{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import xarray as xr\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#XArray - http://xarray.pydata.org/en/stable/index.html\n", "# - Multi dimensional computation\n", "# - Slicing by any of the dimension\n", "# - Built-in mathematical computation with NumPy package\n", "# - Compatible with most Pandas functions" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#What to expect from today's workshop\n", "# - Use xarray to select dataset\n", "# - 1-D and 2-D plotting / contour plotting with xarray and CartoPy\n", "# - Simple time series analysis with Pandas" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[[-31.95, -30.65, ..., -37.65, -34.55],\n", " [-29.35, -28.65, ..., -37.85, -33.85],\n", " ..., \n", " [ 22.75, 23.05, ..., 22.75, 22.05],\n", " [ 23.14, 23.64, ..., 23.64, 23.45]],\n", "\n", " [[-31.05, -30.45, ..., -39.55, -37.35],\n", " [-29.55, -29.05, ..., -40.65, -37.45],\n", " ..., \n", " [ 23.05, 23.55, ..., 22.35, 21.95],\n", " [ 23.14, 24.05, ..., 23.25, 23.45]],\n", "\n", " ..., \n", " [[-27.36, -28.36, ..., -29.16, -28.36],\n", " [-23.26, -23.86, ..., -30.66, -28.86],\n", " ..., \n", " [ 23.14, 24.04, ..., 21.94, 21.24],\n", " [ 24.64, 25.24, ..., 22.34, 22.04]],\n", "\n", " [[-28.06, -28.86, ..., -31.66, -31.36],\n", " [-23.26, -23.86, ..., -32.86, -31.46],\n", " ..., \n", " [ 22.94, 23.74, ..., 22.54, 22.04],\n", " [ 24.54, 24.94, ..., 23.04, 22.54]]])\n", "Coordinates:\n", " * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 62.5 60.0 57.5 55.0 52.5 ...\n", " * lon (lon) float32 200.0 202.5 205.0 207.5 210.0 212.5 215.0 217.5 ...\n", " * time (time) datetime64[ns] 2013-01-01T00:02:06.757437440 ..." ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#For these examples we’ll use the North American air temperature dataset.\n", "airtemps = xr.tutorial.load_dataset('air_temperature')\n", "#Convert the temperature to celcius\n", "air = airtemps.air - 273.15\n", "\n", "airtemps\n", "air" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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WRsA0eJYOOCVgLzumZQV2npvj1AcPKsywhe9MaVLSEbb+viCkpnW1Mf2jlXy6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\nWH+gRkS+CUwF+pZIrorqY9a/8parovpXoSirwgg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Select the data from 1 grid point\n", "air1d = air.isel(lat=10, lon=10)\n", "air1d.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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qbdlaA3nX1kmzfn2j2bJZ1ZPSmL1RDhxKJ69WQD3FkfAyqDsUx1yzf26APZ8i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\n+Da1ilscgIpzzB/zLzcQN6qgxdGaV8e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k4iCif09Ef0dETx+3LHEQ0U8T0TcB/EcAzx23\nPFEQUR3A/wXwQSKKnV06TojoNUT0Z0R02bhliYKIfoqI7gHwXwH8DQBM6sMDEa0notsB/NW4ZYmj\nLOcfKNcY0FROcRDRjwD4NQB1AE/RT0eTpMGJqEZEm4joYwB+FsCbAfw1gDP6+3HKF0EDwDTUuHka\nEU1cPxciqhPRTwH4dQDXAngyEa0Ys1hOiOhJAN4A4LXM/FIA1xHRjWMWKwoGcA7A4yf1oSy4tkpx\n/oFSjgEAFVEcRLTGeHsb1JP7+wFcCOCZwORocCKaZuYuMx8B8H5mfj4zfxnAYwBeDQDM3B2rkA6I\nqM7MCwA+C+BTAH4BwHnjlSqEiKYAgJk7AL4D4CYAHwDwDACPG6NofWg5Ay4F8BVm/hoRzQG4B8Cx\n8Ug2iHabBK9rUA9jHwXwJwB+f1xyRRFcO3cAeBIm8Pw7uBTAlyd1DPgoveIgorcA+Fci+m0iehEz\nH2Hm/QBuBbAPwA4i2hYsO1arg4jeCeAjRPRqIppl5luDJyQC8M8AjhLRJeOUUUNEbyOiJwevG8zc\nIaItUEr5TwAcAPBSInoREa0ds6y/CeAviehVRLSJmR9g5qMAPg6AADx9EvzyhpyvDm7K9wO4OLA8\nb4OS9X8Q0e8Hy49tvBpj9eeI6LzghrwRwAuY+U8ALBHRzxPRU8clo8YaqwTgYWY+hgk7/0C/rAGP\nYkLHQBSlVRxBIOljAJ4I4JegKke+jIhWEREFA/2fAaxFEDsYp9VBRG8C8DSop6BnA3g7EW0JrA8G\nMAVgJcb8tEFE5xPRJ6BM/f8JAMzcDuIbhwB8Kzi2ewC8F8DrAHTGJOvVRPQ1ANcA+BiAlwD4af2k\nzMxLAD4BNUZutH5b2AXpkPPfQbkm7gDwSgDfA/B2Zn4JlCX3SiLaOq7xao3V5wL4T0R0AdQ19rVg\nsa8B+AsAvzEu16pnrDIzLwX3gIk4/z5ZA3m/DuBVmLAxEEdpFQeAIwDex8wvY+bboW5e9zPzGX2w\ng8+/DeCC4Gn0reMQNLjpPgHAbzPzvwB4N1Q84016GWa+DcB2KKUyzieN4wA+xswbABwjol8L5OsA\nmAPwCiK6FcCPAvgMgG9B+b3HwUkAf8fMr2DmzwL4JICnMPOivpkx8z8B2A3ll38BEf1K8HmRF6RT\nzuC7GtTDzb2BXLugbspXFihfD89YPQvgPwSyvoaI/hXKBfwlAHeN0bXqHKuBhazvAZNw/iNlhYod\nTcwYSAQzT/wfgtIonu8aUDfgfQA+DRXbeKrx/XUAHgJwEMBbxyU7gD8A8KHgdQ3KB/tpAE80ln0n\ngHdMwPFeG/x/GoB5ANPGd+8F8B+D1ysBfA6qhv+4ZF1tvL4GKgYzo49z8P8pUDGk/QDeNEFyrgze\n/xGUMvlhAH8I4BsAZguQiVzvPWP1s8H/9wB4c/DdRiif/OaiZTU+d47VQO6xnP+0shpj4BNFj4Gh\n93HcAiQ8ETNRJwXAM4zXrwXwxeD1FIB/gUofXFWgvDXHZ5cD+IJWFABmAbwdwC8Yy7wXwI8XfGwH\nZDWPc3BD+1DE7xvjltX4/vUA/sz6bBbAlwH8ZVFjIK2cAGagMms+Fdw0VucpXwL57bF6nj1WjWWn\nxilrIIM5Vj/oOP9fKfL8DyPrpI2B2P0YtwAxB/n5AD4P4M8B/KzxeT3ihveDUL7ZVcH7dQXJ+uMA\nfi14XTM+10890wB+A8DfGt/9qaU4ZvKWM0ZWMgZ2I/g/B+UW3AyVnXKNXnYCZf1jAC8LXt8IYGvw\nuogn4mHlfBKA84PXKws6pi8A8BEA7wJwufF5PclYhbLyizr/PllrMWP1BwBcXdT5H1HWawFcWeQY\nGPVvImMcRNQgorcB+G2oi+xLAJ5PRC8ElL+dmbtEdLGZ0UNE5wF4K4DDzHwmWPZEAbL+BtSF9YdE\ndEMgWz3Yvvb/roea3NMkoreTmph0FYAlvS5W6a7jlJWZmUlN7msEn7Wgno4eA/BhQ9ZcfcQpZZ0J\nfrYawCwRfQjKN6+D5Lm13MxAzncBWBEsezYvOQNZVxDRfwfwW1BptdsB/CIRbQ+2r5McIscqM7cL\nOP9xsnZjxupfQT1g5nr+M5L1g1DekdzHQGaMW3P5/gC8DMBlwet1AP4LgJ8I3jeglMo9UHnaK6Hy\nyu9C4H8tWNYXQ138bwTwDeu7OoD/DyqesQXq6eI/A9gJ4LcmUNY/BfD3UE9sNagJirsBvGWCZb0C\n6gnubDAm3ihyemV9A4CLgtdXA/hXhBbP1ISN1ThZJ2mslkbWTPZ33AIYB/7nADzPeK9nKE8F7/8W\nwCuC19ugfK4bjeWfa77PWdZfhYpHvFQPDOO7XQB+xnh/PYAP2bKhOLfUSLIC2AFgQ0lkfROATSKn\nU9afDN6vhHKf6QSCLwC4MXh9w4SM1aFkHdNYnXhZc9n/sQugMjM+DjWh7C6EflbTT7wCSltf7fh9\nYcG5YGC8CcBXoeYMfA8qB/s8Y5kXA9jn+X29RLIWGfQuxXEti5wxss4ay1wUfD8QByyZrJMwVidO\n1jz/xh7jYDXD95+gAq+3Q/kJbTYAWMHM9xHRhUT0EkDNdWA1yacoWRnAs6Am6nwcagBdB+BHjGU+\nBeABInpzIOPzgv81Dn3IZZC1XSJZCzmuZZEzQtbroebfaB4PNffpBBFdQERPKKms4x6rEylrnoxV\ncRiT3P6aVYmAPwPwE0R0CasAoy6idymAtUT0Rqh88lmg2Ek8xuzYnQCeHmz/8wAeBHANEV1lLP5L\nAN5HRAcBXBAsW9gkKZF1+coZI+sDgazXBN/PAjhHRK+Hqnp8ochaDVnzplDFYc+G1jd+Zj4X/L8N\nwP+BCsjB0M5PhJrEczlUrZwPFCBr3ZJVn/TvQymxxwfvb4XKQlkb/O4GqFIMn4DycX4YOSOyLl85\nh5R1ZfD+RQB+Eeq6+lFWs9pF1hLKWjSFKA4iejIR6bo2s8bnNRqsc/N+AJcT0TVENEdETQBfBPBM\nZn4dqwKGecq6g4j+BsBvkVHL37B+vgVV3uR5pEobfBfAVqhgF6BmhP4yM/+kyFo+Wcsi54iy3hR8\n/zcAnsPMb2DmfSJr+WQdF7kqDlK9Ed4D4BaoYNGNAN5JqnwwWOU3d4loJQWl0Zn5UajZk3dDzd+4\nhJnvYVV6PE9Za0T0fqjJhv8C4HwA7wpk6/kmmfn7UFUsL4eaMwIACwAeCb7fw8x3i6zlkrUscmYk\n68PB959k5i+KrOWTdexwvhkIUwB+GeGsyK1Q/sFtxjLvhJoIc13w/qehLsL3oeByBlBVSzcEr6+A\naq5k1pN5N1Tpgm1QudqfgQro/zliykyIrJMva1nkFFlF1nH/5XHgb0aoKOrGSdD5zX8PYEfw+jqo\nKfqXWb/fXtAg6clqff5cqPLmX4CqG/MDUBMNP4L+UgJrUFzeuMi6TOUUWUXWSfvL8gRsAPCPUCWk\n3w5gjWOZtQDuBHCB47si88ZtWVcHn+t6MjsAPD94/W4AvwfgYuP3RT4Fi6zLVE6RVWSd1L8sYxyr\noVLPXh+8dvUkvgnAvcy8n4jWENEVQG8+RpHNgGxZnwH0ZXntZObPBct+DmoQHQlkrXGxaXUi6/KV\nU2QVWSeSkRQHEb2SiJ5JROtYZQ/cAuDvoBr7PJlU1zAzG2EjgD1E9Gqo4NINQDHzMZLK6uBGqDr+\nnUDW3AeMyLp85RRZRdYykFpxkOJ8IvoiVH2plwP4ABFtZuZzrKrS/jOUkng20Dcf498CeAuUdv8p\nZv5YFjuRpazB79YR0fOI6DaoGaG/x/lXLhVZl6mcIqvIWjZSKQ4iqgfWwVqoejzPgcqaOgKlvQEA\nzPxVqMqPVwcnYE3w1T9CFYZ7NTPflcUOZCzreiJawaoUOwP4XWb+N8z8gMhaLlnLIqfIKrKWER0I\nil5IuZp+BypL6nNQZc5fwsw/F3xPUKbcy5j51uCzNQB+F8BTAVwM4AZmPpDHTuQg6xM458lbIuvy\nllNkFVnLTKzFQUTPhMpT3gg11f7dUA1dnkVENwG9GMXvQDWl0bwASrvfAeDxBSmNrGQtYnCLrMtU\nTpFVZC09HJ+29nT0t239M6gibq8CcHvwWQ2q8cvfIZjcBxXPeEbc+rP8E1mXt6xlkVNkFVnL/pfk\nRKyCanmp+2S8HMB7gtd3AHh98HoHgI+OdWdE1mUta1nkFFlF1rL/xbqqmPkMMy9wOM/ieQAOBa9f\nDeBxRPQPUL12vw0MVsEtCpE1H8oia1nkBETWvCiTrGWmEb+IglSJYYbqmfyZ4OOTAN4G1Zt4FweV\nIDlQ6eNCZM2HsshaFjkBkTUvyiRrGUmTjtuFKlp4GMB1gdZ+B4AuM3+FJ6t8sMiaD2WRtSxyAiJr\nXpRJ1vKRxq8FVRCsC+ArAH5h3H42kVVkLbucIqvIWsa/RPM4NER0IYCfBfBHzLyQWksViMiaD2WR\ntSxyAiJrXpRJ1rKRSnEIgiAIQqE9xwVBEITyI4pDEARBSIUoDkEQBCEVojgEQRCEVIjiEARBEFIh\nikMQMoCINhDRLwevLyCij49bJkHIC0nHFYQMIKJtAP6Bma8dsyiCkDuJa1UJghDJewFcRkR3AHgQ\nwOOY+VoiehWAF0E1FboWwH8BMA01MW0BwPOZ+QgRXQbgvwGYBXAGwGuY+b7id0MQ4hFXlSBkw1sB\nPMTMNwB4i/XdtQB+BsBNAP4zgDPM/AQAXwfwymCZW6BKfj8RwJuh+kgIwkQiFocg5M8XmfkkgJNE\ndBzAZ4PP74YqwLcGwA8C+JhR4XumeDEFIRmiOAQhf8w6SV3jfRfqGqwBOBZYK4Iw8YirShCy4SSA\ntcP8kJlPANhFRD8JqMZCRHR9lsIJQpaI4hCEDGDmeQBfJaJ7APzBEKt4OYBfIKI7AdwL1QNbECYS\nSccVBEEQUiEWhyAIgpAKURyCIAhCKkRxCIIgCKkQxSEIgiCkQhSHIAiCkApRHIIgCEIqRHEIgiAI\nqfj/ARPoEQqhR74KAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Play with the plot\n", "air1d[:200].plot.line(color='pink', marker='o')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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66SMH9MjjWUmqLAAmz/6WiZ8tqd6vjsOR5iacf0if6u2+3drkRL5cUFlZyU9/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\n44VfHBi2CAVlgw85+/5XK5L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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Add another plot - horizontal\n", "fig, axes = plt.subplots(ncols=2)\n", "air1d.plot(ax=axes[0])\n", "air1d.plot.hist(ax=axes[1])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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KJ3Tb4O2x8yPFZtbOc/l63k0ToBWdfRsoiEf2gKcPhdl/h/v6uERzL4WGoq+d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\nw22jVWEmJsMwDCOWgo4gRKS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Add another plot - vertical\n", "fig, axes = plt.subplots(nrows=2)\n", "air1d.plot(ax=axes[0],color='orange')\n", "air1d.plot.hist(ax=axes[1],color='navy')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "image/png": 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SFZbU88/X3HPoggWazF4AiBo4EFEW8QYl/iWEhyPl3HORdMYZ6rmQhASM4Vhx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Overplot - multiple plots in one figure\n", "#A horizontal look at the temperature profile along one longitude\n", "p1 = air.isel(lon=10, lat=1).plot(color='grey')\n", "p2 = air.isel(lon=10, lat=7).plot(color='pink')\n", "p3 = air.isel(lon=10, lat=15).plot(color='salmon')\n", "p4 = air.isel(lon=10, lat=21).plot(color='indianred')\n", "coords = [str(air['lat'][1].values)+'°N',str(air['lat'][7].values)+'°N',\n", " str(air['lat'][15].values)+'°N',str(air['lat'][21].values)+'°N']\n", "plt.title('air temp')\n", "plt.legend(coords,loc=7)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2920,)" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#let's take a look at the data we plotted\n", "air.isel(lon=10, lat=1).shape" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array(225.0, dtype=float32)\n", "Coordinates:\n", " lon float32 225.0\n", "Attributes:\n", " standard_name: longitude\n", " long_name: Longitude\n", " units: degrees_east\n", " axis: X" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Indexing the data\n", "#air['lat'][1]\n", "air['lon'][10]" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Practice - plot the temporal variations\n", "#Requirements:\n", "# - Use location lat=24, lon=12, 25, 37, 50\n", "# - Use color 'teal', 'slategray', 'salmon', 'indianred' for each profile\n", "# - Label the plot, and add legend correspondently." ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([ 200. , 202.5, 205. , 207.5, 210. , 212.5, 215. , 217.5, 220. ,\n", " 222.5, 225. , 227.5, 230. , 232.5, 235. , 237.5, 240. , 242.5,\n", " 245. , 247.5, 250. , 252.5, 255. , 257.5, 260. , 262.5, 265. ,\n", " 267.5, 270. , 272.5, 275. , 277.5, 280. , 282.5, 285. , 287.5,\n", " 290. , 292.5, 295. , 297.5, 300. , 302.5, 305. , 307.5, 310. ,\n", " 312.5, 315. , 317.5, 320. , 322.5, 325. , 327.5, 330. ], dtype=float32)\n", "Coordinates:\n", " * lon (lon) float32 200.0 202.5 205.0 207.5 210.0 212.5 215.0 217.5 ...\n", "Attributes:\n", " standard_name: longitude\n", " long_name: Longitude\n", " units: degrees_east\n", " axis: X" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# https://www.webucator.com/blog/2015/03/python-color-constants-module/\n", "air['lon']\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/N/u/xuecliu/Karst/anaconda3/lib/python3.6/site-packages/seaborn/apionly.py:6: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": 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hiJwEasw7Y3nanAC8ndWLpPnA6oh4StKuwG7AT4panpNADY1jp3RtYHB1SQCj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\nAmZmLeYkYGbWYv8fOEPzrKakY2gAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#What about a whole map\n", "#2-dimensional\n", "air2d = air.isel(time=10)\n", "air2d.plot.contourf()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Use another projection\n", "import cartopy.crs as ccrs" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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WuyckJGQqcPhD95Y/NDH+z0+HNo0FbuHo6DjK3t6+TN++fdVfffWVpnDhwq/c\nT0rJ7du3cXR0RKVSsXjxYtasWcPVq1fNQ6h8fHwS7VOsWDGKFClCy5YtGT9+PJUrV072uH3p0iXa\nt2/PzZs3ad26NWtnjkMIQXR0DGs3L6PX0JfiolKp6DNgCGXKVeCTps0zfYae94mD7Fo4hS+mreTA\nbWOZU+58DF22E0NsDEfWLeHe5TN8PmkJT+/dZmafZtRs9zme9ZtyYe8WDAZDsoxsQ1pUJ/hWU1o3\nrI2NrT2OdjYU16Y8GSQhGekkA5g8eTKtWrWievXq1KtXj5iYGGrVqsXw4cMZN24cz58/p2zZsnz+\n+edcu3aNI0eO0L9/f3NYJLtgYWFB/fr1qV+/vi44OJjly5c3nTZtWt3g4OAgjUYzJTY2dlmCVY0V\n/sP8Zz1jIYS9RqPpo9VqR7i7u1uPGDHCrm3btsk8TYPBwJEjR9i0aROHDx/m4cOHvHjxAgsLC/P4\nX0dHRyIjI5P1yru4uODg4EDPnj0JDw9nyJAh5M2b95V2Xb16lfbt25sT7QAsnzWJWYtXcPaScXHj\n2lUr0r1dSzyKF2XHvkOs27KTxm0707pjFwoUckvWZrxXmpR72oIploPRM57UqQ75S5Sl209zUqyz\n8OuuFCrjRaM+wwA4sv4P/rd+KTaOzjy+fZ0fJk6lW+8vU7Vh14EjXL91h0G9uqY6TCyhd5wW//77\nLydPnqR///64uLhw8OBB2rdvz5QpU1ixYgVRUVGsWrUKrVZL3rx5mTt3LleuXGHu3LkAFC1alFu3\n0j9hJquQUnLo0CGmTJkSfuDAASwsLJaEh4dPk1Lez2rb3iUfmmf8nxNjIUQenU73XVxc3Jeffvop\nI0aM0MXnUognJiaG/fv3s2HDBjZv3kyBAgVo06YNn3zyCYUKFcLOzo4nT57Qtm1bzp8/D0CRIkXw\n8fGhXLlyzJkzhxo1arx2B5+/vz+5cuVKVOZeMD9ndm/ESmuZLF58/sp1vhg+lotXvTlx1QcX0ywx\nSF2IE5KSKG+48oSTW9fwz/Tv6TB6KmXrNEatSeydrv1lOA45ctH4S+MEEX1kONt//wU7l5x41mvK\n8uHd2Lz/KHny5kuXHSmRETFu2LAhe/fuRaVSceLECSpWrMjJkycZO3YsYWFhHD9uDKHs2rWLiRMn\n4u7uzh9//GEekzxs2DCmTp36WnZmFffu3WPmzJnRCxcujNNoNLtCQkJ+MK1a8Z/nQxPj/8wMPCGE\nm729/XJra+s7PXv2/Mrb21u3adMmsxDHxMSwa9cuevfuTe7cufnxxx8pWbIkJ0+e5OzZs4wZM4ZK\nlSrh7OzMmjVrqFu3Lg4ODgx+KxSbAAAgAElEQVQZMoSOHTsSHBzMiBEjOH36NDVr1sywEIeHhzNj\nxgzy5HI1C7FaraZsqeJ4lfXg76W/Y2drk2LHXYUypVi3YDoO9nYZFuJXUbJqXaq16sbZnRtYMLgz\nfjevEGcwjraSUmKfIxdhz1/2J2mtbWgzfAINPx9CLreiuLkXZdqEn5BSck9bMNErvcQ+vJruul9+\nafTC7ezs6NSpE8+fPzePRNm7d6+5XuPGjQkKCmLp0qXcvn2b5s2bA5inNL9PuLm5MX36dMtHjx5Z\njRo1qoWjo+MJJyenw0KI5JmWFN5r3vuYsRCisL29/c86na5t//791cOGDVO7JhAsgMqVK3P69Gmc\nnJzo1q0bf//9N7Vr107W1r179+jatSsGg4GWLVsSEBDA+vXrGTFiBL/++iuFChXKsH23b9+mWLHE\nU4O7t2vJ+BFDyJs79YkcCbnr+5AjJ89gMBgyLMCpecUADq65aTH4e6SUHN2wjD/H9CM00J8mX43k\nzI71CGHBZ5MWJ9s/ngnT5/BN3140rlGRnyZPp2rNl5/pPW3BN75ZJCU4OBhLS0uCg4MJDg7G09OT\npUuX0qBBA3Q6HatXr6Zz584AXL58GTCOpDh37hwAL168yFR73iUODg6MGDHCYsiQIdbLly+v9f33\n3+91dHS8EBIS8q2U8tWp9hTeC95bz1gIkdvOzm6xTqe7NmDAgI4PHjywmjRpUjIhBjh9+jRgHII2\ne/Zs848zIWvWrKFw4cI8e/aMsLAwLly4QPXq1Tl37hyDBw9+LSEGozdWv359Fk4ZR8jN08Q8uMIf\n0yekW4ifPgugeI3G9B85jlw5XBJtS8sTTa+HKoSgZvvPGbX+f+R2L4G9S0787/swcMHfOOZMPgoi\nnmIlSvLPviP0GzKMfj06c/3K5dc6fnoZN24cQ4YMMT89PHz4kO7du/P7778TFhaGwfByDoW7uztF\nixalUaNGVK1ala5duyYaefG+YmVlRd++fXnw4IFuypQp1XPmzLnH0dHxoBDi9aczKmQL3jvPWAhh\np9Pp/s/a2npQr169VGPHjrXMkSNHqvUPHTpErly5ePr0KQBbt26lWbNm5u2xsbF07NiRTZs2Acac\nvi1btqRVq1aZMunD09OT3ctnvfb+IS+MHenf9u/NhJnzkVIihEgmdPHv3fS+bySCDjnz8NjHGytb\n+2Qx5JRQqVS0aNeRVcsWs3v7FkqVKZvhY8Y+vJqu2PGYMWNYsmQJefLkwdfXl4IFC7J161a6dOnC\nihUriI6OZsiQIQwbNowCBQoAEBkZibW1dYZtyu5YWlryxRdf0KNHD92CBQtqf//998cdHBx2h4aG\nDpVS3stq+xQyznvjGQshVBqN5gudTufbvHnzQd7e3tYzZ85MVYjv379PvXr1qFu3Lk+fPqV3795E\nREQkEmKAfv36sWnTJrp06cKDBw9YtmwZrVu3zrTZdxmJiaZEscKF2PrnPP536ixF3QoSHhHxSrF9\nU2/04x4DObR6IQ0/G5zidn1kOHcvnsYt7C4P7t9jy8Z1VC5ZmItnzxBguuG9LT799FPKlCnDgAED\nmDRpEr6+vnTt2pUyZcpw8uRJzp8/T4cOHcxCDPwnhTghWq2WwYMHiwcPHlgPGTKkmU6nu2Zra/ub\nEMI+q21TyBjvxWgKIUQ1e3v75cWKFcs7f/58m4oVU+80jYqKYtKkSUyaNMk8FG3t2rXJlvqJ5/nz\n5+bZX5nNmwpxPEdPn6Numx4ANKxdnTnrdrz2mOOEM+8Szp5LuD0uLi7F9v1uXmFOvzbm95ZaLcVL\nemBhIbh03hj6mb7gD5q1bpdov/TEjjMyqgLg/Pnz5gxtly5dwt7envbt2yea+vwh4ufnx7fffhu1\nefPmKL1eP9g0qy/7/8hTQBlNkY0QQuRwcHD4y8nJad/8+fOLnT59OlUhjoyMZMGCBRQtWpSffvoJ\nvV5PmTJl2L17d6pCDODk5JSthRigRiUvhvcz5hzec/gYAc/836i9dmVypyjE8dtSEuI7F04mEuJS\npctStUYtGjVrwaXz51iwci2eXh8xtG8vnjx+lGz/zKZChQrExcWZE8hrtVpzkqUPmXz58vHXX39Z\n7du3z7F48eLz7O3tzwghMnanU8gSsqUYCyGEWq3uqtPpfLp379723r171p07d04xdKDX65kyZQpu\nbm78/PPP+Pn5AcaVhC9fvswnn3zyrs3PVCGOx93tZfghZ67Xn+Kbmgi/Cn9fHxZ90x0rW3vG7bpM\n6XLlqVKjJn0Gfs2d28akO327deTSubMAnDt1AjB6xOkdUfE6n5kQgiVLluDh4UGxYsV49ChzbgIB\nAQGsXr2aiIgI7t69S/v27RFCEBAQkKxuWFgYo0aNYujQoezbty9Tjp8ZVK1alcuXL9tMnDixgo2N\nzWkbG5tfhBBvZ269QqaQ7cRYCJHX3t5+X+HChRccOHDAfs6cOZb29snDX0FBQUycOJHChQuzd+9e\nKlasaBbiwMDAbJ+TICNIKVny1waWzviFs7cyd7hYetBYWtH4y2/5v79PEPDgDqHBwSxbOI8ebZrx\n99rVHLnozf7Tl/i/r/vRr0cnOlUplunD2lKjV69eXL58mebNm1O9evVXjiXev38/n376KdeuXXtl\nm7t27aJLly7Y2Njg7u5uTuKUkth36tSJmTNn4uDgQIMGDVi3bt2bnVAmolKp6N+/v7hx44Z17dq1\nh9ja2t4UQrzXj/L/ZbKVGKvV6i46nc570KBBta5evWpTuXLlZHXu37/PkCFDKFq0KN7e3gwbNox/\n//2XHTt2sHjxYqSUODs7Z4H1Rt6GV7xq01YMcXFU79QfewfHRNs2XHmSYkrMzMQpdz4qNWnPniXT\nmfVFSx7cv2fe9vXI/6OyYzS1clvww7CBzJ7wfzg7OaS77fDdq82v18FgMGBhYcHIkSPx9PRk7drk\n2eUuX77MjBkzWLFiBbt27aJ06dKvDGkcPHgQgEWLFiUqr1+/Pt26dSMs7GWqCCcnJypWrGhe8SUt\noc8K8uXLx44dO3SLFi0qaGdnd9jGxmaiEOLtpgVUyDDZQoyFEHYODg7r8+fPv/DQoUN248ePV8cn\njnn69CljxoyhQ4cOdOjQAS8vLzQaDcOHD+fUqVMMHz6cggWNj/C3b9/OytN4K0J8/+EjRk74jd9/\n+f6VnXaZKchJQxmlecaszz7BPjqY2vUbADBp1jyu+QUyZUCn1+5MfF0Bjue7775DrVaTK1cuypUr\nx44dO8xjyIOCgujRowfNmzencuXKrF27lvXr1xPf59C3b19atmzJkSNHSNq/NWjQIFxdXenTpw+3\nbt1i+/btxMbG8vXXX7N7927y5s3LnDlziIiIMK+zt3LlSrRaLevWrWPt2rXmTH7ZBSEEnTp14saN\nG9ZVq1YdbGdnd14IUSSr7XpXCCH+EEL4CyGuJCj7UQjhJ4S4YHo1yVIbs7qjVQjhZWtru7Vdu3bO\nc+bMsYrPcnblyhV++OEH9u7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sxkIIC7VafcpgMKhbtGjxysU/Fd6MVhVLkdPehku+TxnV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Define axis\n", "ax = plt.axes(projection=ccrs.Mollweide(central_longitude=-60))\n", "air2d.plot.contourf(ax=ax, transform=ccrs.PlateCarree())\n", "ax.set_global(); ax.coastlines()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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2n7nII818sbU053/no4m5nkNDTw/G/ftlBg8fcVO5ls2eweRRwygsLCLmajyN\nG9Zny6/7mPDW++Tk5TGg26MEt2zB97t+Jycnj8LiIlbNm83ybzew/uddvD5hDB+s/Bp7Wxt6PtKe\nvLwCnB3t8W3gReOG9YmJi6c4PprOzRsT7O/NV78dpMitIb/uP0TI4eNYWpjzypgRzBj73E2f8X+E\nRdGZRIqKi3lm4ZdsPxqmD7v81Tw8HUt/pVVF6A3NNefOnaN58+alwouKim6rE78mfTWnT59m+/bt\nhIaGkpeXx59//klgYCAajQYXFxe2bNlCUVERvXv35sMPP6z2GPP09HS++OIL1q5dy+nTp/XHi4qK\n2LlzJ/n5+dSrVw8/Pz9MTEywtbXlu+++Y9iwYaSnp+Pm5kZBQQGtW7fGy8uLn35SxlAUFhaSlJRU\n4fN3p6jMJl9Vqrn83wNtk7+vRf5OMm/ePD755BM8PT2xsbEhMzOTlJQUjI2Nyc/PJy4ujpYtW9Kx\nY0eys7MxMjIiOjqasLAwfetGo9Ewbty4CjsFN2/ezH/+8x+EEMTHx/Pll18S9PtqnCxvfilk5hcS\nl5GNRgii0jK5lp1Hco5i507LLSA8OZ3otCwupGbQ3MWepOxcMDXDzNiYRu7OdGrWiGsZWXg52RMZ\nn8yWw3+TkJZBtyA/TIyMeHzkWBbPf5dr17MoNOh4ndyvC+amJkQnpfDXuUgycvKxszKniYcr+06f\nL7de9rY2fPufdxkwXvnM967nyfD+jxMTF8+u/Yews7EmOvYq9dxc6P1YJ0hL4otf/8LVzpoVE4bS\nq1VzLM1MEQHBdB72IgdPhLJ+6XyG9Ss9wrZE5AH2nT7PU++vIitP6bvf+sZ4+rUtbdMuK/Jl7f3F\nxVoS0jNIycwmrnEn9u3bx5IlS/Th+/btu+3O9KqKvJSSPXv2sHjxYkJDQxk2bBitWrXCzMyM4OBg\nGjRooI+bnJxMixYtCAgI4OzZs+Tl5eHq6krLli3p378/TzzxBE5OTiQmJrJ69WpatWpF69atcXV1\nRUpJVFQU+/fvZ+7cuXTr1o1u3bqRmppKaGgoTZs2ZcaMGbRt25bw8HB8fX31Q2h/+uknBgwYwFNP\nPcXWrVvx9PS8L8wlqshXj3+syFfGgQMHiIiIYPDgwTeNUy5xz3rx4kXeeustLCws6N69O4MGDcLB\nwYGgoCC97XHmzJksWrQIIQQhISF07twZ7Xu35zYjt7CIw7HXsDY1oU0959KBQa3LPwn4E1caJoVz\n/moSi378lX2nFfu7k7UVuYWF5OQXKGUe1JM/z17kZGQsCAio786161lcTk4jsIEHYZfjeaRNS/5Y\n/wUFBYXM+fhzUtKvs+6nnVjR+jcXAAAgAElEQVRbWrBp+Qd0ad+GvmMnc/BEKGknQrh28HfcRr0O\nQIuGnlxKTOHyV+9ha2nBnPW/sHR7CMXFWtycHZnz8r9o/1Ag/nkJHBDuisiHngBgyi//4+eIy7z6\nSAvGvzC81MvVUODL68zdtmkLk7b/j2IpcbY0o8HDHQgICKB379488sgjNTaFlKUqIh8bG8vQoUNJ\nT09n+vTpjBgxArMqdgTm5uaSlpZGWloahw4d4ueff2bfvn3MmDGDXr160aHDjeswevRodu/eDcCj\njz7Kxo0bAWU4q52dHd7e3ri4uBAcHEyLFi0oKiri0KFDbNmyhaVLl/LVV18xZswYpk2bxrJlywBl\n3Ht1zJN3AlXkq4cq8jUgLCyMw4cP4+vrS1FRET179gSgQYMGXL58mQULFtCjRw/WrFnD//73P44f\nPw5Aw4YNiXyh2z0p8/4mj9H5wh8AFGu1XL6eTXJOHpYmxji0bsOR89H413OjWX13/TkpGdmcv5qE\nk40V1hZm2FiYERJ2gSfH/KtU2oWFRXy+YTMr128mOzcXGytL4hKvMe+Vibw04hlyTvzB9NVbsDIz\n5WRULClZWYTMn4qtpQVhMVd5cfl/8W8ewMCeXXhzyQouRF8mfMXbxHsE0jl0pz6fZh9vpr6dFb+O\neuKmF5phh2pxsZbTl69y5sAhwpPT+e3iVa7l5PHNoEd5pKEyasbo7RuzQTdu3Mgrr7yCj48PAwYM\n4NixY9ja2nLgwAHOnz9PaGgoLVq0qNJ1vpXI79+/n6FDhzJ16lRmzJhR6kWVnZ3Njz/+SExMDD16\n9CA4OLjUuVJKffxGjRrRqlUr3NzcWLFiBXBjSKuXlxexsbH06NGDlStX0qhRowqHaN6qvK+//joL\nFy4EYMOGDQwdOrQql+GOoop89aiVjlfdQrZfAoEoU4ZfACKAjYA3EA0MkVKm1UZ+94qjR4/y0Ucf\ncfXqVfr27Uv//v0pKCigX79+9OzZk6lTp2JhYYGpqSnLly/n22+/pXv37gwfPpzDhw8TFRXFNycv\nMKpVk3taDyONBh8HG3wcdB29sZEMtATSriqbTkCdbK3oYOtT6tz+bVuU6uwsLCwiKSWVE2HhRMdd\nJSc3D3cXZ0Y/3Z+uwW3IOfEnHqPfJDP3xhDLPxe8gq2lMrM1Ky+f45FXOB55hfU/78LB2pJFowfS\n2MOF+NycUnl/PqATI34IYcf5K/SBUkJv2Hp//NUFxGXk0NLdET9nO+Z4u9LZyRbjlDTyUpRb0NCj\nztSpU0lISCA+Pl4/QiQjI4PnnnuOWbNm0b59e1JTU6vU91IRBQUFLFmyhGXLlrFmzRqeeOKJUuFa\nrZaWLVvi4ODA0aNHeeutt0hKSsLFxUUfRwhBXFycXtw3b96sD5syZQovvvgi0dHR9OvXr9bG3U+e\nPJng4GB69+5d5a+Ne0lVtSiglr7cHgRqa4bJR8AuKWVT4CGU1cpfB/ZIKZsAe3T7DzTp6emsW7cO\na2trWrduTWZmJuHh4Tz22GNs2bKFZ599ltzcXKZPn85TTz3FwYMH8ff357vvviMqKgqAz49F3ONa\nVIHQE3oTSUVIKdn150HqdXqC1k+OIOxCJDm5efRv24KEa8ksXb2O5k88w9Kf9tKhqQ8dmzai+0P+\n+Lo78+ispQRMeo+EtAyG/kdpUfd5OACNRnD0w9eY9mT3cvN/1Nud2Y+1ZO6+k1y5nnVTnPzCQj5Z\n9V9CE9I4M2kQ3w3pyix7S7q62GGsqVj0DIdMHjx4kI0bN7J69Wr69euHhYUFmzdvrrHAX7x4kUWL\nFuHv788ff/zBkSNHSgl8YWEha9eupWXLlly8eJHTp08zdOhQDh8+XErgS/D09GTu3LkcOqS81D77\n7DNmzpzJnDlzaNGiBf3796/ViVWenp4MHDjwgRB4Hf8ILaoOteGgzBZ4FBgNIKUsAAqEEE8CXXTR\nvgFCgJm3m9/tEhcXR3h4OFqtlp49e3L48GGCg4MZMGCAftSAIUlJSezZs4f9+/ezZ88eQJlyXvIg\n+fj4MGPGDGbMmMGpU6dIS0vTT9nu1asXs2bNIjg4mFatWtGlSxe6n6zUu8P9RYmIljGNZObmMXLJ\nN5yMusLEkUN4Z/J4ovZuZ+P+4ySm33CENapre1b9eoDWvg3Yf+YirX3r42BtyeOtmpGenUvgy/NI\nz1ZmLO84fgZfd2c8HezKFfi8E+EAjHvYn/S8Atp//jN7xvSmmUHchftOsujAaQ79qx8Fp6r+Mq1X\nrx5arZbU1FSuXLlCbGwszs7OtG7dusa2eiml3iY+cOBA/vvf/9KpU6eb4k2bNo1jx47xwQcf0Ldv\nX7Zt26Y3/1XEhAkTGD9+PEVFRffcPn4/UU0t+sdQG+aaRsA14GshxEMorj2nAG5SyngAKWW8EMK1\nFvKqMbm5ucyePZs1a9YQFBTE+fPn8fT01Lfinn32WVJTU7l8+TJ//fUXzZo1Y8OGDfzwww906dKF\njh07Mn78eKytrTEzM+PixYs35dGyZUt++eUXQPn8XrFiBX/88Qc///wzTzzxBEZGRuSsX0aJ4cK8\ntTJ7T0rJs9+H8P2ZaHZ1CmB7QipJ+YX0b9+cDvVdMTUywtXKHGOje7RaY+gJvdBLKRm88CsauDhw\nceU7mLfqDECjbv2Y6eqElJJerZrT2MOFtKwcUrKyyczN453hfXm4cQMEcDrmKu989wtaKZk/sj/1\nnOxJzsiiawu/crMvEXiAglMRTLEyxbXHw/RYs4s2ns64WJkzqX0zLqZmMM3XgyZx5XuarAwhhH7B\nkpYtW1b/GpXDDz/8wKVLl3B1rfjW3759O9OnT6d379489NBDnD9/nuDgYMLCwjh37hz5+fn07du3\n1GibkvKqAn8TD4QW3W1qwwtlG+B/QCcp5WEhxEdABvCylNLeIF6alNKhgjRuywtlVlYWubm5FBYW\n6lcGKnFgVuLdMDxcEYqHHnoIY2NjEhMTiY2N1fvwNjIyori4GDMzM6ysrEhNTcXDwwNXV1f9dPey\neVY2gy8/P5+wMGVct4mJCYWFhdja2uJYlI+1sRHFUmKm0VAkJWEZN2zPJkJQKCX1zE3JKi4mp0iL\nBLRSYmlqjLOlOY4WZtX6JNfm5JJt54TV9RT9MY2lRSVnlIOFMmY/v7CQc7GJNK/vjmnJdbGwgtzs\nCk6URCelAuDtemPyWbFWS1xKOlJKGrg4kpyZxeVraThamOHtYI1AkGVmjXV+Ftqc3HJTzjc1Ib+o\nmNzCYpKzczEWgsbWFhhV4dJofCufHl9TDO+Ls2fP4u3trb/H0tLScHd3LzUOPyUlhejoaFq0aEF2\ndjaXLl26aXKRsbExDz300B0v74NCJV4oq6xFAaam9mrHa9WJBWKllId1+z+g2LwShRAeujenB1Bp\n86om45OjoqKYMmUK58+fp3v37ri7u2NhYUFmZiZSSh599FEGDhxIUFAQ169f57XXXiMhIYFdu3bx\nxx9/sHLlSoYPH07btm1Zu3Ytzs7OmJiYlPTeVyqkVRkq17VrV/Lz8zEzM+PEiRN06tSplIvVjx5q\nxP7k6/wQl8KI+i40s7HgUTcHmtpYoCmTd3phEYdTM1l28SrnM3NpbmuJuUbDhB4P09evYk+BJa3g\nw/2fp/3P31Za3pIviwoJas21nEwWrVnDu1GxhC1/E2cba4xyK/7CyMzNY9D0OTzXtR3PvWDgQ0gD\nFwqTGLlkDZcSU7CzsmDrG+OZ9uEa3KzNWfPUo/zl34XOF/4o1ZKvLay2Hryt86WUDBkyRO9N89ix\nYzz88MOl7os9e/bw4Ycf4uPjw9GjR8nKymLo0KGsX78eUByAjRs3jvnz59OrVy9SU1M5cOAAS5Ys\n4eWXX6Z79+5IKXn88cdLuWCuTR4UR3tVpDpadPNU6zpKbXmh3A+MlVJGCCHe4cbghRQp5QdCiNcB\nRynlaxWcX60hlPn5+SxatIiPPvqIGTNmMG3atCrZTtetW8fo0aNZuHAho0aNwtHRkWeeeYaYmJhq\n+yupycORn5/P+k4tePlUJNnFWmyNjbA1MSI2twBTjeBav/YYVaGFHpWdR1R2HvG5Bcw+G8OSIB9G\n9H/kpniG4lgVkYdbCL2Bbf7VNVv4+OcQLExNCPb3YUz3YAZ3alXuxLDE9AwenraQza+Po72fd6kw\nKSVhl+Np7uWOkZGG3PwCWkyYw+BAH/pMnK4f9llRvWrK7Yr88ePH6datGxMnTuSDDz6gU6dOHDhw\noNR9IaXkyJEjzJ07l507bwwF3b17N/7+/ixYsABbW1sWLVpEUVGR3vlWZGQke/fupWvXrrdVxqrw\nIIr8LbxQVkmLAkxNX1Vb8tXjZWCdbhX0KGAMysidTUKIF1H8PA+ujYy2bNnCpEmTaNu2LcePH6dh\nw4ZVPnfBggXs3buXzp0VO3JMTAw//vgjr79+5zrbpZTs3buXV155pdSU8omN3Jnk64mxgAtZeTzi\nbFslgQdoZGVOIytltEdzW0v6HzxLoVYyrL4yGsO8ddM70vo1ZNGogcwZ2oeCoiJCwi7wny2/8+/P\nN9K3TSCejnbUd3bgpd6duXD1Gt/uO4xWK6nneLOzOCEELRp66vctzEx5pWMAU3YcJnBEFlvORtO7\niRfmJjduVcMX0Z2uZ3mcO3eO3bt3k5GRoV8M5fjx4+TklB7yKYSgffv2aDQaOnTooB8RM3jwYIyN\njWnatCnz58/n8uXLxMTEEBkZSU5ODrGxsaU8MapUi6pq0av3roh3l9pyNXwKKO9N17020jfIh0GD\nBgHKSjIjR46kT58+HD16FBsbG7755ptKzzc3N9ebYE6dOkWbNm3w8PDg/fffr81ilmLLli16V8cv\nvfQSA0L/oLGVBR4WN748PC1qPjzt5/hUvCxMmRZ6idSCIib6etRY+G5prjHogBVCYG1hBpgxqENL\nBnVoSVxKOr8cCyM+LYPJX3zP6O7BNJ/0HoENPDi8+FW8nMvtkrmJf7dvzpDARuzVCJYdOstnR8P5\nauAj1Le72XZ8N15ohrz55pusWrVK70hvy5Yt+Pn50bFjR5o0acK33974WsrMzOTIkSNEREToO+qN\njIzIyMigadOmxMXFMXLkSBISEtBqtbz66quYmprqPbGqVJ+qapHqavg+pcRWfvbsWdavX8/MmTN5\n++23OXnyJABr1qyp1I7etWtX9uzZw4EDB1iwYAELFy5k+vTpd7TMTz31lN6PNkD2wKovwlAVQq9n\nczYzl2VBPrwbfoViKZno64GREKVEW2NpUWkL+JYCXwXqOdnzr8cfQUrJjwdP8fupcJb/azAHwy9R\nv4oCX4KLlTmeNlbser4XY7ceYPSP+9kzprzlOu+u0O/cuZOlS5dy6dIlzp49S3h4OBYWFnz11VeM\nHTuWc+fOATcaJP7+/vj4+DB//nz8/PyIi4vDzMyMo0eP0r9/fwICAsjPz0er1Va6CLmKSk15oES+\nhObNmzNv3jwA5s+fj62trX7RkMoWW+7duzfdu3fH0dGRAwcOVHmq+u0ghNAL/J1gU/umtN13ChON\nYGM7f3oeOENreys6OlW+NmhtiHpFCCH4+F+DGbLoKxq6OPJIc9+qn2ww7j23sIg5e0+w43wsxVJb\nyUl3h4yMDE6ePMlzzz1HmzZtCAgIIDw8nK5du5KYmMi4ceM4ePAgy5Yt4+TJk6xfv55+/fqVSqNk\neGaPHj30x25nJq3KvUcIsRroByRJKQN1x94BxqEM6QR4Q0q5416U74EU+RLy8/M5duwYvr6+2NjY\n8Mknn1S4YAEoI3jeeecdhg4dessVZh4UjDWCk91bAXAiLQuAx/86i7WRhuVGJowI8kVTyWzPWqGc\nyUuPBbXm2JKZ7Pk7giGPVOw4TUrJb3+H8/aXm7iakU1GfiFNne2wNDVh0ORA9kTGk1mg+LU/GneN\n1h5OGN2FpQDLw9bWlszMTHJycnBxcdF3Mi9btoyvvvoKJycnpkyZghCC1atX12iNWJUHkjXAJ0DZ\nkQ1LpZSL735xSnOPZtfUDvv376dly5ZEREQQFxfHG2+8UWl8jUbDnDlz6ozAl6WVvRWft/LF1dSY\nrGItY7bsJ2D5j2i1tej8zVDQK3N/EHqC+s4OjO4ejKVZ+SOfrl3PxGTQZPrMXcGxuGSuZuaSVVDE\nsaspjAzyxcnSnDPX0hjVUumE7LBqO52+/KX26lIDrK2tcXV1RQjB5s2b6dy5M35+fmRmZuLr64uX\nlxc//vijKvD/IKSUfwKp97ocFfHAivzZs2cZNWoUr76qdJK7ubmRkpJyi7PqNkIIRjRw5fzjbRjv\no3iTvJCawbnk9NrNqAq+bfTxKuDohRg8Risv5TVTnuPi1GcA+HviQDJnP0eAmwOJWbkUaSW7Lt7w\nYX4sLpnC4humm7wT4fdkhA1A9+7d2b9/P+fPn2fq1Kn8/vvvODs7lzt57nbJzMwkKenGVJMrV67w\n2Wef8eSTT3L+fPl+/0FZf3fr1q1s37693Fna/1RMLUxo2MK9ShvgLIQ4ZrD961bp65gkhAgVQqwW\nQlSvU6oWeSBFPjExkWeffZY33niDIUOG6I/Fx8ff45LdHxhrBO82b4CpRrA0yAdfh9tbVvC2qEDo\nT12KxdHakoRvFjDisbZYm5pgaqThoRVbsZm3lk5fbMfVypyTE5/k4z6Ky10BDPJ0ouhUxD0V9xJK\nFpHfvn0769at0y+2URnp6eksXLiwWoJ78eJF3N3dcXNzw97ennHjxtGgQQMmTpzItm3bSk2wK+H6\n9evMmzcPFxcXFi9eTP/+/enbt2+16qeiJ1lK2cZgW1WFcz4DfIGWQDzw4R0tYSXUmsgLIYyEECeF\nENt1+z5CiMNCiAtCiI26cau3zdmzZ+nQoQNPPvkkEydOJDY2FoC+ffty5swZ/eiGfzoWRhoE8Gx9\nl1JjzEsR1LrShUbuJON6dSLhmwVEJSTTcOxbuC/6joLi0mJla2ZKk7gk+ubnkfVkBzKf7MC3bf1q\n5GUx5nRCqa22MDIyom/fvgQHBxMdHV1unCtXrrBu3TpSU1P1i2GXHW5ZEcePH6dJkyYsWLCAN998\nk+vXr/Pll1/qw7t163aTXxuAXr16sX//ftavX89ff/0FoJ8fUpe5Wzp0K6SUiVLKYimlFvgCaHc3\n8i2P2vyunILi1rNkWMdClI6HDUKIlcCLKG+3avPnn38SEhKCnZ0d77//PosXL+a5557jypUrjB49\nmtatW2Nra8vQoUMZNGhQKT/b/1Qis/NwMDHGyriC9UoNxT2oddXMLzXFYHx9CbH799Pt652YGmkY\n37IRc/Yqw2Df696ap5t7Uz/mKke0xeWlVm1qU9R37drF+PHjkVJibW2Nm5uyCMnp06dZvHgxV69e\nJSYmhkWLFnHt2jUsLS3ZvHkz3t7evPrqq6xcuRILCwvatGnDqFGjiIiIYOrUqeW6FZZS8u677zJ8\n+HBefvllhBD4+Pjoh2du2LCBt956Cx8fH7799lsef/zG8on169fXLxEI8PLLL/Of//yn1q7Dfcwd\n06HqUOJGQbf7FBBWWfw7SW0tGuIF9AXmA9OE0tTqBjyri/IN8A7VvLharZbhw4eze/duunXrhoWF\nBdu3b6dt27YAfPnll+zduxeA6Ohoxo8fz5gxY2qjSg88F7Py8LGqZGheWeG9G0KvIzUnnzl7TxCV\nlkn0tCF42Vkx9mF/TDQaLMMvweV4qAWf6LUp7iXs3LmTevXqsW7dOnJyckhISEAIgZubG35+fly9\nepV3332XS5cuMW7cOOLj4+nduzfDhg2jXbt2+oVD3njjDdzd3Tlx4gSNGzfmww8/ZOzYsaXyun79\nOtu2bePo0aPk5+ezZcsWQkJCuH79ur6BM2HCBL3v+1OnThEQEAAok7Z69uzJmDFjOHLkCO3atWP5\n8uWcPn2awMDA8qr2wHOndKgK+X6H4srYWQgRC8wBugghWqIsXBINjK/NPKtDbbXklwGvASXGXycg\nXUpZpNuPBSp1FNGsWTN+//13rKyssLe3Jzc3l48//pidO3dy4cIFfYvJEEtLSzQaDW3btmX58uV6\n8VcBLwtTEvIKKo90t4UeMJ7zdal9M2Mj8k6Ec7PDg5pzJ8S9hIcffpjo6Gh8fJQVs0pEFeDIkSOc\nOHGCo0ePsmnTJv0orpLBAePHjyc5OZk33ngDMzMzrl69yq5duwBlCcKxY8eybt06Ro4cqfdcCdC2\nbVuMjY1p164dL7zwAo6Ojuzdu5f27duTn59PTk4OQUFBpb4GWrVqxddff027du34/vvv8fPz4/z5\n87Ro0eImL5cPEtnZFXk7BWpBh2qClHJ4OYe/qu18akptuBruB/SRUk4UQnQBZqD4izgkpWysi1Mf\n2CGlLHf2kRBCLl58Yzipp6cnOTk5pKen07x58wo98CUkJJCbm0tqaioPP/zwbdWjutTURas28u50\nFhZqJWczc2huY4mJRpDj4IJ1flb5kS3KzLQss+xebZBVUEhE8nUAPM1NcTYzuaVL4LLukatCQW7R\nrSMB5jVszUZHR2Nqaoqnp+dNYWfPnsXDwwMHh9IDKa5evUp8fDweHh54enoipSQxMZG4uBujhjQa\nDb6+vly4oCyw7uzsTHJyMnZ2dri6ut60oHwJRUVFGBkZldtPUVxczKlTp2jQoAFarZbY2FiaNm1a\nanLeg+JqWEpJfHw8KSkpTJ48+SYHZdXVodb21nJ/l6Aq5W3906F/vIOyTsAAIUQfwBzFFrYMsBdC\nGOveol7A1coS+fLLL/n+++8ZO3Yshw8f5tNPP2XOnDkcOnToppmpKSkpxMTEMHr0aAD69+9/x90T\nlKWm3vuyl1U+lr82+fl0NJuvZ/FLxwBODp9QrkdHPYYt+gu125qXUmLyzhoABtdz4us25S8OUpaq\nes4soTot+OaRUVWOa0jPnj1p3LgxK1asKCWsf/75J//+97/ZsWNHqfuioKCAqKgoli1bRteuXUlL\nS2PYsGEUFRWRnp5OcHAwhw4d4tdff+W5556jadOm/Pnnn0RERODv78/JkydrvIjJhg0bWL58OYcP\nH8be3p42bdrw/vvvlyrfg+KF8uzZs3Tr1q2yEUK1okN1kdsWeSnlLGAWQMkbVEo5QgjxPfAMsAEY\nBVS67l14eDhbtmxhyZIldOrUiS+++IIFCxbw7rvv8v333+vjxcfH4+npib29PZ988glLly7lqaee\nut1q3BOqKkq6sbrVTne8NOO5ogzWXk6ieQULb+i5g2YaIQSNrMyIys5nVeva9654J80zZZk0aRID\nBw7k888/Z9KkSSQkJJCTk8ORI0eYMWMGycnJ9OzZk+TkZPLy8oiKisLExITs7Gw+//xzXnvtNZKT\nkwEIDg4mJCQEUEbDBAYG6vuYGjRowJw5c3jmmWfo27cvqampWFpa0r17d9auXcv58+c5efJkpf5u\nevfuzc8//0zz5s1p2rQpYWFhd2QM/92gefPmbN++vcIZ7bWlQ3WRO/mLzwQ2CCHmASe5hY3qt99+\no3PnzpiZmfHKK68QFRXFuXPnyM7O5sqVK4wbN469e/dSWFjIxIkTGT58OImJiZw8eZKgoKp9dt0P\n1ESQYk4nVFnoDdM3EoKVrXzpf/Asq4u0d8QpWUUY5iWl5J1mDXn7bAwmteSS4G4KuyH9+vUjOjqa\nrVu3MnXqVEBZ+UtKydq1a1myZAkzZszAxcUFrVZLs2bNyM7Oxt7eHltbWwICApBSEhERga2tbakF\nsjdu3MjixYtZuHAhFhYWzJ8/nxUrVrBnzx5cXFy4fPkyQ4cO1ccvLq589JGdnR3r1q0jNjaWyMhI\nvLy88PWthh+h+4w+ffrUxGNstXSoLlKrIi+lDEG3SK6UMopqjA3t0qWLvpXh7e3N0qVLGTVqFG3b\ntr1pHPDu3bsJCQnBy8uLzZs34+zsXFtVeGCpSPRsL2fyXvOGnM/K5YMDYSwM9KaVvWKDzTsRXqtC\nX97kpIjMXF4JjSIut4APAr2rXG6Agh5F90zMK0Kj0XD27Fk+/vhjvv32Wzw9Pbl27RouLi5069aN\nP/744ybzh5WVFcnJyeTn5+s7R/39/W9K29nZmblz53L9+nU2bdqEiYkJvXr10rtIWLJkCZs3b+bt\nt99m+fLlVfZa6eXlhZeX1+1V/D6gqKioSnW+HR2qi9w3324ff/wx06ZNA2Dy5MlMnjyZ0NDQm9a2\nfP755+nZsycjR468F8W8J1TUiq+qAD6aoSXa1JS+7o4MOHiWsJ6tsTTS1EqrurJZpz9dTWHK31EM\ns7JmmYsbZskFxCTfX6JdXRYvXswXX3zBBx98wDPPPFPliVmOjo68/vrrDBkyBHd3d9q0acP06dNp\n00bpz9u6dSvz5s3DysqKMWPG8O677940dn7atGlMmzaNp556ivfee6/UWrH/BExMTPjtt99qNBnu\nn8x9I/LTp0/n+eefL9UqDwoKom3bthw9epTvv/+ePn36/CN9bpeIecMW7jVu2WqEYGCuhlOu9swI\nvcR3scn0cXdgvVZifJteKrVSIgAt6Fe3CsvIZvKJSD5xcyPIvG4s0KDValm6dCm//vprtceaazQa\nFixYwFtvvUVUVBS7d++mb9++jBkzhsGDBzN06FDWrl1LYWEhq1ev5sUXX8TDw4POnTvj5OTEL7/8\nQlJSEhMmTGDr1q18/fXXt85URYX7SOSBcn1wlHQy9e/f/x6U6P6iNkwXL2gs6H1FcQXxW2I6uxLT\n6OfhWOXzc4qK+fZyEvF5BTibmmBmpGFa6CWMdeLezcUObVYB3a0s8TUxqTMCD4pr69TU1HKHT1YV\nS0tLAgMDCQwMJDg4mJ07d9K/f3+aNm3KgAEDMDc3Z8SIEVy/fp2UlBT27NlDTEwMP/30E++//z5p\naWl88cUXVWrstGrViosXLzJ79mxmzpxZ4zKrPNjcVyKfkZGBq6trqWP+/v7l2i9VakYDExPmOjsz\nJzmZQil54fgFDnUJwhbrit0AACAASURBVNe6/LkIhvyWmMasMzE0sjInyM6KU9ez2RibTG83B+Zb\n2JKplWzLyiRcI/gjJ5fIwgIuFBTQpAqLrN/PFBcXs3PnTmbNmsXgwYNvGgdfUzp16kSnTp147733\nAEqZIezs7LCzs6NRo0b6Y5cuXeLIkSN8/fXXNGjQ4JbujE+dOsW0adNYsGABAwYMoFmzZrVSbpUH\ni/vGC+VLL730QPf8P0g0NjXR/59TrKX13lNEZFY+xDIuN58Xjl9gbrMGLLKw47lCE942teFMIx8W\nW9ljptHgbGzEC/b2PGFlxeXCQnpbWbMjM4tPUtPYkVXBRKz7HCklkyZNYvbs2UydOpVvv/221m3C\nQogqpblt2zb9//Pnz7/l6JolS5awbds2pk6dSnBwMNOmTWPPnj1MmzZNP1RTpe5z37Tkp0+frnao\n3CVampsz///snXl8TNf7x98n+yJkEZIIklbsESS2Ihp7UZT2W6WUVkprKaW0dOOnrbXaakutVWst\ntdVOUa09gkQkEWtCiIhEZM/M+f0xk2mQfZtJ3PfrNa+Ze+655zz3zp1n7n3uOZ/HsSpf3oslA3je\n1Ayfv85x86UW2JnlfEo8zFBhaWxM49j0fHVlfK2s+PFBPOfSUjFFEJiWBkCPcjCz8km+/PJL/v77\nb/79919sbW31akv16tWZPn0658+f586dO3z//fe6wQo5MX78eIKCgpg2bRpz584lNDSU3r17k5yc\nzPz585k/fz516tTh5s2bPHz4kLS0NO7fv0+tWrUMNrHOl19+qW8Tyh3FvpIXQtQUQhwSQlwSQlwU\nQnygLbcXQuzXSnzuz080v06dOjx8+LC45igUkL42Nmxw1ch4hKen08bSEr8D5zgZGJVj/StJqbgU\n8HQxEYLZ1RxJVKv5nzbn7pBcpuUbMrdv3+aXX35h9erVenfwWUyYMIGAgAA6duzI559/nmfCEEAX\ni584cSINGzbU5UD28fEhJCSEW7du8cILL/D666/j7+/P7Nmz8fX1JThYb6KJOaJWq5kzZw6rV6/O\ntU5J+aKKRkmEazKBCVLKBkBrYJQQoiHwMXBQSukBHNQu54qbm1ueSbgVSp66ZmZ85agZzRSryqRX\npUoMvh3NmRwc/eVHKTTOJY1fdlLUan55EM+I6Dt4mpuTCbSztMTG2GAigwXG39+fYcOGFVlWoDSw\nsrJi7NixbNiwgenTp9O+fXsSEhJyrV+vXj32799P165dCQ4O5tdff+XkyZNkZmayY8cO3NzciIqK\n4uLFi5w9e5YDBw4wY8YMfH19Wbiw6GKNMTExrF69mkfFDNOFhYWxceNGfH192bJlC3v37s2reon4\noopGScgaRKPJfIKUMlEIcQmN0lsfNPKboJH4PIxm9lmOvPfee89EuObX+ARSpJrapqZ0sLTEWs9j\nnfva2GBvbEy6lHS2tuaRVDPrfhxzg0weG58fffshmTlo2cWrVJxISSFercbbwoIht6N5qB0l9eej\nJP58pFENdDM15V5mJo7lZFp9QEAA//zzD6tWrTK483LYsGFs3bqVq1ev4unpyeHDh+nTp0+u9Tt3\n7kznzp0fKwsMDOT111/XJd3JzrvvvkvNmjXp0aMHr7/+OtevX6dhw4ZYWOQhXa1l6dKl7Ny5k61b\ntwIaHfsffvihQPt16dIlVq1ahaenJ0lJSezYsYPt27fTrVs33nrrLd555x1d8vScKKQvemYo0csr\nIYQb0Aw4CVTPEs3XvlfLfUvN7eSzQB+bSribmjLrfhwdbkZyLiUfTZkywNfKis5aZcIGZmbszkHO\ntWelSux89Ij4bA/70qWkR2QUfz5KYmbsfVYlJDC/ejU21XAh0N2NLa41GG6rERFe/fAhL96MZNyd\nOwSlphKYmsq9zIIpRuqDy5cvY29vb5B3l7a2tsycOZPt27fTrl07fvrppzyv5nNi9erV7NixA2dn\n5xzXd+3alffee4+aNWvi7e3Nhg0b8m0zICAAf39/2rZty+LFizl69CgbNmzg6tX8xeDWrVuHr68v\nV65cYeDAgXz33Xf07t2bhIQE9uzZg7+/f54O/kmK44sqGsWWGtY1JEQl4AjwlZTyDyFEvJTSNtv6\nB1LKHGNhQgi5Z8+ex3Q8DJ2iSrSm6mKdkktp6aiBhuZmCEr3ajG9enXM7t7Nt16aVBORnoGLiQl2\nxkaAwMxSc/V9IzGFDAlOJiaopSRRrSZBreZ5U1NC0tNxNzXFKocfYkxmJvdUKkzQTJZKy3bOmQlB\nbVNTJBJzISDbcSiozUWhIFLDFy9exMPDA7NCDAEtK+nezMxMgoOD8fT0JDIyEpVKVeDRaenp6QQH\nB1O7dm3Mzc3ztDczM5Po6GjMzMxyzOmQRVRUFHFxcbi6umJv/9+8iyyZ5ebNm+d6R6RWqzl37hwN\nGzbk2rVrJCcnY21tnevDXz8/v6ekhrNTEF/UrIq1rSI1XAiEEKbAZmCNlPIPbfHdrBRYQghnICb3\nFqB79+789NNPvP/++yVhUqlTVInWkHfe1n2OTknBXAhqF+A2uLjcHP8hteZ/W6C6GWlpTIm5Rybw\nemUbXq9cGTMhqKRWM+d+HJsSE3nO1JQm5uYMs63CzqQkfnoQz3l3N92kqCyklLx07ToAk+3tmBX3\n4Kn+GpiZcik9g9nVHOmZzeEUxubCUhCp4UmTJvHDDz/QunXrArdbltK9ixcv1oU0PDw8WLRoEb17\n9861vkqlYtOmTYwdO5bu3bvj7+9PQEBAvvb+/PPPnDlzhuXLlz+17tGjR4wfP56AgAD++uuvpx5Q\nSynp1asXFhYWjBo1CinlU85epVIxefJkhgwZwv79+zl27Bh79uzRST4UhkL4IsN4kl4GFNvJa1Ns\nLQMuSSmz/yK3o5H2nEkBJD4HDhzIvXv3imtOuaJVLslQ9E1Dc3P+cK1BYFoaix7EsyQ+Hl9LK/rY\nVKKztRV1zczoUckaO+3zhEUP4qltakJQWhrJajVNLCyw0V7RCyHYVdOVkLQ0Wlpa0sfGBgkcSk6m\nq7U11kZG3MnMJE6loq4BTZrKulKuXbu2vk3JlfXr19O0aVOOHz/OqlWrGDBgAFFRUTneEX/33Xd8\n++23xMXF6VINFlT7pk2bNvz4449PlQcEBDB69GhsbW05fPhwjolNhBA0a9aMLVu2sHLlSurWrfvU\nCBljY2PWrVun62fbtm25XvVnJSXPiUL6oo/y2e0KQ0nE5NsCg4GOQohz2lcPNAe0ixDiMtBFu5wr\na9eu5Y03csqipaAPjITA28KCJc5OrHNxoZb2OcKPDx5wLjWV/lG3uJyuSS8Yq1JxIyOTafdi+fFB\nPH43bhKW9l/qwdqmprxUqRIOxsZUMTbG1tiYV2xssNb+ETiZmNDQ3PypuwB98uuvv+Lg4JBrzNoQ\nMDIyYsKECbzzzjsYGxsTGxtLdHT0Y3V27NjBoEGDmDx5Mps2bSIxMZERI0YUStzM09OTlJQUXapC\ngFu3btGqVSu6d+/Oxo0bc81cBZrh0VevXqVVq1Zs27Ytx/SDderUYd++fYwbN46goKBc2zp69Ghe\nppaIL6pwSCn1/kKT7FYCcvHixbI8cOjQIX2bUChK2t41a9ZIBwcH2a1bN7lkyRK5YsUKmZmZKaWU\nskGDBnL79u3F7kOfx/h///ufbNq0aaG304fNO3fulNWrV5eA3LRpkzx58qScN2+e9PT0lPXr15cL\nFy6UMTExOW5bUHs3btwoO3bsqFu+deuWdHR0LJSdarVa1qhRQx47dkwuXbpU3r1796k648aNk19/\n/XWe7WjcVvF8TrMq1vJRnzYFegFnitufPl8GM3jZ1FQz1f69997j559/1rM1CvkxcOBALly4wJAh\nQ9i9ezfDhg1j6tSpgCZ715MpG7MTHh7O8OHDWbx4scFOgBs3bhzJycnlIul1jx49+PPPPwF49dVX\n6dKlC2FhYXz11VecOHECZ2fnXPMkFxQ/Pz/OnDmjG8WTnp5OZiFHRwkh6N+/PyNGjGD48OG4uLjw\n999/P1bHzc2N27efuQx9pYrBOPmMjAxA8xBm1KhRerZGoSC4uLgwcOBANm/ezPnz55k1axYzZ84k\nPj4+xyQVa9eupVGjRtSrV49ly5YxYsQInJycmD9/Pnv37uXy5cssXbq0UGOrSwtvb2/Mzc3x9fXl\n/v3CJRPXBz4+PpiammJiYsK3336Lvb09X3zxBTVq1KBv374cP368WO07ODjw+uuvM23aNEATG2/X\nrl2h26lVqxZBQUGMGTOG5cuXM2TIEF145uzZsyxbtixXITW1Wk3Dhg2LvhPPKAYzM6Vz584cOHAA\nADs7OxITEw1yjLJCzjRp0oTXX39dl4Nz6tSpvP/++yxcuBArKyveeustBg0axLp16zAzM6N///7M\nnz+f6tWrs2TJEpYvX/7UVPpDhw7pY1cAMDMz4+zZswwdOpQBAwbw559/GvwQ38jISN5880127NiB\np6cn3333HZ6enjz33HMlouT66aef0qxZM7766ivefPNNGjVqRExMzFPKsXmRdTE3cOBAWrduzY0b\nN2jWrBlvvvkmu3bt4ptvvuHtt99+ajspJT4+Ply6dKnY+/HMoe94kfZ2WG7cuFFaWFjoYvNLlizJ\nMy6nb571mHxOJCYmynfffVcC0tLSUvddmpmZyYYNG8px48ZJKaWMjo6WHTp0kJcvX9Ztq1arZXJy\nslSr1fLIkSMSkCtWrJBxcXGlbndepKenyy5dushFixYVqL6hnRc7d+6ULVq0yHV9Ye318/OT1tbW\n0sjISAKyb9++hdq+Vq1aEpCdOnXSlfXr108C8ty5c7luN2PGDAnIP/74Q4nJl9eY/OjRo0lNTdUt\nBwYG6tEahaJQqVIlfvnlFw4ePKhL8pKVu3fatGnMnz8fACcnJw4fPkydOnV02wohsLS0RAiBr6+v\nbpZk27ZtSdHjrGBTU1M+/PBDpk2bxu+//16gbZKSkrh3716OSXDKEiklM2fOZOzYsSXW5rp16xgx\nYgTz58/n9ddfZ+vWrSQnJxd4+yFDhgBw8OBBVq5ciZSaBOhJSUlPpfrMQkrJo0eP2Lx5M6+88kqJ\n7MezhME4+bVr17Jjxw7dcpcuXfRojUJx6NixI7///jtXr15lz549zJ49mzVr1hSqDXd3d2rWrImH\nh4fu84svvsjPP/+cr456SdO9e3fWr1/P1KlTGTFiBKmpqUgpuXz5MgcPHiQiIoL4+Hi++eYbQkJC\ncHR0xMPDg86dO5e5rdnZtm0bsbGxDBgwoMTarF69OvPmzaNHjx5s3boVLy+vAmnabNiwgR9++IHe\nvXuzadMmAObMmcOYMWOwsrLKNdNVRkYGn3zyCT/99BP/+9//+P7770tsX8oLQkPNom5f6k5eCNFd\nCBEmhIgQQuSq/taxY0d69epFWFgYR48epW/fvqVtmkIp4+7ujrm5Oba2ttwtgjyBsbExW7duZe/e\nvezatYuPPvqI9evX06tXL9LT0/NvoATx9fUlICCA+Ph4GjVqRNOmTXnxxReZPn06HTp0wMnJiUuX\nLlG7dm0ePXpEXFwc6enp9OrVC1tbW/r371+mV/aRkZG89957LFy4EJNSEIWrU6cOt2/fJjAwsECa\nMvPmzeODDz6gV69epKamYmNjw86dO9m8eTNhYWE5bqNSqXjllVcICAggLCwMlUrFuHHj8uynoP6m\nPCGllMDWom5fqk5eCGEM/AS8BDQE3tBKf+ZK3bp1i/TUXsEwUalUrFu3rsiORgiBl5cXnp6e9OzZ\nkz179nDr1q3HsiSVFVWqVGH9+vWsWbOGH374gcjISI4cOUJUVBQJCQn89ttvWFtbY2RkhJGREZs2\nbaJPnz6sXLmS0NBQfvnllzKx8969e/Tq1YsPP/yQDh06lFo/9vb2BVbo3LlzJ97e3tSrV0+nbT9z\n5kycnJyIjIx8qv6aNWvo2LEjGRkZ7Nq1i2PHjuHh4ZHnrPii+JuSoIz+WE4IIVoUZcPSvpJvCURI\nKa9KKdOB9WhkP5/i5MmT3L17l++//56DBw8yaNAg2rVrV+ZXbAoly5dffsmuXbv47bffSqQ9Kysr\nPvjgAz755BO9nBtCCFq3bk2HDh10V7BCiBxH3jg5OTFy5Ej69OlDixYtCj2uvCjs3bsXb29v+vTp\nY1DKrlWrVmXfvn3cuXOHbt26cf36dZYtW8a5c+eYM2eOrt6hQ4do3rw5/v7++Pv7s2XLFkxNTenQ\noQOXL1/mzp08k9kX2N+UFGX4x+IHHBdCXBFCXBBCBAkhLhRkw9IeQlkDyP43HQW0yqlidhGolStX\nsnPnThISErhx4wYeHh7Exsbi4OBgcNreCrmze/duZsyYwbJly3BzcyuxduvWrUtERAR///33Uzrp\nhsrZs2cZOHBgqfYxe/ZsFixYwIoVKwzyuNjb23P48GEaNmxIeHg4hw4dYtiwYTRq1EhXZ+nSpbRu\n3ZrffvuNxtmUQrPmKuTzELnA/qYE0f2xAAghsv5YQkq4n5eKumGJSQ3n2LgQrwHdpJTDtcuDgZZS\nyjFP1JNz584FNHFce3t7IiIiSEhIoF69erqYnZmZGQ0aNMDExIS0tDTMzMz05vTLSlK2pNCHvWFh\nYdja2uYpUZsXudmclpZGVFQU8fHxCCFwcHDA0dEx14d3ZUlONmdkZBAcHIyXl1ehNNELQ1xcHLdv\n36ZevXq62eMFQR/nxe3bt3n48CH169cnJCQECwsLnnvuOUCjiZOZmfmUMNytW7dIS0sjLS2N999/\nH5mD1HBB/Q1Ac9tKshBSwzeA2GxFi6WUi7V9vAp0f6LPVlLK0QVqPB+EEJWllA+FEPY5rZdSxuXb\nSGmOzwTaAHuzLX8CfJJDPQnI119/XapUKpmamipjYmLkkiVL5ObNm2WlSpV0Y66nT58u69atK11d\nXaWzs7OcPHmyPHjwoFSpVPJJrly5IidMmCCTk5OfWldcDG08dH7ow15A9u/fv8jb52fzH3/8IS9c\nuCDnzJkjAfnyyy/LZcuWyX379snIyMgi91sccrI5KSlJ1qxZU+7evbtU+vzll1+kg4ODPHHiRKG3\n1cd5oVKppI+Pj1yxYoW8fv26BOSUKVOkWq2Wd+/elTY2NnL9+vUyOTlZZmRkyJSUFGlqair//fdf\nnS+QxfA3Ukq8XRxk5rRhBXqRxzh54DVgabblwcCC3OoX9gX8qX2/BlzN9roGXC1IG6Udkz8NeAgh\n3IUQZsAANLKfOeLi4oKRkREtW7akWrVq+Pv7079//8emMn/++eeMGjWKmzdvsmfPHiwsLBg3bhzu\n7u5MmDDhsQw5d+/eZd68eVhZWREXl/8fnkLJoVKpMDExKfZ0+rx45ZVX8PT0ZOLEifzwww+0a9eO\n/fv3M3PmTLy8vJg5c2bWD0WvWFlZsXr1aoYMGVLix+PBgwd89NFHbNu2jVatSjsyUTIYGRmxZMkS\nPvroI+7evcvFixdZtGgRV65coVq1aowbN46RI0diZWWFk5MTHh4eZGRkoFar88sZWyh/U0JEAdmH\nN7oCJSa+I6XspX13B3yAN4BhwFDte4EaKe2r+R5AOHAFmJpLHd2VekpKirxy5YoMCgqSN27ckKdP\nn5b//vuvXLdunezRo4d0dHSUNWrUkLNnz5ZqtVpKqZktGRQUJN9++23ZqFEjGRMTI3///XfZs2dP\nXbtff/21XL58eeEuOfJAuZLPm2PHjklXV1eZmJhY5DaKY3NkZKT09vaWfn5+cs6cObpzpbTJy+Y/\n//xTuri4yAcPHpRYfx988IEcMmRIkbfX53m8bds26eDgIBcuXCiNjY1lamqqbp1KpZJxcXHy6NGj\nctiwYXLbtm1SSildXV3znPFaEH8jS/ZK3gTNlbU7YAacBxrlVr+oL2A4EAQ8AA4BKWiSk+e7balr\n10gpdwG78qu3dOlSTpw4gZmZmS4+BxpBI4AXXniBN954Ax8fH5YsWcLgwYPx8PCgb9++CCFo3Lgx\nS5cuZcCAAU9paWzZsoV//vmHKVOmEBISwldffVWolG4KhcfV1ZWoqCguX75Ms2bN9NL/0aNH2blz\nJ++//z49e/bMVfiqrOjZsyfe3t6sWLGC8ePHl0ibf/zxB4sXLy6Rtsqa3r17c/LkSXr16oVKpcLK\nyopRo0ZRt25dbt26RdeuXfHz83tsSPXAgQOZPXt2rm0W1N+UFFLKTCHEaGAvYAwsl1JeLIWuPgBa\nACeklH5CiPrAtIJsaDAzXlu3bs1bb72FEILo6GjOnTv3VJ39+/ezYMECmjRpQmhoKFOmTOHatWuA\nZnZf//79dQ/5FixYwIEDB3j06BF9+/ZlxowZvPbaa8ydO5e6detiaWlJQEBAme7js0TNmjVZvXo1\nXbt21VuozNLSkldffZUOHTpw+vRpvdjwJGPHjmXJkiUl1p6vr+9jyTzKG88//zzbt2/HzMwMExMT\nFixYwJgxY1i0aBEdO3akQYMGzJkzh4cPH7Jy5UpGjhypb5OfQkq5S0pZV0r5vJTyq1LqJlVKmQog\nhDCXUoYCBVKdMxgn37hxY/r27Uu1atVwcXGhWbNmJCUlPVanc+fOtG7dmvv375OZmYm1tTWtWrVi\n+PDh9O3bl/bt23P8+HFatmzJhAkTCAsLw9raGgALCws2bNhAZmYmK1asIDU1FR8fn2dymnRZMWjQ\nIAYMGKBTptQH6enpBAYGGoxEbfPmzbl06VKJ6fG4u7uXyfj70sTDw4Pk5GROnTrF5s2b+frrr2nd\nujXOzs6EhoYyadIkGjduzNChQx8bbvmMESWEsEUz83W/EGIbBYz9G4yT37JlC126dCE2NpYZM2YQ\nFxenc9BqtZrY2P9GMDk6OiKl5PTp0+zbtw9bW1vmzp3LuHHj+OOPP3j06BHp6emMGjWKRYsWPdaP\nsbExfn5+vPnmmwB89dVXhRJYUigcn3/+ORs2bODWrVtl3nd6ejqvvfYazZo1w9vbu8z7zwkrKysc\nHR2JiIgokfb8/f1ZtWoVoaGhJdKevjA2NsbLy4t+/frxySefsHv3bm7fvk16ejrp6els3bqV3bt3\n61WsTp9IKV+RUsZLKb8EPkOTy7ZA2i8G4+R79+7N7NmzuXr1KlOnTsXOzg7QjNIYMWIEjo6O9O7d\nmxkzZjBlyhSdYmWTJk2YN28ey5YtQwhBzZo1OXv2LKdPn2bGjBn4+vrm2N+qVas4f/489vb2z+yJ\nUxY4Ojri7++vSzZRlnzzzTekp6ezZs0ag5lEZ2FhwSuvvFJiIZZatWrRrVu3HMNRycnJbNu2rUT6\n0RempqaYmprSvHlzunfvrndlT0NASnlESrldamb15ovBOHkjIyNq1qyJu7s7UkoePHgAwNtvv82e\nPXt49dVX8fPzY9++fXzzzTeEh4cDcP78eYyNjbl9+7bu6sjc3BwfHx+mTp2a5216VmzfwcGh9Hfw\nGebjjz9m27ZtZRoX37p1Kz/99BOLFi0yqIfs4eHhurvWksLR0VH3e8lCSskXX3xB3759OXjwYIn1\npW8M5c+6PGEwmaGyOHv2rO7Wulu3buzdu5fw8HA8PDwAuHz5MiqViiZNNLPVHjx4QKtWrbCxsaFx\n48aEhIQ8NjqnMPz7778YGxs/JrGgUHzs7e0ZNGgQCxYsYOXKlWXyQ126dClff/31UzMn9c13333H\nmDFjaNq0aYm1WalSJeLj4x8rO3XqFHPnzqVPnz7s3LmTTp06lVh/CuWLYl3JCyHmCCFCtYI5W7QP\nBrLWfaJVZQsTQnQrSHt//fUX3t7efPbZZ0RFRWFtbc2kSZN0Dh40V/y3b9/Wac8nJSVhbGzMTz/9\nRLNmzfjpp5+KvD9z5syhTZs2eT7ISklJYdu2bY8lOFHIn0mTJhEUFESPHj24fPlyqfdnbGxscHdo\nUkp27txZookvpJRcvHhRF968cOECkyZNomfPnqxdu5Z//vlHl6zlWeZJX6Vve8qS4oZr9gONpZRN\n0ExA+ARAq8I2AGgEdAd+1qq15cq6devo1KkTtra2TJ8+nRo1arB582ZmzZr1WL0FCxawcOFC3n//\nfbp168aiRYt4+eWXef7555k5cybr168v8miD5cuXA+iGZT7JpUuX8Pb2pm/fvqSlpRWpj2cVJycn\nTp06hZ+fH23atOHdd9/V5fssDa5fv07NmkXOs1AqPHr0iJiYmMeEt4rDli1baNu2LbGxsQwfPhwp\nJYMGDSIyMpJDhw7xxhtvoFar9Tq6yYB40lc9MxTLyUsp90kpszzqCTRTekGjwrZeSpkmpbwGRKBR\na8uVefPmMWzYMF3m9twQQtC9e3cuX77MCy+8gIODA/7+/gA67ezz588XaX/s7e2RUj5255CdhQsX\ncunSJbZs2UKVKlWK1MezjKmpKZMmTeLy5ctERETQq1evUunn+vXr3Lx502CGTWZRqVIlLCwsiv1s\nQqVS8fHHHzNp0iQmTpzIP//8g6WlJVJKQkJCWLZsGZ6eniQmJpKamsqnn35aQntQfsnBVz0zlOSD\n17eB3drPOUl+1shrYzs7OxYvXoyrq2te1XRYWFjwxRdf8Ntvv2Frq4sSMXHiRLp06cLcuXMLrFty\n8eJFVq9ene+T+zlz5nD16lUla1UxsbOzY9++fRw5cqRU7oj27t2Lr6+vQahSZkcIwffff59vdqP8\neOedd/j33385evQo/fr10yVkMTIywsfHh7///hvQTBD08/MzuONQFNLT0zl16lRJ3ZW8XRKNlBfy\nlRoWQhwAnHJYNVVKuU1bZyoa8Zx+UkophPgJOC6lXK1dvwzYJaXcnEsf8q+//iqxB3Lp6ekEBwfj\n5uaGvX2OCp2P8eDBA65evYqFhQX169fH2DjPyBKgSA2XBOfPn6dRo0a5Zo0qis1qtZqgoCA8PDz0\n4tzys1lKSXBwMM8995xuHkhhCQkJoUaNGk/dTaakpHDp0iU8PT0xNTUlIiICe3v7PH8DhnheZCcj\nI4P79+8THR2NtpNy0AAAIABJREFUiYkJdnZ2DB48GJmz1HCBfZW3i0PfkyN6F8gGky9WBEgpfYqz\nH3qlBIRz3gKOA1bZyh6T+ESj69AmjzZkSbNx40YJyBUrVhSo/vfffy8BOXjw4ALVVwTKiodKpZKW\nlpZ5CpgVxuYHDx7I3bt3Sz8/P9mzZ88SsLBoFMTmjRs3yvr16xe5j08//TTH7T/55BM5evRoKaWU\nCQkJ0sbGRiYkJOTZlqGdF9l59OiRBGStWrXk1atXdeXkIVCW1yu7ryopgbLy8Cru6JruwGSgt5Qy\n+7TR7cAAIYS5EMId8ABOFaevwtK/f3/Gjx/PJ598QlRUVL71x44dq0s/qFD6REdHU7ly5WJfRV68\neBF/f3/c3d2ZPXs2devWZdOmTSVkZenw8ssvc+XKlQKHE5+katWqODs7P1Xu5eWlG7l04MABWrVq\nReXKlYtlqz7JShYUHh6Ou7t7sdrKw1dVeIo7Tv5HwByNlgJoFNJGSikvCiE2oEmBlQmMklKqitlX\noRBCMG/ePKpVq4avry+BgYH5Pix9Ur1SofQICwujXr0C6Svlyu7duxkyZAgffvghQUFBBX6eo2/M\nzc2pXr06V65coU6dOgXe7tatW4wePZojR47kmBS8Xbt2vPvuu4wbN45t27bx+eefl6TZZU5WPtcS\nCuM+5qu8XQxreG1pUiwnL6XM9QyVGjW20lJkKxBCCD7++GOOHj3Kvn37eO211/RpjkI2rl69yvPP\nP1+sNj744APWrl1borNHy4qOHTuyb9++Qjn5X3/9lTNnzhAZGZljPL9GjRocPHiQ33//nWXLluHn\n51eSJpc5WdIP58+fp0WLFsVq60lf5VOjqv6zyZQRBiNrUJq4urpy6dIlfZuhkI2IiAhq1MhzwFW+\npKamlmiC8LKkd+/eLFmy5Cml1bxQqVS89tpreT6w9fHxYc6cOXTs2LHcSwB88cUXAAb9YLg88Ew4\neR8fnzKZZalQcH7//Xf69+9f5O3nzp2LpaVlkSUs9M0rr7xCgwYNmDx5coHqnzx5kp9//pnevQs2\nIqQi4ODgwMSJE/nqK70GBMo9z4STP3z4sG6ilIL+ycrVWVTZgfPnzzNr1iz++uuvAg13NUSMjIz4\n4Ycf+P333/OdABgXF8drr73GokWLePHFF8vGQANh+PDhHDp0SFGfLAYG5+QzMjJYv349s2bNonv3\n7jg4OGBlZcWrr77K6tWrUakK9/xWrVYTEBCAp6dnKVmsUFhUKhUJCQlFetD9999/0717dxYsWFDs\ncI++qVq1Kl988UWek6Oio6Pp1KkTb7zxxjM5Ca9u3bq4uLiwe/fu/Csr5IjBqFAGBARw584d3njj\nDVq0aIGnpyf+/v461cI///yTwYMHc+TIEQYMGMDLL79coGQfw4YNo2bNmrRsmaeqgkIZkpmZiZmZ\nGRkZGZibm+dZNy4uTjeZJzo6msGDB7No0SL69OlTFqaWOs7OzrpUl1JKgoKCePjwIXFxcZw7d46F\nCxcyevRopkyZomdL9YOUEhMTE52UspL7ofAYjJMfNmyY7hZ26NChT61/++236dq1KzVr1mTp0qWA\nRnEvS3I4J86cOcPBgwcJDw8v0kOopKQk2rZty6xZs+jWrUBCmgoFYMeOHbRs2TLfB2opKSk4ODjQ\nuHFjevfuzbZt23jzzTcrjIMHaNu2LXFxcbz88ssEBARgbm5OtWrVSEpKwtvbm127duklEbqhEBMT\nw4kTJ/Dx8SE6Oppvv/1W3yaVO0okXCOEmCiEkEKIqtplIYT4QSs1fEEI0Ty/Ni5cuMC5c+dydPBZ\nuLq6sm/fPry8vADN5I/o6Ohc60+fPp0JEyYUeXq7paUl58+fp3v37mzcuLFIbSg8zY8//sj777+f\nbz1LS0t8fX0JDg5GCMFnn33GjBkzysDCssPJyYkbN27QsWNHDh06xNWrVzl58iTBwcGsXLnymXbw\noDk+4eHhZGZmEhwczLp164rVXpavKiHzygX5atfk24AQNYGlQH3AW0oZK4ToAYwBegCtgO+llK3y\naEMW1o7k5GRGjRpF1apVmT17NkIIIiMjcXJyIjk5mb///pvevXuTmJhYrCFYsbGxODo6ArBkyRJA\nk6D65MmT5eoh2OHDhw3C3s2bNzNgwACSkpLyzdh0+PBhzMzMaNu2LZmZmeXiIauhHOeCUt7sBc38\nF5mDdk0BttP5Km8Xh1rPinZNSYRr5gOTgOzJJPsAv2k99wkhhK0QwllKmftldyGxsrLi888/p0eP\nHqxatQovLy/27dtHw4YNiY2NpUmTJsycObPYY2zt7Ozo1KkTSUlJTJ48mbi4uHL3ozAkoqOj6dOn\nT64OPjMzkxkzZiCEoHbt2kycOJFFixaVCwevYPDk5KsqPMXVrukN3JJSPingXmip4aLg7u5OSEgI\nJ06cYMiQIRw8eJABAwawYcMG9u7dW+AxyLmhVqvZunUrBw8epHfv3mRmZjJ8+PBiz9R8lsnIyMjV\nYavVapKSkpg2bRoZGRlYW1tz6tQpRowYUcZWKlQ08vBVFZ5iSQ0DU4CuUsoEIcR1wEcbrtkJfCOl\n/EfbxkFgkpQyIJc+5KFDh4qxGxoCAwN142mrVKlSqCnjOREZGUlMTEzW7eFjbRq6ROuTGIq9ERER\nODg46NLVZZGZmalLyg7QtGlTg7G5MJQ3m8ubvQB+fn6FlhrmCV/l7eJQWwnXaJFSds6pXAjhCbgD\n57UjV1yBs0KIlmiu3LPnXnMFbufVT0mEQPbs2UNoaCixsbEYGxtz5MiRIrUjpWTNmjVMnjyZdu3a\nsXv3biZMmMA777yjS1BS3mKZhmCvlFKnp3Lv3j2qVq2qW/fw4UOdBk1KSgoWFhYGYXNhKW82lzd7\n86KQvuqZocgxeSllEKCbzfLElfx2YLQQYj2aB68JJRmPz42xY8fi5eVFbGws+/fvL1Ibf//9N1Om\nTCEuLo4GDRqwceNGjh8/TuvWrUvY2meP7Dldn7ySv3jxIk5OTvz6669YWFiUtWkKFZhcfFVtvRlU\nxpTWjNddwFU0uV2XAPmPlysBXFxciImJQa1W07lzjn/qebJ9+3ZeffVV3nvvPaZNm8bt27cJCAig\nVatcBwYpFIILFy7g5OTE999//1hc/ttvv8XX15dhw4Yp8xEUKhRCiNeEEBeFEGohhE+2cjchRIoQ\n4pz2tai0bCixyVBSSrdsnyUwqqTaLgzFUd47c+YM9+7d48cffyQiIoKNGzfSvHm+Q/wVCkiWXOyT\nY+QnTpzIyJEji/2gXEGhIEgp3cpQajgY6Ac8nQAArkgpm5a2AQanXaNPpk+fTmJiIv/3f//HpUuX\nKkys0lDIymhkZPT4abdlyxYWLlzIX3/9pSfLFHLi0aNH+jah3COlvCSlDNOnDYqTf4JKlSrRuXPn\nxx4KKpQMjx49IiQk5DEn/+DBAz788EM++ugjevbsqUfrFLLz6aefYmNjw6hRerkhNzSqCiHOZHu9\nW0LtugshAoUQR4QQ7UuozacwGO0ahYqPo6Mj4eHhOrG4hIQEnn/+eYYOHcrs2bMfqxsTE0NiYqJO\nJrq8J8Aob7Rp04bhw4fTr18/fZtSOlhaQZOChmJXxOY1hDKvoZtSytwmXkUDtaSU94UQ3sBWIUQj\nKeXDAhpVYJQreYUyo3nz5qxatYqMjAzUajVr167lwYMHT0noSimpXr064eHh+Pn5ERISoieLn116\n9uzJkiVL6NSpk75NMXiklJ2llI1zeOU6s1ZKmSalvK/9HABcAeqWhn3KlbxCmbFgwQJq1arFwoUL\nqVOnDpcvX8bGxobFixfzwgsvYGKiOR2llKxYsYJKlSpx+vRpGjVqpGfLFRRKFiGEIxAnpVQJIZ4D\nPNCMSCxxlCt5hTKjZs2abNq0CZVKRVhYGF5eXuzfv581a9ZgamqqG3VjZGTE0KFDqVq1Kj4+5Xai\noYICQohXhBBRQBtgpxBir3aVL3BBCHEe2ASMlFLGlYYNxXbyQogxQogw7VjQ2dnKP9FKDYcJIZTB\nzwoA9O/fn+TkZJYuXUr9+vXp06cPbm5u1K9fH29vb32bp1CBye6ryqpPKeUWKaWrlNJcSlldStlN\nW75ZStlISuklpWwupdxRWjYUK1wjhPBDozjZREqZJoSopi1vCAwAGgEuwAEhRF0pZeFy9ylUSCwt\nLXnnnXd455139G2KwjPCk77Kp06tZ0ZTvrhX8u8BM6WUaQBSyhhteR9gvfbhwjU0M1+V/HsKCgr6\n4jFf9SxRXCdfF2gvhDipHevZQlteJlLDCgoKCgXkMV+lb2PKknzDNfnId5oAdkBroAWwQfukOKdB\nzXneHh0+fDg/UwyKR48elSuby5u9oNhcFpQ3e/OikL7qZBmapleKLDUMIIR4D/hDq1VzSgihBqqi\nJ6nhsqS8SbSWN3sB/vrrLxITE2nVqhXVqlXLfwMDoLwd5/Jmb14Uxlf51KlVdobpmeKGa7YCHQGE\nEHUBMyAW2A4MEEKYCyHc0YwBPVXMvhSeAQICAhg+fDhCCAIDA+nduzfz58/Xt1kK5Z8nfdUzQ3En\nQy0HlgshgoF04C3tP+VFIcQGIATIBEYVZ2SNSqUiIyODGzduMGjQIJYuXUrTpqUu3qZQhoSEhDBt\n2jQ2bNgAQKNGjXBxceHIkSO0bdtWz9aVb9RqNefPn+fChQvEx8dTtWpVunTpUip3R2q1mocPH+qS\n6+TF/v372bZtG7169aJbt26PSVfcvn2b0NBQ7t69S48ePahSpUpxTXvSVz0zFMvJSynTgTdzWfcV\n8FVB2+rYsSOBgYE4OTmRkZFBeno61atX59atW9y9excTExNsbW1JSkri5Zdfxs/Pj/T0dJKTk8nM\nzEStVmNpaUn9+vX58ssvMTc3L86uKZQRUkrGjh3Lr7/++pjqYVBQEEeOHMHX11eP1pVPpJTExMQQ\nEhLCkSNHWLt2LUIIWrRogb29PXv37mXs2LFMmzYNd3d3pJRkZmYSGBhInTp1sLOzK5BWkJSSEydO\ncPHiRaSU3Llzh/Pnz7N582a+/PJLbGxskFIipcTCwgJbW1sSExNJSkpix44d3Lp1i8GDB/PRRx8x\ndepUmjVrRnJyMteuXSMsLIzGjRtjY2PDmDFjqF27Nu3ataN+/fpFPSaP+apnaQilwcgavPvuu3Tu\n3Jk7d+5gamqKubk5d+7cwcXFBVdX18eUC48dO0Z4eDjm5uZYWlpiamqKkZERycnJvPrqq6xZs4aX\nXnqJBg0a4ObmRu3atbl58ybPPfccnp6eetxLhSzS0tK4d+8eNjY2/Pjjj4wZM4YVK1Zw9OhRvLy8\nFEGyXDhy5AjXrl3jtddew9raGtAcy2PHjnHq1CmCgoI4ePAgaWlpuLq60rNnT2bMmMH//ve/x9o5\ncOAAq1atQgiBi4sLmZmZVK1aldu3b6NWq7Gzs2Po0KFMnz79KRvi4uL4+uuv2bVrFxkZGbRt2xYj\nIyOcnZ3x8fHB39+fQ4cO8eDBA4yMjJBSkpSUxMOHD6lSpQqWlpYMGTKEoUOHYmxszGeffca+ffuI\njIzE0tKSWrVq4ePjg5WVFaDJtXzz5k3++ecfzp07V/oHuYKRbyLvMjFCCFlSdmRkZBAYGMjJkycJ\nCwvj+vXr3Lx5E3t7e65evYqFhQVubm40btyYIUOGFNmhlLcHVoZkb3JyMg0aNCA2NpZWrVphYmLC\n8uXLmTBhAnv37mXRokUMGDDAoGwuKE/anJiYyO7du6lUqRItWrTAysqKv/76i/T0dMzNzbl16xZp\naWnY2NhQrVo1OnXqpEt/KKUkNjaW0NBQ/vnnHy5evMihQ4fw9PTk6NGjVK5cmZ49e7Jp0yY8PDxo\n3749jRo1ws/Pj+eee67A9rq5uWFiYoKrqyb1aXx8vO77iIuLw87Ojq1bt3L69GliY2M5ePAgHTp0\nYOTIkTRr1kynOVRWCCFyTORdGHzq1JIn504qUF2TV8ZU7ETe5Q1TU1Natmypk7PNjlqtJiQkhKio\nKPbu3Uu/fv1Qq9XY29tjbm6OkZERVapUwcPDgxYtWvDSSy/h4OCgh70wDNRqNZmZmZiZmZVIe6mp\nqezfv58DBw4gpeTChQt4enrSoUMHatSowe+//865c+fo0qULzs7OJdJnSRIYGEhgYCCNGzdm7dq1\nWFhY8OKLL3L79m3u379PtWrVsLa2ZuLEiVy/fp3AwEDu3LlD8+bNMTExISgoCBMTE+rXr4+UksTE\nRHx8fDA3N+fhw4dEREQwZMgQ0tLSSEtLQ6VSYWtry/PPP4+vry++vr7MmzeP6tWr8/DhQ27dusXe\nvXsZOXJksTR+3NzcHlu+du0aEyZMoGHDhpiZmTFmzBh27NjBO++8g5eXFwMHDsTX11e52yonVDgn\nnxdGRkY0btyYxo0b0717d+bNm0dERASJiYmkpaWhVqt58OABoaGhDB48mK5du7J37978G66AHD58\nmMmTJ3Pq1OODopYtW8bbb7+tW05KSmL//v107doVU1NTTE1Nc23z22+/ZerUqbrlWbNmYWFhweHD\nhzl27Bht27aladOmTJkyhYULFzJy5MiS37FCkpCQwJkzZ9iyZQubNm2iU6dOjB8/nqZNm/Lcc8/x\n7bff4uLigoODA1u2bMHf318nrPZ///d/1KlTR3dMwsPDUalUNGjQINf+bt68ia2tLRYWFhgbGz+W\nCzc7lStXpnLlynm2VVSynP69e/do2rQpPj4+nDhxAiennIagKxg6z5STfxIjIyPq1v1vNFVsbCz7\n9u3jwoULuLm58cMPP+jRurxJSkoiLi4Oa2trkpOTqVatGunp6dy/f1/3Ix00aBDXrl3j2LFjzJ07\nl9GjR/PVV1/h4ODA6dOncXR0ZODAgQBPpeQbMmQIkZGRWFtbU6VKFWJiYrC3t2fJkiXMnz+fmzdv\nUrlyZTIyMrCzs2PAgAGkp6fTtGlTnJ2dcXV1JSIigvDwcGrWrIm7uzteXl506dKF4OBg7t+/z7Jl\ny3BwcGDAgAE0a9ZM13e3bt348MMPGTFiRJkdz5zo2rUr+/fv54UXXqBz584EBgbme4dx+PBhhg0b\nluO67OdabtSqpf/x23Z2doSFhREcHIyzszOtW7dWrtrLMcUVKGsKLAIs0AyVfF9KeUpozojvgR5A\nMjBUSnm2uMaWFvHx8cydO5cFCxbQsmVLXn75ZWbPnq3XkMHNmzf5888/qV69OvHx8Vy6dImUlBRi\nYmIIDg7mxo0b2NnZkZSUhJWVFTExMZiZmVGlShVMTU3JyMhgzZo1j7WZmJjI4sWLiYuLo2HDhpw5\nc4aRI0dSqVIlvLy8aNCgAdbW1ty6dYvq1asTGRlJUlIS48ePZ+zYsRw5cgRTU1Nq1aqFm5sbcXFx\nSCl5/vnnkVKiUqk4ceIECQkJ3LhxgxYtWtC0aVNSU1M5f/48ISEhdOnShc8//5w6depQtWpVTExM\nyMjIIDIykmPHjjFjxgxu3LjBp59+qhfHEh8fz+nTpzl69Cj79++nV69e7NhRagKBBkvdunUL9KdU\nXnjSV3k/XzOfLSoOxb2Snw1Mk1LuFkL00C6/CLyEZgKUB9AKWKh9N0j69+9P9erVuXDhArVr1y71\n/h4+fEhSUhLOzs5kZGSQkZGhG0kQExPDoUOHGDBgAJUqVaJVq1a4uLjQqFEjrK2tad++PZ999hkN\nGjTIMzSiUql0IxtUKhX//vsvN27ceKxOZmYmcXFxJCUlERoaSlBQEOnp6bRv355OnToRGxtLWFgY\nnTt3xtHRkVdfffWx7e3s7HSfhRAYGRnRvv3TqSozMjKIioqibdu2JCcnExoaSmhoKAEBARw9epSI\niAgcHR3x9vZmzpw59OzZEyMjo1Kbbh8VFcWOHTu4ceMGt27dIjExkfj4eK5du8b9+/dp3rw5bdq0\n4dixY7RqZbCnrULheNJX7dS3QWVFcZ28BCprP1fhP+mCPsBv2iEzJ4QQtkIIZylldDH7KxWuX79O\n+/btSUhIQKVS5RoHLSpSSoKCgqhUqRJubm7Mnz+fL7/8Emtra9LS0rCwsKBu3bpER0eTnJxM+/bt\nmTp1Kv369aN584LmoXycrH3Icr45YWJiopsQ4+7uzksvvVS0HcyHu3fv8sYbb+iW/fz8cHNzw93d\nndWrV1OvXj0sLS0L1aZarebYsWOcPn0alUpF8+bN6dChw1PfnUqlYs+ePQQFBREeHs6JEyeIjo6m\nT58+eHh40KlTJ6pUqYKtra0urFTS37+CQfCkr3pmKK6THwfsFULMRSOR8IK2PDcVSoNy8pcvX+bX\nX3+lcePGTJs2jWnTpvHxxx/zzTfflGg/ISEheHl56ZanTZtGw4YNCQ0NZciQIRgZGZGQkEC3bt2o\nX78+np6eNG7cOM8r9fKEv78/AF5eXkRHR/Pjjz/SsGHDPLeJjY3Ndd2VK1cYPHgwd+/epWfPnhgb\nG7NmzRpq1arFtm2Pp9Vcs2YNb731FnXq1KFatWq0bNmSpk2bMnLkSN1QRYVngid91TNDvjsrhDgg\nhAjO4dUHjUbzeCllTWA8sCxrsxya0v+A/GyEh4fj5eVFeno6vr6+rF+/nn/++YePP/64xPuqV68e\nixcvpmPHjpiZmZGZmUlwcDDHjx+nQYMGuinb9+7dY+PGjTRv3hwzMzPCw8NL3BZ9MHToUGrXro0Q\ngo4dO7JkyRIWLlzI6dOnSUlJAaB3794IIXB2dqZatWo4Ojpy8eLjCXw6d+6MEII6derQoEEDFi1a\nRNOmTbGyssLZ2Znt27fz5HyLhg0b0qBBA2JiYjh//jzr1q1j/PjxODk5PVVXoXxTSF/1zFCsyVBC\niATAVkoptQ9bE6SUlYUQvwCHpZTrtPXCgBdzC9cIIeShQ4eKbEdRuHv3LlFRUTg6OlK1alVdTLyg\nPHr0iEqVKhW5/8TExKeceFZYxdLSEhsbG5ydnXMNtRSW4tpbXLJmPaanp5ORkUFqaipJSUmkpqZi\nYmKim1qfhbGxMbVq1cLe3l5XFhERwcOHDzE2NkZKiZGREUZGRpiYmGBqaoqVlRVJSUmkpKQgpUSt\nVqNWqzEzM8PU1BQTExNMTEwwNjbG0tKyVOZA6Ps4F5byZi9own2FnQz1pK/yfr6mWpkMVTBuAx2A\nw2gU3i5ry7cDo4UQ69E8cE3ILx6vj5mN9+7dY+7cuWzfvp3bt2/j7e1No0aNaNCgAUOHDs3T8ec1\nG1NKWaCRISkpKezZs4d+/foxdOhQvvvuO2xsbErMsWfHUGePpqenExMTw4MHD7hz5w43b97k0qVL\nBAUF8dJLL7F06VLu3LlDaGgoNWrUoF69eri5ueHh4YGNjQ2gGU4aExNDVFQULVu2pGfPnlhaWmJu\nbl5gHZaSwlCPc26UN3uLwZO+6pmhuE7eH/heCGECpALvast3oRk+GYFmCGXOA4f1jKOjI7NmzWLW\nrFnExsZy5swZQkND2b59O2PHjsXa2prGjRvj6OjI3bt3sbGxoU6dOtSoUQNHR0d+/PFH3d2ASqXi\n7NmzJCQkIISgTZs2tGzZEldXV5ycnHB3d8fNzY0qVao89mCvTZs22Nvbs3LlSjZu3EinTp2oVq0a\ndnZ2mJiYEBsbS5MmTRg9erQej1TpYWZmhqurK66urk/pCh08eBAzMzOaNm2Kl5eXTqtFQaEIPOmr\nnhkqnHZNSZElmXr8+HFSUlKoVq0aDx8+5MqVK1y9epX27duTmppK9erVuXfvHkII2rVrh52dHenp\n6fz7778EBARw+/ZtoqOjuXbtGjdv3iQxMRFra2uEEKSlpVGlShWSk5NJSkrKNUbcunVrjh8/Xqz9\nKY9XbIrNpU95sxcU7ZrC8kzPeM0LIyMjbG1tcx1WmNePw8rKip49e9KzZ8+n1qnVahITE1Gr1dja\n2upCCVnlN27cID4+nho1alCjRg1lBIiCgkKxUJx8GZMlgpZbeZMmTfRglYKCQkXlmRovqqCgoPCs\nYTBX8ooAkoKCQgG5kX8VhSwMwskX9yGKgoKCgkLOKOEaBQUFhVJCCPF/QogLQohzQoh9QggXbbkQ\nQvwghIjQri+aSFUBUJy8goKCQukxR0rZRErZFPgT+Fxbnl2p9100Sr2lguLkFRQUFEoJKeXDbIvW\n/KfhpVPqlVKeAGyFEKWSwMIgYvIKCgoKFRUhxFfAECAB8NMWl5lSr3IlnwtCiOVCiBghxE0hxEUh\nhFoIMVAIcUIbXwsQQuwUQgQJIS4JIf7NFl8bJYQI0y6XvKxl/ra/ls1mn2zlXbR2B2nfO2Zb560t\nj9DGCvX6MFwIMUZ7DC8KIWZnK/9Ea2OYEKKbPm3MjhCiuz6/84Kize2wSQgRqj1v2wgh7IUQ+4UQ\nl7Xvdvm3VKo2Zv32grOVzdHafEEIsUUIYZttXeHPCctKGDVuU6AXUFUIcSbb693sTeWjfomUcqpW\n/XINkKVPUnZKvVJK5ZXDC/AFmqMRXauHRtjoBPCSdv0sIEb7+RU0Gj1uaDT1U4HnADPgPNCwjG1v\nkM1mn2zlzQAX7efGwK1s604BbdCcfLuz9lNPx94POACYa5erad8bao+nOeAOXAGMDeBcMdbaorfv\nvBC2rgSGaz+bAbZosiZ9rC37GJilZxuzfnvB2cq6Aibaz7OybCzqOeHduIFUXz5ToBdwpoT2q3bW\nPgG/AG9kWxcGOJfG8VSu5HNBSvk3EAekSSnDsor5L7uMFZCuFTzqg+ZW7KG2jgpIkVKmA+u168vS\n9kvZbM5eHiilzMredRGwEEKYa2OBlaWUx6XmjPsN6FuGJj/Je8BMKWUagJQyRlveB1gvpUyTUl5D\nI4DXUk82ZqclECGlvKqv77wgCCEqo3GgywCklOlSyng0tq7UVluJfr/77L+97GX7pJRZWtQnAFft\nZ0M9JwAQQnhkW+wNhGo/bweGaEfZtKYASr1FRXHyhWMeMEcIEQn0A86iiaG9CaySUsahiavFa9/h\nv1ibodGGtFiuAAAE3klEQVQfCNQ60hpo7MxC3zbXBdoLIU4KIY4IIVpoy3OLY+obQ7XrSZ4D7gEr\nhBCBQoilQghroHqWg9G+V9OnkQXgbTR3m2D4x36mNnRzAc3dyAfa8l3AVTR/SkuA90vLAOXBK5qY\nGuCUw6rvn1h+FU12mc1CiM/QfDEuaL6wAUKIRfwXa8seXyvxWFseNk+VUm7LoTz7to3Q3PJ2zSrK\noVqpyoLmZT+a89IOaA20ADYIIZ7DcDOOGapdT2KCJgwyRkp5UgjxPZrwTLlBCDEVyEQT3wYDP/ZS\nyv65lEtgVFnYoDh5QErZOadyIYQb//3zAvQCsjJSO6HJNJMhhLgKmAI+aK4qbPkvqblrts+lbnN+\nCCFcgS3AECnlFW1xFP/d/kIp2ZydvOwXQrwH/KH9IZwSQqiBqlo7a5alnQXEUO16kiggSkp5Uru8\nCY2TvyuEcJZSRmtDdzG5tqBHhBBvofkNdtKeG1B+jr3eUMI1heMemuwyoHHqSdpRKHvROPhQNMfU\nGE282wwYgCb+pne0IxJ2Ap9IKf/NKtfeoicKIVpr92cIkOfdQCmzFW32HiFEXTQPCGPRHMcB2ucI\n7mgmkpzSm5X/cRrwEEK4G9p3nh0p5R0gUghRT1vUCQhBY+tb2rK30O93nyNCiO7AZKC3lDI52ypD\nPScMBuVKPheEEOuAFwFHIUQmmlvARGCbEOI6kA4EAsFobhnPo7lCTgYmoXH8xsByKeXFJ9svZdtf\nARYAjsBOIcQ5KWU3NMO36gCfacNNAF21DzbfA34FLNHEO3c/1XDZsRxYrh1Clw68pb1yuyiE2IDG\nMWUCo6SUKj3aCYCUMlMIMRo9fueFYAywRvtndBVN1jYjNCGxd4CbwGt6tC/7b6+qECIK+AL4BM0I\nmv3a0b0npJQjpZQGeU4YEgaRGUpBQUGhLPHxbChPb1lVoLpGHj7lOjOUEq5RUFBQqMAoTl5BQUGh\nAqM4eQUFBYUKjOLkFRQUFCowipNXUFBQqMAoTl5BQUGhAqM4eQUFBYUKjOLkFRQUFCowipNXUFBQ\nqMAoTl5BQUGhAqM4eQUFBYUKjOLkFRQUFCowipNXUFBQqMAoTl5BQUGhAqM4eQUFBYUKjOLkFRQU\nFCowipNXUFBQqMAoTl5BQUGhAqM4eQUFBYUKjOLkFRQUFCowipNXUFBQqMAoTl5BQUGhAqM4eQUF\nBYUKjOLkFRQUFCowipNXUFBQKGWEEBOFEFIIUVW7/KIQIkEIcU77+ry0+jYprYYVFBQUFEAIURPo\nAtx8YtVRKWWv0u5fuZJXUFBQKF3mA5MAqY/OlSt5BQWFZ46A4Et7jTx8qhawuoUQ4ky25cVSysUF\n2VAI0Ru4JaU8L4R4cnUbIcR54DYwUUp5sYD2FArFySsoKDxzSCm7l1RbQogDgFMOq6YCU4CuOaw7\nC9SWUj4SQvQAtgIe/9+uHeMQGARhGH7nEqJwBZ38J1G4gkM6hQsoSWhpJJ8CCWo/yeR9ut1sMdWX\n2dn9Vk1v9SV/uUFIUmtVNQc2wPmxNePetQ9J9h9nd8AiyfHbddjJS9IIkmyByXP9GuRVNQUOSVJV\nA/f30dMYdRjykvR7S2BdVVfgAqwy0ljFcY0kNeYXSklqzJCXpMYMeUlqzJCXpMYMeUlqzJCXpMYM\neUlq7AaC4qYBL+4QPwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=-60))\n", "air2d.plot.contourf(ax=ax, transform=ccrs.PlateCarree(),cmap='Reds')\n", "# Lble the gridlines\n", "ax.gridlines(draw_labels=True)\n", "ax.set_global(); ax.coastlines()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([ 0.693245, 0.083509, nan, ..., -0.105509, nan, 0.264981])\n", "Coordinates:\n", " * time (time) datetime64[ns] 2013-01-01 2013-01-01T06:00:00 ..." ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Pandas - Time series handling\n", "air['time.hour']\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#convert DataArray to pandas.Series\n", "airtemps['air']\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "time lat lon \n", "2013-01-01 00:02:06.757437440 75.0 200.0 241.20\n", " 202.5 242.50\n", " 205.0 243.50\n", " 207.5 244.00\n", " 210.0 244.10\n", " 212.5 243.89\n", " 215.0 243.60\n", " 217.5 243.10\n", " 220.0 242.50\n", " 222.5 241.89\n", " 225.0 241.20\n", " 227.5 240.30\n", " 230.0 239.50\n", " 232.5 238.80\n", " 235.0 238.50\n", " 237.5 238.70\n", " 240.0 239.60\n", " 242.5 241.00\n", " 245.0 242.89\n", " 247.5 244.80\n", " 250.0 246.50\n", " 252.5 247.80\n", " 255.0 248.60\n", " 257.5 249.00\n", " 260.0 249.10\n", " 262.5 249.10\n", " 265.0 249.00\n", " 267.5 248.89\n", " 270.0 248.70\n", " 272.5 248.60\n", " ... \n", "2014-12-31 18:02:01.540624384 15.0 257.5 302.39\n", " 260.0 301.49\n", " 262.5 298.19\n", " 265.0 299.09\n", " 267.5 298.29\n", " 270.0 296.89\n", " 272.5 297.49\n", " 275.0 297.09\n", " 277.5 299.69\n", " 280.0 301.19\n", " 282.5 299.89\n", " 285.0 300.19\n", " 287.5 300.29\n", " 290.0 300.09\n", " 292.5 300.39\n", " 295.0 300.69\n", " 297.5 300.69\n", " 300.0 299.79\n", " 302.5 299.89\n", " 305.0 300.49\n", " 307.5 299.99\n", " 310.0 299.09\n", " 312.5 299.29\n", " 315.0 299.29\n", " 317.5 297.89\n", " 320.0 297.39\n", " 322.5 297.19\n", " 325.0 296.49\n", " 327.5 296.19\n", " 330.0 295.69\n", "Name: air, Length: 3869000, dtype: float64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "newAir = airtemps['air'].to_series()\n", "newAir" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array(['2013-01-01T00:02:06.757437440', '2013-01-01T05:59:27.234179072',\n", " '2013-01-01T11:56:47.710920704', ..., '2014-12-31T05:58:10.831327232',\n", " '2014-12-31T11:55:31.308068864', '2014-12-31T18:02:01.540624384'], dtype='datetime64[ns]')\n", "Coordinates:\n", " * time (time) datetime64[ns] 2013-01-01T00:02:06.757437440 ...\n", "Attributes:\n", " standard_name: time\n", " long_name: Time" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "air['time']" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[[-31.95, -30.65, ..., -37.65, -34.55],\n", " [-29.35, -28.65, ..., -37.85, -33.85],\n", " ..., \n", " [ 22.75, 23.05, ..., 22.75, 22.05],\n", " [ 23.14, 23.64, ..., 23.64, 23.45]],\n", "\n", " [[-31.05, -30.45, ..., -39.55, -37.35],\n", " [-29.55, -29.05, ..., -40.65, -37.45],\n", " ..., \n", " [ 23.05, 23.55, ..., 22.35, 21.95],\n", " [ 23.14, 24.05, ..., 23.25, 23.45]],\n", "\n", " ..., \n", " [[-12.45, -12.95, ..., -28.65, -28.15],\n", " [ -7.86, -7.65, ..., -25.05, -21.35],\n", " ..., \n", " [ 23.55, 23.45, ..., 20.85, 20.14],\n", " [ 23.35, 24.05, ..., 21.95, 21.64]],\n", "\n", " [[-13.36, -13.75, ..., -26.76, -25.15],\n", " [ -9.36, -10.05, ..., -25.85, -22.05],\n", " ..., \n", " [ 25.05, 25.55, ..., 20.45, 19.45],\n", " [ 24.64, 25.14, ..., 21.35, 21.05]]])\n", "Coordinates:\n", " * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 62.5 60.0 57.5 55.0 52.5 ...\n", " * lon (lon) float32 200.0 202.5 205.0 207.5 210.0 212.5 215.0 217.5 ...\n", " * time (time) datetime64[ns] 2013-01-01T00:02:06.757437440 ..." ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "janDat = air.sel(time=air['time.month'] == 1)\n", "janDat" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[[ -1.36, -2.45, ..., -34.95, -34.26],\n", " [ -1.45, -2.15, ..., -33.95, -32.65],\n", " ..., \n", " [ 25.14, 25.35, ..., 25.05, 24.64],\n", " [ 25.05, 25.05, ..., 25.35, 25.45]],\n", "\n", " [[ -1.75, -1.65, ..., -36.26, -35.45],\n", " [ -2.45, -2.15, ..., -39.15, -36.76],\n", " ..., \n", " [ 24.45, 25.05, ..., 24.85, 24.85],\n", " [ 24.64, 25.05, ..., 24.95, 25.14]],\n", "\n", " ..., \n", " [[-27.36, -28.36, ..., -29.16, -28.36],\n", " [-23.26, -23.86, ..., -30.66, -28.86],\n", " ..., \n", " [ 23.14, 24.04, ..., 21.94, 21.24],\n", " [ 24.64, 25.24, ..., 22.34, 22.04]],\n", "\n", " [[-28.06, -28.86, ..., -31.66, -31.36],\n", " [-23.26, -23.86, ..., -32.86, -31.46],\n", " ..., \n", " [ 22.94, 23.74, ..., 22.54, 22.04],\n", " [ 24.54, 24.94, ..., 23.04, 22.54]]])\n", "Coordinates:\n", " * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 62.5 60.0 57.5 55.0 52.5 ...\n", " * lon (lon) float32 200.0 202.5 205.0 207.5 210.0 212.5 215.0 217.5 ...\n", " * time (time) datetime64[ns] 2013-12-01T06:02:29.416787968 ..." ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "decDat =air.sel(time=air['time.month'] == 12)\n", "decDat" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(248,)" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s1 = (janDat.isel(lat=12,lon=12)).to_series()\n", "s2 = (decDat.isel(lat=12,lon=12)).to_series()\n", "s1.shape" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nan" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c = s2.corr(s1[0:-1])\n", "c" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": 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