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   "source": [
    "Before proceeding, make sure to refer to `README.md` to download the dataset."
   ]
  },
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   "source": [
    "import os\n",
    "\n",
    "from pathlib import Path\n",
    "import torch\n",
    "import xarray as xr\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e12ba11-6ec4-4761-8448-a1917ebd866d",
   "metadata": {},
   "source": [
    "## Inspect IGRA dataset\n",
    "\n",
    "Source: https://cds.climate.copernicus.eu/datasets/insitu-observations-igra-baseline-network?tab=overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bc132df2-fd84-4fa4-a7f7-af5b775ed7dc",
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   "outputs": [],
   "source": [
    "# List of IGRA variables\n",
    "IGRA_VARS = ['air_temperature', 'relative_humidity', 'wind_speed', 'geopotential_height', 'air_dewpoint_depression']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d43dd809-a2c5-431b-b3d0-f359eeeea8d6",
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     "data": {
      "text/plain": [
       "[PosixPath('igra/igra_full_0.25deg_20110101.nc'),\n",
       " PosixPath('igra/igra_full_0.25deg_20110102.nc'),\n",
       " PosixPath('igra/igra_full_0.25deg_20110103.nc'),\n",
       " PosixPath('igra/igra_full_0.25deg_20110104.nc'),\n",
       " PosixPath('igra/igra_full_0.25deg_20110105.nc')]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "data_dir = Path('.') / 'igra'\n",
    "file_paths = [data_dir / file for file in os.listdir(data_dir)]\n",
    "file_paths.sort()\n",
    "\n",
    "file_paths[:5] # Each file represents daily observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "646350d1-628d-496b-b435-3311ab209c1f",
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     "name": "stderr",
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     "text": [
      "/burg/glab/users/jn2808/.conda/envs/bench/lib/python3.9/site-packages/gribapi/__init__.py:23: UserWarning: ecCodes 2.31.0 or higher is recommended. You are running version 2.30.0\n",
      "  warnings.warn(\n"
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                  (lat: 720, lon: 1440, time: 4)\n",
       "Coordinates:\n",
       "  * lat                      (lat) float64 -89.88 -89.62 -89.38 ... 89.62 89.88\n",
       "  * lon                      (lon) float64 -179.9 -179.6 -179.4 ... 179.6 179.9\n",
       "  * time                     (time) datetime64[ns] 2011-01-01 ... 2011-01-01T...\n",
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       "    relative_humidity        (lat, lon, time) float64 ...\n",
       "    wind_speed               (lat, lon, time) float64 ...\n",
       "    geopotential_height      (lat, lon, time) float64 ...\n",
       "    air_dewpoint_depression  (lat, lon, time) float64 ...</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-66efe159-2169-43ca-891a-7ac109166d40' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-66efe159-2169-43ca-891a-7ac109166d40' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 720</li><li><span class='xr-has-index'>lon</span>: 1440</li><li><span class='xr-has-index'>time</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5b72b050-bff8-4282-a727-b81ce38850f3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5b72b050-bff8-4282-a727-b81ce38850f3' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.88 -89.62 ... 89.62 89.88</div><input id='attrs-c70d651c-8f83-497a-bfd4-e9dcacb30dd0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c70d651c-8f83-497a-bfd4-e9dcacb30dd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2dc38f55-c7c3-43d5-b34f-2679766d88bd' class='xr-var-data-in' type='checkbox'><label for='data-2dc38f55-c7c3-43d5-b34f-2679766d88bd' 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>array([-89.875, -89.625, -89.375, ...,  89.375,  89.625,  89.875])</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'>-179.9 -179.6 ... 179.6 179.9</div><input id='attrs-782a0fd7-8085-4c3e-ab94-e995da7039c8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-782a0fd7-8085-4c3e-ab94-e995da7039c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bee49cb-6b7b-4c5c-9727-a8dc53d7cbb0' class='xr-var-data-in' type='checkbox'><label for='data-8bee49cb-6b7b-4c5c-9727-a8dc53d7cbb0' 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>array([-179.875, -179.625, -179.375, ...,  179.375,  179.625,  179.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2011-01-01 ... 2011-01-01T18:00:00</div><input id='attrs-2f909c8d-ee2b-48bc-840b-d25a162a1cd3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2f909c8d-ee2b-48bc-840b-d25a162a1cd3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d29cc7af-985d-4148-9054-86078588ea8f' class='xr-var-data-in' type='checkbox'><label for='data-d29cc7af-985d-4148-9054-86078588ea8f' 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>array([&#x27;2011-01-01T00:00:00.000000000&#x27;, &#x27;2011-01-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2011-01-01T12:00:00.000000000&#x27;, &#x27;2011-01-01T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-af188701-aef4-42f6-9c6a-41e308a36e21' class='xr-section-summary-in' type='checkbox'  checked><label for='section-af188701-aef4-42f6-9c6a-41e308a36e21' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>air_temperature</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2e4c8d68-330b-4a7f-8d3c-69dcef1fa874' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2e4c8d68-330b-4a7f-8d3c-69dcef1fa874' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b550608-fa2b-4e19-aa24-04d685da2b92' class='xr-var-data-in' type='checkbox'><label for='data-1b550608-fa2b-4e19-aa24-04d685da2b92' 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>[4147200 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>relative_humidity</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0985bcb9-2280-4017-8e12-117e1bbecb7b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0985bcb9-2280-4017-8e12-117e1bbecb7b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d89ed5e9-48b7-4a07-8857-9613b1b34bc5' class='xr-var-data-in' type='checkbox'><label for='data-d89ed5e9-48b7-4a07-8857-9613b1b34bc5' 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>[4147200 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_speed</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f61cf4a5-c602-46ed-84c4-22f39ea3c563' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f61cf4a5-c602-46ed-84c4-22f39ea3c563' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76602dd9-bb74-40f1-8446-3899c7a845f7' class='xr-var-data-in' type='checkbox'><label for='data-76602dd9-bb74-40f1-8446-3899c7a845f7' 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>[4147200 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geopotential_height</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-dbe45733-8f1b-400c-a5ca-11908ec98f8a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dbe45733-8f1b-400c-a5ca-11908ec98f8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21da7bec-847b-490e-a8c1-653a927aaaa6' class='xr-var-data-in' type='checkbox'><label for='data-21da7bec-847b-490e-a8c1-653a927aaaa6' 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>[4147200 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_dewpoint_depression</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e3547ff7-40b8-40d0-9b80-0be504e15a31' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3547ff7-40b8-40d0-9b80-0be504e15a31' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5cb63367-7df6-4273-9192-0081d0034f2c' class='xr-var-data-in' type='checkbox'><label for='data-5cb63367-7df6-4273-9192-0081d0034f2c' 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>[4147200 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2dc12e49-3d01-4c49-9e8c-660c0fc3686e' class='xr-section-summary-in' type='checkbox'  ><label for='section-2dc12e49-3d01-4c49-9e8c-660c0fc3686e' 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>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-23808821-11ab-4b15-a21e-8aad45d3a514' class='xr-index-data-in' type='checkbox'/><label for='index-23808821-11ab-4b15-a21e-8aad45d3a514' 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([-89.875, -89.625, -89.375, -89.125, -88.875, -88.625, -88.375, -88.125,\n",
       "       -87.875, -87.625,\n",
       "       ...\n",
       "        87.625,  87.875,  88.125,  88.375,  88.625,  88.875,  89.125,  89.375,\n",
       "        89.625,  89.875],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=720))</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-4b366546-11a6-48f5-9f58-ef0cc8433582' class='xr-index-data-in' type='checkbox'/><label for='index-4b366546-11a6-48f5-9f58-ef0cc8433582' 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([-179.875, -179.625, -179.375, -179.125, -178.875, -178.625, -178.375,\n",
       "       -178.125, -177.875, -177.625,\n",
       "       ...\n",
       "        177.625,  177.875,  178.125,  178.375,  178.625,  178.875,  179.125,\n",
       "        179.375,  179.625,  179.875],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=1440))</pre></div></li><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-f2f8afe5-2ec7-4201-a3d3-9db58c1288bb' class='xr-index-data-in' type='checkbox'/><label for='index-f2f8afe5-2ec7-4201-a3d3-9db58c1288bb' 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;2011-01-01 00:00:00&#x27;, &#x27;2011-01-01 06:00:00&#x27;,\n",
       "               &#x27;2011-01-01 12:00:00&#x27;, &#x27;2011-01-01 18:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4e361286-d5f2-4863-af30-80cecfe3b540' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4e361286-d5f2-4863-af30-80cecfe3b540' 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.Dataset>\n",
       "Dimensions:                  (lat: 720, lon: 1440, time: 4)\n",
       "Coordinates:\n",
       "  * lat                      (lat) float64 -89.88 -89.62 -89.38 ... 89.62 89.88\n",
       "  * lon                      (lon) float64 -179.9 -179.6 -179.4 ... 179.6 179.9\n",
       "  * time                     (time) datetime64[ns] 2011-01-01 ... 2011-01-01T...\n",
       "Data variables:\n",
       "    air_temperature          (lat, lon, time) float64 ...\n",
       "    relative_humidity        (lat, lon, time) float64 ...\n",
       "    wind_speed               (lat, lon, time) float64 ...\n",
       "    geopotential_height      (lat, lon, time) float64 ...\n",
       "    air_dewpoint_depression  (lat, lon, time) float64 ..."
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Opening a sample dataset\n",
    "igra_ds = xr.open_dataset(file_paths[0])\n",
    "\n",
    "# Each data variable has latitude, longitude, and 6-hourly timestep (total of 4 per day; at 00:00, 06:00, 12:00, 18:00)\n",
    "igra_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4381b01b-9473-4289-94b0-96a5da5f667d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting IGRA dataset\n",
    "igra_ds = xr.open_dataset(file_paths[0])\n",
    "\n",
    "for i, igra_var in enumerate(IGRA_VARS):\n",
    "    f, ax = plt.subplots(figsize=(6,2))\n",
    "    igra_ds[IGRA_VARS][igra_var].isel(time=0).plot(ax=ax)\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40c7af28-bee1-40a2-8a93-406848881911",
   "metadata": {},
   "source": [
    "## Inspect CLARA dataset\n",
    "\n",
    "Source: https://cds.climate.copernicus.eu/datasets/satellite-cloud-properties?tab=overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "942b3e4e-ff29-4ff6-8576-a4baaddfa13f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# List of CLARA variables\n",
    "CLARA_VARS_D = {\n",
    "    'CFC': ['cfc'],\n",
    "    'CTO': ['ctt', 'cth', 'ctp'],\n",
    "    'IWP': ['iwp', 'cot_ice', 'cre_ice'],\n",
    "    'LWP': ['lwp', 'cot_liq', 'cre_liq']\n",
    "}\n",
    "\n",
    "CLARA_VARS = [value for values_list in CLARA_VARS_D.values() for value in values_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "08de778a-daba-4556-a604-6416209da84e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('clara/clara_full_0.25deg_20110101.nc'),\n",
       " PosixPath('clara/clara_full_0.25deg_20110102.nc'),\n",
       " PosixPath('clara/clara_full_0.25deg_20110103.nc'),\n",
       " PosixPath('clara/clara_full_0.25deg_20110104.nc'),\n",
       " PosixPath('clara/clara_full_0.25deg_20110105.nc')]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dir = Path('.') / 'clara'\n",
    "file_paths = [data_dir / file for file in os.listdir(data_dir)]\n",
    "file_paths.sort()\n",
    "\n",
    "file_paths[:5] # Each file represents daily observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b3d0ad2a-dbd6-4932-a7f0-def4f5a51b5f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lat: 720, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "    time     datetime64[ns] ...\n",
       "Data variables:\n",
       "    cfc      (lat, lon) float64 ...\n",
       "    ctt      (lat, lon) float64 ...\n",
       "    cth      (lat, lon) float64 ...\n",
       "    ctp      (lat, lon) float64 ...\n",
       "    iwp      (lat, lon) float64 ...\n",
       "    cot_ice  (lat, lon) float64 ...\n",
       "    cre_ice  (lat, lon) float64 ...\n",
       "    lwp      (lat, lon) float64 ...\n",
       "    cot_liq  (lat, lon) float64 ...\n",
       "    cre_liq  (lat, lon) float64 ...\n",
       "Attributes: (12/37)\n",
       "    title:                      CM SAF cLoud, Albedo and RAdiation dataset, A...\n",
       "    summary:                    This file contains AVHRR-based Thematic Clima...\n",
       "    id:                         DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003\n",
       "    product_version:            3.0\n",
       "    creator_name:               DE/DWD\n",
       "    creator_email:              contact.cmsaf@dwd.de\n",
       "    ...                         ...\n",
       "    CMSAF_platform_and_orbits:  Metop-A=15; NOAA-15=14; NOAA-16=15; NOAA-18=1...\n",
       "    CMSAF_L1_processor:         PyGAC, level1c4pps\n",
       "    CMSAF_L2_processor:         PPSv2018-patch5\n",
       "    CMSAF_L3_processor:         CMSAFGACL3_V3.0\n",
       "    variable_id:                cfc\n",
       "    license:                    The CM SAF data are owned by EUMETSAT and are...</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-047dd916-a797-4c23-843b-87e9b6c7560a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-047dd916-a797-4c23-843b-87e9b6c7560a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 720</li><li><span class='xr-has-index'>lon</span>: 1440</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-eb978680-6302-48bb-8a30-bbaf3292c689' class='xr-section-summary-in' type='checkbox'  checked><label for='section-eb978680-6302-48bb-8a30-bbaf3292c689' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-89.88 -89.62 ... 89.62 89.88</div><input id='attrs-497d83c9-9366-4ef2-bb1e-cba2cdf49d69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-497d83c9-9366-4ef2-bb1e-cba2cdf49d69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-035aa3e5-f749-4442-b076-1b8341d9361c' class='xr-var-data-in' type='checkbox'><label for='data-035aa3e5-f749-4442-b076-1b8341d9361c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.875, -89.625, -89.375, ...,  89.375,  89.625,  89.875],\n",
       "      dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.6 ... 179.6 179.9</div><input id='attrs-33abd488-bfb4-4e1b-8628-d460378e0478' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33abd488-bfb4-4e1b-8628-d460378e0478' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98aa7288-aa89-49cf-94c5-53bbd39451f1' class='xr-var-data-in' type='checkbox'><label for='data-98aa7288-aa89-49cf-94c5-53bbd39451f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-179.875, -179.625, -179.375, ...,  179.375,  179.625,  179.875],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-56c0d189-f0b5-4e70-a643-a7dad5f3cf0a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56c0d189-f0b5-4e70-a643-a7dad5f3cf0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79119d90-4307-4e8a-9833-46925fe71e78' class='xr-var-data-in' type='checkbox'><label for='data-79119d90-4307-4e8a-9833-46925fe71e78' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8f269c7e-63e1-4161-9b23-ac7e76015e92' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8f269c7e-63e1-4161-9b23-ac7e76015e92' class='xr-section-summary' >Data variables: <span>(10)</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>cfc</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-35748495-8bcd-44f4-b22f-3295be144e20' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35748495-8bcd-44f4-b22f-3295be144e20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-785847d4-946c-4775-98de-bf60757ee830' class='xr-var-data-in' type='checkbox'><label for='data-785847d4-946c-4775-98de-bf60757ee830' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud fraction</dd><dt><span>standard_name :</span></dt><dd>cloud_area_fraction</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>100</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctt</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-536ce465-3af3-40cd-b423-9f5fe5aea2a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-536ce465-3af3-40cd-b423-9f5fe5aea2a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab6cc9bd-e550-4090-a0b6-2fa8173739db' class='xr-var-data-in' type='checkbox'><label for='data-ab6cc9bd-e550-4090-a0b6-2fa8173739db' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud top temperature</dd><dt><span>standard_name :</span></dt><dd>air_temperature_at_cloud_top</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>4000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cth</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c83aadff-b15a-4cd3-addb-86718db715cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c83aadff-b15a-4cd3-addb-86718db715cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5ac362b-9546-4d4d-9bef-3d45776cb9b0' class='xr-var-data-in' type='checkbox'><label for='data-c5ac362b-9546-4d4d-9bef-3d45776cb9b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud top height</dd><dt><span>standard_name :</span></dt><dd>cloud_top_altitude</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>20000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctp</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b6f292e7-f4c0-4e44-a436-f6f47cb3a37f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b6f292e7-f4c0-4e44-a436-f6f47cb3a37f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e15676c-3611-43c0-9caa-2df8a8f50352' class='xr-var-data-in' type='checkbox'><label for='data-3e15676c-3611-43c0-9caa-2df8a8f50352' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud top pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_cloud_top</dd><dt><span>units :</span></dt><dd>hPa</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>11000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>iwp</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ab006dc1-1250-415f-8a2f-4da85b3cb6bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab006dc1-1250-415f-8a2f-4da85b3cb6bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29dfb662-d13b-4765-9ee0-227f6f0be024' class='xr-var-data-in' type='checkbox'><label for='data-29dfb662-d13b-4765-9ee0-227f6f0be024' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud ice water path</dd><dt><span>standard_name :</span></dt><dd>atmosphere_mass_content_of_cloud_ice</dd><dt><span>units :</span></dt><dd>kg/m2</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>10000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cot_ice</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-009cd39d-2cb5-43ce-bf7b-f3231b311f4f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-009cd39d-2cb5-43ce-bf7b-f3231b311f4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d94c510a-9126-45b0-8ab2-343dce213d62' class='xr-var-data-in' type='checkbox'><label for='data-d94c510a-9126-45b0-8ab2-343dce213d62' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ice cloud optical thickness</dd><dt><span>standard_name :</span></dt><dd>atmosphere_optical_thickness_due_to_cloud</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>15000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cre_ice</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c80ea499-5c70-4080-b38b-60e1414738a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c80ea499-5c70-4080-b38b-60e1414738a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6cb61a0-9adc-4332-b595-dfb832ae9ca3' class='xr-var-data-in' type='checkbox'><label for='data-e6cb61a0-9adc-4332-b595-dfb832ae9ca3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>effective radius of ice particles</dd><dt><span>standard_name :</span></dt><dd>effective_radius_of_cloud_condensed_water_particles_at_cloud_top</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>8000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwp</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d5be2fc4-9746-4448-b808-2575d45eb902' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5be2fc4-9746-4448-b808-2575d45eb902' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c20241eb-d3b5-4ffb-82b7-e35b938623a0' class='xr-var-data-in' type='checkbox'><label for='data-c20241eb-d3b5-4ffb-82b7-e35b938623a0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud liquid water path</dd><dt><span>standard_name :</span></dt><dd>atmosphere_mass_content_of_cloud_liquid_water</dd><dt><span>units :</span></dt><dd>kg/m2</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>10000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cot_liq</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-dc290393-9e73-4b23-bafa-490cc55ed7af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc290393-9e73-4b23-bafa-490cc55ed7af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5cbdfc1-da02-493c-a634-8fb9010bb7c9' class='xr-var-data-in' type='checkbox'><label for='data-b5cbdfc1-da02-493c-a634-8fb9010bb7c9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>water cloud optical thickness</dd><dt><span>standard_name :</span></dt><dd>atmosphere_optical_thickness_due_to_cloud</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>15000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cre_liq</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-14e31b90-941c-4459-8ed9-3f96f7aab777' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-14e31b90-941c-4459-8ed9-3f96f7aab777' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4fe7a140-fd3e-4ee6-88d2-0cd939e27223' class='xr-var-data-in' type='checkbox'><label for='data-4fe7a140-fd3e-4ee6-88d2-0cd939e27223' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>effective radius of liquid droplets</dd><dt><span>standard_name :</span></dt><dd>effective_radius_of_cloud_liquid_water_particle_at_liquid_water_cloud_top</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>8000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-31606dde-1b06-4fd4-a0d5-d60d2fe55b1c' class='xr-section-summary-in' type='checkbox'  ><label for='section-31606dde-1b06-4fd4-a0d5-d60d2fe55b1c' 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>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5f0da615-e019-46fb-85a9-4930cf2aeabd' class='xr-index-data-in' type='checkbox'/><label for='index-5f0da615-e019-46fb-85a9-4930cf2aeabd' 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([-89.875, -89.625, -89.375, -89.125, -88.875, -88.625, -88.375, -88.125,\n",
       "       -87.875, -87.625,\n",
       "       ...\n",
       "        87.625,  87.875,  88.125,  88.375,  88.625,  88.875,  89.125,  89.375,\n",
       "        89.625,  89.875],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=720))</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-dc424da6-d665-495c-b0ab-06165bf8a6d0' class='xr-index-data-in' type='checkbox'/><label for='index-dc424da6-d665-495c-b0ab-06165bf8a6d0' 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([-179.875, -179.625, -179.375, -179.125, -178.875, -178.625, -178.375,\n",
       "       -178.125, -177.875, -177.625,\n",
       "       ...\n",
       "        177.625,  177.875,  178.125,  178.375,  178.625,  178.875,  179.125,\n",
       "        179.375,  179.625,  179.875],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1440))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-76493f62-a0ee-4d09-bb11-3d88e66f2dfa' class='xr-section-summary-in' type='checkbox'  ><label for='section-76493f62-a0ee-4d09-bb11-3d88e66f2dfa' class='xr-section-summary' >Attributes: <span>(37)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>CM SAF cLoud, Albedo and RAdiation dataset, AVHRR-based, edition 3 (CLARA-A3)</dd><dt><span>summary :</span></dt><dd>This file contains AVHRR-based Thematic Climate Data Records (TCDR) produced by the Satellite Application Facility on Climate Monitoring (CM SAF)</dd><dt><span>id :</span></dt><dd>DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003</dd><dt><span>product_version :</span></dt><dd>3.0</dd><dt><span>creator_name :</span></dt><dd>DE/DWD</dd><dt><span>creator_email :</span></dt><dd>contact.cmsaf@dwd.de</dd><dt><span>creator_url :</span></dt><dd>http://www.cmsaf.eu/</dd><dt><span>institution :</span></dt><dd>EUMETSAT/CMSAF</dd><dt><span>project :</span></dt><dd>Satellite Application Facility on Climate Monitoring (CM SAF)</dd><dt><span>references :</span></dt><dd>https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003</dd><dt><span>keywords_vocabulary :</span></dt><dd>GCMD Science Keywords, Version 9.1.5</dd><dt><span>keywords :</span></dt><dd>EARTH SCIENCE &gt; ATMOSPHERE &gt; CLOUDS &gt; CLOUD PROPERTIES &gt; CLOUD FRACTION</dd><dt><span>Conventions :</span></dt><dd>CF-1.7,ACDD-1.3</dd><dt><span>standard_name_vocabulary :</span></dt><dd>Standard Name Table (v70, 10 December 2019)</dd><dt><span>date_created :</span></dt><dd>2022-05-01T05:16:18Z</dd><dt><span>geospatial_lat_units :</span></dt><dd>degrees_north</dd><dt><span>geospatial_lat_min :</span></dt><dd>-90.0</dd><dt><span>geospatial_lat_max :</span></dt><dd>90.0</dd><dt><span>geospatial_lon_units :</span></dt><dd>degrees_east</dd><dt><span>geospatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geospatial_lon_max :</span></dt><dd>180.0</dd><dt><span>geospatial_lat_resolution :</span></dt><dd>0.25 degree</dd><dt><span>geospatial_lon_resolution :</span></dt><dd>0.25 degree</dd><dt><span>time_coverage_start :</span></dt><dd>2011-01-01T00:00:00Z</dd><dt><span>time_coverage_end :</span></dt><dd>2011-01-02T00:00:00Z</dd><dt><span>time_coverage_duration :</span></dt><dd>P1D</dd><dt><span>time_coverage_resolution :</span></dt><dd>P1D</dd><dt><span>platform_vocabulary :</span></dt><dd>GCMD Platforms, Version 9.1.5</dd><dt><span>platform :</span></dt><dd>Earth Observation Satellites &gt; METOP,Earth Observation Satellites &gt; NOAA POES (Polar Orbiting Environmental Satellites)</dd><dt><span>instrument_vocabulary :</span></dt><dd>GCMD Instruments, Version 9.1.5</dd><dt><span>instrument :</span></dt><dd>AVHRR &gt; Advanced Very High Resolution Radiometer</dd><dt><span>CMSAF_platform_and_orbits :</span></dt><dd>Metop-A=15; NOAA-15=14; NOAA-16=15; NOAA-18=14; NOAA-19=15</dd><dt><span>CMSAF_L1_processor :</span></dt><dd>PyGAC, level1c4pps</dd><dt><span>CMSAF_L2_processor :</span></dt><dd>PPSv2018-patch5</dd><dt><span>CMSAF_L3_processor :</span></dt><dd>CMSAFGACL3_V3.0</dd><dt><span>variable_id :</span></dt><dd>cfc</dd><dt><span>license :</span></dt><dd>The CM SAF data are owned by EUMETSAT and are available to all users free of charge and with no conditions to use. If you wish to use these products, EUMETSAT&#x27;s copyright credit must be shown by displaying the words &quot;Copyright (c) (2022) EUMETSAT&quot; under/in each of these SAF Products used in a project or shown in a publication or website.\n",
       "\n",
       "Please follow the citation guidelines given at https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003 and also register as a user at http://cm-saf.eumetsat.int/ to receive latest information on CM SAF services and to get access to the CM SAF User Help Desk.</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lat: 720, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "    time     datetime64[ns] ...\n",
       "Data variables:\n",
       "    cfc      (lat, lon) float64 ...\n",
       "    ctt      (lat, lon) float64 ...\n",
       "    cth      (lat, lon) float64 ...\n",
       "    ctp      (lat, lon) float64 ...\n",
       "    iwp      (lat, lon) float64 ...\n",
       "    cot_ice  (lat, lon) float64 ...\n",
       "    cre_ice  (lat, lon) float64 ...\n",
       "    lwp      (lat, lon) float64 ...\n",
       "    cot_liq  (lat, lon) float64 ...\n",
       "    cre_liq  (lat, lon) float64 ...\n",
       "Attributes: (12/37)\n",
       "    title:                      CM SAF cLoud, Albedo and RAdiation dataset, A...\n",
       "    summary:                    This file contains AVHRR-based Thematic Clima...\n",
       "    id:                         DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003\n",
       "    product_version:            3.0\n",
       "    creator_name:               DE/DWD\n",
       "    creator_email:              contact.cmsaf@dwd.de\n",
       "    ...                         ...\n",
       "    CMSAF_platform_and_orbits:  Metop-A=15; NOAA-15=14; NOAA-16=15; NOAA-18=1...\n",
       "    CMSAF_L1_processor:         PyGAC, level1c4pps\n",
       "    CMSAF_L2_processor:         PPSv2018-patch5\n",
       "    CMSAF_L3_processor:         CMSAFGACL3_V3.0\n",
       "    variable_id:                cfc\n",
       "    license:                    The CM SAF data are owned by EUMETSAT and are..."
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Opening a sample dataset\n",
    "clara_ds = xr.open_dataset(file_paths[0])\n",
    "\n",
    "# Each data variable has latitude, longitude, and 24-hourly timestep (total of 1 per day; at 00:00)\n",
    "# NOTE: different resolution from IGRA above\n",
    "clara_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8505e5d7-b6a7-43b5-a60e-ec38c5d63517",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eoEGDcN1112HFihWor6/H73//e+zevRtnn302hg4dihtuuAFbt25Nqs2kjYPLLrsMra2tUdvb29tx2WWXJducBQsWLFiwcNwiTEnMn6OBlJQU/M///A9ef/111NfX46WXXgLP81i3bl1S7SStc2AmBwkwt0ZaWlqyzVmwYMGCBQvHLcKUQ5hGr7PDx0DAnud5nH322Tj77LOTPjZh42DSpEkghIAQgrPPPhuC0HWoJEnYv38/ysrKku6ABQsWLFiwcLxCDSOYbe8vqPNzJAghcDqdGDFiBC699FKcddZZCbeZsHGgZixs3LgRpaWl8Hq92t/sdjsKCwtxwQUXJHxiCxYsWLBg4XiHSHlTz4HYj2GFsrIyPPvss5gwYQJOOeUUUEqxYcMGfP/997j00kuxbds2/OQnP8F7772HWbNmJdRmwsbBokWLIEkShg4ditLSUuTn5/f4QixYsGDBgoUfAkKUh83EOAj1o3HQ0NCA3/72t7jzzjsN2++//35UVFRg5cqVWLRoEe67776EjYOkCIk8z+Oaa65BIBBI5jALFixYsGDhBwkZBDI4k5/+Mw7efvttXHTRRVHb58yZg7fffhsAcNFFF2Hnzp0Jt5l0tsKECROwb9++ZA+zYMGCBQsWfnAIUT7mT3/B6XTiiy++iNr+xRdfwOl0AmASy/EqQkYi6WyFxYsX4+abb8Z9992HKVOmwOPxGP5uCQdZsGDBgoX/FojgEUa0ISD2Yx9+9atf4ZprrsE333yDk08+GYQQrF+/Hi+88AJuu+02AMCKFSuSEkRKWiFRX/1Jz45UUxyPd/lkSyHRggULFn4Y6A+FxLc2joM7Jdo46GyXMOekbf02l7z++uv43//9Xy10MHr0aPzqV7/C3LlzAQB+v1/LXkgESXsOVq9enewhFixYsGDBwg8SYcojbBJC6G+dg3nz5mHevHlR29WFu8vlSqq9pI2DGTNmJHuIBQsWLFiw8INEmAoxjIP+IyQ++OCD+MMf/hC1XZIkXHzxxXjzzTeTbjNp4wAAWlpa8OKLL2L79u0ghGDcuHG4/PLLLYVECxYsWLDwXwUJHCQTbr+UZFXGI8GTTz6JrKwsXH311V3nlyTMmTMHW7Zs6VGbSWcrbNiwAcOHD8cTTzyBpqYmNDQ04PHHH8fw4cPx7bff9qgTFixYsGDBwvEIEZwWWtD/iMlPrz3Gv/71L/zud7/T0hbD4TAuvPBCbN26tcdUgKQ9BwsXLsR5552Hv/71r5qEsiiKuPLKK3HTTTfh008/7VFHLFiwYMGCheMNYcpDMA0r9J/nYMqUKXj//fcxa9YsOBwOvPjii9i7dy9Wr16NvLy8HrWZtHGwYcMGg2EAAIIg4NZbb8XUqVN71AkLFixYsGDheIREOUgmColm2/oSM2fOxGuvvYYLLrgAY8eOxdq1a5Gdnd3j9pI2DlJTU3Hw4EGMGTPGsL2yshIpKSk97ogFCxYsWLBwvOFoeQ5+/vOfm27PyclBenq6gX/w3nvvJd1+0sbB7NmzccUVV+Cxxx7DaaedBkIIPvvsM9xyyy2m8o0WLFiwYMHCDxUiFRCm0VOp2MdRhVgJAKWlpb3SftLGwWOPPQZCCBYsWABRZBpQNpsN1157LR566KFe6ZQFCxYsWLBwPOBolWx++eWX+7T9pI0Du92Op556Cg8++CD27t0LSilGjBgBt9vdF/2zYMGCBQsWjlmEKQfeNKwgH4Xe9B56zJhwu92YMGECJk6caBkGFixYsGDhvxJhWYj505eYPHkympubE97/jDPOwOHDhxPeP+ned3R04KGHHsInn3yCuro6yLLROrIqNlqwYMGChf8WUBDT8sy0j8MKGzduxKZNm5CZmZnw/sFgMOH2kzYOrrzySqxduxbz589Hfn6+ofhSX+Luu+/GPffcY9iWl5eHmpoaAEw/+p577sHzzz+P5uZmTJs2DU8//TTGjx/fL/2zYMGCBQv/fQjLPDjZJKwg931Y4eyzz0aitROTnauTNg6WLVuGf/7znzj99NOTPfSIMX78eHz88cfa7zzf9UAeeeQRPP744/jb3/6GUaNG4f7770dxcTF27txppVhasGDBgoU+QZjy4I4C52D//v1JHzNo0KCE903aOMjIyEjYjdHbEAQBAwYMiNpOKcWTTz6J22+/Xcv9fOWVV5CXl4c33ngDv/zlL/u7qxYsWLBg4b8AMjjIJvQ9s229iaFDh/Zp+0n3/r777sNdd92Fzs7OvuhPXOzevRsFBQUYNmwY5syZo/Eb9u/fj5qaGpSUlGj7OhwOzJgxA1988UXcNoPBINra2gw/FixYsGDBQiIIy1zMn+MZSXsO/vjHP2Lv3r3Iy8tDYWEhbDab4e99VXxp2rRpePXVVzFq1CjU1tbi/vvvx2mnnYatW7dqvINIDem8vDxUVFTEbffBBx+M4jJYsGDBggULiUCMEVYQj/NUxqSNg/PPP78PutE9ysvLtf9PmDAB06dPx/Dhw/HKK6/g1FNPBRBNuKCUdkvC+MMf/oDf/OY32u9tbW0YPHhwL/bcggULFiz8UCFTQKbR84zcf3WX+gRJGweLFi1KaL8333wT5513HjweT9KdSgQejwcTJkzA7t27NYOlpqYG+fn52j51dXXdVqRyOBxwOBxJnbtswu1YvnkxSmxzwOcPADwuSCku8K2doNW1WN7We8pVpSffg51Xu5G5QUD6viBs67YDlAKShBWB13vtPEcDpc55IHZ7r96vo4lS13xw+XkQCzIg7K2CWNeAVdKSXj9PWeplhntWzM/uk/McLfTV9ZTY5oBKkvb7Knlpr58jEuV510Lu6ASXnYllB57o8/P1F0psc7Ay/FaftF3MXQigf55PbyC25yB62/EEQhPNg0gSqamp2LhxI4qKivqieQSDQQwfPhxXX3017rzzThQUFGDhwoW49dZbAQChUAi5ubl4+OGHkyIktrW1IS0tDTPJzyAQGziXEzQUBp+WimX1f9H2KznlXqxcfxdKpywCCUs4eF4Wsr8XIQsE3r2tIJ1BSFle8JX1EKtrQJTMCnVwSubFP+1//gh7mwjH2i2QQyGtT4QjkEOhXvuISp3zujU4ZpY/AteGfdq9KOYujHn+Uu8l2PnMWBxY8HsAbFKjsgzZHwAArJKWoJifzXZWXHD6tkrsc7Ey9EZXe1MWwT/Ii08/vMVwnvL86yE3t4A4HMCgfMi79qL54lOQvXI/5MamfjWiyof9BtKADITS7HB8tg0dpRPw2bs3a38/+8cPov5EJ1IqJXg+3AAi2MANLsCyXQ8b2ol3X+OhxD4XVJJMJ9fyAddhWc0zyV9UL6HUOQ8AQGVqeK4AtPeA8Lz2N/UeqP+W2Oey74gj4LwewGaD3NiMFf7Xos8jCKDBIEA47d1Sv0E5FNL27e4el9jmgDgcWOF7JeY+ZWmXY3nrSyjPuxah8UNg+2Y3MCgf9EAluPQ00Ox0HCrNhKueIvtfuyGOHISaU9zY/PhClBfdjF3XFcBdQ7D5sYXaNUZeU7zJONbfyofcBPgDaP/RCKR8XQmpphYAwGdmYFnts5i24HF89epvoo4D2PPg01IhtbRE3aNifjZAZXAOJ+RgAITntXGNs9shh0UQjrBthAOflorlTX81PU+pcx6oJIHwPOSwaPwjlbueH+HA2e1Y4X+NGQ+ExfMJz4OKYe26ljc8b2hCHc9bW1uRmppq2oeeQm17zicXw+61R/095AvhrbP/r0/OHQuhUMhUf2jIkCFJt9VnxkFKSgo2bdrUa8bBzTffjHPPPRdDhgxBXV0d7r//fqxduxabN2/G0KFD8fDDD+PBBx/Eyy+/jJEjR+KBBx7AmjVrkk5ljPUyledcAzgdkOsbtMmm1DkP3IBciAVZqCz1QOgA8n96EPLdORBTbJB5wF3hA9l7EFJHpzZIAdAGPRCOTZJxJoOZZQ+jebQdA75oA924HSAciN0GGgyyieAYtbDLsq+O+ljVCb/UswByIAjCMXccVXxw+klNv4Is9V4CjC4E5XkE8l1oLRSQv7oRRJSB5lbQYAiyr4MZTpIEGgqzwcnE6DBDrNVqqWu+Npmof1cHx8g2S2xz2GSfmQ7q6wCVJISnj0XtFAe2PrTQsG953rVAZjrEDA+473eD2O2QWqPJsPFW0DPOfRSuilbI2/dETQ7qZBt5vGo8ADC9hr5EpLGnR1n21ZBb2wDCscmCI9o1qccV87PZBK9MFuoExOflgrb72HWJIsDzzKfLc9o3Qnhem1BA5YSM9GJ+NniPG8vbXkapaz6oGAaVadQ93X2oANcXzWTtyhS8xw0yIBfVJQOQsTsEW3MQ4XQHOvNsSDkYAAnL4L7djhWB17sMIOVcAEDDIqgYBrHbAZlGGQpA13tJeB58ZrrB6Csf/Gssq3wK5YULAUKAQBDLqp9mf8u5BjQYROC0MXBtrIA8OA9csw9SRWXUO1Sefz3E2jrDPSrmLgTheWaIi2KXIWDmQ1feL9UTAABEsHXtT2UQwcaeYVoq4HQwr2iKB3JlFQjHQQ4EDe8rZ7eDOBwgbhdoUDHyJAlUFNm1SjK7d4INcjAAERLW0Pf71Dj4n0/mw+4xMQ46Qnj77Nf6xTjYvXs3Lr/88igCvhpal3Qes0Rx3BgHc+bMwaeffoqGhgbk5OTg1FNPxX333Ydx48YB6BJBeu655wwiSCeccEJS59F7DmyCE2T8SKz4rouwqJ/ciMMB5OeCBEOoKS1A2AMEM4Ghy/wIZNmRsqMJtKYeNBRiq2VlUFONAT26G6SnXvE4Mv72Vdex6uCofGSJDvLqKiPZlemMcx/F2r/f0v2OcVCWeRVoKARIMrjMdMiNTWy1oLsvQNdEHdnHshPvRNOkDNg6KFJW7wQdmg/OFwRaWkEDQWYQKAO4tnLRIZHr1TwZiD0xF/OztfYj2yx1ztMGTM7rZdcLgEvxmq7ay4fcBNraxiYCAHJ7OwBmLBn6380z7qmnoSforXMZjGPdfdd7D8pzrkF43BA0THAh78VvQVxO0M5O9v57XAAA6usAl54GOB2gbT5mJHrckNrawdkEdi/FMFtlqu+GySSvR6zVeMmp92Lll3dFbS/1XgLCcSC52fBNyIO70ocVG+7umkxVTRaeh+z3gwg28ANysezgk9rxqkdNnTQJR9i7pBhEkX0udc4zTMrEJgDKO7Mi8DrOPO9RfPqR8ZtVvTfE5QJkGZKvwzgu6Yxk/XNWxyv1Hgr5eZBq67T7uTL8Vld/FINc9RwQngfnVEK3ggBaNBBcZS1ofg7qpmcg9/NGyNv3gE6bgLrJboS9wNAXdwFZGUBjM2CzAYSgaeZQOBtFOOv9CGY54dp8CPB6QJ02kCZmWNO2doBSyIEgu2eDc/Hx/j/3qXFwwceXwGZiHIQ7Qnj3J6/0i3Fw+umnQxAE/P73vzcVJzzxxBOTbvO4MQ76C5Geg/LBv4Z4uIr9UXFxrZKX4rT/+SNG37IFNfNygY5OyAXZ2D8rFcPeb4GY6gQXlCDsPsQ+EI5Abm3TPmTO5WQDRk4WxP0Hje4zGCexUtd8gOcg+wMGY0BDjOPMUGKbow0wyQ7wPz77Ifz7k99Ht6mEVxKBuuLW91tdOWirjIjBSW80lNjmsIFm6GDQ6lqQvBzQugY2wAFx708y16qeh0oSiGADqGwamijmZ7OVjNMBqa0dhCMgdjtWdLzKJgXlWM7tZp6BlhY2iKreCKWfQm4OxPpG5pINhZg3RTH+AMSdII4mYk0kSbejGsq6dxmA9j4QjrDnnpEOubkFEARw2ZmAPwC5IBeBAg/cm6sgKeE7dUWttQlo3gP1XVMnOYOnyiTWXeqcBxDOsHov9V4CubMTwugRWLb9QZSNvx3yrr0GY0J9/sQmgAiC1gdIysQphtkKmOcBm8DGB2Uy1X8XmmdNMUQNE3aEZ00dIwCA2O0gPB+Tz1OWdjkkX0eUkRvpQYtcxIBwWlhTv6JXjQD1+XEpKSDpaaDNLQhNHQEiUdjqfcChWlRfMh5cGMj7TyNQVQffmaPg/Xircv0E8kmjwH23E9LUMeDWbQGfmQ6al4X2UemQ7EDLSA6UB1x1QPqeMJrG2EAkIHdDB4T91ZDbfdpi7N2WF/s8rDBr5eUxjYMPS17qF+PA4/Hgm2++wZgxY3qtzb6tDPEDwLLKp7pibHY7iMuJYu5CeAiHmk+zAFcY1B8AtuzB8MoUSI1NEE4YjUCBB5zfD4gis9IJB97jYBatKIKkpYI2NoNPTYHs82kTSaR7Th2UirkLQWXj4KmBdJ9PW2KbA35AHhAOo3zITeAcTrZdF6Mudc3HCv9r0bF+zwIIEfHAUy9+HCEPwbfr79JivABAbDZAlgGbEBVSiJzUirkLo9zMekNAbxgAXQMOAFBZBhqbQUNhcDYBcigEqncUqBONyf0yTEZA1IqJc7lAPG7Qjk7QMHOdmoUdVklLUGKfC4RCEIYOZkbcoWqUj7hFGyil0yeibZATGav3g1MKlMnBgKGPYl09C0ekpYCEwsx7QGWQ4cNBWtvZdWorXzEqZKCPzQPJ8VnUyTdyYkukDf39OBJPgtmxxfzsLh6C3Q4uxQt4PeBExdjOSgWQCrL7IFx0MCAI4EcWQdq9D3xKijbx6ePV0MXB1RVv1LUSzhA2ijQKS53zwKWkgPN6sGz7gwCA5VsXG/rNez3g09Ig+3zgMtIhVtfG9kLp4udaHF0ZCwwhN8JpXohIAwEAOKej69uxz8WKjlfj3nO5s1MJrxjvf3eGAQCDF5QZ5Mr95TkWFpAp+xcAcTpg+2IbuPQ0yC2tAIBNTy5EqWs+mi+chIxDtYyj5XaBtrQyw279VpBxI8B/tZV5ivwBgBCk7G5Fw9R0eA9RtA8lCGQC9pYgMnYBQocIQing9YAEguBU70E/QI5RW8FsW19h3LhxaGho6NU2Lc9BBPRhhdXye1F/18cIhVFFoFW17MUOBEGVFQvJzgI6OiD7OkDsdsg+H/uQbMoEqngOaFgE9QcYqVAXaogiACmDAgCjq1m3KjZzg5YPuA7SsHxgw1ZwXi9IdibQ7lPi86xPfEYaaCiM5c0vaNdW6pwH4nCASlJcIpYeZWmXg6R4AYGHXN8IAIYBKpmVZalngeHYsuyrWQhHkgCeB83JAKmuB/UHFH4Bc91Hxd0TPKe6X1nmVaCdnVgReJ1dT2oKaFu7NhiuDL+l3ecS+1zwWRmGjISy1MsgdXSygRIAl5YC8DyWHf6z4dkaXLTqahEAZxNAvB5QXwfIqGHY+TsPMtc4kftpLRAMQq6pYx4HdRKJmNS160mQ7a+tbhX3td7Y0PdNTy6L5XXqrQwDtR2VCEiDQZCJoxHI80D08OBDMhrHChjybjUj/NY0Y9mBJ1CWeRWkcYXgNmxjsXw19CNTFlqQJI0PIAeCjMSmN6rjeN/KR96KZbsfOeJrM1ynycSrGgORq3AAWv9VRBnaMXgwsc6tjmFRIT2doal6Vzing41Veu+Lrh+lrvkAwEii6alASxszcHkedPwIdAxxI/XLg5DqGsDnZmvGUlnqZUDRYJDqekCmLPw6uhB8dSMQCkFqamZGnHLO4DlTwYVkOKvaUT8tC3afDF8Bh9QK5nHw7m8HtfHga5pBU9yARCFWVuCT9tf71HNQvvyqmJ6DZWV/7TPPgV6wb8OGDbjjjjvwwAMPYMKECVH6Qz05f58ZByeccAKWLVt23GkGRGYraNCRa/RkQpw6AUJVEyAIbLCqqAU4DuA40NY2tsIFNHciFBcplWVGngK0jAP9Kq7ENoftrxC0AGgrZHW75n4Uw9Gxb88CkOFDIHmd4IJhhLLccH63H8hIAzr9oB2dIF4PEA5Dbvdpk7GehFXMz4aQnxfFCFeJYeqqX2Vrl6VdDmK3gwaDvZKeWMzPhpCbzX6x2djKvK4BxOVk95MQyO3thlBCrMGxO0NBJU+W2OdG/Y1zOrpimPoYr/4eZFyJ5c0voHzITZCqa8Cnp0MelIcV392DklPvBdm8BzQUYnwP5TmDcBrTWjX+iGADsdsQnjQC4VQbPN8c1FZcNBQC5/VCamW/cyeOA926WzNceory/OshNTYb2tFPNnpPi5mRqoZT5EDwiAyEsrTLIXd2RnkxOIcTXHoqQmMGQfCF0DHEA+/qnYx7oEC/wlfDPXIwYODmqEaCFmpQ7r3eyDbL2Bn++OMYcds3WBF4HRMXPoHvnzCSSxOBnkejN+6oTFmY0ekADQTBeT2gIdYvGgqxFTghbFs3RMp473isv+kJt3ro+6rdN9ZpcKleyG0+7f5xbncXERQAcTjQ8tOxyFi9H8sO/5mRudNTAV8H5OYWcIMHQqo4xHg52VlAige0ph47HhyDQSsB785mLN+6GOWDbsSyQ38CwL4vMiAHO67PxpAVMppHCiAywIWAsAfw1FK0DyEYuLoDVOBAJArhUANCddX4t39JnxoHxf/6ZUzjYNVPn+sz44DjOAO3wEzXp18JiZWVlSCEaAUc1q9fjzfeeAPjxo3D1VdfnXQHjjWoD/zHjv8BLxGNvAd0kXEAdMWLhwxiLFmnA/B1apMtDYsgdpuyAqDa6lZLsdJBv0LTx7pV1i0AzWVHw2KUKz5emlP5gOsArwfyoSpww4ZArqwC5/Uwr4bTAaIOlKEQlre+BMB8INEmNESv0PsK5TnXADmZoNV1AM+xkAUAGg4DMoXs69AGqG6zEZJwvRtcvegKH+jve9n42yFt3wXO7QYNhaPCMJpLk8oQ8nIZWa7dp4Va9CvtEvtc9uzdbogThsG2o5KFMxQuhRZ7ViaxyFx9/So0mZWj/vdQ+clwfrIJXFoqxIYmg7Glti/k5kBqagGfmw2prgHEbgPncoHmZmn3Qp+m2lvQ36szZz0K96c7QXKzQeuYG1Vqa4/JfdC8YZ4FoCr5FTCsgOMZl/pMCc7lBA0GE3r/i7kLwdntRiPKbmfMesULwCmeRC4lhU2eilePOB2Mic8R5o0Li8yYd7sgN7VofJVEPXH60ENkuEHlISk3Qhvj+NQUxqPR8TR4rxehaaPhONgCad8BQ2aJem0gnDZWEbsd4ROLILkE+HMEhFII8v7TCNnjANm8B9KU0eA7QiC7DzLDglJm+Oq8KPzQwRD3HWCevbTLQUURXE4W4A+gc+owBLIUPgcB+DAFH6BwV3UikOuCs8YPeuAgPq5/sU+Ng5/865cQPNFaOWJHEB/3oXGwdu3ahPedMWNG0u0nbRz86Ec/wtVXX4358+ejpqYGo0ePxvjx47Fr1y7ceOONuOuuxMhpxyr0xoFA2OojFmMXVAaflsYmrhQvaLsPRBAgt7azD0TxFhCbwAwIShnXoK0dcmen9lHqB36VSAR0rc6IIGgrBy2tziT0wDmcpvnR6oqPShI4l9MYM1Tcl8TrAeF5LKt9NuYEWmKbo02Gciik5R0fCeK5o8vzr2dcBpcT1GkDJArS0MSMAuU+JJutkSzKMq/SUgxj9bN06t2Qv93KBrDUy0Dy8yDu2a8NmtLUMWgb5kTGku+i7pfq2udcTrT8v/HI+K4RtLpOSdUKMndrZyebUGJY/5HvZ6KrykjCZ1nqZcwb4w8YjB298cG5XMwjtXU3VklLcPbMByB8td3AjTHrm1l/AMX7kmT2jJoxECtdM9b5VslLWUqici8jXeSRBoKZ0T3h5ieYHoHq2QMM3hbVG0A4wrxATgdkJY1Z/R08x+LoqlGihBgBNlZQJdsFPM/GE/33qvw96l2I4zmLfM6m90enN8KnpTGjRJIg1dWDS0sFHZwP2WUD3+7H8s2LDURRtV/E4QA4ohnu2jtxxmLwOypAA0E0XHQS7D4Zaf/cAvA8pLZ2BM+ZCtfKjQDPg3O7ITY1QxgyEG1TB7KsJF+HwbsqZGcChMA3vQiuw53oGOqB94APktsGoakDVBDABcNAUwvCwQ580vJqnxoHM/9xbUzjYM3/e7ZfCIkHDx7E4MGDTT0HlZWV/aNzkJGRgS+//BKjR4/Gn/70JyxZsgSff/45Vq5ciWuuuUYrhnS8Qn3gZ/E/B08Fw8QTFScEumL0SpyZShLkQBCcy6mRcrgULzqnFMK9k8XWEAopsWy/Md3H5WQWtDp42dhgIjU2ayxsIP5gqLkClTihOljphWWALgOH93pAMtIAhwNyRaUhhU5/HjOSIiRJY9LHyl+Ph5jpYko8Xx6QDXBAIM8D17pdbKBtaetioysDpllYxey+JGtAqMeU51wDsanZVDMAVAaXkgKptU27D8XcheAmj4fsECDsrWK8En9AM/r0BoIqeuMvmQjPribAHwBECbTTzyYQfSgjwmugR0+MIzU8xI8ohLR7nyEtLVmoDP5EskNiPYtknpHm3Uk2E8U+F5zLqaXwGYjAEfF3/TFm73dZ6mUsTq58A+oqmvN6ASgeLkXNFIQDl5bCFg7QGf7qwkGSmadA4VlwbjeklhZ2IuU6ObebLTBcTs2tz7lcmrGgz/qJe+9icA007svEMSAHDqPiV+NR8Kkf9r21kJtbIPsDbFxReC8rQ2+gfCQTnUO7Twv9wR8AXE7IGalompSG7E+rERiezVb3QRntQx3IWPKdtvAqsc8F53QwLRiA6USkpUJuagYZWQhp805wdju4wkGQnXYE8j3gRIrOATY4WiS0DRGQvdkPIsogkgxuzyG2oOr0Iyz6+zyscObfr4tpHHx67jP9YhzwPI/q6mrk5uYatjc2NiI3N7d/wgperxdbtmxBYWEhzjvvPJx++un43e9+h4MHD2L06NHw+/1Jd+JYgoFzgC75S7NVl7bCUNzC6gfKshpckDs6wQ/IRWh4HppHORHIAewtQN4LGwz5/UJ2JuB2oXHGIGRsaQN27O/KeVahSwFMaAUAGGKFei8FEWxdAjH67Ah9miG6X5GVj7gF4r4D2uovZp8iXb1xyFMl9rmgp4xHKM0GUKDmVBuKXqiAVF2juTG1vHhdCmgs7kWiiGKAR9xv/cpKf47yopshZ3qxYsPdMdtVmeuR96jUewm4Abmgbgd2XZmBgf+W4Vm9nXFWZBk0GIxKYzTNVtGhp0ZCdwJPcY/XEdzMBHEME1A3/TbTmTAcp9f30O2XDPnUEB5Uob5LuvPGUwwtsc0BnTYBqz67Haf/4jF4//EdS030eth3NWwguEN1CEwcAue3+yF3dkIOBCEMLoBcy8IhXKoXsNshDsmBUNsK/4hsuHbUQMrPBF9ZD5qVBmnzDu2a9Uaovr+R16H3psW6d3pjRvN8KPsGZk2D94u9EBuaYmoerJKXonzAdaChMKTWNvBpqQhNGQ5hzUYAAJ+Vic7JhQil80jZ1wF8s41tH5AHOOwQ89KALzdDGD0coVwvCAVIWMaqL+4wf26n3w//ACdsPgm8nwke8b4gKM8zL4Eos2wFSQaCQdDmVlBRhCgG8O/Q0j41Dk7/8IaYxsHns/63X4wDjuNQW1uLnJwcw/aKigqMGzcOHR0dSbeZdCrj+PHj8Ze//AXnnHMOVq1ahfvuuw8AUFVVhaysrKQ7cKyCcASQEfVBqND/n4ph0Ij8ZC49FZwsY/sfBmHovyj4EIXkIMh9/mtwWRmgjc2gogzOJkBqbgWG5aPuFBl8KAXph71drkTWmahzmiFy8NWTF1UhFjkUAlWIWup16ldNoHLC8eJlex5NaL8owyDOtfDDhwJ7qyAIAg7/ohDD3muG3NikDOZSVPqZes1R7PMkYZbOpU52ZnFsYfQISHsr4npMivnZzBCTJASLJxuO5xxOYEwRJAePzgI3it4Ngu8MswwJv59lv6iGnZ44Z9Jn/XPviYfEkJLYA66Adj4qg8pd3Bl9BoQG3WrfLAyist+pJBnj4br3NW4fEuhr5Hn1q2Z9f+PJbqsTannONUj1uEC9HshtPnA8D1o0EJQnAMfB8c1eSG0+7Tja1MJi5pQiOCYfjt21aBnlRta2A3A2NkPq6ATvDwA2G0ggDD4lBSQtFVJ1DYJTR8Dx5Q6j90jx9BGb0JUZpSBeKKlL78FuUDJV78+yiOMIz2ueJmHkcJSP+h3EogIIuw9pktbCmo3gUlJYpoLXA2ojSF97ADQrDTLhwI0cBtkugDp4cN/uROd5J+M/79+M7nBWycPwD3OjeqaEnHU2OFp5eA/4wPmCoPWNLAtLdad3dIIGAix8E+IAqe/TGUXKATR67BFNtsXCgw8+iPfeew87duyAy+XCaaedhocffhijR4+Oe5xaNJAQgjvvvBNuJV0aACRJwldffYWTTjop4X7okbTnYM2aNfjZz36GtrY2XHLJJXjpJUZiu+2227Bjxw689150+t/xhEjPQcLxW5X0o+T7Ep6HNGE4JAePllEOtI6gGLIyDPvn26AqeGkxO3St7EFl8OnpkFpatEmb8DzLAjAhIyaDSOJaIkS2RGLIZpNnvDZjodQ1HxhXBBIQIWW4WSGr/YeYu1oBEWya6z5qZdSDc8ZCpGdCxe5np+HAL29G+bjbsGzbAzE5E6r0rJmnp9Q1nw3mSlwXqSkIDs6AY0sFYLMxsp+OCAYYSXOakRDDixDPy9VXiMziUVe3anZGJDibYG48RLarsvx1GR6RXpRYqbz9hbKJdwAHDgMA4w5whBkAgSDkQbngqhshNzaBy0hnabiiDN/oTLgOd4LaeQhVzZCrqhVOkAskM52tfFW1Q98rKPVewuqp2AQDqdDgtdRxHfQiW5HvoMqXUPdX9+FzshjhUc+z0tW8AJXBFw4B/AEExxbA1hwA2XeYhRkUPReSkc4yF1xOxj9oamHEWkJQf/FJ+PYvC1HqvaTbFOlifjY4pwOkcDDCeV7YDzRCyk1F8zgvUg8EUXW6E0OWtYJr7QRtaGKZV5SyzB5Va4EjCIf8WC2+06eeg1Pe/3VMz8H6nz2V0LnLysowZ84cnHzyyRBFEbfffjs2b96Mbdu2xS1eeNZZZwFg5MTp06fDbu/KmrDb7SgsLMTNN9+MkSNHJn19PUpllCQJbW1tyMjI0LYdOHAAbrc7KuZxvEGvkHhB+hUAup841bifpvU+eBAO/XwgnI3MW5C9sR1k027NjafmqmuyqjqiIQCjwdCHZLtIlyP7J4LQEuGi7LO+KOln4rSxCKXb0DxKQPoeCZ4V33elWXaTqqUPLcRirSfVJ30+OBD3WagCUgALNYgHKgAgqi+lznka0YwMyAUVeMipTnA7D2rxab2evMGFHmEMmBlkkdv7C1Fpb3p9BBjDWvr/JxKO0vMLkpFA7k+UOueBS0/DsppntGJCAAx9FQYXMLe3oNR5aPdBHDUInflOfP4OW0Gr34FqGCZi8JRlXAnq90cZTmb1SvQwECh5HnxOFmh6KqhTgPzdNmPqtomBJ+RksSwtmTJ1SodDWbEz9UfYbUyzIzUFkGUsO/znhO6lmhkSOHM8Qmk8HM0iXN/shzSsAFxIZMTIVj+7l74OQFQImqEw42O0tjHuFiEIBzv73DiY8u7CmMbBNxc8gcrKSsO5E6kEXF9fj9zcXKxduxZnnnlmt3257LLL8NRTT/XqNfbIOBBFEWvWrMHevXsxd+5cpKSkoKqqCqmpqfAqZJzjFYlyDoCuNCCVTEiDQW11kPXXWuxqykHGIifItr1amMAggqOQoQAY5FH5lBRI7e19MsjrWdZq3w3pXXpN/wip41j3oacwpPOpRYu8Huy7cTQKF2/oqtIWxw0d1WY/T5KqxoNmKDqcIDZB03nQT3Ccg+WzQ5JA8nIgH6rWNA3se2oY6Uuv6pYAv6CvPCd6JHTf9StM3b+mWRYmHpmE+ALdyDUnk67aV4jFU1CJp8TjAnE6QQMBYGAepC27tPe7fOCvINbU9djgKbHN6SJGKyTFSPXPWFCVHTEkHzhYDeL1QG5qYVUQ9XUvIoxVNU1U9vuP2IMT6XXCpHEIpzvQPNqO/GVVkFPc4KrroaZ002CQZXdlZzJDQRSBECvApqaPi5D63DiY9M5vwLujJ3upM4jvfvF41PZFixbh7rvvjtv2nj17MHLkSGzevDnp+kC9haSNg4qKCpSVleHgwYMIBoPYtWsXioqKcNNNNyEQCOAvf/lL940cw0gkrKCimJ8NoWAA5Ox0UAcPvq4N+y8ZCP9AEbkDm5F9fQgIhSBWVcc9Z1TsWPlA4sazEyVgRZRE5hyKu48QTbBIi9dJcpQrW6+9HhXrV1aHPRkMDOxoux1UDEcRo1T0tddC36eesOzj7asS4LSccHWFFgxCbvN1eZsyM5jiY7hLGEu9t91Ndv1xb/TnMiCiAFikCzuRvvWGgdOf9yBRlNjmgBs13CCvXOpZAC41BaISOuI8btAwk8YmbhczEBWyck+vpyz1MqZu2o2Eck+gr89ypFCfWYltDvjsLJbSGQiAuFyQampBJQlCUSHkQ1WM6OkPgEtNAQQBckMT05FxOiA1t3ZlfYhGJcewFOrzqownvvPbmMbBpl/8MWnPAaUUs2bNQnNzM/7zn/8k3J+vv/4aS5cuxcGDBxGKELbqSbg/aePg/PPPR0pKCl588UVkZWVpEslr167FlVdeid27dyfdiWMJmnGAWUwhMUZ2gMYxmDQWxB+GnOIA1xHEgQuyMfjeL8CnpKDl3BOQ8fEeyC2t2moiHklIy2VOcsLVl7Lt0kZQ9NkdDk1xTZ8rrX1IOrenWhtd/bDM5FqPZHWmHluWeRWWN/0VU656Ap46EY6/r4+eZNA3RkFvthevLdVDo91LSWKeAyUWK7f5DIaYXoviWHGVqzALPwHosTdJ/+709H062mGUI0V5zjVYVs8WUj1Ny+wpekvq+kjOr4aIOK8XJC0FsNlAm1tACKdVJuXSUkEDQZCCPMgHD2sp4jQU1jy1+qwvfThGHQf7o2TzCW/fEtM42PI/jyZ97uuvvx7//Oc/8dlnn2lig93hrbfewoIFC1BSUoJVq1ahpKQEu3fvRk1NDX72s5/h5ZeTV6xN2jjIzs7G559/jtGjRxvqJxw4cADjxo1Dp448djwisipjrNSuYn42yMnjwR9qQGhUPni/iOrTvcj/09cA0KUroI/VRbSjX32zP+visiblgCOhHyD16Vl6LXytOp3yMarlhAFoMXp1wI8KJ6B3yG1mqYwV952KYfduMBhN+gqN+nMfi6tCPaLIkSYTqOYlsQngBg+EuK9CqyHQ19ySZGEwViOgxZ+Pcn8T9UgcK/c0UXTX57LUyyCPGQZu36GowmbHOgxF3jwLmKKmr4N5AHKygHYfy/jweiC1tDDPpqJpYlCV1GVb6D1WZuNm5Hjem1DbHvfWrTGNg21zHknq3L/61a/wwQcf4NNPP8WwYcMS7svEiRPxy1/+Etdff702Lw8bNgy//OUvkZ+fj3vuuSfhtlQkncooy7KpoMKhQ4eQkpKSdAeOVfws50p8EnxbGyCjUhl10rf2YAhSSws2r3sLxU/MjjrGbFVUzM/uIgHyPLiUFG0loR6bCNT29SvulWETzwS6jA+1cJCeOCbrpGV7Y9DVX3vkvpzdjqLHtkEKhQzXqZdCPpZWhvGuRb8PgJiZBJzdDi4rA3JDo6GIz9Fi2MdDd0THY8GzcbTfiZ6iu1V7d9fVGzVL+gOa50xxn6/wvaKRhcsHXAcQAqmlhZUzd7uYYaCIIIlNzQAAqvBvOK8LchvzJshhkWWEKd4B/ViRyIKqL0ApAaXRKbZm22K3QfGrX/0K77//PtasWZOUYQAAe/fuxTnnnAOAhS06OjpACMHChQvx4x//uH+Mg+LiYjz55JN4/nlmtRJC4PP5sGjRIvz0pz9NugPHKt6vf0H7vxnxS4WZzKz2ghKOqegpqzC9O01PsjMjMCXykmuDdTf7xvq7mj2xIpD4BJWQN4NwptoM2sBIZSxv+mtCojjHAszuc5ShEIMnUuqaDzkYOGKZ6SOB+kzMSmYD6BJ6MnH3J5K6eqziWOxjMoJNxyPKc65hadhqtoaqmglFTVYp9MR73KCEg3jSCHBffK/Vk2EHmS9S1PdTrWKr4mjfS0kmgBxtCEgm22Lh+uuvxxtvvIEPP/wQKSkpqKmpAQCkpaXB5XJ1e3xmZibalXDMwIEDsWXLFkyYMAEtLS099uYnHVaoqqrCWWedBZ7nsXv3bkydOhW7d+9GdnY2Pv300x9UKmMybqjIgVWdLDiXE1QUtap+6j5HE4aKe0cQfzQQFPWqgojmC+hL8WpVJu32qIpwR/ve9BWOxoRg0AYAjBLaETHunoaLgN55ZnG9MrqKhsfq+xEve+K/BWZhzlXSEpQ65xnCmZzbDcnXEZVJES/Toaf3sj/CCiNe+wN4tzPq71JnAHvmP5jQuSNrIqh4+eWXcemll3bbl7lz52Lq1Kn4zW9+g8WLF+Opp57CrFmzsGrVKkyePLl/CIkA4Pf78eabb+Lbb7+FLMuYPHky5s2bl5CFc6yjJy9TTJIhoFnDRyJe1BfoDe6Atj0iBq3PkDAUt4kRx9bjeBtMZ5zzCJz/3mxaUEmPfjcM9GGOyGejyyo40gmst9MGj7cJ9Xjr75Ei5hgQEX6KJLFGkp71++pRnnctltU+22v97Q/jYHgc42BvgsbBkaKpqQmBQAAFBQWQZRmPPfYYPvvsM4wYMQJ33nmnQZMoUfTIOPgho7deJi2FDRHqdjB3T/f3INMbjOXIFaieYKmRIyOyKCI5GEfr+nuKhHLGj4Fr0Xuv9IOxnixJlEI/sj9gSJuMGz7pB/S3TkGyKaqAiWcsTp976lU42u9Rd89BXenHNAx075qqiAngiMisyd6T/jAOil65LaZxsO+SB/rFOOgL9Mg4eO211/Dcc89h3759WLduHYYOHYonnngCRUVFmDVrVl/0s98Q62VKloQn5OYAPA9ZKZRCJclQerW32N5HawCJTL8EYGQNRxR0EgYWYFnlUzEHnGQmhO4GYr2QSmRqpLafSRjEDGra5VklD6N2qh3bHliYUB+OZqZFVOlgNUtFuSec2w1wHOSOTujLiWtQDDm1TO4PCfFWuImQTvvDoE223UT3L3XO075LzuXE8taXWB0LMRylXRDPS5hIIS2DoqVCfDbLQor8vbfvZ38YB8Nevh2ciXEgdwaw/7LF/WYcSJKE999/H9u3bwchBGPHjsWsWbMgCElTCwH0wDh49tlncdddd+Gmm27C/fffj61bt6KoqAh/+9vf8Morr2D16tU96sixgt56mcpOuouVXt5/SNMZ0BTLTFL7+tOaPlJohoEJeA8r/CH7/Sz1yG6HHAwwkR9fhyn5sicrt0iYDThm+8Yjl+r3Kc+7FmJDUxcvopv0zljt9IdnJPKatfoTKudAAZUp06sXBNBQmGlaKGEvOciqgLLaIDxoKGTq8TIb0COvuS+uq7+QqAHQG2G53grpAOaeDLN3XX03TNuLSLuOQjc1PYAuZUwABlGzI1kMHAn6wzgofOmOmMbBgcvv7xfjYMuWLZg1axZqamq0Yk27du1CTk4OPvroI0yYMCHpNpM2DsaNG4cHHnhAE0NSdQ62bNmCmTNnoqGhIelOHEtI9GXqbnVYYpuDXU+ejBFvB8F/sxNyZydWydHyonqCnimzP0H0h4GgdxdGChYBgHTWFDj2NxjqCkQeeySu1J6s8szOHctoiESp9xLtucXri4FLEUMWuK8HQ70hoK7UOJtgELnSE0HV/TSdC11FUfbH5KSN+xpH08Vu9i6piDUGJPKOHck7Ec/wjWcYzyx/BGuW3YoS+9zozBqFOBi5wlc9DpzLCUlhxEeBcOCcDsh+v4Fn1NvP7FgMKwx94c6YxkHFlff1i3Fw6qmnIjc3F6+88orGL2hubsall16Kuro6rFu3Luk2k/Y37N+/H5MmTYraruZW/rdA/4KavaxUpuADBK1FTqR/1lXljFNImyongcrUdDXREz5Ab6xEul3lKpMOCMc8I1KX6JLt880Qw6JxktEhkb7FW6XFcgN3d3yi+xnOGUmyjBh0ozw/qlEQoe4Yed7uPB89geotUGVjAUnLBVdDCSy8YNcMAiLYmDEh2MA5HUrYyw8ASkEwuxYjPtqxb+DoGSjq89K/g4keY/Yt9ZqnxYTcq+9rrH7ZCGeor6IWAgO6aq1QUTZtR2oPR4UQWVdIlGBRX3mQkvEw9tc7Q2UCapK2aLatr7Bp0yZs2LDBQDzMyMjA4sWLcfLJJ/eozaSNg2HDhmHjxo0YOnSoYfuyZcswbty4HnXih4hV0hJW83zPPm1biX0uQGWcVfowbNMmgj/cCLm+EUCXp0D1LiT7gUVORkfyYZgdW2KfCz4zAwiFQUMhyKEQOLsdxCZok4qalkjF6BDJkfZHC2Xo8vXjDbRRBoEuDGK2worqrxL+0bdhGrKIkYHRXejCbP8jWUGqYYSVoTdYAR6ng4nIKIO4+mw4mwA5JBm8PlKHFBXWKvUsAFEltAmXMEfjeEd3hMOetNWTY7tFN1k/scDZBBCXCzQQZM/Y7TbWV6GyJkOsr1GgegvVBQ3nTQU4gs7TR8Kz4SDEapaXr35nZh6MZAwrdf/uvotYHtx+fz+PMq1/9OjRqK2txfjx4w3b6+rqMGLEiB61aR44joNbbrkF119/PZYsWQJKKdavX4/Fixfjtttuwy233NKjTvyQUGKfi6lXPI5S7yVYtuthkKkTwKelAQD43GzseWUiOnNtCGY6WAWxYIB9EFTWPgz1Y4y3AjAroXqkH0aU25OfrfWBL8hjJVHTUrUBQA4GNMPArI/6f3uCUtd8lNjmMJe5WsFSuU+JtquVxY6Amecn2b6q8XpOV0M9WYOuO1d0Mm0YvE3K4E5lyoo4KfdAKxeuL81twndZ0fEqVobf0kSrYpHJ+gNm5+rp+c08Ofofw/1MkFsSuW+yK1yzb0W/LVaIQDuHTmk1FhdIBZUpI6LabSCFg0GyM9k3YlPeZZcLXHoa8yKo77fDCSEzA1xKCqAUDqu4YRxIiheOv6/vMgzYCaKuIdb1miHy3scKkUTur/9/f76bQJfnwOynv/DAAw/gxhtvxDvvvINDhw7h0KFDeOedd3DTTTfh4YcfRltbm/aTKHqUrfDXv/4V999/PyorKwEwRaa7774bV1xxRbJNHXPQx6guSL8iqcE+ivzD8yB2u1YdTQslKBY5cThAg0EDm5dzOBk5LFbBp34maenPV+qcBy4rE1JdPbhxIyFt2WXax1hiJsmujssLFwL+AKRh+aDrNwNgA5UZu9pwHn42c5UrDH3icUXp0GuueEXSNZ77N9LDELla4VwurWRtrIHJoPega7evoHpaIjNHVCEqwJhi293qTDu+H9+7fuPQwDxzIdZ+Zu3E8jSo24lgY1kjetGvOKv/WFwG0/7rjAPCka5z6KqeqoRTddzhMjNw6MKhGPhJMyS3HcL+avhPHAJ7awh8TTPQ6YfU1KwZCMRuAx0xGFx9K+S8DFBCQL/ZGnUNUe95N9omPfEuRF5/vGP6g3Mw+Nm7wblMOAf+ACqvvbtfOAccp0tRVrxA6tSu/50QYlr+wAxJGQeiKOL1119HaWkpBgwYgIaGBsiyfNyrIuoRVXgpQfJaJEwnCd2KjR8xDOEcL4QtB0A7O1mZ0rZ2AzEs0VrsfYHSSYtAt+zsMlyAhNzK3U2y8faN1R7QtSpSJ3P98aWeBYbytMX8bCbPKkng8nJBGxq71aRPxDiIN/l3t8KJtW8ik0CiiAqjKB4BVbJWL5Hck3P3y4SteMR6Q7Uz3nb9e6UP4cV8hiapeGaYWfYw7P/ehJWhN1CWehkkn495lgQBXGYG5MYmcJkZgNMB6rSB2gXI320ztM/Z7aZlmyP7bIj58zwgCCA2G6jfr/FFNJ0LnUchXDwZrv3N2HVVLrihnQjXOzH6JR+49gAqLszD0DcOo3VqPsJegmAaQcGL36Nz5jgQCthaQ+C+3GrUztDfI+2/xJR3FAkzvpX+/2bfSXfPQH98vxgHz8QxDq7rH+Ng7dq1Ce87Y8aMhPZL2nPgdruxffv2KM7BDwXxXqbIFUKsgVa/TWUFax+2YAPncoIMHACERcDXAaSngtY3Mk0EhdizMvxWlMhIf8fRyrKvxvKG55M6v+ED1zHoe1pgqNQ136A+WJZ62REVn4k0tmLxCMxqDSQCs/eiu2NjvTvJIOocERoU6mBtNhkmaqD1qadDRwAtdc4zTXnt1fMl8jx1lf44u13L/NDrP6jtqH83q7WitqVO/jULT8PAl7eB2ATQsAippSXqnGoYaEXg9SgPAQCtLc0TkJEOmu4FaWgBDYcht7bpCKoAn57OChpRGcLI4UBLK+iAbIjpLjSe4ELeG1shtbYicN4pcH60XjuNUDhUyz7q7l6xf0yMAtUr6naDy84EbfOB2ARIza0xS5TH8tTp/56IEXgWOR9r8GGfGgeD/veemMbBoRsWHbciSEkTEqdNm4bvvvvuB2scmEF94fj0dAAAr1SfNHs5I7epLw2flgaplX0MxOUEfJ04OG8osjeFUVksYPDHGQAFXOv3AJKkGQZlqZdByMqC3NnZa16E4tPuB/l6C8I/ngT7p1sAnsMK3ytRk4Dqik82jl7MXciqEKruzG7ioPGwwv+a5iJPVgsicgJYJS81cDv0/TVAtw/h+ZirmMjzqPvqXatm3JBY5z6SyTfSaFW9Tvpyt3qjLZJgqL+W3uxXwtD1pa8MA/3EEStUpL1rSp+ozGkTPz+oAOjoAJfi1QxnQJcaKoZNjY4urxe7xow9ImgwCJKZDikvDVjXYtifS0uFpFQmNLSneBW1KqqApiVC/X7ItfXG0IVa2hiA2NjIQpahEGhdA2SfD2huBZEkZH8GSMr+esMAQEzDgE9Px/Kmv3b1UXl+VLULdMYpZ7eDuJyo/8U4ZH/TAg5A048GI23JBsP3pX9O6nPRI97zO6qIUXjJdNtxhKQ9B0uXLsXvf/97LFy4EFOmTIHH4zH8feLEib3awf7GkSgkxkNZ9tWQW9s0j4A6aPOZSuqJIID6OiD5OgB0yY2KZ09G+2Abwh6CgvcPQG5uAQ0G0TLvFPAhivRP9kCsb0h60uzrVSCfmgKptVU7T/no32PZzocS6psKw+osQbduIu3rJ4NSzwJDUSzVa6C64vWKlupAt8L/mqHCppoCRngeZMQQ1J2ejdwlWwEAss8H4nCw/YKsBK3KBO/NAc7smZZ6L2GqnCr0WgzK76tkJTsmgpegb7c3+teX6O59NjUS47Wnqz+hcYQ4gsM3T8PgZzaDjhoKbN6leRCKuQvBOZSV45gi0K272aSsM3jUsuxye7shJKBlBphJXMeK1esUQDmvF3TEYOxeaEPWx05kr6qANCgbdP0WCANyGVlQ9/7qV/aR4YlkMiDMODScywWqhjM4gvpLpyJ9bxC25gC4ylqIIwZCqGqCdLjGoKchZGVBbGRZW7E8bSqvh7PbNePxmOEcPHVv7LDCr+86bj0HSRsHeuKD1gghSZMdjlWYvUx9NZnqQw3qx2uIqetWd/ptR4OD0B/QV24EoLlzyegikHY/5KrqmJK+Z5U8jNUrf2ferolxESk+VWKbo91/ANG68CrLX80JlyTwGWkgXg86x+XDtX4PSG425H0VwNgR4DoCQKcfDcWFyHzzG3BZmZCbWsANyIFc3wguxQu53Qc5gXKq3blP45Egid3OBmxlIpHaukRsIjkI3fUhlrchsr5GfxgSZiTARI/TEPFOmP2Ns9vB5edBzk4D19gO6nKANDYzFcl2HySfr+sQngfnckHqYM/U7P4KI4pYerNuQlY5CQDY+6BM4vzAfEhVtTHj+5zTAcgU4LkuafaI/msTrz7MpBi1mjaGYjAkUyBNfx7C8+BGD4O0bU/XdeZkQRqWD76lE1QxBji3G/C4Yl6T+m3plRUjM4309T+OGePgiftiGwcL7/zvMQ4qKuLHn473cENfvkzxcLRXaP01qMc7Z6n3EtBgEPL0CbDtrYFYXQNhYAGkmlptpdIT7sKJNz2BTU8u7BpUFFe/toqKVDhU/gZ0Mfr1aWKc0wGSngY5Jw3coTogKwPy/kqIp46DsG4LuPQ0QJJBB2SBtPgg1dSCShLEn0yFc+shSHX1IBNHQ0x1gvt0Y7cDcaKr4khjQROjUuPTMRQQY53TNPwSZ+KIxWPoC8Jjst+L2f6RIR/9RKSfvDi7HVxaKpCaAhAC6UBl9IQaAzFXwm43yNBBkHbsYeTZsGhoTxgyEAgEIRdkgztUB7Ghqes91DrMnkWgfAoc/1hvMAB4j5tJmJv0T12MEIcDxG4H4XmITc0G1VOzrIN4JMPId00YMxLwMwNZbvNpXjghfwDkphbIwYCpcavnPMQ0fk20TmKF+t5tebHvjYM/xjEOftv3xgGlFAcPHkRubm6vVkb+QVZlfOaZZ/Doo4+iuroa48ePx5NPPokf/ehHCR3bm8ZBb024R2Pi7muYTSBEsIEfOghyugfYtpe5+4Go1Z36r1CQj2WH/mQqBatCJTSWj7gFgeHZEFZtAKCLA+sHtMKhoI1NAKVA0WBQgQO27wNxOVlal3KMSkoT8nKBFC/kyiotVUyDbhJVB2NNvtjlYsz1vAyQXRWa5KxeutYsjBJvlR816cVZ4ceFiRR0ZP+1XU1cy4Z29DAhRyZCKIuF7ghr8doz9broPAXaJK0SU/X3U13VjywC2nzsXZFlQJQgtbR0kT4V8iKA+AaE7j7xXg+k9nbNhQ7CQRgyEOLBw2wHXWiLy88D9Tqx5+IsiGkSHLU8ht73VVezSppu3LCBfsJXDV+bwBQTdWEmYreBuF1ARhrk/ZXGd10fstBlRqipxAC0bWTKeBBK0To6BRlrDkCsqjY8w0RhltFg9h4Ucxf2j3HwWBzj4Oa+Nw5kWYbT6cTWrVsxcuTIXms3aePgo48+Mm+IEDidTowYMQLDhg3rlc71BEuWLMH8+fPxzDPP4PTTT8dzzz2HF154Adu2bcOQIUO6Pf5oeQ7+WxEZJtHi3zFqFQBdg0MsPQW1XTOOgno+1WWpDuR8ZjqkxiYQu52lP3qdkN128FVNkPMywDW0QjpU1RV66KaeglmmwypZSStUBtdV8lKUTlkE7mAtpJYWRjZzOUE7O6HVQqAyeK+XubHDYUMYIqlBVZG9NuTZm/TdLE0ussJmrOvT2kOX50UPA88iUoY3hns/lvs4WTZ7PFd0pEdJ65cOajxdP/lBpuC8HiAzHbSxCcTlgjg4B0JVI8SDh0yvISbUMEBuDsT6xmhvj64/nMsFzuuBPGQAsHmXRjg167v6PIWCfMDtgnSgMn4aos6I42wCuIJ8iBWVCYUZ9Nepkh/1WTL8iGGAJEM+eEh7D3tqGOgR7/n3R1hhyCP3xzQODt56R7/MJePHj8eLL76IU089tdfa7BHnQOUYGBrS8Q7OOOMMfPDBBwad5/7CtGnTMHnyZDz77LPatrFjx+L888/Hgw8+2O3xlnFwbCCRVbJaTjnq2AgDgEoShJxsLKt9VvubSjgkHGGx+NZWtF08HenvbgSXlYn2qYPgqg2A33kQcmubNjkYsi8ijAN1gokZa957IGoyVK8nVpaANmFF1HlIGLoVMXi+i3yp3w5oJZ1VJrwh9VGdeBLxOmj/jZPnHocA1901Hkm4QnsfYpAv9fsbuqseExHT52yC9n/icTHjYGguhIo60NY2jXtgdp0Gr0tkiqLem+BxA8MGQdq8I6IBDuTk8aAcB+67nexQvdyx4ukRBhZArKphz9rlMpBvhUEDIR46bOAhqIYhn8FCY9LYQuCrzdHXEcsLpRNzAxDlUdMyP3KzNc9BMujOCIxEvxgHD8cxDn7XP8bBP//5Tzz00EN49tlnccIJJ/RKm0nnmK1atQonn3wyVq1ahdbWVrS2tmLVqlU45ZRT8I9//AOffvopGhsbcfPNN/dKB5NBKBTCN998g5KSEsP2kpISfPHFF6bHBINBg7RkMvKSFvoGcSc/3cBpZhgAxgGf8DxqbjoNy2qf1WpbAGzQIjwPPjsLUhtz5aa9uR4gBHJTM1K+q4JQxVaDnJuVoeayMiAU5LMVld2uqcepbaopXWr/W+dPZ67hkcOB1jbwXg84lwt8agpLizVJ8VwlL9V+tGtRXPvFXLTEb3fQJv9QiLmqdelwfJoikzu8kLmqXU5GHFOqOQr5A8BnZbLr0+fVq/wLk9AB53SwdhT5Xc7hNMhM8ykpCnHPCUw/kRUi07WjXqN6LyLvjXafdTB7X2KlYq4Mv8UMLWlJwoRM/SSutUVldk8VCXSpqRni4Srgi42QmxhhkbPbwWekgXM42XPQXafBcFLvr849r3pe5EAQ0pZdJp2Swdc0g/t2OzNybYL2w6V6waens+eb6gU/bgRAOO35q9AMA63JLiNQam4FJAnk6y1dfYw4v/nN6vq+okJtYEYoFcMxDYN473Ui6Y5HAwQAoSY//diHiy++GOvXr8eJJ54Il8uFzMxMw09PkLTOwa9//Ws8//zzOO2007RtZ599NpxOJ66++mps3boVTz75JC6//PIedehI0NDQAEmSkJeXZ9iel5eHmpoa02MefPBB3HPPPf3RPQtJInIlra7g4oUTVKiua01E5vGFmjtVXY1TMQypsZlNjKkpkBoaIU0eBWHTXsjpKeCa2xAuyoPQ4AWqaiFW1zLDIJ+9X7S1HVKrYkyahD6mzX8cNQtPxcDnvzew2hFRjyJezJQINoBwGqdC7/rmvV6t3Vj3yszTobrGpbZ2tpI7UMm0NwBNhAsApPpGgws6HsdglbwUpVPvBglLkLfvZQV+3G7IuhK/xOEAycsB39YOqakF/Oa9kFReiQniGQGxJv/IbZEhD/3vZWlsjCof+CvQTj9oIGiQGVahd+ubkePYP4Q9K54DUWttcAQIi+BSvZDbfKykcQSPRo37G+6tzoCjYZG9cykpWrqfeox0mE2wmlS4ywmIImiHHyQ/DwQAra0HycwA73FD8vm6ZJyV90JNiVSrqxKhS55c6uhkhp6SQaGXYY4En54O8YRCkM82xnwWKpLyfEUc158ZMQnjGNA5ePLJJ3u9zaTDCi6XC19//XWU62Lz5s045ZRT4Pf7UVFRgbFjx6IzgTSt3kRVVRUGDhyIL774AtOnT9e2L168GK+99hp27NgRdUwwGEQw2DVAtbW1YfDgwVZY4RhC5ADP2YSEhHJKbHPAeb0AABoOa3UsCM+DnnICuI272KBqE0AEQZkE2OfApXgBtxtw2oHWdjboZmeCNDaDBkOgoRA4t1sjoal9M+M5lOddC7mjE3Jnp2mMNZF4udl+ZsdoMV8lH7ws7XItPc6Qpkm7pHohCBCnjoatqROorGFVNwNBQ5hBQzfcCt7rBYYNgrxtNzMGbDZIra1dJaIVEmhkHL0nE0is7IhYUNNV+YI8iJVV2oROnA5mEMmUTbBD8kF8fsiHqmKn+OkJp6ohQThwHjdIWgoQFkH9ARCHHTQvCyQYBq1tYNk4inHIp6Sw33U8kMhwg567oZFW0WWMqEW1CEdAXC4QpwNyWzur2xIKAZIMcARcehrk3EzIm7Zp7Ql5uZAau7IUuFQvU21V1AsJR8APHgS5rr4rVdIsJKTbFpU6GfGs9OipkWD23GNxTPojrFC4eDE4p0lYIRDAgdtvP27nkqTDClOmTMEtt9yC+vp6bVt9fT1uvfVWrW707t27MWjQoN7rZYLIzs4Gz/NRXoK6uroob4IKh8OB1NRUw09P0NMX/UhxtM7bn9C70YXcbONkZYIS2xyUj/0D+MGDQLwe+H48BnsXncgmK8HGXN7rt4AbVAAqhiEHgqCiCGKzAYSATlQYvxwB2nyQG5sgNjSB7juonYNL8QIOuzYxqCswwvNRA6FY34AVvlcM16MeE49lH7m/qv8Q6x7p/68aT8tbXwLAvAVqKGSVtIRV2hs6GCsCr6OzeAKE1iD8Q9NA0lPBeT3gvR6Fpe6GkJ8HITfbNHtCfTaqR8N/xljQXQfAeb3gcnO06+Q8bhCvJypEATAPSKxrjodY5EL1pyzjSpRNvEPbT5U3XnbgCXZ+hwPcsMGALDOPiRhm1Sx37mf8jFBII1GukpdGhas4txvCkEHgxo4AX1QIPjcb0thCtE8ZCNgEEI8bNBAEqW8G5TjQ4YPADcyHkJMNIX8AwPMgbrehqqdBUEs1ppSy2VSmLI1W1doQw+BcTrZNMQZoWCmp3t4OUEaYJDwPiCLk73cYwghiXQN7Z70eZiArhhvheQg5WcCkcZCrqlk7NkF7x/X3QSyeivY5p7D3A2ASzexCun1+8cJjiabv6kNtiR7f66BxfvoRe/fuxR133IGLLroIdXV1AIDly5dj69atPWovac/Bzp07MWvWLOzfvx+DBw8GIQQHDx5EUVERPvzwQ4waNQoffPAB2tvbMX/+/B516kgwbdo0TJkyBc8884y2bdy4cZg1a1bShMQL0o1VJruzfpMlyxwJ9CpuP1RRpEgUcxeCT08HSfVCrKyKed1lGVdCam2FMGYkaF0DSGoqpENV8P1sCjyH/Ain2uHachhSfhbohs1sxedyIjBjPFqG21DwryqI+xVDQLdSFLIzAZsNsAkID86CsGkvaIitxlVXvVlKpVZfIzIlTkn9SpiBras/kOj96m51rb6/Qm4OwqMHQbZzcBxqBa2pB2QZtfMmIPu5LwEqo/ny6ch8Zb1paEH1HHAuF4jdDqmtXcu1V683Ks6uOzbeNejbj3evVBVSPjcHYnVNQoZXLHBuN+TOTlYFVJJYLN/rQcNPR8LRJsNVw9zr/M6DIE4naLuPrdo7OkFD4a60PuXaAbA23G7UnzcK2esbgep6kJwsyAcOaRwGPTRvTEoK82CEwgbDSk8i5dLYokZqbmVhAoU/wI8bgc6idDiXfaf1RyPp5uUCLhcTdur0A6IEhEKA3Q7wHKTD1ZocM5+eztIZJQlibR3zuJw4GvI3Wwx9FkaPgLhzD8xgIOXiyMMNsdIY9f/vD8/BsHtjew7239U/noO1a9eivLwcp59+Oj799FNs374dRUVFeOSRR7B+/Xq88847SbfZI50DSilWrFiBXbt2gVKKMWPGoLi42FQ9sb+hpjL+5S9/wfTp0/H888/jr3/9K7Zu3ZqQQJP6wGdiFgRii+nCAo4NMkwk1L5FFtg5nhArNQmANlizVRNjX+sFUVbJrHCPHApByM2Bf1Ih7J9sBDd2OOiuAyCjCiFt2QVhVBGkvUzQi3M5QZwOID0NckUlUz08bSQ86/dDbmllKzaXExhaANLeCTk7DWRXBYjXA5qZCiLKTAVOlg2hA7PJnbMJIA4HZH/APKVMh0SY+YnkeifaDggHYfRwoKkFhy4eiawtIbh21rJUNrDBvXVSLtL+vRtiY2P0oMzPBjdxDLj2Toj7D2qTljphcW43ZH9AkwaPNUlEPnOzEIv+HqnhjOCpYyB8vCG+EU8iylibZZyYTFJRHAaVKyDYQDwuUH+gyxDStaf/nfA8+Mx0hEcNBOUIbI0doHsOghtcAFpTx7IbYqXwKumTXIpXMz4g8JDbfaxOgyJmRNLT4B+XD9feRhz8eT4GL28yEhqV58C5XJB9HeByspiYV5vSd44DrWsACvJAWtqY5gGloK1tmh4Hl5UJsYatTDmnA1xeLsARyIdrDIYJAPAFeaCt7cyDYreBhsKQgwHGX1CMoaYrTkPmi18YnqfZWNtdOE7dX7+vSMN9Xnhp2N0PxDYO7r6tX4yD6dOn48ILL8RvfvMbpKSkYNOmTSgqKsLXX3+N888/H4cPH066zSMSQQoEAnA4HFq96GMFzzzzDB555BFUV1fjhBNOwBNPPIEzzzwzoWPj1VYAYg/Y6uAaOVEl8kIng+4mg8h9zXA8GQxmg4MwsAC0rR1Se7sm9qIH53CCeFxsUgLAjxmB1omZSP1gI1sFZaSx+HJaCuSaenDZCptX4BEckQvHjmq0nToE3v3t4KobAUIgVteyGGxWJmgwBBACcAThEwpha/aD7qkAcTggtbYZaxNEpDaa9Zf9oWvSUvUIkn1OZvcq3rsRi/2vT/fT0vUAxsB3uyH7OiCHQgicOxX/+eAWFJ9+P7Buk3a+8iE3QVRWnfywIRB379WuXSXbycEAm1htAmS/PyEDIdY1xdseRdRUMicMq2g1TVHnzeEcTo20x3s9bEK2CUZiqeGmxU7ti9SKYIqLKaA5GSD+kDap6nkhei+LytcgLhcrmKR4uqjIwmvcwHygoxPygEyQPcy4pe0+FmbQXZth4tZxTrgBuYDNBtrQBBoIsuv3egFZRuC0MXB9dwBSUwszol1O0E6/lhKpb59TQjOaZLd6vS4npPZ2VkdGpqy+hEwhjCqCuGsfMyLdbi0EFpXOG2cM7c472x9VGYsWxTYO9t3TP8aB1+vF5s2bMWzYMINxcODAAYwZMwaBgDmRNB6SXurLsoz77rsPAwcOhNfrxf79+wEAd955J1588cWkO9AXuO6663DgwAEEg0F88803CRsGesxKW2CIX6pQ/6//V5+Lrkfki3skbk59G4nGZrVYaURs73jhKUTed/UaxKoaEKcDwtDB4LMyjCl16gAbCkMoGgohNxvUZUP61zUsy4DKIE4npNY20NZ2gOfQedIgBMYVQDpUBf7f30GsqoH7vfXgWjsh52cBbheEgflK2yJoOAzicYMIAriQDNlhAxlZCDqswMBq1wwD5f3g09O1wV//TNR4tqpzT+x2cA4nSl0sLFfMz06YoKdvM959NYvRqj9qup+WrhcWAUGAHGBkOmITwE0eB8+/t7F+rdukpEK6UMxdCKmmDvyYEUwyevdettq028EPHYTwWZO6sj0kCWT4EAg52SjPuSbuNWl9Vp515HdpZugY7q/yfyqGtWeghkB4j8IdsAna33z/7ySWwkplSO3tWOF/zWgYmKRxavdUTUdUMw7UQkcc0YwtqbEJdM9BiPsPMt6LoqFBZapxDNQfKoYhh0KQFKIhn5XBiLMyZfyCw9WsbsfBWuYB4ziQ1BSQ4YUgyvkIR0AcDq2vKuSwCLm+EXJ1LaiaEsnzkNraIXd2wrWXGcdqmqvc2g4qqymrLrRfNK2rTUVbQfb70TFrCvi0VPAFeayYHOEgNbdC9nWwdFmXE3JlFYTBBex4jmWSqKRR/buqf5ZmOOrjmQwQkx90T7voNaSnp6O6Ojo99LvvvsPAgQN71GbSnoN7770Xr7zyCu69915cddVV2LJlC4qKivD222/jiSeewLp163rUkWMF3RVeKsu+GuGJw8Ct+ZYdEEPBL55r3Oy47laJqmeiu5hzIjyHYzkskgiK+dng01Ihjx6CcKodbUPtyHnre6Ylr8ZaM9K0mvZ6F6ZBHlf5XRP9UY5V/094HtyYIqCqDgiLkHwdGkmMcARcSgrgsAOEsGqZobChPr0mtKQQzORQqFtNeKCLeKiq41ExHFWUpi9g8HLEkdwFlSHkZKPiylEY9MhXTM8gLYVNeJIE3utlk5ZyX/lBiuE1bCiTGc5NBbf9AHsGooiaa6Zi05ML4/ZL/953F2IxbaObCYTwvMZViL2T8ZvlXC7F8yBHV7/UyQpr27prU6dMqC/0xVz5GYwLEAyCtvtYNondBtmv6HUMHMDUB5uaAUkGsQlavQbVQFAzUFR+TM3CU5H/1FdRYkyE58GleiGNGgJh72H2XgeCTA3S62Y1E2w20NY29px1fdV7xYSRwxlHYd8Bw31WhZZUg0ULk1AZclhkBc2cTkh1DYb29OGrbsNByvb+CCsU3f4AeBPPgRQIYN/i/vEc3HrrrVi3bh2WLl2KUaNG4dtvv0VtbS0WLFiABQsWYNGiRUm3mbTn4NVXX8Xzzz+PefPmgdflAk+cONE0VfB4xc/yf2kYwEtsc1CWdjmWNzwPYd027UWNrBoGRHgVOKOoizZ46RnbEfnXZm3FdFtG7JuIhyAWSziyEE1/I5HzF3NMaIgGgyDf7YD9823I3NaJ8NRR4MaPAq8QsxAWweflgvd6DdkNsjJgar+HQuBOGoNgyWTmVYhY6YFS+KeNAMnJAu9xd6Xk8Tzkzk7ILa2QautBuK5JQH3mcjDAXLE8D2K3dXkV+NkwCOpEYGX4Lc2A0TPWqSTFzVg4UkSy8U0NUXXCy0zHoEe/Rugnk9Hx0xMROHEo6LQJEIYMYiEXZaLhC4d0GQb+AGhbG/DNNsY9GDIQXHpaTMOg1HuJdk518I/03Bn6n6AXLRLCyOEAoBkGpvuZyExjzDAQtwvEZjOw+bX7pPtX1aswheKShyIipRqymlgUAKm2DuKBCkh19ZB8PrZCV1LFOY+brfxbWtm75nQAhQMBXjE2sjJZ6q0uRCTkZmPA419Ek0vV1X9rG/it+wCBpfmCyhCbmiHXN4J2+gGBBwYXgCvIZ2E8E0XMZTsfAkQRfGZG9D1VMnsgKgaMy6l5ceQ2H6S6BtOxVbunEUZXlLGdBHH3SGEqgKT89BcWL16MIUOGYODAgfD5fBg3bhzOPPNMnHbaabjjjjt61GbSxsHhw4cxYsSIqO2yLCMcjk+wOq4gGsl8VJK0mNgK/2vaRKyPXaovs34gUt2LUYMa4TS3pvq74e9A3IHQDGauYvX4eCESbf9eynroiZtPNQxKbHOi+qmH5lqWKSNhcRyE/TUIpdkQGOABcdi7pExdzi7RGYAR7kYVMZ15Pbbtg/OTTcZ8dZvAVjftnXB9tQdULdOrCMRAKUHLpaWC87i7JnN9aiPh2GouGICkEwPSp/PFwip5KVaG3tA8D5zLqRkJfe1GVc9t5pZXIe7cA87pgPPz7fAs/x72z7eBbw8AogQqigicNQHCwHyI+yoAwkHce4CFgwQBnNcLefoJjPjmdMTshz79s5hTCnOlpWl9ioTZfYlpRBAOfEoKOLudhT4cjujjFLd+1DMFWBpkTROkYfnw/XgMyKhhIHZblxJihIIksQlMIVOXtqg3OFSDQCU1qsaC1N6uhRv4zAxtPOE9bq1fKg+BeNwgKV50njka1C6AcKzvcl09O5+qh8DzEGvrDNerV7EU1PPkZkNubYPc2QmiKHvKnZ3MI9HYDHn3fqCjAxW3TmaNmIRVxYOHNO5PMXchVobf0hRHVwRe17xpUksLQtNGM8NHKRhFXE4IOSxFknO7jeE1RaKZi6hCeFS8osdAKqPNZsPrr7+O3bt34+2338b//d//YceOHXjttdcMi/hkkLRC4vjx4/Gf//wnivm/dOlSTJo0qUedOBYRVaAmAkL+AJRlXgWhcCjk2jrQCSPA17ZAHJilseUBxetgnxt1POEIi73abZB37tVWnEAMb4Huw4tHRox0rWk50+pAoruu3vyAzGoAqP0hPG/qDjf0X1Xvk7m4XhL1+lb4X+sq0tTRCdc/G9mqa3QhyN4QkJ+LtrEZSKUUUk4qyEZWoAYNzWg8ZxRsviHwfPQtc7+GQiwvPz2VxXI7/JB9HcxtW9sAAOxvADhJ0oSTpJYW8PkDQHKyQNramdtW0VFQXaf6dDa9yz5RQ0x9zpyHuXPZCi2aANvX0LwdurAIDYtaKV4AgKL/z08YA/feJtDWNharDoXBp6aA+v2QW1pB3G6Qzzah/Wcnw/3+19q7E+ta9Ebu8uYXUOqcp/3eHacnUfKi2T7aO6kKF0ro4gGEwizO3+lHyh4BofFDYKODIGZ6YNt2EEhPVdzvAuSaevYNul0ITR0Fx5YKyG0+EA+b2CRVG0C3GtZ/p1rJ6LRUhE8oRPMYF0QXUPBxA+QdjOxJxTBEZbXt/FcduMGDgOwskGCQrfQDQWbQFuRDquwqCqWC2G0gsDGhMFEEl5MNBEMslOB0MM5JTR1AOOYR41zsnA1NGPZqJTAwH2JllXIZEdUolbFNveeRGT3q/aaEgJ8wBnTvQWB0IToGe+H+eAsbu6To8YB51gStiqVZmx+2voo0xaDsKxCqcAxMtvcX7r33Xtx8880oKipCUVGRtt3v9+PRRx/FXXfdlXSbSXsOFi1ahBtuuAEPP/wwZFnGe++9h6uuugoPPPBAjzpwrOLD1lcNvxsmPH425NY2kLxsLNv3GGS/H/zeKogVlQh7WSWz4P87BYTn2SCqyvYqEyUIBz4rE1JFJUTFMNCgW22skpZ0rVQUt2RCpDO9y01hFFNJ0mKDke7ZI12JFnMXYpW0RHOBF3MXosQ+F+X512uTpd4drg7uMV233RgGKlaG3+oaiMQwqCwDW/YAA3NB/EGkflUJ6rCDb/QBPMd4Cn4/stbVIXVjLSNV5ecx7gAABIJoPWUQkJbCZHDdrPodl5kO2tGpKc9xmeldbGxKESpIA83LYr9zhBXLUbwPKudBnfgS5YPosUpeCmrmlUtAaCYRlNjmxA3pqDFewhHD+2IwDHSGKPYfgrhnP9MJSE9jnpVAEFx2FsDzkFrbwNkEpH62D3xaqlbnIFbIRD2nOujLoZDWh7LUy7R9EoVZ6C1hL53unlMxzIh7fj/s++oQLEhF0xgXpOEFrGhRbR3gdEA8dRz8Z4yFXJANx+4awGaDOG0s48QonIFY775awIj6AwClsNV3wNksI/8/rSASVbpEDdkQRLBBqjwEuaoaNBhEW/FYtFw4iaXQ1taBH2j0nPEpKeAGFzCvgCRBam1legdeN8uIcDgAXwerBul0QMjJ7krbpDLEikrNMFDrcmheF8GmeQriZR0AQMsIO0hTG+QTR4JIFM66IAtLZGWCG1xguDdEsIHPyoB80ijm9dGFZvXnmZW2IP7z7A0cA56De+65Bz6TTJrOzs4elwdI2jg499xzsWTJEvzrX/8CIQR33XUXtm/fjr///e8oLi7uUSeOVcQcKCjLZ1+2/UFtn2X1f8EqeSnWLP8dEA7Ds70e9VdPYx/HpHHg7HYc/v1pLK6WkQapqUUjvfHjR4FPSdFIOtr5+dlGK1znXYjbRx2fgbneifbB6l2jKiJje6WeBSjmZ3cb3y6xz+0KB9jnQq1hz2dmML33jk5GplPOX+pZoJH01H6XOuex64xw3a6Sl2puxJi8DTADQZ14V/heYQVfduwF2n2gGSmgBypBa+rAZWdCbm9nK6GOTtAW5uoU9x8EHT4Iss8HmpuJtPWHUD8jH/6zT4A0OA9SaxvkxiaQ3GyNTCXnZoKKYfC5OaAdnbBvrwSpYWpzNCxq2gtyWGSrTGUF1Z0hFo9Qp8rXqu9MzPh1D6C/h6ZQ0+z0g74uvq4WFiIOB4jd3uUaHzsCcmMzMCgP3KB8UMW4EgbkQp4yFmJ9I+jwQSgbf7u2f/nAX2mnLS9ixdv0GQuc220wkpe3vazt05uIfM8i4+X6MsmyPwDq64BzbwMydvoRzHSCpriYQd/eAaElAJsvDLKnElJNHavR8Z9NoDJlJNoIKWkAhrAEe48IpAMHIW3fBc/SLyF/tx3izr0GEi3LdLExQzh/AIIzJ2LP78bA1iEh85P9LIRJCKivw/DNS74OoM2n6DCw7B+puRUIhZlRongTwBHIfj/E+gZDP/XeSTksQsjJAp+TpesXB24Kk9uPZYQRwQZXo4yK+YUQKupAOoMQWjrB5edBbmmFfPBQFzdDaVesawBZvwVECdfwKSkQRhRFP68+hlmmgpax0E9QKyJHYtOmTT0uvHREOgc/RCSiqNUdK1oNJdCp48B3hrD74nSk7yRw14vwfn0QNCcDdE8FQCk6SybCXelDe1EK0v6zD7TTzz5WFSarw7ihBMBYAz6SRRzB7o0MT5TY5nQNHIKAFb5XWHaA6hZW3Z2kq8wr53azPqv5zkohGC0Gr19tqYOZWvAlsg69MiDGK6WbULyZKJ4CXwfLs464p5oxogw2LT8/CalvfMUGyEEFECsqwXvczBsBAKLIYrYOB1O1U/L4qSgCMgV4DrI/AGHYENC6Bixvexklp9zLFBhNnlss8qjZtZV6lNUPIcztqysf3BeDYKlrPlb4XzNsi2XUqIZK3dUnI+/zFpADh5mhJUngU1I00hw/sgjyvgoQl0sr7MTlZoM2tYAMHAB6qBpyIGiqMGlwFcd5P/oKpteuN850ef7E5QQo7fL0SDLkKWOAdd/H/JYN2SFqe8o59PUtzL5jVadB5RIQhwOkIA9U4EAaWgCHHbTNB5KZDtrUArm93WjAOZzgvB6ITc3s3c/KAA2GIClVRMHzIDYBrTNGwPPuetZnNT2Xylq2jz4jSMjJgqjyHAgHesaJqJ3iQsGz33YVblIWQivDb6GYuxD8+FEgEoVvVAY8q7czXYT0dFCdWBiVKVtYKaJa2qPgebRedAqczRJc63ZrfyeCDeFwZ59nK4z67QPgHSbZCsEAdv2xb7MVMjIyQAjRzqE3ECRJgs/nwzXXXIOnn3466bYt4yACycptxor/qyEEfthQhAalw76tEnK7D0QQIHd2gh9UAIgSfFMHw7uRueRAKaSqWi11TY1bxzMQYvIO4qVQqUxyRd42UklR5UioKU9QVdXS06LSi/SDFDsdhT4tUENk6EQ1XCJYzpEpSWbXluiEqMoWq6Wa+ewsTU9e6wrPgx8xDJApxD37le4R8EMHQz5UpV2TOthwOVmsSl0ozBjhBw4DhIAU5EHasx/Vv56Ggv/doIkYGdKuIq4v0esodc5jA7DLqU22yRzfW4iaxKBwZ9JSsePx4Rhzww5t0qGSBGHQQIBSyM0twMhCcNX18E0vgmftTmYgUApuyECgvQNyQ2PMYlr694FzubCi41Wc+OsnsOmphUm9D91eG8wNuHjenlh/V9U7tcm9Gw6T6XeuhhSVb6S7MQEAI2wSApKXDQTDoA2NrLqiQvwkPN+l16Bb9cuhEHuWY4aD7jnYJQDlcYO4mZoiM3pETfJbTX0tsc3RvmH5zEloOMmF3D8xxUMi2MDnZLEKn4q+AUSRhUKU8WWVtAQzyx6GbdW3zCCXJGZwjx8Osu8wpJYWrS0zLwufkgIaCqNh/mTkrqmBtL9CK0olysG+Nw5+E8c4eLxvjYNXXnkFlFJcfvnlePLJJw38CrvdjsLCQkMRwmSQkHGgWieJoKmpqUcdOVbQEy1udXAQ8geg9fRCeN5dr1nXwXOmouHyDqS8l4rMr+tx4Be5KFxSA7T7EJgwBM4d1UA4zHTNvW5IOglSLd/eJE3oSERB9IprUlt71CpMJfqpBDqVyayu9lcEXjfUdojFmVBTp1SpXL1BYxjolLb1BCaza0xkIoi1T/mQmyBV15gSI0td87UsBE3lTacSqHk4FAOB2G0sfWzIAKZI57CzSbC1rUtaNh4fIIZehdkEVWKfqyn2qSxuPfrTQNATZXmvhw32Gemo+nkh8lc3MvGdYJhN9s0tbHLkCDivFzQcBpebA9rQCDkQBJfqBREELKt5xiB8o5Wm5i4En5kBubVNW13Gu+beMhJiXnMMRBrpZh4sDb3BEYkMJ0V8e2pmC3E6mJJlIMjSLF0uFppobesaT3TGgfpeafofqsS1cg7ObgeXlQm5sUkLbelX9CrfCFQ2eCYAGFQo1Qlek3eXlqAs9TJmsBCm/KhW8jQdWyK8Kmq6L+dysffRzXgS6vH9YRyMvim2cbDzyf7ROVi7di1OO+002Gy2XmszIePglVe6UooaGxtx//33o7S0VLNI1q1bhxUrVuDOO+/EwoWxxUyOBxxpoY5i7kLIMyfDfqARYkUlczXabZDGF4FvVVZVdgFcYyvkpmZwA3JBW1oht/nAjyiEfPCwJmxitkJX/x/LrZrIagcA+MwMjSWtytiu6HjVQJqMLByjP7+B16CsPNTfV4bfMvAV1IFI7bP2N8IZJt5IHMlgH+nR0Rs8sfZX5X1BOK18rRrrV1cirNvMhQueB0YNA9fcBtqmaNy7nF3scz1097C7TBO9dK/KOeEzMyC3+YwlhPsxlzuyjwBj0QeKT4JrXwtIKIzWyXkIpHPIW3WY5dgHQxAHZ0PYWwVkpgOt7UzWV5K0FFNOKZfMeb0sHGHyLvT3NZpB/7y6I9Z1106vwMRIUFfpjcXD4K4V4Vi9SSMjq1obWqaASjJVDH8+KwNyWzukqWMgfL+PhbBCIcP7zw8bAlrfyDJ8/AFN6EofVtGTVNX3nAg2kImjsGLD3QZPmj6kIhQMQMuPhsBzKADb/jpINbXssqZNAL7YGH3tEUaD+JPJcFS3AwcOM96PEr7oDxGkMTfGNg52/Kl/jAM9/H5/lKxAT86fEKvpkksu0X4+//xz3HvvvXjzzTdx44034sYbb8Sbb76Je++9F2vXrk26Az9EcGu+hXSoSnMn0lAYQn0bYOOB2npw9c2g6axMLYIhyG0+lqrW5gMkmbneIidL/e8JEBM1QpVObEefx7+84XmtVC6x27TBWgsPqPoNQpfAi9ZmJIdAJcgRTlvlGVTXlIGs1DlP+5s6aOmFfvT7HikiB+xYpDvVUFklL+1agYhhJvWqsLepTLWaDIQjaFpwCuhJo9F23okgew+ymK7XA4waxlj5ulx29X7yaakxPSyRfdYbISoRUG5tMxqLEeIv/QX9fZXDIvhOiZWy9nXAXRNEzqvfskJNQcZ2F/YchtzSCnT6AVFkMXkonAEqa2EtuaMT/IA87T0zg5oFczQQ11OXAHk3sp2Eso4SgS7DgUoS5JZWZK3YC9d3B0BPGg3/OZPBTRoLPi0VZOgg1l/uwi7j3iaAL8iD3NLGNCjWbQFxOkDS0wxVILmxwwFfB/ynjmRGalhE4OwTWbnmrCz2LIMBzWDVXxsVw8ww0J1X7YeqBSM3tyD1vW9BPtsImpmKlrmnoGPWVPDbDmgk1EgDW/+7c+thEH8IdHSh4TuJzDrrExwD2QqdnZ244YYbkJubC6/Xi4yMDMNPT5A058Dr9WLjxo1RQki7d+/GpEmTTNMpjif0hudAc68JNpbnHQyymukuF2hbO2gojM6yE+Fe+T24zAwmwStTyHX14DxuiA0sNGMIJyTIPYhLHENX3M6wiojgKBDBxkoMc6wEL1VWB5FFWwznMyM6mqwS9OfrT1JZyfT7QDbuMiXarZKXonzU74B2H5CRBtllA/1+Z1csVp8dQGVG+lINLUohTRwBobYVtLYedHQhyN5DoEFmbKnkOypJWtGl7ngVQJduhNk7oIaFIsM1/Y3SKYtAN+9mXhYA1NdhiCVzTgdkvx/CoIGQs9LA1TUxwm1rq3b/OLcb8rhhCKfYIXy8wdB+5H0SCodCHJAOfLnpmPEmaNARJUtsc5iR3I1+Q1Q7Oi2MWF4KIDbPQc02kJqamTjQ4AJmuClKiXq+iv4Y9f1SPWx8Xi7gcbNKke3tkM+cBHt1G8ARdI7IhHPVRnD5rNqi1NoWOwxocv1nnvcoHP9Yb7gOvYdB/+5AklgoKsUDVFaBeNyQGptZmM1uB3G7AY4ABbmgu1g2huq5U6/p3ZYX+7xk89jrY3sOtj/dP56D66+/HqtXr8a9996LBQsW4Omnn8bhw4fx3HPP4aGHHsK8efOSbjNp42Do0KG44YYbcMsttxi2P/roo/jf//1fVFRUJN2JYwlHYhwYXNg6BT2keiHtrQA/fCjo4RoETh8LygGO+gC43QdBsjNZXvQhlZhorHZmGttX0F3cOt7KknO5QASB1QzQhTEiJ301/hgV6oDRNaj201CVsI9iwcmiLPMqLG/6KyM+rTQv61s24XaQ1g7QllZWPleBQete4YHwHjf8Z4yFrUOEbX8dEA5DbmtnxWsEG1shK1XzIAhabr9eHCvSoIvKXojgJuh5HhrpM4Ls2N84+8cPgu8Mg99bBaSlQMxNg1DdBLEgE+TrbSylLS0F8v5KgGOuauJwgEtLBW33YXnbyygf9hv2/4bnj5n35UjQF9dgxmWIrNMBwoE7aQzI7oNM3bCmDhBFQ3lsgBkEnNcLqa1d+7b1RknZ+NvRPDkL3soAZAcP57YqyPUNhpBWb16fabaGjowJJR2YswlMzlnhJHAuF6D0SU/U5L1e7ft9t/mvfW4cjLsutnGw7Zn+MQ6GDBmCV199FTNnzkRqaiq+/fZbjBgxAq+99hrefPNN/Otf/0q6zaQVEu+55x5cccUVWLNmjcY5+PLLL7F8+XK88MILSXfgWEZPP3L1RZX9ARYm8LjB5+VAPnAIoDJs7WEIFXWscIkkgQSCoG3t4DxuVnmNI12TAM8DVNU66L6Pkf2Nl/bIQgnKCldZ0erbVPeVlQnPLBZs5rHQ9+loD/TF3IXMzS8IKHXNh4PnsCJGn5ZvXgwAmHT9E8h9cYMh/KESAlVvkOzrgPu7CtCOTixre1kj1RGHAwduPQkZuyjStraCa+9kpY5VD4QyUHfn6TG7bwZ1QqlrP5U1fjRg31nF9P4BEL8fgRNy4fq6CuRwjSL5TICmFpbamJYOud3HJqyWVqzoYC7fZfsf19rrLkU40d9/iNC/L3o9FH0aMv1+J2RJAiI8uPp7U5Z2eZdhoBir+vdQ2rEHqTv2QBg6GHJ1LWSeA/F6sKLhebZvD2uwlI/9A5ZtfzDmdRHBBj6TvSNa1ovMAVAyFMaOgLxpG8jUCRAqa7H9jiIMXxpEINsOz0ffssYo02Lg7PautMm+RqwQQj+GFZqamjBs2DAAjF+gJgacccYZuPbaa3vUZo9SGb/66iv86U9/wvbt20Epxbhx43DjjTdi2rRpPerEsYTuqjImAz25D2CxfS4tFXJBNlpHeUFkwFvhh3CwDnJDY9dE5HRoTG8AUe58MySTIqcfCAwpiDr2rz5bIZIMqbfsj9aklCg0gSXdvVNdvmrfT533R6S8tV67/o5fnALJTpC2ZAM4r0db9WuSyDoNCT0ZC1QG8XogjxyMxgleeA+H4agPgN9fBUplJiqjyC9HemAiV4LH00SnxtupTMGPGQHS3oHQ8DxIDg7Ow22Qtu5ibuDhhZB37Y1LDFVh5lqP947HSin+ISLed37Gzx/DZ+/dzPRKHA5DfQqAaWZwqSlaSm+se6qFRnr5fkZqaEQZyfrQGc9r+iF6Q0ZLaURXRhSx27sqgaqhEto/VRnH/zK252Drc/3jOZg4cSL+/Oc/Y8aMGSgpKcHEiRPx2GOP4U9/+hMeeeQRHDoULZndHSydgwgcKecgEurkqmf18xlpLF4GYN9VQ1H09G7G/lXi1HIoxHJ3RVETE0rEMDD7t9v+RfACSmxzwLlczC2nMwg4ux3E6dBSHw2pjDg2jYRifrY2qKj58YDiTXA4QWwCDl81EXwQyP/wAGiqF6SNSS0jLAKhMEv9UkrjmpV+1gRqOMIyGoIB1N14GogEUB7I3uiHfW8tkOIBmltBA0H2o6YlqnHmiPhsvGyGY3HyO/usB8F/vlnjZDTMPQm5yyvQeeJAOD/+3sBi1z8LPRJ+Z/8LDICe4uTLHocQoEh552v4fnYyqmZSjPy/AITmDqClDXJLm/bu9YXnJV47xfxs8F4PpPb2uOmoZRlXakJakfwaAFHcDEOmEXSLKQASEbFaeq9PjYMTrn4AvN3EOAgFsOX5xI2DTz/9FI8++ii++eYbVFdX4/3338f555+fUF+eeOIJ8DyPG2+8EatXr8Y555wDSZIgiiIef/xx/PrXv0728hIzDtra2pK6se3t7UhR9eqPM6gPfCZmYTX9QNt+JB+PXgaZLypE+wnZ4EMUwTQeqXt84PeylaXc5uuymhUiI6C4/yOMAzV3OGqi7gWCmurx0KcoqnFuzutlOcQROBYH6/K8ayE1t2Jl6A2UpV7G4tuFCwGXExU/z8XQ53diWf1fUOqcB3/pSfBsq0fdzHzkvL8dkGTUzRmPvFVVEPcfjMrj1morAAa2uF6PgPA8uFHD4RudAZtPgnPzQdBgiHFMmltZHrrO9WkY4CIG7+MBJ9zyBAqe/IrpRSiiO6EzxsOxbgcjZgoCMzCbmmOu/C0kh1j37bT/+SOEoAzBJ8HWGoD83XbDOxyZXhwJ1XMQdb5+CmHFImImcpx+v7PI+X3uOTjhqjjGwV8TNw6WLVuGzz//HJMnT8YFF1yQlHEQiYMHD2LDhg0YPnw4TjzxxB61kZBxwPM8qqurkZubm1Cjqamp2Lhxo6E61PECvefggvQrAPRM1Q7oWpULBfkQq6o1URcQDvzAAYAgABwH6hBA91UCVHHtyzIIx4HKslbvPFL8RpUtNcsZ7s2PV6t8qONAqOIlRzP7oDvodQ3Kxt+O5VsZn6DUswAgBNyQgQjmp4Jf811X+ASAMHwYyzpQKi+icCDo3oOGjA1NS94maGpzkXwNgBUForIM+cSR4HceZG7S1BRGXsxOA7bu1fTqAZiSTo+3CfPMWY/C8Y8NIBwBnz8AcDnhL8oEJYB7TyPkg4c0AlwiSERTIDIEYYivp14GWfHUxGujN3GsGjqlngXsveYIKz+u8GCoTFl2ksnErydZmxkLxzr6wziYcEVs42Dziz0LKxBCkjIOOjs74Va80b2FhAiJlFK88MIL8Cp58d0hUoDheMT5WVdAUFZypa752vZk3PaRrH2pubWr+pwgAIEg2k8eDO8n27QiSRB4IBjS5GXZhMzaMCj2qdwAKbooTG8i3oDQn6RDVQo5GfBeDwBg+dbFKDnlXpCte0BGFoL4/AjlpYAPiODTUlE+8lbN1V0+8lamKudxg4bDkLfs7OJl6BjRckgCUbwD+nukvxfL215G+aAbQXYeBO3wg3IEJCwCgweAq2sBdTlBOzsNRXCorJOUVkI2qpGZlGEa4/3s64nL8ff17J2121llP7sN9pYgKM+h9uwByHn5EOQfnWga0468zmJ+dkJ9jSTkRqYYrpKWMFe1EiqLOk+sbJEEtnXXn2MFZdlXM2EjSQKVugRuVJlvANq90ZRZFSNYraJalnoZpI5OrJKWYPrcP8L71pfHpAdIn0raLyWbZZiXbFa2tbW1GbY7HA44HI5e7UN6ejqmTp2KmTNnYsaMGTjjjDPg8XiOqM2EPAeFhYUJyyer+PTTTzF48OAed+xoQbUGfzJyIQSZB3wdkBqbonLNk/0A1OJFsiITSuxMmayzeAI8e5ohuxzg61sg19Sz3F3FEIgUCjKQ4YCoFKVEyF7HG9SMA3nqOKz67PaEjlGJT+VDbsKyg0/iJ2cuhtAagLx9LwjP49CvJ2PI24dZxbl2n+YB4NzuLvGXiHusl41NdqJWQwb8gDzAZgN1OYBD1ZBHF4LbeYDxS0IhaFK0ADSVSn1aF+IbbEcTZ898APwXW9ik4nSApKUAkgxxSA7znGRmMIU9hx1ifSOgyPJCEFgGQ0RRL6Bn6oOxjinPvx40HAZJTwN8HaxegCSDy8sGbW3Xvs3I2LWZ9kAyLu5jYcLUshx0ZL5IXRKgS0ocgKYCSgQBNBTWND9Wht5A2cQ7IG/fA3HmSRDWfq8Z7uX512NZ9dNR5z5a198fnoOJl8b2HHz/t9uiti9atAh333133LaT9RysW7cOa9euxZo1a/DFF18gEAhg8uTJmrFQXl6eUDuGPliERCPUB34W/3PYPWkgA3KBtnbA69Hczaq0bTI55qqgEJeRDnAcYLcxD4HfD+JUcuIJYWWOJYmlgElyl3GgY+Cq2gOq4IwmHgJ0uxo62oNUsiixz9UMKS43B9Tl0EIE8aAaB+oq4szzHoXn6wNYVv00yrKvjop7x8u17g1jqzznGrT/aATc1X7whxoAngNNTwEkCaS1g5WFVgZhAwE1hkHYG16E3oJaWhmhEOBygtY1gI4aCrKnEpBlYGgBZKcdfEMbaGOTxqUBurwxqugWAO39jleIKUpfA4kbEiXT7wMRZYRTHXDsb2DiY14Pq+CZkwX4OoGcTLSPzYT7ow2mhcE4tzsqE8D0XLq6EZHf6LEGM40UwvOsNLmvw0CQ5jPSILe2gfC89pymX/RHeN/uqtx4LKC3CeZmbZ+4ILZxsOnV21BZWWk4dyKeg2SNA8N5JQlff/01/vKXv+D111+HLMuQIsLSicAyDiKgf5l+kXU1+KxMwO1GYGQOwh4eIEDKVwchVtear+C7GcD1yndqmiOXmc4O6fQzo4BSxmhXJgWVBQ9ACz9oWQyIXtkkguPJUCgfchPThAgGE45Xq6JHxwpKXfO1cr7E7WKqmSle9qzbfKA6qWYNtKskbyLqmPHQV6vYYu5CBGZNg/tQB7iWDrRPzIW9RYT9650svq0o3WmpuWo9ikAICARZHr1awdIsQyMiDq5OWOo96em1DH/8cQz7MADKEdgaO0DCEsQMDySPgFCKAO/eVibH29QM6uvQjBAzg0Vfp0D1LHEuVxSXxExh9FiF2bNQvQrimSfB9vlmLUuHGzsC8vY9UAuXhX50AmyrvzsmPFz9YRycdPHimMbBxv+7vV84BwCwY8cOrFmzRvMghMNhnHnmmZgxY0aPshV6R8j+B4qV4beY69Hvh3PrYaR8XYmUz1lREqFgQBd7XWUBq1CMBlPGrbQEq6QlrO1QCHIoBKm+EVJdPUvf6ewE9fvZKsNkQlgZfosRrNTVpBpDVRBPEdHQD5NYauS/RxN6rfplB5+E7A9gReD1hFck/ukj+6prPcKBP0xm2QkdnWwV5g9AOlQFub6RhRNUw0CnlQ90hTK6qzkR65mVei8BYP68ewOr5KVwfvQ1sG0v5KoaeD/eBk6UsbztZcjBAKjfDwgCq8I4vBBcbjYC+R6gzQfa1KLlpZuJGgHQ7kUxPxulznmG0Fkyk2v5gOtw9lldAjx7f/MbhNJssB9uASQKhEUILZ2wV7XDXe2Hf2AKQgVpoMMGQpo2npFTlX4UcxdqP/raHCtDb2g5/JLiATSo9wEGfona1rEIs3u7wv8aK8X96UZwOdkQioYysbfte7TaJWRUIez/2QLO5TpqdTD6G4TG/ukvDBgwAKeffjo++eQTnHHGGVi5ciUaGhrw3nvv9cgwACzPQRTMUhlL7HPBedysuI7LCfgDLG7c2KQV5+HT0rqqyqkwWdmYuUQj3XixyvLGy33X7xcPPdVDON5Q6pwXtco7Vq41SmEuhjx2f/VVXZ0f6f0psc0BPyAPckMT5FAIQm42Ws4qgrfCDyLJoBwH2clDcvDggxKIKEPYvB9UKfqllQ3WZRZotUB0JM3edFmXnnwPQplO8H4RrSNc8B4Kgw+IENqCIK0+9q07HZBrGwzhnnils/Xftr4kMnE4wGWkQ25qZiHEYFBLFz4W3stkUXzGYnAbd4HLzGCVZQNBrAy9gVLvJYy3A7BwTXt7VGimv9AfnIPJF8X2HHz7ZuKeA5/Phz179gAAJk2ahMcffxxnnXUWMjMzMWTIkLjHnnTSSdi+fTtOOukkzJw5EzNnzsSPfvSjhJMIzGAZBxHQGwcCsbEJlJ8NzuVkWt4Cz7II7HYgHAZSUyDtOwDicACSzMozt7cblAfNBrOYSm/6iSNG5oGekR3PmPhvRVnmVYAkYXnrS9q2Y8Uw0ONYFDUqdc5LKtUwEuUjb2Uk3qF54A/UQM7PAQmJaDo5C45WGXxAhtApwlbdylz2/oCmGUFsAiBJAM9r2h7dfUfJQi82VXz6/eC3HWDhHY6wSpKUsh9BYIqWClEUakEpdOlRaIqZZjVJ9NCFGjm3m40TTgfkjk4WXnS5QP3+mByLYxmayBtHwOflgmamgjS1Qapr0O4LP2EMSLsfCIUgVlVjlbwU5fnXayqNQN99A/0RVpgyO7Zx8M2SxI2DNWvW4Kyzzorafskll+Bvf/tbt8e3tLTg008/xdq1a7F27Vps3boVEydOxFlnnYWHHnoooWvSwzIOImAwDjhGGlGFhgjPg89IY4RCjmOWf3oac48qxYu47EyIVTUAutjlcQ0Ek+wHbVWvUy/Uk+N+KGTDSBiuG+hRTLl0yiLIG3fEnUh+CPcqEr1haJS65rMVrk2AHAj22JtQXnQzIyeKImhuJiMj1jQxcqIoshz7Tr/Gq4kkXKpx+8g00d6GJq2tnBMKD4jKyjdHqcYBUgv86KHPLFE9hvqCWBo3AsaxgLMJBqKpvhohqHxMxOp7ivJRv4NcVQMaZM+W93qZcaVkPQBghpGvA1xmBuSGpqhKqb2JHwsX9LlC4pT/iWMcvN0zzsGRoKmpCWvWrMGHH36IN954o8eExB5xDv7zn//g4osvxvTp03H48GEAwGuvvYbPPvusJ80dk9D0+FXLVloCKkmQmltBgyGAEPayt/tAQyFwI4cxmd36BnAupzYwaDFjE6ySl0bFTg2Dsc6qVrkKsSaBH8Jkp14D4Qib3AmXdJEXrs2vqfOp0LgU/GzWnqofcAxxLHoKNW5NBNsRX9cK/2vgvB6s6HiV8QCUe6/G1xPFsn2PITQqH61nDgfde5Clara0Qm5phdzaDrmpRePVGCZc1WWvrDgjJ+PeBuEIqBjGytAbkENMW0T2+yErUuZyIAjZH2D/KryQleG3DBlErNtswuecDkOf1cmfs9u149RrlEOhLlIy64zWVoltDib85glDzD6S63AsoJi7sOubUrBs18NY4XtFM3DUFGHZ74fc2YnlrS+xktJeD4Jj8sGlelGWfTXz9sHINdKfp6f4oOnlHh+bMCgFkaN/0I/r7vfffx+//vWvceKJJyI3NxfXXnstOjo68MQTT+D777/vUZtJew7effddzJ8/H/PmzcNrr72Gbdu2oaioCM888wz+8Y9/9Kg05LGEyLAC7/WChkXNui2xzwWxCawOfWcny4unMmhhAci+w8yDYLcBEjMsIsul9sYkfiSeg0TytWN5NJJF+YDrsKzmmYT21fdFFTzqiVRr4dN/xKiF32h511o8XamzwA0dDHT6IdXUHlcrNANXJRZIl4BST59bMT8bQn4eQCnkphZDTQQV3bVd6r3EkOYXmXKo9hWA6bdxPHh2ivnZrN6IUpCL6r5zgyYKoNXdULfzmemQmlo0b4KqH6ApqALdhnbMlCMTvW8ltjmGFMTehJ43pfd+6t9dLR3U4UTNVZPhG0JR8JkEd4UPdOtuANC0RPTprYQj2jdrGC8UgyLyey7mLoRsI/h3aGmfeg6mXnA/BFu050AMB7Dh3Tv6xXOQm5uLM888U+MbnHDCCUfcZtLGwaRJk7Bw4UIsWLAAKSkp2LRpE4qKirBx40aUlZWhpqbmiDt1NBEZo1IHNn3edalrPrj0VE2TgMvMYAcHgoCguEwlSSPlmBVOivyIe6IAGA+JWNuxjItYkrVqfQI9VNET/YSgv5bSqXdjxYa7o/qmrpi0j90kZa0nE8S0+Y8jbckGTeJZHTj4zAyIDU29nn/dH1rzJbY5Bsa7Co2kp9+mTEKqQdSTvpV6FjCvGKWQ/X5DKuWRclz0gz2AIzZADW33Y+lqVeuAcMqKX/EsEIFpcqiegcg0Rq1gl90G4nSA+gOMz6Bso8EgqEzBnzAKyzfdF/v8/GwImRlAilcjRquKkypMjUnCgXM5E9JoOFKYPWt9P1RPKJ+ZgcDJI+Cs9iGY64FvkA3ZqyogVtWwVEmXi6XAKimx6v1Un3WJbQ44rxfLm1+I6kN/EBJP/lls4+Dr9/vHOOgLJG0cuN1ubNu2DYWFhQbjYN++fRg3bhwCgX6qod1HiPQcALHrFpSlXgbYbSA2G+SBOeCafIDfzzIZWts0QZtIPQIVsQbFePHjeJOmKVcBMJ30DRkTepjIyspnToLw5VasCLwepbE+5eonkPnCFyCnTAC+2abJlqrkKxoKo+O8yfj8nZuj+llin9s1iUcYR2bZBsmgfPCvWYinIB9yVTVwwsgoI6W3oC9ZrPxH+1tPcvLjGXaqzsWKjleNUrdJqCeqxlm8fcvSLmecGrebDcqdncql6QwFE7W9vkRCeg4RYajeyMKIRKlrPqv0qUz0GlSBMq+HGVaKXLNB9RIwhCO0TAa7TXu2cmcnaCikPR/12yjPu5ZlOfgDXWJZgOEZGK5dd81HozaCWt9ErYxq8CjoDQeFdwEgaoFUzM8G53SAGzIQtKYeNByGePIYgFLwn3/PeF6DB0LKTsHKdXcaj+Uu7JeSzafMim0crP/wv8g4GD58OJ577jn85Cc/MRgHr776Kh566CFs27atr/raL0iG3VpeuJB9rKkeyC4buM4QqI0H5w8Dza2Mdd3YrHkONL1ypQSpvjyvikRcq3EnD51aYlxESPLqEZmOqfar1DkPapEWdcCKrM8e2U8zJTm9UcI5HYywpPSpN7wn/T0QGpT9FL4JsdtZ6WcAVBRBMtIhH6qOG09XDbsoj4DeJU848B43ExVSVporw291FchCdE0PTSdBeQfp6RMhbN5vutJSUZZ9NWPVCwLgdQOBIGhHJ0AIJF+HNhEaPAlHwDw3q3cQacDG8oZEfivqe6qXQU7GoxDPA1Fin9uVRUE4FlaQZRZflimITYDU0cl4L4QwUqbOaOS8XmY0KL+rhkM8A69swu0g/hCCQ7MQThXg+c8uyG2+rqqpuvtWYp+rkRv15EhNHtk5D1xaKpbVPpvw/egN6LkEUe++4plVsSLwukYWlU8dD1tVC0KDMmBr6gQRZdCaeqY/o9y/eGqa/ZGtMO3c+2IaB1/9/c7/HuPgkUcewSuvvIKXXnoJxcXF+Ne//oWKigosXLgQd911F2644Ya+6mu/IN7LFLmi18ILisIhae+AOCgbsoNnRX1qW5l2f6cfUlu75mYkNgFEEAypdvpBR9WYT0T1ToPOq9FdXLrrv0QbRAA2iGo55bpKjHo3pBo+MAsxxOxjhMdFlZRVB4lIxre6rTcm+L6OXydyrzmXk9UacLm66ioAIB2dkGvqopQRo+6HzjBQSWwGYR1doRwqhjU+jAp1QuJSvaC+DhCHA5Kvo9sJsyztcpDcbJbiJwhAR4eyGlbqfigCRpE6BEnXnjApLBUZa46lEqnCzDggPA/icYEQDlJLS6+8T/oibGpGhfYeK+nM+noomk6DrngXlSS2mlZ4CmYaCYbvxT4X/MABoC1toEpRO2KzsWwPxdjUvAwKnwCEwwr/a0b1RiVV9Eg8cqqxyaWlQmpq7pHuhDrx63lFmky6JDODKxTqMop5HmTEUJDmdiYS5+uAHBaZhLwkMW+L3x/FawD6yTj4f3GMg38cv8ZBQlUZ9bj11lvR2tqKs846C4FAAGeeeSYcDgduvvnmPjUMCgsLUVFRYdj2u9/9zpC/efDgQVx//fX497//DZfLhblz5+Kxxx6D3W7vlT5ExvDkYABo58CJEuB1Izh6AByHWtnqyusEZImlbxECzulgA0lYZGlRMjXE6akYhlA4FLSxCdB5FUpsc7S86hWB16Mmo+5iwKZxP90kI4dFADxb6egGeTYgs2Nkf0DTeoDIctKjuAcDf4Vlh//MBrKhg7Bs9yNaX0psc6IKshAbU82jgaDmItVfSxS5KJKTkGB8ucfEPJNBOnI1q03U+okrwviiMoXsDzAxneZW8KkpICGltKrdDuJ2gwzJByqqlPdCYbP7A1FtqqsrNbatGQL+ADMolPis5OtgxynPmoZCzEPT4WeCOyaTg7baVvoNQQCXngaEwwgX5oBvD4EDwKWngQo8SF0jm+j8AeVU1JCKqHfvq659vRtev1JWs0tKPQtYwTElJMV53FqKsBrT1x8by2DQG1u0zafdQ73GQSx0Z0wSjwvE5YLc3AIaoqBSqEvoSOELcDYBhFMmf9WLR43eoMhvWXunBJup94w2NoM4HMyTwymhBeWb0bhQznmaMbIy9FrUtapeqSPBKnkpK/3sD2jvvn6hoBkyTS0aDyKqDf0ihnBd9ScoZfc3PQ20upZ5ZUMSIIsgB6sh+XwgDocyZnV5IGhY7PruTMTE+hpadoLJ9uMZPUplXLx4MRoaGrB+/Xp8+eWXqK+vx333xSbP9BbuvfdeVFdXaz933HGH9jdJknDOOeego6MDn332Gd566y28++67+O1vf9vr/dBbp7I/AKm1DXJ9IxwHmiCluBAakALZySM8NAf+k4ZCGlfICi7xvFZECIChAM0qeSmLjSspUZrIkcOhrTZK7HO12JzWhm7A0ac7qf00pEXqlPioJGkeCqoSfQgTZFHT4jibAM5uZ5XzAEAUY646lh3+M0q9l4AfNgRo92llXgFF8rmdDdKlrvngUljBIUiytlJQvSbqCiuKFBnpeaCyIUWxt9CdCFWp9xLtnhpy9MGeIeF5ds+UXHbCM8NLNQ5lnw9SXQOrzREKsdz6pjbmggYrLsUVDGBGBM+DCDYmwKU+A0Fgq0CnA3x2lqZLQGUlFz8UMtwrwhElJc/Pwj8xZJiJ3Q7Ow4wWbuhgYMwwdE4cBNhsICIFkWXAJoC67CCyDFqQA+J2gcvJAp+bzRREbYLW56j7RzisCLxuuGfq/2W/nxmmCvufGTRh/P/2zjtMiirr/5+qzpMjE5iBIQdJAgYQBQMMY0RfXd11BfNrRMAcVhAMSDStixFX133V3QVdf7skA7iKKCAKIlEyDGGYHDrW/f1RXTVVPd3DzEgY3Po+zzzQVdW37610zz3ne74nVFpWn14YngA0g0A3ZML3jDHNb3HgvXojN/zMSbKkX5cRjmsY4fwdIxzXmNI1gQbPVwP4A2qtBRp6eCS7Q71OBiNXS2dWAkF1fOGwotHNrhJAVc6B3LMzRTl3MjL1Zgo916khMv9fCVVXE6qoVP9Ky9TnFTWrQeu7UASL6t6JGZrTZNuP9LwMl69iZNINqrEWBdr9pPMJvD4K3deqlWfTUykZlofUJgNbQTuTp6VBf8Ip2rqHTAob2x4noQHdkBwObOmpqrZMbhZyYqJKTkQldmrPl3ZOwych5j1+rKCVbI72d7yxdetWFi1aRF24rscvkTE6aUSQCgoKGDduHOPGjYu6f8GCBVx88cXs3r2b3NxcAN577z2uv/56Dh48GNOt4/P58Bkm6crKSvLz85vsCjIy7yW7AzkvByUlHoIKiseBraKOUGocsjeAXHwYnA5ERZWeRw2YU320STkjneC+Ymw9uiKVlOopTkZ3v46IScy0ssLsdtZcdpo3AklWY+NC6HFy3cMhhLpi04yIKDFt43kwpiiJYKDBqqHQc5368i9oi1TrQ5RXqJLUikA5eEg1TNwuQiWH9bCDFl6ItqI7WiEDncAZpcKf0S1rcp+rJ9a0CjJyBoxxfm0segZHWGwofFKRk5OQ0tPU6p/B8OQpS3oIAFlWjanwqlFKiFeP83rVycpQ6lnLxY8MOUVyRwCToVfouU4vXSy8PpVUl5kGXj9KajyBNA+uHaUgy9R0Tyd+Q4nafY8TFEU3cJTDZWrfDSEHIwdGI6Jq4TNNT0RyuXRj2UjYM8b39Ri9w657GIQidA+ULlYU5sVoz6Zkd+gCR0iSqmMQSeIzXKvGPAuFCWPqeQRhwSIjr0Ny2PW0Ru2aGJ+DyKwg3eiz2VRPTVICVNUQys/EVloDpeWqYVf9Z5M4WCQiyYdAs1NaC+NHs6jm7caPcV9rUrC0JSernqm4OEIVldiy2yDKKwBV48DeNpdgfibSyh8bJ8Am3aAavhlpKIlukGXkQ+Wqxy0+HpSQ6gUKBpE8brVGic+nFqEL3//GZ/h4hhUGF06OGVZYvujx4xJWOHz4MFdffTWfffYZkiSxZcsWOnbsyE033URKSgozZ85sdptNMg6uuOKKJjc4b968ZneiKSgoKMDn8+H3+8nPz+eqq67i/vvv10MGjz/+OB999BE//PCD/p2ysjLS0tL47LPPospSAkyaNIknnniiwfbmXlDtgdRWdVJGGsLtAAWEJ5ze5LIj+4LIhyshGFJr2FdV6/FhzQVvij/bbNiy26jcBa9PnShAdbnV1uopPtjtyMlJ6gOTlKQ+KIGgKvGsCFWTISlRdeMHAnp4QPJ49FWr8PuRHA4kl1M1DEIhdZVkt+sv7mgPeFPV+Yp6PkJo6w5smelqCez9B9WqfZKkpn8GgurqMysTZU+x+kJ3uXQXqjY5g7rSVU+q0EMuesofqC+tsHiNxq0w6buHyW3Gz0DUTA8tjqu5q48UztANBLtDnbhCISS7ParmQ6HnOuS0FERVtSrj67Aj4uOQ6nzgcqDs2msOHRnGIMXFqdcpEFC9MDYtdCSgZyfED5uQPW49RKGFIyRZaqDnPzLtFqQ4D6G8DCRfCElRkPxB8AUIZSSBTcJWXotwOdQ+KCAFgqAoiDgXUp2qiIgWNqupRSiKns6rnVM5MVEnkxlhNG4ihYGMngJ1s6Svwo3XVFc3DGuM6LyMsPEhyeF7QBF6tgFhz4pmQMcitxn1MkAN8UhOp+5OL4wf3UBFsalEyEL3teokFwohdWqH4nYSirPjWLsdZIlQWUWT+RZaBpB23iL3m343vKrXqkhKKcks2PVcg/FGhtb0c2qzIScmImVlIPbuV5/b4gNq/YiycuTcbJRdexrNFBrZ9w9I3gDKrr3IWRn4CzKpa+Mi5JYQEtgCgsStNdgOlhHMTce++5BazCuk6Pe99m6Ilg12XIyDC56IbRx8MvG4GAejR4/m4MGDvP766/To0UNPFFi8eDHjx49n/fr1zW6zSZyD5ORk/f9CCObPn6+KPwwcCMDq1aspLy9vlhHRXNxzzz3079+f1NRUvv32Wx5++GG2b9/O66+rjOv9+/eTlZVl+k5qaipOp7NR7YWHH36YCRMm6J81z0FzobvrggFETQjJ60NOToS0FIQQSN4g9hofwmlHJHgQTjvywXLkzHSkUhtKba0+uWkvR9njQQSCKKVlSA5HmBGtqCtHhx3atkEKCTUzIl5NOZPi48DvR8THIdx25LIa8PmQXSlo5YKpU0vnimAQpbq6wcoKp1M1PBShW+ZGKVgjCj3XmSWPw4jGCQhu+hmA0MFDSIdL1VALhGONYUZ8IIDYU6yX+kWPpceH3ebhyUZbOYYnAF1NLswFUMLKbKB5PMwpZ40JSRl5Hlo8tKn1BgoTxmBLStQ9LkpFpWqYUF/y1padhXKohEXed1lU9w6FCWPU8foDqmu1shqlTYp6bbt3gJ3FSP5wCEmToNUm0FBIvS9kVeZXTk1B1NYhVXtRbDbd8Ky/p8LGQgQWlr5GUdu7sZXVgk0mkJmAvawWCZCEQKrxQzCEBOrka7ehxLsRDhu2qjq1D5IqK47TiRQfh1RTq17PcC4/gJQQj1Rbq/JZIrw1Gm+h/j6rJ8eaCH2KWtJcD0NpqoNhbwWyhOT0ILuc6vN3sET3TMh21S1NdQ1ahoEcDstIsipapj2Hxnsj0phU/H7w+/V7RvMCNphIwzhSCXGhKKrRsnEbksOOw+VSY+8lh00Gnt6fKJ4C/RxqnsiIZ3Bkxq0qmc/vx2YoyCNCIRZWzqXQfW19FU9NIyT8rBh/T/WGqO2HKiqRa2tVY728EjlRJb0Kn4+6jmks3fysaZxGMrI9Iw28PsouPoWUw6VQU0cw3o7noA9vpgv3IR/OXaUgS1QNaEviukOImloklxOlrkrXh9CMoeG2q+sXWFGygY4VJBGDc3AcnfKLFy9m0aJF5OXlmbZ36dKlAVevqWiScTB3bj357MEHH+Q3v/kNc+bMwRZ+YEOhEHfccUezraNYq3YjVq5cycCBAxk/fry+rU+fPqSmpnLllVfy7LPPkp6eDoAkRUnLEyLqdg0ulwuXyxVzf3MQufoMHS5Frq1DTkoEjxvhdCB5A+pLyWZTizjZ7UipydjaZEB5paq2WOfVV8ZynEd9GROeHGQZ4uMQBw5BZTUkxIPHoxoLEG7Tg+QPIAVDiAQ3IjlevYFrfVBbpxoIoRDU1oW1CPyIsOa97s522BF+r4ncZYxlai+eRXXvqEImycmml0i0iVR70WuTtVJZhZbuJcWFq15WViHlZKEUH1D5COG0QCnOg6itAzmIrnePGt8XgaDuITCmRkYzZiLZ4cbxaOQoyWZrkJ4ZKyvB+ALWUihHpt6sjjfMXscmI2e3USd/RUEpKwebjZHJN7Kw4k2dlFrU8T5EWTlSmwzkah/+tsnIvhC2vGwkfxDJ61c9QV4fuF1qaqFGhqtThbcIhVRG9449yAnxBEvL1Akz7GHS0hCjGUUL9r6oriZlCUdpgnpvhULIgJBl9R6r86regfg4pFAISfMWBIPgcIAihb1VCricEA5RiFBIPc7o0tfuacO1AeoNUaHoRoQIKnpIQgsZqCS/+ti/3kzYSAgdLsWWEB++DirHRRDUCx8RUtR7RYsSaV6VMPO9qfcOxLjfbTZ94pbj4lTSZzjsUxg/WvdYyB6Pzh0BVCOhqgo5zAUyiagZJLJ1ufGwIasR9bQJUssCQCj6QgPUeL0SznSQXeqKtyjrduTEREIVlaYS2pFpwXJcHFKHPAo916lGcF09ydXodZNsNhyLV5nOh9aW9swUdbyPhQf+xAjHNSwMvMcI5+9wL1uPnJyE82cZkZakkrqr6kj45DBCy2IIhfRrrJ4SyfSsS06neq8dJ8Qqz3w8SzbX1NQQFxfXYHtJSUmL57dmcw4yMzP58ssv6datm2n7pk2bGDx4MIcPH25yWyUlJZSUlDR6TEFBAW53Q5fN3r17ycvLY8WKFZxxxhktDitE4mi6oYwrDdlhVydAl1Nd/dlk9WUaUlThJCHUVbEQqttMy5VXFIObUKhqjIqiTjSZabqeAm4XIsGj7gOkOj9KkgfJG9Tdv/j86r9hlrlS51Vf3D6f7tKXkxL10IWorVMnnbDLN3L1rMfjw/FW7SUWTWAnmmAP1LuTjd4LyeNWMxgMbkNAf3nKCfFqyCC8AtZS+DQvgr6qNhLXjByM8GozcnWoS79GhHWMIlZGjEy9GaWmlsX+v6qiQaGQHgfVVjW29FRwu1SviFb1TzOIXC7dQFRKSpE75EN1raorEFIQThuB9HjsFT7kQ2XqkJITkUpK1fb9fnU1HHbVa2EXJRBUSVxhT4Tw+dSVczDYYOLTdCqMnAmtAqkIhZDSUsDnRyQlqJ4AjYzncCAyUpCCCvjCYapwRUPh9SJJMkLjEtR568Mf4ftYi1k3II8ZtQ4Mk01TZYGN993ItFvUa+10qDyBMI9G15+ortE5N5LbRai0rFkSzvoqOErqpjEzwMid0Cc0j0fldqSngsOOcrBEL0ykZT1o50NvI+L8jHBcoxr3+tgUU/aC7gGDhmmXdod6HsILD8ntCvM2FN2AOdLYdd4SNCk9cmTqzSwse131lNlsSJnpKmcmMR7x8w7Vm+n3q6Wt01Lr34WgHhcmrYpAIPyurPekxArhHI+wwtnDJmK3RwkrBL38Z+kTxyWscNFFF9G/f3+mTJlCYmIia9eupX379lxzzTUoisLf//73ZrfZ7FTGYDDIhg0bGhgHGzZsQFGUGN+KjoyMDDIyMprbBQDWrFkDQE5ODgCDBg3iqaeeori4WN+2ePFiXC4XAwYMaHb7l6Vcz+dK8/gTkW68Bi5GjYAF9ZOY9oDKEoTZxiPOnIz0wxb9QZFkWTUqbDaV4Z6cBHFC9Rw4HBDvUTkMgOSrX8nJ++vA41aNApusuvvCKxFJllQuQ51XNVYUgWS34+uVj6OkTo0319bp/Y+sEQHoymeq2zfssjakL0XzJKgrcJueRqkbClrs12ZTV5uG4knaS03x+pCdToIlpfWdMGZhEKpnL3vcLCx9rZ7JHUKfiIyEQqMuu7FAli0+Tk+f02KZ2gtfTkhAqa5G9niQPW6K2o1T2+3ZCWwS8o796sQJUFGDSE6A0nKVUwAoOenINaoXR8THIXbuUe+Dw2X4e+QjbDKu3WVIQQXZr6g5RUkJiL37obJKXyGqHQ3rDHjc4POpK32NsBf2mCmBIHL4xRsJzUPS4DqFa1Fo35Hq6sDlUg0aRVFDF/tD+rUTOrlWqC5yzcAMBFWvVNgDpV1L2WFX7zshwscEGhgKzZWAjpzQFpa+Vp81Y8jSkRMT9aqBkl2trooQyC63uRZAlN8emXYLorZWJ1OavGlR7nedr3Jab+R1P9enZGqTXmI8VT3SiStORd66Vz1XEYhmGOj3teH4BuGz8Hf0UKVd1VcR/kC9lkrofQo91+mCWCOTb1SNyjAi65wYPWia+JacmBj9ghigaRuMTLpBvRxOp/5ekhQFwsarmrHiQDl0uJ5jFL535bg4XdtBT30OGwW/pDjTL4YS/ou2/Thh+vTpDBs2jFWrVuH3+3nggQdYv349paWlfPXVVy1qs9megwkTJvDWW2/xyCOPcOaZZwKwYsUKpk6dyujRo5k1a1aLOtIYvv76a1asWMG5555LcnIyK1euZPz48QwcOJCPPvoIUEMb/fr1Iysri+nTp1NaWsr111/PqFGjePHFF5v8Wy21NLWXgPHF3ZSXmk5w8rghpCCnpegv1kDHLByb96oGQHhVgcNeP2nbw5OZtjILE9+QJL2ktLbCNK7AtRdaUcF4dUWrkQHD5EApPg7CsWI9Z556922sVUWh5zp1kgsGkRLiVZEU7VxEEXoBzKvHiNS3SFeqLpxiyIwwrjJbWpshFjEx2vXTVqeFnutQfF7VFR2W0NZTsYSikgXrvOqqzusLp+ipRDpcTtWbEAwSyk5F2G2Ud/UQvy+Ae28lde2SsdcEcZTVEUpwYd+lxloB3cujeWlkl1slcaanEtqzDzkhQTc4td8N1dTqkwBgCpmY6mDEULvUzo/RjWtk5hvd3noNAS290nBNG/BWxLEtT6zJHNu0sEY4+0bzcmmZAkbPSSRMYaMw2U/LRom1WtYmQqPHabh8FbbERN17IzudSN06EkpwYausUwmeBw8TPHxYdfXLUqMsfP13opSM1nUxPG4WVrxZr5oYRmPPhSZb3litF704F0BivLq4qa1D1NSiVFfHvKaap0Mj3mKzqUas36+GDLWwqUasDRuWQltESDJ07wibt6tCXuXljY5luO1q/lH22jH3HJwz5PGYnoMvvpx83ESQ9u/fz5/+9CdWr16Noij079+fO++8U18sNxfNNg4URWHGjBk8//zzFBcXA+rq/Z577uHee+/VeQhHE9999x133HEHGzduxOfz6e6SBx54wBRn2bVrF3fccUcDEaTmxFxaYhxoBBgtB1d7qFtSBKYo+w6Uqmrk9DSVFBhm5apCMAF9ksFhR3KHvQKJCYjKSlM6F9STtyCKS7zf47CrWGdYy4kJeiwc0OOTQINJINoDWZgwRjVGwi8mfcJJGGMiUzWlnkRkulc0UScjQa2+o01Xa9OKC4lQqL5glGHi192vTodpv+zxgNOhp5Ya6xzI2gtPkpBkGaV7B6S1m9SJ1OlQV/ea5j6oq9XEBEhMUK9bnVe9HumpSIfLVKNQktTUMKcDUVOnp4hqmvNIasw6aDDEjOGbaC/qyFRGbZJp7kStVSYEVM9XKGT2BmGetCINg+NVeVFz/5v6EL4fFwfe0ydEY0prpK6Gsc4B4dTWWLLhgJ7Si1BUgzD8zOIPqCt4m03VdxCqx05yOgmVl+uGix76ivAaGPtiqjjqdKp9D3NLpIR4lIpKPXTWlFRgrZ1oaciRBrmmDks4I0XzMMVKhdQWT6qOSn1YVdTUIqWlIA6Xqcas06GOIfwe03VeDFwVW3YbiPewYMMzjV124PiEFYYO/kNM42DZ8iknrULiL9I5qKxUX5An48BjIdbNZHyBai8IoMHke7SqKxa1G6cTu7RQgPAH9HoGgJoNYbOhlJYjp6eq6WNhjoC2UtCU9BpUgdRkVm02VWWvukaXWzW6RE2u+EZe6Nr3YhVMiiwKdSSLv0XVBA0r31grQSMpzHit9FTU8GSvQa/q2CZT9bAYqsKZ3K3G1bUhx13jH2hhI30VGJ5MjbUqdBEhjxviPIgED1JFDQQCKOWVamgo7A6HsBBMOM3UmG/f2CRvVCFsLE7cFM9LtGutGVZGo8p0fg2Lh18i43sk9r+mPhr5PBqfY/2eDZMDG1VO1IwxLVsiHG6KPEa7vtHSLLV/pXD9DSWckme8X5QIIl0D8S/Q710t9TNWRcKo44i4R3TvQ7jPi+re0bUMFtW8Xa8VYeQrhI0dOTUlzNuQwgRm9Z2jG7+ArU2GmtbYNgeqqtXwpyFlVQSC9dlQWvsRhr8kyypvBHReRlNLwR8X42DQY7GNg6+fPC7Gwdy5c0lISOCqq8zhlb/97W/U1tYyZsyYZrfZbM6BEb8mo+BIML0IjDnUqKsiTeBHjo9T04FCiq6GqMVcARNZSIMcFweyurrE4UCkJyPZZELFh6O/6MOue00fQE/7C68YNMlY2ek0lZnWJ06j21MRLDg0hxHO3+kvipEZtyJq6gxSrLGNHU3QRrLZGJl2i75dk+PVV0GSXB9O0BjXEROrdo5bKvG6qO4dfWUVzRjS8tiN51Q7Ptp5NmpXhAwxUMmlph1qCnIjHNdEJVkKRbC4EVGZkRm3IoUUtYZBuISvFg4QNbWIPT5sKSkmNctGGfNNWIlrhs+RVPKO5GKPZTwsqnuHEc7fNSi2ZRICCq9QjcZFtPaM1S4jJ+JQeTlQbwRECvjo6ZrReDIaqz/cZrTVrrE/ej8Mok1au8ZYfLTQmfZsaNdPklV9EqGlDasbkWRF328cc2ToQM9ACEOy2XTDoCkGnTHt2NiOnBCvn08RzgbQ+qZzCxISCFVWqd4Frw9RoQpfiaDKcdLeJ3oIzWZD1NQip6dR2y0Dz24XUmUtKCEkn18NIfjD5EKH6kHxDuqGa9mP9VkPLpe6Pxz2FP463VAwnWvMXsdfWtW1OZBCAilKaoIUOn7pClOnTmXOnDkNtrdp04Zbb721RcZBsz0HHTp0aDQ1cNu2bc3uRGtCUy3NaC45MKyMDK7HqCss97WqAJFiIAw57CqZ0GHX87iV2lr1AQ2vLhFqZTc9XU9z92sI/+6RvBfNeXj0FKRYL0CDgIyejaCJM4UNgcjqcY31J3JFLxShEgTDpMjIfhsNLe1FZnS9L6p5W53AwylcsjvMhg4G9XoPR/JW6KEjl1tN3TKQ5ZrqLdJ4CrHOgZbxsKj6z7p6XmSGSLSKk00RoSrKvI0Fh+ZErRnRoJ8JY1Bqa6NWSDyiNyF+tFkh0KbKFxvba0nVTC0UomVdLKp5u0HxL63M9CLvuxTl3KkS2SqrkDLSobZWlfAOG6zR0nKNMKby6V4gLSvHWPU0HAaINBBMvBr9UDM/QHa7TEqPRm+EMXwWLfNH2xfLgxG5zbg4MFWWtNshpMTkmpjeZwbOiG4M69kXqjeEpEQ1HVfjPimKSoqWJHXhU1qmpmrb7Xr6taipUzOUfL56ngUNvXCRoSGNN6I9UxonxChkdTw8B+cOfCSm5+DzVU8fF8+B2+1m48aNFBQUmLbv2LGDHj166HLKzUGzjYPnn3/e9DkQCLBmzRoWLlzI/fffz0MPPdTsTrQmaBf8PNdvcDjjEIrSYBXUUpgmrTABUVvtEq5+iBCmIibGvGGjXruxCl5LXPCRGJl6MyIQ0GVadREUiCnDakxPBAMZKoJIGO603vfI/jY2WWgvNWNhIO2FYawTb2ubQ2jfAdWIMohJaRPUYv9fKYwfjZwQr4ZQjiAT2xL8klLRet57OC1TgzYp2xISCFVXq8aJz6vvi4VYE7nm6WksXh6tnaYYT5qnyUg0jDZhNjcLAY5MEIVwmWlt5Yrq3pZkGU0XQ4RCsTUMYo0rPOHYklRGvio9bkeprTV5iCKrKEaeg0hEW1gAelqvsbS3UdgnsvhbNB6B/gxGFg6LDIGFM28Wlr1eXxXRIA0dyX/QoL13ZIddTcmsq9O5AZLTqVdX1FJttawU7TroIRW1E6bUYqNUtmbM61LbBu+c9h7V3ouSLOnVSPX7IekGPtjz/LE3DgY8HNs4WP3McTEO2rVrx0svvcSll15q2v7RRx9x5513smfPnma3edRqK/zxj39k1apVJsGkkxFHsjSbsnqKSv6J1NwPx6M18RpjznBzMx5aApPbNLzybe7kZjRe9BdJpIEApviu/vuxXvYRq/CRSTeoqXHhl5b+AtO8EsaXmFzvpgXM/UElF8oeDwsONXS/6SvERnQNIs9bS7kRsVCUfQfExRHcudvEUDfWB2is5G4s13wscqJOFgVT+h5gOr6x+yKW18IUgjBOfuGJQCshrKX26RNO2NMTzUsVa2yRfB+dk5OZjnLosO5tikzLizY2jTNhzODQ3ORaeFBul8eCzc+a4vWmUKPGO4ii62EsfBSpuhjJU9Cui4ZohkHk+S/Kup0FB/4U7VKZlQMjVuF6+eMYRF/9v4ayytjtelXOyAyYBuEcj0cXdGrg1Qh7m7RU6EjiqtZX/RyFvSy698Nw7iI5Q+dKo1jKR8fUODjv1Iew26IYByEvn62ZelyMgwceeIAPPviAuXPncs455wCwbNkybrzxRq688kpmzJjR7DaPmnGwbds2+vXrp5MUT1Yc0TiIMSE0tb4AQFHOnXqVQsnA9tazDcJsd03572hMQMb4uWaFx8qoMBKfYqEpE2OkIpoWF9Zf4u5rwW5vkC2gtR9tQhuZdANKXZ1JRQ+o9yQYsywML2Vd9EUIFtW8TWHCGOSUZKoH5uMu8SOv3qintGkvwyMR1I6U9qjt09rS4uNG8ahI/oPxmpiKWcXFNVoV80gwTq6aMqPxephU+KB+8ghPGLFErbQwTmSxLwiT7wzFoIxkUFM72nHhNmKN0cgr0GoZ6BNXmIcTaVgb3elaRk1j93VR3liUksNIcXGI2lo9jKFPmobaDZHkwWiI5A3oIcKwt1D3dBmEkozn0GRANEMQKpZxpfEMtNCfZLPpobZIYSqTxyCsj2DyIGhhI4ddz3oyjUMzsiOknk3GWPieMBrwmvaFcZGgp5EajZcII8wWH0coLJt+PAsvndf3Qey2hhlxwZCPz3549rgYB36/n+uuu46//e1v2MOkTUVRGD16NHPmzNFrEDUHR804mDZtGi+//DI7duw4Gs2dMGgXfJh0OXZszXoQW1I5UGepu9SSvocu68qq1yfoLwRbfJwprtpUDJevwpaWqlft0woTaS+kxtyPjfVV5wKEXzJNibUbJ0ijy1V74CMnWZ1DEO5rY22qh0nYsrMI7tuvr+SMNQQkp1oOV5sQ/WedgmvVVvXLYWKnVqlPW0EZvR+auzyS29GUOHzkhBS1yqMhxiqFC/pE5osXuq81CVG1JA3QyGkojB8NkqQz+vVhGV7Akd6fI8G4MjXyCzRNAONzog5Yxp7dpr4aY1ISyoGDYe+apPd1ZNINJpe1xoaXZFk1FF0uvQaInJOFiHOx8Icp+nnT7n1N2jpUUaHf8yOcv0NOSiBUWqarCWoTmy09VZf41os2SZKuKqjrSUQKOGnXNxjQeUfGTAZZi7WHQyCid2f2nptI/oIypAOHWVD8R5UA2L0TUmmlqgHQLgfpcAUL9rzQ4LxHerMAkzGuhTF1LotWbE0I3RUvuVyI2lrk5CRToSftXpCTk1Cqa9RiU2WvmwxC7Vrqw9fCYhFelMh7KFrWl9EbYDQo9ZCKITSiPzuG70R6HYIicOw9B70bMQ7WHR/jQMPmzZv54Ycf8Hg89O7dm/bt27e4rWYbB6eeeqqJkCiEYP/+/Rw6dIiXX36ZW2+9tcWdaQ2ItDSLcu5EKSvX86CjMZOPBGP6XiTZrqkv3aas4vXwgIFwFKvCXKSgkb66jyKUczRgfJi1F1Vk/01lj8M8gVhkP6MgjfaCMJa/1dIH5ZRk9eVqk/H37YgcCOHYVcKCHbPVdsLntqjnI5T3TcfuFSSs3oOSnoy0bbdaHjZcSEYLCRlFcyKNpGiSuqbMFI9HF+IBVP6AJlqjGSZEvOTCiFTkO1rQCkKpPyKbJgbjqk7jemj79IyMiD4ZJ0IjZI8bSZaR0lJQ0pNYtPoJRibfiNKjAFtZLd6CVNw7yhCHS3VtfE0BUE5L1YtVjXBcgy2rjSoiVVqOrUM76jqmUZ1rp7KjhC8ngCRB/GYHNfkh2v9LweZVcK75Wa08uG2GngqI3Y7crq1a7Csvh9CWbSYviC0hXu1DWPJau7ciPS22NplqzZP9B1U57OoaQkN68+lnDwNQ1ONh9Z4MBPEXpONPshO/o4rioankvLUOgIUVb9L/f2eTtrGOQ/082Gsh6AFnlcCbLrFuxngaw9ALp7Hs3w9wzqXT+eKf90e9JrbERKT0NAL5aTg27aHm9A7UZNtp89FmyoZ3YcVfJtB7wmzWzYr9W5FkTWOIxpae1iDNMJI42qC9iMyZqCmihu26LoXByxfpJRTBAEIRx0UE6fxT7o9pHHy6fvp/j87BpEmTTMaBLMtkZmYybNgwunfvftQ7eLxhNA7+J/UWfSVrXE0aUwSbAl0vQCjY2uYQ3L1P3yc77Pq+lriMm2uoFHV5AGX3XtNqqqWIzLuOrB6nuZw1ToDscdcTnsBE2gKDVKtRE4H6+LfG4Dcp7xkITdqkLBSB7HRSeXk/Ev+2Uj2mT1ekQEhfUQKM7PMY0sFSNW4qyyg1tbqq3AVDn8ZxMFwYqrKa0IGD9eNMiFcL1ETky5tWxhrxzrBKjlzxGMlUkSzwyBLFkeI9Gn6JkNDI5BtVV3G42JAcLhtsyg7R9BnCv617oIjIDDHkz49wXIPkcqm1O8LCUJLHXU8WTElG2bNPrYhYkMf2a9rQ4aVN1AzqRPzWMg4NyiB9bZVagXRnsToZd8hF8TixVXlRPA586W7KOznIXXSAbb/PImWLoPLyKgKbk1BcAnu1RLBjHV3v2k7dWV2J21oaUzRHK5S1sOx1NWwVdq/7zz8V97db1cqD4XMTef6N103u2gmpogrcLvZekkvbj/ayYNsMijpMgECQsmEFrPjLBAZfPZPkb/boBipA4WlPUNUxAcUhYa9VKB4i4z4o4UuDrQ80bhQYcdZVM/nqb/fG3D/0wmnYvSEqC1xU5Uu4S6GqQJCwU6KqgyDpZ4n4/SHqMmx8N0f93aIOE1iw/egr3x4JRjIydnuTwmrG982S0PvHJaxwfo97YxsHG2YeM+NgwoQJTJkyhfj4eFNl4WhoiXLxUQsr/FqgM1DtV+KwOXXFt1hKg7FgSs1zXIMtI51QyeEGZD29xkCENHBzYVJxM1j0DVy5YHLPNes3NK5A/GjVxZucqBblaZOGVOOFmlo1Pz9cY0MTRTGSCI3uVmzhPHCnUyUihdMyja5KSasTECZ86eV7jalYYYNDjo9Dys6kpmsacf/ZjF64pXdXFq2cGHVMRW3vBpdL17oPlRxG6tUN4bCx+NvHY55ro0KeMRZujN9HY6RrHh49RBGFVKVBz7aIMBiMYjHRBK6aC5OLOEYhIW2cKKK+HoiRwxF2/xrdu7oXS0PYGCzKuRMS4hFuB6EkD/uGxNPuH/vA6yPYvg2KQ8af4sBRFUIKKfjSnBw61Yb7EPhSQXGAqwxcFYJDg4J4Ur10yihhXP4ShnfYwFXLb2fXnC4ErinF9vc0qvMk0jYofPW3e+l312zSNvlwlNbB+q1HnGyKejyMOHQYye1GVFWraoDhe3SR913OP/cZDvZ3E4wDZwVkrPPy6ecPt+g6jOz9KJseSiBurZt28/ez6/Jsslb5sH/xPYsD79HhxZlsvzv2xN8SnDviWdyb97PtxnZselw1Bo5kYBwLNHWhMvSS6bg/W6fXoYmEpqGhGfBBEeDz4N+PrXHQrRHjYNOxMw7OPfdc5s+fT0pKSqOFBSVJ4rPPPmt2+802Dmw2G8XFxbRp08a0/fDhw7Rp04ZQJNv2JIORc+CwOU3pcKY84TCa4+Y1SogSUmuoR9ZksKUms7Dk1Ubb+SVhjVjEyVju+0hxGQ3GODAQjsWG9Li+nNUGZAl/Xir2VZvUmG2Y+2CszqaFF0b2eQypvBrlcKm6wtSETmRZrzSp1ZzAJqsV7dJSUbJSUVx25Bo/NR0TQUDC5xspuaInmYt3smD383SbMpu4/ZC2wYvsDbFk+WOmcSysnEtR5m2IYLDJSnPHSmRF46AY+QAaSctIxhMGo7UloYaRpzzKwvVPUZQ3Nmocu6jLA2C3NSpRe975U3FUeFGcdpYsf4wLznkKIUs495RBdQ04nYSy06guiCfugA/FKRNy2wg5JBK/+lmvBFpzZkd2jRK4dznwpSlkrpZI++gn9t50CutmjGfgzbOobSPx09P1K+iOz88icZuEHISkHQG86Xa+eXsCI06fjHDaOHBaHMnbgziqQnz26UMU9XyEPSMzWTdrPCPOnMziFdENv0icf+4z2L5aR92Fp/KfD1VX/fAhT3Gwfxw/vFDfn6KO97Fgm8oI7zRrFvmLAyxd+GDUNk+/fhb2WsG+4QrxbWqId/lxOwJ0TT7E6wPfouCtZ9lxvfrdHo/PZsNk9XceWnslU/s0v7rerx16ca0wEU9yOPTKtkHh57O694+pcXBBl/ExjYNPtsz+7wkryLLM/v37GxgH+/bto1OnTi0SW2hNMHoO7JLD5PrV8nVj5cg3Z8LQY4BpqXqBEa2+e6S0r3ESbbRNgzs7VsZBSz0TjWFk8o1I6Wng87Fg74sMH/wk9kOVKMUHGnUFmoRZTp+sr9SLcu5UiWDaKlUInUOglWyVZFl1V+e0Qew/hKjzIufnoiSqKUW7Lkqh/T/L8KfH8dmnD3He8KnsOdeFuwTWNhJPbY0wld6NEPAx5qfLyUkgSUeUli3KvE0t/uTzo7TPZtGqSQ2OueCcpwjGOxASLPv3Awz63Uy+/qt5NTl88JP4U5ws+/cD+rbO02aTvSLEl/PuaxD7LnRfS+Xl/fn6/+6l4J2pJH7vwnNY4C4L4agIcHCAh7hDAptPEFfsRVLAm6Ean75kG9/+uXHX6bHCuYXP4iz1Ih8oo2pgHo7qEJ8vrp/4i/LGEuiUzSfLHjF9r/u8yXhLPDjTvaT/I47yTjJpG0JUt7VR3idAUmYNtiUpVHRVaLdYobKdnfJBXkStnU5dilGERJw9wKZvCth6vzr2Qb+dydf/d2xW9V2mzib/Ux+22iD+NBeuA3XI/iDBJBeffPEoF5zzFI7iChZsmRazjTNGz+Kbt3/5dTK+8/pMmE18sdLouAvd16rFzrRS6KjPSsBbdeyNg473xDYOtj3/6zcOXnhBXV2MHz+eKVOmkJCQoO8LhUJ88cUX7NixQy+lfLJCZ6A6r8ImwqxiTTbXsMJviZCLEcPlq0xKhiYSV9jVLCckoNTUmhj9RvZ3NES657TPv5RfcCQUuq9F8ftRzjmVT5c+0mD/KQ/Npt38AyzYNLX5bYe9F9q/I5NvBIddLSxjcLvbOrRHSfKgOO0Ekhx4dpbrzPIFm5/ltBtnsfLNxl9cRiOlMQwf8hRLvnxU/U6E16Wpxlxj0MesrYqgQRrg8cY5l06nNtPGqjdU0lrcIcE370xg+OAnEQ6Z2mwXy99XX+CdZs7i53snUPDyDHbccd8R2y7KG4uSk872UUnYfOir5ajHGmLgQy+ZzrKP7495bK8HZtNmtY9ggg1fkg05JHBUK9Sl21g5t/mTWP/bZlObBSk/CzwHAzjLvMglFfg6t8FRUsfui1Lw9a7F4QhRV+4GASlZVVRuTwFAyvBhd4bw1zjJXmRnxbvq+bph5Q3MPe3YasR0eWY2aT8JvKkScYcUkjZXgixT2TmBxB21hDx2nUCpofC0J5D3HITEBGq7pCNsEu5DXhZ//QfTccZrUtT2bhbsra+EW5RzJ8X/05n09V6CCXaWfXw/fcfONnlejDjryhl89ff76H/7bBQ7fP/ieLo+PRtbj0r82xOxta+hwzMhFq2apBc8W+R915QqrAnKBfx1xzyscEHHsdjlKMaB4uOTbS/8+o2DDh06ALBz507y8vJM1RedTicFBQVMnjyZM84449j09DjBFFawu+sNg3CsXHs5x3K3NwexBHWM7PZoKmyFCWP0FXlz3dvDiqaxdMEDUXPOm4OWGhtDrpiBYpdY/sG9nD1qOnII4tbtY/+F7bB7BSvfnMCQK2ZgCwgCHpmQW9JXIprAy4gzJxNIdhFyy9irQzgPViG27GDngwORFAgkQM6KEPtPt+Esh4yfgrj3VbNo9RNNHkdRt4dYsGlqzDLGRwNFWbej1NS2yJA4GgbIL8XItFsI9WiP7A+BorDrohQg+sTe85HZprBAUcf7KB2SS3kXiYwfQrgqghwY6MJRDbIfEvcFcX+ylkV17+ghkFjoO2426et9SEGB/MX3JoO9qOcjlA7MaLCaHdnvcWrbJxKIl/n6r/c2ahT2u3s2379Y3/eBN88iYY8aNig87Qm8mR7iNh8i2CaZPRfEE1es8iLKeyi0WSlh8wkc1SGETdI9Ked/PoFPz41OEmtMyKgxFGXeBm4XC3abVWwLB05i58XJbJw0nqKC8SYipBFatsOQK2bw5byGBt2IQVMaGAWxEHnNRibdgAgEGzxLPf4wm/Yfl7Hw+8n6tlPvmM2al8fT+97ZSAKclYKMDzdSeX43pJDAVRHEsfyncMhXaeCdNGYyhWyCz3wfHFvjoP1dsY2DnS/9+o0DDeeeey7z5s0jNTX1WPXphMKkcyCprlzjpG2U441M5WkponkgIkliCAVbXq6JNVyUNxaEMFnpR8LIfo8j7DKLVk3SDQXt3+OJ4YOfNMX+o6Vf/Teg0HNdszNVhlwxg6p8Gz88f/KER4p6PsKCn54G0DknmnehKdAm4coODgLxkPfmhgbcnKGXTMdWG8JZUmPKStHQd+xskncEiVv6E9UXnBJ1AozE0Ium4agKEEh0oDgk/Ek2k6FROGAiyDKLVk6kqOcjCKedip7JuEuCbP+9IH69i8Bp1cR5/KR6anHaQiwa+hyX/OduPj676c9tS6Cdc2Mq4dCLprHsX9Gf9RGnT0YSguqCBJJ+OIhw2AlmxGMvr4t6Pn8pzh/2NM6fDzQ0ZsIGeVHW7QRLSnXVTA0N1FbDmTKRaY1CEQQVH5+H5h1b4yD/9tjGwe4//fcYB792REt9OdLqUVt9Rq7mYpL/ooQGirJuh5Rk/LnJ7BrhxlWG6pL8OYQ3VUaxS3z3yvGbDPpMmH1CY/OdZs6i4GMvIY+9SYbLOZdNR8gS/5mvvvBH9nmMhWufPCZ9O33MLNL+tRFyMvG2TcJRFcC+u4QFu55rNNRUlHMnBEO6fLPRQ6RlbQBILhcLDs0xeadGpt1C5fDuBOIlUn+qNhHqNILdcNvVKOf0azFb/mSHxrIf2e9x6tomxJwEjRhWNA0hgRwUBBJt1GTbVM7DoRC1mTaSt/mwV3hZtPoJet83m3UzxjP4NzNxlavhxX1DnOQt9RJyyixd+CDdpswmGCdMRs8pH01i/WWTeHPzEG7s+uUxG/+RoBXfai04t/BZqvIcrHojuoFozLSSbDZkj6e+7kxEdpZJddPgkT0eqYwXtL0ttnGwd86v2zg41vmUrQlGz4ErJT1MhlNYWPGmfowxD9+WEE+oqsqUotiY9n7haU8QTHA26QV+3vCpfLbk6BWy6v+/s0FCz18+2XEkd3OL2+39KHX5ydi9IWRvCGGXkAMKi7/+A4WnTmTRmid0CeIjXaORfR4jlOTR+Qkj025BdGyLXFHL7lE5OCvBU6rgT5RI/tnbgNTW64HZ1LYVxO+UWDdrPGeMnkXq2nIquyUjbFDaQ6bN6iDeNBt2r+Drv95Lr/tnU90liKPUjq1rFRuveJwBCx6lpDgZmzvItt89Qvs3piH55CbxAU4GGK/DuYXP4v5+B0pFpckAH/ybmSz/QI3xF7wygx3/q4596IXTqMm1U3VhNZuuUI2u97eextWdV3LOp/fzxfnTG/zewJtnser1CRS8M5Ud1z1EwWvT6fZqbcyU2f9GFOXf08Ar0BhOu2GWiQcy4vTJSD/9rCtoVl15GimfbVW5RqEQclwcwh8w13UwSnmHQsdFIfGCnP/FLjeUJw4qfj4pfuWYGQf//Oc/m3xsZEGmpqBJxoExn3LYsGGNlmz+/PPPm92J1gTjBV+yL7aVXZgwRpVODbPHG6ted85l0/nio/8+l/mxQFHbuyE5EX+bBA7296A4od0/D3FwSCZCbn2Gz7ESkOk7TmVwB+IlDp4VRArI9Jh1iE13tUEKSsg+iUB6kB233k+3KbORQpC6SaGyQCZxl4KrLERpT4dJda/gtensuMV8n3b9xxQ2/0/T4sytHX3GzyZnzncsqnuHblNmk7ZB4eu/3kvv+2YjKVDZLUTaGhuJuwPUZtlBQPaN21m/ugPbxtVPWsOXjmfJMDVuf9ZVMykeIrHtnhOTSfFrgMaxOOWh2QROqya4Jx4pBD9PmEBRu3GE9h9E9rjZe0tv/X7VSt5rWisLiv9IUcf7VNEuLeUZeH/Vo8fec9Dm5tjGwcHXj5lxIBvGCaqegXE6N87TLZEYsMIKEfilbqihF05DcUp6TnQsNIXoFhmXtwD97ppN5p9WNBAZAtV9e1HBeqb1/RvDRj5LdZ6DVa//Ol7aw4qmcfgUB85KWP3qeBNHo+P/PY1zswd/kkDYBdvvVgl2m2+Iw33QxsaJZoOpYO408MvIPgkpIJG+Fg5e4EcqdyCcAlwh0rMqWV30FAV/nMmOO9XVdvvXp7Pz5vsZtPghSioSSEmoZWWRyiPoPm8yG68wE/rOWvIgXw1/9jicneYjMuXu9DGzTKmSl391J97fuwhlpjSavdLvrtmkbPXj2XyI2u5tWPbvByjKuZMFxX88pv3/teDsy2fwn/n36Quo7hNns/EJ9X498/eziCv2I+wSrv3VjfIehtuuxp6f24BseVzCCpk3xTYODr1xXMIKn3zyCQ8++CBPP/00gwYNQpIkli9fzmOPPcbTTz/N8OHDm91ms42DG2+8keeff57ExETT9pqaGu6++27efPPNGN88ORCVc+C+lrJrBvDtW02faM4eNZ34z35qoClueRGajrNHTW9gZBmVHsHM53h/62kA/OH7S0n5OB5xTQmlGzJwlUqk/RRqEgHtl8BYzKj/7bOJ3x/C5lWw1QVx7ixh32X5uMqF6T46fcwsynpIBBIVMtZIKDYJu1fw7Z8nUJRzJ1vGdWbrg+MZesl0fEkycfsD1GU5CDkkEvb4OdTPRdslhynvk0Zle4mgB9I2Clb8ZQJd/z6FtA/jcZcEEA6ZHaOEytnyyWR9JXNwpI/t1z5Mtymz2fSH8RS8/Sxt/2nDm2qjojMkb4WMNRWU9UoidX0VAAfOTMJdJijpC8GMII4EP0KAUGSC1Q7sFTZTvF0j3vWY/wQbLrdc7v+N6H/b7EY9ehec8xSffPGo/rmox8OEEj3Yig9TMagdpT1k3Ieh/HQ/O0Y/yJD/mcGX/zA/y+ef+wzFg9ymjBg4TsZB2g2xjYPSucfFOOjVqxdz5sxhyJAhpu3/+c9/uPXWW9mwYUOz2zxqCoklJSVkZ2cTDB65jGlrRnNuJo113RIcKT+7taAo+w6UqupfnLYZs/2wK3DB1ukxBV7OH/Y08n9+MJevBewZaZCeCtW1anldt5vQwRJTOVeozzbp/7+zcdSJoyLScqJQ8M5U0jOq8Pod+Hx2xO44Qkkh5BobwiZot1B1HzaFjHc0MDLtFhaWvqYS8eIF8XskAvEQckMgWWH7XQ2v55hvb2JrRQaHKhLYfKUasjhtwSM47aFW62mwcGIx4NbZBN1g94K7NMRXf49u6A8b+SxCllQPTv49vL9+yrGvrZAyGrsUxTgQfj4tf/u4GAcej4dvv/2W3r17m7avXbuWM844o0XihE02DiorKxFCkJqaypYtW8jMzNT3hUIhPv74Yx566CH27dvXSCutH001Dkb2eQyxeTtSXBxK13zkzbtZWPpai39Xy7M+JgqG4VSmQve1SE4nFRf3IuiSyFj4MwuK/0jhgInU5ieYVukjk25g+/19yF9Sq1v1hQMnmVIgIbpOwMjej7Jw3ZGJgl2mzmbLQ41zBIw1CSJloDVpaw1LQu9T8M5UHHtcBNqqqwxQ5Ww7PfjtCREQMqbr9Xh8Nm2X1ppWSafeMRvFCSiQutlPbZaDg2eFcB2w42vvIy2jmprV6UghyFgXoi7NRubyEnZfkkHaxiD/+fB+3TUL9SqdWhpbUdcHOXBeNt/NGc/Am2YRcklUdhR0fXkftadkIfsVPl8UXeb3SNB/o+3d+Lvk4Cj3wrbdSOmpJp5F+zenIdfYSNkg482AhEGHcNpD7DuQQq/2+9hZnkrvNsV8s7M9gWonUp2Nbr12Uxd08MX50xn26X2cl7WZPy8ehrNDFVd2/p493hQO1iXyr3NeoP//zsZ5xUFq/Q7a3l7Othcy6HjnAfw98qhqp7LIv31rAiMzboVA0EQutnByofP0WSAkQh6FlI0yNq/AFoC0pbtYsOu5Bscfl8JLydfFNg4q3jkuxsE555yDw+HgL3/5Czk5OQDs37+f6667Dr/fz7Jly5rdZpONA1mWGyUiSpLEE088waOPPhrzmJMBDUo2d3mABVummaSJAbo+PZvNj0Sf2IryxuLrlotr/S5qBxQAR38l11QlPzj6kskjTlcFS2L9vjaJa2zipmj/D7liBkGPpCvGxYLRQABMZVubojdReNoTyNVevWaA8dx8s7MDEy+7DmGXkbbsIlRdgz0jjerBnfCmylHVFYd88gC2WRnsO8dBwSPLeWXXl3TMK47625HuU1A9Jxvuy8bmlfl5woQGsfCRSTcQqq5GOqMPOy9MIOcrPwf7O0k9dz+BkI1+GXtJc9bw+YzBhBwQXxykrLuDip5B4nbZ2TB5vJ6WOqxoGp7vtlM6oguBOIm4khBSSFBZYMdWB9XtIe9zH4F4GwdOs7P50fGcee1MErfXYavxsfHOJKS4IMkr3AgbyEFwVAskBcq7SHR8eYsu3ax5gXrfO5ucF77h53f6EBfnQ/k6hZruftrllVDjd1JWHo9S7qRt50OkuWtZt70tIJGzwE7ykk2c9vkhygNxvNhfzToo+ONMejx3gAVbplHw2nRcxXacFVB7ei0pn8aR8V0Fynfr2f9hT/Lu87L51iyyVgqSNlWw62JVm6Xt08tbXHzsWCNaoTT4ZdU3TxbEek+df+4zlHd2s/q18TGP0YpSFQ6chPhhI4sD73HOZdOpSA+ydu4jx9Y4SPhdbOOg+q/HxTjYunUrl19+OZs2baJdu3YA7Nq1i65du/Lhhx/SuXPnZrfZZONg2bJlCCE477zz+Mc//kFaWpq+z+l00r59e3Jzc5vdgdaGaJbmVctvZ3NpBs5/pFJxUQ2br/wD3eZNxlvqQXYH6X7fbrZM6IKSV0fCKg9tPy5GSY6jonsSih2SttUhBQWheDvOQ7UcGJxK1peHQZII/bgZe4d24A9Q1zMHe20Qx7YDhA4cxJafpxdzaQnOuWw6ro+/bfAwRTLo278+nZylNkp7SnR6fjP7ftuVc0av4tvnBpAy7wfklGTV2Nl5mOC2HSxR/kbPDycRWpdMh+dVMRqtYp/i9yM77LrMtKnEbXgS11z+2csTeeeMxsMysV4GWhltW+/uHBycRvqrK0ylkCWHHeH3h39OIIb0pXiwh3Z/28eCrQ1T0xozoE6/flajfJOigvEQDBHcV4xkdyA5HYjenZusJgeqkRDcsZPieweTt6SMvRek4juzmlFd1lIXcvLxD33BrnDjqcupVZysurs/+87y4EsXdHroW2ouG0jSsq0AKAU5bB+VBN2qyfhbHDXXlZOXVMHGbwtI7FGGWJJGVYGg65uleGd7qQ04OXgwCfmwE3eJRPDUavw1TuQKO7JPIvUnONwX3IckbD6oyRdIIbB5JYIJCo4KGSFDyCOw1UkoXWpw/hBPbTc/rp1O2i714fppN9tu70zIDblfBanOsSMpkLzdR02OE0e1wp4iQeImO9LQMoIhmdDaZHw5QTJW2Dg0KESXt/3sHh4Hp1QR2ppIXI8yamrc/HyNmv552oJHdIKkdk2rrz4TxS6pMs8RJcBjQfNK1V4ykC/n3dewoukx8O41hkhDIRaaVYwtQoOlKb9hHHvM4w2lyo1tR6sM+0sxfPCTdHlpI1vv6MrQN77lg9fOp/+1a/n8p+4A9HhoFz/PSGLL76ceU+PgPM/VMY2DY1XXIRqEECxZsoSNGzcihKBnz55ccMEFjS7qG0OzOQc7d+4kPz+/QRrFrwW6zgGX6QqJAJLdga1tthrfzslACtSnhvhyk/ns04dMK5Hhtqs5cM+ZZK2oQV67hX3/24+2b65n00ud6Pqcn8ouCRzqJ9Pp/XJKBqSw+lXVCzFcvgrZ6WSR912GfPIA7ikpSEEFf7IT1yffI4IBU39tfXogNm1X836TEsAfYOOzp9Btwg/ICfEoVVUo4UlSstmQT+lKXW4C7s/XIXVuR+inrab2ZIddL418JOilk10uvTiSCAbU74aNAtnp1H9f/ZK5ZLVpuwZD6CDqC0aSkWQJOS6OUHVNvTEiFPX3AhG8l2i/1wjkuDiU2lrsHQtQ9u5XJXz7PIY3NxHnZz+gDOqF9OUPqmplYmJUN/X5w57m06WPMFy+CltKCqHycuxZbdjz2860+d7Lz9fYidtpJ3VTiNosGyEXxO9XKOsm46iENqvrsPlC7B2aQF2uQs5/IGnNfkrOziH13VWEzupNZQcXGZ/sou6UXPad5cBeB5lrAmCT2HmxxI7/vY/BV8+kpK+MYoOEPVDXBlK2CBL2+EBARUcXtTkSjko1rOHNcFCdI5H/zwMIl53dF6WTt7Ccyh7qyy1xWw2lpySQ+c/Nav55x3wqeiaTvHgTSuc8qjrEE7/Xi72sFm/bJDw/7iV04CBy904ItxPJF6CqWyqu8gD+RDv7hknkLwqxd6iDrJUKZV1lslb6qc5zIIUg8fo9BGflsPu3Adr+zYk/UcZVEaLkFDuOWkjdFEBxShwYaCd5q6C0F3Sesg4pJ4vazml4vtlKqLQMe24OSnkFwh/A1qEdwS0/m6433Qoo7ZtMyCGRsbYa8c1aAILDB+Io8yEpCmzcjlJbq9+vtvg4QtXV6sewvLpJpe/UnojV69X70/gMxELEMxB1fzPu5WgTcFMNjRMC4+KhJd8zItzG8dA5OM/1m9jGwTGSbj4eaHEqY21tLbt27cIfcdP36dPnqHTsRCGafLIO7aZt5kN6UiPag9cUGM+V8XNk20f7PLb0BXOs+tME2BISwGYjVFER8xh7bg5KWTmK14fssCO5XHrYA4cDUVkFHfNRnHZkXwB2FeMf2JmKAhdJu/woThlCgn1nO0jcAe5yhcStlWy8Ix7XAQed5uxEyUymqnMSVXkyeX/dipKbgeJyUJPvIXFrJTUFiSh2ibhiL45D1VR3S8NeqxCMk/Gl2Dg03EfaUjchN6Svq8PxwzYkux1fvwIcJXWwYavK0enWDrnGh1Tnp65zBp6N+1EykvGnukECZ0ktoQTV4LQfrkUqKQW7HeHzIQpyEQ4b3jZu4reUQVUNSlYq8p6DBDu35VC/OLK+LsebFc/OS2U6zAvhqPIjbDK2jTtRKiqxtc0htO8ACIWy35/OyrkTTIXPtJUvUC9d3rs7dW0TcR+ogZ+2ofi86u5w1dbIe0d2uVF83tirbO34pjxfJ+hd06iHoLUjfF6DIsBSMf+YGgdaBd9IBEXgmBV9isTkyZMb3f/4400LQRvRbOPg0KFD3HDDDSxYsCDq/paILbQmxPIcHAlH20pv1N0XucIwfNZ0xSWtMJYkm9n7UQwcyVBEy7jd6AFAkpEc9vrjQiGw2dR/DdDUybTVu+x01nsTwBxyaARaiCDy/w2OC3sv9P4azoH2OVZc2TQBqF/QY9GGAZmPMQ/WVCJbI0hq6mx6hc3wqjKyf1BfUnuE83fYUpMJlpTW1/I4czI/X5XAVcOX88OoAgBCu/ew67EzkPpU4lmUpKeIaWOxt89XK1Eqipq5YfA0NfDCaOM03EOSLCH36IyyYave39rLT2PfqACdx3yPPT8XJTUJ8eMmfb89Mx3h86NUV8f2OIV/w3vpaXj+3yr9uF2TzqT95G/08+Yb0Z+QS8bz0Urs7dpSMiyP9NWlsGMvoZpapNN7UZflxv3xKuxpqYjcTJQNP6ues7CXSj61B+KHjWqIp0t7CAmE245Yuwk5OYmNszpxeZ81fP/gqS0mYx5tRJNab0DGhV9m9Ebew43d25HHNNau8XNTvtdEHA3jRHHKx7zwUtSFJMfWMInEqaeeavocCATYvn07drudTp068d133zW7zWYbB9deey07duzgueee05UTDxw4wJNPPsnMmTO56KKLmt2J1oSKigpSUlIYMuB+nEEZsf5n037txS6nJCP8fpSqamyZGeokGVIIVar54B8efqPR3xmVfpPp85GOt3D0MCrthhZ/98PSppfV1X6nOd8xfq+lME7QRkPkSH2J9rva8aPSbjBNBs0dU1NgfCY+PPxGw/5ETnJC4cPSuVyeeTMA8w+9zqj0m/Rnybhd+2z8f7R9l2fezO57TiWQJPhh7F2m72jQvtsaENm3lqDR8WjxaiEaGH62lCREmzSQJIRdBlnCn+rGn2Aj5FavkaM6hKSAq0z1MNuqfSguO1K4LSFLyN4Aki+IcNkJbfgZW7wHbDaU6pr6bvTqArKEWLsZOTEBSbZBRrj4X7gsO14v2NTfFQlxIASh8jKWFr9JeXk5ycnJv/RUmaAZB0O4EDtRjAMCfMm/T1hYobKykuuvv57LL7+c6667rvkNiGYiOztbfPPNN0IIIRITE8WmTZuEEEJ89NFH4qyzzmpuc60Ou3fvFoD1Z/1Zf9af9fcr+du9e/dRnyvq6upEdnZ2o7+bnZ0t6urqjvpvNxXr1q0T7du3b9F3DX7ipqGmpkYXQEpLS+PQoUN07dqV3r17t8h10dqQm5vL7t27SUxMbDHLs6WorKwkPz+f3bt3n5QEFiN+TWMBazytGb+msYA1nqMJIQRVVVXHJJPO7Xazffv2Brw7I5xOJ263+6j/dlNRXl5ORSNcpsbQbOOgW7dubNq0iYKCAvr168crr7xCQUEBc+bM0cUXTmbIskxeXt4J7UNSUtKv4qUAv66xgDWe1oxf01jAGs/RwtEOJxjhdrtP6OSv4YUXXjB9FkJQXFzMO++8w8iRI1vUZrONg3HjxlFcrIq8TJw4kcLCQt59912cTidvvfVWizphwYIFCxYsWGgZZs+ebfosyzKZmZmMGTOGhx9+uEVtNts4uPbaa/X/n3rqqezYsYONGzfSrl07MjIyWtQJCxYsWLBgwULLsH379qPeZrONg0jExcXRv3//o9GX/3q4XC4mTpyIy+U60V35xfg1jQWs8bRm/JrGAtZ4LPwy7NmzB0mSaNu27S9qp0mpjBMmNL2K3axZs458kAULFixYsGDhqEBRFF1OoDqs2pmYmMi9997Lo48+2iJF4yZ5DtasWdOkxo43u9+CBQsWLFj4b8ejjz7KG2+8wdSpUznrrLMQQvDVV18xadIkvF4vTz115Cq5kWixfLIFCxYsWLBg4cQjNzeXOXPmcOmll5q2f/TRR9xxxx3s3bu32W3+OqsnWbBgwYIFC/8lKC0tpXv37g22d+/endLS0ha1aRkHFixYsGDBwkmMvn378tJLLzXY/tJLL9G3b98WtWkZBycATz31FIMHDyYuLo6UlJSox0iS1OBvzpw5pmPWrVvH0KFD8Xg8tG3blsmTJ3MiokRNGc+uXbu45JJLiI+PJyMjg7FjxzZQFmst44lEQUFBg2vx0EMPmY5pyvhaC15++WU6dOiA2+1mwIAB/Oc//znRXWoSJk2a1OA6ZGdn6/uFEEyaNInc3Fw8Hg/Dhg1j/fr1J7DH9fjiiy+45JJLyM3NRZIkPvzwQ9P+pvTd5/Nx9913k5GRQXx8PJdeeil79uw5jqOox5HGc/311ze4VmeeeabpmNY0npMd06ZN480336Rnz57cdNNN3HzzzfTs2ZO33nqL6dOnt6hNyzg4AfD7/Vx11VXcfvvtjR43d+5ciouL9b8xY8bo+yorKxk+fDi5ubmsXLmSF198kRkzZpyQbJEjjScUCnHRRRdRU1PDl19+yXvvvcc//vEP7r33Xv2Y1jSeaJg8ebLpWjz22GP6vqaMr7Xg/fffZ9y4cTz66KOsWbOGs88+m6KiInbt2nWiu9YknHLKKabrsG7dOn3ftGnTmDVrFi+99BIrV64kOzub4cOHU1VVdQJ7rKKmpibm6g6a1vdx48Yxf/583nvvPb788kuqq6u5+OKLT0gl3CONB2DkyJGma/Xvf//btL81jedkx9ChQ9m8eTOXX3455eXllJaWcsUVV7Bp0ybOPvvsljV6FGo7WGgh5s6dK5KTk6PuA8T8+fNjfvfll18WycnJwuv16tueeeYZkZubKxRFOco9bRpijeff//63kGVZ7N27V9/2f//3f8LlcomKigohROscj4b27duL2bNnx9zflPG1Fpx++unitttuM23r3r27eOihh05Qj5qOiRMnir59+0bdpyiKyM7OFlOnTtW3eb1ekZycLObMmXOcetg0RD7bTel7eXm5cDgc4r333tOP2bt3r5BlWSxcuPC49T0aor2rxowZIy677LKY32nN47GgwvIctGLcddddZGRkcNpppzFnzhwUpb5G+tdff83QoUNNwiKFhYXs27ePHTt2nIDexsbXX39Nr169TMVPCgsL8fl8rF69Wj+mNY/n2WefJT09nX79+vHUU0+ZQgZNGV9rgN/vZ/Xq1YwYMcK0fcSIESxfvvwE9ap52LJlC7m5uXTo0IFrrrmGbdu2AapC3P79+01jc7lcDB06tNWPrSl9X716NYFAwHRMbm4uvXr1arXjW7p0KW3atKFr167ccsstHDx4UN93Mo6ntWHt2rVN/msJfrFCooVjgylTpnD++efj8Xj49NNPuffeeykpKdHd2fv376egoMD0naysLH1fhw4djneXY2L//v163zSkpqbidDrZv3+/fkxrHc8999xD//79SU1N5dtvv+Xhhx9m+/btvP7663r/jjS+1oCSkhJCoVCDvmZlZbWqfsbCGWecwdtvv03Xrl05cOAATz75JIMHD2b9+vV6/6ONbefOnSeiu01GU/q+f/9+nE4nqampDY5pjdeuqKiIq666ivbt27N9+3b+8Ic/cN5557F69WpcLtdJN57WiH79+iFJ0hF5WZIktShUYxkHRwmTJk3iiSeeaPSYlStXMnDgwCa1Z4xp9+vXD1Dj3sbtkaJT2k1yNMSojvZ4ovVJCGHafizHE4nmjG/8+PH6tj59+pCamsqVV16pexNi9TFyfK0F0c5za+xnJIqKivT/9+7dm0GDBtGpUyf+/Oc/62S3k3Vs0LK+t9bxXX311fr/e/XqxcCBA2nfvj3/+te/uOKKK2J+r7WOpzXiWNRTMMIyDo4S7rrrLq655ppGj4lcGTcHZ555JpWVlRw4cICsrCyys7MbWNia2y5yBdISHM3xZGdn880335i2lZWVEQgE9L4e6/FE4peMT5uItm7dSnp6epPG1xqQkZGBzWaLep5bUz+bivj4eHr37s2WLVsYNWoUoK6wjaXjT4axaRkXjfU9Ozsbv99PWVmZabV98OBBBg8efHw73ALk5OTQvn17tmzZApz842kNaN++/TFt3+IcHCVkZGTQvXv3Rv9+Sd3vNWvW4Ha79VTBQYMG8cUXX5hi34sXLyY3N/cXGSEajuZ4Bg0axI8//qiX+tb66nK5GDBgwHEZTyR+yfg0OXHtRd6U8bUGOJ1OBgwYwJIlS0zblyxZclK+kH0+Hxs2bCAnJ4cOHTqQnZ1tGpvf72fZsmWtfmxN6fuAAQNwOBymY4qLi/nxxx9b/fgADh8+zO7du/Vn5mQfT2vDM888w5tvvtlg+5tvvsmzzz7bskZPFBPyvxk7d+4Ua9asEU888YRISEgQa9asEWvWrBFVVVVCCCH++c9/ildffVWsW7dObN26Vbz22msiKSlJjB07Vm+jvLxcZGVlid/+9rdi3bp1Yt68eSIpKUnMmDGj1Y0nGAyKXr16ifPPP19899134pNPPhF5eXnirrvuapXjMWL58uVi1qxZYs2aNWLbtm3i/fffF7m5ueLSSy/Vj2nK+FoL3nvvPeFwOMQbb7whfvrpJzFu3DgRHx8vduzYcaK7dkTce++9YunSpWLbtm1ixYoV4uKLLxaJiYl636dOnSqSk5PFvHnzxLp168Rvf/tbkZOTIyorK09wz4WoqqrSnwtAv6d27twphGha32+77TaRl5cnPvnkE/Hdd9+J8847T/Tt21cEg8FWNZ6qqipx7733iuXLl4vt27eLzz//XAwaNEi0bdu21Y7nZEf79u3FV1991WD7ihUrREFBQYvatIyDE4AxY8YIoMHf559/LoQQYsGCBaJfv34iISFBxMXFiV69eonnnntOBAIBUztr164VZ599tnC5XCI7O1tMmjTphKT9HWk8QqgGxEUXXSQ8Ho9IS0sTd911lyltUYjWMx4jVq9eLc444wyRnJws3G636Natm5g4caKoqakxHdeU8bUW/PGPfxTt27cXTqdT9O/fXyxbtuxEd6lJuPrqq0VOTo5wOBwiNzdXXHHFFWL9+vX6fkVRxMSJE0V2drZwuVzinHPOEevWrTuBPa7H559/HvUZGTNmjBCiaX2vq6sTd911l0hLSxMej0dcfPHFYteuXSdgNI2Pp7a2VowYMUJkZmYKh8Mh2rVrJ8aMGdOgr61pPCc7XC6X2LZtW4PtP//8s3C5XC1q0yq8ZMGCBQsWLJzE6NKlCxMnTuT3v/+9afs777zDxIkT9ZTf5sAiJFqwYMGCBQsnMW6++WbGjRtHIBDgvPPOA+DTTz/lgQceaLFSq+U5sGDBggULFk5iCCF46KGHeOGFF3RSt9vt5sEHH+Txxx9vUZuWcWDBggULFiz8ClBdXc2GDRvweDx06dLFpDjbXFjGgQULFixYsGDBBEvnwIIFCxYsWLBggmUcWLBgwYIFCxZMsIwDCxYsWLBgwYIJlnFgwYIFCxYsWDDBMg4stHoMGzaMcePG/ap+9/rrr9eLBbUUBQUFSJKEJEmUl5fHPO6tt97Sa3JYOPq4/vrr9evw4YcfnujuWLBwVGAZBxYsxMC8efOYMmWK/rmgoIDnnnvuxHUoCiZPnkxxcTHJycknuiu/eixdujSqIfb888+bim5ZsPBrgKWQaMFCDKSlpZ3oLhwRiYmJesnfE41AIIDD4TjR3TjuSE5OtowzC786WJ4DCycdysrKGD16NKmpqcTFxVFUVKTXiYd6N/qiRYvo0aMHCQkJjBw50rS6CwaDjB07lpSUFNLT03nwwQcZM2aMydVvDCsMGzaMnTt3Mn78eN2FDDBp0iT69etn6t9zzz1nKjMdCoWYMGGC/lsPPPAAkfIiQgimTZtGx44d8Xg89O3bl7///e8tOj9vvfUW7dq1Iy4ujssvv5zDhw83OObjjz9mwIABuN1uOnbsyBNPPEEwGNT3b9y4kSFDhuB2u+nZsyeffPKJyW2+Y8cOJEnigw8+YNiwYbjdbv7yl78AMHfuXHr06IHb7aZ79+68/PLLpt/eu3cvV199NampqaSnp3PZZZexY8cOff/SpUs5/fTTiY+PJyUlhbPOOoudO3c2aexHGtesWbPo3bs38fHx5Ofnc8cdd1BdXa3v37lzJ5dccgmpqanEx8dzyimn8O9//5sdO3Zw7rnnApCamookSVx//fVN6pMFCycjLOPAwkmH66+/nlWrVvHPf/6Tr7/+GiEEF154IYFAQD+mtraWGTNm8M477/DFF1+wa9cu7rvvPn3/s88+y7vvvsvcuXP56quvqKysbDRePG/ePPLy8nQ3fnPcyDNnzuTNN9/kjTfe4Msvv6S0tJT58+ebjnnssceYO3cuf/rTn1i/fj3jx4/n97//PcuWLWv6iQG++eYbbrzxRu644w6+//57zj33XJ588knTMYsWLeL3v/89Y8eO5aeffuKVV17hrbfe4qmnngJAURRGjRpFXFwc33zzDa+++iqPPvpo1N978MEHGTt2LBs2bKCwsJDXXnuNRx99lKeeeooNGzbw9NNP84c//IE///nPgHpdzj33XBISEvjiiy/48ssvdePN7/cTDAYZNWoUQ4cOZe3atXz99dfceuutujHWGI40LgBZlnnhhRf48ccf+fOf/8xnn33GAw88oO+/88478fl8fPHFF6xbt45nn32WhIQE8vPz+cc//gHApk2bKC4u5vnnn2/WtbFg4aRCi2o5WrBwHDF06FBxzz33CCGE2Lx5swBMtctLSkqEx+MRH3zwgRBCiLlz5wpAbN26VT/mj3/8o8jKytI/Z2VlienTp+ufg8GgaNeunbjsssui/q4Qas302bNnm/o2ceJE0bdvX9O22bNni/bt2+ufc3JyxNSpU/XPgUBA5OXl6b9VXV0t3G63WL58uamdm266Sfz2t7+NeV6i9ee3v/2tGDlypGnb1VdfLZKTk/XPZ599tnj66adNx7zzzjsiJydHCKGWDLfb7aK4uFjfv2TJEgGI+fPnCyGE2L59uwDEc889Z2onPz9f/PWvfzVtmzJlihg0aJAQQog33nhDdOvWzVSK2+fzCY/HIxYtWiQOHz4sALF06dKY446FI40rGj744AORnp6uf+7du7eYNGlS1GO1MsVlZWVR9xvPjwULJzsszoGFkwobNmzAbrdzxhln6NvS09Pp1q0bGzZs0LfFxcXRqVMn/XNOTg4HDx4EoKKiggMHDnD66afr+202GwMGDEBRlKPa34qKCoqLixk0aJC+zW63M3DgQD208NNPP+H1ehk+fLjpu36/n1NPPbVZv7dhwwYuv/xy07ZBgwaxcOFC/fPq1atZuXKlaUUdCoXwer3U1tayadMm8vPzTVwG47kyYuDAgfr/Dx06xO7du7npppu45ZZb9O3BYFCPya9evZqtW7eSmJhoasfr9fLzzz8zYsQIrr/+egoLCxk+fDgXXHABv/nNb8jJyTni2I80rri4OD7//HOefvppfvrpJyorKwkGg3i9XmpqaoiPj2fs2LHcfvvtLF68mAsuuID/+Z//oU+fPkf8bQsWfm2wjAMLJxVEjFIgQgiT6zmSGCdJUoPvRrqqY7XdGGRZbvA9Y3ijKdAMkn/961+0bdvWtK+5hVOaMgZFUXjiiSe44oorGuxzu90NzmVjiI+PN7UL8Nprr5mMN1CNL+2YAQMG8O677zZoKzMzE1A5C2PHjmXhwoW8//77PPbYYyxZsoQzzzzzF41r586dXHjhhdx2221MmTKFtLQ0vvzyS2666Sb9mt18880UFhbyr3/9i8WLF/PMM88wc+ZM7r777iadDwsWfi2wjAMLJxV69uxJMBjkm2++YfDgwQAcPnyYzZs306NHjya1kZycTFZWFt9++y1nn302oK4w16xZ04BcaITT6SQUCpm2ZWZmsn//ftOE+v3335t+KycnhxUrVnDOOecA6kp69erV9O/fXx+Ty+Vi165dDB06tEljiIWePXuyYsUK07bIz/3792fTpk107tw5ahvdu3dn165dHDhwgKysLABWrlx5xN/Oysqibdu2bNu2jWuvvTbqMf379+f999+nTZs2JCUlxWzr1FNP5dRTT+Xhhx9m0KBB/PWvfz2icXCkca1atYpgMMjMmTORZZVu9cEHHzQ4Lj8/n9tuu43bbruNhx9+mNdee427774bp9MJ0OAesGDh1wjLOLBwUqFLly5cdtll3HLLLbzyyiskJiby0EMP0bZtWy677LImt3P33XfzzDPP0LlzZ7p3786LL75IWVlZoyvmgoICvvjiC6655hpcLhcZGRkMGzaMQ4cOMW3aNK688koWLlzIggULTBPfPffcw9SpU+nSpQs9evRg1qxZplz5xMRE7rvvPsaPH4+iKAwZMoTKykqWL19OQkICY8aMafK4xo4dy+DBg5k2bRqjRo1i8eLFppACwOOPP87FF19Mfn4+V111FbIss3btWtatW8eTTz7J8OHD6dSpE2PGjGHatGlUVVXphMQjeRQmTZrE2LFjSUpKoqioCJ/Px6pVqygrK2PChAlce+21TJ8+ncsuu4zJkyeTl5fHrl27mDdvHvfffz+BQIBXX32VSy+9lNzcXDZt2sTmzZsZPXr0Ecd+pHF16tSJYDDIiy++yCWXXMJXX33FnDlzTG2MGzeOoqIiunbtSllZGZ999pludLZv3x5Jkvh//+//ceGFF+LxeEhISGjytbFg4aTCCWM7WLDQREQSA0tLS8V1110nkpOThcfjEYWFhWLz5s36/rlz55oIeEIIMX/+fGG83QOBgLjrrrtEUlKSSE1NFQ8++KC46qqrxDXXXBPzd7/++mvRp08f4XK5TG396U9/Evn5+SI+Pl6MHj1aPPXUUyZCYiAQEPfcc49ISkoSKSkpYsKECWL06NEm8qOiKOL5558X3bp1Ew6HQ2RmZorCwkKxbNmymOclGiFRCJX0l5eXJzwej7jkkkvEjBkzGpyPhQsXisGDBwuPxyOSkpLE6aefLl599VV9/4YNG8RZZ50lnE6n6N69u/j4448FIBYuXCiEqCckrlmzpsHvv/vuu6Jfv37C6XSK1NRUcc4554h58+bp+4uLi8Xo0aNFRkaGcLlcomPHjuKWW24RFRUVYv/+/WLUqFEiJydHOJ1O0b59e/H444+LUCgU8zw0Z1yzZs0SOTk5+n3z9ttvm0iGd911l+jUqZNwuVwiMzNTXHfddaKkpET//uTJk0V2draQJEmMGTPG9NtYhEQLvyJIQrQg0GrBwq8MiqLQo0cPfvOb35hUEVszCgoKGDdu3HGRlv7qq68YMmQIW7duNRE9LdRDkiTmz5//i2WxLVhoDbB0Diz8V2Lnzp289tprbN68mXXr1nH77bezfft2fve7353orjULDz74IAkJCVRUVBzVdufPn8+SJUvYsWMHn3zyCbfeeitnnXWWZRhEwW233WaFFyz86mB5Diz8V2L37t1cc801/Pjjjwgh6NWrF1OnTtVJgycDdu7cqbPsO3bsqJPsjgbefvttpkyZwu7du8nIyOCCCy5g5syZpKenH7XfaC5OOeWUmEqJr7zySkwS5LHGwYMHqaysBNSUWWMGhwULJyss48CCBQsnBYzGUCSysrIaaCdYsGCh5bCMAwsWLFiwYMGCCRbnwIIFCxYsWLBggmUcWLBgwYIFCxZMsIwDCxYsWLBgwYIJlnFgwYIFCxYsWDDBMg4sWLBgwYIFCyZYxoEFCxYsWLBgwQTLOLBgwYIFCxYsmPD/AeMQWpLwadHRAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting CLARA dataset\n",
    "clara_ds = xr.open_dataset(file_paths[0])\n",
    "\n",
    "for i, clara_var in enumerate(CLARA_VARS):\n",
    "    f, ax = plt.subplots(figsize=(6,2))\n",
    "    clara_ds[CLARA_VARS][clara_var].plot(ax=ax)\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "076855de-e537-4f39-90ac-3048072b6867",
   "metadata": {},
   "source": [
    "## Convert to tensor\n",
    "\n",
    "You can easily read the xarray dataset as array --> tensor, and concatenate them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fc413126-6f9f-4183-aa15-609c03388fca",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lat: 720, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "    time     datetime64[ns] ...\n",
       "Data variables:\n",
       "    cfc      (lat, lon) float64 ...\n",
       "    ctt      (lat, lon) float64 ...\n",
       "    cth      (lat, lon) float64 ...\n",
       "    ctp      (lat, lon) float64 ...\n",
       "    iwp      (lat, lon) float64 ...\n",
       "    cot_ice  (lat, lon) float64 ...\n",
       "    cre_ice  (lat, lon) float64 ...\n",
       "    lwp      (lat, lon) float64 ...\n",
       "    cot_liq  (lat, lon) float64 ...\n",
       "    cre_liq  (lat, lon) float64 ...\n",
       "Attributes: (12/37)\n",
       "    title:                      CM SAF cLoud, Albedo and RAdiation dataset, A...\n",
       "    summary:                    This file contains AVHRR-based Thematic Clima...\n",
       "    id:                         DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003\n",
       "    product_version:            3.0\n",
       "    creator_name:               DE/DWD\n",
       "    creator_email:              contact.cmsaf@dwd.de\n",
       "    ...                         ...\n",
       "    CMSAF_platform_and_orbits:  Metop-A=15; NOAA-15=14; NOAA-16=15; NOAA-18=1...\n",
       "    CMSAF_L1_processor:         PyGAC, level1c4pps\n",
       "    CMSAF_L2_processor:         PPSv2018-patch5\n",
       "    CMSAF_L3_processor:         CMSAFGACL3_V3.0\n",
       "    variable_id:                cfc\n",
       "    license:                    The CM SAF data are owned by EUMETSAT and are...</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-8419a331-368b-4648-8907-53af6991bf6e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8419a331-368b-4648-8907-53af6991bf6e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 720</li><li><span class='xr-has-index'>lon</span>: 1440</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5c00a8cf-73f9-458c-ae20-947bc9eedc58' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5c00a8cf-73f9-458c-ae20-947bc9eedc58' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-89.88 -89.62 ... 89.62 89.88</div><input id='attrs-1645e4f4-25dc-4b0d-afbf-e2e1f0b7980d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1645e4f4-25dc-4b0d-afbf-e2e1f0b7980d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-127f3a04-9c88-476e-9a65-2dc5580446e7' class='xr-var-data-in' type='checkbox'><label for='data-127f3a04-9c88-476e-9a65-2dc5580446e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.875, -89.625, -89.375, ...,  89.375,  89.625,  89.875],\n",
       "      dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.6 ... 179.6 179.9</div><input id='attrs-f6947253-3d5d-4eb9-8f93-8ead6f07e944' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f6947253-3d5d-4eb9-8f93-8ead6f07e944' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-417fa450-9809-4d8c-9df1-4c5d1242e679' class='xr-var-data-in' type='checkbox'><label for='data-417fa450-9809-4d8c-9df1-4c5d1242e679' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-179.875, -179.625, -179.375, ...,  179.375,  179.625,  179.875],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1bdb8c7f-e7a4-4844-99be-180ebd177ef0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1bdb8c7f-e7a4-4844-99be-180ebd177ef0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c89436e4-e21a-4b45-8801-9f846ea5f4f0' class='xr-var-data-in' type='checkbox'><label for='data-c89436e4-e21a-4b45-8801-9f846ea5f4f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fb8e2cf0-6ad3-4759-81b1-ff689bee8027' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fb8e2cf0-6ad3-4759-81b1-ff689bee8027' class='xr-section-summary' >Data variables: <span>(10)</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>cfc</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-43fe5369-1a0d-408c-bf00-09bbd046692f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43fe5369-1a0d-408c-bf00-09bbd046692f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80370dd2-d31d-40e1-ad79-c1665323e7e5' class='xr-var-data-in' type='checkbox'><label for='data-80370dd2-d31d-40e1-ad79-c1665323e7e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud fraction</dd><dt><span>standard_name :</span></dt><dd>cloud_area_fraction</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>100</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctt</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-29d5d84d-fb36-446a-b493-534e3a91b940' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29d5d84d-fb36-446a-b493-534e3a91b940' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-236a8feb-3b2d-46c2-9cb9-8f522a9336aa' class='xr-var-data-in' type='checkbox'><label for='data-236a8feb-3b2d-46c2-9cb9-8f522a9336aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud top temperature</dd><dt><span>standard_name :</span></dt><dd>air_temperature_at_cloud_top</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>4000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cth</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3064d527-362d-4da4-8fc1-e82138f3e293' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3064d527-362d-4da4-8fc1-e82138f3e293' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35e9de6f-a1ce-4df8-8445-cf0ad7b0cf43' class='xr-var-data-in' type='checkbox'><label for='data-35e9de6f-a1ce-4df8-8445-cf0ad7b0cf43' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud top height</dd><dt><span>standard_name :</span></dt><dd>cloud_top_altitude</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>20000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctp</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1a5879fd-0402-4591-99da-50067ba57c2b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1a5879fd-0402-4591-99da-50067ba57c2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41727e9d-34f6-47ea-a17d-53ee88e6f209' class='xr-var-data-in' type='checkbox'><label for='data-41727e9d-34f6-47ea-a17d-53ee88e6f209' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud top pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_cloud_top</dd><dt><span>units :</span></dt><dd>hPa</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>11000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>iwp</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c9a29edc-be3d-4917-9b07-6a227c8b16c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9a29edc-be3d-4917-9b07-6a227c8b16c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00d2e770-91d0-4271-b30e-3471a909121d' class='xr-var-data-in' type='checkbox'><label for='data-00d2e770-91d0-4271-b30e-3471a909121d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud ice water path</dd><dt><span>standard_name :</span></dt><dd>atmosphere_mass_content_of_cloud_ice</dd><dt><span>units :</span></dt><dd>kg/m2</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>10000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cot_ice</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b5428d31-27e7-4d6b-8174-bffbd53e94d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b5428d31-27e7-4d6b-8174-bffbd53e94d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bda8e143-2a38-4a84-8674-d36106b7a741' class='xr-var-data-in' type='checkbox'><label for='data-bda8e143-2a38-4a84-8674-d36106b7a741' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ice cloud optical thickness</dd><dt><span>standard_name :</span></dt><dd>atmosphere_optical_thickness_due_to_cloud</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>15000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cre_ice</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-43d3cb87-c4df-42ea-8de5-61b7524e2e47' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43d3cb87-c4df-42ea-8de5-61b7524e2e47' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-edca0ab6-8232-4464-8118-a1e1bb9bc1c8' class='xr-var-data-in' type='checkbox'><label for='data-edca0ab6-8232-4464-8118-a1e1bb9bc1c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>effective radius of ice particles</dd><dt><span>standard_name :</span></dt><dd>effective_radius_of_cloud_condensed_water_particles_at_cloud_top</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>8000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwp</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e2d9a89e-3e3b-47a1-a2e6-4bc137490796' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2d9a89e-3e3b-47a1-a2e6-4bc137490796' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2683013-e27c-4165-a609-196819995dbd' class='xr-var-data-in' type='checkbox'><label for='data-a2683013-e27c-4165-a609-196819995dbd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud liquid water path</dd><dt><span>standard_name :</span></dt><dd>atmosphere_mass_content_of_cloud_liquid_water</dd><dt><span>units :</span></dt><dd>kg/m2</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>10000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cot_liq</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d29a9658-1933-4ddb-a567-d458c1092490' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d29a9658-1933-4ddb-a567-d458c1092490' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1234343-0470-4b46-b53a-144d595ab55e' class='xr-var-data-in' type='checkbox'><label for='data-d1234343-0470-4b46-b53a-144d595ab55e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>water cloud optical thickness</dd><dt><span>standard_name :</span></dt><dd>atmosphere_optical_thickness_due_to_cloud</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>15000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cre_liq</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bb143a1e-51fe-4776-88b8-0cd7ef60238a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb143a1e-51fe-4776-88b8-0cd7ef60238a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dae4f35c-9fd6-43ea-ae17-80925e500b01' class='xr-var-data-in' type='checkbox'><label for='data-dae4f35c-9fd6-43ea-ae17-80925e500b01' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>effective radius of liquid droplets</dd><dt><span>standard_name :</span></dt><dd>effective_radius_of_cloud_liquid_water_particle_at_liquid_water_cloud_top</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>8000</dd></dl></div><div class='xr-var-data'><pre>[1036800 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b10e8d7-dbbf-415f-8e66-6300f2c50a7b' class='xr-section-summary-in' type='checkbox'  ><label for='section-9b10e8d7-dbbf-415f-8e66-6300f2c50a7b' 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>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c27cb1e3-a622-43fb-95b4-2bcce8a907da' class='xr-index-data-in' type='checkbox'/><label for='index-c27cb1e3-a622-43fb-95b4-2bcce8a907da' 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([-89.875, -89.625, -89.375, -89.125, -88.875, -88.625, -88.375, -88.125,\n",
       "       -87.875, -87.625,\n",
       "       ...\n",
       "        87.625,  87.875,  88.125,  88.375,  88.625,  88.875,  89.125,  89.375,\n",
       "        89.625,  89.875],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=720))</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-3fc6f46c-11c4-4dae-9cea-073e96c9dbbb' class='xr-index-data-in' type='checkbox'/><label for='index-3fc6f46c-11c4-4dae-9cea-073e96c9dbbb' 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([-179.875, -179.625, -179.375, -179.125, -178.875, -178.625, -178.375,\n",
       "       -178.125, -177.875, -177.625,\n",
       "       ...\n",
       "        177.625,  177.875,  178.125,  178.375,  178.625,  178.875,  179.125,\n",
       "        179.375,  179.625,  179.875],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1440))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8712b277-3791-4e1e-b9ca-3848fe3ec091' class='xr-section-summary-in' type='checkbox'  ><label for='section-8712b277-3791-4e1e-b9ca-3848fe3ec091' class='xr-section-summary' >Attributes: <span>(37)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>CM SAF cLoud, Albedo and RAdiation dataset, AVHRR-based, edition 3 (CLARA-A3)</dd><dt><span>summary :</span></dt><dd>This file contains AVHRR-based Thematic Climate Data Records (TCDR) produced by the Satellite Application Facility on Climate Monitoring (CM SAF)</dd><dt><span>id :</span></dt><dd>DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003</dd><dt><span>product_version :</span></dt><dd>3.0</dd><dt><span>creator_name :</span></dt><dd>DE/DWD</dd><dt><span>creator_email :</span></dt><dd>contact.cmsaf@dwd.de</dd><dt><span>creator_url :</span></dt><dd>http://www.cmsaf.eu/</dd><dt><span>institution :</span></dt><dd>EUMETSAT/CMSAF</dd><dt><span>project :</span></dt><dd>Satellite Application Facility on Climate Monitoring (CM SAF)</dd><dt><span>references :</span></dt><dd>https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003</dd><dt><span>keywords_vocabulary :</span></dt><dd>GCMD Science Keywords, Version 9.1.5</dd><dt><span>keywords :</span></dt><dd>EARTH SCIENCE &gt; ATMOSPHERE &gt; CLOUDS &gt; CLOUD PROPERTIES &gt; CLOUD FRACTION</dd><dt><span>Conventions :</span></dt><dd>CF-1.7,ACDD-1.3</dd><dt><span>standard_name_vocabulary :</span></dt><dd>Standard Name Table (v70, 10 December 2019)</dd><dt><span>date_created :</span></dt><dd>2022-05-01T05:16:18Z</dd><dt><span>geospatial_lat_units :</span></dt><dd>degrees_north</dd><dt><span>geospatial_lat_min :</span></dt><dd>-90.0</dd><dt><span>geospatial_lat_max :</span></dt><dd>90.0</dd><dt><span>geospatial_lon_units :</span></dt><dd>degrees_east</dd><dt><span>geospatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geospatial_lon_max :</span></dt><dd>180.0</dd><dt><span>geospatial_lat_resolution :</span></dt><dd>0.25 degree</dd><dt><span>geospatial_lon_resolution :</span></dt><dd>0.25 degree</dd><dt><span>time_coverage_start :</span></dt><dd>2011-01-01T00:00:00Z</dd><dt><span>time_coverage_end :</span></dt><dd>2011-01-02T00:00:00Z</dd><dt><span>time_coverage_duration :</span></dt><dd>P1D</dd><dt><span>time_coverage_resolution :</span></dt><dd>P1D</dd><dt><span>platform_vocabulary :</span></dt><dd>GCMD Platforms, Version 9.1.5</dd><dt><span>platform :</span></dt><dd>Earth Observation Satellites &gt; METOP,Earth Observation Satellites &gt; NOAA POES (Polar Orbiting Environmental Satellites)</dd><dt><span>instrument_vocabulary :</span></dt><dd>GCMD Instruments, Version 9.1.5</dd><dt><span>instrument :</span></dt><dd>AVHRR &gt; Advanced Very High Resolution Radiometer</dd><dt><span>CMSAF_platform_and_orbits :</span></dt><dd>Metop-A=15; NOAA-15=14; NOAA-16=15; NOAA-18=14; NOAA-19=15</dd><dt><span>CMSAF_L1_processor :</span></dt><dd>PyGAC, level1c4pps</dd><dt><span>CMSAF_L2_processor :</span></dt><dd>PPSv2018-patch5</dd><dt><span>CMSAF_L3_processor :</span></dt><dd>CMSAFGACL3_V3.0</dd><dt><span>variable_id :</span></dt><dd>cfc</dd><dt><span>license :</span></dt><dd>The CM SAF data are owned by EUMETSAT and are available to all users free of charge and with no conditions to use. If you wish to use these products, EUMETSAT&#x27;s copyright credit must be shown by displaying the words &quot;Copyright (c) (2022) EUMETSAT&quot; under/in each of these SAF Products used in a project or shown in a publication or website.\n",
       "\n",
       "Please follow the citation guidelines given at https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003 and also register as a user at http://cm-saf.eumetsat.int/ to receive latest information on CM SAF services and to get access to the CM SAF User Help Desk.</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lat: 720, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "    time     datetime64[ns] ...\n",
       "Data variables:\n",
       "    cfc      (lat, lon) float64 ...\n",
       "    ctt      (lat, lon) float64 ...\n",
       "    cth      (lat, lon) float64 ...\n",
       "    ctp      (lat, lon) float64 ...\n",
       "    iwp      (lat, lon) float64 ...\n",
       "    cot_ice  (lat, lon) float64 ...\n",
       "    cre_ice  (lat, lon) float64 ...\n",
       "    lwp      (lat, lon) float64 ...\n",
       "    cot_liq  (lat, lon) float64 ...\n",
       "    cre_liq  (lat, lon) float64 ...\n",
       "Attributes: (12/37)\n",
       "    title:                      CM SAF cLoud, Albedo and RAdiation dataset, A...\n",
       "    summary:                    This file contains AVHRR-based Thematic Clima...\n",
       "    id:                         DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003\n",
       "    product_version:            3.0\n",
       "    creator_name:               DE/DWD\n",
       "    creator_email:              contact.cmsaf@dwd.de\n",
       "    ...                         ...\n",
       "    CMSAF_platform_and_orbits:  Metop-A=15; NOAA-15=14; NOAA-16=15; NOAA-18=1...\n",
       "    CMSAF_L1_processor:         PyGAC, level1c4pps\n",
       "    CMSAF_L2_processor:         PPSv2018-patch5\n",
       "    CMSAF_L3_processor:         CMSAFGACL3_V3.0\n",
       "    variable_id:                cfc\n",
       "    license:                    The CM SAF data are owned by EUMETSAT and are..."
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's view a single dataset again\n",
    "clara_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "93917fa7-7089-471f-ba2c-ad50c418df29",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([10, 720, 1440])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert to tensor\n",
    "tensor = torch.tensor(\n",
    "    clara_ds[CLARA_VARS].to_array().data\n",
    ")\n",
    "\n",
    "tensor.shape # (Variables, latitude, longitude)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bf360e05-c5be-4dbe-82c9-efcc119b2e8f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
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       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
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       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
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       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
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       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lat: 720, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "    time     datetime64[ns] ...\n",
       "Data variables:\n",
       "    cfc      (lat, lon) float64 9.0 10.0 10.0 10.0 10.0 ... 48.0 51.0 51.0 52.0\n",
       "    ctt      (lat, lon) float64 244.8 244.8 244.8 244.8 ... 230.9 230.6 231.3\n",
       "    cth      (lat, lon) float64 424.0 442.0 442.0 ... 5.139e+03 5.009e+03\n",
       "    ctp      (lat, lon) float64 646.6 645.0 645.1 645.0 ... 507.6 504.1 513.4\n",
       "    iwp      (lat, lon) float64 0.249 0.24 0.221 0.24 0.2 ... nan nan nan nan\n",
       "    cot_ice  (lat, lon) float64 10.35 9.92 9.13 9.92 8.31 ... nan nan nan nan\n",
       "    cre_ice  (lat, lon) float64 3.436e-05 3.562e-05 3.599e-05 ... nan nan nan\n",
       "    lwp      (lat, lon) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    cot_liq  (lat, lon) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    cre_liq  (lat, lon) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "Attributes: (12/37)\n",
       "    title:                      CM SAF cLoud, Albedo and RAdiation dataset, A...\n",
       "    summary:                    This file contains AVHRR-based Thematic Clima...\n",
       "    id:                         DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003\n",
       "    product_version:            3.0\n",
       "    creator_name:               DE/DWD\n",
       "    creator_email:              contact.cmsaf@dwd.de\n",
       "    ...                         ...\n",
       "    CMSAF_platform_and_orbits:  Metop-A=15; NOAA-15=14; NOAA-16=15; NOAA-18=1...\n",
       "    CMSAF_L1_processor:         PyGAC, level1c4pps\n",
       "    CMSAF_L2_processor:         PPSv2018-patch5\n",
       "    CMSAF_L3_processor:         CMSAFGACL3_V3.0\n",
       "    variable_id:                cfc\n",
       "    license:                    The CM SAF data are owned by EUMETSAT and are...</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-ec586191-8f86-4e03-8f91-e69ffc44a87a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ec586191-8f86-4e03-8f91-e69ffc44a87a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 720</li><li><span class='xr-has-index'>lon</span>: 1440</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ad14e363-6580-47bf-bd4b-c162f06933d4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ad14e363-6580-47bf-bd4b-c162f06933d4' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-89.88 -89.62 ... 89.62 89.88</div><input id='attrs-be8045c4-ae6a-4d20-9c85-10941c1fb57b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be8045c4-ae6a-4d20-9c85-10941c1fb57b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-074f4695-bcc2-4dca-bbcb-3da6d82b892f' class='xr-var-data-in' type='checkbox'><label for='data-074f4695-bcc2-4dca-bbcb-3da6d82b892f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.875, -89.625, -89.375, ...,  89.375,  89.625,  89.875],\n",
       "      dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.6 ... 179.6 179.9</div><input id='attrs-af7c4e6d-9152-4251-b0e6-7be65400cccf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af7c4e6d-9152-4251-b0e6-7be65400cccf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a511989e-319c-4b2b-95b9-7658db11a3e1' class='xr-var-data-in' type='checkbox'><label for='data-a511989e-319c-4b2b-95b9-7658db11a3e1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-179.875, -179.625, -179.375, ...,  179.375,  179.625,  179.875],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-982f54c6-a063-40c4-a80b-4bd9eeeb011f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-982f54c6-a063-40c4-a80b-4bd9eeeb011f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5830f3e0-7a62-45f2-a015-ea1b6241f529' class='xr-var-data-in' type='checkbox'><label for='data-5830f3e0-7a62-45f2-a015-ea1b6241f529' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e659a400-f3d3-4fbc-9dbc-a9043001e172' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e659a400-f3d3-4fbc-9dbc-a9043001e172' class='xr-section-summary' >Data variables: <span>(10)</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>cfc</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.0 10.0 10.0 ... 51.0 51.0 52.0</div><input id='attrs-6ddd21e5-28df-486e-af76-b4323fe6ad02' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ddd21e5-28df-486e-af76-b4323fe6ad02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff6c3fa3-e92b-49f4-adad-ee71dbf7ac67' class='xr-var-data-in' type='checkbox'><label for='data-ff6c3fa3-e92b-49f4-adad-ee71dbf7ac67' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud fraction</dd><dt><span>standard_name :</span></dt><dd>cloud_area_fraction</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>100</dd></dl></div><div class='xr-var-data'><pre>array([[ 9., 10., 10., ..., 11., 10., 10.],\n",
       "       [16., 14., 15., ..., 16., 14., 14.],\n",
       "       [ 2.,  2.,  2., ...,  1.,  0.,  0.],\n",
       "       ...,\n",
       "       [33., 31., 31., ..., 27., 26., 29.],\n",
       "       [71., 66., 66., ..., 56., 64., 70.],\n",
       "       [52., 49., 49., ..., 51., 51., 52.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctt</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>244.8 244.8 244.8 ... 230.6 231.3</div><input id='attrs-27776c4b-51a2-427f-9135-426f9a95ef97' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-27776c4b-51a2-427f-9135-426f9a95ef97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60bdbca1-e3f8-4480-b89d-831b4669320e' class='xr-var-data-in' type='checkbox'><label for='data-60bdbca1-e3f8-4480-b89d-831b4669320e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud top temperature</dd><dt><span>standard_name :</span></dt><dd>air_temperature_at_cloud_top</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>4000</dd></dl></div><div class='xr-var-data'><pre>array([[244.800004, 244.800004, 244.800004, ..., 244.800004, 244.800004,\n",
       "        244.800004],\n",
       "       [244.500004, 244.500004, 244.300004, ..., 244.500004, 244.400004,\n",
       "        244.400004],\n",
       "       [244.000004, 244.000004, 244.000004, ..., 243.900004,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [228.200003, 227.800003, 228.600003, ..., 225.900003, 226.500003,\n",
       "        227.000003],\n",
       "       [226.900003, 226.500003, 227.500003, ..., 227.100003, 227.100003,\n",
       "        227.900003],\n",
       "       [231.500003, 230.600003, 230.700003, ..., 230.900003, 230.600003,\n",
       "        231.300003]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cth</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>424.0 442.0 ... 5.139e+03 5.009e+03</div><input id='attrs-1e144ccc-c8c2-4cce-b090-12d966b67f5f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e144ccc-c8c2-4cce-b090-12d966b67f5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6f68951-f574-41ff-af97-382bb1841632' class='xr-var-data-in' type='checkbox'><label for='data-b6f68951-f574-41ff-af97-382bb1841632' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud top height</dd><dt><span>standard_name :</span></dt><dd>cloud_top_altitude</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>20000</dd></dl></div><div class='xr-var-data'><pre>array([[ 424.,  442.,  442., ...,  428.,  416.,  435.],\n",
       "       [ 389.,  357.,  384., ...,  380.,  397.,  397.],\n",
       "       [ 408.,  408.,  408., ...,  515.,   nan,   nan],\n",
       "       ...,\n",
       "       [5447., 5531., 5439., ..., 5972., 5819., 5714.],\n",
       "       [5808., 5886., 5700., ..., 5792., 5782., 5619.],\n",
       "       [4968., 5121., 5087., ..., 5081., 5139., 5009.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctp</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>646.6 645.0 645.1 ... 504.1 513.4</div><input id='attrs-9bc65cd2-a431-4c21-aa69-54be3bd7055d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9bc65cd2-a431-4c21-aa69-54be3bd7055d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd9f69c5-d184-44f9-8a35-bfcab5bcf959' class='xr-var-data-in' type='checkbox'><label for='data-fd9f69c5-d184-44f9-8a35-bfcab5bcf959' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud top pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_cloud_top</dd><dt><span>units :</span></dt><dd>hPa</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>11000</dd></dl></div><div class='xr-var-data'><pre>array([[646.60001 , 645.00001 , 645.10001 , ..., 646.30001 , 647.50001 ,\n",
       "        645.70001 ],\n",
       "       [648.60001 , 651.40001 , 648.70001 , ..., 649.50001 , 648.10001 ,\n",
       "        648.10001 ],\n",
       "       [640.30001 , 640.30001 , 640.30001 , ..., 629.300009,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [481.700007, 476.300007, 482.000007, ..., 447.600007, 457.400007,\n",
       "        463.900007],\n",
       "       [456.700007, 452.100007, 466.200007, ..., 459.100007, 458.800007,\n",
       "        470.100007],\n",
       "       [516.500008, 503.500008, 507.300008, ..., 507.600008, 504.100008,\n",
       "        513.400008]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>iwp</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.249 0.24 0.221 ... nan nan nan</div><input id='attrs-287b1bab-dc04-48b7-85cf-b4e3f29080a8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-287b1bab-dc04-48b7-85cf-b4e3f29080a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1374c92-c3ce-4dde-a06d-d212fafdc7ac' class='xr-var-data-in' type='checkbox'><label for='data-d1374c92-c3ce-4dde-a06d-d212fafdc7ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud ice water path</dd><dt><span>standard_name :</span></dt><dd>atmosphere_mass_content_of_cloud_ice</dd><dt><span>units :</span></dt><dd>kg/m2</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>10000</dd></dl></div><div class='xr-var-data'><pre>array([[0.249, 0.24 , 0.221, ..., 0.314, 0.238, 0.228],\n",
       "       [0.262, 0.294, 0.281, ..., 0.344, 0.293, 0.293],\n",
       "       [0.012, 0.012, 0.012, ..., 0.007,   nan,   nan],\n",
       "       ...,\n",
       "       [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "       [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "       [  nan,   nan,   nan, ...,   nan,   nan,   nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cot_ice</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.35 9.92 9.13 ... nan nan nan</div><input id='attrs-10d937c3-4597-4d07-9b24-e17ce5c0de67' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-10d937c3-4597-4d07-9b24-e17ce5c0de67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0885ed7c-033c-4ebc-9bc2-a4779fa8f68e' class='xr-var-data-in' type='checkbox'><label for='data-0885ed7c-033c-4ebc-9bc2-a4779fa8f68e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ice cloud optical thickness</dd><dt><span>standard_name :</span></dt><dd>atmosphere_optical_thickness_due_to_cloud</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>15000</dd></dl></div><div class='xr-var-data'><pre>array([[10.35,  9.92,  9.13, ..., 11.47,  9.97,  9.58],\n",
       "       [11.31, 12.71, 12.11, ..., 13.56, 12.67, 12.67],\n",
       "       [ 0.46,  0.46,  0.46, ...,  0.3 ,   nan,   nan],\n",
       "       ...,\n",
       "       [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "       [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "       [  nan,   nan,   nan, ...,   nan,   nan,   nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cre_ice</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.436e-05 3.562e-05 ... nan nan</div><input id='attrs-07057b2e-5548-4e5a-8ba9-3d6a31c19494' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07057b2e-5548-4e5a-8ba9-3d6a31c19494' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76a6d1d0-1909-482d-9bf1-f5261186b657' class='xr-var-data-in' type='checkbox'><label for='data-76a6d1d0-1909-482d-9bf1-f5261186b657' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>effective radius of ice particles</dd><dt><span>standard_name :</span></dt><dd>effective_radius_of_cloud_condensed_water_particles_at_cloud_top</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>8000</dd></dl></div><div class='xr-var-data'><pre>array([[3.436e-05, 3.562e-05, 3.599e-05, ..., 3.695e-05, 3.461e-05, 3.373e-05],\n",
       "       [3.122e-05, 3.033e-05, 3.143e-05, ..., 3.139e-05, 3.036e-05, 3.036e-05],\n",
       "       [4.223e-05, 4.223e-05, 4.223e-05, ..., 3.707e-05,       nan,       nan],\n",
       "       ...,\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan],\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan],\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwp</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-23293454-1a76-49f0-b169-8c46484916c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23293454-1a76-49f0-b169-8c46484916c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a511453-95fb-4ac7-bd22-e7f24dac832b' class='xr-var-data-in' type='checkbox'><label for='data-5a511453-95fb-4ac7-bd22-e7f24dac832b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>cloud liquid water path</dd><dt><span>standard_name :</span></dt><dd>atmosphere_mass_content_of_cloud_liquid_water</dd><dt><span>units :</span></dt><dd>kg/m2</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>10000</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cot_liq</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-9e2e25f2-f48e-4111-b52f-6e260ca31747' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9e2e25f2-f48e-4111-b52f-6e260ca31747' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ec75503-e0a5-4452-b8c8-c8e77adf22d9' class='xr-var-data-in' type='checkbox'><label for='data-3ec75503-e0a5-4452-b8c8-c8e77adf22d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>water cloud optical thickness</dd><dt><span>standard_name :</span></dt><dd>atmosphere_optical_thickness_due_to_cloud</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>15000</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cre_liq</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-b192ada0-4493-4c85-b195-c8b1d1ece254' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b192ada0-4493-4c85-b195-c8b1d1ece254' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55b1eea8-5bac-4912-8f2a-e0736c731269' class='xr-var-data-in' type='checkbox'><label for='data-55b1eea8-5bac-4912-8f2a-e0736c731269' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>effective radius of liquid droplets</dd><dt><span>standard_name :</span></dt><dd>effective_radius_of_cloud_liquid_water_particle_at_liquid_water_cloud_top</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>8000</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a2105763-a742-413b-afec-bbd73453ab06' class='xr-section-summary-in' type='checkbox'  ><label for='section-a2105763-a742-413b-afec-bbd73453ab06' 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>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c039a38c-5c69-4c19-8dc2-84c0a699b7b6' class='xr-index-data-in' type='checkbox'/><label for='index-c039a38c-5c69-4c19-8dc2-84c0a699b7b6' 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([-89.875, -89.625, -89.375, -89.125, -88.875, -88.625, -88.375, -88.125,\n",
       "       -87.875, -87.625,\n",
       "       ...\n",
       "        87.625,  87.875,  88.125,  88.375,  88.625,  88.875,  89.125,  89.375,\n",
       "        89.625,  89.875],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=720))</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-a8a3aeb1-d26c-4e60-b237-5d4887e3b400' class='xr-index-data-in' type='checkbox'/><label for='index-a8a3aeb1-d26c-4e60-b237-5d4887e3b400' 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([-179.875, -179.625, -179.375, -179.125, -178.875, -178.625, -178.375,\n",
       "       -178.125, -177.875, -177.625,\n",
       "       ...\n",
       "        177.625,  177.875,  178.125,  178.375,  178.625,  178.875,  179.125,\n",
       "        179.375,  179.625,  179.875],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1440))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-635a86ac-92dd-4b5f-8919-8861185c8ac8' class='xr-section-summary-in' type='checkbox'  ><label for='section-635a86ac-92dd-4b5f-8919-8861185c8ac8' class='xr-section-summary' >Attributes: <span>(37)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>CM SAF cLoud, Albedo and RAdiation dataset, AVHRR-based, edition 3 (CLARA-A3)</dd><dt><span>summary :</span></dt><dd>This file contains AVHRR-based Thematic Climate Data Records (TCDR) produced by the Satellite Application Facility on Climate Monitoring (CM SAF)</dd><dt><span>id :</span></dt><dd>DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003</dd><dt><span>product_version :</span></dt><dd>3.0</dd><dt><span>creator_name :</span></dt><dd>DE/DWD</dd><dt><span>creator_email :</span></dt><dd>contact.cmsaf@dwd.de</dd><dt><span>creator_url :</span></dt><dd>http://www.cmsaf.eu/</dd><dt><span>institution :</span></dt><dd>EUMETSAT/CMSAF</dd><dt><span>project :</span></dt><dd>Satellite Application Facility on Climate Monitoring (CM SAF)</dd><dt><span>references :</span></dt><dd>https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003</dd><dt><span>keywords_vocabulary :</span></dt><dd>GCMD Science Keywords, Version 9.1.5</dd><dt><span>keywords :</span></dt><dd>EARTH SCIENCE &gt; ATMOSPHERE &gt; CLOUDS &gt; CLOUD PROPERTIES &gt; CLOUD FRACTION</dd><dt><span>Conventions :</span></dt><dd>CF-1.7,ACDD-1.3</dd><dt><span>standard_name_vocabulary :</span></dt><dd>Standard Name Table (v70, 10 December 2019)</dd><dt><span>date_created :</span></dt><dd>2022-05-01T05:16:18Z</dd><dt><span>geospatial_lat_units :</span></dt><dd>degrees_north</dd><dt><span>geospatial_lat_min :</span></dt><dd>-90.0</dd><dt><span>geospatial_lat_max :</span></dt><dd>90.0</dd><dt><span>geospatial_lon_units :</span></dt><dd>degrees_east</dd><dt><span>geospatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geospatial_lon_max :</span></dt><dd>180.0</dd><dt><span>geospatial_lat_resolution :</span></dt><dd>0.25 degree</dd><dt><span>geospatial_lon_resolution :</span></dt><dd>0.25 degree</dd><dt><span>time_coverage_start :</span></dt><dd>2011-01-01T00:00:00Z</dd><dt><span>time_coverage_end :</span></dt><dd>2011-01-02T00:00:00Z</dd><dt><span>time_coverage_duration :</span></dt><dd>P1D</dd><dt><span>time_coverage_resolution :</span></dt><dd>P1D</dd><dt><span>platform_vocabulary :</span></dt><dd>GCMD Platforms, Version 9.1.5</dd><dt><span>platform :</span></dt><dd>Earth Observation Satellites &gt; METOP,Earth Observation Satellites &gt; NOAA POES (Polar Orbiting Environmental Satellites)</dd><dt><span>instrument_vocabulary :</span></dt><dd>GCMD Instruments, Version 9.1.5</dd><dt><span>instrument :</span></dt><dd>AVHRR &gt; Advanced Very High Resolution Radiometer</dd><dt><span>CMSAF_platform_and_orbits :</span></dt><dd>Metop-A=15; NOAA-15=14; NOAA-16=15; NOAA-18=14; NOAA-19=15</dd><dt><span>CMSAF_L1_processor :</span></dt><dd>PyGAC, level1c4pps</dd><dt><span>CMSAF_L2_processor :</span></dt><dd>PPSv2018-patch5</dd><dt><span>CMSAF_L3_processor :</span></dt><dd>CMSAFGACL3_V3.0</dd><dt><span>variable_id :</span></dt><dd>cfc</dd><dt><span>license :</span></dt><dd>The CM SAF data are owned by EUMETSAT and are available to all users free of charge and with no conditions to use. If you wish to use these products, EUMETSAT&#x27;s copyright credit must be shown by displaying the words &quot;Copyright (c) (2022) EUMETSAT&quot; under/in each of these SAF Products used in a project or shown in a publication or website.\n",
       "\n",
       "Please follow the citation guidelines given at https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003 and also register as a user at http://cm-saf.eumetsat.int/ to receive latest information on CM SAF services and to get access to the CM SAF User Help Desk.</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lat: 720, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "    time     datetime64[ns] ...\n",
       "Data variables:\n",
       "    cfc      (lat, lon) float64 9.0 10.0 10.0 10.0 10.0 ... 48.0 51.0 51.0 52.0\n",
       "    ctt      (lat, lon) float64 244.8 244.8 244.8 244.8 ... 230.9 230.6 231.3\n",
       "    cth      (lat, lon) float64 424.0 442.0 442.0 ... 5.139e+03 5.009e+03\n",
       "    ctp      (lat, lon) float64 646.6 645.0 645.1 645.0 ... 507.6 504.1 513.4\n",
       "    iwp      (lat, lon) float64 0.249 0.24 0.221 0.24 0.2 ... nan nan nan nan\n",
       "    cot_ice  (lat, lon) float64 10.35 9.92 9.13 9.92 8.31 ... nan nan nan nan\n",
       "    cre_ice  (lat, lon) float64 3.436e-05 3.562e-05 3.599e-05 ... nan nan nan\n",
       "    lwp      (lat, lon) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    cot_liq  (lat, lon) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    cre_liq  (lat, lon) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "Attributes: (12/37)\n",
       "    title:                      CM SAF cLoud, Albedo and RAdiation dataset, A...\n",
       "    summary:                    This file contains AVHRR-based Thematic Clima...\n",
       "    id:                         DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003\n",
       "    product_version:            3.0\n",
       "    creator_name:               DE/DWD\n",
       "    creator_email:              contact.cmsaf@dwd.de\n",
       "    ...                         ...\n",
       "    CMSAF_platform_and_orbits:  Metop-A=15; NOAA-15=14; NOAA-16=15; NOAA-18=1...\n",
       "    CMSAF_L1_processor:         PyGAC, level1c4pps\n",
       "    CMSAF_L2_processor:         PPSv2018-patch5\n",
       "    CMSAF_L3_processor:         CMSAFGACL3_V3.0\n",
       "    variable_id:                cfc\n",
       "    license:                    The CM SAF data are owned by EUMETSAT and are..."
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clara_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b2351dc8-91be-4869-8935-cba45378ad6b",
   "metadata": {
    "tags": []
   },
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                  (lat: 720, lon: 1440, time: 4)\n",
       "Coordinates:\n",
       "  * lat                      (lat) float64 -89.88 -89.62 -89.38 ... 89.62 89.88\n",
       "  * lon                      (lon) float64 -179.9 -179.6 -179.4 ... 179.6 179.9\n",
       "  * time                     (time) datetime64[ns] 2011-01-01 ... 2011-01-01T...\n",
       "Data variables:\n",
       "    air_temperature          (lat, lon, time) float64 ...\n",
       "    relative_humidity        (lat, lon, time) float64 ...\n",
       "    wind_speed               (lat, lon, time) float64 ...\n",
       "    geopotential_height      (lat, lon, time) float64 ...\n",
       "    air_dewpoint_depression  (lat, lon, time) float64 ...</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-e4708017-9253-49a9-aa61-e2b1f6d40221' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e4708017-9253-49a9-aa61-e2b1f6d40221' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 720</li><li><span class='xr-has-index'>lon</span>: 1440</li><li><span class='xr-has-index'>time</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6e2c6b5d-15d7-4b1e-8c30-1f5277d79077' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6e2c6b5d-15d7-4b1e-8c30-1f5277d79077' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.88 -89.62 ... 89.62 89.88</div><input id='attrs-56cf6cce-6210-4177-900d-7b8804f4c228' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-56cf6cce-6210-4177-900d-7b8804f4c228' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-099fcbe7-83f5-4c0b-8d47-2287c3161f6b' class='xr-var-data-in' type='checkbox'><label for='data-099fcbe7-83f5-4c0b-8d47-2287c3161f6b' 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>array([-89.875, -89.625, -89.375, ...,  89.375,  89.625,  89.875])</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'>-179.9 -179.6 ... 179.6 179.9</div><input id='attrs-d6ba587f-af8c-4b42-acaf-8c3a1deeb1b5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d6ba587f-af8c-4b42-acaf-8c3a1deeb1b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b13e7db3-a51b-40ce-beb1-01620768c00d' class='xr-var-data-in' type='checkbox'><label for='data-b13e7db3-a51b-40ce-beb1-01620768c00d' 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>array([-179.875, -179.625, -179.375, ...,  179.375,  179.625,  179.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2011-01-01 ... 2011-01-01T18:00:00</div><input id='attrs-a07b0a3a-42fc-44a4-9847-200c855e676d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a07b0a3a-42fc-44a4-9847-200c855e676d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c30a3b4-6442-4d39-947c-ae389649acba' class='xr-var-data-in' type='checkbox'><label for='data-1c30a3b4-6442-4d39-947c-ae389649acba' 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>array([&#x27;2011-01-01T00:00:00.000000000&#x27;, &#x27;2011-01-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2011-01-01T12:00:00.000000000&#x27;, &#x27;2011-01-01T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7a0941f2-0bc0-4121-8697-3936cd0214ba' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7a0941f2-0bc0-4121-8697-3936cd0214ba' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>air_temperature</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-32cc3f5c-0ba3-4b1b-9ead-9d64e82698c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-32cc3f5c-0ba3-4b1b-9ead-9d64e82698c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c60232fc-a868-4677-897c-508ba56f2176' class='xr-var-data-in' type='checkbox'><label for='data-c60232fc-a868-4677-897c-508ba56f2176' 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>[4147200 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>relative_humidity</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-72745399-1d0b-40c3-a210-ec155246c095' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-72745399-1d0b-40c3-a210-ec155246c095' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c05910df-831f-4f15-a332-2ab1b2370564' class='xr-var-data-in' type='checkbox'><label for='data-c05910df-831f-4f15-a332-2ab1b2370564' 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>[4147200 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_speed</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6a8b5b5b-5498-4e36-a957-070a3b405ab3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6a8b5b5b-5498-4e36-a957-070a3b405ab3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cffaa2c6-414b-4cf9-8660-89c0457a88a4' class='xr-var-data-in' type='checkbox'><label for='data-cffaa2c6-414b-4cf9-8660-89c0457a88a4' 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>[4147200 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geopotential_height</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fc9f8332-c34b-4ca5-aff3-64a36ec076de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fc9f8332-c34b-4ca5-aff3-64a36ec076de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c4d9b74-0980-4071-a950-70d6fdc155e7' class='xr-var-data-in' type='checkbox'><label for='data-3c4d9b74-0980-4071-a950-70d6fdc155e7' 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>[4147200 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_dewpoint_depression</span></div><div class='xr-var-dims'>(lat, lon, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-73eae004-8813-4ff9-87e8-6375b92018c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-73eae004-8813-4ff9-87e8-6375b92018c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c0da25a-4931-406a-96fb-0a35010e3685' class='xr-var-data-in' type='checkbox'><label for='data-4c0da25a-4931-406a-96fb-0a35010e3685' 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>[4147200 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c937f99c-4bb2-45aa-8d63-603faa206cf9' class='xr-section-summary-in' type='checkbox'  ><label for='section-c937f99c-4bb2-45aa-8d63-603faa206cf9' 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>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f6a3a289-6a08-4c11-ab27-7a2ead6a495b' class='xr-index-data-in' type='checkbox'/><label for='index-f6a3a289-6a08-4c11-ab27-7a2ead6a495b' 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([-89.875, -89.625, -89.375, -89.125, -88.875, -88.625, -88.375, -88.125,\n",
       "       -87.875, -87.625,\n",
       "       ...\n",
       "        87.625,  87.875,  88.125,  88.375,  88.625,  88.875,  89.125,  89.375,\n",
       "        89.625,  89.875],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=720))</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-ccb6eb87-3c01-4770-bdd5-dcb700d26c0f' class='xr-index-data-in' type='checkbox'/><label for='index-ccb6eb87-3c01-4770-bdd5-dcb700d26c0f' 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([-179.875, -179.625, -179.375, -179.125, -178.875, -178.625, -178.375,\n",
       "       -178.125, -177.875, -177.625,\n",
       "       ...\n",
       "        177.625,  177.875,  178.125,  178.375,  178.625,  178.875,  179.125,\n",
       "        179.375,  179.625,  179.875],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=1440))</pre></div></li><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-7069c2db-121b-481b-8d52-afea21c6b94e' class='xr-index-data-in' type='checkbox'/><label for='index-7069c2db-121b-481b-8d52-afea21c6b94e' 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;2011-01-01 00:00:00&#x27;, &#x27;2011-01-01 06:00:00&#x27;,\n",
       "               &#x27;2011-01-01 12:00:00&#x27;, &#x27;2011-01-01 18:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5d469b93-0c2f-41e8-84d3-0a05e9997198' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5d469b93-0c2f-41e8-84d3-0a05e9997198' 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.Dataset>\n",
       "Dimensions:                  (lat: 720, lon: 1440, time: 4)\n",
       "Coordinates:\n",
       "  * lat                      (lat) float64 -89.88 -89.62 -89.38 ... 89.62 89.88\n",
       "  * lon                      (lon) float64 -179.9 -179.6 -179.4 ... 179.6 179.9\n",
       "  * time                     (time) datetime64[ns] 2011-01-01 ... 2011-01-01T...\n",
       "Data variables:\n",
       "    air_temperature          (lat, lon, time) float64 ...\n",
       "    relative_humidity        (lat, lon, time) float64 ...\n",
       "    wind_speed               (lat, lon, time) float64 ...\n",
       "    geopotential_height      (lat, lon, time) float64 ...\n",
       "    air_dewpoint_depression  (lat, lon, time) float64 ..."
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "igra_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9c29268e-1442-4056-b280-df4959fb163c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([15, 720, 1440])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# You can also concatenate along the channel dimensions for both dataset\n",
    "# Say we want to combine at 00:00 hours\n",
    "\n",
    "igra_tensor = torch.tensor(\n",
    "    igra_ds[IGRA_VARS].isel(time=0).to_array().data # Selecting the first time index i.e., 00:00\n",
    ")\n",
    "\n",
    "clara_tensor = torch.tensor(\n",
    "    clara_ds[CLARA_VARS].to_array().data # Since this is only available at 00:00 snapshot, one workaround is to repeat for 06:00, 12:00, 18:00\n",
    ")\n",
    "\n",
    "\n",
    "# Combined tensor has 15 (10+5) channels now...\n",
    "combined_tensor = torch.cat([igra_tensor, clara_tensor], dim=0)\n",
    "combined_tensor.shape\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad353ec6-7b99-41dc-aaa6-62cb5ecbdb8d",
   "metadata": {},
   "source": [
    "## Normalization\n",
    "\n",
    "In order to make the inputs dimensionless, we also provide their mean and sigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bd43abd1-8b02-45f1-b154-add4255b0031",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (param: 10)\n",
       "Coordinates:\n",
       "  * param    (param) &lt;U7 &#x27;cfc&#x27; &#x27;ctt&#x27; &#x27;cth&#x27; &#x27;ctp&#x27; ... &#x27;lwp&#x27; &#x27;cot_liq&#x27; &#x27;cre_liq&#x27;\n",
       "Data variables:\n",
       "    mean     (param) float64 ...\n",
       "    sigma    (param) float64 ...</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-0dbcbfe1-835b-4ecc-b7e4-1772798659a3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0dbcbfe1-835b-4ecc-b7e4-1772798659a3' 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'>param</span>: 10</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0f861209-0623-464a-92f1-a1f14d9dcac3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0f861209-0623-464a-92f1-a1f14d9dcac3' class='xr-section-summary' >Coordinates: <span>(1)</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'>param</span></div><div class='xr-var-dims'>(param)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;cfc&#x27; &#x27;ctt&#x27; ... &#x27;cot_liq&#x27; &#x27;cre_liq&#x27;</div><input id='attrs-587fcecd-3a61-44ca-b381-dc5501e5e592' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-587fcecd-3a61-44ca-b381-dc5501e5e592' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15f92ae9-d5c5-4b87-807e-050cc0f9cd78' class='xr-var-data-in' type='checkbox'><label for='data-15f92ae9-d5c5-4b87-807e-050cc0f9cd78' 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>array([&#x27;cfc&#x27;, &#x27;ctt&#x27;, &#x27;cth&#x27;, &#x27;ctp&#x27;, &#x27;iwp&#x27;, &#x27;cot_ice&#x27;, &#x27;cre_ice&#x27;, &#x27;lwp&#x27;,\n",
       "       &#x27;cot_liq&#x27;, &#x27;cre_liq&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3b4cb367-e966-4d8f-85b9-d2f76bd5476a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3b4cb367-e966-4d8f-85b9-d2f76bd5476a' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>mean</span></div><div class='xr-var-dims'>(param)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e32eeb49-6854-457a-8e23-ea1ce6f44e48' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e32eeb49-6854-457a-8e23-ea1ce6f44e48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffd3515c-2387-48f0-8d11-645c780d8a31' class='xr-var-data-in' type='checkbox'><label for='data-ffd3515c-2387-48f0-8d11-645c780d8a31' 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>[10 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(param)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a78c3205-791f-4d6a-8ee1-c84246bf96f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a78c3205-791f-4d6a-8ee1-c84246bf96f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20395323-3fc7-46f6-8884-f9a83a509bad' class='xr-var-data-in' type='checkbox'><label for='data-20395323-3fc7-46f6-8884-f9a83a509bad' 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>[10 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5724faed-fb74-4da8-b7df-16326b7b8cc7' class='xr-section-summary-in' type='checkbox'  ><label for='section-5724faed-fb74-4da8-b7df-16326b7b8cc7' class='xr-section-summary' >Indexes: <span>(1)</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>param</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-87994368-30e5-4ece-a9c7-f7be5ac9bf16' class='xr-index-data-in' type='checkbox'/><label for='index-87994368-30e5-4ece-a9c7-f7be5ac9bf16' 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([&#x27;cfc&#x27;, &#x27;ctt&#x27;, &#x27;cth&#x27;, &#x27;ctp&#x27;, &#x27;iwp&#x27;, &#x27;cot_ice&#x27;, &#x27;cre_ice&#x27;, &#x27;lwp&#x27;,\n",
       "       &#x27;cot_liq&#x27;, &#x27;cre_liq&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;param&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-aed414d7-6e10-4bf9-be33-d514d51f257f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-aed414d7-6e10-4bf9-be33-d514d51f257f' 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.Dataset>\n",
       "Dimensions:  (param: 10)\n",
       "Coordinates:\n",
       "  * param    (param) <U7 'cfc' 'ctt' 'cth' 'ctp' ... 'lwp' 'cot_liq' 'cre_liq'\n",
       "Data variables:\n",
       "    mean     (param) float64 ...\n",
       "    sigma    (param) float64 ..."
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For CLARA (you can do similarly for IGRA)\n",
    "clara_climatology = xr.open_dataset('climatology/climatology_clara.zarr', engine='zarr')\n",
    "clara_climatology"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c815603f-acdc-4741-a1bf-99c4a677ae66",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Convert mean/sigma to torch tensor\n",
    "clara_mean = torch.tensor(clara_climatology['mean'].values)\n",
    "clara_sigma = torch.tensor(clara_climatology['sigma'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fb4290b6-da93-44a1-8f50-de7a8a4efbfd",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([10, 720, 1440])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's z-normalize\n",
    "# NOTE: broadcasting with .view()\n",
    "clara_normalized = (clara_tensor - clara_mean.view(-1, *[1] * (clara_tensor.dim() - 1))) / clara_sigma.view(-1, *[1] * (clara_tensor.dim() - 1))\n",
    "\n",
    "clara_normalized.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbb81fe7-0a2d-44a6-bb0d-70ff21ce64ac",
   "metadata": {},
   "source": [
    "## Constructing torch.Dataset class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "addb06b1-b2fb-4238-97cb-41cdb7bcc8d5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# We provide dataset class to jointly process and load multimodal data\n",
    "\n",
    "mode = 'train' # You can choose one of 'train' / 'val' / 'test' for mode\n",
    "window = 2 # How many consecutive observations (time window) do you want to extract\n",
    "\n",
    "train_dataset = dataset.MultimodalDataset(\n",
    "    [\n",
    "        dataset.ERA5Dataset(window=window, mode=mode, flatten=False),\n",
    "        dataset.AuxDataset(data_var='clara', window=window, mode=mode, flatten=False),\n",
    "        dataset.AuxDataset(data_var='igra', window=window, mode=mode, flatten=False)\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8d483541-90cb-4391-8ae3-436588de4892",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2, 36, 720, 1440])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NOTE: the list of variables for ERA5 is indexed according to \n",
    "# https://arxiv.org/pdf/2202.11214 (Table 1)\n",
    "\n",
    "x, _ = next(iter(train_dataset))\n",
    "x.shape # concatenation of ERA5/Clara/IGRA (21/10/5 channels) plus the window size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97e14bda-deb6-4aa5-8401-c476f4bd7553",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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