07 - Xarray.ipynb

{
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   "metadata": {},
   "source": [
    "# Xarray"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\"Python package that makes working with labelled multi-dimensional arrays simple, efficient, and fun!\". It's like pandas but for netCDF.\n",
    "\n",
    "[xarray website](http://xarray.pydata.org/en/stable/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pylab as plt\n",
    "import xarray \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import cm\n",
    "# import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Open netCDF file with several variables inside:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = xarray.open_dataset('./air.2m.gauss.2016.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f0b908b2-3e36-4281-8e1d-cd429795d366' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f0b908b2-3e36-4281-8e1d-cd429795d366' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 94</li><li><span class='xr-has-index'>lon</span>: 192</li><li><span>nbnds</span>: 2</li><li><span class='xr-has-index'>time</span>: 366</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2947198c-e118-4815-9520-4070324aeb91' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2947198c-e118-4815-9520-4070324aeb91' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>88.542 86.6531 ... -86.6531 -88.542</div><input id='attrs-02c4a694-d3dc-425d-9d08-7f15f4d9c45f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02c4a694-d3dc-425d-9d08-7f15f4d9c45f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e261408a-9646-46ad-875d-690ed74d649d' class='xr-var-data-in' type='checkbox'><label for='data-e261408a-9646-46ad-875d-690ed74d649d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>actual_range :</span></dt><dd>[ 88.542 -88.542]</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([ 88.542   ,  86.6531  ,  84.7532  ,  82.8508  ,  80.9473  ,  79.0435  ,\n",
       "        77.1394  ,  75.2351  ,  73.3307  ,  71.4262  ,  69.5217  ,  67.6171  ,\n",
       "        65.7125  ,  63.8079  ,  61.9033  ,  59.9986  ,  58.0939  ,  56.1893  ,\n",
       "        54.2846  ,  52.3799  ,  50.4752  ,  48.5705  ,  46.6658  ,  44.7611  ,\n",
       "        42.8564  ,  40.9517  ,  39.047   ,  37.1422  ,  35.2375  ,  33.3328  ,\n",
       "        31.4281  ,  29.5234  ,  27.6186  ,  25.7139  ,  23.8092  ,  21.9044  ,\n",
       "        19.9997  ,  18.095   ,  16.1902  ,  14.2855  ,  12.3808  ,  10.47604 ,\n",
       "         8.57131 ,   6.66657 ,   4.76184 ,   2.8571  ,   0.952368,  -0.952368,\n",
       "        -2.8571  ,  -4.76184 ,  -6.66657 ,  -8.57131 , -10.47604 , -12.3808  ,\n",
       "       -14.2855  , -16.1902  , -18.095   , -19.9997  , -21.9044  , -23.8092  ,\n",
       "       -25.7139  , -27.6186  , -29.5234  , -31.4281  , -33.3328  , -35.2375  ,\n",
       "       -37.1422  , -39.047   , -40.9517  , -42.8564  , -44.7611  , -46.6658  ,\n",
       "       -48.5705  , -50.4752  , -52.3799  , -54.2846  , -56.1893  , -58.0939  ,\n",
       "       -59.9986  , -61.9033  , -63.8079  , -65.7125  , -67.6171  , -69.5217  ,\n",
       "       -71.4262  , -73.3307  , -75.2351  , -77.1394  , -79.0435  , -80.9473  ,\n",
       "       -82.8508  , -84.7532  , -86.6531  , -88.542   ], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.25 358.125</div><input id='attrs-0d5f8a98-e92a-4a6d-958a-7cbd7dded412' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d5f8a98-e92a-4a6d-958a-7cbd7dded412' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6d5b179-7628-4af7-b8e0-c4268129a580' class='xr-var-data-in' type='checkbox'><label for='data-c6d5b179-7628-4af7-b8e0-c4268129a580' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>actual_range :</span></dt><dd>[  0.    358.125]</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([  0.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
       "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
       "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
       "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
       "        60.   ,  61.875,  63.75 ,  65.625,  67.5  ,  69.375,  71.25 ,  73.125,\n",
       "        75.   ,  76.875,  78.75 ,  80.625,  82.5  ,  84.375,  86.25 ,  88.125,\n",
       "        90.   ,  91.875,  93.75 ,  95.625,  97.5  ,  99.375, 101.25 , 103.125,\n",
       "       105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375, 116.25 , 118.125,\n",
       "       120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375, 131.25 , 133.125,\n",
       "       135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375, 146.25 , 148.125,\n",
       "       150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375, 161.25 , 163.125,\n",
       "       165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375, 176.25 , 178.125,\n",
       "       180.   , 181.875, 183.75 , 185.625, 187.5  , 189.375, 191.25 , 193.125,\n",
       "       195.   , 196.875, 198.75 , 200.625, 202.5  , 204.375, 206.25 , 208.125,\n",
       "       210.   , 211.875, 213.75 , 215.625, 217.5  , 219.375, 221.25 , 223.125,\n",
       "       225.   , 226.875, 228.75 , 230.625, 232.5  , 234.375, 236.25 , 238.125,\n",
       "       240.   , 241.875, 243.75 , 245.625, 247.5  , 249.375, 251.25 , 253.125,\n",
       "       255.   , 256.875, 258.75 , 260.625, 262.5  , 264.375, 266.25 , 268.125,\n",
       "       270.   , 271.875, 273.75 , 275.625, 277.5  , 279.375, 281.25 , 283.125,\n",
       "       285.   , 286.875, 288.75 , 290.625, 292.5  , 294.375, 296.25 , 298.125,\n",
       "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
       "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
       "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125],\n",
       "      dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2016-01-01 ... 2016-12-31</div><input id='attrs-bc0f13f8-c509-4a36-87bc-53821ce707f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc0f13f8-c509-4a36-87bc-53821ce707f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34187e93-a157-4a2f-a507-632f3480af44' class='xr-var-data-in' type='checkbox'><label for='data-34187e93-a157-4a2f-a507-632f3480af44' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>delta_t :</span></dt><dd>0000-00-01 00:00:00</dd><dt><span>avg_period :</span></dt><dd>0000-00-01 00:00:00</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>coordinate_defines :</span></dt><dd>start</dd><dt><span>actual_range :</span></dt><dd>[1893408. 1902168.]</dd></dl></div><pre class='xr-var-data'>array([&#x27;2016-01-01T00:00:00.000000000&#x27;, &#x27;2016-01-02T00:00:00.000000000&#x27;,\n",
       "       &#x27;2016-01-03T00:00:00.000000000&#x27;, ..., &#x27;2016-12-29T00:00:00.000000000&#x27;,\n",
       "       &#x27;2016-12-30T00:00:00.000000000&#x27;, &#x27;2016-12-31T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-5e77b089-c317-4601-979f-6c9d0e360e4e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5e77b089-c317-4601-979f-6c9d0e360e4e' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>air</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8667e364-d2fb-4ba4-99d9-6819829585e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8667e364-d2fb-4ba4-99d9-6819829585e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b14855f2-40e5-49c6-a291-bcc4b0ddeb0b' class='xr-var-data-in' type='checkbox'><label for='data-b14855f2-40e5-49c6-a291-bcc4b0ddeb0b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>mean Daily Air temperature at 2 m</dd><dt><span>units :</span></dt><dd>degK</dd><dt><span>precision :</span></dt><dd>2</dd><dt><span>GRIB_id :</span></dt><dd>11</dd><dt><span>GRIB_name :</span></dt><dd>TMP</dd><dt><span>var_desc :</span></dt><dd>Air temperature</dd><dt><span>dataset :</span></dt><dd>NCEP Reanalysis Daily Averages</dd><dt><span>level_desc :</span></dt><dd>2 m</dd><dt><span>statistic :</span></dt><dd>Mean</dd><dt><span>parent_stat :</span></dt><dd>Individual Obs</dd><dt><span>valid_range :</span></dt><dd>[150. 400.]</dd><dt><span>actual_range :</span></dt><dd>[177.75    317.90002]</dd></dl></div><pre class='xr-var-data'>[6605568 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, nbnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-668d3308-9be2-4d8f-bc69-cb19485c93a0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-668d3308-9be2-4d8f-bc69-cb19485c93a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77748a8c-98d5-4cea-a389-78602aeb4f72' class='xr-var-data-in' type='checkbox'><label for='data-77748a8c-98d5-4cea-a389-78602aeb4f72' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([[1893408., 1893432.],\n",
       "       [1893432., 1893456.],\n",
       "       [1893456., 1893480.],\n",
       "       ...,\n",
       "       [1902120., 1902144.],\n",
       "       [1902144., 1902168.],\n",
       "       [1902168., 1902192.]])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-c4fffc54-958b-49ed-bd39-774becd43e6f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c4fffc54-958b-49ed-bd39-774becd43e6f' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>COARDS</dd><dt><span>title :</span></dt><dd>mean daily NMC reanalysis (2014)</dd><dt><span>history :</span></dt><dd>created 2013/12 by Hoop (netCDF2.3)</dd><dt><span>description :</span></dt><dd>Data is from NMC initialized reanalysis\n",
       "(4x/day).  It consists of T62 variables interpolated to\n",
       "pressure surfaces from model (sigma) surfaces.</dd><dt><span>platform :</span></dt><dd>Model</dd><dt><span>dataset_title :</span></dt><dd>NCEP-NCAR Reanalysis 1</dd><dt><span>References :</span></dt><dd>http://www.psl.noaa.gov/data/gridded/data.ncep.reanalysis.html</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (lat: 94, lon: 192, nbnds: 2, time: 366)\n",
       "Coordinates:\n",
       "  * lat        (lat) float32 88.542 86.6531 84.7532 ... -86.6531 -88.542\n",
       "  * lon        (lon) float32 0.0 1.875 3.75 5.625 ... 354.375 356.25 358.125\n",
       "  * time       (time) datetime64[ns] 2016-01-01 2016-01-02 ... 2016-12-31\n",
       "Dimensions without coordinates: nbnds\n",
       "Data variables:\n",
       "    air        (time, lat, lon) float32 ...\n",
       "    time_bnds  (time, nbnds) float64 ...\n",
       "Attributes:\n",
       "    Conventions:    COARDS\n",
       "    title:          mean daily NMC reanalysis (2014)\n",
       "    history:        created 2013/12 by Hoop (netCDF2.3)\n",
       "    description:    Data is from NMC initialized reanalysis\\n(4x/day).  It co...\n",
       "    platform:       Model\n",
       "    dataset_title:  NCEP-NCAR Reanalysis 1\n",
       "    References:     http://www.psl.noaa.gov/data/gridded/data.ncep.reanalysis..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "Mean over time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'air'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 366</li><li><span class='xr-has-index'>lat</span>: 94</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-fde14ed0-9e07-439b-ae8c-49856474146b' class='xr-array-in' type='checkbox' ><label for='section-fde14ed0-9e07-439b-ae8c-49856474146b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><pre class='xr-array-data'>[6605568 values with dtype=float32]</pre></div></li><li class='xr-section-item'><input id='section-1c02c781-a900-4599-99cf-b94b90d0d3fd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1c02c781-a900-4599-99cf-b94b90d0d3fd' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>88.542 86.6531 ... -86.6531 -88.542</div><input id='attrs-589148cb-17dd-49a4-836d-cf241dbe81fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-589148cb-17dd-49a4-836d-cf241dbe81fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31b181b8-5201-42ee-924a-ceb3b2cc6ed3' class='xr-var-data-in' type='checkbox'><label for='data-31b181b8-5201-42ee-924a-ceb3b2cc6ed3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>actual_range :</span></dt><dd>[ 88.542 -88.542]</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([ 88.542   ,  86.6531  ,  84.7532  ,  82.8508  ,  80.9473  ,  79.0435  ,\n",
       "        77.1394  ,  75.2351  ,  73.3307  ,  71.4262  ,  69.5217  ,  67.6171  ,\n",
       "        65.7125  ,  63.8079  ,  61.9033  ,  59.9986  ,  58.0939  ,  56.1893  ,\n",
       "        54.2846  ,  52.3799  ,  50.4752  ,  48.5705  ,  46.6658  ,  44.7611  ,\n",
       "        42.8564  ,  40.9517  ,  39.047   ,  37.1422  ,  35.2375  ,  33.3328  ,\n",
       "        31.4281  ,  29.5234  ,  27.6186  ,  25.7139  ,  23.8092  ,  21.9044  ,\n",
       "        19.9997  ,  18.095   ,  16.1902  ,  14.2855  ,  12.3808  ,  10.47604 ,\n",
       "         8.57131 ,   6.66657 ,   4.76184 ,   2.8571  ,   0.952368,  -0.952368,\n",
       "        -2.8571  ,  -4.76184 ,  -6.66657 ,  -8.57131 , -10.47604 , -12.3808  ,\n",
       "       -14.2855  , -16.1902  , -18.095   , -19.9997  , -21.9044  , -23.8092  ,\n",
       "       -25.7139  , -27.6186  , -29.5234  , -31.4281  , -33.3328  , -35.2375  ,\n",
       "       -37.1422  , -39.047   , -40.9517  , -42.8564  , -44.7611  , -46.6658  ,\n",
       "       -48.5705  , -50.4752  , -52.3799  , -54.2846  , -56.1893  , -58.0939  ,\n",
       "       -59.9986  , -61.9033  , -63.8079  , -65.7125  , -67.6171  , -69.5217  ,\n",
       "       -71.4262  , -73.3307  , -75.2351  , -77.1394  , -79.0435  , -80.9473  ,\n",
       "       -82.8508  , -84.7532  , -86.6531  , -88.542   ], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.25 358.125</div><input id='attrs-7af38206-625c-4d53-bca2-6be94aa53902' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7af38206-625c-4d53-bca2-6be94aa53902' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-220b3c57-e145-4e96-b417-14714822d212' class='xr-var-data-in' type='checkbox'><label for='data-220b3c57-e145-4e96-b417-14714822d212' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>actual_range :</span></dt><dd>[  0.    358.125]</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([  0.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
       "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
       "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
       "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
       "        60.   ,  61.875,  63.75 ,  65.625,  67.5  ,  69.375,  71.25 ,  73.125,\n",
       "        75.   ,  76.875,  78.75 ,  80.625,  82.5  ,  84.375,  86.25 ,  88.125,\n",
       "        90.   ,  91.875,  93.75 ,  95.625,  97.5  ,  99.375, 101.25 , 103.125,\n",
       "       105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375, 116.25 , 118.125,\n",
       "       120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375, 131.25 , 133.125,\n",
       "       135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375, 146.25 , 148.125,\n",
       "       150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375, 161.25 , 163.125,\n",
       "       165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375, 176.25 , 178.125,\n",
       "       180.   , 181.875, 183.75 , 185.625, 187.5  , 189.375, 191.25 , 193.125,\n",
       "       195.   , 196.875, 198.75 , 200.625, 202.5  , 204.375, 206.25 , 208.125,\n",
       "       210.   , 211.875, 213.75 , 215.625, 217.5  , 219.375, 221.25 , 223.125,\n",
       "       225.   , 226.875, 228.75 , 230.625, 232.5  , 234.375, 236.25 , 238.125,\n",
       "       240.   , 241.875, 243.75 , 245.625, 247.5  , 249.375, 251.25 , 253.125,\n",
       "       255.   , 256.875, 258.75 , 260.625, 262.5  , 264.375, 266.25 , 268.125,\n",
       "       270.   , 271.875, 273.75 , 275.625, 277.5  , 279.375, 281.25 , 283.125,\n",
       "       285.   , 286.875, 288.75 , 290.625, 292.5  , 294.375, 296.25 , 298.125,\n",
       "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
       "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
       "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125],\n",
       "      dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2016-01-01 ... 2016-12-31</div><input id='attrs-92c661c0-b5a6-4ffc-bfad-a77759a5ce07' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92c661c0-b5a6-4ffc-bfad-a77759a5ce07' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b500a75-ec22-48b7-90f1-4e940140d860' class='xr-var-data-in' type='checkbox'><label for='data-9b500a75-ec22-48b7-90f1-4e940140d860' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>delta_t :</span></dt><dd>0000-00-01 00:00:00</dd><dt><span>avg_period :</span></dt><dd>0000-00-01 00:00:00</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>coordinate_defines :</span></dt><dd>start</dd><dt><span>actual_range :</span></dt><dd>[1893408. 1902168.]</dd></dl></div><pre class='xr-var-data'>array([&#x27;2016-01-01T00:00:00.000000000&#x27;, &#x27;2016-01-02T00:00:00.000000000&#x27;,\n",
       "       &#x27;2016-01-03T00:00:00.000000000&#x27;, ..., &#x27;2016-12-29T00:00:00.000000000&#x27;,\n",
       "       &#x27;2016-12-30T00:00:00.000000000&#x27;, &#x27;2016-12-31T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-88c24c4a-f0cd-457d-a691-7b6d129a6952' class='xr-section-summary-in' type='checkbox'  ><label for='section-88c24c4a-f0cd-457d-a691-7b6d129a6952' class='xr-section-summary' >Attributes: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>mean Daily Air temperature at 2 m</dd><dt><span>units :</span></dt><dd>degK</dd><dt><span>precision :</span></dt><dd>2</dd><dt><span>GRIB_id :</span></dt><dd>11</dd><dt><span>GRIB_name :</span></dt><dd>TMP</dd><dt><span>var_desc :</span></dt><dd>Air temperature</dd><dt><span>dataset :</span></dt><dd>NCEP Reanalysis Daily Averages</dd><dt><span>level_desc :</span></dt><dd>2 m</dd><dt><span>statistic :</span></dt><dd>Mean</dd><dt><span>parent_stat :</span></dt><dd>Individual Obs</dd><dt><span>valid_range :</span></dt><dd>[150. 400.]</dd><dt><span>actual_range :</span></dt><dd>[177.75    317.90002]</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'air' (time: 366, lat: 94, lon: 192)>\n",
       "[6605568 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 88.542 86.6531 84.7532 ... -84.7532 -86.6531 -88.542\n",
       "  * lon      (lon) float32 0.0 1.875 3.75 5.625 ... 352.5 354.375 356.25 358.125\n",
       "  * time     (time) datetime64[ns] 2016-01-01 2016-01-02 ... 2016-12-31\n",
       "Attributes:\n",
       "    long_name:     mean Daily Air temperature at 2 m\n",
       "    units:         degK\n",
       "    precision:     2\n",
       "    GRIB_id:       11\n",
       "    GRIB_name:     TMP\n",
       "    var_desc:      Air temperature\n",
       "    dataset:       NCEP Reanalysis Daily Averages\n",
       "    level_desc:    2 m\n",
       "    statistic:     Mean\n",
       "    parent_stat:   Individual Obs\n",
       "    valid_range:   [150. 400.]\n",
       "    actual_range:  [177.75    317.90002]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.air"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x115d25550>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iF50vOLYxUUzppQ9TKEYUEzyeImAysckFLSV+VycLF5uFDv04dtc4y5v7aUSp6JOP7ay2mMXrs115Py0abybZHyEFLtwOY4TDmk2LmrzIS9qiw2btBXouBKpmeLNMDVSN3yCnxlrbDvTLjc2L05ss7vsQgSAb+6GAz3h9bNM1lGbJqM8pqDAPuMu1ia5o2gqkzKbLdNKClI107bopgRYpylk7rtRm/EaQ4F8xc5sCC2VuPTU4Xj63UGf+FGM8DRhApAl6NII4hw78g7Nl835pKdiBJD9F6566r4rSpoVngauR7pywIENzO1NwmKfSO+Fd5bftINNIBt4Jr1Vz/fS878RVig6c19oAKVzL4rAOuF5IbeGkNRRU9XuA7+nsnuK1lR49WjiynkqPHtcRCreVf2QVnPiCsi6IBNsyXiMwxlGE7fx79INEjSHXVo7TIlrniuA0o7lmTg0l+DxiX0hKG5H8NS1RLHYgnhIcmVROIHw3kSqcJ2TsXr+Iuip4SnU8tSsFZ5qO2Ch9R+0lS2To2hJmS5oPFNhWwF4usebjzdvopHNZqJHo4TYP1V/J7fbabtPUipm5hiGV3/sh23xGay2kpd24zIcAYKy0UsZ00U6aGOdTwdLResJ7kSW6jGNq7etI/sW+1yzKvRnFpQnsH/hz9w7arKqqghh0GBH7h0abmdUpwSSAKaRJoVIIrmzazOeh2lfsUFItIv/umTBODRpgeIdrTUxAM3eYuWbPyVHsBS2rdrhxycFdvtHJHYZ6A+zIn3s4nYpiN31DWmUaiXEYoyktjd+5Pg1FEWxv8mrhlllQVsFRNOJb0r9yK97SUb8Ht6KD9IhnWO7Nrt841ghzBN25yS12c6A3ebXRL689evTocQVQhJkWK32OgoiMROR1IvJGEXmLiHxv2H9WRF4lIn8d/r8ju+YFIvI3IvJ2Efm0a3yrK+PW0VAyk1dROArjKAsv7RTiWvFwViVJFtYaamuwLnoZSWathd1cjkASz+2aWTomoZQDrBb/idtWkGAikEDTlUUmr24f3f6RwxTXBaYkU7ed5rgsCC9EdcfAO1OTZRvWQ+PJnc2tIXUzFmfXHnL0r4hD9dcz05UdCPW4aOf56pgGNafods1gORU5z169jIocneuLBO1gpmvydTVUa1P7eYgBoCnAMTdnSvPw7NAgrgk0NGUwM22M/RllTD9smnQ1pUHLJhuwKyUjE0hLvBTb0I/L/ZrigJYJLH+PzMwmc9z0ziH75wPdODjxXbiXQvD52cLcFDOXshibicXsTXGnvF1r/+4hB+d8f7PTMN+GekNDuw6qMDEDb4uVZN5uMlYYo0cSa64Wis/0vAZMgU9U1V0RqYA/FJHfAj4Xn4LqRSLyfHwKqu8QkafiU1Q9DR+/97si8hTVky8f2WsoPXr06HGFWEdgo3rshs0qfBQf9P3SsP+lwD8P358D/LyqTlX1HcDfAB+z7nu7EtwyGoqgDCovCpWFY1DYls8kaiDTumA6q5jP/K3XeyUyM0gdtILM8R0aTk5tu+GafF2FtiQjoKFZahR9w/7gbE/t15I5vhsJO/ad02jNPI6rrT2Ymnatko72khzsdKTpmJcqu728zbydrpPc5EGJM21ql1ht8Qy6VNl4n2FyDlFzWw7sQ3TgfEebmhvTkqgBrUwKBnRl06arQk2OsjmW6KehPkYc66GguJxyrG0NpRVIWWirOmiXBNG6H9sQHcxcMMENUkyEYgLVQXBgz3QpKcFYwVSCG/pOi1FBOfQDN9MamVu0ipPR9K+hCmPUXlxlkrPdDQy2kla9kKgllVPH4NEZg/tDwm9VdNNrEm5cYUdlCoIs9yzbB/4luXTvgKMyfasRXBinqwrs3WOmp8Lf6WnDNBh4Zqeh3rIwjqqNSyECzWDDf5mlwgRLRQoGXrOPTVWwq+d1OScir8+2X6yqL44bIlIAbwD+HvBfQkhFKwWViMQUVI8D/iRr676w78Rxyywoq2BaH23L7HHjo/eB9riR4Fa3pz2kqs9cdjCYqz5SRM4AvyoiTz+irUWd3hCUlFtmQREh+UwGhaXMMvfWtkiLycFkwGx3AAd+u5iZxk8RA+0yCR1ItRjMxOCC7VZLL5XqwKVzZeqlFWODv6Nuaxfxe4vyCnSz2Lak2lTBz0uMxdRvF9MmGWPUSIoU6AbF1H+v9nwD9dh3YkfGS+KmuTbZ8WfttBn5eb6OiFIeNO2WkeY58324IKXacdnQTEOG2YWZZIOUn7QlI6muh6l9PZRi4vsoLhykIDwdVdjNIfWW9yG4YZCuYyqSLE2JryNOGo8d+GA4CBpK0VBQ8+9uGCp+5gGSHTT1UDI7vVG0yKiqeb0Vgfzv3tLQwtUKMhPMLGgdB0IVjCDlfvPcwT/rsmh8FHYgqXpjMTE+A3HUZqZ1Yk6Z/dr7SqKGMiypN6JK5gDDZCscKyRLRmkoxiXlhqfx2je9lfLOO/2Ru+5EzZh6y7czHzcSezHzGYjL9M4qYn3maTUwO1Ux3/DjrsfhsxHmZqzYcfCZjC1maDEZHTilNbI+KFmS+tZYDYoQLpCHCqyTlaWwdtqwql4QkdcAn87yFFT3AU/ILns8Pkv7ieO28qEcTAZLjx2VRfdmRVxMbiXoaHnG21sR5f5Jj2D9uFbZf683FGGu5UqfoyAi54NmgoiM8TkO3wa8Ep96CtopqF4JfJGIDEXkg4EnA6+7Brd42bhlNJQePXr0uN6w69F47gFeGvwoBniFqv6miPwxC1JQqepbROQVwF/hU1Y970ZgeMEttqAUwa5UGIcRZW69CWZSlxxMvYNwtjuAWWNniQ7V6HyWWpDgCPflahtzlVoa84V6U47ZDc7QjAIq0bmdO8U7aEV22zgW337aziOz5/7caD4o95Uimeo0UH6zKPNQ+AhA5o5yGqOsXaucqqduhnmbOhDvrAWwQ4MdRoqp76OYBLPiwweYC6EGzWQKZYE5vRX6GDHf9ppEse8jsKMj2A4LNJpqKvEO8mgdmymjS34Sq0cPkOk8OZfrOzeoN0o0jK0eNrmlbOWd7tGspWWWrTd8d1nRpfTd+Gcbn4+rmhKxWnrT1VId3pFdKK39YjMKboe2qhnJQ4x6cgcgpYOBYEPQnxsZ7IahuuQvHj6aUbbjWMN9mFLQUATLDH2hrmiuKvZNMhsasS3PdF4YLJkN4/td0Kq940s1hzbP3oHb2fFtnrsDOyqZnPETvn93Q4AYf0ApZjC4FKL6DyyuNEzu9Cfs3SVMzvtz52csbNgsY7hShD+SyrTnsJ42vlA3K8K9hHOrmsLE3wFt5dFbdxDiuiLlVfVNwEct2P8wS1JQqeoLgRdededrxi21oByH2e5yk1ePHj16XC7crWK/WxNumQVF0OSUB5jVJfszL8IdTAbM94I4Nwte7+Bcd8YhBjRoJcVuQRGpnFM8rTPj2CbHr/H7o2O82mu+axGcv5GqWrXpqEgm1Gb0027GWbFQTMJ35+3p44dt6M9hgrNVrKfbRs2i3iyS4xNAiual99TVxvkutXrNBDBTiziHKTPxPl5nvZO2DJRQOZhDHUTmqoTxCDf2c2zHRZaZtmDwqKV6zwf8ubVl+mH3+HnZLn0+pxRYqU0Njrs2/TwNgmYTtJlI+c1L/brgdE/O9qF38ILP/2RHisbnnTnaF9ZiybQNceJzby1AK+dZqyyf106W/s4oTbBkoYnUoaUPyJNYr6NS7MAlarCrioaEUUO1I+33ZBq0aquBoOGPFUOhPAiO/pnzpXqLqNkZ7CiSNcRrfVXk32bEhso/F7vtqcLFY+/CTP2zd1sjpmcrdh/nz52dzp7LQNh+t7Zo8FpKcsTPzsDsvG9neGbCeNSkkqltgbXh3juZrk3psEEzwSjFwGHC335ZWqoyBEua6IwPz1sl7VsHroVT/mbHLbOgrIRZ//B79OixHiiyLh/KLYNbZkHJU6J4n0nF/qUgpk4MEhYTFSDax8FLhE6QYJc1U0laQXnQ+C4iovRVTGkF80kW+OZKvBSav2tZgJrLaoe0NBSitBn634fBpWAbPlCvlURtwnoKpu/QZ9Qt9rxYWu0IdthQeLWUlEZDg9svSp92aJJUamzZqvPhBk3gW0plEiRmc2aMCRoJItiNivlmqKUxMuney6nDDQvmT7gzzJ/ggj/F1N42nijVWc10O/L+m0QrHUmilJoa8qzFcc6jhjLfhDpUhK43HWxYKGNtnMyH4IJKGDNIzzPVMWggrUeYU4OFxh+R16k5ym9mg78o8581GpF2/C2KVAqBKjsfWTRWvZwbZncK5aWgeUwzWrEGH0oQ9suJwQ4lfU/vDF6ri8dcFTIK52MLY6lHghYF83HQUM4Nmvo2tTLbEmz4U3NDReOYjbDzREGNfxerPT+WcqLsnxfmpxUZNA9xOquSNuJsu0aRyenApaOIzxP/TKN1wmQpl0y4mRgrYtDLS510DFQ5lsF1u+HERXYROSMivyQibxORt4rI/3JUUrSrwe0mTNjxrfeyR+JDj5sX++dvlT9Ewa34uV1w4gsK8CPAb6vqhwHPAN6KT4L2alV9MvDqsN2jR48eNwy8O9Ks9DlJiMihireL9q0DJyrCisgp4J8AXw6gqjNgJiLPAZ4VTnsp8BrgO45rrw5OvNoaZrOyRQ1mGJyfRpEyU58rh6sFDcfZMy1nL2SmlSyqXAI1NxksMl1a1FMuk6/dcYg62spcm0etT6EKtZLKA6XaDep77c0s9UYwzVltmYrsuK2BadkURfJEgOgJVpAst1Ul2CxW0NR5uV7NTF0CCPMQST29o0y5tMRFJ7k0cxNMK25oWqaz6PyFhuabSvB2TFi+7GzovwrlXkMhJ7ENbRYTIuKD490OFR0F8sDAUVQOMU3jKco6OOVTOeesiBS1QTXjYwgQs1cPAw22sqk9Z6OpxuDmmb1TaUxVtfi8cbaZp0TNjea3bmrqnDQQ88gZhy0lUZxjlmoIJttZQzGudoV6HAgnUx+tHp+vZuZWFyjrrfc0kQf8c5hthz4yX2Q5VfbuyYqP5c9wqEwr76iP96MFuEHMeOCSCXI+jayV5tYlo1eLaCrjLdJEvxemXUyvm1lctTF9dUuBrwM3iVP+BcAvrrDvqnHSNpEnAR8AXiIiz8AnR/tGYFlStBZE5LnAcwEGd506tjNdI8OjR48etzeU9aZyWTdE5NnAZwCPE5H/nB06hQ+IXDtOekEpgX8AfEPIrvkjXIZ5K2TrfDHA5pPvSUrCuKoZnrLUQZqe1wWzkMtrduDF2moYaI9OUC0bCmiWUTdleM0c6qnvKJFHQTR7r8RBYTvXdQXPPDtt3G29BBmDEIuJJund99n0J3WT7ddnbW2kRDswuEFTljU/Js5rPlEbsJXXGuI9QaOFFdNm3LbydNhGQ5CkoZRTX9o1ZR92mlgS8w3DfFOSdDs707SRiBE2m/ukdflxlAf5fNPkdxoqLjh/CRl+o8AghaZstFIoYtpSa3LMJ1ophxHHqM0DLgeB4lrVVKWlyrQeG96fuSvCOyVp/yxmtp6UqBPMrJH04+N3leIGJjm0Dwm++csXX4M4/qqZSy0EN2z6cBVZ2V1PL07bdZtEkAc6tn4nTZumrZvNe1uPfYZiO8jGEtsweDJElvNMTTNuEaCOZJkQRBoGZIxr1TiB7E9IpUWuKIxmQc2afuRVvUM+PovprGRYre93VLnhnfL3A68HPhsvrEfsAN98LTo86dm4D7hPVV8btn8Jv6AsS4p2VYiLSY8ePXpcPY6vdXKSUNU3Am8UkZer6vx69HmiC4qqPiAi7xGRD1XVt+PTDPxV+HwZ8CLaSdGWt0VjHy0LSykusSsu6YihKMOqZjKtqGcFdQiMcvMC9gsGjwRq406TkK8IlOFW4GGXGpwhaTax8qHTtD9W4jNzQlbbho4bha3yQCn3mup3WjQZdH22YdfSAiL9th4b7EhwMSty7SXBVPcjy7DrCphvNjTXcgLDC36j2tc0pth/nqbEle0/nmiLr/Yc1aW6CUIcGmzorx577WRyLmxvqa+4ByntSJPCpKn/Uuwbzv2pZf+uIp0yP+2P15vq6alVZrAno46bRrMQVdQZLwGTVfEDL+lnkm6koNL6P7vfBfV1AArRxoa/gIKBNGAAACAASURBVIY2H/q/5Z1ixMwJGrNSz2H4iD9ndsqnkrGjKOmr92tEM23LMZANOA08HApzGp+3FuAyrdLOG0qxmXGI7rwIC33KUZGaQ11lPkGj2d/Lkka1+U9a96ApQFFM+9nkkHy+C0chmQ/FuKT1WWdwTpjO/c+cc5I0yXVAuWki5e8Vke8HngqM4k5VfdK6OzppDQXgG4CXicgA+DvgKwgJ0rpJ0a4Wk2mvodzsqDd7P1iPGwc3soaS4SXA9wD/J/AJ+N/YazLwE19QVPUvgEWFZxYmRevRo0ePGwG+vspNoaGMVfXVIiKq+i7g/xCRP8AvMmvFiS8o60R0xtW2YKYldTBL7B8MsMEpb2fB87gXCmztG8p9acxcM9LabSvo0ig1N6vk75KCFM11Aj4XFN7kZSOtc66p1C6AcSSvsBqoN0yT3djQyh2WZzB2FcwDHbTe8DTg6MDu1nYp5t60FWGHUAfFd3IHTM80EdfDRzU55V1FMqN15Rk1Tf92UFCcKlJRL9Emjxnq53RwsRnbPJR5dQPXylpA0QTqy0CZbxhmPoEx07NgNxQ3jna2zHQVH0oyD7VNJ8chPdLMeR8z1rYi6zNPtXe8B4dy5hQWabJdx3ZiStLKOC4Vlr34XtRlysFVzPB6edi2CmagTSB9kUXRK74wV276ivfeJNJu5ibuMNlzAZ+qLc8orM172a3/Fwu8gX+f4nfEv3d1yGgw3/aECQjvTpYpODrkU9nsYOaCSJ5ojolok3crzGkeDd+lCTcZhpsbElHmzjAaeJOjdYbZfL1VW086xmRFTETEAH8tIl8PvBdYyJy9WtxSC8pxsH0urx49eqwJvsDWTVFW/JuADeBfAf8eb/b6smvR0S20oEiSCq0T9qYD6qiVWOMDDUuHqw1MTFNqdeJzd0XJzFagQXrXEtAsmDHLPKudILB0PqRMxE1G38aBbUrBzDKKrZIaqkcg2pY82+Vym4DEeuQz6YJ3iJpZ05+Zx08gKUyU0cP+JrQyzMeGg3MxQJHkQMf5AMaoMdhhUx/D1J7SHHM/+bK6Yc5UsAMwgX5cTpRy4tuo9oNGlpVDToSEQlKW3TgZGpgOFscjTy2wm6E+SAE6dL5uCHhpPknefrITzbTIJp8YCNd8X8V6nIIfo3M/C6aLbSUtJHMK5wF44LXmKjz8cTVraTx7uoEaP4nVrjC42DxTMxfcrHHS26FCTkIQGu3CQfJES5ibvHR00FiN7bzDBrqs16Q517QCTdW1py0Fv1o6AamSNBSMtvPmmTY1WIz6ZwWIca18XSbTUPz3tlaSxiux1K9Lx+L8z13BqKzTnB/MK6o1/uJ5p/yN70NR1T8NX3fx/pNrhttKZHf1bXW7PXr0uMawmJU+R0FEniAivxdyGb5FRL4x7H+GiPyxiLxZRH4jZBaJ17xARP5GRN4uIp92jW9zZdwyGkphHLNQodGpUBjFRglHFWvFayjWtKQ7cZBXTcQ0UqKrIv03nJsxQoVAe8yZq5mNW1z7/CiX2kCxjKk6VJoUInZIqtqYmuwE+kXYYZZ6RL1GUoYCisaqzxAbapLUY0GCKFruO4p5Jr27hkZaBEqzLRptItGLp77ORpQu7UDS2xOr+0Wqai1NIGUx9wGYsdLk7LQspqGG+Uv1QAphNswkUUPb9g4tSdd/srbyNNBkNOAVsyXkwXEARUZjNZm24ttujkX/Sbw+11ZK4xiVczT4ntwdhgMNaXrFP/iN9/nN8UOOC3+vSdOCZmk+Cg0Bt82xBNPZdu13tBu8mFPivfOr0UDTuxeCdKM2U2+QRFFX+GDTeMyVjSalIcVRep3FDzb6t0zpGi3EqKcAG9dsZ/6QPFNwPv+FcVTGUsbrMg1xVPg/mDrc5LCoW3Tvq8UaI+Vr4FtU9c9EZBt4g4i8CvivwLeq6u+LyL8Avg34tyLyVOCLgKcBjwV+V0SeciOUAb6tRHZnb6vbvTVx41sYetxGcJiVPkdBVd+nqn8Wvu/gE+Q+DvhQ4P8Np70K+Lzw/TnAz6vqVFXfAfwN8DHX4PYuG/0vbI8ePXpcAVSD/3CFz6oQkXvx9eVfC/wlPm0K+Fi8J4TvjwPek112X9i3rM2niMirReQvw/ZHiMh3rTyoy8CRJi8R+dwV2pio6n9f03iuGKqSnHVOC2prUgZTNy/Q6BSuxav1UWWvaDnQx+9XDnKqbLRthXNzs5PpmqGykvVa0HJot6ibhjTzrmpyW7kqmA+ig1WbPEyxiFPKDjt2KRuyqcVnyo2U15kw225MFN5UFaKzT3leaTSXmTnJ/FftQLXvktfZVhmZoPZmlkhjzgtcxTxPcTz1CNgK8403cc2C9deOtYkGLxRUiIq6QEN/LTTQsBszVytyOtteSA3OI+NN20SVNeH/D8c0y/abMtNK+xwIJlXRlMU2hwn7iwUmGGjMXgDbY0HP+v0TxqAFe48N5rDKMH4I9u8O0yHN83UDWolORTssX2l/Tzm4jJ97yaPFNfs/o/G6zAwstS/ald69SrFb4eEPrc/RFfyTuUkxkS0ykokpHGXINlyWlkHI2FwZS5E9p25WYKfSyjZchpevKry5Kz6L7lzn27Uz7M6zP9KrhCLUbmWW1zkReX22/eKQizBBRLaAXwa+SVUvBTPXfxaR7wZeCcQayYtWqKNsuT+FN5f9JICqvklEXg5836qDXxXH+VB+Cp/25Kgl9p8AJ76grILINOrRo0ePdeAyIuUfUtVFAdwAiEiFX0xepqq/AqCqbwM+NRx/CvDPwun30WgrAI/HJ4Jchg1VfZ20y1WeSLbh31LVf3HUCSLys2sczxXDSBP4NHeFz+MzDyLVQdFImNHpaCIdEy8lR6fxKUkBgvVGOL6RLf7RWVsow0cFCY5wyZ3Sm4HmGZAHTor1TdhQztbn3ApDqxRXZYFgAi7QZmVce+kvHnONxKZOmJ4xTM+HYM0978yNEmYxabQnlznSYx+509Rlmo6pSd9t5SnLMTOxHTZtxbxm6T4yYoErod5yjaM20yaS8JgFJOYlcNtaSHC6d5zs6ezMrCDS0FG7DnTNMtVGOvGibMPxOpNJ3F2acNcRDyTtJDqJy8wj7oITtyr8g9kczFJg3LQaginS/c9O+TkeXPLb9RhMcNDXG4E4kr0nLeSU9izoMWkYG+HFiNo6zbNoZc0um/9dVtNHS/WaCZ5EYQqFmJ+tqwnmz8U4ytIxCrnNxtU8zUVO903z1bkxk2kv+bkGTfPdRSmOQTAjuEIYmPX5rddFGxb/S//TwFtV9Yez/Xep6vtDUOJ3AT8RDr0SeLmI/DDeKf9k4HVHdPGQiHxIGDIi8vnA+6564Atw5IKiql9yXAOrnHPDYI2J4Xr06HG7Y22pVz4O+FLgzSLyF2HfvwGeLCLPC9u/gs/Jhaq+RURegU+iWwPPO4bh9Tx8mY8PE5H3Au8AvngdA+9iZdqwiHwscG9+jar+X9dgTFcEoUm7MCgstqph0x+zQ5skpaKyzPYqdBqy2M4FUzdcSjP3aT4A5qcVd2aOFIelH60NU60oJo2/JdKN6y2H27ZeAgTEtbnAriL5EVyVVRc0wNT4tBrg6aFREjSKqiRfkNbm0AIZ7dd20yHzpoqfqDDPtA6xWQDdjGR9nQzBzCT5hcy80Tq0aKomxntIWkiox5HSehTakoalampbMCsajUSBjI57yM8hzT2JabSFRdqJMU3knUhDVY0BiQ3l1K2kofjjzTuV01ZjIF3UPlr01pjxWpp3Me6rnfHpgBbINWoFE4JsgZChGgY7/tozf2e58MF+gqMfMAYQxnfDT6nX7JqM0TQBkOqvTf5EK0lTXyRoJ9/LwAVfTOiv0JQpuhxYTEb3zTU31XZ230FlGVdzNirvChgV9dIKik7btdhzH4qh0VDi/u68g6cLzzIfh8kykK8L62hPVf+Q5W6FH1lyzQuBFx7XtogUwNeq6ieLyCZgApPsmmClBUVEfgb4EOAvSDG4KHDDLCiroKhOnKbd4yqxLKV5jx7XG6revH4jQ1WtiPzD8H3vWve3qobyTOCpqstkuZOHQxiGQKbTgwnllmuSRarh0tSL5AfziuH2HntTL2pf/MAWbmaYnFcGF4WDu3zNDgB3dkYZKzvWJtUeB8AodtMxPRtqvE/JaqUoMrDErIB1LbiqUY3dyEFIcmiChAc+ZUhhHNNQCEwM2EkI1rw0oNgzVJf8GAaXGoZZPQI7hvl21Hq8xqCl1xRmQ9ek5lCQoK6Uuyb4kMKhLOjNV/drWGZ26O34sY45pgmIjNUTNQQiysCle6pC8FqUoOfWYMqG1tUKNGwZ8H2gWyvIM7eb599Nu954F3n9cVnAzpIlsmHeh6/B4Vr7Y7tlpq2YbB/AwFjKYLevpaA2JiUtrTNziVhfCz7XUNBQx12gHpVsPBTr1gj7d3tHST0O2mZ8LoTUOWFeXQkmam61IApmEktzdph6eQJKo6l6pBlYBhvz5KMsjKMKz3BQWKrCJoZlzqxyKsxt84M7ruZsBIbbqJhj0JaEHxlTUTuJf79OpRUoushfkjRCU6c263rAhenomv3o3+glgDP8uYi8El9DPi0q0fm/Tqy6oPwl8BiukSPneuFgvrweyuDi8hfjZk3ZcpR5t9xdftBcl9pu68dR2kthblhZ6Ggc8XtVj6/fMNaJUbH8BTvqB3qZeewksW4T2jXCWeBh4BOzfYr3y6wVx8Wh/EboeBv4KxF5HTBNI1L97GXXXg6Cne/1wHtV9TNF5CzwC3ifzTuBL1TVR9fRV48ePXqsA+tieV1rqOpXXK++jtNQfui6jAK+EZ9uICY/ez7walV9kYg8P2x/x3GNPGbD+5pOVwdUYlNq6b16yFbp7TMzV/C+3VPcuek1PxHlAtvMYhRgocnZqTNDvTtK0ryZ5SVx1edZCtq3q6AeBwlqy7KxNeXU2NsvDs5UXLroxUlXG4qhZWPsx1OVtvVSFqZxGu9fGlE84jusLgbTRyAaTM85tIpUaECgOAh1RjatpwNHy0DuUDWgG8o8BB4yNckEFvNGNfmdJDnv59sON86y/U4LXLxfAUaW4TiYM4aNeQSgtobdHd/QcGualWr250THrXUmyXtF4SiLxufVrVNSSNvMtYgevCq6OaNy5IF2XQk5bg+MZRDG2r2+NLYxhxkFV+KkMd/E6xha7LCkDNYZsYGOndGv90OJ5cFFZfx+mNyZBkk9aPoVK1mWak01bUTUB0HmlOIANd7RHs1cUjnGm/4d3RjNGFdzBsGkPChsypO1Uc4YGIuR7Llkc+BoIsWHpqYSl86da5GZpQvm4pIZsHYNhbr7o10a23oWTiXNcWksRSJBFBjRVALYqmnme024GQpsichLWBD4eFxIyJXgONrw74cB/YCqtn7QReQHgN+/2gGIyOPxATsvBP512P0c4Fnh+0uB17DCgnIcZje4A61Hjx43EfSm8aH8ZvZ9BHwORwdCXjFW9aF8Cod/0J+9YN+V4D8B3443q0XcrarvA584TUSOrS42KmoeN7oAQCXWZ2aNwp+pofQVZmau4INPP5JehEFhcc6wU3kNohrVSEgiaR8dMHi0oArVBk2d1QAZS5v+O1R0FKS0gWV7NOWJ2xfS+O4bnAbgkd0NVIVxqCK3OZgmqcmp8K6HzlLPgqP/0QHDh5sXdnpWqc94yXB4ekoVWGvzumC2O8BuBS/9QYEMnKcgA8VOgZkFB2el2G0LYayMLWqClDU1PuFs0ErstkuBampg6/wew8r3YZ2ws+PnTK0w2JizNZ6Ge4oZIuBgVjHNygQOq5pRaKMqvHZWh/l2SJJuy8K1tI5S3KF0Jl1H+KIMv+Cd30kSzrLNxna616djGT11kXaSU1VNHsCoJm2X4vz7R2Nvj1J4KY7NgZ+z02f3uDA3mDpqpD7tTZ6JOgaqulLYfEDRC0Gzy3wpWmhK0wOgRhLFVysNGYYzbSYnmlSOIqRFGYxq7tz2WvyZ4QEbZaahmJqtwj/jzXLKqON0i8+wEIdVk+577goshjqxV0iJE+N8xz8wY9oO+1zr8XPfaET58dJYipiGpdIW3bh2hlODZLG/aihtYsWNClX95XxbRH4O+N1r0ddxPpSvBb4O+BAReVN2aBv4/662cxH5TOD9qvoGEXnWFVz/XOC5AJuP2Tz2/F5DuflxIzpme9yeuFl8KAvwZOCJ16Lh4zSUlwO/BXw/3o8RsaOqj6yh/48DPltEPgOvip0KqVweFJF7gnZyD/D+RReH5GovBrjrqXfqQcgv8oirmNrm1kpjqcIHvKTUehFOX4TTF3lof5NClEmwuV6aFNRzaSoM5nXkg69Ftrx0VlSWehJstZOCR3Y3GJReortjeMBWkIx2qwGzeZmC6XJ79MXpiOGgZrbvxdJyRqqpoqWv4idB65jtDVKmOHZLBo/6ZILgk0/GAMRYNzxKt1oJ9aSk3g6JNCtt0m84wQ0djGLOFk2W19HWjNFgzrhqpNGoWe0cjBgN54zC/RbimIX5n9Yl02lJEVKvbAzmSSovjaN2BluExIK51B/opzFVRk6/Tc8101ASxTRQOdtJAYsWhTzHsgUqaidREnaZlhNt+IuSQzqEUpqAvaGpW+O2KpQutGkk0Wjv2tpFVbhUecGo3ioxob68FiHdSfBx2X3BjoRqN/SZJSIl1G2P75cOHFJGX9dhbSv6mmLSxujbu3trh3Mjr6GcrfYZF7N0XSWWjcI/w5HUh7SzdK8hkjzmu2r8mnPmrqAsGm3FqlCgDcXaFcyztgpRyqzcZD6W7jOswnl+zI6NstGYh2a9KaxuhgVFRHZo+1AeYD3WpUM4zodyMQzm76vqu9bduaq+AHgBQNBQvlVVv0RE/iO+5vGLwv+/vu6+u3ho/3gN52ZDt7zrrY6bhMJ5Wbg5SpZfHm70YMBVcbPEoajq9vFnrQfHGgBV1QFvFJFroiItwYuATxGRv8b7b150Hfvu0aNHj5XgkJU+JwkRefUq+9aBVWXYe4C3hDiUPNJyLXEooa3X4NlcqOrDwCddzvVzV/DOPZ+Ea+YKameSKnxqMOXOgR92aSwDU6eo3GRiCVl9Z65gM9AzN4cz6rtNKyguRtjv7Q6pKsf2pqcGDwrLhdJ7RycXR0wvDHlAPQt6fqpI+Yu2R1P2jTIoG/X90am/7v6HT1NPy1RbYn62Tl7ZcgKDCzB+MEQTV0Vy2IqFwQ6U+8GkEcgDdhgd8VlmYI0PPRAPxpqi392GhYGjGAXTVemSomxEW1Rdg0Jwrs+sN3dFB/qkrpjWvpfaGqrKcv6Ut8+cHkxa1M2ukzz/nmeKHRb1IZNH0TE5RRNJbnZxCDYzczg1Sx2puRPe97E4gy0spsfm7UTTTXeMVXZPs0BrBdiqZozOPMpDQ/+eXNgeM5tWrTxjMXv2bFRSTw2zUw3RQqPjvVCfOy1GtZdNyV3w6UKSmcsoVXiGm8MZp0YTzo18WuzHjC5yR+W/b5gZQzOn4PB8LKqXHk1c8TkUyUnv6cVV9hwjtX/uCubSaC6uMMw770aRPxsac2eBS+NwKq32h6ZOpJCJrdiv11cPBb2xTV4iMsJzkc6JyB00RPFT+CzFa8eqC8r3XovOrze6NvgePXr0uFIobYHoBsS/BL4Jv3i8gWZBuQT8l2vR4UoLiqr+vojcDXx02PU6VV3oKD8pzF3BB/a3AO/cHZXzJP1dmI64EHJ5PfnUBxiammFwIBvrc35FqdXR1Ew4M5wwKubJ+btvB7zDei2oHFrKwnJq6DWUcTVPTvhLw3kKZASf8iU65c+P96iHB+lYaRyzkO/IFIrODMWGb+fxdz1K9SQ/lvc8fAf61i1OvTtoUlsmpd6ox3BwzmcVBp9jq9qFas/f//hh5eBs0EhGXluJtnk7dhDrY4hSDBxloCMXxmHDH4wxitWG1lsVlirwsqtw/SRQXjeqWbpfs6lslPPkGM0ptrmjuwsjShW0SfCO1ipl/m1LuZGKWrZyP4X77ZgbaldQdfY11f4OZw2OyDUNi3cgmwWkgGXXx3EN81xTapgF6bkMzuPopD872ueRyUZ6N2prmNf++3QwwE4KbKySaAUNpAcplWJYe+0yIhuKiK9LAjAezjm/6TXHx25c4vGjR7mj8pr8SOZpjouOpmbVJI3ALuA05BqJn4vmeRsEl813FbKuz6VI2gr4ZxIDMq2a1hi6ZIi5FqAhz5nRdO6uHfH+6Tbv3Tu99NqrwY3uQ1HVHwF+RES+QVV/9Hr0uWq24S8E/iPeJCXAj4rIt6nqL13Dsa0dTz71gZMeQo+rhFlgdunR46RwORkZTgqq+qMi8nTgqXg2bdy/9mzxq5q8vhP46KiViMh5fGDMDbOgKE0Kj0GQziJ1eDL3tug3TJ7A2Y19zo322C69ZlFrwQMH2ykr6t5skALzRuU+Tg2T4G/Zr6tW8FxV2hRs56VwL13ePd6lPmN4f9CY9maDNJatasaoaKikA2OT9G7V8H7ZThXt7tnY4TEjH1V513iXvxzcw4OnvLQ1fMj7TcD7V8Q2rC4z934UOxRMrUxPS1J2iwkcnIfZed/H8EwT6FVPC6pBzSDY1X2W4FCPRZpqhPF+I90ZDgcFNvfXTrfhz41az2EKZ04HrYxLfpMCl2jfldhDdvi5Fok9lAfP2UxrgcNJIrt+kqYqo2JwKfCui1Jsy6cQJfZaC0+BTb6mTvZdLYi6qy3a9OaBqZNGVhrLzBXszobp+EYIhp0N5+wOhtQz/8BVs9Q0paUsbUpro51MvUXh0vt9brzHEzd8irwPGj/E2WKvFaSY5g7TClAEmnvv/J66oxZ8AdRQiG1Rif3YGm2li0VldpMGGt+l7L2J43xwss0D+9s8vOsZnMOqXn/qlZuAWSgi34PPPPJUfLn2ZwN/yDUoP7KqAdB0TFwPX8a1NwzObuyf9BCuK0x96wUB5gtJj5sTl1GH/YaGapNa/7jPCePz8SSnB0KiyGcAw6MvuTKsuij8toj8joh8uYh8OfB/41e6Hj169LhNIVhnVvoc2YrIE0Tk90TkrSLyFhH5xrD/I0XkT0TkL0Tk9SLyMdk1LxCRvxGRt4vIpx0z0IMQ/lGLyCl8oPiTrvLmF2JVp/y3icjn4SPbBXixqv7qtRjQlcKIJlW+KiwDY9mbe4rgtC6YzUt2J0OMUXY3hpwJjnEjytSW7M38ubN5mdToLuo8W+kQKmPTyzKpS7YCNfiu4Q53DnZ518A78O/fP33IJBRV9lob+und4102q1kiATgVHph4E9d2NeEfPOY+/nbDj/v9F7fZee8GAOP7DeU+qbCAG8DkHNhBzPWklCGqWkuYn3aM7ghkguEcF0yFM1E2RrNEWADS/VkVysIls96ZwQGngtnQiGtFRMNhumyOaOpaRAWNGkhlbIiCdqm99nbb3DTXgrkJTmtXMQ/R6Fa843+eKoy5lnmki7z/HLYVte0OXdvQXx1WsnNzE5AYT2QIh8c05iWnphUNXonj8ZsXeKT05po8bVDt/HsYqdnzukjm3sIoo2rO1tC/DOdG+8n8WIpjWNRshij3O6p9tkJFr/PlDhumMX86NaEmNfgMXI35Ly+MVeBa2zmN2BLmvhNhu+jdKNAsPXab+l2gS7WaNI7s2kmk2of73gxU7I1q1sosvQ6syYdSA9+iqn8mItvAG0TkVcAPAt+rqr8Vson8IPAsEXkq8EXA0/AMrt8VkaccUVf+9SJyBvgpPNtrF3jdOgbexcqx1CHB2C8fe+INDHOzFlnq0aPHDYd15fIKiXBjMtwdEXkr8LjQRSzpcZomQ/BzgJ9X1SnwDhH5G+BjgD/uti0iAny/ql4AfkJEfhs4papv6p67DqzK8vpc4AeAu/AaigCqqqeOvPA6ojKWuze8GD5zBTNbJEl7azgjCOjM5iWXDkZJ8t4cTCnELXTWRa0lOjhH5ZxhKAk8qSusM62cYbGN0li2ign/+NTfAfDQxjYPzbfSebUr2A15x/LMtBuibJSzlG/owFaJVrpXDxgVcz7q7HsBmN9h2Hu8N4O+Z/cMD17aZrLv21QrSKFsn/LazOZwxsV9T+7YvzBGKscoOHi3htMkjV+cjBmWdZLiSnHUIROxdYaNasa5UaCZDi+yUTRkgry2RZRMwTt0c8c0NFK7Ea91ROkyd7Z3NZEYwJZLoskhSziWojAbeqhDmGcBhN02gVb/uZO+K0kvC3TMpemYJTeOrUV31XYG3dzgHJ9zkwNsxhg4U/lnOHVlq3bIxdmY3RCktzcfsDttTOJbwylPP/MAAOcHO8nR7ue3TnM8MvM0ziqQDKLGaMOTi/dXGdc4wsUkh/2huRDTaHMKiEnMvPxdXzR3+XaXxHFIq4nPLIw99jl1JXu1n4uJrTg7OuDsyM9hKW69/gyFdRdFF5F7gY8CXouPIfkdEfkh/NvyseG0xwF/kl12X9h3eIiqKiK/BsS68u9c74jbWNWH8oPAZ6vqaVU9parbN9Jisipm89ssuVWPHj2uKS4j9cq54AeJn+d22xKRLbwV6JtU9RLwtcA3q+oTgG8GfjqeumAoRy1tfyIiH33E8bVh1V/YB1X1rdd0JFcJgybK5cSW7NdVyng7qUtUhSpLd7I/83ZW64TCaAogcypJYi8LH9g3DPTYU4Mp94w9jXenHvHA/nbSUMbVnFOVt0cPTc1I5jxh8DAAZ8td7gn1ViZaMXUV+yEd8L4dNPZ3LUKVuRB4VjRZUqeupNaCg2Af3i4nPGHkKZ8fsvkBJuerJHnvuwEX5uMk7TkVLm14DeXB8TZzZ1Jm4FJcCkgsjUv3Ct4XNZRYA8NydrjPY4eBxjy4lCTdSNvNgwm7kmfuC8n3jaQJQC0yH0qspRHRDa4DWv1bmlQ7Rh0ujNsiybcS++9KyUUWaLcovYg/1v57dSpNuo+szTgPuY+lK21HG7/Rxoc0NHVLeo6U6TieO8r9pGlMXMV0UPJo7X1oD05Ota59zMYOMdh96QAAIABJREFUHxRST58vd5o5xbXuMfdfzbToaIuNBuiCRhKPGQxVly4czp0prZ+7AscgPgtt+1eAlAbbqQRd9nDqG9fxoRQosbZn9ELFv6F9N0h/IwNj2Sxn6XfBqbRq81wtlMvyoTykqs9cdlBEKvxi8jJVjbXevwxfzRbgF4H/Gr7fBzwhu/zxHF0w6xOArxGRd+JTZ0UL00esOvhVsersvl5EfgH4Ndo15dde5L5Hjx63Nhbl/7o5IYkMcVWteD/HTwNvVdUfzg7dD/xTfED5JwJ/Hfa/Eni5iPww3in/ZI52sj/7qge5IlZdUE4B+8CnZvsU6BeUHj163LZYE8vr44AvBd4sIn8R9v0b4KvxqVNKYEIoJqiqbxGRVwB/hWeIPe8Ihheq+i4R+V+BJ6vqS0Jg+tay868Gq9KGv+Ko4yLyAlX9/vUM6cog0lAInQozW3Iw96pvbU1yrA8Ki3WSKJc7ByOUxqQhophBY4bIaYZOJVFlHzu86M1FNqrXNXcPLwGwXUyoxLITarMayZzJCkMz53Thgyw3h1OqZJ7x5pC3HRxOBLpVTJNpCbxj/4Fpk6NoXMyo8WMpRBmamg9MfRmEOwb7bEXFcjNkuc2c1jFL8EbIf7Yb6NanBlMeGyL1h0XNUOacC1Wdts0k9T2SecvZ3KVdW0xmZnGtErEmcwRD7jA/2nkb2wVPN86dwdHEEjE7RFvtmLwWmNNyKuyieyqElMvMimnloSIzd3Uprw5t0YrbkeltE59BW4SBSPG9p/KmzvvmnpbuVJiE93lQWD7i1H180MCbvAZimYWxRad7nr4mztVI2ppDToCwmEitCMe6lOomE8OAYPYCECjI0uVIE3Xv5yKbX0yY86bPCCMuq2zX3nYoE1e15m4c5nRs5um9jW2u1eSl61lQVPUPWewXgeBMX3DNC4EXrtJ+iJR/JvChwEvwXIafxS9ka8W6dM8vWFM71xTrTrvQo0eP2xs3SaT85wCfTSg9oqr348u4rx3rWq5PfMYKcYwLL4nUZUE9nDAomgC6CKee0imdEY9C/qramSSxl+JaGsp+XbFrPSXxnsFFPnjjIR6eec2xNDZJ7+fKHe4sd7lkvSN87oZJgp26ikpqXDaAROMUX3PiKWNP+dyxo1ZQ2IaZpnZ23Ij7J3f49tWwKcpBkFKfvnkf75ieb+WQ2iwWl8QFuCtQgfNARYA7qz22g1Qc6aYx+G0g9pAtPFFJF7wNg4wOvMgpvAyJctqhqlpM4rX4pLQ2Sf5WpZWDa1m6lm6iyUN5u7SteTRO6Ua78+c1x/LaHE0/GTJqsutI3d3tKnPKG1FGQdLeNFM2zTTN6W49Ymc4SmMbSc0p46myI6nZ00GYF3NIG2tn3z089nhP3o176NChOfNEi+b+LO3nZsiyTdOZX1wKpozZg+O9I7ZFS08arBYU4lI7Q1OzFQI3c5JBHNu6sW7a8DXCLNCHFUBErll52nVpKFc0rUekHDgrIq8Skb8O/9+xjkHeAJJCjx49bhEognNmpc8J4xUi8pPAGRH5anxi35+6Fh2dtIayLOXAlwOvVtUXicjzgecD33FUQwaXUkpYFQamZlJ6n8J+oMVCo62MQwqR2cAHvcX9U9sEkFWF5cxgkq535JlbHR88/ECya09dxdmQ3+R8eYlNM2XPeW1mmlEut4sDDJr8JuCpxAADLCMzZzNoAWeLMn3/s4N72XGjRHF1anjSuEnHf7rYb9nbnza+L2kAH6i32Q3a0kPzLXbqUcrMO8x8P6fL/RatdiTzpJEU4sc8yKT9rsZQRJ9Gh37btdsvqq+xDLnknwLtMBRYbDfbb0djaR1b1HbHXp/7BmygBS+qw1EkCbw4dD+FuJbPZpG/ZiF9dsm5KdAz8zVVYhlJzZnC1y65Z3CBS6E4zoGreKTe5IL1QuhjyovJ11Ok53o4y7NFQA0mm4OYrmauZej/cFCpb1dbGoXN3oMY3OivkeZ8AG2eKdlzjm00zyX6YBrtJR4bmjlGG60npujx81SntDxx3lq+rjXgZlBQVPWHRORT8IW1ngJ8t6q+6lr0ta4F5Rev5KIjUg48B59uGeCleNrckQvKKlhU9KjHzYVl6eR79LjuWJNT/jrhzcAYvwa+uXtQRF65QhuPqOqXH3XCqqlXfhD4PuAA+G18+uNvUtWfBVDV/7BKO8f0cS9NyoG7w2KDqr5PRO5acs1zCVS60/eMF53So0ePHtcON4GMKiJfBXw38P/QFEj8d6r637LTPhz4qqOaYYWywatqKJ+qqt8uIp+Dj9L8AuD38NSzq0Y35YB0PeZLoKovBl4M8Pinn9bolAcfOZuKPBVNFPKomKdcWeDzIh3YLKo+y81VGsegqFMBrMrY5PivxHK+vMR2cH6+a3Y+RUA/YrfYceMUDR/PB2+6GIScStA2BxXiqLDJ+bptJslsFlX1UaDrniunyVR2ptjvmERqzhTTZOoAkunMiGPDzFqq/0YwFW6YGdvmILWTm2CiGSs3W1QdeiyZqSFHzEgLhwsSdc1KyyLV43nJJKIG04rI1pYJLIc5TqvJfhRMMhvCQNvEg9zE1zXjRbhAf23Oc63zHGYhSSC+F6bj0E7vSZZFwJfnrdOxJw8fSNr3+2ZnALhgfRT9hmnek4mruLPcbb1vjenKgGT50OCQeahrIozjBg6ZtdLxaPbCmyJzJ30hShEpvd2sxNl1h+ZKlCrL1DySeWtMkQrdfeesmqXv15XiJtFQvg34KFV9GEBE7gT+CMgXlO9U1d8/qhER+d7jOlrVfhCdEJ8B/JyqPrLidcdiScqBB0XknnD8Hnz+/qvGKFtwevTo0eNqobra54RxH7CTbe8A7+mc8/ZlF4vI1wKo6iuO62hVDeU3RORteJPX14VIy8kx1xyLI1IOvBKfx+ZF4f9fP7YtvISdYCGWwBiGMrTQBOjlWsquHfLgtMl1mdePMKKcqXwQ4qlykqTpuRZMXJUC/M6Wu7xjeh6Ai3aDDTNLDu3tYnKkZFRkTnBo/AT5NdGhGCWxuSt5bAhw88frVtnZCpsc6COZJdHhbLHX0lD27ZBp0KwoDhhk1OB8bOAl3NyBnQcQ5sGLefbXbhtOi5YEnzuB/b2vJvEdCkZUWhpL69wj7BJ5jirfbnZuh4Awz/5cPK03jLlFKrDHUFTsUvpqrrn6PhvtLdfy4nsS3+nHFDucH3tCyAODU9w/vyP9LUy04mLQVmKg7bwoQzuz5KCvpMZqxSRoCZXYQ8782L9ZdI8x0bM08x2JDa377TjpkzYsPqgxzyBtYp6vkL051zyaMbUp6DllPFHOaZcLXhdUQU+ewbUK3gu8VkR+Hf8EngO8TkT+NUD47f1VEfkCVX1DfmHQSj4L+PFVOlo1Uv75IvIDwCVVtSKyHwZ1tViWcuBFeKrbVwLvZk2Bk3niwx49evS4WtwA2scq+NvwiYgCeh7c+AXAL4rIF6vqHwdh/8fxrLBnrdrRqk75DeB5wBPxTvDH4sP4f3PVjhbhmJQDn3S57VVB66i0YColGyEFw9yZ9H/UTKKEs2FmjMw8STG7xaClzZRiOVt6eua5cif5RXbciB035kxIoVKJ5XRxEL7XjMw8pXzYNFl6lU56kFZaErRFzxxJnTSLM8U+75ic5yJe2vyHm+9IwWtdOmtElNAeU17kgtsI/Qsj2nUw4j3NtWilicnt9qHBZOfO62r4tg5XMcyRS4dRC1k47gXnxbHkNvFlaUJgMRW37QvJAwibro9jkHV9Qy16bAd5v3mNj4HYhRTqqI2kQEbatWJ8m818FWhDYTfKdkqh8ijni910zcSVSVON7+PDdZPG6d6Bp56PolYR50BzjUTpUoa7FTMX+cEMvo7JLPPFVFInn1bRnW85rFUAVCG1TtOGXeinA5gwaP7eg4ki0rjzjNhrw02woKjqsb4PVX2DiPxzvKbyPHweMYBPV9XZEZe2sOrsvgSY0RR4uQ/P+rqpkJu5etycWNUk1uP/Z+/dwyy7yjLx9937nKrqS3U33UkICcEkGMxEQC4BEdRBRUVGwduj6KiAPCIKAgoyYhxR+WVGRXFURmci4OAYRBxgREUw+AAOM9xCCJCQIIEkJCH3pLuru/rUOWev7/fHuuxvrX05p6pOXXu/z1Pd++zLWmuvvc9Z3+X9vq/DxoMQme5vS0dJXkry3SSvIflZ/5eccxj2d/15sGSrEYCfBbDfHZsK0/pQHikiP0ryxwBARE5xWirWpkEiCS5aPDLPIsmxP1+JKvN5tsz58/c6aX0+JPPTFQQP5cvYl61gMLJB+8vFPJayBXy+OBcXzd+F83r3R1JpzM4ZR/boEHgFbyPOwlg8bICWgY39BA7nJ3BvL06/kyXiUeorMG4cfRrsoxUyRvkgkpAXzCgwghY4whwLjKSHvVxBij7sfHjJT1cl9DKoT4aYakueUZSO2YDRtYgk3WrCRL9P+17SvvooKvbyDEW5GKk3N9JWGvxcBlmF1RWCK1fxY5H60eaUlgdWU6OEOi2JBtbXbDdkGEmGpZCWhJhDWZd+Xz7CAecTK3rEkrEBrneMH2J9cv7+WT5f/z56f8pA5tBH7NsJY6zRztI5naPfX9ahz1ll5fX9PCitDqimpdHasdbqhtLDSAVYnlQpj+x1RWNt+jVjB2goAK6EZXp9Dmh05n4KzsMF67T/RtiU+D7pzoXTdDTtgjIk6YNiQPKRUHVRdgp8jp86tJlrvFmrDhfN39V4rM0R30dzf21O5NUgNQtMi7rFxGOE5kjjduf3bEwNa21nrZpNmxlsNYvJWtG0yAHtdUX6NT/0HneMmzMZbUbgaFsOt7XWSkkzSm8Kdk5g470i0hq4KCIXzKKjaZ/Ca2EDGs8jeSWsM/35sxhAhw4dOuxY7IwF5bUk3wTgnzGhQCLJJ9RcfwzArSIyUUKdluV1FclrADwFVgV6uYjcN821m4UcEmqMAMDIlBTbHgv0aJ1yOQyOmz04K7P5q/q0+bMOK0dmGtDltZeB9PHg2OZIune4H30WONm3gYcL+TjQbQfSr1BAy3ooaV0NE0wUHl4tXzb9ELB2JD+Jr52/OwRPzrVoVIFKqTQGP5bF7BT6KJ29cxxbWrG7zzmOa80YfqzeETyQuUCjXcAwyg+VmkTaTCR5Ms5Uy8m94x8+GK5qEgrHooDC+LqonkZiLqsLumwKxAz3iGoZ3HBM368KuPRms7lA1S0qY06d0mV+tuoz8e9NAWIY8m5lrs/yHv21CyiQZ6dQ9OzA7y/2B43zqNmDvRwGGnyBDMfH1jw2lDwa90D6QcswkmGBw4igkQYZlnVrMqRZoPVnT3cHEDnhAdgszSjfWU3osMHAdmxLZk8I5NQ5vAAbKDxzH9zOMHm9AMDFsFZF/yI1FUj8EwBPAPBZ2N/6xwD4DIAjJF8sIv/U1tG0LC/ClpG8UER+i+QjSD5ZRNrKTm47zDpKtkOHDqc5dsaC8g0i8pgpz70FwAtF5HoAIHkJrP/ldbAL0PoXFNhVy8DWNf4tWKfNOwE8acrrNxwZTajdUbj0Fl5CKUCMXKW2E8U8ekq6X8wHLsDLUioH0g9V9BY5cLUWfFqWPpYLS7E9Vcxh2cyF1Cj7spUgTe7jCnKUWWf3ZSuh/cJJaUEyEwRHtJckg3Ss1Om92RBn4xiWMldjRXql9JoEoOmMq75Pj5HkUZXAvRxiIfcUZkbtAbHPpI8yFclQ8pJCnFyvx1LZTioYeqo00G6/15J8AVa0Gu24jv0sXtKfrNGlY7AO7uovRgFGc1TRyJDFkjB9PxIk6klIHfFGGNW3MchRqBQ5uiKmzrBbgBi5YIkBBTkMFn0GaQjuKRZdmxn6vQL3uyzFDxT7S7JGNsKB3qmgvWQQLIt97wemj4IMqX36LLAAH6BbOuHDPCTT2UT/rZ8Te3GqnVtrgNWyD+Unw737OQtVKbMZZ8oQzMTkRfI8AH8B4GzY39krROQPSf41bHgGABwCcFREHueueQ2AF8KGcL9MRN7f0sXHSF4iIp+fYjgX+8UEAETk8yQfLyJfnoaHNe2C8o0i8gSSn3adPEhybtJF2w2+OFaHnYuZs3Q6dFgHZhTYWFvGQ0R+1J9A8vdhfRlea3gugK+HjQn8AMlHtdSV/2YAzyN5M6wPhQBERB5bc+4XSP4pgLe7zz8K4F9JzgOYuCJPu6CMSOYoWV5nopl+tiXoweDcnk1FspidwldHJZOlQIYV9rGYD3Cs2BOCxgA4ic1KXssyj7tGB4MvZKE/CrRfwGoaZ80dD+3uzYdRjYrD2XJos0CGJVMuYF6az1R79ty4mmTmpEigTKbnj/m2AeCkqi9vfR/tUq9OaeFZPgeyU1jgWEnosYYwQh7s0T7IsUznMoqS+ekf+rkaX0AkiSaMHJ0qQ2sZqX29OsISZUVISfwwVaqopjvbeyt9MVHyyeQc305W8YPFviqvhdahWZOqanJaI4naoITSssOkJou+Tt8bYP0rBoySTB7KlqNz7ypsCqJbh0ew7ASwh/aP4exe+Q4PpB80c+vTm8fAVYXUQbwlLV7ThUu6sw5WbUP6nFLtLaME7f7c/BgWab/Pt+CMSJPPYUINmZnBzKSmfFMZj88DweXwI7AWIsBmKXm7iKwAuJnkTQCeDOCjDV08cxXDeT6AnwfwCtiF5yMAXgW7mHzbpIunXVD+CMC7AZxF8nIAPwzg11YxyG2BY0Vzinuvwp8u8FH2uwm7sd5NW5XR4YyLRW0W1koN3o5YxSt3Bsmr1ecrXLb0uL24jIfHtwC4W0S+6D6fC+Bj6vjtbl8tRORWkt8M4CIR+XOnEOxvOPcUyT8B8PcikiaMPFF3jcbEBYVkBuBmAK+GTYdCAN8vIjdMurZDhw4ddi0Eq3HK3ycil7adkJbxUId+DMBf6VMbRtPU7msBXArrj/lzWLbXX8KGf6TnPhvA6wHMAbiA5OMA/JaIPLtt7B4TFxQRMSR/X0S+CcCN0zS6FchoguM7ywz2za/gttERANYR/aDZhz6LkIXVR8oPpI8RchwvFsK5y06dv2t8CIWUDscj+UlcMn8HAODM3pLb5/7PlrGgqKr3F3ORKcWbSwrkgKCisnt4h2sdchosuIjlfn4iygyQQlOfCxAPmFIgOVbsDZHHZ/eOxfMIU1JJi71YMlar67PAQu/ByPwXZX+NMgi3ZFaGAIkjdtQQlNbaToN5CKhqKpnKe2WvrTcP6nb6iiId2vTNJnVDgJT2rbPgxjmwjHaYq8j4aRz1Ht7UFeixyJFLmem5L0XFTOT7S3s54My9CxzjpNjywQBw/2gx3MNCNsJJM497TJmRWz8zbc48WuyNrjuSn6i8zZlyPDSVFY7zuNXQyVNTnpuLjIIFlyXj/P59WJY57HUO+5TCvn5wZnEoDWU8QLIH4AcBPFGdfjuA89TnhwP4akvzPwCr9VwDACLyVeerqcNrYc1nH3LnXuu0pqkw7ez+E8kf2n7pVlaHKL19hw4dOqwXMuVfC1rKeADAMwDcKCK3q33vAfBckvMkLwBwEWyalCYMRSSMhOS+lnPHInKs5XgrpvWh/BKAfQDGJAcoWQIH2i/bPAiIk84x6CW/C/u2LteSLJT1IUwfBgyU3gWOQrAgEOfvWjZzOFrsVfUnyhogZ+bHXe0QHxRoMHTr8wPF3oja2kcZwFXA1WtwL1kBREGBGik9tk8T6JFtSO3uhWQhncpd44NYzAZBQ8tgorEVyHF/YbWZe8fl4z27d9Q6Q9U9tRGutCO0kCxIhkVyTo6yal+EGod51D6aNZJcjbOAr8lR/VZPikvSpIimvlPUBWA2QRMp9DsBAKCtjhlJ1FKeO5Q8kuL9OMO7pt6vqA8AA9Wmf7eHyHHU7A3tHMhPBRr+YjZw1RVto8tmTr3344iEMZIcRx31eE6qOevq8rwB7Sl1CsmiHG8FqlmDByGAtbynORaYY+krHEremjpoTZiN2662jIeIvBeWzaXNXRCR60m+A9ZpPwbwkhaGF2BLgfx3AIdI/gyAnwbwpoZzryP54wBykhcBeBlsdcepMG2kfJN6tKOgF44OHTp0WBcEs2J5NZbxEJHnN+y/HMDlU7b/eyS/E8BxWD/Kr4vIVQ2n/wKAy2DpxX8F4P2wQY1TYdpI+XXld1kLSD4TwB/CmlDfJCK/Pe21BgQki+icfjGxgWUm8qWMxNaMGEjfpYOwz/akmYeRDANXAfmmlbMx74KjzuwdxyP79+KQr7kixP0Ji6yUqrMK7TUNWrNjiQMS01robYyftN84pUeZ3mUhG8Goehaa3jqSHCfNfDlXMCEYLKdgIP2SRpzYvmPNo6TfLnAcMsj6exgqHwJoAuUz0hgq9czXJgrmEJsVuOb7WtfmNHEuddpO7KNJNCQnTZeVOL2fZhwd08/C1pQvU8qkmmQTrHYepzRJU9P4z7YCqN1eKvbgrtHB4N85Z+7BUD8FsNK9fz6L2SDymwwlxwH3fdKpVkbSszWDHDU5fS/juYlr5Oiqn3U061EyB5p+7L+vdc93VolXPXYCsZDk74jIfwBwVc2+CCKyDLugXLaWvlYTKf8E2PTHwCrzu6wWLublvwL4TlgH1CdJvmfKSM9GtJkh/A9lhw7bCbP+AewwY+yMx/OdANLF43v0PpJ/h5a7mZblNa1T/hYAjxeRJ4rIEwE8DsB1sA6j352yjdXgyQBuEpEvu2phb8dsSg536NChw2kBkj9H8nMAvk4X1nIR859NTv89AL8PGyJyCsCfub8TsL/1U2FaDWVd+V3WgHMB3KY+3w5b8CUCyRfBliTGQ8/pldRLxurxAkdBOxkYb9YqzSxpgJh32PvSuIU7vmx6gVa5wBHQR8g4e28xH0V826K45WeNVFMKlGIhwNj0E20nTmKjiirVSbLeNGNpvdZ8cSQ/gfuL/aGdgfQqeb+8qXAxH6gcTWMsmYXSaeui7AE4B3KZv2rZ7MGIds4GLqNuiJ5Wxb5Sh7cuh+xzsaV5v/ScrUZ6b3Pia5NjNY9aGdntr6t15rPMRBBfrzNNJ7nC2hzR3hwUIssTEyANjKaGq0JZI8lrach+jy6Q5p/B0WIv7hsvhndhbzYMz2wkPftOu7Foh3hOwchkOO7o5Yey5fDOLBWWPODzgwFxbaG4EJe4cfnvZbNFISUj6OdhwDAvRQ2t/jQzeb0NwD8C+M8AfkXtXxKRB/SJIvJhACD5OhH5VnXo70j+y7QdTrugrCu/yxowVeCOizS9AgAufuzCxEfbOeU7dOgwU2zjeiiO/nsMNjByWpxJ8kIR+TIAOFrymdNePO2C8nysI7/LGrDawB0YYaMfJIdgb7aCvdlKCFoM9RsSZ2hOA+OYGyNj8wAFimRehPxGfY4xkhz3OrFvqKRpnwMq5ORKJOu68QEIebyKyKFqt8uyrqUzdKTqTGgprY+q9O/vdx+GGGWnArXzpJkPucz6LHAoW44c7zofk8/X5M/1Y8kcAcLf21BMyPVky7D2wrlHeieChmKdu6YsNWt6gUob6NtO2kzzWvVZr8WV8xY7opvyWxVg7bFwP+FQc8bk2jH4eh5KzKnjdaY5v0ptNasQH5qQ5siymk15LH0XtGCVau4hjx2H0XVe6wCAo8W+QBhZ4EoosQ1YX2TQzOmpxD117d6wvZCNAsU3hzgNrvr9SOcCKDXBaqhmCd9WpMnNUkMRbLOMhjPBLwL4EMkvu8/nw1mBpsG0tOF15XdZAz4J4CK3Ot4By8X+8fU2umxOr3xdHTp02Fhsc5PXqiEi73PxJxe7XTe6JJRTYVra8Lryu6wWIjIm+VJYDnQO4C3ah1N7DarSja7vcSQ/EfwHA9MPEpWvohdltvXpN7KxS8dRVls8o29TrRzIB7aSHUs7ra68qCXYKC1IkgZEH/cBeTmKShuRnyXsizWZOt9Lnaayl0N4k/xJM6+ywdpgsLiuSmlHP5IvlbTORDLsc4wFfywrsOy0GauhlGlCloZ7QnDoOf0HcWZ+Ioy1LmNymRVaXFAcwucUbdl5NbT20mZTt2liXBvJeelz1G2mz34U+QriTLm6WYOsVRPxz2ma5IplIGmZ6sW/6+WYs6A9HO6dwDGlPWjarg+w3FejvdigVZZjklIjsXWJVCVPZCHTtKfrH8nK7L+DJAVPRCmeYl6iflCfsXqagNNVYZsvKI4x+34RecaE854gIj41ywosi7fxnCaspqb8mvO7rAUuSvS9s2zTR4CfLthNWV077B5ks/5R30ps8wVFRAqSyyQPTkip8uckn47W/Bd4M2xOsEZMu6CMReTYDk/l1aFDhw4zA2XHmLwGsGldrgIQVEIReZk65yCAT6F9Qbl3UkfTLijryu+yWdASuc8hBVhVv48CZ+fHcNTsxZLsCWqyN914R+VImbG8uWXFHdufDwLtcTE7Zc1DNVllAVQivfW4mnJE2XuIabKx2atF7U+yFFfNPD5K2zjTUkk08I5STelM0Y8KccWZW31kuO9zgeMy+22/CGYvAFgye0J/tw2PIJ8zOORqs9SVLS5NdzXO2sTx3pRJQJfPTa9PzV5pm02EitSZr01iRQvzZ2pHe0LFTqEd3UMpc1vVUXvLMRvMRVkLMhRufu92UfL3jW2WpUX1rg/QD1mnAetM1xH+eiw+z1i4jxpqeMhGzGGY05NmHveMD4Q++zXmz9jkl5AQovNKU115PpBvRLXPGaRe2QT8g/trhIicP4uOpl1Q1pXfZbvgqNk7+aQOHTp0mBI7QUMRkbduVl/TsrzWld9lMyBgXFeDY/R9fRTnjDuSn8BJM4+cBktOSvalbT0DrACRi5d4MwxMP0iVI5XPaB+HOJyvYNnk4TqNvgvoqzvm+00xSSpvyo7rg+60hF7nMAZKqnHZpuCIKotqpcf64DujpEu932sndYGW+zjEYm8lEBbuN3txdu8oACuVHjd7arMt+8C+VPPrB3qsCuxUZZP1mOqgtT6vnWRqmptK0po7Q1NxAAAgAElEQVQ1/nAYUQGYE3wHkQYkGUbIo9LRWvLW2upIekEDzMREzv2UADDSWqAwaDR7syHuHB7CvcPF8Plwbgmch/JlLJk94TuykI1KZ7tYrcgoEkB8T/pdsve3wDLPm6eXHzV7G+viAFY7iYgAKDWklKiitTM9NpvteMZ+xW28oJB8h4j8iIuWr4vjq6spvy60Liizyu+yXXCyow136NBhVtj+PpSXu/+/d7M6nKSh/J77/wcBnA1bNhKwkZe3bNCY1gQDBj+ItfdnIcVE7iTYfdlKsOf7tCo+6NFLaoXkQdor2yuD7Q45ab7OxtuESobVhOKbYhopygiR+lviNuIst9r/kVIpQxt1WX8d6qRHf77XTnRgqa5xMlK+gEOqlv2h7BQG0g/3MZB+GI8fYyn5Wkl/JGVwZ5DCYSJfg/Vt1KfbSLU+G7zogx/j+0u1Eq1x1gU3xuf5+8ij/dEzU34oq43kiUSfKT9AeazMnC3RZwAh9YpPH+R9WbaNDHMcl0G9kgVt3FOC/TzeNjgcghzP6T+IfdlKGbxo+iGjr6+HMpDYbwGUNHCtTejPJ2Uu3P/A9LGYn4qsAcPEN1Pnm0o1kiI9T/L4fZd2LXHV2MYLiojc6f6/Ve8n+TTYuL6X1F1H8rGwAY3hAegqkm1oXVBmld9lu6DTUHY++g3FyDp02BJs4wVFw8UO/jiAH4FNAFm7QJB8C4DHArgepVQmTeenmNYpv678Lh06dOiwG7GdTV4kHwWbZeTHANwP4K8BUETa0mU9RUQuWWuf0y4o68rvshkQMKIr6ghhZM5MQePMKoKRcSaBbIQ+C5UlNgvFe/rZ2Jm5LJVxbzYMavhJMxeZrhaUCWwgeRT1u8BxXPAqiVZuK5ylqanazJVGARdJFLA+bq+pN6Ol5jA7vrr8V3EOUO14tyanPMy/LY08CmMeojQx3m/2hVxeC7TO3ayFPpv2WWizmp9TifNkzaEoc2m5uyxL4irigjdhufuci8xD9VkXmtD0DFOyQuU65WjWGEkvcr4biR3KBhlGxheyytV1selMmwJH0oMhw6swlB5Ghb32UL6Mc+cfxFdOHQYALI0WcM+KddCfvXAMF+25G+fN2QS1fZY58QYyhz7GKptETJe3RcTK0twjyYMpTWNfthKZkQcyV8kCXk+Fjk1tabYBPTd9tpetXhNmsKCQPA/AX8C6FQyAK0TkD92xXwDwUthSv/8gIq92+18D4IWwr/7LROT9NU3fCOD/APg+EbnJXfeLE4bzUZKXrLX21LQsr3Xld9ku6IpodejQYWaYnVN+DOCVInINyUUAn3JBiA+FrQP1WBFZIXkWAJC8BFbz+HoA5wD4AMlH1dSV/yF33gdJvg82W/ykJfWtsIvKXbBhIgQg0zLCJrG8ZpLfZTMgQqyID0502ofKduqlon3ZCgwYStv6LMR1jjtfAveg01D2ZSuh7YH0sYCy3GkBEyTRoy54z9NxFzguNYtEU0id6wBiyqd7YesC81IH9qT6Gs3HcjcWp614Z/uEErllAKgreeuyFhdgVGNkH0ZBKj4+XsBxWbDnZUQfcbnatK+2eyppuNW6M6OI7sygX6VEhowSHNdGBSumGkdVY8kqmmYdoqBKqVKDo/mEBE3LaydeKtfSupfC07ogvr80x5tvw9eXGRU+1xYjqX9ftoJH7rPB0Dcvn4EvHT8CAPjK0iHcc2ARTzlkDRQXzt2DxdySKwamH2vq2SgicGhKM2Df6fL4SiADeK0qpqOXwYtaQ9NO9/TdN8n8jlItZ9YqygwWFOc89w70JZI3wNaE+hkAv+2FdxG5x13yHABvd/tvJnkTbGqsjybtvhvAu0nuA/D9sJamh7pSJO9uqLT7FgA/CVudd9UMhkm2hj8n+RCSh5v+YPO77Ajsq1G1O3To0GHNkCn/gDNIXq3+al0GLkfi4wF8HMCjAHwLyY+T/DDJJ7nT6goQnts4RJGTInKliHwvbCmQaxEX3NL4ioi8R0RuFpFb/d+kafCYZPKaSX6XzYCgrLToJRtvtz/JeZw087gXwMXzX8VDe8fKGicc41C2jCVjpeaR5GWNBhpkjm7sseDs/ykG0sMDLljyrvEhFJLVpjKZKPlqCqSoag9OEor9IrqdaqoXLbW1UZFLSVAAlMGbIylprj7I0Pst7Ly5uiYERhA84GvDoPQhHS8WcFZeVjgwyBTt1UR1VFJpMh2zH5fXnMoqhbZuS1kTpAxyrZtff14fBSCaLi2RxKm1wlGiKVV9WEn9FZ2SR+Lr4nsqgx4tTTiW0AN9OtVsG+jH/jo/d3pObYbfHCtJmhYAeKDYh0UZ4GF9G3Ra7Cnbu3npMG47cQgZL7B9H8jw8Ln7AdjKnRkkjGcovaD11JmYU7p9ef/2Weg6Lr4a6sD0I9qw9pNUMg0nFGKNlJa9XhCrMnndJyKXtrZH7gfwTgCvEJHjJHsAHgLgKQCeBOAdJC/ElAUI6+AqNf5391eHG0m+DcDfwZq8/HUzoQ2fP00jOwUXz7fW6OqwA9AUyd6hw6ZDJiY/mBok+7CLyZXqx/t2AO8SEQHwCZIGwBlYQwHCVWAP7ELyXWrfzGnDHTp06NAhxWxYXoR1HdwgIm9Qh/43gG+HZdg+CrYe1X0A3gPgbSTfAOuUvwjAJ9Y/EkBEXrCe67dsQSH5egDfB5v29ksAXiAiR92xaShxjfBOQq/eLhd9LLMsX3t+/4FgkjFCLLhoX32t3zaShYDIBY5UwaUCy2YumMcG0sc94wMAgKViIZjUfDujyCQRm5I0bL6hmojgynktVGNngqgrNJQ6ezNdqtgXYFLmNW+6meMYc5Bwv4eyFRzKfIS7PWcx88W4ChwVO2dLZgHLUgaUHi8WAnliIRuhYJm5dii9Rgc9UKVGB6e4K3mrzTvaJKK1mqhYk5/CQClOsgiICdkWtKnMO8TTqHY7h3Y+fZ85TJiz1SCnVCLDY3p3fTZrW9SqQOGfoWTBtJVDsKIc1fNqLpeLeYxMD4d71jz5tQt342Fz1vy1r7eCO08dxG0nDpUd2Vcdj164zUXRl3OxjPkw3rzGJuT7H0kPA3dPqSnMkjVYzgUM/Dd4KKU5S5vb7Lmm8l2JzFzbM1L+aXCOcJLXun2/CusgfwvJ62B/J5/ntJXrSb4DwOdhGWIvqWF4BbhihVeKyIMzGW0LtlJDuQrAa1x1xt8B8BoA/2EVlLgOHTp02FLMgjYsIh9Bs5/6JxquuRzA5VN2cTaAT5K8BnaRer9bmGaOaUsAE8C/B3ChiPwWyUcAOFtE1qxmJZS1jwH4Ybc9FSWuDmUAmZVYo6y9kuEjJ78Oj99zCxaV9rCYDbGXBn36HF3j4NAdSh6c9YCVfry0WYit++ClxqHkQfIeSB+Hs5PB4TgwveCgnGMBcFybZyutJRHdW0OZ0zoUqNdKgCqNU0tYdfnJyrKvY5zTO4GFUPOk7H+RPQykwLJr67jM4airnzGQOev4Vvd4MNS8cBqNpy0jraWR0nLzQPH1UitgtSfT4HCty0vm59JIbjUJN7V19Uc80cMgS5zrjKRvr02kxII+CxRurrwWrJ93HKjKUgOTOH9X4bQwjyZfki0jXeY2yxSRou5aH+Dr5+WBsa1qumQW8NDecQDAE/bfiqvlfNx10gY6fvXkASztWwj31Fdagc187YN97VgGLrBxJDkKyQJlvxBWfkbL94RKCzFYoIHx75yJ84RFxAMYjNzPms71ZvvvbcvAxo2GiPwayf8I6xd5AYA3Og3nzSLypVn2NS3l4U8AfBNsCD8ALAH4rzMcx08D+Ee3PTUljuSLPA3vxIOTzQqP33PLOofZoUOHDg7OKT/N31bDaSR3ub8xLHvsf5H8XX8OyYtJfodjm0Htf+a0/Uxr8vpGEXkCyU+7wT1IKqdEA0h+AFbdSnGZiPytO+cy2Bu80l9Wc36tHCAiVwC4AgAe8egDEtdDKaVtG8Bm8JnBI9BngQPZl3DH2NqDcwq+Ye5uHM58JtkhltwLUIDYl62Eeh26JsUosc2PkGOpKKva6SSGA+kHKXwaiaYuYE1rNHVoysQKWDv6UNmtTUPA4IilvwCwPo5Flx34vN4SDmY5Ftw5GTI8aByrkAYGVjMBgLvGB3D3+CAAK+Hvy1aC5H1m7zgWOQh9DqSvqmWWz69ws53ejxcb+hhjjuX+lMYbMhJDUa/VvUVQPqN0HltpphL72vT5vp2cggFL7bTPcWstnIj+q4IuKxVBk31zKO83Z+k/7Ku795J83/m6jGRYcRpKPyuwNxvi2Ni+w/cOF9HfY689nJ/Egd4A4u5JhFjM7TO0Gn2GJR+sqgNKE9/WUHqY41jR8mWqrN3eL+W1Rf3d6gPI0Qv3m2u/jQEMGa4rhCgaLABrxg7QUEi+DMDzYB36bwLwyyIyIpkB+CKAV7tzXgLgBgBvJvly/xsN4D8BeN80fU27oIxI5nDTR/JMTBFFKSLPaDtO8nmwufq/Q9n0NowSt5qU8x06dOgwCds5OaTCGQB+MA1QFBFD0tdK+RkATxSREy648n+RPN/lFJvaUDjtgvJHAN4N4CySl8P6O35t2k7q4NSo/wDg37qKkB5rosS1PdeMJiwmOYxNB6J8AwbAsggOZjmMMJQK1uyjA9kAcyxwMpG2tFTs01EAVhr19vE6RlZcn7zUDJrYWfZzc4BimjivLlUHEAd3VYMs40SVh7iMRTdPe0n0kWEPS8bW3qAFSJR6Ro/ZiKtT43YtyCjYwq29O498VhojlPVRdLuFZChUksNC4mqdvh5Oee+lb02z/1Kk6T3SujEpY2lQkwKkWs+llNAHrg0vYWtpuppGh+FeCmToo6ikMPGosJqkPuGoZ3x5n4oBIk0mownBnPN5qUksmzkcHy/grq/YxJGPufgrgQ3Wp8EDRVltUT+voeRRssjF7FTwnyxwhAWOklo1CRsvwZybi7p6Ppl+pq6Zvvt+ekvCiHnFx7VubOMFxWUyAYD/knwGYIMcReQG9zEXkRNu/y0knw67qHwNZr2giMiVJD8F4Dtc49+vBrJWvBHAPICrrM8fHxORF4vIqihxq0FbUauDWfOLdiAbNB7bqWjLcLyd0Zrbq+26GUZIbyZ26rjbsBYaNbAN56JMq7Jd8SmUI0y/8ALgQvX5LpKPE5FrAcBpKt8Lywp7zLQdTkoOqVe0ewD8lT7mwvjXBBH52pZjq6HEdejQocOmg5g9aWyWEJELVnH6TwGIqteJyBjAT5FsStNSwSQNxa9wBPAIAA+67UMAvgJgNQPecGgzUiXLqDMfzWcjjCQLjvYFjhwh1V57Ts/grsJqMvcWB2x9idy25dV13b6m4y5mpaPSOiurFFjrMI2d4l69T7Ottpm7UhOXPuZrYpTXZtF4TZLlNviWxITAOAA4lJ8M+boGIgDGMMaa9fZn88hcG8tSYCAM1x3OTmCh76+bw73jxeB4P46FYPLpo4i0xhVXq8bPk5/XOhhk4dgIVVJCcx2RqsmrjtCwIn2Xl6rMmqzHmidU2bA/Cb7UsGaZMfzXzsBgpMwzOpixzEVWzbCbIiVZtEny1lFejk/7FZeL+fCe7M8H4X2/eXAmvnj8TGBo2z1371Gc17e5vPZxhLukFwXAeoq8p9HPO43kQD4IJA97T+V7mEOiOY0zL6eU6aR+DyUiSKTIA415bZpRG7YDg6sJJC8WkRtJPqHuuM4SLyK3N7UjIv932j4n5fK6wA3svwF4j4i8133+HgCtDvftiPls9i9Uhw4dTmNsb5PXL8EWQvz9mmMCm9ZlppjWKf8kEXlxGInIP5J83awHsx4QsdQ+AiKH30hyjIocGQ0+cvLr8Og9NtTFSy0jJ/UMpHTgj8RSgecVzTGuuVFqAiPplSkuKE76itNx+GtSpE54LY02Sdr2/KoT3PehpWsdzBiIAm6u+izgKxd6KdDPydn5EpaNvW4xG+Nek8F/gxbMMgaujWUzjwIMWt+hfIBDKP1OZ+fHcE+xGMbqacP7siEG0sNxFwRZSIaBlNpgmlYjgsSVJvUcDAWVyoEl3TvW3HT7adbcFdMvNTn1w5EGCqapcvTxPsfB0e1JHLmTvYeSl45+6WEkVY1EExFSzSemGJvKPjuWUiPLaJCpGiiFlNpoToPlYi68M30WIcjxy8tn4Eu3nI2DX2NTsTx63x24pL8EwJJZKpmQdSodITJPyRdGpJCR9NBHaSnQz0Nr6yPJKwHAmpbdBK+5+PFtCMtzGy8oIvIi9/+3bVaf0y4o95H8NQB/CTuFPwFbo3hHIdvO+mmHDh12FmZXsXHDQfLRAC4BEFJ/iMhfzLqfaReUHwPwWljqMAD8C8qo+W0BQoJJayS585lYZMFvkWPFWDv9p5fPBwB8674bsSLESiHICBw181hyEvNQepjPRhGVc+ASHUbSpTvmpWLDLFq8cqlPkhddC+3fqNrN01rZdl9cnS5sq3QUXovyKTbqJP6yHrijlbrPNw7PxlP3WNPqvUUfXxqdGYI3+wlleoEjHHZ1T47kJ0OiSADIsyH6tNJtDomOLRkJ/gKv6QBAX4pQI8TfU2gPxiVydP6NQINlOCNNCBlSqEwIXCwDFFnjp7LXrigJP4Wfu4ylRhq2maPPAnMhUFaCD0WPNYXXTkxN8sv0PnzFRn0f0fggIVHpSPIgtRdSleJ9kKORDNnCGI89804AwGMWbg8BrncXtl5JFjSk+ZBMtaSR2/+XzJ6QhsVTvUsa8dCNqRfNn+9/JOU+/R3JE9/JSKVDsn1XqzbOFDtgQSH5WgBPh11Q3gvgewB8BLaO/UwxLW34AQAvn3Xnm40V01xTPtvOdI01YkO/SFuENur3bsRaadLbGW0Eg52GHWL0+GEA3wDg0yLyApIPhY2YnzmmTQ75QdSsxSIyc6dOhw4dOuwU7BCT1ykXFT8meQA2BOTCSRetBdOavF6lthcA/BASzvJWQ8BSeqU1S5QO1Qw5BHuzYVkLwqnaBhmOmvlAdTxuFoLKPscxhtILZoCBzGGpKEsFZ5RgvtAYSS+iQGpnakp5rFPJ66RSH8WucxbpY9Ux5MHsMTK9kLPJ9+UdxQWzaJyWVu1yPrHAvYWdl7uKA7h7dBDHijiLgL7OZ2ZeMgs4u3cMgM3mnEOw4KnImaDvIuUHYnDU7MFR1+ZSsRDyTBXIAKnRslSWY51NNo3y9/fn58y3oynTqUkrva8U3nQzMnnFBKf7zWmQ+dxrNJEpdMQ85EzzWRs89DPT5p2ybW3yYVlu2JX29W3E0eeMCBgp9Pz6d9rPgz/Wywo85ryv4qJ99wAATsocbh1b+u8dxcEoIn4kvShDt66VYk1jEpFFlkxcD0WTAlISQpaQbDS0yc/fQ6rNzjwwcvsHNnpcTfIQgD+DDQU5gRkV5EoxrcnrU8mu/0vywxswng3FbjQBdejQYQuxAxYUEfl5t/nfSL4PwAER+exG9DWtyUtHzGcAnoj6LMJbBgGDluGzC4+cz8TAUSZdHqNM1TW5v9iHPotwbZTxVjInYVXptwPpAwIso0y6rCVGAI2OUY00yLCJkmoki2iVWlprCqQLfYCR03JsSkfxOMsxUnnO9KI7lB5uHD4MAHC02IsHxvuDpuPbsu1bSuexzGoad2cH8UDfUk4P5ss4kp/AmbmvNwP03VhOisFxs4ATTuvTba+w6u/KaEIlQo1QT0UTE6ScN1+Hw8/FyOggz5bKl0kwo75vTUgYQzmCJb7Oayx2TNa57jUUAI3aRHkf5bgr41NBoGmFyrS6pN729+/H5+9pJLnKg1WEezzYP4VP3v4IPPqAzdF61+gQ7neUYp+92msYy2Yu+Cr7LAL9GgAG0ouqla6Yfi0ZALAZkdPvgj6n6TuVanT++153fL0gtr/Ji2QP1gl/sdt1A6bMHLwWTDu7nwJwtfv/owBeCVuid0chfUE7dOjQYV2QKf9aQPI8kh8keQPJ60m+3O3/DZJ3kLzW/T1LXfMakjeR/ALJ725o9xwA18P+Xp8DW1fql2FLCJ+zrvtuwLQ+lH8jIlGGRFKlnd0GMEIsF3ZI/Sz2axROuh+5YxlKe+pXRw+JaJY2bUopCQ0UM8zW1igDDVPJN5UYI8lQScJaC0gzp2YtIo+pyYAbttV1tVUKE0nc3+9KkWHk/BL9zGBU5EGCPca9uEMeEsbcZDIcu/NPFVZb62VF8DXtzYY43DuBc/q2nPWg/yCOuAzGPjDS+7MyLoQ+lk1cbiejQS6+Zk2VCqv9CEbZ//3c++c2llxpL7FGoP0S/j489DuRBp/audWSsarzIYhs+vo5aXu//5z6yLQWmCL1x/m+25hwBTKMvR8NJryzY6e56nseGdvn3nyEf/fI69HPyoDfcI6aZ/u5p6pQ9jAoeoGyHr33wpCaBQBWYCoBi71Ua1FBmOUcTBYSNZV7lhqKLbA1EyF1DOCVInINyUUAnyJ5lTv2ByLye/rkVZRJ/08A/lRE/kty/csA/GfYGikzxbSz+/9q9k0sybvdkC40HXYe2syHHXYGdmqm6zpQpvtrg4jc6fNqicgSrFmqtkqtQyiTLiI3A/Bl0lM8JV1MXB9/BOAp093h6jAp2/DZsDe2h+TjUaZoOwBg70YMqEOHDh12DKZXUM4gebX6fIWrOBvBFbd6PICPA3gagJeS/ClYl8MrReRB2N/kj6nLmsqkn6rZ57HccmzNmGTy+m4Az4etmvgGtX8JwK9uxIDWigIZjrso7qyw+bg0dbSfFVgxfas2swiqr6ftatOWVpG1U087FIFqLigTHOjWbFRnIvJq/Tg4hpultdShGLVTo7qn5+r7T68rnf0EgrlCkENq38J2YgFdZgJHGDA9nHJO9ZOcx4PjvbhvbHN53TY6gjN7Ng/UYnYKy6bMcLuQjcJzGJh+TAGtyVWVFpkq6ajVPF7elLJierXz4eF12IwGhaHan1fIFk3z00cRiojZ8+3/K9KrZkwQP37CuFxXdaijRGukhBB9bprRoWwrC22NTY4CDD8IRohz5212gzuHB5GzzEShs24PpG+zT7h+l81ceIbp8/DPofE5CZU5TiLzm75HfZ/p/UX3DtNoIp4VVuGUv09ELm1ty9ZyfyeAV4jIcZJ/CuB1sG/J62CTPP40pi+TfpDkD9Z1BasUzByTsg2/FcBbSf6QiLxzIwawmehKAHfo0GGmmBHPh2QfdjG5UkTeBQAicrc6/mcA/t59nLZM+ocBfF9Dl/+y3jHXYZLJ6ydE5C8BnE/yl9LjIvKGmstWBZKvAvB6AGeKyH1u32tgWWQFgJeJyPsntVNIhqMjp6E4yb6vNI15sbLnvPOjhBxGiKVrHbTmnah1zkCgSuUMDnrncNSO21SK0vmzRlI6+huz6/rrKnmrYopspX34LMlxbqu29Bd1El/q/Kzr30NLnis0QAEsja2T/p5sEbdkZwAA9ucr6LPA3tw66fssAqU2aHji+4u1gpTAoKX7VJrXx8YmD/Ntz613I9qcZkoirtEW0/59e4bESLwjPp63MRLtUI1jJCU5pM7P0ETYSJ+1H2/d8Up77jSvMfvxnpD58D1475cvwTMvuAEHXYnrw/mJ8DxOmnncPToQNAutfdfR57UWUiT3b0kn6r6V/Je+vx49Fw5Q9+77uWj7Hq4LM0oOSVuy9s0AbtC/qSQfJiJ3uo8/AOA6tz1VmXQRecH6R7c6TDJ57XP/7685tu6pJHkegO+ELdbl903LYFg15junfIcOHWYEYma5vJ4G4CcBfI7ktW7frwL4MZKPg/2tvQXAzwLARpZJXy8mmbx86ccPpFW7SD5tBv3/AYBXA/hbtS8wGADcTNIzGFpZZYXJcGzoNBSKC2QspTVvj92TjzCfjafK/pvSSjVSqahAKZmlGkAq6aa2YQ9/nZZSTSLN1kmpY5NXztXneSmu6fo2ZME2n2goqTTZdL0bi/cjjEwe/Csrpof9+UrQHtIqiAZZoK6mz6GXFaX24uasqLt/iW3zIzdX4T7ABm0gc1pJVdIPWoCUfovSJ0ebFdhdVqcphJQ4NRpJ25w2sqPq/GkNEj1g3wcAgQYM2Hc+Z5mJeGz6OOlo+E8972b0MxOqLc5xjKOFlTXvHB7CyfF8CEqNtYcimr+h6WGlsOeNJX6uY6+hVOjY7n4SbVAf62Wm9hq/f5L/aV2Q9bcnIh9BvV/kvS3XbMsy6dPShv94yn1Tg+SzAdwhIp9JDp0L4Db1uYnBAJIvInk1yatXjrYRGiz25F3Fxg4dthrjBiFtJ2IWtOHdhEk+lG8C8FQAZyY+lAMA6uko8fUfQH2KlstgVbrvqrusZl/tI3G0uysA4PDFZ51Gj61Dhw5bjp2THBIknwrgfKjf/K0osDUH6z/pAVhU+4/D5thvhYjU1p0n+RgAFwD4jPVH4eEAriH5ZEzPYIgwFuL4yKrodWqtV/Pn8gIL+ajiZK5zsA5ND2PJMDZ1FN2Ykjs22VTmqR4N5vICc86fU2dKKrezRlOIHr83F/hxtuV96mXGmQSlciy9dpoo5Lrr0n69CbKElUWGpodTRV8RJUytI9d+js2Pp5LaNof7J3F0VIZGjX3RMuckjujd6vkY5USOxu3HLHqfpqCWc5g68LW5UxfYylvMWdpEB9TPZxvdWb8nk/KT+e/CMLnvuawI5XpHybF5jkKeu/uLRfzrwMqJ94/24eR4PprTfmLSLTMp9DEo+tH4/Ds7NDnGJoveS39MhKB6Z40woo+n768eS/oOc8bqwk6oh0LyfwJ4JIBrUVIdBJtdYEtEPgzgwyT/h4jcOqtOReRzAM7yn0neAuBSEbmP5FQMhrVgLt8WfqsOHTrsEuyEBQXApQAuEZmBw2cCps3ltUzy9bDMK12TeOYFttbKYDCS4fiKHVqdZuAlk/l8jLm8H6Q0ILbpptJTkWgekjgN/We77fa3ZYbNBL28KB2jNYtcKfk2532K752tDs2oTSORhhI7jesd8G3t1R2rgzI+2o8AACAASURBVHacagxYPgtNVkgd4mlfBox8YncMDgWtz0gWnuk4ccJHbSGeNz3Hdo4aCBmJ1uUd+P66dJzead5EcNDnp87q9HhoE9V31e9r8lF4ib1Wc3bPx187LHqhn4Xc1sjx+dW+NDgLx1154GOjPRgWvdDmXDYusznTa+8uQ3fRx2Dci74fftwrRa/ynAp3zP+vx+2DTuu+a/47SXe/bhjIKLPVUAQzccpvAq6DdT3cOenE9WLaBeVKAH8N4HsBvBg2qdi9sxqEiJyffN4QBsN83tGGO3ToMDvsEIf7GQA+T/ITAFb8ThF59qw7mnZBOSIibyb5cmUG+/CsB7MeGCFWxvHtMJHCV0Y95JlgOfEhNEmwWvuwn8vgxcJY7URqrp1kwyYl2Kr9Pj1mP14SyJVknzdI+atF6j/x7XrNRWsvddJwHeoy50Z9GiX5J1rRMPA7Yr9INJYae/igKM/PIEES1n6vOs1OayR1vhXdX0wbjre9BpP6U+K+qtpC21w2jadOA9XPRt+vNFC6/bOOKOX+2YudP6+hLI/7ODW283tkYRmnirlQrXPZzAUf1qDoY1iUlR6HLRrh0OQYjHvRdyZokkWOwpTjFnW/RZFFz5GUiqWgCVorIUttZWbYGQvKb2xWR9MuKN62cCfJfwfrJH/4xgxp45BnO+Ppd+jQYfuD2BkailMCNgXTLij/H8mDsIVa/hiWNvyKDRtVhw4dOmx3iOwIHwrJp8D+bv8bWOZuDuCkiMw8QeS0NeV9UrJjAL7NDXJbLSgiwGBob4esqroAgAK1JiqN1GmnzVra8S7C6P9p2/QmMyZmrvh8+7++hyyTilNR952ayuJ7qBtTtQ9vDtGmpbr5aEKb+ShsQ93TBNNjnclrUgEyP44681V6LP0/RTq+yrGEim33NwftTdtver4ft96vTWCFKUkI3lRU95xIQWbi+TeK76Id+ivjHo4uW8d7PytwtLcHe/IhAJuX7eTYOuiHRR6ZucYmU2bhrEL39aat9J4Kk8EYBge8/a0uv2OC2Nmu0fhOJo+Omcy8ms4OYXm9ETad1d/AMr5+CpY9O3OsJ2S1kixyu2OaH/8OHTp0mBY7JVJeRG4CkItIISJ/DuDpG9HPtCavOmyrX2dx0o8HWUojdVRBvbikR9tuzJ8brm97WXxDyUJGSthHCkxN4CRgI5CaNJl0cfQajN2eXmzy2lzaPuCduPXH6pCSGCYhEBQa2tbH6hzKHqnDOu1D/6/PDeOtIR7UkQDScYVaIpJFNHQfMLkapBTm2nMiTbl0YBeO3l4eqw9QJQlJ5q/Iyuvm8iLS8kbj8vs0lgxfPGFDx3o0GLicXMvjfkStL0yG4TguC6zHXxRZ0FB8wKLf1o54SPIdVcOWlOig56zlPaWZsVNeAMymBPBGY5nkHIBrSf4uLH1434Rr1oT1aCg7YiY7dOjQYcMgU/5tLX4S9rf+pQBOwmYi+aGN6GhSLq8l1E8HAezZiAGtFSJAMS7Xx1iyR+1+ex0je60+J1B7g6bRfp1GSlGMtAswSFJN1OPy5Fhi05Kab58UFEZrGtnUAVxtGgopwUY8TVBYk4bSNE9+jur61wFpaf9tvqS6Pppow1VaePUd0P03tZlBMGygF+v2/bE2LattDLreTmGycG5Kt9WVJm079v88MxBJvg+ujTTVSgbBOYeOAQD29kbo0QRq8hhZ0FAq2ZvVdmEIY2KNpDBZ+B5pDcV/Nn7sybs+6Ue59K/UHAxfIc6cNrwdzFmTICK3ktwD4GEi8psb2VerhiIiiyJyoOZvUUTWYy7bEsw6j0+HzcfM04936LAeeKbXpL8tBMnvg83j9T73+XEuxdXMseMWhWYQZlwyqGSCKKIPV543veSHZhFkgo1cKu2mDJV6llhT8FWQ8ut8P05i9/ccLZw12lXcIRolf609mCm1kxTBpt/gJ2LExiuDN+vmQWsyqQbThmmYYdXvfBwcWKvBIp4r39dq/EJhHJhCQ1GpSPx4C5VAFACMiVmJfkz+mNe688wggyhWVU3fTjvd2xuhlxV46J4lAMCtJx4S6pqMirwSZJhqS/7ZS/inXsMPrC5DiGF0bjqHTe/bJB7XrFOv7BCW12/A1pT6EACIyLUkz9+IjnbRgtKhgm1Fm5gNNkLL3AGhBLVInd4abc79WWVcWCvaTJRids5LSwDcGS/PWESOceZpAqrYPZVuOnTo0GGzYab8awHJ80h+kOQNJK8n+fLk+KtICskz1L7XkLyJ5BdIfveEUV5H8scB5CQvIvnHAP7f6m50OuweDUVK6cY632rMPv4jpZRKG8xL5Yd6B2f9udGZtYFYrSo5q47D0H6D+u/HpE18tKKT+pyYCBKaJYNZy5maPFUYpalLm6UqY2sYl98viCXPOhOG73Ds82M1mN/a8jKt1r9SRx6ojL0lqFWPX5u8sszUmuOCOUxlnm4aTzoWg6opS4+nmgW7PGaUuTUXCY5vTTUnBSOTRcGx4jJh37m8iAz7a6nBQ2fySum/9jxr7gqvcM070vheanOYAGgwP07FoGozb68TM9JQxgBeKSLXkFwE8CmSV4nI50meB+A7AXwl9EleAhuo+PWwJT4+QPJRLVnZfwG2qOEKgL8C8H4Ar5vFwFN0GkqHDh06rAVNFOG6v7ZmRO4UkWvc9hKAG1CWPf8DAK9OWnkOgLeLyIqI3AzgJlgfSVP7yyJymYg8SUQudduDVd7tVNg9GgoQO6yFiJ6BothGWkLNw67Y6ZsknIoUpfvWp7HaZgsaJTrdBJNt5VwXAGyS6CqdlRKlOEnbU0mttuK6aLN71/WTzEetNlPXZoNGREq4Zy/p12lN/ngT2rSSWgex/uw+aMe3H1sYZyZRUG10a2Hc9nOemdb3ok7z0ONuG299g4SIznRtwiPw9nUt4nqasNY+AGBcZBgXjsKckC0E1e9EGqCon3/l++StDCYmoDTeWAOVvtyRfpdn6UcQcPrAxjNIXq0+X+FKmEdwzvLHA/g4yWcDuENEPpP4P84F8DH1+XaUC1AFJC+FLbl+PuISwI+ddvDTYksXFJK/ABtsMwbwDyLyarf/NQBeCPt+v0xE3j+b/naEA61DCzracIdthelNXveJyKVtJ5DcD+CdsIl3x7Bmqu+qO7VuJC1NXwnglwF8DhM9OuvDli0oJL8NVnV7rIiskDzL7V+tfbCE9oskdldAaS2ThJQ2gX5a+61uI5ImVyMhtXSgJWvQqyUBTSwfLelXF1hCqHw4LCWwNsGu4lvQUuOqf/+9tlT1XTEzMM7H5DWB9lbUGBvOS59nmZDQayXKX9HiQynnFJFfikpzBGNNtSiyajs125WEjy3+tPKa6j4SkEzgK8HqIMc0XUyd5qa1oElaSLSvaQ6btPr0u5v6O+seZmg32d/iW1w3ZHa0YZJ92MXkShF5F8nHALgAgNdOHg7gGpJPhtVIzlOXPxy2pEgT7hWRDYk7SbGVGsrPAfhtEVkBABG5x+0P9kEAN5P09sGPrr/LTrr12Kna2iYwH7cVdmNC03YT7OaNYyaYgVOedsV4M4AbROQNtln5HICz1Dm3ALhURO5zQYlvI/kGWKH7IgCfaOnitSTfBOCfEVdsfNe6B59gKxeURwH4FpKXAxgAeJWIfBKrsA+SfBGAFwFAfuTQxo62Q4cOHVLMZgF8Gmy+rc+RvNbt+1UReW9tlyLXk3wHgM/DmsZeMsGC8wIAF8OWRPU6lQDYWQsKyQ8AOLvm0GWu74cAeAqAJwF4B8kLsQr7oHNqXQEA8xc8XCqO6uqI/IUtZh/dPpOe088to03ZHU1SWaumwHYLWUpznUBJtsOwZr/Gc9VubcqpnJaMW89Vdd6S9tuONbVPgCarmJbqzm/KNBDGljasz5nGJFM3bmUm9KbDcFhlbKYye1Wnofq8g5NaAFG1QqKr0msSR3fUPAHjy/5m079fk4gVdSbOJlJJe6Zud6xg+Xxrv2NVM1pTUxuJWdCGReQjmDBaETk/+Xw5gMun7OIbROQxaxvd6rChC4qIPKPpGMmfA/AusQbdT5A0AM7A6u2DHTp06LD5EADFjrDRfYzkJSLy+Y3uaCtNXv8bwLcD+BDJR8GWprwPwGrtgyWaaLXTXFrrbE8kqRZnYLyvpvNU2kqc9v5/ncOo2obarLu/NJjTf5YaaU/fY0N/VQenHvKUdvAaTVD0vGpNoCFPGdLDrJwFTZuOtv2ZSiqetsLfRASFlyAkbFeadVqG1/g06SF9Vxpp6cn4dDBhLQGj6RlkAh9+Vkg1eLQOdQSFEKjqyCBTpUxJv1eA1UQAOy7dRC6rex6B/xxftJE+N0J2SuqVbwbwPJI3w/pQCEB2G234LQDeQvI6AEMAz3Paymrtgx1OJ+w+H3WHnYydsaA8c7M62rIFRUSGAH6i4dhq7IPuIkDGWoRXmxW6oJaEY1twPI7J3U4lAY2Vkb2XSs5pp2kHcT9Tv79GG/bVpreF17XjpecQ+JbY2BOKpJ5v5lLmXShoJUw/YENI1sD5TDQ1CS5DRscZ2kNV0lWBmaGpOk1Q9TM1pvEFUWsSVbt/0F6cNqh0gqif2G8zaeAJjbhJm7SyaDxOH4xHVjTNxtQ6Rvl+DINfKH0+IVMwYB+CUe8CyncmfCd1O/o7Kmow03wPa7Tcmo+zF0h2wIIiIrduVl+7K1K+w+7H9v/+dpiAXUP9FmxwmODOQ7egdOjQocMasUN8KJuGXbWgBLPImiSgGhIngQqtNLlElKpNbwJy5hCOnHpfMIqojdTwDBBvLsjFmsS8WSzJRmuD/J15pyDoHJocsRqxKwzSE5Ukpf30fqziq79mAskASUsf+75Tx6uf79yatcIU6m3ntA1tZRLulxliZ2xe5g4reb4NDzOy6BlE5AJtAmow7dVitaYw1mzXtK9NU1TPVAp1E01myKjNlhe7sX/Vn8rGXTdOm+fObetxJpHyaV/63KxnyvMNIUVsmmNfkwDKZx8yYgfLJifMh3uHnEHRv7OVd7Q81b5KM9WOBDCdiqKxqxaUDh06dNg0CHaED2UzsXsWFCJOxs8m2mHi6Ktz3vpjgzyykbJOElVSeea4aBwS+QqRuwTRvVNANi7bNjlg5uzHYh4oFmyjxV6BoSmlLd3ZmMCIyEauXsgKkbskCvkKQMWDkxyoFPPzSkfhzmV5run7bVopzl2r2caBHuqPaU3Gz42nxxqUGlN6XU9geuW29KTUdPR8eg3MS5dem/H3lWlNLrnX9FlO65hN9zc5uiGRVD4pOFBUzq5Geu2k36UaTokU9ZJ/dLLWsivqqVSp1nXfg2RbhJXvTZ3/3OZbA0Rl5G2shZMeT7XMVFNN6c5KA9YUeaprmVw3E3QKSoTds6BMhd3iDezQocN2QOdDibF7FhRDYNk5A4yzpQapXPkY/P/ah0BUJK4Ivh2DSGqK+jClFpKvANkQoPvcGwD5ioTzijli7IXFvDTDsoCVzIM4D2TOL5OtEPmg1EqyFSAfuW33v/G33wOkV/pGtHBH46W2cl9wWzjNJWg3glLrGrt71pJqHtNem/wVkqmx9Ki0HEbzzaKcs2yMil/It1HMA+M9AjPvfE9OyxGl6UTBg25fPNhkkHW7U60gaLUs6c1J215zCdqDGgMTn1hEE84SaT3RQpgJ0pQlzONzw8GKRhb3S19Tnkg0lPiySqqVOn+i1gzgtOpKf+4aU/an/SxRH9GF6n9JLA4Nvk1SzT0R/IzVRmeEbkGJsHsWlGnQqac7HsX8Vo+gw3qxazIoiwBF96OicXotKB06dOgwS3QaSoRds6BkQ2D/l6wNIBtbM5A3BWVjCeYTijXBGGeuMf3yDwCKOWsuApzpp81Rm7xLQdM3zjHuTBLDOcQqel72YXqliYljWv+0OzcbEfnQ3cOKNaWFz2PEGldWmiz8seCLNfF9aBOf0Jm6gNLc5c81yuTlnPmRkz6FdvQH5zmCE97PkfYRazNXrsx4MOWz8vNk5krygbA0l/lqscExnCn6q7dVRSaaFtNKmCQ79ug+vXkmE9dZQoGta1M3GUxcdQdTyT021eljWc9U9jW2U2Pd88cDVRcAIRUTVxzxjuTBlY799D8m91c1nVW3K/BmrvBZXWdKij6HGbIxwzukzdveRK3fWc46iVO3oETYNQvKNNihNaU6dOiwHSEo09h0ALCLFhQaS8/12yyArCgd4amUkjnJwkrJDJILi1JbMT3YwENFo22iDUeO7gxxvqzE6a/9mzQIjnY77nIs2dhqXn5b35OGkEGgBqzzs5H+GaR4dU/J/dWcXt6Xqdnv2/MaQ1a26YkCYf7HQKYkSBYlmSHSuui0EqU5FgvAaJ9rd15gPFW2J5CeCf1X8lGlVNUofxSQagPROfoeqR5i9L/U0F39ZCjHs3FUaE2pTrUM36+jSQcKucqVZsZZzfON+4+yAUesjDJ4VFi2KXXOfD0FGUppvGHO/DVpDrCYTNCiPWmk8zYutZJsZAkqgP3O54PSGsECMZlDcwlm7roRxOyMDimDf3ejEyY6dOgwS4hM99cCkueR/CDJG0heT/Llbv/rSH6W5LUk/4nkOeqa15C8ieQXSH73Bt/l1Ng1GkoUeOX8F0ZJbU3mriCVq6U1aAhi2ylt8+rC2IRetdUarHoB8ylSApOzUD4M71Nwg9H8d7qMvq3BmjHjtJTitNbhJfaa64NWpaiqoudFz2GqySltTdOrObb3FwVBap9J32omgNVOinl7rpl3FOEgzVvpujYjs5PQo+fvqKT22QvoMyFrid06A2JarcqgHNn/DYN/JaTE8dJ0gdLeP2YZWOq6q6Tk8UJ5z7/HthPJEe63UvqjJs1O3fvu6duVVD8ApCdOC3IakZqLip8kzehb6KzFal4EMX0a5Sm2j5oxBgq9Si00ZqDNA0BvGegvI2z3BoLM8fC1hiKZf4/sdaYHmN4M1RTBrFheYwCvFJFrSC4C+BTJqwC8XkT+IwCQfBmAXwfwYpKXAHgugK+HrRn1AZKP2g5lPk4vDaXDjoePPenQYVtgBhqKiNwpIte47SUANwA4V0SOq9P2oVyqnwPg7SKyIiI3A7gJwJNnfm9rwJYtKCQfR/JjTp27muST1bFtqc516NChQ4kpF5NVMMFIng/g8QA+7j5fTvI2AP8eVkMBgHMB3KYuu93t23JspcnrdwH8poj8I8lnuc9PX6s6p53btXRfD2+aCs70FuerN+skph17TtxHbSbT9HjT2PUQtMkrzYklaryJGY+JfS2mBrM0MyTHaFAlHSjTlSTbIeI92UbW4vwUZeZRdGrvlNemwihXmHLKm741y0RmtaSPYM6j+g47s1ZsBosfTJlrSpmO3DsQhib6A2MShimvy5zpMZhrDCJ6d/QOTfidsYQFNVafK83NpyZvaFJJpo5Byvk2PWs2NPO2nWIeKHy2gb5A+gLMF2GcaRGt8h3SJATGpi1N6R0zfk4+V5g3s7lnU06OythdsMwSMbSZInouN16+EocEZGNBNrTtWBNq2X42JowzsZo+YXoTJn01EKwm2/AZJK9Wn68QkSv0CST3A3gngFd47URELgNwGcnXAHgpgNei/tdtW6juW7mgCIADbvsggK+67aDOAbiZpFfnPjqTHjt06NBhVphe+7hPRC5tOkiyD7uYXCki76o55W0A/gF2QbkdwHnq2MNR/n5uKbZyQXkFgPeT/D1Ymfipbv+5AD6mzmtU50i+CMCLAGBu70PQXy69yxNrHwQNJd2v1RflvAUiR3RFe0k0goqW1KIxpdRjr4WkGkpMf5Z47Hpbj6lh3KnmEY07yijstnOnvSuHZ9AZnXYiNQ77MCQT/x+GnamhM+mvV9KOazMoJ/MbnLwuy627ElVoDQUN2+7Z1+wLUnTdnHvpu1/Tr6T/MyZyCEotpHCO6RCwhzjP2VjRrbWj32l8EWFC9R+1w3LgRuyfuAmXvpRZoHXNmpp7EUVKSMko9Hn1YO9Na8QpWAD5UN2/1/pGAEdl0Gu+AuQDKY+N9fulgpgBiPqcjUWVop4RZhDYSKsOvxnADSLyBrX/IhH5ovv4bAA3uu33AHgbyTfAWnEuAvCJdQ9kBtjQBYXkBwCcXXPoMgDfAeAXReSdJH8EdkKfgVWoc05lvAIA9h8+r9M/OnTosHkQgRQzIVY9DcBPAvgcyWvdvl8F8EKSXwdrNL0VwIttt3I9yXcA+DwsQ+wl24HhBWzwgiIiz2g6RvIvALzcffwbAG9y22tW57zEJrk4aTfxhYTO23warKVcBqQSZdmk+hzTLAEk2kS9dlFNFSHtY9FNRPfHSiqS0i9i7dqhNIZKL0IKxJTzxkSz0f9XtDN9TutA9TjVGNz/QbJ2vpZMaSie8mn9KwyBjZ4KGyTfvJSuxVOKK8GMbjCNmqzEtyTlJ8m4qrroot+ZqLIlIpqs6rbUTpsULJXSRjKUmYf1OYg1x+CX8tfl6tkZNQbAahw6yLKFd6/HyUJ9f1yQLiOtS2kTmhZfIPYLpT6icRnUm41R0oTd/sQVk4xRygOzTpUyg0h5EfkI6t/C97ZcczmAy9fd+YyxlbThrwL4t2772wF41e49AJ5Lcp7kBdhG6lyHrUeTuaRDhy3BjFleOx1b6UP5GQB/SLIHYADnC1mzOkegmFc+j0SSjn0I04uXmlVV7kNFQ4GzW5f1RiQ6F6jRQICJL1s5btbsc58r7LPk3BZNIs1HaIPtqmNK77Vi+1f3kyaQrNS716dHvhzG2oraNjlLSTswxQgTgvWYHEPwu0R+mdCm2POU36VVi9UVAoFYnqzxs4RLlPtB+0hKn0n1WHiHTNyO5HbbZIi/uTVaX+UevH9KvTN6Lnygrmdm2WemVNlKlGvZd+znU2mMlA8w1UAqQbsqBQ8LIBuV2kg+ktKXpH0kpkGD9/ftfanw9+78RbP61RPpason2LIFxal5T2w4NhN1rqL6rtUf12S6SptP3q3IJDaj966NfpweS9ixMxpAwzYQL46rEcra7inRSESZdkzLMclbjqV5umrydq0XU5lN665re4fWOqfpe5Hp7aTRhkV0ItruqWj+XLlfdSyUzQ7nSu12ZSgt9zuzxSQ0fvpoH9Ng96Re6dChQ4dNxcyc8rsGu2ZBEZZ5nyZhPXWgQx4loGIuCnVNlAPXH4v7jz6teSx145oGWiqMLvMmqhqTXKsZq83spa6ptJ1AEpaDRMQKScw0rJhvSvNGaTpD5RiC6SPsTwNZ9Xb6WY1vqsDVWWmGNWh95oqDkNKVY4tvWyMNx2rMvyn1PWxrqrvxJtWyndCUJxmEIMzSuT9KA0ml5n1cq3a8Hgi69PUJds2C0qFDhw6bji59fYRds6DYzKKTJaoUU9m6a5qt9QU6KWkqmWWKk6Y2YTec15phue5a1uzyAX6r6keL7vHB2jGtQsjTDtlGATrSdDjB2V7juAaidDX2Mxr9EhXNpWFfZX9yrO7zWjWfzZabW4fTqqGrc7SSkVTLlPTcSnvTWgRmBwFU2p4OwC5aUDp06NBhU6FTR3QA0C0oHTp06LBmdBpKDMouob2RvBfASQD3bfVYEpyBbkzTYjuOqxvTdNhpY/oaETlzPY2TfJ/rYxrcJyLPXE9/OwG7ZkEBAJJXt2X03Ap0Y5oe23Fc3ZimQzemDkBXsbFDhw4dOswI3YLSoUOHDh1mgt22oFwx+ZRNRzem6bEdx9WNaTp0Y+qwu3woHTp06NBh67DbNJQOHTp06LBF6BaUDh06dOgwE+yKBYXkM0l+geRNJH9li8dyC8nPkbyW5NVu32GSV5H8ovv/IRs8hreQvIfkdWpf4xhIvsbN3RdIfvcmjuk3SN7h5upaks/a5DGdR/KDJG8geT3Jl7v9WzZXLWPasrkiuUDyEyQ/48b0m27/Vr9TTePa0vfqtIaI7Og/2PykXwJwIYA5AJ8BcMkWjucWAGck+34XwK+47V8B8DsbPIZvBfAEANdNGgOAS9yczQO4wM1lvklj+g0Ar6o5d7PG9DAAT3DbiwD+1fW9ZXPVMqYtmyvYRFn73XYfwMcBPGUbvFNN49rS9+p0/tsNGsqTAdwkIl8WkSGAtwN4zhaPKcVzALzVbb8VwPdvZGci8i8AHphyDM8B8HYRWRGRmwHcBDunmzGmJmzWmO4UkWvc9hKAGwCciy2cq5YxNWEzxiQicsJ97Ls/wda/U03jasKmjOt0xm5YUM4FcJv6fDvav4AbDQHwTyQ/RfJFbt9DReROwP5gADhrC8bVNIatnr+XkvysM4l5k8mmj4nk+QAeDyvlbou5SsYEbOFckcxJXgvgHgBXici2mKeGcQHb5L063bAbFpS6zNlbyYV+mog8AcD3AHgJyW/dwrFMg62cvz8F8EgAjwNwJ4Df34oxkdwP4J0AXiEix9tOrdm3IeOqGdOWzpWIFCLyOAAPB/Bkko9uOX3T5qlhXNvivTodsRsWlNsBnKc+PxzAV7doLBCRr7r/7wHwbliV+m6SDwMA9/89WzC0pjFs2fyJyN3uB8EA+DOU5odNGxPJPuwP95Ui8i63e0vnqm5M22Gu3DiOAvgQgGdiG71TelzbZa5OR+yGBeWTAC4ieQHJOQDPBfCerRgIyX0kF/02gO8CcJ0bz/Pcac8D8LdbMLymMbwHwHNJzpO8AMBFAD6xGQPyP0YOPwA7V5s2JpIE8GYAN4jIG9ShLZurpjFt5VyRPJPkIbe9B8AzANyILX6nmsa11e/VaY2tZgXM4g/As2DZMF8CcNkWjuNCWBbJZwBc78cC4AiAfwbwRff/4Q0ex1/BqvojWKnshW1jAHCZm7svAPieTRzT/wTwOQCfhf2yP2yTx/TNsCaPzwK41v09ayvnqmVMWzZXAB4L4NOu7+sA/Pqk93qTnl/TuLb0vTqd/7rUKx06dOjQYSbYDSavDh06dOiwDdAtKB06dOjQYSboFpQOHTp06DATdAtKhw4dOnSYCboFpUOHDh06Z8ucugAABX5JREFUzATdgtKhQ4cOHWaCbkE5DUDyxOSz1tX+e0kecn8/v4brn07y71d5/jGS7204/j9I/vBqx7ET4ebiqerzL5L8Csk3buW4Opye6BaUDuuGiDxLbOqLQwBWvaCsEf9HRJ41+bS1g2RvI9ufEZ4OICwoIvIHAH59y0bT4bRGt6CcpiD5OJIfcxlZ3+0zspL8EMnfcYWL/pXkt7j9e0m+w53/1yQ/TvJSd+wWkmcA+G0Aj3RFjV6fah4k30jy+W77mSRvJPkRAD+oztnnMsR+kuSnSU4sRUCLN5L8PMl/gMrmTPKJJD/ssj+/X+WeepK7l4+6sV7n9j+f5N+Q/DvYrNG143FZbl/v9n+W5M+6/Q8j+S9uDq7z89cw7u9y/V/j+tzv9v+6a/c6kle4dCwg+TJ3j58l+XbabMQvBvCLrr/Gvjp0+P/bO9sQKasojv/+bbbLpGyEfgl6w9pCLSj8oAW1FvShLT+U9AIZ9SUQWiJSKzCQggiishApNgTTEqxooTeWjUxLK3ohNoVUqJXEIA1dXKE25fThnGGeXWd2tpp1kD0/eJh779znzLnPzDxn7rl3zjktNPuv+nlM/gEMV2kbAG6M8tPAmih/BrwQ5VuBT6K8HHgtyvOAE8D8qA8CM4FLGJ1AqxP4oFBfCzwAtOFhxC/HI8BuKfcDngXui/J5eEidc8foPlbuHUA/nmztAuAosATPj7ETmBX97gbWR3kXcF2UnyvrHfodIMKI1NIHeAhYFe2twLd40qbHqITcaQFm1HhPZgLby2MDHqcSOqQYwmQjcHuUDwKtZV3icTVjkknFGNY2+3OXx9Q7zoQpfdJgJLXjN6Rt0bQBeLvQpRx19zvcSIDHmHoZwMx2SRr4HypcCfxiZvtCn034DRo8oOZiScuj3gZchCeaqsUNwGYzOwkclPRptF+BG7/++JHfAvwWAQVnmNnO6PcWcFtBXr+ZlZOB1dLnFuDqwlpNO24gvwHWyyMG95rZDzV0XoBnENwRup0DfBnPLZK0EigB5+Nx4d7HfwS8KakX6B3neiRJU0iDklTjr3g8SeUzUi2XRD1OMNqt2lYo1woiJ+BOM9vzL1+rmjwBu81s4ajGQu7zGhyvp0+4obrNrO+UF/UcOF3ARknPm9kbNXTrN7N7x5zbBqzDZ3+/SlpN5bp14cZzMfCUpLl1xpEkp5VcQ5mCmNkQcKTgc18KbBvnFIAvgLsAJM0BrqrS5xieB73MfmCOPFx4O3BztP8EXCppdtSLN9U+oLuwbnDNBIa0HQ9L3hJrJIuifQ8wS9LCkDVN0lwzOwIck7Qg+t0zjuxa+vQBy2ImgqSOWG+5GPjdzHrwMPTX1pD7FXC9pMvi/JKkDirG43CsqSyJ588CLjSzrcBK3P02nVOveZI0jZyhTA1Kkg4U6i/i+StelVQCfgYerCNjHbAhXF3lkOFDxQ5m9oekHbHA/bGZrZC0Jfrui/Mwsz/l6ZE/lHQYN1blDIDPAGuAgbiJDzLaHVWN94Cb8JDlewnjaGYj4ZJ6JQza2SF7Nx4+v0fScXzdaKiK3PH0eR13B34f7YfwnOqdwApJfwPDwP3VhJrZIfkGhc2SWqN5lZntldQTYxnEXWjg7rpNMQ4BL5nZ0dg88E5sFug2s8/rXKskmTQyfH0yISS1ANPCGMzG8190mNlIE3TpxBei6xma8WRMN7PhKD+B58x4pEEqNpUwVPPN7OFm65JMLXKGkkyUErA1XDwCljXDmAQjwDxJH9l//y9Kl6Qn8e/Afnxn1BmPpEfxrcTvNluXZOqRM5QkmWQkfY1vLS6y1Mx+bIY+STJZpEFJkiRJGkLu8kqSJEkaQhqUJEmSpCGkQUmSJEkaQhqUJEmSpCH8A8BvBQrDxSzcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.air[0,:,:].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pylab as plt\n",
    "import cartopy.crs as ccrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x117b78e50>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection=ccrs.Orthographic(-80, 35))\n",
    "f.air.isel(time=0).plot.contourf(ax=ax, transform=ccrs.PlateCarree())\n",
    "ax.coastlines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://xarray.pydata.org/en/stable/plotting.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x11bcdb810>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection=ccrs.Mercator())\n",
    "f.air.isel(time=0).plot.contourf(ax=ax, transform=ccrs.PlateCarree())\n",
    "ax.coastlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection=ccrs.NorthPolarStereo())\n",
    "f.air.isel(time=0).plot.contourf(ax=ax, transform=ccrs.PlateCarree())\n",
    "ax.coastlines()\n",
    "ax.set_extent([-180, 180, 60, 90], crs=ccrs.PlateCarree())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection=ccrs.NorthPolarStereo())\n",
    "f.air.isel(time=0).plot.contourf(levels = np.linspace(223,280,51),\n",
    "                                  cmap=cm.seismic,\n",
    "                                  ax=ax,\n",
    "                                  transform=ccrs.PlateCarree())\n",
    "ax.coastlines()\n",
    "ax.set_extent([-180, 180, 60, 90], crs=ccrs.PlateCarree())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "air_mean = f.air.mean(dim='time')-273.15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x117c3bad0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "ax = plt.axes(projection=ccrs.Robinson())\n",
    "air_mean.plot.contourf(ax=ax, \n",
    "                            transform=ccrs.PlateCarree(),\n",
    "                            cbar_kwargs={'orientation':'horizontal', 'pad':0.03, 'label':'m/s'},\n",
    "                            levels = np.linspace(-30,40,21),\n",
    "                            cmap = cm.hot_r\n",
    "                            )\n",
    "ax.coastlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'air'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 366</li><li><span class='xr-has-index'>lat</span>: 94</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-dd6bd4a9-bf5f-4d19-8cf4-e3e64055c9ef' class='xr-array-in' type='checkbox' ><label for='section-dd6bd4a9-bf5f-4d19-8cf4-e3e64055c9ef' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>248.475 248.45 248.45001 248.45 ... 253.45001 253.375 253.375 253.275</span></div><pre class='xr-array-data'>array([[[248.475  , 248.45   , ..., 248.475  , 248.475  ],\n",
       "        [250.25   , 250.70001, ..., 249.575  , 249.90001],\n",
       "        ...,\n",
       "        [250.75   , 250.825  , ..., 250.65   , 250.70001],\n",
       "        [252.475  , 252.375  , ..., 252.65   , 252.55002]],\n",
       "\n",
       "       [[246.75   , 246.90001, ..., 246.575  , 246.67499],\n",
       "        [242.65001, 243.025  , ..., 242.075  , 242.34999],\n",
       "        ...,\n",
       "        [251.125  , 251.02501, ..., 251.22499, 251.175  ],\n",
       "        [252.92499, 252.825  , ..., 253.17502, 253.05   ]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[241.775  , 241.65   , ..., 242.05   , 241.92499],\n",
       "        [246.675  , 246.775  , ..., 246.425  , 246.57501],\n",
       "        ...,\n",
       "        [251.75   , 251.875  , ..., 251.67499, 251.725  ],\n",
       "        [250.825  , 250.8    , ..., 250.875  , 250.825  ]],\n",
       "\n",
       "       [[244.04999, 243.875  , ..., 244.3    , 244.175  ],\n",
       "        [244.3    , 244.325  , ..., 244.25   , 244.25   ],\n",
       "        ...,\n",
       "        [255.05   , 255.025  , ..., 255.05   , 255.05   ],\n",
       "        [253.275  , 253.225  , ..., 253.375  , 253.275  ]]], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-b47ae9cf-0343-4099-a2d4-8dcb108f01c2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b47ae9cf-0343-4099-a2d4-8dcb108f01c2' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>88.542 86.6531 ... -86.6531 -88.542</div><input id='attrs-341bb05c-344c-4a51-a6e5-4fb8d5856266' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-341bb05c-344c-4a51-a6e5-4fb8d5856266' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5fb237b-b33a-47e0-8b54-37eb9885de82' class='xr-var-data-in' type='checkbox'><label for='data-b5fb237b-b33a-47e0-8b54-37eb9885de82' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>actual_range :</span></dt><dd>[ 88.542 -88.542]</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([ 88.542   ,  86.6531  ,  84.7532  ,  82.8508  ,  80.9473  ,  79.0435  ,\n",
       "        77.1394  ,  75.2351  ,  73.3307  ,  71.4262  ,  69.5217  ,  67.6171  ,\n",
       "        65.7125  ,  63.8079  ,  61.9033  ,  59.9986  ,  58.0939  ,  56.1893  ,\n",
       "        54.2846  ,  52.3799  ,  50.4752  ,  48.5705  ,  46.6658  ,  44.7611  ,\n",
       "        42.8564  ,  40.9517  ,  39.047   ,  37.1422  ,  35.2375  ,  33.3328  ,\n",
       "        31.4281  ,  29.5234  ,  27.6186  ,  25.7139  ,  23.8092  ,  21.9044  ,\n",
       "        19.9997  ,  18.095   ,  16.1902  ,  14.2855  ,  12.3808  ,  10.47604 ,\n",
       "         8.57131 ,   6.66657 ,   4.76184 ,   2.8571  ,   0.952368,  -0.952368,\n",
       "        -2.8571  ,  -4.76184 ,  -6.66657 ,  -8.57131 , -10.47604 , -12.3808  ,\n",
       "       -14.2855  , -16.1902  , -18.095   , -19.9997  , -21.9044  , -23.8092  ,\n",
       "       -25.7139  , -27.6186  , -29.5234  , -31.4281  , -33.3328  , -35.2375  ,\n",
       "       -37.1422  , -39.047   , -40.9517  , -42.8564  , -44.7611  , -46.6658  ,\n",
       "       -48.5705  , -50.4752  , -52.3799  , -54.2846  , -56.1893  , -58.0939  ,\n",
       "       -59.9986  , -61.9033  , -63.8079  , -65.7125  , -67.6171  , -69.5217  ,\n",
       "       -71.4262  , -73.3307  , -75.2351  , -77.1394  , -79.0435  , -80.9473  ,\n",
       "       -82.8508  , -84.7532  , -86.6531  , -88.542   ], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.25 358.125</div><input id='attrs-9c936505-13a9-49b3-b270-3cf05644ae14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c936505-13a9-49b3-b270-3cf05644ae14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1dd79b16-147c-4502-8e2a-a5517509db9d' class='xr-var-data-in' type='checkbox'><label for='data-1dd79b16-147c-4502-8e2a-a5517509db9d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>actual_range :</span></dt><dd>[  0.    358.125]</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([  0.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
       "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
       "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
       "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
       "        60.   ,  61.875,  63.75 ,  65.625,  67.5  ,  69.375,  71.25 ,  73.125,\n",
       "        75.   ,  76.875,  78.75 ,  80.625,  82.5  ,  84.375,  86.25 ,  88.125,\n",
       "        90.   ,  91.875,  93.75 ,  95.625,  97.5  ,  99.375, 101.25 , 103.125,\n",
       "       105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375, 116.25 , 118.125,\n",
       "       120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375, 131.25 , 133.125,\n",
       "       135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375, 146.25 , 148.125,\n",
       "       150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375, 161.25 , 163.125,\n",
       "       165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375, 176.25 , 178.125,\n",
       "       180.   , 181.875, 183.75 , 185.625, 187.5  , 189.375, 191.25 , 193.125,\n",
       "       195.   , 196.875, 198.75 , 200.625, 202.5  , 204.375, 206.25 , 208.125,\n",
       "       210.   , 211.875, 213.75 , 215.625, 217.5  , 219.375, 221.25 , 223.125,\n",
       "       225.   , 226.875, 228.75 , 230.625, 232.5  , 234.375, 236.25 , 238.125,\n",
       "       240.   , 241.875, 243.75 , 245.625, 247.5  , 249.375, 251.25 , 253.125,\n",
       "       255.   , 256.875, 258.75 , 260.625, 262.5  , 264.375, 266.25 , 268.125,\n",
       "       270.   , 271.875, 273.75 , 275.625, 277.5  , 279.375, 281.25 , 283.125,\n",
       "       285.   , 286.875, 288.75 , 290.625, 292.5  , 294.375, 296.25 , 298.125,\n",
       "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
       "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
       "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125],\n",
       "      dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2016-01-01 ... 2016-12-31</div><input id='attrs-89c8cc68-26a9-4113-8a63-07219e80cd14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-89c8cc68-26a9-4113-8a63-07219e80cd14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb0547e4-882e-4f2b-99bd-95538129a223' class='xr-var-data-in' type='checkbox'><label for='data-bb0547e4-882e-4f2b-99bd-95538129a223' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>delta_t :</span></dt><dd>0000-00-01 00:00:00</dd><dt><span>avg_period :</span></dt><dd>0000-00-01 00:00:00</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>coordinate_defines :</span></dt><dd>start</dd><dt><span>actual_range :</span></dt><dd>[1893408. 1902168.]</dd></dl></div><pre class='xr-var-data'>array([&#x27;2016-01-01T00:00:00.000000000&#x27;, &#x27;2016-01-02T00:00:00.000000000&#x27;,\n",
       "       &#x27;2016-01-03T00:00:00.000000000&#x27;, ..., &#x27;2016-12-29T00:00:00.000000000&#x27;,\n",
       "       &#x27;2016-12-30T00:00:00.000000000&#x27;, &#x27;2016-12-31T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-46eb05bd-7e50-484d-9d72-eee6765dd3d6' class='xr-section-summary-in' type='checkbox'  ><label for='section-46eb05bd-7e50-484d-9d72-eee6765dd3d6' class='xr-section-summary' >Attributes: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>mean Daily Air temperature at 2 m</dd><dt><span>units :</span></dt><dd>degK</dd><dt><span>precision :</span></dt><dd>2</dd><dt><span>GRIB_id :</span></dt><dd>11</dd><dt><span>GRIB_name :</span></dt><dd>TMP</dd><dt><span>var_desc :</span></dt><dd>Air temperature</dd><dt><span>dataset :</span></dt><dd>NCEP Reanalysis Daily Averages</dd><dt><span>level_desc :</span></dt><dd>2 m</dd><dt><span>statistic :</span></dt><dd>Mean</dd><dt><span>parent_stat :</span></dt><dd>Individual Obs</dd><dt><span>valid_range :</span></dt><dd>[150. 400.]</dd><dt><span>actual_range :</span></dt><dd>[177.75    317.90002]</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'air' (time: 366, lat: 94, lon: 192)>\n",
       "array([[[248.475  , 248.45   , ..., 248.475  , 248.475  ],\n",
       "        [250.25   , 250.70001, ..., 249.575  , 249.90001],\n",
       "        ...,\n",
       "        [250.75   , 250.825  , ..., 250.65   , 250.70001],\n",
       "        [252.475  , 252.375  , ..., 252.65   , 252.55002]],\n",
       "\n",
       "       [[246.75   , 246.90001, ..., 246.575  , 246.67499],\n",
       "        [242.65001, 243.025  , ..., 242.075  , 242.34999],\n",
       "        ...,\n",
       "        [251.125  , 251.02501, ..., 251.22499, 251.175  ],\n",
       "        [252.92499, 252.825  , ..., 253.17502, 253.05   ]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[241.775  , 241.65   , ..., 242.05   , 241.92499],\n",
       "        [246.675  , 246.775  , ..., 246.425  , 246.57501],\n",
       "        ...,\n",
       "        [251.75   , 251.875  , ..., 251.67499, 251.725  ],\n",
       "        [250.825  , 250.8    , ..., 250.875  , 250.825  ]],\n",
       "\n",
       "       [[244.04999, 243.875  , ..., 244.3    , 244.175  ],\n",
       "        [244.3    , 244.325  , ..., 244.25   , 244.25   ],\n",
       "        ...,\n",
       "        [255.05   , 255.025  , ..., 255.05   , 255.05   ],\n",
       "        [253.275  , 253.225  , ..., 253.375  , 253.275  ]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 88.542 86.6531 84.7532 ... -84.7532 -86.6531 -88.542\n",
       "  * lon      (lon) float32 0.0 1.875 3.75 5.625 ... 352.5 354.375 356.25 358.125\n",
       "  * time     (time) datetime64[ns] 2016-01-01 2016-01-02 ... 2016-12-31\n",
       "Attributes:\n",
       "    long_name:     mean Daily Air temperature at 2 m\n",
       "    units:         degK\n",
       "    precision:     2\n",
       "    GRIB_id:       11\n",
       "    GRIB_name:     TMP\n",
       "    var_desc:      Air temperature\n",
       "    dataset:       NCEP Reanalysis Daily Averages\n",
       "    level_desc:    2 m\n",
       "    statistic:     Mean\n",
       "    parent_stat:   Individual Obs\n",
       "    valid_range:   [150. 400.]\n",
       "    actual_range:  [177.75    317.90002]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.air"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x115e51fd0>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mN3P7ym30F734mAt/cC///ofHx338E0F/0afkBxM9jHHFChDLlGL5hi4Ajp1vBUg9/u6IuTz8mbPiREYRYf6M5jgya7Dk8+y2Pt504gJa8xlEhBMXzeCRdbvpLZQFyIbdAzyzpafqZ+xrDJS8KaNtaawAsUwplq/vYnZ7nrk2vHRI0mG7CzpbWLcr1EB2RxWATRPgcfOns6lrkNXb+xLn7YqO3dfpL/p4VoBYLPsuyzd0WfPVCFlgaCC7+kNb/4wWQ4AsmA7APc/uYEZLWfjs7p8afoEBK0Asln0X7UA/2gqQETF/Rgs9gx5d/aVYA5luCIqjDujAdcIItnkzynXEdvWXGKrixS1PbeHe5yrDhPcmBkp+3BNmqjBpBIiILBCRW0VkhYg8ISIfirb/RkQeiV5rROQR45xLRGSViDwtIq+cuNFb9gasA33PWNAZCoV1u/pjrWJ6c1kDacq6zG4LI9U6W/M0ZcPpxQ8U3YMe9XjXTx/kwh/cOxbDHjf6i2H02VTyg0ymUiYe8FGl1EMi0g4sE5EblVJv0geIyH8DXdH7I4ELgaOAA4CbRGSJUmrqBJ5bhsWqrb0AHL5f+wSPZO9El47f3DUY+zVmtCb9JHM78mzuHqQt7zK9OcfmUphYt7u/yLTmylIo+xIDkQDxAsVUqY4/aTQQpdQmpdRD0fseYAUwT++XMLvrjcCvo02vA65UShWUUquBVcDJ4ztqy97EjihGf6rkc4w2+08LAw9+cOdz/OefngCSPhAgrn3VksskzFs7U/kRSimueWg9v3ng+SHb+lZDKcWv7nueT/9++aQwGSml4vDlqeQHmUwaSIyILAJOAMy0zpcBW5RSz0R/zwNMnXc9hsCxWNJs7y3Qls/Y/hYjZGZbnowj3L96JxA2x0r/lnM7QuHclk8KkN1GJFbPYIl1Owf4yFWPAozIJ/XQ87v41LXLAfjk2UdU9DIZbwpegJYb3hTKBZl0AkRE2oCrgQ8rpbqNXW+mrH0AVOumUyH6ReS9wHsBFi5cOIojtewNdA2U+MXf1nDSok529BaZ2Wb7WowU1xHmdjSxYXcYylusMlHOaQ81kKwrCe1klxGJdczn/po4p+iVrzNY8hsS8Nt7y9ebDD4Hbb6CqaWBTBoTFoCIZAmFxxVKqWuM7RngXOA3xuHrgQXG3/OBjelrKqV+oJQ6USl14uzZs8dm4JZJy+f/9CRf++tKvn7jSnb0FeIe5ZaRkc/WnzJ0+G5vweddpyzmP193FFBpwjIJDBPUrgZDfk2hMRIT2GgzYNT8mgwCbbwYUoCIyAWNbNtTIh/Hj4EVSqmvp3afCTyllDIbTP8RuFBE8iKyGDgUuH+0x2XZu3l+Z5i38Nz2vkgDsf6PPaGvUD+aqjUyJfUVPE5a1MlbX3ggjiRNWGk8vzzh1hM0JmbJEH8S+ED6DQ1kKpUzaUQDuaTBbXvKS4G3AWcYYbuvjvZdSNJ8hVLqCeAq4EngBuCfbQSWJU1vFD66rafAU5t7mGVNWHtEKZrsZ7fnufCkBRX7Z0UCuiUXmqEcR8hnXApe7RBXUwDUEzSJcyabBlKcmhpITR+IiJwNvBqYJyLfNnZ1EIbcjipKqbuo7tdAKXVRje2XApeO9lgs+w69BY+5HXm2dBcAmNlqNZA94YdvX8pVD6znS+cdU1H2HuBlh87is689knNfMD/elss4sZ+jZ7BSQIxEAzHPmRwaSHlKtD6QkI3Ag8AgsMx4/RGwSXuWvYLeyJSisU70PWPpgZ18+fxjqwoPCIsuvvOlixM5H1nXoRhN+F0DlQLE7BnSaNkTc5IezxV/X8Hj+7c/S1dKU+o3voMp3PZ1amogSqlHgUdF5FdKqalRDc2yz9E76LGgs4WlB85g2dpdsY3eMn7kDQ3EFCCOQKCSDuidfY1NNV5Q9jME4+hyeHDtLr70l6f49s3P8PjnXokTlW5JRmFZH4jJIhH5nYg8KSLP6deYj8xi2UMGSz5FP6Atn+EHb1vK+Uvnc9oSG4k33uQyTuxY7h4om3p0QmehVJ5wt/cWGrrmRJmwtCDsL/oJYWg60aeSBtKIAPkJ8D1Cv8fpwM+BX4zloCyWkRIEinf99AF+evdqeiIHentThplteb52wXFxprRl/Mi6UlUD0TkjpgayucGe4uYqf7RMWEGgqvpoTMwIq5IxBvM7WB9Ikmal1M2AKKXWKqU+B5wxtsOyWEZGz6DHLU9t5XPXPcntK7cBTHiW8lTH1EBMAaKLM5o+kC0NCxAjCmuUNJDfP7KBl3zplrp93E0BYmoaA4YT3UZhJRkUEQd4RkT+BdgAzBnbYVksI6PPeJBXRp3wrACZWEInelKA/OkDpxAoxfXLN8er95zrsLmrMQHi+6PvRF+3c4CeQY/ugVLNbPiS8bmmAEmasKwPxOTDQAvwQWAp8FbgHWM5KItlpJjhlHoyamuyAmQiyblJJ3rWFY46oCOO1BqMfCDzO5vZ3ltoaAIujUEUlr53+oqNaSBmKZepWspkyCdLKfVA9LYXeOfYDsdi2TP6CpX29Pb8vl1GfLKTyzhxn/SugRLTmrOICE4UCqxNRgtmtPDctj629Rbi0vEQCgjdqKq8zYjCGiUTltZe62XbJ0xYxhj6bRSWxbL3Yz7I2p5uNZCJxdRAegZLca/1jJsMgdU+EdOMtblrkIM/dT1XPbgucU1vDExY/dHio7+OBmIWfqxtwpo6GogVIJZ9iqomLOsDmVCybtmJPljyaY78C26kgWgfyMLOFiDpSF+zow+A36YFyBg40bUQMP1oaczPNbWRQVtM0WLZ+zHt14VotdhuNZAJxSxl0l/0aY7qZGmzlJ58dR2tHqP9rRYO5sofko7q0fJZa8HRX6jjAzE1kMDUQLxYMJasACkjIktE5GYReTz6+1gR+fTYD81iGT79kf1a9+POOEI+Y9dJE0kYxhtOqgMlPy60qAWI1kD0dnMFrxMPiymz0FiUMmlEA0nkgXhJH4heqPjWB5Lgh4TVd0sASqnHCKvjWiyTDq2B6CS1Ga25mnWbLOND1nVibXCgaJiwIgGiM9F16KwpHLqjxL50ZJY/BiYs7Tzvr+dEN01YxvuBkk9HFFVmfSBJWpRS6T4bo16N12IZDfTDr8tkzLb9PyacvJFIOFCqNGFpDUQLFlNYdEd5I+keG6WxcKLHGkiDJiy/ugYylcJ4GxEg20XkYKJ2sSJyPrBpTEdlsYyQvqJPznWYHq0GZ7VbATLRmKVM+ouVJiztA9GCJaGBRAJksJTWQBpvKPXY+t188urHhuwbogMw+hs1YSUy0f04uswKkCT/DFwGHC4iGwgTC//fmI7KYhkhA0WPlrwbh+5aDWTiMUuZhCas8P8mHYVV1QcSOdQ3dw/y9svvj/eZ5qOhBMNbfngfVz6wLjaH1ULnEPXVcaKbvpiSHzBY8jnn23eyYfdAWQOZQpnodcNTRMQF3qeUOlNEWgFHKdUzPkOzWIZPX9GnNZehJRcJEKuBTDhZ18ELFEGgIhNWuG4tayB1fCBG7aw7Vm5jS/cgB0xvHlYpE53EWO8wPTaor4F4qUTCNTv6eGJjNwAdsRPdaiAARC1il0bv+6zwsEx2+osezTk3XpXaFrYTTy6KgusteviBioV7mI1umLBiH0ilE12zqWsgPCYI0LERaSf6r+9/no/99tGKcdTrVW5W0x2qlIkWfCVfYX50xxQ0YTUSIP+wiPwR+C3Qpzcqpa4Zs1FZLCOkr+DTmnPjDnGdrVaATDQ5NxQguotfs1GoMOM48eTdlHURSfo3ugZKzGrLsb037FS4KUoO9QJFLoruSsuFS65ZDsBXLzgusT2dS2Jihu7WjcLyFS1Zl56Ch+erhLYyFU1YjfhAOoEdhCXcXxu9XjOWg7JYRkp/0aMll4nLY+jVrmXi0BqIrsSrneUAjlM2+WRdh4wjKROWx9IDZ/DoZ18BwKbdoQDxAxXn9zTaUKqeZmAmD5oayPXLN3HypTfFwqfkBzRF4y/5QcJfoiseWA3EQCllCyha9hr6Cj4HTM/Slg8fcrM3t2Vi0BqI9me05JIaCISTc9YV3LQAGQyLL3Y0ZWjNuWyMTFglPyCXcQGvphNdKZXIAapnwkpoIMb7S65ZTtdAiZ7BEjPb8pT8IB5/yQ8Sx7bmMzgytXwgQwoQEfkJUQiviVLqXWMyIkvD7O4v8omrH+NL5x7LDGuqAbQPJMPn/v4ojp43jRcd1DnRQ5ryZN2UBmKYsHSR3ZzrICJkHCfpAxkIiy+KCPtPb47rmyU0kBoT9rt/9iCnHV5uXVTPhKVzQKa3ZBPaSG/KnFXyVdlXE6iEBtKUdck4TiK8d1+nEf3+T8b7JuANwMaxGY5lOPzsnrX83xNbOGzuaj7yisMmejiTgt6CR1s+w/SWHO9+2UETPRwL9U1YmUi4ZKPKvBlXEj6QghfEZWn2n9bExkiAlPxKE9b23gIzjYXUzU9t5eantsZ/1zVhRQJkdls+4bjXwkl/RtHQQLyUBjJQ8nEdsaVMTJRSVxuvK4A3AkeP/dAsQ6HLYY+WzdXzA35x79q6qv5kRikV95uwTB7SGohpwtI9QbKZcu0yfT8rpfACFZm5wsl9R28BCCd2LZiCQLFuZz8nfuEmvn/7czXHUe++LhhBF9WKKWpB4vlB7Fcr+SpRxt0PFBlXppQGMpIqc4cCC0d7IJbho8MJ/UBx9bL1XPXAuiHOqM+fHtvEv//+cb5zy6rRGN64oaLV4WApoOQrK0AmGfm0BpItGz4y0T2shYzrSGzC8mLnevkYva/kBwkNZOPu0Ddyy1Nbao6jrgCJzFudrTn6S358T2niBEY/FFyuI6ETPRIg/3L6IZz7gnlkHJlSPpBGqvH2iEi3fgHXAZ8Y+6FZhiJjxKN/9LeP8vGrH9uj6+kV3YpN3Xs8tvFi9fY+Fl9yPXc+sy2eoDqabeTVZEILh+/e9iyQNGHpRZB2tGccJxYcWlhoM1fGlbjbX1oD0c7ydEDWp885gnOO2R+grmagBciM1hx+oOK/NWUBEpBxhKwbakr9BY/WnMvFrzyMfMYl4zrjGoV145NbOOzTf6mb/DiWNGLCaldKdRivJUqpq8djcJb6ZGINpHyzb+0ZrHX4kExvCVfuG3YN7NnAxpEnNnYBcNntz8UCxGogk4tcqpx+SyqMF6r7QErRv6aWUjK0k3ymXPpEB1ulp+4DZ7byTy8PfWFmIcRNXQP84t618d8FLzJhtYQ+lHRXQs8QINmMQ9ZxYg2kOZfUqPoKtSPDRpv//uvTFLyA1dv7hj54DGhEA7m5kW2W8ceNVmbmiueR53eP/ILRZTbs3nsEiC4F/ty23tj5aQXI5CItQJqy6TBeYmHgOhLXuYo1kEiAZByJk/S8IIiv6yvQwbpp01Nr3o01ILNX+UWXP8C///5xtkc+FX0f6UVUX8FLXCswTViuE2pDUSJhaz6pUf3x0Y1c/LvKTPixQJvx6kWYjSU1BYiINIlIJzBLRGaISGf0WgQcMF4DtAyN56u4m9sj60YuQLQc6hqoX3RuMrGjL5wANnYNsr0nfK9LSlgmB1q7gLDRl9liOA7jNZzous6VFhbahOW6ZQe7b0RhBXU0kLZ8Jv58sxCivm+0jDB9IBBqIIk+5ykTViZq09tX8BPJqjrs95qHNgz9w4wC+nebKMd9PWPxPxFW3j0AWEZZyHcD/zvG47I0gFbJw5s7vIF29hVHfD2zplA6CWuysqO3/H2XbwjNWVYDmVxINHXMn9HMXZ84I7FPayBlAVL2IZTSTvTUvlwijDc8Jm05astnyrWrjFV6+jhtwpoRmbD6il5iIeWnTFi5yJw2UAp9IJrdUbmWuR3jU8QzN8EaSE0BopT6FvAtEfmAUuo74zgmS4PoqBI/COKKpntyI5kCpHvAY1rL5J+ItxsC5LltoR24wwqQScWcaDK9uEqukhNN7lqbMH0gsQbimPsUSqkqiYTRvasUWSOUti2fKTvlDROWNk9pwVDwAnKuE7cB6C/4sTAwj0uYsIJQA6l2vy2Y0dL4D7QH6OADLQDHm0ZKmXxHRI4GjiRMJNTbfz6WA7MMTckvayC6omk6emQ4mObjgZLPNCb/RLyjr0A+ExbVe3ZbL1Auq22ZHHYq2nYAACAASURBVMxqy7P6i6+uqtFq/4ZeSZulTEpxFJYkji35KiplUjZhaX+JgigbPHweWvOZuEyJacLSGogWKoVSGBass8z7il6suUA5kbDkB2RdifwxoQ9kv454Wow5YHpz4z/QHjBpNRCNiHwWOI1QgFwPnA3cBVgBMsHoB2KwFMQP3R4JEMOC7O0l2bQ7eoscvn8Hj67bzXPb+2jLZ2KbuWXyUMsc6qTCeLNGKRN9D2bjMN6yxuGbUViRRgLhIijjCpRAJIz4ihdafqUGoj+r4Pnksw6tkX+mv+hhjjgRxus6UURY5AMxnOjx9xon628u+g2KE5T828iTdj7wd8DmqLDicYDt0jMJ0A/G7v6yGWdPVFlTZuwtyVA7egscPLs1KiGhrPaxl1FNA/HrRGFBGN7r+SoWLEGgytnrqNia1ZbLhPW1XO1oNgVI+K+58Mpn3Nif0VfwE3WwtOmsFH2uFiBh9eeyAFnQ2Zy47ljy07tXxwUq92ThuCc0IkAGlFIB4IlIB7AVsEWGJgHaKbjTECCj5QPZGwSIUortfUVmt+fjGkjW/7F3odvaam0i40qc/6En/FgDiQSI5yu8IIyGch2p0ED0+Vqb0E54M1JJv/MTAsShxdBA+lICRAuFnCuRDyRMODSLQ95+8ekcPLt1zJ+f7b0FPnfdk9y+chswCcN4DR4UkenADwmjsR4C7h/TUVkaoqyBlJ19jaxErl++qWq2uXnP7w0CpLfgUfQCZrXm4zDmg+e0TfCoLMPBraeBBCkfiKFJBCo81hXBD8rHKlXWXLRDPOtU00CSZrJCySdn+kAKPr2FZJ2rkhFWrBMJtUlL4zgSt/AdS7xU2K5+7pVSLFu7syIfZqyoK0AkNFx+USm1Wyn1feAs4B1j0SNERBaIyK0iskJEnhCRDxn7PiAiT0fbv2Jsv0REVkX7XjnaY5rsaB+IGbrbyErk/Vc8xNnfurNiu3nTNdqkZyLRIbwz23Lxw33igTMmckiWYeKmo7CcZL0rvQ3KmoRO+su6guOEmrMWOoEqawpaA3EiTcUUILET3Tc0kKyL6wjNWbeqBlLyjMZXUaRXyTClaXS02FjipbL0dRDNZXc8x3nf+xt3PrN9TD9fU9dgrJRSIvJ7yn3R14zhWDzgo0qph0SkHVgmIjcCc4HXAccqpQoiMgdARI4ELgSOIsxVuUlElkR93KcE6eJwWVeG5Uxbt7OfBZ3lcEPzlk+vcCYbt6/cxp2R+j6zLc/anf0AnHig7f+xN1EpQCp9IHGZk0iQ6Ba4ruNEGohKOLk1bYZzO5uqkhuopJZT9ALykSBozbv0Ff3E8V6gYtNYzg21DK3559ykx9x1nDEXIPr6jiMQKL76f0/zyLrd3PvsDqCyj8lY0YgJ614ROWmsB6KU2qSUeih63wOsAOYB7wO+pJQqRPt0gf/XAVcqpQpKqdXAKuDksR7nZCItQDqassNyot8WTcAa0wcSTHIN5H9vXcWP7loNwMzWHH9/XFgc4Yj92ydyWJZhUmHCMnwg8SrbKKYI5dV2qIFI5J/QfpPwvl164Aze9/JD4s/RJidNpQ8kjMKCsA1yf6GKBmKasFyJBVmFBjIOFXnjjHzjc258cgs90ZgnkwA5nVCIPCsij4nIchHZs7KvQxCVSzkBuA9YArxMRO4TkdsNYTYPMOuXr4+2TRnSAmRac7YhE5YOMexP3WTmPT/Z+zpv6S4XjZzVlueL5x7DI585y4bw7mVos2nOrdRAShVRWOExg7EGEpqmTBOWfibOPno/Tjl0Vvw52UxSgGgJEvtAvHJ5+JZcqIGko7D0Z7hR50RdATctQMJclrF1avtVBIhJz+D4CJBGYh7PHvNRGIhIG3A18GGlVLeIZIAZwIuAk4CrROQgoFqkdcWvKSLvBd4LsHDhvtXGJC0sOpqziYisWmQch6IfVDjc1V4ShaWUilubQli/KOs6TG+xbX33NvRCRa/+TR9I2YSV0kC8siagTVheSoCkJ/WsKwmzbFCRBxLEkWDtTRm6B0rkMg7t+Qw9BS8R6eU6YRSWrpWVzVRqIGPdlG0oE3PP4PjUs2uknPtaYAFwRvS+v5HzRoKIZAmFxxVKqWuizeuBa1TI/UAAzIq2LzBOn0+VVrtKqR8opU5USp04e/bssRj2hFFM3UQdDWogWvSmj91bwni7BkoJ4Zeu9mrZe9D3WTUNpGzCSuaBDEQTd8YJTVimBlLwkudo9KJJU9WEFd1HM1vz7Ogr0lfw4rBwPwgSAiTnOmUB4qR9IDLmGvxQz+d4aSCNlHP/LGEDqUuiTVngl6M9kCji68fACqXU141dvwfOiI5ZAuSA7cAfgQtFJC8iiwk7JU6p8OKSV2nCaiSMV2saaX+J6faYzAJkS3dhoodgGSViAaLLuRtNo7QJKxvXwkrWfcrEYbxVNBAnObXlMk4yDyTlRC+UglgLmtWeY0dvIVHnyg/KCywn0kD02CfGB1L/OR8vDaQRE9YbCP0R2sG9MYqSGm1eCrwNWC4ij0TbPgVcDlwuIo8DRcIwYgU8ISJXAU8SRnD981SKwIJqTvRM+DClYtPTpFdrmsmYB1L0AnYPFJnTXq43tLl75E2zLJOLsgDRpUzKq/dyOXeJ90E5jDfjRomEQblfR7GGBhKasCrDeP2EDyQUYjNb8+zqL5HPuCya1RIfp093RRJab9qE5RpmuLFismggjQiQYhTOqwBEpHUsBqKUuovqfg2At9Y451Lg0rEYz95AyQ9Y0NnMup1hAyhdxrxYR4AopeKHRz+Imslowvrubav45k3P8N1/eAGvjlqTbumyAmRfIfaBxImETtwPRJdz18JAR2yZYbw6D0RfR9+2lVqBU9UvUTJrYWW0BhImpW7uHuS4BdOAUAMpm7DKmfNQGcY7HhrIZBEgjRiPrxKRy4DpIvIe4CbCrHTLBFP0FYtnlTOvtbpdzw9i3nfpnJHJ6ER/NirR/r+3roq3aQ3kjSfO56vnHzsh47KMDmkNxCxl4qXMUXpRFIfxGiYsP2XSyaY1kIxT4TPUn6+USkRhzWotB2NMq+oDceJjw89KaSDu+EVhVWN6S3bymLCUUl8TkbMIG0ktAT6jlLpxzEdmGZKSH9BudHdrj0o31PODmDde2gcy0WG8P//bGq68fx3Xf+hlKKW485ntFKMxmtn2XQMlWnMuXzn/uHEfo2V08VICRJcy6RkssTFqrRybsOI8kCA+1olqYaXv10zKB5J1kiYs8/NLvkIpyEdlTLQGAuXull6g4uoMrpMM3Ehr++OZB1KNma25SWXCAlgONBMGLyyvdoCI/LGB6+xUSl3U4GdahkD3JtDoSJb6GoghQEppDaT8fiI0kJVbelixuRulFD+6czWXXr8i3rcrVTDSRl7tG2jNIZ/ygbziG3ewKTJV6hW+NmENeuUEPleEIFCx2UtT6QOpbsLy/CBeSOnnZ2ZVDaQc6eWIJExYaW1noqOwZrXlY819rGmkH8i7gc8AtxD6KL4jIv+plLo8degRwLvrXQrbCjfmzme24TrCSw6eNfTBNSh5QUJ91iuoetnoCQFSL4x3AjLR+ws+SoX9qC+747nEvsFSwEDRpznq75A2G1j2TvwqPhCliIUHlMN39f+5DuPViYRmFJamIg8k4zAwUPlc6Iq6gBGFVdZADp3bHo8ziDUQSZiwcpNMA5nVlufR9bvH9PM1jWggHwNOUErtABCRmcA9hNFRJv+mlLq93oVE5D9GNMp9kLf9OIw4XvOlc0Z8jaKvyGYc7vrE6azfNRDX5mnUhJXWVJI+kMZtuL+8dy2HzmnjhQfNbPicaui4+k1dg2zvrQzV3dVfpDnXbDWQfYhyHki5nHsarXloQRKH8bqCI2EeSLr0TiaVm5GtkdznByp+DrQgMM3Cpx0W5o4lEgnTUVhVM9HHWgNJfpcXLu7kvtU7AZjVlmOwFIzLQquRq68Heoy/e0iWENE8XesCIvI+AKXUVcMa3T5K18DoOLhKftjHef6MFl500Mx4BVXXhGXsqucDGU4i7ad//zhv+sG9jZ9Qg/7IObolFaarTQraD1KMvrdl7yftA0lP/CLlbobZ2IlertJbUwNJLTBqmrAM05T2ZYgIl190Ind+/PRYePl+MhO9rhN9nDWQBZ3NnPeC+fHfurXBePhBGnkKNwD3icjnoqTCe4FVIvIREfmIcdy1IrI0fXKkdbxndIa7b/DEhq5RuU7RS/pA8nGiVYM+kLqZ6OPfoGYgqi20tScpQBbODGPxtYZlTVj7DpUmrKQAMRWL2AdSMjQQR/BVpU8gnUiYzZRzM0xN2/PL7aBN4XXG4XNZ0NkSN7xKlzLJG02kcpnKrPfxDON1UhqRjsbck+6kjdLIU/gsYTa4HvEfgE1Ae/TSXAD8VkReDGFmuYh8H3gZYU91S8Sj68sCRD8MI6HkJ005jWggfh0BokaogYwWfVEDn62pTPMDo5Lzus6XNWHtO1SE8dZpJp6uxhtmokctbYdyojvlVgfm6t0zQoDTwgvCrHORyIluZKKbGnA64mtcNBA/KUBMjagtMsGlg2TGgkbCeBvyWyillonI6wk1kX+mrHW8Sik1dIW/KcTKLWWL4M6+IgdMbx72NXQfaHMlru3IdTWQOj6QkWggZmhkV3+JaS0jbymrE8S29iQFyMKZYe7qrsiEFTbxqT3RWPYe0uVA3DqaZdZJmrBMJ/qQeSCGCcucfE3zVy3hpZ3igeED0Ys1qF5McTzzQETKAjjnOjRF2tFwegONlEZqYZ0oIteKyENROffHqpVzF5FOQn/JOwhrZZWAfwLaon2WiA27BuL3uqvecNHJVskorMY1ENeRurWwGnUCmsJq3a7+hs6pRX9swgoFiPZ9zJ8RClgdylu0Jqx9hvTknS5MaOLG1XjLYbyONJYHkjGq8ZoTq2doL9U0EAhX+Ily7hU+kMow3vH0gZhO/VzGid+PR5/0RqKwriCMxFpOWAm3FssIzVxC6Gh/IWFxQ4m2H7RHI92H2LB7gANntrB2Rz/b+0ZWGFCXYMglNJBksblq6Bu7OeuOSikT0wT3/M5+jp43raHzqqGjsLZGTvQDpjezo6/IjJYcHU2ZWAMpekGcNGnZu3nzyQv5/u3P0hJ1D6w1iUNZA0mH8Ra9oOJ+rZYHogWH6Uz3/MBwotfWQLwKAWKWMqmmgYxfFJaZl5I3BMh4+EAaeQq3KaWGTBJUSi0ehfHs83h+wObuQV59zP6s3dE/cg3EK/eF1jSy8tAyojnn0tWfjAYbSTHFQeOzNu1BjSqlVDwxbItCeA+Y3sTyDV20N2WY1pKNo9dKNgprn+ETrzqMj5y1JFHKpBZ6n9Z6szoKy3Bwa9L3Ry5T2WsdkiYsR6p/dmwmq5EHUhmFFeayBIEKW86OAV4tE1bGMRaSk0MD+ayI/Ai4GYiXy0a/jgQi8oIqm7uAtUqp8cmvn8Rs7h7EDxTHzZ/GdY9uZEeVfId6KKUQKce0m/bXfCZ54+zoLfCze9Zw+uFzOGHhDCCpgWzzC/H1AJTRj6vRRMKCoYFUKxXRKEUjGmZbjxYgoemqoylLay4Tayjp4AHL3ouIJKKY0qYnk0wqCsvVeSBBpQCpVl6kmg8kEcZb47PLfhYzE722ANGCzgsUuTESIBVRWNEY8hmnIVP2aNHIU/hO4HjgVcBro9dr6hz/XcJQ3x8QFl28F7gSWCkir9ij0e4DaP/Hkrnt5DMOO/oa10B+cvdqFl9yPV39pVgdN29e/dDoB+Xfrn2cb9+yiivuez4+RguGllylwz0RhdVgOerBUtKePFK09gHl+PVD57TjOsKs9hwtOTcWIEXP+kD2VbQWYJYT0YiEJqtEMcVatbCqmLC8qHBisYYJq5b5zHUcfJXORK9fygTgZ/esGTNfSMIH4pSd+qYGMll8IMcppY4ZxjXXAP+olHoCQESOJPShfB64BvjrcAe5L7EhKhA3b0YzM1py7G6gBa3myvvXxddojgRAMpwwilmPbq5qTm0dSdKUrRQgZoRWo8Jg0DM1kJE/LP3FSnvteUvncfLiGcxpb6I1n4l7VIdRWFaA7IvoAopnHjGX3zxYma+ccSRZTFEkUWpd02LkaUDZxFPyVdIHkkgkrCVAdCJh9Hcq70JSpi/9HF56/QramjK8+eT6rbRXbe3ll/eu5TOvObJhk1dSA8HQQNwKS8RY0shTeG8kBBrlcC08AJRSTxKWQnmuzjlThl2R32FWW56O5sywstKzGa0aB1V7P5uqM2BMuJWNdLQGUvQCPva7x/jwlY8kfCDp0hC1MB3xe5J8mBYgOdchn3E5ZE57PF6tpRRsHsg+y+tPmMe5J8zjU68+our+rOvEi5aM6+A6OqS9fO+FPcsrTVgQPguVYby180DCc53IzxId5yZNWGnM6/QVhrba3/b0Vn56z5o4z6kRzO8gRlhxfhJGYZ0CvENEVhP6QARQSqlajRieFpHvEZqtAN5EaL7KE4b2Tmn0f2o+4zCtOTs8AWI4x5y4vEP5ZtVRKlpgaFNQ2mkIpgnLZ+PuATw/4PD9w8l6OFEkCQ1kD9R1HcKr0RqWpjWXoa9Y/j7pJj6WfYPZ7Xm+/qbja+53HYlNrRnDhGWuyOcaxRA1WcO8mw7jLftAaoTxOroabzSGVB5IGvM69RIjNVpTGM6En4zCgnyUA5bLOLF5bTzyQBoRIK8a5jUvAt4PfJhQ2NwFXEwoPE4f5rX2OUzNYVpzlg27G49c0g9Bb8GLb0xzJe44giPlJjm6qYzZC1prFqYJq+D5eH65U2HGlYQ5qx6mE31P7L1aA5nRkmVXfykWcJqWvEt/oexEtyasqYm5YNImrLQTfU5HU83zSr6KIxghWcqkrgaSyESvjPIycZ1Kv2Q99DM0HAHiJUxYZZNaIox3D6pcNMqQ304ptRZYAJwRve+vd55SaoDQkf5JpdTrlVJfU0r1K6UCpVTvaA18b6XoBXH8ekdzlu5haCD6pu0reBUVRDVh686wRHWpRtgihFFYEJqgBksBRS9AKYUj4QprJImEI9FAbnxyCys2dcfmKV0+uzllw24xNBBbymTqYkZKZV2nqhN9bkd9DaRUIwqrdiIhFZno9QSDuauRign6GapW7LEWCR+IUyORcJJkon8W+ARwSbQpS5hpXuv4vwceAW6I/j6+wWZTUwKzCdS05izbegv85O7VDd08+rzeQS9+CCrKKLhh5zWzEmdCgKSisIpRQ52CFxAohSPl8hCNMLiHYbzv+fmDnP2tO2MNZMncsEVvb8p23JJz4xLV6RIulqmDOcnHix0/ZcKqqoGE94vnq7iKAzRaysTBC4aO1iqPsXadrGpoATIcp3dSA4n8PlF0WH6S+UDeAJwAPASglNooIu11jv8scDJwW3T8IyKyaI9GuQ9RMEJQpzVnKXoB/3Hdk7TmM7zxxAV1zzVNWNWc6FD2X5g9kUte+WbTlUibtA+k5FMoBShCB7vI8EoxjFYYr/aBHBZpIDtT4c2tufBW1Rqb1UD2fW756Msr/p/1IirrCiJC1nUqyrlXEyA6wKToB4kQdc/ULOrmgdCwADEF0VDHQjljfDgaQzoPBMraRyYqADlZBEhRKaVERAGISOsQx3tKqa50aJslpOQH8QpBt8sE4rLR9cjGJizfyANJhRC64WrJXMEXEyas8F89IQ+UQu1DqbAvdBhr7wzDhBXe/G35zKj4QLQJK/35utTFbi1ArAayz3PQ7LaKbdp0pCfmbCZMEPQDxVEHdHDk/h284yWLKs7LGSYsU+OoVc7dJBQgQSITvR7m/kaeIx3JWBqWE71SgLQ3ZWjLZ8LkTNeZNJnoV4nIZcB0EXkP8C7gR3WOf1xE3gK4InIo8EHCDoYWkg5gU4A0pWz+1dDhhr2FUqyBVK3D46vYhNXelKnqA9G1pAaKfiwEtA8k4zTuRNcaSGveHbYGYpq8YgEyp3LSgLLA0z1BbDXeqUm56GJ432ddh6IXCoGZbXm+esFx1c8zTFj6GWjKukOWc9fbzZ4jtUqepMcYft7Qk3gchTUMDSRhwoo+74dvP5H9Iu0rl3FYtbWXtTv6OHDmUGv+kdOIE/1rwO+Aq4HDgM8opb5d55QPAEcRhvz+GugmjMiaUnh+wDUPrU9MxOFkXXYAmwKkkb4g+kbrLfg1TVhh2eqyCauzNZfKAwnHo3sG9BY8Cl4QF6TTPpCGw3hLfpyZO1wNxKyjNVD0EAnHC1TE2euwXp14mcsMLXAt+x7aFKUr8+aiIol+ENQNmc0aJiy9EMtnnIZ8IFoDCRo0YQ1XAxkcQRRWOowX4Nj50+MItHzG5eantvLyr97W8DVHwpAaiIh8WSn1CeDGKtsqUEr1A/8WvaYsv35gHf/++8fpK3i87cWL2NZT4KRLbwLgkGiVbQqQgQYEiL7B+gpe7Neo5kT3g7ITfUZLLhHppQVIe1P42V0DJZQKyyWX/CAWIA0nEnoBTZHddThRJJAsX9Jb8GnJuogI17z/JcxuS0bSWA3EAtAULRxiTSTq8+EH9Sf2hAkr8oHkM05DUVgVxRSH0kDckWkgw3l+0mG8aeolOo4mjZiwziKMwjI5O71NRK4Das46Sqm/H/bo9mJ0DPaz2/qAcgkTKN/MHSPWQLyaPhDXEUpB2YQ1szXHdqNgY9qEtcvIfh0sBUh0jeFoIE1Zd0Q9EMzvvK23QHMkJF4QFX40qfCBWCf6lERrojq6KZdxCBQUPX+IboY1TFiGQKkpQETiKCwRhiw3YjrjG/KBeOUKC42SLmWSZryej5oCRETeR5gQeFCqgVQ7cHeVU74W/XsusB/lUN83E9bHmlJMbwlNMTqayFyJaK1huqmBVKkFlaZoCJBaPpCs4yTCeKe3VDdhteRcRGBnX1k7GfT8OAprOD6QfMaJnPcjFyCbdg9UJA+aaA2kS5uwrBN9SqKzrF1DA4HwPqzbSyROJCw7zfNZt6JRVDUyrlDwwuNM7eORz5xVUQcLkqawkq/oLXgI0JqvPt2OJBN9KA1kvJ6PehrIr4C/AF8EPmls71FK7UwfrJS6HUBEPq+UOtXYdZ2I3DEag90b2WX08dboMhxzOpq49eLTOOO/b2vIhKVXKmEeSCRAquaBKHoLJZqzLi05N5E4pWVJxnFoybpxkyYIJ3THkXjF1QgFL9RAMiPQQMzvvKlrsG6TKC1ctAZi80CmJloDMcN5IbyX6vtAyiYs3/CBJKOyqt9TcUdClezvoReJaUxB5AcBH77yEZqyDv/zlmqdLoworGEUIzVDkasJkLFuqaup+cQqpboI+3i8eZjXnC0iB+niiSKyGJg98iHunejJXjeMMsNqzUl/8axW2nKZBgVI5AMpGomENfJA+os+LTk3tBEbwiuOJHGgJZ+pMGENP5EwIB+ZsIavgZTHtbFrgBM6ptc8NhYg/daENZVpzibDePV9MFD065qWygKk7DTPZxwGin6iTHs19DMVpDSQWqQ1kG09g3Xv1zgPZBgdBJNRWJX7G7FojAZj8RT+K3CbiNwmIrcBtwIfGoPPmdToVYWeoE0Bkp70m3JuQz4Q04muhUl61aXzQHS4cDYjifBAZTwsLTk3IUAGSn4Yxus2LkAKnh+asKKY+uFgCk2lwnIltehozpLPODyzNayGYzWQqYkOd9f///rfoTWQsgnLN0xYXlD2gdSPwlJDOurN4zVeEFD0VV3zVKNhvM9t6+U/rnsiqv1VPraaGa1/HOpgQWNO9GGhlLohyv84PNr0lFJqZI2/92L0TaF9IAkNJDX5NWfdhlYM+pq6pEfOdar2Igh7HiiymTChyFytmJEkLblM3P2vfP2wQN1wnOjNWZegSlOfoUh/53QFXpOs63Dy4k7ufGY7QKKLnWXqoGukpX0g4bbai4pqtbCaojBePwjqOsfLAqS+n0VjmsK8qP+IUrXPa9QH8o6f3M+6nQP84ymLkw2lqgmQwiTQQETEFZGbGrmQ2cpWKVVQSj0avQrVjtmb2NlXZN3OZHOmy25/lgu+Xzs/0oys6C14idpU6dDb5qybMOfUQt9gBc+n5AVVQ1mzbuhE1xpIXEk0uuH0vyJCa85NNLQqaA1kGGG8pqlsOFrLw8/vqtC66jnRAV526Kz4fc61eSBTkaYKAdJY6XTThKVX7zqR0AtU3XPjkvFKDVsDKfkKL1VCPk1cjXcIH8iW7kL8XYaKwhqPQoowhABRSvlAv4hMa+BaPxGRGSLSWesF/HhURj3OfOkvK3jjZX9LbPviX57igTW7UErx07tXJ0JlIRmSd/eq7YnGMvkqJqzhONFLvmLQ8ysEEZRXSyU/IOs4cRMq7XQ37b3NuWT2eGjCEpwom70RBko+Tbnh+UC+/teVvOG79/DIut2J7UMJkNMOmxO/z1oNZEqiBYiZy6EZdhRWxolNWvXONU1YQ2WhQzIPxA9CjachE9YQGojer4WeppExjRWNmLAGgeUiciPQpzcqpT6YOm4asIywB0gttg17hJMAnaxUjWe39fK5657kD49u5Nr3vzTeXojCW3MZhxuf3JKYHNP2++asM6QACYLQLKV7g/cOelX9AFm30oQF4YPTlHUTTXFaUz6HwZIflqoeRlLgYDE0YQ0W/YY7Eq7ZEd5Gyzd0ATCnPc/WnkJdHwiEfeQ1Nox3aqKd6DrKKNGRs4E8EC0wHAkd8F7kVK/nHNcCJAgUjdx25oReCsIe7LWubtbiajSM109VHx6q7qBSashjRkojAuTP0asuSqlFezyaSYqut1ONVZFT9+Hnk6vpgufTls/wkkNmccfKbZxySNn8kl49N2VddvYV2do9CAJz2iuriWqVtKMpGwqQgld1EtWlp2MnuqG6Q1kDCaOwkiv+gaJPe1MW1xEGSg2asEqhCat7oHGtZXbUMe75yCy4sLMlEiBDm6UuPGkBVz6wLi7FYplaaD+ZVyUKsV6PjpzxHIQmK8fIYh9CAzHCeBspz27m7NxYRQAAIABJREFUU2tzci1MS0Wji7Z0/5OhhFrJV2PmMxzyKVRK/WxMPnkvIpdxasZoP7253CNrw+4B5k1vBsIbI59xOHbeNK57dCPrdpV9KGn7vXain/xfNwOw5kvnVHyOvtE6mjNs7obuQa+qD8R1Q1NSbMIyVl5AnCDoiFRM2AUvoGOY5dwHIg0k4zZuwmrLhwmU2oE/J2oAVM+JrvmvNxzDu05ZXLXrnGXfR5uwSlU0kHoLEP2seIbA0M+1H6i6wkcnyfqBqhoymybRsMpXUbfP6s+GKUDqaSDKON8PApK1sCrngV+954W875cP0TVQouiPXQO2mlcVkauif5eLyGPp12gPREQWiMitIrJCRJ4QkQ9F2z8nIhtE5JHo9WrjnEtEZJWIPC0irxztMWlCs1DyP1eryyu39MTbntrUHb8veKHJ6JCoQZJp709rIM3ZoX0g2v/REdWwqmnCivwX2oRl2n6BREnqtAlL91pvNCkwCFT8PV2ncSe66Txvyjq0RwIl3YWwGo4jCVOWZWqR9oGYK+t694/WMEqRRpBxyqZabwgNRIeopzPR6x2v0SasWsKhYOR+1HN8dxtBOF6gEtp+NfPUSw6exYfPPDQcwxiWda+ngejcjdeM2acn8YCPKqUeihpWLYv8LgDfiKoCx4jIkcCFhJV/DwBuEpElkeN/VMlGK5AgKGeituRcuge9hAC54fHN9BY8Xnf8PAoln1zGicuTm6uSak70XakGSmmKsQYSTrY9hVI88ZpkjCis9qZMvPKITVgJDaTyv9+RcubtUAxGN39Lzg0FV4M+EN08CsKHvi3KQG/UBGaZumghUS2RtqmOBqJ7ZBQjjcN1JX6uPb9+JV9d3SGdiV6LQ+e28+XzjuFrf10ZP4tKkZg/NAUj+rKeANnWMxi/T3dgrDWk8rM/dgKkXm/zTdG/a80XMB/4eL2LisixIvL3InKufg01EKXUJqWU7nrYA6wA5tU55XXAlVHI8GpgFWEnxFEnNgMZE6S2wT+ztZfFs1rJZxx+u2w9H7ryESAyYWVdDpjWXKFaVzrRXfqGyAOJTVjRZNs76FVVS7NuWEyx5Ks4jBfMKKzwONcRWvOVD5wj0nAioe7h0RxFYfkNCoB+47sGqlwjKN3G1mJJE2sg1UxYQ2iwut2z9oHo52fQG6qOlkMpKufeiAYC8KaTFjKzNUfRC4UHVBcQjZqwtveWF5hmWD7UjsLSv81YhvQ2ZBiL+pp/RUTWAF8Anqpz7OXA5cB5wGuj17C0mKgF7gnAfdGmf4lMZ5eLiC7VOg9YZ5y2nvoCZ8TkUo5oSBZG26+jifkzmhPn6AxtxxEO2y9pcklP/I2Ybio0kMHqTvREGK9bNmHp8+PCcSLMqFbLZxgaiE4EbIp8IKUGTVimAOkaKLEg+u3q1cKyWMDQQLxKATKUDy12mvsqNmFBeB8PmQcSTdqN5IGYn2fe69Wq7SZMWHUEiGn2rXSiVx+Tnh/GsrVtvWq8SwhNRG8GdgC/AUQpdfoQ13yRUurIkQ5IRNoIm1d9WCnVLSLfAz5PGNrweeC/CbsiVvvVKmYwEXkv8F6AhQsXjmhMsR/BCyBqU9FiCJC5HflIyofhqX7kG9BaypfPO5Zv3LiSB9fuYltPoVIDacB5XNZAQgHiBapqLkTGcWI7b1jKJK2BRImEDpx2WGWJstgHknL6Pbetl5VbennV0fvF2/RN3TzMcu79RY/jF0yP/ULnvWA+GVd47bEHNHS+ZerSnNPWgMo8kEYESFGH7TpiVPIdoo5WVN1huAIk40qipIg5kWttu9EoLPPctAZSSylKR2COBfU0kKeAvwNeq5Q6RSn1HaAR/8LfIv/EsBGRLKHwuEIpdQ2AUmqLUspXSgXADymbqdYDC4zT5wMb09dUSv1AKXWiUurE2bNHVtMxPQkDmAFQB85spddwcvUXvSgPJLyhl8xt53tvXcpZR84Nr5eKnkqbuPTNccfKbXzrpmeA8g1krtJr5YHoyI+s68SrkDd89x427B5IaCAzU02bILSnuo5T4Y84479v5//9chkAW3sGOe979/BwJABacm4YPtygqjxQ9OloznL+0vm87UUH4jjCG06YXzcSxmKBcjl3fa8lNJAhNPmsq53hARlX4ud6cIg6WhnDFDQsAeIIg8XqTvKjP/t/HPu5/4u1+FymdqoAVEZ2NWLCGg8fSD2bwXmEGsitInIDcCX1kwQ1PyMUIpsJ29oKoJRSx9Y7ScJQgh8DK5RSXze276/9McAbgMej938EfiUiXyd0oh8K3N/A+IZNNVui+R/44oNnsnp7H09HDnXdZzyfTU6I+t5LrwfOOXZ/NncPcsPjm1m7o5/+okd7U5a3Xx5+nQ+deWi82je7GFYTIDoaqpjKAwH40Z3PxTkY+kG47eLTeHZbL++74iGKnq7GS11t4uHnd7Ns7S6Wrd0FhA/ucMq59xd9Dpju8rUa/astllpoLUPfauZibKg8Im3C0hpIzigFX6+Ols4s11GKjZJxkgnCaQERKOIKFZ0tubq+iqJvmLAqMtGrn2O28R0r6pVzvxa4VkRagdcTVtmdG5mUrlVK/bXGqZcDbwOWA8MZ+Uv1eSLySLTtU8CbReR4wnl3DfBP0fieiEKNnySM4PrnsYjAguo+EPP9CQunc/S8aTRlHa56cD19Ue/zdFtJ7YBLN2ua097EJWcfwYIZLXz694/HCX0mWoBMbylvr+YDCZ3oQYUPBEK/yaxI69APwqJZrSyKggCKXoCIhEKoRty6H6hE/SwIo1/cYeSB9Bf9hsx2FkuatJZhlvNpRAOJ8z4ciQNMBkt+3SoIWjspDuFsrzjPlYQPpJqGoU1ZMyKHey10C2sIfSCJPJDJ6APRKKX6gCuAK6J6VhcQNpiqJUCeV0r9cbgDUUrdRXUN5/o651wKXDrczxou6WQ8KK/QF81sIZ9xyWfgzCPmhgIkKreu1W2NjteuZZLUK6j+VESWUipeyUxrLju+qyUSZhwHpcLwwLQGsr23wMLOFqBy1ZLPOPRA1NK2tgZS8PxERIgedz0NZOWWHpav7+K8pfOBcMXXSNa5xZKmKSUkzEVUel8arYEEKtTUyyasgPamenkgZUFjtqEeiqzrMGCErFebyLUGMqMly+buwYr9mkJi7gkaqoU10SasCqJOhJdFr1o8JSK/Aq4jNGHpc68Z0QgnAelIJgjDCM85Zn++deHx8TYdmdVf9CmU/EoNJJq1VY3VvZ5U+4rJcFYvUHG8uKmBVDNhZQy1POs6iYivZ7b0ctz86YmxxOdFD4njUNefcfVDG7j96WRJs+YokdALVNW6O2d/6078QHHuC+YhIvQVvCHrXlks1dD3rdY2Gs1E18eu3t5Haz5D1i2bsIbygZjPf6NhvHqsCROWX2kg0eH7M1pzcWmfaiTmngbzQKotfEebsXiKmwkFxyuMbQrYewVIFUnuBYqsKwnHrykAwjyQ6j6QWit1Pak+sHonB89ui7cXvCBO2kv4QKrkgZgPQtaVxN8bdg/QM+ghUpm9qh9MR8J+ILWquf/770MX1AHTmtjYFa6YtA9Ef7dMSjPS37en4NGay1DwgoZCly2WanzrwuM5Zl5YINxcCA1lFn3rixbyyWuWo1RodtaLptAHUi+MNzyuMEwTVtYVzEe9WhhvbyEsSdSWy9Sd6NPWj0Y0kNh36zVmWh4JY9FQ6p2jfc2JppoPxPNVheNNayC1TFhObMKqr4F87ronWbOjvBopekEcrWGq0B1N1TPRNWkTFsCW7sGqqyg96YsIjtQeo2Z+Z0tZgOTc+HwvUGRqPMc7eos47eVMfotlJLzu+OrpXk21bryIN520kK/c8DQ7+opknFQUVhVzsCbhRB9WFFby2avqAxn0aM1nhozCSoTxqkajsMbeiT5k3KSI/IuRvDclqaYKekFlQye9qtZ9u9MmrFccFeZQnHpo9XBicwX1zNZyiZSC58cNp8yV+34dlWG45piqCZBtvYWqD0FZAwnfD9VQqsMIJ25KaSC12NFbiMuYtNhqupZRppHJXT+TYR5IFNSi6vfUyMYCxKeOnKkgLZSKXsDvH97Aok+Wi5vv6CvQmqsUIPes2s4//OjeeM6pb8Kq5URPJl2OBY0E3u8HPCAiV4nIq2SsCstPYqqFw1VLKtIaiI5SSguQpQfOYM2XzuHoedX7c5l+ATNLvFAKGCj55Fwn8Zn7TausSOumTFh6DIdH2fDbewtVbaZaAAihFjJUWSstJMPPcWJtrFokVlNkytveW4w1qaHKTlgsY4F2tGec5OKqbh5IwoTVeK5SNq2B+AFfuSFZxGNbT4HWvBs5+MvPzlt+dB93r9rBlsixbi5etTDRM3FNH0iqmdxYMOSvoZT6NGGOxY+Bi4BnROS/ROTgMRvVJCPWQBJZo6pida/NMjv6qguQoWg1NJCZrWUBUvQDBkuVeSXVSpqbN23WdZjRmuPGfz2V7711KQDbewpVTVj6wYjzQBLloyuFgiOS6HGiH8Bqznf90O7sK8YRZtaEZZkI8kZL3Eb7qSfDeBv/LDelgRRKla1tQwESaSB+UBFgoxdcpv9Elz/RpvVamtd41MJqyI6glFJRYuBmwpyLGcDvRORGpVRcWFFEDiesR3WfUqrX2P4qpdQNozv08UNHMl314HoWzWplydz2qhpIPhNqCDu1ABnmKts0YZn9kQulgILnVzie96siQDIpExaE1UF1uGD3oFe15lTGcKK7kjRh9aeiwhZ0NvPVC45lv2lN8Q3u1jFhaUEamrDKBRgtlvFG34sZJ5kj1UgmOtRvm5smmzq26AcVjvRtPQUWdLbE4yr6AV2Gdq/zREwhoK+Rc526yY1lJ/rE+kA+KCLLgK8AdwPHKKXeBywlzFaPjwP+AHwAeFxEXmdc5r9GddTjjL65blqxhVd84w4gVAvTNk6JmjRpATJUXHoa04S1w+ixXvB8Bop+xfV0VnlirAknejJLN2fYf9PobTpCS6lyuHE6L+UTrzqcA2e2ks+4TI9MbVnDiZ5G38A7+oqJ+lkWy3ijzakZVxI5JGltwcR8zoeViZ5SV4peZV+QvqJPay6TCBV+Zmu5SZ0WICUviMerBYgOAqgl0/Jx9OjERmHNAs6NSrnHKKUCETGr7L4HWKqU6o2q6f5ORBYppb5FYyVQJi3V8i10Nmua1lyGHVGi3XAnSXNi32n0Byl4AYOlIL75640rGcZb3i8idLbk2FwrCsvUQFIhueky69W+lzYBVNNAdKz79t5CLECGK1wtltHA9IFkGvaBlPcNNxPdpOhVmrAg9J2akZ5mhd6+gscX/vQkNzyxmaask9BitNAZSgP58g1PsbCzhXOO3b/hsTdKvY6EnVHm+TeBHv23sR2l1ArjFFebrZRSa4DTgLOjWlV7tQBJl19XSlf0rPz5khrIyIsDmgKk6IVO9EYEUi0BAtAZ+VWqxUGYGoh+X/QD3n75/dyxMpU4WMX8FPtAUgKkZHRj29FbjBOrrAnLMhFUi8LSf9fCDMcdbjFFk6IfVM2vasu75KIQ5LSWsmprLz+6azU9g+XkWy1g9PNdSykyx/rzv61peNzDoZ4Gsoxy3b/0EBVwUGrbZhE5Xin1CECkibyGsDbWMaMx2IkiPRHrVXbaxgnQkndZv2sAGNkq+6nPv4rzvncP64ys1DCM1499Kt980/G1Tk+MNR1mrAVINUegmUiob8it3YUK4QFUzSLX56ed6P2F8mqqp1CKw5GHitm3WBrl1otPq1rWpxplDSRlwmogjHeo49Kk80CqJRICcWY8aC2lLGX+9Nim+L1edGkBU88knebAmS0Nj3s41CumuHiY13o7oYPdvIYHvF1E6pU+mfSkb069yq5mN23JZWI1dSST5P9v78zjJKmrBP99mXV1VXXT3XRD0zRNN9Ac3UxLQ4uAMAiuCMMIwzUKszCyrKyiog4DrKIjHqzrON4OjjiOgyOMy6wweMLOjmwr6uCBHEKjHxSQoxGaq++68u0fv98vKzIqMivPisio9/186lOZkZFV72VGxIt3/N4b6C0y3N9TMQPZrUQvlVeh/8m66nOzKpLoMc9pQTAg03kg/vWXdrpk3jOxHj1JFVTVPJBtkQT8jpGJsgcy0Get2432sHLRUN37hnOyWKjsIlF7IWGTSfSEEFYSoQoLmDI//aGnJ9eDBeMXTaJDfXmZOvucNkytgVIHq+pDInJ40uth/Gzk+RPV/paq/rB5EdMn7oGMlz2QqRfBaClusyGsuOcyMl5i1+hE4sLBONG7nrh8C30fraSyv6QcyJZdzoDEm7wlhdLCSRbPgezw+ZPh/p5yjzCwHIiRDv2RJHr9IaxIEr2hHEjcA0luFj7c3zNZhTVeqrpuI9y4hb54fdMk0aNE1221k1ohrL/ATfL7eMJrCpzYEYkySDwsFGZ/Jx100RXWzV4k4xfo0Aurnr+3aLh6t97ggSTdsUyuA5nMkQQPJH7wNZIDCQn4xXP7eW7bSLns16qwjDSovpBw+nkg0GgIa3Lf5QsH+VXEm4hyyF7z2Opv1uIeSKXsoQorngOpLtOGy1/FJTfczUs7R6vu0wq1QlgX+98ndOQ/dxHFWGJ6zC/TTnJ7Kz2Q5i6Scc9lZMzlQOoJiUVXp8dDWJM5kOoeiIiU2zUEAxInKYQ1WbkVK1P0OZDFw/08/vwOdo1PTFnEZRgzxUBFEr2+0FSzSfToQt/Dl8/nX++ZMjC1/NqPf/scUFl00t9TqMib9PcUKUgkB1JHCGvf3YdYvnCQhyOlwe2kroWEInIosBoofyKq+pWOSJRxeouFcpgm6a4lmmBuNoQVv8Mf8c0U66lcig6iioewQnuUpHOgWC4JnHTTt+yczF/0FQsM9Rd5YcdYoiELBihecx5a0y+a28d4Sdmyc9y8DyM1QiFKSSsXAs+vMecj6knUKveNsyKSuD583wVVDUhPZPR0tNQ3hLJCn6y+YoGeQmHKOpDp7sXmD/bxQgohLABE5P24ktzVuOFOpwB3ArPUgEj5i006mAbb4oG49w3397BtZJxRn0SPtzKZVtaealVYtT2QQiyEBbBgqJeCCAO9EzWbMcZzIGEF/GI/CfH57aOW/zBSo9riut2Hq+cXe2ILcutl390nk/tr/RyeKFeefDB/7Ndm9EVyIMHDCKfS/ouH2bhpC72+00W8lcl07QnnD/by0s7RxFk9rVLPFels4NXA075V+8uA6bO5OaXCA0kKYfkcSCthmnCBXTTcR1/RzVUeHS81XNUV//+THkh1AxC68ULMgAz2MdBbrDoIKpwA8URhKNtdOOQOmee2j7S0PsYwWiF4IPFQ68JI77k40fNoTgOD0KKze9Ysncdr1+xZUU574sF7sI+fEBrtWzU2Uaq4Od1vsTNEvQVX4DJZxlt7IWFg/pxexiZ0SkeJdlDPmbxTVUvAuIjMA55h6hqQWUW5jLeGBzLQYCPFKCHEs9tgnxs16xNs9S6+C8dTfGb6whpJ9GgVVlBrS8SALBxyslQLP03OQqk8SMf9iTpvjnv9he1jFsIyUiOcl+NTPJDqBiR6MZ/T5M1Pb7HAF85fz4bLJ1PK0QXK/TEPJPra/r5MeXSi5D2QUvlvwvRVWGGK6YtVcpqtUM+n8TMRmQ98Ebe48G7gJ22XpEsYHS+VD74kD2PI36G0EqaZUw5huf5VwROo1yjt7u/243ZiwZA7kJJ7YU2uak0MYQ320d9brGrEJsf5xsbx+s8qDL96zkJYRoqEczZeLVjLA4nmOts5ijlqJPpiZbzRa8uS3eYAlD2TeBJ9usT+bnOcbmHMRDuZ9tNQ1Uv8w78TkduAeap6X9sl6RJGxkvlu+rkMl7vgbRwkQwhnsE+Vx/+7FbXWHFuwgTCJN58/H58+Nsbp+zf3+MWKdZaByIJ60DAeT/9PQVUk/Ua9ifWtqoeiJPl+e0j7NfAwi/DaCfVcnWLhurLgTTagufH7z6R328ZSXytr2J5QMjNuCR6X0+BWy45ho2btjLkryljE1rpgfTUnwOBzqwFqWlARKQHlzQ/2G/aCHRtW/Z2EPVAaiXRW4nzh1G4Q31F+nuLPOMNSDgQpuOiY1dy4StXJhq4BUO9iVPV4jPRodID6S0WOOvwvavWqAfDuT3WeHGs7IG4Q62kNFwMYBjtIqyNii/WCyHWJJpNogPstdsc9vIeRJxED8Q3S+wrFli3fAHrli/g3zf+vixzUhJ9uhDWmqXzuPmSY1i1x3BDstdDrZXoS4E7gE3AL3D9sP4Y+LiInKCqyTVpOWd0YtIDia80hUkXtxUPZJc/QAZ9l87Hnt8O1G9Aoms54iwc7KtZhRUt4600IMLrX7686v/sLRbo6ymUy3YD4U4vOsvdciBGWvRUmZxZ6y4+GsJq57HbXzWEpRXGJfxPN9BK2Om9/MmV6LUtyNyBXg5f3pmp5LU8kP8BfF5VPxXd6Od+fAT4845IlFGii3pCNUO1du7QmgEJiWjngRTKlUy71ahVr5ezjliW2HK9GGkNHVbbbol5INMx3N8zxQMZnygh4l4LWA7ESItwnCfNran6nkLzIaxaRENYfZEqrNHxicrXIt5JUg6kkRkl7abWVeGouPEAUNXPAEd1TqRsct/VJ3HFyQcBkxf4xBBWf+shrD38oKhVe86tKN0NybBWuODoFVz4yql9MqMz0YNaJZ0crbt2WfIc9yhD/cWEKiw3NyXq+psHYqRFWFybNHq5HtqZRI/mIqMLCccmtGINVzQ/0kwVViep9WnsrPHajhqv5ZKQgAbYOebuspNbmXgPpIV25WcevjeL5vbzh6sWseFXk+3U2+GBVKM820QqD+zXHrqEC49Zwao95077N4b6EjyQktJTKLRlhb5htEo4Z4MX/r3Ljm9ovVanbn4KBSl7F2HVeSBUiB2weJgHN22ZHCdR5zqQTlLLgOwmImcmbBdgXofkyTThSw132UkDpeb0tV6FJSIcf+BiAJbOd91joiNpO0HF1LXIAdlbkLqMB7hS3ngOJIz+HegtIAKqMGDDpIyUWL/vAs49cjlvOX5/APZb3FhiuZOD0HqLhXIrk6hR22fhIDe+6RUcts98zvr8j8vbyyGsFO/HahmQDcDrqrz2/Q7IknlC9VBY61C7Cqs9B1qo4CgljTJrIyHOq1p5QCYZyWoM9fdMacAYRv+KCAM9RXbW2RTSMDpBT7HAR85sfr5do1VYSbzpuJV8895NU7b39RTKzRTnDlRemo/ZfxFQec2pN4neSWp1471wJgXpBvqKoVTV50ASQlihGqldYZql850BCYn0TtETqY+PHpC1Bu3EGe4vsunFysjn2ISWq9V6igJjlkQ3upd2hLCuOnU1V526esr2vp5CuZ17f5VoQ7wzOGQ3iW7ECBZ/0gNJ/vhOXrOEI1cubMv/DCGsThMOzJJWGpBGDs7Bvh5+8+w2fvSbzeVt4xOl8ujfq1+3hjPX7c1rVu/RJqkNY2ZpZKBUo/QVC3z/15t57LntVfMyxYTEeyY9EGMq/WUDUr0KC+Az565r2/8MHkiniYawogdpI+2rh/t7KCmc98W7eOQjf4SIMFHScunkWUcs46wjlrVXcMPIEU96D75avrPCA2lgImGnMA+kAfriBqSB8E6z7F6jR0876anigTQyQCe0XADY7j+jsZImjv41DKOSJyPh32oeSPSGbuluAxQE9qhj1HWnqHeg1DHAiuj+s3GgVDAgoVS11hjMdiEifOzstRyyV2cL30Ky3BmQye2NeCAjkTzN5q0jDPf3MO6rsAzDqJ96PJCD95rHPe8/qdyoNA3qGSj1T8D+wD1AWCWmzMKBUvEQViN3561wzvp9Ov4/Jj2QSr0aifk+9dLkHdTmbSOsWDTEeEkbquQyDGPqKIZAPLw80JtuFqKe/74eWK3a4TrSLqA/lkTvzdGd9WQORCuMRiMeyGUnHcSjm3fw4KYtbN7mWkePT5Ry9TkZRqf4wvlH8OFvP8jjz++s6oFUrNdKM/nhqefW8JfAkk4L0g2EMt4tu5wB6c/ReoYQZiopTedA9l88zJcvfDngPBDAeyDpH+iG0Qp/9orlXHTs1BZA7eS1a5Zw3pH7AlMHXgWi51IxxeqrQD0eyCLgQRH5CVBubK+qp7VTEBHZBxcWWwKUgOtU9dOR1/8S+BiwWFU3+23vBi7ChdYuVdXb2ylTnLC249mtIxQLkquWHNEy3uiB2YgHApNtF8oGZMKS6Eb3c80ZzS8+bIQFvuN2dBZPlJB3jXbNTpN6DMjVnRbCMw5cpqp3i8hc4Oci8m+q+qA3Lq8Bfhd2FpHVwBuANcBS4P+KyIGq2v7Bv54woOmlnWPMG+hp+4D6NInmQCpWojc41723WGDBYG/EAyk1PRveMGYbod/dlirjZ4PRmIkCnnqoZyLhhpkQRFU34WaPoKpbRWQjsDfwIPBJ4Arg1shbTge+pqojwCMi8jBwJPBjOsRAb4Fiwa1tiLYnzwPlKqzYSvRm3OTdh/vZvNXlQMYmlIHe/Bhaw+gkYW5OdQ/EnUtZCQtPa8ZE5CgR+amIbBORURGZEJEtnRRKRFYA64C7ROQ04ElVvTe2297A45HnT/htnZSr3KNmeCBfBiS6DqTZhYSBRcN9PLfdeSATJTUPxDDqJCwcXr5wMPH1YsYMSD1Xwc/hQkX/gqvIugBY1SmBRGQY+DrwTlxY6yrgpKRdE7ZNyTyJyMXAxQDLl1efqFcvw/09vLhjjKHceSDRhYRTtzfC3IFeHn/edfwf80NwDMOYnpWLhsqdd5PoOg8EQFUfBoqqOqGqXwZe1QlhRKQXZzxuUNWbcetPVgL3isijwDLgbhFZgvM4ogsklgFTxuyq6nWqul5V1y9evLhlGUMeJG8hrIocSJPNFANDfcXyWpnxktpCQsNogGP2X1R1cFWxnAPJxjlVz1Vwh4j0AfeIyF/j8hRD7RZEXEb6S8BGVf0EgKq61s1MAAAQk0lEQVTeD+wR2edRYL2qbhaRbwA3isgncEn0VcBP2i1XnLnecOTNgETXgRRbrDUf6u8pr5WZ8AOlDMNonZAjyUIFFtTngZzv93sbsB13139WB2R5pf9fJ4rIPf7nj6rtrKoPADfhkuy3AW/tZAVWoJwDyakBibdzbyaJPtTfU255P2atTAyjbSwcdGXyu0Y7fqmri3qqsB4TkTnAXqr6gU4Joqp3kpzXiO6zIvb8GuCaTsmURDAgecuBFCrKeFvzQAb73OCoiZIyPqGZcbcNo9sJ66y2xkZHp0U9VVivw/XBus0/P8yHj2Ylwzn1QILXofGFhE3lQNxns2N03OdALIRlGO1g4Qx1566Xes7sq3HrK14EUNV7cJ15ZyXlJHrOyniDk+CS6JPbm2mEGLyzHaMTjJesCssw2sWCLjQg46r6Uscl6RKC55G7EJZEynhb7LcT5oJsGxn3ISzzQAyjHczUfKB6qecq+EsROQ8oisgq4FLgR50VK7vM857H3JwZkGAnJkqVIazmciDeAxmZ8K1MzAMxjHbQjR7I23H9pkaAfwa24Bb5zUqG85pEL+dA2rMOBGD7qPNAsrLoyTC6nXBuZYV6qrB24FaDX9V5cbLP3H6XA4mOb80DlSGsye3NrgMBN7nRkuiG0T6y1sC1nomE64H3MHWk7drOiZVdjtxvIRccvS/r9lmQtihtJdgJJeaBNGVAnHG96PqfAdBrHohh5JJ64jA3AJcD9+PmdMxq5g308sHTD01bjLYjEQ+kYqRtE3c88TYMRcuBGEbbOO1lS6tOLJxp6jEgz6rqrF33MVuY7wfZvGLlwjbkQCoPKxsoZRjt4zPnrktbhDL1GJD3i8jfA/9O5UTCmzsmlTHjLBru53uXHc+yBYMV60CaCWENxvJD1srEMPJJPQbkQuBgoJfJEJYCZkByxn6LhwG3Gj3QzELC+PwPW0hoGPmkHgPyMlWdmYHARiaQFpspxrEqLMPIJ/Wc2f/h548bs5BmE+BvP/GAyb9hHohh5JJ6DMixuFkgvxKR+0TkfhG5r9OCGdmg2fDTZScdxAkHuQFethLdMPJJPSGskzsuhZFZWvEehn3jScMw8kld80BmQhAjm7SSAA+zU7aNZGP4jWEY7cWym0ZNWhmdWTYgu7Ix/MYwjPZiBsSoSUseSH/wQMbaJY5hGBkiXy1ljbbTSg7kgmNW8NDTW7no2P3aKJFhGFnBDIhRk1aGQc0b6OVz5x3eRmkMw8gSFsIyamJLOAzDqIYZEKMmWZs/YBhGdjADYhiGYTSFGRDDMAyjKcyAGIZhGE1hBsQwDMNoCjMghmEYRlOYATEMwzCawgyIYRiG0RRmQAzDMIymMANiGIZhNIUZEMMwDKMpzIAYhmEYTWEGxDAMw2gKMyCGYRhGU5gBMQzDMJrCBkoZiRy8ZC47xybSFsMwjAyTGQMiIvsAXwGWACXgOlX9tIh8CDjdb3sGeKOqPuXf827gImACuFRVb09F+Bxy2zv/MG0RDMPIOFkKYY0Dl6nqIcBRwFtFZDXwMVVdq6qHAd8C/grAv/YGYA1wMnCtiBTTEd0wDGP2kRkDoqqbVPVu/3grsBHYW1W3RHYbAtQ/Ph34mqqOqOojwMPAkTMps2EYxmwmMyGsKCKyAlgH3OWfXwNcALwEnOB32xv4j8jbnvDb4n/rYuBigOXLl3dKZMMwjFlHZjyQgIgMA18H3hm8D1W9SlX3AW4A3hZ2TXi7Ttmgep2qrlfV9YsXL+6U2IZhGLOOTBkQEenFGY8bVPXmhF1uBM7yj58A9om8tgx4qrMSGoZhGIHMGBAREeBLwEZV/URk+6rIbqcBD/nH3wDeICL9IrISWAX8ZKbkNQzDmO1kKQfySuB84H4Rucdvew9wkYgchCvjfQx4M4CqPiAiNwEP4iq43qqqtnDBMAxjhsiMAVHVO0nOa3ynxnuuAa7pmFCGYRhGVUR1St45t4jIszgvphkWAZvbKE5a5EUPMF2yTF70yYse0Jou+6rqlCqkWWVAWkFEfqaq69OWo1XyogeYLlkmL/rkRQ/ojC6ZSaIbhmEY3YUZEMMwDKMpzIDUz3VpC9Am8qIHmC5ZJi/65EUP6IAulgMxDMMwmsI8EMMwDKMpzIAYhmEYTWEGxDCMhvGth4xZjhmQCHk5KURkYeRxV+skIq8Ska5voywil4nISf5xV38nnrnhQbfr0+3yR5lpXcyAACJyuohcD7wsbVlaQUROFpHvA58SkY8DaJdWSUR0+TNgJG15mkVEThKR24ErcTNtuvY7ARCR14jIncDfiMgV0L365OW8h/R0yUwvrJlGRERVVUROAD4EjAFHi8hjqvpCyuLVjb/jKOBmw/8X4CPAL4CviMgpqvrdNOVrBK+LAK8HvgBcpKr/kq5UjeP16MWNXz4e9530AS/3IwvGu/GiKyLLgKuB/wn8P+BrIrK7ql4Zzqc05WuEbj/vIRvXsFnpgcQO9keA1wKXA68A1qYmWIMEPXwX4juBY1X1VmAX8AzwgIgUwr4pijotEV1KuLkuX8GNKUZEzhGRZf7im2ldInqMAreq6nGq+h3gBeANqjrWZRfa6Gd9MHC/qn7Tj53+W+BdIrLKX8gy+70k8AhwEl143kN2rmGzzoCIyNuAm0XkXSKyRFUf9fPYvwf8HjheRKaMxs0aMT32UtUHVXVcRA4H/hVYgQubhNkqmT25I7r8hYgswhnD+4DPi8hDwJ8CnwWuDW9JR9LaJHwnP/Xbe1V1A/BbETklXSnrJ6bPPODXwLEicrTfZQ/gAeC9aclYLyJyiYic5R8L8LiqPt1t5z1k6xo2qwyIiJwB/DnwGZyVfq+IHBbZ5QbgQJwVj74vUxesBD2uiugR7nSPBK4A3igi6/2dfeaI6fIHwAeAA4BvAXcA56rqObgQ3Z+IyBFZ1KXKdxLi0eO+sOExoCtm1iTo81FcLuqTwH8TkR/i7uDPBA4TkRVZ9KxEZK6I/B0unHi9iPR4OaMeU1ec95C9a9isMiC4D/XzqnoHLpb7CHBpeFFV7wN+ChwqIieKyJV+e9ZOjCQ93gGgqo+o6u/84+3ATcC8lOSsh7gujwKXq+pTwAdU9RcAqvo8zrMaTknO6aj1naiXfw5wAkAILWaYJH0+oKpfAt4EvEtVzwN+h5sEuiUtQWvhQ20bVHUJ7qbkb/1L5RBQF533kLFrWNYP4rYQsb6/Bc4DUNXHgG8DQyJyWmT3fwb+K/C/cP3zM3MnMo0egzE9EJH3AmtwUxszRQ1dvgnMFZHTVHVXZP/34XR5KP630qTBY+urwJEiMpBFLwpq6vMNYIGInOHzOGF89IeAIWDrjAs7DRFdvuF/vxM41+dsJkSkJ7JPZs97yO41LJcGRETWi8ge4XnE+v5vYIeInO6fb8JVk6wWxzDwaeB+YK2qXh57/4zSjB7+faeIK7U8EDhbVZ+eOamTaUGX40TkDpwuZ6nq72dO6qk0e2z5bXOAr5GhMFYT+hzk37dKRG4FDsV5I2MzJ3Uy1XRR1e0iUvDnwbXA3/vt4z75P4QLCWXivAcQkf8kIkeE51m9huXKgIjIGhH5EfB+YH5keziBXwBuAd4iIqKqL+FCIgP+A94FvENVT1XVTTMsfpkW9JjjX98IvFlVL0hTD2iLLo/i5t2f36XfSX/k5L1VVb+YkYtt0+eKf/1p3PdyWgaMelVd4qFCVf3vwEoROVpE9hSRl/tQ76Vpn/cAIrJORL6L++wPiGzP5DUsVwYEF3O+RVVfp6q/BhdrjpzAc4DbcVb7OhFZCqzD1U+HO5JnUpA7TrN6jAL4qoxfpiB3Eq3q8riqZiEE16we4+EPqCu3zgqtnitbVfWJFOROoqouqlryd+W7Rfb/KPBD4AfAIEDa572IFEXkOuCLuLbrNwKH+Nd6GvheZvQalgsD4j/8hYACn/PbzhC38GnQP/8wznLvCVyGK3e7EXgRtzAqdfKiB+RHl7zoEciTPnXq8iFc2OdQ//wU4O248vY16sqrU8ffXNwGHKeqtwA3AyeIy5eNA4jI1WTse+naeSAicjywS1Xv8s8HcCuw/xI4F5c82oRz6S4Frgf+SlUfjvyNQVXdMdOyR8mLHl6OXOiSFz0CedKnVV1EZDWwVVUfT0H8CuK6RLYL8GpcR4YrVfV5cbmdTwHvU9XfRPZN93tR1a76wTVxuxl4HvgHYEHktStwMfPz/fO9gbuAV0f2KaStQ570yJMuedEjj/q0QZdi2jpMpwtugWy4qV+Gq7hamvD+zHwv3RjCGgW+B/xnXMuLcyKvXYuLEe4BoKpPAhtwfYlCXDQr5ZN50QPyo0te9AjkSZ9WdclS/ilRF/V4eZ/AGcGzo2/M3PeStgWr02JfgGtKN98/H8A1p7sAl3A6MLLvnwL3AocBbwHuBg5KW4c86ZEnXfKiRx71mY264L0LXKPbD+IaiqYuf7WfzOZAfBxwCS5JVAJ+g1uw9A5V3ez3WYVb1r9LVT8cee/rcW2N1wDvUdUHZlj8MnnRw8uTC13yokcgT/qYLpNehoh8Etimqu9LRYF6SNuCVbHWRf/7QOCrEYv8WeDrsX3PwLmwB+C+nF6/XUwP0yWveuRRH9OFA3CeyVCWdKn1k6l5ICIS3LaiiHwH18NpAlx9s4hcCjwlIserL79T1VtE5BBcCdwwrtfQRvXfQBrkRQ/Ijy550SOQJ31Ml2zqUg+ZSaL7krafAwtwcyDCgJQTRORIKC/H/yCuiVh43znAVbjOrWtVdePMSl5JXvSA/OiSFz0CedLHdMmmLnWTtgsUfoDj8GV4/vm1uGTYG4Gf+20FXEzxJmBl5H3HpS1/3vTIky550SOP+pgu2dSl3p/MeCA4y32TiBT98x8Cy1X1H3Hu4NvVla8tAyZU9REAVf2Bqv4gFYmTyYsekB9d8qJHIE/6mC7Z1KUuMmNAVHWHqo7oZL32a4Bn/eMLgUNE5Fu4VsV3pyFjPeRFD8iPLnnRI5AnfUyX7iZTSXRw/W1wvW32ZLKP/1bgPbh+No+oWyiUafKiB+RHl7zoEciTPqZLd5IZDyRCCbeCdDOw1lvs9wElVb2ziz74vOgB+dElL3oE8qSP6dKFZHIhoYgcBfzI/3xZ3RjNriMvekB+dMmLHoE86WO6dB9ZNSDLgPOBT6jqSNryNEte9ID86JIXPQJ50sd06T4yaUAMwzCM7JPFHIhhGIbRBZgBMQzDMJrCDIhhGIbRFGZADMMwjKYwA2IYHUBEdheRe/zP0yLypH+8TUSuTVs+w2gHVoVlGB1GRK7GDQb6m7RlMYx2Yh6IYcwgIvIqvzIZEblaRK4Xkf8jIo+KyJki8tcicr+I3CYiYab3ESKyQUR+LiK3i8he6WphGA4zIIaRLvsDpwKnA18F7lDVPwB2Aqd6I/JZ4GxVPQL4B+CatIQ1jCiZa6ZoGLOM76rqmIjcDxRxU+kA7gdWAAfhGvD9m4jg99mUgpyGMQUzIIaRLiMAqloSkTGdTEqWcOenAA+o6tFpCWgY1bAQlmFkm18Bi0XkaAAR6RWRNSnLZBiAGRDDyDSqOgqcDXxURO4F7gGOSVcqw3BYGa9hGIbRFOaBGIZhGE1hBsQwDMNoCjMghmEYRlOYATEMwzCawgyIYRiG0RRmQAzDMIymMANiGIZhNIUZEMMwDKMp/j9gtC5j2gfayQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.air.sel(lon=5, lat=87, method='nearest', tolerance=5).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "point = f.air.sel(lon=5, lat=87, method='nearest', tolerance=5)\n",
    "point.to_netcdf('./point.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}