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geotiles-hoekschewaard.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "GeoTiles - Hoekschewaard.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyO/DLkIbXEYVkvLsSKl86Op",
"include_colab_link": true
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"name": "python"
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"cells": [
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"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
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"source": [
"<a href=\"https://colab.research.google.com/gist/fwrite/3206d62eb3f5adf1d62a082b8d8a40ba/geotiles-hoekschewaard.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pulMT6lbNbrE"
},
"source": [
"# GeoTiles\n",
"\n",
"How to connect to the data cube using Google Colab.\n",
"This example will install the required packages and connect to the data cube and show a basic example of how to use the data."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "o6LrLhoQNSGW",
"outputId": "0b194ddb-093f-4dad-e8c1-196d295ab9ca"
},
"source": [
"# This will install the necessary packages.\n",
"# If you are running the script locally,\n",
"# you may want to do this via your package manager.\n",
"!pip install --upgrade zarr xarray fsspec aiohttp"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already up-to-date: zarr in /usr/local/lib/python3.7/dist-packages (2.8.3)\n",
"Requirement already up-to-date: xarray in /usr/local/lib/python3.7/dist-packages (0.18.2)\n",
"Requirement already up-to-date: fsspec in /usr/local/lib/python3.7/dist-packages (2021.6.1)\n",
"Requirement already up-to-date: aiohttp in /usr/local/lib/python3.7/dist-packages (3.7.4.post0)\n",
"Requirement already satisfied, skipping upgrade: fasteners in /usr/local/lib/python3.7/dist-packages (from zarr) (0.16.3)\n",
"Requirement already satisfied, skipping upgrade: numpy>=1.7 in /usr/local/lib/python3.7/dist-packages (from zarr) (1.19.5)\n",
"Requirement already satisfied, skipping upgrade: numcodecs>=0.6.4 in /usr/local/lib/python3.7/dist-packages (from zarr) (0.8.0)\n",
"Requirement already satisfied, skipping upgrade: asciitree in /usr/local/lib/python3.7/dist-packages (from zarr) (0.3.3)\n",
"Requirement already satisfied, skipping upgrade: pandas>=1.0 in /usr/local/lib/python3.7/dist-packages (from xarray) (1.1.5)\n",
"Requirement already satisfied, skipping upgrade: setuptools>=40.4 in /usr/local/lib/python3.7/dist-packages (from xarray) (57.0.0)\n",
"Requirement already satisfied, skipping upgrade: yarl<2.0,>=1.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (1.6.3)\n",
"Requirement already satisfied, skipping upgrade: chardet<5.0,>=2.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (3.0.4)\n",
"Requirement already satisfied, skipping upgrade: async-timeout<4.0,>=3.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (3.0.1)\n",
"Requirement already satisfied, skipping upgrade: typing-extensions>=3.6.5 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (3.7.4.3)\n",
"Requirement already satisfied, skipping upgrade: multidict<7.0,>=4.5 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (5.1.0)\n",
"Requirement already satisfied, skipping upgrade: attrs>=17.3.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (21.2.0)\n",
"Requirement already satisfied, skipping upgrade: six in /usr/local/lib/python3.7/dist-packages (from fasteners->zarr) (1.15.0)\n",
"Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.0->xarray) (2018.9)\n",
"Requirement already satisfied, skipping upgrade: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.0->xarray) (2.8.1)\n",
"Requirement already satisfied, skipping upgrade: idna>=2.0 in /usr/local/lib/python3.7/dist-packages (from yarl<2.0,>=1.0->aiohttp) (2.10)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "f6jNbvDZN7Qj"
},
"source": [
"import xarray as xr, numpy as np\n",
"from matplotlib import pyplot as plt\n",
"\n",
"from skimage import exposure\n",
"from matplotlib import animation\n",
"\n",
"# Progress bar\n",
"from dask.diagnostics import ProgressBar\n",
"ProgressBar().register()\n",
"\n",
"# When working in Google Colab, the output has to be made available for download.\n",
"# Locally, the output will be stored in the same directory.\n",
"try:\n",
" from google.colab import files\n",
"except ImportError:\n",
" files = lambda f: print('See', f)"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "F62q37RhNazv"
},
"source": [
"cube = xr.open_zarr('simplecache::https://geotiles.nl/cube.zarr',\n",
" group='/S2/R051', consolidated=True)"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 241
},
"id": "O2xyI-xhOBFu",
"outputId": "b96c0b1c-5290-4f0e-b627-5d466b8033ff"
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"source": [
"cube"
],
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
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" B05 (time, y, x) float32 dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;\n",
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" images (time) object dask.array&lt;chunksize=(13,), meta=np.ndarray&gt;\n",
" lat (y, x) float32 dask.array&lt;chunksize=(3438, 3750), meta=np.ndarray&gt;\n",
" lon (y, x) float32 dask.array&lt;chunksize=(3438, 3750), meta=np.ndarray&gt;</pre><div class='xr-wrap' hidden><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-bcb3c13e-0a03-4f39-b4ed-58477b852bdb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bcb3c13e-0a03-4f39-b4ed-58477b852bdb' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 354</li><li><span class='xr-has-index'>x</span>: 30000</li><li><span class='xr-has-index'>y</span>: 34375</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2d5634ae-7327-488c-90f4-6022972e37da' class='xr-section-summary-in' type='checkbox' checked><label for='section-2d5634ae-7327-488c-90f4-6022972e37da' 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[D]</div><div class='xr-var-preview xr-preview'>2015-07-06 ... 2021-06-29</div><input id='attrs-ed310471-6377-461d-aeba-ba6ad079c8ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed310471-6377-461d-aeba-ba6ad079c8ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-069730f5-709f-4e34-8152-01e6bece681c' class='xr-var-data-in' type='checkbox'><label for='data-069730f5-709f-4e34-8152-01e6bece681c' 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>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-07-06&#x27;, &#x27;2015-07-16&#x27;, &#x27;2015-07-26&#x27;, ..., &#x27;2021-06-19&#x27;,\n",
" &#x27;2021-06-24&#x27;, &#x27;2021-06-29&#x27;], dtype=&#x27;datetime64[D]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5e+03 -4.99e+03 ... 2.95e+05</div><input id='attrs-2192dea6-6027-4172-bfeb-4021f214ed5c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2192dea6-6027-4172-bfeb-4021f214ed5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fbeeb73-bc3a-4090-9266-7bd2977c707b' class='xr-var-data-in' type='checkbox'><label for='data-3fbeeb73-bc3a-4090-9266-7bd2977c707b' 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([ -5000., -4990., -4980., ..., 294970., 294980., 294990.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.312e+05 6.312e+05 ... 2.875e+05</div><input id='attrs-0aa9d664-2693-4395-87e5-b7d8e58079df' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0aa9d664-2693-4395-87e5-b7d8e58079df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f05d69cf-d0c7-43cb-b0ae-57eb0399a6fb' class='xr-var-data-in' type='checkbox'><label for='data-f05d69cf-d0c7-43cb-b0ae-57eb0399a6fb' 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([631250., 631240., 631230., ..., 287530., 287520., 287510.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-96184ec7-e10e-46ec-b6ee-1c56c00ab1a8' class='xr-section-summary-in' type='checkbox' ><label for='section-96184ec7-e10e-46ec-b6ee-1c56c00ab1a8' class='xr-section-summary' >Data variables: <span>(20)</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>AOT</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(10, 1500, 1875), meta=np.ndarray&gt;</div><input id='attrs-b09a60db-901b-4c13-8c5c-7d02b4461df5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b09a60db-901b-4c13-8c5c-7d02b4461df5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d8a39b3-e6ad-4b56-a492-d1e958949aed' class='xr-var-data-in' type='checkbox'><label for='data-7d8a39b3-e6ad-4b56-a492-d1e958949aed' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
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" <tbody>\n",
" <tr><th> Bytes </th><td> 1.46 TB </td> <td> 112.50 MB </td></tr>\n",
" <tr><th> Shape </th><td> (354, 34375, 30000) </td> <td> (10, 1500, 1875) </td></tr>\n",
" <tr><th> Count </th><td> 13249 Tasks </td><td> 13248 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B01</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-d4de989a-fae2-4255-b7f7-3a3fca0a7c9c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4de989a-fae2-4255-b7f7-3a3fca0a7c9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cead132d-2209-4570-8f31-43633063bc8f' class='xr-var-data-in' type='checkbox'><label for='data-cead132d-2209-4570-8f31-43633063bc8f' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>4.43e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
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" <tbody>\n",
" <tr><th> Bytes </th><td> 1.46 TB </td> <td> 6.25 MB </td></tr>\n",
" <tr><th> Shape </th><td> (354, 34375, 30000) </td> <td> (5, 500, 625) </td></tr>\n",
" <tr><th> Count </th><td> 235153 Tasks </td><td> 235152 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B02</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-1d2dbb52-e442-4533-b331-bdf52e3c3dbc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1d2dbb52-e442-4533-b331-bdf52e3c3dbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0489014-de38-479a-b8e3-ac36d05ff58a' class='xr-var-data-in' type='checkbox'><label for='data-a0489014-de38-479a-b8e3-ac36d05ff58a' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>4.9e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B03</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-3cfaac6b-6267-411d-89cd-788c001cd27d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3cfaac6b-6267-411d-89cd-788c001cd27d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-726caa43-3da3-4408-b107-789da2654aca' class='xr-var-data-in' type='checkbox'><label for='data-726caa43-3da3-4408-b107-789da2654aca' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>5.6e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B04</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-30c47249-681e-4637-b214-c5f5dd1cebef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30c47249-681e-4637-b214-c5f5dd1cebef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b4142c2-7015-4938-8246-5d8755bc906e' class='xr-var-data-in' type='checkbox'><label for='data-0b4142c2-7015-4938-8246-5d8755bc906e' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>6.65e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B05</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-d5a8b0cf-f53c-4d61-8267-b4031f1fc244' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5a8b0cf-f53c-4d61-8267-b4031f1fc244' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8a4b48f-7167-4029-8816-ab6e1f14bb40' class='xr-var-data-in' type='checkbox'><label for='data-b8a4b48f-7167-4029-8816-ab6e1f14bb40' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>7.05e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B06</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-214ae331-e29c-4337-a191-782db98e3a66' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-214ae331-e29c-4337-a191-782db98e3a66' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d93095a7-1643-4a8a-a898-5f8e58a10937' class='xr-var-data-in' type='checkbox'><label for='data-d93095a7-1643-4a8a-a898-5f8e58a10937' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>7.4e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B07</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-35f44227-c100-4428-8ae0-ad8c35d46ea4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35f44227-c100-4428-8ae0-ad8c35d46ea4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25bd04a1-0956-436f-8277-f972fdb18cb5' class='xr-var-data-in' type='checkbox'><label for='data-25bd04a1-0956-436f-8277-f972fdb18cb5' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>7.83e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B08</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-80b58c5a-08f2-4e02-9677-a6cb3f7a66b0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80b58c5a-08f2-4e02-9677-a6cb3f7a66b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d61a4b2-fcce-42a3-997a-4b8f0213da58' class='xr-var-data-in' type='checkbox'><label for='data-2d61a4b2-fcce-42a3-997a-4b8f0213da58' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>8.42e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B09</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-07c6f649-2b2a-498a-a4bb-41773d2ecb3d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07c6f649-2b2a-498a-a4bb-41773d2ecb3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-357e7e50-3b76-42e9-9fe5-ca6bf28937ff' class='xr-var-data-in' type='checkbox'><label for='data-357e7e50-3b76-42e9-9fe5-ca6bf28937ff' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>9.45e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B11</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-b2779776-57c4-4cc8-a4ff-4fc621447abf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2779776-57c4-4cc8-a4ff-4fc621447abf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27947ff5-110a-4e5e-bc1a-d104b7dbf995' class='xr-var-data-in' type='checkbox'><label for='data-27947ff5-110a-4e5e-bc1a-d104b7dbf995' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>1.61e-06</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B12</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-43bd2d88-1385-43fb-a747-767af2262862' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43bd2d88-1385-43fb-a747-767af2262862' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3ad62dd-600d-4273-a182-95d42a2d8e36' class='xr-var-data-in' type='checkbox'><label for='data-a3ad62dd-600d-4273-a182-95d42a2d8e36' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>2.19e-06</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
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" <tr><th> Bytes </th><td> 1.46 TB </td> <td> 6.25 MB </td></tr>\n",
" <tr><th> Shape </th><td> (354, 34375, 30000) </td> <td> (5, 500, 625) </td></tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B8A</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-0669b834-dd84-4af7-80db-addfa864553a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0669b834-dd84-4af7-80db-addfa864553a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5f1f117-db10-4eed-8531-2363309aa911' class='xr-var-data-in' type='checkbox'><label for='data-f5f1f117-db10-4eed-8531-2363309aa911' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>8.65e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><table>\n",
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" <tr><th> Bytes </th><td> 1.46 TB </td> <td> 6.25 MB </td></tr>\n",
" <tr><th> Shape </th><td> (354, 34375, 30000) </td> <td> (5, 500, 625) </td></tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SNW</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(10, 1500, 1875), meta=np.ndarray&gt;</div><input id='attrs-42a1d39e-8f33-4a52-ad0d-5dc67e5048a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42a1d39e-8f33-4a52-ad0d-5dc67e5048a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5c0a120-6f73-441a-81a8-5ff3c9df74da' class='xr-var-data-in' type='checkbox'><label for='data-a5c0a120-6f73-441a-81a8-5ff3c9df74da' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WVP</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 1000, 1250), meta=np.ndarray&gt;</div><input id='attrs-8a9decda-1726-41b2-a869-f25d97668fe0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a9decda-1726-41b2-a869-f25d97668fe0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1bf92dc-5ce1-4478-933d-f25cdc25aa0d' class='xr-var-data-in' type='checkbox'><label for='data-d1bf92dc-5ce1-4478-933d-f25cdc25aa0d' 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>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
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" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
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" <tr><th> Bytes </th><td> 1.46 TB </td> <td> 25.00 MB </td></tr>\n",
" <tr><th> Shape </th><td> (354, 34375, 30000) </td> <td> (5, 1000, 1250) </td></tr>\n",
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"</td>\n",
"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>images</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13,), meta=np.ndarray&gt;</div><input id='attrs-994609bb-5ad5-4fdf-92f9-a2dcac2c70a4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-994609bb-5ad5-4fdf-92f9-a2dcac2c70a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6bb1ca2b-e44d-4dd0-b120-44ae29ac46fb' class='xr-var-data-in' type='checkbox'><label for='data-6bb1ca2b-e44d-4dd0-b120-44ae29ac46fb' 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'><table>\n",
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" <tbody>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3438, 3750), meta=np.ndarray&gt;</div><input id='attrs-cd7c470a-957e-48a4-981f-fbb6313a52a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd7c470a-957e-48a4-981f-fbb6313a52a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e945db33-6031-4da3-bd14-852515c76b48' class='xr-var-data-in' type='checkbox'><label for='data-e945db33-6031-4da3-bd14-852515c76b48' 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>grid_mapping :</span></dt><dd>crsRD: y x</dd></dl></div><div class='xr-var-data'><table>\n",
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"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3438, 3750), meta=np.ndarray&gt;</div><input id='attrs-0863fcd8-72a0-4045-94b3-0fa954dd189a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0863fcd8-72a0-4045-94b3-0fa954dd189a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52f6e336-8e24-4781-95c7-08ee62f42a16' class='xr-var-data-in' type='checkbox'><label for='data-52f6e336-8e24-4781-95c7-08ee62f42a16' 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>grid_mapping :</span></dt><dd>crsRD: y x</dd></dl></div><div class='xr-var-data'><table>\n",
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],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 354, x: 30000, y: 34375)\n",
"Coordinates:\n",
" * time (time) datetime64[D] 2015-07-06 2015-07-16 ... 2021-06-29\n",
" * x (x) float64 -5e+03 -4.99e+03 -4.98e+03 ... 2.95e+05 2.95e+05\n",
" * y (y) float64 6.312e+05 6.312e+05 6.312e+05 ... 2.875e+05 2.875e+05\n",
"Data variables: (12/20)\n",
" AOT (time, y, x) float32 dask.array<chunksize=(10, 1500, 1875), meta=np.ndarray>\n",
" B01 (time, y, x) float32 dask.array<chunksize=(5, 500, 625), meta=np.ndarray>\n",
" B02 (time, y, x) float32 dask.array<chunksize=(5, 500, 625), meta=np.ndarray>\n",
" B03 (time, y, x) float32 dask.array<chunksize=(5, 500, 625), meta=np.ndarray>\n",
" B04 (time, y, x) float32 dask.array<chunksize=(5, 500, 625), meta=np.ndarray>\n",
" B05 (time, y, x) float32 dask.array<chunksize=(5, 500, 625), meta=np.ndarray>\n",
" ... ...\n",
" SCL (time, y, x) float32 dask.array<chunksize=(10, 1000, 1250), meta=np.ndarray>\n",
" SNW (time, y, x) float32 dask.array<chunksize=(10, 1500, 1875), meta=np.ndarray>\n",
" WVP (time, y, x) float32 dask.array<chunksize=(5, 1000, 1250), meta=np.ndarray>\n",
" images (time) object dask.array<chunksize=(13,), meta=np.ndarray>\n",
" lat (y, x) float32 dask.array<chunksize=(3438, 3750), meta=np.ndarray>\n",
" lon (y, x) float32 dask.array<chunksize=(3438, 3750), meta=np.ndarray>"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "PFlPd7A-UmAZ"
},
"source": [
"NDVI = (cube.B08-cube.B04)/(cube.B08+cube.B04)\n",
"TCI = cube[['B04', 'B03', 'B02']].to_stacked_array('rgb', ('x', 'y', 'time'))"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 312
},
"id": "Xo2co-5QNM2O",
"outputId": "e156a94d-33e0-44e4-a956-28a8248f8cf6"
},
"source": [
"_x, _y = 94486, 415307\n",
"\n",
"_tci = TCI.sel(x=slice(_x-2000, _x+2000), y=slice(_y+2000, _y-2000)) \\\n",
" .sel(time='2015-08-01', method='nearest').load()\n",
"\n",
"_tci.values = exposure.equalize_adapthist(_tci)\n",
"\n",
"fig, ax = plt.subplots(1,1)\n",
"_tci.plot.imshow(ax=ax)\n",
"ax.scatter(_x, _y, marker='x', c='r', s=8)\n",
"ax.set_aspect(1)"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 10.5s\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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JTUIxxUomY7wQu/u8s5MRbxFvoTKQMngprhfs7XcGgukqC3ewmfGGHDJ20LnoQcEIGhJpGpic2UEziJdyc5IhvXri474iukkWKoe3ZfJYMXhn8M51N2+3ElpHNEKblKXaE9sWNNN3Do0R1FAbw7QNZApImJuE72eksqSQEVtAyJZMmMww1rBY17z1/lM8e/4K25szzl2a4H2Ph77yLj73yLO4kZCDFt++NuR5udGzkXKRbXENjDEYa8i7VrDtsKOQwRpWhn1ySlhjyi0iSt87vDVYo+QghAiVh3nKzOYtqkIC5u2UWYic3dhGOgsISwemSgHvnSkrdxJSk9GsWGeprGFkHdZaECGExPlrN/j42Yt85NEXmE9aVJWdnYa12xaJITIzwu984RmeuHyN7374Plb6PQ6MFnny3Bb33gYr9RC1ICYz8AMm8xYrFiNCmyLeOuZtxChlgguElJjOGpYWh1i1eA8hZVb7Qx4+ofzE732SiSrb0zkXr+8wC5H5XHHOYKS4YDmX81JXggPiDZKLaxNjLgq6yUgFNpX2OStVv2Y6HmNrw9LqiNuOHOD8xavYUOOMK5PZCNrFEaxRFIMxneKgTOaltSHilZWVITuTKVgwtXDx3DXSOFJ5V1wlU8ZiXWeBJu3A7II4xyYiPU9KGYsilUWcgXlGMJiU0bZzwHMmNwXnySjiZc81zwbEKlIJpmfpHe8X3ZPKYlTueSVNXtk12w/f3yTeOYwBaw0hRWz3U4dQwFjvHB5IKVFZCjjQBTysU3Iqc9M5g+sAut3okneWnGMx5TvRnPcuQDONTKYNHseJ29Y4fHiBG5s3qHuO204eQKKWlYdOqUBRAhmKh76L14CxBmMLEA0FMNSuRd96jDE4sfScwRQwCaOCCiCKt0JKSgiRkDIhF3wMEa6PGyYhs7o0pOdtp8QsmsuxQYvrtWsNUcBK5x2VNZCVlBLbk4Yrk4ZHv3Ae25n5UG7e6+e3mTYzVlcX2BnPOX9ji89duEKmRBvXR32evnSdS5MdautAhaZNmGyKX0QkJ6UNCWOFkHNZWEwBludtYt4mkIIH5pyZxcRYMg2ZwWKfdh4wRpiHhBbEtVjAncjugmUEsQYynfIvTk+5RuUaxJDJBqraIgm8WLZvTDh77ioXz27icKwsDVld7bMwdNROqJwU7CklcsrkFGlmLWHedisLDHo1JkMKuSxSgPRMwXEA64trnEMX5fXdXWJkL1JXVJxinMNhcblY1JpSOZOc2bvJd8UWlzSn4tqRy/lqm0t0kIJaai4vKFbdqxUT2FdEu6JgEULMkDMpJxJALl5Z3bOA0iSlbw3OeipvWBr0iBmakJnFQM4F7c1aLnIKuZj0Ecbzl3IYjS3gcmrKxUrTxOWNHcbjKQcWRlSDId/6zvuZX9qi3zO8590PYAK0N1rSNJFDJre6Z/mWG18xCNaVkHBRQyUcbr1Q9TwLRsnZFPDaGtoYQYRh3xOTMI+ZlIUQE0ZLxAaEEMuk9Qj9yvL+u+7iXaeOc2JthZWFASurA1ZWe4x6dcGoku4px9o7FgY9KmuYh8B4Oufs9ha/8sjn2bw2ZbrZMFioOXBimeF6H0F44pmzZJORBOPxjA89/SwfeeYFJs0co0rf9HjizFUuTyZYJzRt7ELFQk5F+eYMMSUQCDGQQvFja++YNoGcI/Wgoj/s8clLl/nRX/w9BgeGiFWM97RZsd5ivUXpLCGKsiR17kjucBZvMCjG70ayDdYXVy2FSA6ZZrvlqF/kfW+/l+tXd3jmqYuEJnJ68SDvuO0kp0arWG8YDipGdY/e0FPXFm8dde3wlUMx5BDLNXXKcNDDeNMBzqm4YKlgiUoHEmcl5rJ4ZQrcYKzpaAaCw9DuBEJKhJRocxeNCxnTBTqsF2zPFFduz7ARxAqpiSVya4s60aCdYpS9hVfsS8r7VrLvmu2KwMGVETknjHfkLPSspXbC1rxldaHPtEks9CxttAy9pTaGrIIxFm8LthS62RdzJGXFVkIMico7plvTLzpkToqVjKYSCk1tIKJc2trmxo0JX3f0EF/93rfzqYuX+NTFc7zloZNcPLfJhTPXcSMLAwvziDGmTAqgC+Tvhe2tN+SkVH3PoPJYcVgXqZynbTO1N8SsWA82ezbznKQQU7kJ801YjzcGNZk337bI3Ysj7lga0b/P8atPPc9vPvoFAFaXemUMeddVFKwVji8NcdYwnQfG8zl/cOYs80ngLfcf411vvpv1us+zV67wkedfJC9lrBMuXLvK4QNLXLy8yXTa8ntfeJ6chbefOErPe46vrPDUxQ3csUWWqj7zlKitKZGrpgPpxeBsUayhw/uSMfQsmGx45tJ1fv/ps/y/z5zl0KE1xmfHnDi8yqe3dl4C4QVyjoiYl3hLtlNCYkobV3733d9KgyKhc5kThK3IivG878F7SSlQ1Y45kRiUI+treFfh2bVSBPWJ+U5EjMH4Ym3nHMuNakAbiGSW1xcYX5wXxe9LRMz0DHkzI7ZEXneJXm3IJcJpirJ2xqApo9aV8H/nxltvyU0m5YyGTO4gol2sTwae+dU5xiaMtZheAcKrgUOD0m6F3SmF+O43yQWXeyXZV0Q3icfSZgDFGMV7R1Cw1mJwJA1456mc0qIMnGGhctRWuNFEkipeOnzGuGKmZsH4cgmaXMiLucMTjHXkqFhKZMdYS4otbVOsqgOVYaV2fOPdpzm5sMQntq5ga+Grv/pN/PK/+BjzNuCHjmwUMWXSu0HBoawrOIDm4h6kNnHk9jWeuXqdhw4fIrYFM3LeMk+RnWlAJeEFQhasUdo2kVKJ/HjjMQauNJG3Hl1loeeYhMT5G5s8+vxFYk7Y2rLVzJEJDIwnG8GPHM57lvoDLMLFyZhGDR94+GEOfcOQ5WEfbzxR4e4Ta1xvJlze2CFYYV7NedPpE4xGNU8/f4k8zvz2408jAl918gS9ynFiZZmnLtzg1AHh+NIibUxETVTeo6rFstUSsk8kyMqRlRHZGD515go//i8/zGitT2+h5pDrceL0ATQrRw8ucfH6mMo55vO4537tuhtF+QB7bnEXyq4EjYq1Qphn3KBsX6Pi/Q/dR6/2NA0sDGsQiDHz0Y8/xge+4V2sHD7C589cI6VICLkDexU1hqS5gMth18IoE7w2FrMbHu8megoZ48H5cg+kXasEwVlBUu4UULHiUupIpAh7D5rqop3GGsQDqdxLaiCNA2ILAdZ4IU67/gYWu+CxPbtnERtrCqYEJcL2CrKviG6S1dGA6XRGiJCj4KuCC7RNIkvCG888BWZt5Lh3GBVStiDKqG9JrSV3wKzGVDANI6R5pKodzXjSrbCdS5UyzhfODhk8QM5YQFJmaTTk6NqAebTcc2iR+46t8tSlDT509kW+7Xveyic/do4zz13EDVzBBnLh9MQ2YlzBZrQDsG1l6C/3+fxT57hRtxwIPUau5v7D6+SYmcwTviq8HgAjnmQarLUoGeNKtG4WW5aqHgjUBh67usm1jTF+4NGOQLk8rJGk2F4B7S0ZsuH6bMbKaMibThyjNpamnbO1tYOiLPWHTFPga+66k0nTsLE14dR9J/mFRz7BcNRjaXXAdNIymwZ++4kvYBAeOH6EpX7NkaVlnrxwg6TC3QeX2JhkpGMmGyNIFiZhjsNwZHVAzvBLjzzJz//BExy8fZWtjQnvXD3MwBm8FI7Rg8cOk3NmY7vBWkNKCWSXOPqS9ZkxuKrga2IL1pa9wXcLGtPMkql4/1vfzKDqYVSxAneeOMAnHjtDSsrVK5t86A8f4Tu+/mF6qWJi54XAHDIEaJuA5oJlpQDtOJFyLJZNUAa+IqVUwv/d744XNCh+4KhqSw1MaIht7siGljZlMqZE5BrF2BKyJxW7znfWdAqpLKqmuGG7VOqcldwkjLe4JVcUMexhfqlJhQsVOq7RTfjoy2VfEXViRCBFkgrWCcFAmCe8dQWURglkxrNIf1AxCQnvHdYo3nqMJKIKQ2OYa2Anxs53V8Q4NCltLvC3sbZcnEqIs4z0Sti76lVUkzn9QcX2LLDad0xb5fqswYqhspYHj69x3/F1fvbzT3Dt8nW+9dveyW/+yh8x3245dmqNXq9mM8wI01RAyc6sThGmRlm9c4kwyWwsBa43c97qj+BNCdt6VUKXrmBNoTOoUVSFTCr/TWDJCG1n2j/yzPlCyOsZVA1D4zi1tMz17QkxZ6QpTN55mDE3wjvvPc2o30cFFvoVWCGFRNLEQCuOLltggRujEdcvXOXqCze4XMOdJw7z6U+fwXrDZDznt554ms9evMgH3vogK/2aE8tLPHvxBraKHOktMG4asrGoGirJHF2scbXjUy9u8cnnznBmPGNhfcgh6fOOu46xWDmcE2JUau85Vlni8cP87meeoa4ds1nBh/YYxSgkQSUhzhdGu5TIYY6JpMJ9x9dYc33uOHCYxX6Fw5ByZmU05KHTR3n6xavc2JyycX3Ks6Nr/NjP/RZNSEDh6WAMYorFYvzuhVSuX90uimk3JJ4KHmNqwEOYRIy3aFOY2m5N0GAwk0KajOPYuZCFjQ3Fgttl5Xf5K0WRAM5bUpvRDIfuWuPqc5ulre/cUkq0FQpOlQFNxUUMTcLagmHZ3j5Y/SXFW8tgUGFFCTGAZhIQ2ggoXiwhJ0KOxKQMve3ygSxYofZC3xuwpou0dJGmLrBmDWgIHe6QC1hNl7qTgJyJoURqYlRIiRZDJONEaCMMez3GLZik3LVwgKOn13jiyS+wsDwkh8y1i1vMZ5Fe7bAdhrF7DG8K09c4S73qMT2P3XUfTeEQWSm8lxIh68xopdD4xWAxRBWSESzgjGXStJ3hXWQ0qLl9eZX7jh7knsPr3H5kldrXXNjZ4eTaCnXlGA4qvDf4ymIB6xzGWBYGHu8KLjesK25bW+Lw4gjNmcpUaMeKxgrTccvZa9s8cfkKbcoYbzg8GvKZ569zfmtGz/do2pYQM7UXtmeRyzemfPbFa+zkiqWFmmZjwumVVQbeULsS/etVFmsMWRNLvsZ5i/cWsQV8FrSjX9zkupiC7OwyZYw1CIrHcM+BAxwc9QutopttsxSojWVQO1KbSDkxaSPTEEgUYmBECSGRLaScC8hceNclCod25MeSWqOdO6+pBBcEIZNJ82LBaGfB7N4QsVOmuSM1asf1MZQooPeu46sVzlCJ4ClZtDvXl8Dn3XO3vljkhLQ3hkJw7fLvXgWs3ldEnRxZHIGajswnBevJuUQSQkSNgWgICQ4MPXW/LhENKRhMUGUWI7N5IKuQxBTTPSnOKopFbYcmdKkbzgtm5HC+WBfWCM5aSIF+z5V4cBaaEEg58+yVLa5uzqhqTyBx58k1jhw/yM50Sm+pYrTS5/zzV9je2GHYr+l5Wyavtxy9fZlvv/0tGBxkW1a7rUyvv5vFaEAUYy3e2RIx00I78F2IHIGlUZ+dNpNSZjyP7BBxPWE+jqSQWfU1tx9a5N5Dazx09DDvvfMk33zPKQbDAW8+epB5m9kcTzHdJEg5EXKDrxzjNmKtw9uKtWHNgaUFvumB+zm5uMr5jQ2Wl4ZFMXeWxXTa8quPPMHHnz/H1rhBxHB0tMKT525wfrLNsPIs92F7Hnn88gYf/PBnObcx5tnzFxhl4c+/4wHQ4or0KsFTOE7eCW0QRsZz+5FVQigkSMV0hMZC5DO+LCqdfQQIKRR35e4Tx3j40AkOrSxgrNBzlqxK7Q1N0xCNcv8dR7pEUiGGFrWUEG3nctGBysZ3wYxQXpYunSdE1IBfcNieKSTGkIvlYRWz4GkmiTjrImZpFz8qka/idhVXTSgKQymRRkWplquicH2JFGpQrj9brCHbc+X8O4pImirY4qLhDXZgkIFBvBaekeElq+4W8mVXRF1B8EdF5Ne6zz8kIs90z/pev6ndfyXlWeefFpHPiUgSkdVu3zeJyFPd9/6bm75zWkT+qNv+8yJSddvr7vMz3f5TX3qchWBaOw8Yet5ijcP7imHVIyclpAAGmgQ9KWas9wZvDT4p8zYUHo6RwnqmrBZVXeGcJYdYLnZSRCA2oI2ScsYZQ9MkYkoddA3OWrIoC/0eIgbBgTUMrHBxc8Kjj13AYXjX197LA287zWwWeMuDJ9i8OuH8c1chKbWx2J4Tp+UAACAASURBVAztZuCd3/5e/tF/93f4kf/kL2ObzNfcc5o3H1shZSXR8W4kY7AELW6Id4baGowowSbefmgJ01lMFyZTQuooAx5MVg73lnDOYRScE/q1B2e5Z22F1VGfA6Mhq8MeIz9gVNd4V1HbHl4sg7pm4Cz92mK8pe8sd6+v8Y333cX29g63nTxIbQ13nF7H9xxiYTqL/OpjT/GJFy8y15Z+5bltbYFnL29xvW1YHPR47toWP/GvP8bVmHny4kVOLizywMEjJUHWQFUp0zaCEwa+JmSh6haGBw4dJGdlfX2RNN/FZRIChFnhKe26MDmVsPrbHzrFw7cd4q7jK9TWM6jKhK6rUnEgGzDG8uYjh/c4QGhRLn7gCmXEG4wt7O0ccuHppJJrGENCEaSy5HnE4JDa4oJiFxyapRAOc0Z7mbAVyLHwppSijKwVTCWoSEeYLotQAcgLYJlCLhG6UKJnJXqXSU1htKdJIjUlMmsHZo9TZGtTFFjIxZLsFV7bLrv/VvJnYRH9db74aQR/APw54IuycFX176nqQ6r6EPA3KY+u2RARS3mq5jcD9wHfc9PTRX8c+PuqeielwPn3d9u/H7jRbf/7XbtXFe3YrzkXoNNawTtD5UpSZu7Yw9N5y0qvwloPUpjX3kK2lsGgX9oizDtqs1JKXjjryKZgQbqbqqQZjGKK8YExWkpJxMigX1PtYRYFawqxLXiKKQC5SMlRO39mg54R/sN3v5mV40MGixWhTdzY2CE2gYH3zDYDP/xf/D0+8su/yIXty9y2tMjX3XeaA0eOUVW2PPo3C21KtLElozSxMIhTSqQEVyYt6/0RtSvg7OOXL5YJ2WRM7ai94/jCCFFlUFUs9D1JhQuTMQ+dOMygqhAvJAPGC03KGFs4TtaA95BECVnBWCbzSF3D8dUV7jlwkMtbG6yuLvHc+Wsl9aYq1uR8Hvidzz3NJ1+8QBMLBeLY4jLPXNjmD1+4yE//7qPccf8hXrx4jXccP8YDxw8wnk2ZtYnlwRARhxGDmEzMmWFtqLxjYeBZripOHFlmvDMrtAQrxToGTG3YLXhhElgcb7t7nfvqAQ8dOYjJgnGCEcGawk2LBrbmyj2ry6wu9hgu1sVNd0KNR5uSKyYJJDskaxe1NVgxSBaMgM0GaTI2CLoTMTEjlUHnBUrQ2KFAFqaXGzQU0Hi3dIt0PDZXd0ZhKpUVwjySc8G6NClxWhKMs5VCB8h5z7IJ47KwZthTztBlgtiSv6Za/ifDHmn1VvJlVUQichz4VuAf725T1UdV9YUv8dXvAX6ue/8O4BlVfU5VW+CfA9/ePf/qvcC/6Nr9LPAd3ftv7z7T7f+6m56oeUvp9AwC9PqWnnd4Y/DW0uRUPBeUnBI784wYZTptqWrHThPoSckv89Zhuxo1msAZcEawGNI8kNqCHWmX5qEpQyyRmJQKK3ueMo6IiGUeEkYEo0rKkSyJGCM3NhtKloWysTXlqWevMt4cU9V9Vk4s0ht52lnkysVtzr54DecS4i2//uTj/MK//nXcFD791ItcPHeFG9sljaPVzKyNNFEx2VDhaDWjBrZCS9KGaavEDG1IfO7iZomUGEWD0vcVK5UHzTinOCNsNXMWfZ/RqI+KIYaMp+Tk1SJkNdS26iwvy+KgovaW2lj6VUW/rlge9HjX6dOkScSNDLcdXaPqlbCwcRbXt0TJ/O6Tz/LJF86xM21JZA4tLPCJZy4xi4EnH7/A0dGQ0wcWuT6eM2sCw8qhOeJEqDCIGvp1cVQW+lXBzMRy7/oaGWVpaVByv7Jiu1pUvnaQM72FilMHlzjZW+WB20+QpID8g8qTUIwKYLkym/Lmw2v0ehWVEZYGPawzzLbmqIWIkr1Be4L4LkveKPiSShGzkq0SrcLQkHtC6GVCVrQy6LSr6ZQzYSeQo9LO2o7M2akCW9JaQsykecF8bGU66ACsVUJTMCXXczhvcXUJ40vtscNCbLQ900VLi9ulXSTYUBSz65kSQUuAL3y7V5Ivt0X0D4C/wV663JcWERkA30R5nDGUZ7KfvanJuW7bGrDZPRr55u1f9J1u/1bX/uXH+kER+aSIfHJ7Oi8kPDHYLPSqAviGHOk5R04QcmQ8DwxqYTxr6dUVZKUSYTTqMep5Rv0KY5QmlpUpIzjni0smhfG8m+sjCqo3Fb8yHUCZImKKKxdzIqRIyJCz4MSQFZKFtmmJbSK2kdxGnnvxGhevXOPYHescum8d50vulwh84ekrfPrTT7Mx3ynF3LLn2mbDx587j5Jp2xaDQdUSc2YyD4gTNAsxKG0OLPUrKklFKZK5sLFdin5RVsRl47DWkFMqdY1C5Px4wl1HD9KrPG3q0iZiKpweI6SUsLa4gdZaRA02l3IlRgp46oB7Dq/zF9/+NsJWy9wG7jp9iPW1UbFQupV+Ogv81hNP8wufeYzN6RwksjGZcNvJdRaGfd5x+5GOB5RQVZyzxcURQ1XV5Vy6Uh4CiBgWBjXHRgscXl1ArJZCZval9Ig4T/TqituXhtxz+CBvv/224uYlLYtYiBAV54Rrky0eOLhO7Q3OwHJ/yEP3HCPMShQrNxHru/R6A6mb4KWSWXF7xCrSc4XRHDIpKnmuqO3C7DMt7laTMZUlTZX6UMX4/ITdmlaCFDihVwItmZIsbfOum+0Qb6hWPXbQ1TuypkvTyOS2pH+4gSvlanjJOjTBsGQresmzgOXgcIFTy4vcPlzi7vXVV5z3X7bwvYi8D7iiqp8Ska/9Y3z1/cAfqOrGl2dkL4mq/hTwUwB3Hl3VssqVfSEoxgFSmMHl1iyTLKsvbpyJWIEAICUPyogURZE7iphqKZsgWireZe1woq6ImZT31ghtW3zyuOu6SakmKF1/VsA7g6bEtGnpspqKu5dKNGV7e07fwcLSkO2DE5rNOf1exXS7QQWuPrfJ0dOr+C4fbd4WdmzOJTs8q75UGVJyp0oNISYWh32SGmyGaYiE0GXe23KzDpwndpGteUrMQiSQ6VcVKSneGCZtC6pUvgZR5jHg50LtinukQJaSG5aNgArOCQNjuefIAR68coSPnn+B0eERB9ZWmU3n7KQWbw0xFUV+8caYJ69c5oEjhzh3bYulIyucOLTK2mhAMy8Jv9Y4uhxmQJnnOU7KL2pLeSR2C1N6a1jp97m6NSnK2hRlJkBOmaWFPscXl7j/6BohJsQJKHgjhFAsw53QslB7nJE9gh8CBxYXEVPA4BS67V1+lmDQXWJjR0ztUgNLPSm7u61zwyrZw3PEGszAspfkk5Qciomu3HR/pozvyomIKQtlaCKWQE6dm2h3g/ovcYy0oxi8dPzith5fX+Ddp+7AOmXeCv1ecfutGipv+Lc8ccu5+OXkEf0HwLeJyLcAPWBRRP6pqr7SY4h35QO85JZBeXjdbTd9Pt5tuw4si4jrrJ7d7Td/55yIOGCpa/+KItLlKKkQgCbFUl1OhHkbcQslGTYbYanv6VVVKaKWCnFOnCWbcmE0F/o9FGPYVo7U5Z7pLp/RFXfMWCHHkg9krWKMRVOmX1mcs4gpdWiUjFhwxuBqR2rmhVpgSoKqpoz0S8h2a3tG5R3H7z3IfNJicmI9rfLok5e4+vQW8ystX/XugxxYHrG9ExApGFgbWtBSKhZx2FgKixX8Cg4NhqjALGfOjickU8BTYxRTO06sLZNzJGfDpIlc35lycDigMiUqKNYQsjJrAv1+D49jZThg2ih13xK6bG1nBZWM5EIkzBlUS5WA73j4PtYXhvzqZx8nGrjj9FEuXLzCtc1ZKaMq0ITE7z97hoF4tmcts4ubvPfOU4gYZm2DNYZIonaGmEpyqROHiBK0YISq4K1DRZBWuX11iS9cusbSYp+dyYwwL/laayt9Hr7tKF97/52QUimzagWHMJ7N6fcdO9pwY9Zw7+F1NEth2Xc1lI4sDVlaGVAPK1qTSpZ6ANJuYTT2Eop3k1Y1lECJyV0pj64mFVkxyxZtlDbEskDkgsHlqlg+xupLZTsyjLxndrVBBgZrLNAlu04zk/Gs1Dfyplg8A4cdGHLTZeJ3OKi0kJqI6xncyCMasNqnMg2TcSCZhKYS2Hkl+bIpIlX9mxTQmc4i+pEvpYREZAl4D1/8zPRPAHeJyGmKgvkA8B+rqorIh4A/T8GN/hLwy913fqX7/LFu/+/pa3iSZLYJ70p+VdZSrc90tZwzglVIbWLuEgt9mLcZa2HaZLa2t7FGSV2dqKYJe6C0lwJ+p5i7PJ+Sjawpk7N0oLchtolez5BUSl0kZ4nalAzrVFZWYwRvlJ1ZwjhTwq+m47Xo7guCKjfGU5b6HutrLo1b1Aj1oKKZBn7mtz7FobUR/9m3fhWzaWRrNi++vJTSNCEFVBxDb8kpU9UVy4OapBmH8MSFa52tBGItA29Z8gOs8xiBy9tTrs6mfOUdJ0vuXco4gYW6Zlh7nIUcY8kdrRJNkztLyREjqCQ0QthN4+p4NJVzfMWpE/SM53MXL/PY2QvcfvIA1houX53iqmLNObFc35mytjrixPoKt60uQhYq78kpoVmYtZHlfr+E37OSBXqu1NSWXMh/ANZ51gc9jq0vceHqNgNXM45z1ldGvOXwKu+59yQpJqy12GIYsDlpWehXnN3aZNzMefDIcWJMOJvJGaazQBtb1FhE4eLzGywfHrIwqLlxeaeULYml2J2mlzLmTad06tpRDWzJ7QoJh0G8EKcBGVmctQX38UpuuhpJTcRaT9gK4AVRpaUlpVLWg9RxprW4hGbJYRHyJBLnGROKlYQvmQA2GdI0ginlVDQpZ8Y3OPuZ7T1LTpMW9y+kl9JHbiF/5sxqEfnPKbjRYeAxEfkNVf2Bbvd3Ar+tqpPd9qoaReSHgH9D8Z7/T1V9vNv9XwP/XET+NvAo8MFu+weBfyIizwAbfPGjgm89LsoKGExi2pTiYMZarBRNbtSQrTBJiRVrmMeuCkdWchsZT1qqgSfGwsYOuSN+GUv2FTEVBbFLMiyzy6Cm1D6ad/T8CFjSXhlVUcFVlrrDCgaVpQkGY0p71ZIuYhR2zS1V0LZQ7zc2ZojC4kKfUw8c4vqz29y4NkYFLm3s8GM/9yG+/xsfZm1hgWnbsjkNhBixONq2pWcM49xyamWBgTUQE8F6nt/Y3CvvIQmG/QqjBUwdVsK5rW16dcWw8qU4mDNYseQaxDhcVlotyqjnPE1qMOIK41wgJSFpKVIfteA1ORcw1xs4dWCV1cGAs5sbPH/uKkcOLiPBcnlrjK8dx5aXePbiNVaPLjJvQuFnGRgNKnJIzFMsk05kzxPtu1LJMHeRHmvK9bUCZOGuA2tc257hENZ7I+5eX+arT58mqzCsHDlDXXlu7OwwrDw35jN6xnDH8eM4KRS/mJQ2poJDieX6ZMLp4+tsbc9odgJm2CALpnMLC4dId5nTtkS+8EL2Asd75Hmk73ssUgiIs3FLOzKYJkCnqIxVkhXaq3P6hypkUELpiiAKlS+BEnbrVqVSmA3XlaodGHaTea2xqJZ8NTLIyBWguqtMoAhiFBYsGSFNQmGHs2vR3Vr+TBSRqn4Y+HD3/ieAn3iFdj8D/Mwttv8G8Bu32P4cJar28u0N8N1//IEWlmrMhcNKBmOLe9YSsSp4Y+jVNYOBo5mVXLJsSsGtMEl0j68o5SeMIYeED7EUEk9l1Veh1HBJhUyGZLwzZIrVENRiVErKgHF4Vwhn1grGGbIGprNYbmYFjXmP4ZtSRrVYTsQCcqgqm5sThv2Kr3vnKU6O1vmpX/sok0lL0yZ+6jcf4eG7DvC199+NFYgi9GrDdJ5pY+TieML9x1ZRcWRtSanl6rRUEjADi4bMAjUD70gps7GTOTfZ5qhfZHs2Z2EgNDGRNWMs1MaRRZm3kRhDCWWoockR3wHFIWdETMFtujBwz1liUpITVoc1zkGOiXYcOBuus7wy5K7lo1y9fIMjSyPOvHiNVV1ifThgMpuXukmU0PXQ1eVBAChWBHEetUrUAjIXZnJxxwd1ydsLqpw8tAQYRgJfc/oU1lu8KUXo67qiaVoOLg7YblrGOw1vve0YKRU2fsiJmGAeI1d2xlza3OZQv+bBk4f4/DMXUSe00wC9gtUY343XSClNE3LnopV7JUuJvuZ5RjwsVB6qzGwesZUl7qRSr9oUM21wtAdzLZBD98AFjCA1MOmIthSiJkoXWMmoL4X7c5PL/2nBwbTDj0owTLoifEKaZ3QSu3Kyslc8Ljb7hdFek9SmaPxiXntqX2F2ObViEQtzzcVVS0UJxVyiUjlDxuArj6A0IRa3xQiuP4CWl+rGpMKkM45CGFMlJToFYqgNeF+ePOFNcTOMF6yx9IynSQZTF4ARLaCjanHfClCqoEXRCZSqeyKMx3MWR4t89e2H+F9/4P388H/0bvp9TzMLfPzzl/jg73yca+MxlYOvuOMwi72aNiWkYzOrZhKWy5OmPEzA/n/svXesZul93/d52jnnbbfN3Okz2wt3WVciJXJJiYIpyYkSKQmCIIiDIEIQK1AMBOmJgRgIYgFJ7MBwYNCxkRiQHBmxilUYS6QoikUsYucW7s622Z2y0+7c/pZzztPyx+9574xlrkT/oUQI9sHO7t137r1vO+/z/H6/b0NKc5/YHDWI0YPi2nSKt4lb0xmLkFBJyJ4xJ0LILLxILzyJPstJWQ8qhrWl7SJdiKQUMUpLFVmeX1by+iili0n+0v40M7254IXPXeXaazfw08DN2Yz7Hz3Fja19jg9HqCztqzWK2jm0VoVoalEYRrVwZBpXCd3CCIdMkWmsZlxbaqU4MRxiUuDJE6cwOlNrec61tYQYGQ0slVO8vnOH9547Azmjs8b7Xtoj39PHwK2dAybGESIMrdQD/dzLBaH10WCalMghFbROH7l7KqNJh/LaC4Yn5MR6ZAuypsXWQ5VhspGqpNvpoKjgtZPDKyPOipQNJc7vAbnLfap7toql91BOsjmhS6WvpWqN7dJM7a4jpNJ3JSHfa729Ed2ztL6bVSWzoowuJ2YKkdYHbFTELLyQrgNiwicRdja12HJqfRdNAKlYjC0DGIp6OwQoaFdOmaYIaHNMGCtzgwxkqzBlyC2dnsDZfRtEWa6VfEhjEivTex0gEfuPtLR1BcZOKqvjQ8dTF07yEx9+nHrgCD6xtbPgi89f5vWbuyy6XpwWdbmgM6CE3LnVteIzo3Wp8sT2Qw7uxDR0ZKOYB0+IgbYPzL38NwbJf0sgJnIp4/tE1yV8L7liKQjTuPORELLE/CTx0/Ep0odM20Z8yKQkxvLT7ZbkE+trI86dWGV1NOT4+io5KVDFXF+rkn8m859cBtNKZ7ExMQU1UwalEJO8wqBHa4xVNFp8y4eVoy62t3Vl8D6gc0RnuL53yOZ4TKWFIa+10BMArNHcns4YV47GSYUnVaCSzLUsLf0yIYOjq6ZUKAKEibi0OCMqQ6lKpGJSKpO459BLuWSeaRSFVFtQs5zkT/KR7BW5E0uQbJDKpjgv5pSOaAvLawvubi5yed4Vu+RUXCPjXQ3e3WfyPT57/wKf0/9fL6Ukz8loaa2MNmiVScagFVRGSszkxD8oacVwoHC1mKJVlRE7UgzGOfmgRUBrVseWDpGJLN8TUxtyF1Fl/iGRLYpmWON7z6TSR740ScvwWhX/m5Z0tJGFVmQFKUPwaVkMHQ2tVVZyISEb1qg2WAyjYc2J1QE/95H38b/8/E+xsTnCDSw37kz5/W+8yj/+0nP0vSekzPpkhLESVeMUPHPlFtoJWc04zcBZJrbC+56DRceV2T6uslQjw7XdPXzyYnIfPa0PdCkQU4CoCDnTBo+PC5JOkANd8HifQXl6AiEFQsrknOhDIiZ5n3RKXL64ze3XDpisDxiuVOyrjuvtAZ/57HMcG68zcY7aOLLKLLwgQroIN42S11wpg8oGpSuclvdD5UyljQROlhbYaMdLt3Y5aCNz37EyqVip6/KGaqLS7PVzdqYLHjl+AsjEHIhZOFPkzEG3oJ11NMbS9lHoCVkxGlbUjcPPPEcJdstoJq2JXZnJoMAXf+nCdsaDNZZh47BlsyFF3KgSFiQKPaiEgDKyMj5IiNPnPJLbSNj34CPKi6VsbmX2KM6KAJK1BiVySG6SinwpiO2iHKyRI9tgWDK6ORL9fq/19kZUViZToYgZKlVcFauSpaA1AWkFYhsIwMhYuj4TYqCLgbrSOKNQFkzK+NaXmJ+I0wPGtody0pGlTMbKsDr5jEpLYWFCaYPWFqWceAlbhVaGSsmGZPD0PuOMpMqSixOiXSJyWUiTuVwgseC/ITGxFdpoalfRVBVDa3hsc42/9Vd+hvc//UAZFCe+8J3L/PpXn2faL1itHE5rbKkcbk8PqIeW7ANhFmmMkSEmiqvbe0QnhvnaWp558wZv7Bxwe3rIzqxj6lv25j0Hbcs0JLTNdEmRifgQGdQ1rmpQOpOy3CfSWRIAn3p87Li9f8iVnT1Gg5ofePf9PPXwffzi3/qr9NcC26/t4/vE6zs3Obe5waC2LHxCIdybyjrGjWXgpKqxSmMsNJUi6gwEUgmfNFrhS5jj516+zOWbu7x+fYcXt24zbSN7fYsuXLEuwMXb+zx29iRdjLLhhkTXR2JITL3n4vVtHIbZQjbXlOVAeeDsOu1hL9Xp/G71jEFiigpbOvlcLDqK/qtRZKMkHLNx0s4qMd6zE40bGWKQlBEMKJdwJYwxJzHHI4FtxF1R7lMd5bSlwrAWjV1CJYm4AnU0oF7WQ8vrzTRGiI562frlo6r9rdbbfkTLlRVznzAq0VSWRJBMMJ2ojTB9U9KoxnF8RT7Eayoz7wKNcsxzokuJAWKNke4xhF8dWA562RhSSbzUWeEGGj8VW9R6WNGGwOrqgNtb+6w2FotcwD5l8UtScnpPg1RpC19QM6RF8z6JlKC0TKlPJVxRF4/lRFMbXOEjKZ2gFiX+OPYc8zXvefIc127usbMzA2P5rT98nvOnVjj1F59iva45UAF8mRj0ihrFum0YVpYQEy/euM3mA8fxfU9KmbnvIUV0dlgVOZwlaquJraGNh/RZ47IHU5e2ODDvAmTFomt5cz7j1Z1dacFipq4tjalQOdN2gQ899SBfffYq//N/8fMcP+34+H//V3jp0nN869sv8cK1Hc6fP8miC9RW2iKrFVYL+3jgtDhwapj3gYk1VMoQFYTc46zGx0wg8uytbZ69fBOVhED60q19Hj+5x4mVVQjQxgXXpgd85P4HoRAlVYR5TPQRrLN868plVrRl2nZYLbHkw9rhVObJc6f42jNXme22NKsVqhhJ5SS2vzEG8cxWcsiYSuMmEoUtLbFifdCwqDy0ihSKE2ilUfuALqMCBbkC1ctrgSvs/mWV4zOqlVYu50IfyMKAzykLv8lCjvGo3c+93C6DdbmvjIhmrSskyxiPPK2/13p7I1oulVFJHOswmdXRAK2gLy8mAXzusSmRUkWt4c484hroYmA4HLDYnxFiposSQpdQxSTfMXItoYvyRmXpp/08ig3nQjRpKksy6nDckDHEUgrYJJ2WUZrGKrJvaVuZR+QMpISyCuec7DdaEXsJ0lumv6ooVVOVtCBEOpVyWROzoa8HXDi+xrHhiHee2uS5N28xz4E3r3leu7bHX//lz3NsfcTDD5/mg2dP8akXXufhB8/Q9lNOjtdYHU24fGebam2FrncchKnonVJgPBjxyMlVMJbaZKz4mJJDz7Xb+5zaPMn+YYeuLXf2DhmojkWfSMrhE9w4mNG2QdCc/eLFg6A2B5f36eaBKy9e5tLlii996yK//fkv8diTx6lWMicmY0bGSbXVWFQWK49h7Zj3Rb6TM5VzqCySHpUNJil8ihjruLXf8slvvkT0kaxAk9jannF5b5+N0YhOWbbngQ9duE8qawUhCNoqvC/FV16/zCDDog8YbUg5MGpqrAJtLaOm8MFK+7PMDVNGSYqul00Jo7CNRjca1RjyQmD4YSVIn09JkDSfpW1zCWuU+A91YGqFsRLW6WdeBtUO4jRiaiEuqloJUbW3hBjQddGLRYrvUSaVEE/K45VkD9mkSQhPyQMlHnxpb/JW6+3WbLkyhKwwJpOiIeVEIBM0oCxtDykrlKmpVGTRR1wNk4FldVAT+ojTlspY+uJftIQ17QB2p0kIZiCJD1bmEOQC1VZOBqJVxcrQsjpwOCdtQ0TjVIKijTrwmXqgj1jaWcmpFYptw9EsKgsil0M6Mj7XlaMyEYfwlHwKaJWgm1M5x+njK5zb3OB9507y4Po6xzdHALim5s1rB/zhl1/hZqiIWfHa1RtYDCdHQ2LyvHZnnxOrq7RhnxBEHOJT5tLWFlmVRI1sAYMmMw2ZeQjM5x2dj6S2x2ZJa9XFcztGyWvPKhODoG45ZXRlMQPNu99zDms0+kzDtekdfvkTv8e8W6BXR1x745BJJaGO48ahsxGBrjZCAlQil6mUwmphw+csgEWXEzlk+rDgN7/5XRZtf5T1LvKIzMu3dtjan3Fx6ybvPn0Khxb6RSj2HUnmd5d270BfTg0NMUfWhgPGTmOdYrHwzGIUF4RQAIaZbLfJJ2IXxb9qZIqIVAmatfxcV5lp19MloSPkTqgPcSoD6PNnNoo4uVTLSeZAxhlhjKIwtXytGoUqpNBlHBUUhIxUUmlkNij+RwjaVuKKlFOFLyQbVY53Ifu3UbPvY2WAnPA+CycoBEJOhBgJJLH3iEKu01qXeGNRjxur6BYtRibPxbu39Mwp0SeLit3RxSC6H+nPczldBkYc/FLMGGNJSjadgZMNA20wOeFMxOREjKoQJotrIKIqkiezLJXueX65lM0JJJYh47SU4ElnklJUWg6tuq4YDYas1wMeu7DJaCwBgMeOrxD6xPZin/se3EBlGLiaxhiIkTfe3GKyMjyCk2MRUe75BX0QDhEaSbZQMnweVlYO0EaB1dSVpG4YZYSzsiSLl+tZNGAZSIQ2cuzEiKbR/J+/K28MFQAAIABJREFU9il+85NfIpGpJzXR9ywOOlZq4cukJLQLpSS4UCGkVbRYv1RWCInLHkVlCZy8sjtja29e3jst1SeCXu5NW17f3ubhzQ2SDcQkMxQNdD4QY+bK7iHXt7YhRroQZNMkLz/fMnxHaCODQYWppCVb+lHnAnjcRanKG6rVkdQjdmAR+oFDi+YsRjCZrBLN0GGMoIekMrMhY5uC7qLF4sNJgANwlKG3rM6WnCEFRw4E2umyg+QiNdF3EbpyEuald3f+ZxHdP77e3ojKSjkz7TsUcmJ0XWQ6bwkpUVtDQGY1kwb2p55566H4FgUPSgvkSwr0IZYeOaOyYqg9nbVHwztjtfBhCpysdS72ouB0IoXMis6SAII5ipGy1pCMIxhFjmLkpTVF36TBGFLIdxmsiiPYf2m8NSDhnL2rBkkJek8XwGeBkQ2wvjbkzIlVHj95ih998gHGI0sXOpSC5751iSuvbvPRj7yX0+Mhx4Y18+AxE8u7T69zYmON7CPbl/bRwJv9gnkXJWM9Z8ySSJjB1hXOKCySNqu1QWXx7/E+czDrUCljq+U7Je6WqRAeP/3JF5ktAp/+/PM8851LaKtppx3GwvH1AUZpQoLKipYsJ5E2VMZSO0dGC9kuiCI/FBQo5MReF/i1r71I10k0FOVETyHRzj27By3bXhDOSllUpeiiYhojWsGdheeZ128xSBVdseHQWnFsMmLYWLSy9L3ikI4nTqzzsQ8+TgoJrTXNyEngYSVsb40RCYmzuEqhOnmflZGIpKSgrupi5UrhBMnGUyXF2dNrywtdvIZKm6eN2I1oJ8/blPSNpYGfbCax6NnkpDryyj5qtbJIS3RhgptMJqJrR+6lihSzt7e2AXl7RlSWs5r11QmT2tKFyKLrGFjxpCFDbWBjZcArt7dRxzLJJI4NBhxOO6bzOSujIT5DbQX+lUGd7PMHvaLdO5DIFbK86kou6BQytXWELmCUZtYFNicVqhYfG6uTtFfFuMwm4RCFKPwa74X/IhSPJL17LwPM2AuvI2c5AV3tiFhIQXr3LOiKshJJ1CixJlEkGlNhBobKVlTGsDqo2Zkv+OYbN7j/4VMc3un5lX/4eX7o3WcxPtBl+MkffIqLN/eYtjMmKzXDxzdphpY7dw549sYNPvb4g2VgqshJU1mDXST6qHFWPJtCCtSVw2SL0Qus08QkdiTKKsmYT/JaxC4yGQ759f/jr3H9Ss+xs2d59ltf4FvPX+S5rW3On9pgazoHFNmJbL0xQjdIKtGFyKBy+Cgs5Uqr4vmkuby3y+deuMzu3gxQRzIGUr57fPvIje0DdmeBzUGgz1l+F1Abw1deeYP71sZ0wTOqHbOucIoU9CFyuPC02fPuMycZDYY8dmINU2naww6tYXCqwWxWZJXQSZNDISI2FdrL9aO6SDQaZRIz72EJ6cdEmApFYni+RinD9Vv75cKT+aVKEn652Bf7EaNlQ8NI3hlGQjzFJF8GlUfnWtmk7MiQe6mOlJP5Vb+VUU0ZthuNc4Ls2eHbG9Gfum7POn7xuRfQ2lIbzam1dU5vDNg7bNk7mNM0Cp1qglN8+9o2TmVWhkM2hpbDNrHdbkOusFrT5cQ7HziLcZlrd6bUNpKqWmQXWhqXo4pIQ2U1016M00NRoE9MRc5ePJFioDaGptJEYLdrBc6OEvHrKittUJbWI4dELr9/KZgkSzVSG2GJF/UHIWV0hsXcyzwsSpvShwA5E6Jn1DisyTTaoB89x0v7h+zsiXfxl755lT/S1xitVFw4e5vdrSmbD60z2KjROuGTIHqv7u7ydEysuoqgQSdxFThsPa7KDLIDLWm5TlWQPHWlimYvHTkL5kIU1VqRFLzv3RdYM6tMHnKMNgxj/QTvecdZPv6Jz7HRx+IxpMhG7Elq5eiTuCnWlWZ7eohPmdV6QDIapQ03pzN+82sXOVx0hcWMMJyXTguFSRx1ZuvOlG++eZXjw5pBXZGIOCx/dPkNHlofi+d0VbHoAloFbBKLlPk0klTg7MYGjRsQQmJsLTkkbG0JfUK1MhfThRmtjSZ2mdQlrCsWH0ajVCZ46DsvEKBKEks1dCifmS86sJqNtRG3t2cYZ1BKNhZlwBSXRXwgG4OpXUkCVmQjyKvIQRAukxaRbDyUpGJbW1IXxLdo6EiphVajG6nY/TxQH69lnvQW6+2NqKwQAy/d2qbULKhr10qbVnLtk6GuwS8UwxXI0WAPNE1jObO2wcF0QV2JQNYOGz507kEWXeTRCz3veecTLLpvsHjneSYjy7hZ472PHGM61QTfUimFy4q9WcegNlROo5saVVWsWjm9bFWsOrLn5s4U75d8IdlsTCUfkIg6Ik0KiiHzBlM2P5RFIQp+AJs1fe7xgE3yO9oQyFnhlDCDfZT/N0ZzZ7Eg4Bls1IwWA6ZbczCKxSLw2mt3qAeOB0cNblARvJzI62tDthdzdqZTahknUbuK/dmCnb0pk3FNcgFbV/QdGBs4bHvmfcAHyRPTpmitoKiNpa2sJzXfuXSJJ86tsX/N8ld/6e8xnSfWhg2PHTsrrRcS9aOUIhjxRZKWOjCoBoyyIGQ6ZXYXc37tmy9yMGvvEveW/17m0SEWsKXe5OKNXd5z6pAzjKmrmksHW7igMAOLVuko6LFxlkFtOVz0TFNgZVCzub5CjlGSSGzD2sqQOzszqVCMoZ8G9PEKUlHjo6RSUSKGjgs5ePREsei8iFE70FbaL1Xy0AbGsjkcsLU1FX5QX9wMaoM1Dp9DSXYp6a++eGVHxO7W6UKMRaKHQkY3grLhxNEzG02/30saSK1RUZA/4RupQoj83uvtjaisPkSpAhBLjmwsk1EFCqJXDBrLIiQmg0wXNLpKKKWYt56t3UNuz2ZlEGq4MIpobVhXioU2fPk7z/DMxWtcfvUWoYucPjHB9GeZLQJrI8dPP/UOUoxYvUrvM3cWB3z15cvQF0m0hivdjBcPtrHWcLjVk3PCVpbgg7QsSnyJsDKUTqGMJJc59EXl77RogETyoKldZh4Une9oY2SoHUYp+iRCyjAXEXAmk5Wm7ToOpgsGw4qzD21ww2i6eY8uCRGLPnBne856bbEIT4WouLW9z/PX77A2GEkbmQN1ZanrihBhHj1DFLW2BJVYLHyJ5FY0lWPhe0hiUpdjRpOolOH3Pvksf/gHr/CLf+u/ZG0UuXRpH+0zw4eqQnsQYbE14kpYO4vv05H2ScVIINP2gcPQ8bmLl7m+dSDD4iLWzEfoUWE2l69yENepm7cOeP7mFjF4hqMRN6/vc+bYGiFEfEzMu4A2itpZpn1kFj2Pnt1kdTAkx0i2mlppYuz4ofc+yKe/+uISPRFiYDwiQwvT2RnJro8K11h0J7avqtL08wBOHjc5Y40h+ETnPNu782KsJvMulRV9G9FF45h9pGt7qXZ6IER0rSWZpHg0yfxB2jDly86SCowfRVArZEcKkAJutUKe0Ns8oj91pZSZTluWl5quDe28LwpshZ0qPKVXF7dkmloRkiKEQB8ylRNzqUXwWCuq7JUVyyt3evquL+kdxXwtwMFhS2WNWDAUqkWlsmipOhkia2WIGaah4+bNqViJHqajSkjp4h2pRfS6HCAeYR73cDfEt8gWlE0qhaMLTBXSZAZR2OXlZ4GY5AJLMRVxrvh1Rw9nHjxBXgT+wvvfxT/+jS+wtzvjyqtb6EazvtZgtRGpS4St+Zx519E4S8oSCWSNzIVShkXvQRkMikXw+BgZOEfjLAvfo41sdqo8NueMtEgpcbi7zWzmGJmGRx/e5PbeAX30ImrVQkhVSng2RosLS8xiy4ESXdy89VzZmcrGU6J1VGEY52Lxu9RoGS1izmXgwu39Q0bGUE1nnBiNJEZKG+adoGnOSIrsIold7upwgMagrCEW328wnBgPJcwwi6XHYH0k1YQBlQqiR1HJdxlCokqK3Eb0xBAaBQs5fIwzaK3pQigHSsQ4Q6YIagsSlgNHML5yRVripNpWrliAxAwhMxg66rFlMfPIBHp5dSlykYNkL7M82cQLSrdE2d5ivb0RLZdCBngFEvc+imF5khlDlyBrBSmWjQi6ToFTzKdLvxgZAMbVISvnLxB8JuNQvSf0d/kUWsPWzgwfIr0P1DpQVxU+QmNEXjJ2mjZVVJWm7wKLmViIxJBQGUIhLMqJqiTL3olNSI7iAJl8PMqA1FqjraFSQtp0heOUythq+6A/EntqDTYJTykkIfHlnIhZ4o4oMG3nPXE64+zxMf/2v/RRrr25w+9/4duMxw2XnruJVoonn76AIjGY1OynRMwKkiJGmX3Nup6u95JSYSLDxtJUDWtNxZ0Q2A89h10vJYHSR7HIIWa6rufJJ+7nA088yWhs+Ju/8Tv84PvOsb6+hno9QzYsYmZiRCKTM8QQsdYWGw1FZQwxZlYGNb/93dc4nC5EUlHeLvkgQfYRbfTRKZ/TsjETZdjtgwXOaR5e2cA1kvwalcyolpVYFyKHwfPEudPoIsVY7vZJZWpn2WgcSslW69uIO/C4tUYei8l3oXNr6adeHp9S6Cpyp5vjynNdWsnaKGiViLQDbmBo+4CKoLWY3qWQqKym7wN52QYHBUvF/1KMWymOn1phsFqTfOLWm4d0vqed99L6N5Ywj+XAy2QP2QmxUrt7qAffY70N39+7tKACiXxkdaCcGIxrrQt7NJO80Pd1OXEoqu1l/hRFfOqsJkXPIkLXhiNqT9cn+iCShUFlsKaiNhIfJNCxos8aa8Uov64s3ntBSTTEzhdNWRLiXwZXW1xV1PBIKybQvZxkOYMllUGvSEzEZkMRs6aPAUMp/VEoJY6QuWiSYqmcIlkg2cJLymRyXdOnNX7uL/2b3PfQaWaHLesbY1Ca5790hVefuUX0kXEzZtq3YvClE71PpBhksxcHKAbDmmFjOX96jY2VAZ33JJWO5A1ZiXTBVEZO2JFnp9vn7/9fv8vz37jEKze2eeWNG6TW03kvPkGVpU+RkKUCbENkb9Zz9WCfRR/pY+Szr1/j8vVtoQWUyocjyF7If0tFfC5eUhkZmksMT2TNDFlvKtoslicpyOZSO0vKiXkInD++ztq4QRuN1SJIrbQhhARJsbk64djaSOxsu0jqAnEeiF0sE2XZyFUss0xVHBmcISeR+aSUSx6muEIMGscyK02NLDotdWbyHE0twZCVceS2+JArsE6q5mUViFhsiZ8WCWtK5RhBN1LT2KHwv3Sjj6qpVJJfs39rrdnbG1FZAo8XbU0SAtxSQEqUDwqF5KU0hU2ajwhcR0JBrXDOQqHzL4KC0InwsNzPeGAlQNEZUtIMa4O2CoUlIuKOWlP0YmIotugDKZaNA1WcGTWxT+KlHYoJg4SHSIWUy5ldZCXKSlumVWLJltUq0Rhou4BW6gi+t8ZglSGrRG2stDIpEuKSDkchAGZcypx//4e4s3aewdDynvc/zt7+DFTmBz/wMO1h4PUX7zBWihs7++zNe7TS9J1nfyEbRh8SvQ/0rSTlVs5SaSsbA/ooolsVF4SsQFnNC9++zid+50v8/pcukmLih4+f4v7jx1lbG+GswllhyRvjyECfBLZ/fW+f273mKzff5Ftbt3j2jRvUzpIp9i+meO7Eu4Hay43HFOKfVEaZ8bDiRx4+y4XVCV2fIUQOu17g9GUFmGEwqLj/xPEiYJbC0mhNH4Vj5FVm2gsfp2oc3cIzu9PBbBm6kI8eSU65aMwy2WiSKmEPKYu2i8KZCpocCsqXire5R4I921j4WAo3NBw7PqZqZDBeDc1dLVksnDajwEhgp7wo4uddOXuPoLW0Yz0FKCkKgpSOrFC+13p7I1quLDu77Nr3prlLa6ag+MGoo1YHIx/Gux9NOWls+fA3VmHoaQvfZ+k9tGilktEKhhX0vqQ4pEBlLF1cHsYynCVLlbREYFSQn08xSgJDTEKSVGIydlQJZSn9U4QUIzUJlYQNro3MGFPWLGIm5ljGiRrQxYQsi62EEq2SQbLEVCm90YroI32I/O7XPsGXv/xPRFA5jJx6aJ3x6SHPPX8FYzXdIvCLv/oFfvvrF/nmpWvc3p2KRWmQamfee2ad52DeYbOIcn0KYpIWpBpQCpSV01cbxWDkOP/+U5z84EnOfOg0TisqV6NixoeAJ+OTUAj2FnN2247d6ZxPXrzET//E05y7sMmtrue6n3Pf2U26EMRNUMlBlEt7A5TZzN0P5tJ0rq4tH3noHKcmE5xRjAdCEosx4LTisOtpg2ceAk+ePYXOMqVLSkurV6x9U8wEH/i1Lz5Pte4YrknwYvQJM080GBptaYrdx72yLY1UivJmZ8xANIpKZZxTuMZgGks2ijBNVD4xMVaek9H4uaedezofWN9cOfq9thK2tG7EmI8o95USpMIUcMaQ96Mo848QtygMdAMYMI3EE8X/Lx0av9/I6fJ3Hy2R099VSn3+ntvfUEo9V/7uG/fcvqGU+rRS6pXy3/Vyu1JK/a/lfp5VSj31pz5OLRR4Zcvpm1R5M3Wh4Uivo5TCVEYOuiAZ4KYSLYIumVd1U0mcsbFMk6HP4SjA0ThDUxlGtWVlWGOUFbTNZJGQKGh0pjJiYOWcZTJqMCZjnEVbaRM00DQSa2StPoJIlwboWmuMK/IPXVz1lJNB7VIQEjOozMgZYh+wVos/d5kTxWJN4qy0ECElfJl1KZD2IGX2tvf5O3/nf+MrX/86C3q2pvtsbI6xzvDIw5ugMzEmTp5e5dXXbvMP/ulX+ft/8Ed8+cpNstMMa4tBcrkO5y1v7h4wPZyV8AJ95Gwpj3lpTSq/M1YSs6wbi1kdcO7scarxkPHAMW4caJiGBbvzKVvTQ371my/w7/5H/wmDtRE//t7H+c//tZ/ggw88gPItm5sTho2TUIMiFk6l1UnxbouSUVinsc7yQw+d5dHNNbFwIUNOZAW1tfRR8u3225Ynz52RGRyKSJZBewaVEpSWeS+2bDy6yv7OXMSmVjar8XjASl2z1tQcG9as6po11xzJNUBRZU3GkJ2VFgwFuXhlRU2FDNwzmdAmKsQKRNTyEjU99S2uNljnSF42x9RGSe0oPkUpQu+93MdcMdCOqGVTzsUt0gzFBkTa9zKEjOlPVN//v1ERfV+R00qpNeDjwE/nnJ/kn/ec/rESSf2D99z23wCfyTk/Anym/D9IPPUj5c9fBv7u9/NA1bICUarojTIpl4gYJeW6XmqdipNjXoaQ5cKAThmlNMYacfxLgdk8yUwhybA5ZjCVwlWayoiZelKJyilUVAQUqYTqVc6ilGE0qAQtqTQj13Ds2IjKVaxOampXM6ornJENSWu1RJulcktS4TmVxZ9iWSIrOeFCliy2EGRjMkp8jWKJRLqrW1NFFrL8eom0KBa+Z2+2oA2BPngOei+tnI/UVcXqyRHveOIczhmUVTz38k2+desmz25d59JsQdSKZmBxztD1npAgiAgL7vJ55VGYJaSewdryYVI44BFnGVsR2FbGYrVh0Xv2245vX3qT9RPHOH3yDLt39jF6wPraWd7/nvdz5fYB+7stm2uT4kqpjxwwl8//LogvbXxTGR5cn5CVKdWkoo/FRL6gjT4FBoOaSVMRY5IqV2t8jOQc8VBe78iN2QFRJYJPzPd7qsZy4uwGK5sTsaGhRAI5sRmW7lxRuYybiP2t+GfJA1BGEWNi3vbM+pJDmmUIjVtm9SEprqX6ms876sZIO8Vyo8vLf8jI4ZT6zLG6Ya1pwAuLXyplVYZI5U9xhmRZRb/F+jNFze6JnP4F4D8DyDl/u/zdH//2fwf4JznnK+X7bn8fd/EzwEfL17+IGPT/1+X2XyoRQn+klFpTSp3OOd/4Ex4rUFwVTZmtWI3yBeJEuBmpjWQDZI0yufTGGaxBxYypNROniWKyLH4//VyqrWILsdJYukUiu4yfDKicEThdZ1YnikUbWJk4dJINaDRsCK8mTCUXy0ffc56xHnDY9zRNQ2NhZWXEGzd32F0s8BFi9lw9OGBOKD1YYmVlSGWkcoopFoTFsWjnHHQRJvJx8ohzoFKaphLtXUqB2lnRNy2zdSOQEiEoovJEZcghklGYLhDJ7BwuWB3VqNWG16/eQtWWca15+OQpPvjwo1x58zq//vvfJseMrRQf/dijrOcRe/uZdtGKdS6GQC4SmSRvUPlgQiL4wlGxht+6eJHtcc3W9R3OP7xGHxK3Dud86gvf5fz5Tf6H/+6/ot9+nfWN0/z2F7/L0z/6w3ziq59h3keq2nD5xk65D9msMzKXylHyvXLOYiRWGz788DmGVU3bJSKB2lhiisSUiRh89Nx3/Bibq2t4ItaU6jiV66xwT2NS7PqW6+2ClBL3PbRJlQzvfvwhop7zjZeuUg0lfVgZab3DQn44efCNRfWJXGWyNeSZJ+dEmHXsxECbhSOVSmy0Xa1IzjDMhv3ZAlU5FAGCYr7oWB8O6YMn9vkodLHkm9N6T86ZutI8eeE8KMWNq4ccImEKdmDoZwFFRDmLqjWpFbuR9Ce0Zn/W8P0ycnryfXzvo4BTSn2ufP/fzjn/Uvm7DPyeUioDf68ktAKcvGdzuQmcLF+/VUz1P7MRKaX+MlIxYWqDtvfQ3dFkwYhEdqEVOUdsbUhG3qDUJYn1wUg75yX3W2HIKjNwinDYM+/kFNHFQbFP0r5plVmzYig2GVTk4OkDNJUlRk1VKayRjSA7g3JGqpHesrnZsNJWGCPDat133L825p2nTlI5RecTn7n1Bvt9i9UZbSo+8tB5QhYldkqGLnnmc89BgIFVkq2WwEeFSpKaISZ+BmNtGSgLuy75jLalcowC8SsnDoK6En5Nt+/xyfOx9z7OCzvbXH1pq5AvDTe7Az4Wd/ns8QH/6k+9l8c2znL19i0++52X+YEPvYuLfpuUK1Ce7dd3GJ4cSdWxVHvnu3M7MuQ+sHZyyJuMCNNdbuQFv/ncdxmamhdfvM7P/aWf4kd/+IfZ8PvEyTrEA576oQ/wn/71/4nbV28zHNTs3j4ssJBgp0sph9yvnPTJR1xtefT0Me5bW6XtA4PaUlMG61oQKKsSZlBx3/E1YtZlzpeOUnC7KK+jU3DYzvn21nVefuUW9z20wf0rx3n0zFniLOI2Nrh2OGe2OKTO4vgQcxQwT5cBdfB0uSEvsrwXxeqYXqKQBpXlMPXCEeozqU8ka1BRDpWsIqrWkuaBImmFimKRomwZVpfqy2pQxqKsZXNUc+L+R3j2letM9yUXb+nmqLTCOEpbl+luL47Anu+1/jxFTlvgB4C/AAyAryil/ijn/DLw4Zzzm0qpE8CnlVIXc85fuPeHS+DiWz/T77HujZxuJlU2VoLpep+wjSL1+a59hl62OaJ8z1FoICkiLnQ6Fw8dxfGVmsY54Yo0FToHlNJkJUjHZGzo2sBwYMGJqDQGjWscLmeiz4wGmmhgNHAyCwmdOB0CVidCYRrvL3qa2tCFxGQiH9bVwYBYeQ5tx9y3KGvJYUFIic2Vml46MAkvrBTpwLO3iMKOUuIWpIz4F6UMQ2sKhXNpR6HEWyllTOPIlQaTJBXVSZthrFD6fRc5sTLms998iWogVhspJHzXcWG4zs//2E/yr//dj/MHz75M4wzb+4d8+ne/xtrxdd755FlO6obXDnru7PfEPrB6ZkI9tFBbxpOagFhWxJjZ2prxocdhN6yxd/k1DrYXVLXlvlMnePjRD8CZ91O33+b61msM3v00v/CzPwtRs7Y24tbNA5ZhhuLtlUlBBtTK3q3em3HF5uqQp85simshihAiIStQAR/lVbq9WPDRBx4lloG5GKAppq1HkXEKsoZFG/na9jXevH3IydNj3nhli8kDjq995zVUqvjGCxcZnxzxxGOn+fo3XmOwXjPYqEtqC5jKkKJmoBMHBrIysOiJXcJp4Wt1qgAloTDss8ZlTa8SdVPRLnrsqKI/9OSY2Z0esDIcsTc9gMqVHjmjs8NVjtAHcvZ47zimW55+6p289nmhaFi9BG3ksPCHnvb6jJGr0JXlgBnfa/15ipy+BmyXcMWZUuoLwHuAl3POb4K0a0qp30CyzL4A3Fq2XEqp08CynXurmOq3XgrQiro2hHyXJ0NxNqRW5GjQNqN88YyxGl3JabektFun0dngU8YahS5WoUs0xlSaRRsZbSoqp1mtNINKNEnCok6srtY0owabM8fWVtnaOaRPMh8iJmpdUVnLYeypak1lDDkbXIbQe1rvJXfeR3RthZFrI1ZJEu3YaXznqbRi6g29U6zXhhAVxQ4HbTM+ZGpnWCSPyZpF9CSllt2/sLwBm6AzBXFMwmvJ6e5oaRF6NjbG7B1KixqCop0GhvefYevgEu9IgZuAMoZmoyGbzH6/xxe/vsNGXZOVInWeM+c3+JmfeD9bM883n7tIvzVn9+U5+7dmmEqM7g+f7Dl9eoXQZRyWf+Uv/gh3rt/k+u6zPPd/f4P7dcelG5HDT/0hdmXMwetbzBeeJTXRWKmIj/ybNdKGaymW3nX6OPetr6C0pvVZ7HyNIWdB97qU2F+0PPXwBcQNwbA0LfSLXiLMQxSpzmzOi9u7XLq1i7KGF565yXRnjrWWdh7Zvr6PGhvuXN/lVRTTO3OxMBkbYglciH2gmtS0vYZGo6Ow1MUnWmY9QUeoJQvN1Jo0F21bYzWmrpntLjBtwI0dsQ2kRZasttoWu2Q5gNxAnqdCEaJiYHo+9fxl9mf7VMbQ6VwM/zOxz4R5xO92rEzGbG6s8PobbzkZ+bMbVuec/9uc87mc8/1I0uof/CmR078FfFgpZZVSQ+CHgBeVUiOl1ARAKTUCfgJ4vvzMMloa/vnI6X+voGc/DOz/SfOh5VIofBRls9IIIauQ9lSWEz5lyDoXKUUm9eVnxRiIlDPDoaEy5furmrpSaGsEBSleRDoqKmuxVSN5ZXXNsDZkDaOqZm00ZDwectj29DmSUwSfqCpNSoHWJ0KASlcoI8JCYw3GZvoQSCoT+4TrFDqR5j8cAAAgAElEQVRkTNQM6kYigsr3aiw6R3KIhGhxVlM5Q+NERJBSENlFAsp8SyGaJqkEBFHqYzqSHogzoXgUGyv2GVd2dnjXg6cErkZRDcQP6eMvXuXTz9zgmstUSjFtO0LhDeE0urHMfCr2qJbOB565cpWNKvGhR06yVjl+4Sd/lH//3/ggw0lNVRkevHCS+06c4/x9p7jvwgleeP4ir27d5KVXX2b38IC/+cufZxYXzEzH/t4cZRF/HyM+RShJ7BiMKqpKCKu6NOtn1le4f2OVlbqiC0kyw7TMj7pe0fWSd//A6U0GTc2sTXQx0oee5BMhKdpOqrdLV2/x8d/+Mt/dusq1a7tcv7ZDvWLAaHZTjx9mTjx2jMeevsDK6SFX37hzdN3Y2jEYO7BijWIzjGtLmkXCIhAyxB5BwGpXChpx6iTLhmtrQ12XQX/OhL74Smep1Lb3Dhm6CmWStIAOmY9isJUGHzjUFc/dusLXX3mZRdsJnWMeyT0MaovfaqnHjg986HGu39qRQJG3WH9uIqdzzi8qpT4JPItc+v97zvl5pdSDwG+UYbIF/lHO+ZPl1/2PwK8opf4DBIX7t8rtvwP8y8CrwBz42e/nsR2d5IA2cvnJxqGIIWMcxVjKItYURb+VpOQVdA1iFtP12ggEGhMolYUTUsmsByWVVuMAnbFGfldIGeMk/K/tPF0ILFpPMkJcy4VM1oeE0YZhJXMds7RqyIqcNVmFEpUsv1frjMnCEs9Kk0PElzYrKhhoJd5LiMpfayECgrglGuWPoOulF41GoHRjFP3SfW8J2B2ha5m9actDm8cF0UPK9pAS371yjSce7qhMLXBwzOikhGXtxSvJNJZ6UrGxvsra8RVGZyYcBMWPP/0BPvh0pr30PA2O0WQAMaLajF/MOLGxwtr5AXt3Zpxf1fQLx/TmHbCahx4c86uf/g6bqw3zw47KasabNbNpZD5blCroCHiUTVsrHjl5jIGrsFZjQsAqOaSMMcReZoB9yqyPR+JtZGXjRhmJDkJU+CFH3rh1h+tbexyGlmqtYeX0AGMM0zs9TeVIJPbuHLB6dsTg2ID9a3OMUcSUiPNATubIxREDQYsNLkah+lS0axq15Kw7ZCaE+KPX2mI09K0nl3ok9kiMeYr0+4Hh+TX29xbgMslnzEDoHylmtNbsLw65eWOL+bynHko1pYAw7QlTha41D104g7KBleNDFte7t/zs/XmLnP4bwN/4Y7ddQlq07/X928hM6Y/fnoH/+F/kMRqjaWqHQROJZKNp2/5I9qFdFltRKCCqnCpi9SoEN1vy6VeMISODSWsz/Vy0UtYZjDU0A8csKtatZm0ywhpJhyUrBg6ycoQU6YOnnS3YPtgnKNCVEsmqykxGNQ7hqxx2nqZ2wiLIYE3ZJLMlmSDJHkkxNFkyeZwBHbEx0ytY9Akqh9EKYywqR4zRtH3GacWwNuzNM10KgDBsU0hL5SjZSVumK2FJaqtJ81Dgfdjen7He1FhnCUHIbijF11+6zLaeMzEVx05OyDszZjGRTMY2hth65jHjScyncwbDiuHBCtWFFc4+cpo7O3P+2u9cZW/rEG8Da9WQq9cv85v/6Dk27l8lx8S7HrhAtTLkW19/GasVp44d45WtKe965wPsHvacsxVr647P/tPv0tQVKmbm0wXeWarKMJxUHOwuWFsf8MIrb3JjUjMeVKyOauqqYtg4BtGQMUzbwLHJCin0zHpDDoHKGvrg0TqTlMza9mYtf3jxOoOVmsc/cJ627/FJ0Qw1G/eNqcc1+9tTzKCmnXZM1oZsuV3ZqK1ldmfByoXxkcVLOPDUKz2xz9AW0msGkyMha3Ql16NWmhhA9ZmJy0wzuIGlWXUkWyoeDTkoVDS87x0P8OH8IJ/4xjMs+g5/D/lyemPOjWYBXrRl3Y4HhOIyWRmzsTGhSZq+bXEHDXv7h3J9vMV6W/RaVs5Q1Q4LmKairgek5NndmdF70SnJzAhATp6sBVFQOaNqUZkbACPaoYOuZ+bz0Y+kmEkqEZWiduIXk4NH5Siposayv4jgO7b3I92sxeeMD0hPqATBqkuGey55XLYHXdsjIZBRms5IBReSzLpqbTDGoWpDJpb0jkTKkEwUn6AkG0wbMiOTC4safBIj/D4K0zilLObtGrTSUuUVOviSlaGUKMSTErOzmBLH10fc3DoUSNiIlW5uDLGDcWOZVYbDudxutZh+ubpoyqLlznyfg5cP6b78Ip/+lS/xgR94nAeOrfHVS/tSedrAFy5epu0jW6/vsTYZsLceuPjaK5wc1PzI4/fx4Y88xfXhFv/g177GoovMD+fcOFDc/wMn6bpI5QzTnY7B0FLXlt2bCzZOO05trnL+3Amu3dri8p0WDuYMBkMOD/fZ25mTCvnysXec5YsXF6igWFtrGNcCWoyGDcfHQxaLnk9942X2D1pCDsxyT9CZydjiURy7sEIOmuhrQki42tLOeyZnR+y9vk+/8JxcXcVEoM8SPe4Nu620UFlD3vOk2rBoE85K6qvKoHQmtIih20ErligLL4RYB6oyGKdII2jGildu3OQDJ+7jfSfPcrnf5mCvxU89IUYW3hMXU0arYw4v3WG8NmAyHHH/iQ1++kce49PffYO4PefBtU3Oba7yya9flPHFW6y3N6Kyoo/Mbk+pK8t9546xORnw4q0ZMQtqopPAxMZmYlISqpeRtI7itKjF9IdXr22jN44Tc8eiSRjDEUnSWEPX9zSDinqgmKwMCEHsPn3Xk3JgOvMMTGLa9Vgr4YUJIGUcYLXFpsxwIKQ0Y6USs0tKtFboDEmDq9yRcNFZhY6BrCpEvipznY4ASlN806Wcj0YM4BMlFSRzF5TUKCIpKawRp0jjtED4ZSdaarQUkJVi4QOPnz/FjVv7grY5QwyJgztzmtEEY2B9o2Z7tpDfr2Uul6Lcm4+eybihm/U8+sQJ/sOf/hj7YYt/+NnbuBWDP8y4sWUaPaPzQ9rrC37sXRcYjla4fvsWTz18hqfPNZyKN/jbv/8CLmv2+wV9n/BdxO95ktPMfQanaWNkuu/RDeikeMfZYzx+Yo0ff/BcSWlJXNuesrd/wDTD63u7THtPpyKnHz3Niqv5ytdexjrLYODYe/U65y5sopNj48Q6Zjhnd/uQFz5zldAFtNNSZRqhbCgresLdwT7BS/ZdCImqyXzwPY/zxe+8SG88BktSmRSDNFgaYu2o1x16EYkoUi/zuqwNhJ7UJ+JAgdX0h57mREUsujC0wunI6ukx05195uPAm9szpr4j9pHdNw+ZH/b4NvCK2+HBcycYx5q1jSHTnSmOxK0r2zzIkNMPb/4/7L1ZjGVZdp737eFM9964MWbknFlZQ1d1DT2xJ4p0s9SSSEKkTcCmTZoCQcE0oBfCsADBAuEHG7AN0A8CIUOWDZiyDMoyCMsCxEEcQHHqgezu6qnYXfOUWTlGZox3POfsyQ9r36ii1N2kDcgmgdpAoKOiIzJv3Dxnn7XX+v/vZzyo6FKOSvoO9997G1FeoZez9xOPnuVv/6WPMTCG/+qPvsSsPxZuS5W7IjGiiaggTT2rtUyLViOilJguOiZly8J7XFHjHac3si00w6ZGxYhFY1bBjtmQ6KPC2sQieJJScpyZt9IAFtkj1kJZGQKKujQon7DWUFtBwKaUaFMi2iiucQzBBYpkScmQYpDIHB+IMRCDYWQ1KkrFppXC2EihDaW1+OxDcyGJRy3KqF7nwD6l5GmqSGK6VelUXJtiwvvAtO+5uD6iyHaNmKCoBKoWNzxVLFCVosAQESmBLQX2FrWCWjGdt5hC8/beIf/dP/1nBK2Zzz2hl9d3/+6UYmzRlYFS81vPvcl/8zd/hBf3T5gMG+5eepz/88tf4mTaM1nIBK+fh9xITqRWvHo2aVqvpB9YGHRK+Oh59rFLLLKCWMXEpWbI8PGLLNvEz33mC3TBMXeR6a17WG3QW4LwXRjP8PKIiW4ZlZ5HLmywVV+i7R29CrgUmS872jZycjwnxMT5cxuMBmu8fesBr7xwA4KolMuqAGv50GMP85U3X8EkLRVPD1Vt0dYSyh7vxcqjfb5qFPRLT2pFWNj3La7oTuPIC6vQ1oILxLKkSBXFWPGpv/J+/uiVF4htoJ06ypHlzPl1ttfGjEclrXfcv7XPU2cf4cy1ywxLw6W1TfRakh5jEmGnsTrHE33r9d5GlNejF7b4n/7Wj2BDYMtAWVlCPuoonXlDRJI2pKBFYawj0QVMJcbTFYSs0mUGoCWULQnOy1HFKLTR1KXI8euywJQFpZWLKSQvpyss9h1oLagk3CANTVVSVhaVEjpCbS2hEvG0saJsVknhvJOUD6sz91hSQDCJFFfHQrnJXezwmKzKlwTYEFcswowLURCVJD3o7PZXyOeq0IBsThhpMgdAstOlwXrz8ITHd3cZj2qOp23GbMD8qGO66xlgqaylqS19iITcEEULEQEnyvbgAqGytHkSVFYWrGZ22OasOLHJDLdqPvTIQ1z6yBP89LWLvHD9Zc5tNpyEyLLt8T6wOGwlpTQPG2JMaFvgkKPhyo9nCs2Hr56jtCthYmLpPKNBgUZRNLBoW1wf38k+y1zn6ITc0LuE8gq3DAz1gr/57JNEL5SDpjR4oDKakzahlKMHPnfzNt+4M+PsU9tUVrM88VilmLoF5x7e5hOjD/L151/k4GDBQi9plx6jpDneDC3TRWS82aCVDED81BNDyBNgiQV/8oMX6RXMgxNxblZuP7J9hoPJIZ/55ps8/cQ1iqKibGrafsHtO/coHGxHy8ZgwKe+/xxGy/VrTCHxUjoPPogUMWN0/jxNzf68rkJprq2vMV+2NHVBFyFEhx0YXPuOWhQXsVXm0oR3Zc9bK7zgEGkaAZtrnbAqEHLFpI3JHCCFsZoqFTRJRqgFEY/GJ09ZKKI2gmxApAKFEee7VZpGF2hTUBdy/BJEhIx6lJbj0jIk0ODLSFAJvQRSIDiFNUIEtIVgRI5bT2EUpSlpgydGT2lKSImizPE+yhCSGG+VVZQjy7Aq2d5c485kglssxYdHIilF8CGniAjfeH82xxjFlbMbLPsHtEsvlZGLqBg5u7GOtnCnnnA8bU8nVqdXrxZVOkDfBqqRlT5ZiNTB8OkPPclaPWBU1xgl7vdp3/H5b94gtR037h/wu+abRCNWicmDBX4eperRoibWZAW8VnkjlHSU737sMk/u7KCUoncBl8A5+VmH+ASTzZsxCdc6rC5zdp141WIUQkIXIrpUnMxaCXe0lsUyYY0lVYaTyRJjDGVhcDFSbRToWjFQFaNzkTQLPP/ym7z15h2e+fhj9BrKUlMNSz756afo+o7pYc+1hy7zkYcvMguRV95+nZO+YzaZ8tpX77E+bhivj7h89TyVtXziqSd57vprWNvRuoqmXrB3u6cwDceHU+pz69y/e4fFnRln7YjHy02GI7nGjdH0AUbW4Bw0hbgKrNJopbPQU8zUy9bz7dZ7G1FeKzKhPn0SOolpUVo8Z2STYbY1yEc6RW5okz1pUQkm1mipnCrh9Sqjc3yPZjSsCCEyasQhn6KSiYS4wDBWYxREraitpdA640QjhclNc+k+kpICHfFJ9CQrqqIiys2VxW0rMoBe9XmiQmOxeGKIOVMMShQo+w7/J4pJU2sBvY3WajHfGuETaRIpK29zN102kYxgTUFu2FUVMh42WC0NczESK3wAFwMDZWlqmf6Jvw/EYEomImbrggaXbUvaGOqqZHc0YlTWNKXNPtmK2homvuP4wZyu97xy8y6TdiHIjTZkVGo+MpiEtkYc6kGqGYDSGj5x9eI7CSkoVBKJgyS+KvocvJgip4kXp2bRfKlIykomgObrLWolavYIXQpUpZHAzijYX++ETRRDRFkZLCitqdcsN166z4Wnt2mdo4uB2HuUTnz9C69QDiyDquDsRz7MuO1oz5zneDbns6/vMZstOHwwQel73Lp3n0cfu8rHnw5c3jqDdzPWdis++5UjurRg4VrmXY++p+iPl1xp1jkzHFJo4SjlNyT7/rLnUuksZRH5vllJ7t71aPlW672NaLXk6idhCCHSownk41aS/HEJfcrjfCtHL04vTPHhYBWlVcydY94vOVtdwNZWfjRJmY9KFNaQjKVQkaQ03gW8S8winFtbY9k6DrtAWVqCNUQlPROioveBYWUprcmR4pYySUldlFowqikRVSBl9lCtNQU6g9ekD5NCoAeOlx1jUxEJMhVToJLQIUkh44wT1aCi6RdMe4fVmrLQvH73gGAE8SDNbKnMQuA02TamxKJ3nCw7Lo3XublxxLztxfDZRdys53CnZ5BKds+scXPvhLaX2O6Ue15aa2KAS+e3mbYdfd9Lby4opr5nGR1XBhvsrA8wRo6Sk0XFi/v3ePnmba5d2WHfOSbTjuWkw89XN7n0o4w3xBp0kuOqSXKM/tGPPc0TO1vsjCpUkKpMjuoJn3myKkhS7soiosiQvIy9kP4ehM6Lettn9nfI/CjAoOhdpFCBhCWlyAJFqTVpdeTM4YkpJdZqK/2fTUNMCm8ib725z87mNjf2HrA8bkl9JAZH4SvWleLtb+7xsacu0pQ1Ebh7MuONW7f5zDef44d//O/y/qcjS/8Qv/Pyz/DW9fssD5ecr9Z4YvcMg7NnWK8KjC4IyWfLj1SRWgnHqjRapp0ekkWwySiih7oyIof5Nuu9jeh0KUw2O3ZBC09aHsUS35tTDvRAv1MRZHRm7GWKprUmaUNcK3j1+hF7hzMe/mgtlUES5W5RGJQLxOgYKcFdxCiJFFSKOji6LrLseomJjwmdsYveyTjbk5h2jtIULNqepetp6pqUAtppYgwsuqX0qXwCnwgWCiReRrzRkYV3lAZmiyVjW+cI7UjIEczO56NhVHQh4n3H2tYaYbGkax1HRy1pKID1FY5WGSDbD6JWpDwxcTHilefMcMz7r17g5r0TSU9FsVgEDo9OWEuKtbWatbWafrIU4JsWDcwqSuf6rQcUg5LoRb+igohO92YTnjl7lr73VIVMGUureWJnh5du3OHG7T3KUUE36ZgfdsKSyhA5ow1YLdVjTNjK0BSGDz90gU9cOM/QCk4kZgFj9HKdlNrgU2LiXa5IskudXJquxJ1abkqllUT/ZJ1ZiuG0DyfS5YCLoPJEs2uXVIOSru1F5+OhCFBWmu/++Ad4MAyEuYgIQ0g8ODxksFNzqdlha2OXYBTPP3+Hf/5rv0NVlBSFYaMp2R2vU5UVT104y2defZOvf+U637jxt5kcLzNqmFPU8FMXdrk0HqOVwruEiyGD4xSFkXaFVYIySSoIF0shdEijMUSsRhJ83yM0/tlW0BEXDE4pohVvTpLucW48awiQkhhipUktjT+0ItlE6APP377Lg9mMtmtpkxx9TKkxVmOVYjQa0TmNNg1rVtSqRRGz+dXg+l40OwnaEJlHOYLYUtAcyUNZaJJapTIUVFY+ehdIytIreSrbwqAbw6DQFKYkIMbbEkWhNa2HSesxxsgRJSRKOftJ5abkAiqVYX/S8sabd3nw4ISTk4VsJBHwoh9SRkyvyqxgbNILU1mlPveBqtBcG69L72nVBHeJ+aLnzsGcESXjQSlZfu4dPKoUZTJZjH0ghszF0RBC4K0HJwQVCErhUsZV+EhtFB+4dB5Cwk8jyit5gltBtRSloCq0zdWMFc3NT3z3B/jRDzzJsLYMGungkaeHUSdIhj562hCg86ckuRXFUxs50srNJxvzKnXFFoa+9/Qh0rko11MKq3EILga887RdwCZNaS1t6wghYq2mmwd+9Q+/SnvcSlWuEilFzEjTDAsGmzXbV9bwsx6TEot5d2qvuXRug7W6ZK0q2RjUfPThqxzcnzIcDYl4IgEfPG7Vz4kR5wNtRhYDYu1BvJFGZwgbImdR2YtorRSEdiVtyZvWt1vvbUSrlYQQGMMSEzzR9/RJS2zMQN6mRJDoH+S4JjDxJJYNLceZdt6zdW5ENWg4s7VFNShkmpQSMcHaqOLMqGRnXLA7KlEDK6kZyTIoDeNhoiwtlTHYwpKSpraKpKSXNCgsykr/qfeJ2bLF5gsxd4MkJA8v/RoFIYPZtQZjC0L0BJHlCvyt6/DeCfIjc4m1AaU0USsKrWhjoO0cIeQNQmV9eaEkuyw/21MMkqueVnaZfPEluPHgCBVhrRowGtRysxqDXzraReL+/Qm1gvXxAA0y6WlXWeySlnHq7q/F+LdiJU/pOJ53kmqSvXHOR6rCcnY04uVv3OH29QPcKnAgi1G9ToQ8AUwKVFJ8+plH+PD5M6jgWR9UGAI6j8l9fkAkJQMIGxPLTCWIMb8LAamgT6uLPD2L4uxPLiIiBo82Rh5y8s+RM9g0yhb44Oh6dzpBtKXBJM1gVPDstS3ahcPPPamXY14/DyynjvlkyXN//CLjesCjVy5w+eJFzu3uUJWGndGAUSUqeq00u2sDHnt0l/Pra0JsDMgkMQRSH3Ax0XlP7xykSEwRraEylqjC6UheKdFxhBRRKlAY2YxWOjIx5b83vv9TV0qJtpchfWMVczRGB5xWKC+jaYMl1aLDMKUmhERRGQHX57Ht1rkGHmjOrW9wbndMnQoxEmYgu01wMO85aSN9KrBtolAFtjIQHS5YBpWi9ZHYe4pS050EXBcZjAuUslgEn9r6RGUK2bCkZy03hAq0TpTVKUkaQ4FGKXGo26IgdonSiD1koQvAUBTgvKJW6TTPqyiNOO4VBKMymEvil1Up/S6FIUafzbdGhJF5mkdKKGG7cnP/kOnVlsIUPHJxh6/NbhJUfgDExOKkwxrLxrCiiBoXYobUKcm8P72Q0zuVqZdEj0XruX54xHpVo0kYawlKfoemKHn0kbPMWo9uFIedoHvtqBC3eDYzW6144soO/8FTjzJQBl+D9wFVVsQkjdeUhA+tk0g7MJpKOWGMVxrXBQlE7Lw0dJGjtyoQkqGLWKNwIUGypBQojMUgGW1FofEuUWnFoovoKqKaAq0s3UlH8gaL4Ve+cZsPfc8gx/zoPBxAjqZ6zH/xN36cjfUxw/Ux/9lP/RDTpefv/cIvEnyiKkReorSm1PCDjz/JTTfn2SvXMEpRmIq61Cw6R3QS9RRTJGHEJI0mpHD6cItJo5XKSF15gAkvSpN0pMr9Nv1eRfSnrz5E9pdLrFZyHo7vEuUpLYZQlVBdlGOIkxstRqlGtMqGQ2vRCoalJbWG0sY84ZKbuakLXLukMYr1IqBqQbMqLT2nRgXxeymTDYoaUsAUYsEojQDaIE9ekPDAwkpPJqZcjYjblegDMYKPKqNvwUXAJFxMFAlc22FWvyP5sa41JgPZVeIdUys5ySvnoqlM4deFvFkqp5lEL34ypdVpWb50nhhkJH5pa0zw6V0/I4iK6bKj1oa6Fgg92csnf7OskM20q2ikiAhS708npJTwRHLmgAgnreLimQ3a+RKblMAcrUDGtM6JKEm2uWcfvUKhNeNBIUJKgJgrYSXqcYMckY22xCDHQRWDYFHTqgJUYCBEwQSvfgcZfujMXlt9PeUpp0ZFMS1HI2AyWxZ548ts8qSxVm7sqqmAVaKLykxqGK9XDKuaFBRWReqqZndzzJUru2Q1yGmUkdUKTaD0gfVmwKhs2G4KtpqaM81A2tFRhhBF3li1yhHmq4+8CRljsDkZV2mRfRTKkpSWQY55byP6U9dbe0f8k9//KoqEjonOdxLXvFJMFwCJVMjNpwppdqLF5pGsNCC7I4erIpPoSLVjrnNkaB7zO6+YB82s62E0pOtlJK2DTCHOjsan1onSlhhjmfQBjKUxYLVBWXmSl3oVqJgwSioz74Qd5PNxTRUWjKJSebSeFBZDGxIhOpySdNlCJ1zweO8lnC8GQhKIf0wOqyIh5lI8J3gqJWN1EScqab5mn8HquBN9zN8TmfvA+nrN5mjAQ+MtioGlGMjxrJ/2YOCF6/fYKoZsrJWnaaTEdLrBJfJ7nomXaE10okm6NZuhdKLvAiF4nA8sO4/B8NSFs9SVobQlA1tIv6+XiVkqwCbFX/vgNT5y6TwbVYFXmoGyKKUJWhHxmJTwfcAYhdEhExM0FkXQFkjoIuuP6gz8T9LfS3lKpoBCy+aOBucTISlUIYTHqALGBPo+Mu8izkWW057ltCcE6Lueuir5yGNnqEvBgMReNGN1ZTFWMV/Oef7GVyDd5RvH13l+/yb7doFuLF0vFXPnHQvXcvtoytvHBxyfzKApGVjDqKwolaIpNGVpgZjtQ1lkSpDTpzGyGSOVIkrgazEojEH6bTpSFZqiMNmn+a3Xe0ezvJqy4LgPWA3JGmZtgkrL068P0gOq5ImjKkityeV2QquAxqCTIbjI09ce4fD+hGAqlG9l8paQaRKgUqSxBcO+xwxqeh/QViZZZamxRaTuNQzBILgHGyNaicesKWRKN6hqliHSRY+JlpT9Qi56fEzEKGgNgHpQYxFwW3IJlaSXEnrHfIlUKxh5giPVlTHSR9C6oEUGO9KpkSayMsIbSgpShxzNPNiSnIQi3wOiyo5Lx97JCfXONnWlWKtLTpZLiSn2gjUdnSlZr0o2txvePpiTkvB7DJqQ5DX5IKwl0UiRdSuak77lcLFksxoQksVqz/GiZ2tccnVzzI9+z3fxi3/4HJd3t3hz/5DCKnwKlNqwu1nxkx/5IDFEBkNL30VOUqJRCZOjwrUVTKt3mj4rz1OItDESnFu9MyiTmdS5fxJy43cVOhWiPs1uTOSK2cnAIPWCBvY6UJWJLgSqupTJbYSlD4xt5Mz5DWZBBKkoSL3khkWfOJgc86tf/jq/+8JLzGYdi7aXFJJ54MH2BsfLlhg9x23HeNAwKku88/happ9NoXEx0jpYryqO50vWaqisESZ3ylHbXmxEipSJDLBUXpA3STRrOdIMY+xKUPQt13sVUV6bTcH5jYrOBWZdT1QRlYQ0Zwp1amxVNpffWvQkyiYoLEkFtEpsbdT0OpvPWHwAACAASURBVBK3LYt2xt6Djr6T1M/oE/PeSwPcaDpT4DpHRDaTEBO+T3nkGUSToRNL70ApKqA2BSWGsqmoK0NKCh+RpmaUiOPWeck5jwq8wRpNowTIJseHSJeEChAUjBslYX/A0kemi5ZlH3E+ilguRlL0crwrZYNJSK6aNnnTkZkuGGHXpFNfkRxRlIEU4eUHh7RdQAXDBx65gM5ZEklBDIqytvTRsz0a0RQqVxGSnwbyVxDykTiod6pNIm0beOPwgDY6lu1CppFasViIfufMqOLTT1xDN4aRNqATo7Kk0Jq/8/3fy6Lr2d6s6JfQOwmO9D4KjhY5PqakRRuTRITZp0SZQo6Qk6PmKr+O7M3TOssa8tHJ6khlkXgmHzBK0aNRQb5WFJbY9hxNApUtKKOibkoIAp5bLgJLSrzrZDyRgXtVo2lGJUkbFvPA4dGMLjh8SiQLdlBwOJtzMJ/hJJCPsjSsDyuWPcwmC3xj8DESo8aaTHIIXszHNhugM04iknnJGbYWVaBQBp+UVOt5nmaBSmti/+1Lovc2orz2pi1tp4lK8+pyzm+/dJ+BtaxZTZGMaCFSkju3j6jsLo9BGqloYRMpbbk/PeFrX3mRe8cnXBoU7NQj1suaC8Mh42T4gSvn+EtXrnJtfUOEcMnhHCidg/CUWg1eSDkq2ZSK2ImC92jWcTRZcO9oysHJlJN5z3TpmSx62taxMxqxsbFG7WvGZUHdVlze3MKHmNNsJSzR5mSRlAydE1BajAkfkf5Fkk03EljEgHM+g7ikv2BqabAml2djhUGZDOta6Wi0TPuUFun/raNj9hczovK8b2eHnI+Sn+aeRYJ59JwpBowGq+OZCAK10VkUamQKGURfFYOA60KA1x4cc+94jgsRhaIqNXuLOW/tH7A/WzAaDlFe8YPf/ykG1vKRRy7yn37q42wMCjYGBc4pFrEjJomiLoymCBGTBHhnlcYkqZQLo6mUYr/PQYxB3gu9snWgCG2UzRNkEpkSPiSO2kDnAy4g0z0tSN3GWkxKVIOGjXWNcYrzzQazgyX33jxkcrAkKTi6c8K8F0JB8rL5t8eO7ngpqcFFohyWFMMCbUU6knqXKZvyWgKR/emMGCR9uO4c8wRzH0XxnWQDacqSe/MZvk8S5qGkjUBK0nQnp+MqLXls2pIsIkeJkoxrTPEd77/3jmZ5dS5w0DvuqcSX35rx4kv3OGaBrxQbOzWhLBkV0DtLWckbN+0C5VAzX7YUyeKSY3mw4PYtRzfr2L425rW9A3afOcOF8w0/9uT38tEbLzG++iHuHrzKoV/gXKQoYK2wNI0l6oIz60NGtWXZg4pz1kcN56xDLROjpuHs2XVc7wg+oHXEWkWpEy7C7sYQU5XcvHFMcj3JWKbJc/v+AWrrMj7K6LgLHh1W1gJRLcdVd1dFXEwYLQF9XklkT8zTutWRYxV7por8Y3nEnqKXXk4ka1/M6aZ0sui4N51yaX2dcWOpy4LZoj9t4h7cn+K2xlwZb7G5OWDvYIkqMi0yiTGVlPtOQRC8ot+Vqcxxv+T24pgzoyF18BwsOqbzBScRnnn8Ch966DLfg+IXfvm3uXrlDGcHA65sDFkrpS9EkqlXQlEUks4SVMHSeyrt8SS8zliOHpIuUF5G7KbI3hOtMslTESOZ/SSWEIXOEd4RFxJJO6IacOh79udTDttAoOdgHnj1hQcSVPgUvPLcbYgwWK+Yzloe3J1wdWtb8B6Z2mkqTTWwLOY9yXtCkl6dttKQSlrU79YonIt0PjEuhD45HlS0LjCbzVjaEmsbFJ4+KoalZdrKPWJUliokLSA9Lf+L0fi2Z1BXmOSoqYhaY7Qw4EsVc//wW6/3NqK8bGHYWG/4teff4IU37vH6m/dZdh3Jak7O1oIsHZcMdmqsq2QkbhJRaYajioGpCb1jcdJmfKzixmu32Lm6zuuv3uTevYYfvHTCFuDbJSopll3LbOEwRuHKwLQ1lHVPqUVAWRcWqxs++fBVrsxPeOP6AxKJk1lPYYS4l1JE6QJTFBgCG6OGvdlMzuZONghPxBqNSek0OM+q7FiJgT6IrcOHBEpuGqMlILIoNMtOjiEgzWkhMZL9dZzyhVY8nZV2KJFFbJlzlICucxwuWzofqKuS9bWGeSdZWQDzk56F76mMZVjl2GUfT39eRIesbE3yt6xEpyHSucBR2xJ8YNkGut5TlRXjUrO7OWK5/4Drb9+mapcsC7g7O8GZs4AWc7Ky+KSoLSxCDklANm/JnhOPXYkhGjA+0qExOhGTHL2Si0QjVdNKX7X6LJGYec/1kwVd23I479DlPe5OFvhScXFtQHCR7c1N3Dwwn3R87fNv0U56ioGkuC6mHd4FXMg9Fy1/Q1EVMmkrbK4aVydXsSGJHUMxrEpcjLI55qloZQv6kBhruaaJAZfE0mLQVMoSQiKkhLW5OU2CqAlKfrui0JAiXoEnYVKizF7CpFZpvd/m/vt/f+v+2ZZSygBfBm6nlH5YKfUzwH8OPAKcSSntv+t7n0Wy0ApgP6X0ffnrPwj8feSS/oWU0s/lr18DfgnYBr4C/GRKqVdKVcAvIvFEB8CPpZSuf6fXOR4MOH/uPCfzOR/90NOcTL7CbL5kfVMieiazJQfXD9lbONFUKIUtDbaxFAPD7hPbXBtv8OSTF3n19TncPyJ2MJtDdXUESfMLv/77/OVPP8ODyx/i4MY+cRmJAQptcUHhXM903hEBqzQuOrTSND7wdDOmvBB4/voJr97fZ21tgE6SEltYS1VoHjt7hoPY82A+JbaO46MF9biAAka2ybD3RAgyyg8p0RtFo2QEq1GoJOkxMUZMEjRuDEk0PXlkrmLu1RiDLizRx2x7QO62VcWkkjR/ctBA8sKq3juZMKwlmfaxi+e4czARA6rW9AvPcduDFs9dVdxn6QEiqZc89RQAI30anc21hEhUmr4P3DmZMb/Q00WIKvDQzibJOe69cou1pqD08P6dXf7Vm6/TVzX/+2f/mJ/45AcYFjXr52rKqGldRAfPvFOUGX6po6A6aqPpEyQnNoa+awmIBShFEfCR+1pKq2yo1qKbiIkvvXyT377zEtGLuHLj6hqjtRJ9YjijalRSDG3J2d0xD/ZnuM5zZneNUGTo/ahC207wsz5hSqkGrUUQL51D12UOpASCVLSq91gjMeahc2gSG3VFaQ2FiUznHltYGJTUWGLbZT5TYHNQc38xY3e8RowRq6USRYkdSKUIGIwV03KIK/V/xKKo83H+263/LyqiVeT0OP/354FfIzOsV+tdkdM/mFJ6O2eYrTay/xH4a0jk0HNKqV9JKb0I/PfAz6eUfkkp9T8DP43ES/80cJRSelQp9eP5+37sO73Ipev4wstvkUyNW1zn/Q9t8+986BmctgxGu2w1S+Z7d9mLDbfbEw5PFrz4wmvMW8/iaMGjg110n7h+a8bXn3uJg/0p/YUt3ndujb3P3COlxMnOiE//0mcJ6bN89wcv8tFLD2EUXKgNA2OoVEnUER9FtWuyIrEspPxeLgZY37EIHbN2yjL07E1bTg5nNJVl68wOk9mch43CX32IP0pvgwVTGHaHlSAo+kgyEgeTkviXlC5OM80CMoYNIRJYyRcUXgWSlelYJIcrIg1MjJJKyJObtuQRO0Akeunv6EKOBEfzltmyZ9RYro7H6KRI1hBDoO88B8cLDjan7AxGrG3VdA8WxA4R7sVESilnrslTWRstVpsoSRXzvuf28YyH1zYolKUICV0VFNYwXzhi0KyVBZ+4eJkv7d3GWMv/8JvP8SMffYyza5aIZmNUcDwTHZD3gaYuQK+c5YbkPCHn1rcRVPZYnQp1WIHseGcjRo6vvvOYUuwtphA3fTKKm9+8z+3XH7DW1GxvrbN7eZ1gFPfvHDGZtnQLh1JwPJqzvTUk6YJmrRT9GjDb71jbqkU8q8SIa6yW43GjYKqorUGTKIzCas2gKIkp59JnO0oMHqciValpl/40TGHZ9xBjPm4nTFKAEbV6buCH4AmuQHvolJcqOSUGZfUdN4m/CJHTHwdezxB9lFK/BPyIUuol4NP550Aip/9rZCP6kfw5wP8F/AOllEqr+v9bLBcCL775Ns2oYnyu4bm9O7z5+Skfv3KJ2eAGB/snPP3wIyyWe9x3U3ZqhaoCk/szLl85w/V7t/nrH/4kN+7eY227ZrZsWS5bXvzjGxSFpWosdImDyRwfI7/6my/xa/ollIZBVbHWVFzcHaEwPHJhnaYs2BgOODMeMB4NccuOYHrOXt7m/ktH3Hj9COc8y0HAu0joA5/Y3uBCNeTs4j4vvn2M6TrOr+9yb3pCk6xEHRdZYEcihUQP2BSIIbBsE84Le1nkwbBC3Ia42ljyhCtKnhlwar2QLnc+mEVIPuZYJrGFxJwQMVu0HLUdo0HJsCpZH9UcThdikQiRo8OW/d0J1zbOsz0cMD/umXZBtENaEQ1yrowiC7BGMt/iUqZX3dJzMJ/z+MYmw0HNvHcMTEWhCzaGhuNlB0pxYTTmrzYVb08nPD/b41eee437J1Oeff81tGqwGlzM7njB75BQOAJKC0Fh0UdiCgSX3hnX+4gemCxzkMZIcClXpJrBdkOzWTF/sKSfe/qFZ3E8R1mF6yLU0PeO/dtT7t48ktRUrTj36Bb/0X/8Vxmnkn/5e89hjVhYlouOYiiVb9AgUZhiOwoxoUX5SlVYRrVl1FS4kOhcYGtckpyi0Ybd9RGLticpOG57ztYNUy//6KVRrA8aIRVkka2cjcXEWxaWvpfrKuqAy1PeYMB1iqq038nh8RcicvpbxUd/AjmOHaeU/Lu+fjF/fvozKSWvlDrJ37//rj/nT0RO28rw0EfOApG5cxhVMfEdv/nyK6QQOXNxjd/67S8SAtSPVBxUJQ8Ol3RtzxvX7zI+U7PfnfDQpS3U1mN8/YvX2R4OUcMBj+8OeebCJf7xb32eO0dTdDZ5rm0P0FpxdH/BvJ9x6/4xMcLnvh5PG8HGKC5d3sBow+7OBvcPJsz6nj7Ihd0dOLRRVIOKixe36cdjvnygeHhrg+974irHVPyzz32NNb0uMoFOegMxRNAQo8MWFaNRg46K1vsszjGAYGOdj/T5ia8yYkMwqvIUjF7k/zL9gpiPJLrUJC+mTmWy56qPLOaO43bGpbTGqCy4sDPmcDLPGVuwnDiO+o7HS8XueMhk0TFf9oSMOsGQK8Z87+dG8Mq7lkjsd0vRsmhwPqBSJADee1SUyObNYYHtFENjaSj4wmvXeeuw4+ArL/JDzzzKuKzQWnFmVLNcBsqKnO4KpZYEXqNl3K2NyhKEdBqZJNOkVS9L5oMpH8+SizRrFcPtBl0olgcdwcn7/ZM/+pf51BOPc2n3Okftgn/6a7/P+fdtU9YVm8Oa8XiNi5tDbi8n2FJjo/SEbGGYzVpsFGOtC16MuBFiililGFYVJIWPno1Rw1pZoa2gaIYpYquSo95TDAa4kDBlQeg9LkYGVcGkbVmvGgyysRhrTotAg/z7RR8JwUNRgJfqbL0p3iXp+DfXn/vI6X9brw/4E5HTzUaVTg5nNJsDgoZyUAgjeKOkbwOvPrfH8c2JCLm+ICKyamBJKAabNcd3Zrz1xgO2Hj3Ho806Lzeag8WMh7d2UYWh3Bmz+dg59F7Jf/nvPsurr9/j7/36Z9k6O2b97Bp3rx8y3mhAJRatR0UotKb3nmnr8cuO/aMl83mL7wUfYYym7z3Galrb8dd/9n/BhcjDj+3iUuD85oBnP/oRdBn4zZde4sOPnuXMYMDQDhhaUXncm3tClDyvQVUyXSxz+e0Z1iUx65IEW5HVaUqEhcmsGtLCuw54QIuKGE65WSrGd1I/rCaGxO3DKY9sn0UluLK1yTff3BOTqAK38Jx0Huc9u82Q6XrL3oM5KXlpXAc54pAyYD/mP9cFQhI8yMF8yTI6qtaw7BzWFGjtKbUlRgkK8D5RaghKcWFtyPc/9ShvzebENOBffO1Vtoc1H7t8mY2mItDTR0PvE9pLYsigLOhjICRF6KJIF+KqIlwJP8mumRUqTfxk6+fWWExaju5MacYVRWMpGsX6qGQ8stw4OeDOyT2WPnDx2gb796cM1h3/8vNf4lM7mzD3tM4xm3YUtSYRcV3EWIvRmjIqVDRYpSXpFc2wFrwJRmUYv+dkvmRYlaQkyvdbx8eEULA7rpkftvgEnXNYoxkUlgezGTujoRyLU4KkKYxsI8YaaaQhRt6U7TTRK4yyp+LWb7X+IkRO3+Jbx0cfABtKKZuronfHSq8ip28ppSywnr//O672pKVvA7EQL44qLDqISjb0nnJgiS4SC7mZuoVHG0170lENC04mE77xpuPShU329+b0RB562vDN+zd5YfaAhfPMbcfvvNlSqYRKmhEjrjx0jr1bx1w5u4ZPkZv3ZuwMG7bWBxxNpxyfeKL1dF4U3sPNBt87Qh8Zrdf4PlI1FlNZjIMz4y0mixnDZsSimxOD5+Wb+7x6c4+j/RmPXd1ma3PM5rDgXt+yfzTHDx2bg4reC2kwdQofAz5KyKM2BmssNkIyURz2TsD7KnsZ5EJbjfdXHrE8Ocs8HnQiRcVk0dIHh0qR2mZjMLnYipFFK7qmjbpmNKhy+KU0pleXs1KZdxhFx6VLURZrIKjIpO9odEGZKZcQaL1n1vY0tbCVa2soi8QoysRtzRZQJF5444SDZsmoGrCzMcCohFU2N6MhrYgHSYiYiZSJj5z+/qvn/zs+MznG9gsHW5GiNKJHqi2DTfGNPfuxpxhZg/It53d3+MV/8QeogaKbdRQDwzL2vH3/iI1Sk9p8FAxgixW0LaKD4olzZ4nJC8x/MSeESKEEaO+CHNlSEuP2tOt5a/+EL792l0Xb88zDF2gWDSPAu8DSecooNAiTJ5SQG/AkMQQrjSNikggbPR6t6zyaFbrnd1r/1jailNLPAj8Lp9Owv/NniJz+B3njKJHj188DLwOP5QnZbSS++idSSkkp9XvAjyKTs5/iT0ZO/xTwR/n//93v1B8CoIu4NrH3tXukEOk7oRUaK91+13lRrSJPE2Ol0RicVArtpOe5z7+OLTRlU2Ab0b589je+SNUUhBixlUEbzfPpq1y/vsfHP/oM53a22VscM96qOWwD53caHtvc4kNXz/D044/yy3/wOXaT56tfusVy2hFDZO3CgHJUnWbNm7lsiDHCd33vJ/jEw+f56lf/mJdu7XHgFqyN1njymYcY1SPeeOOQt2/d4Qtfv4dzPSEEYoi4PqCVomqsgP2rkqoW5OhoVKFGlo31htmyO2UjBa3BR6nMiBgr3qlltjfIVEikxSulMUg80/3pTJrAtmSnWqMuC+bLXp6kLnF83HJ/csTDG+d5sFgwKAxdIf4wUwhFkwRKyQ1fNJawlN8lKIXyiXuLBZfX1hmWJT5vGr3zFKVhVFkKY+iTMLOjUhRlQVo6fvszr1LVBe/7+FW+8OYeX3jlBo9e3uHi5joX1wYkrSmUYXNc0S0jIQSRNIRcMZ5ulSn31RQoidJOIfLRhy+yWTX4YaBd32TeBcKWY9Enbty4x507DygLxf5Rx3SyJE6gXfRcemYXUxi+9M37bFQNg8s10xNFWRgKU9BFj3ewuzPg3/vg4xwsZtw9nvL8mz3DQYUZimJ85h0ni46b+xNeu7nPbLFK8ZWPmw9OKIcNwRaEvsPoAh8jNw8m3JvPWCtLBmVJZSwoJZuMTkAgRAWphGghQ/GEdSrXybdbf+4jp/PP/AzwW8gx9H9NKb2Q/7i/C/ySUuq/Bb4G/KP89X8E/BOl1OvAIbJ5fcc1HtV815WLHA436J3L4q6Wrve0S0ffB0IUHEdwuSeQMSApyM1Qr5USn+MCvl9ZIxIL3WZvTkQpxZ1v7HPm2gbqfQUvXX+N2dGCzY2alDTH9Ix2NrlJj9u7xRu3D6iaknJQsKEty2WLLjUUilhZQhsxdYGu5XV87Y2v8PyrYApLh+Nwb4na26MMlo20yb//Ax/mS2PD/fuHtETq9ZJu7k4h79oIzOv4eEEIkcGoxBwYnPOEIDfT9vkRk+OWEAOmFIh9NTbY2jJcK1FeVM2iqk5/4kPpBF7STpdtx9bWkLJQXN3d5JWb9wk+EBPs35hw+/yARzYusl0OGBSWw9gCuTIinfZhZKOLKCuR1SlB8IHbkxM+sLPLptF4IgNjGdUlR4sls94RkqNLMO0XfPG16xyFDoLh/R+9Ro/jrjsijCLzw8Dvf/UtZtMlZJf5+XNjnnr0LGvlgMnSYUVadcokSlEqQqESxNPKTRnF+7Y3eWxrHecitdXUjaUpStAiCA1ITHlMiYCQFGKAL8+OeP7OPeZbDVcfOs83X7lN4xTLE8/D17b5gWc/wf/xu5/BRM+Rm+FTZO9wxkvX99lZH1DGxCsLz5v3jk7ZUsELEkXnTcJoxXzR8+Bogl9vuHHzPr5S9ETmQRCxxYnhqTO7q8JPfvGkMLpAI1VXjCL9SFERlaIpq3fl4v2b68995HT++q8jefb/+tffRKZq//rXW+A//H/yGo3SfPLyRbgS2CilV9OUhi7BYhlok8O5xKJbsvCew1nLfNlxZ2/KtF2wWAaWXU8IEe8EJe46h88RM6tNKCWhGc4Pl/zeP/5DjDXY0lDUhqoqqQpD6vboqhJzbs6wqtFRsXlmjcntYw5POgaXGrFRFLxjsGwDGIHs61IRQ396cSmtWQZPVAf88ue+yNt3D+iSo7lQo2pN7QzRI6OxkFCRbLSE0bBkPuuFCjmo+L7v+wCpTdw5OkLViusv3MGHQHvfoU1g6ue0ecycUsKWJscNgS61cHAUuOiZdC0j1xPbnvdd3ObWyQmLvQ4ZTzneujnhY1cdW6Mx6xsVhwuH9x7nEgZx22hNjkkOaFuQbDgd6By5Fh8l4PLB8ZITrVmvCxYusL+c8vW37/LGrQOM0Tz+5AXON+t0IXJ07xjbaaYzJ+LBEPjk09e4O58yDx2zWc/xoudfffF1uqWQE1cBBfV6TbNZZyNoblprqZ4ToFxGxmgoC4MpNKUx1GWZe0rq9CY2OuNCUqSpSl5YHKBiZMOM+N6nnuTF59/m5/7GD/MQiZPNM/jdi1z4T7b5+//br/DGrX0WXcDHSFNb2q7jqA3MTjoWSyev1xiUMngXThNMfIB7+ydsbAwoNxtudnOqoiAZTe9lWnj96Jgd2xBTojTw8O4ugzKLSlWUfxhiFj3Kcb3Q6dTq8q3We8rqvGIITGYThpVl4hPrw0FGkyZGNYyoCJWGpsEpBztG/DvvlzjlPhR45egDhOhZ9JH96ZR24bi5d4ILjqNpy7Jb0rlA10dwiX7WM+s8wQVSftobKybbFwclRSXUl6JRBJePitayoosA7+BU83g9uCAmRFYg94gqFS2Jm90JascwOr+BDx6/8OjaYEkkbTNVUFHm0XPvIuVWg+kCKiqee+NVaRjPI6YybFwecvHyNo+nhhffuM3Xbx1SNgbvovBoCoPLZsdu7oWFHBJxHviHr3+OGBJlZaiakhAT7aInhkg9Knjj5cBvDL/JsK7o2p6t9YpZX1EUkJKm6zzDUnN02LM2sPQagvJUlaZz4n26u5hQGfBK0zrHy4f3efnePhbNuQubbDy0TRc9+8cT2sOObuIodclWUWPWa060pe0cd+8fQ1A06yVPPHSOsdUc9ktu7E+4ezghZc60XyaOXj/CNIZms8YUEpmtA5haBgQDa07NvlYb6qKhKBDonYYYJPBAkfBIDHhhNPenSxTw6Y+/n915x3d/4v3Mxpu8z3XU+463tmdcT4o6et7em3IwW7BYdHTOsTFoODrp8SGeDjp8CKw6bjGmfKKU4UNlLeOypBmURAORkJNVEtPomHW9bKTRgPKQCgoLLlg67/BBYIGCjkoQzP8/U7O/aEspwV+mKF4aaxNkM6XODvLgI4UO6KAYlgW970lYlIqcdB2jUlOagLUVWxXsGM3gQkF35TxJg9bylPBB0/aBZdfhYmTuOk5mLTPXce/BjMWix/nAdN7RO8ey7ZmfSLlbNIZkJGwwZRc0RjYu30aU1miTn76rlBEjcPUVKVLUwD4nTsg4PmXzpHqnF5mZ0Tm1JFc1zoBZK8A79G7BfNpza3LMubObvH44pSosZlRQaHH7G6PouwhWDLX9wkmMt9EUAyPHQq3EH5USZV2wtb3GYFBzfDTjjZdOSDoy2l5juF0QZwtmvWO58ATvWA4bfPAc3+3QFgYbNZS1YFW14vXJEW0ILFq5cZyGK4+c54Q51w+OmNxdElyiMIbFvCcamKclpvUsFk4U51px/2DK1vqAumo4P6jYHNRcTmtcG22THorMQ890ueTl/SPuVgbXOfrDnnbeYwrN+uU1SlOiHZRFxbn1IcM6T7gMWCuj7lQYfB8xWhEy3TAaeb8aJSr83/r884w+9QzbY/j5X/5l/mERefrCNf7Wh3+IP/iNP8AVBeCZzBYse09Tl1zaGXNrb0ry78K7rh5SOQJKId4xW1om8wV239JsDpjMFyLmdJHg5MF3bzbj0sYaPipmbaSygVFTC0TOrvD/Wo5qRAwiNv12672N6E8ssTJolWi9A1WRyJVmEo1H7xPGJBKC7ZB8RUWRTZchCvPHqET6v9l701jbzvO+7/dOa609nfHOl+TlLJKaFUuyPMup5aGO47pFUgQI2qBogKL91AJ1PrQoECCAgX5p0LRF0S9NnHqKYceOa7t2ZCdWrNGSQkkUxeny8vLyDueeac9rrXfqh+fdhxRK2k5RwArKFyB5eO45++5z9l7Pep7/8x8qIbosC+BXmciyW5OTIwJDp9C6YlQZLo0HrEPi8f191r2Yk08Xa45Xa07nS45nHeu+J9eaACX5VJ7zm3om9W0selX+VKwbCrnOQCadEe1ycd+T7JdMLurstMklK+vospgqLN6MGghuZCeG9crzysGMj37oMQ4PpkzGFePGYZXFasmvX8Y100XPdNnRbAYVewAAIABJREFUek9sNLPpilzwSxuFf6K1KLjf/4FH+MbXbnJha8zh8RHvu3yeo1XH089c5svfeo20WtJ6RejmtMfie9PNE0bJReWdpcuwYy198hin6Y1mkXp88MwXS05OWywap0TQGVMkK11kGfqsS6isJSjZqu01FQOrGVaV6MuSwjrDxDt2XMN2XfPyqObebE1L4taL98kp0Z52pJQZYtgd1OxMGhprANk4WSOi1Zw0wQIU+9UsFpRd0mRnMCEzuTDiuet3ae2SamzIScNWx/M3n+Pe4R2Mj3QRdkYDMh1d9Dhr8F2gri2686Qo+KW2mspZEa6ShZipYLYKDCeRZrti1q7IZExFKUSKnoBWkr+HSiX9Q/ysRf8i9ilGqbO0lvzuaPbnOQprHSYp6trRLgPRKJyBdZLdstGS/+6SJkePT5LOoTQMLCX9NYKVNIe2F2OuUWXRNjBf9+RoGdSG02WHsWAd1OXFMjmzXVtyCGgFO/tbPLS/zahxzNct9+ctzx3f55ZeE31CRbmPlb4HVcl4Jllg0kanFCBrwZLKijl7QMsoKCt3RY7iNaTIZKMF9FXpDHDeBC7qlNGzTBprqV1dYMSQPR35D55+ihd2jkk5QpRoIqPEbkLlCexCXwy1XuSU2/Me6wJtq4ipgwxdFyEmDpZHfM8nPsAzD57jC3/yVb772iVeuHeHv/LvfIr7p7/AuYfO8VF9kQ/89f+G//0f/5dM1z1pS7PsEl3n6bqW7DNVrBlHywvzGbqCfTPknl9zctDiY6BDfI2URtI8ig5vZzzAaE3beqpK46PCoDk/rBgNtxhWitZn9iYGrUVf1fWBC2bMpB7y3d9/hcN+zb989AaHqxWv3Z9y8PqMg8WS/+XTX+anP/E0j+6NefLSDk43OOtAJyKJGokGl4A5S4qaNna88NIBrUv86Pd/D/Fkyh/8629yezXDAMEHbl2fcdAu2K5rUh948NyEmDPH88DhUpJ4uzaKoNkVQW+hjWurcM5hTGZQVyQSzsDFnW1u3zmS95iTIpVT4jj1DGxFU2mcFjFeCMJJM042pUKZSDgnWWgxvLMf0buFqBwFbA8a6XxQeGvIORKzqCz7Xr4o5YB2lrVPmKTp/RKrHX3yLJct1jkal1n5QK00uwOL1gZnFCerjrpumK7WxJAw1QBtLE5pQo4sW8FrGhPR2qKMoe0lg2vZdsz8mqWOkBLaFZa9UWQvZvaUNAliQjlFTlr+W2wtRHJR0KNCuBPLCvHhRm2U81mKkDECYKtNbyW/KZMUUQn4WEfD9NYpf/1vfRcHd0/EvztrtMn4JEJMFQ0hBEmTVYZFXvHcK/fofKByjkimaQwhKnYmDaNhxRrPG6tbHD13j/dfu0YaNHxjfkr4zd/hkcF5dIZbbslzv/izTJxm0ULbtsTOUw0MVeN4YHuP5599HT8Z8sFzF3EG6tpx643rtFG2c9knGTtzIZNnBVGxXPf0nUdp6Hyi74MY7CvLQCf6aHFG0/qeWiW6TMn9CpA9KfXsacV/+tEPsegDr94/4YWnDvn63fu8+tox/9vvfIkcEhf2hvz4x57iR973GBeHFbWzZJUh6TPNmgaqytE5w+t3Drn54i3a1YLO98Q2oRpL2wWOwoJ57xmgaU1i1gZO5y2tD9y8e4o2mu3zQ+LxQgpL6VaNUyxma+7dP6QaVxitufjIPq8envCJR/bltU+ZsEjkNqGcxrnINKwJesgWnp2tAX0Pe+MR6z5RqYxSCbIlxg6COuvC3+68W4jKMVpTKYU2TgzEYqSTuFJillwnUhaAulhizNcrCUwkkHMiZLBJ0/qO08Wai5MJszZgXRJAGkWOgeV6zdawobbQdi25qml9YDyoiTHQh8iwdmiV0GhCL6Dx0bKlNQkQFrE2iCmZ3kT3FLad0Wce0vCmof3Z6KY02mUyxUfYFI6PKvE3WcmIYkRJrmI+M0NzWpi6OWk0CddVKNuzMxrw0voIlQ1ZZ2JKwjMBbBkHK2uZdp5vTaeCZbkiIgVWrSf3mSMfOZ2veODcDrcPptx94YDXrt3jmSvnuWgnXBkNWK+9JKJowwWXySaze35EUtDHSCrmY6wjn3z6MfHjKfE5IWZWPqF0iYAeOLTTpD6UBAphMiyWnQC7KhekQ7ZK+1VNAIZA1pHj1YwL23u06zV9iFTOoZKIRH2A1WrFdOXZqeAnn3yEH3viUZ57/Jhn7x5w7JfcPlnwj/7g6/xPv/J5PvS+i/zM9z3FJx55hIHRuBIHlU1GKcvBq4fsXpzw2BMP8Ou//zkeunCRWbpFjpnZvCc2sksPZG4fHjGth4ybmmQSe+Mxt+Mp4kskrOrlSUvog9Authre+z2P4hI8vLvD+XrMC/Mp9w7uE2aBfuVRVrZ8pExE8+k/eQnrNFfP7/B9772GSZqL4wHboxGrkNhOGVOcSwO8C1b/eY4xWkzck+AU1lraFMXDOUVqbfCIFavwOjKDqgaVWPtIXfLPQwi0ylAbK7YWUczWhYCXiUoYrT6KVatWIjBddS0D62h9h1GG2hlaHzBKMe9aSIm1ycSN1ALO7DDyWRKEPvP+ASCps5EqpyxFhUJc81AIIPKdljMrUuCseFG+TFWK7DO5i6SR/J0mwer+gh/4wENMFx5thMSWoiST5JwwFPP4ZIk5ca9b8PpyScgZZzXev7m5cU4ihHKEWdtz78YxYR05vjPHXL7M0ztbdK1Y6BoyxIh20JgBC99SWUvdWILP4BI6OeH2IKkdKOiR1TVZlThsGU82Tpu61uRFxHvJ8HJGpAlGa2zjqOoBOSmiBZUUSin63ovBvtFM246d8ZDaynsg5kStFbNOcThtyTlybWfAB648zqhpWCTFZ1+9w//17Evcns75ez//WWr7RSajin//h5/kkct7fP5bt/n0F15lsjdkea/lV/7Zv2A8GfHgAw9w/Y17jPYa8InOC8+nMpad7QkP7G+hdCbpXdo+8rVvvs7x0UoKilacu7rN+cvbjF3FY8Mdru3sSCAiwidb6chnv3mHSw+c43A6E82cl7Tina0R50djUsp0beQ3vvACj77nPPthxHA25fxoyGnXM64sIWq2GiMRVe9w3i1EbzlRwXLd47TCp4yKmewDfcpoFUBpfIrEToLymkrTriM+BqwzxChGUH0f0MrQx54YwKtA20a00nR9xOoiQwhRfFvKhORTok+ZYRkVfMxYlaXiJM3aCC8px42FfaHZxyQbLp3FzD5uFLMyz4v4MqN1afmt+A4plCR2gFytxfD+zEC4yDLUSJMKiRNfEKkko+nFvTGf+siTvHDjCO89WhsqJb5DJmuyUaReHNqiVrw0m7L2nuADGltEogVsdwoVhQ/VtT3D3ZqDeytW845fvfMlHnv4PD/wzGMMnRNVm5Ifss09tXYyYmaDLPg0QWdUlnX1hrTng1jvKlt0ciGR+yBJr0qTs6TbGpMwiN+3j1HYywPNTu0YWgF3QwyYJDeN1Gdqbagbw3bjqConqbQps9KZ2jkqk0mqIqbA4WnPaZ0YV4YfePgSP/70A/z9z3yZL03u4FeBFviH//ybrOfixHnlkX0uP3gO3wdWXU/0medeus77nnmUF2/fxLsMHgbGoZ3l+9//MH1IdMHzh196hZdv3KcaOx7+4BW2Bw0DY3hotMWTe7tUpqaq5f0rol4pGGNl6Tt46vIlmoGjX3ZMtgZsDRzjpuHwZMUrN+6QfKCaGG7eOuSFxR1il3BWc+2xc+yMhlTaMqotexcmnN5Zvu21924h2pyMXCw5o2N+09xqg5ukLIJKlfExYpOm15E2emLKRRmu3nwslfEhlTWmApWx2hBCEqUDitZHjNakHM86iHTG+pLNg0+ZEEU75csbWxnBfbQBUgkeNErM2c/4IGdPhAJly6fMmyPahoRHQjRgqDLSURjBlGJWGNdtgkqfdUpxFfnAY1cYGEvb9hI3U8L0cskJixIIRkqRdYR528EmOtrloj9T2GILozdRRYCrK1xjSEERusjrd0558fwh771ygdqIeb+o2w3aSRSyzm/BIRSA5K9L8uwGwM9nIQgpSjEX4L7cEUq09OYhUpTirIxhUBkMhtqKNccD+zuEHKB2WDJdklgpA/RKzPArqwuRVWG1IZGoG4WzhkXnSUjXu44JnBZbQKOpKoedOJzR7J4bkpPY+McYCauE75Y8eG0HEw2972XpAWgSp33kay/c5P7hlJu3pgzPjbhwYcz+cMTVwZj9puF8M2ZQWfpYVMo5kbKichatEkNnec9jVzjXjDHnNKvJjK2tIbSeruvFqtiIJ1FO4sxQjytW3ZquC7zywgGT3ZrhsKGpqxJN9Pbn3UJUTgZaH7FK0wZJt2z7QOd7NvapWhmclpA9beRzPiQqp1gFj1FWHOms0NV8yGiVCG+x9NQ6M9DCs8k5C7yc5CLpo0cnKXpdCLS9xxkjBDFgmTaMxVTY01JotJFClAozV0as8heWn062Y0UZbjI5aumplNh2aCdUA7XpihSoYn6WcxZ3wS6R9zSqlyTYPI988plrqOQZVJJvr1WxU+2jbAI1wnECpqFj2YqSv6otoRfvoxgjtir6sSTPso+Ri+d3iA8H1tOO5dEa7yOf+fxLvHTlgE997Gl2Bw06ZdZ9QIdEU2m8F1cYrYTFHXLEoLCVRCCvUyTrDL0m6yyjWEwynimx0tVZ4awVhnOGEBPOGrYmNVqJgt0aTZMh1JC84DI6R/pFB5UlhCiujmiccfggxvVNCUGorXg9a6tpKsVsnZj5nuyAkQGniV0Ckxk1FcPaSaihVoyHDiYVp4dLfvLiFc6bEZ974TWiaTERvvGVN3j2c6+ze3XCsG744Psf5j0X93loZ4dz9ZA2BVIUwzdnLVVliyjWUteaGMW698HdbZxSTJdr7LjixjLw+iv3yF2QTrx27OyMWS5XGCNkTWXAVfIapgi+i9w/XNCvPcm/uzX7M09MkeP5nNrIBqy2lWyRtKwnu77HVpFVEPMwlw1WKYwRFur1oyOubm2xDBFipLKmdFGQc6KNEZtg1nn2hg3OKdZ9xmktiavW0PpIUvIixxQJKbL2PSnBUpeOQ0vm/KYj2mzL2Pw7ZonviUoU4l46E+OKMl5z5uAHb3Y7qKIcBwGmgzghKmcEsA2ULgoJbEyKrGFUNRzM1vis0AVzcsbQK/k7QgKnpMt6dXqKhNCIuZayUvRUFtV8DOW5xEzvA/fun7K917BzbsTiYs/Ry8e0y8ytmyf844Mvsr0z4Me+531cHg7pO09MitoZnLWse48x4KyVH1tpUtasQrGv0oX8WUay1BfDr7J1zMgmsXJOIqOVYjxuGFgteW4Iz8rljDeaWomh/HAAFyc11lqMlkimnEWKErO8flKgLANrWKMkuVZZ+hAIXRR+WNzIuBIL3zMKgeXhiqqxbG+POJ7OwSvUdM3feP97ePrxR/nv/odfYLnouPrgPg+c3+HD165ybjBgeziQ96pEotAoQzYWn3rWXY/SSRT8xhS720iMGWsNF3e2YXrK4aLl8P4MG+U1y2RyCAxqy7oTMD+TsWiqpi5BCqWIt4FBcqxPOuZH67e9/t4tROXElAk+EZLHe092UFcOpS1kRdxgCMkzcBZyxvuIdY6cMxNXE0Ok7XqmMRBCYreuuLI14njVFgwoSl6ZEeJjTIGcNbN1T22tjH4o2uRZtQGUIgaFVoljX4SpMZ+RCjcbsRQz2hSl9yZCVKXS/cjXpjN/HIk1xgh2pFBgC+GMN0mQqhJu0aZLSuuIHuvSvWV0p/nR734Pi77n/rTFmlzezMLJccqCgzZ4+hTxGu61a6h1ySUrGJXOOK3ofcRYMfHXWhcjfM/9LtA0lr29EcMPX+bei0dM7y4IfeT+3Tm/8ttf4oPvf4iPPXyVxhpSSvJYZeMUQwStqV0WhbjLRaypIRZpQ9GmxZBwTtJwYxIah9IKa4TkOB44IfEVn51MImuFy5sxUUz2rdVoo9DaYIzHAF1PCTtQWBSDSrZuVmtc5Tjtlsw7j3Iy2kYvJEHlNF0XmbdrXvjKG4Qg3eT3fuppzMjwdTXi5nzFsy++zJNPX4W254ff8wSTZsCotmhlyuufhbBJoO0DPkbatj8LYDBGSxy3UhilqCuDcRajNPN1zShEtsYjjo9mVM6QYsapspQoRSfGAEZGZIXcpElgB+JtPj94+yIE7xais6MAay0+JwaVw2GJwRdfYsmzqo0h20wXZZNmtUbnREhZ4oCqCh8T/Rp2xmKa1nuJDdZGYqSni0RlWwZVReMMRoGPMgr6sp1bdZ5l1zOyTvATbViEnlT4P8JgLflhBrSSonK2FTtjsqYzwqIs9YoavuiYKPn1RFUcIWVNrwASxYdYghqjU9AYFAmVFH4e+eTjV7hxeCr4UC7uhVYTozpjTA+cwSe4t5oTiPhVKEBvLvnrm65OxLkb4zVR1ctjdD5x92DK9mTAA+85R71VMbs9p1t6unXgi1+8zsuv3uNHv/e9XB4MUchzFga8odKwge+mbQu5SFaU0BZSTiilRUAbRApjrX6zsNYWpRSNs8XKQssYHCGZjFUymlmlRYphFClGGlesMsisdJBOIwsT2xphbg9qCXpcJ082uYym4hiqDGcCWJ8yz7z/EgPXMF95Ll3a40MPP8HecEDnIq/cuc8DF/c5vn2A7zvcYCTPMydCSLLZS5GcC9M5g7GWyhhCDNR1RWONgPXG4qwmqoyPcGF3TCZxLk84Op3JJlJFQheojWLS1JzOV2SjRHxccD4NuMYhioUolIp3OO8WonIy0IdMU4mh+Cp62jbiozBMBRRNxCzRPDHJ+t0aWK16CUX0gaX35BTpoxacSQVGjWXRJ0LvSTox7zyVtgyGIwDasCCnFh8lcbZftVgjFwYhgDbMvJdiEWVcyikUvlDh/hi9wVnlpIRyGy/VUpwExCkmY28ajKFyiQEqowmq4EiFgzRPqIkra3+FDZkhmorIshXWde/lDVxbW1by8jAhCyj86nwqBVlr2djpTe0rRcmWqMXiXaS1kCZtksw1U2mOp2u2QuTKtW2qsWN5tGJxb8V61jE9XfOrv/NlHr12nvc9fpmHtrbwIeNqhVJOfJdyoqfka2nZpCmtUFlW+1opdICqbNdEGJro+8hg6Bho4ZiZQvaMSWKVgxZ3wpQz2kdJas0id7DWFPmDfKyVFjG10mQtAQV1zkw7T190X3pzw4jCZDe1pfeBN149IYXMcGD5jV+6y/UfOODq1X3+5HMvc3D9hM+1vcRGfW/iY48YtkdjtMlEaa5RxWPaaenYMhBCZG80pm5kpa/QdL4DhD81cJCV+Kefix3fTFKGY5Io8Ljq2dudMO86URVg5O8xEtFlSsz00Z0FbsfC3be//t4tROXkDDorSSHQlvm6R2eh3BME66ldRU5RSI06EaPFIXeO2jjpbJSmNqJZyznikvx5LOZjKisGVky5jFJClAS5ZWfxk/Yx4GPCKi0YU4x0XjYqqrBty+C1Yf0IppAE59mkp2ZVuh6tyF35jrKdUkZA2rMQQEcpWm/1EUpS60IqW7RMThBPIh9/3yO0fTgDNim6JWcUfYBaG7oYcMbiY2QZY/kdy4+roiShGi3JIakA7GqzzaOMoVZJLE6hFyzmnqzW7O6NaUZOCIhOs5p2xJC4e3jKuu/Y+kuPs2MHxChg9sSJNUefxZiNTNnsqTeJnojuCy34j1LF9VBJV7I1sPL7Kb/WXLqiTCQpI06NSbZjqlS6Qlg/o1uorFEbk7RUcr90wivxudroBzfdrjWGyjn6ztPsVeQEy/srgk9868s3uX3zkDo5THE1iCrzxsmM6YUVo8EAWyp+KgXYaoPVmpjltR24Gl1J9xyTxugEyqCLlXAmY7ViOKiwp+CcIXkRzqaUZCHj5AaWlaSWGLMhqkrBzj7TLnrM7junvf7p/o3/PzoKGDbSts67nlpJSqZFUxej9GXfkzEMtMz6Wsmbuip4hCrjW+WcjGQxM2/Fu0ZnzVYzoHE1tbP0IeKjpw2tkCVTxCEiwi6IhcWi6wFY+0QyUiSSD2eKaSkawoBGSbFIfpM9v/mpSu1xGoy8+ZX0+qJlMkVvloRYrU0mZ6EYa5UgJFQtY0wKQj6M88BPfPgp7rc9w9oxrCq01mhg2XuhOCTRsq37wP2+Y+mDdBNGlzhtwSaIYuSfM+LFnTeSFEpMkDDak5eY7GygXXW8ceuYft7z8NNX2H9ih60LQ7YvjVgtPffuL/iF3/oqn33xNbqY6DtP6z3KaFZtRw4I3SKKjCKVwoMCFQSjMSX/K1Oii4iMh2NcWcX3PtDGIMUnA16RQiYri1YZp8pWSsuIS5IEE1TCVoaUgpAsdSYFzY3jmfhLxYR1jtG4ZjIegDYs52vaVY9qZIlxYX+L7/rANX7qo0+jFpq//dM/xK/97R/hR3/wEVxtuXXrlK/efoPZcknXBUKMoN7sThrnmDQNu6MtBpUVbV5M5BJBbo2MnkbJe9soRW0NVUjsToYoI19jjWyHK1dRlZgTXTDJnDIhwHrhOTlYgiuU9Xc473ZE5WitCEpRWcvKR4iIRy+SSa5VRa0SrU+0FnwIjJsaUqbtE9ZFXNnK1NagFQxcxWTLsmx7tNVQpBsxBbR29CHSls1ZG2S71kdhak8aSx8DmZrD3ouNCAkaufucWTmoXEYqzpI/pI3JMrZtzNtTEu3ZBjOq5IIXMDoX9rQ89mYNmzGYNpNGm27LYKJm1DQMrGG5RkD3mNAqYa2jD8I/8SFglaLLiVeXp2fmYX0fSfqMB07SGZWNSKtQJFKxMUkYFD6Koj7E8mY1EpucQ2K59sxfvcuDV84xGjfcf22KW3i6lcfVlq88f4u78wU//tEn0T6wjGLXAVksWaxwv1Qu+rssiag5Ca+ptpalD6BgNBkwUoL99Dmhc8FztABQ2WRil2mM2J+EoCDLxYyFmBND50SakhSqfG5SDzEjMGQGzqFHDevWs1p5QhAB8NA4ru1vcffenHZoOb834EMPX6KJHcNxxSxM+CfHp1xPnkc/foV0s+Xrz9/h/GiLazu7nNsZYbHiAGGRji9nQg5opWisQ2vB5lS5oRgtv4u1j8wXa9HUobi0u8P9o5l4uhcN4mo+B2toF2tCF8Xj3Qun3WhDN/W4804yzt7hvFuIylFKoZPM0FZpkovQa/oYsMbglScUs/EcAhnDMnhcdvRJsd9UaKXRHeisyQPHwFi0zQwHA9rOYysJIaxtjasNDoM2HmMrti3EIHfhSsN207BYepyDRfaSScZbQGa5yZHRpfvZzDxvtsRp0xrHeDa3C5AoADxGRjSS3A03ADcKlDJgEnHt0TuNAMoZ8jzyN3/kI9w/mInFSefxfUADbZJ1rlZREjtyolaam8czOu8x1hDKZjBnCWkMvTC7Qx+xBSzVZaWtlCr+2LrEz2YImWAkJysZBQFuvXHE1taAh56+zPGFU1azlu6oo18FXnv5iF88fZZPfORRHrmyL1q47FHKousIPeRKkXrBiOjl4smA0mXM0oouRJx2hDKG9jGjcqDLEWMrMRkr3Y5OCqs0fehxlZVAgqLxixEmu5VEfluDs5pf/cbLfPbFW2K3YVShX8C1nTF/6cIlntnfZ6uqeeVkyq998Xlu3LrL3ZMTXv/qAZcf2udXv/R7ZBcwjeXi9ojnXzplPl3zr1+7RcqBc9sjfOyJKEI0WG0Ev4qZ2hmUkq5Gaxn9jcos2xXrZU/btaw74X6RYcs1chNRmoBISk5na+5P17RtV1j/BZf0mWpo0I2RG4j5C+QR/Xkjp4vB/m8Ar5Zv/bWc898tf3YDmCMSzZBz/q7y+T3gl4GHgRvAX8s5nygp1X8f+AlgBfzHOeev/FnP1VoZi/qQStpBwjkZc2pnBcwcGkJMJQXCEXNmUEW0srR9R0DTWAirjHaWWiui0lilOJ6vubAzwhMZugE5eSZNTe8TtW3QlSIS2RoNca5i1DjAsjA9GvEvFsFrRplI9BplZMTarOrFP1uhTSpdjPx5JovHTiiWHoUGkEIq/B8l450qCv6UwWf0jiu8EQUh0t9t+dijF/jGc7dZxozOWhJDKwGsyYo+ZpyCZUwcr9YEkwVwLubxSiu8jwzHNTF4FGCMxSjhnTDQmGzIIWKMKRs2I/wtZ6QoKE277qmMQY80bepZn5yyvzNkZ3fMYn/N6kCIdqtlz+/+3jeYnB8wuDRktD8Uk/0CiqtcuhdjmAwcvguEKIx2uTAV4y2DioHQK0KCmEXyY7J0hZlA5yOXxmNalWicxfaJWEZPB5yfNNjGkWrNb37jFV68d8iztw9YqAAlY/6ca/jpDz/NI+dGPLI9Aa+5ezjHaMPT57f5mz/0If7eL/0Bi3trhts1W1s10Qcqo9jbHtEYw8eeeYBnh/c4ub/iG+aAJ87tsjfZE9dMl8VwDU1lHcYUp4SY6NYLok9YlThdrMkoBnVFsJE+ImTPHlxjyF46VWIq2BgoDMrI9bLBH7XV6Erem/pPQYK+YyKny/lMzvkn3+FxPrkpWm85fwf4dM7555RSf6f8/88CPw48Uf75OJL++vE/7UmmJOQ7haGPQQh+SlFRkSSsgPvrNSaBy+AqQ2UsCsW4cRinWa/kzT0wDeOBQSlYhUxjpLCNhiOquqZbremMZ1QZEoaByix9z9DVOCWgqNGZQdOgNcyWYvoqzFSFUokYtViBhKIMMpncK7JW6Lzx2CkZY7rIQjzi7KgKWVFvrNplLSjYTDECUZl87OFqTQyy5s5tZK9xZAWzEGl9wCqNVjL2Sf66ou0LTSdrXlzPhVBpFCkErJMxUeuMb4V06H3AGUPSSrZMSTCypCF6cS0wVt6qqgDZPooVrW4M3ieyTZgYuT9fYBWc39tiOGowI0d9b0W39HgfWNxasjpes//kHtEXQzhX5Dwk+kXGGqEpUEzglYIuGeE3JYTWoRS1UZLeqsTzKeeEG4Mj0/mIS+BxAAAgAElEQVSOrstMhpmt0YDRyPKt2Yzf++J1Xjg+5rDrUE4RQ2JUVdQ5EfrEf/1jH2dgxGjP9pHKWS7ujFj1PaHVPLI15uEr+zSV5ic/+B4eu7jLL796gzsn9zGnng9cusDVx7cYj2u+/sYB99+Y83vfus5Pva9hd2dbbqLWoDH0ac18EYgxonw4A5u3hzWVcxwtlxwvOwKRhfe8cPeQAx+wQ+iRfLYYBcsbDC0+BmJbNInGoIDV0mPPW1IfeefB7Dsrcvr/zfmrwA+Vj/8hUtx+tnz+H5UIoc8rpXaUUpdzznfe6YEykmgQkWDDTRBg1pqcI8ftmldOTnlse5tx3WCtjG1OVyhtaHvPtPVkEjvDIZZI9LINyTELthAjsRcsqNIWHyVaOEYZY1RxyautBSK1NWA3bsgbLyFZsOkSZChaKch9kva3rOgpUclk8YFROZ1xX3Iq6/riT70hQ4rtRxnRfJJN3NnEl/FTz4eefIjpSuQKsYyxCDeQXPhNWoljYkyZo64T1oDWhCQr8QzYshqvnEXFzYZmM2CKqDgEzjLR8lteJ+vK1qd0gEYX3lKSQkrWnCyW7DcjJucGAoKnDD0YZzh+fcbW5TFmy0Ew0KcSDKhIUcJvYpJZOKUkmi8jekJBscpmrwRNpiymaZIKAFGLccj2sEZXBm3gn7/4Ol+4c58X3rhHm2TrWRnLTtVwITdc2BtxVC047gIPDBwpRLKuUEaA4oUXnlvI8GMffpyLoxEP7Wwx3KqpBw3VwYDveWgf7SWP7plz53j55BjjNPcOF8zaNXtqRzLj1hmtPDlJ6q0VjfVZGmuIPaerji4kVinywsEhN+9NOZgu0M5w7emL+G5JJGGccOWMLq9LG0u0eGGuCy+CN3WPb3++kyKnAT6hlHoWuI3koG1igzLwe0rySP7XktAKcPEtxeUucLF8/HYx1VeBbytEb42cnoxq1iGxTpGb0xnbjcPJKow3ZgtqZ7izXHJ+NGIZVgyNSAm2nMGrzEm74pX5lFoZLu7u0BU9Ts7C9kUZ+hy4NVtjlcg7upgE6C1A7aKfFaqQxAN7H1mFBL2XTPOUhcWaywubYhmlkDtyzGfWIFCKCxJvrBqLshR1vbCf2diIgOQilrggFFit8JXQAhTgTz3dtOcTTz3Ma7emxJyJUdFGT20dUQlkHjwobVm2a2Ztz7zvxFJWl02MKGCEwRwlngktqbExJayVXLUYAsYYYuHzyKWrZPOW1ZlFR996sXINGTsQa6WcEl2bub2YsTVquPLYOU73FjSzDr2M+PMDDp8/JsXM/vt2JCMuK+hFC7hctFhtIEvHq5R0vcF3JCXgtFYGMMTU46OmdhqlDY1LbDeGqDS/9dwrfOX+Icd9y+t3ZwQS2oCLmse397k0HvP43gSTDKuuZeIcv/6F5/hvf+oTdKvEso9AoPeRUWVYp4T2kZ94zzVigHXytMuWK1Rce/97qY5PiNpzPF+gleJyPeKwWnJ4d86/uH6dnx41xChdmFaRobXUtRTENiauH54Seo1Xiefu3OW5WwdMZ2thSm+WHH1kd2fM/HRBbTSh3zD0IbaJamjpV4IRZi3s6uSLJORPifH4Toqc/gpwLee8KOmw/xQZrQC+L+f8hlLqAvD7Sqlv5Zz/6K3fXAIX35m6+TbnrZHT41Gd//j5m8x6z3S1ZOBqKmMEyxhYvM8QAp+/dYN115MzZ6mXpkRDx2Kc9uK37qC0whkBBY2WxIQQSveSJLPKaIUPgQzUzrDuItZoqsowHtbsbA2Z7AzZqhsO58syfsl4hZI1vTZvgtS54D85Z8mpz0hnYzSpT2dyEJSkk2zeXARhFm8sZXPKpFVG7dmCOWX6Y8/INkRb07bH9H1i4DQ5S65ZToqqFlZ29IFVHzmOveBLESj+Pbii/mej0peuJyZwlSUpRe0UbcroINwXg+A1rjL4PlANLKQSey00cawSYqRTSjhJWe7Iq75ledRxfmubNBmyWK/ZSpn2eM102nH8zSkAe09uU++MSF4wurbrQYn8xJjMYFCDqYSomFQhIwbQyNiUE8TAnS7wyy89xzcOD7lzOsdH6castVRAN48Yk3l4ss3YNfgAKXcMbYVuIO3s8vNfep6/8oGnaJKwzfvco2Pm4nhAUpqBycx1Yms05JvHmv/ob3yKuPL8s1/+FSqtOV6JZOgjly5wabzFz7/+ZV59+ZhP1y/zg488SmMSWlvWITBbR7oYmGXP5154nePpktmiAy2OB5uYaGHsJ1RtGFpJvE0lz68ETuNqzXDUcNzOJejBlbC3Xm6gpv6L6Yj+jSKnc86zt3z820qp/1kpdS7nfJhzfqN8/kAp9etIltkfAfc2I5dS6jJwUB5iEzm9OW+No37bs1r3fP7ZG6S8SSj9dmBNNjiq5HVJF66NPjMeS5sLOyqWbV8uzrJmLxYQZ1XyLaGzm6yzXLx/zr4kZawTzorv4lmKhjIKM5AsITMS7gZa4cYOpaGeOLogpKCcEjhTNl6Z3BcD/ZLukQsAmRNncpAUpTvLfYQtKx1RVNTZ8MPf9Ri+iyhtGDVGwN5S9MRuVkamrDKLFLixnJGQMIG+SxithV0NBITPFGPEWo2qjEhNVEJRFewqn6m6tRISndGGvo9ScErXF1TCVqJty0m+U/eKVGUZtVTm7vEM4xTntiaM3zvg+PUp+s6CduVZz3umr87pt3se3NuhwVJXpnS0mXXouTC2OC0YYjSgkkQjoTTeJL50eJO7sxV3n5vR5YzKikZbwjISfOT0eEHKGds4Jg/s8vlXX+Njj17D9jUjeWBQmoHRnCzX/OIXnuW/+tTHCL2M8cPhgKVvmS3X3G8MW+ev8VpSuDpx5+WbqEFiMbRc9mBVR58iYZm40FQ88fA5Xrpxn/ttz631jMuDbeazJYfrFV+7eYdb907pCrE2hSwm/n7TBWW0NZLLp+XmEYLCOEQXB/ReBvP1wtOuApWz1E1FpTWRzHy1RhlNim917fv28x0TOa2UugTcK53NxxCy5ZFSagTonPO8fPwp4O+Wb9tES/8c/8/I6f9CKfVLCEg9/dPwIQBtNaP9gTwXo0tumBQeXYqI0oK3VCMr24XCKE3lHp9LITFAZQ3HxwvR3GhVRJ65MHXL72jzs4PgGzmjtWZoLJe2Ryxbz3zV0raevrBZc87Epdih+rkvglfFKpbk04sjVotOeDmNwY6ElKcHFl1rrOZM+iHPXPRYOQe0tvIYbSI5UD6TtMK0iUcun+fDjz3I9HghNiQYfAoMK3FljEWrlYLETr/ezjjtOvFuOhPeCn3AZCWdQkSM3MioQtI0SgSwWikCGRez1Ccl6IxJhmREXpOSGHD5AEoniJpYCqqoNoTRrpQiWQHc759OaZqavcs7mJFFvT7HOs160TO7t+KlWcfuzogmOSpn2d8dYpWhToMzxjk50+nES4tDvnrvDou2x/eJnkzMif16yAN2yFdfu8P0ZIXvBDsztSaGyNHRnP29MZ995Tr/7nufoo+GSMQZzfawog6Kqe/5l6/e4ocefoBARVCBr82mXL9/ypNPPcbSR37r//wCF67u8crLL3DztSkPPbPPaGtPVPQhElG0feKvfvwZ/sfbf0x32vH8zQO+tLrJ4WzFybGIUJUV47xNOm/aaMJKGOiG/6O1ZjisGFvplDcyGVcbok9MxgP2z42oGkPfSuBooy2z4xW6KSDeO5zvmMhpJKP+P1NKBWAN/IelKF0Efr2A2xb4hZzz75aH+zngV5RS/wnwGvDXyud/G1ndv4ys7//Wn/W8bG258NQ5dCWGV8qYTXlBIXdiow11pYjBFOW0Y9228v1W00ePStC2kdPTBaopgDKUF+5NZ0VV4ohz3GjAKLIA+ImPP8kH9y8wdo5IYtFHOt+xCNCmyMlizo17c16/c8R00bJci4tfNtC24r2cQ6Zb9qzvtWct3NmmTIEpYsTJ3pBcQSSiaotFGML6XEUOoByEY88HP3IZRcImiRyySnCSmCUzzSrhWMWcmXY991Yr8Xw2Sgp1AamNlu5LKxGMGmOkKxL2E4ZESgFtBORNSbArV23uytJR5ULUjCljXNGrGYgodJTnrZJsEZVSaC0WIyllVss1q3XP3vaERz9ygb7r+ea3brE+XNOvAge3Z9QDR1Nbll3H5atbOJ2Zx47XVzPuLpfcODmmW0cW0x5bKVyt2Rk2bLsxzwz3MEB7NfD1wRHrozWxLdHOSrFe9MTz0Jwf8q9eeo0ffvIRnBVFe2UdrY9MbMPnnn+DkXX4KvPp67f5mR/6BN/9yGPcnZ3w2a/+CRev7fP7v/PHDLct5x4aEGPgKHRsK1V8u4N0lCHz733y/fzmZ55jOe/Yujhg1YVvy7DbyDmU3kwCheTqNINxha0ttrFs7zSk5RrnxIFSXD4FHzx/eSwm+634qRst4ZL7e2NOfHt2o37b6+/PukD/vzh/nsjpnPM/AP7B23z+OvDBd3jcI+Avv83nM/Cf/5s8R200w8kAq3PxqTFFAlqo+UGjqkQXFNARQibpSBuDWB1kLeOGj/iUCG0x8Cl3gbMXPeWy9toITNl4np7976XhCFsAUm00u+PMbOE4nyN9SMTRkPdd3GfxxEPMQ8fXbh7w0p1DDhcrVFb0TjolE1LBeIp8QklBTCkT1iKinYfFZlLDNAaVFabSVDVU27Uo5fvEuUlD9GXEjAlVla1aDOhc3sBZ+kOv8sYZWiQcbN7oCUF85HeSi3RjM5LmzfegCi9FOE3KiDzAnIlTy2Nu1O9ly5lFYQuIB7UpzN+8uXVHef5oTY6R2XLOpYFlvO2YPLqFX3iJC/eJbt1LgXRSGE67llurOd+6e8i696iY8TmSXMYrxagyuEozXa5gMEFrx4NbW9xIS5JPrLogzgnlpZ6drGge2OK0XROAkGSTmDM4qwkpsz+o+d1vXGdVBVLlWKSek6NT4sLzxv1jXNNz7oktGp/BarJKtEqxlcsmQmeyki57dzA421TWzjDZbjjpozDey1Zys7XNSW5YpjYMtmqaiWzvlNH0fWC16qiHjvW8k61hyhgjhT9FWetro6Xf9onRpObk3pr87WjHt513mdXlpJSYr1aSWOFU8anZkAMN2Xt07cg+opsC8kb5Pm0tXRckWTVB13pBOCKCw7hNR6TLHSeXDVfmTXhdLuahdexbYd62PuJSwIdMFz2+FVMva2HiHNuTTEiO8Xtrdq+NeXW6YOQcx6sls6Un+Z6uS2I61gf6eSghhuBXobTjUqRSEhM13wVYZNbHLdV2xd6jWzzx+FV2xhX3j6YMsrzJvJfZWfZsipgzBkWMkYOwxPtI9LG4M+Y317hJfHY0kuKRy1YuGzF6U8qIW2KKqATJyAUafcQaK8zsYvpmnVACNlo0jQDYCukIMuX3XqViaZKLta5GO4WPmRePp2idOb+3xeT7G+6/fMr8xpx23gEwnS05OZ7zjWdf58JTOzQ7DTlE+ijcMEqHOYuB6ZEn+cSz+YiPX7rCnnY8Vm9x67Ll9srjV0HkICmzWnS8cf2Y3d0Rn33lNX7w8YeptSPkwLCuCSliFbyxWnDU9ri255/8/meoreHa/gV607E6XdFYSRchisf6aegY9BadFcOmxlnLfB2oDHzyo0/yr755nZvXjxlu1cXqRBJNcsrSAWvFaG9IvV2hnUJXhs1tQiFjmu88k90h3byDmKm0LAi0TmfEVacNg6EsMtY+QJ9Rf0Fg9b9VJwN9K1srfCpAauHvJCXSjs6jtSW2wnFOCUxdXO20guKG2PdB8IQ+Fw9kWZcnn0CX8UhzljcGAm6qDM9c3mNUV1irMUbwpcZalM5QGRISgx1DxmdBef7wxg3eWK5IwKk1WKUZjyyNGWFswipLnwxO93TR4HTgyHd0IUPoWS8C/cyjUsbPAt3ME7pAXEUmbcU0L/nv/48/ZFhbvvuZq+wNBwyahr3hiOAF/8hAiGJlcXu1EvzAlF9s8QLf0CdJQA06ChfJVQ5fNHp9kpz3pER6olLhN8Usfttao4w4RorntpENYVJgZVkQU8ZWGh+KZcsGP9uEFpok+fJaLG2TURyFlmbkuPKBfRaXBxx/a0psI37laX1k7/IEfxrIpmc4rtkbGU7ma5TWVFpuRBhNtorXlgseTx2X6yFPbe2yEwYsHwwc3ziVbtIU47dVYtF09KHn9mrF1eGEYeXwUW44zjmenOxyenIAQ2knYp+4efc+HZFokwQ8GOkcXVZ45cmDhspnTuYtWotLpY+GC/WQS9vbHNya4dvI/pUxp6drUspsXR1QbVfF5UCwvNQVWU+Qv8cmxaBL6EmmtmK274zwyFRUVNqCi7ihIfniwgmEnBlu10xPVu94/b1biMpRQNUIqr9ZMGtdHA1jxjonYsBaSywvFCsNUE6IgmqjPQ3S66pSdHJMQnEvnjvoIjjNwq3QVp+NFN977TK1EdmEyQJ64yEqVXLYDR0BT8YHWKbAvW4tNhJ9pkf0WGmdUKlolzYbvYKSuyqTrUGbzHjUMBlqxg9oumRYryUo8uTGFPrMY08/jO9WXH/+DvNlzz/9zIuMt2oeu3aOpy6d43xTi5Nlhj4GjnvPouukQG1wH63wPoiGq+AKvotYJ+Zf0QsGpLUq0WoKgyIZsZmlsHiDTxirxJC+bO0sEtlkVSb2oK1FO0XsoxQmndEpl41aeT1AzNCylc2CM0QrHWioM9uXJoz3hqxO19z/2hHaiv6rGTiOb8w5ZU41NDz49Dn61uOcYbUK4seTIaD4k4N7/MS1hxk2FQ8mw4HfZrXbsr6/ktG08B9X0zVme8gfffNlfubD78cmsEWzXGnxtHpiuM2zyyN2d4ZimZLimWvCJhpbIVa0e4Nt1CJwPO8kmThkus5LemvKfOLxqxzOF/Q+ENaJq+e3MCPD0sm4u7GDyW3C+ITtwPhE4ww7tSM2oGOitvVm0Qcg46VPNE0t10IZshOZdiUuEvYvkND4b9VREbnztFJENIWLU5ImRHCqyK0UIWmHE1obkhCK6Nv+za2DLncLLaPcxrs4pTKW6WLjoQE0w9qy4xqRESDr97qSFBGnLU0NfQSXJfPMOsOrsymLpRe8BWSdnjhzJCSrglSJmhqlCUrRdz3KaNrFiuxgupIxZ2/csLvruHzhQfZsw+yk5e7hAZMLQ1Kf6Fae5cIzna+pt9d8fnHC/sgxTI6amjQwDIdD/m/23izYsiyt7/utae99pjvfm2NlVnXN3VU9FnTTTQsMsi0QNEbCRpaMZUOIN4f94vADctgPfrD9YjtCjnDYoPBAyAQmwjIGyzSBCUG3GHqg6KGqMmvIrJyHO5xzz7T3Xnut5YdvnZMl1NmgCCtMS7UjKurmHc6955y91vq+//cf2naGJrFYeIryUbb6ivwmfCOJJ+5CQHtNHSPGWLquwxpHiAlXidGaQaFcFLcA4EOnnlcrzQebwNdGwgg2DpKK6wpUJ52NzFTG67OLZUzgNJpAchbby6pzJ+/1pK0pjWW402fwPQ4z15gNR1i0tCpRHzU0py3XXn3A5qUBWKlgFAqSkDU7HbndzXm63EabxEvDLU4utbw79/iFJ+aDSGvFbFJz9twmv/vm23zfM0/T64mrYxcjPWfZ6Co2GyftWmFo6o5Si6dV8JB0YlT1GAZHvDWhK0tGPcvpssUARltqL5hlqhOf+eBlvnz1Ju8+OGYwcJhlwpaOrvEorygjpFnHwBqqwkIpeJvQNBKTRc3ZmDDI5iKS2IifNuA0Dp3tfhPRJIajkmG/ZOwMR+9MvuXa+1M3IqXUvwf8Ykrp5J9+aX8HXQppo0JOSNWil4n1ChMScllcsZE1gCWFDpwmteK345eeFQa0prYncgSQALx4mfQInUhG+sZpPnjugLJ0WC0nsFOaGFfqePBBLDeaLmCJFMbyBzeFPJlW7FXEb9nERHQGHSKdTygnQKlymug72QySJmmPsY7QBZTWTGZNLrlb1KjlrasnhGEkbRoIht6Wo2wCDC3/97UH7O8N+a7PvMLls+f4+hvv8vr9N0m64+BggAJms5bZosMZaOouVzpK3ElyZbgizQUPzipCBxhZpPVCMtFwj4y6PjoP/J9vHK9MCPixj+/xas/KcCFPpjwJSxTLkSimIykkkmW9SSXET0pVsnAoNGnZkYxmGTuWiHHZYFdx3MwxfTj/sT3mpw3H3zjh9N6C47enVFslgwt9THY+PL+5wd52jxPvmamGobIMrOOD5Sbjyw1Hbx6jcpR3DAml4Xg8py0KbtdTLtsNKmfoOtm4jYYX93f5/bu3Kbcc1aAUwWlKDF3JyDjCaUs7n+MKQ+c7RkXFoCzxXpwpBR6L2KTZcRWffu5JHh7OmYxrzpwfsr2A6BXOaAqr0SMJp1RRUXcStx2i4IBVUVBqw/bmiEgkasPecIAzgYcnU7rgc18O0Sc63+GcY7RZPXb5fRsce32dAb6klPplpdRfUv8ficT+XF4rvlU2d1/182ql68qbxqp5SzGKFi2E9QkfQkJZI6C0VojdhrRF0hYoVitmlemljeBDzx7sCGdJqCprW4yQolhUKFG7p5wq4UNkXresqy0nT2BVgUEi1Nl6ISLMaZdTZ7VCBWEfrxa4yRXc6gecdrRdS0SM8RMQXcLsOqbe06nAzVtjfvnvf5FrN6/zzNM7bPW36XxkNmuZLz1V37K5WVK4AgBdZDuSdYUklUR877+M2O7mQlHwiih8qQh8Y+jWb5UBvjks1vM2Y1R+bHkdtNbZNiWKgdwqo4xENEqIornaVV02jdOshwlNDBw2SxofWcYExtDfqBheHtAbFuKL9HBJbMT0bX9nyN6ORD1vDEomoaFNUpXtF302eiXamJUPm2CHKdHWHbbQvPPgmDZEah/WrbS1Gp0UvWRp5l1+pRKp0+z3hxTzDusTPauxWq3fwpSJs1plLDKTcWOCvnVcvLhFArxP1E1HWax8J3W2s0q0XpJ7U0JcRTPJsVSacqNHA9w7POWNN6/x6qvXxc9aMk7W95X8tXFNFfhW159aEaWU/rZS6j9GiIT/LvB3lFK/DPxCSuntP+3nv6MuLaiGriwpCBei85J9pVGiXPcdyhlxDMz6KVlZHb71hDYvcp2yvCFBJwCp3BdCk8eL1aY2CpTGErlclcL1sWLAlYAuCdHNWUPbCS+k9oFeYXhzfEITPamNApobYcRqBVjJDItWbgFtNV3jMXUgkrAodIJOg00S+mhDxHswxtDUEbYKqIRtLZMVhPpfB4LTmB2HjomjMOfnf/23qbRjPm6YTWuM01irKTZK3MhSlJYz5zalXas984VH+UBSCYfgPq4wBO/RKLqUsHkiYI2hCeIokICXai8yOaQi+uBpy9cGNj+HRIeIMEOIqKhB9sAcL52rkNXW5WT2Z5whRoV2Eo3cGZVJTPJ9qgLlYapqrDJsXdzC9SyHf3xCM22YXD+lHjq2g2b7wi6LReDZM1vMfcvxvOMgFbiYeI4RJxcXjG+MM59M/s6A5ni8oKk67i+m7PdHaCXhClobnAk8u7vFN+4dMT6quby3w65xcK9GhUhVWnRKGAxBRWFxa4RKESKVsXQRSfXIVeOnPvAE164d8fDejAtPbOCMIxJZ1B6jwCSNsXKYGi1TxxAF+J8val576ybTyVIsQZwGrWlbT3/g5J5BFAeltiymnjvXjh6/9P4s6zPzcu7l/zpgG/gVpdR/+U+30v98XysVesyeOTGotbSClH2Tgya1Em0s0wVFCh0R6LKeS60mQyt+zQqcRNo7arEXVUmM0hTw5JltmUa5gpSEQKlikDZFRbogzoUhRuou4qPiD07GJGPEiN2CSgFKOfaUFVuONViUMrBoAadISROtGMF3WWm/SjQVWoHh3etj6OvMgRLcRWmFykRMv/Di26QjTQnHoSaMFFtPDCl7hUzx7ky599oRJzenHN+acDqp6ZrE1miTSxf2GfUdvWycpYEYxINoNTI2GFJueWIUU7VXe4YffWGXJ773LJ/76B6vlvoRI1jrrI9X+X0UzChlzyHtorynIeJK0ZFpo1FFklPZrk7ziMnsem0UqZMcNhU1UUVmtmXrzICDT+1TbvawWtNMGt6+csibV+6xDJ63jk8YlY7d7QEnseFLR3c5M6p4amODarMCDyiRwCQfqZcdXUx84cp1/ujmbUlgBWJUFNawSIGz53f47Ec+yGZn0KcBHRNaG6wSw7OoAr1CvLM2+j2GlROfcRKF03KgpERKkTI5vuuDlwkp8vDBjNvHc06XHqs1pbGipo8y6UWL+qCsLChoFkv6/XJdffo60yt8JCU5uK3TbPd73Lh6zI2rD+UAfsz1Z8GI/n3g3wYOgZ8H/sOUklcSCfAmwpL+5+KK2SJj9eLKsZsItRiE6yCFZ4hgXCS2CVXJqDKk8Ij2HlbtUfZlTiovbtE+CTgdM08JUIbveuIJQlRYLZO0wjmxSUXK2s4bnNIsa0+FZtEF3jqaynRIQ2pz6R2i6Me0mFepvkbXYkOCUuts89CJvUhRiLzAKkXbidmVMooz/Yor79wXL5n3sMBTyK+PVuDyWFyrdQvYmUQbPGZTYVLBxobDoZlPGo6PZww2K9rQsX0uUS8SptIoW7BVJAZ9R+wSs6UHq/C1x1mFj7IpdD7gihIfE6/tlMQU+cZGCU0ndiCVLBzt5LnrUiQrKkRCjlqKXRL9nNOi1bNAmwhaUnm1MzJp7JJ4LBUB0GiV1qLmSCQ1cKIadkY97Kf3OfzjY9qxp1m0vPqHt9m7MOGZl8/hTaQ0mjcPx5y2Nc1R4NO75zg83zDuO05vnMpZYYCUmE1reqXjyr2HPLm/w5Nbm1gdeXO8wO0M6JqaN6/d4e6th3zmiUu0rWdQ2WxPG6hUmSOEAkXfYnOctvDHJDeu9YEQoarg6TM7fOHLb9E1gY2tPi2wVTq898JMz77VMcq9LTlxEWrPxuaQo8MpXYpoB41vWUxrNquKyjzU1JYAACAASURBVDlm0yVLBA8tDyrMyMBjeqg/y9RsB/grKaV33/vJlFLMCvt/bq7sXMxa+2X0egyJySbv5PyrfFKGFtCK5bjN9aVwW0gxs4bz1C2tJmWSphFbuekViUJpzpYVJjv+iX92wKBpiJggZmbTuqZuWmzpuHJ0jPetcDyy13SKsMoFS60A0rSCSaVOoSvJqdKIRAVk5Bt9JBpLimIEFk1ktF9hRlKOZ1xUqjlDLrvF4xkg1pk7baTh0UYJxkCkc4m6CZhNy85en81Rj1tXH3ByeyybWmFInWAkKSVsaRjt9bnw9A4woFk2zJsOFSUhltBhjGxO0jbJYCGSqJLBu4jy5KmYokMsVbQBvEw9rVIki5jFB1BGhgXEhCkU3SIITdMkQo6/1QnoIwz7qDA9iB7GqaYcWC5++izTk5qjPzqknnjuXpswm7Sc+dAOdrPAFGBqw1FquLGc8D3Dfb6hxlx5sCC0Yf0adz7S2sBoq+ILb75D8+Ql9IZjXHa8/s2bBA2DwlLXLVdOjvjAaJO2TVgdKQsHIdIrLAsvRMV+VTJvPJSaRe2pSof3Qie5cnLM6w8fsvfMFhtbFcfvTun1HA+nC85vDmjaDnKsOkkcJCUNVzFdthw8cZ53rt4BIqFJmFJEzE9c3GQ4rDi8P+Wdu8dsHvS5f22M6j++IvpTW7OU0n/yJzeh93zt9T/t57+TrhQyOS8zoleAsnbZ5jIvwJXfD1qjvLBpuyaugwJjiBI3lt80+bxaExl1IczejOLxgf0R26WjcpKy0bMag6ILHTqr8tvYMV942hxT9LXDQzGRD0nG1SmziZOAlCp3hzEkYivpEbETQhxB2NYqQKgDySeCzw6NWqGT5d7DE3TPCLgrr478t/I4guzER44agtSuTODSo8QGo1GlIZjEnJa7kwn2TMXgoE+5WaGjaNtiJ7YmfhGY3V/y1pfvcfedh9RNizGJsl+xszliOCrpu2LdKqwU+ibzg1SL4BpZQKxcfgptbk21IumEK7W0rz7lQ0LEnyYmUikR3UlnGL0LQER1CqUCynSgZKFHC3UK+FKxcXbA+U+dY3RhSH9U0NaB61+6z8M3xmiM8MhS4hunE7aqks9sHbD7/LZg0unRQKPrApOjJcOdPhvP7PPq/ft8/a1bSMRm5NR7XGm4cu+QYBSDQUlR5imbNngUu6MKZyWyandU0oQgTg4pcmV8zO/cuM4bkzH10BB2NIfTBZOTBceHc/SgZO49bSd+V3YF+icIPkmEkNZsVyXVsEI5IxhlgMVMdI+LZcv+9oCeM2gUTzy1y+TKtx7dw58RI/oX5UoZJ0kxZVU7axdD2VyykWpekxKcl3O/V6mq78FkVqP51ScScsMHLx7OK1nHha2hiEGz2lluexGSWjRdF9dZVFqJV8/RYkGoJZI4l0LryVFM+U9MSUD3tfZHZAAgP6ICYGXKFENabzqVK5kc15k0B2ipAlds8JhbtFAHUoh5BK3WmWqPLpUfM62JbwnBK2oCqQK74eiNSgabJYONAldalIau9ixOPOObC8a35xzdGjOfLVBYRqOS3VGfjUEpG2Ou2iIrTZ+8dyFmX4T32LUokrSvVmMrjcqvzSqiOuVKC0d+PuSQAXk6QiI0UkHlxzPGiM2sCvS3SoZPDSj6DmsF65o/WOIXeeyoFF0K3JjNsNpyoepjSptvKNncVUz0eo6nnzzP1Xu3OR7P1rr1mMHzQMQnuHZ0TIrgo7yPvdJKG44Ru18jJNDCWQKJw/mMG9MxCzoaE4hB2lrlNEXf4fqOyfGcydxTuUJcKJWQR0OSahutcFpjk6XnVqr6fDhpqBtPCD5vLkbwO6J4Yz3mep/QuLqS4EMJCeyLOq1vwhXQrMtHyakgN20i0TStbEBpBVKzLrVXH6sVm1oDIWIKGZtbbXh6cxtjHIGExRA7aEPCZGOuJiSJ+A3gnOL6ZM5RK7a0Slm6upO2yGSg2miizzlVuQoLUTyDVRKVg0py6gcf1gvJoKm0Y7MsuTepca6QiJ0QV7QQMjUS5RQxdKiVNDizlleExdWmJuZtiOweqZRUkDYyGIhOofsK1VisUVwcbbC/WXLrwYzJ4ZzQBtqZOAqMb0zltTSK0bkBpjCMtnuMRhVgWbY12iTaEPExkXTEagk7UAlpq5NGlaALqZ7QK3A6gDUoB2UyBI1UR5VGtVEmTkYRM14Vk8IViqAyMcnKG72ILWeeHFH2K46++hBOE74NvPUPb2BLw+7z2+gKXps/5DQ1fM/mAQ+er7n3+hGxDQz6BZ/81AuQPN949xaTWZt9s4VSolIi+o660PT7jqsPj3h6b5fdXkWpRZcXdbaziZqm6ei7AmdbvnL/Pg+7BWkITRSsEyWVH2XEbVtOb8xpSsfoUo82eZkMxyBj+ySHiG899dLSNkvOXz7H4ck8hyJIa3nneMlT5YitnTM88VTi1rv3mU5rLr+4z9Uv3/mWy+/9jWh1rYCh3EopyPomacNStkRIUsqsSXgxiO2Bym8U600nkxdB2oF8GmpN5h5JdXMw6nEwGLKy0lRG08ZMTVSRpDR1FyFF8RJScPVknKcTMmUij1ZpExSa2MpYXCxlFaFNRCWbpi1lYVqt8LUQJUPeSGKMDEc9Fscz7IYTHkq2ekyZoS2kz5DDCUUtnsivjV+xgR6lxZpKE+u4ZqVrpx650oTsDlAIqdA4yysXz3N2MOSVM4mWjuPas2hbHpxOOJ3NOXxQM5ssmd4Sr6fDMCalRH+zwA0d2xc2MM6ys1mSdKStA95FvBd/ZqW18LysyflpOd01gGoiyWlhyieJYApaBLuu0jn1wwqIi4D/KoEtNdaJkX6IhqlKbB2U2FfOcPTaIcujmmbpaaae4ytjtj4wwu8Y7jRTnvQjPtnb5x8Ux3zso88y2hzwjXduMKsbfCOvpWB3glfGlECJbnFpOsrS8NtXrvHxy2d4fm+P02VHvzQsgmerkPfwjZMjvvjuLaY0LG3Mm29m+SiRwCStMJsF2885Zu/OOTleYvf67BrDsu7w2bUhpoizloVvmR9N2Dm/mzd5wQat06gycezh0nLBrXsPmYcO4zT+2zCJ3t+IVteqesntkzJIxnwGr9c2Hkn0ODKNga7t8oJ9JNtY16gmrjeD6CW5Ima/aZ2gX1pePNgWJ7uQSCpiVCIidPwQVRZ+Jnw2I580nrePj0hdTuZIShJYczWUOhnNipYk5YQKeQLGJFTUaBOz8FRhvBDqdJLoF9Umjo5PUX1pH1NIqEI/4t0IdZlVK5HIE8IQZazv88sZH23mK6c/SRWRCZxC5SpLPtZGsVGVnB9scLDVx6CpvedcP0f+XDjHuI4suiWzeMqNw5rxpGFyOmUynjOdtkzvLZncngNQDhxuUNDfdox2BwxGlZiTaVBDSzOMqC6iOtESKqconMG3kVjIYCgahaQxic5PQgvy4lUQVMIqJTwlBbFUpGkkqMg4dJQ7hnPffcD04ZLTq2MWDxtmk5pwNdB7YZfB2QFXFmOeKXf51/6l7+ba+B5ffusazaIjSaSMDDwUYunRpRyoKfeYbwOusMxCx1dvP+D81ojKWBovOrvXDh/yztEx9xYLpqojuETKEUBpZZESpJJOPuOhQ43bcFinuXRhl5s3HjKwRuxelGBFTgvB0i8aNgjrNbOCMk7vL5jfvcHw3EU++9Rz/Po3v8ZGv2J3VPHWY4xS39+IVldayTDW/8wVkeAiyShohWQoi00qiK7LOqOsNE9GyQ2uZXK0St7QK8V99wg0ff5ghycHI5RKdDEwLC0hBpw1EBXaJpaNcI7qxqOt4fpkyslsSYyrRA/16G8Fucki4g+jhSGrlPCYjJZEVdVJvhlK9ivfyURk2K84vH1CE8QOlizkTRq5UVkxtvPv0wJei3dQ9ilabYCrl3Xl/GdyeGMk68J05lzJ5lS5gmf29tjqV/Sso4uRzUGfQSmeTCpFzoSESiMiB0y2AyF4pn7OSe25M5txv55w/86U6bRlPm0ITcfkRsv43ZlgbqXluZfPELtEgWUwqNDDii5GkmrpYkBX0pbrJBt3ChqcwpZKElBaSEbig4gRUxjZyIwiNnlCqaQqqDuPs4bR2QHaJuLXTlAa6qXn+h8/4OjOjBc/cpEnP/M8n//yl7h+90j8kLq4tiOWbLqMXQn/W+6tRqxblnRUTjNvG37rm9f48Y98iPFiyR9cu8WDxYJORVqXskuCiIzJEeMCJ2R9oib/Hqgu9GAS6BwcnN3i9OEp/Z7jdNrIvSn6IFKCog4M+hWTekZsNXogSR6Vs2ztbXF82vLp555D0bFrHf/wMcvv/Y0oX0pBbAOmsEIf0iqPgGVsTxCMIGSuEFHQkq4NGewT3IQM/L13Y4gASaGTPKbK5fDTGxvsDfuSIa4EAGy7QBfFBF4nTYgikOyA++Mpb41PiEl4IWTb2cjKT/uRzWfqhKGtVzeYkpsuxiiM6iA0AlVomeY0iYGtuD8/gr4BHyUbzQA5I21NEQiZuB9Xm3em76vVNDFvVjFXQTFP24xavzaxk4pJVwCay7tbXK6G9ArLRr9E8uUCISZQkUFhqUoJqiwLy7ntQNNF5ouKmw+n7BcVRXmO+lKkS4GpX3JvuuT1a/c5Opkym4sY2Z963v7qXeGLWU1/v2CwXzLaH3L23DZY0FaxdJE2BUII4tqpFMokYl+kFdKyOkiRwhZ4Jf5JIYFF7G1RmoZAFzr6ZcW7DxY0M8/mmRGL6ZLYRZ57cp+3D29w48HxOkPNVJbYRbpFl5N3BU8kt/zyqzXKR0Ld0RQWqxV3xlN+551r3Dg+Zdl5WgKpkMmtes/gZRU1pd9jIpe6KPKb1YG56fjd377Cpz71HGrgmE5qNjcqFkuPD5Kp0i8ce2Wfn/iLP8Df+we/SVkannvmIs+f2cOnSGEant69QLB99pbHbPccj2NAv78R5UtrTa9wNHlRJRATLx5NTkBOJwkjlGlRXE0CMonxkbZGNFJh2a0NwGJIkALKypRmWLi1qb4USUrARpIwWpXK7nmJ0jkmneekaTJgK+BriikTGdM6k0xlYFjU/u8xCFvRDhBSpfhAs26Xgg8yLXKZsLi6cVfm/iblypFH+FfIbR6PUkFStoiVSVpGxjOFIQEqxxTpvIkpDFtFQV87hpWkWToDRWGJEbou4EOi0hpnNSkoopJ20ShFaR2+DQzKgm1riCkxWTh2yj7nNka8e3zCzYdHLOuO2bKjsFbU4k1g/O6c6e0l440Z470p288O2by0QdU3lNrS6Eib8960mGeTUCSTjf2TRASplCvD7LVEBpiNgkIpxidTZicNZWVZnjaAYmdvxJmNEV+8fYukhGyZfEA5s37d1kkrGUPMd2au3NNagB1SwpSW6/dOaGKgUZLNpvP7AKs2WTYbnacoyki1q51eO3UqA6GT+/vkeMbWzpDJ8SLfT9kaVmtGwx6uKijLxAvPXeDZi2d4crDJtpYMvZ5VQMfx0SnoJbV6/Pr7Tomc/ktIhLQBfj6l9J/nzz8F/BKwC3wF+KmUUquUKoH/GfgEcAT8ZErp+rf7O5tFy/K4ZuvcBnXtabK5GeQFH3KL4SDUAArfNKtnCYivjsptDIpHyR6rnWYF+Ea4eLDNVr8vHj1J2qi66+g6OQH7zjBvvcRMp0TbBd4cT3g4nRPb7G+U8YIUMy+oNBgrVYeMefImlMQLSRlISznZQWG0OPQ5p3EoTo/m6KFbY2HKqnUFRMwbKeoRdiH9nvwenzV270l0WldN6woJ4eWgxFVRqSwFgCfKIRtVIb83AhackimWqRxGGVrfMqs7BpXFKIO1CjPs8+JoyGS2JKWcmqIUe8OKwlkejOdcHgxYnrlAUNCqwCwuefvBlPtHEw6PTtFGvIzu3jrl5OYpobvNYL9isN9n59kNDp7aZqZaOgI6dZhSjNtc0oTCoJNM4HRKRCfVhWQ0a3rBsjiueefztyUGKdMcPvvpZ/joRy7T6MSdh5N8z8j9Epoom1i/IDV+zfGSwwcZSqxuuwRdHSAlSm1YajHpC02SQcQyyMDSGAHT24DtGaE7xJQnurlaXZ07AdCKrWe3uHn7iIMz2+yc2cPPpvQHJbPaw6ik3ihYGsUZ4/jpj73ETmmpu0T0Df2iwBWG+ycLPjE/wenIZHP42PX35z5yOm9k/y3wLyNBiV9SSv1qSuk14L8A/quU0i8ppf474GeQeOmfAU5SSs8opf5a/r6f/LZ/ZYLbbxxy961jdi9ts3NuRJc6Oh8IRpi2UUdUm9//7OWcVzopqH/s/4KTiOZrFXQomiUpkZ/bGNGzRrLb0RRGc1x7+sbQKx1OKyZ1pEsCkPrOc2c6XbeGcuMIOS95aSdWz0MhpXsgrnk1Bp3jeKS9tFplyUki+MTZs5tcu/2AtJWxp9x2yY0pVd9qWxYJSyYGhZDh/Px1ncHQAFldmUFt2cTzOCAr42V/3t8csFv1OdgYUblC5AVJo6uE0w5nhNzZ6xX0EyzbjiY0FGJhSVCKnY0hMbecTdfSNZGawN7WiJEvmS1auih6q2U74ILbIl28SE1gqRXFQZ//7bd+n+VJzenRkvmkYXF4woPXjzl68YSzHz5guFvSWuHn2EKR6oALDt9GnLZEI/hOVArjDHbpuP31uxx9YyyRSdl94YUPn+MHv+tJ9KDiV197R6rCSqHrlcBYmMxaS57bigqRcigCINVtfq9TjquKGp49v8/Dk1NOokwKU0zEOmfIrThIJk9+lSb6DEs0Um0pI62bLgz0Nf3zfZpUU/Q0F576AJWBM72SvaLgbFmBVkxiTVwqbk8WqEIzKEombcemgp1+xbWJ4eMzz33fPnb5fSdETn838FY20SdHBP2YUup14AeAv56/738C/lNkI/qx/DHAryCOASqtfBG+xbU17PHUMwe8de0+964+ZHxnzNlndhhs9DBOsaw9nUq5HQp0TSK0GVSU5yUPlGSjiF5G36v2SMzlpbUrkubSaIRS4suzCknsOo8rDM46ohb1ed160Imrk1MWdc4nL0QkSicbpKnUqlDBVIbUIbWjEitZlGS5B4+MarM/dSrE4znESAqGYCJ4JeV+TBBXMTNpncIBChXjWmMGuVXLN/pqOK/yRCyRXwcvXCRTZba2QiY2TnGpv0WMAj77aNkaVXQhSX6Z7vAp4ayDDjyBQemAkthFTptGnqdzKCIGhVOO0aYRzZVPmKqgsGLOZrSmybjdvPZM5w2663hzeowrLQ99S+9MwfalATrB4c0ZD16bML4+Z/uZERdeOsNwRxIz6uzzgwoCVCvQVlqisjE8eOeQO194iDaK/lZB8IknXtzjc9/7HI2ueDCf8+BowooGnwLZrVOq2NgGdM8IGz6npK4dJmtp+WVDl4OvZzU//uEn6dmC//rzX+IoSIskDhBRiJlKEZay4WgT1++rKkTQm7KmLKWItoqgFTfvj1E+MZks+Pjz5/ncM5dJvqNwmjZFfu/+CfvOEdF0gfWBt/SRYc+ye7DDzd3I2f2txy7y74TI6W8VH/1JpB0bp5S693z+Qv54/TMppU4pNcnff/i4X2y14vufucjHLp/h5ukpf/zGHR6+M+ahGlNtl1x+/gwxwmzaUAdoWhmxpiigsLRd+SbxInQFBNhNQL5pjbU8dXaT3X7JqLB0KIzSLNqWylmiFuvTw8kSE4S126XIldlUhhxrVqJgTToCxWrjQDCALqw9kFKUja5T621BMB0j9AAToSoMD26PUZWc9isQGvI0zCeEua3RWWbACoRGZSAa4TP5VTua5LRdtRN55hbqrH7vEqoAAjzhhuwPBxgj1O3FsqWLkX6vAiUZaEfTJYOyYKNf5d/rSRrKwokcJrWQND7LcmrfoRBRbxfEh4kItY8Uzq7jvpfAQre89tYtlotGUnlbeHg0g5gYHvTYODPg8NYpD74x5vjKKdtPbbL70jZ7F0a0SdSJsZcxsAS91nB8Y8qN37xD2bcYp+mayGi3z+e+90VGdsQt3zKd1tLyJojZZmhl/xKDcMdSp7ClVC6CMWZszSpiK/YlPW24dHbEz37yI5wZFljr+Hf+wsv8nc9/RVJfYhQuV6UfTXdDyrpKhS70Gt9EK5TVctikXA23huO7M/RZxTfffcjXzuzyyvkDtFaUydL6QGMtKhn6hZK22lqhdETF7uYQpRUni+VjF/53SuT0P6u/8WeBnwXY6JfEGNnslXzfh1/i3/rEB/mNK+/yzuEp33z9Fq//o3cpNwpefPkJrh0eCndHk1svOXXEi1hA3pRUVqyvMBLhBIUm8Nz2LkVR0IKkINhEGxJlURGApm7pghdMKhmmi5bbEwnCVSblwzGPxH3IoK8ISMls2dwMoZRwh8jtZec7ip6mXYjfktaWM9sjrly7iz3rhHYN63ZSKR6xomMkgIzcfRIz+lXDlnErtMrCodWkRjYx7WQxmSKf4EkElAe9ig1XYLRQFhZNRJUBYxVN09K2AuKXGogdy8WSpDX9okBbKFdhisnilNjOdiGyaDxKG5quQSXNoCqgkBZvPK/pYqQJHZMUmdmOBzdP8LVnNaroDUtiDMxPatygYO+pTXQL969POHprwv3Xj7jwiTMMn91gc6ePKiI+RVxSzI+WXPv8bVxlcT1ZYtXQ8iM/9CK7VY+rTc0f/vE38UnRc4Y6ig5sNRJPuUWK3eog0dDGdeWdMnPC9SzP7m/yt77nJTZtQb8qqZSA5H/lpQ/wO2/c5PU7h8xqL4+/mvhmnCp18l7ELortjE7iUNpK9eWUoggikL7w9C7RJI6OZvzWmzd48cw2m1YkIFoZBj2HDgofRc9WFY6m8SijmTatOEfMV5jqP3n9s9SarSKnryOA8g8opX7xcd+cUjpNKc3yx/8X4JRSezw+PvoI2FJK2T/xed77M/nrm/n7/+Tv/O9TSq+klF7pV46Y4LTtcMpwfnfIX/3ok/zwBy/xysvnKStDM2m58kc3CTOJyoFHJMYVz2N1/gMyXteiLSPH20QS264gZoBZCIwJZzXOiop82XaSmxYTxiimbSuWnzGJ7itTAFLIsdJGP5rm5JG5cN5WtUgGcSNSnqPW3J+ui5TGkMyjv1spBHRet8+rr2VL2tUELj8/RcqR0ci0iJRd/dK6ahLMKU/3sqtZCom9fm/tPmmUpEL4EKhz2msIkUXbEVGEKDjXtOl4MJkznjWQEEsTL/E+xhhxEtQK3wVCElP/eetZ1B3aSCb7Ytni6wZP5FQ3tEupRBTgfcS3AbSm6DliG5mfNKgebJ8fsrHdwxWW6c0p9//gHqd3T9nyhgupglN4cPWE6COuzDorHzl7ecTTe9ucxsQX/+A15jPP/LSWCKQVITRv4ink1p4kTPwgbRJKJrFCzFTsj3r8m6+8wJYWYarR4KxjZ9hHJ/hXP3KZg82+CLnj6jHz25mfbEKtGe6S+ZanaxEq7WgXrQw1CCSdmJzMuHX3lLcenmQKgMJYhQ/S5hutM/YYMAq8D/gu4GOQKukx15/7yGlgDDybJ2S3gb8G/PX8fb+NJMT+Ev9k5PTfBH4vf/3/+Xb40OoqtOJ46bHK0DWes6MeFz405IdevswX37nP3/u9N/jmldssH8zE62WjwPYMMahc7kZ0UsJeTYEYRAJAjKRoMBo2Cster6JUBucMlZWFV1iDMYCHZdPljUUmMe/MT7BOE43INFIUHEdFUIUlNCGTBiE1QWQeXqoXpyCYHKJnErFJdCmJTzNGSHFNR7FbiEgyKtms9KMY4ugTupLH14EcHR2JPivN9KNTVNoL1oC3tiu1a/rHgvyUTiQDT1XbbPQrQhdZhIjpEsYKpqVSS6E0JsWcnQbjNpCSwilF3XTEuGBzWOCMIREIncJpxbBXQdMKsN16mk7IlpWVdFrxOUocdQuu50XVNBFbGSASQqCrA9XASUpRF3l4Z46tNOXZiqee3ODo9oIHV484unrK7BMHjLYKXv/ibdpZx+igR+gSXRPYvzjixz77Iska/v6vf4Xbt8ccPL2J04ajh1M2t/ucmJBbemm/lCKjyLLx254jJY9K0LOaH3zpSf7y008xKkT1HnWgsoZy0CfGQNs0fO6FZzg7GvFzv/I7TOaNHA5tkqFBNv2LbXx0QGg54PrWoJaJxWRB4SwdkXbZEaeB5azleDznt2/d5um9HXb6mvvzY/ZGZ7m4vUGMiVuHnvmiZXtUsmg8pXN0ITEaPN6z+s995DTQ5ZH/byAQ7N/N2BHAfwT8klLqPwP+CPiF/PlfAP4XpdRbwDGyeX3bS0boikvbQ6oE28MeoeswSrNsGl65uMsnf/L7+aXfv8ofvnuX63eOmEznLE9bTN9iMv9lpd7XdsXSTuiswiYpPvbEOZSWkXWhhTeUdEehjIhadWLUk0wuYyzj1vPWbEaKia6O4t8TM/ksYz10PDLHL0Q/RbY6Tc5mS1pRo1ulcsChVCEbgwHXrxzCniSlSpyMAI542bBMJa1Z9DK1UaW0ZrpUuU1c7fFJqrNs+KZyy7jGmzLLfEVY0cmyP9qkXxViTWrEjbBuPa3viKmgSVn3ZTVGJwbOMlk0NF0gBMWgL0ZgVVERQ8doaPEIi7yylspamrJgVtdElZguG6JRnHYdEwIPTo+59uYhgu/kKnNt6K/wdRACoIL+wLFceppJzdHSM7hQ8sKlJ7j7+gnvfuU+g70ew1EPzhimt2dYp3nhk2f52DOX2K0GfP7Lb3Pz3RNCFzm5s6A3KnB9y6INFCjqjAHlHiy3x7kaSolRv2CvV/LT3/VBLvYG9KwmRcXuZkHlHJ1STOdL3GhAmQwxBD5z6Rx/4wde4ud/41WaNohZnjbgsp1xdgONXUKHiI2y+ZXWQZHoOo+JAgMYq+ltFZih48qbx/xa/y0+cvEi9+slt6a3uDqu+J5z59ka9pnVLcvGE2MUT3cFlXv8dqP+DIXCvxDX2Z1R+qt/8SV++KUPsNHrMSxESFpYQ9cFwAyPdAAAIABJREFUokqcLpYk7TBaMa0bfu2rb/Ob37jGvfundF3EDRy6Mrl10iSyOb0R2YPVmp/62As8ubNFz1lKpym0wRMorcYow+Gypq69bETW8M5kzv/xzpuEOmbvHyNTr7iiCICyUmIbl1uyGNbgtDKyiAwK30UKFE0nntWp0Fzc2OXK129g9pyUOnnTEAGrtHraSXtBkHZPwOs8hicD5Ck9agvXRulyUws+JI+zYlhrDS+e3edHn3meJ3Y2aLoO3wUWtcdaTeM7iJHWB4b9EmsdA6vAGZras781ovGBZd1SFY7RoCKmiFUJjKGyBcbA6aKlcBofFUpFDk+XzJuOpku8aVq+8NrXODlaEJtAUpG2yeix1Y/ilJXCN15M7604FtbLkIMdAzuXNtDzxORoyb13jokhMdrvsXd2xE//yMcYlQVfunqf//3XX80hABplDLHruPjSHvUysrHTY7JsSSFIFZRWvCuJ7Tm/3ednPvEye84xKgp6zqEI7I+GWAXjRY1WMBgOiEbu2WUj6Rv9fsHf/Lu/xq3JFN+KK4N2Gl3q1ZAX0yLvX1SMRiXLVqKIrNHic5Q5a1El6rGHLrGzP+Jgv4fdKdjf2eV4PKHnNE8PN9ixFS/t7rI7HHB/PKWsLDujPp/9D/6Hr6SUXvmT6+99P6J8KaBB0+v3qCpLv3SMeiW9ylFUYu40LHvEruHOgyPauuZff+UZ/pu/8YP8G9//Emf3RsQ60B43tMcNsemkYglJXBSBnWGP3QyKR8TfaOk9IUZCJwS/uolr+UXbdVybjklRrYWiKqdZ6JxAscokF/Axg5wqp3KYlUcQJCOVTTJSjdlKy/h1PsNs6jwezhhXJgWKmDa/QGGF9wjWo4TCkwF5waqUU2DSGn/S2UIltquWI2X/JGn5nutvMSgddRAOi9GKqrQCimfsS2vBv3wbmDYBkqFfFcwWS4yG4dDhY2DRNlSlwTqLUxofO2Z1I/iIgrrtmPsOsPR6DlLgZDbj6OEC2kRbB7SW9hmQ+PCQiG2UfamUpJDYBpZzTwgilUFrHl4/ZVLXuANx6S97Dlca/pVPP0fTRn7vjXv86m98U6ZRSgntI0aU0tx545ie05yeLBk6CapMKRNGE/Qqy49++Cn+9qdf4dlRn43CoUKkMIazu5v4rmNSe8rS0qt66JQ4Pp0xrztQCWegIvBzP/IptkZ9ee3TCquL2A7KZKkKx7mtDXa2ejR1Ky6WOblGkUT0G8Qqt79TMp/V+BC5fXvKsg0MjEbXHcu24+uTI75wepdffP0KrYKYSa514x+7/t6XeOQrpsSFjSEpRnpGYn8LqwkBKmPRpeAE1446Dmee2XLGzrBhf3PA5z72DB+7cMDvX7/Lw8WSr75xh8W4RZUa17fiXhcTL+xtrrk5grNIfLRGoVVkvmwgJroQcVozbz3vnp6KjMLIwpYpCoBgObFDxt5axvYxrhjNiRhFk6bIxvMZdzKVRSvDRlnx4NoRqmcEK9DSjokkQzaBVV4akDV28vGqg4hZtY2R6G2J50GIlG16JLJ8T6sBMByUnN8aApF+aVFYFnWLbzphLWsrFhtF9gDKWrfj0wkb/RKjLG3o6GVZyGndUhi/BtgLZ+m5gi4Kd8a4hG8iddsQYmQeGw4Pj0ldJEYBaUNC/Hd0/n15WBCDRFejEaxKi1tB23q0Fp1gXCYmD04x1rC5P+ATH7/E5f1NvvDqdb74pZu0dSvVcQacYxZQW22YThsKa1guGgpnaH2H7TsuDiv+1ic+xLlqSKllc3Qa+lXF9qhiOmspnWGn71BaMZ8vGdcw0tDg0ZRorTmae1482OZHPvYU/+vvvkabgXFTQ1KR1AaeubTHk8NNrp+MeadpaZYdRWXWzpUKhbZCru1C4qlXzqGMpnIFvWSJoSIkRTf1eCKVK+lcy/G0liDPNgkG+pjr/YooX5HEM/vblNZKJZHV8zLpUsSo6WLkZNHShkRImlkTePfhlMWy4exGxUcvHPChgz0+8cJFBsOS1IhwMTQBlRQ95WiaDh8kjPGRKk1ErW3XiaI/JrqYWHQdy9ZLK+OknFdOFmaM4oejM38HtZpOxbxJqLwpsWZIayAoaT004BAQkcx0ZsVTQr9HqqHWU7gVbqKcZJqv2OMpZpvcDNgLlyoTJ2W4+OhntWS+bfUqemWJcwatpG2tioJ+6cS7W8lG6KzcvU0jdLHOJ6aLBh87vI+EAP2ipDSK1gdiStnMK+JDICjRRWmdhcxKWuUlgUXdrGzdgNXr+khrmIxaJ9S+Z/4o0p3MZl4TALU8hqsMO2cGfOipfVKCd64fiVVMlNF77FKW/jxyjVwcL8X7yAeGRYUKig1j+IkPP8/Zqi+hlCFRWMuoqigKxWTR0KssvbIgJUMToW7lL9TaUJWWwkRC12GVYlF3fPqJ81TW4oym1HI4qi5xZnvIyzu79J3lwsZQ2u2VLCc9yvJLyL2mtaKe1pR9R+cCl8+ep25rFFC4/PXQyGFgBK9zVq/dg7/V9X5FlK+U4Nxmn42eo+dE/7WKc/FJcTiruTeeMZ42AvBZTRdl82gfjNmsSi5s9Xhyf8hTe5u8fHaXNx6e8KUrtzg9XlKHmm+a+wyeM5zVfUKEfmGFbxQTTYrMa8/CZ2/hELlZL/FIGZ8iGZsB05NctbU9rUJsX52BLpBiwhot6RdKQvG6JpAMawr/Rn8AnSIYlUFqnc3fyNMt2dyUSWvP7RU2FOv4SEmfP6fWnKL0iDip3yO4TGS7WMGVnhxu4bsEaCpX4jthKBmt6VeKpu5Y+I6idPStZRYbpo0nxA4TLYu6wXc1TS9QFI7NjT7LeSM6XQLOOQGBnSaYSD8TH2sfOFnU3ImeB0enJKCtvTDMfTZBK/W6DcVqTJcdGGIi5Aor5Y1NGWk9D98+JaXE2Ytb/PhnX+TsmT43b025fu0InUXOCUkC0SpTOpCNKSWo5w39jYrUtvzs936IZ0ab7GQqQgI2qz69nsF3gWYpflXFyLLwga5b0HUKdKANis3CkVIkKLBOU0eYLxpe2NvhL3/iA/z6l67hugT9io8+ccAnL5/nZFYzXTacHfT48PmzfPnabXwdhOyYoMtDh5Q9qoJPtPOGalQxLA3T2VLCRUsNpaLQjoNqg6qwDDRrz+vHXe9vRPkyWkvGViH+wVErUmeJBI6WLeO6Yb5sGZSW8WwJSlHabL+BJqA4PF2igUndMiwsP/yhy7x8fpd/9NYdXr/2kKu3Dnnz1iEvP73Pj7zyLIVVNL6j9om5DzQ+ypupFCFF3j6diJB2VYFkACP5mMmMZGo+Up0UuR1CrYmNK16MRpGikvI4SPTwg3vHMj3Jkg5lNDHJOFepLNrNLeDK1kQhUg0xw8pH3MrJER7dbCvyHJmXkiOeE5Fer+CpwYjd0YC+dSyaDmcVVWEwumAybzBGMSpLCm3EAzmR89c1s6bDaJ0rnMi941MGlaMoDIZESgbfemICXTlK65gvG0KIjHolt8cT7oyXLJbSpon/tCIuPboSukJC9FkxBMksi9mszkehUgQhFcYWZg+WaK0YbvX4uZ/6Pl7Y3+FBaJifKfnhz32Ga2/f4e7dQ8YnMyEAmkdBBzFEaCUTr563aJfYLiv2qwIwaCXYYhcDk8kShWLUL+lVhofjKb2iIEVF0ppBWTBQiTp0VMqiU6SOHRtFQW+r4u50STKWUmk2Nyt+6INPYZTieDzntAmUVtGGyHM7m7xx8wGzzq99q5JK4MFVOdVEifPn8rTG2xJXFczuNdApisrR0PDs2QHGSgTW/lbFbPb/A7P6O+0aVgXGGsiSCpLmcD6j8ZG67ehVA9o443C2JIbIqFewbDzOaqyxVJXj+oMxTSsWo9Yort054f605vjhlGYu8oFez/HGrRNuHn6Vv/DyE+wN+3zgYJu6iSy90AWsVpyEhvtHU7FyyBvKWr+VAWtMHtPneJiQzbIw2dbUCAidkEUciWhlKSvL6fGSRdNAP7Omc0qsQCwKaUgRD5wm5Momj91XzZ/hkWdRzBuORjbOXP3I53JIYxQpzbmNIVu9XiZNpoy9CL3Ax0hVOQpdMWuW1D6I0aQxTBYtGrFEkYFc4mTeMiwKYmVxRqgKMXU4a4VD5QPRBgZVSdtpbo2nHNZzjsaT7IskG2/M5MHgE9YZUBG1CkxYmcyFhCmzv092zJzeF1/tZ58/4Ce+/yWe39rAxMgFU3FQOc5/XPGbZ1suLLaY3fFcv3KPk5MpnRHT+pCN7IKCxVwScv/HL3ydH/v40/zgE5foF5ppXRODOHpaq2m7jtnYo7Ritmw4szlAaQlZkLTixKxt2epbKiyoxNXDE37hD1/j3tGST1w4w7mtDSqnODyp8TEycJqlT1TOkJLisy9c4je+eY2QOmmnUZCxs5ACqzhv4ww3rt9Gm47RcIPpbIzeLAl14MLWBkppjDZoDL2ieOz6e38jypc1WuJ6Q0QTuXuylAwxrdnsV4yXSxb1/8vem8bIlp73fb93O+fU0tXb7b77nbvMvpAcUhyakiiLoizLjkJaMZIoApTYjo3EQGILigHbH+JPMRwnAWwYgQ04hiFZFpQAssLYFqCN+z7iMpwZzj53mbv23rWdOsu75MNzuu9I4ZDKB0kwMAe46LrV1d1V1X2e8zz/57+0BJ9Y7RcUXVSLSYleLsTAxiesNTQ+8tbulK++fJPb22Nikkz2yw+s8vd/9if5/Cs3+NTLV/ntb14nxcSon/Gx917m1PISSgfqmLi5KEWMivgEycZMgGmpFUrWsHT+MFYRfCvbsij4BkdZYAAccX5guT/g1q0dkkNWxZ13juBA+vet7jkyN7tPcJH2nA57yTogDXU/qSOkY/2Z2Nl2mIhTLBcFp9yAWVWxMhRJS6EiTZQuIXeOxnta7yVyWQuPJ3YJJk4brNFUTUBryJ2lxbMzaQRb6giUJgSi1gwKAYhnVUXrI1UT2fYNB/uH+FbAfeFNSaeTFMc+PqHTCXpE6pKQzg4DKigWhxXtwnNic4m/+dM/yPnhEoUx4rIpsBqvVRO+c3eXqhUuzcZTK1x2J1gfjNi7N+MbX36DlggqEXxkPqvYd4pf/fLLPPaJVR5ggEqawsrveTKtut+mZlBYnHNUXkzu29bTJshcxnKvQGnFtKr43Ws3+bVn3+TCyjKfeOJh6rbhzt6M568dslTkOGuoY8ToRBsTPePYzHs8cfYEz9/cIgXpGoOH0G3OYkgM84JBXjDbO8AUhqI/wOYZTdWSB+i5DIViWGSU3pPZd0ar3y1E3aFI+OgZz1sm8wbnNKN+ASpQNpFJ2VC3AacSIXkWPqCVIaWjoMFIZjQBeOHWNp/95nUpCpmh38+AxEefvEL0C37yyfP8macu8jsvXeX1/QO+/PUbfPKrr1JYw5OXT3Ll3AaLJlFox6IbCVCJFKXTsYVgRLKy767oMXZh8ILQhFYEh8kI9T7RjRQx4YIluNjlvr9tlOM+HqQM6M6HiS51Q06t7nPd2p6OpBib+2LXI3j3yNfmiH9EggujFU70+hhr2RrPiUmhlgYyailFi8g8rHXMm5a69RgNeSZX9qb2wkjPMmKIzOvqeASdt16kFcbgej2MNlgt0p1+nlPRsjcZc3e6YLwzw3sRjR6xmSOq0xMf4VwRbQ2+lhSL5BM6k0LblC3lfs1ovc/f+i9/hIdXltDaEqKo0o0WudBn3rhJ3TYEJXllZVWzHRNv3t5nc7jEx/+rjzDbnvDi8zfYmu/jq8B8VhP6jn/xlRf4ex/9ICoq5o04UqaUKIxheZhRZFK0J1MZMVOCU6sjijyj9DW/8foNnru2xY27Uz726GUyZRiXFSomhllGf8UyXlRy8VWKtUHRTdmJkBRPnTzB9d1DxosG30aM0dJBdlYf68MhTd0IsJ8gEDi1vsqd3R1Wl4YCUBuFM5rGH0eXftfj3a3Z246m9UxLwRJyZyElmq5dbVoJjrPGSnJoVEf6QZzRLGq5Qrchcm3rkIR4JBfDjOFGgck0y4Ocw2nN3lhMvIb9nHxYsLw5YGWtz3he85UX3uIrL93gtdfvMihyCuc6UzKA++vwI2FkaMUA68gi9sioHmTNL/+6YSomDIp60YqCnij4EsIR4Qhrgk4zJiS3pO5/b/X7Vh+y1gX1+5wAj3x3QIkezShIsk0ZWkdhtHgJAeWiZlYuaIMnqogzRz8+4qyhcA4jIfQ4a8kLRzgyKtSGzErOe4iJuhFdFKljhifBxIxWVG1DG1qmTS0masiGjxiJrSwljn2XutfRBbbIBvX3gbXQzD02M5y9dILz/SU0Gq0iFtF8oWCeArOmFWrFkWWI1ZI2m2mchudefIVxVfLQY5c4dWYTFTXVtKWee+5OFuw1NVop2jaI40KMDIqc3BlqH6lipImR1gd6maEoHE30fPXOPX7zW9e4dmfC0+dPcm5tiUXjKStP5SPWGIw2DPLsOD+vDkLcrRpPphQDZ7m4udLhgUeCXDn6S7k40TStFHOj8aFBJShcwWxeszsriSkd6aiPaa7f7Xi3Izo+FLOqxVjD5lJBWdVEpY91T7uHc5IKjIqCqvXdWCCmZjHC1uGMZ9+6x265YGe+4Mz5NQ7nJesPL3N4dcKyyzk5GjJuAtvTCn0459mtO9yYzbAnHD1nsSPHwb05r1zbIYaIuXPA0vqAc5c2WLQVk5nIFFQbhJJvu8LUuUJGdQQuK3SS8UzFjoBgRBKyUhRs3zlAOXPMpNYa0ccBqY4dFYCOHiBJIaT7C+wkERZSqNojUPr+9U6sROX2kfuASooMzarLWSoy+pmjrBvqIMV/WjdkxrA27FFkljYpau+7FFdBz9tWctSM0aC6PDmjya1hycrjrLJkRnfFM1G1AWdFV9fGyG5sODg8BGRTyNHJFTsBMVbEn11nFxvpFqIGFaGtWuppQzNtOfnAMv/dj7+PM0s5RxHjhXMYDA2Jl8OUxreQEr6Ox3SL4BUbK0OarZLt3SmLtRbPDksnc953/hIH21MmkznzecU//dIL/I8/9qfIrGJlMEQpjVKRqm0pGwlwWMozKBT9wnJ9b59f/MYrPPfGDj945RyXH1klRLi7N2GyaDBaLq5RizB4ddijXLQYA86JA4LVUcZkZfmxBy9yfXfMZF4R2oA2mrYJLA+H+HmJTYlaJ4wWTtTO7oEk8haOz19/i5/uZdDvM1+09L6HxOPdQtQdKSV61rBxYom2CUSl6XXEvJ3DBcaAVeLbYrSicObYV3o0yHjy4kn+5RdeICjZhJx/aBPe2kYphbOGjzx1QbLEfCJ3lrFvuFXOWFSBZCJVFTA9zdqjK2T3MprS00wbxvemTLZnrGz2eeK9Z/Ak7u5OWaTQjWems4sQUNUYoeErbQh4rNYkI8xYjGJ1OOSemnSAsjraqYuaP4LKjFz94tuvXvcjgVIAnSnC/G0AdqfGj1UXKdSk+4B1x+Ilwbn1JfrWULeReeXJnAEUs7rFaYjOcvfAszLIcdZijCEGudqjNYNeDko4RbO6QSvFSn9A3fpji9h+5wMuHZRGIyfO9mTOnemCrcWc2bTqiqWirQUPIoFSGl8HbPe7NcYQQsAebRU9zLZKUkysnhry8z/9YZ46sS4juFZoa0CJiHnqPZ9585bo1BLdmJqIjTDtd25NKHdLzAnHwkS0hTK1VOUBxcBydnmNQVGwczjhd6/f5KNnz1J3IYY6BBKJetHgMksg4DB89sYNfvlLbzIwjv/2Rz+A1Zr5ouGwrJjMF7QBbCaFvA2B1cEAHwN5IS6ia8M+VoPTAyaLluliwWLmed+5kzx/a1vGOB8pilw2vk0iOY5dSZvG89aNfe7oAx64vEFPWz59/TofOncBpTS9/J0HsHcLUXekBKfWl6kWC7QynBr1IAUyrXjp1g4KOcnpuCDC5QuozDJfNGyuDvmJpx/k8y/cwC5plnp9nnr8DLcPJzxy+RzvPbPZcYoTvcLy7Tt7zGov/j5dbn1IQYStK5bBesaaGlLeW3C4NWe6V/Gl33kDWxjOP7LJxdMn2D2YMKtrULGzLeO+Do0gwHNHUrRGQTTMZjUpg9SKVkoLZbdLZDUkBHNCaWIrJEKRmHB/XR+6boJubd9taqI7Gs3kdcZWTONUAOUUP3DmJKGCQsOiqakbRZFZSJE2anzdHHEkyWyD6UavABRO0UTIjMI5zbLNaUOiDR5tLC7TKCJt8DjrWBnmWGdoWsl8mzYVNw4OubM7xdfSpcQoabexFZuUrG8JdZQ8tygYUWwDPkqKxnSvxBhFbynjZ378KT54ZhOtpFjmWTeaao1v4WZTcWcyld9rEzhKa0ZpMpPIlKHqG6KRi0BMirJshLzoI2d6lkfXetxUmi+8vo3ODDY4lIk4ZUgqstTv0fOJg4Mpn3vtFs+9eodVl/HXP/5+RkXBja1DfGe4n1ACRgfp2orMYFXixKiPNbKOjyicVfgYOXtiietbLa1PnO4NcOdO8YU33yLqxLlTJ/BVJakoJOq2JdeOg/2SlWHBG69t01SBKw+e5Xe/dYvnb46xJok75zsc7xai7sgzS9W0GG1YzgVgqzoh5Gxes3NYcmK5oJcZlALvIxo4mC2wLierKn72Bx/nRx5/gP/tM8+yaEr+4vsf5ZeffYE/997HaOsKVKSXSwDe9fkhwR8xkwV7iUHWrzEmfO1pnSY/O+DyhRWqiWf/3pi2brn+wj1uvrrD6uaQU+fXKX3NeFqKn3Eh9rNRdeGAR+kjMbGyvMzt17dg5Qjv0RxlvR8lfxyt8tURSTKoLsEEOkT7vssi6j6uYnXna9OV2yYduyImEn3rOD8asZUqMmNpQ0tM6hjElEh1OSFnVY0PkX7hBCNLihgCA6UxLgMi0UPhDEXm5OenRETY2dZoprVH1Q2FMYyrwBs7UyZ1yeF41iWQCFtdAiwhHqW+GkUIAWMkWMA4sVSpZsKQX90Y8NiDp/jEEw+xXBRMqoq1fk/eG6VJWnC5z16/TujCMZNPx7yu5CM9nbG1vYceOgxCJMV2m7kY6WG5sj7kkeUBpwrDttVcfW2XFANtFM/ucVljneZw3uL6OecvnGRl0KeqSr529Q4ffuQy506MqJuWQWE73EzoGbkxOGs5e2LIxnKP3cOScxurHEznxBQ5mNXc3R2zO6vp5zlWWx5YWebeqXVuTaYMck01b/BamGG9UYYvAyfXhiwNC/rDnPG0ogxzLj9ygddfuUWMkd298Tuef+8Wou5IKTLsNDUhyTZKG8Urd8fUPqFilOC/NooGi4RyhvmsYagTt/fmOG05uzzgQ+fO8mp1yC899wI/evYCGQ3jRUWeGXpOM/eR2+NZRxTr8sh8RyjsAGntJIF0UddUsUWbxNn3bmKjYfv1HQ5352xfO2D72gEPP3GGZZextF5w92AKneWHRpOsrNKDgfXCcdsEtHGd7/RR6GGHBcUoi7FWkkCVMaQQ7r9eo1E6krCkFEXm8LZMe6M7b6aQSDoeb8yM1jy6NmI6q8TiIyRyK0UqpITteCoxysYs6oQO0PrIfFGSO0Mkx9gGZxPGSgfkjCakxKhfkGlL0mLCtahrKp/InGF/XjEu5+xUDeO2pJzWKKdxgG/9cZenlKSwGKM7IzHxJOoNCiaTkmbeMBzl/NWPv5+nz55jbVjQtJ5RkUsXFAKGhEmau1XFCzuSU9ZWgRgC2lnCokXlltnWXCKDCk1SQiLSbcdH90nErcbR+Jam9oQmcHpUsOTE+SF3jje3Djm1usSVM2usjvrEBNNHT/Pr37rG51+6w+devMm5jQEPnV3jmQfP877VFeq65nC2YFY1XRcWCUHx6IVNxrOS1aWMxidu7k2JKFb7PWZVg1ayhHlwbZV8ZYnxeCxfrzuMMiT6zuCcpqoazp9a5uTmiJdfu8sDG4q+LXjPDz3CN59/kXtvHX7X8+/drVl3pCTbbGskxC/ERBM8h2UjkglnSTHRAm1MlG0rwlWjGfYc0Qf2JiXjRcWPP3EZfKSXLO85d5Ky9iKsTFCHxE5V04KQBd/2HI62NWJKrxGWUOeEbeBwVjKLNRevnOTs5hp536GN4uqr97h9dY/5tGZ9eUimLXQntsQgdbqm0KIKJSLaXJO0aL+OwOYU1XFeWerMzY70Z51Qg6M06+70BVJXcLpXcuRF1LkCAmBgo9dj3nq00h0hMpJ0IiLJG1oLF0rTWSklISzq4w1WkBy5CG0jI6PGkFsxyY9JiI/WKnS3ZauaFueEvT6rFsw7nlX3bgvR8vh/3evuPsaOiOkyQz1r0Fpz6tQST5zYZG2QEWPAp4RVGqMSmVVoJQz7fVqqo+cbRPAnQQtaqAxJiTFdZoR0qpTEhEdh6Z/pi75s0URCgnntmS+8xAF1fKqlXo5KkbzI8F6RuYzNwZC/8L4H+c/+9KOc2hhxe7/i8y/e4ZPPvsrt6QG9vmNjZcCplRGDLMd7z0qvACJFbgitoq5anBHLBglJEYmJVhCTom1btIaq9STAWgttxDcR34iiv64bnE6kNrB1d4e3bm3x3Fdfotr/E0rx+A/p0EDf5Yj81KBVy4u3J+wezml9K8JBX9N3Dq0VmbUcTEqssUQgKzIUmrt7M9ZWRvwnjz3KxsqIyXhG2USsNSwaTxs9r04OiLYbaxSd53JHCEz39VrKimVG6BT2MQbquuE9Z0/yp55+ipdv7/Lizj6/+annCbOGV79+m+FawcXHNllfX2JvPKOKAWs0/X6PG9d2UH0NLcSFsKCJsYuaOVL1H41rgYgmdcbzMRxhP5L+kLR42aQ2SPEJsnK/n+zRLfCTwljDMxdP8uKNMb1MctN0srQhSEqtVcSkMElY7QbIncIHWSAordHWoHU6tn/FODSBRQj0ycEpnBHODwaW+hnjsqJqA7emM+qmZGs6lTGsS5nQRt5p3yasVRA7fx51tAlU7FwfE31ifaPPX/nYhzi70ie3iUUT6DspfIoIxqKMYt54fuPWPXy3ro9gBfx4AAAgAElEQVSe4wIbFRSNoW4SZtXK7z4ptAlyEYgw1JrVImOl18OHlr15xWTRSqpH9KSk6GcNlzZWmFUVX3tlmytnBpzo9zAWlvOcj145z/tPrxO0Zd7UfO6NO/zql14h+MgTD2zyiWce4rxbJjOGjEhohWx4u5yjtWXYc2yNZ1QBlrKMWe2pvWeiIrNyLhIkbRj0LCpCbg2LRUtMWhT7KXEwrXj4odM8c+IM/8X7H6P2kWGh+avffOu7nn/vFqLu0FqRZ4qIJnSm5XcOF2gF06rh1FKfsmnlKoai52C3DQysJQRRyy+ShNv5mLiyOmLeNkzKijZINJBK4nh3Y3IgnBCpQMeOgCkosdCATo8kV1OdiU7MGkXRt5zN+9jY8MErJ1nYmpNXVlkcVjSVZzFpePFLbzE80efco5ucWC5ompa8GPJGvQ9OFPzKq2NsKPmOSW00tEE6saMU1k5XBrKq11oRWoW26fh9o+PZpBYIAW01MQhvSGnYXBpSVdDLMwH6Q2DeBorcEmJipecwylI48RaazEqGPUcbW1nVY3Ba44wlpETdRGIsKY2lcIq2aimKnMI64aoYQ9X5PM3qll3fsL+QFbR2oFotaFcwKBMx2G6UBR+CyF2Coikb6llL0XP85Y8/w+Nn10gxUS6EW5YZLW6XmRUSKS3T2vP1a7cJXgqU6nhcMQZMYWhvlZRNjY25XHRckisRIiS9sjpiedCjlxkm84b9mXQojQ/cPWxxWpH6ijZExk3gudfvcmHjMW7tHrI1q3j6gU1SiLgI/Vwxygo+8fhFfvTyOca+5Nr+mH/wyS8L96pOrAwVf+GHn+BDFy5xdiNjWlXMFiVroxH39sa0KVI3kUnr2W1nqBBZ+ITqaep5i0GxfmKJWM/Byqg9m1fcuDXmiSfP8cjZFc4uD1nUDah31/ff99Cdj401TohvZU3TSCs/yDK00awOCsaVrI3rEEkaMmeYN41IvpLwZYIP1LUo851SaBexxjIrI3ttw7xtOouRLn/edobjMb0tHphj+1opTLK1O10MWRv0ScCtvQNevbPNWp4zeGzEgsCdNw9pS0/fOF754nWGqwXv+cB5fOlRmRQYfKetOsKFOgsQZZJQAULsCmRXgFDdiCTkRhW6Ma6TdqSOCGmsPrb/kEw3seR4ZLTM7rTu5p+uG8GglWY0LDAdp6UNwuPqFRmDIkcphzEdKJ3nGAWzsu5ihywmQV0FoUzQ0lqxASkyKUhaafbHCw7bxE7ZiNWtVjin8LHjxFRR1vW6M54TdyhmuzNCE8gKx8WHT7Gx0hMwueNUea/wThFNS+GVNIJJ8dLhDr5qAMmL05kFHUmVRpnEZGeOPd07jnvCx05mktB14LG1VVZ6jsNFzaz1LJrAciHWND5IQMCljSE7ByXP3d2n9oGvvHSLt3b2yJ3jay/f4WMffJBHN5aZTAIaj8pyVjPN5Y3TXF7b4OvfuMW08gTlGS8sv/yFN/ml9g02hnDx5BL/8fse5mSbeOXmHqd7jhaYOc14f06W54TYYEnUbWCUZ8zGtbhXdub/d7cmLCaR7cmE13cOWe9lOK0ZDdw7nn/vFqLuUEpOxroVktj1nSmGxHTRsDHqEUOgConGRyofmC1ahoMMUFglQN3siBujYFK1LLxHaU3PitlViIGr9YxwRPLTnbI5ysZF2SPMBVBJxrXUMZRRnFge8MjSKoHEMM9587Ck8fDkgxexJuPC5imeW3sZVRQMteFTn3tRJAN7gTpOsErhm4SyBqPeVmSMgOWQUKELTzTq+D1JQfCcY3Ji1wHpbrxMqM6GWvhCSuvjcS0vDE+f3mTrsKZwjqDj8Wg0GvbpZ5aybjozLcvyoMAZjdOOE8uZjAFKELPcOpw14judGvrOYZwhs4bgIxBwVoSVTRupm8CsrMhtQVOHLtkD6Cx8YwwYZ96G0ynyzDDZKUkhkfczzp1f48G1EZ97/jpfKa7x6NkN1vt9ntrYlO65VkyTeO80MfDv37jaGdYFQp2wReq4RJEl02e+PEPnRqyEU+oIpYnk4Uy/x4aTkTVFuHtQ4UyXBxciPkaW+xlLRcbOtGZ/vGCl53jz3q4klGgJR/vic9c598OP8tb+gmt3d1gZ9fmpD1wGn6gbj8FwfrnH+ZMjrm3tE0Pkh5+5zLdv3eKN3TH/4Le+AVVkLc+ZNBW+V7BTHjArG3pWcs9iSBQ2EwWCM6RK7GuiTvgm8tAjZ7lzZ4tn3W0eWV9hpZ/RtH+CDo1dZPTXgdsppZ/qjPB/HrgCbKSUdv/A4z+IpG/8TErp17r7AvBC95C3Ukof7+6/hCR4rAPfAH4updQopXLgXwEfQJJA/vOU0vXv/UwTPkbKWhJHp4uGkORqXLUBpxUxBayW9l0pUewfqdX7udgxGGuoasmwj0BmxbvaJ0WbIm9Np2/zdha+Cp3BlrJK/im6q6UAwcYKifJif4XTtofTimnTslc1vP/KJXYOJkBNPw/8tZ/8cQbG8PKNPYa2z5e//ap4xrghd769D7nCLWeQS/qqzqyo7gW5kbU+HOvI6OKlU0fzfzvPP7ahu310R7z/dnbEz/MrS/QyR96LZMoQTMJpQ9KCIdVepBwrgz7OambzRrynXSQmSxu9FDdriYhUosgsRS76vRgS5aKh38twKqMNiE1sXTOb12zNS26M9wkL4ROppIhGYxM0IR77BBkUbe3pLfUgQjFw9AYZj51Z5/TyAJJ0OHvbLXc55N9+7Q0unR3ysUfPcnnlhGybyorX700IBkLdFfoAsU6YBNVeA06jsvt+3ynJRUB7+PD5dU4sF/gUyJ1msmjoWekWm5AY5Y5Lm6uM65aDUvRlIUFViy2sUZrcORaLhht7Y968NWZ7OqfxiZdv7aPSHi9c32d1kDPIHePZAo3i1PqQS0uWD33k/dg841996SU++cXneerRC0yqlhBbyrFY3NRli8o0mbX0c0vd2aSIMVxid3/BBz/wJMoavvXVVzk4sULVerx3TL+HVewfx9bsbwIvv+3/XwJ+HLjxBx/YFa1/CPz2H/jUIqX0vu7fx992/z8E/lFK6UHgAMm8p/t40N3/j7rHfd8jJFGhVz7SejFuD53d8rwNVE2gl4uZWc85bLd1sVqTkhSMzEDbFSpjOrZuFBvWuW+pvBf8BbGgSJH7Hcjxb+MoAUTwGUVEa1g3Gf1uvdwGj4+BInOMioJcG2bzOYu6ppdnnF7Lubi+hG4T33nuOvdu3WV5tUeYtTQHNaqN0r2FeCwLIdwfx450YqkrNEofZdd3fBTub/mO8tTgvtbtqI9bzQvKNuKOHBe1kDdFhouYvDe+s++Q8bMN4kF9ZEWikC1aWYsVbN1KlLTqFPttDPgQJNess1RtG890UeG1oqyrtyXXdriWkvc9itzs+H7voySGWM36xoCVIu8KBnifyEhsDByPn1nj8CDyy1+8yhfeus29espOWxOj2KYcp5d0ViPWaSZ7pUhrOrqW8KwCioTVimUnfJ/aR9qY6GeWwhlc93yX+wVLeUYbItNanBdtB+ZbbfAhMlnUKK04LGv2ZgsWTSAzmsm84rU7e9zcnUh3FRJJKVaGfdaW+7hej7aNVPOag/GU6eGCm3f3uXjxNNViQYhSOlNI1KVIb5SR7j0GYbaHmJiNa1zRR1U5506dZGVpyKxqqFuPD+987v2RdkRKqXPAfwT8feAXAFJK3+o+992+5L8H/g3wwT/E91bAjwE/2931S0je/T8DPtHdBvg14H9XSqnvlW2mgFxrqtiyPS5po4A0zkiSJRpa7ykbUdkv9QtyJyBinhlijBJ/rAQ8NVoxsE62XlEIk/fakqCijGAxSfRPFDBapS5H7LhTihjb6byiYmAyzhVDTi/3aX1iESNWG9omsdQvWNKJ129s8fLtKQ+eGnJn/5DeoOD61W1M7vjTj13mRx4+zVfubPPpF26wdfuARkOymvxkIVwmLYXn/sauk2d0YxlBxkmdVHdf5zXEUSYWx+t7bRSZ1bzv7CYhaHqFpm1Eze6UFKCqrmm92KhMqhpTt2KBC8yrSNPOMEaT2wznPHUbMDrRc5KbXHc5YJm1xJSofUNsZAFgjaZuA5PWM5kt5CRSSLJp25n1H/G2uvhsbTTBi3jZKE2v4+20UQznndPUbaId1yijeXh9mTpGbt2b8vXX77Azr/GHDT6TGOfUit+QStBLmv1FTbHWl6qqZUumlAGV5CLjciKwO6s4mDaCj2WWQW7JGs+ZlQEDZ7k7KZlXnpWlPr1ckztDL9PsT2q00mwu9xlPA5UPnF4dsrG6xMrykOff2sXHbsupklw8UVw6O0IZR5FZDmYLPvuNNwk+srs1ZjTSGBOIuSGUYrBnTcKhGAzEE7xaNOAUVdmyOGz4v3/1U5AS//Tv/dd8YLrNCw3UPlCn73rOA3/0o9k/RjLMlr7fA5VSZ4GfBj7K/7cQFUqpryO79f85pfRJZBw7TCn57jG3kMx7uo83AVJKXik17h7/B8fA48jp8ydGoGQFfDCvOhWxuDVOygbdtchGa1Qvw1mJDDJGuPsxBnrG0gSxJdVG5AtN63FGMS0brpYTOVm1AJ5C1gC8fDyyfT1ySxTPH1lvP7A04uSwjzOOUWHIhkP2ysjeoiTPNbFJbO+1DE+v8J2rDS+8/CY2k5NvtNzj1KBg1WX8xYcu8xOXzvOlOzu8NZ7wxa+/wfjaBDuwmFHW/VyOU1zlCcFx7kxSnYtZVzRThy0d3z76XGJzqc9Gb0DtZZOYZ4qmlW5TrDs01kiCSdV4GY+ipIIu93o4o/ExUfkWSbSWwhwCRNUSQyLPHEpFFm3A6FzwKx85LCvaFFjECu87m1zFsUulj937L5RjkoHUigXs0fQZlADEqQPendU456RLi9D4wKDI8MHw6PqQB9c17zm54PW9fW4cHDDznphrlNW4VpMNrCwIkK6NdBSKGXnP6VVW+gW1bxmXLbvzioGzNF5gAacNK4OcQKRuI2XTcn5tmZ1ZST9zNK0nKRgWlsoHVFXhjCHEROs91+4dUrViEJdZWRQopVkZ9Tk1WGaQOdqQuDefMZ4sKArHw5dPsuThAw88gLdw8+CQvcMpzhoeOnOS8dwz2Z8xKRvWNh1tHdndmXLpgQ00hi987WU+9vgKn7u+w088+QCrg947nv9/ZIVIKfVTwHZK6Rtd0uv3O/4x8LdTSvG7dEsPpJRuK6UuA59WSr0AvDNf/A95pJT+OfDPAZ6+cipNGs+skitvosvjiuB0oPYBlRLjRcNSr8BoTe09SsG8bhjkGRGofEvm5BcN0jonH9gpSw7btjNR7+hCSjpDbSUCSCtJMU3qaGUu74PWmku9EUYryrpGqYxYTvno42epfOTlm/uM65onHtkguoJ7tAz6fe5ub7G00uexSye5tDaiCoHpZE7uFH/2gZMkTvKRMyf56s27fOk7t7h7fR+3JNlsbimjO2PEKO1oq+RABZFcCDYtY6R+25CvnWFUZDy4ssqiCWjtjkdRZxQYi4+J4wY1GULwNAkhXybprhofhbGsJU0laBH09p3wV3wUbV4/d2RG2Nnee+rGczhfEHTk3uFY6mjnauljRHWyCqU6L2WSyDEQprtWkq4SvAhfc2dJQUZtg3w+GWijLC36RYZ1Yg6fouP9Z0/x9Jkz7FUlL93bxeQGt2LBK6oisagb2hjk53lY0oZz/QGZ0+yXDdOypTBGzNWUovSBi2s9ULA7Kbk3rthcHnJ6tc+8aTppTKRwhnMnlkkJdqcll0+usr484KEza/zea3dJGJIC60wXBBp49MwKSz2Hs47t8SG//nuvoRR8/IcfR9uMpQAnh5pB7jitl9leXubEqM9DPYtTFm1hOwb+1//rS+wdlPzZjzzMJy6f5Su3tvg3n3+WN7dP0TSJ9549wcOn197xXPyj7Ih+CPi4UurPAwUwUkr96+8RO/0DSGorwAngzyulfErpkyml2wAppatKqc8CTyMj3IpSynZd0Tkkkpru43ngllLKAssIaP09jxQCt/fnsjatPb0sI6YAFtrSU2QZg55iOLCSgeUllsVFMM7gifTyHA1YlXBWUTaJvXnFbT+naSR5Q2lZk5ueWHMkJcLHpIxs0jyyzs0kqmbkLBf6Q/IjQ/yk2DuYo5UECF5cG2DtiDYqXt3aJo8V+ZNnuPvpe2yuj7hyYoV+ZvFtZNhz7E8qZgtP4RQPjIasXzzPS7d3KUZnuf36FvW0otmrccuOYiUnWHVsA5uCML0lSlpaB92t7QVHko3ZQxsrPHXqBJOqRQhGQgJtQyLG9rgrKqxBa0VdK6zWxJRwmaNuPCFK/PSR31Ii4axFaYNvWtFNOUcTPAaN75jJSSUq75naxHRWoZ0hNIJjpJRQWsD5EKNovZAOx/tA7jK0kxy1atEe41+NT7ikaE3AKIWzmughpIBzgbCQ75c6C1lnDGeXR5xdXWaSGp7b2mLnYEpdtgxPDejnjjZEvAqcLnoMrDgzjOctIUWWC0eRuWOs8tzaiLvjObVP+NBycWOFWd2Kx1OeY42ln2WcWhnQxNR1a46z60usLy2h9RZEIdZqpchzQy8vOLXep3ACLfzGS9f45hv3sM7yNz72NL/y7Ws0dY0OmsLCEMN4POc9p5ZZ6/dYGfVwueVS1fLh91xkde00/8ev/Ca//cVXO2aH4urWmGceOo9SijuH83c89/7IClFK6e8Cf1eej/pR4G99jyJESunS0W2l1C8C/z6l9Eml1CpQppRqpdQJpMD9LymlpJT6DBJV/X8iWff/T/ct/m33/690n//098KH5AmII+G0Klk0LU1M0HrmTcsot1htqEOgyJ3442hFtILtKKPInWVvsjge57K+lUSKTHGvmXNtNiNZuZrG6AVDiHR+P0ecnk5O4fSxMZlCcbm3wkqREWNk2M/xHkaDnGnZMilrqtoToiLpyHqecW54is/svYVxmvdeOc3JQY41ksTQePljrJuWhdL4ecvtvTF7Wwsee/gC+nJiOiupyoalfo/URHbnc/K1XCQpnQ1sDF1ya+qAXqdIjRAwMYqH19fpWcds0YphPIl5VWONEkBXaZlKQ4IU6WUZ2kiXo5UiJjEaC0ECBSKKXIvEIMQoXlDa4lOiDVIEQ0rE1HY/M3GvnMnXJyFsxk7gKx1St9EKAprrzsspeRkVURBUkgWG1kJXjGK3IQCtJPHGFGlaL+ZtKmK0JbcWZxWt9yxU4s3JPtuLOWvnlji4M2f31QMGZ3pkPcuSznhwbRnnrIhZF+I6EJJ0d1pp1pcKkZq0gYNSLHH7Wca8ldc3XrT4EHn8/DoPnlvllZv7rA57nFwZsjoccmP3AGJiZVAI6NydCWfWBwzyHK00TQp89rlrTA5KHr64wXK/oNAJ4wxbh1Ou7Y6pElxY6lE2nqYZQ0r0CoO3OfuTGX/p536Uq/u3Ge/PaFt44fkbVAvPb3zhJT797OusLr/zaPbHrjVTSv0NpdQtpIN5Xin1L77PlzwGfF0p9W3gMwhG9FL3ub8N/EKXcb+OZN7TfVzv7v8F4O/8YZ5bQgC+smq7XDPJGCubQBMi1kK/yMi0JfjYAZtiyKU09Jwls3JVTwFaH3DaMvYV89B0oYfpmM6vunVQQmQHRxOpgk4ZLyfJWpZ3QX4S8tjGln6eyR+Cs90YmKiqlq2DCZPZlJ3xGGM0y84xyh3OWohy4scUxETMaNCR3XJBvfBcvX6HHMvJzRFrp5d48olLXDl3gXbS0k68MKut7PGkO/r9tf1oM2W1YWPQF2V9SqQUidL2UfnAom1IBHH4i7K1M0bJGJQ58VRKqQuclQLhQ8JH8ElwIx8CMXicMhglfs2Nl82mDwGnDYuqFZ8iRESM0R0G1invjRSnFGPnxqiOH59C6oIwhZJgtMjqtZZxzqd03IlppTv3we49VZ1PQUwc1hUz34go2GhGmz36yznzewsW+zXLuaOXOZrQ4lP3d6Y1VmtCEixrZZDRBE8dItOqIcQgr7X2ZNaSOfm5vcxxbXvCeF5zYtTj5EqffubYPpizaMTXusgsg8zhjGFtmIndMZqF9xxOF6SYePrKaZyCMiSWepbcWeoYeWNvzEFZM13UYlnsNNZlaKVZXlpjWtd86xvXuXl3n3lbSrDivKHXl+7v1t3vLniFPyZCY0rps8Bnu9v/BPgn3+fxf+ltt78MPPUOj7sKPPNd7q+A//T/53Nkt6woK4+vA4M8p2o8RWaYLerOmlOKR5YbvAaDw2ExVhI4erkTC9jCdYJYxcwHrs4nVI3whTjiC6lO03VkuQFdgeoe12FEzljOZEPKRU0x6HWrUhDuoya3irn3oCOZNiQdOZjN+eLzVxmtDTm/MuDSiVUhCQ41h6WswCW1E/q9nDcOZ/QKzeFkxmjpFLpR/MDFDfK+47ee/RpFkePHLWHcgknkGwXWGbEv7UamzhsSbTSX1pdwKHbnjSRUaI3peEO5NUQjHkTlwpNlDmusqN7R+BTJrMFqy7QsSUpsUazu3jsTCEHTarBWd2zsRG4kyvtwUdGmyI5q2D2coozCKN0VlK7riYEQFdZosf+IkdBFLoEULV/CdL9kcb5lVBRkTrGoWmoDNkKR2yNiuQhpk6aT7omiHo3Tmu2mZBxrtBGuEMDmlRH7WwvmWyWvfmeb0+/LObe0wbRsqXxgOc8pnCXGwLxpWerl3Dss2ZrWTKqWtX6Pg3lJXQcp8CSGPcfGcp/9qumSgxWTuiHpGTEEysZzcmXYXYASvSLj1NqwW7Z4Pv3KNcp5izWKv/bR9xOVQA4BzVLh0Fpzq6wwRjq3US+j9p48GSZ+wfmLp7l+a5vJZMGS6zOrPP2TPdp5i02K0cAyHi9oKs93O95lVndHTHB3r5Iuxmpyk2hNkoBCNPMmojuS3rxsmdU1J1YG4l+jLSqIWNM6jTNQ+YTViee3JxzUgaTF9yZ1Y4Y2QiaUEUdAy+Qj2G66MZLacTIv6GtF5RXjypNiYKUoqGMixEDWAY9tCLRtwKfInWlNNIb3PnKWs6tDCqupfGQpN/RcoKw0UbXUSbFuI1d3xownJUElDsotzp45yQMnN/jc772AryOm1eS9Ph986gJXt3e49saOdIwkeid6HS50BGjD4yvLHJRi9+FDQqlAZiW4so1iAEdSKCvkw3JaszroUThLkedAZFE3ZHlGz1oWTc2i9iRjscoQTaJpIos6UmSa3Drq6IkpSK6cT+z5mqpqJaqo6yR1l9umjek8u0XiYrQhkNDOQEz0VguoI3XZ8OlnX+eDT17g/OoyzhnaNtKqhGoiuRP+lUHcLq1VhBQw0UKAmWrYqea0ne1scGCiQqNZ2RgwWusxvjfjd569xqu39vnwQ6fpZxmDXOOM4rCMDAtH31nuthVVHdAo+r2M6bxi0LfsHlZopTi3vow2mlGWMR3kwjtbGfHWnV2qJrKxIgZoo36G0or15R69zGK1JWjFr3/pJWJIXL6wwomewsbIvIHDcUmoW3JreebkOoPMsdbPqVvPvYMpN/emfPneHt+ZtDz/S79B8JHU19Qm4voG4xSqhb/8Q09z5fQmP/c//cp3Pf/eLUTdkUjsjEt848msIwSwSeMsFLmmahqKosf8iIOSWbFlCB5nc6IzXT6V6iJ+xC7htfmYmN7m0Jfp41RRWmHSRY94SxvBhITBJx3Ve0erYrJvDJMysJRnDAeOed12ItDIUmapvOKgKTEYPvutG1hruLi+LGNZpmgWkdIL+I2W9j+0gcIs8dc/8j6+8MBtPvX1q0wPpyxdPk1Zj0k+srmxxv7eAR965gdYyUqWC83PfOAJ/t23XuHlN+5R3hNfJdt32L7DDS2Pndrk5nYJyGhllKauPXXTkDmxKMkN1F6kHr3MorWWdJQWCmu66JlIG8WMPcs8izoxrT2Z1RR5LgW/U4YPcsu8VUx9w1ZZs7eYy9irEsl23dpRRlkQcFqclSDUoVurp07Tp+lt9ih8QblT8uXnrvHIxZO85/Im1jiJHPKBCkUfQzCSF+c7lwSlE57EnaYmdDa9KmrCUXhlBO0S0SZOnB6S9xw3r4/Z3p/zg4+fZW2wCiiqGHnPqXUWPuCD8J42lvpobWh9EpsUA6v9PqNezr2DCWv9gsxpMmV45eoWu7M5FstwmItw2BmGfcv6KCcSCTrx5sGYe9tTBoXl53/6w+TRoDLDaKhQtWK5X6C1YsVoFr5FG8Mru2Oe393lxvaUe7M5h9dmRBL9lV53NqUuqFL8y28cHLCcvevQ+H0PH2WbElUiy7Rweq1kgQ3ygvHMM8gNfWcZl3VHbotSDHxgaC1KQ50S3ovt6sJ7Xtvalgp0lBvWjV4m69jITopDikFIhF2Kq2AKljN5n6Xc0bOK1rf0c3DaoLVsjXwjlIEYxXUv+MDrb22zsTnkwtKAnpWrfWEN+4tAShWFyklaE2xiezrn9KDHX/ngYzyxfoJvbu8yN5HbhxMefOgC48MFvcLRU4kvf+cV/s6f+0Eurvf52GM/xou39/jN77zBC1e3ubM1pRzPGZ623DtomNceqxWmW2u3yaO1pm49ISXKpGSUpeskfCIohUtQEQhePKed7cD8YBj0ZI08rwNl3aC1xHajFWUbmFc1u17EyDt7U5IRvV7q3BFDFLazykR066eNdKUqoJARUBmom5bMCg60dGbI9N6cl968y/bhlB9+4iL9PMNYwfDKqqYochRt56MiDpzGGG4vDgkpCvUqCv3BON1FbUOWLI7E8ijHPLzCeKvkK2/e47W7B1w4MeLS+jIeRVOLqj9zjuW+pW4CNtOdS6hmbaVH61t6RY87hzNya3n47DK/99o9QLG/aFgZ9Rn2HHWA5aWcpV5B3xpImn/92e8QYuK/+cT7+NCVM8RWoVKLCkqM3xrPci+jMIpZsLwwnvCrL73BfFYTQ6KZ1Jw4u8b0cEY2cmgjnPij1A5TGJ598y6b7k+AR/Qf2hFiRKLuNYVTVJbBzLAAACAASURBVK2IM2OnQTJOcXJ1ifG8ko4lCBW/6CKfW51wCQqlqAgkrXlp75Cmk9ErjYQetlKIlDqy4EikDJQV7+Oj8SDFxOZwiFOO8aJhojRLeSGr5RQx6ijGqKUOUDc1Sidu7x+S9yw/8NQDXFgbgE5UdaKfGdCe0Gq88jjjIERmdYPq9did1Lz/gXWevrjBt29ucWNnwhu7O6gs44EH1tg9uMnm2ogrJ0a8ePeA1nsunBjxP/yZZ6h95LMv3+EXP/VNtu9N+Je/+VWeefwcy0WfYT8naEkojUGKQqY1rYLgPU1MZLZH0uKImYLHKyNWrT50rgiKvDCkECmDx5rEaDCkaWt8pNPkiTvi9rRltB6J0eO9WL8eA9CdpixE4ZHawhBqwemsM7SVl47VadpW2M8xJvqbBYOljMPdBb/17GtcOL3C+y6fppdnGKVZNG2X4RXIFeTWUiUo20C0UfBAlRAzxoQBUtRoLXHiPW+xA01xxnFwULJ9WLG3qLg1njFvWjZGA8ZVwKJoYmTatPSsxQv7g9VBwfbBBGUsbYIVZ5h5saypFh6tZFNmtaVNgdGwILMJawx1bPm9F26QUuJnnnmMvlcoE0nREHo5WWrItGPUt2TacuPeAf/u22+QbKSetjTjmsJmnHp0lel4JhFXQbp5jpJP2sBhiGT5ux3R9z18SIzLiiIz1I0UGcFyRGc2LHJqLwruzBrRTRmD0RrvkwhdY2K174TLQuLVxYzUJY9ytDpWWmxak6y8URrVbdNMt8I3RpIWnuwv03eiz0pJ088MgzxnESQry1lDPzd4H1kQiEHz5VdvM1jt89DmGv3cCSir5CofG09MmmACsU7kWlHkOZnRlP8ve28Wa+t53vf93un7vjXtteczkIczKZKWRFmDZyWObNdG4dq9CIomLWoUTS86IL3qcFeguQlQIAHS9qYF2tQXRdAJiWNbsVXbdWt5kiWZmiiRInnO4Zn3uKZveqdePN/epG3RAorEsQC+AIF9FtfeZ5211/d+z/s8///v7wMn64DKiRev7vPDz1zl1mnNr712k9uP7tM0HZ9+/glA5PojXfHorKXuJAPrx168QjH6Qf7bX/99Uh353dfuEr1na1TxQx9+ht2qpCgsZekwgO96sjI46/Ah0CHTqOmooCoMMUBPwpqEzloa42SUtlRakWKArLA6UzjLugk0oWY6ztw/Pyf5IZV0aEZnP+i1CgVejnxFZQmdRwHBR0xhxPM3VEbZQzSZ0lqCiRyO55w/3PCttx7x8GzNZz7xHDu2YlRa2tATuiFsMmfu9ctL1AjxwtwMOmkwUYSTUYBwnYropMBkDvYnbCYFddPzaN3y22/d44ndLZ7YmjNxhi4qnjnY4q3jNS89ts3Th3t84a07zCYTfuqjT7CqOz775bc5equjGhXSU6pED1eUjrEVa1JMGq8irz96QNv07O1vsVWNSTkTQsI6UM2Kdzz8wLVtqsJxVvcsG0+XMiHCznzOT/7k9/F///FXOTtaUFaFML4vIqxAjmfDoOGort/3+vsAFTssBXRenMRaD24GIMaIQ9AXUjWJMTaTQaUhojiz6UTL0Q4mzkjmYV3LRqOkaldGC+RsGNPni8iKoYl9iVZNouDdsU5c7EPOVukMpREPmNUGH9SgkZFpkA+Bd45WghItCzFxpnRpvUgpoo3c6bVOglWF91g5JHJ41XjO1h1P7U75sWcf5+p0yuP7M57Zn9OnKL40lSgKM5hQMw/PahZdwI4t1x/fZTKusIVlsWn5wmtvs+lbUs70vhdOkxENUMpJRI6I2LD1gc6Hy95S76OM1wdrTIxyJDVumPwZiCmS8PRKzMXni07e05TExApCjNRiclUXgZEX7lNkYqmQRA/57Q/JJIMlRRmNd5mdKxOm2xVnZzWv33lEmwPKaAwOjSIMBMhF3RJ9HlBP76bfKs1wFJeyTGskhkhDqS0KxXxUMp1U2ELTdD23HpzzzukSheZwa8KPvPgUxmgO97a5cW2Es5YPPT6nmJfMD0bEJP23phcsTeFE09b6wPWdKaUxFFaRc+QLtx6ilOJTLz0JBkyGkCNd0Bx1iaNmQ0rCeAo+8ahu5LPkM8+9+ARPXD1gy01pFtL8V1pM2ZcylWGAAXDSfoCK/a7LGsV87DBGD9XQu8zemCIHswnOGlJWjJB0UVdYkgD90BmcUtSdZIndOlvwYLEWE6d5j68p6wHNerHx5AGgzyWuVZPZcwXXqhHTUuwMSim8T5zFnj5EppVF20C9zqzaHqs1q3bD8VnNxx67wZPzMTqJYM9ZI9aVDKMMpZW4ZjnHa1atx6pM3UUmI8emC5zGxMl6xY3tCf/RZz5K23lmkwm3jhdMrMUoS+kMKmeaFMkR3jw9ppw4Xtq/xoe3H+P5p/d44/icr926xz/9/W/y7GO7vPLkY5SFwxkJPS2sqHoLJVVmStC0nl5LT4SshHrpvaiHy0I2rl6qnVEhvbouJB7myFGzYrNqwGSc1oQQJfstRayzQ06Z/E7DAHGTJFzhKlknSuscIigRmsaU0MliCmhTYnJjDAZe/fp9bt0756c/+SJb0xJTWELMNCFzlnqSSthaPF1eJZELJEH/jpTFGk0bwrvHwxJyK1HhW2WBnmcWq5aui3z97iMeLla8eGOP2mQ2qeVX/vgNvnCzYOMzr3/llOYP36BwcOfRZsCsKKyVwMmyKHAO+mmkOe2ZliWVg//zd76NKTTP3djmm82K0lWgI+t6yf37C5558pC7y5agMme+w+/M2elqDo3l/qO7/P3Pf5Uf/cyHWbDGpILFakM5LuhiEE8fiOzCGb724Pj9r7+/gGv8e2K1IfL0tT3aLtB0S3yS+OAugLGaqzsTlk2HCRpnJT3CaEXTB1AwGYkkf930QOZubFAl6CibjrSV5N4gnqY8QLnycBdWQzM7MR1XvDDfxxhxlaeUh3wvRfRRtDghE7LCGZlKWKu4fbxgPCn4+FNXuTKfkElopQkp0PWJylo0mhjE4rBuA05bNl3PfFLiLNR9EN9VForha7fPUQYOpgWN9yw2PTHBrJDEjbrtMVqxTom7i3NGGN5YPOBHv+9ZPvEjz/M3n3iSv/X3fpHp0QnvnK15/farOGP49CvP8NjelDKCVkL30wOlUV2IBKVpR5cS1grOFUQ/VBaOnKH3vSSD5ESjLfceLcXLZ+QYZB0iHkVfsp8wArNLKWIrmXaqQeyojcQ7X/ym1NBjSinRtInCGILPlAcjnjwYc+/b5/yT3/kan/zwkzyxt8XWqOAONeezTFlL5WC0GHat0nQqcmF2Tkl+XjaZqDI+QlQJ5yTwsDSGw+0xi0XHCs8ieb5ydMTr/YqiMox2Kt5SPcUUQgFpHOiaSDfxNBtPMXFoE7BOQ+4IXeKtL38VbbR4HEvNc99/ld5pfntxh9/47C3CJtKft/zCX/kUxXzMh196mePXX2O5jJysOx4/OGRB4Pe++C2c02xdnfDqq9/mmaevEcicHq3xLko+24BCUShCGzn3zftefx9sRMPqc+Z3H5ywawzPXp2zWHUs6k4u/MKy6T1NF3BOY5TGIGNZgxydpuOCTd+hNdQ+8Vp9Lk1UkwdL1kVK/EWOl5bSFQYnuqS2QuaJ2TbXiolUZUqRDOxsjbAoCWQks2l66t6zbnoiik3d8ztfvc10WnFjZ0rlDE0vzCGB9kugotMJlQ3BR7nYs9ypu15yzzetJ0ZhA/nB6BuT4sF5y9m6ww1TKq01Xd9DFnzIndWGrA3lSAGa3/3mW/zBN2/yzPV9Zsnw7LPXuX3/EboU2eDvvn6LftPzsReu8/LjB2zrmYgTtSFlSYnQyg6kAjmioTOVEdFoHASKhXW0faSOgeAjXd1dhgFkJAeFIcMtDUOAGKIcZdsooZImo6IIEVPSEpVzochWoh3DgEqarosoA4Wz1DFx8Oyc1f2G33/1bb46LfiBl27wYNIRXaauFLbP2CCMa1KmUpqgMoREyIMYUiTmYGSA0XRy/NVao0NiPq3oSOwdjNg9mBAHP961x2Ys20DeGzyLGZSB+rjFdxE7ckjFDTpJiohKkdBnikqjkuHG/g7LVcNadSglN6n+pOP3bt8iofnGV77KZtXSR09MoE7f5ubJKX3r8cNNttSGxgeU73nyuT1u3zrFDWGKKmail6Nt+lNK/PeuDzaiYa3bjvtNQ5zMWJ2sqELkuf0dqrIghMS9kyXj0gmgPUtDsg/CEK5sSUjSSzBKcewb7q0aGGl0hHTBf04y0FQ6Dx86uWMqlYcYH7kwnq22mGkxiMYMBoszikUdyDkzHwmUjazZdIFE5mRRs2g6Pv78U7z42O6QCqTogxcH/BBemDMs645EpnJOcCdWmtXqQtGdofOBPIz9xUGvyMZhrWPkNHaIc9Yqsu49X7h/n67z7ExGNDnRkzHOcdI3FF1i1yquPvsEZ/2G48WaR6dLtNN89dYj/viN+/zgy09yfXeLa9szsjJYxSWFICNZcjEmgo+SezZAwXxK1H3gPDYsFpK4EaPogi4GAGh1STlQXhrT1iEariSZ9RcXzoUfTczJF8iOIfnDyM1DG2h9pFASEDl5fIJ6oGg2Pf/Pl99i58M7FHuOrDQLE9ClZTtknLKIikq6RnroyykFOCV9sKTIVqwx0YDqFMt1h9WKvfGY1mrylmKzalk+8rKZnmhyDOSkKXcs3UlPUppwdyW6KKcxpSZ2EgmusiafZ4iJe3fOMSbT15FibMkBVI7UK0tWhheemaFLS4qGpvdklTldbMQe4yUyqQfu3T7i6rU5o8qKLquQjfQSK5OQDfd91gcb0bCyVvzBGzfZmYz52NOPsTMe8626Q69q5lbx/GO7kAWS5UMkpEhqM65yhCC6kaqwoAwP1o9ExBjl7K8zZKvIaLJPMjkDwWukfCliVAm2RwX7xZjSCs40xMi4cuKFGhrPj5Y1Co3Pia1Ryf3zNW8+PMeWjpeu7TFxhhQSaGhqj48RcsIoQxeCZMkbjY8BlaVS8DGSkggE88AfSsCi7iiMZVQUlNYOTXouA/r6EDldN+jWsFVOOFk1+OTR1lBNC7o+4bvA2WLNfDbCWsPzB3s8c/2A06bhzZtHNIuOL711lz964w5b44pPf+QpDqaTIQVEGEEhRqw1JK2w2rDuArnrSSnT5kgNHJ0sB3RLkuweJf032ViG4AAltMSYMrZyhDZI0GPIOCObX0qyISul8W3AFmLfwEjPSKFQKhGNYEJiyJSHIyZmwuL2iqNXT5k9MWH81AQ7skSfObOZaYpUQaakxdDITUaCHVNKZCMQ/njxd0SwhSKqzGx7TBgnmj7i3+rxm0A5cyhnyE6mcH7dE9aefukv88/UoB5XWjajnAXyprTClobQBdo6YktLveqwpRZB5FZJt2g52JmjYsIqRdtF1t6ToiJ6OSYrowhtICaDcZbNqiGFSI4GUw5V6DAQSN/pwhvWBxvRsLTVjHYqjo7XfOnNO3zi2RsczuZgLYs+8q0Ha164MmU6smw6Reyl3OxDxKhMHyOFVngSR30zXAjSc7gwQKpoBvW0NK2lWS3HM4kUgr3JiEqD05qRAG6ojCEOOps+ZoHvk0QcGAJN77n58BRrDVPnZCIlT8LnOGBYxUja9GI21YipNPhIaS0xKXofxLCL9JxyEDhczFJ9hBgpncUqKVdCUnQhsuwiXdMRU+RwPuVosWTTeja6YWTn9CHAMAEzyrFeR5pQs7u/Rb6RuWWO6TaaFDKbxvNbX36TH/nwk1zfmTOtyktuUU6ZFCHqiDOA0qy7QIvHq8H7hrynWgAGw5RToUy+PK4Zo/EhyJgeLqsm1DC9vOxtDFabCyRukjrmctKJlux6Bm2QTsyujIl3Vmzu1RQ7DlNYUBIVtEFuNiNEwGmtkhuVy+hgiCqSkhz382ALuTgijqqC87qjaSJ+0RP7RLxosZv3DjsU7bonq4x1Rm54OWNsxm+kAa+GnljMmW4TSCHS1cLKMk6hdiq0SaA05jLdRIYzYyNDHDyXJm49YI5Dm0Q5rxXm4u8ePJNKq4GM+Z3XBxvRsGzp2HnhgNMHb3PWNHzuK6+zvz3hYGvKR25cx1Wa15qGHa95aj5ja2zZtJEH5xuMytR9z2Q64p3FmlurBdoOJtasQUeU0mAysRVwWI4Z7CC4TsOdG8XLs30mZYFVYFRibEtKK0hYYqICklZses+i7tBkvn3vhHsnaw6ubPHCwZZsfl5y0smWPHxkNVkCIVMY3PxCjl4PlUXv4xBzBF0IFKYg5oTV4lIPOWF8RpWGPnhyhkermlvnK8aVY3HccL5sOdzfYqdUuFLjPPRZU5Zu4IVk6r4jhMSdO2fs74742LNPsoodZ+uGo0dL/Mbzf33p2xjgpz75HPvTKdvTCRf5jTnJMUb6SR1n2bNpahj409pokkpoZQZG0LCJDBsCKr/bjFYXPSSFdhaIpAuJQkqXkUvGmUt9TEriKbwgJsQkSnoC4GD/hR1Wd9acfnXB9otgZw6z5eh9YlllfAdj54gxMeoM0SB9KqUv7T2KjA6Kro9UzrJVFNSbnjIZjCuxE2kGGy0JrMqALkR/5qbyc4wTwawyMGQhkRJDgouinBbkieim+j4xnhfEBJVRTIJU4W2EcqjalYaJKXDOoFqpcJTWw+tNxBQ5O9tQTB3WGYlt6sRMLGJd9WcvvIvr71/gtf09tXKSdIjNWctp7dl/apvTZceq9rz94IjdrQk/8PzTpOkOm02AmClj4qnDOSNjOFrVvHO+5JGqacigNUpJyY0dRHIWbBra1Vah+os+iEKlRFWVXCtKUghkrcVirxTjQrPuElvTKW30eDpskONCyIkvvHGPPgR+6OUnOJhPCDGjtaXrWhG0WU3jMylrShWhKAkpSPlOhixs5ZiEsxMHfY/KnghUVSEsHmOoCtGJWKVpUuD22ZrTuudosSaTCT7w6HhJ6TSFk/z2GDKzSUnTeNCCza2cIQbP+VJRNJLxvj+fcP25OY/Wa04WK5rTht/8+i1yiDz3+B6fePYpdiYVNlnGpSMp2KRMNJoHD07ELOwGDEcSKUCS4F6pAKNMK4OPAzd6qCa0wlVW+nZBYQsjvGmfME4mTDGI9SZFYNictLm4sJSA3mLGFJrYJ8aPTdAPNadfO0NbxfaHd7BTh+8hKIU3nrEzjJKjSgqrIhuVRO6RhHo5tpp17flXP/oCvU3cyDuorMRMmjVRJ3wd6BsB8KMyoQvEHQH19W0gp0xV2oF/JXwlgvQqs4KiMvi1bLxlqeVz1yU+9eJ1/tmrt+jaFu89BkNZFdhiaCskiZdOceh5RcXZ0ZrjBwu2HpuRUsJ7qTC1kSmg+pcFz/9eWu2y47f/xz+iHBWUVcH6qGazbDFace3pXcy04J2b59wenfPU1R3GpeX61owTYyBGptOKrl3xznmLthqrEsFrYf9kGRWrbNCFmF1zTEQlY2WUfICfms2YWmkga6tROUm/h8zOWGEs5E7TDBqmWeV4+7hl0wXKquDqZMy0kvhfYyWFFCUc6JwhDmpXpzUhZvE8qUwfEyFKbyiqPEylBJXqcyaXCTMwj6yWVJKk5Jh41HW0naeuPRkYlZZ10zMZT1muG1xhadp+AIVoFsuGlDJuWuKcYdN4SmflGNUF1n3P03tbnNUbGFvKsYMMt87XvP7bX2JnXPGTn3qeK9MJIUGjAovNmqYNZKPfTesYmLx6aDjnxCBb0MQUMUYqK1MoAf8b6YlhhD3Ue4HXqaFdfiFzxChx7yfxp2WV0SaLZaMYBKRaowMUBxVbRuFrz/EfHTN/Zs74yRE5ZboCep1p+8gVN8IlS5U8vbWySZLpm8jheMpLe1fZnpWoYcCW0UOmXKYqzNCzEmaT0wgTyVh0DmRliXgJzlSZFPLA2gJyJKOkpZAkjSNEQClWrcdpzfliQ+g8kHGl5drulry/WqajcnTLaDTlxGGcleOd0aQ2kdtEIEll+sHU7LsvrTXzwzmh6xnvVPiQsFVB8pleZZYHHmzH1rnFd4GNh7eXZxTjNfvb25yqjCpGfGjvKkFrbi5OWXcduYccFcaK+1pnqYyyl3GwSgIbU1rx/bu7GK2ZDCNy32VJD0niu8p9R9vLROVs3RK953e+dhsF7O1OeeHKFikZyInOS48oBrEZVIWm7j1FYWUipjSlkyQMnSWppIuehKjJtdL4HLHaQpajozWGqjCXiaOPljVnq5au6zHOUNe9uNOTZI2BVFrOWYKPTGeOxdIzKgtWm575tCKlVhTAleBhR5OKk3XDetmhLESkp2HmhvnuFN/C//E7XxM0hbP88F/7KIvzBmcNTRcuOU9ayWDBGtl40gCPREmfQr7OxJjRJskgIUjVZIy+POYIpwiizyQlHHNt8sXcYDj6SBM8paGDpJTYgxSUeyXFbomtLOs7K/zaM3tmwkWS7tpoQthwpRhhvKECghID9KLv+Fc+9iEmE4tSmsLI8d1asMZiKznaW2fliJkl8LJwmlFR0CaZlhpVDJhciFmmu9oO+JKUL3tN3jvCsGFknXEms+wCqgv4GCm6yN5WGsbwF8fbPPSWhN9EztI78oG+jUQfiV2iLC3TWcU5y+94/X2wEQ3LWMXB1THOzIhac/zwHDNT6JFj7/k5cZ3oDw2LG5avd+eoPvM4U3Y66I4e0SXPzmTKti34iesvcrbf8PWz+3z77IRl3eGjR+tE6hMqymZk1DBKJeGU42oxxVlxdq8bT6nFX6a1og0Zpx198qTgcQR8zrx175jJpODHXnme+cDyiVoSaqVcVyJqzOmiLw7a4L3HInodpQY7S5LAwotEDmsMo9Lhs8JlhR0iglIWONg7JwuZ+MSMHprcTecZjwqpKFC0wTObVOSU6LsoGVwF1HUYDMSKxbJhf3+LLgTGSnHvbDVUIwNj2oj1ogsRXVqqwwlp47l+dZ/f+vVXSSpjR5bZ3oQ82CyyUYNJA5ls9WE4QshR4eK9yENVGkMemr156PlINYQB0FiTCV0kpyykBoUQE5RM3PTQR9NAUmloiAvkTSko9yqKiWX1oOb4iyfsfngfPZZNpUuJO13DIQVVNtiQ8Rq0sdyYb1PZYtCrSSVSKOkxOmvAGiajAoWwqKMP5BzRTjFRhUxAUyYgaSQ6J0wxvK9qCA9QGduDtuBiwuPJXaLuEtcPCrzWdL1nfz5hWrlLrLEsJbYCFHEIrKxPO4xWVJUjojGVaLFSfP9m9Qdes4uVYWd7wqiyjAtDqRwjXVAER3OvA6WoH9b4piZWibBtuWdb3kkLrNUoHItNw7nf0HZLrlSOV+aHfP/hYzyxN2d3NsaghsaeulTxKiX9i4krmJSF/MIGZqy2Gh8zTlvckLlutIDhS22og6fzgcm4ZMtpMbnmPHjTkjjI3xNZ7ZQWDvPAhZZKWVjPIL6oLC9wOJ4NH5A0qLe1AeTOnA2shwhhH6X0NoNmRCqgIcBxeHOVVvQpUhRu2BzEyHqhM+k6LxsAmk3TybepIXVWIRuC0eSYUA5GU8sLr9xgtjPCWk277Fg+Wgsg3mkutyGlhpH7QOlQ7/GavSd0MfostMnEgI2VdWHHQQ2iVIWUIVGel4dRfx42c2UGS/wwsg5JuNukjBlbZrtyNNvcXhJW/WWQZiJxnjxByXuQE0yrCqPlRpJTpOsCvY+0KZK1BEtGnwgh0HqPzpGsEUvLkNJxUbXELBuFj4lApM9e8Lox0rWJJvb0MdBHT9d7QpRwhQv5j1GC85WK+d0j1kWwprTXE6GPWKepxgWTWUlRmcsNKKX3P5r9C9+IlFJGKfVlpdQvD3/+j5VS31ZK5QGG/6ef/ymlVFBK/fX3PPYLSqk3hv9+4T2Pf0Ip9dXh5/2DIXQRpdSuUupzw/M/NwD4/9yVE/R1QEWNjprrj+9wuDPj8cMZ18otqoewtakwR8CDTDjtqPvIaRX4vH/A1/pHHDcNq7rnq7ce8OW791l3kZcmB/z8te/j33ziFX76qQ/x5ME245HFKIU2FlNoXOH44StXMUOkssmKygn8S7mCkANBG+q2xTcJjWF/e8r9ZYcbFXz6Y8/w8sGErXE56IcyJiuyzoxLTVUYtMo4p5mXBq0zY+dwWsa9fRAEilKa0mqpWqx8bZ2lqiylK9iZOuEtAX2GVYh0fUc2clwblVZG6EaU4hEgZTa1xw4Zbzl66q5nOilpm156FIVmuWywTlzsfjiC5EFfpTXDVEujKznG7j02Z3G6YuvGjOsvX+Xak7tknzl++5Sjbx/TLWqqqpAm9eDhs04PVhIjGwZgnJWNLomCnKQJnSf7NGyMatiwxLwc/aAzUlI95RgAmVLmJBxzZQYiJFzaQ0ISfKyaOw6e2SbUgdOvn1PfqWWTC5nOJh6lhpwlNealq1epSkvd9YQsvaoQMirI8/t+0KBlw8gIBH9knfjKcFhK8TZqS2WNHOGMEVFmNhhjhPltRJtlyZJqohW918TCUtcdIQa64DnbNCyWtdzWtNAjtBtCH6K8X0XleOLKNluTCshMZyWjWYGr3HuSjP/s+os4ml1ETm8Nf/488MsMDOv3ru8UOa2U2gX+SyRuKANfVEr9Us75DEl1/feBPwB+FfgZ4LMILP83cs5/Vyn1Xwx//s//vBfZND1f+cJtZPNOMvmYlYzGBTsHE8aTiv0dg28MJijcRqJq3JamLhPr8w1H4zVlr9mxFR/d2sWbxG/e+wYvzbfZKio+snOVp8b7nPvIG2d3ub06pYueHCMf25pyfV4AiqNVT6k0+9OK6DPZKNrGE3JmNDI8WnlO1g2/8ruvE/rAfmm5tj0hBC/le9ZUlaFIRiqQpN5NQ82GjKewijoqRgP8PPQelJGIbJ+orKYonMTVVCVXtitK54h1S1SGb9w7ZdmKwM4UmqwUzgpje7VsGE8qNm1gOinZ1B3Bi4Ul5UzbRthWFAM6tjCGaMS7dtrW5BTFh5eGFrfMqAV4jyaGwOHOqcCFxgAAIABJREFUHv6kRk0d0SSm+1N+7q+8zP/yy1/Cd5HNyYbNWc1kp8KNHaNpSV977ODvMwlw0myNiOAv+UTSsllFLzYQreXmEL3GWENUIqOISdjW2cixIyRBCeeBpBB9lCTfrLBOCRfIKnRWRKvYe25Ot+g5v72mOWmZPTPFZkdQiujBx8y2KTlbNlgFpRPkjFISUVVaMWg3XWbUylClGBUyZIjyWrQ25JwZF1KlNdGTkx4oBILnUFmSezWBNmpi9oReAixNTmw6mfpmFKfnNVoPP99pchS/pLISHNG3Aa0VN64fMK1K7h4fs+o60LLhj3ZK3vnWd071+l6InP5p4HM559Ph+z4H/MyQb7aVc/794fFfBP51ZCP6eeDHh+//n5FN78/diOS8YFEI01jrTFt7lqc1926eoLSWTelwznynZDav2NvfYnW6QZeKmR2hMhAjx03H55pvsTOasbczJZuK0+B59dY3mRdjXpjv8SN7T/Kf/uzf4Bvf/gbfvPNNfvD5G7SNpsKjcg0qUyipAHyMlBbaNnO0aClKy61Ny6PjBSFE/qdf+xL/6Ddf5d/68Q/zs594lgerHqUUzlp8hJw8VSHB9X1M7E5GdMGzPSpp+p7SOhqVoRfqwJhEzJFJVdEnT1XaIeMNnDWoqLj58IS267Glw7eBclRyvqzZ3p5yfLpiNCnZND0gPJy2C4yqkr5pMMZy/GjNpCo5XzfY2ZjZrMIUltViISpgownBD6bUIQJoEAo199ZUHzWMr854650lzbLDVXB8tWf+/BytICx76rOe8/tL/N0V04MxxcgxmpV0g3lWDUI7obQlmUrGi35HRuUIgwcwxoCuHCpJcosc5QSlEaMawGOaeDFj0wIIUznjc0YjVQ5JFM0pZczUcvD8NidvLjj9yhk7L+0wGVVscmBuS+p6zZt3WwHeW83YWmyhKHXJuOopjUWZFo3YdOzKXk5Apf4Sg7bklkkgpHUWPZy5LZqkE12fcFbLvzVLj61pM4ePHbJ48z45F2Qlm1vbZqw1qCD0zKeu7PPo4Tl19FgLW7Mx33z7AR96/pBF7KlDYLZT0NQR+y+xIvrnETl9GR89rIto6ceGr//04wBXcs73h68fAFfe5++8jJzWRu6EajjsW6cBS6UNbd3iKkfXeh7cPuH0uMAYxfbeGQdXtpjNx7gMY12xaTt83TPbGeFT4nSz4vbRPRzw1N4Byjh+69YtxjbTfbnj06+8yA995OcxfWZ1fIvV+Sm7BzMxW/pMFxP3jhdkDWVVcdSt+Y23b5FVxe7VLY7uL9i0nuWq47//9T8GDT/10lPcXfRMCwhJU1WOpDIpQAoZ4zQFhoim8JE+J0alIyZPyIpCKZKS45nJJdaJdijGzLg0PFq0tN7TrBtMUeBDoFQWlKIsFLtbE/ouMZtU+JTZ3ppwdHxOkS0Yw3xScXq2JKREYTRN3VHYEZu2IzkgiE1DD1XRQAEHFLEL7D4x57yp2R6PpPcDuOmIL919SBhrYT+NC2Zbjsl+yfKdNWcP16xVQzktmV+dYKeOlBS+6eV3PRLtUO+DCAG1QjvxFJoLwmYURIfSYEoFnoFPDkVphzRuRQxRvINGmtjeR2wpNMgcEn2MJKvRViwXey/s0DxoOP/WOflwwo3DPZ6+MscZQ9tFjAnMzEia5EETikTOhpgDZdZYW5CUoigUXSMJJfoiHl0xREwrQpa+mSkNBosZKq1lHVAOCi46W5pR6dk6WdEWBdOiJGGpu4i2DN496NrI7aMzISZ4mO5PmFZjjh+eC6WxdOiYWC57YWVvVe97/X+vRE7//15DEON37JK9N3LaFi5HL5OVIbxK9BAOrJMPgXVSVWitCD5wdHfB8YMl5cjhKstoVDCaOHZ2prgIJmrqJhBdQU/k1UeP8OuHbJWO/cf3+crde3z51jug4Kn5Fi/tzXnh4ABX7oDWPDy+j06ep2/sE3PmN16/xT/76ps8uHvOR19+jNVZfQmhsoVhven5H379VTbe83Mf/RAhJ47WLb4X3EdMGa0yFk2fIKbuUmOjC82oMKxaMbiOqqHnUFkOxiNx48dARPHa8Rlo8SS1vSismyYwmVTUjWd7a8TZuqUsLL7uUAbKqiD6iDWW6ANVVRFUZjwpqGt5HZvQ4/0wDh+ofjkithithgpE0W+8KIrrnq1phZ07ipmmXwfMWA81iSa6BJXj+ccOufNGQU6K9UnN6a1zlNVM98cU0wJrJSNe2YSVMRmmhOylEotR7DxZ5t/S5PeAUzKtMgCStWaiEkQq0tz2PknGXRuHSd2AhIkiTXCFeLXcjmOqYXlU8+Z5j24Sn3zucRSRnA2rpsUVlsIbil6md+PCEgvFWAdClL5alyR6SWuFMYmA6IdqH9HaklPCZk1QUBpF3SdGpaHQkXVnKWxkXBnO1g3rXsgTRWEIQVFaCZWsSoNCekopJ8iK0ciRtKJuelbnDXdvn7FzZUoXPLNZiU+BO3fePyX+L33kNBIf/ePved7jyFHr7vD1ex+/iJx+qJS6lnO+r5S6Bjz6bi9WwQDmEse2AtD6sk9xsbQWpvHFCj5Sr3vysmWpFdW0pK0DvQ/s7c7QGvx5QyRSbVeoeWa5aLl1dMb2fMq4cBgNt84XnLcbbh+f82Mvv8R4NOfw8DlC13Pn3utMqsRZFOf83t6Mm7eP6Jqe0bTCWI0f4oe7PvIrf/gW+5MZf/XFxxkZQxsivZI7cWk0SomgL2bxYKn47nSq0NIULQZFsXMGZxQ+Sm5aHyOPVi1tuLBBBMrKDZuMw/sgPjfxEmAvxtiFpak7qpGjqVsKV9J4qTS1NoSU6GMYJooXMsKL342IDU2loVOsj2sKDKlQjHtHNIoyKVpEua3SgIm10us5ix63V4BX7M9Kjt8+Z3Vas7i7ZHo4pdqqMJUhBbnJXHoDh5+VBz9VjmIYhSzHs2EKlPok5M18UVFIVS0kz+HPg2Qja5l+ZhQqJvo6U44cOUaK7ZK+CXRd4Ob9Y567vstWWWD0gC5uewKG4ALKZEIMmM7gy4JEYkWHsRmTBTJnh+PWIokX0hozsEKkl2cKqZq8TpxvwMcG3WrOm8xZ0zLRiWWWHlg2kDqN1RJqoHtFRBOVGqgEEW0cSkms+vlizSsfepxN17NaN2y6jnr9/oRG9d2SmP95rPdETv/sex67CXwy5/xnsG3viZz+34dm9ReBjw//+0vAJ3LOp0qpPwT+Nu82q/+bnPOvKqX+a+DkPc3q3Zzzf/bnvUZbuLx7dReG7AErrkoU0LceazSz+RiUJgTJZc9kfOsJXhJFfSfq4jyMK11pme1P2D+cMKoKKlvQ+l48WFsVS1+TUZRorh9sM3UFKULdNqgEz+1v8Td/5jPszx8j95q/97/9Em/efovT0wW3b51z6+YRTz69z4ee3eP1myc8vLccDKsapzR/4zMf5a9/8jlA8875mtZHZmNHDAOaJCmchraX8XtIEZXFqLg1ndJ2nr1Zyf60ohl8aHXn+cUvvs7do3Os0SxXDeNJyWJRM59N6L1nVNk/we3ZdIGqsqxWHVopNnVLVTr6EBmNCyqjOU+eje9IBjGKDqrw7KNIHiqNMpbceXJS7FUlXRexT1dEIBqBipE0aoCgCH8oDQB+qXDoMtZn4nlgeVqzfLAhp4yxmvkTWxRjR0L8aTFJSoYP4VKTpM3QThya+pIIoi75SAoJN5TYIkng0FoR+zwYcTMqi+lZaUXOCSK4qTSfU8x0pw2pEfX9J1+6wfc/dZ1l2xNCxId8KUsYWRGiFlajlRmwwoaQApUzVK6QAcKgXE9ZkoeN0VyY2jatgP97L9M/lIgbQ0w0eyOqxZqD+YTTZcPRec14VPD7d+7x9tliaFZrrE/0XeKJZw84P1uxOG3pa8/e07NBHhBInaSrHH/t9Is550/+mevvz7s4/0UspdTfRvpGV5HI6V/NOf+t93v+sOH8HeALw0P/1UXjGvgPgX8IjJAm9WeHx/8u8L8qpf494Bbwb3zXF3ZpBzCQkuhgSofvAr7zXH32gKJ0IulXJTmB76Uaqhu5W1pnLzUT0Uf6zvPo7ROObp1irGF7f8L+9Rn71RZbxuHchKhhs2q5d3yGHjkUCpcsI2u4ten4B//kc+xWhpev7LNdeQ6vb3H88IwuJHb2pox3R5yQ2Xpim2AU5w82omYl8g9/7cu88fCMV564wmdevsHxqqHrA2E4XigydRbxoveJ0mlyThRliSJLPHHlyEMcgybz5vE5oe8FdqUzZenISVONCpJKbG9PWa9rtqYldS+Z8Cl1eK9xxdAPquSIWzlL13jG8xF15wcTiGZ4cRDzEDCgwBiSj+jSoUKkIZN3DEEL7AyfUQ5SP1g9EF8ZeYjIdhp0QpWZvgNK2NvfZntnhAlw5/YZ57eX6NIw3R9TbTnJvE+D6G/YZNLQzPYpin8rIp61rAZtVJIe1VA5Ga2FZ6RFLMog/FSD8VQbwZzklPFDsrDarVAZNg9rPv/q25wsN3zsmccYO4c1EtSQU6bxwoPqI6ASRst7ilJ0IaG0R6mCQEBlCVroQsSoBEHTx46UJaUmRUVSEZTGkNAqg29RWlOWBVvTxLJumYwMamh2a61JgHWOum1ZndcUhWP3sOTBO8dslh2qsijAlFqa9e+3L/xFVETfC8sVLl+5cSBBds7IEaPztGvJA9/am7J3OGM8qShG4qfREWaTEffunrFaNmwGv1VOYv7MSUyv9bKR/oIWj9h0XnH9xi6P39gmJqh9SygVrRFAV+6zYEy1ZmwcW3ZMpQ3P7myxjpnufMMb7xxTjRx3FksmuuCpxw457Wq+/dpdju4u6LuANmroZyU+/dGn+Q9++hUcmofLll6uhsvqzoiykvm4ZGtU0fSSwLE9kbBJ7wNBKz779Td569GSk0XNpvFMZyWbuqcqHXXdsTufsGk6RpWl9+K4rmsR4rnCUNcdo9LRdB2TqsSnhK4Mj9palM8DygJzgd1IQ2b9cDwenO57uxPWdAQjKujL5NbLFI4LZo7QMIdEgqGJjHChfGbiDDYplo8a6gcN7arHd0F4PZVjfFBhnCGEAGhSGCBtSfx32WTJqtPqUvio9CB0HMSqsU+EfqiYtFQ9xkofTGdJajBWMBnaDnKFLN/XLXrWJzU78zE/96Pfx6wsIWZONi2FNeQMzko9Ya1ibAtpviuZpIGM60vnGBclG99TGo1Rhib2dH2PQtF16d0QBYkyoJkUjFPk6rQiRMXDswVJwf/71l1urpaDcRhKY2l8YKt1uF3Dk4/v0fnEN1+/S3VlRBikEGi4+dt3/nJURH9ZV86CwRiPK3EbGw3OUoxK6TM8WmCdYEyndkSlHdcOdzjY2wajeeX5p/nqN26yXDU8fLTg7HwzSP4z0225o/adJ4ZIvWp5+1sPSCmwvT1hNCnJu5bcd4Qk4XmlLgWDuux4/fghtlGcP95yslyiVpHnHr/CflFy+50zdg4K5hmu7+4z/2TFF81bnNxbEvpA8OIS/73XbvPa7Uf8J//ax/n4M9d4++Ga1YD/QINTGpRiazKiNJq684ycAYVMeRSs6o5FEznfSKigjwlrHFr10uAelYQoqm2Z9hg2TY+zlq7v8V5U11kpXCGal9IVLHw3bBYXloqBaKnUJdVPASmqQTmtKOaW3HrJictZNEo+yvcZTerzIKwcFMZGejNoPXipNGYEzUXa7m7JaGYYbxJpHVgdNfgmcPbmgmJWUM4LXCWTrjRwjFKO6KwlcTUOSu0kjvSh1y7PdRqTRXCtB9t7ikmAeQzTQeT7g0+YmC/V5+VOKT6+Rcs//vzXeOxwi7/68rPMJ+WACQYVBTNjEOU8JAxiSh7wQPQxMlIXxE2PthKnrpXFhyEE8oLJRMJkS1kY4roXSYJKAl8LAZ2lUk1R8CPBy2g+kdjRU65vH7KzZbh965gn9rd5Z7US68kH7vvvvpRSdG1Piomt+VSk+b0cs4rS0mwyx3dPOT9eM9kaUVSWxdmG2fyYaVVyslzy/AvXOF+vKScFxT2ZxKyWDctuAwiaIQ0Z7CEkHt5b0veZZ54pMRtw4xHnqSVuIvWjBe1+hSkNNip2r1acdjXdKnJ2SyD5d3zm6ev7PLYzociarZB5YTSn/IEP8erX3+b+26eslt0lR+d01fB3/tHn+Xd+8iP8zCtPse8dt887+gGiZpWmco4QArNxJVC0mMgkeq+4ebQk5EzOiURiOilZrmvKwtF1gfl8zHKxwRgJSDRakRohGRbO0nae6WyM94FRZQk+YwtFO5TsyiBkAo1sQmRylOZ1HiwLxmkmU0OXLhAT/Im+nDKIqjtmVJbNNUU5dl8erVIiJ0XUsoEpIzeM5AzZKag0WxPJr29PWtbHNec3l9jSMH98hnYGraOgPxhSPwCioEJyGKKtkWlfHKohrS9EgApfQ7ag7DBhe8+E8MJCoZCJmxsbitGU+qTh9bePeXC84q99/EUOJyM6L5YfawatVRYmuZxmBw1WVmBlMxqXhpgk4tsoBQ6MCvSDfUY20BKjxYztnR245YKH0XpArbQMiScZPTIYn/iJn/gYP/+RJ/nsN29zetYwHRU0IaGy/C6qsXvf6++DjWhY+WIS4sNA+kvShI4JrcV4euHsBkXfRs6Pa/o+0U0j2j7CaUXXBqxT7O6KAbOuZVIguE6FdgbfiSO+rXuWi5q+32ZUaAqkkZhtxlQSMtX0EV1pipGj3igqq1Dlmkd3Vuxdn3HS1BgNe9Mxe2jwnsNqwrWrc5plS9vIvycN/BhTGn7pD95gfzrj6YNtDicld5c1McGoMNKUzZnCGYyWhrZWhrbvWHsvlEVtBh6PwRpN6Sx9kA+xIDIEoarNhTBRAP0gfamYEiUOTSBFUeoyNFClIXzxPudLK8ZFfPEw36TvO+EHXYQXmoFqmGVjUMP0Tw1T8z+JoFAoK0eqHIefPPTMsIrkZOinkqLYKRh7caR3G8/y7ho3ssyuTLB2OD5mBji/PE9bJTlpSiowU2lSL9Wa0rKpirlKsBx6yKPSA+8oK9mU5B1g+CIz3hmhjeZ80fLa7ftc+8gzuJjpUiIh3sCQHIUSlIk0teUtK7QZ0oEdycoxN+SIM5qUDZWNdEEJaiTJ0TErjVGJmC7wuBcmWY22Zphliq8Ra3jq6pTd126xa0s2ebCuqIwzlnlhuTKb8PX3uf4+2Igulxp6DZCj4FXbTQsXmt6Lux1SQhttaVtPU/csnObowYrR1EnEyrxiOi5Zbzo2q1aMlCkTu0A5LiBBCAHrHOtFy537S565sctsptlxI87HHTFV1CcNySTK2YgRY9b1iuN7C/aubbM5rTmmJ/nAYtlxHju2q5KpdoxqzyvXHmfjO/qQ2Cw66o1I7WPKnCxa/v4//j12ZhX/9o+/zKeevsHN07VMuPqOlGHLGrSxWJXQMXHz7JyHXcfJes2oLDhd18zGkm2WcqYwir6LjEaOtu3FiNr3VJVjXXfYomA0KvEhCmbDKCpTsfQbMHlQTefL3pCkBohnLQ0YXV0KqycZg49eNhojx7ck/tt3q5OcB5zrwBIa2NUXmw4XgDMvfJB3HeXSPFZTKxtGoanGmsn1Md1Rx+LBmva8ozlvqeYl06sTrNP4ENEXAY5c3NgGEUIUSuIFjD+DJLvm/J4NUxNJlyZabcQsqnImIkda3weKnRJbWt64ecSqafnxjz7HpLICgUsSuJnUhRJdfG4oQ8qJEEX3NakK+r6n66TCLApI0aFcwiAoFAYmebIFcUg1sVrRhzxIAC5ELYmEwaL4wrff4WcOtyi1ZdMGYow8s7XHRz5ySOM7zjYfxAl91yXpoQZbOroBYbG9t41zoqRtVvVgwFT41pPccCcbPmBN3dMN8cWLs5aidHRNLx86py/pdMLNEv1GDFIlHd07Z1RqprMSm6BYZkpXUm0ZVuuW6XTE/nTGa1+5R9t4bNNg51Y4MjqStOaclm+tj3lhfoVxzpRNx/MHhzhbcXS85OjmGc2mp+8CKUaS0Tw82/DfffaP+Xd/KvHpDz3B0ieZmtlCqH5axrhZwXHT4UOibiKjIjMelYScqcYFdRv4/9h781hbsuu877f3rl1VZ7zje/eNPbC7yWa7SYoaKMmyqSFBrARBGCUxLMRwBMd/OVASBfkjUQIYApwgtgHDgGAgSgLHsIIAimDHjmAg1mDNoUWZoskm2Zy6Xw+v33DfHc9Yw57yx9rnvmea3bSlSE0ybwMPfbvOuedU3apatda3vvV9B5cmnJytMYXBViKy71ykMDAoLSEmRqOK5aJlOKzwzomGjQw2SVC4wIjkIbsh/kEiuUR0AVMXLE/XmAPpakWdb/QkQSNtMiBAF9KZIkLsczAwSKBhAw5LuSTyJ/LA0AVkpBkqSNbgyshwPMLuWZJPrI8a1mcdR188od6qGV8aYmuLy6P7Gi44TWw0r4OIqcXgRJws72t0EaXFZipFaYmrfFxJScOh72ROzhiNGsL+dIfTewv+3q9/mo/8sSd5Ym+HyhTURqPTBhu7iMf0QUZTDJraaIajAcpoqgKKVOBJrHsHKgluFANH3jFVkZAB9dKaDLQLl046xEJxKWvFZ165zV8636PnmGtX93ny+j7DwuIJHM7Xwi97m/U4EG1W9pECsJXFO0/U4LUQz649ccB63eLzUGEiyLSylhIEJ45j0QWC0ay7lqjihYOC1obCWpHQ9EL62ri9utZzeH/B7u6E6bRkMiiEwEeivj7FdgVniyVh7ah3a1ofMcbR3enYfmYb5pFLoxEeze244CkGjE3BbqzYuXoD/4Thdwdf4fj2KW+9eUpRanwvao1N6/g7//izXNkbc2k4JdViUVxkYbSYYNE7zn1kuW4oByXrdcPB/oCz5RptLCRPSKJW6LpIZS3z9ZqikO7i9rDmwekK7zxVXYhYvbL4EGQiH50DEaiwkYvYBJFM/tvczEkGSk1R5mxDRuuVIYvs5xIsQcqAtSjbC0CdvOBlShRNiF7Kl5SyqFmIGd+RsorcEVOVpouRtC1dzXowYnwwYn3csTpdc/TlU3ShGO0PGe0PwUogNiYD01oTs9d4jJtAsSHLSgms9Gb/k7xHyd8k+njh5eabQD0s0Rq+8088x6d+5xa//albjMYlH/3253iq3EFpw3Q0yAqdQr2oi4JBXTApaymZC8XlusKFxCJ23D475yv3Tmm6VuRqdcno8oCVslwqSiDSu8hgWGCtFpWKnM2lIPeBKhInumFrMmall/gQ+PSX32Br8gxd8BSPEIO/ej0ORI8slQORyxlRDKJdp3Sij6CtZWgKNBFTWfpOZCwIiTKPMKSsrxOi3Og6S1oAuY2SpBPnHe2ql7klFMuzhvuH51i9QzUuMQqSUlzbnXBvseT01oLr1/e49uSUz755l/O3xJN8fdgymFhOdM+9zxzx3Hdd41wvuaRrbqQ9Bi4SWs8PPP8sv1p8icmk5u7dGc1aOni+97iQWPnA99/YoSwKwIgvvY/ElLj1YIFzgVXXUWtYJ2h7z6iq6PvIqCpomp7JqJZWfl2y9g4DtC7iVaAwMr+2tTWiWawpjOGkbYgSccVgENCVknELLWaTCVB2kz1IKabrAhCzwJhb/krnD0qiHZ2Qzk5Ck1KQgJWpKjHK5xmrSTZAEDxHmmqJJIi3AOQ+ouQ+zMxoGUSObcBViaIu2dsvcbOebtHTnLWsTxop2y6PLr4zRXH0VdnvPiGZjrwomFgShgDRcYG/KL2hBMgEvVLQNY5oDesUWJyuUEqxWPT80se/yAffe40fePFZJqNaTBESeB9pScyalluzGfeXS5q2Z7luCSFyY2+P9+xv891P3SRGcZiNOvKl1TlL43BtFMWB4NFqwLSq0M2SkOQ8qSLQeXHjnfWBaRJvuTYEzhcd9+ZLfExU77IMyDfFUkhpFlzA2gKdfxa2a0BpsIOC0HmazlMEmZtSOUXVWuVBSZOlM0WcK/ggejqCdlBkMl9hC7Qp6Jr2ogy5/9aMsii4UkwwRjGYDFivIqUqWZ2dcvXmHotV5CMfusntayteeekOpjB0847QOqpJxdlyzXC3ZKFWxMrwVNxikAyqc5x/Zc6lG3t88I/vcT6fMaoKVkcNi1kPVcVvvH7E+69sczAesGUhFIbzteNosWC+bli0jmFVMh2PiSkyGhi6Rc+VvQm3jxcMRmNKW9C1jlE9ILoeZUqci1KWrTuUdLgpS83KO7nJgpRmSkPMfJbkk3TPgNgFKaGQv6OuhP0swSqQ2iBZjBY2sgIJRlr+5uLiqjYxAaXkpk8WqdM0OfOSmz66uIHNhVsTNlhPFldLWTu6MkSriDWY2jI5qNgLU2Z31swPV3SznnJaUm+V2KFFWU3f9mhjLmRG0ML+3giM6SjkR+myyXdFn9CFwABa64vS04TA3hM7rE6biybL733+NvPO8cEXrrJoemLO0odVwbis2RmM+fbrN6lMwaguAY+OhrqSUSNtFJrEg9kCBiUxilOMVopYFCQtEiQyBJ25WwE8kbKWTmNMiuPzNQd7+xzePadrPaU1vHn+tWVi4XEg+ueW0Qqs8FGU1hibfaxybRt8RNuCymiCc9iqpKgK+qbFWCnRYggiFA6QAcvei+tHOawuLjplFLayaK3pm058pnzk9HTFaFRiS82l0ZDYStfMO4/3npE1TKh5+mpFO1tzdrLGVAUJRVEkmuMObTV2XHC/WjNNNZdNSREVdaVx6yXfduUaX6g0q8ZRX9I8/dQ2L9y4SucC91Y99xY9790fs18V4gJbREI0KGVxPjEcWmaLJRNVMq5KRgOLArwP1FXBqumpKk0XFZO6ous7Kis218FFytoIoTCPQQjdMOVSRAh1sEEfVCYL5ipDi8KkcYbIJsjzcH7rAo+R0Qll0gVgLe1+cZxQhcplnQyCKoPMlaFF/iNrIMlM2EWhKElXiGJsmEssbQ2RPFKSFDtXR5SULBdr1ucNoQ8MdiMwQsmEAAAgAElEQVTVsBJsZWNOmAeWTV2gsqECm++5KGNUdgWWYKiNJrrc3q8ti6MltrIoXRCjjJOsgmPW9mxVAwZlwdCUTIc1g8IyrUsqpbCIFtGoGlBakx1hJOs0OmGJxN4Rh9KMMNpglMJiMIWmLjRGlfQxiAmEkSDqY8BODHEp4nzGiGro2vccni/f9t57HIjy0lpTDYYE50ilPLVTpvgXlVyUqlD4zgm3p7b4PpKcx1QVxEhd26z/rAAPUbNYrOhnLUVpSdKOuNBDLqqCsrISoHzAdT3LWcet/oRqYGlaODjY4u6rxxhrWS4bXGiJhzAZFjyxv8OV6Rb3H5zSdikPXgaa+x1L1zKvFSfjJQNb8tG9m5SmovOOX/3kK+xdGbMzmTIZ1LS+Ze40V3d3GNcVlsiiW/G7D+6zdp5zC8dlT3lQMdGKg8EUjcbHnmuXt4il4dLOiNmqY3s4RheG4AMhQWUTzTrRx8TTN/d56/CMwaDkuFsLFaA0UhqFQAoqs6lFjTG6IA4b+Rwll0ixwGzVxNZdOG9ojfyuRoBrq3O2lIHpBAmD0uLOSxYEiy6hrM/dskyojAmszpwjya4kaZLXYiYuqhCFzoGGFNBDIQRFrfiOZ/f5T/6LH+Fv/+Kv8A9/+VMEF1jeX7PSDfVOTT0uBSPKs2Upij+Zj1lkzcU8XvJIea/kO0Mn5ExjDW7WUZQF7bpHKxiMZTTnhz/8PiZFze5kTFUWmEJzMBmzaBtGdU1pCgotQnYbmeMYe4wSk4GTVUejNKepYaxKXEi45FBac+48V3an7PUrrC64t16yWreQxOFFFwXfe/NFBu2aL52cs7sz5Xi14t7p4h0QoseB6GLFGFnOl9m7KuQnT86EnFBlxfVT4zsRJ1c6iQRoFFDaEy8mtdGabtVSasPlq/toq/G9+E8FFy+cONGgPChrMuExEHykWTiOzYpAousTttT4EHDniZSWuFAzHtQMK8uNK5fwOtIuekIROT9b0KdI7xJu5mhi4BdPXuXGs7u8eXRMGMNZ03G6uk+7cNSV5fm9XcoC7h55fC+6z1f2LjOtp0wH53xo65QmNdwLDfeWkA4G6JVlNCy4P18zHFeooqD1kcnIcnK6xtQG7xM3DqbcfrCkGtQMyoLSWmauoyhzWWSkfZ0QZ4nYy825cQdVNpMRjUKJfokEiCTZCjZ3uIJ0nmKfB0NJaJ9FzHTMRpagbSK2ZO6RjFOkJH5iIr2qMp6jLnhCMcaL1zadKCV9eEAkUzdB7KkbT7NzfYcTfcrkmSnJR6arwOJwyepoTXvaMNgfYocFVV3JwGmI6JiDXJTPCj4rLSoxWNjI4ySf8D5QTocXEiQoTbvq+KGPvJdrkym70yGu85iUqBSE4KhtyWhUUiiZ5zNIFqSVJ7hAmzpCSJwtF9yft8zaBft7T/BL//T3UKXm+pN7FFXJ/eWCJvQYxFBBKAgKnxLguXfvAZ/6xMs88YEbLIo10cOLz13DofjKb775Ne+/x4Eor5QS3ol7AVqhHBhrxceKjS5NgiDci+Bk8LOwlhQ9xsqAbHCBclhDFF2faBRdjPiVcH60MVR1RUHEGoXRhi55lBGKsCk0RR4hICW6hcd5hx6UFFpqdb9OrFRLXZYYLZrEJgQmgyGrrmWrGtMpR6d7UlmCVRwdzjlZScBgoOmcpxgXpIHi/stz/pef/zg7e0NeePoyN/Yu8fTulOOTlhM7h6Lig8+8h8l4gAkln3/jLm8uDjl0c+61SxalwybNpZ0xx8cztvam9D4yGA+ZzxagFZNRxfFsjTKWPka65MgMGqJL6MoQM3FwM+axcVKNeaCVkLA70tFUNhP2Qswt+/z/hb4QwTdZzE1pcuNBuDvJJ3SlshNvzMOxyM/Z3FCL8dnF/FXGr4GECvLAiVH80LCK2CZ0mfDrwAvPfJjwxAt8oVkSBvL7sTBMJxO2mjGL+w3r04bV/YCpLdPrI8qywKsoVk7I9H6BwfuAUbL/IKRJW5boWjEqEroosKWI1u9vj/jzP/ghFq3iaNlidYHSGhfk2o0psZyvGQ4HImzXOyqdWLYeUuTSeERlFE/u71BUPc8cPIveKvnF9Cnc2vGn/40PcefNu1SnhgezBUenS0ZVRVEYOhdwKXG9qjnihBvfeUAy8L73voflYkWwgZPZu6NH9E22chs1k15jiCQcOgiTVxtFCEECkpOL2mzIaFnW1GiDHhbZPUHcQKOSQFZog56IJ1rfdVhrcI2UajbT6zcs2yLPHqESKXmMMrjWQRCZ0aQDOlXiG9V6TGEpUKhKMSlq6t0t7h6eUg4q5os1bt2zOx7QLVqiT4z2S3QBsU1Uo4JrH73M6efOab3m975wl9/pbmNLw1NP7PDRDzzLjekeh/ePeKAi1URz7cY2T/inUTHy6uGceeO41y641xyj9wt6ldi9vI2JGrfu6IPn8nTI4bKlLBWnbY+uLanPbfJSEbvA5smuNMTWX2AvuWF0oZwo7OSQ/yvYUUp5RCI9DE7R8pCvs+EUCdJC6smaScKKljkohSrIHTPBjWInQ7k4RIPaRFLU4HJmpjUESNETeoM2ib/1q/8nu5/6R+JdZ+X6MTaRMITSMZyMmTQj6CLnd5bMXpujrWZ8MMQOLcHI0LOyWrzvkHENABU1ugCVNIu15/z+HFMYtnaG/Mc//D1U1ZSjxQkG6INHY5iOKoxJDFPiQdvigxLsyCqiL7g0roVSoRMRRaEMOyVMYmKydxWHo96puPXZV1h4T2ENw8oyGJS0veNgPGLuOiyKVR9w52sGQR4Yc444udWw99wQ/XjW7OsvpRSFLQla3BiMLYSyH4WGG+KmDR/zbyS8i0KRz3V+0onkfPbNUhef4WPCmARRoxGP9aQyyBkTXe+ILlLVVghsxkjg8070kInZnUOLL5ryeFvgnEcVFtUHotWkNuFTFEeNYcmgslSFJabAcrFma2SxhRLzRecpUqJdeFSp2Hp2jC2t6OHMe9rDwP1Vwy+89DIPvnzKd33oJtd2t3j+6g3csgIDzi8xyXN5ZHnh+gFHy8vcaxruLGfcb07wfUN9MILOMx5UNH2ASjNbrymMFtskrUVWwijpSunMBjZaAojOra6Q0FUh0/XorNiYwCJ4T9gEog0QnGesyIEqbLR/kgDYWrAkGZoVlUGZF+MCGE4BVFVkOZLMdN5wczL5MoYNkCz7Doq3zo65MxdRNkCCHYhQXFkSHPQ2oBxsT6foBma35yzurWS8ZlxST0rKsZUZr6jRIVwce4pBzBtHZRZVS7z3+iVKW/Hm0QnLJrI1rLBFwhjDwdaAL9w5ZOY7Pn7rDrujIR9+8gbP7u5TaPGimwwLYjQUBYTkmQ5LzvqGqV9TTUsKEmtEjE1rRVkV7IxHnC/XrPuWK8Mpd5cztnZqhoVh3Sde/+JdBleGxOTp+k12+bXX40C0WSo7ZmpIUbpiKV9kIGTHlIlnD7UDYTP+oY1MZRNjvmBkbEFtsAU24yHZz8wIEE4OSCF7fGmkO5dUgcmAq++FPiBPxgykJvGzqq10zFRRQC4/ei9jEUezFcdnSxEpwzHdGrKzM6aIUJOIyVPqAhpFOS6pxjWL1Zpyy8rgail7bkdDDn3LfBYoRopIz6XxNkoNWS7nRDen6QL7Ozs8N54y1pFBYZm1HYeLczw9K10zHJfc71q8gYhGGy0yrGQyYR5ufciNzjNcebyGEIk6XoDFUmrxkE2dR6tklusC4oYkeF7K3S+tUyY2ShawMSVTmw9JGpUETwJAP8LrIQ/R1gVx2aOzd9tGX3vDEL+gZBpN0hlUYtPZA5M5Tk4lCgWTG1PKk5aTt2asjht8I4PA5bDM15PK+yP7bawBpRjt1HSzjmt7I67tjaiNwWjPZCA0kUFtWPQdf/e3XqK4UvLKl48Z1CX3z5b82T/xEUbI3FjMetYhSUZklaYOitdeu0NdWUrEIbZXIj3bqshgWtF7x8lhz1KtGIwKRnXNerbm3t0Vs/sL9LigHBR0S0812fjc/YvrcSDarJRyHS7YkMl09piHLyXY5CesMdJq1Sk/9R5e9OriBsiXrTVYK615kaGVsksbje+EU6Ks2AdvptNDjATvMEbRrDpi9JRlJRIUSYwRg4vEMrHqeypd4FaNsHd1Yn7acvfuKaf3Zzjn5SYzisGo5tp1z96lEVvjAYrA3ftzbLQMC0NVahaziFv3pOSJsaCcWi59cILXsCTx0r0zvng4Z2tc8ez+Lvt6gFaW+VkPRYPvPUYrPjAZorYHrLZrHvjAnabjc4cPeLA4z2SZcPF3CEGIVALVqFwmieHjBTBNEgkRo4QAqCUwpQzwpiTcn+QzmzptglQeHU05uGlklqpQJCfZYHIbvIdNNMqnU13MVZG0dPZM9vIKEV0VIi9rskpAqaRks/kTzIY1Tc78cnBVCmqNGuTgakHVkXo84MalAbM354Q+cvLajMF2xWi3ppzU4B+qKBYFdLOWk7fm7B1MSKZAVSUny4aui6ASlTaUJvHX/8Gv8flXHjBdTlmetbSV4/x0zd9crfmRj3yQ9126BAaqCrxPVKagNJqJtZzMVjz/waucz5eUBcyXkaqyDJKmHBiGT2zRaoV3gRuXJ7x195x7t2Z0846+cZy/NuP6+y8xP2wY7Ex5u/U4EOUlYHSWGA3uYds0JWxpwIoUp2udTHlrqf2Fg/KQ+ZEt70SoKyIT2F6hdYFS0nrVRqENmHJD2VWYukR5z2K5YjQciEKeUnS9w3Ve5reURamIdwoU2AS4gCsUhda0fcebt044O17SdT0h+2slAAehX3PbBVbrlmtXpgyHloPLuyzWK1Kb2JqW3Hz2JkZbls7xxVdv0xMpx5ZCa/qVYz1NLFYtKx85vH+HotdYFM9fvcyT+jLbo4q97UucHb2BW68oqHiqqrhiGp57YcxcN6xCz6vnc77wlQfMZ6tctoiNsvyNeNih0lk/PEWilbY+SQBdMmGRJGVdSjLXl5CSiSBnI6UoiU5E+ENI50lpRerlPOk8BkL2MRP8Sex1QIkej97oCV2cNooiEZXQVVOvLtQCErkkFLu43GKDlDGwiwq/NOgCklOEMhGNZ+f9U0ILk/mQxf2G89tL7KBlsFNjayOEW2OoRjXDaY0BhrVmNVtwunBsTSzeK+oycudsyd1Fy/TKlND3GJtZ3iRe/t03OD5a8Me//wU+cG2bD7CPT4ZgAq8tGh6sG+6uZ9iixrczmrGmHkgntCg1Y1sQKZhWa7aubvPqlx9w9KVjZodLob1kaMK5QHSRcuuxDMi/1NoIt0vymy6uFd/LzWxsQWHF+zu6gA8xC+nLU2+Tnm+ERROCXWhDFufKYwvZVVQbSc+Vyi19FMoYlvM1k0mNS4G+EwmP2VmLV9JlG4+rPB6QBEOKnvNly503z+naTmbbjKEoFOPLU+EqVXKqZ0dLFmdrvjJrGU4qLl/e4vLBhKISQDyuB5wuzli1LdZDP4+Eoae8XDK9NGVvusf5asFsMaOZOUwpQeAT92/zyTt3GCbDh164wc3pU1Rmh53hgOTX9MsVO0qzo/YJKfLk9gHf8Z1PcKc/49bRMa+/dUzbO/pWXYxjiBJCFFMVYzBI6ab1JiKATpbQO4Sf9chw62ayXSvo5dGgMos7hIQpc2pU6NxY2NRmuTrL4xgg4viqABVFAVKkbLOrhxCAJOHKVAQhT2bMyWQ6R8zwlYmSvaicqUUePsxUwowsjkgaKdSgZHe3Rq0ji8M183tLYkhMro7YmdYMK81gXOK7yGrV0jhNFyJtE6lqxd3Zmt/8wuusFh3r2RpbF1STkm7pSCEyvTxhebrmt375c5iPvcgXV2ecHC1YHK0JJIKG/eGU7/u+D9AtHfePzhmMSrCOQbLMW48dwsHlLT7/qdscv3rOctZgCnNho6QSUIoy6frO6m3vvT/0QJTdWz8J3Ekp/dtKqR8HfgJ4Bri0Ec9XSn0M+MvIs8IDP5FS+u38WgA+mz/yzZTSv5O3Pw38HLCHCOz/uZRSr5SqgJ8FvgM4Af5MSun1d9xPMrs309YvujQbvCKoTEiEiGggW2uy1ER8KNSuCykTjPhrRS9dNWUMRJm+VuYhT0Wr/PRUCJgaIXgvsiFZlkIZcYw4uzdHa8WyLhhPB5wfr+nWPW3b0a5cxlvIltEGUxeMRjXjrZrBqKK0hqeeuSRUhd7Tt57lvOMrXz68mLPT5gHGGranJYOqZFiUmGs1qkxMtkaE01MOti5jC7h7fszifA0oikpTTyxYw/9z+w3i6S1KrXnP5V2ePtjlmf2n2R1eA9fi3TnOz9hxNR+cvp+7kwX3rq447xu+eO8Or989YtW29L3gR4L5SHPAYORvV6gMQmdAWHOBBQkDW5QTN7+rkrCpo5fZweSjBKFNW19J5xIj7iVJSxZF1hB6mC0BUXASRQautRAOtUFY4AAEFDJZmyfmUEPAK1LXQ61JTqFiRJcmBymFLoW0qZRClSJNy1CxNRmzc3NCcnD8ximf/a3XGf5rY7wPTLdqUmGYNw2V0WwNLZNhyccPD3nl3hFFXTCtxwQfcWtPv3bipJsC1aiib3te+sQtXvzwdZ66fsCxXTIY1xQxUQwKPvnZl+ljYLpViVpjgGKsKYIhNIG3zhYc31uRXMBai3fhIrCbzMWyuYx9u/WNZDn9j4FfyD5kHwR+Hng+v9aklL7ta3z2XwX+Rkrp55RSPwP8BcSG+i8AZymlZ5VSP5rf92e+3o4+RAeyxAfCRRFpUBnw28wEbUBVY0ApI8p2mQnrg0xdy1PaiHRo1tsxZSbuWVCFALHJC70/BDmBdVVmMDtSDWvRmHFeHEM6j3eBvvE544q4zhHy0KhSMrXdNz1tZrz2znNgDDtbI4aDioTH6EJGWrRiveg5OVnQtT2n52vaxtMse/YPhuztjLgURzAy+JgYXd1j6Vq0KzARRrUltlHg5g62Lo04ebCgdR1dUrx07z4v3T5ka+s13nfwBFcnAyZ2wHsOrnNzeom7r99GN0uem1bU9YTvvHqFN56a8ZWzU/7Zq68zW61wLqALhRkXIjQfJItIQeWuGfmc5NJYiyFjCrn1H2REZPP6xhpaBcTdVwExoqyWzMYATueHhMoibZtALZWgymMhKXuebUByoQIkiEb4SSCsfKNInbwXI2aOj5akqAxgx81VmMAYtEqouiA4he8iOiouD/cYbo/ourUEBWO4ubfNsC4wSjOsK6pS88b9U9a9MPYVisGkZOc9OwyqirIuuby7zf7lEbowLNqGtu84mi042N/ixtaUJkVO2zmXr0wIMdJ2Mvic0MyO16Tc7l8u1lAmxoOK4DqqqsDFBM6jALd0DMc1vn37SPQNYzmdUnp0EGXEBWL4tp+tgB8C/sO86e8AP4UEoo/lnwH+LvA3lVIqvYNTwKbDofLNDXKxS2mVdYdQFzuljXmkeyaEt8KIRGcGNQSMtQbfBZLSaGtJSBlmrMlgq8ylbexofO8ZTquL/SF6CqtpuiBds8pCEnH+ECKh94/IZpClJjasZDg/WbBaNMxPVty9c8alKyP29ieMqpqqKiiqgqrSbG3XNCvFfNkRgiPESLNydIOEXycGA2CgIXlS62h8w3CnhjbShY6+9WKlHBKDcUV31BBakZmNfcRsbbMeOT51ds7AKZZtw3e/aHjyfQfMHgy4d/cBoeuYbA148doOtdEMCsMrD444Op2zDA2pFK/5SMgDrOmik4lGPNr8Zruck41rxkUXDmTANiYwMWeqwi1SQYBpCRZZJXJDPzabDCyX4aUSk8WNdlEu6yEHJyXnl0fUFzb0gKSSkBajYEsYnbu18LAnu/kdKR11qWRwN0IgsH1jyOXtPV59+b5Y/wSHNQYVRQROA14lQkw05y2TS2MOru3y5LOX2ZoOsLXgN+duweqwYWoHvP/gGpcnE565csCkqHj59DYP7p2JNnYIzJYtbZ4ecC6IpIvOLi9eUxSKaqNF1YlSXQxk6okiube7+76BLKcBlFI/AvwPwGUkgG1WrZT6JFKy/ZWU0j9AyrHzlNImzD5qOX1hU51S8kqpWX7/P+eh9qjltCnyWDXkifscLPKYwUWbVnPRDZEHacxYz+YilAtZvKSk62ZsIYaGzguwabho9ys25YTGmIJYJgKZYBdlgNZqw2A8ZDyspT3f9rjesZ6vpYTzmdyXxyJSTNkaWV3Y1MzOlsxna+6+dkRRGaY7EwZDy96lCeWgQKFYL3t6L13AhGI+aymrgkFlODnqSQGWfc8z772KC5plgMVbHcEFqqpgaCzmPLK9N6B+2opcaRtZHC6Zf/6M4nJktD/EacUn7t3hpdO77JYV77/0JM8/+ySDsoC+Y3Z6zFOTEc/ujlg/ccCi9Xzh6Jg356fccx1HzVxEtpK4sGqEkZ36hK7luGO/aSikC2BbMqJIagWv0xR50h4hj+YymBCzzGsu2bXO4x5y3egNPcNk8HzjFiJXwEW74lHgmpCzVavAbx4W0sxImzENMhRgpBMnjAHhLMVcIiqjSFZhtyt0Fy50nJZNT10WxBAwRcGoFmNLDYx3B9x4apsPfPg9JNdyuSqZVEMujyY8d+0JJrsFp0cPuH+45Hg14+Mv3eP65SkvPzjl8/fv07Ti2yfXuWFkLZXTFBiKobC+de/o0bTO4X3E5QdlDAl93DA9mMDb+yt+Q1lOk1L6+8DfV0p9FMGL/vX80pMppTtKqfcAv6qU+izw9nzxf8n1qOV0OahSClE0oxFgWqQauHCIKGxxkQPJPJqYMKYMTefeCSCGeylb3+gstBWNXGyQ28oxt6+9FwkFBUXmFymlQBXiW27AxUDUBcYaqsJQhorBeIhrO1KINOuOru2Foa0ksCotZZqxhQQFDUVl8W3P/HTJcqa598aJbLcF1aDCVmL0t1HhOzleUdqCra2KwmpujAdMCs24mvLqGw1bw5rloqFdeNxqxaV9Ra1LrFOs5x2LdUc1qBjfGJCCIqzFzdX4wLINLFJP273Bl2Z3iEqzvzXl+d2b3Li0S+zXdCfHjMvE916/xgcOrqBD4svnR/zDz79MQxD5WCuZZDIRQuYEkbMXcnu/9/RnDnfeg9bYkcGOrLTcrc7nObcZjBbVSHL3DQQryq4im3aGtgJcp43Vkd6A3IrYRSglMxHZW3nYqLiRKcm4oNW5UZeDjVK5o6YeyawfhrgEaAeh62jUgBSgtJb3Xj1AJ4UtLdORZM0H79vndBBYnne854XrDKziz334e/jtL3+ZCkO/aHj58y/j+8j5cslod8xbq5ZIIGiIBXTOCy5kMtoVHB2RJiQIHbpVNI0EH+88befomp5NRhdDYj3rHmJ5b7O+kSynL1ZK6TeVUu9RSu2nlI5TSnfy9ltKqV8HPgz8PWBbKVXkrOhRy+k7wE3gLaVUAWwhoPU7fSmgCAFsnen0GBHu0gmjhTgYowxHCk4hw7HBxSz4HtClzAhIKzoRnJgMYgzVsCQq6Nc93nlQQlJTgGsdZZmJhIOsVbRu0MoQoxOyZcYTdG0IPRJoQoGxUKOoBiUxRLyTOTeVJWlV/lcPS7rW0UXJ1GKI2LrEZKwqxIhy4aLsq4clSiluvfKA8VR4TFvTIWvnGQw0NQXKQG8CUYuljOoVh2+d4QMC4mrNctHQHzma1tP3ogo/3a7Z3Z0wHJes25aYDOPhgFv3D/nUvdcpZi3fffN53vf0+9muB6RmQXP/Fslqvvc9N/jIk09xtFjy2dcP+SdvfJlzAt5qkhUmdCCCl4n+0AQWr8zRXrEzGaJjRDeGB7dnMsYBFEOLrmSg2U6sWARpRblbEryQTovRRiAJVC3pUsoCSzpvBwmAps7BScnDJqlNd0x698rIICtRGOYqCvUAL6zvCwKsFp6TIBFi5KAsJK9J845u2TEzC2a+4enBHt5D03nWTUNVGKqyoLE94+0tXty/jLKGH3rvtzPaku5kqyOfvvMmY7+DSYqlOeV06Vh5jzEZC43SQUxI06VpezQF2ua/c1QCP4RNJiRQQchWVipJ5uhPN33of3H9oQWilNJPAj8JPGo5/bZBSCn1LPBqBqu/HaiAE6XUDrBOKXVKqX0kwP21/L5fA/4DpHP2Y8D/lT/uF/L//5P8+q++Ez6U90A6CTFrB4eHMq+bLGaTPm/ax/FCd0i4InEj+i5CxRQmC/J7L/+UBJjSWlIsCFGeHIkkYHRSaCstZu98LgdEM0dHAayNNaSgsHUp7rK1EauWrcwYDkq6Yq0XUbDEBTP57GhGWVmqqhK5T5094m3OnrRcNJuuj3NS/mitmJ12KAPzWcdbb56zs1tSVVnb2kC3djREHhwucM7Tth2uz9ybjQtKUhSVRaE5frBgft4ymlgm0yHjccFy0TEcW9rThtt3T/nKrd9h+OnfY7JV8T1Xr/DEU0/y/OXnOL+75PDoFULf8H3v3+Wj7/8oR4uez9875vfeepPztqGzEPJs2urWgi1l+f7ve473XbqKLUEzYN7MOW06urajNx0PTjtOZnNCDNy7v6TtOoplYnXeEklU2yV6YKj3KsphLeTUJDhQjCIVE2JAxUjCXBg5iiC6uijZUhB8cUOM1UYqsOhkwl7l/Jrs7Sb6VVKqxRgFiwwRPR4y3KlRxvLW7VNGeshuPWB/WrE1GbA6CqyO1zQPVqQY+ODVq/Trnr2dEiYl3dEanSz3js75wM1rHJ4vcTHSxYSLkXknJZl3AYMhECksYDTeOXQU1nhRCpO9XwdcJw2XGC645Yz2hnSNJ/hvIM3qd7Cc/veB/0gp5YAGabknpdT7gf9JKbVpXfyVlNLL+eP+K+DnlFL/HfDPgL+Vt/8t4H9TSr0CnAI/+vX3TEDphL6Q8oyCLhAFjpO2vZY2rVjDGKnzjQatM48oYrTMmoWQhJioNdbqnEU5lCkytmRQKJxzFHUpuIWRie6NrY+qLKkLlKMiA78aXWsh4lmFQugC0g2K+UluZM4tRXzrUXP+R00AABGISURBVDYSHYx2Jhir8a3HVlZoNFU+LynKsO2mQ03KpY2oEtiylO1tIOnEvdudwKob4CSJ/XTMnvVt2+NDFKH+oKjGFjyYthd6gRZGtXOO05OGQkM9LLh6fZvxsCQhrrCN6zk7b7l7f0HxmVuM9K/zx555L9//4vNc25uiXaKZz6Bv+e6bO/zAcwfMu8BrpwteunfIreMz5otTfvBPvshzV/Z59cExJ2HGoKwoTMXusGa6NSR2A67vFAzrZ0kxsHIdi1aIrSvXse4g9WvwBcNasbM9ZBkNTVqxSi2vnaxZuEZkZKNGl1KWiKhClq7VkLRBWwkwKkSoC6EjqIwX5ps3OtAl4EKeq0OyKwADxlj2thTNvOfp797n9VGH6464qaasHzgKLK9/7i73Xj/j6tO76G7NRCfu9T3Lrmd45uiTJ5aW7XrM1lBgXOc8dw+P6H3NSItMi7Zy9RdGBO0AyGqkMXPpgov0rahPxI3apNbYsmCwN6Sd95nO8LXXH0kgSin9Orldn1L6aeCnv8Z7/irSZv/q7R8HPvA2n3sL+MjX2N4Cf/pfdT83M2NiVfyQmKgzr0hUAqXWj+jcz8gBavPdmyddlCxJnmYaH6MAyCjp1pAJlDkTC95LC9loOWF5yjs5j7JG5CzY+H2ZDVSecYmIKoqLTpEMF2oRGXQ604Y9Re49G6vxMeTjyf5UMYKDoiqEERsiXXB51CUSYpLv0YrQBqEe5DTcVgbXOWyWc93Mw2mxLSTFiFs7cZGwRuRTBgKsuiSSr03r8c6zmHbYSjg9IQbCOqF0wAaD15FeR/7pq19gvTjnmb1rPP/0E1y9NOUShpP7DwihwxaGD1y/xPZ4xN7wiPIcntrbJQTP3DUcLTqabkYyBVVtqcuCwin2pyP2R0NGlVg+DUvDtBphK4MtatbrlkHq0cYStQbT4sIWq3DOUJc8WFheXy6I5oJ9lpc0JIwych3k12I2XdA541YPr6CMNm6uq4cyJElJUKss9GrAaG+EsoaOwFvtknnpOWxX7DCmQR4E5WjIYFCTdEEXPcZ4VDlA40n9msmwxPeOKmqskm82CPZUlJrYI1pLekMJzyC0VShbiEKFgfhVRYexhnprgFt7BuPy4pn1tdZjZvUjS7zq08Wc2WZqWuk8lJqznxhzRgTi1CG9YyBrGJEEjFZkaVJpqaaQiAbxZt9ImhKxpaEoC3wnXl3o/MSMkIxwlaLfEIE1/cKhrQDqKimUtQIGarKuUSIFD6mguHDXFH6NsJC1WBwVG6rCZlAz0a87vFujUsRYm4/7YffHWPn8mEBbi9KBhMbYgvXaY3QihE5cS4xia2eb89OFlJqF/C0KawidI2glfxcitjL4qDi8c85wWGGMEl3vkMAq2pMeU2l0bfAp8pmje3zm7h2mb73E7nTMB/ee5IUnnqZSFX2/5vD4iJLIh/Yn7L74NMum4W5zzht3TxlvVaRqwGq5ZrV2nEUYKHjwYAYRBiPL4FJNGQ1tDHhgOiq5PJ5QG8VQV+wNx0xNybgecrkc4dM524MZdw7XhGkQXOcCS5LHTgw5m46gL5xpRaxfZGoFU5OHDVnLOz+Yoph+qqxWEKNm8coDdEwUW4XI8I4U54h/mNbn9ANQaK7sDXlu+ymcLdnfrXjtbMnTWrqc6zKxP7SQxItuVFT0mc+mkK81RhjlG0ZCRGFrueaU0YQuimlooTPQHyisYefpHXzToyKEFtbnj33Nvv5ScmPHrDGTZ+3lmRTJtjApc0OM3Ex54PWCXxQ9KUqrd/NcSTHlyXqFyV2ZFISZm2K8SG9RWnCfPJcjLX5h5noXKUpDsuD7iB0WD5+UuXsT8tNILI7TRSYjqZyS/dUJlcShIeQJ9RQTuhBRNmUUKoO0KWRCpy3wvSc4J1Ib+cGoEFslnctTlKUooG87vI9cvbbL1vaAcmjZuzzm8O45zarPpV7AFjm4xSQW1k5uQp/g6HDO9ctbeK1447VD/Dpy/tac0U5NMSlQRBaLSGhEzX6+OOP1N8/5lZc/y9WtHfamW3zbzfexpRKzo2NIHZ87PWSxaJnuDsF5RmgWa9GLHlgRYEsuEVSgqxNh4TCdY0bPqunQZcGXzBGKAl1qjErUKLa2h1yvx3zfE8/w2qLjB5+/ya/dfYPOaWwNKUq+o2olPysFJklXzWQAOiioNTqKc0phNMkkUhdQZRZfKyG1UsqnGKljYut9N5icnYmbbhfQrSeuJPiFNl1IGl+/sc33XJqwbhvKxnKtVpyfnFOPhkzKAURDXQ45WS9Yxo42KM6946RZS26WqSQRdWGHHXEoKrkOraLerlDniuSjmE5YQ7fqsGiMNpzdO2W6N3rb2+9xILpY6gLUFVazR2fLhuCEQyFgtmQeGxY1kIG7zNAlit6WKchDI9I+L7M+Tdw0+8kM30QyJreb8/S/EVJYCoGocknmRLg/bXza85MxaY1rhWagNwpiRFI0ubX8MOU3WoMt8hhCL0D0hbd5ks+NSQKyzu62KVLXBdEXdJ0Tlq5WmEK0lIT1pLBVAT4yGNf0rRd5V6Op6pLBwLK7M+T8vOH4aEmz7okhUg4soY+kEGQCPx/P6ZFQBrb3BlzamdI6z8zMsJWlmlTS0dsdoLSid564CiQNIVmW/TGvHJ3w6bdeZ2IrnhxPeXM+I7lAPbJEn+hDwI4U1cSywuN8pI6KAEQNvYbtHcvEDjh+4wiVcTVtkEZEByhNaxSLbs7ptOVDV25yfbjNWTXjz3/wuzjvV5ytWwKeqBUuQOMb1j4RVWRpHAnHqtMMhqL1U9pEo/JDLya8TWgdcWGDVcp1mrRmNBxxYxC49/wOXfBYrUmtgASqTBQk0AWXn91hMtpnMiw4OnvAtXrC9qAk1Xss1guC8QyrEb3rqWyNKluIfS7+9QU5ccOXShmrUsaQ8PhWCs16t6beqajLS6ybDlNBfyRwwOGbJ+zemFINHw+9fv2VhPOTQiKSAcIoMwKFFStqlQldWTYr+7VzMdG8YcQKUiLtS9EgDpAzJaHtZ9qbUllETWrv5CPKFBduDqYsqEyB8z5380R0LSUgxty1y1lb1sxR2lCUhpiQ/QtBZq14iGUpk7C6JDgvx5KgtAW+dWx6HVKGWZE60QbnOjbBrLAiYcoG0NaGEAQbIolT6fHhnNnpiu29MXt7Q8bjIXsHUyY7Q1IILM5bjo6XWTJDgl4KAsAn4M7tU06OLTu7Q7aHA669cJlm3eFWDl0ammPxhCMlfOcpJ5Z+0eNbaSM3Y0uz5TltVnDuiV4x2apIa0/beyof6J3gUNoqVC0mjaWXRoHxhnnopAtmNHYiXbDYybnZCNrHCJ2LfPH4Ad9+cIXoLZ+/fxetoNCGcVXiA+wWAWX3KEeBSg9IuqUsSlKqqCoHqULpyNp5qlLhek0fe2w54PregDdOG+7MTvEJmnaJaSPHtqKPkQopnaKSDmUIioKAsYpyd8Rz2yXebDMYNLQeHDXaNxkb9IyiZ94GGmWkE+YUFpnDC04CtGCmJjdSclsf0FZeqWpD7wIudnTnLaYsSC4ym68ZX6rRhWK5flyaff2lNrKveTgjZo+yACBEx+CCnOi4aUPm4YEMSCslRMXNfNKGCSvOHgi2XOZJbzKBjYQq8pPMSlaVlIiGaWOkY2eEdS1oRXZ5SAltBfCNMUPnWrhNMWmUlvJug+mEICaDymhMkra9sMWzc21KaKspbYXvAwiN7QK4Lke1fJdPeNdjbAEuqw/oh+Q1rRN9KyB3AI4ezFkuWg6uJfb2x9QTRbeK7Fyr2NqveeO1M5bngkPFkER1EtHubteOw3bGeFozGFnWrhHg3AnGFrqALhX9vMOUhczkRdGNjj2idjgpObu9oJ93aGu4/v5dbG3QlTQCTG1l7i/LtSgtmety6XH5u1IUzESXmV1vJADpUkhgMQTeXM250uzw9O4217anVMWA557/MFq3+N6QUkPoDMGf07eKmM5xcYhRDctuhDUnLBaW6XDFbJVQfaS2UPnEoBhg2mPqXrPsI6p1OGPZtyteqUB7kdSt6yLPnkVqW9F3gdqWlHvbmLRiT1tmjWOpl1SVJvaKVbvmrOu5efMapB1oWjr3CY7bjqWPKB0obZEx04QKCR+l9IoocNIZtKOCfu6JZxpDQXveszyas/PkFkaL9VJs3p5Bo74uveb/J0spdQS88Uf4lft81cjJt8j6Vj0u+NY9tj/K43oypXTpqzc+DkTv0lJKfTKl9J3v9n78f72+VY8LvnWP7RvhuN5Bzvrxerwer8frj2Y9DkSP1+P1eL3r63EgevfW//xu78Af0vpWPS741j22d/24HmNEj9fj9Xi96+txRvR4PV6P17u+Hgeix+vxerze9fU4EP0Bl1LqP1dKfU4p9Xml1E/kbX9ZKfWSUurTSqlfUkpdy9uVUuqnlVKv5Ne//ZHP+TGl1Ffyvx97ZPt3KKU+m3/np9VXi33/ER7XI6/9l0qplPWhvqmO6+2OTSn1U0qpO/mcfToL+m3e/5N5P7+klPpTj2z/4bztFaXUf/3I9qeVUp/I2/8PpVT5bh1X3v6fKqW+mLf/tW/I40opPf73+/wHvAh8DhgiLPVfAZ4Fpo+85z8Dfib//G8B/zcy/vU9wCfy9l3gVv7vTv55J7/2u/m9Kv/uv/luHVd+7Sbwiwj5c/+b6bi+zjn7KUS876vf/wLwGUSo72ngVURS3+Sf3wOU+T0v5N/5eeBH888/A/zFd/G4fjD/XOX3Xf5GPK7HGdEfbL0fuenWSeRqfwP491JK80fe86gjyceAn02yfgeRur0K/Cngl1NKpymlM+CXgR/Or01TSr+T5Oz/LPDvvlvHlV/7G4iw3aNdjm+W44J3PravtT4G/FxKqUspvQa8gmhgfQR4JaV0K6XUIyqhH8uZ3Q8h7jEg7jLv5jn7i4iYYAeQUnrwjXhcjwPRH2x9DviTSqk9pdQQyQxuAiil/nul1G3gzwJ/Kb//wl0kr43zyDttf+trbP/DXl/zuJSYYN5JKX3mq97/zXJc8A7nDPjxXFr+r0okiuFf/djeyV3mD3O93XG9N2//hFLqN5RS35Xf/w11XI8D0R9gpZS+gKhK/hLwj4BPI6KepJT+25TSTeB/B378XdvJ38d6m+OqgP+Gh0H1m3K9wzn7HxH34W8D7gF//d3ax9/Peofj+n/bu3vXJqMojuPfg0ErKmh1UBShgi51s4I4ONRN/wdBJxEcHJy6ieA/oJM4+TL4NtjdRXCoULCiaKnaoYuDuApSj8M9JU9iTNUQT678PhB4uDd5uCdPcnjuSZ77tChT42PAZeD+v6zH/S4logG5+y13P+LuJ4AvwGLXU+5S1uOG9t1F1qzdeaRf+74e7UPXI67XlFrCSzNbjrHMm9luKooLeh8zd//k7qvu/h24SXsJ4j+N7TNxd5mu9qH7xWdxBXgc0+Y5yrJGu/qMPyeuYRfR/vcH7eLffuAtsB042Oi/CDyM7dN0FnXnon0c+Egp6O6I7fHo6y7qnsqKq6t/mXaxupq4+hyzPY3+S5T6CcAknUXdD5SCbiu2J2gXdSfjNQ/oLOpeSIzrPHAl2g9Rpl02anGlf5FrfwDPgDdxwE5G2yPKnH0BmAX2RrsBNyi/SrwCphr7OUcpGC4BZxvtU7Gv98B14t/wGXF19TcTUTVx9Tlmt2PsC5TbUTUT00yM8x2NX/codZjF6JtptB+gJNql+PJuSoxrI3An3ut5YHoU49IlHiKSTjUiEUmnRCQi6ZSIRCSdEpGIpFMiEpF0SkQikk6JSETSKRFJVczsaFyYOmZmW2KNncPZ45LB6A+NUh0zuwqMAZuBFXe/ljwkGZASkVQnVgZ8AXwFjrv76jovkRGnqZnUaCewFdhGOTOSyumMSKpjZk8oKwdOUC5OrWq9J/lZa/2niIwOMzsDfHP3e2a2AXhuZtPu/jR7bPL3dEYkIulUIxKRdEpEIpJOiUhE0ikRiUg6JSIRSadEJCLplIhEJN0PFT6b+FJ4jLgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "3Xlj9rbyBoU2"
},
"source": [
"point = NDVI.sel(x=_x, y=_y, method='nearest')"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 342
},
"id": "146siOk2Bq-m",
"outputId": "b2408e88-8fb3-46ac-e623-dca3e5d86708"
},
"source": [
"point.plot()"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 1min 38.9s\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8d86452ed0>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 364
},
"id": "SUMJJGPRQXCd",
"outputId": "3839bfa0-431c-4744-c9f1-ec2dcb60d144"
},
"source": [
"# Select region of interest, pre-load all data\n",
"# With clouds\n",
"# _tci_roi = TCI.sel(x=slice(_x-2000, _x+2000), y=slice(_y+2000, _y-2000)).load()\n",
"# With limited clouds\n",
"_tci_roi = TCI.sel(x=slice(_x-2000, _x+2000), y=slice(_y+2000, _y-2000)) \\\n",
" .sel(time=cube.CLD.sel(x=slice(_x-2000, _x+2000), y=slice(_y+2000, _y-2000)).mean(['x', 'y']) < 0.1).load()\n",
"\n",
"\n",
"# Initial (empty) video frame\n",
"_tci = xr.zeros_like(_tci_roi.isel(time=0), dtype=np.uint8)\n",
"\n",
"fig, ax = plt.subplots(1,1)\n",
"im = _tci.plot.imshow(ax=ax)\n",
"ax.scatter(_x, _y, marker='x', c='r', s=8)\n",
"ax.set_aspect(1)\n",
"\n",
"def update_map(timestep: int) -> tuple:\n",
" _tci = _tci_roi.isel(time=timestep)\n",
" _tci = exposure.rescale_intensity(\n",
" exposure.equalize_adapthist(_tci/_tci.max()),\n",
" out_range=np.uint8).astype(np.uint8)\n",
" im.set_data(_tci)\n",
" \n",
" title = ax.set_title('time = {:s}'.format(str(_tci_roi.time.isel(time=timestep).values)[:10]))\n",
"\n",
" return im, title\n",
" \n",
"# Create animation\n",
"anim = animation.FuncAnimation(fig, update_map,\n",
" frames=_tci_roi.time.size, interval=150, blit=True)"
],
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"text": [
"[# ] | 2% Completed | 2.0s"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/dask/array/numpy_compat.py:40: RuntimeWarning: invalid value encountered in true_divide\n",
" x = np.divide(x1, x2, out)\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 36.4s\n",
"[########################################] | 100% Completed | 8min 34.2s\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "O_--DhUZRutL",
"outputId": "49552038-a56c-4580-88b6-8857ae92f9d2"
},
"source": [
"anim.save('clouds.mp4', progress_callback=lambda i, n: print(f'Saving frame {i} of {n}'))"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"Saving frame 0 of 118\n",
"Saving frame 1 of 118\n",
"Saving frame 2 of 118\n",
"Saving frame 3 of 118\n",
"Saving frame 4 of 118\n",
"Saving frame 5 of 118\n",
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"Saving frame 117 of 118\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"id": "JXES1umkYezA",
"outputId": "88f24cee-0720-457b-84f4-f5afa161d0b0"
},
"source": [
"files.download('clouds.mp4')"
],
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"application/javascript": [
"\n",
" async function download(id, filename, size) {\n",
" if (!google.colab.kernel.accessAllowed) {\n",
" return;\n",
" }\n",
" const div = document.createElement('div');\n",
" const label = document.createElement('label');\n",
" label.textContent = `Downloading \"${filename}\": `;\n",
" div.appendChild(label);\n",
" const progress = document.createElement('progress');\n",
" progress.max = size;\n",
" div.appendChild(progress);\n",
" document.body.appendChild(div);\n",
"\n",
" const buffers = [];\n",
" let downloaded = 0;\n",
"\n",
" const channel = await google.colab.kernel.comms.open(id);\n",
" // Send a message to notify the kernel that we're ready.\n",
" channel.send({})\n",
"\n",
" for await (const message of channel.messages) {\n",
" // Send a message to notify the kernel that we're ready.\n",
" channel.send({})\n",
" if (message.buffers) {\n",
" for (const buffer of message.buffers) {\n",
" buffers.push(buffer);\n",
" downloaded += buffer.byteLength;\n",
" progress.value = downloaded;\n",
" }\n",
" }\n",
" }\n",
" const blob = new Blob(buffers, {type: 'application/binary'});\n",
" const a = document.createElement('a');\n",
" a.href = window.URL.createObjectURL(blob);\n",
" a.download = filename;\n",
" div.appendChild(a);\n",
" a.click();\n",
" div.remove();\n",
" }\n",
" "
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"application/javascript": [
"download(\"download_f6e08503-65b7-4d35-991d-ee2a595522c3\", \"clouds.mp4\", 854133)"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 360
},
"id": "JlQX7WAFbfM1",
"outputId": "a72feb72-c7b3-4d2d-c8bf-39788f98a17b"
},
"source": [
"cube.CLD.sel(x=slice(_x-2000, _x+2000), y=slice(_y+2000, _y-2000)).mean(['x', 'y']).plot.step(linestyle='', marker='x')"
],
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": [
"[##### ] | 14% Completed | 0.2s"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/dask/array/numpy_compat.py:40: RuntimeWarning: invalid value encountered in true_divide\n",
" x = np.divide(x1, x2, out)\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 1.3s\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8d95886290>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 367
},
"id": "K3B43YDlkr4j",
"outputId": "9ae902c5-0ca0-47bd-8f30-c75564725d93"
},
"source": [
"NDVI.where(cube.CLD < 0.1).sel(x=_x, y=_y, method='nearest').dropna('time').plot.step(snap=True)\n",
"plt.xlim(['2017-07', '2021-06'])"
],
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 6.2s\n",
"[########################################] | 100% Completed | 3.9s\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(736511.0, 737942.0)"
]
},
"metadata": {
"tags": []
},
"execution_count": 13
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 424
},
"id": "Zq5xrgJkyRZJ",
"outputId": "0f6a02a7-ba37-474a-fa62-c0dec22da8c5"
},
"source": [
"NDVI.where(cube.CLD < 0.1).sel(x=slice(_x-100, _x+100), y=slice(_y+100, _y-100)).mean(['x', 'y'], skipna=True).dropna('time').plot.step(snap=True)\n",
"plt.xlim(['2017-07', '2021-06'])"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": [
"[# ] | 3% Completed | 0.2s"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/dask/array/numpy_compat.py:40: RuntimeWarning: invalid value encountered in true_divide\n",
" x = np.divide(x1, x2, out)\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 4.6s\n",
"[# ] | 3% Completed | 0.3s"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/dask/array/numpy_compat.py:40: RuntimeWarning: invalid value encountered in true_divide\n",
" x = np.divide(x1, x2, out)\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 4.4s\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(736511.0, 737942.0)"
]
},
"metadata": {
"tags": []
},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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