d8fX1xcXFBT8/vyS3X7p0KSVLlsTX1xd3d3cGDhzIe++9x9y5czM9tuRcvQojRqi3p00DL69sO7UQel27qqMOxMWp1eCPH2sdkRDw99/q8FdPnmgdiRAiM6R6SKHFixczYcIEhg8fjre3NzVq1MDZ2RkrKysePHjA2bNn+e233zh79iwjRoxg2LBhmRpoTEwMx44dY+LEiQbrvb29OXToUJL7HD58GG9vb4N1LVq0YMWKFcTGxmKexIjj0dHRREdH6+9HRUWlO2ZFUdtRPnoE9evDhAnpPpQQGbZoEfz6K1y6BGPHqnOFC6GV2Fj1H5yjR9U2vzJCgRDGL9VJZZMmTTh69CiHDh1i06ZNbNiwgatXr/Ls2TPs7e3x9PSkT58+9OrVi4IFC2Z6oHfv3iUuLg4HBweD9Q4ODoSHhye5T3h4eJLbv3jxgrt37+Lk5JRon1mzZjFt2rRMiVmnU0snR4xQq8BNTTPlsEKkS8GCsGYNNGmiDmfVti28/bbWUYm86rPP1ISyYEGZplaI3CLNg5/Xq1ePevXqZUUsqaJ7ZWBHRVESrXvd9kmtT+Dj48PYsWP196OionBxcUlvuDRsqM6gY5LprVeFSLtGjWD8eLWz2MCBcPq0OmaqENnp8GG1fS+o7X1LlNA2HiFE5jCaVMfe3h5TU9NEpZIRERGJSiMTODo6Jrm9mZkZRYoUSXIfS0tLbG1tDZaMkoRS5CSffQbVqsGdOzBggNpMQ4js8uiRWu0dH6/+7dpV64iEEJklXdM0Avzyyy/88ssvREREEB8fb/DYypUrMxzYqywsLPDy8iIgIICOHTvq1wcEBNC+ffsk96lbty4//vijwbq9e/dSo0aNJNtTCpEXWFqqoxDUqAG7dsHXX6tDXgmRHcaMgcuXoWRJtZ2vECL3SFcZ2rRp0/D29uaXX37h7t27PHjwwGDJKmPHjuWbb75h5cqVnDt3jjFjxnD9+nWG/PuL6OPjQ58+ffTbDxkyhGvXrjF27FjOnTvHypUrWbFiBePHj8+yGIUwBpUrq/ODg9pp58IFbeMRecO2bbBihdrefM0asLPTOiIhRGZKV0nl0qVL8ff3p3fv3pkdT4q6du3KvXv3+PTTTwkLC6Ny5crs3r2bUqVKARAWFmYwZqWbmxu7d+9mzJgxLF68GGdnZ7766iveeeedbI1biJxo5Ei1pHLfPnW4ocOHQQrwRVYJC4NBg9TbH36otjcXQuQuOiUdo5QXKVKEP//8kzJlymRFTDlKVFQUdnZ2REZGZkr7SiFykps3oUoVePAAPv74v84TQmQmRVGnpv35Z/DwgD/+AAuLzDm2fEercuXzkEInXM2kKmXKgXGTdNyZ/b5JV/X3wIED2bBhQ4ZPLoTQVvHi/41X+fnn8Ntv2sYjcqfFi9WE0soK1q/PvIRSCJGzpKv6+/nz5yxbtox9+/ZRtWrVRJ1e5s2blynBCSGyXufO0LevOkd4r17qEFjS1k1klrNn1epuUIeyqlhR23iEEFknXUnlqVOn8PDwAOCvv/4yeCylMSOFEDnTV1+ps+1cuQIffKB2ohAio6KjoUcPeP4cWraE4cO1jkgIkZXSlVQeOHAgs+MQQmjI1lYdZqhBA3X2p9atoVs3raMSxm7SJLXk294eVq3KmU3khBCZR4blFkIAUK8e/O9/6u0hQ+ClgRSESLN9++DLL9XbK1eCo6O28Qghsl6qSyo7deqEv78/tra2dOrUKcVtt27dmuHAhBDZb/Jk2LsXjhxR21ceOCBz1ou0u3dPbacL6j8o7dppG48QInukuqTSzs5O317Szs4uxUUIYZzMzNTeuQUKwMGD/w2QLkRqKYo6HuWtW1C+/H+llUKI3C9d41Q+e/aM+Ph48ufPD8DVq1fZvn077u7utGjRItOD1FKuHPtLiNdYuxb69FFLKX//HWrX1joiYSyWLYPBg9WB9I8cgerVs/Z88h2typXPQ05shCvjVKYoXW0q27dvz9q1awF4+PAhderU4csvv6RDhw74+fllOCghhLZ69VI76sTFqb13o6K0jkgYg3PnYPRo9fasWVmfUAohcpZ0JZXHjx+nQYMGAGzevBkHBweuXbvGmjVr+OqrrzI1QCFE9tPpwM8PSpWCy5dhxAitIxI5XXQ0dO8Oz55B8+YwZozWEQkhslu6ksqnT59SoEABAPbu3UunTp0wMTGhTp06XLt2LVMDFEJoo2BBtX2liYlaHb5undYRiZzMx+e/4YNWr1bfN0KIvCVdH/s33niD7du3Exoays8//4y3tzcAERERuacthxCC+vVhyhT19tChcOmStvGInOmnn2D+fPX2qlXg5KRtPEIIbaQrqfzkk08YP348rq6u1K5dm7p16wJqqaWnp2emBiiE0NakSeqg6I8fq9WbMTFaRyRykrCw/4YP+uADaNtW23iEENpJV1LZuXNnrl+/TnBwMHv27NGvb9q0KfMT/l0VQuQKpqZq1XehQnD06H8DpAsRHw+9e8OdO1CtGsyZo3VEQggtpbvVi6OjI56enpi81HCmVq1aVKhQIVMCE0LkHCVLwooV6u0vvoCX/pcUedicOfDLL5AvH2zaBFZWWkckhNCSNKUWQqRKx44wfLh6u08fdXBrkXcdPvxfqfWiRepA50KIvE2SSiFEqs2dCx4eanVnr17qOJYi77l/H7p2VV//7t2hXz+tIxJC5ASSVAohUs3KCr79FvLnV+cFnzFD64hEdlMUNYkMDYU33oClS3PmxCdCiOwnSaUQIk3Kl1cHRgeYNk1NLkXeMX8+/PgjWFjAd9+BjCInhEggSaUQIs1694b33lN7/3bvDuHhWkckssMff8CECert+fNBRpATQrxMkkohRLosXAiVK8Pt2+r84NK+Mne7dw/efRdevIDOndXB8IUQ4mWSVAoh0iVfPvj++//aV06bpnVEIqskjEeZ0I7ym2+kHaUQIjFJKoUQ6VahAixbpt6ePl2drk/kPrNmqa+tlRVs3gx2dlpHJITIiSSpFEJkSI8eMGSI2iu4Z0+4elXriERm+uUX+OQT9fbixerMOUIIkRRJKoUQGebrC7VqwYMHanu758+1jkhkhtBQtSNWfDz07692zhJCiORIUimEyDBLS7V9ZZEicOwYfPCB1hGJjIqOVv9BSJjXe9EirSMSQuR0RpNUPnjwgN69e2NnZ4ednR29e/fm4cOHKe7Tr18/dDqdwVKnTp3sCViIPKZkSdiwQe3A8c036iKM18iR8OefUKgQbN2qdswSQoiUGE1S2aNHD0JCQtizZw979uwhJCSE3r17v3a/li1bEhYWpl92796dDdEKkTd5e8Nnn6m3hw+HI0e0jUekz4oVagcsnU79R6F0aa0jEkIYAzOtA0iNc+fOsWfPHo4cOULt2rUBWL58OXXr1uXChQuUL18+2X0tLS1xdHTMrlCFyPM+/hiOH1dLtzp1UqvDnZy0jkqk1h9/qP8QgPoPQsuW2sYjhDAeRlFSefjwYezs7PQJJUCdOnWws7Pj0KFDKe4bGBhIsWLFKFeuHIMGDSIiIiLF7aOjo4mKijJYhBCpp9OBvz9UrAhhYfDOO2r7PJHz3bwJHTuqr1f79uDjo3VEQghjYhRJZXh4OMWKFUu0vlixYoSnMD9cq1atWL9+Pfv37+fLL7/k6NGjNGnShOgUfuFmzZqlb7dpZ2eHi4tLplyDEHlJgQKwfbs6nuHhw2rJl6JoHZVIybNnakIZFgaVKsHatWBiFL8QQoicQtOvjKlTpybqSPPqEhwcDIAuiekbFEVJcn2Crl270qZNGypXrky7du346aef+Pvvv9m1a1ey+/j4+BAZGalfQkNDM36hQuRBZcvCxo1qYrJiBSxYoHVEIjmKAu+/D0ePQuHCsGOH+o+BEEKkhaZtKkeMGEG3bt1S3MbV1ZVTp05x+/btRI/duXMHBweHVJ/PycmJUqVKcfHixWS3sbS0xNLSMtXHFEIkr1Ur+OILGDdOXcqXV9eJnOWLL2DdOjA1VYeGko45Qoj00DSptLe3x97e/rXb1a1bl8jISP78809q1aoFwB9//EFkZCT16tVL9fnu3btHaGgoTtJrQIhsM2YMnD2rllZ266ZWh1esqHVUIsHWrTBhgnrb1xeaNNE0HCGEETOKFjPu7u60bNmSQYMGceTIEY4cOcKgQYNo27atQc/vChUqsG3bNgAeP37M+PHjOXz4MFevXiUwMJB27dphb29Px44dtboUIfIcnQ6WLIG33oKoKGjbFl7TX05kk+Bg6NVLvT1ihLoIIUR6GUVSCbB+/XqqVKmCt7c33t7eVK1albVr1xpsc+HCBSIjIwEwNTXl9OnTtG/fnnLlytG3b1/KlSvH4cOHKSCNhYTIVhYWsGWLWq165Qq0awdPn2odVd4WGqq+Ds+eqU0S5s/XOiIhhLHTKYr0yUxJVFQUdnZ2REZGYmtrq3U4Qhi1v/+GunXh/n3o0AE2b1bb8Yns9fChWnJ8+jRUrgy//w7G+vUm39GqXPk8pNARVzOpSplyYNwkHXdmv2+MpqRSCGH8ypWDH35Q5wrfvl3tvCOyV3S0OnTQ6dPg6Ag7dxpvQimEyFkkqRRCZKs334TVq9XbCxaoPY9F9oiPh759ITBQHTLop5+gVCmtoxJC5BaSVAohsl3Xrv8lkx99pM7AI7KWosD48bBpE5ibw7Zt4OGhdVRCiNxEkkohhCbGj1cXgIED4ccftY0nt5s587/OOKtWQdOm2sYjhMh9JKkUQmhmzhy1OjYuDrp0gV9/1Tqi3GnhQvjf/9TbX34JPXtqG48QIneSpFIIoRmdDr75Rh278vlzaNMGjhzROqrcZc0aGDlSvf3JJzB2rLbxCCFyL0kqhRCaMjOD775TZ3J5/BhatoTjx7WOKnfYvBnee0+9PWoUTJ2qaThCiFxOkkohhOasrWHHDrVneGQkNG+uDnkj0m/zZnVazLg46N8f5s3LmcP+CSFyD0kqhRA5Qv78sGsX1KqlDo7epAmcPKl1VMbp5YSyTx9YvhxM5NteCJHF5GtGCJFj2NrCnj1QowbcvQuNG8PRo1pHZVy+/94woVy5UmYtEkJkD0kqhRA5SqFCsG+fOp3jgwfQrBkcOqR1VMZhxQpJKIUQ2pGkUgiR49jZwc8/q/NTR0WBt7d6XyTvyy/V8T7j42HQIEkohRDZT5JKIUSOlDCNoLc3PHmiDju0bp3WUeU8iqKOQZkwkPxHH8HXX0tCKYTIfpJUCiFyrHz51Jl2uneHFy+gd2+YO1frqHKOmBh18PgZM9T7s2bB7NnSy1sIoQ1JKoUQOZqFhVpCmTBo94cfwvDhEBurbVxae/AAWrSAtWvVUslly2DiRK2jEkLkZZJUCiFyPBMTtc3g3LlqKdySJeog6ffvax2ZNi5ehHr1IDBQbSawe7fajlIIIbQkSaUQwmiMGwfbt4ONDezfD7Vrw7lzWkeVvX78UR1y6fx5cHGB339X250KIYTWJKkUQhiVt99WhxhydYV//oGaNWHDBq2jynrx8TBlinr9UVFQvz788QdUqaJ1ZEIIoZKkUghhdKpUgT//VGfdefIEevaE99+HZ8+0jixr3LqlVvd/+ql6f8QItaTWyUnbuIQQ4mWSVAohjFLRorB3L3zyidrOcvlytTo8t03tuGMHVK0KAQHqHOn+/rBwodqBSeRcS5Yswc3NDSsrK7y8vDh48GCK20dHRzNp0iRKlSqFpaUlZcqUYeXKldkUrRCZQ5JKIYTRMjWFadPU5LJYMTh9Wm1v+Nlnxt87/OFDtfS1fXu4dw88PODYMXUIIZGzbdq0idGjRzNp0iROnDhBgwYNaNWqFdevX092ny5duvDLL7+wYsUKLly4wMaNG6lQoUI2Ri1ExukURVG0DiIni4qKws7OjsjISGxtbbUORwiRjNu3YehQ2LZNve/lpQ4C7uWlbVxppSiwdSt88AGEhanrxo1Tx6K0tNQ2tpwoJ35H165dm+rVq+Pn56df5+7uTocOHZg1a1ai7ffs2UO3bt24fPkyhQsXTtc5c+LzkGE5ccDVVKVMOTBuko47s983UlIphMgVHBxgyxZYv16dP/zYMbUTz9ChakmfMfjnH+jQATp3VhPKsmXhwAF1KCVJKI1DTEwMx44dw/uVLvne3t4cSmYS+x07dlCjRg3mzJlD8eLFKVeuHOPHj+dZCo2Eo6OjiYqKMliE0JoklUKIXEOngx494MwZ9a+iwNKlUK4cLFgAz59rHWHS7t2D0aOhYkW1DaWZmTr14qlT0KiR1tGJtLh79y5xcXE4ODgYrHdwcCA8PDzJfS5fvsxvv/3GX3/9xbZt2/D19WXz5s0MHz482fPMmjULOzs7/eLi4pKp1yFEekhSKYTIdZyc1BLLoCC1k8v9+2rS9sYb4OcH0dFaR6i6exemToUyZdSkNzZW7eUdEqK2C7Wy0jpCkV66V6puFUVJtC5BfHw8Op2O9evXU6tWLVq3bs28efPw9/dPtrTSx8eHyMhI/RIaGprp1yBEWklSKYTItd56S60G//prdaDwmzdh2DA1iZs+HSIitInryhUYNQpKlVI7GkVGqh1xAgLgp5+gUiVt4hIZZ29vj6mpaaJSyYiIiESllwmcnJwoXrw4dnZ2+nXu7u4oisKNGzeS3MfS0hJbW1uDRQitGU1SOWPGDOrVq0e+fPkoWLBgqvZRFIWpU6fi7OyMtbU1jRo14syZM1kbqBAiRzEzU3tRX7wIixeDs7OaXE6erCaavXqpiVxMTNbG8fSpOod506ZQujR89ZW6rnp12LRJTX6bNcvaGETWs7CwwMvLi4CAAIP1AQEB1KtXL8l96tevz61bt3j8+LF+3d9//42JiQklSpTI0niFyExGk1TGxMTw7rvvMnTo0FTvM2fOHObNm8eiRYs4evQojo6ONG/enEePHmVhpEKInMjSUi2lvHxZTe7q1FETyfXroXVrcHSEgQPVzj537mTOOW/eVMfP7NBBHfKod2910HKdTp1aMSAAgoOhSxd1fnORO4wdO5ZvvvmGlStXcu7cOcaMGcP169cZMmQIoFZd9+nTR799jx49KFKkCP379+fs2bP8+uuvfPjhh7z33ntYW1trdRlCpJmZ1gGk1rRp0wDw9/dP1faKouDr68ukSZPo1KkTAKtXr8bBwYENGzYwePDgrApVCJGDWVqqM/D07KkmdP7+sHmzOiTRihXqAmoVdO3a4O4OFSqo7TGLFIGCBcHc/L/jxcerSWhoqLqcP6+WOgYHw7Vrhud2c4N+/dSxJkuVyqYLFtmua9eu3Lt3j08//ZSwsDAqV67M7t27KfXvix4WFmYwZqWNjQ0BAQF88MEH1KhRgyJFitClSxemT5+u1SUIkS5GN06lv78/o0eP5uHDhylud/nyZcqUKcPx48fx9PTUr2/fvj0FCxZk9erVSe4XHR1N9Eut+KOionBxccldY38JIQzExcHBg+r4kIGB6iDqKcmfX00mY2PhxYvkt9PpoFYtaNNGXTw8pEQys+XK8RnTIVc+DzJOZSbKnnEqjaakMq0SGkknNazDtVeLD14ya9YsfamoECJvMDVVh+5JGL7n7l01yTx1Cs6dU5erVyFhKMAnTwz31+nU6nMXF7W9pJeXOrOPpye81PdCCCFyNU2TyqlTp742gTt69Cg1atRI9znSMqwDqG1dxo4dq7+fUFIphMg77O2hY0d1edmLF+r0iZGRaiJqYaFWhdvZyVzcQgihaVI5YsQIunXrluI2rq6u6Tq2o6MjoJZYOjk56denNKwDqMM0WMrUFUKIJJiZqQmnvb3WkQghRM6jaVJpb2+PfRZ9O7u5ueHo6EhAQIC+TWVMTAxBQUHMnj07S84phBBCCJFXGU2T8evXrxMSEsL169eJi4sjJCSEkJAQg3G9KlSowLZt2wC12nv06NHMnDmTbdu28ddff9GvXz/y5ctHjx49tLoMIYQQQohcyWg66nzyyScGPbYTSh8PHDhAo39b11+4cIHIyEj9Nh999BHPnj1j2LBhPHjwgNq1a7N3714KFCiQrbELIYQQQuR2RjekUHbLlcM0CCFELiHf0apc+TzIkEKZSIYUyhEScu6ohLFEhBBC5BgJ381SPiKE9iSpfI2EKR1lWCEhhMi5Hj16hJ0MCiqEpiSpfA1nZ2dCQ0MpUKBAiuNbJidhnMvQ0NBcUyWR265Jridnk+vJ+bS8JkVRePToEc7Oztl6XiFEYpJUvoaJiQklSpTI8HFsbW1zzQ9Igtx2TXI9OZtcT86n1TVJCaUQOYPRDCkkhBBCCCFyLkkqhRBCCCFEhklSmcUsLS2ZMmVKrpr6Mbddk1xPzibXk/PlxmsSQqSdjFMphBBCGDkZpzKbyDiVKZKSSiGEEEIIkWGSVAohhBBCiAyTpFIIIYQQQmSYJJVCCCGEECLDJKnMYkuWLMHNzQ0rKyu8vLw4ePCg1iGl26+//kq7du1wdnZGp9Oxfft2rUNKt1mzZlGzZk0KFChAsWLF6NChAxcuXNA6rAzx8/OjatWq+gGo69aty08//aR1WJli1qxZ6HQ6Ro8erXUo6TZ16lR0Op3B4ujoqHVYGXLz5k169epFkSJFyJcvHx4eHhw7dkzrsIQQGpGkMgtt2rSJ0aNHM2nSJE6cOEGDBg1o1aoV169f1zq0dHny5AnVqlVj0aJFWoeSYUFBQQwfPpwjR44QEBDAixcv8Pb25smTJ1qHlm4lSpTg888/Jzg4mODgYJo0aUL79u05c+aM1qFlyNGjR1m2bBlVq1bVOpQMq1SpEmFhYfrl9OnTWoeUbg8ePKB+/fqYm5vz008/cfbsWb788ksKFiyodWhCCI3IkEJZqHbt2lSvXh0/Pz/9Ond3dzp06MCsWbM0jCzjdDod27Zto0OHDlqHkinu3LlDsWLFCAoK4q233tI6nExTuHBhvvjiCwYMGKB1KOny+PFjqlevzpIlS5g+fToeHh74+vpqHVa6TJ06le3btxMSEqJ1KJli4sSJ/P7770Zd+5KbyJBC2USGFEqRlFRmkZiYGI4dO4a3t7fBem9vbw4dOqRRVCI5kZGRgJqE5QZxcXF8++23PHnyhLp162odTroNHz6cNm3a0KxZM61DyRQXL17E2dkZNzc3unXrxuXLl7UOKd127NhBjRo1ePfddylWrBienp4sX75c67CEEBoy0zqA3Oru3bvExcXh4OBgsN7BwYHw8HCNohJJURSFsWPH8uabb1K5cmWtw8mQ06dPU7duXZ4/f46NjQ3btm2jYsWKWoeVLt9++y3Hjx/n6NGjWoeSKWrXrs2aNWsoV64ct2/fZvr06dSrV48zZ85QpEgRrcNLs8uXL+Pn58fYsWP5+OOP+fPPPxk5ciSWlpb06dNH6/DES6bppmkdQiJTlClahyCygCSVWUz3SvG9oiiJ1gltjRgxglOnTvHbb79pHUqGlS9fnpCQEB4+fMiWLVvo27cvQUFBRpdYhoaGMmrUKPbu3YuVlZXW4WSKVq1a6W9XqVKFunXrUqZMGVavXs3YsWM1jCx94uPjqVGjBjNnzgTA09OTM2fO4OfnJ0mlEHmUVH9nEXt7e0xNTROVSkZERCQqvRTa+eCDD9ixYwcHDhygRIkSWoeTYRYWFrzxxhvUqFGDWbNmUa1aNRYsWKB1WGl27NgxIiIi8PLywszMDDMzM4KCgvjqq68wMzMjLi5O6xAzLH/+/FSpUoWLFy9qHUq6ODk5Jfpnxd3d3Wg7IgohMk6SyixiYWGBl5cXAQEBBusDAgKoV6+eRlGJBIqiMGLECLZu3cr+/ftxc3PTOqQsoSgK0dHRWoeRZk2bNuX06dOEhITolxo1atCzZ09CQkIwNTXVOsQMi46O5ty5czg5OWkdSrrUr18/0TBcf//9N6VKldIoIiGE1qT6OwuNHTuW3r17U6NGDerWrcuyZcu4fv06Q4YM0Tq0dHn8+DH//POP/v6VK1cICQmhcOHClCxZUsPI0m748OFs2LCBH374gQIFCuhLlO3s7LC2ttY4uvT5+OOPadWqFS4uLjx69Ihvv/2WwMBA9uzZo3VoaVagQIFE7Vvz589PkSJFjLbd6/jx42nXrh0lS5YkIiKC6dOnExUVRd++fbUOLV3GjBlDvXr1mDlzJl26dOHPP/9k2bJlLFu2TOvQhBAakaQyC3Xt2pV79+7x6aefEhYWRuXKldm9e7fR/icfHBxM48aN9fcT2oH17dsXf39/jaJKn4Rhnho1amSwftWqVfTr1y/7A8oEt2/fpnfv3oSFhWFnZ0fVqlXZs2cPzZs31zo0Ady4cYPu3btz9+5dihYtSp06dThy5IjRfh/UrFmTbdu24ePjw6effoqbmxu+vr707NlT69DSLDQ0FJ1Op28C8+eff7JhwwYqVqzI+++/r3F0QhgPGadSCCFEntagQQPef/99evfuTXh4OOXLl6dSpUr8/fffjBw5kk8++UTrEF8rpfEGjbb3d07s1CrjVKZI2lQKIYTI0/766y9q1aoFwHfffUflypU5dOgQGzZsMLpaGCG0JEmlEEKIPC02NhZLS0sA9u3bx9tvvw1AhQoVCAsL0zI0IYyKJJVCCCHytEqVKrF06VIOHjxIQEAALVu2BODWrVtGOTC9EFqRpFIIIUSeNnv2bL7++msaNWpE9+7dqVatGqBORZlQLS6EeD3p/S2EECJPa9SoEXfv3iUqKopChQrp17///vvky5dPw8iEMC5SUimEECLPUxSFY8eO8fXXX/Po0SNAncRCkkohUk9KKoUQQuRp165do2XLlly/fp3o6GiaN29OgQIFmDNnDs+fP2fp0qVahyiEUZCSSiGEEHnaqFGjqFGjBg8ePDCYUatjx4788ssvGkYmhHGRkkohhBB52m+//cbvv/+OhYWFwfpSpUpx8+ZNjaISwvhISaUQQog8LT4+nri4uETrb9y4QYECBTSISAjjJEmlEHnAnTt3cHR0ZObMmfp1f/zxBxYWFuzdu1fDyITQXvPmzfH19dXf1+l0PH78mClTptC6dWvtAhPCyEj1txB5QNGiRVm5ciUdOnTA29ubChUq0KtXL4YNG4a3t7fW4Qmhqfnz59O4cWMqVqzI8+fP6dGjBxcvXsTe3p6NGzdqHZ4QRkOSSiHyiNatWzNo0CB69uxJzZo1sbKy4vPPP9c6LCE05+zsTEhICBs3buT48ePEx8czYMAAevbsadBxRwiRMp2iKIrWQQghssezZ8+oXLkyoaGhBAcHU7VqVa1DEkJkgqioKOzs7IiMjMTW1tbgsWm6aRpFlbwpypTXb6TTZX0gaZWqlCkHxk3Scaf0vkkPKakUIg+5fPkyt27dIj4+nmvXrklSKQSwZs2aFB/v06dPNkUihHGTpFKIPCImJoaePXvStWtXKlSowIABAzh9+jQODg5ahyaEpkaNGmVwPzY2lqdPn+pn1JGkUojUkd7fQuQRkyZNIjIykq+++oqPPvoId3d3BgwYoHVYQmjuwYMHBsvjx4+5cOECb775pnTUESINJKkUIg8IDAzE19eXtWvXYmtri4mJCWvXruW3337Dz89P6/CEyHHKli3L559/nqgUUwiRPKn+FiIPaNSoEbGxsQbrSpYsycOHD7UJSAgjYGpqyq1bt7QOQwijIUmlEEKIPG3Hjh0G9xVFISwsjEWLFlG/fn2NohLC+EhSKYQQIk/r0KGDwX2dTkfRokVp0qQJX375pTZBCWGEJKkUQgiRp8XHx2sdghC5gnTUEUIIIYQQGSYllUIIIfKcsWPHpnrbefPmZWEkQuQeklQKIYTIc06cOJGq7XQ5capAIXIoSSqFEELkOQcOHNA6BCFyHWlTKYQQQgghMkxKKoUQQuR5R48e5fvvv+f69evExMQYPLZ161aNohLCuEhJpRBCiDzt22+/pX79+pw9e5Zt27YRGxvL2bNn2b9/P3Z2dlqHJ4TRkKRSCCFEnjZz5kzmz5/Pzp07sbCwYMGCBZw7d44uXbpQsmRJrcMTwmhIUimEECJPu3TpEm3atAHA0tKSJ0+eoNPpGDNmDMuWLdM4OiGMhySVQggh8rTChQvz6NEjAIoXL85ff/0FwMOHD3n69KmWoQlhVCSpFEIIkSeFhIQA0KBBAwICAgDo0qULo0aNYtCgQXTv3p2mTZtqGKEQxkV6fwshhMiTqlevjqenJx06dKB79+4A+Pj4YG5uzm+//UanTp2YPHmyxlEKYTykpFIIIUSe9Pvvv1O9enXmzp1LmTJl6NWrF0FBQXz00Ufs2LGDefPmUahQIa3DFMJoSFIphBAiT6pbty7Lly8nPDwcPz8/bty4QbNmzShTpgwzZszgxo0bWocohFGRpFIIIUSeZm1tTd++fQkMDOTvv/+me/fufP3117i5udG6dWutwxPCaEhSKYQQQvyrTJkyTJw4kUmTJmFra8vPP/+sdUhCGA1JKjVw6tQp+vfvj5ubG1ZWVtjY2FC9enXmzJnD/fv3s+Scrq6u9OvXL0uOnZw7d+5gYmLC0KFDEz02atQodDodPj4+iR4bMGAApqamPHjwIDvCFFnA398fnU6nX8zMzHBycqJbt25cvHhRs7imTp2KTqfT7PxJOXfuHL1796Z06dJYWVlhb29P9erVGTFiBFFRUVlyzrNnzzJ16lSuXr2a6LENGzbg6+ubJedNTr9+/QzeL5aWlpQvX54pU6bw/Plz/XYZef1Sc11BQUH07dsXR0dHPvroIzp16sTvv/+ervMJkRdJ7+9stnz5coYNG0b58uX58MMPqVixIrGxsQQHB7N06VIOHz7Mtm3bMv2827Ztw9bWNtOPm5KiRYtSqVIlDhw4kOixwMBA8ufPn+xjHh4e0kA+F1i1ahUVKlTg+fPn/P7778yYMYMDBw5w/vx5eX2BEydOUL9+fdzd3fnkk09wdXXl7t27nDx5km+//Zbx48dnyef27NmzTJs2jUaNGuHq6mrw2IYNG/jrr78YPXp0pp83JdbW1uzfvx+ABw8esHHjRj799FPOnz/Ppk2bMnz85K4rNDQUf39//P39uXLlCvXq1WPhwoV06dKF/PnzZ/i8QuQlklRmo8OHDzN06FCaN2/O9u3bsbS01D/WvHlzxo0bx549e7Lk3J6enlly3Ndp3LgxCxcuJDw8HEdHRwDu37/P6dOnGTduHL6+vjx69IgCBQoAcOPGDS5fvsy4ceM0iVdkrsqVK1OjRg0AGjVqRFxcHFOmTGH79u30799f4+i05+vri4mJCYGBgfrPAEDnzp357LPPUBRFw+gy17Nnz7C2tk72cRMTE+rUqaO/36pVK65evcp3333HvHnzKF68eKbH1Lx5cw4cOEDRokXp06cP7733HuXLl8/08wiRV0j1dzaaOXMmOp2OZcuWGSSUCSwsLHj77bf19+Pj45kzZw4VKlTA0tKSYsWK0adPn0Q9Ek+cOEHbtm0pVqwYlpaWODs706ZNG4PtXq3+DgwMRKfTsXHjRiZNmoSzszO2trY0a9aMCxcuJIpt3759NG3aFFtbW/Lly0f9+vX55ZdfXnvNjRs31p8vQVBQEGZmZowfPx6AgwcP6h9LKLlM2G/Tpk14e3vj5OSEtbU17u7uTJw4kSdPnuj38fX1RafT8c8//yQ6/4QJE7CwsODu3bsZvhaRcQkJ5u3bt/Xrnj9/zrhx4/Dw8MDOzo7ChQtTt25dfvjhh0T763Q6RowYwdq1a3F3dydfvnxUq1aNnTt3Jtp2165deHh4YGlpiZubG3Pnzk0ypufPn+Pj44ObmxsWFhYUL16c4cOH8/DhQ4PtXF1dadu2LTt37sTT01P/fkw4t7+/P+7u7uTPn59atWoRHBz82ufj3r172NraYmNjk+Tjr1b17tmzh6ZNm2JnZ0e+fPlwd3dn1qxZ+seDg4Pp1q0brq6uWFtb4+rqSvfu3bl27Zp+G39/f959911A/ZwlVDn7+/vTqFEjdu3axbVr1wyqoxPExMQwffp0/XdS0aJF6d+/P3fu3Enyudq6dSuenp5YWVkxbdq01z4fr0pIMl+O/1Wp+Z5M7rqsra3ZsmULN27cYPbs2ZJQCpFBklRmk7i4OPbv34+XlxcuLi6p2mfo0KFMmDCB5s2bs2PHDj777DP27NlDvXr19EnSkydPaN68Obdv32bx4sUEBATg6+tLyZIl9dOOpeTjjz/m2rVrfPPNNyxbtoyLFy/Srl074uLi9NusW7cOb29vbG1tWb16Nd999x2FCxemRYsWr03GGjZsiImJiUE194EDB6hRowYODg54eXkZJJwHDhzA1NSUBg0aAHDx4kVat27NihUr2LNnD6NHj+a7776jXbt2+n169eqFhYUF/v7+BueOi4tj3bp1tGvXDnt7+wxfi8i4K1euAFCuXDn9uujoaO7fv8/48ePZvn07Gzdu5M0336RTp06sWbMm0TF27drFokWL+PTTT9myZQuFCxemY8eOXL58Wb/NL7/8Qvv27SlQoADffvstX3zxBd999x2rVq0yOJaiKHTo0IG5c+fSu3dvdu3axdixY1m9ejVNmjQhOjraYPuTJ0/i4+PDhAkT2Lp1K3Z2dnTq1IkpU6bwzTffMHPmTNavX09kZCRt27bl2bNnKT4fdevWJSwsjJ49exIUFJTi9itWrKB169bEx8ezdOlSfvzxR0aOHGmQPF29epXy5cvj6+vLzz//zOzZswkLC6NmzZr674w2bdowc+ZMABYvXszhw4c5fPgwbdq0YcmSJdSvXx9HR0f9+sOHDwNq8ta+fXs+//xzevTowa5du/j8888JCAigUaNGiWI/fvw4H374ISNHjmTPnj288847KT4XSUn4R7Fo0aLJbpOa78nkrmvHjh20b98eU1PTNMcmhEiCIrJFeHi4AijdunVL1fbnzp1TAGXYsGEG6//44w8FUD7++GNFURQlODhYAZTt27eneLxSpUopffv21d8/cOCAAiitW7c22O67775TAOXw4cOKoijKkydPlMKFCyvt2rUz2C4uLk6pVq2aUqtWrddei4eHh1KuXDn9/SpVqigTJ05UFEVRPvroI6VGjRr6x9zc3JI9Znx8vBIbG6sEBQUpgHLy5En9Y506dVJKlCihxMXF6dft3r1bAZQff/wx065FpM6qVasUQDly5IgSGxurPHr0SNmzZ4/i6OiovPXWW0psbGyy+7548UKJjY1VBgwYoHh6eho8BigODg5KVFSUfl14eLhiYmKizJo1S7+udu3airOzs/Ls2TP9uqioKKVw4cLKy197e/bsUQBlzpw5BufZtGmTAijLli3TrytVqpRibW2t3LhxQ78uJCREARQnJyflyZMn+vXbt29XAGXHjh0pPk/Pnz9XOnTooAAKoJiamiqenp7KpEmTlIiICP12jx49UmxtbZU333xTiY+PT/GYL3vx4oXy+PFjJX/+/MqCBQv067///nsFUA4cOJBonzZt2iilSpVKtH7jxo0KoGzZssVg/dGjRxVAWbJkiX5dqVKlFFNTU+XChQupirNv375K/vz5ldjYWCU2Nla5c+eOsmDBAkWn0yk1a9bUbzdlyhSD1y+135MpXVduERkZqQBKZGRkosemMjXHLakCOW9JXeA5cElaSu+b9JCSyhwqoWTv1R7btWrVwt3dXV+q9sYbb1CoUCEmTJjA0qVLOXv2bJrO83J1O0DVqlWB/6qbDh06xP379+nbty8vXrzQL/Hx8bRs2ZKjR48aVEUnpXHjxvz999/cunWLe/fu8ddff9GoUSNALck8ceIEkZGRXL9+nStXruirvgEuX75Mjx49cHR0xNTUFHNzcxo2bAiovWYT9O/fnxs3brBv3z79ulWrVuHo6EirVq0y7VpE2tSpUwdzc3MKFChAy5YtKVSoED/88ANmZobNub///nvq16+PjY0NZmZmmJubs2LFCoPXOEHjxo0N2h86ODhQrFgx/Xv2yZMnHD16lE6dOmFlZaXfrkCBAgYl3IC+Y8irn7N3332X/PnzJyq99vDwMGjb5+7uDqjVq/ny5Uu0PqVqWwBLS0u2bdvG2bNnmT9/Pt26dePOnTvMmDEDd3d3fVOUQ4cOERUVxbBhw1Ls/fz48WMmTJjAG2+8gZmZGWZmZtjY2PDkyZMkn8u02LlzJwULFqRdu3YGnx8PDw8cHR0NahxA/S55uUT6dZ48eYK5uTnm5uYULVqU0aNH06pVqxQ7Lqb2e1IIkT0kqcwm9vb25MuXT1/99zr37t0DwMnJKdFjzs7O+sft7OwICgrCw8ODjz/+mEqVKuHs7MyUKVOIjY197XmKFClicD+hrWdCVVZC27fOnTvrv/ATltmzZ6MoymuHQXq5XWVgYCCmpqbUr18fgDfffBNQ21W+2p7y8ePHNGjQgD/++IPp06cTGBjI0aNH2bp1q0GMoDbqd3Jy0ldvPnjwgB07dtCnTx991VZmXItImzVr1nD06FH279/P4MGDOXfunH6O5QRbt26lS5cuFC9enHXr1nH48GGOHj3Ke++9ZzCcTIJX37Ogvm8T3g8PHjwgPj5e3zHsZa+uu3fvHmZmZomqV3U6HY6OjvrPWYLChQsb3LewsEhxfVLxJ8Xd3Z3Ro0ezbt06rl+/zrx587h3755+3umENoslSpRI8Tg9evRg0aJFDBw4kJ9//pk///yTo0ePUrRo0ddWxb/O7du3efjwIRYWFok+P+Hh4QbtliHp766UWFtbc/ToUY4ePcqpU6d4+PAhu3btSrGDTmq/J7WwZMkS/bBxXl5eBm3HU/L7779jZmaGh4dH1gYoRBaQ3t/ZxNTUlKZNm/LTTz9x48aN1/44JPxwhoWFJdr21q1b+jaCAFWqVOHbb79FURROnTqFv78/n376KdbW1kycODFDcSecZ+HChQY9M1/m4OCQ4jHeeustTE1NCQwMxNLSkurVq+s7Jtja2uLh4cGBAwe4f/8+ZmZm+oRz//793Lp1i8DAQH3pJJCoAwWoz2/v3r356quvePjwIRs2bCA6Otqgh3FmXItIG3d3d33nnMaNGxMXF8c333zD5s2b6dy5M6C2c3Vzc2PTpk0GpXCvtmdMrUKFCqHT6QgPD0/02KvrihQpwosXL7hz545BYqkoCuHh4dSsWTNdMWSETqdjzJgxfPrpp/z111/Af20KU5o2MDIykp07dzJlyhSDz31Cm9WMsre3p0iRIsmOUPFy6TEk7mT0OiYmJvr3Smql5XsyO23atInRo0fr23J+/fXXtGrVirNnz1KyZMlk94uMjKRPnz40bdrUoDObEMZCSiqzkY+PD4qiMGjQIGJiYhI9Hhsby48//ghAkyZNAPUH92VHjx7l3LlzNG3aNNH+Op2OatWqMX/+fAoWLMjx48czHHP9+vUpWLAgZ8+epUaNGkkuCaUyybGzs8PT01NfUplQ9Z2gYcOGHDhwgMDAQGrVqqVPOBN+lF7tKf/1118neZ7+/fvz/PlzNm7ciL+/P3Xr1qVChQqZei0iY+bMmUOhQoX45JNPiI+PB9TX2cLCwiAJCQ8PT7L3d2ok9L7eunWrQUnho0eP9J+vBAmfo1c/Z1u2bOHJkydJfs4yU1hYWJLrb926RVRUFM7OzgDUq1cPOzs7li5dmuwwQzqdDkVREn1evvnmG4OOd5C4RuLVx5Ja37ZtW+7du0dcXFySnx0tek6n5XsyuevKCvPmzWPAgAEMHDgQd3d3fH19cXFxwc/PL8X9Bg8eTI8ePahbt262xClEZpOSymxUt25d/Pz8GDZsGF5eXgwdOpRKlSoRGxvLiRMnWLZsGZUrV6Zdu3aUL1+e999/n4ULF2JiYqIfs23y5Mm4uLgwZswYQG3ntGTJEjp06EDp0qVRFIWtW7fy8OFDmjdvnuGYbWxsWLhwIX379uX+/ft07tyZYsWKcefOHU6ePMmdO3de+0UJainVF198gU6nY/bs2QaPNWzYkPnz56MoCj179tSvr1evHoUKFWLIkCFMmTIFc3Nz1q9fz8mTJ5M8R4UKFahbty6zZs0iNDSUZcuWZcm1iPQrVKgQPj4+fPTRR2zYsIFevXrph54ZNmwYnTt3JjQ0lM8++wwnJ6d0z77z2Wef0bJlS/34r3FxccyePZv8+fMblNo1b96cFi1aMGHCBKKioqhfvz6nTp1iypQpeHp60rt378y69CS9//77PHz4kHfeeYfKlStjamrK+fPnmT9/PiYmJkyYMAFQ37tffvklAwcOpFmzZgwaNAgHBwf++ecfTp48yaJFi7C1teWtt97iiy++wN7eHldXV4KCglixYgUFCxY0OG/lypUBWLZsGQUKFMDKygo3NzeKFClClSpV2Lp1K35+fnh5eelLELt168b69etp3bo1o0aNolatWpibm3Pjxg0OHDhA+/bt6dixY5Y+X69K7fckkOx1ZbaYmBiOHTuWqJbI29ubQ4cOJbvfqlWruHTpEuvWrWP69OmvPU90dLRBaX5Wzb4kRFpIUpnNBg0aRK1atZg/fz6zZ88mPDwcc3NzypUrR48ePRgxYoR+Wz8/P8qUKcOKFStYvHgxdnZ2tGzZklmzZumrfcqWLUvBggWZM2cOt27dwsLCgvLly+Pv70/fvn0zJeZevXpRsmRJ5syZw+DBg3n06BHFihXDw8Mj1VM/JiSVJiYm+naUCRo0aKAvZXm5FLNIkSLs2rWLcePG0atXL/Lnz0/79u3ZtGkT1atXT/I8/fv35/3338fa2pquXbtmybWIjPnggw/0QwJ1796d/v37ExERwdKlS1m5ciWlS5dm4sSJ3LhxI11jGwL6CQb+97//0bVrVxwdHRk2bBjPnj0zOKZOp2P79u1MnTqVVatWMWPGDOzt7enduzczZ85McjzZzPTBBx+wadMmli9fzs2bN3ny5AlFixalbt26rFmzxqCZxoABA3B2dmb27NkMHDgQRVFwdXU1+Jxv2LCBUaNG8dFHH/HixQvq169PQEAAbdq0MTivm5sbvr6+LFiwQD8o/apVq+jXrx+jRo3izJkzfPzxx0RGRuq7j5qamrJjxw4WLFjA2rVrmTVrFmZmZpQoUYKGDRtSpUqVLH2ukpOa70kg2evKbHfv3iUuLi5RUxoHB4ckm2SAOnTaxIkTOXjwYKJObMmZNWtWuj8fQmQVnZIVnyohhBAiD7p16xbFixfn0KFDBtXYM2bMYO3atZw/f95g+7i4OOrUqcOAAQMYMmQIoM5xvn37dkJCQpI9T1IllS4uLkRGRiaa2nOaLucln1OUKa/fKJ3zvGepVKVMOTBuko47KioKOzu7JN836SEllUIIIUQmsbe3x9TUNFGpZERERJIdAR89ekRwcDAnTpzQ11TFx8ejKApmZmbs3btX33b0ZZaWllleki5EWklHHSGEECKTWFhY4OXlRUBAgMH6gIAA6tWrl2h7W1tbTp8+TUhIiH4ZMmQI5cuXJyQkhNq1a2dX6EJkmJRUCiGEEJlo7Nix9O7dmxo1alC3bl2WLVvG9evX9dXbPj4+3Lx5kzVr1mBiYqLvOJWgWLFiWFlZJVovRE4nSaUQQgiRibp27cq9e/f49NNPCQsLo3LlyuzevZtSpUoB6lBS169f1zhKITKfdNQRQgghjFxKHS6ko04mko46KZI2lUIIIYQQIsOk+vs14uPjuXXrFgUKFEjztGMi71IUhUePHuHs7IyJifzvlhryWRPpIZ81IXIOSSpf49atW7i4uGgdhjBSoaGhr53nXajksyYyQj5rQmhPksrXKFCgAKB+YWVGewORNyQMRJzw/hGvJ581kR7yWRMi55Ck8jUSquFsbW3lh06kWU6sxv3111/54osvOHbsGGFhYWzbto0OHTqkuE9QUBBjx47lzJkzODs789FHH+mHR0mwZcsWJk+ezKVLlyhTpgwzZsxI01zQ8llLu7j4OA5eP0jYozCcCjjRoGQDTE1MtQ5LEznxsyZEXmNUDVB+/fVX2rVrh7Ozs37O3tcJCgrCy8sLKysrSpcuzdKlS7M+UCFysCdPnlCtWjUWLVqUqu2vXLlC69atadCgASdOnODjjz9m5MiRbNmyRb/N4cOH6dq1K7179+bkyZP07t2bLl268Mcff2TVZeR5W89txXWBK41XN6bH1h40Xt0Y1wWubD23VevQhBB5lFEllVnxYyhEXtOqVSumT59Op06dUrX90qVLKVmyJL6+vri7uzNw4EDee+895s6dq9/G19eX5s2b4+PjQ4UKFfDx8aFp06b4+vpm0VXkbVvPbaXzd525EXXDYP3NqJt0/q6zJJZCCE0YVfV3q1ataNWqVaq3f/nHEMDd3Z3g4GDmzp3LO++8k0VRCpG7HD58GG9vb4N1LVq0YMWKFcTGxmJubs7hw4cZM2ZMom1SSiqjo6OJjo7W34+KisrUuHOruPg4Ru0ZhZLEuHMKCjp0jN4zmvbl2+fZqnAhhDaMqqQyrZL7MQwODiY2NjbJfaKjo4mKijJYkvT3Ygh4E37vARcWwfOIzA5f5FTPwuD8AvitG+ytD5dWaB1RlgoPD8fBwcFgnYODAy9evODu3bspbhMeHp7scWfNmoWdnZ1+kZ7fqXPw+sFEJZQvU1AIjQrl4PWD2RiVEELk8qQyNT+Gr0r1D93DU3Dnd7i2EY59AD+UglOfQNzzzL4MkVO8eAohPvCDKxwfDdc3wd1D8PAvrSPLcq92gkiYiOvl9Ultk1LnCR8fHyIjI/VLaGhouuOLi48j8GogG09vJPBqIHHxcek+Vk4X9igsU7cTQojMYlTV3+mRmh/Dl/n4+DB27Fj9/YThKhIpPxocmsLjfyB0K9w/Bn99BmE/Q4OtkK94pl2DyAGeXINfO8CDEPV+kVpQoiMUeAMKVtUysizn6OiYqMQxIiICMzMzihQpkuI2r/5T9zJLS0ssLS3TFdPLvZ4v3r/I8mPLufHov9K7ErYlWNByAZ3cU9du1Jg4FXDK1O2EECKz5OqkMjU/hq9K9Q+dnbu6AFT0gdAt8OdguPcnBDSAZkGQX6rzcoXHl2FfQ3h6AyyLQu1voHi7nDkvbRaoW7cuP/74o8G6vXv3UqNGDczNzfXbBAQEGLSr3Lt3L/Xq1cv0eLae28qoPaNSrAJO6LCyucvmXJdYNijZgBK2JbgZdTPJdpU6dJSwLUGDkg00iE4IkZfl6urvhB+6l736Y5gpdDoo2RlaBoPNG/DkCuxvCjEPMu8cQhvPI+CXpmpCaesOLY9BibeNOqF8/PgxISEhhISEAOooCSEhIVy/fh1QS+v79Omj337IkCFcu3aNsWPHcu7cOVauXMmKFSsYP368fptRo0axd+9eZs+ezfnz55k9ezb79u1j9OjRmRp7cr2eX5WQbI3eMzrXVYWbmpiyoOUCQE0gX5Zw37elr3TSEUJkO6NKKrPixzBT2bhB0/2QvxQ8uqh25MhlP2h5Snws/NYFnlxV/1lo+kuuKH0ODg7G09MTT09PAMaOHYunpyeffPIJAGFhYfrPFICbmxu7d+8mMDAQDw8PPvvsM7766iuDERTq1avHt99+y6pVq6hatSr+/v5s2rSJ2rVrZ1rcKfV6Tkpu7rDSyb0Tm7tspritYTObErYlcmXprBDCOBhV9XdwcDCNGzfW309o+9i3b1/8/f2T/TEcM2YMixcvxtnZOdGPYabL7wJv/QB760H4Xjg3Gyp9nHXnE1nn9DSICAKzAtBwB1jnjjZqjRo10rctToq/v3+idQ0bNuT48eMpHrdz58507tw5o+El63W9npPzug4rxjorTSf3TrQv394oYxdC5E5GlVRm1Y9hpitUDWr6wZG+cGoKOLWCwp7ZG4PImLtH4Ows9XadFf+1nxWaSW9v5pQ6rCTVPjOlTj7ZnYC+7nymJqY0cm2UZecXQoi0MKqk0qi49YYb2+HGNvhzEHj/AVKCYBziY+GPgaDEg2tPKPmu1hEJ0t6b+XUdVhLaZ75anZ5cJ5+0JqAZld3nE0KIjDKqNpVGRadTSyvNbdXhhi4t1zoikVoXFkLkGbAsAl4LtI5G/Cuh1/OrnVOS8roOK6+blQYMO/lkxrSIaRlLU6ZhFEIYI0kqs5K1A1Sdrt4+OQliHmoajkiF53fg9FT1tsdsNbEUmnk5ETt4/SDzvecDiXs9v+p1HVbSMitNWhPQpGw9txXXBa40Xt2YHlt70Hh1Y1wXuCaZHGbG+YQQQgtS/Z3Vyg6Ff5ZC5Fk4Owc8ZmodkUjJmRnw4hEUqg6l+2sdTZ6WXPXv+Hrj2fjXRoP1xW2K07xMc2wsbChTuAzDagzDwswi2WOnZVaatCSgSbVvTGs1e0bPJ4QQWpGkMquZmEG1mepsLBd8ofwHuaYXca7z5Bpc9FNve3wOOinI10pKidjcQ3PZ1HkTRfMXNZhRx/+kv367Lw9/mWLbw7TMSpORaRFfV+qoQ8foPaNpX769vppepmEUQhgr+dXMDsXfBvu6EPcMzs3VOhqRnDOfQ3wMODQBp+ZaR5Nnpab6d9zecTQo2QBLM0umBk41mKIRXt/28HXtM3XocLF1oUHJBhmaFjEtpY4pHSe15xNCCC1JUpkddDqorA4szcWlars9kbM8vQmXV6q3q0zRNpY87lDooVQlYoFXA9Pd9jAts9KkJQF9VXpKHTNyPiGE0JIkldnFqQUUrgFxT+GC9CjOcc59qZZSFntLXYRmwh+Hp2q7wKuBaS4FfFlqZ6XJyLSI6Sl1lGkYhRDGSpLK7KLTQSUf9fZFP3jxVNt4xH9iIuHSN+rtij7axiJwtHHM1OOlVFrYyb0TV0dd5UDfA2zotIEDfQ9wZdSVRG0x0zstYnpLHWUaRiGEMZKOOtmpeHuwKQ2PL8OV1WrPcKG9S9+oPb7tKqolykJT9VzqUcK2BDejbiZZtZ0wqHkj10ZMPzj9tcd7XWlhamelSc+0iAmljp2/64wOncH1vK7UUaZhFEIYGympzE4mplB+tHr7vC+kMOWkyCbxcfD3QvV2hbFqibLQVGqrfxu5Nsr2tocJCWj3Kt1p5NooVQleRkod03M+IYTQiiSV2a10PzArAI/+htv7tY5G3NqtDiVkURhK9dA6GvGv1CRixtT2MLXV7JC2mXeEECInkerv7GZeQJ0X/OISdXFsqnVEedvFJerfMu+BmbW2sQgDqan+TUg+kxok3belb45qe5iaanaZ71sIYcwkqdRC2aFqMnPjB3Uom3zFX7+PyHyPL0PYHvX2G0O0jUUkKTWJWG5pe5jWmXfyirj4OKN/bYXIKySp1ELBylD0Tbjzm9php9LHWkeUN136d1xKx+ZQoIy2sYgMSW1nm5wqPTPv5AVSciuEcZE2lVopM0D9e2klKPHaxpIXxcfBZX/1dpmBmoYiRHpm3jFWqW0zmlBy++rz8rrZkoQQ2pGkUisl31U77Dy+BBG/ah1N3hP2Mzy7CZZFoER7raMReVxeme9767mtuC5wpfHqxvTY2oPGqxvjusA1UYKYmqk6k5stSQihHUkqtWKWH0p1U28nlJiJ7HPFX/3r2gtMLTUNRYi8MN93Wkoe81LJrRC5iSSVWnLro/4N3SIz7GSnmIdwY4d6262vpqGI3CGjwwDl9vm+01rymFdKboXIbSSp1FLR+pDfDV48hhvbtY4m77i+GeKjwa4SFPLQOhph5FJbpZsSYxpzMz3SWvKYF0puhciNJKnUkk6njlkJcGWttrHkJVfXqX/d+sgMOiJDMrMzSW6e7zutJY+5veRWiNxKkkqtufZU/4YHwPM72saSFzy98V/HqFLdtY1FGLWs6EySlpl3jElaSx5ze8mtELmVJJVasy0HhaqDEqe2rRRZ69p3gAJFG0B+F62jEUYsqzqT5Mb5vtNT8pibS26FyK1k8POcwLU7PDgO1zZCWZnZJUtd26j+Teh5L0Q6SWeS1Esoeez8XWd06AxKd1MqecwtsyUJkVdISWVOULKr+jfiV3XaRpE1Hl2C+8GgM4WSnbWORhi5YvmLZep2WS2jPdQzKr0lj7mx5FaI3EpKKnOC/C5gXw/uHlKrwMuP1Dqi3On69+pfh8ZglTN+6IXIDjllukMpeRQid5OSypyi5Lvq3+ubtY0jNwv997lNeK6FyICIJxGZul1WyWnTHUrJoxC5l9EllUuWLMHNzQ0rKyu8vLw4eDD5RvCBgYHodLpEy/nz57Mx4lRyeUf9e+c3eCZtsDLd48tw/xjoTKBEB62j0VxaPkf9+vVL8nNUqVIl/Tb+/v5JbvP8+fPsuBxNGMNYijLdoRAiOxlVUrlp0yZGjx7NpEmTOHHiBA0aNKBVq1Zcv349xf0uXLhAWFiYfilbtmw2RZwG+V2gSB1AgdDsLTnIE67/27O+WKM8X/Wd1s/RggULDD4/oaGhFC5cmHffNSzxtbW1NdguLCwMKyur7LgkTRjDWIoy3aEQIjsZVVI5b948BgwYwMCBA3F3d8fX1xcXFxf8/PxS3K9YsWI4OjrqF1PTHFrdUvLf0srQbdrGkRvd+Pc5TSgRzsPS+jmys7Mz+PwEBwfz4MED+vfvb7CdTqcz2M7R0TE7LkczxjCWovRQF0JkJ6NJKmNiYjh27Bje3t4G6729vTl06FCK+3p6euLk5ETTpk05cOBAittGR0cTFRVlsGSbEh3VvxGBEH0v+86b2z29BXcPq7dLtNc2Fo1l5HOUYMWKFTRr1oxSpUoZrH/8+DGlSpWiRIkStG3blhMnTqR4HE0/a5kkp4+laAxV9EKI3MNoen/fvXuXuLg4HBwcDNY7ODgQHh6e5D5OTk4sW7YMLy8voqOjWbt2LU2bNiUwMJC33noryX1mzZrFtGnTMj3+VClQBgpWhYen4OZOKN1Xmzhym5s/qH+L1IF8xVPeNpdLz+foZWFhYfz0009s2LDBYH2FChXw9/enSpUqREVFsWDBAurXr8/JkyeTbW6i6WctE6WmR3NcfJwmPZ4TquhvRt1Msl2lDh0lbEvIdIdCiExhNEllAt0rczUripJoXYLy5ctTvnx5/f26desSGhrK3Llzk00qfXx8GDt2rP5+VFQULi7ZOPNKiY5qUnljmySVmSWhOYFLR23jyEHS8jl6mb+/PwULFqRDhw4G6+vUqUOdOnX09+vXr0/16tVZuHAhX331VZLH0vyzlokSejQnRcvhfNI76LgQQqSH0VR/29vbY2pqmqg0JSIiIlGpS0rq1KnDxYsXk33c0tISW1tbgyVbuXRQ/4bthRdPs/fcuVFMpNqcAKTXNxn7HCmKwsqVK+nduzcWFhYpbmtiYkLNmjVz9mctG+SE4XxyehW9ECL3MJqk0sLCAi8vLwICAgzWBwQEUK9evVQf58SJEzg55eD2QwWrQf5SEPcMwn/ROhrjF7YH4mPBtoI6z7qROX78eKYeLyOfo6CgIP755x8GDBjw2vMoikJISEjO/qxlMS2H83l19pz25dtzddRVDvQ9wIZOGzjQ9wBXRl2RhFIIkamMqvp77Nix9O7dmxo1alC3bl2WLVvG9evXGTJEnS/bx8eHmzdvsmbNGgB8fX1xdXWlUqVKxMTEsG7dOrZs2cKWLVu0vIyU6XRQ/G34e6HaFrBEO60jMm43/m1PaaQddOrUqcPkyZOZNGkSJiaZ8z9gWj9HCVasWEHt2rWpXLlyomNOmzaNOnXqULZsWaKiovjqq68ICQlh8eLFmRKzMUrLcD7JVZ2nR06ZPUcIkfcYVVLZtWtX7t27x6effkpYWBiVK1dm9+7d+l6oYWFhBmPtxcTEMH78eG7evIm1tTWVKlVi165dtG7dWqtLSJ0SCUnlj6DEqwN2i7SLj4Vbu9Xbxd/WNpZ02r59O4MHD2bnzp2sXbuWcuUyXtqa1s8RQGRkJFu2bGHBggVJHvPhw4e8//77hIeHY2dnh6enJ7/++iu1atXKcLzGSovhfBKq218tHU2obpfqbiFEVtIpipK4bkboRUVFYWdnR2RkZPa1+YqPhS32EBsF3kfAvnb2nDe3uX0AfmkClkWhYxhkY2eEzHzfREZGMmrUKDZv3sysWbP44IMPMinKnEWTz1oWCrwaSOPVjV+73YG+BzKlpDIuPg7XBa7Jlo4m9PS+MupKruqYk9veN+mV0vMwTZfzRlmYokx5/Uap6DyY7VKVMuXAuJNohgOZ//mRIrCcyMQcnFqqt2/+qG0sxuzGv89d8TbZmlBmNjs7O/z9/fH392fMmDHY2dlRuHBhgyUvebW9YE6dYjC7Z9yR2XOEEFozqurvPKV4W7j+nZpUVpuudTTGR1H+S8id22obSyY4evQokydPply5cowbNw4zs7z50TWm9oLZPZyPzJ4jhNBa3vxlMgZOrdS2lA9PwZNrao9wkXqP/obH//xb6uv9+u1zqBcvXjBlyhTmzp3L8OHDmTlzZq6eTzslxtheMGE4n1cT4cLWhRlZeyTty2deBzKZPUcIoTWp/s6prOzBvq56O6GziUi9mzvVv8UagXkBTUPJiOrVq7Nx40b27t3LvHnz8mxCqeXwPBnVyb0TV0ddZVqjaRS2Vpsq3Ht2jymBU3Bd4JppY1Vmd3W7EEK8SpLKnMy5jfr35i5t4zBGt/59zhKeQyNVq1YtTp06RcOGDbUORVPG3l7whws/MDVwKvef3TdYn5mDoCdUtwOJEkuZPUcIkR0kqczJnP8d+uj2fnjxTNtYjElsFET8m1w45/Dho17jm2++wcbGRuswNGfM7QWzs5RVZs8RQmhJ2lTmZAWrQr4S8PSGOtWgcyutIzIOYQGgvIACZcG2rNbRiExgzO0Fs3sQ9E7unWhfvj0Hrx8k7FEYTgWcaFCygZRQCiGynCSVOZlOp5a0/bNMrQKXpDJ1EtqgGnkppfhPQnvBm1E3kyzxSxiDMSe2F9SilNXUxDRTZ+kRQojUkOrvnM7p30Qy7KdUDrqaxymK+lyBJJW5iDG3FzTmUlYhhEgLSSpzOsem6rA4jy/Do4taR5PzPTwJz8LANB8Ue0vraEQmMtb2gtIrWwiRV0j1d05nXgCKNlA769z6CWwzPvdzrnbr31JKhyZgmruG3/nzzz8JDAwkIiKC+Ph4g8fmzZunUVTZyxjbC2b3IOhCCKEVSSqNgXMrNakM+wkqjNI6mpwtIanMZe1PZ86cyf/+9z/Kly+Pg4MDupfmxNXlxPlxs5AxthdMbhD0ErYl8G3pm+ZS1rj4OKNKrIUQeUO6k8rY2FjCw8N5+vQpRYsWzXPzD2crp1Zw4kOICFKHFjKz1jqinCkmEu4eUm87t9Q2lky2YMECVq5cSb9+/bQORaRTZpWyGtNUlUKIvCVNbSofP37M119/TaNGjbCzs8PV1ZWKFStStGhRSpUqxaBBgzh69GhWxZp32VVUhxaKe64mliJpt38BJQ4KlAOb0lpHk6lMTEyoX7++1mGIDEooZe1epTuNXBulK6Hs/F3nREMUZeYg6kIIkV6pTirnz5+Pq6sry5cvp0mTJmzdupWQkBAuXLjA4cOHmTJlCi9evKB58+a0bNmSixelU0mm0ele6gW+R9tYcrJb/z43uazqG2DMmDEsXrxY6zCEhox5qkohRN6Q6urvQ4cOceDAAapUqZLk47Vq1eK9997Dz8+PlStXEhQURNmyMvB0pnFuCZeWS1KZHEX577lxyl1V3wDjx4+nTZs2lClThooVK2Jubm7w+NatUkIFubutYXYPop7dcvNrJ0Rekeqk8vvvv0/VdlZWVgwbNizdAeU08fHxlCxZkpiYGJ4/f65dIHYNwKI0PH8O9/6B/CW0iyUnevQPvDABq3JgW0d9nrKQubk5pqbZ94P3wQcfcODAARo3bkyRIkXyXOec1MjtbQ2NearK18ntr50QeUW6Ourcvn0bBweHJB87deoUVatWzVBQOYGiKISHh3P//n2WLl3K7du3uXPnjrZBlf4G4qPh5n0wj9U2lpwm9gm4LlWHEQrNnh/VggUL4ujomC0J3po1a9iyZQtt2rTJ8nMZo4S2hq9WDSe0NczJ41imVm4dRD0vvHZC5BXpSiqrVKnCN998w9tvv22wfu7cuUyePJlnz55lSnBaCg8P5+HDhxQrVoxnz57h6uqarSVTSXqeH55FgEUByF9K21hymsdXINYUrB3Byj5LT6UoCk+fPiUiIgIAJ6es/xEvXLgwZcqUyfLzGKPXtTXUoWP0ntG0L9/eqKtTjXmqyuTklddOiLwiXUnlhAkT6Nq1K3379mX+/Pncv3+f3r17c+bMGTZt2pTZMWa7uLg4fUJZsGBBrl27hpWVlfZJpVkRiIsA3ROwtACdTIgEgBIPT5+CBWBTBMyyftBza2t1WKeIiAiKFSuW5e+NqVOnMmXKFFatWkW+fPmy9FzGJre3NUyQGwdRzyuvnRB5RbqSynHjxtGsWTN69epF1apVuX//PnXq1OHUqVPJVosbk9hYtWo5x/14m+YDEzOIfwEvnqiz7QiIfaR21DGxyNZZdBLeH7GxsVmeVH711VdcunQJBwcHXF1dE3XUOX78eJaePyfLzW0NX5XZg6hrLS+9dkLkBeke/Lx06dJUqlSJLVu2ANClS5dckVC+LMd1htDpwNwWou9DbJQklQlio9S/5rbqc5RNsvP90aFDh2w7l7ExxraGGenpbIxTVSbHGF87IUTy0pVU/v777/Tq1YsiRYpw6tQpfv/9dz744AN27drF119/TaFChTI7TpFAn1RGAsW1jiZniI1U/5rbahtHFpoyZYrWIeRYxtbWMDN6OhvjVJVJMbbXLi2WLFnCF198QVhYGJUqVcLX15cGDZK+jq1bt+Ln50dISAjR0dFUqlSJqVOn0qJFi2yOWoiMSVejvCZNmtC1a1cOHz6Mu7s7AwcO5MSJE9y4cSPZcSxFJklInF48hXhteoD7+/tTsGBBTc6dSFyMOtMQ5OqkMsGxY8dYt24d69ev58SJE1qHkyMktDWE/9oWJshpbQ21mBEnLj6OwKuBbDy9kcCrgTlqcHRjeu3SYtOmTYwePZpJkyZx4sQJGjRoQKtWrbh+/XqS2//66680b96c3bt3c+zYMRo3bky7du3kMy6MTrqSyr179/L5558btOsqU6YMv/32G4MHD8604EQSTCz+m/s7odr3FeHh4XzwwQeULl0aS0tLXFxcaNeuHb/88kumhNC1a1f+/vvvTDlWhiWUUprlV9ub5lIRERE0adKEmjVrMnLkSEaMGIGXlxdNmzbVfqirHCChrWFxW8PS+xK2JXLMkDRazIiz9dxWXBe40nh1Y3ps7UHj1Y1xXeCq+XSOLye6ha0Ls6nzphz92qXVvHnzGDBgAAMHDsTd3R1fX19cXFzw8/NLcntfX18++ugjatasSdmyZZk5cyZly5blxx9/zObIhciYdP0KN2zYMMn1JiYmTJ48OUMBiVQwt4MXz9Sk0rKIwUNXr16lfv36FCxYkDlz5lC1alViY2P5+eefGT58OOfPn8/w6a2trfW9nzWnb09pp20cWeyDDz4gKiqKM2fO4O7uDsDZs2fp27cvI0eOZOPGjRpHqL2c3tYwu3s659TxH5Or/p/vPR/7/PY58rVLi5iYGI4dO8bEiRMN1nt7e3Po0KFUHSM+Pp5Hjx5RuHDhZLeJjo4mOjpafz8qKulCBiGyU6pLKr/99ttUHzQ0NJTff/89XQG9zpIlS3Bzc8PKygovLy8OHjyY4vZBQUF4eXlhZWVF6dKlWbp0aZbEla0Sqnljo9Rezy8ZNmwYOp2OP//8k86dO1OuXDkqVarE2LFjOXLkiH6769ev0759e2xsbLC1taVLly7cvn1b//jJkydp3LgxBQoUwNbWFi8vL4KDg4HE1d9Tp07Fw8ODtWvX4urqip2dHd26dePRo0f6bRRFYc6cOZQuXRpra2uqVavG5s2bk73EhQsXGjSl2L59OzqdzmD+6xYtWuAzeQYAl67fpX379jg4OGBjY0PNmjXZt2+fflsfHx/q1KmT6DxVq1Y1aK+4atUq3N3dsbKyokKFCixZsiTZGLPTnj178PPz0yeUABUrVmTx4sX89NNPGkaWsyS0NexepTuNXBvlqKQkO3s659R5wlOq/u+yuQv3n93Pka9dWty9e5e4uLhEHVcdHBwIDw9P1TG+/PJLnjx5QpcuXZLdZtasWdjZ2ekXFxeXDMUtRGZIdVLp5+dHhQoVmD17NufOnUv0eGRkJLt376ZHjx54eXlx//79TA0U0t5O5cqVK7Ru3ZoGDRpw4sQJPv74Y0aOHKnvsZ4miqIO46PF8kriiJmNOkZlfCzE/TfQ/P3799mzZw/Dhw8nf/78iS4hIRFUFIUOHTpw//59goKCCAgI4NKlS3Tt2lW/bc+ePSlRogRHjx7V/9f96jA2L7t06RLbt29n586d7Ny5k6CgID7//HP94//73/9YtWoVfn5+nDlzhjFjxtCrVy+CgoKSPF6jRo04c+YMd+/eBdR/Duzt7fXbv3jxgkOHDtGwngfoTHn8PJ7WrVuzb98+Tpw4QYsWLWjXrp3+vdGzZ0/++OMPLl26pD/HmTNnOH36ND179gRg+fLlTJo0iRkzZnDu3DlmzpzJ5MmTWb16dbLXnV3i4+OTfP7Nzc2Jj4/XICKRVtnZ0zktpaLZJacmulnl1dEhFEVJ1YgRGzduZOrUqWzatIlixYolu52Pjw+RkZH6JTQ0NMMxC5FRqa7+DgoKYufOnSxcuJCPP/6Y/Pnz4+DggJWVFQ8ePCA8PJyiRYvSv39//vrrrxQ/DOn1cjsVUNuh/Pzzz/j5+TFr1qxE2y9dupSSJUvi6+sLgLu7O8HBwcydO5d33nknbSePewpbNKpi7fJYbTOYQGcCZgXU9oSxUWCmjpf4zz//oCgKFSpUSPFw+/bt49SpU1y5ckX/3+3atWupVKkSR48epWbNmly/fp0PP/xQf6yyZcumeMz4+Hj8/f0pUEAd5qh379788ssvzJgxgydPnjBv3jz2799P3bp1AXVIqt9++42vv/46yeYUlStXpkiRIgQFBfHOO+8QGBjIuHHjmD9/PgBHjx7l+fPnvFnbA8xtqeZRhmoeHvr9p0+fzrZt29ixYwcjRoygcuXKVK1alQ0bNuibaKxfv56aNWtSrlw5AD777DO+/PJLOnVSqwTd3Nw4e/YsX3/9NX379k3x+rNakyZNGDVqFBs3bsTZ2RmAmzdvMmbMGJo2bZrm46WlZ2pgYCCNGzdOtP7cuXMG77UtW7YwefJkLl26RJkyZZgxYwYdO3ZMc2y5VXb2dM7uUtHUNDnIKwOd29vbY2pqmqhUMiIi4rXD7m3atIkBAwbw/fff06xZsxS3tbS0xNLSMsPxCpGZ0tRRp23btvz8889ERESwdu1aRowYQc+ePZk6dSp//PEHN2/eZObMmVmSUCa0U/H29jZYn1I7lcOHDyfavkWLFgQHB+sHOH9VdHQ0jx8/Jj4+nri4OOLicuh/zS9Xgf9L+bdE83X/DZ87dw4XFxeD6pKKFStSsGBBfSn02LFjGThwIM2aNePzzz83KOFLiqurqz6hBHXqwoRpDM+ePcvz589p3rw5NjY2+mXNmjXJHlen0/HWW28RGBjIw4cPOXPmDEOGDCEuLo5z584RGBhI9WoVsbHJB+a2PHnyhI8++kh/HTY2Npw/f96gFLtnz56sX79e/1xt3LhRX0p5584dQkNDGTBggEGM06dPf+21Z4dFixbx6NEjXF1dKVOmDG+88QZubm48evSIhQsXpulYaS3xT3DhwoX/t3fnYVGV7R/Av8Ow7wnKvoqyiCumgqn4KgIumaZSGkIpRhAK1Gtab4qW2eKCpmiaiuYS/gRTc4MUFBMXENIU0UKEFFJRQVxA4Pn9Mc3kwLDMwMyZGe7Pdc01M2eemXOfM3Pk9llRWloqur34H42srCwEBQUhODgYv/32G4KDgzFlyhScPXtWpuNVR4oc6ayoWlFpBgJ1lInOtbW14eXlhbS0NLHtaWlp8PHxafJ9u3btQmhoKHbu3IkxY8bIO0xC5EKmgTpmZmYYP358e8fSLFn6qZSVlUksX1tbi3v37klcs3np0qVITEzE+vXrxdcw5+sLagy5wJewso9oaqFHAKsDeHx069YNPB4P+fn5zU6W3VQzzIvb4+LiMHXqVBw8eBCHDx/GwoUL8eOPPzZZ89SwaZbH44maZYX3Bw8ehI2N+AjP5v6n7evriw0bNiAzMxO9e/eGqakphg4dihMnTiAjPR2+Pn1E5+K/sTE4evQoli1bBhcXF+jp6WHSpEmoqakRfd7UqVMxb948XLhwAU+fPkVJSQneeOMNsRg3btyIgQMHisXB+fKcAOzs7HDhwgWkpaXh6tWrYIzBw8OjxdoMSaSt8RcSLlsqSXx8PPz8/DB//nwAgqa5EydOID4+ngYRvUBRK+IoolZU2oFAHWmi89jYWAQHB6N///7w9vbGhg0bUFxcjPDwcACC6+PWrVvYtm0bAEFCOX36dKxatQqDBg0S/U3T09ODiYl6D0Ik6kWmpLKkpAQ8Hg+2trYAgHPnzmHnzp3w8PDArFmz2jXAhqTtpyKpvKTtQvPnz8f777+Pv//+W7Qc3sWLFwUrtfAb91PkDF9XML1QfQ3wvArQNkGnTp3g7++PtWvXYvbs2Y36VT58+BCmpqbw8PBAcXExSkpKRLWVV65cQUVFhdhAkO7du6N79+6IiYnBm2++iS1btsjUnOnh4QEdHR0UFxc3OXOAJL6+vpgzZw727NkDX19fAIKZB3755ReczsrCnHc+F5wHvg4yMzMRGhoqiq+qqgpFRUVin2dra4uhQ4dix44dePr0KUaOHCn6T4eFhQVsbGxQWFgoqr1URn5+fvDz85P5/W0Zmdq3b188e/YMHh4e+N///ifWJJ6VlYWYmBix8v7+/qKuJ5J01NGrihilLu91wlvqH8kDD9FHojHedbxoH+o80XlDQUFBKC8vx+LFi1FaWgpPT08cOnQIDg4OAIDS0lKxloHvvvsOtbW1iIyMRGRkpGh7SEgIEhMTFR0+ITKTKamcOnUqZs2aheDgYJSVlWHkyJHw9PTE9u3bUVZWhgULFrR3nDL1U7G0tJRYXlNTE2ZmZhLfo6OjA8YY7t69Cz6frxS1VBKJlmy8J2gC1xb8bzYhIQE+Pj4YMGAAFi9ejF69eqG2thZpaWlYt24d8vPzMXLkSPTq1QvTpk1DfHw8amtrERERgWHDhqF///54+vQp/vvf/2LSpElwcnLCX3/9hfPnz0vfD/UfRkZG+PDDDxETE4P6+nq88sorqKysxOnTp2FoaNhkf0Vhv8odO3Zg3759AASJ5gcffAAAeGVQb1GNrYuLC1JSUjBu3DjweDx8+umnEgewCLtr1NTUiPpnCsXFxWH27NkwNjZGYGAgqqurkZ2djQcPHiA2NlamY2+L1atXt7rs7NmzW1VOlhp/KysrbNiwAV5eXqiursYPP/yAESNGICMjA0OHDgXQdKtAc6Ndly5dikWLFrUqbnWjiBVx5FkrKkv/SHknusomIiICEREREl9rmChmZGTIPyBCFECmpPL333/HgAEDAAC7d+9Gz5498euvvyI1NRXh4eFySSpf7KfyYm1ZWlpak03x3t7ejSaPTU1NRf/+/ZsdyawyREllBQBBjaOTkxMuXLiAJUuW4IMPPkBpaSk6d+4MLy8v0cS7PB4PP/30E6KiojB06FBoaGggICBA1DePz+ejvLwc06dPx99//w1zc3NMnDixTQnAZ599hi5dumDp0qUoLCyEqakp+vXrh48//rjJ9/B4PAwbNgw//fSTaBBJr169YGJiAmcHKxgbGYqSypUrV+Kdd96Bj48PzM3N8dFHH0ms+Zo8eTKioqLA5/MbdRGYOXMm9PX18c0332Du3LkwMDBAz549ER0dLfNxt0XDpPfu3bt48uSJqAn64cOH0NfXR5cuXVqdVApJU+Pv6uoKV1dX0XNvb2+UlJRg2bJloqRS2s8EBK0CLybrlZWVNC1KO5NXrais/SMV1fxPCOGGTEnl8+fPRX3hfvnlF7z66qsAADc3N5SWyq+TtbT9VMLDw7FmzRrExsYiLCwMWVlZ2LRpk/r08RL2q6x7JliukK8NQFCztGbNGqxZs6bJt9rb24tq/xrS1tZu9hyFhoYiNDRU9DwuLg5xcXFiZaKjo8WSMR6Ph9mzZ0ud/DScy5LH46H8zi3g4e+C2lpNweAgR0dHHD9+XKzsi81IQqampnj27FmT+5s6dSqmTp0qVYzycuPGDdHjnTt3IiEhAZs2bRIleAUFBQgLC5NqFau2jEx90aBBg7B9+3bR86ZaBZr7TBq9qhjyqBVtS/9IZZ+knhAiO5mWaezRowfWr1+PzMxMpKWlISAgAABw+/btJpuV20NQUBDi4+OxePFi9OnTBydPnmy2n4qTkxMOHTqEjIwM9OnTB5999hlWr14tczOu0tHQ/HeqoSaWbFRLwmPVNAQ6yB+iTz/9FN9++61YjaGrqytWrlyJ//3vf63+HFlHpjaUm5srNtDN29u70WempqZK9ZlEdQj7RzYcxS7EAw92xnZN9o9U5knqCSGyk6mm8quvvsKECRPwzTffICQkBL179wYA7N+/X9QsLi/S9FMBBAM7Lly4INeYOKVlLJgg/XkFoGvOdTSKIVzvW1hT2wGUlpZKnAarrq5ObCWk1pC2xj8+Ph6Ojo7o0aMHampqsH37diQnJ4stIjBnzhwMHToUX331FcaPH499+/bhl19+walTp9pw1ERZdbT+kYSQ1pEpqfT19cW9e/dQWVmJl156SbR91qxZ0NeXMP0NkR8tE+Bp6b9LNrZixQaVxuqB5/8s/6jm632/aMSIEQgLC8OmTZvg5eUFHo+H7OxsvPvuu1JPKyTtyNSamhp8+OGHuHXrFvT09NCjRw8cPHgQo0ePFpXx8fHBjz/+iP/973/49NNP0bVrVyQlJTWanomoD+ofSQhpiMdYwzUAW+/u3bsoKCgAj8dD9+7d0blz5/aMjTPPnj3DjRs34OTkBC0tLeTm5qJv377KORKcMeBBnmCuSmM3QMuQ64jk63klUHkN0NACTHtxmkS/+DvR1dUVe62yshImJiaoqKiAsXHba1Tv3r2LkJAQHDlyRDTIrLa2Fv7+/khMTJTLggOK1tQ5a+2KLYQbXH8/7X2tqarmzsMinvLNsrCQLWy5kDJWkrQqZVLCuCVM4wW0//UjU03l48ePERUVhW3btommbeHz+Zg+fTq+/fZbqq1UJOHUQjUPBAlXR0gqAcExK+M/OHLSuXNnHDp0CNeuXRNNfu7u7i5aYlJdpeSnSKwJWxWwimrCONBUAqnKyyoSQtqPTEllbGwsTpw4gQMHDmDw4MEAgFOnTmH27Nn44IMPRFPXqDpJ8xwqJVFSWQHAmuto5OvFpJJjXPw+hBPSdwTSrthC5IsSfEJIS2RKKpOTk8VWOQGA0aNHQ09PD1OmTFH5pFJbWxsaGhpio9mfPXumnM3fAFCnA9QAqHkMaFUJRoWro/rnwJMngsd12kAzUwPJE2MMNTU1uHv3LjQ0NKCtrS33fdbV1SExMRHHjh3DnTt3GiW0DadTUnWyrNjSEXDR1FxXX4clmUuwMKNxcyUl+ISQF8mUfTx58kTi/HNdunTBE+EffRWmoaEBJycnlJaW4vbt27h79y709PSgoSHTDEyK8bRCkHTdKwA01bT7QW0VUF0uWJ7yYdOreSiKvr4+7O3tFfK7mDNnDhITEzFmzBh4eno2O6m4OpBlxRZ1x0VNYUp+CuYcnoO/Hkn+LiQl+Fz3sSSEcEempNLb2xsLFy7Etm3bRAMUnj59ikWLFsHb27tdA+SKtrY27O3t8eDBA4wePRo5OTkwNFTi/oqXk4CiRMBuEtD7c66jkY8LHwK3fwZcwgGnaE5D4fP50NTUVFhy9+OPP2L37t1iI67VmawrtqgrLroCNLXPhl5M8O8/vd+qxJcST0LUk0xJZXx8PAIDA2Fra4vevXuDx+MhLy8POjo6SE1Nbe8YOcPj8aCpqYni4mJoa2s3GuGrVKy8gYJFwO0fgQHfqN8glvo6oPRHoKYcsH4FUObvQg60tbXh4uLCdRgK05YVW9QNF10BmttnU/YV7MOqM6taTHypbyYh6kumdruePXvi+vXrWLp0Kfr06YNevXrhyy+/xB9//IEePXq0d4ykNboMBfi6wNNbQMVlrqNpf/dzBE3fWsaAeceb+/CDDz7AqlWr0IYZwFRKW1dsUQV19XXIKMrArku7kFGUgbr6OonlpOkK0F5a2qck2y9ubzLxBYDoI9HYc3kPJu2e1OizhYlnSn6K7EETQjgnU03l0qVLYWFhgbCwMLHtmzdvxt27d/HRRx+1S3BECpp6QBdfoPQIcPswYOrJdUTtq/Sw4N7STzBHZQdz6tQppKen4/Dhw+jRo4dorkqhlBT1+mPc3IotgCBRWT5quco2mUpTW8dFVwBpPosHHsz1zXH3yd0mywgT34hDETT4ihA1JlNN5XfffQc3N7dG24VrghOOWAcK7kuPcBuHPNz+55iEx9jBmJqaYsKECRg2bBjMzc1hYmIidlNHwhVbbIxtJL4emxqrVDVbra15FPZVbG1tHRddAaT9rGk9p7WqXGsSz/ascSWEKJZMNZVlZWWwsmr8j07nzp1RWtoxOs4rJatAAHOAu5mCpQy1jLiOqH1UlwPlZwWPrfy5jYUjW7Zs4ToETkx0n4j6+npM3jO50WvKNJ1Na2seZekfKewKcKvylsT38cCDrbFtu3YFaGmfQrZGtlgVuAqd9Doh/mx8u+y7owy+IkQdyVRTaWdnh19//bXR9l9//RXW1mo++bYyM3IBDJ0FUwv9rUbzFpamAmCAiSegb8t1NESB6urrEJMaI/G1F/vqNVUrqAjS1DzK0j9S2BUAQKM+psLn8QHx7dpk3Nw+hRb5LkJRdBEmuk9sVR/YzvqtW8a3Iwy+IkRdyZRUzpw5E9HR0diyZQtu3ryJmzdvYvPmzYiJiWnUz5IoEI8HWP8z5cztw9zG0p6Ex2LdMabTacqePXswZcoUDBo0CP369RO7qSsuBqlIo6WaR0A86ZW1f2RTXQFsjW3lVlPb1D7tjO2QPCUZC4YtECWyrUl8145eq/aDrwjp6GRq/p47dy7u37+PiIgI1NTUAAB0dXXx0UcfYf78+e0aIJGS9Wjg2hrg9iHBwveqPrUQq/93kE4HTipXr16NTz75BCEhIdi3bx/efvtt/Pnnnzh//jwiIyO5Dk9ulH2+SmknaW9L/8iJ7hMx3nW8Qud3lGafwiRUUjeA+IB4THSfCL4GX+LgK3nVuBJCFEumpJLH4+Grr77Cp59+ivz8fOjp6aFbt27Q0dFp7/iItLr4CqYWelIimFpI1UeBl2cD1fcEUwl19uE6Gs4kJCRgw4YNePPNN7F161bMnTsXzs7OWLBgAe7fv891eHKj7PNVSpv0trV/JF+Dr/AVhKTZZ0tJaGsST0KI6mrTItGGhoZ4+eWX2ysW0h409YAuwwW1e7cPqn5SefuQ4L6DTiUkVFxcDB8fQVKtp6eHR48eAQCCg4MxaNAgrFmzhsvw5IaLQSrSkDbpbW6qJHWprWspCeWixpUQohhKvJg1kZmoX+UhbuNoD7cPCu47cNM3AFhaWqK8vBwA4ODggDNnzgAAbty4odYTonMxSEUaskzSzkX/yLZq7XRJrSVMPN/s+SZ8HX0poSRETbSpppIoKZsxQE4UcPdXoOYBoP0S1xHJ5mkZcD9b8LiDJ5X/+c9/cODAAfTr1w8zZsxATEwM9uzZg+zsbEycqHxJSHtS5iZTWWseVam2jpZVJIS0FiWV6sjQCTDxACquALePAo5vcB2RbIQ1rZ1eBvQsuY2FYxs2bEB9fT0AIDw8HJ06dcKpU6cwbtw4hIeHcxyd/ClzEiZr0stF/0hpCadLamk9b0IIASipVF/WY/9JKg+qcFL5T9O3zVhu41ACGhoa0ND4t7fKlClTMGXKFADArVu3YGMjedUZdaLMSZgyJ72ykmWidkJIx0Z9KtWVzRjB/e1DQH0tt7HIoq76n0nP8e+xEDFlZWWIioqCi4sL16EQtL2fYHv3W2wrZZ8jlBCifCipVFfmPoK+lDX3gXtZXEcjvb8zgNoqQM8aeEl9J/duycOHDzFt2jR07twZ1tbWWL16Nerr67FgwQI4OzvjzJkz2Lx5M9dhkjZKyU+B4ypHDN86HFNTpmL41uFwXOXI6drmyj5HKCFE+VBSqa40NAHrf2r4bu3nNhZZCGO2Gaf6E7i3wccff4yTJ08iJCQEnTp1QkxMDMaOHYtTp07h8OHDOH/+PN58802uwyRtIM0yj4qk7HOEEkKUDyWV6sz2VcH9rQPcxiEtxv6N2WYct7Fw7ODBg9iyZQuWLVuG/fv3gzGG7t274/jx4xg2bBjX4ZE2knaZR0WSZbokQkjHRkmlOrPyF0wYXlkAVF7jOprWe/ibYEUgvj5g8R+uo+HU7du34eHhAQBwdnaGrq4uZs6cyXFUpL0oc79FZZ8jlBCifFQmqXzw4AGCg4NhYmICExMTBAcH4+HDh82+JzQ0FDweT+w2aNAgxQSsDLSMBavrAMBf+7iNRRrCWK38BCsEdWD19fXQ0vp3JSE+nw8DAwMOI1J/ihwwo+z9FlVxonZCCHdUZkqhqVOn4q+//sKRI0cAALNmzUJwcDAOHGi+aTcgIABbtmwRPdfW1pZrnErH7jWgLBX46yfA479cR9M6f/0kuLedwGkYyoAxhtDQUOjo6AAAnj17hvDw8EaJZUoKdwM61ImiJ/pWhX6L6jhdEiFEPlQiqczPz8eRI0dw5swZDBw4EACwceNGeHt7o6CgAK6urk2+V0dHB5aWHXjibJtXgfMRghHgT8uUfxLxqiLgQR7A06D5KQGEhISIPX/rrbc4ikT9cTHRt7KvbS6kzHOEEkKUh0oklVlZWTAxMREllAAwaNAgmJiY4PTp080mlRkZGejSpQtMTU0xbNgwLFmyBF26dGmyfHV1Naqrq0XPKysr2+cguKJvA5gNAMrPCUZUu8ziOqLmCWspOw8FdMw4DUUZvFjLTuSHq4m+ZV3mURnV1ddRbSYhHZxK9KksKyuTmAh26dIFZWVlTb4vMDAQO3bswPHjx7F8+XKcP38e//nPf8SSxoaWLl0q6rdpYmICOzu7djkGTtm+JrgvUYEmUmGMwpiJXCQkJMDJyQm6urrw8vJCZmbTA0FSUlLg5+eHzp07w9jYGN7e3jh69KhYmcTExEb9l3k8Hp49eybvQ2kXsg6YaY/+l+rQb1EZ59kkhCgep0llXFycxD9EL96ys7MBADwJcxUyxiRuFwoKCsKYMWPg6emJcePG4fDhw7h27RoOHjzY5Hvmz5+PiooK0a2kpKTtB8o1u9cF92XHgJoH3MbSnKdlwN1Tgsd2yv+HVFUlJSUhOjoan3zyCXJzczFkyBAEBgaiuLhYYvmTJ0/Cz88Phw4dQk5ODoYPH45x48YhNzdXrJyxsTFKS0vFbrq6uoo4pDaTZcBMeyZSE90nomhOEdJD0rFz4k6kh6TjxpwbKpNQKuM8m4QQxeO0+fv999/HG280vy61o6MjLl68iL///rvRa3fv3oWFhUWr92dlZQUHBwdcv369yTI6OjqiQRFqw7g7YOIJVPwO/LUfcA5p+T1c+GsvACZorjdQgxpiJbVixQrMmDFDNDVRfHw8jh49inXr1mHp0qWNysfHx4s9/+KLL7Bv3z4cOHAAffv2FW3n8Xgq239Z2gEz8uh/qYr9Ftu72wA1oROi2jhNKs3NzWFubt5iOW9vb1RUVODcuXMYMGAAAODs2bOoqKiAj49Pq/dXXl6OkpISWFl1wBUg7F4XJJUlycqbVBYnC+6FNauk3dXU1CAnJwfz5s0T2z5q1CicPn26VZ9RX1+PR48eoVOnTmLbq6qq4ODggLq6OvTp0wefffaZWNLZkDL1X5ZmwAxX/S+VkTTdBlpKmBU98p4Q0v5Uok+lu7s7AgICEBYWhjNnzuDMmTMICwvD2LFjxQbpuLm5Ye/evQAEf+A+/PBDZGVloaioCBkZGRg3bhzMzc0xYUIHnKrGfpLgvvQoUFPBbSySPLsL3EkXPKakUm7u3buHurq6RjX8FhYWzfZPftHy5cvx+PFjTJkyRbTNzc0NiYmJ2L9/P3bt2gVdXV0MHjy42VYBWfovy2sOSWkm+lbmCcsVTdZ5Nht+j/93+f8kNqH/VfkXXt/9OjWhE6IiVGL0NwDs2LEDs2fPxqhRowAAr776KtasWSNWpqCgABUVgoSJz+fj0qVL2LZtGx4+fAgrKysMHz4cSUlJMDIyUnj8nDPpARi7A5X5gsnFnadzHZG4kmSA1QOdvACjrlxHo/Ya9kVuqX+y0K5duxAXF4d9+/aJDZ4bNGiQ2MICgwcPRr9+/fDtt99i9erVEj9r/vz5iI2NFT2vrKxsNrGUd02WcMCMpH3EB8SL9qHsE5YrkizzbEr6Hvk8vsSaX6FZB2Z1iJpfQlSdyiSVnTp1wvbt25stw9i//yjp6ek1GqHaofF4gEMQcCkOKN6tfEll8W7BvX0Qt3GoOXNzc/D5/Ea1knfu3Gmxf3JSUhJmzJiB//u//8PIkSObLauhoYGXX3653fovK2oOydZM9K0KE5YrirTzbDb1Pdax5mucy5+WY0nmEiwYtqD9gieEtDuVaP4m7cT+n+bKslSg+j63sbzoaRlw54Tgsf1kbmNRc9ra2vDy8kJaWprY9rS0tGb7J+/atQuhoaHYuXMnxowZ0+J+GGPIy8trl/7LLfVhBIDoI9Ht2hTu6+iLN3u+CV9H30a1Y8JEqmEzuRAPPNgZ23E+YbkiSNNtoLnvsTWWn16OmtqatgVMCJErSio7EhN3wLQXUP9c0NysLG4mCZq+zQYCho5cR6P2YmNj8f3332Pz5s3Iz89HTEwMiouLER4eDkDQLD19+r812bt27cL06dOxfPlyDBo0CGVlZSgrKxN1NQGARYsW4ejRoygsLEReXh5mzJiBvLw80We2hbL1YZQmkeoIWjvPZkvfY0sqayphu9KW+lcSosRUpvmbtBPHqUDeRaBoB+ASxnU0AkU7BPeO07iNo4MICgpCeXk5Fi9ejNLSUnh6euLQoUNwcHAAAJSWlorNWfndd9+htrYWkZGRiIyMFG0PCQlBYmIiAODhw4eYNWsWysrKYGJigr59++LkyZOi2RraQhn7MLa2/2VH0ZpuA+3x/dx9clduS2YSQtqOx17siEgaqayshImJCSoqKmBsbMx1OG33uBjYJ0geML6Y+/kgK68DP3cHeHxgwm1At+klNFWJ2v1uFKCpc5ZRlIHhW4e3+P70kHSFz/NI8yq2Xmu/x5YI+2nemHMDfA0+XWv/aO48LOIt4iiqpi1kC1su1IrBgwrXqpRJCeNuottJe18/1Pzd0RjYA12GCh4Lawi5VPTP4CtLP7VJKEn7UuY+jC31vyT/aul7bK2ONGUTIaqGksqOyOmf/nI3trbyf11ywuoFMbwYEyENUB9G9dCa71EaHWHKJkJUDSWVHZH9FICvD1ReBcrPcRfHnRPA45uAlglg+xp3cRCl19rBIIoir0nY1V1z32PylGQkT0mGuX7Lq6wBHWPKJkJUDQ3U6Yi0jASr1hT9ABRuAcwHchPHn1sE9w5vAJp63MRAVEZrBoMoAi0n2DYtfY9ju41F52WdUVktednOhnNfEkKUByWVHVXXtwVJZdFOoO8yQMtQsfuveQCU/J/gsXOoYvdNVJawDyNXFDUJu7pr7nv8+frPTSaUgKBPJXV3IEQ5UfN3R9XFFzB0AWofAcVJit//je1A3TPBvJlmHNWUEiIFRU/C3hEJz3FzzPTMMN51vIIiIoRIg5LKjorHA1xmCR5f/06x+2YM+GOD4LHLLOWcNoKQBpRtEnZ11JoJ0sufltM5JkRJUVLZkTmHABpawP3zQPl5xe33biZQ8TvA16MJz4nKUMZJ2NUNnWNCVBsllR2ZbhfAPkjwuOBbxe23YLXg3ikY0DZV3H4JaYPWjjamUcmyo3NMiGqjpLKjc50tuC9OAp7+Lf/9PS4B/vpJ8Lh7lPz3R0g7UeZJ2NUFnWNCVBsllR2d2cuCgTL1NcD1tfLfX8EqgNUBFsMBU0/574+QdkKTsMsfnWNCVBsllQRw/1Bwf20N8LxKfvupeQD88c+gILcP5bcfQuRE2SZhV0d0jglRXTRPJQFsJwBG3YBH14E/NwJuMfLZz7UEoLYKMO0JWAfKZx+EyJmyTMKuzugcE6KaKKkkgAYfcJ8LnAsDrnwNuLwLaOq37z6eVwJXVwgeu39E0wgRlcb1JOwdAZ1jQlQPNX8TAafpgIEj8KwMuL6u/T//6iqg5j5g7CpYlpEQQgghaoWSSiLA1wY8PxU8vvIlUPOw/T772T3g6nLBY884Qc0oIYQQQtQKJZXkX07BgLEbUH0PuLyk/T730kLgeQVg2huwn9x+n0sIIYQQpUFJJfmXhhbQd5ngccEqoPJ62z/z4e//jvj2Wkm1lIQQQoiaoqSSiLMeDVj5A/XPgXOzBOt0y6q+Djg7UzAvpe0EwdyUhBCVVVdfh4yiDOy6tAsZRRmoq6/jOiRCiBKh0d9EHI8HvLwOOOgJ3MkQ1DJ2C5ftswpWAeVnAS1joL8Cl4EkhLS7lPwUzDkyB39V/iXaZmtsi1UBq2juSEIIAKqpJJIYOgG9Pxc8vhAjaMKWVnk28Ns8weM+XwP6Ns2XJ4QorZT8FEzaPUksoQSAW5W3MGn3JKTkp3AUGSFEmVBSSSRznQNYBQB1z4DMiYIR3K31tAw4NUnQhG47AXCZJb84CXkB182zXO9fHurq6zDnyBwwNO4KI9wWfSRaLY6VENI2KpNULlmyBD4+PtDX14epqWmr3sMYQ1xcHKytraGnpwdfX19cvnxZvoGqC54G4L0N0LcXrLRzYpxgAvOWVN8HMkYDj28Chi7AoE000TlRiJT8FDiucsTwrcMxNWUqhm8dDsdVjgqrReN6//KSWZzZqIbyRQwMJZUlyCzOVGBUhBBlpDJJZU1NDSZPnoz33nuv1e/5+uuvsWLFCqxZswbnz5+HpaUl/Pz88OjRIzlGqkZ0OwPDjwDaLwHlZ4BfhgGPS5ouX3UD+GUo8CAX0DEHhh8WvJcQOeO6eZbr/ctT6aPSdi1HCFFfKpNULlq0CDExMejZs2eryjPGEB8fj08++QQTJ06Ep6cntm7diidPnmDnzp1yjlaNmLgD//kF0OkMPMgDDvUECr4Fah//W+Z5FZC/AjjUC6i4DOhZAyPSASMXzsImHQfXzbNc71/erIys2rUcIUR9qUxSKa0bN26grKwMo0aNEm3T0dHBsGHDcPr06SbfV11djcrKSrFbh9epHzAqCzAbIJjEPGc2sMcMONIfOOwFJJsBuR8AtVVA58HAqNOAqSfXUZMOguvmWa73L29D7IfA1tgWPEjuxsIDD3bGdhhiP0TBkRFClI3aJpVlZWUAAAsLC7HtFhYWotckWbp0KUxMTEQ3Ozs7ucapMoy6An6/Av3XAobOQH01cD8HeHABqK8BjLoBAzYAI04ABg5cR0s6EK6bZ7nev7zxNfhYFbAKABollsLn8QHx4NPCBoR0eJwmlXFxceDxeM3esrOz27QPXoNBIoyxRtteNH/+fFRUVIhuJSXN9CHsaDQ0ge4RwLg/gLFXgaE/AUP3AeOuA2MLAJcwWjGHKBzXzbNc718RJrpPxJ4pe2BjLD41mK2xLfZM2UPzVBJCAHCcVL7//vvIz89v9ubpKVszqqWlJQA0qpW8c+dOo9rLF+no6MDY2FjsRhrg8QBjV8B2PGD7qqDvJI3wVikJCQlwcnKCrq4uvLy8kJnZfNPsiRMn4OXlBV1dXTg7O2P9+vWNyiQnJ8PDwwM6Ojrw8PDA3r175RW+GK6bZ7nev6JMdJ+IojlFSA9Jx86JO5Eeko4bc25QQkkIEeE0qTQ3N4ebm1uzN11dXZk+28nJCZaWlkhLSxNtq6mpwYkTJ+Dj49Neh0CIyklKSkJ0dDQ++eQT5ObmYsiQIQgMDERxcbHE8jdu3MDo0aMxZMgQ5Obm4uOPP8bs2bORnJwsKpOVlYWgoCAEBwfjt99+Q3BwMKZMmYKzZ8/K/Xi4bp7lev+KxNfgw9fRF2/2fBO+jr5qcUyEkPajMn0qi4uLkZeXh+LiYtTV1SEvLw95eXmoqqoSlXFzcxPVjvB4PERHR+OLL77A3r178fvvvyM0NBT6+vqYOnUqV4dBCOdWrFiBGTNmYObMmXB3d0d8fDzs7Oywbt06ieXXr18Pe3t7xMfHw93dHTNnzsQ777yDZcuWicrEx8fDz88P8+fPh5ubG+bPn48RI0YgPj5eIcfEdfMs1/snykcerQGEKDuVWft7wYIF2Lp1q+h53759AQDp6enw9fUFABQUFKCiokJUZu7cuXj69CkiIiLw4MEDDBw4EKmpqTAyMlJo7IQoi5qaGuTk5GDevHli20eNGtXkrAhZWVlisygAgL+/PzZt2oTnz59DS0sLWVlZiImJaVSmuaSyuroa1dXVoudtnWlhovtEjHcdj8ziTJQ+KoWVkRWG2A9RWG0a1/snykPYGpCQkIDBgwfju+++Q2BgIK5cuQJ7e/tG5YWtAWFhYdi+fTt+/fVXREREoHPnznj99dc5OAJCZKMySWViYiISExObLcOY+DxxPB4PcXFxiIuLk19ghKiQe/fuoa6uTqpZEcrKyiSWr62txb1792BlZdVkmZZmWli0aJGMRyKZsHmWK1zvnyiHF1sDAEFN/tGjR7Fu3TosXbq0UfkXWwMAwN3dHdnZ2Vi2bBkllUSlqExSyRVhokrzVRJpCH8vDf+joyyknRVBUvmG22WZaSE2Nlb0vKKiAvb29nStEako27Umr9aAhhrW9Atb6SRdP8/wTOrjkDeVvc5VNW5Ijru9rx9KKlsgXNKR5qsksnj06BFMTEy4DkPE3NwcfD5fqlkRLC0tJZbX1NSEmZlZs2VammlBR0dH9Fz4jxtda0QWynKtyas1oKGmavpV5fr50uRLrkOQjRL8xmTTfNztdf1QUtkCa2trlJSUwMjISKzWpbKyEnZ2digpKVGLaYfU6XiU4VgYY3j06BGsra052X9TtLW14eXlhbS0NEyYMEG0PS0tDePHj5f4Hm9vbxw4cEBsW2pqKvr37y+qQfH29kZaWppYv8rU1FSpZlroKNeaLOgcCEg6D8p6rcmjNeBFDWv66+vrcf/+fZiZmTW7n7ZQ1d8hxd209r5+KKlsgYaGBmxtbZt8Xd3mslSn4+H6WJSh1kSS2NhYBAcHo3///vD29saGDRtQXFyM8PBwAII/Vrdu3cK2bdsAAOHh4VizZg1iY2MRFhaGrKwsbNq0Cbt27RJ95pw5czB06FB89dVXGD9+PPbt24dffvkFp06danVcHe1akwWdA4GG50GZrjV5tQY01LCmHwBMTU1lD1wKqvo7pLgla8/rR2WmFCKEtI+goCDEx8dj8eLF6NOnD06ePIlDhw7BwUGwvGZpaanYnJVOTk44dOgQMjIy0KdPH3z22WdYvXq12AACHx8f/Pjjj9iyZQt69eqFxMREJCUlYeDAgQo/PkK49GJrwIvS0tKarLkX1vS/qGFrACGqgMeUpXeziqmsrISJiQkqKipU8n8+DanT8ajTsRD6PgE6B0Kqch6SkpIQHByM9evXi1oDNm7ciMuXL8PBwaFRa8CNGzfg6emJd999V9QaEB4ejl27dinV6G9VOf8NUdyKQ83fMtLR0cHChQsbNT+oKnU6HnU6FkLfJ0DnQEhVzkNQUBDKy8uxePFilJaWwtPTs1WtATExMVi7di2sra0btQYoA1U5/w1R3IpDNZWEEEIIIaTNqE8lIYQQQghpM0oqCSGEEEJIm1FSSQghhBBC2oySSkIIIYQQ0maUVDYjISEBTk5O0NXVhZeXFzIzM5stf+LECXh5eUFXVxfOzs5Yv369giJt3tKlS/Hyyy/DyMgIXbp0wWuvvYaCgoJm35ORkQEej9fodvXqVQVFLVlcXFyjmCwtLZt9j7J+L+Rf6nKttYU050BZr8+2OHnyJMaNGwdra2vweDz89NNPLb5HHX8Hyur06dPg8/kICAjgOpRWCQ0NFbs2zMzMEBAQgIsXL3IdWquUlZUhKioKzs7O0NHRgZ2dHcaNG4djx45xHVqzKKlsQlJSEqKjo/HJJ58gNzcXQ4YMQWBgoNg0EC+6ceMGRo8ejSFDhiA3Nxcff/wxZs+ejeTkZAVH3tiJEycQGRmJM2fOIC0tDbW1tRg1ahQeP37c4nsLCgpQWloqunXr1k0BETevR48eYjFdunSpybLK/L0QAXW61mQl7TkQUsbrU1aPHz9G7969sWbNmlaVV8ffgTLbvHkzoqKicOrUqRZ/l8oiICBAdG0cO3YMmpqaGDt2LNdhtaioqAheXl44fvw4vv76a1y6dAlHjhzB8OHDERkZyXV4zWNEogEDBrDw8HCxbW5ubmzevHkSy8+dO5e5ubmJbXv33XfZoEGD5BajrO7cucMAsBMnTjRZJj09nQFgDx48UFxgrbBw4ULWu3fvVpdXpe+lo1Lna621pD0Hynp9thcAbO/evc2WUcffgbKqqqpiRkZG7OrVqywoKIgtWrSI65BaFBISwsaPHy+27eTJkwwAu3PnDjdBtVJgYCCzsbFhVVVVjV5T9mueaiolqKmpQU5ODkaNGiW2fdSoUTh9+rTE92RlZTUq7+/vj+zsbDx//lxuscqioqICANCpU6cWy/bt2xdWVlYYMWIE0tPT5R1aq1y/fh3W1tZwcnLCG2+8gcLCwibLqtL30hGp+7XWGrKcAyFlvD4VRd1+B8osKSkJrq6ucHV1xVtvvYUtW7aAqdgU11VVVdixYwdcXFyaXE9dGdy/fx9HjhxBZGQkDAwMGr2uqPXdZUVJpQT37t1DXV0dLCwsxLZbWFigrKxM4nvKysoklq+trcW9e/fkFqu0GGOIjY3FK6+8Ak9PzybLWVlZYcOGDUhOTkZKSgpcXV0xYsQInDx5UoHRNjZw4EBs27YNR48excaNG1FWVgYfHx+Ul5dLLK8q30tHpc7XWmvJcg6U9fpUJHX7HSizTZs24a233gIgaFKuqqpS+r59APDzzz/D0NAQhoaGMDIywv79+5GUlAQNDeVNff744w8wxuDm5sZ1KDKhZRqbwePxxJ4zxhpta6m8pO1cev/993Hx4kWcOnWq2XLC/5UKeXt7o6SkBMuWLcPQoUPlHWaTAgMDRY979uwJb29vdO3aFVu3bkVsbKzE96jC99LRqeO1Ji1pzoGyXp+Kpo6/A2VTUFCAc+fOISUlBQCgqamJoKAgbN68GSNHjuQ4uuYNHz4c69atAyCoAUxISEBgYCDOnTsnWjJT2aj6b1h503UOmZubg8/nN6oluHPnTqP/GQtZWlpKLK+pqak0Ve1RUVHYv38/0tPTYWtrK/X7Bw0ahOvXr8shMtkZGBigZ8+eTcalCt9LR6au15o0ZDkHkijj9SlP6vY7UFabNm1CbW0tbGxsoKmpCU1NTaxbtw4pKSl48OAB1+E1y8DAAC4uLnBxccGAAQOwadMmPH78GBs3buQ6tCZ169YNPB4P+fn5XIciE0oqJdDW1oaXlxfS0tLEtqelpcHHx0fie7y9vRuVT01NRf/+/aGlpSW3WFuDMYb3338fKSkpOH78OJycnGT6nNzcXFhZWbVzdG1TXV2N/Pz8JuNS5u+FqN+1JgtZzoEkynh9ypO6/Q6UUW1tLbZt24bly5cjLy9PdPvtt9/g4OCAHTt2cB2iVHg8HjQ0NPD06VOuQ2lSp06d4O/vj7Vr10qcoeXhw4eKD0oa3IwPUn4//vgj09LSYps2bWJXrlxh0dHRzMDAgBUVFTHGGJs3bx4LDg4WlS8sLGT6+vosJiaGXblyhW3atIlpaWmxPXv2cHUIIu+99x4zMTFhGRkZrLS0VHR78uSJqEzD41m5ciXbu3cvu3btGvv999/ZvHnzGACWnJzMxSGIfPDBBywjI4MVFhayM2fOsLFjxzIjIyOV/F6IgDpda7KS9hwo6/XZFo8ePWK5ubksNzeXAWArVqxgubm57ObNm4yxjvE7UDZ79+5l2tra7OHDh41e+/jjj1mfPn04iKp1QkJCWEBAgOjv3ZUrV1hERATj8XgsPT2d6/CaVVhYyCwtLZmHhwfbs2cPu3btGrty5QpbtWpVoxkPlA0llc1Yu3Ytc3BwYNra2qxfv35iU/CEhISwYcOGiZXPyMhgffv2Zdra2szR0ZGtW7dOwRFLBkDibcuWLaIyDY/nq6++Yl27dmW6urrspZdeYq+88go7ePCg4oNvICgoiFlZWTEtLS1mbW3NJk6cyC5fvix6XZW+F/IvdbnW2kKac6Cs12dbCKdJangLCQlhjHWc34EyGTt2LBs9erTE13JychgAlpOTo+CoWickJETsd2RkZMRefvlllflPx+3bt1lkZKTo3wQbGxv26quvKn1CzGNMxeYFIIQQQgghSof6VBJCCCGEkDajpJIQQgghhLQZJZWEEEIIIaTNKKkkhBBCCCFtRkklIYQQQghpM0oqCSGEEEJIm1FSSQghhBBC2oySSkIIIYQQ0maUVBJCiJJydHREfHw812EQQv6RkZEBHo+n/Gtwc4SSSkIIaUJoaCh4PB54PB40NTVhb2+P9957Dw8ePOA6NLkKCgrCwIEDUVdXJ9r2/Plz9OvXD2+99RaHkRFVUlZWhqioKDg7O0NHRwd2dnYYN24cjh071qr3JyYmwtTUVL5BSsnHxwelpaUwMTHhOhSlREklIYQ0IyAgAKWlpSgqKsL333+PAwcOICIiguuw5CohIQE3b97El19+Kdr22WefoaysDN9++y2HkRFVUVRUBC8vLxw/fhxff/01Ll26hCNHjmD48OGIjIzkOjyZPH/+HNra2rC0tASPx+M6HKVESSWRyt27d2FpaYkvvvhCtO3s2bPQ1tZGamoqh5ERIh86OjqwtLSEra0tRo0ahaCgILHfel1dHWbMmAEnJyfo6enB1dUVq1atEvuM0NBQvPbaa1i2bBmsrKxgZmaGyMhIPH/+XFTmzp07GDduHPT09ODk5IQdO3Y0iqW4uBjjx4+HoaEhjI2NMWXKFPz999+i1+Pi4tCnTx9s3rwZ9vb2MDQ0xHvvvYe6ujp8/fXXsLS0RJcuXbBkyZJmj9nMzAwbNmzA4sWLcfHiReTk5GDp0qX4/vvv8dJLL8l6KkkHEhERAR6Ph3PnzmHSpEno3r07evTogdjYWJw5cwYAsGLFCvTs2RMGBgaws7NDREQEqqqqAAiamd9++21UVFSIWgvi4uIAADU1NZg7dy5sbGxgYGCAgQMHIiMjQ2z/GzduhJ2dHfT19TFhwgSsWLGiUa3nunXr0LVrV2hra8PV1RU//PCD2Os8Hg/r16/H+PHjYWBggM8//1xi8/fp06cxdOhQ6Onpwc7ODrNnz8bjx49FryckJKBbt27Q1dWFhYUFJk2a1D4nWRkxQqR08OBBpqWlxc6fP88ePXrEXFxc2Jw5c7gOi5B2FxISwsaPHy96/ueffzIPDw9mYWEh2lZTU8MWLFjAzp07xwoLC9n27duZvr4+S0pKEvscY2NjFh4ezvLz89mBAweYvr4+27Bhg6hMYGAg8/T0ZKdPn2bZ2dnMx8eH6enpsZUrVzLGGKuvr2d9+/Zlr7zyCsvOzmZnzpxh/fr1Y8OGDRN9xsKFC5mhoSGbNGkSu3z5Mtu/fz/T1tZm/v7+LCoqil29epVt3ryZAWBZWVktHv/06dNZ7969mYeHB5sxY4bsJ5J0KOXl5YzH47Evvvii2XIrV65kx48fZ4WFhezYsWPM1dWVvffee4wxxqqrq1l8fDwzNjZmpaWlrLS0lD169IgxxtjUqVOZj48PO3nyJPvjjz/YN998w3R0dNi1a9cYY4ydOnWKaWhosG+++YYVFBSwtWvXsk6dOjETExPRvlNSUpiWlhZbu3YtKygoYMuXL2d8Pp8dP35cVAYA69KlC9u0aRP7888/WVFREUtPT2cA2IMHDxhjjF28eJEZGhqylStXsmvXrrFff/2V9e3bl4WGhjLGGDt//jzj8/ls586drKioiF24cIGtWrWqvU610qGkksgkIiKCde/enU2bNo15enqyp0+fch0SIe0uJCSE8fl8ZmBgwHR1dRkABoCtWLGi2fdFRESw119/XexzHBwcWG1trWjb5MmTWVBQEGOMsYKCAgaAnTlzRvR6fn4+AyBKKlNTUxmfz2fFxcWiMpcvX2YA2Llz5xhjgqRSX1+fVVZWisr4+/szR0dHVldXJ9rm6urKli5d2uLxP3jwgOnp6TELCwtWUVHRYnlCGGPs7NmzDABLSUmR6n27d+9mZmZmoudbtmwRSwQZY+yPP/5gPB6P3bp1S2z7iBEj2Pz58xljjAUFBbExY8aIvT5t2jSxz/Lx8WFhYWFiZSZPnsxGjx4teg6ARUdHi5VpmFQGBwezWbNmiZXJzMxkGhoa7OnTpyw5OZkZGxuLXZPqjJq/iUyWLVuG2tpa7N69Gzt27ICuri7XIREiF8OHD0deXh7Onj2LqKgo+Pv7IyoqSqzM+vXr0b9/f3Tu3BmGhobYuHEjiouLxcr06NEDfD5f9NzKygp37twBAOTn50NTUxP9+/cXve7m5ibWXJefnw87OzvY2dmJtnl4eMDU1BT5+fmibY6OjjAyMhI9t7CwgIeHBzQ0NMS2CffdnJ07d4LH4+HevXu4evVqi+UJAQDGGAC02O8wPT0dfn5+sLGxgZGREaZPn47y8nKxpuOGLly4AMYYunfvDkNDQ9HtxIkT+PPPPwEABQUFGDBggNj7Gj7Pz8/H4MGDxbYNHjxY7FoCIHZNSpKTk4PExESxWPz9/VFfX48bN27Az88PDg4OcHZ2RnBwMHbs2IEnT540+5mqjJJKIpPCwkLcvn0b9fX1uHnzJtfhECI3BgYGcHFxQa9evbB69WpUV1dj0aJFotd3796NmJgYvPPOO0hNTUVeXh7efvtt1NTUiH2OlpaW2HMej4f6+noArfsjzBiT+HrD7ZL209y+m1JYWIi5c+dizZo1CA0NRWhoKKqrq5t9DyEA0K1bN/B4vEYJ2otu3ryJ0aNHw9PTE8nJycjJycHatWsBQKyvcUP19fXg8/nIyclBXl6e6Jafny/qyyzpWhFeYy+SVKbhNgMDg2aPtb6+Hu+++65YLL/99huuX7+Orl27wsjICBcuXMCuXbtgZWWFBQsWoHfv3mo7JREllURqNTU1mDZtGoKCgvD5559jxowZYoMFCFFnCxcuxLJly3D79m0AQGZmJnx8fBAREYG+ffvCxcVFVGPSWu7u7qitrUV2drZoW0FBgdgfHg8PDxQXF6OkpES07cqVK6ioqIC7u3vbDqqB+vp6vP322/D19cXbb7+NFStWoKqqCgsXLmzX/RD11KlTJ/j7+2Pt2rUSax0fPnyI7Oxs1NbWYvny5Rg0aBC6d+8uuqaEtLW1xaa1AoC+ffuirq4Od+7cgYuLi9jN0tISgKCW/9y5c2Lve/HaAgTX3KlTp8S2nT59WuprqV+/frh8+XKjWFxcXKCtrQ0A0NTUxMiRI/H111/j4sWLKCoqwvHjx6Xaj6qgpJJI7ZNPPkFFRQVWr16NuXPnwt3dHTNmzOA6LEIUwtfXFz169BDNgODi4oLs7GwcPXoU165dw6efforz589L9Zmurq4ICAhAWFgYzp49i5ycHMycORN6enqiMiNHjkSvXr0wbdo0XLhwAefOncP06dMxbNiwFpvopLVq1SpcunQJGzduBAAYGxvj+++/x/Llyxv9sSZEkoSEBNTV1WHAgAFITk7G9evXkZ+fj9WrV8Pb2xtdu3ZFbW0tvv32WxQWFuKHH37A+vXrxT7D0dERVVVVOHbsGO7du4cnT56ge/fumDZtGqZPn46UlBTcuHED58+fx1dffYVDhw4BAKKionDo0CGsWLEC169fx3fffYfDhw+L1UL+97//RWJiItavX4/r169jxYoVSElJwYcffijVcX700UfIyspCZGQk8vLycP36dezfv1/URebnn3/G6tWrkZeXh5s3b2Lbtm2or6+Hq6trG8+wkuKuOydRRenp6UxTU5NlZmaKtt28eZOZmJiwhIQEDiMjpP01HP0ttGPHDqatrc2Ki4vZs2fPWGhoKDMxMWGmpqbsvffeY/PmzWO9e/du9nPmzJkjNnK7tLSUjRkzhuno6DB7e3u2bds25uDgIBqow5jgWnv11VeZgYEBMzIyYpMnT2ZlZWWi1xcuXCi236b2PWzYsCZnbCgoKGB6enpsx44djV4LCwtj7u7u7NmzZxLfS8iLbt++zSIjI5mDgwPT1tZmNjY27NVXX2Xp6emMMcZWrFjBrKysmJ6eHvP392fbtm0TGwTDGGPh4eHMzMyMAWALFy5kjP0744KjoyPT0tJilpaWbMKECezixYui923YsIHZ2NgwPT099tprr7HPP/+cWVpaisWXkJDAnJ2dmZaWFuvevTvbtm2b2OsA2N69e8W2NRyowxhj586dY35+fszQ0JAZGBiwXr16sSVLljDGBIN2hg0bxl566SWmp6fHevXqJTYzhLrhMSahowEhhBBCiJoICwvD1atXkZmZyXUoak2T6wAIIYQQQtrTsmXL4OfnBwMDAxw+fBhbt25FQkIC12GpPaqpJIQQQohamTJlCjIyMvDo0SM4OzsjKioK4eHhXIel9iipJIQQQgghbUajvwkhhBBCSJtRUkkIIYQQQtqMkkpCCCGEENJmlFQSQgghhJA2o6SSEEIIIYS0GSWVhBBCCCGkzSipJIQQQgghbUZJJSGEEEIIabP/B79lbXMMlAArAAAAAElFTkSuQmCC", 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    " ] diff --git a/python-data/solutions/ex07_netcdf4_basics.ipynb b/python-data/solutions/ex07_netcdf4_basics.ipynb index 506a3e4..3d11da4 100644 --- a/python-data/solutions/ex07_netcdf4_basics.ipynb +++ b/python-data/solutions/ex07_netcdf4_basics.ipynb @@ -68,10 +68,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:55.870421Z", - "iopub.status.busy": "2024-11-07T10:58:55.869934Z", - "iopub.status.idle": "2024-11-07T10:58:56.429750Z", - "shell.execute_reply": "2024-11-07T10:58:56.429120Z" + "iopub.execute_input": "2024-11-08T14:55:38.682331Z", + "iopub.status.busy": "2024-11-08T14:55:38.681747Z", + "iopub.status.idle": "2024-11-08T14:55:39.246105Z", + "shell.execute_reply": "2024-11-08T14:55:39.245107Z" }, "slideshow": { "slide_type": "" @@ -155,10 +155,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.432391Z", - "iopub.status.busy": "2024-11-07T10:58:56.432115Z", - "iopub.status.idle": "2024-11-07T10:58:56.437759Z", - "shell.execute_reply": "2024-11-07T10:58:56.437216Z" + "iopub.execute_input": "2024-11-08T14:55:39.250340Z", + "iopub.status.busy": "2024-11-08T14:55:39.249830Z", + "iopub.status.idle": "2024-11-08T14:55:39.257372Z", + "shell.execute_reply": "2024-11-08T14:55:39.256627Z" }, "slideshow": { "slide_type": "" @@ -253,10 +253,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.440278Z", - "iopub.status.busy": "2024-11-07T10:58:56.440019Z", - "iopub.status.idle": "2024-11-07T10:58:56.448373Z", - "shell.execute_reply": "2024-11-07T10:58:56.447781Z" + "iopub.execute_input": "2024-11-08T14:55:39.260641Z", + "iopub.status.busy": "2024-11-08T14:55:39.260294Z", + "iopub.status.idle": "2024-11-08T14:55:39.269039Z", + "shell.execute_reply": "2024-11-08T14:55:39.268334Z" }, "slideshow": { "slide_type": "" @@ -351,10 +351,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.450718Z", - "iopub.status.busy": "2024-11-07T10:58:56.450343Z", - "iopub.status.idle": "2024-11-07T10:58:56.459745Z", - "shell.execute_reply": "2024-11-07T10:58:56.459192Z" + "iopub.execute_input": "2024-11-08T14:55:39.272376Z", + "iopub.status.busy": "2024-11-08T14:55:39.271846Z", + "iopub.status.idle": "2024-11-08T14:55:39.282042Z", + "shell.execute_reply": "2024-11-08T14:55:39.281363Z" }, "slideshow": { "slide_type": "" @@ -438,10 +438,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.462061Z", - "iopub.status.busy": "2024-11-07T10:58:56.461663Z", - "iopub.status.idle": "2024-11-07T10:58:56.470878Z", - "shell.execute_reply": "2024-11-07T10:58:56.470353Z" + "iopub.execute_input": "2024-11-08T14:55:39.284955Z", + "iopub.status.busy": "2024-11-08T14:55:39.284674Z", + "iopub.status.idle": "2024-11-08T14:55:39.295226Z", + "shell.execute_reply": "2024-11-08T14:55:39.294641Z" }, "slideshow": { "slide_type": "" @@ -511,10 +511,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.473069Z", - "iopub.status.busy": "2024-11-07T10:58:56.472730Z", - "iopub.status.idle": "2024-11-07T10:58:56.484864Z", - "shell.execute_reply": "2024-11-07T10:58:56.484222Z" + "iopub.execute_input": "2024-11-08T14:55:39.297995Z", + "iopub.status.busy": "2024-11-08T14:55:39.297706Z", + "iopub.status.idle": "2024-11-08T14:55:39.310135Z", + "shell.execute_reply": "2024-11-08T14:55:39.309547Z" }, "slideshow": { "slide_type": "" @@ -586,10 +586,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.487262Z", - "iopub.status.busy": "2024-11-07T10:58:56.486883Z", - "iopub.status.idle": "2024-11-07T10:58:56.908809Z", - "shell.execute_reply": "2024-11-07T10:58:56.908041Z" + "iopub.execute_input": "2024-11-08T14:55:39.312687Z", + "iopub.status.busy": "2024-11-08T14:55:39.312397Z", + "iopub.status.idle": "2024-11-08T14:55:39.741786Z", + "shell.execute_reply": "2024-11-08T14:55:39.741066Z" }, "slideshow": { "slide_type": "" @@ -653,10 +653,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:58:56.911507Z", - "iopub.status.busy": "2024-11-07T10:58:56.911199Z", - "iopub.status.idle": "2024-11-07T10:58:57.025007Z", - "shell.execute_reply": "2024-11-07T10:58:57.024321Z" + "iopub.execute_input": "2024-11-08T14:55:39.745009Z", + "iopub.status.busy": "2024-11-08T14:55:39.744663Z", + "iopub.status.idle": "2024-11-08T14:55:39.882617Z", + "shell.execute_reply": "2024-11-08T14:55:39.881968Z" }, "slideshow": { "slide_type": "" diff --git a/python-data/solutions/ex08_netcdf4_advanced.ipynb b/python-data/solutions/ex08_netcdf4_advanced.ipynb index ef4c55f..c23d4a7 100644 --- a/python-data/solutions/ex08_netcdf4_advanced.ipynb +++ b/python-data/solutions/ex08_netcdf4_advanced.ipynb @@ -79,10 +79,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:20.980991Z", - "iopub.status.busy": "2024-11-07T10:59:20.980759Z", - "iopub.status.idle": "2024-11-07T10:59:21.492858Z", - "shell.execute_reply": "2024-11-07T10:59:21.492268Z" + "iopub.execute_input": "2024-11-08T14:54:39.567060Z", + "iopub.status.busy": "2024-11-08T14:54:39.566736Z", + "iopub.status.idle": "2024-11-08T14:54:40.032446Z", + "shell.execute_reply": "2024-11-08T14:54:40.031854Z" }, "slideshow": { "slide_type": "" @@ -161,10 +161,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.495538Z", - "iopub.status.busy": "2024-11-07T10:59:21.495214Z", - "iopub.status.idle": "2024-11-07T10:59:21.558331Z", - "shell.execute_reply": "2024-11-07T10:59:21.557762Z" + "iopub.execute_input": "2024-11-08T14:54:40.035145Z", + "iopub.status.busy": "2024-11-08T14:54:40.034779Z", + "iopub.status.idle": "2024-11-08T14:54:40.104560Z", + "shell.execute_reply": "2024-11-08T14:54:40.103872Z" }, "slideshow": { "slide_type": "" @@ -240,10 +240,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.560694Z", - "iopub.status.busy": "2024-11-07T10:59:21.560431Z", - "iopub.status.idle": "2024-11-07T10:59:21.567863Z", - "shell.execute_reply": "2024-11-07T10:59:21.567369Z" + "iopub.execute_input": "2024-11-08T14:54:40.109135Z", + "iopub.status.busy": "2024-11-08T14:54:40.108718Z", + "iopub.status.idle": "2024-11-08T14:54:40.118891Z", + "shell.execute_reply": "2024-11-08T14:54:40.118326Z" }, "slideshow": { "slide_type": "" @@ -303,10 +303,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.570003Z", - "iopub.status.busy": "2024-11-07T10:59:21.569771Z", - "iopub.status.idle": "2024-11-07T10:59:21.711548Z", - "shell.execute_reply": "2024-11-07T10:59:21.711012Z" + "iopub.execute_input": "2024-11-08T14:54:40.121272Z", + "iopub.status.busy": "2024-11-08T14:54:40.121015Z", + "iopub.status.idle": "2024-11-08T14:54:40.299169Z", + "shell.execute_reply": "2024-11-08T14:54:40.298642Z" }, "slideshow": { "slide_type": "" @@ -321,15 +321,15 @@ "output_type": "stream", "text": [ "File size with compression=None, least_significant_digit=None, significant_digits=None: 983.31 kB\n", - "File size with compression=zlib, least_significant_digit=None, significant_digits=None: 639.35 kB\n", - "File size with compression=zlib, least_significant_digit=3, significant_digits=None: 505.80 kB\n" + "File size with compression=zlib, least_significant_digit=None, significant_digits=None: 639.42 kB\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "File size with compression=zlib, least_significant_digit=None, significant_digits=4: 396.29 kB\n" + "File size with compression=zlib, least_significant_digit=3, significant_digits=None: 505.93 kB\n", + "File size with compression=zlib, least_significant_digit=None, significant_digits=4: 396.40 kB\n" ] } ], @@ -388,10 +388,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.713949Z", - "iopub.status.busy": "2024-11-07T10:59:21.713689Z", - "iopub.status.idle": "2024-11-07T10:59:21.728788Z", - "shell.execute_reply": "2024-11-07T10:59:21.728233Z" + "iopub.execute_input": "2024-11-08T14:54:40.301564Z", + "iopub.status.busy": "2024-11-08T14:54:40.301300Z", + "iopub.status.idle": "2024-11-08T14:54:40.313735Z", + "shell.execute_reply": "2024-11-08T14:54:40.313229Z" }, "slideshow": { "slide_type": "" @@ -405,11 +405,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Vector 0: (x: 0.48, y: 0.62, z: 0.18)\n", - "Vector 1: (x: 0.12, y: 0.19, z: 0.59)\n", - "Vector 2: (x: 0.95, y: 0.53, z: 0.57)\n", - "Vector 3: (x: 0.79, y: 0.54, z: 0.60)\n", - "Vector 4: (x: 0.76, y: 0.51, z: 0.62)\n" + "Vector 0: (x: 0.99, y: 0.74, z: 0.50)\n", + "Vector 1: (x: 0.07, y: 0.85, z: 0.78)\n", + "Vector 2: (x: 0.79, y: 0.02, z: 0.28)\n", + "Vector 3: (x: 0.21, y: 0.61, z: 0.37)\n", + "Vector 4: (x: 0.78, y: 0.71, z: 0.08)\n" ] } ], @@ -504,10 +504,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.731264Z", - "iopub.status.busy": "2024-11-07T10:59:21.731003Z", - "iopub.status.idle": "2024-11-07T10:59:21.746179Z", - "shell.execute_reply": "2024-11-07T10:59:21.745623Z" + "iopub.execute_input": "2024-11-08T14:54:40.316032Z", + "iopub.status.busy": "2024-11-08T14:54:40.315783Z", + "iopub.status.idle": "2024-11-08T14:54:40.347230Z", + "shell.execute_reply": "2024-11-08T14:54:40.346679Z" }, "slideshow": { "slide_type": "" @@ -522,27 +522,25 @@ "output_type": "stream", "text": [ "Contents of 'vlen_var':\n", - " [[array([67, 49, 68, 33], dtype=int32)\n", - " array([24, 80, 31, 88, 15], dtype=int32)\n", - " array([37, 52, 2, 82, 94, 2, 84], dtype=int32)\n", - " array([62, 30, 94], dtype=int32)]\n", - " [array([23, 46, 47], dtype=int32)\n", - " array([73, 39, 96, 88, 21, 99, 62, 20], dtype=int32)\n", - " array([95, 22], dtype=int32)\n", - " array([75, 67, 74, 55, 73, 80, 47, 65], dtype=int32)]\n", - " [array([ 33, 100, 20, 23, 42], dtype=int32)\n", - " array([70, 1, 95, 26, 24, 81], dtype=int32)\n", - " array([68, 89], dtype=int32)\n", - " array([10, 94, 76, 80, 15, 19, 17], dtype=int32)]\n", - " [array([59, 7, 44, 2, 4, 46, 29, 57], dtype=int32)\n", - " array([45, 98, 60, 43, 24, 52, 49, 59], dtype=int32)\n", - " array([21, 94, 10, 45], dtype=int32)\n", - " array([88, 86, 52, 5, 51, 69], dtype=int32)]\n", - " [array([87, 79, 35, 94], dtype=int32)\n", - " array([62, 99, 73, 3], dtype=int32)\n", - " array([32, 24, 75, 65], dtype=int32) array([ 9, 16], dtype=int32)]]\n", + " [[array([93, 90, 94, 86], dtype=int32)\n", + " array([93, 45, 89, 80, 43], dtype=int32)\n", + " array([32, 42, 75, 38], dtype=int32)\n", + " array([49, 57, 48, 43, 79, 46, 98, 82], dtype=int32)]\n", + " [array([38, 98, 9], dtype=int32) array([63, 80], dtype=int32)\n", + " array([20, 31], dtype=int32) array([98, 58, 46], dtype=int32)]\n", + " [array([77, 2, 51, 17], dtype=int32)\n", + " array([62, 98, 25, 41, 62, 42, 86, 23], dtype=int32)\n", + " array([44, 52, 10, 56, 80, 29, 66, 17], dtype=int32)\n", + " array([68, 72], dtype=int32)]\n", + " [array([42, 74, 53], dtype=int32) array([68, 15, 91], dtype=int32)\n", + " array([13, 42, 30, 17, 96, 24, 88, 21], dtype=int32)\n", + " array([13, 96, 87, 76, 37], dtype=int32)]\n", + " [array([51, 85, 44, 37, 87, 2, 84], dtype=int32)\n", + " array([30, 92, 84, 11], dtype=int32)\n", + " array([ 83, 91, 2, 11, 76, 55, 100], dtype=int32)\n", + " array([98, 56, 55, 41, 89, 49, 68], dtype=int32)]]\n", "Contents of 'vlen_str_var':\n", - " ['oVoXjosvT' 'LFwgDx' 'bwVmNyDN' 'UxsSBBd' 'PoG' 'LyrEFYtr' 'GHdeSpbOpN']\n", + " ['KwF' 'AdpMJjMhcu' 'pasfMCKgA' 'nJvVKGF' 'jVbc' 'hkUa' 'uPnH']\n", "\n", "NetCDF4 file structure:\n", " \n", @@ -654,10 +652,10 @@ "metadata": { "editable": true, "execution": { - "iopub.execute_input": "2024-11-07T10:59:21.748539Z", - "iopub.status.busy": "2024-11-07T10:59:21.748290Z", - "iopub.status.idle": "2024-11-07T10:59:21.759498Z", - "shell.execute_reply": "2024-11-07T10:59:21.758970Z" + "iopub.execute_input": "2024-11-08T14:54:40.349575Z", + "iopub.status.busy": "2024-11-08T14:54:40.349315Z", + "iopub.status.idle": "2024-11-08T14:54:40.374465Z", + "shell.execute_reply": "2024-11-08T14:54:40.373923Z" }, "slideshow": { "slide_type": "" @@ -669,13 +667,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Enum dictionary: {'None': 0, 'Rain': 1, 'Snow': 2, 'Sleet': 3, 'Hail': 4, 'Unknown': 255}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Enum dictionary: {'None': 0, 'Rain': 1, 'Snow': 2, 'Sleet': 3, 'Hail': 4, 'Unknown': 255}\n", "Precipitation data: [0 1 2 -- 3]\n" ] }

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