01 - Test land-sea masking.ipynb

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   "source": [
    "- author: Johannes L. Fjeldså\n",
    "- email: johannes.larsen.fjeldså@nmbu.no"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy\n",
    "import cartopy.crs as ccrs\n",
    "\n",
    "from src.preproces import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import test file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 31411, bnds: 2, lon: 192, lat: 145)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 2015-01-01T12:00:00 ... 2100-12-31T12:00:00\n",
       "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
       "  * lat        (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n",
       "    height     float64 ...\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    tas        (time, lat, lon) float32 ...\n",
       "Attributes: (12/50)\n",
       "    CDI:                    Climate Data Interface version 1.9.9 (https://mpi...\n",
       "    source:                 ACCESS-ESM1.5 (2019): \\naerosol: CLASSIC (v1.0)\\n...\n",
       "    institution:            Commonwealth Scientific and Industrial Research O...\n",
       "    Conventions:            CF-1.7 CMIP-6.2\n",
       "    activity_id:            ScenarioMIP\n",
       "    branch_method:          standard\n",
       "    ...                     ...\n",
       "    variant_label:          r27i1p1f1\n",
       "    version:                v20210831\n",
       "    license:                CMIP6 model data produced by CSIRO is licensed un...\n",
       "    cmor_version:           3.4.0\n",
       "    tracking_id:            hdl:21.14100/cce6ed44-3b97-46f1-8aec-2621b4d67179\n",
       "    CDO:                    Climate Data Operators version 1.9.9 (https://mpi...</pre><div class='xr-wrap' style='display:none'><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-16bc11bf-b2a6-433b-9809-eb31dd36cb41' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-16bc11bf-b2a6-433b-9809-eb31dd36cb41' 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'>time</span>: 31411</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 192</li><li><span class='xr-has-index'>lat</span>: 145</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-71a20a3c-99cb-4d04-b456-63c3e59d44e2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-71a20a3c-99cb-4d04-b456-63c3e59d44e2' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2015-01-01T12:00:00 ... 2100-12-...</div><input id='attrs-01af43e1-0e65-4385-8823-07c96b7ccf6a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-01af43e1-0e65-4385-8823-07c96b7ccf6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b46cdda4-a0cc-4a31-9d05-2ad8c767aee4' class='xr-var-data-in' type='checkbox'><label for='data-b46cdda4-a0cc-4a31-9d05-2ad8c767aee4' 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>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-01T12:00:00.000000000&#x27;, &#x27;2015-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;2015-01-03T12:00:00.000000000&#x27;, ..., &#x27;2100-12-29T12:00:00.000000000&#x27;,\n",
       "       &#x27;2100-12-30T12:00:00.000000000&#x27;, &#x27;2100-12-31T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></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'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.2 358.1</div><input id='attrs-ead1c4e8-a870-40f8-bf4b-17fd21b9d479' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ead1c4e8-a870-40f8-bf4b-17fd21b9d479' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40660562-4a05-45bf-a77c-63fbab43da02' class='xr-var-data-in' type='checkbox'><label for='data-40660562-4a05-45bf-a77c-63fbab43da02' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd></dl></div><div class='xr-var-data'><pre>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])</pre></div></li><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'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-7285b07f-468d-472e-8e1f-3ad2c88fa9f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7285b07f-468d-472e-8e1f-3ad2c88fa9f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-061d4720-2972-4964-a43f-56dc372e5633' class='xr-var-data-in' type='checkbox'><label for='data-061d4720-2972-4964-a43f-56dc372e5633' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd></dl></div><div class='xr-var-data'><pre>array([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
       "       -78.75, -77.5 , -76.25, -75.  , -73.75, -72.5 , -71.25, -70.  , -68.75,\n",
       "       -67.5 , -66.25, -65.  , -63.75, -62.5 , -61.25, -60.  , -58.75, -57.5 ,\n",
       "       -56.25, -55.  , -53.75, -52.5 , -51.25, -50.  , -48.75, -47.5 , -46.25,\n",
       "       -45.  , -43.75, -42.5 , -41.25, -40.  , -38.75, -37.5 , -36.25, -35.  ,\n",
       "       -33.75, -32.5 , -31.25, -30.  , -28.75, -27.5 , -26.25, -25.  , -23.75,\n",
       "       -22.5 , -21.25, -20.  , -18.75, -17.5 , -16.25, -15.  , -13.75, -12.5 ,\n",
       "       -11.25, -10.  ,  -8.75,  -7.5 ,  -6.25,  -5.  ,  -3.75,  -2.5 ,  -1.25,\n",
       "         0.  ,   1.25,   2.5 ,   3.75,   5.  ,   6.25,   7.5 ,   8.75,  10.  ,\n",
       "        11.25,  12.5 ,  13.75,  15.  ,  16.25,  17.5 ,  18.75,  20.  ,  21.25,\n",
       "        22.5 ,  23.75,  25.  ,  26.25,  27.5 ,  28.75,  30.  ,  31.25,  32.5 ,\n",
       "        33.75,  35.  ,  36.25,  37.5 ,  38.75,  40.  ,  41.25,  42.5 ,  43.75,\n",
       "        45.  ,  46.25,  47.5 ,  48.75,  50.  ,  51.25,  52.5 ,  53.75,  55.  ,\n",
       "        56.25,  57.5 ,  58.75,  60.  ,  61.25,  62.5 ,  63.75,  65.  ,  66.25,\n",
       "        67.5 ,  68.75,  70.  ,  71.25,  72.5 ,  73.75,  75.  ,  76.25,  77.5 ,\n",
       "        78.75,  80.  ,  81.25,  82.5 ,  83.75,  85.  ,  86.25,  87.5 ,  88.75,\n",
       "        90.  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8b06ff61-602b-415b-8852-693d6dae4d24' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8b06ff61-602b-415b-8852-693d6dae4d24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9701c5ac-8407-45fe-8cdd-b0088b36efa2' class='xr-var-data-in' type='checkbox'><label for='data-9701c5ac-8407-45fe-8cdd-b0088b36efa2' 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>standard_name :</span></dt><dd>height</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d0a4c721-4372-48c3-a02d-1c31cb16256f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d0a4c721-4372-48c3-a02d-1c31cb16256f' class='xr-section-summary' >Data variables: <span>(4)</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>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9daffc4e-021e-4988-ad71-e0a8b48865a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9daffc4e-021e-4988-ad71-e0a8b48865a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-642750a6-9bfc-4ab6-8697-169d5a6de8ef' class='xr-var-data-in' type='checkbox'><label for='data-642750a6-9bfc-4ab6-8697-169d5a6de8ef' 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><div class='xr-var-data'><pre>[62822 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9383c0a9-e7b2-4d32-b55e-02702216dd8c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9383c0a9-e7b2-4d32-b55e-02702216dd8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6032db13-e37e-4f8e-98e1-59639a661cd1' class='xr-var-data-in' type='checkbox'><label for='data-6032db13-e37e-4f8e-98e1-59639a661cd1' 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><div class='xr-var-data'><pre>[384 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2941072e-38a1-4fe3-afac-bb966f2e2a84' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2941072e-38a1-4fe3-afac-bb966f2e2a84' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-705e4cb1-d908-40c1-8a70-896625b3a4de' class='xr-var-data-in' type='checkbox'><label for='data-705e4cb1-d908-40c1-8a70-896625b3a4de' 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><div class='xr-var-data'><pre>[290 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tas</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-768ddc0e-ef5c-479f-b5b5-ea5b18a6e16b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-768ddc0e-ef5c-479f-b5b5-ea5b18a6e16b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f80fb52-5961-42ee-9a3c-ddb6d0bebb96' class='xr-var-data-in' type='checkbox'><label for='data-0f80fb52-5961-42ee-9a3c-ddb6d0bebb96' 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>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2021-08-31T06:59:25Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;.</dd></dl></div><div class='xr-var-data'><pre>[874482240 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-87290765-f818-4e2b-a48b-2da12f6d3a46' class='xr-section-summary-in' type='checkbox'  ><label for='section-87290765-f818-4e2b-a48b-2da12f6d3a46' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f5750dc6-e14e-4642-9761-b46f64eca8dc' class='xr-index-data-in' type='checkbox'/><label for='index-f5750dc6-e14e-4642-9761-b46f64eca8dc' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-01 12:00:00&#x27;, &#x27;2015-01-02 12:00:00&#x27;,\n",
       "               &#x27;2015-01-03 12:00:00&#x27;, &#x27;2015-01-04 12:00:00&#x27;,\n",
       "               &#x27;2015-01-05 12:00:00&#x27;, &#x27;2015-01-06 12:00:00&#x27;,\n",
       "               &#x27;2015-01-07 12:00:00&#x27;, &#x27;2015-01-08 12:00:00&#x27;,\n",
       "               &#x27;2015-01-09 12:00:00&#x27;, &#x27;2015-01-10 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2100-12-22 12:00:00&#x27;, &#x27;2100-12-23 12:00:00&#x27;,\n",
       "               &#x27;2100-12-24 12:00:00&#x27;, &#x27;2100-12-25 12:00:00&#x27;,\n",
       "               &#x27;2100-12-26 12:00:00&#x27;, &#x27;2100-12-27 12:00:00&#x27;,\n",
       "               &#x27;2100-12-28 12:00:00&#x27;, &#x27;2100-12-29 12:00:00&#x27;,\n",
       "               &#x27;2100-12-30 12:00:00&#x27;, &#x27;2100-12-31 12:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=31411, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8806dc78-e68f-4223-8578-2f0be85b68a0' class='xr-index-data-in' type='checkbox'/><label for='index-8806dc78-e68f-4223-8578-2f0be85b68a0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([    0.0,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
       "          15.0,  16.875,\n",
       "       ...\n",
       "        341.25, 343.125,   345.0, 346.875,  348.75, 350.625,   352.5, 354.375,\n",
       "        356.25, 358.125],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5b093809-8486-4edd-a93d-d9ecc12354eb' class='xr-index-data-in' type='checkbox'/><label for='index-5b093809-8486-4edd-a93d-d9ecc12354eb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
       "       -78.75,\n",
       "       ...\n",
       "        78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,  88.75,\n",
       "         90.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f2d05b99-b78f-400a-9733-da2c6ea7e098' class='xr-section-summary-in' type='checkbox'  ><label for='section-f2d05b99-b78f-400a-9733-da2c6ea7e098' class='xr-section-summary' >Attributes: <span>(50)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.9.9 (https://mpimet.mpg.de/cdi)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
       "aerosol: CLASSIC (v1.0)\n",
       "atmos: HadGAM2 (r1.1, N96; 192 x 145 longitude/latitude; 38 levels; top level 39255 m)\n",
       "atmosChem: none\n",
       "land: CABLE2.4\n",
       "landIce: none\n",
       "ocean: ACCESS-OM2 (MOM5, tripolar primarily 1deg; 360 x 300 longitude/latitude; 50 levels; top grid cell 0-10 m)\n",
       "ocnBgchem: WOMBAT (same grid as ocean)\n",
       "seaIce: CICE4.1 (same grid as ocean)</dd><dt><span>institution :</span></dt><dd>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60265.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60265.0</dd><dt><span>contact :</span></dt><dd>access_csiro@csiro.au</dd><dt><span>creation_date :</span></dt><dd>2021-08-31T06:59:25Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>update of RCP8.5 based on SSP5</dd><dt><span>experiment_id :</span></dt><dd>ssp585</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.CSIRO.ACCESS-ESM1-5.ssp585.none.r27i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>Wed Apr 06 17:23:57 2022: cdo mergetime tas_day_ACCESS-ESM1-5_ssp585_r27i1p1f1_gn_20150101-20641231.nc tas_day_ACCESS-ESM1-5_ssp585_r27i1p1f1_gn_20650101-21001231.nc ./merged/tas_day_ACCESS-ESM1-5_ssp585_r27i1p1f1_gn_20150101-21001231.nc\n",
       "2021-08-31T06:59:25Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-ssp585; Local ID: SSP-585-31; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-1-1</dd><dt><span>parent_variant_label :</span></dt><dd>r27i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>27</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>source_type :</span></dt><dd>AOGCM</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>table_id :</span></dt><dd>day</dd><dt><span>table_info :</span></dt><dd>Creation Date:(30 April 2019) MD5:12ec21eb48eb992c2e353382c1c903b1</dd><dt><span>title :</span></dt><dd>ACCESS-ESM1-5 output prepared for CMIP6</dd><dt><span>variable_id :</span></dt><dd>tas</dd><dt><span>variant_label :</span></dt><dd>r27i1p1f1</dd><dt><span>version :</span></dt><dd>v20210831</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by CSIRO is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment.  Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>cmor_version :</span></dt><dd>3.4.0</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/cce6ed44-3b97-46f1-8aec-2621b4d67179</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 31411, bnds: 2, lon: 192, lat: 145)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 2015-01-01T12:00:00 ... 2100-12-31T12:00:00\n",
       "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
       "  * lat        (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n",
       "    height     float64 ...\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    tas        (time, lat, lon) float32 ...\n",
       "Attributes: (12/50)\n",
       "    CDI:                    Climate Data Interface version 1.9.9 (https://mpi...\n",
       "    source:                 ACCESS-ESM1.5 (2019): \\naerosol: CLASSIC (v1.0)\\n...\n",
       "    institution:            Commonwealth Scientific and Industrial Research O...\n",
       "    Conventions:            CF-1.7 CMIP-6.2\n",
       "    activity_id:            ScenarioMIP\n",
       "    branch_method:          standard\n",
       "    ...                     ...\n",
       "    variant_label:          r27i1p1f1\n",
       "    version:                v20210831\n",
       "    license:                CMIP6 model data produced by CSIRO is licensed un...\n",
       "    cmor_version:           3.4.0\n",
       "    tracking_id:            hdl:21.14100/cce6ed44-3b97-46f1-8aec-2621b4d67179\n",
       "    CDO:                    Climate Data Operators version 1.9.9 (https://mpi..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_handler = Handle_Files()\n",
    "path_raw_data = '/nird/projects/NS9188K/bjornhs/ACCESS-ESM1-5/' \n",
    "\n",
    "file_names = file_handler.get_all_netcdf_files_in_dir(path_raw_data)\n",
    "test_file = file_handler.read_netcdf_to_xr(''.join([path_raw_data, file_names[2]]))\n",
    "test_file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check compatability between mask and file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['landfrac_ACCESS-ESM1-5.nc']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def sort_condition(string):\n",
    "    if 'land' in string:\n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "\n",
    "path_raw_masks = '/nird/projects/NS9188K/bjornhs/ACCESS-ESM1-5/masks/'\n",
    "file_handler.get_all_filenames_in_dir(path_raw_masks, sort_condition)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nird/home/johannef/.conda/msc_env/lib/python3.11/site-packages/xarray/coding/times.py:167: SerializationWarning: Ambiguous reference date string: 1-01-01 01:00:00. The first value is assumed to be the year hence will be padded with zeros to remove the ambiguity (the padded reference date string is: 0001-01-01 01:00:00). To remove this message, remove the ambiguity by padding your reference date strings with zeros.\n",
      "  warnings.warn(warning_msg, SerializationWarning)\n",
      "/nird/home/johannef/.conda/msc_env/lib/python3.11/site-packages/xarray/coding/times.py:832: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  dtype = _decode_cf_datetime_dtype(data, units, calendar, self.use_cftime)\n",
      "/nird/home/johannef/.conda/msc_env/lib/python3.11/site-packages/xarray/core/indexing.py:560: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  array = array.get_duck_array()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:   (time: 1, lon: 192, lat: 145)\n",
      "Coordinates:\n",
      "  * time      (time) object 0001-01-01 01:00:00\n",
      "  * lon       (lon) float64 0.0 1.875 3.75 5.625 ... -7.5 -5.625 -3.75 -1.875\n",
      "  * lat       (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n",
      "Data variables:\n",
      "    landfrac  (time, lat, lon) float32 ...\n",
      "Attributes:\n",
      "    CDI:          Climate Data Interface version 1.9.10 (https://mpimet.mpg.d...\n",
      "    Conventions:  CF-1.4\n",
      "    history:      Wed Dec 06 14:14:19 2023: cdo remapcon,grid_ACCESS-ESM1-5.t...\n",
      "    CDO:          Climate Data Operators version 1.9.10 (https://mpimet.mpg.d...\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'year'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[0;32m~/.conda/msc_env/lib/python3.11/site-packages/xarray/core/dataarray.py:847\u001b[0m, in \u001b[0;36mDataArray._getitem_coord\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    846\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 847\u001b[0m     var \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_coords\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m    848\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n",
      "\u001b[0;31mKeyError\u001b[0m: 'year'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_898754/1946247500.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mland_sea_mask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mpreprocesser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPreprocess_Climate_Data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mpreprocesser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcheck_mask_compatability\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'tas'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mland_sea_mask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/Masterthesis_S23/src/preproces.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, xr_file, var_name, mask, time_dim_name)\u001b[0m\n\u001b[1;32m    185\u001b[0m             \u001b[0mlon_compatability\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    186\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    187\u001b[0m             \u001b[0mlon_compatability\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    188\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 189\u001b[0;31m         \u001b[0;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray_equal\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxr_file\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mvar_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtime_dim_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtime_dim_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    190\u001b[0m             \u001b[0mtime_compatability\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    191\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    192\u001b[0m             \u001b[0mtime_compatability\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.conda/msc_env/lib/python3.11/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    854\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mSelf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    855\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 856\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_coord\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    857\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    858\u001b[0m             \u001b[0;31m# xarray-style array indexing\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    859\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_item_key_to_dict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.conda/msc_env/lib/python3.11/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    846\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    847\u001b[0m             \u001b[0mvar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_coords\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    848\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    849\u001b[0m             \u001b[0mdim_sizes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 850\u001b[0;31m             \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_get_virtual_variable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_coords\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim_sizes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    851\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    852\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_replace_maybe_drop_dims\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.conda/msc_env/lib/python3.11/site-packages/xarray/core/dataset.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(variables, key, dim_sizes)\u001b[0m\n\u001b[1;32m    207\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    208\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    209\u001b[0m     \u001b[0msplit_key\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\".\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    210\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msplit_key\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 211\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    212\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    213\u001b[0m     \u001b[0mref_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msplit_key\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    214\u001b[0m     \u001b[0mref_var\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvariables\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mref_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'year'"
     ]
    }
   ],
   "source": [
    "land_sea_mask = file_handler.read_netcdf_to_xr(''.join([path_raw_masks, 'landfrac_ACCESS-ESM1-5.nc']))\n",
    "print(land_sea_mask)\n",
    "\n",
    "preprocesser = Preprocess_Climate_Data()\n",
    "\n",
    "preprocesser.check_mask_compatability(test_file, 'tas', land_sea_mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mask is not compatible, further investigation is needed to discover why lon is not compatible. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "xr_file lon: \n",
      " <xarray.DataArray 'lon' (lon: 192)>\n",
      "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",
      "Coordinates:\n",
      "  * lon      (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n",
      "    height   float64 ...\n",
      "Attributes:\n",
      "    standard_name:  longitude\n",
      "    long_name:      Longitude\n",
      "    units:          degrees_east\n",
      "    axis:           X\n",
      "    bounds:         lon_bnds\n",
      "\n",
      "mask lon: \n",
      "<xarray.DataArray 'lon' (lon: 192)>\n",
      "array([   0.   ,    1.875,    3.75 ,    5.625,    7.5  ,    9.375,   11.25 ,\n",
      "         13.125,   15.   ,   16.875,   18.75 ,   20.625,   22.5  ,   24.375,\n",
      "         26.25 ,   28.125,   30.   ,   31.875,   33.75 ,   35.625,   37.5  ,\n",
      "         39.375,   41.25 ,   43.125,   45.   ,   46.875,   48.75 ,   50.625,\n",
      "         52.5  ,   54.375,   56.25 ,   58.125,   60.   ,   61.875,   63.75 ,\n",
      "         65.625,   67.5  ,   69.375,   71.25 ,   73.125,   75.   ,   76.875,\n",
      "         78.75 ,   80.625,   82.5  ,   84.375,   86.25 ,   88.125,   90.   ,\n",
      "         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 ,\n",
      "        118.125,  120.   ,  121.875,  123.75 ,  125.625,  127.5  ,  129.375,\n",
      "        131.25 ,  133.125,  135.   ,  136.875,  138.75 ,  140.625,  142.5  ,\n",
      "        144.375,  146.25 ,  148.125,  150.   ,  151.875,  153.75 ,  155.625,\n",
      "        157.5  ,  159.375,  161.25 ,  163.125,  165.   ,  166.875,  168.75 ,\n",
      "        170.625,  172.5  ,  174.375,  176.25 ,  178.125,  180.   , -178.125,\n",
      "       -176.25 , -174.375, -172.5  , -170.625, -168.75 , -166.875, -165.   ,\n",
      "       -163.125, -161.25 , -159.375, -157.5  , -155.625, -153.75 , -151.875,\n",
      "       -150.   , -148.125, -146.25 , -144.375, -142.5  , -140.625, -138.75 ,\n",
      "       -136.875, -135.   , -133.125, -131.25 , -129.375, -127.5  , -125.625,\n",
      "       -123.75 , -121.875, -120.   , -118.125, -116.25 , -114.375, -112.5  ,\n",
      "       -110.625, -108.75 , -106.875, -105.   , -103.125, -101.25 ,  -99.375,\n",
      "        -97.5  ,  -95.625,  -93.75 ,  -91.875,  -90.   ,  -88.125,  -86.25 ,\n",
      "        -84.375,  -82.5  ,  -80.625,  -78.75 ,  -76.875,  -75.   ,  -73.125,\n",
      "        -71.25 ,  -69.375,  -67.5  ,  -65.625,  -63.75 ,  -61.875,  -60.   ,\n",
      "        -58.125,  -56.25 ,  -54.375,  -52.5  ,  -50.625,  -48.75 ,  -46.875,\n",
      "        -45.   ,  -43.125,  -41.25 ,  -39.375,  -37.5  ,  -35.625,  -33.75 ,\n",
      "        -31.875,  -30.   ,  -28.125,  -26.25 ,  -24.375,  -22.5  ,  -20.625,\n",
      "        -18.75 ,  -16.875,  -15.   ,  -13.125,  -11.25 ,   -9.375,   -7.5  ,\n",
      "         -5.625,   -3.75 ,   -1.875])\n",
      "Coordinates:\n",
      "  * lon      (lon) float64 0.0 1.875 3.75 5.625 7.5 ... -7.5 -5.625 -3.75 -1.875\n",
      "Attributes:\n",
      "    standard_name:  longitude\n",
      "    long_name:      Longitude\n",
      "    units:          degrees_east\n",
      "    axis:           X\n"
     ]
    }
   ],
   "source": [
    "print(f'xr_file lon: \\n {test_file.tas.lon}\\n')\n",
    "print(f'mask lon: \\n{land_sea_mask.lon}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mask uses negative values as degrees_east > 180 while the test_file uses 360 degree system. The number of lon is equal and thus also the resolution. I will let the mask inherite the lon from the test file and save the altered mask for future useage. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "land_sea_mask['lon'] = test_file.tas.lon"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Further we will look into the time compatability. This is needed in order to be able to apply the \"ds.where(mask)\" to the whole ds and not time slices. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nird/home/johannef/.conda/msc_env/lib/python3.11/site-packages/xarray/coding/times.py:167: SerializationWarning: Ambiguous reference date string: 1-01-01 01:00:00. The first value is assumed to be the year hence will be padded with zeros to remove the ambiguity (the padded reference date string is: 0001-01-01 01:00:00). To remove this message, remove the ambiguity by padding your reference date strings with zeros.\n",
      "  warnings.warn(warning_msg, SerializationWarning)\n"
     ]
    }
   ],
   "source": [
    "land_sea_mask_w_ts = land_sea_mask.reindex_like(test_file)\n",
    "\n",
    "land_sea_mask_w_ts = land_sea_mask_w_ts.assign(\n",
    "    landfrac=(['lat', 'lon'], \n",
    "    np.array(land_sea_mask.isel(time=0)['landfrac'].values))\n",
    "    )\n",
    "\n",
    "# rechek compatability, save if it is compatible\n",
    "if preprocesser.check_mask_compatability(test_file, 'tas', land_sea_mask_w_ts, time_dim_name='time'):\n",
    "    file_handler.save_dataset_to_netcdf(land_sea_mask_w_ts, \n",
    "                                        'landfrac_altered_mask_ACCESS-ESM1-5.nc', \n",
    "                                        '/nird/home/johannef/Masterthesis_S23 DataFiles/masks')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Apply land_sea mask to test_file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " To visualise the masking we use cartopy plotting. \n",
    " Source:\n",
    " - https://scitools.org.uk/cartopy/docs/v0.15/crs/projections.html\n",
    " - https://tutorial.xarray.dev/fundamentals/04.3_geographic_plotting.html\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_altered_masks = '/nird/home/johannef/Masterthesis_S23 DataFiles/masks/'\n",
    "land_sea_mask = file_handler.read_netcdf_to_xr(''.join([path_altered_masks, 'landfrac_altered_mask_ACCESS-ESM1-5.nc']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def plot_on_map(data,\n",
    "                center_lon=0, center_lat=20,\n",
    "                cmap='viridis',\n",
    "                title=None, \n",
    "                v_min=None,\n",
    "                v_max=None):\n",
    "    \"\"\"\n",
    "    Parameters:\n",
    "    - data (xr.DataArray): The data to be plotted. Horizontal 2D data at a single time step.\n",
    "    - center_lat (float): The latitude for the center of the plot.\n",
    "    - center_lon (float): The longitude for the center of the plot.\n",
    "    - cmap (str or Colormap): The colormap to be used for the plot.\n",
    "    - title (str): The title of the plot.\n",
    "    - v_min (float): The minimum value for the colorbar.\n",
    "    - v_max (float): The maximum value for the colorbar.\n",
    "    \"\"\"\n",
    "    \n",
    "    p = data.plot(\n",
    "        subplot_kws=dict(projection=ccrs.Robinson(central_longitude=center_lon), facecolor=\"gray\"),\n",
    "        transform=ccrs.PlateCarree(),\n",
    "        cmap=cmap,\n",
    "        vmin=v_min,\n",
    "        vmax=v_max, \n",
    "        cbar_kwargs={\"orientation\": \"horizontal\", \"shrink\": 0.7},\n",
    "        robust=True\n",
    "    )\n",
    "    p.axes.set_global()\n",
    "    p.axes.coastlines()\n",
    "\n",
    "    if title is None:\n",
    "        title = \"Map plot\"\n",
    "    plt.title(title)\n",
    "\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "as_celsius = preprocesser.covert_from_K_to_C(test_file.isel(time=0), 'tas')\n",
    "\n",
    "plot_on_map(as_celsius.tas, \n",
    "              cmap='RdBu_r',\n",
    "              title='Near surface air temperature for test_file at time step 0')\n",
    "plot_on_map(land_sea_mask.isel(time=0).landfrac, title='landfacture for land_sea_mask')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets devide the land_sea mask:\n",
    "- If p > 0.8 -> land\n",
    "- If 0.2 < p < 0.8 discard (do not want noisy transition regions).\n",
    "- if 0.2 > p-> ocean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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btoz9+/c32O/AgQPcddddLFiwgD59+qDRaFizZg0HDhxo4NE4mcsuuwwXFxcuu+wyampq+Prrr5udXU2ZMoXnnnuO6upqXFxcTrtf//79iYmJ4dFHH0UIgY+PD7/99hurVq1q200AZs6cyaRJk3jkkUcwGAyMGDGCzZs38+WXX7a5zbb0tz7DYPTo0Tz66KPExsaSn5/Pr7/+ykcffYS7u7tj0PnPf/6Du7s7Wq2WqKgofH19ueaaa7j66qu54447uPTSS8nIyGDJkiUtjkFwc3PjnXfe4brrrqOkpITLLruMgIAACgsL2b9/P4WFhXzwwQetuv4hQ4YwZMgQXn31VTZt2sRXX33Fv//9b9zd3bnvvvsc+9Uvu7UXpVLJkiVLuOaaa7j11ltZtGgRycnJPPLII8yYMYPZs2c79l2/fj3Tp0/n6aef5umnnwZg06ZNzJs3j6CgIB5//PFGqbMDBgxosBRUXFxMcnJytxbKkulEujiAUaaL+Oabb8SVV14p+vTpI9zc3IRarRbh4eHimmuuEYmJiY32//nnn8XUqVOFh4eHcHJyEhEREeKyyy5rEGGfnZ0tLr30UuHt7S3c3d3F7NmzxaFDh04bGX4y9dkEr732WoPtp4t4r4/M37lzp2Pbli1bxNixY4WLi4vw9/cXN998s9izZ0+DyO38/Hxx/fXXi/79+wtXV1fh5uYm4uPjxZtvviksFoujraZEh9auXSvc3NzE7NmzRXV19Wmv5fjx40KSJPHtt9822eeTswkSExPFjBkzhLu7u/D29hYLFiwQmZmZjSL/67MJCgsLz9hmWVmZuPHGG4WXl5dwcXERM2bMEEePHm1VNoGrq2uT19bS/tbvu2DBAuHr6ys0Go0IDw8X119/fQOxm7feektERUUJpVLZ4Huy2WxiyZIlIjo6Wmi1WjFixAixZs2a02YTnHoN9axfv17MmTNH+Pj4CLVaLUJCQsScOXNOu39rMZvNzWZMdARfffWViI+PFxqNRgQFBYl77rmnQcaPECfuQ1PPzOn+nZrF8emnnwq1Wi3y8vI69XpkuieSEEKcVetDRqYXMHfuXCwWCytWrOjqrsjItIiJEycSHh7OsmXLurorMl2AbAzIyHQChw4dYujQoWzZsuW0mRgyMt2FDRs2MHPmTBITE4mOju7q7sh0AbLOgIxMJzBo0CA+++yzVkfxy8h0BcXFxfzf//2fbAj0YmTPgIyMjIyMTC9H9gzIyMjIyMj0cmRjQEZGRkZGppcj6wz0QgoKCsjKyurqbsjIyHRTwsLCWlxfQ+bcQDYGegEmk4kNGzbw559/sPLPX0g8koq3lwpJAgl7yIjAri7X1N8t+ay9+57us9buezLNfdaefTsKYVMiKVqmztjcvqd+1tZ9O6qd1vS9Pft2FB31nJyNZ7yjfoPN/e6FgNIyCwPiopk1+2Jmz76ASZMmNSu0JdPzkQMIz1EqKipYsWIF33/3FStXrsDDXTBzsgvnTXZh+gRn/P1kO1BGRqZpCoss/L2phlXrqlm1oZqKSolZs87nsgVXcv755zcqYiXT85GNgXOIqqoqfv31V/775fv8vWYLfaI0XHy+K/NmuzIs3qnVJU9lZGRkhBDsOWDk5z8N/LLCQHKaienTxnHNtXcyd+5c3NzcurqLMh2AbAz0cEwmEytWrOD/vnifFStWEx2h5op5biy4yI0+0bJbr6dQXGIlv9CC0SQwmgQKhYRKCSqVhFoloVKBWi3h6a7A26v5QkkyMp1JcqqJ736t4n8/V5GaYeb888/j2uvu4Pzzz5eXEnowsjHQAxFCsHfvXpZ++gH/+9//4eYiuOoydxZe7Mag/s1XJeutVFRa2X3ASFm5DV2gkg1baziSbKKgyEpFpQ2zWWCxgKuLhNkCZeVWBKB1knDWKtA6SWi1Ei7OEt5eSoL8lVw4043Rw7SnPacQAn2+lQA/JSqVxNFkEz+vqOLgUSO//6TEhhUJBQIb1VS1+FrcXCWiwtX4eitRKuGDJQHERMovYZmzz6GjRr75pYpl31dSVS2xaNF13HDjbQwdOlT2RPYwZGOgB1FUVMQXX3zBpx+/TmZWPgvmunHt5e5MHOOMQiH/8MA+AKdmmLnt4QJKy2xUVdsoKrFSWmZrsJ8CJe54okGLCjUKFICEBTNKlKiw16S3YUNPBlYsjc6lUsGwwU4c2qvBihlbXQ0YFRq0OFNJGRbMKLAP/PVo0OKPDhVqRN1/HnjjjCsKFChQIhBsZ3WLrnnoICeuvdyd/EIr+UVWJAn8fJTERqm54QoP+dmQ6XRsNsHGbTV88U0F3/9uIDwskJtueZDrrruuRSWnZboe2Rjo5gghWL9+Pe+/9xq//vono4Y5ceMiDy690A1Xl94tE1Fba+OPv6tZ9kMFP68wANQN4xpqqUZCwhUPVKhQo8UTb9zwRELCE19Ukvq0bVeJCkrIp4g8Ssg/6RMJ6iKvvfDDBTdUqFGhRkKBBFRjwIwRD7xxxYMaDJRTQgHZAPQlgXCpzxmv77g4RDpHAVCgwIbttPtKdbHip/LNx0FcdqH7Gc/VVkwmQWaOmaxcC1UGG2HBag4eMeLvqyQiVE1slBq1um3GiNksuPi6XPIKLAwZ5ERZuY3sXAuzprrw+L0+ODsrmBWc4Nh/Ze7+ZlrreCbooskhlQJyQFtDfJyGMcOdmT7JmekTXHB27p2/zyqDjR+XV7H06wp27DFy0UWzuePOh5k8ebLsLejGyMZAN6WkpISlS5fywfuvUl5WyrWXu3PzVZ707yO7gwHSs8z0HZWNFQsuuKHGCV8CKaWQUgqbPXYyF6GWNAghsGHFipVqKjFQiZEaitBTQWmj4/wIwgs/nHDBl0A0UtcsyQghSOcYChTkk9Wgr0olDOirYXiClqGD7IajSwcYjdm5Zr75pYq3nnNDAEqUVFNJOSVNek1O5vorPPj0zcBWn9NmE6hDjjf52ZFNEfSNsf8WZgUnnHVDwGwWaMNP9M2PIJSoKaeYWqpRoGTOLC23XO3JnPNcEUL0yoHwaLKJj5eV8+W3lXh5+3Db7Y9w44034uPj09VdkzkF2RjoZuzfv5+33/4X//v6a0YM0XDrtZ7Mv8AVJ6dza5ZRH6G8ZWctWq3E1Ze6O2ZS23bXMP7CbHy8FQzu78SoYVpuuMKDrFwLu/bVMnSwE4uv7MdO1jram8olKFBQQSnpHKWQXMdnEfTFghkVavzQ4S35Uy2q2MKfjfqlQIkTWtRoGgyyAxhBsBTZeTekjSSK3eSSBkA0A9l1rAZPj44PMLzvyULe+bQMADUazJgIJIxaqimnuNljLzjPhd++DGnTeQuLLPyy0sDGbTU4aSQum+vG8Hgtvj4nrrErjAGA1RuquX2hJwXkUEU5KtR44I1AOJaIAIYM0rDvkInYKDXxA5wYkeDEBee5Mjiu98T3GI02fvzDwIdflLF7v5krFi3i3nsfIiEh4cwHy5wVZGOgG2CxWPjpp594842X2LfvAFdd6sYdN3iRMPDceFnYbAJDtcDdTYGh2sY3v1TyyX/L2b7H6Njn2Yd9ePIBX0pKrfgPSG3Uhh86itA7/tYRQTH5mKgFwANvaqjGzIk2VaiJZTCh0olKbGWiiCLyKKe4SQ+ChIQWF1xwwxk3XHDDE188pe43k7EJG+v5BR8CSUlx7tRlo5JSK9EDSqmkFF8C8SeEQEJRSxoMooKt/NVgfw1a3PFk0yYn+sacG8/x6RBCsH5rDZu31/LOEidqqMZINWZMAGhwwnTSc1lP6o4IIsJ6n6dv/2Ej739WxrIfqhgyJJ77H3icSy65BJVK1j7pSmRjoAupqqri008/5Y1/PYNCMnDXjZ5cf4VHj04dS0k3sXpDDeu2VPPLLxaMdYM1wLEtEcwe50IaRxoc8+T93jx2jw9arQKLRfDMa8UkJpkIClCxan01hcVWFl3ixn++rGhw3Lofg7l+vgcVlGDGTOVJM3kVaqZIFwNgERb2stExgw0KUDJ0sBOzprgSGaZi3vV6TsUFN8ZJszvsvnQ0NmGjCD0H2IqOSLL1p49/6CisVsG3v1Zx9R0nyjKPYSa7WYcVK//3nh9X35nf4JjazNg2xwx0FkXFVtKzzFhtMGpo5+lvWK0CpVLizQ9LefHtEkxlbqhQYaDS4TUAuPxiN+660Ysxw7VYLPa0UqWScz7ws7TMyuf/q+DdpeXYhCsPPPQMN910k6xb0EXIxkAXoNfrefvtN/jwg7fpE6XgwTu8mX+BGypVz/zxl5RaGTTATBG5WGlaStYVD/oQjzd+7GEDFZQiEIQRSwwD+VufyExdPFmkUIsBAxVUUoYJIwGE2IO0mqApj0EphVgwoyMCLS7kkeUwFAbHadj7d3iDASBhagaHjpoatKtERX+GOv7fGVd78GE3WPdtaiZuzIo9a89PVo6ZUbOzKCg68V2v/zmU8aO0/L2xhsRjRiRJYvI4ZwbHabrsns0KTqBaVFFMHrV1M/UaDA08QqOGOrHptzCUyo7pY31Ao1VYqaiLpxAI1DiRSxq5pAP2ZacMkjBQ0WQ7EhJueHHltTbGjdQyd6Zrhy7/zApOwCxMJ2W8KHj3twz6RGnw9VGc1e/MYhH8sLyK198vJSXDxm2338c999yPTqc7a32QkY2Bs0p2djYvvvAUn3/+f0yf6MyDt3sxaaxztxhg2sNEXUyj9feTo9+1uFBLNYBjYPfAhwpKAHtqnO/huewS6yijCABfgiinGAtmXPHAihUJiRqqcMMTC2ZqqXakACpRYcHUKKJeIHDFg0sX2pg4xplF89zRahu606fo+nKYnZRQ0Ox1anGhD/EESqFtvFMdg1VY2MV6KiklkFAGMJLV+kNnvR/FJVZ27K3Fz1fJyCGn11s42+ToLXzxTQWvvGrGQIVDy6Epzp/uwu//bVs8w8lUGWykZ5n54PNyvv5CSXnds30yWlxQo8ENT+IYjkKyP4f1Xp4KSnHBPiu2YKaSMioodRgMv/yfjgtndNys2UtXSCVljbd7KugbrSZhoBODB2jYtsvIhNHOBAcpCdWpiAhV4+Pd8d5LIQQbttbwr/fLWLOphhtuuI4nnnyekJD2fz8yZ0Y2Bs4C2dnZvPjis3z+2VLmzHDhqQd8emzwkNksyM2zUFFlo7zCxsPz+qHFhce+3gVIbNlZy/NvNH4RNkd9+tvVd+Tx9U+VgN3Nb5XMnPx01hsVvgQRSCiF5Dq8APUoUKDFlRqqEAhmTHbmz/+1bPDOzDajUICzVoGTk10BEKDKINi5r5YLr7YHJU5ibpdlEoD9pbmPzRSTRzh9SGu8ytFrqTLY8IxNASCIcDzxoYxi8slCgYKJY50YP0rL6OFaRg3VEtDOGh2zghOwCDMb+A0bNtQ44UcQajQ440YAwdiwUYMBL/wcBkBLMYhKkthHMfnMn+PGd5903Gz5v99XcN3d9mUdJ7Q44+YwxutxdZEwVDceInb9FcbQwZ1nAB48YuT5N0pYvqqa62+4kSeeWExoaNca4ec6sjHQieTn5/PMM0/y+WdLuXCmC0/e33ONALAPQrOuyOHvDTVNfu7qIhFYHYcnvtRQxVH2Nvjcl0A0aBHYUKBk8b8MXH6ROy7OCtZsqmbPASMfvuyNgQoWXm+k1mjj869PKPMpODEbOVM6m4SC+IEqHrvXhwVzOybPfqROx1420Yd4wqXYDmmzLWwVfzlmi32I56i+6e+jN3LVHXr+91MV/gQzkJFsYSUCG1HEEUJ0h3hQKqts/PhHFckp9qWlj/+tdSxVjWRahwabrhU/O571G6/0QKmAi2a7UVlnjHt5KvDyUBCqUzGgn/3dUltrY9mPlfj7KtEFqlCrJHy8FISHNo4rycw2s3pjNU89oKWcElxwcwQ8GqjAFQ8ee8bCe8/4U0IBRm0JIUEq9qwOx8218zOcDh4x8sKbJfz+l90oeOaZFwgMbH2aqsyZkY2BTsBgMPD6v15jyZKXOW+Smuf+6dujZYJtNsF3v1Vx221GKijFn2Ai6YcKNRWUkcFRqk5a+4wfoOH+W70ZHKdh/2EjukAVicdMvPisRDklDjW+lx73ZewIZ6bOt4vxnOzOVaF2LBGYMTaIxq7/rKXcdZMnb7/QMbXZ/XRlKFEyRJrQIe21FJuwsYO/qaLcse2em7145mGfTkkl7Imc7BWYxFzSOUo2qaTuCiMs5MwBliWlVj79qhy1SiI8VM2Avhpio9Rs2FbDkIFODtd4f50zyRxAhRo1GmxYHYGyo5iOh+TdYddUIHIopZBqqjBQgRnTaQ3h2dNciAxT890XzhST1+jz2Cg1M6e4cM/NXs3WLZkVnMBOsabRUkfazgjCQ7sm++HgESOLlxTz90YLjzzyGA8+9DAuLi5d0pdzFdkY6ECsVitLly7lqaceISKkltee9mPCaOeu7labsdkEw0L8SCURAxX4EEA4fXDFgyxSyCWt2UH5VFU8XwIprlPzmzTWmZR0Ezl6u2HQn6EEEMIGfnfs74oH1VQiEDihxYYNC2ZCicGPIPayCYBQYvDFPlvYz5ZG/XBCS2V2aLuDxGbq4tnOaqooZwIXoJXOzsuoTBSxi3WOv69b6M4NV3gycUzPfbY6gzCdmVzSiWM47nixg7956XFf/nl3y2bqMTol6RxtIB+tIwI9GQAMZCTVVFGDgTwyAbuaZBixZy3uxyZsFJCNG551sTQWLJgpoYBc0rFgwYbFUesigXE4oaWWGorJp5BczBj51zO+3Hfr6Y2WfYeMjJ9R5Ij1qUeJCg1OaHBCjRNzFxkI8FUyeIAT82a7drrq4sZtNTzyfBEZOc48//yr3HjjjSiVsjHcEcjGQAexefNmrr36CkpK8nj9WR+uW+jR7heEEIKjyWb2HKxlyCAnBvY7u96Ftz4q5cFn7GuIQxiPCg2F5JLBsQb7DWYM/uiwYKGIPDzxQWAjj0wK0WOgAg+86UsCu1jHW8/7cddNXkQEW8khDTUaohlIMXkNMgMUKHjlaW/mz3EjdrT9hTyOWbhIdrd/gcjBFXdcJXtt9ePiIOkcQ4kKHwLxJoDSuhcgwA2LPLh+oUebDbRwnZUc7BoIozkPd8mrTe20BoOoJJMkcuqEhQBSdkQSGdb5qYSdQWWVjbwCCzGR6g5PnVPqkgH7AO2CG/vZwvWL3Hn+n77oApuPDRBCEBxcQxnFTGQOZkwcYCvllDQKPnTHCxNGjNiXZyLpR6w0uEOvpbOwCiuH2EEhOcyZ4cqt13qycVsNr71Xyvw5bkSGqdh70EhwkIplP1Q6jgsjFne8HF46EybM1GLCiE9YJelZFrw8FVw825XJ41yYMtaZiE56RoUQfP97FQ8vLsXZNYjPvviKcePGdcq5ehOyMdBO8vLyuPvOu/nxxx8d0fP/WuzH/be13FUohCBHbyE5zczu/UZ27K1l9e8aaqlxvHBO5oVHfRnQT0P/WA19Y9QdNitJzTCjUuJYW5yq68c+NjdQ4lOrQTJrHWI/YBf8iaQ/3vijlhq6EYtEHgbKCSWGPWzE5lZK4sYIgoNUzApOIEekcZQ9CARS3X+hxACQSTK7/gpj0UxvkjkAwFAm4is1vWZolxe2oZQazhR2irWUU4wGuzF1283OzJnhynmTWjezX/JuCY+9eEJtz5cghjC+02aFQggOs4M8svAnGAmJAnLY8Eso40f1DK9AcYmV/gOrKKUIBQqHi9vPR8mMyS6MHOLErdd6NsrwaAv/920F/7i3DDNGh0piPWOGa1nzQ8hplTwTdN4cYkeDuhFHxR6yaSyANY7ZuEhumISRLI4TQMhZMQw7CquwkkcG2aQ2yiZwwhkPvB0xA/Wev/4MJVSKOW2b1aKKXNIoIs+xlKXFBQ1OmDFjwYSkMePjpUAXoGLsSC2LLnFn3Mi2P8c1NTZ8+qVgtUnMn7eAd977txxP0A5kY6CNWK1W3n33HZ568hES4lSEBCsZ0FfDqGFapk90aZFLerKuD9mkkE8ONXVuPSVK3Osq2KnR4EMgzrhykO2YT5qN1GMvy+OEFlesmFGiIoBQvPDFFQ/+0h9w7Gs02sjWW7hlbAIVlFJKAZWUU0EJEgpM1KJESV+GcITdBBGOGx5UUIo3AXjiw7r0dFyjUmjqqXHDkzHSjNNeb57I4jA7EAg+ei2A6Eg1Vy4QKFFRRiG11DCROahQk8gu8slm5TchPLowmr1sbHC9TjijxRUPvFGjxoSREgpQoSaMGDwlX8d563Xha0U1KRymlEJqqWYgIzmgLzvj91RPkM5ACQV44edYk53AHLRS5wzMSWI/mSQ32n5gXfhZ9xK1lLG6cHJJp4R8h4tZiYpI+gM4XMylFJJe52GqNyb90LFKf7DdfcjRW3jo2ULSMuwFlPIKrLi7KcjaG8VlfYdiEJWUUoAWF5xxRYsrH2/fS//ROWhwYgRT0EhahBDkk80htgP2wS2Bcd1Gb6K9CCGoopxSCikij1gG4tEBwY8mYaSMIsoowoIZNRpUaBzpv7VUU0w+RmoIJYYI+uKEFgOVdmMeJU442zOK6ozHA2yjlmq88UNTJxduw4qBSiopQ4ECs5OBl199lbvuulteOmgDsjHQBvbt28fVixZgrM3gvVcDWjTDNJsFh4+ZqDXaSEox8+i9dpe7AgUBhOJHEK6444J7sy8am7BSQzUqVFRSRiVlmDFhoBINTtRgcKQH+fkoefVpP0wmwXe/VrJlVy21tSe+bg1OeOBNEXmo0RBEOFk0LAxTH9SnxYWbb1IzeawLV91c6vAMhBKNE87YsKIjEjWaun6VUksNajR11f3c2c4qx2xNkmhgUGiwexsmcAHF5HOE3QD4+yoJLh6NK+6UUUwS+5uMU1CgQI3GEch1Ojd+/QtwP1vwwAe9vmUD+cmFaU6Wl62fJXY0QghySXfch3q2/hHGqKHdJ6e/npoaG8/8q4R/vV+KFhd8655ngSCAEJwl1wb7CyFIYn+D502LCxddrHDkss+e5kJsVNsD1krLrNQaRYMlgum6AWxnNTUYHNskFEwYrSFle5BDFCiSfkQSh0pSNTDK+jEUHwJwlTqvEmRvQAhBDqkcYz8C22mrbgKNSoDXb1PWba8XOpOQUCmUxMSE8b/vfpLrHrQS2RhoBdXV1Tz5xJO8/e+3UdiUjOcC1ugTz3jc0q/LueWBhoI2HnjjRzDhxDZbSrctWISFCkrIJNmxBu9DIL4E4oYHZkyOAKRTDY8SUYCRWqooxwtffAmkGgOZJFNKQYOXaD0uuGPBhLkJ0Z9Tf8izprrw6F3eXH1XniN4EE5kCAxnMl748Tc/NPhsOJNJZDc1VDGK6ajRcICtlFLIj0t1XDTblZnB8exinUPMaAAj0BHR4BoPiK0ONcP6eggtZdV6A7OvOFEAKZoBREsDWnz86TCKWkzU1s2ZqjBQSQn5VFNFgJ+SK+a5c9NVHt0yI2VWcAJloohEdlOLgWgGEk6fFufT1wgDEhImjOSSjoEKjNRQSzU2bIwc4sTCi925/GJ3QnT2Qf32R/L5z5cVRNCXx/9VxmUXuuHlaZ8JnqcbRBF69GQ4nv0AQlCixoqZIvIcz6MaDfGMpaquwHQx+Y0GnXHMRoWaTSx3LAN64M1Ipp0T3oGuxiSMVFBCDQbc8UKJCitWR20HFRqqqSSHNIdXVEckA6URgN2oMFKDgQoMVFJOEUXkIyngnnvv4fkXnpezDlqIbAy0kHXr1nH5/IWYSq1ocSGfLJZ9EMQV8848Q5h6STYbttXQn6F41bm5zoZojRACE7VIKDrsfMfFIdI56vjbCWcEtgapf1744U8wZRQ5gvdccGfiFCsms6C03Mb+QyZUqE94CpAYxCgCpTAAksUBSilyDOyKOtfhYEbjIXlzTOwji+O89Lgvj9zlTZVBENWnwiE164o7Birpy5AGmgAlooDjHLSrvTnbq+B9+mbgGYPZSsusXHxtLlt3mvEnmEBCCZDap4xmEkaOsY8Csh1GlIQCF9zwwJsgwtmWpe/WMtWxOhVpHMETHwYwwhHM2V6swkIReqJnH2LFmmrMZsEV89x5+wV/rr07jz/XNIxy3/RbKF98U8Fn/63BghkPvKmlxuHBcsMTFWp8CMCCGT2ZDGIkvlLQKefMI58sh8FYnzViFiaSOeDwHAQTyYC6AUnm7FAlyqmkzG7cSacPCK33/h1lDxpvFd/99C2TJ08+iz3tmcjGwBmoqqrigfse4LOlnxEtBhJGLGZMbOA3AObPcSPAT8l9/2g6d3eaLg4DlexiLbEMIlLqf7YvoUOpEKUcZBsSCpzQokKNCrUj/SqAUAYwHJWkxiosdbMtG7mkYcOKE3Yr3R8dR9mLBTP9GYoPgY3c7TXCwGZWANTVMBiEFTN5ZFHudxg/HyUH10cAMEjn4XCpS0hE0I90jhJFHDHSwAbtCiGooIRi8kklEX9CeOgpI3ff5NlkgNms4AT2iA2UUMBIpjaIR2grZaKYQ2zHzcfI0w/6MHqYFh9vJRGhqlanQJrNApWKsz5T/c+X5dz+SAExDCSS/u0+v03YKK5bsnLHy/HCNwsT+WRxnEP4EUR/hrOOn5tsI5L+6IjAVXJHCOFITXWTPFvVF4uwr26f/EweE/vIJR0rFrzwY4Q0pY1XKnM2EEKQxXFSpcPccNONvPHm63IRpGaQjYFmWLt2LZdftpDaEhPxjHW8GHaJtZTVVcDzIYAyiggjlqQsG7sPGLl2jhcVlFBBaYM8XX+CSZDOzRQYszDZ1+xaseRRLarsAYHNeC2Oir1kk4IbXoDd4tdoJM6f5sIrT/rRN8ZugB1PM/HR/5WjdZJ4922ooJQgwunHENSSBiEExzlIGUU448YARqCQFI50RID8Q9H4+TYOPDKZBM4Rx3HCmYnSnFbdl3qswkoVZVRQhp50Kihl1FAnvv1Y16wgTlGxlQcWF/LLD0rUqIlhIFWUU0Yx7nhRSK4jRuTIpgjH/ehs1m6uZsZluYQQTX9paLP7moSRSkpxxbPZYMsMcYxkTgQQuuGJBz544EUtNWRxHCuW04pOhRJzxr60FZuwsp7fHAFt54Jh31uoFlUksgttgIqv/vcVU6dO7eoudUvkAtJNUFNTwz133cOnSz91uG+rqHAUEfEnhDKKCSCUKsqwYSNhVg5OYfb1dAW5eOCNNwHo69yKGrQEEd4l13M2ODWlsCU0F3hnEkaOssfhrlWjxhUPwohl4/5SvL2UCCFYudZAZo4Fi0Xg46XkyVeKUaJkGJPwkU6oDuaRSQZJ+BNMPln2wEbhh55MFCgYyEj8fJuuqVBYbC+S5E9wq67PKGpI4yjlFFNFuSN90pcgvv9Ux4UzXM9Y3nfWFTnsO2RfglGicogPueJBHpl4409/hnKUvdz2cAF/fRvS6csKh48ZWXCzHm/86cvpg7SEECSyy+E1kpAIEuEMYESTXoRQYjBS6wjW88CHMorIJa1BgFkwkZgxUUohI5iCAgUq1Cikzowglwgmss7IDHOkv8p0f1wkN4aLyWQVpDBz+kxuuvkm3nz7TZyde0Z67tlC9gycwu7du5l30TwKi3JQKgXVJ2XyTeUSMkkilUQiwpTERKqJjlBz8Ww3Hrk6mER2oSMCP3QoUFBJGakkEkQ4g6RRXXdRPQghBEXoOcreRmmU4fRh634LQQEqzGbBtXfn8e0vVQ32UaGmD/GESFENthtEBTtYg7ZuRT4fuwTyBee58PYLAURHNO/RiNZJZJLMVC5pUXCcQVQ6Bm4/dDzxsoHRw7TERKpbJR/s2z+FsnJ74FoEffHEF3e8cJZcsQkbCkmBEIKDbKeAbP77fhCLLum8SPeMLDNxo/JRo2E4k5s1AvNEpiN33x0vdrMegDHMaNZtXyT07GMzCYxzKEq6400lpTjjyjhmy8F7Mq3GJmwkc5ACsggMCeCnX39i2LBhXd2tboPsGajDarXy0ksv8Pxzz3PvP9y5cVEY90wahUCQwiHSOcZafgLg4Tu9eP6ffo5Z3azgBLR15W/1ZDhmQvVUUOLIdZdpjEkYySaVKsqpppIqylGiQoWaYUyikBzSOEomyYQkwLEtEVitNDIEwD77BOG43xZhxoYNV8mDEWIKh9hBFRWM5jwsmPnty9zGHWqqj5hwxaPFUfLpHENCYgznoZG03H79/tbcEgcfLAlg0a12TYMMkhjLLJxwxiqslFJAkcijkFyM1HDzVR5cPMv1DC22nT/+NnDjvfko0DKUCc0aAlZhpbAuml+BgoNsQ40TfYjHleaDDH0IRINTA2lpBfb7bg9YFXXfs4xMyzFjJKvO65SZk8noUaN4evFTPP74k7IuAbJnAIDMzEyuWHgJRQWH+O97gYxoojb74teKeOGNE0p8ix/y4ekH7YFkZeVWvv21itce8aOUQkdEO0AMA4mS4jr/InogQggMVLCb9Vix4oUvIFFSV78Ams4xvvkqDz76VyCjdMGUU8Ijr+fj46Xk1Zv6s4/NmDExmDEESqGOHHEdEfQhnjSOoAhNJ3VnFK3h4WcLeffDGnuqWTNxEUZRQyqJ5JDGOy/5c8cNXq06T1M8/mIRr7574tmzD4QSAhvOuHLzTWouvdCt02oV7Nhby78/LuPrnyrxJYgBjMBJOr3WQZko5khdGqg3ARST16LjTqZGGMgnmwyScMeTYdIkrMLaSF1SRqY1mIUJPRnkkm6PP1KqGTp8IN9+9wvh4efuMm5L6PXGwLfffss/brmGBXO1vPGcP64uTc/8du+vZfT5WQ6hnPEjtfywVMf4wS5kkuwIaFLjRAAhOKHFn+BWRzH3BqzCQhbHySAJMyb6xqhZ/3MoAX4qyiusLHm3lFfeKW103A1XuOOsVXD3zZ5cNMETkPDCFw3aOpVEP577aR9TLslGhZpw+uCOl2OGKSGhVAluudqTd19uXRXDSbpYtrGKQMIYIA1vcp98kc1hdqJAwRsvenHnjV6tvTWnxWazS1YfSzGTnGbCaoGpE5wZ0FfTaR6ncboIjrCbCuxCQpH0I4ToZs+XI9I4wm488CaO4exlEx54k8A42TMm0+FYhZVsUrBiIYzYFscuCSHIJJlkDiAh4eys5Iv/+5rLLrusk3vcfem1xkB1dTV33XkrP/74DR+/7sulF7ZsnVWfb6G80sqHn1fw7qcVSNhFMKKJQ40GkFrsSu6NFIpcjrIXE7WEEMWbn9QwZZyzozxsPUajjVGzszh01K5DMHeWK7+ttAdoxvVRcyzZCkgNvAZqNKz7PYBAfxVTRivJJb3B5wGEct2dBp7/p+8ZA/dOZVZwApkimST2M4m5TWZAHBN2zYAxzGSN/kir2u9uZOeaiRmegxYXYhiIH7oWDeY7xRpUaBjCeAA28jveBDBYGt3ZXZbpBdSKGioowYKZIMKopoptrAJaXivELEzkkEYaRxAIxzvCxVnJwoWLePe9j3qlUFGvNAYSExOZP38Ofp55LHs/qEW1zk9m6PQMDiSaiGEgocS0yhotr5PU9cCH/tLQJvOZz0UswkIy+8khjfOnu/D2C/7ERDZ/33bsrSU9y8zsqS5s213L+YtyGTXUiR17jQxhPD4EUkU5Rmpwxo1EdlJBKU/c58P4UVrGjtCydVctO/fWkpJh5vVn/BsZHa3hQKKRodMz6ccQvPFHicohs1sratjOKuZdpOF/H+nafI7uwqbtNUyel80opuMhtazolk3YWMtPPP+oD4/da9e4f/2DUh55rojpXCp7BmTaRapIJJUTiq/OuNGPBI5zyFEcqSldkVNxOm8Fy1cZuGGRB/9a7Ieri4LcPAtWm+C6u/MpqdTx44/LiYvrXcu7vc4YWLp0Kffccyt33ejOc4/4tigNy1Bt4/dVBkpKraRmmHnjw7JW5RkLISgmj31sdmxTosKPIEdUeygxRBGHGjUCzqm1UZMwso9NGKjg3SW+3HJ128o719bauOvxQv73tbXJiPIKUUoiu6iinAmjtKz/Jczx2bHjJkrLrYwZ3vZ1dSEEIcFG8slybIsijgj6sp8tVFNJ5qHgJrUKehr5hRaC49OIZ2yrlBb3ik0YXfP59K1ALrvQ3SHFHUE/YhgASFRQQgkF1FKDFQt+BBFEuGwsyDTLYWE39ocyEQtmkthHSV3g9iBGcZxDuOPl0HKxCZtj+TaFQ0gocMeTI+zh/VcDuPXaxku4Fovg6SXFvLu0knfe+Q833HDD2bvALqbXGAM1NTXcduuN/P77j/z3PT9mTW151PXLb5fw5Ct2kSEntBipRYUab/ybFREyilryyCST5AZpcs64YsWKGSNvPOdLTa3gqZfKHYImChT4oSOYSPyknj3LtAkblUOWk5FtYcXXIQwZ1HZZ5IIiC1GD8+0qdFLTKUEVopQd/M13n+iYP8eNmbp4MknmOAdRoaYmt32Djs0m2H/YiMkMV81xI40TywGrvw9h6vhzw70ohMApOJ0o4oiU+jXYbqIWp9OIB1mEhUNspwg9w5nMX0ezePGtEt76sAI1To3SRZUosWIlnD70leTCMr2V+mGo/rdZrzqpQoM7nrhKHhwWOymnhMwj/g6dkZ9XGHj4Ji/80bGDNQxnMjasJLIbgf1ZtS/f2oOR65+//WvDm6318ecaA9fcVcSFF87nw4+W9gpNgl5hDKSmpjLv4mm4afP55j86R8GTlqLPt5AwpAYntAQTxR7WO4qWBBNFJP2opRojNegkuzxutahiC382akuJEs+68sKfflvD9IkuzApOwCxMDh1/E0byyKSKcoYwAb+T9NN7GvUKf99+HNTiuIymWL7awM3351NapGIoE07ruq53JRYmRuPupiA2XJBNCj4EUkI+hzdE0L9Px6j0zQpOoEQUYMaIC+5s0Wec+aAehI+uGCeciZfGAvZgrSPsJo9M+jOMUCm60TEmYSSJ/RShZzznO2InRumCHToDp6LFhXjGtng5QubcQC8yKCSXGgzUYKhTl9SgritdXF+BFKAfQygm31F86sv3Arly/okU1aE6Pw6wlUnMpYpy9rABAE98cMWTaOJwwplSCihETxRxrNUfpTly9BYuv0WPwRjIz7+sITq68fN+LnHO6wwsX76cK69cwHULnFjydCgaTetnhbpAFQV6+0B2ns7TYQgA5JJGLmmOv72FP/lkO2aMm34LZdP2Gg4dNXH5xe5MG++Ms3N9gKF9Frkyt3EO+kzdeexmPcfYS63ohxKlo9BKc0U6uhsGKgF46JmiNhsDM3XxrOMXnHBmDFPOkJ5m/379B6SiQYsZI/0Zho4INvAb3/9W2apKhc3R8HtrWr2wO/HryipueaCAohJ7wNSZyiH7EkQ6x8gQx9DgTCZJGKjEl0COsRdfEdioNPE2VmGilree9+fum094Tbwlf/xFCIXkEEQ4cQyjBgM2rLji0aOeaZn2YxNWjrIXZ1xZdLUgOsKDz18Mx4KJi2/Locqg4PbrA4gIVTGwn5Vj7GtwvIf7iSDtWcEJiLrlVgkJHykAfxGMGRPF+noDM/mkoyWgeUMAIESnYu2PoTz8bCFDhw7i66+/54ILLmjfhXdjzlnPgM1m47nnFvP6v17iw9cCOlSVbdV6AyYzrFxr4L2l5Y7tTjg3cIM++4gPT97f9oHnaLKJWx7MZ8vOExZyNAOJ7mG6BbvFepQoyc12a3URnnr66NSkkshkLjpjwGaByOEIuwkkjFCiHemdh8R2qqigXN+6tMJzgbwCC+EJWbjhSXldXY0AQohmAJv16U0eU1Zu5cFnilj2QwVms71WQAwDKSafbFIIIYq4k9IsbcLGGn6kP8M4rK90bLdaBfGhHuST5dDgOE/qvSlcMlAs8tjLJvb+HU78gOaXDoUQpGVa8HRX4OOtaLTMN0jnzhH2ADjeD/Uprl744YUvu46Y8fZqeyzPVz9WcPsjhTz40BM8/fQzKBTnXsbYuXdF2CsNXnLJhXy+9FU2/hraoYZAba2NyirBe0vLGhgCEopG66Ghwa3LUjiV/n00uOy6kOlcShz2l24g7Sub2xWUUkgReThHHGfOVTn89ldj5cAz4YUfQKN73BQBUgiTpYvoLw1toPPgi44qysnNs7T6/D2dH36vwoaVvsQ7thWQQ3kzHg0vTyWfvhlI9t5ojm+PRIsLB9lGNikA5JJOpShz7F8frKWh4cv9zY/KOMoehxEiI1OIHi0uPDR95Bn3lSSJ6Ag1vj7KJuN9Xv3SrtAZST/HRCGYSAYyEjVOZJFCZFwJhUVt/91fOd+Djb+G8vnSV7jkkgupqmr9O6y7c84ZA6mpqYwaGU9F8Tp2rAg7o9XZEgzVNg4fM3LXYwW4R6Wx4GY9K9faqxFqNBIP3eHN90vts82ocBVPP+hD+q5Irl/Yvtrus4LtAVWSJOGE3Z1bX6ylJxHLYCLpT7Q1nq1rtMy7Tk+0TuG4vjNxnm4QmSSjRoMzbU/BzCcLVxcJdS/0SL/2hCdKVLjgznnSZQRiz7Tw4cxeEj9fJctXGShCTxixju1OuJDILoQQ5Iss0utcryfLDc8KTuCl5wX+hDCcyfgS2KANmd6HEAKzfzq33qLhL/2Bdrf39jVjUaKilpoGgYg6KYIEaSwjmUoVZQQNTqOgHQZB/AAndqwIo6J4HaNGJZCamtruvncnzqnX4saNG7n4ovO5ar6Kfz0T0mphmZMpLbPy4x9VvPx2CWmZjR+gEKL46mczY4ZrHemJ+YdcOiyt7NSBsr5MrYr2eRu6gpOj0cNFH9I5SgqHKRJ6fvvLlREJWrw8FCfFUpxgy84adrEOA+UMZky7Ui4lJAzVgs/+V8Ejd/m0uZ2eSAjRZHGcjSxnlJjmSI+sz88+E0aTwMNdgX9lMBkkAVCLgVrgOIfIqCsD7YUfrlJDT1x9Bo6n5MtQJnbcRcn0SEooIL/QyqL5HeOx/Ut/gHjdMA6zAy/8CKVhoJ+b5En9HGr2YB179IVNtNIy/HyV/Pl1CA89U8iI4fH88usKJk48N57pcyZm4IsvvuD222/h9We8m8wfbQn6fAvLfqjkhTdLqKyyNfp8QF8Nl17oxoKL3BjYr/0eh5ZQbxTsFusppfC06nc9ifrKhJkkN6jj4IQzhSnBGKptTB7sQSG5lFKIO170ZxieUvsGcCEEKRwmnaO44YkvQSSmWdBqzzkHGWBPg4wLcSaTZFSoqMbu2hzACFxwI5VEqqmiKFXXpCF2MstXG7joGntp7goaS0UPjtOwdXkYF0UnUE4xlZTjhQ9mzCSxHwMVTGEeKjlQsNdzWOyiCD0jmcL6nBQUio7Rl4jQ2cghlb4kECY19D4ViBwOsJX4ARpWfRvaIZO2D78o46Fny/jww0+49tpr291eV9Pjf5k2m42nnvwn7737Jj99FsiMyW2r2lZQZCF0SFqDbeNGarn1Wk9mT3U960IyQgiGBPtSyzHc8cQDb0opxIyp0ZpsT0OSJPwJxk/oKKcYE0YOsBUbVrROElffUUASafgSxCBGEUhYhwjSSJJEjBiIKx6UUEAGx3jnU18evvPc8xLk5lm44d58jlNNCNF16/X2io6J7CKQMPoxlG2sInZMOpt+CyMq/PRepwumuxAbpSYv7YSRrEKNQOBHEJ+9LfHmR2VsZSU1GBocq8WFOIajpOeLMcm0n2oqMWNkCyuZPE/L+68G8MdqA8WlVkYO1XLpHDeeea2E5DQT/30vqMVBx6nZErGhsRxjHwZRSV8SHNLw9cthBxJNHD1uYoJv+3UDbrvOi+gINVf840aSjh3i+Rde7dHCWT3aM2Aymbju2ivZvGk5fywLYEA7ZutGo41X3inFSSMxcYwzQwc54XKaokVng4E6d47WRciCXaEwnywmMOecUicEKBEF7GEDm38PZcxwZ2J1KtI5ynTp0k4972bxJzVUkbgxgn6xHaM90F3w0OVhxsRARuIrBXFQbKOUQqIZSBbJGKhkFNNRoGA369ERQZq+YRtms+C3vwxs2FrDF59KVFCKG55EM4ADbAXsywJVlGPBjAIlgYQRTASe+JJJEhbMhBKDVjo3xJhk2o9VWKnFgIFKkjlIDQ2D8dzwpBYDFiy4uynI3BOJh3vL33mDdO4cZS/e+DOYMaglDVZhITn4dwJ8lWz+PaxNKean4/AxI3OuKmDCxAv5/ItlaDQ9813SY42ByspKLr5oOqVFB1i+LJiggB7v5HAwKziBvWITxeShQMkoppFNCnoymcSF51xOdqo4QiZJ1OREoFBIBOkMWDAzXJrcqeetdx3efZMXb73g36nnOtsE6qowY2SkNA0hBFv4Ew+8HfLXSlRM4ALUkobj4iAZJPPi495cMc+diDA1GVlmJl6cTY7ego+3AnOpBxIK+jMUD8kbszChRIVCUmAUNeSRhY6IHr+EJXN2sQorJeRjoIIwYqmknBQONVg+HByn4bcvg1tVQ2akTsdBtqFGwxAmoEbDHjZSSSkfvxHAjYs6tppsXoGFOVfl4uMfz8+//I27e8dlsJ0teuRiaX5+PhMmjESYj7Dup9BzyhAAu5jNoLH2wK5lH/njJnlSQiESkmPd91xCYEOJivNDhzBRF0MJBY5Uws7EA7sgyaC4nmnJnw6LxS7DakNgFLUksZ8aDLjhBUAMAxvoNUTQDx/8efylYiaMsrfx1n/KKNArGMMMhpXNZ7R0HqOkaQ6VQLWkcbhgnSRnIqS+siEg02qUkhJ/KZhIqT9KSYWX5MswJhHPWMc+h49YOH9RLmXl1mZaashOvZ6RTLP/P2vsNQzcyokKV3HZhR1fFC4oQMXaH0OwGo8wceIo8vPzO/wcnU2PMwYyMzMZO2YwA6JzWPFVEO5uPe4SWsQNizyIjVLz9q2DAXDFHYENRc/7ys6IM64YqSFTJLOXjTjh3GnpZ0IIqkQ5R8UeNrMCBQrOm3hu6Y7/+EcVFZRiooZNLCeHNGIZREGdVyCFww30GtSShlBiAHsluL0Ha1n6dTkhJwk2ycicLSRJIkAKIRb7u8+GjSPJJi65Xt8qg8BFcmMk03DDk0NsR1HlTVqmhbyClrfRGjzclfz5dRBxUdmMHTOYzMzMTjlPZ9GjlglSUlKYMnkss6eY+WCJX4dFoXZnKqtsrFhTxZW3FhBJP2KkQV3dpQ5HCMF+NlNEHi64M5QJjWRu24tN2EjnKFkcx4ypwWeVKTFdGh/S0ZSWWRkb50o1Bh54poLrFnrg7aXklX+X8MTLduEfP3T0ZyiVlGGkhlIKyScbDU6Y6motjGAymmaln2VkOo9aYTdmNWgx1dUpiOuj4bf/Bjcb7HoqZrPg/qcL+eDzcpQoqUiL7NQMIptNcNvDRazcoGb9+m09pqZBjzEGjh49ytQpo1h4sZLXn/Hr0VGbreH6e/L48rsT0q5ueNoDv6RzZ/ACe7W7SkrxovXfrVVYySAJAxVYsWDDhjOuOOOKCjW1VFNILtVU4ofOURAKYM/qcBIGnnvu7fqU1Pr6CfsOGRk+wz5TUaDERuPZkQIlHvgQSV98CEBxjgWqyvQ8jol9ZJOKJz4OrRVfbwX/+4+OaRNaF5Q6VOeHFQs6KaLJejAdiRCCBxYX8e2vVtau20H//i0rd9+V9Ahj4NixY0ycMJqbr1Lw/D99e40hAOCrK6WMIlSoHXKvYcTSl4RedR+aQghBGUUkc4BKynHHEwsWquuKI0koENhwwhk3PAghmkR2Oe4jgD/BhBLDzlz9OX0/l35dzi0PFKDBCVc88MKPArJxwR01GvLIAgQjmCpXD5TpNtiElZ2sxYYNgQ0LZpxxpZwS/rXYj/tu9eq2v1shBE+9Wswny2xs3LSdfv36nfmgLqTbGwOpqalMGD+UaxcoefGx3mUIAJSUWgkdoMdIDb4EUYxdhzuaAURLA7q4d11HuSjhINuopbrBdne8qTxJFKe+dPIYXRgH2YYSJXGMIIc09KQ79ju1JOq5SF6BmQsTwiinBIHNUVnTCWdCiSaEKHlZQKbbUSaK2MU6YhlMCocaSLKfP92F3//bfeu1CCF4/KVivvzeyqbNe7v1kkG3DsPPyspi8qQxLJir6JWGAICPtz21cAt/OgwBAAMVXdirriVXpJPILsffvgThgRdpHKWSUkYwlVvfOExWjoVpE1xISjGxkzUAjOd8nCVXvPCln0jgGPvRk84fq6t7gTFgYy8bUaFGqgtE9SeYwYw555adZM4dvCQ//IQOPemEEO0olOXkJDF5bPcO/pUkiZce96W2togpk8eyecsuwsLCurpbTdJtjYHCwkKmThnHBdOMvPFsQK80BOpZp08iQOffwBioLzTTm7AJK4fZ6ciVDyGKCPrhIrlxTOzD20vBVx8EMXNKNnAiCv7mB+xpPk5oySAJq7DgjhdGaqikDIB1P/nA+2f7is4uXp72AV+FmkBCCSEKJ5x7vCFgFdZzTohLpiFueOAaWsiRTRAUaZfEVhhdmD+n49MEOxpJknjjOT9qjQVMnTKOrdv24O/f/XRNuuUyQVVVFZMmjiY2LJNlH7RcjvJcpbbWhkdUBsFEksVxAKZzaa8ykGpFNZv4w/H3MCbhI52ouLdXbCJ0YAnLl4WgC7TbuD8uryI1w4zWSeLxJ41I2O/XqcV5FCgIIZp0/bl/P0fpgsknm1zScceTYUzqtiJWFmGhhipc8WhgsJiEkWoqySDJEQw6hAn4SUEtblsIQR6ZFJCDJz4oUBJAKFqpe880eyuHxA5qMVCs90Gf31A6/oMlAfzjmu6fAmu1Cq68PY/UnAg2bNiOq2vHZky1l25nDJjNZs4/fzo24y6W/zcYJ6eePWvpCOqliccykyLyCCS018m75olMDrEDF9wZzmScTlnb3iZWNRjk/Ql2DBRWfR/HdiEEMxbksHZzDZ4eCsorbAT6Kzm0PgIf794zu9y5r5Zx5+cSSCgDGNHtDEujqGEbqzBjwgs/gonCHx15ZJLMAWw0LCQ2llmNqiU2xcrc/fzweyV3PlpIYbGV4fFOJCaZMJoEfrZQ4qUxnXVJMu3gqNhLEXomSBewMnc/n35Vzj8eLHB83lNifoxGGxdclYtKO5I/VqxGre4+VWi71UgrhODGG64hP3c3Py7VyYYAYDIJ0jlKIKG4Sh5ESH17nSEAECSFc550GeOkWQ0MAZuwYRFmfGjodjs5fTA140T2gCRJrP4+FKu+D/mHoln/cyh7/w7vVYYAwMghWvoxBD0Z7Yo/sQorqeIIW8VK8kV2h/UvjSPYsBJMJOWUkMhO9rKJPDJR40QU/elDPAD9GdoiQ0AIwaMvFHHbIwUM6Kthx59h7FgZzvHtkcw7340CsulmcyOZOlSosXKilPyNizwcxYcAjiSZmjqs2+HkpODHpTrycndx4w3XdKvnrVuNts8++zTr1v7In18HtqowxblMXIQSIzVE03szB5pCLzLYIH5jDT+yjl/I5DhRxDXYx1krsfghHyLDmnaDq9USE0Y7E+jfPd3knY0L9vVWqR2vgWyOk8phDFRykG3sFZuwicblv1tDijhMNqlEEkeWXs3NV9v7WUEJfgRjpIY0jpLMAQCCiWpRu3oyeO29Uuad78YX7wTy+PmjGa4LICQhjR+X22W+m9JfkOl6SijAhwCHPoAkSeTnnPAEOGsVmEzdZ2BtDk8PJSu+CmTd2h957rnFXd0dB91mmeDzzz/nnnv+waZfdQzqf+6JwLSFUbpgdrOeGAYRJXV/0YrORghBBSXkkk4OaY0+l5AQCDzx5dEn4LqFHr12oG8JQ3S+HGRbgzoFzWEVFjJIQkIihGg0khPp4hjHOUgk/UjnGACxDCZSaltOtUkY2cBvAEzkQtbpj1FQZKHv4DIqKXV8x254OpaFlKiIoA/R0sBm2z4i9pBDKuacWBQKieG6APaxGYB4xqJC3SAORaZ7UP9MxDGcQ/qGXqwInc2RXRAbpea2az3ROkuYjIJ7/9G99TIOHjEy8WI97777Cddee21Xd6d7ZBNs2LCBO++4mZ8+D5INgTqm6eI4zGq88CWS7i1W0dnYhI00EtGTSS3VhOhUvHSDL0+9VO5wHWpxIYxYNh6sxN+vWzzWXYrJJBgc4UwV5bjigbLuP1c8EAgkJErIQIESFY3XLYUQGKlBhRqVpKZMFHGUfRjqBuBUEhkqJuJHECkcopgCxjKT3aznOAfxFv54Sj6t7rcZIwCrvgth2gS7cRHgpyL5oBfPv2nDzUXBI3d54+WpxGr155Hnilj6dTmplUfIF9kMZ8ppCyZ54UcOqTz8bBGvP+vP15uyiZtg/8wT30ZxKDLdgxLs2UCr9pVw6pC1aZeVqBES/oRQmQYPP5vj0CFQqyXuuMHrLPe25QyOc+L7TwK45PobiYyMZNKkSV3any73DKSmpjJyxEBeetyDW67u/hGhZwNDtY2wmFKqqWIU0ztcp78nIYTgINsoJJcQoggghG3ZepRKCT9dGaUUEkFfohmAUlJ1usxoTyAl3cT0S3PIzrXijhfVVCGw1am4Nfy5xzKIyFO8ThkiiSyOOwSdtLhgpAZXPOlLPGUUkU0KPgQwSBpNuSjmEDtQ48QQxrOHDVRRjjf+xDEcF6nl6V8HxTZKKCDrYEiLjTqbzUZoiIl8snDFnXD6EExUk0GRx8Uh9E7HqEyJQamUmKLry1b+whUPwulDACHdLpiyt2ETNvazBQsmwulLKoeRUFCub+y1ueHePP7v20pc8WAMM7BgJp9s8r32UV5hI2V7JOGh3SdIryn+82U5T75Syc5dh4mKatmSV2fQpcZARUUFo0bGM2tSOW8+3/3yLruKPjoN6RxlOJPbNLs6lygQORxgK1+8E8jVl3X/aOHuQP3y0qkqlVZhpZpKFNjjcSSkJgfqDeJ3XHEnjFjufzuVxCQTPl4KHrjNm0dfKOLNj8rwxp9SCunPMEKlaEpEAXvYQDBR9COBIvJI5gBGaggkjL4knLHEsRCCdfxMOH05rrc0+bmhWmA2C1ycpUYBxnsP1jJrppli8oigL32k+EZtlIsSdrGWIMIZwAj+0h/gr3UGLl9UTSVlRBFHCFG9Mki3OyCEYDMrqKUaVzwwUEFMpJqfP9cxoF/j5ydEZ6QEexG3FA4TSCgVlGLBzAuLXbj7Zi9Uqu5v3N33ZCF/bfJix479eHh0zXuuy4wBm83G3DlTsNTu5rcvg3vEF3Y2EELgG1xin2VJ47u6O12KVVhIZBf5ZOPpoaDkWExXd6lHMEM3mDX8yABGECxFtupYkzCyiT+Ioj9RUlwjT0vokFT0+VYCCUWDliyOE04fYhlEHlkcYTcCgS9BxDOGXNJJ4TBOaBnJNFRS87O0PWIDNRjIOhKIt5fdaKmssvHc68V8+2sV2bl2I8HDXcGt13pyz81eBAed8CDMCk4gWRwgi+NM5qImNRTyRBaH2E4wkWTkqFAoJGYFJ7BZrKAGAwBDGI+fpGvVvZNpP8Uij71swpcghjCeWqpxQssq/aEm91+3pZrpl+bggV2ISIkKKxZCiaG/NLTHeAotFsHca3JRaofz+/J1KBRnP7a/y7IJXnjhORIP7+LrD4NkQ+AkRgYHUU4JIS2MkD7XKBJ5rBbfs1p8z1p+dqgNDu5/5gA3mRMosGehtJRyUcwRsZvtrEaJip/WVTZ6kRqqbY7Ssc64kZYLbz3vTxbH2cyflFPMcCajQEkxeRxmJ97405cEDFRSTVWD9oQQVItK8kQWZaIIq7DghT81GPCLS8VVl0OQrhpdnzze/rASKTeSQYxiMGPwrozljfcqCR+ajr+ugn46JyJ1gmNiH3oyUaJyiEydSpAUxkBGkks6dz9eCNj1B26+6YShso/NFIrcJo+XaT1CCIpFHmbRfApgfRGx3/9Q85f+ABv0x09rCABMGefCC4/6UlFXjyQwSPDf9wLZutfWYwwBAJVK4qsPgkg8vJMXX3y+S/rQJZ6BlStXcun8C9j4a+g5WT62rRQWWQgfrMcVd4YxqdetXR4RuxtlCYxiGr8eTJODAlvBrOAEtoqVeOFPnDTsjPtbhYXt/E01lQQTSST92ahPabTfir8NXHi1fYDU4kJZZjBqtcQ4XQS5pJNNKmrUDGI0ZRSRSiKAo8DWWGbiKtldoDkilRzSHC/xpnDDCyeckFDQl3hcTtESsAgzejIoJJcyitFid+274k4fBjfa/1RyRBpH2I2Xp4K9q8MJ9FfiEnniuv0JJkEad8b7J9M8NmHjINspJAcnnBnKBNykpuPDKkUZ21nNw3d688qTfi0+R4jOSBF6IqPAZoMNv4Q6lEh7EvsPG5l4UQ4//vQHM2fOPKvnPuuegaysLK644lLef9VfNgROYebgIEzU0o8hvcoQsAoLNmFzGAJ9SWDXX2GYsmPZqs+SDYFWUiuqMVCJFy17mR7nEEZq2PVXGFl6dZOGAMDYEfZo+0BCqaWaohJ7Tv4WfQbpeokD60JxwoW9bKSAHMdx9TU1DrANq7Afc4Q9DkNARwThnFCJdMcbHwIZxkSGShMZIo1vcmBXSWrCpFiGSZOYJl3COGkW46RZJEjjzmgIAIRIdu9bWbmNr36sxMlJwcghTo4+DWb0GduQOTNpHKGIXCLoh5EayigiQySxV2zkmNhHuSgBoEwUs5M16AKVPHZP69IC3//MjAUztrQ+GE2Ci67JxWrtFlnzrSJhoBPvvuzHwoXzycrKOqvnPqvGgNVqZdEVFzL/fKUcDNYE9RKryu6R8dnp2ISNdHGM9djFg8C+Vhsu9WHoYG2vr0nRVlI4bM+Z58w580II9GQQSjRDBzefWufpYX9d1C/duLk2fH0M6OfEcCbhepIGgCe+hBHLMCZhoIJMkgH7YAvgTwh9GIwv9roCEfRltDSdYdLEMwYcdgSueHD1Ze7882774FMfyGzPvJBpD2Zh4rDYSSbJhBKDP8EAHGWvoxSxngx2soYioaeCEmzYePpBXzw9Wic6d/FsN3REkEESy94PYs9BIyvXVZ/5wG7ItZd7MP98JVcumovVevZEsM6qMfDyyy+Sl5vMWy/ImQOnMis4gXKKccK5V6QSCiFIZBfHOehQffvP6wHs1hf0qLW+7kgFpXjgjYaWDaYKlI7qjc0hSRIXzXJFoYBrFrjj5nrCWKtfbVSgxPskj0QgoaTrJXbq9YQRSyqHKRWFjqqbVsyo0OCFH254UlyXU342qBRlGKhg6CAnhydu7AhnHrnLmwKyHWI2Mm1DTwZ6MnDHi9VbzKw8muH47K/vdRTqPanKtBuFBeQSQCjueHH7IwXc9nA+ZnPrzLH/+86CFQuPX2IXn0pO6RkSxU3x5vP+5GYn8eorL5+1c541Y2Dnzp289OKzfP2hH64u3UoFudvghS9GaqgSbdeK7ykYqCCPTMffYcRy05WyzkRH4I+OEgrI48xuxnyyMFHbYknf7z/VUXA4ms//HeQYQF9+uwRV8HFCElJZy0+OypoBhBBGrOPYPsTjgQ/JHMCXQMAuM5tDKkpJiYlaFCixisZphZ1BvbF0atTUy0/44YK7I7NApm34oUOLCwYqeP6NEhQKePsFf5Y87Ud8nP3eq9USTjiTSxpH2U0cw4ljGJ9/U8H8G3Oprm65tHVFpX3f+u9Nq+2544ybq4KvP/TjhRcWs3PnzrNyzrNyt4xGI9dcvYDH7vFmeIKs8tUUK3P389su+6yoqgWztJ6OKw2XiZIzT7OjTKuJYRBgV27LE5lUirIm90sRhznEDsYM17JfX9Loc4tFYLEItu6q4e3/lPLJsnIOJBoZHqfCT1fG4y8WsX1PLfsT7aqBeQV2kSOAiWO07N2v4S/9AUd7q/QHefc9FRWUNigkdcOTdqMljuFUUU4SJ47pTJwkZ0KI4qFnixgwIZ2/N55wK7vgTiG53aqQTE/DRXJjJFMJJoqvvjcQ1reEe58s5JHniggYmEr/8emUlln55X92L1YReexiHWq0DDJPYOVqI+ExFWf0ELz9n1Jee6+Eq24sxwtffAjEhwD+/XEpFkvP/f5GDNHy6N3eXHPN5RiNxk4/31nJJnji8Uf547e32PZHGGq1vA58OvILLQTHp5HAOPyl4K7uTqezWnwPQFlyDO5uPdeK725M0fVjI7832BbPWACH69uGjTKKiKQfe5PM5OitfP5NBXsP1ZKeaSGvwIKh+sSrQauVqK21/61C7UgBAyg6Es2YOBeySHGkM373iY75cxoLGhmNNmJGp6PPty8N3X2TF28+78fskCEAZIpkktjvWDYIJYZk9iOAAIIJIRoTRvaxCQUKFCgZwIg2L63ZhI1CcvGfsJ81m2rw9lLg46UkJd2MAgWTuRilJBdNay/FIp9MktCgJYAQ9rMFgH+/6M+dN3oxQzcYGzbW8TMAU5lHBaXsYQNPPuDNMw/7nrbt/uPTSU41o0TFGGbgLLlSIvLZw0b2/h1O/ICeG6huNgtGn5/FhfPu54UXOnfJoNONgX379jF27Ei2/B4sZw+cgfN0g1jLT8Qx3BHpfC6zV2wkfnwFq78P7equnHNs2l5DRZWN2Eg1oyZUUFkXue+FH05omXZJOXF9NIwY4sTtV7qRQRJqNHjjjzOuaNCiQo0ZI864EUAItVRTgwEPvKmlmm2sIpBQBktjWJm7HyEEqzdU880vVbz5nP9pDbyd+2q55YF8Dh4x8cxDPvzzbh80GvskwWIR9A1TUEsNxeQ5jI56xcN6Q0SDE6a6OgbDmNTuAkNCCArRY6ACE7W444UXfq2SUpY5MxZhYS8b8Ius5JmHfZh/gVsDd/6Y8zPZuc/IBC5AK7mQLA6QQxqFSWENKtnabILJIbEYqeEwO/HAm0j64yHZA0Hrixs9fq83zz/a8hTF7si+Q0bGz81l27ZdJCQkdNp5OtUYsNlsjB7Zn/MmFPHiYz37CzkbzApOYIdYgxoNQ6UJXd2dTsUkatnO31x/rYb3X5UrxXUmoToTeuzBW974o0DBnQ+aWb2hmi07a1GhJpQYohmAQmq5h2ar+AslSkZJ01sd9CmEIL/QQkhCOnDC82BIi+Hi6KEAGEUtheTavQSSB3qRQR7ZFKMHoB9DOMa+XmM8nwskCrui6J/fBTJtQmPJ58IiCxGD9fgQyEBpJNWiii382UCO/Nl/FfPWf8ocMQIAkfQnVhrUoK3DYidu0bkc3RzZqdd0Nnji5SL+3uzPth1HOk2dsFNz2D7++GPy87N44t6QzjzNOcPK3P088ZLglXfyMIoanCTnru5Sh2MSRrJJQU8G3gEmHrhNNgQ6k+ISK4XkEkoMLrhRQgECwUuvV6JByzBG4Y1/q3UtbMKGBidHOmxrkSQJZ60CjUbCZBKOJYg5V+Xyd+6pL7vKus9yOLzmxLp+IGEcY1+j4ksy3ZdySnBCyz8XxLBTr2/0ub+filtv1vLhJ/nkiDSS6+JH3r67H1/eE1BXW+I4QUQQhBe1GCihAH90WIWVTJIxUoOJWgrIITA17GxfYqfwxL0+/Pf7TD755BP+8Y9/dMo5Os0YKCoq4tF/3ssX7/jgImcPtJjQEPtXspHlBAq7bGprZmvdFZuwkUcmqSRixoQfOtb8oCA2SpYZ7iyqDDbueNQ++EcTh0bSNhD3aQ96MiilkH4MbXMbnh5KajJiycw2s21PLd6eCoY1o3Xw5P0+ZGZbiI1S89w/fbljmn0J4XSywzLdj74kcJyD7GEDn/0vgBuuaJxBdPv1nrzzSQVH2I0/wcQwEDfJk1pRzU7WAGCkGj3pjmNSOIwnPqRzrK5kt4o+xBNGDHB6OeOegouLgndf9uaGe+9l/vz5+Pl1vKe905YJbrvtZjKSv2P5ssDOaP6cZVZwAtWiiqPsqbN4e74kqlVY2cN6yilhzHAtX30QRERY9y4r2tNZ+nU5dz5QgQUzAxhOkBTeoe1XiBJ2sAYVakYxjY361A5tvyX00anJJJmJXCgH+fUg7Bojuyl3zmDbijAGNlGNMCvHjFIpoQtUMjtkCLWimoNso5zGWS8nE0l/UvRnT6jnbHPBlXlE9VvIBx983OFtd4oxkJiYyPBhg9mzOox+sfLMry0IIXjl36U8+Uox4zm/xwoRlYgCqmO3kpppYfV3IYwfde4tfXQnZgUnkC1SOcoegggjhkGd9uyUiWL2sxkzJlzxqFM99EdHJC6SW5NxBBN0UaRzDCM1uOJBEGFs02e36fxeukK0uJIgjW3vpcicZazCwk7WYsbECKbgLLk2G3cyVOfHAbbiUSdVnc5Rx2darcQ7L/lz7LiZxQ+e257oY8dNDDsviz17DxEXF9ehbXfKMsF9997OTVd5yoZAO5AkiRFDTljMNmFDYGuyJGt3RAhBGkdIJZGJvlr+9x8dg+PkbJLORgjBcQ4STCQDpBGdei4vyZcJ4gIKyaWYfKxYyCKFNI4SIfo22v9IkokdrEGDE254UkAOWRznrsc8GT/KmYtnubb4RW6zCaooJ5jIDr4qmbOBUlIxVExgF+vYzXqGiuYDpv0JJpw+ZJKMCjVKVIwdrSIiVM0X7wT2mlou/WI13HilJ/fdezsr/1rXoW13uGdg3bp1zLvoPJK3ReDrI7vu2sNInY49bGAss0jmACXkE0gY/RhyxrrwXU2GSCKZA0QzgKRcU6/5sXY1I3SB7GUTI5mGp+Rz1s9vFVZSSSSTJAYyCj+CHM9qktiPngzGcz4qSY1ZmEjhMAXkYKIWJSqcccUVDwIIwY8gbNhI4RAGKnHCGV8CCSCUEvLZzxaGMAE/KeisX6dMx1ArqtnLJkwYKU4JPaM67RsflvLws0UoURFGDCn6tgWw9mSKS6zEjsng19/+ZvLkyR3WbodOM4UQPPbo/dx3q5dsCHQA9SVZq6mkCD0SEnoy0KClD4O7uHenxyIspJJoT1eTBiBJcq2Bs0UhepxxxYPWVX3rKJSSkmgxgFIKOMR2FCjwFTrCiUWDFjMmR8CfWtLQn6H0ZyilopD8Ovnkcko4yDYU2N8hEhK+BJFHJnlkcoTd2LChxQVv5DonPRmt5EKsGMR+trBqfTXzzm9e1+Hi2a7889kSrFhwwxOaKYF9ruLro+S+f3jx2KP3s3nL7g6baHWoMbBq1SqOHTvIii8jOrLZXosWFyQUFNblVQ9jEnvZ1OICNO1BCNHgIbMJG0fZSzF5CAQanDBSgzvexDGMMopwxQMPyZsqyrBiIYQouejQWUaDE1YsXeqJUUpKRjGdGmGggGz0ZLKb9YBd9Kh+kD8Zb8m/wcBeLarIIxMrFsLog1ZyplKUUUguSlRYsRJCZLsDB4UQFJNPRl0UuivuhEmxZz5QpsMoowiAxTeGM68JWeyTiYnUkLornP2JRi6c0fsMgXru+4cn//7kAKtXr2bGjBkd0maHGgNPP/UID97u1UApSqbtKCQFrsLd8WOppQYtzlRT1SnnswgzaRyhED01GPAUPghsRNAPZ1zJJQ1nXAkiHDMmNDiRTQqbWWHvLwrGillIdSUv5Pzvs4sQAgOVWLA0Mua6AmfJlQj6ES76UkAO1VQRRkyL+uUiuRHNgAbb3CUvjojdaNAyRBpPtagiW6QSKkW3uY+1VLOPTQCUUmjvt3DFT9K1uU2Z1hFJf4rJ5xDb2XMgjGHxzdevCQtRExbSvZdJOxtPDyUP3u7F0089wowZezukzQ4Lu9y6dSuHDx/k9uvkynMdxcrc/bzysobqOtGVZPbjgTdldS+tjqRclLCDvylxO85VV0u89IQ3E2bWMGhkNQfYynZWA/Dx++4c11vI0CtI1ptZ+7s/j9/rzd6/w1GhIZUjjuUNuerb2eM83UBCg03kk0Ucw7vcEDgZSZIIlEKJkvq3O9alglKK0FMlytnGKo6yp13FhOq9b4GEMp1L8SGAY+zDKs7d9LTuhlrSMIrpSEhcPUtWqm0pd1zvyaFDB9i2bVuHtNdhAYQXXzSbKN0O3nhW/jI7mhCd0VHuV4kSK1ZGMhVP6fTFO1pKragmkV2UUIAbnuze4tVACMhsFvy0ooryChtR4WqmjndGqWx6oAnVmamgmLHSLLaIP/HCjyx977bgO5vKKht/rjVw2z8sVFJGf4aik87dZbpSUehYcqhnKpe0a7kgRRwmgyQmcD5mzGxnFcFE0V9qu6CSTOuoFdVs4g+iGUiy3tTV3ekx3P90ERn5o/n5lxXtbqtDjIH09HT69Y0maWtEr3ffdDShOjN60vElkGLyCSCEaqqoopx4xhIgtV3q2SSMbGcVgSEWXn3aj/kXuKFStX1G6azLJIBQ+ktD2S5W446XbAx0ItN0cexiHQYq0KAlnjF4See+Mb5W/IwVi+Nvf4KJZ2ybvSFmYWITf+BDAElJWpb9WMldjxbihR+R9JOXDM4C+8RmitCzfFkws6f1TE2VriAz20y/cRkcS0olMjKyXW11yDLBf/7zITOnusuGQCdgw+6udMGdCPpSRB6DGA2cCLxpK1kcx4KFzb+HcflF7u0yBADUOGGt668zbtRgYOe+Wl56u5iX/11CSanseu1IUkmklmrGMINJ0oW9whAAGMtMx/8PYCSF5JJD2xUQ7VkNwygmj0W35bHwIne+eMeunLqPzaSIQ5hELWWiiP1iC9vEKvJF24SSZBpjFVZKKOCVJ31lQ6CVhIeqmTHZnY8//qjdbbXbM2A2mwkL9Wbpm57yF9kJFBZZuOLWPNZtqcEbf6oox58QNDiRzlH6MoTwNkY/7xUbkVCQr29/mdZZwQkcF4fIJoVJXMgR9uA/QM+BxBMuP4UCzDkdo43fm5kVnECasAs6RTOQKKl/V3fprHNE7KaQXMZzPkkcQE86Y5nVLrXFApHLIbY7BG42ZWXyyr9LWPxa4wh3FWomcSEKWQa53RSLfPaykX1rwmVhsjaw4m8DNz1QTnZOGSpV23MC2u0ZWLFiBSqllRmTG5ejlGk//n4qVn4TQgwDKaUQMyZqMRCJfQCobUeQnpFalE2kebWVIMKxYCaL45RRxOhhWh66w5tH77bnvE8cLUsRdwQlooAUDhNOHyJorPTXG4ikP2ZMpHGUvsSjQs1R9mITbRehCZCCCSSUfLLYyRqeerWYJx/wZRIXMoAR9D+pKJMFMwfYRpo4SqkoxCosp23XIsxUiQo5KPE0FJOHBi2D+suKtW1h5hQXVEorK1a0L26g3amF//1yKVddevqgMpn2o1JJRNKfdI4hsDmKdbjgTjYp+IogfKXWFYSqFGVUUc6LL2iA9g/S9XoCl9/ixg+/HwTgqktDcXGWeOntEt563o8r5rm3+zwy9penE87EMrhbZQ2cTZwlVyJFf9I5SjARxDGc/WwhjyyCaXsApR869GQAsGpdNS8/AWv1x5ihG8x+tjj2CyaSKipI56gjfsFFuOGMKyaMmDAisGHF6vjcDU+GiUloJHn2W49VWNGTac/mCB5AfuwKEgY58eW7QfKY0kKUSokr5zvz3y+XMnfu3Da30y5joLq6muXLV7DpN1kOtLMxUntS0JSNAnIYxXT2soFkDuAlpraqbkEmyTjjyq3Xdmwq6CtP+uHmKhEf58TEMc6MmJHJ3kNGRg/T4u/XM+oqdGdSM8zkkYcnfr3WEKgnkn7kkclBdjCCKbjhSS5pBIjgNqcwBkqhHKxbON17yMjGbTVIEiSxnxLyGcwYEtmFQDCSqQBUUU4lZVRSRg0GPPBGgxYJBQoUaHFGiYoj7OYAWxkuJvf6766eTJIwYyScWI5ziJzjZo4eN/PEfaYmqxnKNM0V89yZeNEfVFdX4+LSNi99u5YJ/vjjD0KDIX6A7N7pbNbrk/j0rROz/1TtLn44eoDVK12poYoDbGtxvrUQgkJyCSIctbpjX0rREWqWvhXEfbfalwYmj7N7HTJzTu9GlWkZNTU25l2Xi4SCmFMEeXojSknFYMZQSSnpHCWGgZRTzDZWUSPavnw2jfmO5Zcpl2QzeV422aTQhwQCpVD6koCeDHayllQS+WbXcQ7qy0nXS+Tr3cjUqziut5CsN3FMX8t+fSl79IXEMZwyikhkF7WiuqNuQ49ECEGqSCSFw0TSDy2u5JGJe52M9h1TBnVxD3sWCQM1hAbTrqWCdhkDP//0LfPOd5Wt3LPE9Qs9iMderrW2VvDld5UMi9cymDEUk+fQIjgT1VRiwYwX7Y8+t9kEK9caWLykmPueLOTG+/K478lCtu2uAeDum70YNdSJ+XPaH6TY2/n82wqOJJsYwnhcJY+u7k63wEPyRoECKxb8pWDGMguwz+TbikJS0EeKZygTGM15jGUmY5nlCNQNkaIYwnic0JLFcaZckt2iTBk/dMQymGLy2c5qikVem/vYFqzCilHUtCuuoiOwCDOH2EEqicQwkBgGUUs1ViwOqXUNzasQyjREkiQunu3Kzz992/Y22ppNYLVaCQxw46fP/M5KjfrsXDOeHkrc3c7dWtUtpd+4dI6nmdm58oR05xW36vn1VyvjOR+F1Pw9yhYpHGMfk5jLGv2RNvdjiq4fu1nvUEisR4sLtVTjjT8uuLNtryA4SF4iaA+zghPYJzZjopZR0vSu7k634qDYRgE5fPJWANcv9OCLbyu48d58xjADN6lzFVFrhIEd/I0Tzgxncot+T8UlVuIGVlNMHiOYctZSQveIjZSQjxuejGAqqrNYDr1ClHCUfdRQhRkTLs4SS98OZMFcexyREIK+YzNIzTATFqwifXfUWevbucKm7TVcemMxeQWVKJWtDwxv88i6Y8cOrFYbY4Z3vgVXWmYlYng6/3y+kJR0E9XVva9s5cms/i6EnP1RDTS87/uHF0ZqqKD5Qh9glwl2whm11PLlnYpKK5VVNoqK7TOg7FwzG/ndYQicXDxJIHDGlVIKySWNiRdlkZIuq4q1h0KRSzF5+BPc1V3pdgxkFMFEctN9+az428DcGfb0QsMpRmpn4Cy5EkUcVZRjoKJFx/j6KAnBPtiVUNBpfasV1RSIHHaKNawW31NCPgA1VJHK4U44Xw25IoMqUY4QAiEEtaKaVHGEPWykghKccWXp24HsWxPuMATAPrN983m7USRPHNrGmOFaLFYrO3fubNPxbb7rf/65gllTNGcl4tPLU8Hj93ojBPQdm4Gvt4JnH/Hl+oUeODv3Pk9BU+JOg+OcUKCgmPwzuv898SWDJP69YSdweoNgsq4PGSRRVFe4qJ5fvwxm6CAnIsNUaDQS/3rGnwumu5CUYmbvISNf/1TJ73/Z9w8mioKsAgaMzSWEKCLoi0bSytUMW0keWTjjRgT9uror3Q6FpKC/GEYFpdxwNcQzFCWZLR6c24NN2Cggm5hINVs3ZwMtex964Ycr7mRxHD+hQ4GCNI7ijCuxUvvXyytEKTv4u8G2EJ2KL98N5IZLXckhjT4ivsOWeIuEnoNsdwQ5a3FBIDBSg1YrceMCdx66I5jwEPVp45QunOHG5/8OJGGgHDjYFlQqiZmTNfz55wrGjBnT+uPbeuI///iaf1x1drQFJEni+Uf9qK62oc+38MW3ldz1WCHFJVaefKD9+vznAn+uMWDDhrqZwb2e+lr3x1JM9Itten8hBPvYTC3VBBGOJ76UU0w2KRSXWAkOUpGyo6Err1+shn6xGq6Y585UXT/2sZlc0nDDE3ecySCJDJLoI+Kx2QQKhRxr0hqMVGOkBmdkca9TkSQJtXDCQAWSJBEkwsggiSARhovUOSmtVmHhINspo5gfXg9p1fOskZwYIaayl42OQVuBAgkF0SKuw8SM4hmLP8H8pT/g2BZImOO3GNkBxmWByOEAW/FDRxzDOMBWR/rz+68GcNmFbvj6tOx6rlkgx8K0hxlTXPjk66955plnW31sm2IGysvL8fX1JnVHBKHBZ1+CuKTUyoCJ6RQW23j/1YAOT4/riYTpzOSSziTmnjGPWQjBNlYxeLiJTb+FNjk7yMoxEzki3VH/wCqsbOYPxoxRsOLrYLTaM3tkSsus+MXZZWIVKFGgwIIZgHD6YsWCDSsKlLjgxl87KwgPlSWtm2Kqrh/bWEUgYfSThnR1d7olR8RuyilhjDSDb47sYej0TLJzbCQwvtU6HC0hQySRzAECCEGvb9vEyFBtY/lqA0JASJCKyfOyGcV0PCTvNverXBRzlL3UUkPO4ZAmB+LHXixiybulxDCQUGJatWR4MmZhYisr8cTXUR8iVRxxLEPEMJAkufDQWSMrx0zM6AyKi0vx9GzduNgmH/u6deuIidR0iSEA4OOtpLDYHjfw1Cvt0+c/V6hfSy5Cf8Z9JUkihkFs211LUoq50ec2m+D1D8pQoHAsOZSQjwkjzzzs0yJDAMDbS+nIIvDEBy0ueOFHOH3IJIkcUtGTgYFykjlA1Mh0bn8kv10lac9VNJIWNRoE8r05HR54Y6ACkzDi5alk96pwvPHnAFswipoOP18lZTjjSrw0ts1tuLoouPwidxZe7E5slP19aqTtfc0UyexkLQBDGH/aGfmLj/kSQjQpHCaT5DafrxA9Joz0YyiSJJEvsknlsOO9kcnxNrct03rCQtTERGpYv379mXc+hTYZA6v+WsG0CV0nLWu1nnghPnm/T5f1ozvhh44gwkhkF0fF3jPu70MAajSMnFhCf50zE3UxxOu8iNDZ8AjR886nZUQzEI3khFHUkshuJBStWs87fMzItAnO/P7fYHLSPSjXB/Ddd05YsKDFPpMaxCgGM4YBjADgP19WEBJsZIwujP46Z35cXkVNTe8OGK3HAx+kFq5J90b80CEQDgVBH28lycdcEQhy67Z1FJniOHlkovGo6bD4lwA/JSrUVFDapuMrRCnJHCCUGIqz/dimzzrtvgqFRKZeiR9B5JCKSdS26Zz1hdReX3GAlbn7qaUaBQr6MxQFSsKIaXWbqzdU858vy/lrncERsCzTcqaOd2bVqj9bfVybjIHVq37ivEldZwwolRKJGyPI2hvFPbe03Z12LiFJEgMZRV8SyCaFnWINqSIRi2g88wdQSSoSGIcrniRzgC38yWF2UkwePgQygqlESvb1xFQOY8aIN354ebZs7U8IwbT5Odz1WCEXXp2LW3QKNTU2Pvq/cnJJoxa76MohdrCR5SSyy3FsFeXsqVNWXHCznidfKW7n3Tk3sGGjkrKu7ka3xUlyJohwkjnAC2/YnxlPDyU6IsjgWId4B2zCRo5II4l9XDbXjV1/hbe7zXoUCgk/gigkt9XHGkUtB9mGKx70Jb7Fgd1xdUb4sTbqMuiIwANvFtysp7jEii/25ZhtrEKNmiBad39sNsGFV+dw+yMFnL8ol6eXyL/91nLeJGdW//Vjq49rdcxAfn4+wcE68g9F4eMtV+zqbggh+OkPA5/9r5w/VlfjgTcDGYVrM0FUeSITsL+ImpJxTRS7ySWN8uMxuLm23H5888NSHnm+CJvNPus5sDac6hrBK++UEOivotYoeO09+yzouUd8mTrBmZw8C+NHOvPoC0UcOmrEWavgzef9GTVUFiG58Oocdv7tyRBpfFd3pdsihCCFw6RzlLHMwlVyZ9nBPcRPzaC80IkxzGizVLFFmEnhMFkcR4sLQ5jAZn1ah/Y/QefDIbYzgQvQSi2LQ6gWlexjCx4B1Wz8NYzoiJZf36zgBDLEMVI4zCTmtune1IpqtrMaD7zJy3GnqMSKPt9KqE7V4sDBeqbo+rGR3xnACBLZhRYXyrOC211evTdRUmolcFAaen0eAQEBLT6u1dkEGzZsYFB/J9kQ6KZIksT8OW7Mn+PGGF0Yh9jONv4iQITij70q26kBg0FS89a7gQp8CWyVIQBw/23eXHu5B1abIOCkugQfLDkRzHXNAnc0aok+0Q0DmP7vXbnexclUGWxs31OLB2Fd3ZVujSRJRIs49GSQzjEGMgI/XyUrvg5h2HmZZJBEDANb3J4QglIKyScLPRnYsOGHrtMMsvqZdTF5hBDdomP2sgkrVtb9FNoqQ6AeD3ywYaOWGlyFiiT2Y6CCoUxsUeqhVnJhkBjNXjby6AtGXn7Cr8HvvTUo64YkCQXDmcxu1rN1Vy0Tx8gVT1uKj7eSgf2c2LBhA5dddlmLj2v1MsHaNauYMFqepfUEtumzKEwNog/xVFHOIbazg7/JFikYRS3ZIpXdYj37xObTSqPmiDTKKcaGjTG6MBJ03sTpXPjgizKyc5tegjgZXx9lsy+Ggf2cGhkCMo2ZFRtNSakNX2Qj6UwoJLuoTwHZ2OrKBicMdCKUGHJo3Uw+nyz2sIESCvjnPZ5883EQ6akurMzd3ylaGWpJgye+FNG8VLFN2NCLDPaIDdRg4KXFbm36Ha3M3c8DHxwDwEQtB9hKFscpoaBV98pXCqQP8bz+QRmBoeVM17WtdkY+9jiHaiqopByw68zItI4Jo7WsXbOqVce0+i5v2vgHk8bKxkBPwdlZQbjUh7HSTEYyFTUajrGPjfzOUfagRImJWvayiSzROPK3/oVQSiE7WcMhdpD0/+3dd3hb5fXA8e/V9N5L3nH2dBZZkAGEpOy9admF8qMEKJRZwmjZ0DJLyyp775kEAklIyN47cWzHjvfe1np/f8hWbOzEdmJZtnU+z8NDJN179fra0j33HeewiRvvLGbkjGw++drzWd7EwUx1kmOgc2JJxImDLayiptY1AdWAESsNnV6tUq0q2MMWAglmGr/j73dFcd5pwR5PdBZLIsXkUakOnU20mDy2sQYrjXz4chw3Xxd2xO+XmmQgPEznDnrSmUYUce4Lc2elaEMYzwyqKGcrq49qVZA/wWSwhRgSGDVMbha6auY0P5Yt+7ZL+3RpzkBtbS2hocFkrEppNwue6BvyCuz8uKyOyeP9GDLQxBzLGHaziVwyGMd0IrSD40w2ZaWIXAIIRkPDhB9+BODAznqWUk0FW5ekMHyIfGA9ZdGSWn53UR7xDGCENsHbzekzilUeW1mFHwGMZio57OEAmYfNxaGUIpvdTUteq0hNMvDiYzHMPb7ngjC7XXHsaTls32RiMrPRt5OAaK/aSh6ZzNBO75Yeiro6J6s3NjB4gIkEi4FhFn8y2MpMzmz3/Q+nOQnRj58kMGta1/IvzLQM5he+xYw/jdQziFHsym/s0jEE7M+1MWhKNlVVNZ0uadylEHfdunVERxpIjJfc0X1ZfJyB358fwpCBrgu4pmkMZgzhRLOJFeSpLGqUq4vOqJlI0NII16IJ06II0ILQaTqMmonEpmVDQYEyuceTflzmmgUfJUMEXRKtxTOJEwGNtfxEDAkA7XbBO5SDQpXLZn4lg60EE0o609i5PLVHAwFwpZV97ZlY6qg+5N15ICFYacSquudCGRCgY9a0ABIsru/2SOJw4qS0qZ5BV0QTjx8BfPhFTZf39dMCSGGIO9fCXrYy/Lgs7nm4hKISKYPeWUkJBqIi9Kxbt67T+3Q5GBg3OkBKFvczC/I2sSh/C2OYShhRbGctK1nEOrWEfJVNuSqmTLUtqFLMAcaMMLm/QIRnPHx3JEGEdXm8W0CgFsIxHI8fgWxnHX4EUNhU6lspRZE6QLbazVp+ZgsrKaOQ0UzhQL4f6/OLD5lH39NGDjUTSsQhk4iF4UrD3pnCZEdieX4mo4ebyGMfSilKVAGZaudhhy6aaZpGLIm89mYDdnvXhgoW5G1i897WF/3dGTYefa6cEdOzW+WYEYemaRrjxwSydu3ajjdu0qVgYMP65UwYI6sI+iuDZmScdhzTOZWRTMKBnW2sYR1LWM9Sd29BsyoqOGNukNQY8DCdTsO/aWhGdJ1BMzIO1+z/BuoopZAilccqfmzqCdiGHj0TmMlMziRGS/Byi10iiKGc4nbH3v0IQENHHV2/++6se2+NoIQCSilgFxvIYCu72USd6vg9I4jFRiPZuR1PMv6t2rqDP69fizky5RVO3viwiuoaSULWGeNH69m4YUWnt+9SMLBx40ZGj5Cx4f6qeYb0z/m72ZxfTnl+FFOZ4051nNMitahd2bHSgJ/5yAKB4hI7M8/MYcYZOazf3MAHX8hExMNpHkOVVM1Hxqz5M47j3I83s4JaKhnBRGz5aZTmh7M6P49F+VtYkLcJu12x8Oda8gu9F4BFYsGGlSIOtHmtjhoUTvwIZG58ukfe/9xTg9DpoIF6tKZLRSWlrOB7dqj1ONWhL8qGpiWC9Q1d/3uNjTbw7D+iAQgIq2PrkmTim0o+X3trERFDM8g50PUgw9eMHmFi48aNnd6+0/27DoeD3bszGTVU1jn7kkAthHSmkal2ksFWopSFaC3eXRt9zqzOTxBSSrE7w8aeTCvX3VZEQZFr2dcxc13josUlDv5wQTAhwdL79FvRWMglg52sZ4hKR6/J0ExXmTm4Vn0qcwkgqGnI0zUBr6raweJf6tmbaeOTr6tZvaGRC84M4r2XLF5pb5gWSaSKYy9biFRxGFr8zptTFkcQ7bH31zSNmCg9FUUlNFBHGiOxkEwxeexmE6FEEE9qu/s6cQUKdfVdDwZ27rFyzaUhHMi389l3NYyauZ8E0hhCOrvZhNMJ//hXGS890f3Fp/qT0cPM7N6didPpRKfr+L6/06sJsrKyGDQojdrMgV4bRxPeM8cyhlX8QA2VHMvJHCCTLHZSmzmwU4WLxloi2cl6bLgqmPkTRH07XZyTx/ux+JMEKqudmE0aYaF6Kqsc7Mu2UV2jKCyxU1+vyC+0M+/asE4XTeoP/jK/mGf+W0kw4aQzDbMmS3y7QinFWn6mklLGcizhxFBFGXXUUEQuZRSjcKKhI4IYSikglkTy8r2T8GZufDp1qpqV/EAKQxioHUyWVKzy2MQK8rcMOOIEP50x794inn/VNTy44pskJo93/c1ZLHVUUsZkZrdZmVGpStnMSvToyd/btWRlhcV24sdk8pc/hfH4fdGMn53Npm3tVz205w2S+WuHYbUqgtIyyMjIJCUlpcPtO/1XtGfPHlKTjBII+ChN04hVSdRQSTF5RBBDFjv5eUU9vzvh8LOt92Za2cJKIokjhHDCiSaMSBbzGQBjOY4IYiijkFXrlxM4IANwrVJ4+O4o/v7PMopK2hYsOXF6ABPH+s4F8akHoln+3/FsYBmZ7GAY47zdpD5F0zQmqlmsZymbWIEOHY6mQjshRDCY0URhwY8AdJqOX9VCdHi3lypAC8aikskjizQ1wn3xy2+aBFle4SQmynPvvy/b1R2vQ8/40Qcv+oNx3Rws5SuiVTwjmIhRM7nLOoc0BaxBgbu79H4vv+UKPDZuda2SOH1OEJu2tZ20eNwkPwkEOmAyaaQkGtmzZ0+ngoFOh2x79uxhQLKkhPRVC/I28cL7rg/lbjaxnz2EEcnZl5Yy3eJaYqiU4s0Pq7jjoRJWrT9YBe2Dz2vQ0BjNFAZqI4nQYsgjy/16IMHoNB2RxDGGqQxnAmOYhn+thZvuKaaixMgIJrqXMgJoGiQn+l5X+cr8HG66PpBcMtpNEiUOT9M0xjCVAQxnACOYzGyO52wmaSeQrA12L521qoamNNzeW87ZPIfn42/tNFJPeVPiqSpVThG5JCcYePaVCmw2z80jSWxaKRRCeKsbwaX5e9mzJoHnH4mmnGK2sYYilcceNpPCEIpzIvk5v2uBwO4MK/OfcH3H/PVGVzXaay8LYdrEgwF/BLH4+2lEReopK5eKhh0ZkOzP7t2d+z10OhjIyspk0IAjbpPoB2bPCOCRe1xLmkrIx4CRECJYwffMf7yU8bP3c+W8Qp58sZxpp+Zw9c0FvPVRJfc9XkoQoa3GPI0cvMsw4EpgpWkaMVoCCdoAYrR40rVpHM9ZHMcpxGupDGUsY5jqKlWrIOeAb86uf/TeKP7vqlB2s4lqVeHt5vQ5Rs1EmjaCVG0owVpYu0l1msfkQ/B+VdRjxprxJ5ACcnAoB5v5FYD9B+y89EYl193e9VwAnZWd6/qMVVLKTfe0Xl6cnGjkT1eE4UcgNVSyhZVEk8AgRne5sFBxiZ3hx7nKTN9zcwSzZ7jmIiXGGzmmRZGyIaRT36D4/LtaTjg392h+NJ8waABkZ2d1attOBwOZ+3aRnOB7d2LiIE3T+OuNEczWziOOZEoowIqrO+/v/yxj9/aDWSn1GHj/AydX3FRELElMYGarY0UTTwJp7u7FQ9FrBnSazv3+MVoCo5kMwKTf5TDaEupzM+z1eo0n50djwo98sr3dnH6piAP4E9gr0j9rmkY8A8gjiw0spZF6LE2lgaOw8MYH1SxZUeeR9174s+u48aTywmuV7Njddvz+mj+6lmxefE4g+7P9WZi/ucvvc9IFrhUTJ80M4P7bI1q9dv/tERwzzgxobGAZACbMbNlhlVUFHUhOMJC5b1entu10MLA/eztJEgwImpIU/ez6d8ukJw3U4kcAqQzDgZ1hjCOdaYzkmDalUXWajuHaeOK11C6/v14zMIapxJLIdtaSGq88tryqtzKZNEIIp5ySwy7xEl3nUA5qQ/ZzyzzTEV3YPGFHbgMXnx1MBaVcfE4Qn37rCoDTGEEQYTz6XLlH3rc5znZgx4CRj9upRfLQHZF8/oaFN56LxWQ6snH8S88N5ppLQ/juvfg2eUuuubWINRsaAUUj9YxhGpM5CYAVaxvaOZpolpRgIDtrW6e27XQwkF9QSXycBAPCZcRQM/XZg8ham8oDLSL5MCKxkIKGRh3VRGvx7jv77hSjJTBam8IwxpFLBkWq7Vrs/i6ZwdRQwVZW0aDqvd2cfqOQXCqrnFxxUYi3m+Km12u8/kwsn7xm4ZWnYxiQ1LSOn1qisbBmYwNWa/f3kH3zTjwRxFBADnZsvPlhNXv2te4dCAjQcfqcI08+5nQqhg4yccefI9pMCqyucfLJ179ddaTYzUYAtmyXugWHEx9nIL+gqlPbdurqrpSiuLgcS0ziUTVM9C8mk0ZSgpF7b41k4AATuXk2/nSFiaDAfTz2XAR3P7yJaBWPv+a5rtZ4UtnFJjbzK9MsswnWwtps44lSs73B6vw8Pv46lsuuLeZXvme8mkGoFnlUx6xXtdRShRMnCkUokfhpvjNxWClFLns5cYY/A1N7V4I1o1HjrJODAIgyaUSG66goL0GHjto6hdEDteN+d0Igxflw9hW1fLmgln3ZNoYdm82dfw7noTsjjzr76Nz4dParPexmLwaMHMMJBGrB7s+s2aQxaICR4UNM7FgwgL1spYZKCnHNFwgM8J2lxUfCEmOgpKQApVSHqy86lWegoqKC8PBwynalERoiCWFExzL32xg0OYt0phGtxXv0vepUNZtZRQO1+BPkKlOLIpxoYklkZVYRZnP//dI4wTKcjSynhkqGM544LblL+1tVI3lkkUdmm/S2JvyYyCwCtKDubHKvVaIK2MgvLPggwT2Jrbd68KlSHnjSNUx3yTnBvPXC0a98UEpRVu4kPEzX6kJfUGRnzKxs/MpTMOPPPrbz+/ODee1fsUcVEBxrGcBafiKMKCoowY8AhjGelXk57ouXw6HQ6zVmW0bxC9/gxOlOzb3pp2RGDWu/AqWAikoHkcP2UVFRQWho6GG37VQwsGfPHkaOHEp99kBZ2yk6ZeHPtZx8cR4TOZ6wo7xb7QyraiSbXVRRjgEjgQRTQiE1VGDGlYp2eX6Wx9vhLdU1Tv701yLe+6yaQYwiVRt28DVVQRlFTSlsFaFEEEgwgYSQw16y2IkCLjk3kHNODWL8aDOBATqqa52MmlRMAEGM06Z774frIUop1rAYDY3SvLZd1r1Nfb2Tf79RybjRZmZO9e+WGiGDLAYy2YEOHf4EEU08e/PsriWZs7Kp2JXAcG0C+SqbbaxhKGPZnl/b5feZG59OmSpiK6sw4ccEZlJOMVtZhRMn994SwQN/bfu9sWO3ldseKGbBT3Ws+CaJSeN8J8/IkVBK4ZecwY4duxk0aNBht+3UMEFpaSnhYeZe/+EQvUfz+mQnPbMW2KSZGcyYVs8NYjQ1qpKtrGYtP7Ntl4WRQ/vnXURwkI63Xohl5WeJ7GUr5aqYKCwUcYByitGhJwDX3X3eb6ofpjCEFIby5vM7Wz0fGaFnAMPZzloKVA52rFRTQR7ZjOQY4rT+lZo8h71UUc5EZqFpvX8Oir+/jluv796lj6amJb8RxGDCnyx28vjzkdzx5whmHevPS7tyGKLSsWgplKtiMtkBdK0nCqBClbKBZYQTzSgmYdRMxJBAgAqmhkqCg9rvyRs+xMQ37yRQU+vsUmZDX6VpGuFhJkpLSzsMBjp1NktKSoiO8K3lW+Lo7G/KAdCcfthbgrRQJjATPXqOmZtDcT+uia5pGnvz7Xz0ioXoQWXsYiPDj6nm3ZfiqM8ZQGV+DJX5MVRlDGTxJwm88Gg0+9cPYF++4qf8ne0ec2NuBSdO92crq9jJBvQJOSicna5e11fUqCr2spX/uyqUVfm9PxDwlM05NZx8YgCNQUUkMIABDOfuh0sZYQlkzWsTcWCnsmkFURjRWGmkvr5rq1kqqxxsYSUhRDCW4zA1pdXOVRnUUEkYUdx2w+GDHAkEOi8m0nUN70inzmhlZSXBQf3zjkp4RnOBkp7qGTgco2ZiNFNobFR88EX/uYAdyjmnBrF1aQo1+way7MskLjwzuFUSmMAAHTOnBXD95WEkWA7fOajXa3zzTgJrFiSRuSaVzLUD2Lg4GVBs5td+kePBoexsYSX+BPLIPR7M7dsHGAwa7//HwqhhJtbxM2FEksxgdrGRQnIJJISdbMChHKimYkTOTv4J2O2KjVsb+cOfC3FgZxST3CuNnMrBPrYTR3KbnCTi6AQFmamsrOxwu04FA1VVVUSEef9LXfR+c+PTSbdEcPE1JYQRRdwRdCF6QpgWRTjRPHSvwSdyEmiahr9/99w9GY0a48f4kZzomq4+eriZYYynhkrq6fp4cW/iUA62spp6ahnNZJmdjuuu+4ePEgglkp1sYCAjGcQostlFFBbqqCaXDIJwTUj77NuOA+zM/TYGTs5iwkn7+WZhPSM4ptUqIwVNEwPlOtPdIkIdVFV1vLywU3MGqqqqCAjwwLoV0e84lYOtrCKIUEYwsVfNM4kghgy2Uas6t+5WHFoj9Who+NG7Z9wfjlU1soWVVFLKaKYQpB1+trUv8fPTMYxxrOJH1vIz6UyjkQay2YUBE3vYTCxJhBHFPY+UctFZwe2mIH730yp27LZSU6vIzbMzgZmEEN6mBLde0zNIjWInG6im4rBtU0rR0KDcwe5T/y4nOEjHH38vv7/2BAQYO9Uz0KlgoK6ujuBAyXImOraD9YArM1pvW44WSxIZbGMzKwGphX40yigihHCPJJTqCRWqhC1NM9d//DSeGVOLgWJvN6tX+SU/k41bEzj99wfYXbCZUUzCjB/11HKATArJAaAiD35ZXc+saa0Dw6mWZNawGIVrHCGaeMK16EO+X3BTHYgsdmG3+1FT6+TJF8s5cUYAU8b74e+vo67Oyem/z2Pjtka2L0vhsjHjWMynAHy5oIav307wxKno00KCnNTVdZyuulPBgNVq7XLhCeFblFKcemke+dQRRiTReDa3wJHwJ5AIYmhEsvUdrTpq3DPP+5oClcM2VhNKJKOZzIypXauu50vGjjJz558jmHfPAezY3EtWI1Ucm/kVE36MGKVISWzbc9xczGwqc7Bj77DOg65p1LqIXOY/Ec4PS+pYu6mRR55tP9Wyn1mjgYMXuZ+Wy+e6PXqDDput4xoOnQrrbTYbfmYJBsShnRg/ggU/1RFLIhOY1auGB5odIJMyiggmnEmWeE60jPB2k/okpRQO7O4x476kSB1gK6uIJYmC/WFdLrPri847PQiFalV2PEZLwEIKVlw1EwYktw0GbFgxYsak+RGgBXX4nbCP7fgTSCpDKSp2sHbToVMNf/tuPKEhen7I2uN+rqGh709m9QQ/k+q+YMCVyvCo2yT6sQNkokPHENJ7ZSAAEEoERkwUsJ91LGEZX3P3P0r4ZVU9zs5OiRZs3m6lgToi+9hQS42qYhtriCGRkRyD0dg7/057m9hoA0kMYi9bKFJ57ueHMR49BjL3t3+h8cOfBuo6XUirnloiiWOQNprX3nPN63nm79GMYSoDGE4gIVhIYQpzmHu8q5ehZWbRx+9zrQSprXOyZEUdf32wmMSx+zjnyjxee6/SZz/jmqZ1atVPp4IBo9GIzeabJ1J0rLDYzj62EUYU5l6cxz5YC2OmdgazOJMgwnDg4Mnnq5l5Vi4hCfkMtfhxvGVYxwfyce9/Xo0eAxHEeLspXbKdNQwfpmPPXnOvqUbYV2TkwqknBbKbje6LuwNXEPD6G1amWwa2WaXzyc+VOHGQS0aHx89TWVhNVVx+czn/WbXW/fxf761hM7+SyQ5qqeL8aypZnt86adbrz7iCUmPToPfZV+RxwrkHeOrfFWiFyfz8vR/X3lrEmx+1rbjoC2x2hbEThSs6HQw0NEoULdqn01zLgqKw9Il15wbNSCpDSWEIMzmDicwilEgy2MYqfqCkVJY3Hc640WYc2KnCM2Vzu5tDOdilNlJFOY/cGyUJa46AXq/x9zsjaaDOPXHQpPkxmdk0Us8+2pbJHTnUzNWXhLCbTVSoQye9aVT1bGctF5wRxD03h7PkV9fY/ziOazW/Z8YUf266NqzN/n+4IIQdv6Rw49Wu1y4+J9j9WiQxjGEK/gSyYYur3HF1jZO7/lFCyoRM0o7J5K5/lPTrZGT1jXRfMODn54fVJl+Qon31TWN1u9nEPrZ7uTWdE6clMVgbg07TEaZFMUqbxDTm0kg9saP2EWkpZ4jFxLGWVGZbRlFR6fDZbsbfOu+0IIIIZVeLu8Teyq7sbGI5B9jHENI55UTPVdDs78aMMBNFHJnscP/eA7QgBjKKQnJZr5YyyzK0VQ/Bi4+5eo9qOfRduRXX3IAbrgzDbNbx9cJaAggmlEgGMBwACyks/jSh3bkJ4ErHvWuvjbJyB1deFErW2lSGDTKyhVUs4xvqqeX9VwM43jKMuMH5PPl8JVpeKo7cFJ56vpqE0TnEWxoYYwmntq7zf9NKKR56upT/vNl7hyFsVidmc8eTfTsVDISEhFBeKdG0aF9SgmtMEaCIvpvK1Yw/Rkzu/7LYyUoW8ROfETlsH+nH72f5apmxrNNpjGACNVSyh97d3V5KAWUUMYR0krXB3m5OnzeI0dRR0yroT2YwAxlFNRXsZWur7Q0GDSMmMtjKCrWAfWoHu9RGctReGpXrs1SLa35AapKByioHn35TQwzx/MwXZLKDAIIp4gDFLXrs6uqc/GV+MRddl88//1NO4thMRs3MJnrEPoZOy6KhUbVZAVdGIetZigM7U5jDUG0sw7RxHMvJJDGQBmrZxmpSJ2Zy32Olh5wL0VJhsYP7nyjjhjuKSEjPpLSs9900l1fqOqxYCF0IBurqOj4xwjc5HGBvGj8czngvt+bI6TQdMzidmdoZpGvTmMEZjOU4RjKJUUwid3cQM87M5Y6HSvrEcIgn/Zqfw7MPR5HDXrJV752Rn8Nehg0ysi2/hgV5m7zdnD5veX4WD98dSRY7KVUFgCthUKo2lGDCmDCnuM15/ur9KG6+MYCp011ziwrJZRcbWcY37FIb2cpqwDVRMSRYR1qKkSx2ufcPJQIHdrbsOFjnpLLayb/+W8FHX9bw1L9bD1ftzbTxf3cW8e/HD85pCSCYMKKppZqRHNMqB4pJMzNIG80x2gkcy8kElqfx6L8qGTQ5iwhLGeMsh05RHRdjYM0CV8GuohIHMSP30dDQu3rL6upshISEdLhdp/IMhISEUFHVu35A0Xv874Mq8iliFJMI0/p2bveWKyH0mp4oDtaIj1VJ7Gc3T764hZpaJ889HN0tZWP7qhuuDOPJuyPYw2ZCVUSv+91XqwoqKOG5W/rWqofe7q83hrPw5zp+XbGOdDWNEC0cpRRVlDNlfNuLzkkzAzlpZiA2m2JmcipBhFJPDTvZQA57AYgnFXB9/t57KY7JJ+e4988nG4CLr8uncFsamqZhiTXwzr/jOJBvZ/J4MzFRBq45boRryeuM5UxMNzPtGH/CiKKCEuqopoFa4knFjh2ncrabMMtfC2QoYxmoRlFMHnlksplfefblKG66tv3iSYMGGDGbNBqtrhuEz7+v5aKzgtvd1hsqq53dFwxERkZSUua7X3ri8H5eXk8gwcRpvaMOgadomkYKQzEoEy+9sY533tARThQRxLIuv9DbzfOKQYyigmK2sZapak6vyki4jbUEEcoZc3tXJsy+TtM0Xn8mlvRjKlnDYkaoiUQTjx0baamHnqhmNGqsyM92P66uCaayKoC4GAO6Fn82LVcmhxFJBaUAlJY72ZtpY3CaCaDNBXdp/t6mfx3MQrhnewjllYFYYvTc/XAp3y3OYWvmPgIIJk0NJ5akdpdCGzQDFpKJU0nsZQu33Lebt+8byer8PJRS2GwwO2Uwe9iMHwE0crCnMC5ax98eLeGcU4MYN9qvw/PpacWlGpGRkR1u16lPblRUFOUVh04AIXzbWacEUks1VapvzC4/WgnaAMYzAzN+FJLLRn5hyw7f/HxomsZQxlFPDeUUebs5bjWqihoqSGOkrB7wgOREIxOZRRzJbGctmbhKYG/d2cjSXzuXtyM4SEdivBGDQWvVw/br2gb3vxMYSBgHe5zCQrr2u4wI15OWYuT3NxaSlWtn14pUJnEiAQSyldXsZ89h99c0jUGMxoiZnWzg7Y+ruPeRUvxT9rKc7yjigPsYRkxs+imZCen+PPxMORPn5HS5vLMnlFc0EhXVca9dp3oGoqKiqK1zUl/v7LZKaKL/MDZN1CniACEcvg55fxGhxRBBDE7l4Ge+5PvFtYwe3jfT8x6NBXmbUEphGa2nsDSXyBbDKt5UiWspmysXgtQc8IRF+Vux240kJlnIbhrjf/hf5Tz8r3KCCGMMUwjQgnhj4zq+XFDLidP9GZhq6vC4V14cQm6+HZNR4y9/KsHPHMrDzziZPSOA6KhOXbJaWb+5kc+/O1hd89f8/UAwSRY/9rOHZDX4sInSNE0jXU1lH9u5/M+FBNB2CODSc4O588/hjBja+jvgxruLuO/WCFKSOv65PaGuzkldvbP7egYiIyPR6zUKS3rfTEnhfTOm+BNNPFnsJFPt8HZzepRO0xNGlE/nRdc0jVNmB1BILlbVO3pIgggDYAu/erch/ZzBoJGuTXNno0xiEBOYSQ0VrOB7lqgvSUjP5E9/LWLI1GxGzchmxZrDf1YCA3Q8em8UD94RSWiIHrNZxwN/jWT6lCNLaFZb5+qlmD2jdSGlKOJppB4rDe3t1kqYFuVOv23HxmRmk8hAYkjks/9ZeOO52FaBwGtNiZD+9341aZOyefntSioqHT0+8biwxIFer3WqZ0BTnWxdbEwYn74WzNSJvTfDnPAepRQPPFnGQ0+XcQwnEKpFeLtJPSZDbaMyfBfF2wd6uylek19oJ3FsJiM5BouW4u3mALBBLaOeOqrze0dvRX/2xfc1XHZlNXXUEEI4gYSQTzZGzEQSSxxJOHGSwTacOPi/G0yMH2PmvNOC0Os9Px+tssqBwaARGOC6/7VaFYkpNZRSwGRmE6yFtdmnWlVQwH5MmLGQQi77yGQH6RxLlBZ32NUpSimee6WCqmon858ocz9vidWz+vtk4uO63sNxJFasqee8a2ooKOx4CLfTwUD66CT+drODc06VyTiifQ6HIjQxHzP+jGdGr5pM5knb1TqiRx5g/Q+94yLoLaGWIoIJY6R2jLebAsCvaiFhRLI/v2e+eH3dSZbR5JNNGUVUUIIBI/XUoFCEEEEQoTRSRwkF7n3GjDDx5vNxNDQq7n2klG27GrnhijCGDTbx9aIaEi1GIsN13PNIKW8+H8c5pwZRU+tk9YYGNmxpZOPWRh65J5LE+I4z7LX0wmsV3HSPa/gosGnZ4WBGY9Bcx9mtNrGfPZgwY2taNp2Oa6iglmqm8Tt+zt91yOO3lJ1jY+ceK6dcerCuw63XhTH3hMA2vRXd7ZOvq/nHswY2bs7pcNtOf0oSk4aQm9e7E4wI79LrNb77LJxZZ+dSwH73cqH+rpoKThrle/MFfkuPwZ1AprewY6cLX3PiKCzK39L0Lz8gEYCKyig++KKGn5bX8d2XpdiwYsbfnWZ4y3Yb55wQ3Cqd8d8eK233+EYjfLWwhvMvdx2n2dzjA7jsvK4FA4XFDkJDdAQGaIwe7uCHn/ZTTy3JahB+BJBPNn+4IJiXn4rlpKThrONnctnHOKbzC9+whZVk5wSRktTx+6YkGUlJMlKdMZBTLz3A0pUNPP2fCp7+TwWOfM8mwsrNs5OYNLJT23b6UzJw4DCyD6w/4kYJ3zB9ij9RuCYUWVRKr61g2F1KVQHVlDN7hm+vZVdKUU05yfSeLH/xpLCXrZSVDyAiXO/t5viksFA91/0hlOv+EMrcrw6mKa5UpdRQSRTx1FIJgD+BBBJCKYUoFMGEokNHEKFEYuGzb7bwxocH0xoHE85rr/gdUW/1g3dE8uAdByfVTbTEsYkVlOFaIqyhcfKJERgMGibNzAA1gq2sIp/9JDGILHaRNqmEzDWpJCd2LhAJCNAxfUoAS1cenKOwYUuDR5cfZh+wM3Bg54qvdToYSElNY8ki3866JjonlWGs5SeKySOmxZrf/qZWVbOV1UQQy8Vn954kI96gaRoRxFLWi5YXxpHMHrbw5IvlPHxP70qI5IvaH2Nv7mp3BZG/rKpn5lmu5XjVVLD6+yQmpBuYbDG5A4G0FCPvvhTHxHRzt91srM0voL4+lfJKJ+u3NDB2pNk99NDc7tsfCOPplza2+k4bcEwWWWtTSUroXEBgNrVur9PDKw/3ZStmzUnr1LadHtQdOHAg2Tm9Y6aw6N3CtEjCiWYfO/pt2l6ramQjv2DCzGgm9/sekM5IYABVlFOi8r3dFADMmj9JDOLxF8qlEmUfcdxkf/avH8Dd88KZNM7snminoUOPgUhi+eadeI4Z63fYz1xDg5P9uV1Loe/vr2PxL3U89WIFEWFte5Ievy+KQYzCSiP6FvfRv67reDVCs7tvDmfzz8k8co+rV2LS73I8Ws8ga38jAwd2bmJzpycQbt++nYkTxlCVMcCnU7CKzlmxpp7pZ+Qyikn9MjPhDrWeInLZuTqe1E6MG/qCOZYxLOUrkhhEmjbC280BoEwVsp5l7F2VesiKd6L/mBufjkM5+InPAFeeiTFM5cd8V2Elp1OhabQbSNTXOwlKywDgizctnHbSoYcflFJ88k0NBr3Gmb8L7PLNQEODkzMuz8Nk1HjzuTiPDGM5nYrggZmsX7+F4cOHd7h9l3oGGq0ODuT337rPovtMO8Y1dyCDbb2+zG1XNap68skimcESCLTgxIEdG0a8k2ClPa4JhBAU0Lkv67UbG7hyXgF1XShjK3oPq2okp0VWwTKKWMpXjJqRzckXHyAgdS833NH+UNZbHx+cj/DTL4fPhaBpGuedFsxZJwcdUa+gn5+OhR8k8vXbCR6bz3Ig347V6iAtrZuHCcxmMynJcWzfbe14YyFwlTttoI6splSl/YFDOdjKavQYScR38wq0Zw+b0dB6TRZCwB2YnD16CHPj0w+77dz4dE44uZI3P6zm6Zd8I7V2f5KdY2MlC9nLVnToiSSWqcxhAMMp3BPGyp/N2Gzw37eq2k0T/PyrFYQTTSgRrN3Y+a7/3mrbLiupKRbM5s6tdOrSQvAxo4e1KiMpxOEEaSGkMJRMdlKreteSsyO1m02UU8wIJmDUes8dsLd980MtuexjCGNblYf1Ng3XXZvi8Hf6TqeiTBVSTw0A/36jst/Od+mPnE7FmZfnYaWR6ZzGCdrZjNOmE6iFMEAbznhtRlNqakhmcJu0+sUldrbtshJJHDEksnpj358ft2VHI2NGd24lAXQxGBg3YRbrt3RtUobwXQvyNpHKUBROiukdk8qOVhmFXHZeMOvz29Zt92XPvlxBKJEkMMDbTWlFNVWT0zr4qlu7qZH1LMOJkxEcQ0GRg1nxQ3qiiaIL5sanM8YSTqSlDD9LNkMsZuZYxjAyIZAtO6ykMRKz1napnkPZyWUfRkwMYnSb15evcfUExJGEDStWq2KsJaJPB4QbttoZN2FWp7fvUjAwfvx4Nm7p+90noufoMRBKJAXsx676fiCpoRETJWvWW6qucfLT8jriSO51qyp0uH5Xdg7do+l0Kt76yNVzNZFZBBDUtE/f/3vtT5RS7Fab2MZqKiglnGgy2MpetrCbTSQwgDSt/Ylyu9mEEycTOb7dzKgFRa65JUZM7kJEW1jFWx9Vt9nWk/IK7FxzayE5B47+b2/DlgbGjx/f6e27FAxMnjyZ3fsaqaiUZTqicxbmb2bR9wE0UMcaFvf5MsdGzLz3Uqi3m9GrrN3UgMMBofS+ehTNRWh06NvtybHbFYkJDbz4eiVDSCdMi3LvU0n7mfBEz1NK8eBTZexnDwmkMZ3TGKNNJYlBZLMbwF1IqD0VlGDCfMjJrTkH7BgwotcMxJLIUMbiTyDzH+/Zv4EvFtTw+ntVzH/i6N63vMLB7oxGJk+e3Ol9uhQMxMTEkBAfyrOvVHS1bcKHTUj34xiOR0PHGhazV23FqfpmQGnAKHeMv/HpNzWkJBoIbqoU2FsopchkB6FEtClEs3x1Pfc9VkrsqH0UcYDRTCFZcyW+2SyVDnsVpRR3/aOUB58qI40RDNfGu4cChmpjOZ6zOY5TDjuhdwQTsWNjOd9RoPa3eq2uzskr71QRSxIAek1PkjaIECJISezZVNYxka6erIKio/t+fOeTapKTwoiOju70Pl3+SadMmclzr3zNfX/puD6yEM1+yc/Eao3msef1PPDELgrJZZAaRQwJva5r+XBsNB72DsTXzI1PZ436CX/ie9Xv0a5s7GITVZTz06eJzJh6sFdg7cYGZpyZC0ACaQwkiXCt7Zem6+KwvaeaLNrxxfc1nHOla76RhsYA2g4D6DU9eg5f8CdUi2SamstuNrOV1Qy1jCKZIeg0HQfUPkpwMI3Wc0R06Nmwyo+58ek9Nj+oObXygp/qqK1zuqssdtY3P9Ryxu9dBZHOP+/MLu3b5WDgpDmnkr1vYVd3EwKTSeNvt0ZyzqlB3P5ACQt+WkkoEYxQxxCo9Y10vo3UNy2dk3wbzRzYMfSSYkBW1ch+dlMatIdGq+K1J2KZMbV12fXX369CQ8dMzsCgtW53uXJVsvvvUzFcfYkEAt4yNz6dGlXJSha5n5vM7KMKOE2aHyPVMWho7GUrRRxglJpMBtuJJanNKhh/Asgni0Z1+JwD3UnTNJ5+IIriUgd+5s7/rLV1Tl5/r4rX3nPVeQjw1zhpzqldeu8u15idOXMmm7fbaGyUpBziyIwcaubbdxNY8EEC9dSyhZU0qDpvN6tDTuXESiMmPFdYpC8yYcaK95di1aoqVrKQHDK47g+h7FudyuUXhLTZ7v3Pq0lhSJtAAKCcYkKCdVxxYdv9RM/KJxsTfiQykIGMJJCj/51omsZI7RhGMZlqKljB9yicDKRtZb/mfBnNFRZ7yrw/hvP3u6LQ6zsfDFxwbT7z7i1m0zYrf746FLtDY+bMmV163y4HA0OGDCE0xMyq9d7/8Iu+bfaMAL77JIqgmBo2BX3f6wOCQnJQKMKRojfNFuRt4pxLGyCqAKvy3kqjalXBOpYydLgid0sSj/0tCkts+70VmsYhezLKKWbSOL8ufRGL7lepyjhAJhHEMEwbxwBteLcOQ8VpSRzLyYxgItP4Xbu5MWqoAOC7nVnd9r6ekpHlmsdkNmtMSPcjLNSfwYO7VkG0y8GApmnMOn4Oi3/p3V/com+YNS2AjT8mU1vnpLSpfGhv1UA9RkwEaTJnoKUH/hqJ0wm78E7ehVJVyGp+xISZBR8kEBN1+CGLQalGqpvK5rbUoOoop5hLzu0bQ1b9VWmZg838SgDBDOHwWSOPhp8WQLyWesjkYc09gC+/XYnd3rvzDfz8WSKfvGZh1/IU9uyzcfwJc7ocPHU5GACYO/d0fljas10nov+KjjIwZoSZCkq83ZTDOv7S/SSnKkk29BtxMQbCy0ZQzAEcqmfnUhSrPDaxgghiKc6OJja647kLUyf6t7tsMI9s9Og555Tek0Gxv5sbn87c+HRmWgYz0hJEmkUjaWQeThyMZjImrXOpdD0hkjiSGMSdfy8lIamG2ZZR3Xr8qmoHGVndk9E3LsbAWScHkZRg5Mdl9cyde3qXj3FEwcDs2bNZs7GRquq+uTxM9D5jR5mppfemLK5Rlfzvg6p2x6AFRJOAEyfF5PXo+x4gE38CGcMUTKaO74QcDsWylfUE0vruXylFPlnEkERw0BF9LYou2rClgVy1jy1qFSv4np1sIJ/9RGJhEifirwV6tX06TcdQbSzjOI4SCtjE8m49/u9vLGTI1Gzu+kdJt2U6rKp2sHZTIyeeeGKX9z2iv/rk5GRSkiP4eYX0DojuMXiAkTpqem36z71sxWQP4rYbwrzdlF4pQAsilEgOkNmj72vAiAN7h+mGwXUXOizRzIatjaTRusRyBSXUU0s8KZ5qqmhSWGwnxlLNxDk57GQ9lZSSwlCmcxoztNMYoU3weiDQUqQWRzQJlFHEbMvIDgteddaIIa7hicefL+eZ/1Z0yzF/Wl5PanIEycldLxt/xCHw3LnnsOAnCQZE90hJciXzcfTSJXu1VBNNPGaz3DUeSjKDKaeYUtVzcz+SGUQDrrH+jjSoOvaxjTCiCNVa50kpIAc/AgiTyaEe8/l3Ncw6K4cxs/ZTTQWjmcx0TmUav2Og1n5Ngd5iUNNqgzLaL398JO78cziJ8a5hrb/cX8J3P9Ye9TEX/FTP3N+de0T7HvE32+9OPo2FP8skQtE9jEbX/5sLy/QmO9Q66qnplqVN/dWCvE1syCth1jR/drK+x943mHAAMtnR4bYVTfMExjC11fNO5aQ+PIt5N5pZmL+5+xsp2LXXyrlX5bNsVQN+ZalM4kRitSTMmn+7tQJ6G/+mehWbWMF5jy/tlmOGhuj59DULoSGun/+GO44u0FBKsWhJHXN/17X8As2O+Ldw/PHHk5vvYHeGlDQWR8/ZlLaiueSsN9mVnUKVy3a1lnVqCQfIZBCjsEgX8mFpmsY1l4VST22PFaVqnjEd1IlA7WA549YBZzlFlJU7ufAsWUXgKV8tdN31RhPPMG0cfpp/B3v0LjpNRwpDAbq1XsGEdD9WfZfE2acE8uAdR5fVd3eGjdx8JyeccMIR7X/EacOCgoKYcdw4vlmUxZCBUtddHLm58elN+cILwIvBgEPZKaGA3WykkQZGDDFx7DATwUEh/OuhegID5K6xIz3dw2NXNjS0Ts0ZCMX1ZVtOEXEcHFMtIo+0FCNjRsj3mCc4nYpHHnL14qRr07zdnCM2WBtNjaqgsdjRrSmKB6eZ+PjV+KM+zjc/1DJz+jgCA49svsVR5RA965wreOeNu7jl+qM5ihAHeSsUKFZ5bGU1DuyEEcUEZrFsSYaXWtN3mYyu36CTnllpVEU5CoUfAdBBpjg/zR+9MtDIweRIDmWnkBxuOS2oV9VW6E8W/lxHBSWM5VhvN+WoxZHCNlaTp7K83ZQ2Pv22kcuuuOKI9z+qwZpzzjmHNRtqyCvonZO+RN/hzZkCeSqraa16DNuXpVCaH86yfAkEjsTgAa6761o8Wwe+QpWwTi1hPUuZMsGPVbtqOtxnQd4mYuMU1VS45gmoWnazGTs2/vh7SSTlKUUlrsAwpBeWuO4qi5aMhRR2s4nSst6ztD6vwM6aDTWcffbZR3yMowoGLBYLUyaN45OvO/4gCtE5PXt31qDq2MUGLKQwhqkMHSRdxUdj0AAjGppHc0bsUhtZy8/YsPL+f+NY+kUioSH6Tu17+w3hFLCf5XzHCr6ngGwGMJy0FKPH2uvr9mW75o+0l+ipLxrMGJw4eOuj3pMX5eOvqpkyeTwWi+WIj3HU0zgv+8MfefdTz94FiP5P557c1bMFsPazBx0Gtu/Wy0zybmA0aoQQ7rFsknZlI4e9TJ3oR/mBaM4/PbhLdQRuujacTT8lc+EFBh66M4LyjFT25kvPpqfU1jl56OkygB5PSOUpJs2MHgMv3h/r7aa4vftpDZf9/tqjOsZRBwMXXHABm7bb2bJDCheJI2fAdUduo2dXp9iw4k8AIcGdu7MUHQshot3c/91B3zTNafgQEzrdkfUijRpm5vVn4rhrXkSX68WLrimvONiVnkiaF1vSfWpUFTasBNI7hpY2b29ky04HF1544VEd56g/CeHh4Zx3zmm88rZnPvyi/1uQtwmjOxjo2aAyhHCqKJeS3N0omDDqqPZIFco6XEOSc2YFdPuxRfdLjDdixp8oLIRofX/OAEAB+zFiIore0TPwytuVnHfuaYSFhR3VcbolLP7T/93GGx/VUVsnX6jiyPT08EAzHa4eAYNBZpJ3lxgS0GNgL1u7Pb10c6bBU0/sPelqxeH5EXDIktF9kQ4doKHTvN+bWFvn5M2P6/jTDbcd9bG6JRiYNm0aaanx/O/93jOhQvQtFZSiQ08QYT32nkopKijBjNSv704/5m/nfy9EUsB+CsjptuPalY08Mpk83o8A6d7vE+bGp+OHP+W9vCJpV1RShh8BvaJ66evvVZGWmsDUqVM73rgD3fKJ0jSNO+56hKdfquj1dZ9F72THhh59j2YgzCeb/KbZ5KJ7XXJOCJHEsZ/d3dI70KgaWMNi6qjh6QelfkBfEkoUVhpwqt6zFO9IlagCSikgmUHebgp2u+Lplyq48+5HuiVHRreF1+effz42RyiffCPLDEXXhRONDSvVVPTI+yml2M9eTpsTyLZ8+Zv1hCQGUk3FUS8pU0qxjdUEx9SxeVk8Uyb0rVS2vq65qmRfv020KSs7WEsksWzKK/d2c/jkmxocKozzzjuvW47XbcGAwWDgzrvm8/eny3E4+vqvXfQ0f1xjwNYemkBYTTk1VEiyGQ+KJI5Agsli11Edp4D9lFHEf5+KlTwQfVANlYQQjr4XjLEfjWx2YcfOcCZ4PVulw6F46Oly7rxrPgZD98zH6NaBt2uvvZbKmmA+/FLutETXvLxse9O/PB9IOpWTwGN/JSXRwO+Ol1npnrIwfzPPPRNACflUqrIjOkaFKmEn64kjmVNOlN9VX7MgbxOnXlLZLempbcpKqSqgQO0nV2VQp3ruOtOg6sghg3hSWZK/p8fe91A++KKa6toQrrnmmm47ZrdO8TSbzdw3/x888NifOf/0IJmhLTptyEAj/gRSxAGiOPIsWh1RSrGT9RSurGfRhwkycdDDLjs3mBvn1ZJLBqFdTEdbrorZyC8EE85wxqNp2zzUSuFJYSG6LucPUUpRSxVWGqmmgmLyqKS0VQEsPQaiVTyJpBGmeW4eiUM52MJKDBhJYwR0oly2J9ntigefKue++c9jNpu77bjdPiX3yiuvxEk0r7wjeQdE52maRiyJHs9SVkweeWTxytOxzJwmd5qeVlvnpJGGLlcxLFZ5bOAXZhxrYn9GKD/kSyDQFzmdiv++pAjqZIKeelXLfrWHFSxgJYtYz1Iy2Mq02XU8/2gUu1akUJ0xkIo9A7GQQjXlrOXnVoWDlFLUq9puaX+9qmUTy7H5l7P0uygW53s3EAB4+Z1KnERzxVEUJWpPty/+NBqNPP3PF7n6qnO5+OzgTucMF8KMP3Y8mxq2hHz8CeQPF4R49H2Ei83mmkBmouM7GKdyUk0FOeylgP1EYeGrtwLw95dlhH2RUoq3Pq6mhkqGMrbD7StVGWv5CYAo4hnOeMz44UcAX73VNhgcpqXjUA5+4jMy2Uk8qTiUneV8h5VGZqjTMWlHfudcrorZwDKMmPn8NQsTx/od8bG6S0Wlg/mPl/P6/z7FaOzeehoeyQRx+umnM3z4eP7+zz08MV+WAYnOuf7BXP5y39F322epXQQTRqTWOkNYmSoijywe+5v8TfaUyAjXzUDLFQUOZaeAHIrJw0ojRkwoFGUUApAUb+DFeTH88feBXp+oJY7csy9XcOv8EsKIIoyDn7laVU0uGTRQhx0bgQRjpZEyipg41sSijxIJDtIB+Yc9fvM6/4GWoeSyjyKVxw7WubOYNmc1PRJVqpxNrCCMKLIygntN2up//KuckSMncNppp3X7sT0SDGiaxrPP/YdpUydw9SUhDBssM4BFx8ornRg4+mh3L1sA8FdBxJFEMGGYMLObzaSPNPGXP4Ud9XuIztPQqKSMHWo9jdRTSgEKRSiRBBCEjUacOIgkljiSWb+qXOYb9QPfLXalox7ISDRNo1ZVs4/tFJGLETNBhGLASHlT4q9YEvnuPa0pEOg8Bw7s2NjMCvdzcSQfcSBZq6pZz1ICCGIMUwkM2N7xTkfB6VRcfUshJqPGf548dIrjnXusvPh6JStX/ccjQbLHckSOHTuWq6/+Izfc+Q4/fhwrEb7oUHauDT+Ofhx/OOPZwXrqqSGzxWQfPwJ46Qn5W+xpVRlp3P5gCS+9sQ8TfgwhnS9XlDNoQPNNQsuu3Ap6uoy18IyGJScQxkrWsxSDMmHHSmK8nr+cFca9t0S0uOgfXWrpB5+p5sp5rZ870vTmjaqBzaxg0CBY8U04oSGeDQQACosdvPmhq/LvhHS/dpc7K6X40x1lXHvtdaSnp3ukHZrq7uThLVRWVjJkcAJPPxDMxWcHe+ptRD8x58JctiyNYIx29Kk1a1Qlq1lMEgNJII16agklkh9lIprXFJXYuWT0WPSavlekchWeNTc+HYeyk0cWdmwYMLI+sxo/v+7vcp9mSWEjy2mkHnDluBinHdelY1hVI2tYjAMHG5bG9liPdkGRnYT0TACOPcaPpV8mtdnmvc+q+cv9Nezec4CQEM/Md/JoMADw/vvv8+f/u5ztyxLd44dC/Nbc+HRWqx8JJozh2oRuOeY6tQRrQAmLPkpk8njvT/4RQnjWdEsau9lECQXMoPMTCJVSrGcptVSxY7WF1KTunZzX0Xsb4/ehcGKJ1bN//YBW5blLSh2MnJHLcy+8wUUXXeSxdnh8VsSFF17IMZOmc8t9xZ5+K9GHNag6qih316vvDulMA2DRz92zzEgI0bsFaMGEEY0OfZfmH2Wzm3KK+f6TqB4NBMB1I9Q8rJFf6GDd5tZZWG+5r5hJk2dw4YUXerQdHg8GNE3j5Vfe4MuFNr5eJJkJRfvufHsjAP4Eddsxqyintk5x3BTJZS+EL1iQt4kqygkipFXRM6dyUqByqFLl7sdF6gA71Do2qRXsZQs3XBna47lH5sanU/Gbio5ffFeD3rKH2+4v5quFNXz9g52XX3nD43OdeqTIdEJCAv/85/P88S/Xs/knf6IiZbhAtHb8sf7oMdBI3RHtr5RC0zSUUtiwUkYhGWxn6EAjM6dKMCCEr4giju2sZSWLiFJxhBHFNtY0LWMMYbAawy42UE8tgYRgwsxgRvPEfUf23XM0GlUD21hDKBEMZwJbWcMjz7oCluoaJ9fdVszTT79EfHy8x9vi8TkDzZRSnHnmKTjqV/DlmzEyo1u0McACB8jkWE7uUrKQWlXFrywEXClKHU2JiyKJYzCjWZ6f5YnmCiF6IaUUE+NjKSSXYvKwY8OMv3tyIcCJ0/157G9RjBvtnblESimGxfuzH1edg0mcQBUVVFBMDnuJJI6JJ9RgCjqOzz//pkeulz3SMwCu4YLXX3+b0aPS+M+blVx/eVhPvbXoIxJJYz97qKCEGBI6vZ+Zg3f+aQzHj0CCCCVQkxUsQvgaTdOI0ixEYcGubFRTQRhROHCwl8088Z86zj89yKs3pF8trGUve/EnkHFMp5g8drERE34kMIAAQti0vZat297usXb2WM9As59++onTTp3DL1/Fkz6y+4osiL5v2cp6Zp2dy2RmE6yFdWnfNWoxfgSQly9DAkIIF4dD0dCoekUGQadT8f1PdYwcYuKKSaNZw2J06IklkSzddq66OIT/PBnLpm2NHHd6Ht98u4hZs2b1WPt6rGeg2fHHH88dd97DuVc9zJoFSYSHyfwB4ZKW4prF20AdwYR1uP1etYUi8oglkQZzOY1aOQ7HQKlEKIRgbnw6W9XqpjoXcegxUkoBAQRTkBWO2dxzAcJxlgFs5ldqcSUXisVOPa5VTpnadv52SwT33hJBeYWDc6/K58677u3RQAC80DMA4HQ6OfWUk8C2hq/eim21plL4LqUUfvHZpDCUAdqwDrdfqRZRQyV69AwaqOOeWyK49FwpQCSEr5sbn45NWVnCl0QQSwN1GDBQRTkhwTpKdqT12E3De59Vc9UN5VhpbPOaCT+++SiSE44LwOlUnHZZITrzJL7+ZiE6Xc/2Znil70Sn0/He+5+wK8PMA0+WeaMJohfSNI1Jx+jJYCtr1OIOy5DGk4qGhl+Ak/RRZi45R+YICCFcSwwf+Gw9AAMZwRROcvc2fvq6xeOBwNz4dGZbRpFssXPZDQWEEMEdN4YDMHq4iVnH+nHPzRHk7YjnhONcyxkfeLKMXfvMvPvexz0eCICXegaabd26lWlTJ/Lfp8K54Az5Ihdw7V8Kee3dKgASGcgwbdwht3UqJztZTx5ZAGSvSyUxvmcThggheqcESyOVlDGKSaxhMQAvPhbDdX9om/u/O9ntivFJEWSwlUYaSGAA1VRQpZXy56vDePjuyDZluT/4oprrbqvg15VrGTlypEfbdyg9PmegpVGjRvHuex9z0YVnkpZs7BX1ooV3jW0xqbSewyep0mk6rKqBBIuBd16Mk0BACAG47szrWUw9Ne5A4LG/RXksEJgbn45d2cgji/3soYG97tLNuWQwfLCJL59I5LjJbSc4r9nYwLW3FvPBh194LRAALwcDAKeddhrz5/+DMy6/n9XfWeQL3cddf3koDz1dRnGpwz3B5nAaaeSU6f5MlyyDQogW4kjhmBkNzJzqzw1XhhIW6pnJ6lt2NLJRLaeUAsCV38SIiSrKqaCElEQDGxcnt1uWO+eAjTP+UMT99/+DU0891SPt6yyvDhM0U0pxzdWXsmblpyz9IoGQYFlh4MsGTMwk54CDAIKYqs095HaVqpQ1/EQoEZTlR/ZgC4UQvm6WZQh72UY+WfgTRBKDCCGMnWxAF1zNX/8vnFNPCiQl0UBoSNtrWlW1g+lnHGDS1HN45dV3vJ6Ir1cEAwA2m42TTz4RrBv55p1YjEZZYeCrzr4ij18WuJJxHOoDUqFKWMcSFIoE0tifLwGkEKJnjLdEs521AKQxggTSKKeIrawmIcnJl2/FM3LoofPo2GyKUy4tRGcay3ffL8Zg8HonvXdWE7THaDTy6adfk18Sxg13FNFLYhThBSsXhGGl8bCRcimF6DFQnz1IAgEhRI+ZaklmEyuwYWUSJxJIMJtYwQZ+4cQTDKxZkHzYQEApxZ/+WkRhaTiffPp1rwgEoBcFAwAhISEsWLiC75cYue9xWXLoi8orHBRxABtW9qqtOJSj3e2CCceOjdN/n8eva+ux2SR4FEJ4ng4dAbhWvy3nO9azjEbqee2ZWL56K56I8MPfnPztsVIWLjWxYOEKQkJ6T16UXjNM0NKOHTs4dtp47r8tmBuvDvN2c0QPcjoVoxNCyGQ7Vho5jlMwa+1PDixVBWxnLY00EEuipCIWQvSYTdsa+XVtPUMHmZg1zb9TY/7PvVLBg09Xs3zFBoYN6zixWk/qlcEAwMqVK5l94kz++1QEF50lOQh8ydz4dBarz0hiEIO10Yfd1qmcbGAZThwyiVAI0Wu991k1191Wxo+LlzJ58mRvN6eNXjVM0NKUKVP45NMvuebWUj7/7vDrzUX/siBvExoahk6sfN3Hdsop5u6/9do/ZeFDPv2mhmtuLeTND6uorGp/iEv4ns++reHav5Tyyadf9spAAHpxz0CzL774gksuPpePXonldycEers5oofEWWqppYqpzD1s99tqtZhTzrbyzouWHmydEG0VldixjM50P77vLxHMv016q3zddz/WcsG1hbz3/qecccYZ3m7OIfX626kzzzyTV159i/OvKWLRko6T0Ij+4ctv9dRRQxEHDrlNmSrEEVBOWrIkqhLet2WH1f3v6Eg9V1zYeyaHCe9YtKSWC64t4tXX3u7VgQD0gZ6BZm+//TbXX3cF7/w7htPnBHm7OaIHRFuqqKaC8UwnWAtr8/qvaiFpwxv48eNEIiM6t7wwc7+N1CSD1xN8iP5HKcW+bBtGg0ZstL5HS+SK3uerhTVccn0h//nvG1x22WXebk6H+sxf62WXXcbr/3uPi68v5qOvqr3dHNEDdm4LJG2gk5i5v7b7egDB7NqhQ99BHLAv28axp+UQOGAvgyZnMf2MXHIO2DzQYuHLNE1jYKqJ5ESjBAI+7sMvq7n4+mLeePODPhEIQB8KBgDOP/98Pv74C66+uZjX36/0dnOEh0VG6Dnn1CB+WFJHgcppk4gqjeFYaSBy2D6ycw59cf/k62pWrmugocG1/69rG1i/pW1tcSGEOFqvv1/JNbcU8/HHX3Deeed5uzmd1jtSH3XBKaecwldfL+LMM0+hoMjBnX8Oly7ffuyemyOoq1c88/IqdrORoWocsVoilaqMDfzi3u7v/yzj5adj2z3GMeP8SIw3EBaiIynBwBlzgzh9jkxGFUJ0H6UUjzxbzuMv1PL1Nz8wa9YsbzepS/rMnIHf2rRpE3PnHMd5p+r550PR6PUSEPRXSikM8Xvdj/0IRIeOOqoJI4qpJ9Tx4y/1fP4/C3OPl4u8EKJnORyKm+8t5pNvHSxctJwxY8Z4u0ld1meDAYCsrCxOmj2d0UPLefO5OAIC+tSoh+iC+nonaWkNbVYXJDOEQYxiMysopZBLzwviz1eHMXaUud2SoUII0Z3q6pz84c8FbNkVzg8//kJKSoq3m3RE+vTVMzU1lV9XbqCgNJXjzz1AQZHd200SHuLvryM/P4BFHyUwdODBpYS3PFhGPbWMYSqDGcPbH1cz+eQczEl7ee6VCu81WAjR7+UX2jn+nAMUlA1g5aqNfTYQgD4eDABERUXx05J1DB52GpN+l8+WHTIxrD874bgAti1L4cu34jn+WH9uua+EX1nAahZTS+tVJqXlkgFOCOEZm7c3Mul3+QwZcRo//byWyMi+nWCqTw8TtKSU4sEH7+epJ//B2y/GcNpJkovAFxSV2FmzsZG3Pqpi6w4rw4eYuODMIAIDdMya6i9DR0KIbvfVwhp+/39F3Hb7vfztb/P7xST2fhMMNHv//fe5+qrLuWteMHfdJCsNhBBCdI/mFQOPPlvNK6++wUUXXeTtJnWbfhcMAGzcuJHTTzueqePtvPqvWALl7lAIIcRRqK1zctXNhazaYOTLrxYzduxYbzepW/XLq+TYsWNZv2E3B0qHMv30HDKyrB3vJIQQQrQjI8vKcafnkF82jHXrd/W7QAD6aTAAEB0dzc8//8rME69h4pw8vl4kZZCFEEJ0zVcLa5g4J49ZJ17DTz+tIDo62ttN8oh+OUzwW++++y5//OPl3HRNMA/cHikJioQQQhyWw6GY/0Qpz75Szcsvv8nFF1/s7SZ5lE8EAwDbtm3jrDN/R7KljLdeiCUups9lYhZCCNEDCors/P7/CtmfH8EXXy5gxIgR3m6Sx/XbYYLfGjlyJOs3bCfSModxs3NY/Eudt5skhBCil/lxWR3jTswhKn4u6zds94lAAHwoGAAIDg7mgw8+5cGHnufMPxQx//FSHA6f6BgRQghxGA6HYv7jpZx1eREP/eMF3n//E4KDg73drB7jM8MEv7V582bOPWcOcVFVvPV8LMmJxo53EkII0e/sz7Xx+xsLKSgJ4ZNPF/bJQkNHy6d6BloaM2YMGzdlMHjEuYw7MYePv67ueCfRbyml+OzbGh59toz9uTZvN0cI0UM+/rqacSfmMGTkeWzclOGTgQD4cM9ASx9//DFXX/0Hzj/NyNMPRhMU6LMxks+x2xUTkiLJZLu7tsExY82s/C7Zyy0TQnhSTa2TW/5WzCff2nn11Tc599xzvd0kr5KrHnDeeeexdesudmYPYfzs/fy6tt7bTRIe1tDg5L7HSjEn7WUrq9yBgB4DN10b5t3GCSE8asWaesbP3s+u/UPYsmWnzwcCIMGAW1JSEkuXruL6G/7OnAvyuffREqxWn+806bcGDrDx8L/K3Y/HM52xHEve1mQuOSfEiy0TntBfJgqv3djg9ZsVu11x32OlvP953xtatVoV9zxSwtwL87n+hr+zdOkqkpKSvN2sXkGGCdqxZcsWLrn4NIy6Qv73bCyjhpm93STRjQZZDGSygzRGks0uHNg5lpNZmr/X200T3WBufDp1qoZCcimniGoqsdGIHgNBhPDVFwEcO8nfK22bYInBjwCCtNBO7+NUTsooJItdVFACwACGMVAb1Wa7CkooJg8rDVRRTgjhjGQSOk3HgrxNrbd3KkrKHFwyeix6TY9SCoViUf4WAE6yjKaeGqw0olDYsdFAPXlkUUMFgYQwVZsD0ObYvdGWHY1ccVMhdhXLe+9/w6hRozreyYdI5p12jB49mrXrdjP/vnuZfPK/uHteKH/9v3CMRslc2Nf974MqMilkICPR0OHADkAdfe8uR7R2IN/Oxm2NZKhtZLIDPXrCiSGJgZjxx4aVvWzhzMsryF43wGMFzJRSHMi3ExSoo7DYQVaODaXgmkuN5LMcE36MVzOaAhQ9OvRYaSSAYAwYcGCngXo0NCooJZtdNFJPCOGMZgo1VJLJDpzK6d63nhqqqcCGFT8C8CeQIMIoJJdSCrnwHD/WbAwjIc5ATp6dT7+p4Z1PqsgvdKCRhZ8KoJF6nDhJSNdTXRRIHXtRtL5X1KHDiRMAM37sVBuYc0kxF1zrxOFQ2B1g0ENoiI45swK56CzvL82z2RSPPV/OI89WcvO8W7j/gYcwm+UG77ekZ6ADa9as4Q+/P4sAUymv/iuWMSPkj6gvi7CUYaORMUxlJYu45tIQ/nZrBInxsrS0rzneMpQi8qhpuvMv4gAKhQ4dCaQxiFHotdb3O3kqm52sR+EknGgGMRoNjQNkUkkp4UQTRCgBBPPK4gyGDTJ1+iYgc7+N/7xZybMv1NNIQ5vXTZgxYKSOztdJ0dCIJZFkhhBMGJqmoZRiK6upoASFwoQf/gQQRAhRxBPCwdLt+Wo/lZRQSC42DhZsM2IiliQiiKGRBuqpwY8ADBibegOsBBNKICGY8EOHDj16jJipp4atrHH3tujQYcCIhoaGDicOyigCoC5rIGaz90ajN29v5Kp5hdTbonjr7c+ZOHGi19rS20kw0AmNjY3cP/9vPPPMU9x6fRh3zwvHz0+mW/RFoywh7GAdFlLIJ5tbrgvjvr9EEBKs93bTfN72XY1s2m7lxOn+xES17bQsLLbzw9I6Nm+3snJtPb+sdl1wAwhGQyOBAcSQgBFTmyCgpVpVTSkF7GcPDbgykRoxEU4M1ZRTT6172wduj+DeWyMPeawD+Xb+9d9yPv+uln3ZNoKDdITVpBFONE4cTRfqQBQKPwLQaToaVD311GDCjAMHThwYMVNBCTr0GDFiwg8nTvwIwE87+iENp3JQTQVWGjFhJphwdJpnvsOcysEyvsGGldv/L5zjJvtxzFg/YqMNHMi3k1do55ixfh5572YNDU4efqacp1+qYN68v0hvQCdIMNAF69ev58orLqahLov/PBHDjKneGXcUXTM3Pp1daiPmAdlce1koDzzUSBhR+BFAJjsAxVmnBHDvLZGMHSVfGD1NKcUr71Txp9uLm+50zdx1WyAJFgNXXRzCx1/XcP0f7VRSikJhxp8QwonCQjTxmLQj+505lINKStHQCCUCneYKCO3KRj21rGMJN10fyBPz21apm20ZRSE57GIjGhpxJBFBLBHEYNCkl6le1ZLNborIxUoj4Aq4mnsnBjKSOJL5+cAedLruHX5dsqKO6/9ajF/AAF7/37uMHz++W4/fX0kw0EV2u51n/vVP7pt/NxefFcBjf4siPEzuKnuzikoHkcP2oUOPEwcaOmJJZJQ2iQZVTxG55LKPemoZxSQ25pd6u8m9xomWEeSS4e4qXpdThk4HkxIsVFGOCRN6DE1d9VYUCgNG/AgkhDDCtKg2x3QqB3XUUEQeFRRTSxWNNJDAABIZyC42UkMldmzuC0gEMcSQSAwJR3zx7wyHcpBPNgXsp1IrYeGHCTx2wVRKVSG5ZGCloWmM3tV7EEcywxgnAcAhKKVooI5KSmmgDhN+lFFEAfvd25zAOe5eiqOZiFhW7uDOv5fw3ud1PPjAw8y7+RYMBpkW11kSDByhrKws/njt5axfv4KH747gqotDuj3CFd1DKYUl3vWFNJgx7GAdTpwkMpChjEXTNJzKwTbWUkgOt90Qzt/vjOxXE0ZtNsXm7Y2kJhmJjGg/eFVKkXPAzo49Vn5ZVc/y1Q0s+9WKE4d7m2OP8cPPT+PHZfUYMGLHla3RjD9m/AANW4uLZSSx2LDiwAEonDhpoA6FQo+haYw+hAhiCSfaPdYNUKYKKSKPMKKIJbHVa56yUi2ihkrM+PHmy2HMmOLPpNF6cthLCOEEEooJEwEEE0I4wVqYx9vU3yilqKeWPWymmDxCiSCcaK6+owSdDgL8NQanmZg1zR9//46HMpxOxWvvVXH3w2WMHz+N/778BqmpqZ7/QfoZCQaOglKKL7/8kptuvJLY6DqefziGiR4eC+sv7HbFxq2NxETpiYnSe2QOxtz4dOzKRgbbyMG1bHAcx2EmgLX8hB0bEcQwmikYNRNKKbLZRQbbuOz8IP73bFy3t6mnzLIMYTebqKeWYMIoo4h6apsmpCVho5E6arBhxYgJfwKpotx9cXeNoUcTSgSxJKFDTxVlbGctRsykMYIYEprGuXWEaq3H1ZVSZLCNCooJIBg9BvcEM38CCSCIUCIOO7bf0xpVPcv4BoBRTKaOarLYBbi6tZMZ3CMBiS/JVDvIZz8KJ3bsgMKBHSdOIsN1vPZMLKedFHTI/ddsbODGu4ooKgng2edf54wzzpDf0RGSYKAb1NfX8/DDD/HUk49x8dlBPPDXSOLjes+XXG+0aVsD42fntPvaJecE879nY9HrW3+olVKUlDqIbmdy2aGMsYSxjTXux34EMIDhVFBCPtno0RNGNOO049zb5KtstrGGfz4YxU3XhnfxJ/O+nXusTJ1RRQN1RBJHIbk4cWAhBQcOGqjFhB+BBGPASE7TMEBM00z0AILxJ9DnvlRXqx+popzAAA1nXQD11JLKUFIYilEzebt5PkEpRQUlGCesYuW6Bi48K4h3/21ps11egZ35j5fy3mc13Hb7Xdx11z34+8scrqMhwUA32rdvH7fddhMLF3zHzX8M4/b/Cyc4qO+vOlizsYFAf41hg03odBq5eTacTkiMN6DTuZY6deXC4XAoTImHT/Dzw8cJzJjiz/bdVjZvb8Rs1qitU1w1r5DRw02cd1oQZrNGRLie808PIjhI5152lR4fTjBhLNi7D7tdMW6YngJycOJw3/lq6DBhdq+Znqmd7n5vpRR72Mx+9vDCo9Fcf3lY109aD8vNs/HSG5U8/yxUU44fAYxmCqFaBA7l+rlNmNv9PXX199dflah8MtmBQhFICMkMlmGAHmJTVvLJ5gCZ1FJFapKBqy4O5aZrw1p9h1bXOHnihXL+9d8K5sw9mSeffJa0tDQvtrz/kGDAA1auXMnN864ic98e5t8WztWXhPaJ8efmi4JSirnx6e5//8gnrbZrOSsYXBfWCczESgN+BGClgQJyiCCGOJLbXcK0T21nH9sBMLlysuHEQQ2VKFxrsm20Hq9uFkQYjdThbLq8u9qgYcYfPQZqqWq1fSgRRBJHPbXuu+Tm9w0mlBSGEqHFtDkXO1hHgS6LnA0DiIvpvT09J1pG8jOfAxBLEtHEE0O8e3a8EL2JUgorjZRTTCkF1FNLnakUp1Nx5u+CuP7yUI4/1r9VgGqzKV59t5L7nyxn0MAh/POZ15g8ebIXf4r+R4IBD1FK8fnnn3P77TfhtBVy17xw/nB+SK8JCmw2RU2tk4oqJ7+squfVdypZsbaB6Eg9DY2KxkaFrsG1fruOmlYXZSNmbE3LhQ6lOVOZGX/8CHBngwsgiECCCSSEemrZwC/UNyVh0aEnliTMmNHQMGImiFBCCMeBnbqmxCj+WqD7fRpUHeUUY2+atlZDFQaMxJDQFCrYKSaPSkrxI4Bo4oklEX+C0B/mYpmr9pHNLpzmOvavG0BUZO+9sM6wDGI53wEwjd8RoB16jFUIb3AqJ+UUU0gOxeS5byaCCOW0sx1MHOPHJecGExvdOui22RRvfFjFI8+UozfF8uSTz3HmmWdKT5YHSDDgYQ6Hg/fff5/5992K3VrO3Te7ggKTqWf/mFeuq+ek8w8wdKCJcWPMvPVuQ6u7+3CiiSYeG1Z06NGhc8/6NjctK7PSiBUroNyZxpw40KEnmDBiSaKBOjQ0Qginlmpy2EsV5RgxUklp06zy1mlNfyuaeNK1aT1xWlpxKifVlFNOMfvYjpkAhjCG9fnFPd6WjpSWOfjxlzq+XljLB5804MBBAqkMZZx8UYpewaEcFHOAQnJpDC6gqtrJgGQDF58dzPgxfowfbSYlqf0lmVbrwSDAYArngQef5qKLLkKv771BeV8nwUAPaQ4K7p9/K7bGMm65LpwrLw4hKNDzcwrmxqdTpopYz1L3c0kMIowoDBgIJAQ/LcDj7VBKYcNKLVVUU4EOPYFNM81tTUlR66ghjEiitXiPtMGqGpqKrtjdgUwj9exnD+UU4WjKQxBHEkMZ614/7o1CLCdaRlBJGXVUu2f+27FRR427lkIQoUQTTzyprXpMhPCWBlVPDnuoDN1LRaWTqRP9OPmEQE49KZD0kabDBqs1tU5ef6+Kf/6nHKM5ggce/CcXXnihBAE9QIKBHuZwOPj444955OH72J+dwXWXh/Dnq8OOekx6zcYGppzsmp0//7YIHA7IyrGRaDEwe2YAt52Xyi42utd/z+A0TJpvLYNsXiXQHiMmUhhCBDEEEtpmCKEng4GcAzbe/7yav/29GhtW93I8E6YWCX3CiSCmR4I4ITpDKUUmO8hiJ8EhcM2lIVx7WSiD0zpeiVFQZOe5Vyv4zxtVJKcM5K67H+S8886TIKAHSTDgJUoplixZwiMP38+SJcu49Nwgbro2jNHDu55drazcwdeLarlyXmGb15qz7gH4E8ggRhFNgsfykvdmdmVjHUuopqLV8yM5higsHS4f60pAUF7h4J5HStmx24olTs/UCf6cf0bQIYO+j7+uZt61Jqooo44adOiIJYlUhrpy70vXv+jFHMrOChbQSD2pDCWVYRg0Y4efmS07Gnn25Qre+aSGWbOmc+dd9zNz5kz5e/cCCQZ6gW3btvHE4//gvfc+JNAWQSIDiSa+0xfsXLWPnaxv9ZyGDtViTD6aeKKJx4ARA0ZMmNFjQN/0yFc+fA2qnl+aEss06+5Jdw2qjl9ZgAMHsSTSSD2VlAEaI5lInJbcZvtf+NZdbS+IEEKIQEPDgKlbCtUI0V1syuqe/2PHVcehmDz3Kp7xzGizOqclp3JSTB65ZFBrLOPiiy/k9r/ezciRI3vqRxDtkGCgFyktLeWVV17h8YefoLaqjgTSSGAA5g66853KSR6Z7GMH1nZKp8aSRAUlNFLf7v56DAQRQmDTzP1YEvttkhWlFNtZSz7Z6NCRyEBiSWyqJW9sNyiyKSsO7E1FXA3swXW3k8RgArWD9dodyk4FpeSSQRmFTOc095wDm7Kyk/UUkstEjiesRcY+pRS/spA6qtHQWtWQ16FnHMcRrrUtliNET7ErG4Xkkk+2u2BUM9eKIX8MmAgnihSGtvs5alQNHCCTA+wjMCSAv959O9dccw2RkYeuCil6jgQDvZDD4eDbb7/lwb89xPrN64hSFhIYQASxHd7B25WNCkqppoIqytxDAzpNj1M5sWPDSgP72Yu+adVAOSU0UIsCd43yGZx+2KV3fZlSimoqKCKXHDJa5SpwpcptyjtPGEGEupft/ZYREzO1M9yPt6rV7gIs4UQTTyqNNFBHDTVUUk05CsUgRpOqDaX5o6dQ1FDBfvZQSzV2bGho1FPn7t0Zz3QitFhPnhYh2ihQORxgH5WUulIEE0s0CUQQ4yoVjeGwPZhKKcoo5ACZlGj5jB8zgfse+hunnHKKzAfoZSQY6OUyMjL4z0v/4d8vvISjwUm8SiWeVMxH0XV8uIl04CouM5bjfGLowLWcsIIG6rA2XbibVzu0XHrZHgNGJnMSfrgSpJSrYraxhgbq3NtoaOgxNA3GuFIABxFCDVWUUNBuvgYzfhgxY8YPM/74E0gyQ/ptcCZ6J5uysoQvARjMGGJJ7PSE1UZVTx5Z5GlZ6P10/On/rue6669j4MCBnmyyOAoSDPQRNpuNr776isf+8QRr1q8mgmgspBJNfJcvEkopSsininKqKKeeGuqaEv+A64Pv60VZlFJNSYwqacSVk8FKAw3UU08ttVS5J2YGEISFFBqop5xi97I/DR1BhGLANWnQNcbqKoDrxEk8AwglAtAwYiSAIPwJlMyBoleoUuWs5kdCiWQQowgj6rDfCa68Annkk0UZxRwzfhJ33HM7p59+OkajlHju7SQY6INyc3N54403eO6fL1BaWkIsiQQSgpVGzPjhwI4/QVRQ4p7kY25akNZ8wTFhRoe+1Ye7UdWTxS5y2OvOHGjERABBBBPetLTNhAEDGrqmGnS6o+ql6Kuay7DWUEkRBygkBzP+RBJHOFEEE950YW/bhaqUq5Sv3OmL3kwpRS772MUGwNXLlcow/AnEjo1AQgghnBoqKWA/heQSGRnFTbfeyB/+8AcSExO9/BOIrpBgoA9TSrFq1Spe/s/LvPPOu9hs1jZZ/QIJxoQfDdQ3zQs4+OtuLtZjxg8Tfu4xwDqqKaOo0+2IwsJY7dhu+7n6IoeytwmuhOgPylQh61n2m2c1QGHAiNFk5OJLLuKP1/+RSZMmyWegj5JgoJ+w2Wz8+OOPvPbKa3zxxRfo7AbCiSaBAYQSiaZpOJWTemppoLap29uKjUYaacBKPXZs2LE3TajT8CcADV1T53YDDU3FgX5rIKMYoA3r+R9aCNEjXBMBiygilzKKcBjsnHXWmVx59ZWceOKJMgzQD0gw0A81NDSwYMECPnj/Qz7/9HMcNgeRykIksUQQg0nremKjlpzKAWg+mbhICF9hVY2UUUQphZRq+ehNes4++ywuuOgC5s6di5+fb2Uw7e8kGOjn7HY7K1as4JOPP+HDtz+msDyfIMIIJLjjnYUQPqmWamqoIDbcwgWXnce5553LtGnTMBh6bylvcXQkGPAxhYWF/PDDD2RnZ3u7KUKIXiolJYXZs2cTGyu5LXyFBANCCCGEj5NBXyGEEMLHSTAghBBC+DgJBoQQQggfJ8GAEEII4eMkGBBCCCF8nAQDQgghhI+TYEAIIYTwcRIMCCGEED5OggEhhBDCx0kwIIQQQvg4CQaEEEIIHyfBgBBCCOHjJBgQQgghfJwEA0IIIYSPk2BACCGE8HESDAghhBA+ToIBIYQQwsdJMCCEEEL4OAkGhBBCCB8nwYAQQgjh4yQYEEIIIXycBANCCCGEj5NgQAghhPBxEgwIIYQQPk6CASGEEMLHSTAghBBC+DgJBoQQQggfJ8GAEEII4eMkGBBCCCF8nAQDQgghhI+TYEAIIYTwcRIMCCGEED5OggEhhBDCx0kwIIQQQvg4CQaEEEIIHyfBgBBCCOHjJBgQQgghfJwEA0IIIYSPk2BACCGE8HESDAghhBA+ToIBIYQQwsdJMCCEEEL4OAkGhBBCCB8nwYAQQgjh4yQYEEIIIXycBANCCCGEj5NgQAghhPBxEgwIIYQQPk6CASGEEMLHSTAghBBC+DgJBoQQQggfJ8GAEEII4eMM3m5Af9PQ0IDVavV2M4QQot8zmUz4+fl5uxn9ggQD3aihoYFQ/3CsNHi7KUII0e/FxcWRmZkpAUE3kGCgG1mtVqw0cBynYNDMaDoNNNdIjOvfmmvDpn9ruqZRGk0Dne7g65qGpulc2zW/3ryN+zEt9m1x7Ob9NPcGB7dp2l5p2sEBIk1r9b5tX8P1XNOh3Nu0fNxie6UdYl9d07+bHqrmfZtPnuY6L6pFs5u3Obj9b/Ztua2u7etuWnv7t/53y5+p5euH2le1OHyb11o+33LbDo592G3p4LHW4r82r6kO3xdNHWx3m7aoVsdu3r71sQ4+1n7z2LVfy9cPvpPWfGwO7tf8uvs42sFtNWj1uutPWx18vcVruhaPdfx2X9X6dU25tmn5+Df/bv7xmx/rfrPvwcfOpu0PvrdOcwKgd2/rbNoW9Cg092PVtE2Lxzjdx9ZrTvdx9ZoTneZE726XE33LYzftp8d5cHsU+pavg/t11/4t2+n8zbYH99Wj2jzWWr5Xi/OhRzU95uD5APRNj/VoTY+1ptc19380Pa9r+lLSoaHXdOjQqKp2kjIhC6vVKsFAN5BgwAMMGDFoRjStRTDQ4t/N32Jaq8ctggFdZ4KBFq8dLhg4+I3pfty1YEBrdUHv9mCg5QWmm4OBQ11YuzUYaO81Wr/WLcFAR8HBYX7GTgcDLY7t8WCgxQX+cMHAb7f97QW9S8HAb7btajCg4zePOwgGWm9/qGBAtb6AdyIY0LUJBg6+b8tj6TsRDOg1hb7pBOs0zf1vVxs09wXadcFWLR43BwscfKwpd2ByuGBA34lgQN9hMCDT3bqbnFEhhBDCx0kwIIQQQvg4CQaEEEIIHyfBgBBCCOHjJBgQQgghfJwEA0IIIYSPk2BACCGE8HESDAghhBA+ToIBIYQQwsdJMCCEEEL4OAkGhBBCCB8nwYAQQgjh4yQYEEIIIXycBANCCCGEj5MSxh5gxwZKh6Y0muMtrZ36strB2r+ta/A6m8sb/6YMMS1LGHPw3+66sTSVSW7xuPnf6uCxlNaizm57JYxbvdaivK+zxTZNhz7qEsbNJ02j20sYux2mvO9RlzCmnddaPt+VssSH25YOHmst/mvzWidLGLf4kTxewrj5UB2UMEY7XAnj5j/t9ksYqxaPFa59nUdRwrj5x+9sCePmv+6WJYvbljB2lfTVulDCWGtTwhj3+7Yqh9yJEsY6cL/u2r9lO52/2fbgvq4yxK0fay3f6zAljHWdKGHc/B80lzDG/Zpecx2jqtqJ6D4SDHQjpRRBQUH8UvOt67vP4e0WCSFE/xUUFIRSquMNRYckGOhGmqZRU1NDTk4OISEh3m5Or1FVVUVSUpKclxbknLRPzktbck7a13xetJa9gOKISTDgASEhIfKhbYecl7bknLRPzktbck6EJ8kEQiGEEMLHSTAghBBC+DgJBrqR2Wxm/vz5mM1mbzelV5Hz0pack/bJeWlLzkn75Lx0L03JVEwhhBDCp0nPgBBCCOHjJBgQQgghfJwEA0IIIYSPk2BACCGE8HESDHTRiy++yIABA/Dz82PChAksW7bssNsvWbKECRMm4OfnR1paGi+99FIPtbRndeW8fPrpp5x00klER0cTEhLC1KlTWbBgQQ+2tmd09W+l2fLlyzEYDIwdO9azDfSSrp6XxsZG7rnnHlJSUjCbzQwcOJDXXnuth1rbM7p6Tt555x3S09MJCAjAYrFw5ZVXUlpa2kOt9bylS5dy+umnEx8fj6ZpfP755x3u4yvftR6jRKe9//77ymg0qpdffllt375dzZs3TwUGBqrs7Ox2t9+3b58KCAhQ8+bNU9u3b1cvv/yyMhqN6uOPP+7hlntWV8/LvHnz1GOPPaZWr16tdu/ere666y5lNBrV+vXre7jlntPVc9KsoqJCpaWlqTlz5qj09PSeaWwPOpLzcsYZZ6jJkyerRYsWqczMTLVq1Sq1fPnyHmy1Z3X1nCxbtkzpdDr1zDPPqH379qlly5apkSNHqrPOOquHW+453377rbrnnnvUJ598ogD12WefHXZ7X/mu9SQJBrpg0qRJ6vrrr2/13LBhw9Sdd97Z7vZ//etf1bBhw1o9d91116kpU6Z4rI3e0NXz0p4RI0aoBx54oLub5jVHek4uvPBCde+996r58+f3y2Cgq+flu+++U6Ghoaq0tLQnmucVXT0nTzzxhEpLS2v13LPPPqsSExM91kZv6kww4CvftZ4kwwSdZLVaWbduHXPmzGn1/Jw5c1ixYkW7+/z6669ttp87dy5r167FZrN5rK096UjOy285nU6qq6uJiIjwRBN73JGek9dff52MjAzmz5/v6SZ6xZGcly+//JKJEyfy+OOPk5CQwJAhQ7jtttuor6/viSZ73JGck2nTppGbm8u3336LUorCwkI+/vhjTj311J5ocq/kC9+1niaFijqppKQEh8NBbGxsq+djY2MpKChod5+CgoJ2t7fb7ZSUlGCxWDzW3p5yJOflt5566ilqa2u54IILPNHEHnck52TPnj3ceeedLFu2DIOhf34sj+S87Nu3j19++QU/Pz8+++wzSkpKuOGGGygrK+sX8waO5JxMmzaNd955hwsvvJCGhgbsdjtnnHEGzz33XE80uVfyhe9aT5OegS76bblMpdRhS2i2t317z/d1XT0vzd577z3uv/9+PvjgA2JiYjzVPK/o7DlxOBxccsklPPDAAwwZMqSnmuc1XflbcTqdaJrGO++8w6RJkzjllFN4+umn+d///tdvegega+dk+/bt3HTTTdx3332sW7eO77//nszMTK6//vqeaGqv5SvftZ7SP29BPCAqKgq9Xt8mWi8qKmoTkTaLi4trd3uDwUBkZKTH2tqTjuS8NPvggw+4+uqr+eijj5g9e7Ynm9mjunpOqqurWbt2LRs2bODGG28EXBdBpRQGg4GFCxdywgkn9EjbPelI/lYsFgsJCQmEhoa6nxs+fDhKKXJzcxk8eLBH2+xpR3JOHnnkEY499lhuv/12AMaMGUNgYCDTp0/n73//u0/eBfvCd62nSc9AJ5lMJiZMmMCiRYtaPb9o0SKmTZvW7j5Tp05ts/3ChQuZOHEiRqPRY23tSUdyXsDVI3DFFVfw7rvv9ruxzq6ek5CQELZs2cLGjRvd/11//fUMHTqUjRs3Mnny5J5qukcdyd/KscceS15eHjU1Ne7ndu/ejU6nIzEx0aPt7QlHck7q6urQ6Vp/dev1euDg3bCv8YXvWo/z0sTFPql5CdCrr76qtm/frm6++WYVGBiosrKylFJK3Xnnner3v/+9e/vm5S633HKL2r59u3r11Vf75XKXrp6Xd999VxkMBvXCCy+o/Px8938VFRXe+hG6XVfPyW/119UEXT0v1dXVKjExUZ133nlq27ZtasmSJWrw4MHqmmuu8daP0O26ek5ef/11ZTAY1IsvvqgyMjLUL7/8oiZOnKgmTZrkrR+h21VXV6sNGzaoDRs2KEA9/fTTasOGDe7llr76XetJEgx00QsvvKBSUlKUyWRS48ePV0uWLHG/dvnll6uZM2e22v7nn39W48aNUyaTSaWmpqp///vfPdzintGV8zJz5kwFtPnv8ssv7/mGe1BX/1Za6q/BgFJdPy87duxQs2fPVv7+/ioxMVHdeuutqq6urodb7VldPSfPPvusGjFihPL391cWi0VdeumlKjc3t4db7Tk//fTTYb8jfPm71lOkhLEQQgjh42TOgBBCCOHjJBgQQgghfJwEA0IIIYSPk2BACCGE8HESDAghhBA+ToIBIYQQwsdJMCCEEEL4OAkGhBBCCB8nwYAQvdSsWbO4+eabPfoe999/P2PHjm3zXGxsLJqm8fnnn3v0/YUQvYNULRRCuO3YsYMHHniAzz77jClTphAeHu7tJgkheoAEA0IIt4yMDADOPPPMQ9aBt1qtmEymnmyWEMLDZJhAiD7g7bffZuLEiQQHBxMXF8cll1xCUVGR+/Wff/4ZTdP48ccfmThxIgEBAUybNo1du3a1Os6jjz5KbGwswcHBXH311TQ0NLhfu//++zn99NMB0Ol07mDgiiuu4KyzzuKRRx4hPj6eIUOGdKpNANu2bePUU08lJCSE4OBgpk+f7g44hBC9hwQDQvQBVquVhx56iE2bNvH555+TmZnJFVdc0Wa7e+65h6eeeoq1a9diMBi46qqr3K99+OGHzJ8/n3/84x+sXbsWi8XCiy++6H79tttu4/XXXwcgPz+f/Px892s//vgjO3bsYNGiRXz99dedatOBAweYMWMGfn5+LF68mHXr1nHVVVdht9u7+ewIIY6at8smCiHaN3PmTDVv3rx2X1u9erUCVHV1tVLqYMnXH374wb3NN998owBVX1+vlFJq6tSp6vrrr291nMmTJ7cqlfzZZ5+p334tXH755So2NlY1NjYetr2/bdNdd92lBgwYoKxWa6d+XiGE90jPgBB9wIYNGzjzzDNJSUkhODiYWbNmAbB///5W240ZM8b9b4vFAuDuut+xYwdTp05ttf1vHx/K6NGj28wT6KhNGzduZPr06RiNxs79kEIIr5FgQIherra2ljlz5hAUFMTbb7/NmjVr+OyzzwBXV31LLS+8zWP+TqfzqNsQGBjY5Tb5+/sf9fsKIXqGBANC9HI7d+6kpKSERx99lOnTpzNs2LA2E/U6Y/jw4axcubLVc7993J1tGjNmDMuWLcNmsx3Rewgheo4EA0L0csnJyZhMJp577jn27dvHl19+yUMPPdTl48ybN4/XXnuN1157jd27dzN//ny2bdvmsTbdeOONVFVVcdFFF7F27Vr27NnDW2+91WaFgxDC+yQYEKKXi46O5n//+x8fffQRI0aM4NFHH+XJJ5/s8nEuvPBC7rvvPu644w4mTJhAdnY2f/rTnzzWpsjISBYvXkxNTQ0zZ85kwoQJvPzyyzKHQIheSFNKKW83QgghhBDeIz0DQgghhI+TYEAIIYTwcRIMCCGEED5OggEhhBDCx0kwIIQQQvg4CQaEEEIIHyfBgBBCCOHjJBgQQgghfJwEA0IIIYSPk2BACCGE8HESDAghhBA+7v8BLE79aVyEIfMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "land_mask = land_sea_mask.where(land_sea_mask >= 0.8).notnull()\n",
    "file_handler.save_dataset_to_netcdf(land_mask, 'land_mask_ACCESS-ESM1-5.nc', '/nird/home/johannef/Masterthesis_S23 DataFiles/masks')\n",
    "plot_on_map(land_mask.landfrac, title='Land mask (landfracture >= 0.8)', \n",
    "              v_min=0,\n",
    "              v_max=1)\n",
    "\n",
    "sea_mask = land_sea_mask.where(land_sea_mask <= 0.2).notnull()\n",
    "file_handler.save_dataset_to_netcdf(sea_mask, 'sea_mask_ACCESS-ESM1-5.nc', '/nird/home/johannef/Masterthesis_S23 DataFiles/masks')\n",
    "plot_on_map(sea_mask.landfrac, title='Sea mask (landfracture <= 0.2)',\n",
    "              v_min=0,\n",
    "              v_max=1)\n",
    "\n",
    "ommitted = land_sea_mask.where(land_sea_mask > 0.2) \n",
    "ommitted = ommitted.where(ommitted < 0.8)\n",
    "plot_on_map(ommitted.landfrac, title='Ommitted (0.2 < landfracture < 0.8)',\n",
    "              v_min=0,\n",
    "              v_max=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The masks are ready to be applied to the test file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;landfrac&#x27; (lat: 145, lon: 192)&gt;\n",
       "array([[ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       ...,\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n",
       "  * lat      (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n",
       "    height   float64 2.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'landfrac'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 145</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-7797f46a-5d20-42ea-95d1-868e649ade52' class='xr-array-in' type='checkbox' checked><label for='section-7797f46a-5d20-42ea-95d1-868e649ade52' 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>True True True True True True ... False False False False False False</span></div><div class='xr-array-data'><pre>array([[ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       ...,\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False]])</pre></div></div></li><li class='xr-section-item'><input id='section-8c765750-9c2c-4c1f-b4bc-114495cb47b8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8c765750-9c2c-4c1f-b4bc-114495cb47b8' 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'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.2 358.1</div><input id='attrs-6fdac27a-2dcb-4386-ba76-a5b9e668a4c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6fdac27a-2dcb-4386-ba76-a5b9e668a4c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9bea88d-318f-4e67-b8f6-7f7e368ac081' class='xr-var-data-in' type='checkbox'><label for='data-d9bea88d-318f-4e67-b8f6-7f7e368ac081' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd></dl></div><div class='xr-var-data'><pre>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])</pre></div></li><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'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-c0a9f1d1-0f34-4986-8c14-fa08aabcdb43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c0a9f1d1-0f34-4986-8c14-fa08aabcdb43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc080854-7b9c-4d0a-bdd8-0970d7091507' class='xr-var-data-in' type='checkbox'><label for='data-bc080854-7b9c-4d0a-bdd8-0970d7091507' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
       "       -78.75, -77.5 , -76.25, -75.  , -73.75, -72.5 , -71.25, -70.  , -68.75,\n",
       "       -67.5 , -66.25, -65.  , -63.75, -62.5 , -61.25, -60.  , -58.75, -57.5 ,\n",
       "       -56.25, -55.  , -53.75, -52.5 , -51.25, -50.  , -48.75, -47.5 , -46.25,\n",
       "       -45.  , -43.75, -42.5 , -41.25, -40.  , -38.75, -37.5 , -36.25, -35.  ,\n",
       "       -33.75, -32.5 , -31.25, -30.  , -28.75, -27.5 , -26.25, -25.  , -23.75,\n",
       "       -22.5 , -21.25, -20.  , -18.75, -17.5 , -16.25, -15.  , -13.75, -12.5 ,\n",
       "       -11.25, -10.  ,  -8.75,  -7.5 ,  -6.25,  -5.  ,  -3.75,  -2.5 ,  -1.25,\n",
       "         0.  ,   1.25,   2.5 ,   3.75,   5.  ,   6.25,   7.5 ,   8.75,  10.  ,\n",
       "        11.25,  12.5 ,  13.75,  15.  ,  16.25,  17.5 ,  18.75,  20.  ,  21.25,\n",
       "        22.5 ,  23.75,  25.  ,  26.25,  27.5 ,  28.75,  30.  ,  31.25,  32.5 ,\n",
       "        33.75,  35.  ,  36.25,  37.5 ,  38.75,  40.  ,  41.25,  42.5 ,  43.75,\n",
       "        45.  ,  46.25,  47.5 ,  48.75,  50.  ,  51.25,  52.5 ,  53.75,  55.  ,\n",
       "        56.25,  57.5 ,  58.75,  60.  ,  61.25,  62.5 ,  63.75,  65.  ,  66.25,\n",
       "        67.5 ,  68.75,  70.  ,  71.25,  72.5 ,  73.75,  75.  ,  76.25,  77.5 ,\n",
       "        78.75,  80.  ,  81.25,  82.5 ,  83.75,  85.  ,  86.25,  87.5 ,  88.75,\n",
       "        90.  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0</div><input id='attrs-da26d2fc-c405-466a-ba91-c7c6ad11ffea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da26d2fc-c405-466a-ba91-c7c6ad11ffea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e4a585e-de10-4b51-9683-1efc8e414deb' class='xr-var-data-in' type='checkbox'><label for='data-5e4a585e-de10-4b51-9683-1efc8e414deb' 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>standard_name :</span></dt><dd>height</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cb080831-e9b7-425e-8c12-4d8577ac7dd6' class='xr-section-summary-in' type='checkbox'  ><label for='section-cb080831-e9b7-425e-8c12-4d8577ac7dd6' class='xr-section-summary' >Indexes: <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-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5bef09a1-a2f9-457f-a745-f7435759bc70' class='xr-index-data-in' type='checkbox'/><label for='index-5bef09a1-a2f9-457f-a745-f7435759bc70' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([    0.0,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
       "          15.0,  16.875,\n",
       "       ...\n",
       "        341.25, 343.125,   345.0, 346.875,  348.75, 350.625,   352.5, 354.375,\n",
       "        356.25, 358.125],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-32ea0ffb-fdb3-40f7-8b4c-382f2d98425a' class='xr-index-data-in' type='checkbox'/><label for='index-32ea0ffb-fdb3-40f7-8b4c-382f2d98425a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
       "       -78.75,\n",
       "       ...\n",
       "        78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,  88.75,\n",
       "         90.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d02daea9-0655-4bba-86de-1f2bbd3f293d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d02daea9-0655-4bba-86de-1f2bbd3f293d' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'landfrac' (lat: 145, lon: 192)>\n",
       "array([[ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       ...,\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n",
       "  * lat      (lat) float64 -90.0 -88.75 -87.5 -86.25 ... 86.25 87.5 88.75 90.0\n",
       "    height   float64 2.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "land_mask.landfrac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "land_masked_test_file =  test_file.isel(time=0).where(land_mask['landfrac'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "land_as_celsius = preprocesser.covert_from_K_to_C(land_masked_test_file, 'tas')\n",
    "plot_on_map(land_as_celsius.tas, \n",
    "              cmap='RdBu_r',\n",
    "              title='Near surface air temperature for land_masked_test_file at time step 0')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we have usable masks for land and sea contrasting. "
   ]
  }
 ],
 "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}