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Interaction with IMOS mooring data on the AODN s3 bucket
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Interaction with IMOS mooring data on the AODN s3 bucket\n",
"\n",
"Tutorial notebook showing how to:\n",
"\n",
" - Inspect the AODN s3 bucket on cloudstor (list directories and folders)\n",
" - Open individual netcdf files using the Python [xarray](http://xarray.pydata.org/en/stable/) module.\n",
" - Plot time-series data\n",
" - Stack time-series data from different instruments into an array with dimensions: depth x time.\n",
" - Contour plot of the stacked data\n",
" - Some other random analyses...\n",
" \n",
"---\n",
"\n",
"Matt Rayson\n",
"\n",
"University of Western Australia\n",
"\n",
"May 2020"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Install modules here (need to restart the notebook after running this cell)\n",
"# !pip install --user h5netcdf xarray s3fs "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"from s3fs import S3FileSystem, S3Map"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"imos-data/Bureau_of_Meteorology\n",
"imos-data/CSIRO\n",
"imos-data/Deakin_University\n",
"imos-data/Defence_Technology_Agency-New_Zealand\n",
"imos-data/Department_of_Defence\n",
"imos-data/Department_of_Environment_and_Science-Queensland\n",
"imos-data/Department_of_Transport-Western_Australia\n",
"imos-data/Derwent_Estuary_Program\n",
"imos-data/Future_Reef_MAP\n",
"imos-data/IMOS\n",
"imos-data/Macquarie_University\n",
"imos-data/NSW-OEH\n",
"imos-data/TERN\n",
"imos-data/UNSW\n",
"imos-data/UWA\n",
"imos-data/WAMSI\n",
"imos-data/error.html\n",
"imos-data/index.html\n",
"imos-data/robots.txt\n"
]
}
],
"source": [
"# Access the AODN s3 bucket like this\n",
"fs = S3FileSystem(anon=True)\n",
"aodn = fs.ls('imos-data')\n",
"for item in aodn:\n",
" print(item)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"####\n",
"imos-data/IMOS/AATAMS\n",
"imos-data/IMOS/ABOS\n",
"imos-data/IMOS/ACORN\n",
"imos-data/IMOS/ACORN_JCU_historical\n",
"imos-data/IMOS/ANFOG\n",
"imos-data/IMOS/ANMN\n",
"imos-data/IMOS/AUV\n",
"imos-data/IMOS/Argo\n",
"imos-data/IMOS/FAIMMS\n",
"imos-data/IMOS/OceanCurrent\n",
"imos-data/IMOS/SAIMOS\n",
"imos-data/IMOS/SOOP\n",
"imos-data/IMOS/SRS\n",
"imos-data/IMOS/eMII\n",
"####\n",
"imos-data/IMOS/ANMN/AM\n",
"imos-data/IMOS/ANMN/Acoustic\n",
"imos-data/IMOS/ANMN/NRS\n",
"imos-data/IMOS/ANMN/NSW\n",
"imos-data/IMOS/ANMN/PA\n",
"imos-data/IMOS/ANMN/QLD\n",
"imos-data/IMOS/ANMN/SA\n",
"imos-data/IMOS/ANMN/WA\n",
"####\n",
"imos-data/IMOS/ANMN/QLD/CAM050\n",
"imos-data/IMOS/ANMN/QLD/CAM100\n",
"imos-data/IMOS/ANMN/QLD/DARBGF\n",
"imos-data/IMOS/ANMN/QLD/GBRCCH\n",
"imos-data/IMOS/ANMN/QLD/GBRELR\n",
"imos-data/IMOS/ANMN/QLD/GBRHIN\n",
"imos-data/IMOS/ANMN/QLD/GBRHIS\n",
"imos-data/IMOS/ANMN/QLD/GBRLSH\n",
"imos-data/IMOS/ANMN/QLD/GBRLSL\n",
"imos-data/IMOS/ANMN/QLD/GBRMYR\n",
"imos-data/IMOS/ANMN/QLD/GBROTE\n",
"imos-data/IMOS/ANMN/QLD/GBRPPS\n",
"imos-data/IMOS/ANMN/QLD/ITFFTB\n",
"imos-data/IMOS/ANMN/QLD/ITFJBG\n",
"imos-data/IMOS/ANMN/QLD/ITFMHB\n",
"imos-data/IMOS/ANMN/QLD/ITFTIS\n",
"imos-data/IMOS/ANMN/QLD/KIM050\n",
"imos-data/IMOS/ANMN/QLD/KIM100\n",
"imos-data/IMOS/ANMN/QLD/KIM200\n",
"imos-data/IMOS/ANMN/QLD/KIM400\n",
"imos-data/IMOS/ANMN/QLD/NWSBAR\n",
"imos-data/IMOS/ANMN/QLD/NWSBRW\n",
"imos-data/IMOS/ANMN/QLD/NWSLYN\n",
"imos-data/IMOS/ANMN/QLD/NWSROW\n",
"imos-data/IMOS/ANMN/QLD/PIL050\n",
"imos-data/IMOS/ANMN/QLD/PIL100\n",
"imos-data/IMOS/ANMN/QLD/PIL200\n"
]
}
],
"source": [
"print('####')\n",
"aodn = fs.ls('imos-data/IMOS')\n",
"for item in aodn:\n",
" print(item)\n",
" \n",
"print('####')\n",
"aodn = fs.ls('imos-data/IMOS/ANMN')\n",
"for item in aodn:\n",
" print(item)\n",
" \n",
"print('####')\n",
"aodn = fs.ls('imos-data/IMOS/ANMN/QLD')\n",
"for item in aodn:\n",
" print(item)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"####\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Velocity\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/hourly_timeseries\n",
"####\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/IMOS_ANMN-QLD_CSTZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE37SM-RS232-147.2_END-20200215T234500Z_C-20200310T070520Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/IMOS_ANMN-QLD_CSTZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE37SM-RS232-192_END-20200215T234500Z_C-20200310T070443Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/IMOS_ANMN-QLD_CSTZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE37SM-RS232-21.2_END-20200215T234500Z_C-20200310T070601Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/IMOS_ANMN-QLD_CSTZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE37SM-RS232-77.2_END-20200215T234500Z_C-20200310T070537Z.nc\n",
"####\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE39-37.2_END-20200215T234500Z_C-20200310T070553Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE39-57.2_END-20200215T234500Z_C-20200310T070545Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE39plus-132.2_END-20200215T234500Z_C-20200310T070525Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-117.2_END-20200215T234500Z_C-20200310T070529Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-13.2_END-20200215T234500Z_C-20200310T070606Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-157.7_END-20200215T234500Z_C-20200310T070516Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-177.2_END-20200215T234500Z_C-20200310T070447Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-194.2_END-20200215T234500Z_C-20200310T070438Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-27.2_END-20200215T234500Z_C-20200310T070558Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-47.2_END-20200215T234500Z_C-20200310T070549Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-67.2_END-20200215T234500Z_C-20200310T070541Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-97.2_END-20200215T234500Z_C-20200310T070533Z.nc\n"
]
}
],
"source": [
"# Let's look at the Rowley Shoals data\n",
"print('####')\n",
"aodn = fs.ls('imos-data/IMOS/ANMN/QLD/NWSROW')\n",
"for item in aodn:\n",
" print(item)\n",
"\n",
"print('####')\n",
"#aodn = fs.ls('imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries')\n",
"aodn = fs.glob('imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/*.nc')\n",
"\n",
"for item in aodn:\n",
" print(item)\n",
"\n",
"tempfiles = aodn\n",
" \n",
"print('####')\n",
"#aodn = fs.ls('imos-data/IMOS/ANMN/QLD/NWSROW/Temperature')\n",
"aodn = fs.glob('imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/*.nc') # Use glob to get netcdf file extensions only\n",
"\n",
"for item in aodn:\n",
" print(item)\n",
" tempfiles.append(item)\n"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/IMOS_ANMN-QLD_CSTZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE37SM-RS232-147.2_END-20200215T234500Z_C-20200310T070520Z.nc\n"
]
},
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" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9a30063a-85c2-46ad-98b3-da43c12ff083' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9a30063a-85c2-46ad-98b3-da43c12ff083' 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>: 293890</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1ff1860d-2516-4821-b091-1fb74c1a3b87' class='xr-section-summary-in' type='checkbox' checked><label for='section-1ff1860d-2516-4821-b091-1fb74c1a3b87' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>TIME</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-07-28T00:00:01.000004608 ... 2020-02-17T02:09:01.000005888</div><input id='attrs-83ba8512-2ff8-4211-8894-d9ce4c8374ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83ba8512-2ff8-4211-8894-d9ce4c8374ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c19ffaf5-57d6-4c6b-a4ea-46a5e23a92ef' class='xr-var-data-in' type='checkbox'><label for='data-c19ffaf5-57d6-4c6b-a4ea-46a5e23a92ef' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>valid_max :</span></dt><dd>[90000.]</dd><dt><span>valid_min :</span></dt><dd>[0.]</dd></dl></div><pre class='xr-var-data'>array([&#x27;2019-07-28T00:00:01.000004608&#x27;, &#x27;2019-07-28T00:01:01.000001024&#x27;,\n",
" &#x27;2019-07-28T00:02:01.000007424&#x27;, ..., &#x27;2020-02-17T02:07:01.000003072&#x27;,\n",
" &#x27;2020-02-17T02:08:01.000009472&#x27;, &#x27;2020-02-17T02:09:01.000005888&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>LATITUDE</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-033ad8aa-0fd3-496a-b24e-733bed6eedc3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-033ad8aa-0fd3-496a-b24e-733bed6eedc3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1eb9a2b-baaf-4fe3-a2db-da0b630da2ef' class='xr-var-data-in' type='checkbox'><label for='data-f1eb9a2b-baaf-4fe3-a2db-da0b630da2ef' 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>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>reference_datum :</span></dt><dd>WGS84 geographic coordinate system</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>valid_max :</span></dt><dd>[90.]</dd><dt><span>valid_min :</span></dt><dd>[-90.]</dd></dl></div><pre class='xr-var-data'>array(-17.758017)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>LONGITUDE</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-da45e04e-7ce1-4088-8067-0d5e321914d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da45e04e-7ce1-4088-8067-0d5e321914d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca6c3cbc-c9be-46ba-b00b-2922c17f8582' class='xr-var-data-in' type='checkbox'><label for='data-ca6c3cbc-c9be-46ba-b00b-2922c17f8582' 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>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>reference_datum :</span></dt><dd>WGS84 geographic coordinate system</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>valid_max :</span></dt><dd>[180.]</dd><dt><span>valid_min :</span></dt><dd>[-180.]</dd></dl></div><pre class='xr-var-data'>array(119.9061)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>NOMINAL_DEPTH</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b554584c-41b6-44c6-a79a-75dac91f4a33' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b554584c-41b6-44c6-a79a-75dac91f4a33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d32265a-2267-4d6b-b96c-60d0a526189b' class='xr-var-data-in' type='checkbox'><label for='data-4d32265a-2267-4d6b-b96c-60d0a526189b' 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>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>nominal depth</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>reference_datum :</span></dt><dd>sea surface</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_max :</span></dt><dd>[12000.]</dd><dt><span>valid_min :</span></dt><dd>[-5.]</dd></dl></div><pre class='xr-var-data'>array(147.2, dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-9e158a92-1106-4fda-913d-5d37340b2fcb' class='xr-section-summary-in' type='checkbox' checked><label for='section-9e158a92-1106-4fda-913d-5d37340b2fcb' class='xr-section-summary' >Data variables: <span>(11)</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>TIMESERIES</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b461e24e-545e-44d8-8a9b-8d3998fbf776' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b461e24e-545e-44d8-8a9b-8d3998fbf776' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c680febe-c453-4408-9493-aece7c5a1318' class='xr-var-data-in' type='checkbox'><label for='data-c680febe-c453-4408-9493-aece7c5a1318' 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>cf_role :</span></dt><dd>timeseries_id</dd><dt><span>long_name :</span></dt><dd>unique_identifier_for_each_timeseries_feature_instance_in_this_file</dd></dl></div><pre class='xr-var-data'>array(1, dtype=int32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>TEMP</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-29adc6e1-ba0e-4eae-ad85-630405f9d7d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29adc6e1-ba0e-4eae-ad85-630405f9d7d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-567760b9-217c-4646-b529-623249008615' class='xr-var-data-in' type='checkbox'><label for='data-567760b9-217c-4646-b529-623249008615' 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>ancillary_variables :</span></dt><dd>TEMP_quality_control</dd><dt><span>long_name :</span></dt><dd>sea_water_temperature</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature</dd><dt><span>units :</span></dt><dd>degrees_Celsius</dd><dt><span>valid_max :</span></dt><dd>[40.]</dd><dt><span>valid_min :</span></dt><dd>[-2.5]</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>TEMP_quality_control</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-177b6a17-bf3f-4cd2-bcea-bef1ca9c9c8b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-177b6a17-bf3f-4cd2-bcea-bef1ca9c9c8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec907422-e598-4c79-9623-10f3c2654159' class='xr-var-data-in' type='checkbox'><label for='data-ec907422-e598-4c79-9623-10f3c2654159' 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>flag_meanings :</span></dt><dd>No_QC_performed Good_data Probably_good_data Bad_data_that_are_potentially_correctable Bad_data Value_changed Not_used Not_used Not_used Missing_value</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 8 9]</dd><dt><span>long_name :</span></dt><dd>quality flag for sea_water_temperature</dd><dt><span>quality_control_conventions :</span></dt><dd>IMOS standard flags</dd><dt><span>quality_control_global :</span></dt><dd>A</dd><dt><span>quality_control_global_conventions :</span></dt><dd>Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature status_flag</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>CNDC</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-671d9ddd-5ec0-433a-994c-fe0be7eec1a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-671d9ddd-5ec0-433a-994c-fe0be7eec1a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eab98570-352d-4077-8f3d-1b66536bd1d0' class='xr-var-data-in' type='checkbox'><label for='data-eab98570-352d-4077-8f3d-1b66536bd1d0' 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>ancillary_variables :</span></dt><dd>CNDC_quality_control</dd><dt><span>long_name :</span></dt><dd>sea_water_electrical_conductivity</dd><dt><span>standard_name :</span></dt><dd>sea_water_electrical_conductivity</dd><dt><span>units :</span></dt><dd>S m-1</dd><dt><span>valid_max :</span></dt><dd>[50000.]</dd><dt><span>valid_min :</span></dt><dd>[0.]</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>CNDC_quality_control</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-880bb352-9e4d-446b-9894-a5de63e37649' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-880bb352-9e4d-446b-9894-a5de63e37649' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5afca25-a8b9-4c97-89e9-22a4db1c58c9' class='xr-var-data-in' type='checkbox'><label for='data-e5afca25-a8b9-4c97-89e9-22a4db1c58c9' 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>flag_meanings :</span></dt><dd>No_QC_performed Good_data Probably_good_data Bad_data_that_are_potentially_correctable Bad_data Value_changed Not_used Not_used Not_used Missing_value</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 8 9]</dd><dt><span>long_name :</span></dt><dd>quality flag for sea_water_electrical_conductivity</dd><dt><span>quality_control_conventions :</span></dt><dd>IMOS standard flags</dd><dt><span>quality_control_global :</span></dt><dd> </dd><dt><span>quality_control_global_conventions :</span></dt><dd>Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)</dd><dt><span>standard_name :</span></dt><dd>sea_water_electrical_conductivity status_flag</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>PRES_REL</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fd604dd0-143b-410e-a8cb-d42efdb75c47' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd604dd0-143b-410e-a8cb-d42efdb75c47' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d662a4f-4011-4e0d-9dec-1407dc0796b7' class='xr-var-data-in' type='checkbox'><label for='data-0d662a4f-4011-4e0d-9dec-1407dc0796b7' 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>ancillary_variables :</span></dt><dd>PRES_REL_quality_control</dd><dt><span>applied_offset :</span></dt><dd>[-10.135297]</dd><dt><span>long_name :</span></dt><dd>sea_water_pressure_due_to_sea_water</dd><dt><span>standard_name :</span></dt><dd>sea_water_pressure_due_to_sea_water</dd><dt><span>units :</span></dt><dd>dbar</dd><dt><span>valid_max :</span></dt><dd>[12000.]</dd><dt><span>valid_min :</span></dt><dd>[-15.]</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>PRES_REL_quality_control</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9715ccac-dd38-48f2-964d-78c6ed15bb02' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9715ccac-dd38-48f2-964d-78c6ed15bb02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7c2f2c7-d5c0-4265-84c5-cce76c7ea10e' class='xr-var-data-in' type='checkbox'><label for='data-f7c2f2c7-d5c0-4265-84c5-cce76c7ea10e' 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>flag_meanings :</span></dt><dd>No_QC_performed Good_data Probably_good_data Bad_data_that_are_potentially_correctable Bad_data Value_changed Not_used Not_used Not_used Missing_value</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 8 9]</dd><dt><span>long_name :</span></dt><dd>quality flag for sea_water_pressure_due_to_sea_water</dd><dt><span>quality_control_conventions :</span></dt><dd>IMOS standard flags</dd><dt><span>quality_control_global :</span></dt><dd>A</dd><dt><span>quality_control_global_conventions :</span></dt><dd>Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)</dd><dt><span>standard_name :</span></dt><dd>sea_water_pressure_due_to_sea_water status_flag</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>DEPTH</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a85730cc-0544-43d5-884d-c47232abfbb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a85730cc-0544-43d5-884d-c47232abfbb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3108387-a46f-4113-88a9-5d0d0fffdc12' class='xr-var-data-in' type='checkbox'><label for='data-c3108387-a46f-4113-88a9-5d0d0fffdc12' 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>ancillary_variables :</span></dt><dd>DEPTH_quality_control</dd><dt><span>comment :</span></dt><dd>depthPP: Depth computed using the Gibbs-SeaWater toolbox (TEOS-10) v3.06 from latitude and relative pressure measurements (calibration offset usually performed to balance current atmospheric pressure and acute sensor precision at a deployed depth).</dd><dt><span>long_name :</span></dt><dd>actual depth</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>reference_datum :</span></dt><dd>sea surface</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_max :</span></dt><dd>[12000.]</dd><dt><span>valid_min :</span></dt><dd>[-5.]</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>DEPTH_quality_control</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ed606b5c-5ccb-4ada-82df-a1ff36501444' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed606b5c-5ccb-4ada-82df-a1ff36501444' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20cf7f58-beda-4373-bbfc-b17c016d1479' class='xr-var-data-in' type='checkbox'><label for='data-20cf7f58-beda-4373-bbfc-b17c016d1479' 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>flag_meanings :</span></dt><dd>No_QC_performed Good_data Probably_good_data Bad_data_that_are_potentially_correctable Bad_data Value_changed Not_used Not_used Not_used Missing_value</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 8 9]</dd><dt><span>long_name :</span></dt><dd>quality flag for depth</dd><dt><span>quality_control_conventions :</span></dt><dd>IMOS standard flags</dd><dt><span>quality_control_global :</span></dt><dd>A</dd><dt><span>quality_control_global_conventions :</span></dt><dd>Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)</dd><dt><span>standard_name :</span></dt><dd>depth status_flag</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>PSAL</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4265d8d1-3cfe-4929-856c-131311775bdc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4265d8d1-3cfe-4929-856c-131311775bdc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91e7b800-7dcb-4573-97c0-367daa4ff7b6' class='xr-var-data-in' type='checkbox'><label for='data-91e7b800-7dcb-4573-97c0-367daa4ff7b6' 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>ancillary_variables :</span></dt><dd>PSAL_quality_control</dd><dt><span>comment :</span></dt><dd>salinityPP.m: derived from CNDC, TEMP and PRES_REL using the Gibbs-SeaWater toolbox (TEOS-10) v3.06.</dd><dt><span>long_name :</span></dt><dd>sea_water_practical_salinity</dd><dt><span>standard_name :</span></dt><dd>sea_water_practical_salinity</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_max :</span></dt><dd>[41.]</dd><dt><span>valid_min :</span></dt><dd>[2.]</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>PSAL_quality_control</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c2acfa65-4ab6-4b0a-907d-e410932f9fbc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2acfa65-4ab6-4b0a-907d-e410932f9fbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82c1ba13-9729-4da1-b9ef-adbae707b788' class='xr-var-data-in' type='checkbox'><label for='data-82c1ba13-9729-4da1-b9ef-adbae707b788' 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>flag_meanings :</span></dt><dd>No_QC_performed Good_data Probably_good_data Bad_data_that_are_potentially_correctable Bad_data Value_changed Not_used Not_used Not_used Missing_value</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 8 9]</dd><dt><span>long_name :</span></dt><dd>quality flag for sea_water_practical_salinity</dd><dt><span>quality_control_conventions :</span></dt><dd>IMOS standard flags</dd><dt><span>quality_control_global :</span></dt><dd>B</dd><dt><span>quality_control_global_conventions :</span></dt><dd>Argo reference table 2a (see http://www.cmar.csiro.au/argo/dmqc/user_doc/QC_flags.html), applied on data in position only (between global attributes time_deployment_start and time_deployment_end)</dd><dt><span>standard_name :</span></dt><dd>sea_water_practical_salinity status_flag</dd></dl></div><pre class='xr-var-data'>[293890 values with dtype=float32]</pre></li></ul></div></li><li class='xr-section-item'><input id='section-2f2567c8-18d7-48e7-a874-2543c2128e09' class='xr-section-summary-in' type='checkbox' ><label for='section-2f2567c8-18d7-48e7-a874-2543c2128e09' class='xr-section-summary' >Attributes: <span>(56)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>abstract :</span></dt><dd>The Queensland and Northern Australia mooring sub-facility is based at the Australian Institute of Marine Science in Townsville. The sub-facility is responsible for moorings in two geographic regions: Queensland Great Barrier Reef and Northern Australia; where National Reference Stations and a number of regional moorings are maintained.</dd><dt><span>acknowledgement :</span></dt><dd>Any users of IMOS data are required to clearly acknowledge the source of the material derived from IMOS in the format: &quot;Data was sourced from the Integrated Marine Observing System (IMOS) - IMOS is a national collaborative research infrastructure, supported by the Australian Government.&quot; If relevant, also credit other organisations involved in collection of this particular datastream (as listed in &#x27;credit&#x27; in the metadata record).</dd><dt><span>author :</span></dt><dd>Australian Institute of Marine Science</dd><dt><span>author_email :</span></dt><dd>adc@aims.gov.au</dd><dt><span>cdm_data_type :</span></dt><dd>Station</dd><dt><span>citation :</span></dt><dd>The citation in a list of references is: &quot;IMOS [year-of-data-download], [Title], [data-access-URL], accessed [date-of-access].&quot;.</dd><dt><span>comment :</span></dt><dd>data looks ok Geospatial vertical min/max information has been filled using the DEPTH min and max.</dd><dt><span>Conventions :</span></dt><dd>CF-1.6,IMOS-1.4</dd><dt><span>data_centre :</span></dt><dd>Australian Ocean Data Network (AODN)</dd><dt><span>data_centre_email :</span></dt><dd>info@aodn.org.au</dd><dt><span>date_created :</span></dt><dd>2020-03-10T07:05:20Z</dd><dt><span>deployment_code :</span></dt><dd>NWSROW-1907</dd><dt><span>disclaimer :</span></dt><dd>Data, products and services from IMOS are provided &quot;as is&quot; without any warranty as to fitness for a particular purpose.</dd><dt><span>featureType :</span></dt><dd>timeSeries</dd><dt><span>file_version :</span></dt><dd>Level 1 - Quality Controlled Data</dd><dt><span>file_version_quality_control :</span></dt><dd>Quality controlled data have been through quality assurance procedures such as automated routines and sensor calibration or visual inspection and flag of obvious errors. The data are in physical units using standard SI metric units with calibration and other pre-processing routines applied, all time and location values are in absolute coordinates to comply with standards and datum. Data includes flags for each measurments to indicate the estimated quality of the measurement. Metadata exists for the data or for the higher level dataset that the data belongs to. This is the standard IMOS data level and is what should be made available to AODN and to the IMOS community.</dd><dt><span>geospatial_lat_max :</span></dt><dd>[-17.75801667]</dd><dt><span>geospatial_lat_min :</span></dt><dd>[-17.75801667]</dd><dt><span>geospatial_lon_max :</span></dt><dd>[119.9061]</dd><dt><span>geospatial_lon_min :</span></dt><dd>[119.9061]</dd><dt><span>geospatial_vertical_max :</span></dt><dd>[153.73802]</dd><dt><span>geospatial_vertical_min :</span></dt><dd>[-0.10636014]</dd><dt><span>geospatial_vertical_positive :</span></dt><dd>down</dd><dt><span>history :</span></dt><dd>2020-03-10T07:11:01Z - depthPP: Depth computed using the Gibbs-SeaWater toolbox (TEOS-10) v3.06 from latitude and relative pressure measurements (calibration offset usually performed to balance current atmospheric pressure and acute sensor precision at a deployed depth).\n",
"2020-03-10T07:11:37Z - salinityPP.m: derived from CNDC, TEMP and PRES_REL using the Gibbs-SeaWater toolbox (TEOS-10) v3.06.</dd><dt><span>institution :</span></dt><dd>ANMN-QLD</dd><dt><span>institution_address :</span></dt><dd>Australian Institute of Marine Science, 1526 Cape Cleveland Road, Cape Cleveland, Queensland, 4810</dd><dt><span>institution_postal_address :</span></dt><dd>AIMS, PMB 3, Townsville MC, Townsville 4810, Queensland, Australia</dd><dt><span>institution_references :</span></dt><dd>http://data.aims.gov.au</dd><dt><span>instrument :</span></dt><dd>SEABIRD SBE37SM + P</dd><dt><span>instrument_nominal_depth :</span></dt><dd>[147.2]</dd><dt><span>instrument_nominal_height :</span></dt><dd>[50.]</dd><dt><span>instrument_sample_interval :</span></dt><dd>[60.]</dd><dt><span>instrument_serial_number :</span></dt><dd>8755</dd><dt><span>keywords :</span></dt><dd>SBE37SM + P, TIME, TIMESERIES, LATITUDE, LONGITUDE, NOMINAL_DEPTH, TEMP, CNDC, PRES_REL, DEPTH</dd><dt><span>keywords_vocabulary :</span></dt><dd>IMOS parameter names. See https://github.com/aodn/imos-toolbox/blob/master/IMOS/imosParameters.txt</dd><dt><span>license :</span></dt><dd>http://creativecommons.org/licenses/by/4.0/</dd><dt><span>naming_authority :</span></dt><dd>IMOS</dd><dt><span>platform_code :</span></dt><dd>NWSROW</dd><dt><span>principal_investigator :</span></dt><dd>AIMS</dd><dt><span>principal_investigator_email :</span></dt><dd>adc@aims.gov.au</dd><dt><span>project :</span></dt><dd>Integrated Marine Observing System (IMOS)</dd><dt><span>quality_control_log :</span></dt><dd>imosImpossibleDateQC(dateMin=01/01/2007, dateMax=28/02/2020) did not fail on any TIME sample.\n",
"imosImpossibleLocationSetQC(distanceKmPlusMinusThreshold=2.5) did not fail on any LATITUDE sample.\n",
"imosImpossibleLocationSetQC(distanceKmPlusMinusThreshold=2.5) did not fail on any LONGITUDE sample.\n",
"imosInOutWaterQC(in=04/08/19 02:00:00, out=15/02/20 23:45:00) flagged 11785 TEMP samples with flag Bad_data.\n",
"imosInOutWaterQC(in=04/08/19 02:00:00, out=15/02/20 23:45:00) flagged 11785 CNDC samples with flag Bad_data.\n",
"imosInOutWaterQC(in=04/08/19 02:00:00, out=15/02/20 23:45:00) flagged 11785 PRES_REL samples with flag Bad_data.\n",
"imosInOutWaterQC(in=04/08/19 02:00:00, out=15/02/20 23:45:00) flagged 11785 DEPTH samples with flag Bad_data.\n",
"imosInOutWaterQC(in=04/08/19 02:00:00, out=15/02/20 23:45:00) flagged 11785 PSAL samples with flag Bad_data.\n",
"imosGlobalRangeQC(min=-2.5, max=40) did not fail on any TEMP sample.\n",
"imosGlobalRangeQC(min=-15, max=12000) did not fail on any PRES_REL sample.\n",
"imosGlobalRangeQC(min=-5, max=12000) did not fail on any DEPTH sample.\n",
"imosGlobalRangeQC(min=2, max=41) did not fail on any PSAL sample.\n",
"imosSalinityFromPTQC() did not fail on any PSAL sample.\n",
"Author manually flagged 293890 PSAL samples with flag Bad_data\n",
"Author manually flagged 293890 PSAL samples with flag Bad_data</dd><dt><span>references :</span></dt><dd>http://imos.org.au, http://www.aims.gov.au/imosmoorings/</dd><dt><span>site_code :</span></dt><dd>NWSROW</dd><dt><span>site_depth_at_deployment :</span></dt><dd>[197.2]</dd><dt><span>source :</span></dt><dd>Mooring</dd><dt><span>standard_name_vocabulary :</span></dt><dd>NetCDF Climate and Forecast (CF) Metadata Convention Standard Name Table 45</dd><dt><span>time_coverage_end :</span></dt><dd>2020-02-17T02:09:01Z</dd><dt><span>time_coverage_start :</span></dt><dd>2019-07-28T00:00:01Z</dd><dt><span>time_deployment_end :</span></dt><dd>2020-02-15T23:45:00Z</dd><dt><span>time_deployment_end_origin :</span></dt><dd>TimeLastGoodData</dd><dt><span>time_deployment_start :</span></dt><dd>2019-08-04T02:00:00Z</dd><dt><span>time_deployment_start_origin :</span></dt><dd>TimeFirstGoodData</dd><dt><span>title :</span></dt><dd>Rowley Shoals Dpeloyed 04/08/2019 on Trip 7175</dd><dt><span>toolbox_input_file :</span></dt><dd>/export/imos/Processed/NWS/NWSROW/NWSROW-1907/Data/SBE37/sbe3787552002.cnv</dd><dt><span>toolbox_version :</span></dt><dd>2.6.5 - GLNXA64</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (TIME: 293890)\n",
"Coordinates:\n",
" * TIME (TIME) datetime64[ns] 2019-07-28T00:00:01.000004608 ... 2020-02-17T02:09:01.000005888\n",
" LATITUDE float64 ...\n",
" LONGITUDE float64 ...\n",
" NOMINAL_DEPTH float32 ...\n",
"Data variables:\n",
" TIMESERIES int32 ...\n",
" TEMP (TIME) float32 ...\n",
" TEMP_quality_control (TIME) float32 ...\n",
" CNDC (TIME) float32 ...\n",
" CNDC_quality_control (TIME) float32 ...\n",
" PRES_REL (TIME) float32 ...\n",
" PRES_REL_quality_control (TIME) float32 ...\n",
" DEPTH (TIME) float32 ...\n",
" DEPTH_quality_control (TIME) float32 ...\n",
" PSAL (TIME) float32 ...\n",
" PSAL_quality_control (TIME) float32 ...\n",
"Attributes:\n",
" abstract: The Queensland and Northern Australia moor...\n",
" acknowledgement: Any users of IMOS data are required to cle...\n",
" author: Australian Institute of Marine Science\n",
" author_email: adc@aims.gov.au\n",
" cdm_data_type: Station\n",
" citation: The citation in a list of references is: \"...\n",
" comment: data looks ok Geospatial vertical min/max ...\n",
" Conventions: CF-1.6,IMOS-1.4\n",
" data_centre: Australian Ocean Data Network (AODN)\n",
" data_centre_email: info@aodn.org.au\n",
" date_created: 2020-03-10T07:05:20Z\n",
" deployment_code: NWSROW-1907\n",
" disclaimer: Data, products and services from IMOS are ...\n",
" featureType: timeSeries\n",
" file_version: Level 1 - Quality Controlled Data\n",
" file_version_quality_control: Quality controlled data have been through ...\n",
" geospatial_lat_max: [-17.75801667]\n",
" geospatial_lat_min: [-17.75801667]\n",
" geospatial_lon_max: [119.9061]\n",
" geospatial_lon_min: [119.9061]\n",
" geospatial_vertical_max: [153.73802]\n",
" geospatial_vertical_min: [-0.10636014]\n",
" geospatial_vertical_positive: down\n",
" history: 2020-03-10T07:11:01Z - depthPP: Depth comp...\n",
" institution: ANMN-QLD\n",
" institution_address: Australian Institute of Marine Science, 15...\n",
" institution_postal_address: AIMS, PMB 3, Townsville MC, Townsville 481...\n",
" institution_references: http://data.aims.gov.au\n",
" instrument: SEABIRD SBE37SM + P\n",
" instrument_nominal_depth: [147.2]\n",
" instrument_nominal_height: [50.]\n",
" instrument_sample_interval: [60.]\n",
" instrument_serial_number: 8755\n",
" keywords: SBE37SM + P, TIME, TIMESERIES, LATITUDE, L...\n",
" keywords_vocabulary: IMOS parameter names. See https://github.c...\n",
" license: http://creativecommons.org/licenses/by/4.0/\n",
" naming_authority: IMOS\n",
" platform_code: NWSROW\n",
" principal_investigator: AIMS\n",
" principal_investigator_email: adc@aims.gov.au\n",
" project: Integrated Marine Observing System (IMOS)\n",
" quality_control_log: imosImpossibleDateQC(dateMin=01/01/2007, d...\n",
" references: http://imos.org.au, http://www.aims.gov.au...\n",
" site_code: NWSROW\n",
" site_depth_at_deployment: [197.2]\n",
" source: Mooring\n",
" standard_name_vocabulary: NetCDF Climate and Forecast (CF) Metadata ...\n",
" time_coverage_end: 2020-02-17T02:09:01Z\n",
" time_coverage_start: 2019-07-28T00:00:01Z\n",
" time_deployment_end: 2020-02-15T23:45:00Z\n",
" time_deployment_end_origin: TimeLastGoodData\n",
" time_deployment_start: 2019-08-04T02:00:00Z\n",
" time_deployment_start_origin: TimeFirstGoodData\n",
" title: Rowley Shoals Dpeloyed 04/08/2019 on Trip ...\n",
" toolbox_input_file: /export/imos/Processed/NWS/NWSROW/NWSROW-1...\n",
" toolbox_version: 2.6.5 - GLNXA64"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Open a file with xarray\n",
"filename = tempfiles[0]\n",
"print(filename)\n",
"\n",
"fileobj = fs.open(filename)\n",
"ds = xr.open_dataset(fileobj)\n",
"ds"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array(147.2, dtype=float32), array(-17.75801667), array(119.9061))"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.NOMINAL_DEPTH.values, ds.LATITUDE.values, ds.LONGITUDE.values"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82b7eb5828>]"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the water temperature data\n",
"plt.figure()\n",
"ds['TEMP'].plot()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82b7e904a8>]"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the pressure data\n",
"plt.figure()\n",
"ds['DEPTH'].plot()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([4., 4., 4., ..., 4., 4., 4.], dtype=float32)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds['TEMP_quality_control'].values "
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82b7e65cf8>]"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the quality controlled water temperature data\n",
"\n",
"badidx = ds['TEMP_quality_control'].values != 1\n",
"temp = ds['TEMP']\n",
"temp[badidx] = np.nan\n",
"\n",
"plt.figure()\n",
"temp.plot()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82b7d23860>]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ry6LIYpaDYRi1HsleJBJEybIx5WAYRq1HxFEPpVwfIQiKmYjPlIMRGktWradiyAhe+mxeqUXJyrLVG6gYMqLUYhghkbAcgu5aF1WuZ/aSNQHXmgEbkDaKyRfzVlAxZATzl68NtN5pixwT+clPSpcCwC9f/1jaPDZGcQjactjjlrc54K+jgq00A8U0fEJTDiLysIgsFJEvPPuGisg8Efnc3Y509x8mIhNEZIr79+Cw5DJq8uQnswEY9e3CQOvdVFUNxMSUj4OMRt64XqWSro8QBLVlEtyjwOAU++9S1b7uNtLdtxj4mar2Bs4G/h2iXEaROONfn2z+vHZDFeNmLC2hNMbWjBD8mMPXPxTf2qwVloOqvg/46g1U9TNVne/++yXQQETqhyWbUVzGz1rGrjf+j1P+b2zgrivD8IMEHK702uT5HPH3D4Kt1Acvfz5/s0UeNqUYc7hERCa7bqcWKY6fCHymqutTnSwiF4jIeBEZv2jRonAljRiqyvUvf8HE2ctKLUrObHAb9Or1m0osSWri7Www/BKU5fDdglXBVJQHU+alnyQXJMVWDvcDXYC+wA/AHd6DItIT+AtwYboKVPUBVe2vqv1btWoVpqyRY1O18vjYWZzyz7GlFsUwYkncxxygeC8yRVUOqrpAVatUtRp4ENgzcUxEOgAvAmep6rRiyhUXYjGwaxgRRIL2KyUxbdEqNhbJ3VMsiqocRKSd59/jgS/c/c2BEcDVqvphMWWKE7e98U2pRTCMWBJ2lM8hd7zHrSO/DvUaCYr1khhabiUReRoYCLQUkbnADcBAEemLYxnN5Cf30SXATsB1InKdu2+QqgYbWxlzSrkqVFBE1fgxq8wolPEz4zcWmInQlIOqnp5i90Npyg4DhoUlS20jeAvZekbDKJSQPVdFx2ZIG0Ulbm/ox9wzhjUbohlhZeSOhJiCL+xxjWJjysEwMjB57go+n7O81GIYESOVGiieaijOG5YpB8OgdoQ4GtlZtmZDIPWkai3FMhyKZX2bcjCMLITpijCKy5melC5BM2dpEbOzFgFTDjEkzp2VvaEbxURVGfrKl3zzY+UW+976akHg60kvXrWBtRuqAq0zFbVyEpxhGEYx2VBVzaMfzdxi3yuT5nP+4+N5JGm/X5av2cCaNGlgnho3O686o4gphxiyoaqaN774MZC6VqzZyNPj5gRSlx+iGq0UVbmM4Fm40knb9kOeSSD73vRW2jlHxbDp3/pqQRGuYsohtlz0xAQWVq4ruJ7ZtcxPmi9nPTyu1CIYtYAZRVgD+oH3p4d+DTDlEGs2VQX7ulutUBWwH9YwokaY417//rg4qx5WrtsY+jVMOcSY8rLCjVjvg3LdS1+w203/K7jOjNeLoe6pZXObDJc4/679bn479GuYcogxYTTulevCnQ0c5wfSMKLChiJkgDXlEGPKrKc1jIzE0VKNCqYcYkyUlcOEWeGuF/3FvBVUDBnB9wsqsxc2jAD4cv4KrnlxSqnFKBqmHGJMAEMOKZm2aFXBE4ROvD/c1epeneQsOf7215bV3ciNfK2Jcx75lKc+CW8eQzEm0OVC2pTdIjLZx/mLVPWQAOUxciCILJCpHpRD7niPKwd349cDdyq4/mQibOwYtZBMiiBKWVRnL1nDAX8dVWoxtiDTeg7lwJEZjgvwSrDiGLkQRLRSOibOikcm0iCe72KFHxrFpxTpWqqrlbIcn81pi1eFJE3+ZFIOF6pqxqdGRH4dsDxGDgShGx75MM1MzwLqHjnlh/xP9kmQj/x1L30RYG2lQVWZPHcFfTo0i9Qb8dZIbRkDTzvmoKpjsp3sp4wRHkEMSL/0+fwAJNmSXz85MfA6k0msCVyMbjAOXe3Ln8/n2Hs/5LXJ4SvmOFGKaKWw16suFlkHpEXkaBH5TESWishKEakUkZXFEC5M7n7ne974It4P0tb8gph4/rbme+Bl2iLHLVGM9A1xIlU3HXbXPb2W/AZ+opX+BpwNbKeqTVW1iao2DVmu0Lnzre+46Inw33CDoKpaWba65iIlYYayWp9rhMmLn81lv+HvBp422w/DX/8G8N/G126oomLICBZVrvdVftBd7+cpWbTINOaQYA7whdYWWymG3PbmN/zfezWTbUV5nkM6flixjpaN69Oycf1Si+KbOPnw4/KUXvX8FDZUVbOxupr6ZeWhXSeIbmv+ivyyt8YdP8rhSmCkiLwHbFadqnpnaFIZW/BmmvTc8emyfuLcRz4FYObwowqqJ/HIx3nhoyBZv8lJp7BmY7jpT4LmqLvHcODOrbju6B6h1B8TXRnJVuzHrXQLsAZoADTxbEaJWbzKn5mbD3F5WY6LnGEzdtoSAEZ/s6jEkvjE/d2mLlzFQ+7aCEtXb/Dtuok6E2cvo2LICBau9JdWP4pKzI/lsK2qDgpdEiMt6RrOktUbaN20QVFliQpxcZ8Ui0N3acOUeSs4vGebUovii1Q6ffeb3wIKtyq9lKqdPPLhTADGTl/CsX3bl0aIAvFjObwtIqYcIkiYYw5vfrmATUXI/GgEQ6IpxFVnVgwZEU7FJboh1YlQa5/PaBQNYD/K4TfAGyKytjaFstYGQpwgDcBO174e7gXy5KNpi/l+oSXcS3DFc5M2T2Y0iyoHQnx+EgPhYT+jYZLVraSqNr4QUeIURRMkZzz4SalFiBTPT5i7+XMp0kXkQ7Gabqb7EWYwQ0JJxzGiMEFay0FE2mY72U8ZIzxmL60dk20KoRgKMk7Pt1kOW/LvsaXJm1VdCyyHTG6lkT7O91PGKJBZS9ak3H/eo+NZvqbm5LitiRg/e6Hw48p13PTqV5FfC7xYSmzi7GVpj4Wp9H+6/fFtoZmUw67uGEO6rRKIR2hELWbf4e/mfW4xEuTVBuL0eL8wcR4PfziDD6cuLrUokaBUrtfJc52sxrXSclDVcjddRrqtiarGM0arFrGmgAVCwkiQN7OW5JWJO9G2G4oj3xMfz+Ldb9IvBnX/6Gn0c8Nng2bBSme+xswl8X0ebCW4gHjw/enc9dZ3pRaj5Dz4Qc00H2Fy02tf0Xvom0W9ZlSYu2wN//fetFKLETmenzCXcx8Zx598pGJfkiJnWZDcOvKbUOsPEz+T4Awf3DLyawAuO2znEktSWkphxVeui1fKiKD45aPj+Taua2iHaDpc8dykQOuLsWeoIMxyKJDvFlTS9Vobl0+wcm3t66ijGq20an3tu9dRJOouurDwpRxEpFxEtheRToktbMHiwtPjZrOx6qfm892Cyq16ZvErk4JfPKi2sGDlOibMcnLu/HvszILry6S0gtZnvW94k7vf+T7gWrcOKoaMYNKczMvuRlEB+Vns57fAAuAtYIS7vRayXLEhOSRv0F3vc4eNPRgpOOC2UZx4/0cAgbSRYlo0les3cWeA7Touk/UgmLDbdzIMjEcVP5bDpUA3Ve2pqr3drU+2k0TkYRFZKCJfePYNFZF5IvK5ux3pOXa1iEwVkW9F5PD8vk7xSZUv/rMMsdXG1ksirTbAyrUbefnzeQXVN2dpPNcZWLexauubrBfCFw57Losf5TAHWJFH3Y8Cg1Psv0tV+7rbSAAR6QGcBvR0z7lPRMJbASRAUv0+tsaAkY1qhUuf+Zwv5uXzaMWXFWs20v26N9gUoUl6f3ppSpYS4cr67jcLeOfrBTmf9/734aZnTxutJCJ/cD9OB0aLyAhyWOxHVd8XkQqfchwLPKOq64EZIjIV2BMY6/P8kpHKPA7S3F+3Mf95DOnYVFXNCJsAlwPhKftC5qmUipXrNlImQuP6uQc7Llrlb32DYvLEx7MZdlzvkl3/vEfH53VeVVXpLIfEoj6zccYb6nn2NS7gmpeIyGTX7dTC3dcex0JJMNfdVwMRuUBExovI+EWLCtecFUNG5L0o+9UvTOGlz2oOwAalHK5+YTLdr3sjmMo8PPzhDC595vPA6y3lQHzFkBGM+T6cWcHhplnI7wF/4uPMOYOCknnZ6g1MmbulddNn6P/ok+fcEj8GQ8WQEbzxRe16eYmOneSftKpfVW8EEJGTVfU57zEROTnP690P3Ixzr24G7gDOI/WrWcr7qaoPAA8A9O/fP5B7/r8vf6R+nTK6tmnCfju19H3e0+NmB3H5tHw+JxyXQ2L2ZtDMWpo6B1SxeGzsTPbv6v/380uYTsJ8lMOy1Rt8TfAKgtMe+DjlXIp8vUJ+v+9DY2YwuFe7/C4SMFEdHwlbLD9jDlf73JcVVV2gqlWqWg08iOM6AsdS6Ogp2gEoWkxkeZkw9NWvOPNf0UoF3bt901KLkBOlHmmpE1IimyCidNJap3k84cXsq5IVw5D/Ti6ovmqfxmVtG7cLQ8GkCoYJkkwpu48QkX8A7UXkbs/2KJDX7BsR8b4KHA8kXn9eAU4Tkfoi0hnoCozL5xr5EHSnElTDLo9Z1q5cctdXDBnB1IWrcr7GJ9OXpD2Wz6SwCbOyR5Z9UKC76tsfKzno9tEpj+XzBl7KZvHMp3OyF8qAb0spQk0/ooZD6GSyHOYD44F1wATP9gqQNdRURJ7GGVDuJiJzReSXwG0iMkVEJgMHAZcBqOqXwLPAV8AbwG9UtWgjdVHthOO2UEiu4r755Y85lV+xdiOnPvBx2uP5vEgl5h2Eyfzl6UNOf/7QJzmne/CTaXTthiqqIxQRlCCqLppMRFXmtSEEq3jJlJV1kqo+BuwEPA18BkwEXlPVrK9bqnq6qrZT1bqq2kFVH1LVXyTmSajqMar6g6f8LaraRVW7qWpR16csLws2i0hQfXpYbpKwyNVi+se7uc24Pf+xzFEdYerS7wrIYZRNLu9KbkHUB3DBvyfwi4ej5SYFWLfJX4cWpZYfxIS9MCb9hRFU4sVPr3gYMA24G7gHmCoiR4QqVZF5PaKRERt8hqrlOpkqrDehXDvndRtzi276cn7mAfowLcAbX/0y73NL9eL54dT0LrggyMfnvcpnksQoGc1BPC+LK+O3KJcf5XAncJCqDlTVA3HcQXeFK1a4rFizcYv/C/UpJxPUAiN+H75rXyxO5EopmbtsDauzzAmY6GP8IF8KmY26dFX8OgY/LKrMI+rN56NR7AHpG17+oka/kCAI5fCf8YWN1ZQCP8phoapO9fw/HYhfohAPazbGI5vlFJ+zZ6OSnbMsxDf358Znd72sDDF198fTl+Z13rc/VrJibepOJ1+i4gMfM3VxzuMafltIsS2Hx8bO4vb/fZvyWJzyQAWJnymOX4rISJwBYwVOBj4VkRMAVPWFEOULhfU5ujNyJah2vXunFnw5f6WvsmOnLWGfLtv5KhvWgxchT0BkOPxv75dahLzJ1vH/4dlJLKxcz0UHdvFV3yfTl/gOQiiFWyldJFVUlHGx8WM5NMDJynogMBBYBGwL/Aw4OjTJQiTsxWGCaku5+NCz+eO3FraKldGK0FmtWr+JHa/Jvk7J9EX+w5FPfeBjnh4XvnslXwM2btGBYZPVclDVc4shSDGpXzfcNY7e/24Rh9wxmncuH1hQPXFrrFGQ98+vf8OFPt9kjfT4dYVtDCm/TyFjDuVlQnUecqVTKmFaDivXBetyDBI/6znsLCLvJFJvi0gfEflT+KKFxzZ1w0/4Om1R4QuL5+KrzqUBh9XYN4aYW2krtexTUgwf+Cyf+cbW+wxNzZU5y/JPxZJvQEi68/LNf+WHPkP/F1rdheLnFfpBnHQZGwFUdTJOeu3YEuaPHRTnPjKO/07MLf691Ay4bVSpRciJsPPhx5kfVvjLnuq3XK7MWpKfcnhozAw2bMrvJSWVbpizdA3f/Ohv3K+24Uc5NFTV5FQW0QiPyZMo5ZJPx6hvc8s4m8vbZC5l5y1fG9rbYU6EoNDTRacEgaoyM89sv9nr9l92bZ4pwVs0quur3GezMy9/WQh35vH73PzaV3lfL+HKuvzZSYz61gnIHHDbKK76b7b1HmonfpTDYhHpgmvZi8hJQDRnjfkkimkFCsWvv3/1+k05pSjfb/i7/D7kmZh+COMn+2hqOCm+AZ4dP4eBafIppWLK3BWhuOV2uf6NvPzanbZt6Ktc++bb5Fy3X+5+d2r2QgFS7vaG/504l3Mf+bSo144ifpTDb4D/A7qLyDzg98DFoUoVMl/Uwsgev37Wnje8yegcrZIorH/78LNMmRQAACAASURBVIczfJf953vTfI3XTJobXjvINd36z+4Zw19e/yZruRmLV/PkJ5nXckhm+ep8Bj39tad5GfJGxY0oBFRECT/RStOBQ0WkEVCmqvknmYkIazeUblGasJhbwABeNvL14QbJ3jtux7s+ldTw17/huwWV3HlK30BlWLJqPds1ru+rbHkeAXGTfUx6PPaeMTlP9qvKyyVX+6zrbIQ5iTMV+br8ioWfZUKT9wPZlwmNMo3qF2d56oohIwCY8ecjA0upkQ4/HXgpV2orFL+KIcGa9cE/eP2Gvc0n1xxCm6YNspZdsTb3YTk/6VLymQX+w4q1bNuoHs228TeO8PqUH3grjzWN406ZFNflvMv1wa/yGCR+lgntj+NGau9uFwE9whctPH7WZ/u0x5as8pcvJpfBxqBzN6Viz87bZi0TdorfsFi6OvfcRKs3hBMz4deNks9aFWH1S2c8+An7/Pkd3+UvfnIiL0z0n8zxgNtGhb7wTDEoE4lFsEqxyJSy+0Z3qdCWwO6qermqXg70w1mpLbZkMh/7DXubr3ykrMjFVD/r4XHcP9rfzN2qamXWktyjXOr58GNEzafqdwZ4tvWSU+FnEZ988Bv+OrBbq5zrDjPEek2ILozZS9eENhkuFVMXruJfH0yvsb9QBSUibPK7VN1WgB/PaCfA++q2AagIRZqI8NmczB3LfyfMZdBdueXM+csb2QcbAYa//jUH/nV0TnVDcJlg0/Fhlsiez2bn3hn7lTif+QhhTXT0K0s+7uuNVdWBJ+krFhsyuCxnLl7NvaOCizw67t4PGTbi6xouoLnLChscv/ud77cYB7gnx/VGaht+lMO/gXEiMlREbgA+AR4LV6zS0rh+5nH6y5+bFNoEqnxdUNnewtds2MRrk/NflvvMf33C8jWp3TtvfPEDx9+X+4pqfu9gPpbUktUbeCSHCCe/+FcOuWuHL+atZNcboztjNhOZxrwG3j6av74Z3JySRBbiZOu9QQAvBN973IG3/6/wtcPjTFbloKq3AOcCy4DlwLmq+uewBSslhb6BpKNiyAieHjc7Y5l8kwJm64p+9/RnBU/mSbc4z7M+0mmnIpMboGLICG5+7SvWbazipc/zU2o3vpr/hKh0+PVJF2LJlcp/r6pZLcR0lMIds9qTqv6pT2Yz9JX8F2RK8MOK8EJz4za/ylfAnapOVNW/u9tnYQtVajaF6D+9+oXMHXS+ceObqqszTqJ6++vC5yqkG2fJ1xWS7S4/NGZGaAOEt478Oq/z3v/O3xyR8gKUQyYXTZjcO2oqZ/4rz6VFQ3pkMt1vb3O85sUpjJhS+NzcfAIJ/PLQmOAt2TAJNz1pTNmtU/NSi5AzFz0xka7Xhrv0dro3n3wHf1WdOQmZGBXSBLwH3q85oOkHvwO7hYTMlyrwp5DrhvVSfNbDyZl7fiKMS7ZoWC+EWh2+XxivKWKmHFIQ9rP59lfxjCFPF01zSPfWedf5zyzrL/z26WgZqgO6tvRVrpAJValuc+W6jZvnzYRFU5/zIFLxu2c+44T7PgxQmuyE4X5r0sDP+mf5EbVowWyYckhB2D/hrx4fH/IVwiFduGKUPakzF68ONHHgvGVrs66dvNetbxc0AJsqMeL/vgz/haIQhTZuxlImhpSEL50SCKPdhenRK/YM7EJJqxxEpFJEVqbYKkWkVuewfW7CXJ6fEK902cUg3aDj6oisYZ2KgbeP5ornJm+xr5BIs1tGfs0et7ydscyClf4mUqYjVV/Yrln2WdlRY1Hl+kCsnXTzXMIY4L3mxfAysMZMN2ScBNdEVZum2JqoatNiCllsXp00nyuem1Rj/8fTl4Ru2ndp1SjU+gsh3UD9JzOWFlmS3Bj97ZbjFi9+5n/2bylI6b6LWccC8OnMYNrFdS+njkKqjPBLSSpqrVtJRFqLSKfEFqZQUeWy/4SXurq6WqkYMiKQFeSSCSrB19H/GMPLn0e7Y01FsqUQ9RxT//l0To1JhdlcWYXyyIczeDTgeSG5pODIRqqopSDmNRSTx8fOilU4q59lQo8Rke+BGcB7wEwg3LCYiNK1TZPQ6l4VUi6g9ZuqAk3wdWkE1nbIleRw2BaNwotICYJhI76uMalw+xDXTQBnTkjQLybL0kyazIdUId7V1cqaDZtSWvlRZWYeEzrT0aNduA4cP5bDzcDewHeq2hk4BChuWEJE6N42OOWQPMgWlsE5JORVrI67N/imsCZgRZn8ttaycbSVQ1hMLUIo5aQ5Pw1K+8n35ZdU41rVqjw9bk6sxgcTkyMXrix8edXOLcN1Qfv59Taq6hKgTETKVHUUEGyi/Igyc/HqLTqWIM3kYlmXb4ecevnzOcFHqMwLeIZ6sg8/bu6IoDj0zve5I8SlUQFOvN+xeH739GeMnb4ksHpHppjgVq3RdxEmk3gpnB/S2ttB4kc5LBeRxsD7wJMi8ndivoa0XwbePnqLGc2Lfabz9kOXa0ZuMUs3LF2xLsQ03WGlechvcZr0JNd21N1jAq0/wUdTF4cesFAo/wh56c1N1cqlz3zGK5Pyz+OViomzl/Ps+Dlb7KtWZU6Ii1yFQSIFTZgZeIPCj3I4FlgLXAa8AUwDfhamUFHiP0kNMki8s3Q1oBegt79asIW1E2Yq5bBSWwSdpqdYz+HVIYZBxomX88yFlY0rn98yJLm6WvlhefTfwL2kmsMShbpS4Sfx3mpVrVLVTar6mKre7bqZtiqWrd7ACbu1D63+oN4kfvX4eJ70JPe7anD3QOpNRVAyJ2d7DbvRh0XTBvnPMM7EqvWbWL4mnqm8w2TF2o0sDXDQuxgkos5iYDhkX0NaRCr5yTKvB9QFVtf2uQ7J7HbzW6HWH6SZOd8T2dGwXnj+9aBE7nvTW/z9tL4c27d9oPWGydSFlXRp1XiL7KvbhhQF1euGN0OpF5y1x7OlMIkSz3ks+ZP+ObaEkuTHa5N/oHf7ZrFYOc+P5eCdDNcAOBG4J3zRosNNIaR+9rJ09YaCZ9WmYmHlOr5dEHyESmIcI8g1LYoVIhvUQ3none/zVFL69fd8Zmz1yzPjZoceF3/Q7aN54uPMaeSjxB+TXEtx4/kJc+k37G3Oe/TTUouSlZyzTKnqSyIyJAxhosrDISwak+D+0dN8rxLnl0T/t+ct/tcNzoXu173Ba7/dnx22axhK/WEybVFwKZknz1nBmXsFVl0NhrwwxfdSqvmyTd1yNlZtFfElkWJlnuu2FBM/k+BO8Gwnichwop1rLVYErRiKxcgpP4QWjnv0P4KPJqoYMoJ1G6s49M7clnfNRDEiTsIYa9hv+LubP8ehkzJKgx/LwRuZtAlnhvSxoUhjBML6TVUsCTDsNhUjQlIOZ2fI318oQS+24v3+734TznySMNaU9s42rtiuITOXxCsc1CgOfpTDv1R1i2mwIrIfkHEVFhF5GDgaWKiqvZKOXQH8FWilqotFpC7wL2B3V6bHa/tSpGHyyIczeeTDmaFeY9aScAYyg/bbewl6ENBb33mPhpOG/Z5R4cxLUFU6Xz0ylLqN2oGfeQ7/8LkvmUeBwck7RaQjcBjgHQU7Gaivqr2BfsCFIlLh4xqG4ZugF4x/bbIzazcOkSfJXPjvCaUWwYg4aS0HEdkH2BdoJSJ/8BxqCmSNj1TV99N08HcBVwIve4sDjUSkDrANsAGo1WtGGDWJ2wp5dcudweIwJxqGxf9idq+N4pPJcqgHNMZRIE0820rgpHwuJiLHAPNUNTmN4vPAauAHHIvidlWN9iIBRuDEbYW8QT3bAvBjDPLkGLWPsA3WtJaDqr4HvCcij6pq6qWYckBEGgLXAoNSHN4TqAK2B1oAH4jI26paYxV4EbkAuACgU6etclkJIyK8+Nm8yC8cZBj54mfM4V8i0jzxj4i0EJF8pmx2AToDk0RkJtABmCgibYEzgDdUdaOqLsRJCd4/VSWq+oCq9lfV/q1atcpDDMMwDCMbfpRDS1XdnJdZVZcBrXO9kKpOUdXWqlqhqhXAXGB3Vf0Rx5V0sDg0wlk/Ip4TAAzDMIpA2G4lP8qh2rssqIjsgI9JcCLyNDAW6CYic0XklxmK34szvvEF8CnwiKrGe568YRhGjPEzz+FaYIyIvOf+fwCuzz8Tqnp6luMVns+rcMJZDcMwjAiQVTmo6hsisjuOq0eAy1R1ceiSGYZhGCXDb+K9KpwZ0Q2AHiKCqgaXpMYwDMOIFH7Wc/gVcClOdNHnOBbEWODgcEUzDMMwSoWfAelLgT2AWap6ELAbEF4CHMMwDKPk+FEO61R1HYCI1FfVb4Bu4YplGIZhlBI/Yw5z3UlwLwFvicgyIJwVxA3DMIxI4Cda6Xj341ARGQU0A94IVSrDMAyjpOS0TKibb8kwDMMoMRrygpx+xhwMwzCMrQxTDoZhGEYNTDkYhmEYNTDlYBiGYdTAlINhGIZRA1MOhmEYRg1MORiGYRg1MOVgGEbsOH1PWz8+bEw5GIYROzq02KbUIpScKCwTahiGESkuPGDHUotQ6zHlYBhG7KhTbl1X2NgdNiLDzOFHcUj31qUWIyfGXm1rXhWbb24eDMCAri1LLEntxpSDkTPDT+jN+QM6B1rng2f1Bwg5lVjwtGtmvu9iUyYCQKN6OeUNNXLElEMt5a3LDgit7hN270C/HVoEVt+hu7ThsB5tANCwR9lC4LaT+pRahJzZqXVj/nPB3lx6SNdSi5Iz5WWOcgg7K2kYbNuoHu9cfmCpxfCFKYdaxj1n7MbYqw+ma5smoV2jvEwCjZRoWK988+ewHvcurRqFFuFySv+OzBx+VCh1h0WLhnXZa8ftuOywnUstSs64uoGq6tLKkQ+3Ht+LLq0aB1JX2KrRlEMto33zbUJ3dZQJuJZ9INSr81Mz/GH5uuAq9vDSb/bjwgO7BFbf4T3b8LdT+wZWX7GRIH/AIpOQvW2z+iWWJDc+ueYQBvdqV2oxfGPKocTMHH5UoANrxXjoRWSLDr1Q6noiT3q1bxZYvV7KRDi6d3AP5sn9OnLcbu0Dq6/Y7NV5282fT9g9nt/j2iN78PfT4qOg2zRtEGh9B4Q8IG/KIQLMWrImsLrKivRCOHDn1vzpqF0Cqate+U9C//WkPnxw5UGB1OulTIQWjeoF5v4p1ot30wZ1aNGwbqB1vnv5gfz+0J/cSXee0pcje7cN9Bph0KNdU7666fDN/29Tr5xj+8ZTsQXBKXt0DLV+Uw4lJNFRHbhzq8DqLAux1xrQtSXTbj3SuU6Z8KsBwUxE8lohZWVCx20bBlKvl7rl4ffmiRDLoHj7DwfwyTWH8tn1gwKtd8dWjTcP6obF/WfuzgUBT1QrLxMaxjRCadw1h6Tc/9T5exVZEv+YcsjArh2acc6+FaEPNvavCC7yJ0zlsKhyfSidSt0iTGgKetLUklUbauxrULc8Rcn8adqgLtvUC7bOYnFE73Zcc2QwlmWCsiKYxZ1bNgql3qbbbGn9jbv2ED4acjD7dmmZ9zMlhHs/TDlk4JbjezP0mJ4AtGka3uBXkJE/ZZ5f9LthR/D0+XsHVve85WsDq8tLkOMXyfTboQVf3nh49oI50rJJvcDrTKYYnWGCOEQQF+N2jLpiILt1ah54vcnvbK2bNGD75tGeI2PKIQPeN9qgtXQirh/goG6t2aVd00DrB6fT3afLdoHVV7luU2B1eQlTOZSL0Kh+8K6I8rLUMt916q6BXcPb4nbtGHyH5aU6BtohTKsY4Kx9dgDg+Yv25eubgnURZpI9328V9riXKYcMeP3UVQE/PN66mzWsy+uXDii4zu2bNQjNLA6Tumk62iizdPX6lPuD9InX8dyXf/9yz8DqTcXbXy8Mtf4gGOR5oQqDm47tBThjG3UCHqMKW7GFQTxHd4pE84Y/uQ7aNm3AosrUHUI+nB/QYK6Xj65OPegVFIf3DOfhbNGopovm5uN68e7XCxj17aKC6g5rFm2bJqnDEoPowFo1qc+Vh3ejmSdKqWmDwiOWbj95V47ukzqc94CuLQu+1wBn7NVpizDZoJh0/SCablO87irIrnz0FQNDDwAIg/i9shWJc/erYFtPp/XQOf0Di6net8t27NYpuEHoYnDxwC7ccnzvwOvt3b4ZJ6aIs//F3jtwUr/CQ/VSzfsY2K2w6LDzB3Rmrx1Tu+uCmGfSrlkDTu4ffJhig7plaQfN/3bqbgw5onvB1zh334pQwkubNayb9t7+8fBu7B7wOEFQb/o7tmxERUjWfNjqxpRDGto12/LNsHWTBoE1+kSSuThx1eDutGwc/KD8q7/dP+1DH8Rbf6qa//nzfnxcgJV17VE9YvkmmGncrFnDulwU4AzyBDOHH5U2jDMofnPQTlx6aLBpQILyAvkJKthUHc3xHlMOaTi1f3jLEIYxQJqJ5y7ah/P2CzaLaoJz9q0IpV6A5Ws2FlxHqjfABnXLadss2NmqXh4/r7DxgfipncxEPVXHibt3qDGmE5TMYSaSDHscw5RDCto2bbCFvzdITunfIZR6M7WTPSq2ZZd24STiG3pMz9DmgezYqnBzvBT90gE7t+KVS/bL+/x03cn/LjuAs92Imnwoxr0Iuivcpm45U4YGOwkwmaP7tGNA1+AmonppnWZsykve8xwsWqn4hGnm3XZScKGOXqL9bpYf+3ZpSZ8OheVaKlWUSJ8O+fvA04WV7tymSUGz0sN2hf1i7x3YKaCMowkaN6hDkwAG4zOS5rZ8O2wwvdrnH2L+15P6cO+Zu2ctl691EbZFFppyEJGHRWShiHyR4tgVIqIi0tKzr4+IjBWRL0VkioiEZ/dnIazVyIJeIMdLtoaysIBIq4YlnKV7w896FHR+6ybpx0n2rAg+qiYI0s2hKJSdWgfbcXspLxNuPq5XSh97kwb5u1H9RggWMk8j3QtE/TrlBb1cnNy/4xZBLemI5ohDuJbDo0CNmSQi0hE4DJjt2VcHeAK4SFV7AgOBwh3OeTLs+F5pj7346305Y6/8xiMO6pZZ6VRsl39OocsHZR6Qy3cy3O0n78qkG8Ix6/28yPbbIf8O/LYT+3DTcel/yzP3Dm9cKV9+c1AX7j1jt7TH8+0DJw8dFNg6ArnSoG45399yBDvk0b5bNvY3E726AGs/hrEFRSE05aCq7wNLUxy6C7iSLRXmIGCyqk5yz12iqlVhyZaNTLl+duvUIu9OfN+dMqfYHXXFQL6/5Yic6505/Ch+PXCnjGV279Qir7GBuuUSWu6jsN+YTtmjI40zDP5HcVbwHw/vTocW6dtXvhFcQcyTyERVls65bnlZXorteJ9p0ZeurpnrKhNea6bUE9Qi2AyBIo85iMgxwLyEEvCwM6Ai8qaITBSRKzPUcYGIjBeR8YsWFT5pJ0qICOURi+wI88Ep9UOR60piN/ysB6/9dv9whPFJ2Pds1BUDA5nvkIp8FNuZe/kbgN8jRxfhCxfvu/lzphbevwDL1S/DT+jNdj7cT8WmaMpBRBoC1wLXpzhcB9gfONP9e7yIpAyOVtUHVLW/qvZv1Sr4CIMXfr1v1jKl7tS2NsJIhAa5Ww7n7tc5tMWI/BJ20+vcshHt80gIV99Hfqxcn5uZw4/yPYGsomWjnPIhdW3TZPNM7kzjdVcf2T2v9dhzcVWdtmcnJlx3WM7XCJtiWg5dgM7AJBGZCXQAJopIW2Au8J6qLlbVNcBIIPswfwjs7mPmcj6pmV/+jb/QxogZDuxaQNRNJo7ZdXue+KW/XPbPXBBcZlkvYcagh0UxZF63MXeP7vpN2c2wsN03uaY3v+TgnSgvE3psnz4iqW55Wc7rsf/ukK5MveXInM6JIkVTDqo6RVVbq2qFqlbgKITdVfVH4E2gj4g0dAenDwS+KpZsuXLGXp245kj/pvefT+jtO6tm2OFp3Xw29KsGd2fm8KPoVMAgeSbuPn039ve5zGH9Ork99Kft0ZH/XpzdAgx62cZkHj6nP0f0CnaFtWKos1w72XrlZdx7RvZ3uVLNKj9+t/Ypg0gGdG3FtFuPpNk2wY7HlElh6dYvPDD4vGv5EGYo69PAWKCbiMwVkV+mK6uqy4A7gU+Bz4GJqjoiLNnS8fYfDvRVrm55GRcc4D/VwOl7Ricq5s3LDsg6qeibmwdz8cDcUik8dHb/UNNK57J06G6dmtNvh+wW4MAs0WOFcnD3NimTChZCMcakcg38+e6WIzgqTUI/L/84fbe0if/C5Kje7Thsl3Azunop1EK6+ojsiyQ9fE74KXjCjFY6XVXbqWpdVe2gqg8lHa9Q1cWe/59Q1Z6q2ktV0w5Ih0muyj6MXEPFoDqDB6BHu6a+/MfJHLJLGzq0CG/xko7bNvSdXC0X68u7JnEY9PY5RtGjXVOu9jEQXNGyEY+cu4fv6w87rhcjf5dbOviwXFe92jfjHh8WBjjJKYOi2K7aYlxuY1X4NqTNkPaQq8Yf/ceBgazDkMwDv+jnK1z2xN075BWemi5qZObwoxh56YDI5sIZ1NOfiyaX37FhvTpZO48mDerk5Eb04leSE/t14EKfie8O6taaBnX9Pbqn7tExo089FYfu0oaDCsxcWwgTrzvM93iUXwpN4jjt1iO5/eTs2Q16tGvKqXsEn1E3mWKsiW7KwUOuPtHG9etknAF520l98soLM6hnW19LCObbhzdvWI/rjt5y5vFRvYtv7odF24DHEvrt0CInN6KXTtv6G7PJ9adct9FfHG4+bqhG9evwyLnhLi6Uifp1yvL22V9wQE1/vUjhEYblZf7Wghx56QBaF9D+/CzWddOxPTm4e/huMlvsx0M+bqJM4ZCN6+efFybsoJRf7t+ZZas3cM+oqXxz8+C8IrCKjZ+8Pfl8l2z3upB3tH13askrl+zHMfd8mLFcWBPywjQCG9Yr32K520Jptk1d7jtz94KyFl9z5C5cc+QuVAwJfsgy02/05xN6F7zI0dirD844aTPBWftUFHQdv5jl4DJz+FE5R2kAGTv/njma8178dBaFPveXD9qZqbccEQvFAHBojza88fvMbrwwvkuhbjY/SfjqhBTJE6aL8NQ9OvL309Kn+kjHz/fulNKiatGwLvtlySKQD4IE8rKVqY5dOzRnxwLTk7Rrtk34SQZzwJRDgTSuX4fJQwdRL2kQd+bwo9hhu/xTTvtpzCOn/JB3/eB0HHUCTI1RSH4bv3Rvm7/CTceRvTOPZYTt3b14YBdOzzFfVxQWG/LnaKnJsON6p4zgC1OReV+28l1nvWH99C8e9X2OAcWJ2veNSkDTBnW594zd6duxOUN/1oP/XrxPwXX6GUA7pIjheX44YOfsg5iDe7bl22H+Z7IWg/vO7JdxYD/s8fmrBnfPeS5HtlxGnVs2YsxV/sN/82HF2vxzY6ZKwhfaffbUe+gubRh1xcC8qjmyVztuPKZnjf23ndgn8KSGH1x5ELeGsCxvLphyCIjDerThpd/sxzn7dS4ok2gCPy/hfz25T8HXCZLT9ujI59dnTgNQp1xy7giTOX639il9s4MC9H8n6NamCX84rFvB9Vx26M60aRpc6PNvD86caLFhvfKMCfz88N2wI5icIaAim8WViSN6teU/STPfOxYobyaCsGnLyoSz963gnz/vt3ng+8rB3TglhOikjts2rGHhDOrRxtdkw6CwAWlg+xCXjMyXbKGK39w8uOBONmhEhOYNM0/6CsJ1cNepfTd/HjttCf/5dDZ3ntI3lDfPN/PIq5OKSw/tyul7dWTPW94JpL7LB3Xj8kHd0g68BuF2qlenLO1YSKGr/4kIe+24HWOuOoiVazcxe+lq9tkxuPGG7285gvMe/ZQPvl+M8JObNog2MrhXWwb3ass1R2afrFYIyd6DB4q89vxWrxz++fPdc87oWAzuPKUvT348i7vfnZryeFwGkZMJ2lW+T5ft8l6rotjUSxrfOW+/zuzfNRzZg/Lfp6qmSYBroHdo0RBakPNcjGwkp5lPKLlizA8IjBKn/trq3UqDe7VjuwjOdG7TtAF/GJTanRFWIrpiUOrc+Zl45Jw9uCXDQk+F0rxhPe49Y3eO7bs9AH8YtHNo8erHu9cImmcv3IePrj44lLrDZGC3Vpy3X2eGphgziDr77LhdaOu0Z2KrtRweOXcPZixaXWox8mLvHePxphw3DnKXhz1zrx2YuXg1G3Nd8MEHR/Vpx+BebbnxmJ6+Ytrz4bthRwT2hiwizBx+FH9+/Wv+773pVLRsGKlwy0wMPaYnw177ir133I465WVcX+CSs8Wm1DmDt1rlcFC31hxU+DhjUdmpdWMu8plioZR8cOVBDLhtVMpjQWfADAu/6wjkQ3lZ9rGZQkgOqw6CKw/vznn7daZ1k+iNz6WjS6vGJZ3pHRSFpv7Il63erRR1bjuxDwe6IaJ9OjTjpH4dSixRdjqmSRkx9Gc9uHJwzDRyxLn+6B6+07AXQnmZhJ7i3NiSmUscz8bH01Otthw+phwizil7dGTYcY4f/LQ9opP6Oxu3ndiHHZPevs/ZrzMN6221xmoonLd/Zx44qx+dWzbilUv2470/Diy1SEZAHLOrM270YJGjlBJIHFfDStC/f38dP358qcUw0nD2w+N477uf1vkuxaCaYRg1EZEJqppR65jlYIRGWMnkDMMIH7PxjdA4qV8HPvh+MW/8fgDtmoa3EJBhGMFjysEIjWP7tufYvu1LLYZhGHlgbiXDMAyjBqYcDMMwjBqYcjAMwzBqYMrBMAzDqIEpB8MwDKMGphwMwzCMGphyMAzDMGpgysEwDMOoQaxzK4nIImCWz+ItgcUhihM2cZY/zrJDfOWPq9wJ4i4/RPc77KCqrTIViLVyyAURGZ8t0VSUibP8cZYd4it/XOVOEHf5Id7fwdxKhmEYRg1MORiGYRg12JqUwwOlFqBA4ix/nGWH+MofV7kTxF1+iPF32GrGHAzDMAz/bE2Wg2EYhuETUw6GYRhGDUw5RAQRkVLLYBiGkaDWKAcRqRCRBu7nOH6vJokPcVMUItLM8zlWskM8bX47zAAACvtJREFUZU4gIrFtNxBPmb3E/f5nIo6d6BaIyKEi8gnwd+BFAFWtLq1U/hGRw0RkDHC7iFwJoDGJEhCRg0Xkc+B+EbkG4iM7gIgcKyKPAbuWWpZcEZEjRGQUcK+IXAt274tJ3O+/H2KtHESkI3AT8BdVPRZoIiInlFgs34hIB2Ao8BfgcuBAEfmLeyzSbyEi0hi4BrgZuAo4VESGlVYq/4jIQTiy9wL2EZEWJRbJFyJSJiIX4bT7vwL34sh/Xmkly06iTcf43ouIlMf1/udK7JRDUqe5IzAJeNv9/wfgexGpW3TBfJIkf3dgiqq+qqqVOA3tMhHpqqoaVQXhuu0aA3OAz1R1DvAr4FQR6V5S4fwzAxgE/BHYC+hTWnH84VrFs4HTVXWkqn6C0/6bl1ayzIiIeN6sZwCHE6N7n5BfVatw7v8Zcbr/+RAr5SAilwAviMhlItIc+BpogWPazcD5gf4EPFVCMdOSJH9T4DtgfxHZxy3SGvgS5ztEChH5tYicCJs7KAVa4SgJVHU6jlvvJrd8pBSbV35Xtjmq+qOqvgsswLHa2pdUyDR4ZXd5G5guIuXu/7vg/B6RJKndt1XVmar6QxzuPWwh/x9EpKWqjsS5/3XcIpG+//kSG+UgIscDZwN347xp3Ao0VdXTgE+Ah1T1MODnQD8ROdA9LxKdVAr5/wKsB+4CLhSRD3HeZE8A+opIRRR8mCLSRET+CVwPPJZ4IFR1AfAV8HtP8SHAXiLSMwqyQ2r5Xdm8ltmTwM44b7Hec0vadtLde2CTq6ATY2v1cZ4B77lRbfd/EpG+niKRvPcJkuTvDQwVkb6uBZEgsve/EGKjHHAaz/2qOgrHTz8duNY91hTnjRtV3Qi8BnR2/49EJ0VN+WcAN6rqQ8D5wGWqegaOyToOWFkqQb247q73VLUtzn2913P4JhxFdqSI1Hc7rNeAyLj1Msi/2c2hqpOBT4Fe7iD7Ve7+kradTLK7x9V1oXYEJopIBxH5VeJYKWROQap2/7vEwajeew9p5VfVTSJSn2jf/7yJnHJI1rie/6cDZwCo6iych6WxiOzrHvujiAx2IwcOAcYWT+qU8ib/nyz/K0ALETleVTeq6ji33M1AI6CySCKnkjX5/1fcv78HTheRrgCqugq4DTgNuEZEbgIG4Iz9FJ1c5FfVKhGp4ynzNM64yX9wcvAX9e0vH9nd/d2A7XA6rFfcz0V/c82h3Y8AGonIMZ7iJb33qa7nQ/5j3ePdicD9D4PIKQegjvcfjwZ+Hljj+VF+AEYD+6rqM8ATwOlAF2CQqn5bHHFrkKv83QBEpKuIvIwTwXGZawEVm5Syq+pqESlT1R+B+4B/eco8g+PiE5wxiCNcl1MpyEl+Vd3kvn03wnEbTAH6qOofvedHVXa3aBegB46lfJSq/sV7fhHZwlr00e57iENjnDD0Ut57yF3+XVwFsCPOmEOp73/wqGokNmBvHP/jrUBXoNzdX8f9K8C5wBv8lDDwj8DNnjrqx1D+oe7nJkCHiMleDpS5n8s85WcD+wBtgb0S3y+C9z6b/G2APdx9rWMme1uct9YKYM8S3vt9gOdwOvgeebT7OqW69wXKf6P7uXeiDdW2LRKWg4j0Av6B4ypaCFwAnAVbvCFtA7yJo7kfEJHtgd2AdYl6VHV9EcXeTIHyb3TLVarq3CKLnk32KlWtdt/umnlO+wvwIfA+0MAtW5I3pQLl/wBo6JZdWEy5IZB7n4j8GUcJEJHWwD3ASGAJcClwHuTU7jeV4t5DYPJPUdVPiyx6cSi1dnL7lF8B/3Y/NwJuxAnX29HddzPOD7QbsC0wDMe0uw9X05v8ocr+BjDA/f8I4BvgdqBuTO59JOWPs+yuPIcBT3vkPxxH0XV39w2LaruvDfKHfn9K9KMciOuOcP/f1b3pO7n/34Dj67vR/dGeArok1dGwhI0qtvIXKjuO6d0xrve+lPLHWXb3+sfhzIo/yv2/FfB9Qka3A70Bx7ppGKV2XxvkL/a2xSBY2IiTpOoxYCDwkoh8r6pLgWk44ZsPi8hSHD/kE0B/YK06IZ64A3PVAKq6ppiyx13+AGQvV8fV8VUx5a4N8sdZdvf6rYAHcTrPp4BHROTXqvq8iPwX+C1ONNVy4B2ceQENotDua4P8paLYYw4bgHdxJqrNB04GJyRSVa8ELgEeUdWjgalAz8SP4v2BSkic5S9U9qrU1RaNOMsfZ9nBiYj6UFUPUNV/4uQB+4N77Gmgu4gc6sq8BGegfz1Eot1D/OUvCaFbDiJyFjALmKSqy0XkXzgzO1vipI7YWVW/g80TYia7px4MfCyyOadJSX6gOMsfZ9njLn+cZffIn5iQOQFn8hfipOz4CnfSKU4I6jPA30TkOJw5RoIbGmryx5dQ1pB243/b4phw1TjmcyPgUlVd7JbpimO+rVPVYZ5z+wF3AFXABao6LXABsxBn+eMsuytDbOWPs+yuDBnlT7i3ROTnwDGqeorn3Ctx0mB0B85X1a9N/pijwQ/6JOKEdwaecD/XwQnZ+29S2eNxRv53ArZx920HHBi0XFuD/HGWPe7yx1l2H/K/kFTmceAU93NbTx31TP7aswXmVhJnOv9NQLmIjMTJd1QFm3OQ/A6YLyIHqup77v4XRWQXnHC9xiJysDqDbu8FJdfWIH+cZY+7/HGWPV/5gVXADHHSpZwgIoNVda6qbjD5aw+BDEiLkwF1Ak767Kk48dkbgYNEZE/YPEnqJpzkVYnzTsZJnjcKZ+p8qaIxYit/nGV35Yit/HGW3ZUjZ/ldn/15OCG3TYGDtASTN11ZYi1/5AnC/MBJtvYLz//3ARcD5wAT3H1lOP7AZ4HOnvMGlNp8irP8cZY97vLHWfY85d8BJ/Lnb8DuJn/t3oIKZZ0APCs/LT7yIdBJVR/FMfd+q86ofwegSlVnAKjqB6r6QUAyFEKc5Y+z7BBv+eMsO+Qmf7WqzlLVaar6e1WdWCKZvcRd/kgTiHJQ1TWqul5/isc+DFjkfj4XJ4PhazgxxZH7UeIsf5xlh3jLH2fZIWf5J0C0UlHHXf6oE+g8B1eDK84kkkQe+kqcKeu9gBmqOi/IawZJnOWPs+wQb/njLDvkJr+qBh/7XiBxlz+qBD1Duhpn8shioI+rta/DMenGRPkBcYmz/HGWHeItf5xlB5PfSEXQgxg4+emrgTHAL4OuP+wtzvLHWfa4yx9n2U1+21Jtgc+QFpEOwC+AO7VE6ysUQpzlj7PsEG/54yw7mPxGTUJJn2EYhmHEm0isBGcYhmFEC1MOhmEYRg1MORiGYRg1MOVgGIZh1MCUg2HkgIg0F5Ffu5+3F5HnSy2TYYSBRSsZRg6ISAXwmqr2KrEohhEqoS8Tahi1jOFAFxH5HPge2EVVe4nIOcBxQDlOyoY7gHo4sffrgSNVdamIdAHuBVoBa3BWHfum+F/DMDJjbiXDyI0hwDRV7Qv8MelYL+AMYE/gFmCNqu4GjAXOcss8APxWVfsBV+CkmTaMyGGWg2EExyhVrQQqRWQF8Kq7fwpOzp/GwL7Ac57koPWLL6ZhZMeUg2EEhzdtQ7Xn/2qcZ60MWO5aHYYRacytZBi5UQk0yedEVV2Js3bxyeCsLSAiuwYpnGEEhSkHw8gBVV0CfCgiXwB/zaOKM4Ffisgk4Evg2CDlM4ygsFBWwzAMowZmORiGYRg1MOVgGIZh1MCUg2EYhlEDUw6GYRhGDUw5GIZhGDUw5WAYhmHUwJSDYRiGUQNTDoZhGEYN/h+fMqbhGDBLdwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the quality controlled depth data\n",
"\n",
"badidx = ds['DEPTH_quality_control'].values !=1\n",
"temp = ds['DEPTH']\n",
"temp[badidx] = np.nan\n",
"\n",
"plt.figure()\n",
"temp.plot()\n"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82b7cfb6a0>]"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the QC'd salinity\n",
"badidx = ds['PSAL_quality_control'].values !=1\n",
"temp = ds['PSAL']\n",
"temp[badidx] = np.nan\n",
"\n",
"plt.figure()\n",
"temp.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Combine files along a new depth dimension\n",
"\n",
"http://xarray.pydata.org/en/stable/combining.html\n",
"\n",
"There are two (good) options for dealing with non-overlapping time stamps:\n",
"\n",
" 1. Use `xarray.concat(..., join='outer')` to include the union of the time-stamps (i.e. all time stamps). This results in NaNs for coarsely sampled depth levels.\n",
" 2. Use `xarray.DataArray.interp()` to map all depths onto a pre-specified time stamp then use the `concat(..., join='exact')` method to stack them up.\n",
" \n",
"We will go with option 2 here as contouring (z-t plots) are easier. "
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"# Function that combines the steps above to return a QC'd variable as a DataArray object\n",
"def get_temp_qc_aodn(filename):\n",
" fileobj = fs.open(filename)\n",
" ds = xr.open_dataset(fileobj)\n",
" badidx = ds['TEMP_quality_control'].values !=1\n",
" temp = ds['TEMP']\n",
" temp[badidx] = np.nan\n",
" return temp"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"# Create a time series vector to interpolate onto\n",
"time = pd.date_range('2019-07-28','2020-02-17', freq='60s').values\n"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/IMOS_ANMN-QLD_CSTZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE37SM-RS232-147.2_END-20200215T234500Z_C-20200310T070520Z.nc\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/IMOS_ANMN-QLD_CSTZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE37SM-RS232-192_END-20200215T234500Z_C-20200310T070443Z.nc\n",
"2019-08-01T00:00:01.000004608 2020-02-17T01:22:01.000003072 (288083,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"59 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/IMOS_ANMN-QLD_CSTZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE37SM-RS232-21.2_END-20200215T234500Z_C-20200310T070601Z.nc\n",
"2019-08-01T00:00:01.000004608 2020-02-17T00:33:01.000007424 (288034,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"59 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/CTD_timeseries/IMOS_ANMN-QLD_CSTZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE37SM-RS232-77.2_END-20200215T234500Z_C-20200310T070537Z.nc\n",
"2019-08-01T00:00:01.000004608 2019-10-03T04:12:01.000008704 (90973,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"59 seconds\n",
"Skipping file... all bad data!!\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE39-37.2_END-20200215T234500Z_C-20200310T070553Z.nc\n",
"2019-07-27T00:00:00.000000000 2020-02-17T00:05:00.000002304 (59042,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"300 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE39-57.2_END-20200215T234500Z_C-20200310T070545Z.nc\n",
"2019-07-27T00:00:00.000000000 2020-02-17T00:14:59.999996672 (59044,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"300 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE39plus-132.2_END-20200215T234500Z_C-20200310T070525Z.nc\n",
"2019-07-27T00:00:01.036797952 2020-02-17T00:33:30.960003840 (590468,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"29 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-117.2_END-20200215T234500Z_C-20200310T070529Z.nc\n",
"2019-08-01T00:00:00.000000000 2020-02-17T01:04:17.000000768 (1728385,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"9 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-13.2_END-20200215T234500Z_C-20200310T070606Z.nc\n",
"2019-07-30T01:49:59.999998976 2020-02-17T02:07:05.999996160 (1745265,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"9 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-157.7_END-20200215T234500Z_C-20200310T070516Z.nc\n",
"2019-08-01T00:00:00.000000000 2020-02-17T01:16:09.000001280 (1728458,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"9 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-177.2_END-20200215T234500Z_C-20200310T070447Z.nc\n",
"2019-08-01T00:00:00.000000000 2020-02-17T01:32:28.999996416 (1728556,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"9 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-194.2_END-20200215T234500Z_C-20200310T070438Z.nc\n",
"2019-08-01T00:00:00.000000000 2020-02-17T01:43:39.000003584 (1728623,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"9 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-27.2_END-20200215T234500Z_C-20200310T070558Z.nc\n",
"2019-08-01T00:00:00.000000000 2020-02-17T00:11:48.999996672 (1728072,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"9 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-47.2_END-20200215T234500Z_C-20200310T070549Z.nc\n",
"2019-08-01T00:00:00.000000000 2020-02-17T00:27:08.999995392 (1728164,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"9 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-67.2_END-20200215T234500Z_C-20200310T070541Z.nc\n",
"2019-08-01T00:00:00.000000000 2020-02-17T00:38:49.000000768 (1728234,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"9 seconds\n",
"imos-data/IMOS/ANMN/QLD/NWSROW/Temperature/IMOS_ANMN-QLD_TZ_20190804T020000Z_NWSROW_FV01_NWSROW-1907-SBE56-97.2_END-20200215T234500Z_C-20200310T070533Z.nc\n",
"2019-08-01T00:00:00.000000000 2020-02-17T00:52:49.000000768 (1728318,)\n",
"2019-07-28T00:00:00.000000000 2020-02-17T00:00:00.000000000 (293761,)\n",
"9 seconds\n"
]
}
],
"source": [
"alltemp = None\n",
"for tempfile in tempfiles:\n",
" print(tempfile)\n",
" \n",
" if alltemp is None:\n",
" temp = get_temp_qc_aodn(tempfile)\n",
" alltemp = temp.interp(TIME=time)\n",
" else:\n",
" temp = get_temp_qc_aodn(tempfile)\n",
" \n",
" # Print out the time information for each file (this is helpful to choose the time vector above...)\n",
" print(temp.TIME.values[0], temp.TIME.values[-1], temp.TIME.shape)\n",
" print(alltemp.TIME.values[0], alltemp.TIME.values[-1], alltemp.TIME.shape)\n",
" dt = temp.TIME[1] - temp.TIME[0]\n",
" print(dt.values.astype('timedelta64[s]'))\n",
" \n",
" # Interpolation step\n",
" temp_i = temp.interp(TIME=time)\n",
" \n",
" # Check for too many missing values...\n",
" if np.all(np.isnan(temp_i)):\n",
" print('Skipping file... all bad data!!')\n",
" continue\n",
" \n",
" # Stack the vector onto the main array\n",
" alltemp = xr.concat([alltemp,temp_i], dim='NOMINAL_DEPTH', join='exact')\n",
" #alltemp.combine_first(temp)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
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"</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'TEMP'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>NOMINAL_DEPTH</span>: 15</li><li><span class='xr-has-index'>TIME</span>: 293761</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-06b6b708-6e4e-4955-b7d5-33a9ef532680' class='xr-array-in' type='checkbox' ><label for='section-06b6b708-6e4e-4955-b7d5-33a9ef532680' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><pre class='xr-array-data'>array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-section-item'><input id='section-785f1480-94df-4e32-aca7-da9774120d9b' class='xr-section-summary-in' type='checkbox' checked><label for='section-785f1480-94df-4e32-aca7-da9774120d9b' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>LONGITUDE</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>119.9</div><input id='attrs-dcf35811-a499-4584-8228-45cc347b7c13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dcf35811-a499-4584-8228-45cc347b7c13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef75762c-a0ed-4957-94c0-db74576af800' class='xr-var-data-in' type='checkbox'><label for='data-ef75762c-a0ed-4957-94c0-db74576af800' 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>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>reference_datum :</span></dt><dd>WGS84 geographic coordinate system</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>valid_max :</span></dt><dd>[180.]</dd><dt><span>valid_min :</span></dt><dd>[-180.]</dd></dl></div><pre class='xr-var-data'>array(119.9061)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>LATITUDE</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-17.76</div><input id='attrs-1bb5f751-8ca0-49e1-8bd6-b7297f7984c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1bb5f751-8ca0-49e1-8bd6-b7297f7984c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c9e8d97-3991-42a6-a92a-5bf3297876ad' class='xr-var-data-in' type='checkbox'><label for='data-0c9e8d97-3991-42a6-a92a-5bf3297876ad' 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>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>reference_datum :</span></dt><dd>WGS84 geographic coordinate system</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>valid_max :</span></dt><dd>[90.]</dd><dt><span>valid_min :</span></dt><dd>[-90.]</dd></dl></div><pre class='xr-var-data'>array(-17.75801667)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>TIME</span></div><div class='xr-var-dims'>(TIME)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-07-28 ... 2020-02-17</div><input id='attrs-2a66d5cc-e35b-4c41-a802-54919dc4815b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2a66d5cc-e35b-4c41-a802-54919dc4815b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f59f91fa-1349-4685-ae43-a94f9d2c3d44' class='xr-var-data-in' type='checkbox'><label for='data-f59f91fa-1349-4685-ae43-a94f9d2c3d44' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([&#x27;2019-07-28T00:00:00.000000000&#x27;, &#x27;2019-07-28T00:01:00.000000000&#x27;,\n",
" &#x27;2019-07-28T00:02:00.000000000&#x27;, ..., &#x27;2020-02-16T23:58:00.000000000&#x27;,\n",
" &#x27;2020-02-16T23:59:00.000000000&#x27;, &#x27;2020-02-17T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>NOMINAL_DEPTH</span></div><div class='xr-var-dims'>(NOMINAL_DEPTH)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>13.2 21.2 27.2 ... 192.0 194.2</div><input id='attrs-13546dc2-91a8-422f-8e29-1f100b77e181' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13546dc2-91a8-422f-8e29-1f100b77e181' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2f4a9de-c3e9-4251-9ea5-a71676d41237' class='xr-var-data-in' type='checkbox'><label for='data-d2f4a9de-c3e9-4251-9ea5-a71676d41237' 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>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>nominal depth</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>reference_datum :</span></dt><dd>sea surface</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_max :</span></dt><dd>[12000.]</dd><dt><span>valid_min :</span></dt><dd>[-5.]</dd></dl></div><pre class='xr-var-data'>array([ 13.2 , 21.200001, 27.200001, 37.200001, 47.200001, 57.200001,\n",
" 67.199997, 97.199997, 117.199997, 132.199997, 147.199997, 157.699997,\n",
" 177.199997, 192. , 194.199997])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-72f84721-ad6c-4ccc-a174-dcb812441dcf' class='xr-section-summary-in' type='checkbox' checked><label for='section-72f84721-ad6c-4ccc-a174-dcb812441dcf' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>ancillary_variables :</span></dt><dd>TEMP_quality_control</dd><dt><span>long_name :</span></dt><dd>sea_water_temperature</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature</dd><dt><span>units :</span></dt><dd>degrees_Celsius</dd><dt><span>valid_max :</span></dt><dd>[40.]</dd><dt><span>valid_min :</span></dt><dd>[-2.5]</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'TEMP' (NOMINAL_DEPTH: 15, TIME: 293761)>\n",
"array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]])\n",
"Coordinates:\n",
" LONGITUDE float64 119.9\n",
" LATITUDE float64 -17.76\n",
" * TIME (TIME) datetime64[ns] 2019-07-28 ... 2020-02-17\n",
" * NOMINAL_DEPTH (NOMINAL_DEPTH) float64 13.2 21.2 27.2 ... 177.2 192.0 194.2\n",
"Attributes:\n",
" ancillary_variables: TEMP_quality_control\n",
" long_name: sea_water_temperature\n",
" standard_name: sea_water_temperature\n",
" units: degrees_Celsius\n",
" valid_max: [40.]\n",
" valid_min: [-2.5]"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# The depth dimensions are out of order so let's sort them...\n",
"alltemp_sort = alltemp.sortby(['NOMINAL_DEPTH'])\n",
"alltemp_sort"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 367 ms, sys: 42.9 ms, total: 410 ms\n",
"Wall time: 409 ms\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f82b801a710>"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"#plt.figure()\n",
"alltemp_sort.plot()\n"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 117 ms, sys: 4.14 ms, total: 121 ms\n",
"Wall time: 119 ms\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"plt.figure(figsize=(12,8))\n",
"alltemp_sort.sel(TIME=slice('2019-09-01','2019-09-03')).plot.contourf(levels=np.arange(12,33,1))\n",
"alltemp_sort.sel(TIME=slice('2019-09-01','2019-09-03')).plot.contour(levels=np.arange(12,33,1),\\\n",
" colors='k', linewidths=0.2)\n",
"plt.gca().invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 71.7 ms, sys: 2.9 ms, total: 74.6 ms\n",
"Wall time: 73.3 ms\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"plt.figure(figsize=(12,8))\n",
"alltemp_sort.sel(TIME=slice('2019-09-02 10:00:00','2019-09-03 00:00:00')).plot.contourf(levels=np.arange(12,33,1))\n",
"alltemp_sort.sel(TIME=slice('2019-09-02 10:00:00','2019-09-03 00:00:00')).plot.contour(levels=np.arange(12,33,1),\\\n",
" colors='k', linewidths=0.2)\n",
"plt.gca().invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 125 ms, sys: 4.12 ms, total: 129 ms\n",
"Wall time: 128 ms\n"
]
},
{
"data": {
"image/png": 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lliUZ6FcTmOeeyTIyfOWdqAIWNoFwW4aTx4PZ/pVkSYtO21IdwxA406r29KnS0ccwBLYNDY0aIyOzC7d7dgUTkMsllZREooKv/svYvPbPZiV33xs4kgVcPTo6HNasUasKsQrB+LiH60peeM5kw0aDgQGX0Vj8Kl/lwuLQQZs77gxjOzA8rPrkBz4VZWK8MMs9e8aZsdJ27JjD7p1mybZMRrJpc4imW5bkt+k6eFLSfucSxsY8Nm8JcfK4QySqhN8tD7bQ1xesfARcGoFwexmcO+vMqV0MUOSWsYVghtbvt39jEijdLiWEQjMF4WL6+oKZ/OWyYqXOuvUGidr6ee3veeAtW3BOte8ryaTH1KRHJhPYFl4qpik5f67QCezZZTI67JGIN3Ch02H1Wh3Pg5FhjxPHbZINcSwLjFBgN3MlCUcEA+E4kxMeGzeFqI8L3GWN+faczUg2bDToujCzT+7pUZrXUyeUEiOZ8KiuLn0+7e06ZlatGC3/WAt9Rj2nT9toq1RfI4QITKECLplAuJ1GYkoJq9nM3APRqZM2FRWCjo5AyzsbxUtVs43rxSGniplPZxYIC5dH8xKdys1NVFYXYkPPVadCKHOQVDKY0M0HMyv5r/9PggsXXMbGPCzz4scEKKSUHDlk5/tjgGhU0Nmp+tvNn25lslaZzkxMeNTWagghQEL3eZODr6WC/uEK0N9fEFgTCUl4bSNWa2GC++5Bi4cfStPcrJNKFerb82S+Dx8ecnltr0U2I3n8J1mGInUAvP1qUpXH4jTe0lzyuzs+14auFwaBdEoyNBgoNALmTyDcAk88VvDkf+wn6v//9qcJxse9vHH7dEwTMs0NJS9gQCmnfWeO2cYYMyv54pcq1HJWmX3mGpsqY6KkMw24fHY/M8VzD0+SzXhIKRnstZUwO+ViW6quk5Mep08FE7r5MDzsctfdEaQEy5QcPXp5BqCnTtgMDiyOAf7hH2WYnPQQWqF/jUQF994XLdlPCLAs+PRnovl9klMeqzdF2L83DUAq5QXOqZeAlJLJCTWpePH5LK6r6u6Gz7QQCheeR3OLTsd5l5Fhj3C49BxHDzsYOtTXa1RVazguHD1i09npUFGpYVuS0SFn3r4TzUs09u+z83a+Bw8EZmkBcxMIt0A6XXjBdtwU5iNfaeMjt4XpvuCSyUh+8A9pDh+aZWAK+sxZMUKlEQ+yGeUokCOTkbS0akxNyZLwUn29Lp4nOXN6diFq2XK97DJYgOJiKw8wc/IQq9JYsylC1xmTzlMmfRcs9u9J8eYrSZ59aAIpITHhogVJAOdFOi1pbNSwbcmqNQYjw5en8U5n5Jx26AsJz1O2+ppW6jw6VlVqT5trw8mGBk4fzrD1My1oAoaqltHcZmCaHu8etDl7xqG3p3x/ceqknX9fAs98GBuTvP2WhWVJui+4bNoUApR5QDHpxgbq6gSWBb1aXX57Munx06cybP9cK0uX6axdZ1BdLQiHBctX6GiaYKjP5o77qznwWpq3Xkle9Jq89kbW39/CxIR6PieOBRPsgLlZ9MJt8fJJMes3GExNeSSmJJOTHslZlmJr68QM+8+RkUDoAqiu1pT2RQBS2ckuX65z6oQaTP7x+2laWnTGx7ySSUJDg8a+t22OHLJnndkb+tw2uYudV1+Z/xq4Y0veeDlBa3sYsXEVZlaSzUqqbllD3W1rueOBajbcGMV1JI9/f4xYxaLvNuZFNgvty5WA9ukHo7S2Xd6sQNcF7iLoWvp6XVJJyeo1OhUVgmy2tA947YUEpw5l6DiZza8oAAz02KQSBW1vuqWdYb2GzvMuvT0unbOYkE2MS3p8wfdi8bgXA2OjHnV1Grt3mnztl2P0GvWYWY/xkUL9Ob7SorJSwzRlXqObmPIYH/P42tcr0TRBwrexlRIQ5DMbphIeg5VLqf3IGuoaSs2iDr2ZAmCo12ao185rjosRWhAxJ2BuFv0olc1KIpGZ0m2iPs6PH8qw5CPNfOkrFRw7UnixXVei+TVntzVw9nTBsUxKyQvPBsZ1AJWVguNHHRoaNPbszrJqtUEi3oBlQyqtPPUnquv5//4iiWkphxvHlgwMuCDgwc9GmZws34GJRd9y52bcb48DRbFApZScPaPC+RTbI44NOQgE6aUqrePG7RW4RRr3br0NNqykt1cJALYjy4b+CZhJsqGBmq3N/GSXETjFzJOJCY916w36Q3EqYoL0NPOjUEg5GPV22mSKBN9Ytc5Qn01lteoc9JAGUvUV2aycNflIsQAd9CtqRS0SFQwPeyTqlab8lSemGO6z6TiZpee8xQ//xwiTYw4VMVWprqNMy556MksyKUnG4zi2ZPuOEFZrAzffEmJszCMe19i3J0XXucIYKTTBuRNZ3n0jxciAQzql+q7xEYc3X0ly5mhRGD3/ccdiKjRhQMBsLPpX2bYgFFKarmTSywupFTGN2+4Io+sq5ueOm0L5YyYmJPW+I5QQgrbbm+nuVgO/ZUI4iJYEKAeQ8XGPTHMD2Sz5GbiUkE557N5pEokKbro5xOiIx55dFrt3mdTWaiTDMeq2N9FdxvTANCXh0IzNAT6TE15ekPr236X4sZ8go7/f4/FHM5w47pBKSSIRePPlJOMjDvW3r8kf30krkW2rS86paYI16wxi1TqpZGlA94CLk5i8QirXRTCeuy4s+6gKFTWg12L6clCuTec0fdFKrcT8RhMwNe5SUZQeOneM60LImEW6LRPFZbEzPqZScYcjGo4tWX+jsmk+diBDYtKlrsFguF8pfNauNdjzbCI/ebBtFbHizZeTDITj6LrAWNPEQL9LqjFONuWx4/bKwo9JieuoMJAD3TYty8JYpurD7v25Gk4fztLf5U+m/d+IRES+XQQElCMQbh2JaSoNV0+3y7btBanp5lsKVvLhIu3u8JDLVF0hfJIQAumP9am0JBZb3NV69IiNZUmqqos0IkLZ0eUYH5f8zM9FCYUF1dWCe+6NcGC/RSQqqN2qvHE1TZTVtiSTkuqaxV3Hc3H+vMPGTQZSShJTHhv8bGMjwx5V1Urr1dPtcnC/zcigzU9/OIE2D8fIZKSKugaddFoyOOix7+1Ae/tBsutVc9GlPg5HtBKzhOIVh5zGVUqwLUlltUY66XE23cjQhXTJeWxbohcl3cs55p06aXP0sB0It0UIAbfeHsZZqvrhyXGXmjqdnBWArkNtXMdzVVKXDRuNvJkCkJ+ATYw5jAwUfFVuviUMElqXhxirW8aRV0aKjpFEtq2m87RJTb3O1LgLQtAXWcrHPl1NYqJ0chiJKCfNgIDZWPQSguvAMz/Nqg7SVmFJcuTi7AFUVSn7IchpZ8tXnW1JQotYq/jWGxaH37V5/tksrW163kawrk5jw0Y1uuS0KctX6AghWLnaoPqGJj56Z4RoBMzM3FrBZMJjKFK3qJd5O847JWGSitF1ga4LkknJPfdGCflxP4WAqioNz4PuLpd+S2ljim3e5sKxJXVxA9OUHH7X5vQcDn+LlWI7wOke+pcjQEkpufvji29JKBwRJU5enact2tdEVGMWqs8WAjpOZqlvMkgnXYa6MiDh5Bvj+eNOHndKNLcvv6TUfpbFopswzIceraC8mRh1GKleim3K/LjXdt96AKyWBjZsMtANoUwTKExAhBAcerMwydBWNWJZkpCvKJoYMvE8qY71x4m1N0QZirUxPOBg+JOR4epl+XPk+vzp7SIgYDqLXrh1HGWWsOtVMz/47H5masZ+dmtDwTu/XGfobxsc8EpSzM7miLZQGR/3GB31WL5cL/FsTkYqGYyo71KqTiqnGa/f3oyuK29aXVfpd3VddZblBNjBAY9YlbaotS1Dg14+W1AxR4/YymRAwlNPZLnn3ghHDyvHPOmBpit7tYMHbDRN4NiSuz9bA4Brz91WXReq63X1/BZ9zzGTdw9aPPyjgkPSC8+Vpty9nMmYZUE4DCdP2CV9yujowu5f9GlZDW3ToyfUhpnxMAyR19q+szvFuWwjpimJVGikW5ZTWWvg+LagFy64QZudg2RShf974bnsjH51uM/BCKvwXcUrmAiBERIMRuqprtNVSl0div28MmmP5FRB66qUP4LEmMX6D9dzbOcoxw9k8rGzjc2rMMIa/RcskksKQu10wqFAuA2Ym0X/utu25K57IiUvSqKMPaEREvT1uvnOcjq5gevJxzMsadEY6FfhrJ56YnHklH/phSyOo+w4V6zUS+JTOtNjTEpl2tFFQTvQeVotudqOxHWV9+1ssSl37TQXfXzhilni/DqOpLvbpW2ZxqbNBn1GPf39KolAbgK2dp3B+g1qKdGxIRpV3cAbPxngtYf78FyJlXU5/dY4k8MmnisZ78/i2JLVG8MlGecCChw/6pSY3qxeY5TucBmzMdN3fL3p8610nC8IC3t2mQt+Ap1rZ++8pRQQnifZtztFwxIDJKTSHpYpOfvOBI4t8yGrquIhkv5qW0WFKHtOUKtKi51XXjR5+02bkRFvxnsdb1IrO7YlaV8TJjrN7M62JE0tBokE6FrB/ExK9Sx2PZ2gv1uZMDm26tsnhyySTcvYeEc9+soWsunSNpxKeEQri6MolF6TbrAoIocEvHcW/VvtOMog/tOfiSrBldmzNJ066TDQ75bV3EpJ/vi19zSTTkvSaUkstnAlgMSUl3cSGx/zePLxLBs2hViyRC8ZTH787VGqajQs08MyPSpigs1bSm03ju5Ty1dVVRqO75BgW3JGp+Y4kgc+VRrIfbHScW6mWYCmCT77s1Ema5WXPsDXvh6j87yKmlBZKWi7fQlbP9tKJiXRdYj4z6qxPUq8LUrPiST9Z1JEYjqD59O8/eQgR3aO4nnQYTdjV8YWtdZ8Nvbvs0pMRTZtDjE55nDuRJbhfgfbf1zvJXOWaSoPdiFESd03NWmXHT/3WiN3f0N9NruensoL77YNUxMuz/3tBVZuiPD2uWpMU2V+i0QF0cpS28/x6qVMjqr++tbbwjNSfOf+fujDoUXhqDcX8QYtHz6wXPM00y7DAzZT8TbM5SvIJB2kr6LNpDyq63SyWWVi4BUJnVKqKDj7d6vwXrYl6WIJru2hhzR65RLCFTpNd63N77//mSFu+0QVw12ZvO10TuDOXZuuEYSCDJiTRS/cdne7rF5rsGlziMGB3JSz/L7xBo2fPpmdVaN4odNl7XqDqlqdTEYyMqxmwcePXV5momuNl15Q2uh971icOunQ0+2wao1Bb4/LRHU927aHECtVasx77o1w88eqaF0epuOkScdJE21VI6nGhpJzCiFYtUqnpUXDdaRKAGHJfAcKcKHT4blnslRWqp4uGmVRe+2HwoJDB5VGpLvLyWtoc+YfOSbrGlTc2s1N3PCZ1vx2y/TQdEG3aOHwKyPohkbFLevzGhe5bjXhbetoW1dJrFppIfvPpqmIaTQ1afmIIQEqacZ9D0QZG/M4/K6NmVXhAl9+fIrUlIfnyvyg/9A/Zxgf9xgf9zBNSV+vy8M/Ss+ZeGN83GO8qn7G9ljlws3UNzHi0Noe4umnVJasmlqNyTFX2Wi2tZAYtXBc5SgZrdAwImrpXPNta5WTpDJtmssPYqq+AYRaTVqsWtyaGo2pKTVeFWtuLVP1r6ffHGd0wKGiysCxPPb+qA/XhZOHMjz1TxMYfng2XQPHlbNO4PY8m8AIaTMSQiAhm3Swsx6O7TEebyebcOk6kqD7eAKgJN6t0EQwwQ6Yk8X5JheRzUgmauLENjWx/v6WOffdssVg1WqDum3NZcsnJz0+9PMqJ/a5Mw7DQx5bHmyd9/JJR4dzzdsRPfZohpERD8eRNDTqHHrXZnTEIxwWtLZqRKIavUZ9vvNKNzbkp9tCUGKuUIyUkqGKOOmaWjxX0tthk017GCGR79SOHXXY9KlWWNHIyUMZ9NVNdHYs3rWpD98aZuerJhPjHi+9YPLyCyatreVf6dbblmCESut+xboIm7ZH0UPguZKmFRXAzExEretixJcqbfnhl0cwQvDN366ibWmQqizH2LjH1htDxBs0hoZcDr1rEwrBwddT6Ab0d9loutLAhkKCY0dsfu93Jnn7TYtXXzaZmpQ88vDsCQSyWTWZkVLmnda6u5wFl9jB9CMjDPbadJ9XE7fKSsHUlCQaFZ9KWFAAACAASURBVLSvDrPpDjV500Ma0pO8ttdiybKQstfPeISjhXYpUN3Pjs+35oU201SmZS+9kOX0KaV4EAJ+9MMM7csXaZsW8JFbw8Rihcg/APt8jevhV0ZoXaG034MdaaZGLLIZl64zJrYt6UaFbtMN5aRtmRLDUD4U2bRkfMRlsNdmoNsiMWYx1FkazeLEa2O8/eQgqQmbytrCTCSTdPBcSdd5i5MHM0HMtoB5s2CF24sFeM5pX5cuK+3McjPOnOdnMVU3NLP2E+UF4Kqq0kw6Gz/ZQlfXzFHnuWdmt8HtvuAyeg2n13zrDYtYTLBmjZF3mpMSTpxw2LDBYPvnWssfeKnGmUKQTnkkpzyqqgSppGR4yC0ZeDpP5YJfvpc7WRiMVtajaYK/+vMkXV0u4+MetbXzf6XblocQG1fh2nDhcIKJ2qVAYSkxR69cQrTKwLY8HFuihwSd3kwt4mKjOD10YspjvLqe2lqNVfe0MDrqcTZZxWd/oV450Ey6nD+rkr3EGzRSKcmv/lolA/0uW28MceddYZwizdShgxYd5wvnHx31OHfcZKDHprZOo7/f5fw5Nx+Xe6Hw6CNKwH9nVzKf9erf/rsqRoY9pARt06p828x52dfVC5rvXodmCEJhQag4ko0Q3H5HGDNbMHF67pksN2wNMdDvsf3nVJ8lJdz98Qi6PjPKxWJACFi6VGf5Ch3T9Ej5TmAj/Q6uB1vuakBf1cYbPxnAsTwq60JUVumYWZV4JzdxNgyB7UDfBRvXhcpqjaoajXBEMDJgY9uSXf/Uw8RgaZDaqvoQK7ZWkxizqYqH8n1QJKb6/OWfWs9Qn0OHr8y40OkENv8Bc7JghdvHHpk7jeIzP80yPKRelL4LhXidzz08SV2DwctPTDEx6jA2XN6wxzI9+i5Yea2i195A480Fja5uiJKOs8NP/WiZkrExr+wSZDR6bS8xVsQErW06kagocZzxXOjR62do/PLLSFJy7kQm/38xzz40MfOHpES6EqSkqlojkZB8/7tp9KJ5iOPMvvS1WNB1QU2tIBKFz/5sFNOUDIXrLn7gNBzLwygSCDS99PkCJOraSE6q5fUZS4qLjAP7VX/xzttWvg8xTYhWFOrtH7+fxrElVbU6rqfCrYm2Wo4dtWmIa/T1udTe2ITtQOWWJkIhgWPDIw8pjZamCxKJQvs2dJCeJDHu4i1rZHDApT6usfSOJR/szb/PuI7E8lPqtixTGrzhWJzBAbfIkdEXpMIapllw3PNcSc3WpfTLxpJz7uuqoOusxf596rmdP+ewpEWjtk7ZML+9M8nEuIuUcP6sw9TU4uxX6nc0E49rjIxIjryTwTI9ejstWtsN4q2lfg6RmM6A3sSazVEcW3Js9xigYuCmkh7PPTzB7fdV0dQaYvXGCJU1GqGQoLJKZ+WNtdzx5TZ6Dhbi3Ob7FAnhCh3bN4dovv8Gzu2fZPhChmWfXI/rqnfk3FlnUSpxTenS6SSu+GchsmCF24tp9EZHPL7z9ymklBx8vbBEsmZzlCUfX0e82aC/26b/gsWup6foOV8asP7oOxl0Q3D6sNLECiHm9OB/Y6+F50kamzX27jY5fWqm0ByNXnvhTaYLkLo+M6f3579YUfbYYsF1crT82ulrz/sv1syACngSBsN1HDtqk0xKwusKg1ZzW4iBbnvRz97jcY0VKw0yGaWZynky57yT54Njeay8sTr/vWlFBcNdpZPDcJWhsgbNco7zZZzbFionTzgkkx6jIx4vvlCURlQIQn6AhGxGIoCqGg3PkazZHKGiQnBgvw1CZVgqniTovslCuQHbtiVNzaVd9UKMFpLNSDZsDJFMSibHXGobDBDKFCORkKxcpTPSk6G2WYUQNEKCWKWyvXQdj2iVgZVxVdpdH90Q2Kakt9PK292OjnpM1sXZ9Cm1CldZrTE06BGLCU4ORRhb4OHVypFrd5GIYHjYpbpW451dKb7wjTi9RhuhqFayrxHWsH0HYduUpKfU+y805Zvy6a/U0R9pxTK9fJ/kSfj4z9awZFWMQaOF4dOTReeU1DZH6DmVJBLTMdOF8WLFjTVkk+q7ENDV5VJZKRCL3QswYE4WpHA7n/Ss23aE0DTB2Kgyot/9zBTd5818HL8tN1dw5kiWthVhmpeG6D5fuowSq9aYamov0SbOhdCgs8Nl82bVeSOUd/V3v5Mq2unaMynavVNpp3JC7spVOhs2hjCzKlnF8uU6vUb5JWrpKacwPSTIpCTd5y2yGcm4rw0fG3a4/4u1mFkvf9+9nRbd5y2iFWriYJsej/8kQ2VVQRhwXUldXGWxudbq64NAOXyp/zd/Wq0OWJaaHOm+M82BvWrCNjrkXFTDbZse4a2F9LsDeguxmtIwVrksfMIXqqSUnDnt5G0k33zDym9fDHR3qYyGUFiVAWXbCdDSqmGEwFy+gvCNq0lG4whNUyHZgKrKUuE0FBJMTnpUVpV2yVJKshllb3r+5LR8o3La3+uc8+cdam9sovmWRrJpj/G6pRi+Def6+1sYkNWkxm3Ga5T5jNAEk1qMaFSQGLWpbghhZjz0cKFTdttaGOpT9vsVUUE67fGpB6O+45RgYtTBc8F2oLlZIxQWFzVpW4jk+pN+o45USoXr8lzJeHwZZsYlHNXy/Y4QUNOkJhixSo3qOh1NFziOSu4yGa3BXL6cNx8bpLktREt7iM07Kui/YNPaXhiYRdEETQjBRO1SwlGNkfASMlOFd0rfXOibpIQ1aw2c2iqVgCMgYBauunArhGgXQrwqhDghhDgmhPimv/1bQoheIcS7/ufT8z1nYsqbkZ51atIrGXhDIcHH7g7D0no8T9LbaZOc9LBXrgCgx2hj05c3MVK7DGPzKtZuiTLUp5wPxoYd6hunxbCcA11XgsfQkMuon9jAzEq6u1yal5TmQb/WZIP6eo3+fo/ElKSmRjAQjtNn1LNsuY6+qpHW22ZfFtUNwalDGdpXK0eE9tVhKnasZrjfZnTI4cVHJ9l8UwV/+tv9mFnJW68kSac8tt0Ww6yNs/FLG+nptEmnVZrHHGeOZmldUYi3ulgEqhyZTGmIOSGgulrkw6+dPJShpk7DzHo8/PejvPlKElDmN/v2pDjxbgbXkWi6oO9MCjvrYURLZ2lVH9kw43cN355xoNtm3+4U+96xmJqWJe3ROZyiFgpCqDBEml9lZ08X7P9yKzm/8z9Wcfb4zNE311S3blODfLOvkTUMpY2trRUl+z38owyZjLJrvOGWGEITDPXZVFYKUmmP/m4LuUCkW8dR2tjuczZbPxRDD2kYYRUSEGCyKAXrhaMJwhXKljO0rJa9D/UxXtWGPU1zm5sQT465xCo1Hv5RhupqjWcfUlrDgR6brnMWtRvqGIwq0yrblrz4fJZ97ywe6SnX3iqrNNIpydSEy9obomiawEq7DGrN2JaX1+DW3rFRrVYaglvvrQKgam094+MejpOrd0myZTkXRBvumpWkEi494bYZq6pCE/nVwMZ7txCuMhg4n6a2uZCRL9fHW5Zk85YQ0ZhG9hpb5Qy4trjqwi3gAL8jpdwE3Ar8WyHEZr/sL6WU2/3PM/M9oWWruIfFHDli5zUtoAaoJR9eQibpsf4LG/nc1+tpblMC63RPToCJhnZeekx1iH2dFlNN7fO+wfq4hmVJMunCy9jZ4TA56bFipVGyzD8yfO25Pvf2uPzzD9JkmgohptKNDXktYcm+HRbjww6OLamIaXgSLog2pFQa3Bwj/TaDPTbDVUvZfFOU5jaD4QEb24YeoZYLhRBomqC9XafGn6ycO5Hl1SenGKhYCkIQCsFbb5YOQlOTHrtenablWkCkU5KO805+srVuvcGmzQaxmKC3wyIxoZZ0n/j+OF/7rUZ6OyxcR5KYcDm+P82BvSlOH83S1Gpwbv8Eo73ZednRrr+xglBYxSt+/YUkugbJlOTJxwsCrbWwot6VkEx6HDxgYRXFXxaikCXs+385zJmjSrj1PMm6G4rtFGXJzNVrVyY2yz+mJofHJ6toX65TXa3lzwsqUH06LTk+WslU8zJYv5KJEQdzSZyWFp3Th7Okr2E7/feC50H9HSruaXEylwtnTKZG1Lu+/sN1OCtXIoF0UmkWQ1Edz/Ntxh2PzEShDzj8VhrZUstNN6lJcS7EoCbg1o9XIjSNfbtSrFgbJmQI1q4ziEQu/k4sFHLtTTcEmzYbDPc7TMZVhjAz4xGuNNQkOFwqMsSqNVKJwpjVsL4mnzZ3uhS7YVsFrl04hxHWsLMumYSDYxUmyUKoJA/jNW0zrjOVlFRXC6Ix7Zoz4Qu4trjqwq2Usl9KecD/PwGcAJZezjktU2KZsiSgek2NxvjYzJdBaGq5u1tvY6xeCayn3izj5ASMDTmcOpQhHC31xr0Y6cY4O24KYduFQ2xHaY9jMUG6SOjdvVN13kOD146QOzXlcfcvLc3nFZ+Lg2+keO3FBIlJl7pGHceSTAyaKgaiXpx3HNIpD80QVFbrNLUaaJpg4IJV0tEhJf/+P1YjNHXszqemeOCLtfmy8LomYtMy5pw759B1YeHagKZSkolwFft2pzi2P0399mbOW7XUxzVGBm1qPryG6LZV7Pj6FnrDS1m/tYLdzyZIJ1Ww9Zo6nddfSPDoT5W94vE9o/P63T67DsP3YJ8YdbhxW4hUUubbr1MmwshCYmjQ4603LEaGVSi8Bz+jhFfPhXTa49Cb6fx4nphwqS4TM1XX4Z23zaLv6oC3X0mSych8itjixYiREQ9Nh1CRYBGOaHjtjdTU6TO059cr+a606ObDYZF3Lqqt0wlXKHV5dumK/IQsm5ZEqworaWMXEuz66yOceK7bPzHcfl8VQgg8KX0zK3j9xQRDfU6+3z97PEs4Iqjc0pSffCxGRFs9t32iKq8Bf+ORfnTfxlbTRD6OsJSSyfgy1m2NohU39dnGxPUrcaxCZIX4qmpGz01y4chUiY1t7hTlJtwbNhpM1MSJVmhzxoUOCLjqwm0xQoiVwA7gLX/TrwshDgshviuEKGvYKYT4VSHEPiHEvpw9m2VJ+vpcenoKL4yUgCh48Of7z2lL2kqLKvHcmS9ORaXG/r2pGdvncV+k6uNlM6pEIuRth1Ipj1tvD9Pb4/Li89eI5lHAz32uYkaM1Fl3F2qyMDXuUlWj4ziS8wcnqW80OHUoy1hfLoSXsunSNEHEtydsbQ/RuiLsD2aFHK+DkTifejDKsX0Ztn4ohrtmJaCyFQ30zFw61HXBth3hK3DzHzwdHU5JiKlyZLOScERj7eYIHX5ItFefSmDbktdfSKLppc5KFTtWs3F7lNhNqwmFBSvXR7j9/up80w9F5mc4bptePszSN/59M7E19by2x6SxUS1lTox7C8b+sxymKYlVCjLpXNpiQTgsQMDkhEd9o5GPEWpbkkjRJDhnkxgKiUKyGJ/BXpvO0yanThQ996J6fG2PSjfddybFSHempMsKR8TCsz30267nSnYfipFNF9Tkke3rSncF3t6Z9BM2KAaOjbPhvmW0bS2sND3w8yqKiG3Bwf0WUsKpQ1kmRgt1fsudlSWC2WKxdrrQ6czwHRmuXpb/f/sDTQghcCyPcEyjvqVgLqCHNDqdJdS3Rkkl/fe/SIHRfaLUE9+xlOZWaXB1jj55AW15K960ifHSz24te62JqlpCYeHHP7+Mmw5Y8Fwzwq0Qogp4FPhNKeUU8LfAGmA70A/8ebnjpJTfllLeIqW8JR5Xt2PbcOO2gqa08BuwZ7eV/18dX7rPsV2jSAndxxN0Hp7CNgtvkArXI99Tr2eEyKeGlBIaGzU++eloPkLC3t0mmzaF2LjJ4Dt/l8J25IyoBB8Ufb1uPsQRqDBf8yWnmd3zbIJYlcoY1LA0itCgpl4nNWEXUl/6x4SjGoN2LZXVyqHDNpWmynUKQsBYVZxXnpjKL1e++dgA226tZGp8Zi5039zruiQxJS/q0GJZyv4VURBipZQcvhBm5YZI2WOSS5bnhd7o9tUYm1dhpV2QsOmO+T1fO+sR8m1z00uXo+uwdp2RTzX9w3/KlI1S8pOLhOW7XnAcFcczHFHvbHW1oKlJwzAgnYaaOj0/eXZdOG81MTVicerNcRKjNudPmvzyN2I0NinnnB9/Z5SRAZu+TgtNF2zZapR0LamUR2urxh13RkAI7KxLaqIQIeTg6yk0oxB+7GKTousGvxKUuYy6T78AgDOv9DJ4clxtEgIzUxxlQhJfUYW9Zn3JKTtpBSlxXIlpweabKog3G6y/saLkN4tZLJFYXn7RVJO0HEV1YWXc/IqBmXKJbFvLSEXBXMDzJCPdWRrboyT92Ljk+yToPJQoGcdywm12yiJaG+aWf7WeqsYo1bdvLLmm6cl+pkYsxvqy/nklhgFnzzglq7MBAcVcE8KtECKEEmx/IKX8CYCUclBK6UopPeA7wIfnez7Pg9oby2cR6++bOd3rPp7AdTysjIsR0lj+uW1MDis7xZ6TBU2tHhK4Du+p1zNCAqsoOPiae1sYr47Tp9UxMe7RvERjpDJOdY3G9ptCSAlTk2r/gweurGrm7Jm5B8GRYY+nf5qls+PSA2ULP3TP2JBDv7EkrwF3bJW9BpkTPtX2p/+mk2iFkkZdT9lK21mlIUyMls5OGlsLS49W1qVDtqiYuOVkwQU+MBULteofFSN0xx2xOY8rdr6z/CgV7Vuq5ziigG1Os7kTgsZGjcYmjTt/oZVIpPTVyJkpFCc3uZ6ZmvQIGVBbJ+jucjHWNmGEoKJCkM1IQhGRT7HrOpKRrgx7H+ojFNEIRTQqqzWGI3VkY1XsfibBzqcSdJ216L1goQnBhFZ4dqOjLg03NdN+5xLqtjXx9s5kvqwmrjM65NDfpQTdnHD7zlvXtwpXSnj1yan89/SkCuh//oSJmfXybb6iPoJ0Jf1HxvCkijxz48cbOPrUhZIVt5yjkoraohydHFu1x8YWQ6WM3bBSvRN+GIB0snR86O5aIBOGOchmJVHfPDyddEte4reeGMj3GY6vbS3m9R/38/ZTg4xXtmIVveeeJ/OmCq893MeJ11QcXNvy6PMaSY+bDEdamaxfPq9rXPfhOk69Mc7IgM3+vWkiFRrJhGR8gSUxCbhyXHXhVqge638BJ6SUf1G0vTjd1eeAo5f3O+rvdEEolXQ5f3CK1x7up+dEkuaVaibfuCya1xy88r1uek8lMQxRGLBTl9bp5bLpTKeiSuPgARuxUtl4TdTE2fhAC5+4L8LLL5lIKfPZwK4EE+MeJ09cxOtHqAH7YsHMh/tnnicXuqeuQccIF7RKm3ZEmYgVTTiEQBOCs/sm8jbMyh5LdYyDHRlGuks1fjd8SA3+UkqaV8boP5MiNy7l2PeOdV0vJ07P7V4OWbL0lzPfUCY3vdrcKaSLsbIu0pMMauUngmV+mRvujtNSFM5ndNRj9WqDmnqdG7eHqKoS+fb12p7SVZLrnad/mmXH51u5/SutJBKqYWfSKnJFR4da2nVdSccpE8tUpk033KUcL+tbI1RW68ouF2U6IwT5SACf/JKyI39tT5b9+ywG+l0Guuy8mc/kqMPksKrPRPNyhvttGlsMhvuK3sHrvJ6FIO+cdGLvWH77TXdWMjasgvYPnhyncU0NCMFkX4rj+zLccHMF4zVLVeKXIirqI6QmVP10H0vQedrEcZQ/Rq/RmhfaDj4/zDu7kug6HHwtVVhh8worfQsZ05R0+87WLz8+RTbjMd6fxXU8poYL/enmj8ZLjotUqhBgVsYlFDOQnkRoAtvyOLd/EiOiol2kJhwGzqVJjFm889QQ4coQruliRHxlxbQOIjkyM4vngN7Cpo/GSSdczhzJglDKksUYti1gflx14Ra4A/hF4OPTwn79mRDiiBDiMHAP8FtX8kf37FK2ilNjLstvqKZhWRTNECQalXOBtXwlzfdtgfWr+ehX2khPOriuzJslHHx+mAPPDWGZ85s5FueAb2kpssXTVDpbrWgZJhQWWK2NrN9gMDYm84HhrwTd3S7RqChJ7VmOW77YNt3BewZvvZKcse38SRPbktz6iWoOvzKKY6sOr59GzrytPPMzaY/9e1IsXR1iy51xP6SSwMx66IZGx7tTVNaFcB3JYE9h8I5WqHqbGrZYsrIC25xpktDZ4Syq9Jm5AVp6yrEpZ3vYdVTZuiXHZx+cV95Yw7Kf2Uq4ar4NTNBrNzDk1Oa3jI2qtLOg0ne2LdVVogKgz18lud4mG8eOlk7aBgdc9u+z2HpjSJl1xDS++GU10UqlVAzajZtCVNboODaMDNj0d1lITz0fz5XE795Mv1fPuROq3wmFC8KtEEItw0owKyvpOO9QH9eVDaPPHQ9UEwpr2JZHctxCE1AX19mwreK6q9/ZyGY8BntsXA9GejL5FK1NH1vLn/12P7VxDelKBg2l9zCiOkN9DrVxpU3UQoKbH2zOC0vjNe0kx2zc1mamhi1s08O2YcwMk5pUzzgxZlFZFyLeZJBOedQ1GJjZgu/GYoiYYJqw92hhwjo2aDPWb3J05ygbbq+H9asB8mNjjmzbCpXZUPr9jlCa8v4um8khk+p4mNqmCPWtETRdMHAuTbhCK7GPLsfZV3vz/ztFZoETtUuRqBWk119IoOuirB9LQABcA8KtlHKvlFJIKW8sDvslpfxFKeVWf/vPSCn753/O8tvyK7hSkkpJxkeUICQ2rGbF1hraN1WVPV8fSzC2riE5qWwULUvStq6S+o9tmpG5bC62bVcdyIq7SrVrjbeU15ydOG7z/LPZfI71y6W7y8FxJEtvb2b/XDEc/XpyPVkU1mUmxfEJcyxdGVbaKCnJJl0Sky7VcXXfG26rpyoeYqjPprfDYsSqYsNt9fzlH4xhpl12PZ0gHIZV22uY0qqJbF+XT56ROyfA83/fxURdIaCGLJpfNDRojAx7VFUJ3nzjGnHKuwTkRSYUr+01889H1yksg7vKPEM3BL2nknQdS2BlXQ6/MsrxPQUtWLEtcn1LBCOiX0I6XYmddug8PMX4QJapcYebPxzOR9Gw2xqV7Z4k75FezOiox0B/YbAaHnKZmvRIpby8JvRqMzLi0nXBZfdOk33vWPT3u3zn71RM3y1bVDvWNMFEjdJi3X1PBNeFWKXg/s/XcvpwhqP7Mjz1gwmO7R2jsb2CZX6/ohvKZl9KFSRfStWurayHpinzAqEJams1KmKFoNeuK5kYdQhvW4u+eQ2jPQXN1q4D0QUTpWJ0zOPzvxwnm/bITDnohmpXmi6493M1TFUXxdSW0o+zCpPjLn2HR/FsyfmJOsKVhU5LIglHdCzTI1atKQWDkBx5dZQtN1UwfCHDxICJmZWcPZalbXkon5gkmy3vWHw9MZ+oMdmMRPMzT2q6Cr1mhAShiI6xZe2cxy5ZWchOKaXk9KEMY8MOjfduIfah9bi2x5aPxTHCgsHzadZ+dcfMkxSbSqVsQjE/JOfpCXrfHZmxu2VKJvVaNI3AqSxgVq66cPt+MNtYLQTEYn4GGqHiJuZ2HalopdudfXlWCMHZ40pYGuq1aV6pAqpPj/XqeSoAdjmiG5ou6T7uujvC2TMOVVWCZ36axczKS9JKvv2mxZOPZUinleDQ2eHS3+cRjmisXmuUTX4gfRs2UCYMdfUzm0juuEhUYBXFGnRsSUt7KL+sJzToOGkyVtXmfxeEtq4FBKbpUVUfoqo+RGVdKG+fNRpuUpqCnH1dpSp44VEVY9i1PT9TTiGawvIVOrteNTl4wKJ5ic76jQZyeSMV0YWndTl/1iHkB4LQdDW58DyZF3I1XXDitXGilTqZhEP3sUTehGasL1sS9WL+Qm2BnACdSbh0nbXwlpWGTFrWrhNv0PJpaZ99OsuKlToD/S6nT9kMDam26HmSl140OX7cpuuCy/GjV08Fs+8di+eeyZJOe/R2u9TVC1pubUbX4adPZNm0JcTd90RY0jLzXRiOxRkd9cjW1tDfY6lUua0GmaTHzZ9sYjjaSq9UQpmua7iOZHzYZXTIwQgLLNOj87SJbqh3yTAE8QaNZGVN/h1Qq0XKM73kmfke7K579ZxPryS2BYOxNqpuWYOV9WBtIdzXbfeqUF65Oul9d5TMpIXh97+j56dwbRc745TYhQoEekjVk0AtwUciqh6d1SvVhMNSaWRPHc4wElLZ0QDGxz1On3I4/K593U4g9s7DrMJ2VLszM9L3f1B1WlV/kTSf0xBCIHThn0PRtr6S4Wgrtc0RZUKmzd3nTA1kqGlRqyKe7THakSAxWIg7L4QgnfIIVxQypgUElGNBCrdQSFHqeTIfZD0XpeD0KYeKqCA56SEvwVBNSpWVaGTAYTCU076WGtF/789H6DxlcvLQ5XuIJxsa+PJXK7jlQ2HiDYJ3D9q8vtfi+Wdn2iRN56knMuzaaZLJSh57RO1fW6sxMaHqYsNGI2/L29/v5rWcAwNe3mxCaIJkfXzGuV94RAma4Yjg3LFCOJ100qMurpNJeRghgaZBbYOBHtLwXJmfCAgktikJRzVGY60s3ViFEdFYvSlSyGHuC9C1cSOv7UIIXn90gGhlqTp5tCrOTTeHqNnaTHRDU17gamzSr8mkGHMyxxi6e6fJpi0hwuuawNdaaUJw4kAmL9xohmDdh2ppaK/g6f/eqZZpfaZGLOwls2eUm9fleZJQVOfl73aTLKNtHauKs21HiNERD8OAmhpB0y3NDA15VFZq+cHonbdsvvilCppuWUJ4XRMNjRqp1NXR3p4+5VBXLzi4X9m4Nn9oCboumJyU3P3xCDf+TAvGmiaSDQ1lj6+r1wiHBc+/BEjYcXslmbRHqKK0e9V8u/vxEYeOUyaf+Rd12Lbk3/yXJQz2WGQzHkZYULetuWTptjg2aI6c3bUe0ohEBFOT0s9wWNqA+nqvn/bvOORjq0pJSR2M1bfTdTyR7xeSI1lWfqQZIyQIRwWZSYulOxpxTJc+p/Ccxvqy9JxI8uZjA0gEZ07ZfOLzNQAMnE9hZT3a4tGhgwAAIABJREFUPrMVMyNJiRiRSp2k74GfmJI0L9E5esQu64h8PWCEuKhCREoVT3hizKGyWr9kM5fWdZWAchZTqxCF55ZobEcIwZqbaksE0em/MXhinKmBNHbGIVIV8pUYsP7epXS+MURqrDDm3XxnZX4MWCgmOQFXngUp3EoJzz08ifTglZdMjhy20XWVYaiuXuPEcQerOsbUhIsm5v92VC+vZfWmCO1rCjFUhRA89/AE509k6e20+PL/Eadix2oEyuHq7LGLC6JzYaxpYqQyzrr1IdauN1j20SW0tuk894w6b7mOyzQlLz5v8vnfaUcTcPCgxdt+Fq+77lahogbC8bzWdXhQ5V0fGXYZHvRIxNXg0P7RJTM00xfOmHknmEhUY3zUZajP4YVHJnjuxxNkl7ZTXaf7+ca1vJOH68r8rF2iFDCdh6fQDI3qeAgjrDGh183QJoYjAjPjMTboUFmtYaZdapuLYtj6vdtQxUwhPNMcp7fHvaYSYsyFW7QEun/fTI2L60rG/VjOSBVHNezHCLYtpSkf7c5gWx4TAyataysxtqzl1JsT+cleRZXOSE/mPaYsFkjfC9rKurOarKQbG/jSVyqor9eortHyzlO59NLDQy66Dl0UQpDZrfGSDIIfJLW1KgrKrp2mMgfwSSU9UvH6ksG6HLffHgYhGO3N0thqkG5bjvQgPC1+sKYJHEvStiJE24oQKx5UKY679TbOnTA5fyKb10QW4/iatWJyr4kREiSilfT0uKxebdDZqepwYlwlmnj5xcvrf64Wmvb/s/dmQXJcWZbYeb7FvmZGRmZk5J7YQYAA1+JSxWLX2lVd1T2jGclG09NmMuvRx8jmQ/qRzCSZpC996GPM5m9kMtOY1N0z3dO1V1exSBZZJIsgwQ0LASSAzESukZGx7+H708eL8HCP8MgFYAEghGMGQ2aGh6/P77vv3nPPZc6tfZw2yxqUBuPKJo9HUfBP4skX/BhJiNAVA56gCF02wNna746kmQyhL8jUEQpFExffYpHA2xcraJQ0EI7gya/4EB6VmNqLSbG1quLVb3jw53/hBy8AlcqX04uKRDhUK/svGj0+Dv/w1xUkUgJU2YTSMuDx769/zQkEs2eY2kogxArMFk4OyhHuiuOWI1rfbaGRt41LQqA2dbRKLMASHPOhnmsDFCgG0jjx3SnUd9gzoxQYS7H54omz4uPI7WMMxSPp3AKMvxY4lcDc18chikBqkse58xJ8xxM4dlyAplCsXJddye27N8qu+xQkDt6TU2jFe5xZmp7Ai98OQVUplj9XkPEyLqgoERSy+heWzqqE4xbPL3AygTNnRbz7OwXvvK3gow9VXP6s5wwt39bxf/wbVvQzOcXjf/yfw1hZ0TE3z0NO9qIa9hRR8PQYdnfNfbsdXf2olyKSvMTiwhKuk9YK8jjzrA+F8CR4gViByJWPq1Y3JgKmpqApJggHBGIiYklWdLB2peY4nsdLUKsYKBUM1BNplDIyFp6O4CAghGBjw8Dy8pej6uDSZxqWljQoMsX62qCjFwpxqNc7d5QQZIQk/EEO1ASyWypbCLQMpI8FcfS5KGb/yVkAQDQpoZbvKhcQ3PqgAl1ztkM+KLqpRV019+SCN0ZGkJ7iHU1TupPbzo6J6JNOio7k4XDtcx2Fwv13cKMxDuWyif/mXwfBzfVoFu0WtYoY3dAtJt3iY6xwksCSQ/pH/1XMikJ2wfGsQ5bSNhEMM8fB5+/ySoFm3UQwbPsOpVi63HZ9VpKXaUhzIgEvcFhd0XHylIBKmbUIvnpFw+VLGr77fS8+v/rl64nMCcTSZe46uIGoaFXSB8d8IBxBRYjhrXdZM5iMNgJdNcHxvXtoTqYAEJx8OY6xSRHP/+kYAAqlZWDndgtyg9mGXT6Bc99iY3JzVUV2S8VnGT+2hRgM/csXIewu6CcmeGQyw206pRTBIIHXx2FsUkQ4ykNRKNO0Dbg7t2pbx+W/XwUACCKj2gCAmhzH6JlxbJt7d3er59oQnz1tPwmIPh7K7CLU+SPYFcbRyLUhdDS1t210QaVtwh/gIIgEVSn0pXsuj3H/8Eg6t/2rufHnkigF48gILFIUOTOGxVNezBzxQE8NSiftXHN3bnmRQ+aWs0MZxxNkfZMwOnzTLkaSAvI7GvYJ+tw12mMjSL2QxOwr44ifH4OqMoOmKBSGAWx2Groln02iGIzj+z/wDkQ3PRKL8naZGd5jCUx8ZXjaupjTGfevUxjj9XOMn0YIZhYlxEZZcZJ0Zh7UpJB8vNXDvVbUQDq2kuMJTj3t7zgEBB4fD7FTRdsfLSiIo/irf1tEOMqDcASGTmHMzQHoaurufZ/qdYpgkMMnH6sPrWZll2YiigTf/Z4XOzuGK79T8hC88qqHOTsC4PHzkFsmOAFIToqWI5YVxpH3TlhR8Ke+O4a3/99t7Cy3cO2dIlo1HetXavBHnKHX2k5r4Jj9oCZz4gSJ27fQ0evrtZbulzhz4/t+7/teZLbuPzUhFOQgCAR5v/P9mJ4RIOxBO7x0oYX3XmOqFKpighc5zB5nUavYs7PY1p00hi5XXFGAyW+xJgPTf8yitxWEEYnzCEb47sYAgOVrMtpNihzn3Jc8OYXpIx6IIgddoWg0KHK+OHiOgOcIUi8kET07hmpkxOJjf5nACxwIz4EXidW9SvRw0NrsYoxjx6xtG2UNhOfYoks2wIk2G9Lp6DJ9KogsRuH1cxbNyRfioWvO8UYpxYvfCiHy/GJvwH4Jo4Ovv8aK5EBYwdgwyo+uA3/2j30IhDh4fBxygRSadcZBzhL3GpHSnTpySxXoqmHxmXsYbpCnT7HCSgIy+P7bfud4DoXlKpoTcwP7aDdN+IIceJH70vKgH+P+4JF0boFB7tmNS22HbJc/yIPjBifZ7uTtBlEiqObcCfrCqTnwJ2et37O+SdSrJhSZYmfjD6+VePSYgNdfU1zT2QCQ8w6m7SdSPDY3Dj7zffpeE+NTIibnJGyuKOA5lirPbWswDOD8SwEsXSjD0E3oKuPUnn62I0xPqRW5NdMTwPREL7UqEXgDLG04sRjobg6ATWhy20QkzmPzet2haFHNM3H3O0vO1GutYjhkyghhjmO5/PAZQ8NgRYJrd5jjnfPGkUrxCHciePb+6YQA5VAcStvE+i0Fn/2mgK07Kggh+OG/iCGX0bD+eX3gGK3xaaSPB3HiJbbg8QV5rH5aRTmYcmy3+vvs0POsZVsAqPVenf3G6L7ObTBA0Gz0pMq61zDs/driY/fdkdB1pq381NODXuzIU2N7Ft0VsjoqBfbc5BbjmTc87B6bNhqOY59jwoBD1S1oiicEazFMKdCtEbv+WXtg0ceLHLK+SXAigWECUoepkxznEIn2URg4PPQFZ7SvGUuXlsB3u0KCjZvZvsU3pWxscQIrZtIVA5zQP60RkOMLTJbN7BTlUkD09pRC7P9vic734qtfk3p0oC8JPF7gP/xNC4QAsXOJod3rrlxmARjJy+GZrwYgeXk889UAdMUELw2hJVAKT0iE2tSRpaPW8+li2DtDjzBJMeLmdfRHKbryeH04dtaHXCAFQSIwNAD0i29y9BiPBh5J55bVHg1y1NZuKo6Nzr8UGPiu2tKRv1XtTOZOCB4OjZLqylfsptDsv59/0Y+pBQm1cs+B3Nkc/iJuLCsO3uVhUAjEkcsZ4Dt6mQdB3h9HPm9YE6Mbdrc1a2KcWZQQjgnweFhlt2ECx874MD4lgj85i+bENPLrbVz4+yx0zYTo5VASWYqqKzNjR/d28SIHfXYWiRkf+kEIwf/wb1L4xp+Fcf3dEtI/PGN9lpj2ISckHIoNALCzriI6wgzz6SfEhzp1VSyYeOoZiRX6dc4zdm4MlLKo+k9/0isW616HolCYJlgTi7ERUErxWSaGSIxHbs29kPHJb42iHJqE5OMh+Xj4wqKLEwDceT/rkD9SW2xSXH0vi6mTIeakEmDk1ZPIZ3SLf+2GSiSO6Rn2HKpVExMpbv9ncZ+fVbVKEYlwqMXci8Xc8MZPqrh6sYX1Wwo8Pg5v/azG5JRsk7FpwpXy9M/+1Qi4CWfatlZQUdqWIU0nYFL2rpgUSKZEfP37Ybz4LaYUINdUaG2dFaZpJivS7Chm/OBP2bvTGBmBPuncfzLJMcpR9eF10JZvG5hM95ypLi1BEDkYtsWAW0crCnbvOZ6DqZt7VuSz5hrAsedj8HaaEAxFZ7Aq46OIuajGPMwYH+cRi3I4eYppqLdaFJkMy+x9bJOBpBQYn+ABSlGIpAEA2+YI60bo6V2zrhio77ZR2Wogc6WE8IQfWktHMOHDseej93SunOB8xm7o2o28mAAvsMitprHI9PaWcSBe8WPcPQghXkLIRULIZULINULI/9r5e5wQ8joh5Hbn/4P1cr8P+HK9sQeEYfRa/3UxYO8IQXNi0FDKVRVjx6JoFQcLMQSJs1LpB0FjfBr5UNoRqfrknebQ7VeuK5DvoWL8m9/2YiLFYXPz4On3xUUB/PxwjlRmTUVmTbPUCqYXJUwtSOB4gtS0CBydBT0ya4t8MEOkqyYkr41zaTgne/s9tLd07a7q7fds1ZxALphGq+a8LnlyZuB8P32vCUWhSM1KuHm5jcDJxMD+HgZoGsUHFxSUSiaq4bgV1bYjs20gPcXjP/y102FV2iZasQRCcdZUYO6oB9WcghINYWTS63q8TZ3x1iQfh9TRgOv94AVWTFPZ6kW9l17bRPZ6GYLIMYk2Sq204khSQLXEnsmFNwYjxhxHIC6y+596IYlqZMQaH0Nxn59TtWKi6D/Y5KypFIZOIbdMeLxMBnBiSkSzYUBTqcMv74/cFldrTE5QH7ecYKXFFr2tmm512kuMC3jjR1X4/BwKkTQy3klkPJOoFVRUNhsorTcwPu9H5nYTH/18FxzPiuE295hTKuE4igUTb//24dV9/uXP2yiJrDDp2jtFq7EFLxKsXqoN/R4FZbZF5ECEHv+zt0EvE0cIK+gzdYpmYhKCxGHie6c7m7kMShvfNxQmqO9Tj/CgocgU21tsTIUjHL77fS/WTDYuxp4Zw51VHb/6pYwb13ocbI+HoBAYzOqRvqzm7o0ymoU21j7IIXUmjrkXx9lCiyeW1F2XJrZvsWqf8RG9vKNZAwBIfidlyqm0QC1bBbB6mq2tLyH35ssFBcCrlNKzAJ4E8B1CyPMA/nsAb1JKjwB4s/P7Q4FH0rnVdYpK0UApb3OGOvnQ7bW9UxhyXUXoG+cBsIndvqLsRhEOW2lOKRypm3Jet9pM2uELcGi37t6A+o4n0ByJW80iDoJabGTPanB/kEO5oOP2VRnJSQGbfArb0iRwdBa5YNr1O4Qw+SLJz8M0KQzNhCBxyAwUGrDjCp30tqENRnftcIvsAs5mEv4QB12lyPp6TR5Mkz500dvVZR2CQKCqjO4Sj/dk2gDWoKFSMWEaQDTK4eYNDbeW2KTUapjwBQQsPMXkdaQz81DbJgydOpUkXEAIgTYzO/B3alJE04zyoTZ6k1/iSASxqSBGF8O9fXSshvfYJKolA9c+bqG4q4NSiotvD3atcxyHwpqUHgY06hSB0P5V4QBw56aC3/2yhnbThGECr/x3T4AQIBhm3HICe8c4CmIby62SgkBUQKvTGatRVvF//uvPUdyW0apq1uLmnSt+zJ/wYmLa+Q5ffiPP9muY2KZJmAaF3onedif+zz9y50zzAkG1Yrqngx8STKR6z8A0KGITjLucl8ax+mkVufWWq21oljUceSYKQmBFbh0gBEee7S1eNJWCEgJB4lwzfHYYOsXVi2xhKY/FrY57DytWV3XsdJqkEOJUIyGEYH3NwKnvjePcUxIMg+L2rV7XTbsqDiEEqe8/Yf1OKcXO52UbB5mgHJnq49paHx0aok+wuNRd+F4+O3R7XaMQPRxUlWIyzdQg2q2Hx6Y8iqAMXeMudv5RAD8E8O87f//3AP70AZyeKx5ic3f3UFXg1NM+FHZsVcKdSefShRZUxYQ4xP/L36xa6VrRJ6BZlDt8MGo5Yf0co/1ACPDGj5k2bDjG4/Y1GdtrgxXMoQiH+pAGEAeF5OGgjO9drXoYEI61GzUphjqzbrj+bokJbRuA0tAQOpOG6BMck0/XEHb5hLpmoppXrSgx4IwCzJwOWT+3K70oVGpGRMZ2P0PPLjj2v3xLx9GjwkMVvVVUpi3ZRS0aQy7Xe/bBIEGlbGLiK2M4dZpJPP3wHzHn3tCpFVnp3h65ocM0KDxn5vc8rujp6oj2UTmulZA8FQN/vlfFrMkGRC+PLO8sukx8lXUt4ngCucUkp06c8+GTd5so7u6dNeB5wDjk+q11Dwu+feEyJtqtwQWsaVLcWZJx4pwP88e9yG4wTdxjZ32IjwkQJeIofjINJ01Bk3UIEof8OnOWlt4vQ24Y2FluYvdOG/FJLygFKlkF9Mgs3r4csBxhAPjKP54YICwn5/xW6phSirVbwyOz1SpFNPrwmvsTJ3sGOTwqIZJgizTRxyN9IogrbxYRHR+UmNpeasIXFhhHkyeDHcUoRbuToaOUQlMpZG/QqsTvollhdI8u5QMASnkdcpv9LHk4KA9v4BsAoGmAJHbt5uDn1GTZlKkpHhsbBj76UAXPM6nFflUQu9Nv6hTtiuKoR3FbFBwk6OO2za6QRHjC7/ibXfGiH8XNNkQvh7WbClbaYUx/dRyEY1KfXzpd84cHo4SQj23//mX/BoQQnhByCUAOwOuU0g8BJLvdYzv/D++EdZ/x8Fq7e4CuUZYy7weliCd43LwsIz7mLtLZjVDpigF/3IPstTJuvbGN7c8KOPlSHL6QYE1gbJcHc3R5gUCRWWFUvWK4Wh9RIntyGO8XNpYVfPjbBurVjqE4Ogv+xGDl6l7I3GogRxIwDIpGro3AiBdrH+yiWWQzBFsssOHXVT8wDYqt63VHtLy8w7avF1WHQb35+pb18453EuvLCj57v4nJWZsGMUdgGBTf/4EP28JDQwWyEAwSNBq9yVNVmeOay2gYS/I4clRg1fXJESTGOCsS4xZxatWZU8m78Gjt6C4knv6eszCH4wh2qPNvF/7dddRGO9QP4ozssPOg8Id4REcEmIuzOHHOh8VTXtz4bHgDk6PHBARPHa5T34cX7m/ByOp1Gbeu9GhJ2S0VP/m/yzh21ofG+DTCzy0g/R2mdnCHTqBS0KEmxyH5eBg6ReZ2syNz17tnumIiQxO4/GYBAIXHz8Mb5KF3ilxPvhSHrpqW5BfHM91cgDnWgsQ5bAYhhNF+5ubg9XNo1U1GURjC2a/XTYTDvfPJ7RrYzT5YR6ArV3XhfQVT005nkxzvLlAJ4q+chD8soMC586K79uIgdDFdp0hMedl+Uz1nWfJz4AUOHj9v0UUMnWJ7TcXS5balFPPQgwAfXFDgcUngfOd7jLJUCMRx84aOsSRrriO3TXgDPbvRP6fpioHxU3GYnRbfXDfKa9tOV42B4jw3GJo5IJEneEW0pxb2vKxmUYFSZ/S4j3+Zg+TlwQsElWKHhhHmcPuWjs0HpJV9v6BQASta9Av/B6BAKX3a9u/f9R+bUmpQSp8EkAbwLCHkdP82DxMeSefWMIAN6i5pFU8IuHNTwadbTq3UtQu7yN2qoLbLJmZe4pnofURCKMkiZvXRKZz6y2cgnmGRq9ytyoHsXSDE9tWoGvD5h1MPDINJs/whYRgUn7zbxPad4Q5Du2ki+NQco3DcBQWDUmDmiTB4Dw9dNaGrBpOO8gnQZXaBhBA88WpvslKbGnwhAWpsFLrMttdkA2NzfqiygUuvF5xRtj5DOvrVRQSemnfQEYIRDo2qYTm2Dxs1oTUSR263NxaiUQ4bywpy2xoyQsyKwPMCQeSM+4K4O49oMuvow4kHc257HfYY+jlvhmZi/uWJXsU0pQOTHiEE+twM1BnmAGc8k5g96hmg3Pz2p1Xr5w3EXPnF/ddjRzZ7f7mOokQQSwgWhamUM/DEPz8JbXaQ4w0Az70aBC8QvPhPJ2BoJi6/nsf2raazy5hsgJc4y5kVvTwCURGqbKBZ0cCLBHJTh+Rj95uQnsKErpiQvFyP0N6Bpf8aJKiWDaTnpKHvtWE4da23tw1kdx6sI/DpJywyHQxyKAXjA++0HfY0uR3pE0GERgabuvRDbeloVXWcfymA2TPM9gee7cmJGZ3UvDfAQ252NGK/cRQvfDOEUk5HrdQzzA9bU5gPL6hoNk2YJkXgZALT0wImpwapNl2ddACQZYqXv+rB3LyAKx+2kRF69qD//uuqgeTxKEzdhNZiHcT6sfkxo83wAgejnxpig9Y2IPoORgOygzt3EqV1xuvXNRM7dBSpGcniWMfiBLldEzxPcOvml0/X+csESmkFwNsAvgNglxAyAQCd/3MP8NQceCSdW11nhsowgdUbMi6+3bAMeyDEY3JWQm6NVaETQlBcraG82YChmJCeY0ZU8PAo3qnDOHEM2uJRhJJ+q4NKF41cG9Xd/XNV9WQa7aaJZrddacf+Ll+TLXmyzVUF6XkJ/OHf+0Nh47aC08/4UCnpe0adJR/PDP4hhf6ZRIuJ9PEgm8zVTjtGQiD6eKhttsIv7ciIvnzC+t7ujQrokXnWZUgxEJkMoLrdRCAqoF5QUdxqY3SqVyxFTdqJJLBr4LhB7cScb8JqpQnc/6Kyzz5VsbJHAwlfgEOr2XsG6TQPTaWQPMNP9L3X6n16sSyyp6smCDl45NaOZlFGaNyZFmyVZESnerJrUkCE1tL3vYlrmEA4xrIiXf5tu8UKsQyDolE7nGNg7iHN90Vg2L6ro1No1gxcudga2omtiw0uBUJYZT8ncDjzR6P49Fc5hzOpyToEkTVe4EUOty9W8PJ/kYLSMvHE10cg+XgEYxJiyV40kVKK7ZsNqB16CACrQ1dswmOl4IveMTRqJrw+gnanILVa0qEqJl77u4p1D7vXappMZWEvVYH7gUbdhKLY+PD7rT5dPvc/MYNWdGzPOsTiag3V7SaqeQW/uTBIbQCAZkVDICoi751Ao9xzjnZ9E5BbJjSVUYEMg+LC+yrqLq2nHxR8PoK33lTgP8EyIu2xEex6BovE7Dj1vXFs8THk/XFc+bAFqWMXPvhxdjByKxvYMUYZF3o6iIJnYmB/9SwLCnmD/EBk1g6tpUP07/NCuYDje4oKhkohBUR4jvYk2wq+OOo1E/WaabWV/yKxdOP/3w4zISRBCIl2fvYB+AaAJQA/A/AXnc3+AsBPH8wZDuKRcm4Ng00IhsFSJ4lxAYpMMTEtIjUtghyfQzvN0oqtqs6klCjFpb9btfbRdZBak/MIvnre+r0UTqOe6xVs7C5VEBzzQZUNaH3E+m46sQte4HDsnxxHvWpAlAjOPO9Hs2Eiu6nhN3/Polqtuomsb5I1RmibaB7SCTgoNJVig0th4aQXd5YGHfN204S30zUpmRahD4lWAe7ambzIod3QAcIK8OxFBxzHKlwppVi/6qyul2ss4iR6ebTKCvxxD7SWjlIghV/+2zUIEoec1DOqiSMRFFbYvWs3nMbM0E1sXq/DGxCsyf5BgOcJmk3nPVIUio113XI0/uw/6xXJBU4l9nUexyYEkOMdiggBvCEBraqOZlWHNyj0UoZDQI47ObnXf7mBRq6NcnjK8fdWWUHeNolJfgFqs3OfD+iE7G51WqVOCshnNdz+XMbmyt4Ug0iEcY27UBWmUfyHQvdSqqW+4tPOZxvLey9etU7Em1K2EEzM+KDNzCKadDpRLJ3L0sCTRwM48kwEwulFhBMStJlZSD4O4VHRWkx2+dQrn1YhNwx4AzwauTbCqQDquy0UAykrdQ8AWqdjXHf47GxqWL6m4JU/CePWVdlSY8jnDNy+pePIUcE67weFaKyvNawLz/5AIAS81OUeOz+iFCitN1DfbYFOpSwurx3Lv8vg6HNR5L1MAYCaFOtXmUKDx8+j1bEhC4s8VpZ1zM7yWH3Iuh6e+O7EnhmRfjhk6yjjh1NKrfFsh6Ga4D08TN1E4kgEgq8TubXzck3WnbJd1zE2pPAXYIuzXW6wcdKBzpknaFY1PPMnSfAi5whmiBKBqgFbWwZmZw/vPO8H9SHnW98HTAB4ixByBcBHYJzbXwD43wF8kxByG8A3O78/FHiknNt2m+LqFR2CwJyscnwKwqk5yOkZqy1uF5QCubU2JB+H5//yOKLfeRrK/OLQfXM856joNDQD7fQC9PEUrrxRQOYWi1JlV5qoF1WUd5wOLiEE22saUrMSlKkZBJ9ewPEnvXjy+YDDkW2npnD7qow3f1o7dOHaYbDJpxz83i5XL5fRUE+wwrFyfGpP9YLr75YcE5FpUMQnPKjmVEQSUmcyh6vD1q3Ovf1WBgAg15gj5AmKqGw24Y1IMDQDhCP4wX87j1f+vPf8unxdUzNBj8xjd9VZJb59swnTYC02BwpMHjBu39JRLJrWJJzp5wJ3vJDla4NSdPkdDTVbwSEvEIRHJJQyMs5/J4GF8+F9eYf2aB01KbS2Dl0xHH8nHIu+24s6dswEdNXArTe2DhQCv/Yxq27fWlUxd8yDWskAR7BvZqIeiyOfZ87E228pUFU6tPjzi0D3Uq59wiJPt67KiMbZSdZrJkKRvU/4gx9nO/shyJgJazH30v/0knPDzgM/8WIMopeH9zzj7EZePA4AKHgnMPdkxLY5i2imjwexfauJHW4M4ZQf1fg0GvnBsVHK6YiOskn97V/UoKsU4uk5FlUGa4rgO55AZtuAorBxFw4TVCsP1rl1a45gH8NKY5+IWYeqEfrGU+zXvmg0IYAnKECpayAc19ncec28wGGlFAEhBHd+n0VxW4bSMlDNKcwJpGxHO2Iccpsd40FHvbtg+uHDP99YUQ60WMjcbkJuGggnPFDbzmeiyQZ4D6s1cSye+/bbGp/GuW8nkO1QHG78amPgOIZqDG8OsQ+UWRaUinW40gPXRYFvfMv7h5ETfDge9wMDpfQKpfQcpfQgnDuGAAAgAElEQVQMpfQ0pfR/6/y9SCn9I0rpkc7/pQd9rl08Us6tGBChyBTaSNQhbTIM8ZQHG40IcsIEOIHb1zG49ot1UJOitFZHuJPGJYQJ2msdekGzqgNH51FxoSuoiokNrpdKKcen0JyYwp2bipWK5kUOHi/B174Xws0rwwtz7gaXP3Bq7HYvd3tNxbu/YpFUpW26pq7doMkmbl+soLwj487lGj74SRaJGR9e+fNJlMPMGfUE+J4R7ExElALPfJ9xoi/97QoAtlgAmMxUeaOOnDiB8EQAjYKMSmQSBV/vvslVFd6IrXDM9thy6y0WHT4yj907+7eTvV/oGmJD76SEXYZavWowPjalWLo0+OzLeR3Ti7YiGB8PQzetKmZ7JK9bfFHZHq6rrDZ1mCbF8tsZx9+DYz7Ud5zH5zw8dNlAu2IXgB8+aXICwfxxD1oNA6XY1NDt+uHxErQ7Xdl2MgZUlcKzB03jXmA//0bVYBQhSlFNsPOtlXSEYwefiL1hEYG+lsb9smfxV05CnRrMhvAih1IwBUqBpfdLbI1zbB7ciQVEXjyOVkmBP84KodzGTrVkIB9i79zElIhAyKYdTWB1vLMvVlujcfzV/9N6YBJXHg+BosJRqHXpN3nHNtf/weYgHWBRNfdCr9aifKsAABC9nawDpZ3759yPFBCsZiVyXYMnwEM6e8Sy4bzQ4zqHwgTzC39g7tghsJMxHTJq/SjldKzf3jtb8vyrQdaxcEfBwvnwwHtNTcoCFbqJbXXvZif27JrSHIxu2zN5md+v77mvfnACD30ihaI/NXQbO6/4i8TDpLTzGAfDI+XcAkD8/BgIR/bUbgWAyWMBbN1ogBrUtVOTG7whEe2qinZVRTHQkcWyFUGobQO+IDM0rhFPF1+A4wm27qhWUQ4AkONzyAXT8Pk5VIo63v7FcBHzw6C4q1spNjuaddNyRA6CC3+/AwCIJCTk19uoFVRwHBCIiigFU5BTvWuZPhW0nNp2RWFzxNF5tFNMnmfidMwyptlrJYAQnPvPF8HxHMqRKdRdOsWtfZBDKZR2tTjVXRU7y+w7D9og2XmO3UYM3YiPff54/UeMXrGzoWF8Sup80X2f1dGpzvcpyqEJ1IraYCrWpLjx2iaKKzXkb1aGnp/a0jAyF8LiK87JouCbHGhzykt8b2LaJxLkDXDQFOoepbU9lLd+NjiuCWGaxbrOGrGoKvbkIN8tCnkDlz7TMJrgcPtzmfGfG853Q25T+APc0IFkLwCjHcepG5EFgPJ6HVd/uobtSwXwIj+wiHDD+IIfvpCAYNwZrm5XejQR++3PXi9bP9sbqejzs47vRyK9cWdJ8Hk5nH5CRP5BF0h1by+laFZ6HREHKusPEIGsRHuNeYrXcvCPeNEqy6zIiRDXBRkvcjBUwzpG4Jljjs9nj/UWlObUqMVn3S8iups1LN3Zw8Decns/FAumq0O3u80i3v4AZ8mZuYFSipExAf6IgNsXKyj4UpDOHunfCEBH3u4Q1Ac32Bv2tPPDF95Dscc9FwfZEgfG+tpwmkl/a+jH+HLgkXNuh0FTDOQ3mINBKWUNGfq72ewDb0TCtZ+vu0aFKaXYvdOCnBrsetbFkdPu3aNe/WHY1Wjo8zO4+HYTkThvFefc/lxGOX93fK9kWrR4kH0nj3Z6Gh+8ubcAPwB8+uscQqMSCptt8CLB2W8m0KywDkuRF487oiKNgswc3Y5l4EUOHE9QWOk5NckTMeRvV0EpkL1RASjFDnqOlZuhKq/XwYu9iLBdm1LycUh++5S1rUmZ+H7nMu87KAVuLmmIRrneZEid16XIvcmnlpiCKpuQPPu/mpJPwJGnI1i/WsfYbK8gbOdaCakzccg1FYFRLxo59wyAXNOgHzkK/eixgc/6tW1JZ4Ey91Lv78PuZyjCs5bTfbqs/V9qDllMcRxBsWBiZIRDq0UR8H/xzu3GhoEb13XUY3Fsr6kIhPgB53bhT4+x0x9yoe/81TZG0u7vNMAiV4kjEYAw/dRgYvi2XWT5cdAj82iMOqPd1HRqf1oLwq5z27lFviA3oCMsejhHa1s70i8lH2iKXZEpfL7e8ZPzfjQ7+r5yzZmhGea1uD0epdKGJ+JFMTCJRl7G6T9hC27ToKiX3COZmmxAcEmZCyfnBv42M8NjdYWN31LJxI3rg3Z1N2uikD885/8ffikfyMFdu6M7Gr/Y8VFnvqCUDY1hFDdNpRAlgpFJL05/zT3q2b2/hmaCE233x/Y8BIlzKK446Gq6CbmmMrmwe3SO3SQJuxgd6y40D7Yru0O7fFsfes9VBfC41yE+xkOMR9a5vfpWwfH79s2mJYrerOjwRwWc/ebhmh3EZ8MobzQsiZ5+6KppRYEFiRvo4MIN0YpdJ+5pFkIIgmEOo+MCQlEe1ZKOQIjD5qpqqSwcBqLYp6Nr6zjDcQTnXgwglxnuOJsmi6yE4iJqeTZBFHwTOPaVKCaPBwe2X7FFqnTFgD/mgTyzaMmBUZMiPOHH8tsZeIIigqP7T/47n5dw6k+cad2RlBfFTI+H2J2sCSFoVA0Usp32wffZu+1GyRQFOHtORCHPFA0yGQMTKXtECo7zq1UMhKPDU42GblqLoWosjei4xyHtRUDQTi/AOH4c46fiqO2ySHazKDuaXxyW/6arJmLTQewuVaA22TholAcdhR1vqqeK0LkmQWTteg8CUWT3aGSUQ7tN4fW6R9zuBYJAMDPLg+cJGjXDtTsgK7KB62LW0E3MnYvA4+fRrGjulCbKOIrUpAh8/dy+IaVbv90e/qHt+kfmQsjfZtF+vlOkdvS0F9ffLSE5KWJ6wVk0FYnzyPIRt109UFAK5HIGxsZ674Lo4azIabMoIxD3OL/gArfb2txpIDAeBMdzoCbFDhkHKIXSNrF+tc6yRH1oFWUEbDZIU02rlqL/IIVAHLWOEkuxYKJWHTw3wt3dvY7FCMpDnFYAFm2nVqOYfNFd8hJgNDhRIqBHZrDqUjwMsAJiX5Dd//qoO32oe+m6YoD32OxFl2qlmQgmfGiVe8fQFRNCZ9vNT/JYv5jDlR/dQWjMqcoCANu/uzP0GgbgIoXXxenTguN898PanZ4zXiya+Pgj90VPs0URCDzmJXzZ8Mg6t5Vd50DtDni5oWNrqYFKKIVyaNLlm8MhPfcEnvovFxGwR2A6L9jUyZAjEhwZ86CSu/cSy8TXjkBOz4DnWPV5Y3wKnrNzuPbx/nzcQlZDcdcZUfjqH4cHN+xcQyGcRqU43Ln9/O0i5p6MQFNMhMckjC8EAACb+hi2zUEdVgoWKSE8gdLQ4An1Uq1qS8et325D8PAITwRw5NVJ98iWzVK1ygpW38uiHJmyPmtXFOQ8E2jXdKgdfVw7amUDgkjw+UdtZO6zrqfdyDZH4lhfM+D1EpSKzlTiyLiAQrZ332tlA6E9ukk1K7ojbd0tSgLYfbXrSG4qo2iXFdR3W6hsNVG1cXAPO/EamglB5BBK+lDNtFCNpVHaVgZUM0SJw/iU6DiAsTBrcW+7WsvDVBDExVFQCiSTPIpFE5EocTgP9bqJX/+DfM8O7/hzPceA55nWaT8kDxno3qS2DWwvNcEdn8folA9X3ixAaQ+OLUqB9tQCksejVuR7L7RKexT/2AbTDhmHLrPjecIiqAnI6SlUcwqW1SQyHqdd2xbGrdS0WzD9QdF3CGGd0/L+GJMr65PzM220hHZFgSfs0pmAUmx+Uhj8OwDCs4XFyHzP5iktZiN2rpWx9VkBK+9k4IsxB7o/UuwLCqjmVDQrGuTW4PMVOoseWabw3UV24eaSe7FcKMyhVh10blWV4je/lnH50v5NTbwBDkuXZagz0+AFDppqujb4qJYMFIL7zIOdZ2LqJogteyD6BahtHVpbRyjpsxRvAFYI6I9KMDQTnqCIdkVFIO5FzqbAwgkcdEWHXD5Ebckeg7UW25sPTClFodB7jnalDl3HUN3nVtNEToq6fvYYDy8eWed22CSRXW0hd6dlrSoPi0ZybkA2CQA2tASE0z21hbx3HNs3m8itfXFFTSZl0UiOI1g87cX67b2d5+KujuKujk/ebTIHhBDsBmyGzF7o1cFUX9Rn5dMqWlUNmmJgZNILfXYWwulFNEansMMNjxp0IddUeEISZp5L9njKANplBWpDhxQQMTIXQsbFOQYA0+i1Qt24mEP6X7xsTYDK7KLlrClNAyufVKFO96K6gsSicv4A0xd9ENlXXacQBBYF3N42kExyeP4FyTGJjyQE5Hd6zq3Hx+0pf1UvqigF3KP9pTs1NCacGQLh6SdQ2WpaWql3C6MTueHPn0ZpvQ6OZxHVpd+XcfWtArIrTau7U+CphaET0cayilrZQHREcJ1wCWFNKxrxODbXdbRG446JZ2VZxwsvSlZauB/v/16x5MRWV3RceP8Qi0xCsLvagtpxVsMxHv4go5TcvljByqdVfPZaHu2GDl7ksCuM4+w3R0GOuWRlOu9rZkhDmX4IEoe1C7uun5l9XAPRJ0CTDXiCIggHtGs6ErM+5NYGHQXJx0NuDXesH1Qkt2d+COoVtqBzs9vrH+6itN5AbWSwEC9/u4bJc06nRmuxTI0n5oNcasE80Vv8pY8FUOeCWHh5AoWVGmo7bWuxTPs0lbWZWfgjAgqbbdTKg86mxTIacv/2u6+ZbffxK0kEcpvizddlZHcMSyu70aA4eUpAoNNNbK9FyWhSQGFHs3Sv03MS8juDzrTcppB8+7gBtnnCbrdCST9qmRa0tgFPWILZoYZRSnH571YQnwt1FmxsH96Xzjq+7x3xo/T5LgITIRwY/Te1sz+7HQkGCeo1l8WBAvzuLeaAaxqFrDj3pQ4R5pBlsCYqj/GlwqP5xCjFSNo7tFp+L57cFwVCCCIvHket+MW1DnUUkvgmIQ/pdNaPdtNEueDS8rdraGx/9593tkEURIKN6w1sXm/sySceeuyKgoI0jm1jzMHtk+sqCAfs8kmo80f6T8NCNB1EZauJwkoNY8cGV89dqa/Zs2EsPh2xjKdcUyH5eahKRw7IS6De3y6uAIDcrmmlXaNRDjlfDHS6R4cxDBaxsjcKWDjpcXzeD9amdfDVre20OlSIwVkvlPShmWIOWKuksIj6IZ19XTOxo7Nz76qFmCYQiAoIfYXxrVc/raJdH9SMtUOVTchtE+E4j7d+VhuqRcwLBN/+rheSh4Ni8085jiDvj6NhE9K395QP+AnW1nQU8gaqVROS5DyHVst08Dz7z1Vu6ti+ydLRpdgU1swkrr1TwvTpEPiTC0h+5zQ8T/aKbnLShCtXk7hY172izaMLYfgizsXl+sVc59Sc59sYn8XSrzeRWIwgo0bRrusQXahQQE9fentNxQNg5xwI5YKBYmhyUMkgKMLUKZSau0rHsW9OYnTR2W0y8+4a9JaKspSAUnXKptVHpzD55ChzaCkrkHIcs6/oTPRw0BQT7ZY58Oz6vjaA/d6vcnk4zaJSoVBVRkHIdtokN+om8t7Yvk41APiDPNq2Bc1uYBK1solrH7eQ3bIZws5ODtK6uB87SEKXdWiyjizttdRul1XMvTSOUiiNwnIVgVEvgolB7VtPxIvKchFS+BDzcec8d5cqbG6lFMWcjgtv9OpFtIkRbGw4Fw6FggFZphZ3VlF6Kiz2Wgg3KMrejXUe4+HEo+ncEoJQTEKrpqOyq+DWB2XLsYqMSY62i39oTJ0IYe3KvasdhOP8njxMNxDCJo3F0x6UcoN0A55n0lT7WWHPk4usq9E+rV3doLV0CP5BoVJTZ121BF/PqwuN+SD1tXbMe1Jo7LbB8QT1sdmB/cRmQijeqSFDktjuRMjK63WU1uuoF1RLok2UCLQH0GSmVDJR7lAQ0i8lByYRpW3C4yOOfLEyNWP9/Ol7B6sobuTa2Lk6XGKwGp+xCpK2LhXQKsqHzkfrco9zJ3h46IqBiQW/Ncm2U9PwPnWkl61w86Q6UlazxzzgOWB6QcLaHhmIerwTlXN1Hnp//M1rbB+KQuHxEnCEYHvLQPiJMYTDHFq2hWClQhGNOndonaYtStVtI1rYbCP43LF9MxV2TVa1rUPwOjnG4VQAxdVe85JWSYHZOcb6h7sQPLyjeEeuqVAbGnI3K/BFnU4vx3MIfeM88t4UeJ4MOLXVnIJ2Q8eN35egdigM3UzPg1YR6cJOkVBlE5KPH3AgQ2M+tph7qtfGfuUnNyyJtR0yjp2+yHhoJgrjxHFwkgDTdl+kAFO76WL+5QlEvvN072TA5Nxk2zb+iIhWTYfPT9D6gruSyfJw77RSMRGLEyid6OLKso5Wi8Ln5+ylEsNBKc4813Mou7QYXiQs0IGeNKTaNodGb82OysReWLuwC9421uu5FpTZRfAij9pOC6VQGsIzpwe/yBFMftW9DmXoZXWeu6mZ8IdFqIqJS+83MTbROz4vEBh9QfHf/FqBojD+PtBRYeksejUNkFy0tLt0K9PEoRpkPMbDgUfTuaWsCxbHMSM/NudHYsYHemQe1WgvNW52omZ/SOxwSRACbN5gk1purQVNOXxzgfrYNFp9kVOOJ3sqHFAKFHM6aokpNKqGVTjQhdfHsehv34Sy+mkVdy7XkF1lxo8QAuHU8AYX+6HfobPkiDrySV0Ug2nUE7MA0JPmAWCePO7q2AJATpzodc7qQGlo0BaOYqsRgm7jQYfC5L71hTcMNv7m54U9ZenkNmWczn5HsPPzXgV+djTybUSnAwfioQbiHrQqysBzz364iXZxOI3GUA1wnQhlNB1AZavJBNuP9rqe2Z+n2yRjFZi5VKDvhUbDxJVLLN3cneAIx2gfjYaJdJpHZtvA8m0ddGoEwRCB0KF20KkRLN3Q8fFFFZc+U3FzSUcp6KwMJ6TzzDqT2PSpILZvNq3PhkFr957PtV+so5ppYufzEqpbTYTHndGqvCcFpa5i67MCNj/Jo5FvI79cxe6NMrwRCc3UvHWs3aUyKltNjJ9i51mJDWZN9rJdlV0F2eUmPE8ewfYSsxGVogGPBMthsuNBdCqjFPj+D/aO2mVo0mqJzr5DEV2Mo7Jc3GPH7pHI+tgsKhsNa9iXw1M9ab7OmCqF0qjv9qgdeSmJdk1HNZhAqeB8F11e16GfDztP1z9ToNmk8Ps5aBowPs6j2WSRXFEiB4rcAoCcdtI4Wk0TgRCHUJhHvWpgc5U58XKDdTd0w+6NCtrp+aEHLK03cOK7004lD4Nav0f/+BlXbWG2IVCLDNesdYPl2HNAnsaQ5RJITLh4pn2nKghAvc6c29u39E7kFtjZMYZGZv/T37ah63RoAfljPNx4NJ1bdLipAoGhU1Qik9gVnNJGmStF6LIOwYWHuPnblUMd6yATw8bVOkyDYvnjKraWmihsDnLjtm82cOfyIaK8R2cRT/CubXB1jYIXCF76dgiEEGyuqmhPsglSaRlQWga8QzQQeZGAHJuH0rw3R3BYDQ0h2DcaULiyc6jjuIETnHJvWjyC7SE8t3vFzb7e4zsZA+MTPEafducSA6wbXLNuIOudGKz0IQRym1U7W1X8+9yz2EwIsalB1Yp+8BJv8ePsaGTq2L24NfR7rEMRMxkZmrRUL/rRncgoxWDE1SWXGwhxaNb3fi7JZ5OYX+Tx/nsqTpxik9nxEwJuLum4dVPH5ItJlEomvF4CycOBTo/Ce4ylSnmBIOAniJxNwHcsgeQzCcvxBcBoDzJFblvDyJjA3hd9bKjzYcfWp6yYqbrdRDQdQLusQJ6eR+ZKkVXo90E/egy5mxUYx4+hPbWA4moduZtVtCbnrXuSuVoExxEos4sohdJoTy0cKG3cvw05vgCOJ+B4ppIiCMBEih/QH04mOexm7/8MTgiQ8x5OdL+VbSCYjoDeZedBMkS2mHAE1AR4kbWZbeSZfRa8PFTZgNcvoN0nFeeRmJRZP1f34CfjPnd0TYFlP2fcVX36j6mprFBzGPI7OmqjabQmp7C5orKCOEKgqSZ2kBjYXq6p4CXOeuennxm0ZfMvjSMnTjj+dmBn8C7jSlo3g9Rxmn3n5kEpy0JaKkJ9+45GOWxsGDBN4Po1DbWKiXCEw6VPNbT71BAUmaJeMxGNcrizauB3bz/uvftlxCPp3BoGQHggNu5Fo+yei87dqkJtG5D8zhWraZhQ6wcnZ/ISD8OF52YHIQQePw+5qcMb5CHXdScvsQNdNcEd8omk5yVsrTrP1zQpfv5XZaTnJauA7Os/6LVmXbtSw+pnVWSEcTQb+6ed7ga6wopdDBcnqmu195qw27m7EPgGsPTapuVQcyKH8WlnOtfvI0OrYu8FS0s68jm2X02jyOdNlEOxodvXKgaufNhCu0nhDfDslpgs47DVibTVygaicR7v/6aTyqYUN94rITbhriqxQ5PISXtHQuSaTbXC5f4TjkBruo9/isNx80bGBIylnFEVjoOlw+r1scKZdmoamfX9OSO7njjGn09ik7D7uoEYDB2IxdhL4zueGOoICIsJcByL5nr6ikN8fraA4AWCQiRtORyUUtdOg3Z0o3ztqgp/p+qeE3ir45UbvOFeQaGpmwh/66le5ItS5JaGN95wBSFQWgY8fh6EEFRzyiBHt2YiEOaR98cRfsLppNTjceRyJl77lYxK2cR779yfybzfrzPNPpvgMtaUioyyZ0jxqe7i2Lgtrlz2G5sKoprp2Zxuww2HekPf+SbHeVy9qiE+wlnXsr3Vsy2EAF5vT7qrHz4fgTzYSdmRxNmLy9t//3Y2VfB7qO0pbROSl42RckFHZIStcjTZHFCZAYDyRgOtdC8r45Y92xV6jq11PgcwEaZuOKK9dpSW8q5/B9h8W7pTQ3QyYGVoAWa3slsarl50V16IxzmUiiaiMQ4Li0KHf0tQLplotjpqF53zzmQMXLmswe8nWF3R8a1/eThVpcd4OPBIOreaRiF6OOS945g76yJ9BTaOtbaOLHUaSkPWIQUlmLpTkLq/MKGL6FQQ5Y29mx8EoqwqXG4YiCY9KGcHJw+mkXt4J3NbmkQxpzt0b0s5HVMLHmzyPUcn62MvaGVXwdiMD4kZH3TNRKthDrQI/SJQ2WoikgpYkkUOdHgJdmmwfthpCfvCNgNIAQG1TlczAkCYTzm2ExYTyO1+cVGqet3ERx+qePFlCdUqxXvvKLj4oQpd29sRzG5qmJqXLCff42P8unpRs6L6rIKcd0Ru/REBpWDvmop3asyROmBauZZtoRJJD4TVqUnhjftACIFc6k0Q2Q83rZ8HrmbI9XUnnEIkjVI0jXaj5+gRDoh2JtVuVzCOJ4em6XQROJWAOXU4vep++II85JaJ5NePDHx29a3ins/RyppQakX/AGB03t3uAEDglXPWzye+66QbGPrBOyZaoBSNsoZATASlFFd+WxiICNZrbCxZxzGoldUghKBSNjEyyuHih6zQ85c/Z2NgZVnH+pqOt9/64h3e7m397P0mRA8HteOg3y1Wf3Zj8I/9w2qYig4/Du+LZwEwOT3ToNAtG+T+/PP+GG7d1KFOjIIQoNk0sbKsY3WlN97Hx3nsZt1tmd9P0BxSTLnHqQ6F3DRZR70hsD//esVAek4CNSk0myYtwPjemx/nO+uAg89J3oiEnc9L1iJvL+gtvVdvYTuE1tJQu1Memg31xz2obDeZAont3ESJoFoyEAxzuP5pG4TAkdGUPMy+Bk4mmKNbplZmqd2i8PtZUe8bv5FRrZoIhTj4/AT1uunI8jzGlwePpHOraxSCxIEQguIQySQKQG1qA8VOWlNFIBWGUuk5s81MHcXPByV6cp9sI2OOoZFro1UabvzL4RSUlgG5oYMXWDVuv9HYWW5C7eNIHRT+8/NYuszOt1Y2UMobCD8777ptraCiHJ5EPc40SssF3SGubz+3u6mg7UJtaQiO+WwThA1W8YaLbuXdwK72EPOgVVSs4xDCooOCaHPmvkBbtbqsI35+DNXICMjsKCa+ksT4c0nEzw+nI3TP2X57vV7Gf65kFUSTHoBSGAZTugiEWKGNW0e9VlGB2jh4pZypm+AEHrSPb97ONzFyagyRhbgjctvI1N12syf6x81HP9sFpRTZ1SZWGnE0ksyhy4jj1gT0oIqcDIMiGHaawUONe1uIjbUoZuOdO3dqjy/1sKU508HekIj47CGkkTrHbtd05CRGg4hPelHcdi7G5ZZpFdMAwNJnbSxd6i1itjYNRM8mkM0aGHtmDM+/4MEvftZGLmcgkzGQSnGQ23SofNW9oJTTIU9OoVllzXXuGlZI8wDbuH3UeR+aBRnzL0+gkXfeQ1Fi9I63f1Fj0oK296dQMPH7d1WkXhhDo07x2zdkUArkfDHU64MnpKoUwSBBw+UzgKXRAaeDOyxi2wWlQL1q4tYV1j2yH8+92qMsmSbj5HIn5hhH2XYtjVwbmqwf2rmuxqaxe6Psyg/vh9ZUIQQ69p8CepvZsMZWFfETCWiNDh+41HI4unlPClrbHh1n5x2J86gUdbQaJna3NIyMskitG0rBmCUVCDCNW10HgkEOptmJvhPW9OhBKOw8xheDR9O5VU2ILmmWflBjMEqiNVQ0R1JQyj3DplZleGODUib1zSoopUifH0Vtp5fSylx1FjsIEo+Z0yGrcv/kS3GoiuGocDaNu1MjAJjUj8dDsLut4cO3Gnum/KnZkb/hmJM98tIiyvGebq/cMOANslX82KwP8dTdyaZxHMGOMeJOSwCYXNse0a17wRN/Omsdg1KKQIiDPt9TIPgiHal7KUi0F1xtC+OQO3JDhDAJIrltYnxKxNwxDy5/0MLkrDjg4FJKWeT2gBc18yxzuot3aojZnKh2sYWyL4nWxIzDOfAn/GjlGmhsVQ98Xd3J6NLrLL0oejnoGoXSNBy0G39YROJrg9HS+wm5ZSIY4hFPMKeqXdehKs7U8rAokmZXRKAUgpd3tCC9GzTG5xCbCUL0H87JM81eMVwwKiJ9Yjj3WlVMSF7OEZF65Y88IITgn/1zPziOoBKOY22/UGMAACAASURBVCLFIxbjMPZMEhMpHjtZA2//1n0R/+brg5mtvVrI2lufTs1LECQOraqGvGTjKe/jXQ2V5tqLlnAALTSlqaMcTlvyY4LIbKU6NY312wqSkyJWb7DrTU0yW7mTMVAomMzuEiCbNQcin79/r6e//Jtfy/AHCFpD9IePfXuQr22nKlTKJiIR58UZBnDinBeNmgl/cHAusWfyzjw72Cmsi24zi4NEYO0gHMH4yeFULDvKtwoocj194t2LW6iulEANilp4Au18E/WtKnIfZ1Bb69F0CEdw9I86NAHbc8z6UmhUDWQ2NEzMiGjE4vibv2qj7qJw4fURyB2uNMcBoECzQRGNEYgSQbP5EGrlPcah8Ug6t6oKV4J8F9RuJfpgqAb4gMfib1npcZdtpZAHWl11iLQrDQ3l9UGaAj0ybxm6aiyN1GIAV98qYuVTp9NAuLtL0Uoegty2NtCEYT/0O8Htug5fiE2sWWF8aOT7IOBEHqZLtLGLUig99LNDgZAetYIQbBtj1s8AYC7OWlI4wBer87mXT3npQhNrt4ZH9P22QiqPn7OcAUIIJA/BWz+toTkxjdroJGvGsRlFMObMNIg+4XC0hI4aBS/xDgklt4pmta7AOxpAM1NHc6c+GBAbcszufupFrXNtPJSmPrxq+gGiWWcV5FmOURuyqy3rHtt5rG5Qmjo8wR5/mcmj3TvlpeCdRCM5d/AvuDyHVtIZPSOELaRaDQOrSwrMxRmIEoEis/NtJ5ijsU57zkn07BjERWZHc9446jU6NOuRy7EOWF3nTdMofvSfepHhnT6e++/fU/G7PqoDNeEMNuw1VijFyk9uuPPD93sV9hmDvrAEjucsOxweYxxpQeJQrxgIx3jrEFMv2WTI+qaVflUDSSTY3TXQaLB2vYJAoLtRs4ecv32/GxsGtBR7Zm/9rIadDRXJSQHb0iRCzy5Y2ZFhaKd7n3cl76zDmxTawtEDRWD7ocztv1illEIMSOBEtjDgRA6emI9RBPJN8F4RhmJAqykQXzoHo91XrIukY18A64qoqhSpaREcYYGDb/7lJP72b9pWE4wuCGGKE80OHQGEyWKOjLBn3n0mdnq2Qxv4Mb4UeCSdW00xXVUQujA0ExxHHO0CLdhkZCil2HyTKSdwAufg4QKAJ8464NhRXK0hmPBa1bZ2yE3d4pTlPBOIfe0EEtM+5NZalgGMpzwo78j4+JfunYqGQZmehmlSpKYlZLcOJ+hKKbW0MOWGjix/sI5Kbtj5vITdG2XwHp6pFQyL3O4DTuAOzLuV/EJPkqlPn8fQKZbeZ/qvdlmqDy/cm7HqNlfYy6f0+TmosvP6TZNaTQt2PRNoNUxc+NEOBIlz8KY/XgngX/0v7Dl4AzyOn/XB0Ey0xvudFti01Q6OhZd7kSGtqaK1a6MfdHZ15+dLELwC9KNHIQY9e0qa7QVvQIDSNB6I3NReoJTi6sUWsr6UxYPnOEBOMXqQ0jTgDQxqr3ahNjVIgV6ENUsTQxUk/qCwPXtOcF8cjyZ5zB33YH1ZBQHLrEzMSPjR/1XCjUuHaH8KxsPNZAys3WHXSilFOMxS7D/5cRuKTPGrX8g4dZrdG8OgeKev4tzrJdA0ilbDONzYtaKzBN64z2EjXB9T/98OcKzFr6ccm86c7mU4gs8soJWahsfbW5gqsonZOd46N0IAUXA2YPnkYxUeD8HaHQMfXlDB8XvYDtt+7NfR5XNrGkW5ZFrzVDIt4rP3W1Z768Oimu+zhX/gBWhjs4rY0R5PXgxIzAaNz4B7uif71j0PCpYl7Yfb/Qs+02tCJEoE558WsXxbRyrF4SsvOAM/zQajhgAsAl8Lx6CqzsvvHqNWur+t2x/j3vFIObeKzPhGkpfbM8WvywbGjkdRurM3n7BdaIETOPAeAZ6oF3LZmXoTvCJ0m84lNVlkg54+4Vpkll1tod2nVVsKprBxrW51TSv4Urj2bgnxCa/VAvQg4AUO/vML2A1MYuIbR123ufR63jUKlbnVxPoVdi9YccHdD4vyRgNXfryGaDoIMsxBPYCT4437BxYOwyD5hQGt2+5hylkFpgE0yiqSaREr19kzXFm5NyfkP/71/g6BG2Uhu6lZXEdfSECzbkJXGY2kkNUtx6S4reAOZZXIhBC0JqeHRz37isMOArtMVWOrBu4p26TS2VUjU0M92oncE8ATHl4A6A62I0+Ah9w09oza8gKBrt0/57dRM/C7X9Yxe8wDQeLQrAwuCNsNHd6QMPS81z/IQfILqGyxd533Cg4+4BcNpdJG5baLvqtNcy0UlwaKsjx+HifO+7DJs4YP3cvZElL4p//1yIHbUneLn5pNikLexPu/Z05RpUIxNSXgtV/LOPukiN+9reD4d8Y7tBsKWaYOvi/AlAL8AYJirpd1GFhEuIrHsv9MzYAn7IHZsS9dOg/dh3ZwENkuiwfd2bDgSw2cmz43g4/fYVS0jWUVJalHsYpGWcOYUKhnR2s1ipFRDsWCCU0DFo8IqNfMfdUQuj+n0hxicfbLE2dEpF7ocfoFAYgl7r4QLzbeRz/4Ay9CtYaKotBzbkvCCPxjfTQamxKCOrtgcXDtOIgPHn5iDMWiiUok7ig8TaeZdvDoKA+5TUGnR+HxEKZr66Li8cCKAvqgUAG31fEv/N+jiEfKuTVNoFo2II+O7zmR6qqJwIgH3D4cVznfRPzkGJpjUyh7x6CUhzs0lAKltTpG55nklugSOR5WfXrkmSiK/l76//k/GweOzePaOyziaHV8ukcoTcOK0Nqhq84ONfeSOo5NB/H/sfdeQZJcZ9bYuenKm66uat893dPT4x0GlgCWAGG4JNeS2tVKij/0R+hhpQg96kF60Ksi9KrQmxTSr5U2Ys3PfxdLs8SCBEACg4EbuPG2vSnvq9Ln1cPNyqqszKqucSSImBOBwHR1dlaamze/+33nO+fI67PYtSbA8dx9zZOmbiKYDrua+vqhNbqZoCw3CbXlDU4IAdo1A5GkgJ2bLVwrpxhn9RHQEva23JNvu2kiGGa//NUb3azDb37eQCTGxDY5ntgcWnZAzZqJekm3zQT2/+7NT5k16/1kbjtoZRuwTAukT5bHVA3MvbwETupmJvutYYdlnip7CgSRQ2lbRjguwNAYn3hQFnRiVsTmHRXXPu8+Y9WSgVbdxPu/eHCHv37cuqQgNSHAWDyAVlVnZfu+KkNyIjDUU15r6SAcwfqHrMrC8dw9c2XvBa29Jjb+7ZZvKf7QU8yCtpqYhbaw6PpdKCbgZsMO2PrGyqrl1igdhnLJQiDAgmO1J2DN50zQ+RQ4jgUTxQKTVctkOFz6SsfaqukJbiUJEHgCuYff6Jl3hoxpTuQhJYLO4lmtKgimwkz/dtjcr5ouZYBRsXvbK004Pc8We5ZJwXPA6TPs59b4OObmecwv2N9DWclbmRwH7FJ34nQGTz/bfZ729kzcuK7j/d+oLm5t59+1xDi0aRacbZExp4rSeZ7Sf3B/3PX+5ub1j3KPPpDr278QCTCufw8s00JyZRz7offYeyX+5B5HwnNPip6xNfvCJEQRmJ3nUbIbzzi+2wMxM8M5Y7ZSMDA+cf+Lh8f43eAbFdxyIQnJb/k7aVFKUVplL0lDNbFnuTm5zZ06LNPqUg/sF3FjbBaE50B4bqhwuBDkUbhd8xVu7+DMa/484ErcraO3i0lwPMHS2ThK2zLufuYuydxveTeekVAvdl+MD5v/WLxTQzAugZ445nzG+8ibcQI3NMNlyDrEiDQ0CN385R3n30JIgN420CzInoCrc4rBCN81pXgYp923j8/e6778TINib0tHa5KVCZWWhQu/ZJnxJ1+0GznsAz16NoR4WkJpW8bxcyG0qzpaVd3DrWV/4j65ymaTZXrvI3Pbwe4HG9g9v+E5t1a2idSxHsUHCscty9lswHUUJA6rX9YxPhvEV28XXU2Jg8ZcNjSLVoM10N2+oiC/q+PqZzKy2zrGJ93XopTT8e5P6y4ax5cf2laiqoXz/9aAZWsGv/1GDde/cC9K5baF8UkBobMHwfEE65fqjBfcdo9J6ezK0GfkwLMTHtWJ8LfPDtz+gUGA+Ve8WSxKAXWI0kqOn+iem89YicR4tOomvvigBdOkHt3sDl55LYjDRwTkbd5oNMrklVSFGXF0Osv/6E/Y/a6PpXDjuoHtLW9wGwgwWsLn51tMaxvu8a35LFZ7wUkcKsK4k7lVim1EpmOwTC8NyjItyKU2Sldy0NsGxNCICxBKnUrKzIrX/U8QmT5yp+IQOppxPp99YRIXVtmzLgWYOgIAvPxKAIdemwLHEWyRMedWFPIWqlULxaLlzHujPNKtBtMv7ke7zq5fq6r7GgZ10F+pq241H3nmdpT5V19eQV5P7rtd7z05+TRr+k6OC/jp/1dxPu/wxvtx+oyIajyFQ68x+hcvwKli1JLj4JaYxFu9ajl68Y/x+4NvVHA7DMW7dbRKLBPYkQDr1Xet3ikh+9EWxuwJKjqXgBRzl2v2LnSDgK137roe0tb0EgLfOoVh6NUnHQWV2AzyGzICEffkdefiaJ3rraoOpWk4RhbhuIB2zb8cL4XYy/1eA16lrsHULeSuV3DjrW1UYu5JwE/uqz13EFMnBzsTGS0dYmR4CTw8EUErywJGYjP/q9stpA8lXNv5LQRMk7k1PUxMzYu48MsGrl5s47PzLWyvao4w+sSsiFZv127PNVbn55FZCKFe0mHNTWPqByeZucgQzjjAMizp5Tg4niB7rYL4dOSej9lQDRgtHaR/FqCA0dJQJD2ZE+Ju5AAGvwMFiSCSEBCI8Fg+l8AeNxqHO3j2IEqJOYQjHG5dUpCeFJisn+C+j8WsgZnXV3D3umr/rENTmDvRnasqnnwxgptfKbj8qYzTz4aRHOexs6bhiwstXL3YxuVP2lDmu/SgWl5DIOINbtk5+p9k8W4dxdUGNNnwGME8SrSnFqC33YFfpxzf0XfuhxAUoLZNVl71OZ9KcgalgoGdDQ2FPR27G/7B7a4whmiMIBhiHeWRKMGP/0HGl19qrnmjGGHPNsexxh1FoQiF+jO3BJoOTC+IKOW8c9Lq+WzX9tUH0bkExETIafy1DAt8gIelmiC8mzS58YtbkAstWKYFMSQgR/aR6bNRz8rYusiqI37jI5rgcemjNoSTSwBhFIxP3m06nPpLnzAZK24pjeVDthpHZnA2cmKCxwsvSsjZFuEh2+RkGDoNkf249n636udHuemgXTMQjnfHL+HII49t7wtDmlevvl+CaVhOE10tM4+z3xqsBgEwE52vcmzO7GTBeZ6ZvKTT7Hp+9DazatbV0dSXHuPrhW/kHfN7IRmKCTEkYO9yGbtflcCLPE78EXsYtIaKcCYC8sRJZ7VYEtJopt0EfbWmYuudVaz+9AaUsuzK2DC7356AhJAHbqAhHHMekkI82nUdjZIGtW2ilh9NUL24JSO31sbnv8g7JVexZ5Xee3zy9AIuv+sVfx+6/zs17F0uo7zegK6YmD07Dj7gftEH7VJ2734JIdi1/F8wux9sQCm1USTjAzm3lmEhlIlA7TEbKN6pQW3orv0SnuDo8+xFa+gsk1evWfjsUx1RH6mc+4VpUMSTPDIvrUCUCOJjPJp1dr0VhWLpSAAnngwhv6sjEOJcE3W9qCGeCTgSWYQQ6IoFcUg5HGAmGbzEQ11aAccRFILehZOpGihezg7cR3uvgann5hEc63sRkNGqA2KQh+5DcxEDnCN710GtoCGaklz73b3lb37Snl3AiadCmJgVsbelIxzl0e5ZHBBiv5DsXZVyBs4+H8bbb9TB8cC2OAMpSCCKBNXxeTSnFvDFhRYiTx6EdPogxp4/5GqOMw0LQZsX3A9NcVN2AECTDRiqiePfn4cuG4+UitCBZVpo7dbBBQSYqjsY5G2VhtX3/S2rOZ6piXz44z1MzomYmHUvHINRxv3meYJ6xUI8NXhhZcyM4/Rp0RG+Jxxw9gn2jGcy3jH7zLMSVJUi0JMnyGVNGCaFoVPMvH4YcdtcoDdATs5F/M0s7E0K5hiIwDkJCmpTawzV8CguBJJBKMUWs9Y9fhRSfLDEVe+c0y4rqGw2obV0RJIiqn3mO9ngNJp1k1klyxZuX1Fw5EwQt68quPpZG5Kti8vzBOWo/2KeWhT/8Hdt1jC2kEZ9LIXDR9h4IovjOPPE8EV+o2piL+B99mW72Y3jCQqbMhol/wVLq6qjGGTVRkqpM1YeKe5j94GxENr5vvmCsPHHcQTFrcEUNgB4+42a4woJAIVdb8DP8Uw1YflVdj2KOR1//qP7k8J8jN89vpHBLSHEsU90fw4Qrtt1ukemYBkmvvzfLiCxvL/HeXA8hOqdEkzVQHQmjthCYmCJJZSQIFcfXD7E0Cx8/os8PvvXPDauNLB9o+lMXPuBUiB7t41z38/g2vkyklMBTH7vpPP73pcJxxMsnIhBbo7eEKMrJup7bZiaCUHiwJ31CtfPnGaZivWf3xxpn2JEQn2jCk7kPYFyB82dOqJzCVcG9NDLMxhbcDclCAEeldg09u60MXuYrdJPPxOCJAHhyL1lqD2wJ2hdo/j8gxaWjrJJUAxwiCV4BO1MVejsQVTH59GYmMdn77cgz85DkSk0lWLrWgPtqoFCwE1l0VXLtQjpoPd+hRKSs3BILXlF/wtf7KJ8veDh0vbCkA0oc0uYf9WdIYvOxtEaYN7QzjeRu7jNjmEsALnKXvhrF7pBdBYZJ7jtHPPMSgSN8TnXOWxdG+zsV4zPoRifw7kXI4iP8ajXvF3xPN9tJNogM1g+FnDKitbyIoQTbjmtwVUJwgJyxVvSZhqn7s+u/XyTHb+WgS6bjF//qJtwGirqaxXfcxBDAgyFSa0NCkxaVQOhuIB8dA4FHwm+7KaO2SUJumaBI8Av/4lVh6olA5RSvPsTRuniOIJ8KIUOe6u3AnLwFS8liyymYZqMntQx7NhYN1Eqdq3Gx15gVLL9FlTla3lXYNS5Fu18E3sfbTGFFcVwJKbYRqzRz1BG04IufNFdIMw/lcHUiRR2virhTinusUwXJQ66TTfYvKvhzhUF+egcgkGCtZsqgmEOqjL8nBaXBDxxTnQ49oQQGLNp59/b3HDdWMukvta5HRBCkH71BMq7/sGfoXXdyXTFhBQW79stcBRQi3orRSOgnpiBUnLTK5oFmVk2cwTNig6lZTjmJYEQ55LvEiWC25cVSEGCD99uwDQYT7oXHQnGDgSB4EYjjp31e1MfeoyvB76RwS0ANItskFNKnX+zn4Ejr3cnd6Us4+CfHUPe3F98OpAIgnDMojcwFkLBGhwQVxLzuPHmFnI3KgO3GQUfv5FDMCJAsWWJvngzv+/fUErRrukgBDjxUgrF0AzEAOehDDi+3B1d0vE5BCOjE+cJR0AB3Pzl9sAXR6fzeFRJMD4gOE0iYsRfs9eQdRSQci0scsK0x/tckHiYqokn/2gCWYG9eDfIDDKnUxgfv/+hb/VM0BvrJk4+FcY6WGOOsXQA7ZkFLPzgCCsF2y8K1qxAwQscSjkDpsH4fJSyybk3aBn0ju/cr0ZORnI+gpqtQ2keOeLZdv3N2zAOH3bJ2mU/2Xbvz+YnliV3Fr3EpyE8d8b3GLSaCiHIskk5YQpKjb1AGlnZKRFLERFKs9vFDgDNzLzzs9w0kN9oe2TS/JALz2I3MO1kbjvBLMC4ou2G5Yw9USKOkUE/nnl5sKlBBxtXfBrXjhyEMuuj92mf1/K3pyFFxEfehKO39G7Q1jc+Ohl0KWJrHvuglleRmOhmLC2LugKeVsPE7KKEWtlEclxAKiPg7jUF5/+tgTf+poLxKRbFbtxmixlKga0NEwsHeI+ZgB9CIQLZLrEHQwTPPCshco8LzMot/8qSUpYRHA+DCBwMWfdkfPmAAHOIuUY733S4ur2Nqs3JJQRiInTZZIY/9tiqFdg2vMi66wF7nPfIlLFAiYMqDx/jxUgK/MGMw9e9ZwwYd4QANz8abGPbj+p2E1pTRzApDe0teVBYhgVyr/bSA9DMy2gUdZi6ha9+VURhU0Ytp2L3dgvJcR5vv1F3KCKRGI9m3QQBq/QMuizBnkStKBHkdw0Uc4+D299HfGOD2w4aWRlbn+adJgJC4CrhqhUZ2uLyoD/34OCfHMPcy0tDlRMAFvid/NMDaGRlVHe6zUa5GxXUs21/jV0fnHx5HM/9aAozKxHmvy77y8f0opbX8PmbBcQzEoohdq7Bc155MGJTJzoTIC9ywOHBPLcOWmX7pUhZsGbqFvQBL9V7Bhnw717Q0ZrhBPulv2NTFdp1A80Ku+6dye3SVzrqtXvT4t3ZNiF2qoWElcH98NXbRV+lizPfCqMguV9mvS+h8dnhpbBmXoay4N84CQCbb93BwT856t6/SdHOuTOl/Vndxs3swN85Ekxm9+XEizzq2Tbu/HoX0YkgSusNbH6aBy9ymFoezHkrrMtolnWXW9kw8AIH02Tc2mrJRGKcPcvRBIdGvRu0GAcXQVcWffdRy+yvAVrLax4ZLT/jCYLu+NnDJKMn+Rkp5JrOfd1+d3Xf7x8GUzPBSf4Lzz06AV02EIiJA+cVQ6cuR7Lr58vIb/TMYQTYk5juci0zj/izy/js/RaCYQ6mwTSbLYvi8qdsPIsC8OJLAaTOTjiZxkGIRgkLbnvcuN54X0Ak4j8AcjeqvkF6fGkMiYP+SYjoTAwFLQa9paFIu41IalmGWlFg6YOD28LnuzAH6BMXxEmYmgldZplxy6L48q1iV2XAJ5PcQceu91Hh0iftgSthKcxj62rDOabChoxGWYPSMqDbzpi9Fs0bH+Wht5kpifUIaQnUskBGffD3AyEo0gR0hVFqmiUdlkWxeaWBbHgWokhQzrP7Go5xaDe7705C4LswkCRbAWRHhygRNGumS4XhMX5/8I29a3rbQPFODXJNhRQREJ8K+UrAUOrzIh+Aue8cRC02jUZqDvTUsX233yNTWHh2AnKlmw3Yu1JBq6iguu2VlvHD4WeTsJaXEEt1s5imQVHJDuYY1W1R7lpyuANYMMp7Sm37wdBMbH6cR/EOK1sefm0W4bEAtPbg1e0o2pL+f+j/cWuvPvT3HWQx0TV3ABB68jBK24qdWbGz+k0L5fK9Bbdvvak6k+CwxMjEgZCrCSVqdzWXEnPegKnn5/DT3YXIxmV3NnHtQhZ0nxPXWpoTgDIaDoVlmP4cxh40bw3m5zoLDQoopTbyn+0AYFnDUFICL3LQZQPldUZn4I4tD1yAaIqJ/LqMiaXhTR8uUIqP3m6iXDBQSbIKxK404+Li3i86AgLH/5snocwOVh0AgMLtGtSW7hrPetvwvbaVm0XIRRYMKkNk7UaBpZngRf/gVrD1dQMxCWpj0HPYHTNrX9WxcDKGQIiDppgo7yq2fKG7jF7IGojFeUwviAgEiet3E5M8KrGUrxpKP8bTHESR4m//3+5CT5UpDiz5zMcWhdrQoDa98xIfELzVso5G7qnj4CQBWl0FH+zyVPW2hsambd86SN0jJMJUDZi66XkXiGEJWtsAtSgyiyHs3W5hajmM3Vst1z47iYLuYVGItiLEo0K1aAx0QAzHBYQTItILbKGcePEoGkUNn/40hw//0x4opbjy6xLadduIA4xLHoiKjzRz25sBf1CsfGcGQog1S4aTgq0MoSA9HwTHEbz+nyXw8btNxnvmekw1KAYqzCwdFGBZFJ++17Id/JgsYzU3Wp/LY3x98I0Mbg3dwtiBKHTZhKlbWPzWFPbIFFozB732gPfwHJfFbrbNmQT3+fuOxWmnPC2ItmuXX9Ob5nVx6kj89H5e2lGQW/NmjtW2iZ2bzZFLUfXULG5+WN1/QxuWSXH1pxsYW4hCbeogPIcsN4Xp0+MQnhqsFNHarSMy7eWFDoLbIaZ7LoZqoHgpi9V/uW5vOHw/w0T1JQnQVCZJtB8vrh+C2F3hd461XXMHFZZFPY5ex58IOf/uv0d+96xd11HYkPHV20Unm7J1sYDE7HBlhN7rJ0YD2P71GizNAidw2Hjrds+G3j+sfrU1dN8gTFO0eIlpu4bHgyjerQOnjkMMCQiPB51z6VAu+iEGOJx9PY1AiMfld4tQfAw4+qHIFMEIB1OnjkELKwvjgfiulkkRCPPQ2vsH/wBw61fbaOa93L96ypsZDqbDWH3jGoAHZy1QiyJ1zL90TTgCy2DcScvwD/ajYxI0xcLOzSY4DiiFZ5CaDeJX/9cWcmss6OQ4N2d3LM0jMc5j4ZCEYIiD0u7KVJ3dp9GpF6fPiPibf+EcWgJgqzuE4p5tNz/NQwjwQ3mkLvRkTzlJgFZTwPVw9S3N9KVzNLa7ijN8iJnx1NcqiC+65ae4nqa1nDCFvTstLJ6Oo1XVUc2pIITxPdvNHqUZO6srio82czs1L+HEU90FYiWrILvKgu5YSsTxP0ghLzG6lBjkbR48QSQpYu2LOuoFFeuXuotnarHqnZ+c2sNCv3Teg6AYmoUg8eBFAinIQ1Ms6Krp9CsU43NQZMuhFTj3p7f0AkBuWdhZZwmhdT2OZs1CLMHZah9su0r2cXD7+4ZvZHCrySbSy3EQnoDjSNdx5lFghOeUEODyG2uglCI8HnAkyfpx9zd7A5vQOuXR06+mUcuryN5hk1hlT0Elq+D6B2U0ShpufVwFIQSzfzJclgxgnNTUTGBoiT93o4q2nXn+4u/vYO5cGsGEhEBURHtmkW10cngWW6urkOKjd5125p3obBzNHtvF/MUd7H6wgWf+5++MtB/iszrvnGswSKAoFKJAYIzeQweABcRi37v9s190udCmYaGypyLZ5/xTy8w7nNN+CBLnKDp0ss3XP6iAE9g5fPlWAds3mpg9m0YxOFxzkVI4L/J6cgalqzkoFXlg4NMBH5Kg7FWhVYZXFUzNhGWrnbdnDmLp+Snn3+OLMeSuswVTdExEJOm+UJbF+MdZYQqUUkRTEvLr+7u9NesmojEv2lbeHwAAIABJREFUZeBBcOujCj74j7sIJwXXPSneqXk44s28DK1t4NDLM4hmQq6mm/HlOPgA71H3IIQgPB1Dfb0Cva3vu+gc2qVOKdQOfapnP6Zdbm8VFUQzg5+xsZeOsTGmdc+rEpvFC385jXBcwLPfieDWxxW88Icx59x+8F8kYWgUytwB7AhTUBXLme86cl8d5H26z8+/ybL4WYmZDug9mwiCf1azvsdcIe9HgYLwHCzTbUowiM6R6+Gf8yIHS7d5tcLwnoPUy8exx01COrOCt//DFiilKG7JaFR7JhHSkZYCPvwlqzY8ElCKdo/jZb2gOVrehBBUE+55wjIpIkkBvEDw6c9ykBsmTr487tof4R6tWgK1vIYxI8NPxYVSpF89gYWTMZgGxfKT7sVJNM6jUbVc6kWCQFxW7O2Whc077B135aKM7JaGQJBj/TUmAMpkwh7j9wvfqODW0CmqORW6akEK36tV6KNDICrCUEyYmoXwWAByRfXtSI2kg2gW/F/0HW5s5NnDWDwdx97dNkzDwoUf7yG3JuP2J1XIDQOzRyIDM2Z+qBU0x/rX93tNC/XdFkzdwtyTGTQnl1BLHUBr5uC+LwIHHGEZv/popdnOu6kkpF2C9VpdhVxooRphwZTR0lDfGJ55rmdlbH9e8HweCBBoGmsMs+4xUcGCW2IbBbDPTJ2V+XZvt3D1vTK2rzccXePPe5oA60UNNy+wrvdAmIdmN5wIEsvo13fb2LrIjvfmhQpaVQMHn0iA4wie++EUIun9Fwmx+QRiB9gkTwhBdDaOxmYVekuDnPcGrpZhonZpC6lnlzD+/CFoZf/gllKK3fPrsDTDFShXEt2sZTApIXeNNVE20vNojLupMen5ICYWw86xcTZtws8BqheaShEIesd0duv+FEl0zUJpV4GhUUwvR5Cc7C5E1KaOL/7hrvOSL63VUVpvYP2jHNpzB3H49TkYdoOSWlcgzy2jeruMVtbNad77cBPJQ+NQqwpaO3VsvX136DGt/uS67+eVm8WBqd/CZ0wVpl1WUeiRhCqvN5xj7IAc8fLpK/FZiEEeudAMcmsytrgpfPavbLwWYnMInGF/I4U4qEM0Vy9/4uWWV0ssqLNMVinpzWJKAa/d8vqlhu3YBxgrPhbifl/fl4VDX2AWHAt1L13PJXTJOAocG8+ku83u+XWfL4OrpP7cD6dQLZmDy+yEgBcIWxQ8CviMCVOnqOVV34XU3p02jr2QwuRSGMdfTCEQ5mEuuRVFdvUUrEfgIG3qJizDstUS7i9QFCOS153Pvgadsa3Ns0rnJz9hFKs//MsE6lUTsSQHUBbIRuM8dI3N3XeuKtBUC6JdiQuGOCaLJxJHFq3dshAb//rEE48xGr5Rwa1pUFx9r4TkZADZjlD3o7YSHAGV5DwCURGKzYcbOxCDUtew+Wkeu5eZV3wnILUGqAp0shGEECz+5RnEUiIuvV2yO+1Z45llUl/b32GIP38UheBwC06lrqO63UQw/mAP+OZbdzyfla71qT/0z8k9E2Fzp47F73dfeo2tGgwfK9KGne1VawraFRVCUED+VhXNouJM+nt8Eqrq9REfBfMLzFqz2ehyiQ+cjiM1E0CroiMUFVyaqa1qN3OzcbmBaEpknLwgD80OQASRwNQp5JqG0FgAmsz0VadXwsgJk5CbBraMiZFK8GJEQhHdzJoQFLD51h2EvvMkWnsNT9lR2amieSuHKh1HjaRB7cC1+P4t1z71lgalJMMy6cBxWgzOYvL4YOWRUnjGY+pQ2JQHShU1Shquny/DMCh4kXie57vXVIAQDy2kA31Al/y198tIZAI4+9006qk50BX2cqSU0R7mn8pg4xM2Nut7beDkMQSeOw2O51AKzyA2yQL07XfsRjHCTF623r6L0tUcTNVwGo52z69j/pWDCI6FfI/FdS2+dGvVbr51B5VbRVdDFB8UYMi2A5XdJNiZPygF1j7IolVkGq1Xf7bh2p9fg1wkKaBV0wFQNMu674tcDNh83AHDr9OV7v4y9j/TlqvqjTs5nniCqNK23BUc8AuABiq5dX+RPOw2SeCePr3vI8MJNp3DrnhQSrH30ZZjEgMAu5fLnr8LRHj2LCwvgVKmOPHRP2dx5dM2tlZVgFJXU1n7HmQW7xWUUigtE9m1NnZvtTzGP51tcuIU1LkDUNsmDp7z0kIIz+1b4aEWRfm6N2EwDNWbRdTXKg9ESxAjIgzbuW6/pIZq2+9ucjNoVE0UIjN46Y/jCEd5TM2L0FTWXHbzkgJNoY7NNi8AimJBFNmrh1JAVSwUpNGMaB7j64NvVHCr2ZqTO0qSlaJ+G1YrI3wFL/IIffsMctcqCI8HgZPHwD3BNGEjqSDqWZaty6wksHYht+/+CCGIjonQZBMv/OfTCJxdgSCykhzHwSOg3wtTt5C/OXxiKG80nIYxAKjttLDzZclRXrhn2C+N7XdWPRmF6q0igJ6sbv+8Z2+u1hTmMtRj7Tv9PCvJdZqbOpDzTVz7D59j651VtvIuK7AMimaOZZcaVQNigEBV72/tEwgQBIIEmt4NjnmeQFtYRCDMQwpxTka2P5C48uuSwwmTgl1tVV7slowJAZSWgYWTMQgnDoGXuG7jzigH3LdJ4OWnMHY0DT4kQYxKUMru6oCp6iB92qAAoNe62zkvFkrB8dzA4BaA57kr2GNJkw1oPQ1+YpCDpliIpiTEUv4Lp0ZJgxTmYWgUgk3R0BQTtz9lY7iwp+PGl21c/DkLREs7iuPOBAAXfpx1mi87Y69e1BAbExF++rCn6XL9Qg71nAxlYRnBmAi1oUPoK2sLAQH19IGuNNt2DaBAKBOFWlNw7f/+HGpVwdIfHwE1LVCTwjx2FMIAabte1NdZ1rtys4gbf/sl9LYGraG6sr6N5Axae3bgZVd0OpecEPaMiyEehVs1BKL7L0gLgSnHuVBpGghGvZQAh+JDWEZWkS20evW2hwxL06DgeaaawI6Zlew7DT4dnujY9P0J5m+82V2E6csrQ7Zk6J8v+hVaTM2EqZpd+TBCULjpdYUMhHiEbcWHYtbA6nUFE68fRzzJoVpkclNST3D7zk/qD2zs44K9r2pORWVPxcxKBJPfPYF6UXNVIjqY+eMuVU1pmYg+25UQJPZ5MkOQwUG41lBR+GLXzd3fB5ZpoXQtD0PRQS2KvDZ6/0UviiTlZG4LX3h17DsIhHkXj19uWQiEeGRDsyBHFlEfn4HS7vYFqApFIEBQKRpsHleYskijZsA0AVOHbzP6Y3y98Y0KbkMxAROvs6CxY8k6CIZiZ3oeNLFLKaq3S/uudoWAgEaujUp83jk+euIYqmML2LtSRnIuij1Mor7LArB+Xq4jPWPjuR9O4fBzSUe7Nj0fxM2PqggnxKHBbXm94VjmDoLa0KHUNca1tblKs2fGIQwwVdgX9mHPv7oMQ/bnn+28t84sjQFMPtMNOEz7Pm29fRfhKbdWaS06DbWqQGu6s7dCWMLkM7MgBDj154swNQvKAcZXbNcN3LqsQJIIVNX7orn05WiahrtIQNPY+2X7RpNxYzFYiH7185r9+272bA8ZJ7jdo2km0cM2gCZbiD/HstSEEEx89yT2rpSHLtjKNwZnU5LLLKMlJYLYfucurvyfn3Z/SYHgVML37zr82yIdY9lCQsCJHKxhROW+527nS1adKK81ULrbbWCJjUtQ2yaCT3QDks0rLGhrlDV89XYRumqxrLbJDANyOzr2brdQ2lZQK6g4/mQI6SkB0ysRWCZFs6whOSlBV01osonx2SB2brRQ3lVw5d0SrvymhNxaG9xxf/k/MSzAULpBzfU3NwfyP422DiEkIn+RBUvjxydgyDoO/5enIBdayGsxmJqJyEzcuc7DQE0KwnNQ6wqoRREcD0OtKFAKLYR7GjL5oOgEXh1daKdXhieIZoJQl1agtXUPD9c0KUjfe1qQeLRrBqQgb3NWvePY6uk0z27ryO/ojrFDL/7176swDYr1Wyos+1E3DGbiEI9zLKAltu6zAbzz/2zh6m/K0DULh5+1+ZIDhZ79P+53bOtALfQZkdh/36nsOOfY2S9hVQ6trkKKBdz75byc6D0yASXJnqulYwEABJzAMbMgQhi/XABMezeRGO+24X5Q2Df96nslVLMqiuFp8CKHhZMxZHkfQ40+Le3eDCq1P+QlYWhwe+fHV7H30RaMETjkHegtDUqxjdKV/APREjipq4HePXDqGMl0stXyzAKWn0jg+gdlUMr0xHupI4EQj9yODkWxnEUbIcAHbzUgiMxtThAIVq+rTGmGYqRm08f4euEbdcdMYf/MSAfrv7BXng+4kI4uJBAcD6F4aYiM0j4IPHfa4S2e+tEiNj7JY+Njd7leDHCOPiEAZIUpV9YpH5jGs38+iWZmDkee8y8L3/i3LZi6hdhECGsfDD5ewhGYR4+ivttygq3m1NLA7UdFKB12yqmAXUorsWCeGha0OpukGsluI8TGW3dAKcXaT29g+lteMX21KkMIdoMPp1PfpOBEHjvGBKTnToMQgtpuG9WsivSUAI6H01TQO0dfvbp/cEspINgZGcui0NomjMVFAGyCZVkTitpOC7o9Ge/YVrPP/8W0w58WgqwcXN9rg5d4lrm1X0CabDrazB008/JA9QdD1lG+XsDWO3d913RxWx9UDIvgAwLUmlv70zre04DYcz1K59lzwgVE52VPOOLhNg6DKzHW80MxNO3KHm1eaaC0o6BR1lDeUZCccD/PUpBDw9Yknvr+SVT22Hhpp6aQngs6XNHMYhh3LtZw/h93cfi5JKLPHcHV98qIfusIos8egXhqsEawIHFd+o099gcFW7XVMvhORoewwNJo65BiQRgyUxMxNQOZs8NpPwCw/Zs1mKoBPsAzqgMBAi89ifSZKWTOTrvGOADHipTwxCXdlDmUQHqFLVTi02GIYQEX/7abZVMaBuJp7zyZ32hj8mDYOdVPfsIqSK0qex7O/+Ouc0k4wtQrem8sxzEOuipbyG7r+PidJo6eZYE1y9wSzC/w+Ie/Y9UAnifQVAuNkg5NMdGuMovboaPqHmOi8seMMuLcwq6YAbSG1i2tEzjzkBASoZZliBHRoecAgBT2GmRwAnE4ws1Ad84VJI41hvYlEMIRDte/kHH3moLPz7dQK997o5mqWGjW3XNAZiGE4o7iBK8dhZ1hePpP3MYtbLHBAs/+LCW1KG7+3SXGjb+wgbmXlyDFA/u+8+QCWxjrTQ1iVML2r1eZccx96tz26wrbH+Lmr9ji8uxrXWe3+ISE7N021JbpCabFIIdK0UBh1/AcCsexxRjhWE+GRYHlo6PHFY/x9cE3Krh14KzI6cAXEyHA+i9uPfCKrMSlUQlOQgiJqK9XXMHbqOh9+HiRhxjkPVaysXEJljE8oKglmX7q5gB1CKXOUo31zCJCySEPbN81G0XLcig6pfuAAL2pOVlzy7AQTDNZq+bOYO3ajm+83+9MzXQJ5K/ZNr+GrCOQdGetgi+cAVlkgTMhxHYI6/uufRIrO9smTJM1N8kyxc6W6VJFUGYOoBKfxYlvj+Pzv7+Dak7D7OEIyjssEOtMpo2yjsLtGuoFDfVsG+sXsozKYI/ZhZMxJxvsgBCXbm8v6htVyIUWWtkmsybuQy3qDrAWXl12HOCqX2x4tu/9TgB2FzVGo/p0yv979sKl73M/RJIi2nUdyT84iusfVGD2NRtt3lahzi/g6Ze6Mmha28TiCrv21cQsNDvjumNNIBwXcPCJBHbR5cqNqq4wcZQFKqZuDdXk3Ptwy2X1SjgCUzPBBwXGueU4GC0d4cn93dGUsgxTNbuW0/bpW4blaw0enog630kNy1Gs2NIy2DFY4MKdPYF6+gDEEA/DXmSFnjrscSoEWNNXKMY0Q9WWCbluYOt6A5+/mUetoCKRkUBpjypCn6arFCT4+J2mI3wfiXEQRIJa2UC1aIDjmdVs57y2VlV88usmvvUXU9BkC5+/WUBe3IfXOGD4LPUZlvQjdXwC0ekYWjt1tPYa0BsqxLAISzfRzjdhtDTsvr8OUKDEj6Odb0KMBpyxf+rPFnHgmQmsvu/mQ/MC55qTOwtrUWTX85N3mhhLCwCl+OU/1RCKcqiVTZgGxfaaho/faaJevTce7tZdDVurWucLAbAyvNq6t/30ZnblmsbcHO0xEn3lnGtby7BQvJxFK9tAcCyE6FwCmf/61X31cHc/YPOKqbBFW/VmkTntPcQsaLusOEZCu6Q7fkrBKRACtGoGVn50BBd/nnPuT6eRVW5ZTpOqYTAVBUKYjCMoo/iZOoU+vf/i9DG+fvhmBrf2pMQaiAZvJkYlROe8pPr7xda7q9j7cHPf4xqGSCqA/K0aOIE4pcDSWh2lyAzE04MzTqOA4zkneOtohe57nIQg9vqTD/S9HQhhEZXredTuME4kNS3wNp/Rkebpu0ScwMFQbJF8n8tHKboBAWw3K0VH6sQEgikfk4CecxMlglara+t6944BUQQK+cEvinzeRCBAGCerTiFIBPWU1yyjnprDxJEkOA5IL4Rw9rtpZttrUxLkug5Lt0ApRTMvQ4qI3TIfIdAPLHqCMV4kIAOCrZ1fr4ETORhtDUUy7rtNL4wjR9CeOgDLMKHs9vEJ7a8wGgrMdg/lo5O2A5A+7S17dv+ebVPdbvbuzvW7fjQz8wieOwzCERx5NolGWev5E4JX/8fT4HiC6niPMkNUcLr5CUcwfyzmXLPYuOTSGd7v0atsNp0NS2EW/FkGZXzbAX9MTcv1oiY8k5QqWQlGFeAJpp6bR0mwHbyGHAMhzHBAtFVeSldZ5jQ4HoLgp/xCKTbfumM/0xaqY96qBuEIOJ7Dgecm0cjK2P6iOPQaBMI8dMXC0hNxLJyIoVVlTXHv/s02kpMBEAIU9tjiyrS68kiKTBFP8tBUimNPhLC1quHF78UQjfO48aWCnQ3dCRw616Cwp6OUM5DnMtBVC/n1NgSJG56cHShKMPzmKnNLoKePgw8KyH68BSkeQPi7z6CxUUX2421I8SDiB9kCQggzTvr8qwed79vWM+CfPOkkHMobDef69nKdHZnBCA/DoFBViomXVwDCSt2BAIEiW9jd1PHcK1E891oM+R1vMiS/qzsZYQAo5XRcfI+NT8tkhgSdL+3Q1R6kbzp3vYJAbLB1M7UshNJhyIUWDv3oBMpihtFnqv7KPoaiu1QNLJ1pDUvJIDZ/eRucdJ/0tt5jsi9PICa5suod6ogUYWYMusL0h6kF3P2shkpWQWVPQSzBQ1UoQjZnWm5ZCEdt4xv7YgoCQaNuoVF+bL/7+4hvZnBro3Cr5vBx+mGZFizNRIF6syL3AyEsor5aQWQq5jSF9CM2sX+3dCk6h7EfPA0pIqKebYNSiq3Phr+U9sONf2PC/LzEOXwqwnNDebe9eFA90Q44kWc2lnZAwDiGBI3t2kDtQ07gYPb8jR9iC0kn6yDGAtAaGkpc2v9laNcnN26rCBzOYOLpSYgi8MH7GiQJeOJH09hYN6FpFBvrBm5e1/HhBRXXr+n46EMVExM8AoczePMfa4gnCDLpwceVOhCDNjGNcnQG0TEROzeaSNildssEcw+jjOMcjItMc3LIteZFbuCixDKYg1XHXGEYejO7uTev+G5DKYWSq0NKdTOlelt3gq/ofAKVW8PHpedlOeI4KoamYdhmDaZBIQQ4Xx75MM5fPTUH69BSz7bDv3PTVkZwa8ha3ux57/eblmuxQQhg6RY4iYelMberURYaHUjxIIQQu74dVy15ehGV4KT3+AmB3mZOdH6ygq79hgVUNhsezmj/9cuSDFTZxA6dBHd8GdvXGuBFglpBAyEENy8pAPO+hipbCIbYWGw3TKQyTD/VOrQIRbZQiM2hmJhFtWTA0JlblySyygWT4GM8al7iobYMiEEehGeLt4H2r4NOc8RxlVhOQQgKGDvKgjNqUVi6CXl2EeMnJpwKGrUoquHBizdnrPR8NaXAWIYFbeVgBpkZ0eHaAmwhbRhMbeLQ8SBqmXnkwrPOvcvt6NhZ17C3qSG3rWN7jQWHcsvCFx+2kd3Sceeqgn5/hY6qyoP0qdW2W0jORzE1QOWEWrCbSE1EZrvJoMi0f2KotdNwGoUBwJANEI5g5S9PghP4+9e57UHnuvMiBzHMQ28baOZlrJ7fQ/FODYQQZOZD0OyehlCMOZjVCxqu/KaEpaMBqLKF+BgLcpt1kzlI9urhigStutl1o3uM3yt8o4PbuXNppJe9JVpKKSzVRPHy/fNk+9FMz+Hgnx2FZVooXvYPMISnTo68v2g6iPP/+xXIVQ38fZZx2hWmd6g0dJi6hUBMhG57qEfSQbTLD2YJek+wszY7v15zXlIdWZj8Z7tY/nN/IwhO5LH6sxsDS1mEAK1sA6ZioF1oIZAMdjMKfhO+PSte+7ybdZBWMpj+1iS06TQIIUicyeD6VR2WBUhBgomnJzE5xSPz1CSUSRasWCaFsJxBlR9sIUv4riB6JT6DretNVOKzrgxtejaEuSdZZq+WnAMoRauoYM9HeogTuIHXwdQscCKHU3/99MDjAdhL2DreLeNSi3oXARQwZR18UEBovrv401sa5r7DMqV6Q+t27Pt9CZgtrb27ewIvcjhwKobYuMjUEkIctAFcY6C7+BoW7O4X//j9pWVYQyscrImUOC9rxrE1QQQeeku/55f45NOz9nNCsPiDI67fLf7Aq/vaaQqi+zhKZblJtIqqRybw8hvrrp+FAA+jZxHRqhkQAxwWT8dBOODYuRASKQFK24LcthCM2BWyuoV6agaqrRBy9AxbxIsSB12n0BQLkkQQi3MwDaDVZBxcy2T3WteYZBYhrCHLj35V+HLPd7G6+UuvvOAg1OMziM4lwPXcl4N/yp6F6FzCcSdznrG+wyA8sfVwiWesEQKIc13OpzSfxvSCyKhPFsXcQQnzBwOYX5Ygz3mz7NWigVrZxBcX2ggECbbXNNy5qiC/qyM9KYDjmV5uJMqhWbfw3r/WMb3AmoeFAOdIWd0PGnkZwbiEUmSAXbtdsfGT8fJ75kzdxNY7qw7tqZ1rglJg+YcnEBqBojMSCIFlssUnx3PY+DiPVklBeCzoNLDGnj+Kr35VZO++MO+MT0qBamQCimyBP7aImQMiBJEgEnNnbnmB9VUI4sNJ7jzGbxdfi+CWELJOCLlMCPmSEHLR/ixFCPklIeS2/f/B4pkDYB076hKYdz7XLVAA/EMoj3RACIF1/BgIIYg9BKrDLp3Ey//DaTSybc8LdrB/vBu56xVkr1acv4lmQs7LqxiaQav4WwxuLdaRevivTjkvKcu0wPEc5HwTyRX2Ymhn3QETJ3KQ8y1GXxgQu6z8xUmYqoE7P74Cy7AcibBhMIdkuziOIHpyAtZ8Gpb9wqrE+jL8nfnOnggrGwMCvU6JS+IdHqncMBAIs3sqrMyhOenOMFomdVzhesFL3EBbUsIT8AEB2sF7o65Q3XTxRtnOAKMhY+wpdxOhqRiQp9i1DSSDzsvL71gsw3Ka3+7n1dBMz6MUngG17GbKIUL4vVy6wduM9r292+k+TX29ILZyROeFz3SqmY3v2s9uuDSaR0Vzu47wZAR83z0pmO7pj5d4WJphB4P7OM+JPMy+bQytaxfbshe5vOTOkMsNFtyOzwUhSBzU2XlEExxUxYLSpgiGOFx8rwlVthAZE1mTGQC6sujsIxLloevsHjbGxhi1IW+C4xi3kRc5ULPHUlkgvhWlxnbN1QDZgaWZw5U7+mAoBnj7no6fmkROYwFtWcwgb1/j4CtP+f7t2EIMu5dKGFuIorTqfd7dbC4CJT4O07AQTfDITInIRWYRPuev0kE4gr1NDbOLorMv06CQ2xbaTQupjABRJFAXDqBaMjDx0iFkQ7MwNAuCyGHye6MnTvqhtQ3sWYNdPDsKB9SirkqFGJVcJju9OPXfPYPIdAxrP7uB8ZOTWHh1GUWkEH5t+OJ7X9gPqBSVYLR0CAEe1KIordahKyY02YDUI3/HCwT1zgK53XFvY78782wYvMChPDaPiZdX2Oc90nocx4xHRraCfoyvFb5Od+07lNKzlNLOzPI/AXibUroC4G3754cCSzcZYfwRDFrt4CHwQRFy8cFLGcXwLOSa5gluC7eH69R2EEpIkCsqBImDXFNRjc04DUkPi2owKkw7iEr3dI53Js3Cl3vgA6yhoXrbNrWws1Fjh9MIT0QRGAsNfImVyBgM1UDq+ASqt0tDS4oAC2wfxE7Rla2w/73xqY8M14CIql7U0IikfTclZHDGkOM5KIv+weuB7+6v7wkAiYPuIMnSDLfGLQBQwGioMJbdjTqmajh8OXVxGWLUP7gVJB6GbjHqT/8i4h7qpxxPkPz2MWQx4QRdvZJ4vDg6tWYYjB55od7HQm3pkCLCwGOWEkFWpe8EsbYJC+E5R/LtXhGZiYFwHPjg8IV3cDwEudhm37UPLQFwLzDKGw189R9XEYixIGDTVmYhhLhONZIQEE1J0GTTse7VEymceiaMdtNCKMIhu6Xj0idtcJw3mwkAc987DEoprn/RhqpQPPNX05Bl27DGoqy3wKJO0yqTmfPe0+BYCKbi5YTyAb6rRzsCmCIFu7by9KLvNoPu2x4m0cjJoCeOorbThKlbrt7lDnrL2obOLHJrGW+SpYNK0QAoxcqpINJTIloNC5mXWLDFEWBuSUJ6SoBhn/78948484OhW9ij6YH7HgW6bDh0GD9Qu1eABbfdeUkICTB87gkoGB2HIyhdzTMLcJt3/sCUBEKcCp1SkcELTJmCFznosgG5orqapUMxAXLd8NxTQggqkYn+vTsTQL1qIhzlHAWJ0ppX9u4xvt74OgW3/fgzAH9j//tvAPz5w9oxswGEN2P1kNDYrGKr41z0ACCEvSy5vkBHa+0vIWMZbOLVZRNLL0zh8j+vIzgW6mp4si8AwOxGXba/D0lovNfCkhoWOJFnzlkOLYE1VJXqfatGAAAgAElEQVQu59CaXEByOYVQhnE8s7+4zA7xyVMY+6uXcPTfnUXysHcSn3nxAPhIALlPtlmj1giLimRKwOzS/cu7fH6+jXCETaq0V1+oB4ZqdmWibHTKW5nXTkDsBC8dNYKeuXcg17NP69iFEeOoXltTZjBg+TZ4UIOV13v93DsvN6fBacAw4SUOpi1rdumfep6DjrTWPUII8k5wqysWRLsEKwY4h1PX/Qr/gzr+4uDCz5WfbPj+7dE/nGeBq88xt/NNhCcisAzLKXMX1BgsnXFt+5/Z/UAExgHVl1cQm0+gHh/eoV2WJjDz4gEQngzUee0FBZzzuPse6/qvbDZRWq0DhGByKYTaTgsHTnX1dJ/+00noqoXUy8ch2YYbhCPY4mfA80C9YiI1IeD0M4ya88LrA8T5KZOwuntNBSEE6TSHdqOTRWN0hE5wyw/IRAdTYZeBSwdE4FySXfvBkHUUreRoG/sM1cOvMUWaqZMpfPWf2Nhm1KPu2Ok8o5xAPKof/aAUOP8mywKr8wdQTc2ikDVcv1cXDmDhkITMtPc51dqm05R7P6CUIpwMDNWedTK3hoWC2r3HJZJCa9cb9HWaIfW6itSxzENPpOx9sAEhLMGQdfAS45wLQR66bLL+hVg3UD/zWtoet70JBP+FGACAUlgmcHUrDHNqErOLEggB5Or92Xw/bKhUxLqSfuj/fRPxdQluKYC3CCGfEUL+2v5sklK6BwD2/32WWQAh5K8JIRcJIRdln1KuHyzdxOy3FyFFvS4uDwOcwPl3ON8HTN1ijRo9E/igrtYOlLqGm7/aASFA8MUzKIZmsfjfvswmqN4N7Qe8stFAM98T3D6kyUgutmEZrOnGtMu1rq+3+Wgrf3UKhBCMHc0g9Kq7bNWZdJvjc57SLABUw1MghOmLysUW0v/u1X2PqzU2iel5EaUca9LYWu2OG3M/ubWyAVEiOPt8BNktNz2k06xX2WpCqWuuSRYAlp9MuM4JgCsoZhzp/bmeDwuWZgAc8Qa3Nu8TAIRIAEbT/Vw5dIQBw4QXeZe7k3OGQzRjh6E3SGjVdITj7HilEOfIfwEsIz+oAayRHpw5AwDRfjn2Yg+T7PnzqfDI+Rbj/RlmtwJEgNSxCYAjkOI+c0vfqe+eX3ekA0OpsHNd64kZ3wyXVmmh8vmG83NsPmGX5UcI7npkEefPpZH+4XNY/vY0Pv/7uxibj0A6s4K1C1lYy10qijJzwDHYyHITUNumc/ue/24MY88fwrkXI85CsZjw52yunAqiIY3h1z9jgZA5kUQkziMxzu5jclLq0hJ6nPpcGLSm4ziPnfQwEI5ACI+4sKXw7HvbllksBmdR3WwikhSwe7mMaq4b/DiZW2n/yoJlAcEw57iYSUEez36HLfDnlwNMSgzABplxKYV0oDRNiKH7D25NzcLR7w9/NrIfbTHObR8tgQ9JLqWaDsaPs1e1VlcR+PY5z+8fGiiwa6RhahaEIA9DMZ1FXHWHJTnqqTk0K7aGcs99MXwWHaEoB7lt4emXIgjFWYOkNp52/uYxfr/wdbljL1BKzwH4PoD/nhDy7VH/kFL6f1BKn6KUPhUaGy1YtXQLVWl8oKzSg2LmDxYdR6gHhaGaWP8wh0v/vIbdSyVbyH94cFvdbiE+FXIFUZ3Vc2Tca3HJBAT2b8q5H8jFFkLpCMtAe4JbC9Sgjg5okYx3X+r3eByJH/0BZl9acp8z5305sV1TVMfncfeaCrllQW7aWUGN4hf/OJzysXFbw1iGRykxh2q5GwwZqoXrv9iCZVjIXaugstFEITjjDl6n+rjAvedICFbPZ5n1p8+1ehTQ6zL4gOitYPQcVjM0jfyvrkHZ616X/RZuOW4Cmxe7NA2OY4uzUcrnfuiM3Y3LdbRrBgpBRjvJkgkXRzQcFxxr43tFMC5i73LJs7AzdcZp9ByTwEGKSXZlhV0/wnGILyZZQ1FshLmIECgVtqgMjIXQGlK6BpjjVumDOzBVFhBXgpOgp46P1LHnWlDZ5xhKSpg54+aSU4vi+ptbnr8XQ4KrqS9ny6Vt8TPYDXh1c3thHjwAMchheoGNG14g4KbGgRh77k+9kkY8IznHNHvWnUnqlZXqBy/yngrJMCQOpkYujbf2Go77nB+O//EBLJ2Nw1BND6cZsLniQ9wiAWDuoITZ764gNdENEvNRtkjYFmeG0hkAWx7wAZIR7YqK8D7vze13V9lcaljea2ePPaO3etBZGL9w9qHIfrm/zz3YhaAAQzNtilJ3fK5/2G3qblV1FENTOPNqGmrLRGo64PBve8d0PMmjVjaxYU4gEOHtpBIdqnX9GF9ffC2CW0rprv3/PIB/BvAMgBwhZBoA7P/nB+/h3mAoBrjAw8ms+iFvJO+vi8YHN97ahmkwvT7VVj3YL7sIStHIyUjMRjy/kp7tcaLqLYnbk4ZlDM5+3SsoZc4/5UAG09+aRyXYTb6XruSgVGRQy/KYLdwvqiG3CLwYC3gbHnomx+Tzy+CFLs/w+pcynnslirvXWYONplrQVAsX32/B0CluX1GweCQApeMAROHoJE6dGAMvcbj8L+sIJiS0SgprChqkkepzC6WwAF0277d671A6RoXRUBGaG0NowR3giIkQ9CozYCAij+k/Og293m0+9Fu4dYI0gAW/m5/mQcCy8+PLcRTu1BFKPVilZPNqgzXQ2GVYIcAz4wsb8vQClJkD975jShGIirj97q7nxgxMNlNg7EjGtWjjeoTwj/xXZ3y/pxeBsRD0hj0+R7zf0eUMzL5M+igLwcT3nvIMqrw0jcRMhDUAmmzQKXXN92XO8WSowcnencF0IFNnlYgzz4ad4yW2WgIAxNMSxr9z3Nm+ozPcweav7g50xAuMBWEd91da8UNrYv9m0w4sw0Qr2xz4ezHI41Y2img6iJWnu1QHdv0opBCP1S9qUIbQyLKhWYgSh2b/wncE9GpB92PUJEW7pLBF+BDIxTajyBmWl58Pdp1W37jm+fxR9HXobQ2E59g7gzCN84WnMo7KxuFXZz3PgyZbEIM8KvFZSGdXYB08gFZNByEEH/9LFu26jq3rDexKM2g1LOiKCSnAOw50CycfksLDY/xW8TsPbgkhEUJIrPNvAN8FcAXATwD8e3uzfw/gX0be6ZAH21ANW+bo0QW37BgeThZ04akMlp6fRHI2AiHIOwLifjB1y8nqqg0dOWEfZxW3Ajnbh2Y6wcODIHdxB0KAdzh1OS3pWvVTStHeawKEIHnIJ8v9ECbGanDCsdX02y8hBOJJVoZ968dVSAGCSmreKRGu39Jw7XMZqTSPzTsqTJM6GSsAEE4sQc2wLKIQ4BF5+QlMHk06jjl+oLQjLO49RzHEQ2sbmDwyIiewD+SJe+uYtjQD1vFToCdOuz5vhKcRnO0eQ1lldIoOt88xJegZ3tu/XuseByE49NIMQmMBTJ8cg768guyVMqpJloXSFdNxLxsVmmJCCvKuF6YQ4FzSVfcNwixHLZN6NFYzh5OeakfHEa8amXIE6kEBLig6NANlzq00AQBSr0wd4DTpjAwKkHNPwLwfF8TeKN3+P8dzMI8cgRQWHdk2phDh//x3bKOL2zLaNfcxrH5R82x/8Wcse2b1NHB+9j4Lgjmue+7y9PDATopKA7O3cy97r/ODoHZ5u/u9L55D8lAKpWt5X9k7IcCjXVLQnFpCI5JxLm84LkBXLFCLoryroll5NCYANy9UUM35U/Eu/dOa7+d+2C8IzZyZspslTXCCd2zoLR2hzG8nANRqKmZfWkQ9MYP6ahntXBPl2LzD2S4EZnzfHb3nGIiJUJqm836W6wbqRQ2CxKGY01HJqhCDHJvHDYr25PxQ1ZTH+Hridx7cApgEcJ4Q8hWATwD8nFL6JoD/FcDrhJDbAF63fx4JfqLmalVGY6uG7IVN6O1H7zgiRkQYD+F7Un/6DMRnTiE2FYYQ4HHr7Z2BSZ52WcW1n2+6eY6jwn7Q1aYBKSx4Ph8V5Wt57J5fR3O7xgS//SZOSsEJPPS2hqln59AcH6Cv+IBgqhVtyP0Bbv8xFwwcOxdCZsrmAI7zTgfz9poGfekA1m6qmJztLoiuve/VoQUAEMIaqjrBLaWuZj2lpmHVbujpa7FGMCZBqWnQlhnPscOt3r1U8mz+MNDJznpPgaDdL6FHgKnn3J9VbxedcqQYFqH1ZBTFZ04hPsX0Tjtcb2IvosrrdTQL8mhcURutmoFwQnAtGIc2htwrCEEoLrk0UAEgL067rEoBQK11s9jp01NOWZwQwji3A1CPTaOdG5AJHOU0CMAFJZhyX6A34kJQbeqsXNu/qOpxeNIVYx/5M6BV0VHcUlDY7I7rTha2d3EgN203M4OpIRCOYHdDYzJLPJCaHa1iE8pEBi4CytLg630/aG+UXD8HkiFoVQVawxtECkHe4dkDwNJZJgFZTcwiFBMcg4VOCbx/QfCgmFgMIzXjfw1HXjSNMHaIwIETeI9aAvtlx4GMs9VRHsJicwhmX1pEWWC8Z0M1ncVi7PUnnUcolJRYptZ2HTz2grtXo6MKwgJegnbDQDjGxnzi5AzadQMcxyx6TYNCrWsIxO+/Afkxfjf4nQe3lNJVSukZ+78TlNL/xf68RCl9lVK6Yv9/QDTRhSEbWPsgi9ikV1i/uVOH3lARmohgzO66f9ir/l6EMhG08w8uB8b1cFAJRwa+BNtlFVpLhxDkAUpx8IXhcliD0CopKEZYdpI109xbFre5U0dttYKxIxlI0QBMzack1zOhlqUJXw4ckzgaPFG2t/cdDs7xyL33wQ6Gvnq766DzzMtRKHMHUB5jwVtjYgFrN1QoMsXsAWbjevxcCMV4Nwgv7yr27ijqe21HVgmUcbScBRYhuPObrid9aa2BcE953onNCAEIsPJKNzN85SfrkKsqKltN7F0p++oSF77c83w2KqT0vWVbKkE37SO+NAal2EZ9o4rofAK1u2W3XFvPfT7cOS9KoTZ0EI4wGsCIUFsGghFv0KW2R5eBGgpKcfR788iseE1fBm0P2M1fPUG2Mj94TiE99teWwRosm1s1lK7mIBeGzxWmqqN+ddeWGeubBMhoVSLLoN1x2oMsJqC1WOBlqIMrN7pm2ZJf7Ptufth1YuRFAkOz8Ju/7eWo2tUgnVGd/n/23vtHkuzMFjs3bPrKzPK+qr0fP+RwyCG5uxR3V6uF9jkZQMACDxAg6AcJ0P+hXwQIDzIQBOFBWglvd7lcw6UbmpnhDIfje3raVnd12fQmMry5+uFGRrrIzMiq6u6ZZh+g0VVZkeHjxne/73znpKZYI49pUPACh7OvRqtQcCLPuMWPGI5mgetrkBLiIjzbDeWL77szneCWEDgbGyh8UcPtn+3h+f9oFnrLwYXXcnD8StDt39ahVK2h2dZJQSmFe2rI/Ra18hXhvnE0G0Ji+ITHs5liyN4v7+P+D2+eGCUvDG1dYqCXMtSdma1n17B0NY+7v9yH51K0QnjLuUXZlxVED69WkHk4ltfzPNmGi0M6XAf4Gb6ceOLB7UnCNl3Ud1VU0yGZQD9rRAgJyqonPevvRonmYbdMtHYHy3VHBqVYfm4ajt901EbhZg2/+p8+g607yCywwD7MvCJkdYM/d8lNWZoDccSgFgZO4DB9lQVBQkKEO6z5bcwAKOYSsKrDX/iNjx5G2p/kfAqgFIX3dwNx7uIDDc1S5wWz5Q3SN5IvnULs+U2kXmGi692cOKPl9Lw7tKqB5jTjehKelbiH4fMfbgdlXyklBhkzQWLuVm3+m+tQ1B+28PnfP8T61+ZRutMIrUgEVs9HSWBO8p2QZa1TZ1D8YA+NuxW4ug0hLuLhj7sco2jH0aib18dLzIbZmUCftJ0F6+ebf/rzyli5pVHozqpry6eCbvhh8By3pwETANTDFjLrk1FJmg/qSK9nwUkcarcrIC+OppTYdR2u6t+zfYfL+1zfYbbfbXAvXPYnyH1NOXEBeoOVZanHGjHD4Jgesgsy1LoN2/J6OsgTaQF7t1qYWYlh/3YLtQMDHMeMIIyWA0HkUM+tYG5ZRK3sBMHwOJhN45EGS93QH1aQWOulSJW8LBzDgVYYpCXwstBDi7F0B0pRR3Y5iYK4gPx3LsJa2wDAAtHMtITb79ZRvK/h+i8qwQT5ywZbtbDzs3vB77F8fKCi0Y2D3zwEJ3Ew68aJV5fGomt73U6eiekYPNuDXg+fSKS+dh6m5kJKdMbq4rYW6DkTQnDnfdZE61rMUvsZvlp4qoJbKSHg8p8N8rea2/VOt/ARuJye5UC5NblVr9UwULtdGTAf0EvqyA7gYaAUOPXGIpafm0bxFnvw7vx8D1rFxPP/6hRch0JKCpFeGkB75sskgnJrKZTuNHoGp0RORmo2erOXVlLBiRx4WQDhgDLNwjFCSnFjLgGlFFI2MbRsDgDCVBzWiL8HeP4yk2xyPagHCpqHGqQEj+VzqZHZLo4P70I2Wg5uvVvD2tV0UGbsXo2xdgbq0qlOpqdvG/OXcsE9KCWEgOsoxgXYXbJWZtPCme8uIZ6VUJIWQAggv9bLjQUAc0jJNBImeRRCliWEIL06hanTebgXL8BY2URms9OcJqelHrcggAXtgszDu3QB05tDdFGHYG4jMRDcnn01C/6I9pg7vyvh7i/2IcWFsfJ6bez/eht6odVzXZe+uc5E6yOAeuzZ9GwPRScL/tXnkJxPjdQZBQBXNZE8FR54C3ERruGg+FGELH5ItyIhBFrVRHImFpSV67uD9Imzr2QRe+Es0tMSmiULmRkJxQcaLMPF1JyE4gMd6W9cwN0PGrj7uwY2X5jCjV9Xcf/jJmIpHhxPMPvtM1AaHVOIsN3rxs7Pjq8XHhl+9aQbvMyMCg5+szMwXnACF6gk1Hda2P5NAcvPzwQqPN220O/8fwfgRQK1YUOQOTRKJj75aXmA430ctEo6dj8qB4cyEZ+7C2bdwMOf3QuOd/H1EU2aFFC260ivZdHaewJGB13X6/QbnSTFIbeA+Uu5QJ/25j/vwLW9wI0PAEzVxfRyLOBE3/pNnTnnuUx+sFWzWXb8ManXPMPJ4qm6Yq4g4YAMluN3f7EFKS1DysgTi6sDgH5QhxsWpI0BdSlSy2k07vVmVLRCC+rh8MawUSjJSzA3z+L2T3ex/2kFru1h5cUZTJ+egmu5yG+kkVuLVm6W0xLKd5mIe0FYhG04PTNhY/0M9pxo2e3qjSIK7+0gcyoP7UBBcjEDXhZCXYUAjMwaUtsFJwkjB+fYXAZmIdpg6tku4rNJWA0T0teuQs/OY+lcEof3NNQLZg93sFkePel4eF3B2VezrAT5QB+63KX/2J9k+bWztnD+wsVOhu+QzAeGHEKc7wluKQWcc+dw4fur4AQeKy+FBzZzLy1BK7YeW3arH87580M70BvTa2jke/+2eCUPffXUxJ3UL/7xLAriAsSrvQ5tU69fAD17arKdBgs4Kg8UuLaH/EYKemP8ZNNzPSQW0+BjQk8mp+hEz9oSrqOJG+D5y+O3bbugV59r73zP39rPWTBZPQK0qoHpUxnoNdaNfvAZo/0cfs7+v/nPO9hx58CLHLzTm3BtCjHG4d6HDTRLFuY2EjBUdv++/q8XkZmVYK2yrnTHpsjOy2jV7KDBlAW3vfvqOR3zko6l8pEOBwDTYbWbw5/RUPQzPnx6VHIhjcJvd3v/1rVzhmJDr1s45OYZV//DjhSe51JkZpiWL88T6IqDl/5kDhdfz6FRPDpFof8ZUstGkL2UUyKMZoQESsgJdnQbp//8IvSynzzwz0m/BnkbnuOhKs6wsZ7So1WRjoCZqws92xpQfbh6EaU7jSA43f2ojNoD9t61VBt33q/DXlnFxrUM44FznXNqra4jMyNBlDiU7zYeifLDMzxaPFXBbRhcy4U8FUMjOQ8ltwx9aWPidXiGcyR1Be6VazBWT/UEaUZVBxE4eBPahsopsYeK8NJ/eRaxKQnxbz2PfTqPfW8O9PJF7NN5lOOjdSfbqOdWoVWN4GU5vZmBlDpiVygh4GUBjdQCxLSMijADThLCS8/+6RjWfOA5HojEDw3YPMu3gY043hgVDbE8o2twPAcQgkNhAY7tYeujRpCB3bmhYO9WC0ql96Vw78MGKKXY+ULB2tU0itJiMNhV902kFwY53occm2QZTQsLl/PQ6yZaZQOJfCw430JcCNQtCtwCLKUzgRJevgJe5IMyeZv20A9O4OFFzNQfCxFfWKzM3s4eDWa/d8yZI70oivIY5Y8JodeYycbKCzMwNs5gemN0Frn0yQF239zC1GYO2X/9xpHGEQAAZcYlJxkAtEvnvCwEUmRHQVlehF4zYaydRn4jjes/eIDSnSYevl8ccEWc/d5l5JdiWDqbhFq3UZQXkJhiY8eOMwf5edYU+Y1/uQiAopZeQu2AZc3O/MX5UA1YS3Mg+RrKpQ+7+NhHOFf6fh1Tz63AKg+X8hoAQTCmKDe7suCE4My/uhxoFw9rCvQ8GpTvy1ud5EVuMYbFs0k4GxtY+k+uIvnqeRwKC9AX16BUjt5k1j+RYU5i7OfkdAy/+7/uHGm9nu1h5rkFbP3tDVjNTvA9TB/Yc5jLYWI+Faoq8aigLa6PfAcQQtDYbaF5qCGeldAq6hBkHuV7TagVE7xAIKdElGKL0BUHsXSnYZXjCazsDBbPJtE8nEzZ5Rm+HHhqg9v6Xdb1atZ0LL+xcfJi0kfE4bsP2WA94YDdnN2Ae/588HsltQJlduNY+8LxHKSkGMzeD7kFtOaP2GRHAPH1F1hX7RWmO0l4brDO6C8LAOIQP3NqO6GSM22YJQXyXDryObQUE1VhZmAgdDc3Md3Vse25FPGXzqG8y17CxQcaClsa1LqNRtGC59Cezvnp5RhEmQzocvbgykWYG2ew8uIMSrfrqE2tskyCyIEQgswSC4x5aTIx+u0f3WY/EEArKEjMTaZxe9SS5TioM6uD2sLDQFhTmVY9mQabSVDZamL+Yg766mkQQqAudbK/YdlPXuQx/8oKim7ueFkcjuDe397A/tvbkRbXHlZQ+PF16DtdDZR9KhG8LMA1HYhJCc4YutOoxC4vC4BPjzDWz6B8r4nUbAwPflPA3IUsqEdx/e8eBMsr0yuYXomhdsBsdbu1atvY9eZw4Rt58CKH8g57rjiOQAjh3Nq6G3D8e4KkI5xuRzGgyEyqbRzshh40rxJCQF0PrTuFnmUq/AyIwIwC9t/eDs5/vwuhv5KeX+tTy0FTU/e9Q7hwKbhR2Xe95aBwXxtYVz/EhIDZc6w5srathPL1/Y2FflyieYhpGa3dBoS4gNkXRmvhEkIgpuWeYPjLgCt/vgFTsTu0L0Kw+2EJluZgZq1jdCTKHNJ5MfgZYGoYO830iUhjPsPjx1Mb3Faus8HJapmocCfjFtYPSunIpqew/XEt98ilw0eB9Fwc06cyx1/RkENKLg1ZNwHk77wc+ifPpyU4SnjDhatZqDmDVrzDQDjiB9rtfe3sbLuk/cE/dTxC2pVjXXFQ3TeweCaJZmkwaKimltBKj6ZttAfPem4tkKZplQ3k11mmkOsqSce/FSL8H4Lmg1qX1BjjyPUrGYyCVVOx/4OPwEe1IZ0AnMhDGDJp6Ud8SgIvEjT2VZjK8AxWWwrtJCHEeDRn1kO5rofv7jCqRx+q4vE7poW4COVhHRt/em7sstrDClp3CkiemuuhRclzaZjFTvBHeA6u6UDOxcZOLGJTEtK+RFs35i+w5yn9hx271Nf/m0uYPpXB2r/9NqSkAEt14PYFpOX4ErJvjDZRUOdYYDe71tkuIQRnXu5VprB1J+hKn0QmLhSk7/8R0B5WYNVUgAJCOganZaL2wXbgBNeGvriO2s0SUsuZgF8a++Zzg5s5wvhu6S4Ot1QUtjTcfb8BXQmncxW2NBgtB/u3W5iaC3l+uwLe7Aqb8OpNC8Wbg82GdJhbjP/R4mtraO03EcsnhrvndR3r1KkcMhu5oQ2JjwRjTnUltQLHdDt0Fz+77tou+FOdxnP+8mnIfnPZxW+yZ0GQeOgN65nG7VcUT21w24ZnecfK2nbbjvZDvVeCvje6Q7kN5WEdjmFDTErRM1uPAZXUCva9o6lG7P36wdhl2lnc3g8xclDyLBc1Mw0hNUTDkfp6ixEzOrnz44MSrdF5mRBCgkaP2qGJZm4ZluEe2dq1vc5rf8Gy4rFvPIc9d/CcR80IOrqD7JlpuLZ7pEYHs9CE/EffGtSyHYFx0my9C0dbrJpZweKVPDie4PCL8OeIUori7RNUHAHTe5VTwwNwORvv8A3hl3tPyIKzNb2CU39+EY3E+MmIoxiYeeM8kpszyL/aqag0+FnYtd5JtWs4kHPxwERiGJrT6yjHBisNbW3lbuzTedSmVkEIQTwrQ6ubx2ZTtCf2lFIYy71UG9twwMeEgWWPpQTSpkA5LspvhZfpCc/BbjBubgN52IqOhT+5CrvWzpB2lpOzcUydysP2M5TtZ/a4AdDBXRWm6uLWezXwIkHxgYa9Wy1QyoxFPv5xCY2iCV5kMoOcQFDLDF5H13LRKuoApeBlpsPLDWlWHGrY4Z8zdXYVlmKhzI9IDhESnB/n7DnkL80O2nk/YagVA6kZNrHiBIKla3noNfYO7nC7GQ/ctSmqqSVQj0KI8bBUGxvfiJ44eIYvD5764PY4oJSi9sE20y6VeJglBeW3OwMkddwBXcRhkLNxmDUDiYXUcCH3rxiMqn400e4xcYJnOyDiiPPa9+IaB315AwDgmk6PQ1Qb5V0Dl76ZQ3aecepm1mIobbPlXIdZh+7fUWGudl7G7SzsJB0vYQHtkUEAvagiPpecPFF0hLK6kJZhd2XS1a3S8IWj8nN5DkVpCcb6GchJAa2Sjvvv9KqSmMroQPQoKN9rDjS69aP7DJkNA1LmZCyiCUegLaxHmnATgUfVyKCipaHEO5zjtgh9NxzDgRAXR1rkHgcFYWFkdj0KKKX45CcdPvbA372Oru/+sXQAACAASURBVDcvC7BV6+hd6oEAKlD82Q04LXNoRpUIHKifKebiMpyGDjGbgKsNJiFa0yuoJxcGnqHkd1/AnE8DSM3GYURoUOwH71OVeIFg75YKQ3VxeE/Du39zCEHmUC+YcDc3QS6cHmozHZuSULrTgJgQkJqN90jd9cM2HIix3vtQCZGuHDfp7j6tyYU0o7c8QfRTI4y6haK0iIt/vApj7QyaM+us14QQbL/XqdglpgRoTQetoo77bx/68oze0H6HZ/hy41lwOwKOYkBIygAhEKcSUG4fgo9LKP3yFlug24zg3XtD1gKAUsjZGKymAU7gIWdk1v3s0XCprK8IkgspaCO814eBenRkgEstF0QUwMnCaJWKCWO0WD4O9aAFwnM9kjC5eRnKzGqQCSlKi9CaLJObyLDAauNqBoQQOKaL3Y/KTHf2uKXTY8JSTFSEGSy9Hs2X/vCfPoP28Ggl/oaX63nZN29EN2CIAkoBpaBj4XIetS6Lab1mIp6V+paluP2zvf5VDEX5bueFffBZFamZ2Oigqe++shoGatJM5O2dBDzbBRmxj/3xhms4KHtHs22Ogm773qPQqiiliKUElHZ0NEomkrnRExYxKUEvqBCTR6TOdJ0gz3ZhNzTwCXn48pSNSYQjcA0HQjoGzzegkadCJjYh58A+w6gmldQKTr+xGFnH2fapHs7GBs6+MgXL8OA6HgSRwNJdnP96Dsvnk1Dr4VSF7gC2Nb+JpeemkV1JoSAswGhYvunG4Pccw8Uh7b2vC+/3Plfy1IhzBpYRP/MvOtSqRnoRSi5aQ/OjwsG7vRroFOy6tpt8eYlnkoKUorHbqYCU5AVYhgtTsZmE4VGcPp/hS4OnP7g9RjXRqqogIg8xG0ed5uEoBtyzlxCb7+KRUhasGcXhXaLJpTTUAyXIqnCvXEPu/AwKv9tD9YsS9PLxncweJxzDhlnXIWVisNpWpBOcZ+p6mDqdH/53j4n/q8lFGIURJekJR57WDCvDa0sb2P+4EvBWuUunB5aVEzzkJI9L32L76Z3ZBKUUe59UYJ85C/GVK0xr+Enyp6nfEZwaryRAKUXy9CzMkhKdXtCFUNvXYTjCM8cJHKhHURQXYXRlCE3VGcjcNvZU8GKIU5ePnQ86WeXKVhO1HfZ8Ve43MbWSRD03ZjJAAXAksBN2dAfcGLUUbbsSqXkpCsyyAqPQQGxhhFsa19tU5hgOqyJROtZu+qiglDVQFW/WhzcoDcFnf/MASn4ZU7MSdr9ooZkfHQAJCQF6RYOYko73jFGAT0iwa1pAeXBNG43rez3LdP/vmTbLPvoBcnJ5sG+Ak/nAejoMufUUbv1kN9JE4JOfdO7XzIyEZtnC+a/nggy9Mr2CRnYFiVfCedr3fnUAx+pQlA65Bezas0HGlRCWFXb7FHpszQHfz4/v29/Fb4x+VuRsHJmNRzepioLiR52Jtud4cPsmFaOUULqvjxjjkZgS4ZgueHFIM/QzfGXwVAa37Q7UnZ/fO5bkjmc6kOfSUOQFprvqZ+rEXJI1IAAAAVzdgpAaPsOtSnOYfaE3ACm6OdArF+GePw+t0EJrrwmjqh9LyudxoX6nEjRUuEd4odunz6JoDx8QHT+o4GISvC6dXH23NrocHhGcwEN45Qoevl+Eqdi4+ws2ODYPNOz8rgTHcmGtrsNYWkdBXED5HjvW0u0GFq/mwfGcH4wde1eOjgnua+p6aN06hJCKgZMEWKuD/MpxIAIfOSjmeG7AuGQcppYSUA5ZBqqddHv4fjFwOevuKteqJuYv5aAUOhmrg+sdNQG9YaFV0kEphanaSM+xzJulOijJo7u+24jl4rj9/3zKfiHjS7NmWYFZOp4MUvv8Nj7dhataqHvDJ4BiJg6nS8OVacTyACFB8+pJw7U95NZSfuWitxdhVBBHKWWZSJnH9HcvoVG0ws9n1zqEmAizqjEe8YggciwIwMsiHMUA8RVYWneKvZl7gp5Mr6vbqLmd8clYGVSQ0ebW0Lw/vN9iz5nD6TcWmY74GHQ3jxWkBehNB9rCGpbOJbF3c3xlLLOQwMGnVSSHGe4QguRsDGqlt0HXaFoQ+igEyYU0Ul3BfGnEPQgwmkbRjd7ce9JIrWZg1jrPgVnXIWd7z4N36cLY9Tz4TQGEEMjPnRm77DN8NfBUBrftDIpwBG3afpiLpwf0/ZT4QsdAgLLufSmfHJnZqsXmoRVbkELKPFJahpAQ4Rg2ql8UUb1ZCrRCv4zgBD4QoxdiAuPdntAk1yg0kVgPb2BwWkZQKjwuOJ7D2itzuPXTXSRn2GCoVQ04586i4mtUNg81NPZVHHxWhaU58BwPB7SrueBJ63pHzCy07hTQuluEIs3B3jg//gtDt9e/+fDtiykJVhQB+S4UhEXMXcj662WfVX3B9fiUFDgNubYHwjH5NbXceVkXbnaCrcx8HEpBR227FahSAJNRjeuJeci5OAvSI5xmIRUbqu4ReZsfbqN1pxDK9eyHIs3D7NJw7T627pf9SUJKCkjPJ3D+eyuB7Wz7Hvjsbx8M/Z6tOZCTIqhHWQYxAp2H8Bwcw4GUkeFox6BueRR8QoLb1WjHiXzvCetTUfFMG5w0+t1BeG6snF5BWISlOWOX6+ZQd/+8683h638xaErUj3hWQvWBgpI0OHFrl9+LwkLwDLVdt/ptwj3HRWwmEdjTfxVQ4WaQWs4EvR9mzUAsN6gGMhSEwGhagYlLWz1laimJxr52LBORpwmEkFVCyJuEkC8IIZ8TQv47//O/IoR87P97QAj5+EnvaxtPZXDrWi7mXl6GPMlNHoa+l3d8mc1QCSFMtHqNzWodxUBifRpWZTS9gHv5KpTsYDmuNbOKmjwHJbsM5+w5JOZToI53JIvexwoCJBbTUPeaY+1Do8Kua1DkId2pJzHSdK1i155lhhFdn3FdGUq9ZkKvmYhlxMBsoRtySoxs23ri6Ms2jcPc9y6Bk0+uMWuUekIFubFd+2FozrDGDUJYh3MizyYdBW4Olh/gGIqFRF4OlhsFs2WjICxOdJ7UQyVQ41j5zikYlUcTKIZByMQj6w8TkQ8qSY8L+spplGJLqCRXmDSY7uDzv2N6vYSQgbJ3G5bqYGolGQRXQ9F9nfwfKyR/tPKw/32j0ERiLR9tUty2y/XoUMOCkE2MRHY12VNh6AelwNSshFa187w8/71OcLkzpgm1PbnI/ukroWNwZiEBTuR6xrXy3Sbuv3MIOdPLZ3Y0B2LiZJs3Hwdi+URQ9TQbzCQprHG4G0KXU2ljT0V22ZdN84PcUmwJjuUinhvNOf49ggPgf6CUXgTwdQD/LSHkEqX0P6OUPk8pfR7AfwDw1090L7vwdAa3pgNBFiDnWBPXpKCuh9Kvbg187pzpyFrpsxtMa5WwTHGDn4WjsnK6vh8uHxZV6qkmz4GTeOy8uQVbtb5UurgBCAAKVIVZVD4vIrVyAlq5YehrYpGmUxDSx+hcH3Uq+65P+7QLMR6OMVhmryaXIMS+XLI33dC2K6h98AAAULNOgBfXPQmQBHhDKDR8XDxeoyQhUA41ZHw9ViEuwtbZtizFRpGPKM1zhMfGqGiBmUZNnoNR00dGMUG1JmQZbacaUGwiYdK5GwHsxiC/lhN5uMcp5UeAuriJ3d+VAtOFWIbZvYaNVbbuoDW9ilaZBRznXo1QxvaboPi4FLgLHgVOU0ed+MHiMO3bCTRxe+DTZcyGwe6TEJTkJWg1dg8cfFaFWjVQ6mpwbFVtLJ1L9my7koxGnQF8NZH08Ka7anoF+kqnp6C2raCxp8IxXDT6uOe2ZkF4BNrXjxq12BzMmg6joqHyWRGgwM7Pt0Z+J/VHL8K1PchJ5hJJeILK/SZu/aRjsZz67ovIhLhP/j6CUnpAKf3Q/1kB8AWAIFNHWHDzbwD8309mDwfxVAa3juGgTLNopBaHmwiMgLpVgjyTjjR7R1c5CWDWsM3Pdkd8IRpSyxlQx4Oy08DBOw/Hf+ExgzpeoP3paDbK5NEYZYAjUG4dovnZLsRMDEpsAWq6k/2mlE7G7+x7gc2eneoEtf0vZv/3wN2mD2JSgn2aNXkY1ceX4YvyMnZaJmzFQPr8AhIbJ19m5CQenhkewBKxYwl8lCCLcKTTsEQIOJELuOim6oR30PddO04gHTH5Ts03wrY56IsbwX6M02RWbnZJl/WtvvCj67j/v/5y7DYD+NvhRD5yc1r1vfu9HxDW4W4+YqcoQgiaBR2ZRfbyj2cZdeT6Dwad12zThZSR4DnsAPWlIU1KbVqA44LwBLPXFkA4AnNjsOEzKqR8qpNU6GocIxzpVB6ofz/791gw7o9JKsRnk9BLKhr3qkNVY7pVJhzLRX1HRflOJ7g99UIGjdwKLr5+NN6qUtBRS0dXJzAUG8IrVxD/1vM9md7mgxrMqo4yeXL82aOC8EzKzVJMiGkJnMghs54d2VhJCIFtuEjOxILq284HZSRyck+Fwdz4veHgzhBCftf1778etiAhZAPACwDe6/r4WwAKlNKjeT4/AjyVwa1rOOBkEYQjaE2vjP9CFyil0A/qMFfOQJ/UipZSaDtVxFeOP0CUaB7zr6ygeb8GISHiwT8OZpKfJMyGERD3N/98PGH/qEhuzCC2MAUhHYPSl9FIbs5A3Sqh9OZNOF08RUopqOuh8vbdset3zp0HKPXlyQaDH8fyIKfFsY1+u7+8P/LvJwqKsUGXcVCHtXIGdTqN2ojmvaOCk8Whpd7uCkVUm9luyGkRZstm14PS3oqH32Dmbyj4uL8bfPbMFGbPseNui9lHKm9PmL0LHAq7rodymwW8jmJg6rnoRhnt5tTYUhZOK0LFyaNMUtD1AuF8TuAgTcUCkwEAcHT7kTSqzl/IBpdAkHnUthUsXM6h1BW82boDW/PttMedf0KglVTYmg0xIUJbPL6+KL0W4vpHgPhKDlrb0piwilB7/+LL7L6RZtIj1Vpq8hyKH+whd3785JF6FGKMR2WrianlJLbeOgAAFOVFcDzBjjO5BnbxVp119k+gK0uGNEc6mo3a7fJjtalv3SueWFVSL2ugLkX+4iz0pQ3kLs7hi//zw5HfcUwW3LJJLAUBkJyJoVUafPaqN4/fyHwSsDwe29r0if8DUKaUvtz1738J2z4hJAVGP/jvKaXd3ZL/Bb5EWVvgKQ1uPdub2CWl8u49VmIqNDF1dQWEkOge8v5iXFyEq1nRMr4RoOSW4eg2rLoBOXtM/vAJY/rKPGoyG5BHKR9MjL5TXjWn0OBmoM9sDFyPqjkFz7CRPreAyq9vByXi1u0CGp/thss3DRlL2y+bfti6AykujOVCJmYTA+YctmrBPAItZhRcywUn+e5sI25Pz3ZP7D4M4J8Cu6lDmk7CG5OVLX18AKtpBla26oESKcgq8fNMazIpwFQ72zj4rNq7YLeMT1yApTlwLBe8xGPHmsWuzZzpYmmRyYuNeJ6D7P+E79owWkLrDhOGT56ZC3j6xZ/eGL8yClDbRXJzBpnL0bJx0nQSVlVFfIZlUNNrWWTPTvec59rNElo7w4O09j3alj6Lqt9snepV3VCrJtSlTWhVA57jYfu3RRS+qAWNgWNBKarXC9CLKhqp8Y1Uo9cV/nHhJ58DFKg5OVglBWaZ7VuDzATNlvYmm6wr8jzMQhNWTYXdHKzMEI7pXo+rWlEKfPLXbPLrOR44nqB5ePxKj1LQoBRPqGLkN7JFfuedAJymAe3ByTRO587PwKhqsDZZprWMPFa/e2qk0oZjuKjGlwILdAoMb3j8EjIDHzcIISJYYPvvKaV/3fW5AOBfAPirJ7VvYXgqg9ujdLELSRkHP/wYRqGJpjDBLJogaOzQ8+uwN85DzCUiZQ2jIH9xDun17PGb404I7UahqvjlsFm01s5By6+Be+1VND7t0EGc0xchpORomQFCoBSNgfI1pYBtuGN5tZ7jIj6XQmu3AddyA75pY6sKdf948lD9aO00kFpmhhKjAu4TD2x9NG/so/b+fej5tdHBLaVo3K+BlwXs/JRNHJv3ayPlk9oQEiIs1UEiJweNfNRjmaruALUd0HouhZwWYal2qOlDUVyAXjNHet5v/fBWsN/Hhk+VyVzuVBpc3Qrlx/aAAJlrK6h5eTQwnuYjL0xBzMRh1VRMX2E85KKTHZBv4mPDKw9mXcehT3t6+OO7cC0X2z+6PXbbQw+BEMxfzAWd5o0DjXXsR4SlWnB0+5FkEKlHe+5ZR7NglVvAiOeIkwSYJQX6bg3KzcEJ8MIr4ych8awEjidMOrDr/t398HjZwOR0DHo1Ov2El/mAux6Gx60MwCek4HpUfzuaIzsO9cR8j2U2AGRO5WGMoCY4lhfw6z2PDtgUqwcnO3Z/leFzav93AF9QSv/Hvj//EYCblNLj8zFPEE9ncDvB+8nVLZTfvgN5Lg3xu6/DOTVZiV1IygNBXiuxBGkmNdF6hsFcPwVtYf1EZKfMhgGjquPgnYeRy0HN7XpPJqf44f4jax4b1ogXBYQQgLAMWTuIENIxOJNkTvu4t4QAruniwJuFpTngxPDHpfmgjsxGDs7586h+XsCDf7gNSimzEj3hGb9rOih5efAyD9c42aYhzx6/PsIROKrFdG9HBAWe4wXct9kXltDYqiJ7djqSGgAncPA8ikN+AXM+tcBQLMQyvYL+8ZwMrWaivtvC3PksLM2BVjMHtGyFmAi1YkAa0QnOeL5e+Bv+CM+eZ9jgY2LwXep6qLzT62I40GxGWeNf1OxZk58NNIv7s4dReOiUUqj7CjKbOXguk1hT95tILg4XvQ+D1+bf+9emICzCVCxICYEZcEwwYZDSMmzl0ajEJNanmcxgm9Xy4ovQHlaQPDU79DtMFYRC3SqF3rtKntHelJ06lN0GjKqOwu96Xb4a+XVsfH0eep1db98MLdDPPg6m/vjlyMuqi5uB3F43PIcZQBynce+4MEeYIEVBmDRbRZiBUdHguR4aW9Wg+a8NQeLASezdbTZtyJnee1XZaXTs5Z9Jgr0O4L8C8Add0l9/6v/tP8eXjJIAPK3B7QQ3or5bQ+6lDbQSS0cqyaiZFRgLpyb+3sToem5Ln4SX0Mdh5+dbUA8VzL20hP23onEhzZoOZbsTdMbyCVT4k29Qoh5F6Rc3j7UO7+JVkFdeDgbKVnxhQFifUormdl8Q3R7QujK37eDfMT1wEo/KfQXacvh19mwPRScLwhHI+QTSa1NQD5QjZbYppSi8P34CzMeEE++IV94eXTo3i03I8xnEFsZPbjzXQ2Y9y3iUC6uo3SqjloiocgBg5jTLTtemGGdVrZjIb6Z7pNeK4iLMpgVTsVGOL8M1XVCXhlrrWiFOZ21QSiEmRFaV6B8CKI2W0aIAETi4pg27rsHtyj56tgunZYLva4QrvflFhBVH23Y/xIQEs2Ggfo/ZLXuOi8Y9Rutol2of/MMteI6H9FoW9dsVCAkRdsuC0O9aNQJiXEBjX0MiF8PZPxjMYoqvXO3dVf+5CmvQBJh5xjgZp0gIuWZ1N8e0drvoSrN/cBFVs+ME1y9vJ+YSbLLsy8M5qhlqte5oNuyWBa3QgpiUUPhd7zNcSS0jlpXACxxaRR2z56bgWt7xpAQJmUiCkZCOBW03jKqO2HQc3MtXQ771aCFk4jBLClNYiaDvPAr9zykhBIfv7UIvqih/VoBR1VC71aFBWLoTvPPNls3GB0KwcJFNAFzdZrbWnx2emNTlVxWU0rcopYRSeq0t/UUp/Uf/b39JKf13T3of+/F0BrcRtSIBFlQ9koYbkT8xw4F+RCntAkBrrwllt4HSR/uglCIxl4RRUlF0c4jPJiNlb3lZgFnXO4oNxyzbln8dXvJsfLID8TgSXz4IR4KGPpZd7H1ZCXERdl/GzGzZmN5IB5lZOSXC9DmazPmJfT508tP1sTq7CvfSBRTe34M6P7yZSD1UUP1isCxplLXRovX+IFuh2aGZW+pn4SaFZ1jQPt8eml21Gzqawhy8i/5LsGsT/d397vnzrIkIzCHKtdzg/Bk1HftvPRi5L+75XrMJW3egLZ8CvdyR4yMcCXQp2xh2e5qKhYIQHlzv/fI+M1HR7IFAkZeFcHUGDPKaOVmAXdeRfWkDxmEDNSMFUKDx6Q6oRyFP91ZzmJyaT7top/NOCOrcKnZ+eg9SJobMqRyaD+qw/eCh/PEBarfKyJ6dBi/zKNE8WnsNTF+eh3rIAo32BGucNXgjv4a9j8qoJJdRjneCW8fywPtZsSDqIAQPfsPc07bfK6DVxRetbrNJKCf5zX/HgKNZsKu9+z3//SsAWKWOT3S0S6t670St/tPeJqQGpuE0dUx/8yySp2eh3NiHUVRCx05HswN3OGWnNyvL8Rzs0+eQ/t6LmL+Ug7l5BhuvzcNoPHktc7OmoyoOz14/ClDKtN7U9DKsSguxpRw7t4cN1D7chrpdRutOYSJHyvhscuCz3PkZOJoNOSNDedgIaAgAeiga6YUEpCSzrzY3WTWEgo1V9btVSJlnerdfNTxVwa2jO6jemLAD8xFNyOSFKRiHw5s4jgKt2ELh/V3QEF/3thSVXlZhKSbUAwVGRYO614Q0FcPum1uYubYAo87KMrzID9Up7Yey20T23DQ+/Z/fQ2pthN99BNiNwayMZzkwCg1wsoDW7eNbhzqnOwFQf7Ciza8F7mpt6HULxupmoAdZTS0FL14KFtRuvj6iwaVvG4QQ5C/MBsFdN3Z/sQXlYR1mzQhUGkqfHARcZr2shQ7S/eAkYXggV1aORovx5ZGsvfAmD+GbX+/9oGv7jU920BghgZeY6xyTdqAgNj3+GLsxLFhffn4Gms87dEx3aJbVdWjo9QAAs25ATErYfXOQ95den0IjsxjyLaaGIGRijE5DKThRQPXde5DySUaHabv4JWXMf/9KYP/aBhcX4fr8bPOwcXQOe8iNQHgOa98/g0ZyASU3h1g+Hhy/lInB0SxkNvMwVlk1wm5ZaGaXIE/FoM2vQc7FUfxgD6UPD0A9isZWdWAbAMBLPBx7cDLFdIpZmXvq+y8F+9ncZ5Sh1EwsaIailOLBbwpsEkmBlW9PqFLTB7uqDjSTVg0WxKbOzKM5pPJEQ2gpnCzCNRw0hTlU9QwSm7OY/vqp0HHKrOlw/Ann0HkwIahlVsHxHBrTazAmdPLr3eHjc54opTBrxiPj6A+DVW5BmvHpL4SA8ASJtTxatwtwz16CZzJnt6iSeAAAvzGsG+TFK3AtF3I2Br3YCpQlPMdFk+u8y5yz5xDPSD0NrLzMw6zqzI5Z/Oq4tj0Dw1MV3LqGg8b9GqbOPCLN1QlQd3NwWmZHbua4IIBR0WG3LCSX0z0BvFHVUfzdHhzTweG7O2jtNKCXVHAiD3r1ErSFdXAiz+gE/veEpAhbjSa0Tz2KemIBq394GhXu5B9y17BBHQ+cJCB1NnrpOgqoR4c6aQXLUGYZ24YQEweko/oFz3u/HzLZWPVf0ASoXC8EZhyJ+XRw3gnPoeZLzGz98GawHsIz/ucofioflyB8PUTmCIBd09DgJ8/ECPk0PNMO9Gs9o/fF2/8CdHUL1PVgFpsQUjLEbKKHBkIpDZq4yAtXulY0+YwyO4RbuO/NQXiZrbvfTrQHYwIBXuJh1PROttFHwcoODYrthobMhUW0bjHpr7qVQfP6HhpeFmalxc6Xv91WYpE1n3btBycJQUONUWhCnhtN96CUovT//nLwfhtyPruf1Z7zD8A5fx5Fp1OxanfKe35mXFtcR2plCjPPL8Coaih94h+jT3PoxvnvDcot5jczOOTZhJDz7xtO4AKFARACQoD7bx9i/9MqCEcg+o2btdjksljdUG4dBIoHA3+T5wcmGW2YOyXIq4PPTffpVeR5KPHFgfspvToFSzEx9Z++DsIhNAHRD17kIytTtEEp7TGBOC5sxULyURnwDIFZUlD65a2OE6VvCKTEFweaLu2GHtrIF4awylr7M2Ys4wAUaO03YSkWpFRvRaaSWOqZbPCyAL2sgfBcuPLOM3yp8VQFt3xMQP7CLErul0OI2iw0YZ5U9pYCIGAD6OlpKA8769352T3I+TiU7TrSa4znWL9b6QRYALiXWClZ8Jtqqtx0UKbsh6N3ymvd6F7fUdC8sQ/PdAaaXTzLAeE5EJE/8Uy609Cg3u/LRPa9mNZfnQunHHQJsA9D9YsS0qsjstmUSYIVP9xHa7eJ5HKnWSexmIJ6oMDRbcy9uAR1r8kaO6YTMCoatv4uhJMZJVkziYydD7uqQMilkLi0FgRhjV98OvI7yc1ZlN+6g9IvbsEoNKFlV3uqFZ7lhgaGbarI4Xs7kfcvMs1iyHFf/rMxmqmEYPmbGxNpq3qWi6Y0DzGbABF4EJGH0zJAJJEFvBwB4Tlo2ywg5BMS3C5LbT4mBsEtn5BQ71M56IdTakCaz8Hr08BtU6CMwtEblJa/2XvchBA00ouox+dx+O6O/yhQ1G8NZvWL4mBm21gbNF6QUyIIh54AorGvYutXBxAkjqmSRLzMoyas+m7tSLQc6rogYohKQ1jQJPTSztyLF7D0rQ0QnkN6I4f4TOJ4Ln19+OxvmZRYq2igsaeG7pfneqjfYfda2PgdBqOqoRE/3mQiKtqTdauq9vCeAQTXPfeq/47xxzmrrES2pB4Gq2lASjNagWs6qFwvwKhoENO9VAMxKWHhUid2EGQBlmKCE7nHKpH2DCeDpyq4pbJ8IsLfJwVpJoXYUhZ2QxspBh4ZHkViPoVGcoG9WB/UcPPff4yZa/OYvjyH2s0SOIl5iG/+2YXQAX7lu6wMycdFOEMyt8rDRk85aJLnWt8bzgdW7xVhHNRh13pn557lgnDEF3qPvq0o8C5fG5u5LcVG2F0OOfjuLtpxDXbSVAyJuRSspoGq4GeGKEWFn4GlmMC1y4jPJlG7XYa+vIGaPAezbpyIKlUUeLqF2j+8B1DAolMABdQP70LIj+6ar2MaTsvEwp89BynHStDdEk65CzM9wTwAgCL19QAAIABJREFUJBdTiM8k4VoOWrvH7xbvwYjJyD4drAi4ttvbYHJqQjci/9awqirUzBKIwMPVbBCRh1VTQTgOfLLzAhXTMThqJzDlYyIcLbqUk9PUkLiyMaBqIaRkOKqJ2jg5pRHOdvVkOO2G8BymTk9DTEhwtOOZQRS4ORCeg9G0uxRJCNKLCfASjwN3JtLz37yxD2UEfcmqjZFcmxBtreJu6LMbaH6+3/NZPc7usZKbw/S1BUY9ighTsbH70XDNV9eh2P+0Aq1qIDkdg1Y1g0x3G837tSBhUbszmGEPg6M7jy0refhPn4X/oeuatxL+WEzgS+p5x6ZM6GUNjeQ8eFmAc+4c5l9ehrrXhJgQ4fbRHurZNbimw5oa/fFk/Y/PHWv7z/Bk8FQFt1822Bvn0Uovwzhsovbb+8dzYyFgXfxXLwEA9OUN3P0Pn2P2uUUYq6dQonksvr6OxFwSZsPoKTl2o224QHhu6P70dxRPgspbd0KDSdYwQ+AaNhylM+gbhQY8w2aZW557NBxoSlH/uMvCOEK03thjHdLpud4mt8a9KsqfHuL+D31lhzGXNJDZmUnAaOsw+teS+MLpABMdt7UOXcGzXXD8ychSjYPb0uFUu1QlCMCnExCmRwe3bWefupsLLQOXvPyA5mpVmkMjvQj7zFnkLz2ejNEw3P/hTTTuVSI3Vw7A/4qrW+BiEojAI7E5A0IInKYBwnFoJZcw/S32cqx7+V75ry7L7kiSdQQwrQRoX+Wj7uV6MsLj9ndSWIoJISEE9+dRIcRFUJcFaW2VAE7gMHsmw6TzJGHs/e1ZDrb+3S9gjJhEC8kjNv/41bF+OGcuDnxGOAJ+hKpEmebw4Ee3B4KnYajvtsCLHLZ+fQBLtUPvx9rDFizVga07OLxRRWuht5LmWR23skkSEo8tKxmo0fR97NGBPojA1p4jxx7zPNsFJwlY+Q47XxV+htlTE4LCbwf7BPSSitrNzkSjjNEVlWf4cuJZcPuIEXB+UjG4KnuxWXUNrjnZi4ITuYFyfv7iLMzNTvmvHp9HLTY/wK8bCn8A8VzvREpoTstA+e27KL15E6U3e2W9WrcO0bZS7T6O7f/jbbTuFlkp3PPATWAlOQn0Pu5zGHewG0vPTaNVNrDyYi8Hz7VcaMVWqNxUGDybdY1X+WlYrcEApP1e4UQeXpd9rGs4Af+zLd108JuHsBon63gGAK5mQsilGC2kDZ5EpkD0Q43gOtTWJT5JCDIPIRbt/mmrYGQ280gtZ8a6rQXfsxwU37w5oG5ACAE4gtzLGwCA7IvrAM84pvU2TYrneid+PtfQqrRGVjwCUIAIAmhf5paLScwpbVyQ0v7zhEFuajkDISHB1Y83RvASj5WXZuAYLvxmeUgJAbbuIjOfGOA7h8FzPMSXsgPnq3ljH4rPfZ5544iZNgIQjhtb6WmDT8owywqqv92Cut17z3OSACkj98gohm+zYxhDCFDdbuHBe0VoVROV+72VjexKErWdFpr7Gshzl4LPbX9i47lez7W9//fHk1Z8XKC2M9BMSTjSySgfs4IVm2ZVpRJlQSon8sE11kuDaiC2akFMhyukPMNXB8+C2wigHoW5O/qFbVdHi1ALCQmOPwjpO1WYE/LjeEmAo/e+1OTvvHy8Wbf/VXVfQfnT3jIf4Tql9/lXBhtGwrD31x9i8c+eg3q/DEftLbe6hm9/2re/RODQ/GwXnu3CMx2ImZN3YnNUC3yqKwNLgOrnxZHNHNX0CvgXL4fqQlKPRha6dy02cHOS0KF6DMkQdZfUXctlWraWiwf/eDvY71GgvvrCpKCOA3EuBzrd2zTHxaSx973YZwtNOILGJ9G5tCcJdXET6mI0XrhR09lLj7DGETei/FT9o4do3TpA8cefg/rXM7HBaCmEEPAJ9lKU59IDtKBhz6rTMqOl2ghARD7YbvBxVxVmVAbaapqo361MPKlQcstwzp4dGH+Ogub0OjiBAFcughBAiPGwDRfepQuRJozUdpgSSNe5dQ0b5V/fnnhMDQOXkOGq0SaQQkJC61YBsaXswOSIcAS8JMCoaEHwGQpKcf+dwyC6FWM8ktMxNPZUHFyv+YtQELDJgWt7WHl5NmjSA5ixjtU0mYtl17V17QhB+mOkkpL+yZ0PR7OC56YNY+EU9OmToRi2+02GwajqUHY7tEFK2STnsfHCnuGR4FlwG+H+deqtQB5J++Ihmu/2NvpQj0J5d7QgOx8X4Rk2jEITnCQEWZD6Rw9Hfq+N1HIGcy+O4IYeBf6x2y0rINy3ISSlQG9VyUXzufdMG7h6FcnTgx3HPYN/1zlPnZ1nGS3bBX3u+ZHWx069M8tufXAn0j4BgNPUEVuYCkrChBDEZ5PQiq2R3+P61QFMB62dBvIX5yC0tU/HvBzSq1nIORZYt0uGtmqFaqd2B0N2y0JyKYP67TLmXljE7i+2AI81TQ6DVVJQe//+5C+s/mCbsn9ednlAMaEfifVeZZIwp6AvI6wmk/8ihEn+jDPEaDfKidkEXM2GZ7uovseafOz1TqZQmlDirHW3CLtpRG+A4nlQNyQQp8ODhzb0kjpaQ3kERtGYjgMhxgcWy1Hg2S74hARqe6i+xzjGrm6h8fFO59iPup8UsLksXEVH49fXB+gf/ai7Obi6BW0qXM86PpNA4141NDvYjcaeyihn/nPDixyUoo5EToJjuWgVdQgx5gh46U/WBpRbjIoGW7MgJiRQj6J6owjgSKIkjwx2g6kOeI478M6V8kk0hqjw8EelmESBf360QitwxSt/egjXdDB1Jo/YTOJZfPsVxrPgdgT0O3vwLAeeaoBLsgCFSALEmd7ueLvcgLQwnJfDiTyEqThc02bBB6VQbh5AfVCOVo4EcGhkULCOpzE7gBGDn5SWWbPTiGVqHzzo+d01bHCyFJgo9PwthIbhWQ6ETBzxxalIHf6tD+8EMlXgCMy9aE0Trm7BXDwVnGs+JoCXeFhNk0luRRzBlIcNmA0DremVyKUyJbcc8E7lbzO9T7Omoy6zwXz5jU6mUc52ssvi6y8gs5FDa7cBdW4NC19bhV5WkVwYnjEmPAc6obRQG8kXOs1U1OpcK2o7cBV96DkaeLHzBIhY1n2S8CxmDxyfTaLk5ZDoOq/KzQPoezWY5c7kR7l1CKvi/84RxBamQgNZPc+yTVEl7RLr07Cq4ZOsdnDV+FWnEWfoM0IpK7eOuP6e7R5dSxcA6Mkksza/0amGSHFhIpcuz3LBxyVQxw1k5zzTQfLUDIQpv4pwjKiOi8fgKhq06w9gbB2OXJbIHZ3isPFg5toCa9yNErz7zVPJ2RhAKYyGhdiUhNrDFg5v1BHLMHnCtrxaP1zDQZlmYdZ06CU1sA0ev93xi4TBqk/WtFd68yaMgzq7P/suj7l4uqcRtRvCEAOV44JS34Slq1pw+NtdRjsrtFC0s2ikFrH42nAjnmf4cuNZcDsC1HKgfroFz7LhKhrclh5kuVzVALVduC0drqKBzwz35dZnN4KXnpCS4bRMEJ7Dwd99zGbsTyoYGDGwVfgZbP3gi5HLGAedUo62XWGDaUhpsf7JDjzTgb5XQ/6108Hg5qgmpi4vsdl5hBeStDQN80EBVrEOeXUOnh6t05x6tEdzNDYdZ80xFMwWtqtjvnZruCOO53iI5TtleOayE2kXeuDoNvg4G7S7NT35V3t1a4tOFtIbLCAu0Tw8l6KRDjcUAJg8EonKle2CcXcfbpc1rqsaoHPsfiUCD/3uHqz9aHrNhJsgw/cEsyL3//4mrM0zqMXmISSkQObOqqkwCk2U3rwZ2KxS14OYTaD63hb4uAh5Lg0hHcPCn14bun5zaVAKqxvU9UAIgbVyBtR2MfeHg01Lzbc+h6ub8DSzN4sYct7aGc1RoveL31hDZDvhITiJbGC9K/NIOGDpGpv8FT/aHzs5o44LISH5GUB2IlzTxvpffhNSNgHXtCeWATP7TEucShPJa5s91IcwtBsqAUDbLvcY1NgNDWUymd66c+48sisp2IbLxixCYOsOCAGSM/EBN75uuKYDTmYKOJzMMyWAKDzyI1xPV7dYkmYCWHUNZkkJ3nXZF6NRDh4FTQ0A0qsZuKYLoSuoVvebzKmwazLSzJxwtfQZHhueBbcjHm4iixCyKTR+/jGSVzZR/8mHcOotgALNt67j8H/7R2g3dwDKnGzGlXABVtZsD4LU8cDHRdYM8iQwTBqIUhCOYOU7p0Z/n9JA61HdKoGPiyyzxGy9gjKbvlOFZ7mof/QQUr6T7XJVC3Uvh9hidsD9KixAIhwBpRTqh3fgxI5gF+m/mSvcDONhEXT2F6xsG2aJ2/k+ILz2PABAzsVg1vQjvRyCYPuE0eYQT5Kdq//8Y8Qv9pY5hYvXgu5leXUWRBTgReQhjiuN9y4MVG4UYasWtJKK5oMatv85Ot3kOBjGt9YeVEAdD57jwvOzctrDCtIXFjDzxnmoU6vIvbQBz3IC16ujgLoeiMAFNI6aM1jtkBbzUD+4A3EuC/XT+yOvgWc54JMyqOOi8s7d0GUaqUV4/naPttMdXm9UFYAoq2w7A5pVfawiAxszJcY7bqtNGA6a8jy4mAhHMXsbIyNAv7nTq1nb0iFceyH43dOtAZ5zP1zDgVnscH4bn+0BAGaujM7gey71xzX2eyzNrL8XLuUgyDxc00NyJgZ95VRPxrsfjCdKAikwaSoW8MhtzQ6oCoM7MPkMU9uuTGyVTi2/auAnBNR0NKqbuTyhPF9EeJcuMiUbkQuamQlHeiYsz/DVxu9tcFv+ld+kE+HhprYLi2TBJWQIFxg5PXZ6CfN/+X0IWWZzKs5lYe2zMrm5MzxA4mOdYJaLCUwea4iZwmNDP+dyTHqG+rQKq6YFvDdHNQMJnspbd0AI4Ch695cG1uNZDjhJhHvu0kC2pfnW9cENcxzIyhEGO3/bTsvslBGBTgbM3/T+29ujx7WuvzWSC9CKo7l0wxC1QW9SUNeDazkDzRnD4KoGnFoLQm64Va/ppMFtnB+bxWqDcCQy51aICXA0ZnChbNfg6A4yG7kTC5xGYf7l8Jcrn2DKA8t/8RKsGru+nuWiZmVRp3kQjkCeS0eT7hoBRzWHOmUBTNOWn0pCXMiDzyTg1FswHvhNnyHn17NZRpPaLqzq8PuSOt4AlzwyCDOl0IsqDt89gaZB36WsDSEpjlW7sJs649y6FOr9zjhLCJPmcpr6xNQLIglwKs1gHOAzyYD+QW0X2q0d2OUhOuX+cu37nnoUyu1D2H7ZXl/eCBat3SrDVi2YXYon6fk41r82F4wtRXEBet2CuXkW6tImnHPnYJ06C07gsO+F9yN0TyipR+FZHuKzSVh+j8EoxYZxfOBhEHPRueWUUtYUJ/A9Y0PzNzeOtO2Tgmd7TBfeo3B0Z2Q/wzN89fB7G9wGNn9DAjn91i7chgpq2kh/rVfDk4gCqOXAdDs8PdNOwTMsNN+6Dmu/Av3efv8qg4xmO4KSZ1lHtfOkg9v+UzAmjjn4wUdQ75eRPr8AaboTGLXJ/9mXWWbr8EcsQBXSMV/3kwQzd4C9kMNoDK5qgJo21OsPggyu9vl2sF/pr18a+M7o42NfNPZr0B528XT7jlPOxmC3rIHgau+XgxrFwQvlCJP8qA16/RhXEm6XrqNk5qyDKrQb20he3YSFCFzuiBlqwpHI2aDEfAoAAffSVYhJGaBMhUIrjG70Oy48x0N6PVwHGgTIXFpCg5vB1HN+Rrvv2jeFOXhXhlMSoqDwT9eHZu/NvQrsUgNOYg58MgY+w7Rtc3/8ClsgZKJBHQ9Nb4oZoozInnsuPXrmFgDHE2jFFuLTw2lYR4WcjcM+c3bkMqWf3wQnsQxg0lepaN+bNSMN13RGVkWc5iBXlAgCm0z7l1m8yqozdrGO6t+/ywL6u/vQbw1qovbDLClBYNvZAPuverME5WEDrb1OhreaXkUjvw7rNDtuXhbg+lUFQkgkBQlBFuAaLPM8c20BjmahmZpH/vxsUKFQDzpOX0ZVR2OrCtd2kVwaXn0YOkmdVHvWXw8ROPaz/11PNcdmxB8lPNuDnI3B0Sy4pgPhEclQPsOTwe9lcBuFE2jcPwQ/lYTT1BA73cu7keayvVkX/+F1ai0IV54HEXjYByEcRf+hbjebiG+8xkqg1vEldo6FYadjyACWWJ9BYi0PIvJwdRuOaoJPSEhuspeNOb8Bz3RAbRd2QwP1KPZ/8CGmv3mWBbSkkzkPa5BpvnMD8to8xJkpqB/ehfLeTTTf+Tz4uy1MJqodvOy6KAg98D9LzKWw9kenUf2clfBs1YJj2HBtF/f+5sbAJMRqmJCmHmE3b/9ujrltlS8OGI9YHy9Tpn66xRzIlk4NCqiHbjzaPk5CSyjRPLxLvRPHMj+N8scHcEwHeuVknabacLvE7tsIXuSUceQBJnOm7VZDZxVHsXft2R6ljB/dhbYCiPbZfZ8axMFNL8JNzEN+7TWYlp8tI2xy0rM+2wWXjPnVEKGHb9k93lH36Jlbz3EhxEWmxzzh8Zc+CpnsA5OTeInvgkcIXNPp0w0mgF9e7oermfBMG0pItjCQV+v7mqcZACFwKgqjhAgcjAcFaF8MV7hxmvogT5QCxQ/2ICZF2Ko5tnF24eKQidcQCAkBjq++oy9tILGQBhcTkT03HXCwl7+9gdpNlunWDhVohRasutHTxNqPwo+GOIpNiPb9Fyhu+Lcjn47DVX2K3hPoO6GOh1g+AbNusGZL+eQdMp/hyeH3Mrj1jE5Dz9BldBNcXIZw+VoQTMmrjOdpuiwoCOAPpqlXz4MIPGKnFiGGqCe4msU0c5fPQEjJ4OKsBEpd2lFSaC/7OHi4dMzPFKERFZ+QYDd0xJeyMA7qKP7sC+S/dgr2KRaocDEmSeOZDsyiArumgog8YvNTQbbTUc3QAa318T1WvnJcuKkFWIUa5PV5JJ8/feQufP71r3UdW9fx9B8aIWhkFlH+lHVJV78oQiuokNIyOImHUdV7Fp9/dRnNqcfXcLD6B8M50KwcWgC88Zk56nrQb+89ElWDqpaK1qXdh8R8CpzMgxCC8mcFqPsKmvejKYlMCs9yBgwDQq1BKdD4+IQ1e9sxtON2JhX+PRmUvglgbB30fK0nIKKAcW+fNbj68BwXnCzCVgxwMSHgCwNA7b2tQPnBc8KDvyiwFQtyNsYCpgkuMfUorJaF238Vdo47K9r9+Rj7YADyfAaG36xXeecuoxkF9CK/OTckeDS2DmAXw8vznCiAOs7AMaW/dhFT330OnumPxRTQb+3A3O7wV7tVMajjU0L6baAJ0HzYAC9F01M2N0dnr/shpmVYzU5zrXPuHMv6Snxgl1ywsp3zQgjkbByWYqIiDG96G5q59aUCI8NjMhv9Cg58JhGcy/pPP5xghV274noo/fLWkWTqXNtFPT6HzGaOqaeMoAk9w1cPvxfBLaW0J3As/PhziFm/rBYyzjtNDVxchrSQ68lqkbUQ5xvSWYdpssyKLU6HrtfYr0PM+JJiL70EQghmvn0exn4N6t0ilFuHjLdF6eMVwicsEzXQZEMQnlkhjL/aFFiwTziCupcPXsCE5zD13CqaX+zj8EfXwYk8Nv/tGyA8CaRg+KQUOLZ1wy70BjSE5+CmFiDOZcElezMinmGxBr9xh9c+hrYNUPfx9Z8HQgJOrBAXmR5qWmaWqn3dxwUr+/isKwFUxeFNdK5hg48JrDFizCBNbQdOVZmsJBj1MLle9Q/l5sGIhTuoxeagL24AAOv0NhyIqUcjA+TaTAasB0M54Y/mhUddDzWjL8NOSGAGY9wdkun0IeQzsCud8jZ1PBCeR+vmAThR6KkGcXEJrmb62x0++dF3R08mbNWCnIsHAVNUeLaL1FIGci72/7P3prGSXGl22Lk3ttxfvv3Ve/WqXu07WcW1SDZ7epo9M+rZLEEQYEmev5aBMWwD1l8bhuFfhgT98QJY8AAyDMkjj62B5Onu6emdQ7LZ3KrIYu37/tbcY79x/eNGREZkRK4vH1kk3wEKVZUZGREZGXHvd7/vfOfg7g+uxd+MPD92IzkeBIoVASZfWgnd7TLzJfH5MGbz+d7dnslurwc88Y63bVKGI0WSFASJoC6qiuG2LNQ/f5zYj6RKUAuqcJm0RYZ4/eJgz8UgkDQZbkrQLKm+fnOXwG/to8ejBXQEQzVdBQuOzHwJ8NpSYESVQ4nNnsFyj7Fn64M78ExnJHoDsxmIIsHYswKPeWFz2S6+HvhGBLdu3YTxqIL1X4kVnpRTIffo9uSmjcyRJZjGgDIkAz7n8puvoVWKNxPVMA11ugDjcRWceXBbFhpXnnwxPNzgQeaANpWNNToEr6eCi6CTdNEmBAB7+QgO/pPvQC4Kma/c/mkok3mhlsAB4/5Welc3iZxU5P98eh+8jiyptncWzlqXRo8BEGYmSLqsF6EUruFCyavgnMfscZ81CAtL2ddu7BPc+lm+nSgFSjktDKQAwK4MTy1QSlpqIDEueJaLdbc/z3iY5rh+qL/j02qCdZYbUS2ILL6aH1wDODDxW905vcpMSeg8329nEDnzQBQJk+cPCsOYSHAraXJoosI9D2tWOm2leqG3oYyjO6hqMyG1aFB4rmjcKS6XewfGKQFTVGu4E5OvHBTBUgB/YVXRhzPSIBKN76cLlKkSaE4DUeVEZh3wFw5S8sLoC/tRWJ7wHcbE9x93VaJ5P5mVXncm8OCnt2NBfZDhdA0Hrcf1kVVbHv7bD3rKzkXBma9E8MI5kbmNVgYH2kH3t/R7m/Bcb+SxLGwc9M9xXFrOOwXHk/BEL479z9cR34jg9vFffgynbmLizF5svn0DuX2iFBNrLorAs114E931ROMbJ1f8w8I9dALFowtY+IPn4TZMOBUdmYUxGzakIaIWUM3M4fHbd2E3LSh54enNPS91sAYRrjL9spbG/AEs/f2XAELCbu6Azzj50orIYvRB9lh3ZQFHnhLn/rMLA5Wl5r8ft2GkUrvB7d4Pr4OkPA3ivBVw1wuvy7MIzxHBEnc9oM+ExV0GoingA0zow4LIEkqnlsLJJqaYMSCyM21uKXNYzBpzHPBcr3tHfeQ+KhyZR3bvcPzubggoBJ7lioWS7YKo8ftJ6BQLSg4tdF9YO/I0yN7DUPckS8rG1H7Yy0fijoCEtO15PT4yLUHWJFBNGdiqOIDnsLAxisi+SxWQiCKGCSqITJOLD9qdltATtI/5iX8IR5kGPA9SPiNoPZ2bMa97sMjRpgnsQPDUeJB8RogiwVhrxuantY8eofWkLmzBtdGrEvZWK6480wPBdenJx+/xk7mNdGUSZthiDeyy2H4f/F/vw3zSXSEiwP7fbSvveD7/FgBmzgxmwLKLZxvfiOCWux7KL+xHTZqFMpWHMpEFOMfTH3yaOtBw20lMPF1B6UhagZ3Qp/ahhil4jgt1trCtjuZBoU5ooa5rMCi3HtXDbn5mMRjrrbYzUwSl0+2Of7mLRSIhBDVMQ/7WeVBVglzQom+ieKLLAiLaADO9L32byH6kYhauX87thS0j3hmcXyyh+agOV7dhbOixDnrOxaLFsxk2XPE59Vsv9D3GlwXOWKjv2W/RwV0PVFN2zEksf2g2nGwGWcB0YvLoTPj5ytV12NXRZbfMSjK49tx4EFK/EsnCRa7dljUxdloCVX3KAKUJVyZuOSCaDGkiN1h81q363sMC2dGdgaXiOqF++8V2s9oQQ16UBiJHeKfcG70xj6pyIrglhIjMYLd9domeCaXi+RngouefPySk2WrJMZG7vuNVoIrTec6ylOrQNQgCWa/EMf3F+bF/mMz0U5kKqlnkayt5DZ7jwbMYpB6Vt36gqtzXnjg8x+B5SwtuB7gW6lQ+NUtsb7ZQPLkI7rAYpU4uZFD56F7fqkvUZGP61Dwak0uw9h+EsbjS/6R28czjGxHcSgUN9vIR4fiy/yiaeVHedqpG6oDH/U7lgfadVbs4ZQ1f0iSyBB4EA5GPus3taWp2Q31iMeb1PXlsVkw4/sTPLBfMcuE0TTRvrMY+GxWwzyz27u4llMCYWUGz0F8Ciwy5WHA2apAniwMFt53YlGbAbAa7YeHAHx4PbXKVvALXF5MXGdFnt9HA8bMa3Bm8ISLM3A44OQ0LIkuxycbpknnpBqpKIijmAJXo0AFQ1Aji0S/vJN733PhvavgVnM13kjQZzkbPdKaCAE/+8hPs+8evwvSbaXL7xH3HDAvOWg3Fl4/Bm+pv+0lkKaSA9HRyivaiuT3uk0B270F3NzpCCSYOTSWCktUP0mWyKtfW4TkM686EUDrQpDC4Za4HKrd3NEzClWqyCGKjdCK/oSwtSO0ZuA6S8fXfcpRpEFWGs1pNBGqClpDO20yrCg2D+39zK/V1V3cgZ2WwE8cT7xFZgr7WCpUUgt93/uUlMIslmirTkFoR87PQg/Jcw8wtpb5FeySoHmCoVyZzcCpJPV5mOTBn9onfwf8tmGFDmykIit8Q405Uj3gXXw98I4LbidNLiQnKWjqMnC9dtR04mVmoKcoIUk4b2B42QCiV4sNzRLnl3v/xHtwuK/ftgBDSUxaI2QytwizcuonWbZHhtTaaiYmin9Vo+sG7vE7JQBSDcHNFZBBqv7gYvuasixJd44Nr3T4WYs9ry7CbNjal9io+M5MX4uYcoaNTL8mcLxMbvxTf0XPZwNl+bjugWXVHaAmAfx9HAufNd4ZzHZMUChbwm1MCDrtuYfWDh2hEeIaP37kX/juczLuBxzOGni20Ua31emJTQR8Y3+KGEIKJ55dRo7MwrgqOq3NABCaeYYMoEix3MA6cPJFH5Qe/Ec6I5871/wCAqRPJpsQwSPODw9qnvfVcnUNHAA5YVQPGhgg6WqvNkE/qtOxwYd960oCxJtRSCBHZRGa7cA0HVCLIToyWRZZU3w0xjZYw7GKEQOyn1+eivFWHofjaCdR++WlskxgtgcTHMapIYB2Sj+ufPB7YsKSbH0U3AAAgAElEQVRb3O3oTtfGS0IJJo/PtHWj/Z1UMvNwDAdyrnt1knMOqnQJYAlQPLnY1eWvE54jqkpEonBqBqTscPSuGpmJWRuH5+h6IIoIlD3XA+ccD//iQxRPLkJ6+UW4KQ3Lu/jm4Gsf3HKPd7VjzHz/O9u296OqAjeX5Og42kxX6Zl+WP3rz6Hf3cDqjz+HUzfg1HQ8+auL/T84AkqHplBY9rOwEeUHAJBefg5UkeA2TMh+ZujpDz+FXGoHesMOVADCbEt2b9JyVJgADB500aOnhFarIoP59qStT2+Dc56ezeUc1U/ajTOVzLzIZkXukQ1MCX9x4vMzZQnSK88P8QW/ePABGskCeI4r5NoGnJzEAQbflMrx8iN3PdQvP4bxqDJQ4wdVpXjTUsfM3nhYQ/nINOymaLrknA/nFpdQySBtvnLyLZABaqdMt1IXZdWfx59bmlW6chUL5w6jcG7w8chGGVIhk9C87QVzOSkn9/QHfpDGOZyGOZC1KjMdPPzFndCprLCniNZj8bxd+pcfoOnzpHPzRTQf1UFlQcMghIBZDHd/dAPO4aPYzO/1Dz1klUuVEvSLfmoJxo02T9Z6uBF/k/fI7na8zOo61MUZWHfj1axocNsZGEqaoGPwiIyWXbeGotzU7lTAOceWr1f76Fd34bZsbJLuvPBj/+h5zL2YlCucOj7TsyKx+sPPQBQpEcDaVR3ggKTK8Jzu+uxrP7sSyll6lhsabmy9fxtVdzgd387fOawsEJGdDhZlnumANS2h3JNRoN/d6LLHXXwT8PUPbl3WtXmk62A2BsI/VUU3uj1kgFv9+B6oKiG3MoPsYhn6vU1kF8son+3DPR0AaYHFOpvEJhUDj6TJYClZL2Y6YRBbOrWEhtIO5ukrLw99HuZqHW7LgnvoRPJNSqEuTCF7dDCLWkIICKXIHNoTZlKIRMG7GGMYjyqJySo7m9JdHTSw92oSeYYgqDQDZqw4kD2yNBzntmPXURmqxKYBtzD6mkSx9pPLqfztTmywcpvX2RlYOAzMdLGlzoXPb+tRHcW93Z2WBkHbcS7+8KtTBdBM/wVc65ObYCnNc7wjAFAn82277Y7xR5rIwZsc3Jo5OrH3xBC6pE5NhzLZ333MbtrgHNAmxaJXzqshlcc1XDgtYX7CmRfSQCS/gcmzmS8FG+HWD/mcqZO5VG6xZzrp4zrxm/qCwLLTBKNTJrAT0UbDF4+AlfbAMyw/qLLD7xAYxVBVio2lmaksPNtFfr4Ac0vHzJkFuJabKn/WDRsXn8CumdCfiEWEVTVQvbHZU7N9nU2iVkj2NpjLB3s28AVuYp33b/Wju2Cm4xtfpN93zVtrcGoGNn51HU7NgOcwsBOnAQCFw8J1Txyk17eNw22aoZpQ8/rT9hu+W5rxcAv2VgtUUwQFQpaw9V46lWMX3ww8+7P2NhGURIbCmCh2nm7CuDacXu3Uqwcx990TIJSAajI2372FhT8YLWvIOY8N/uu/uNpz+0Z5T8KoAESsvKmmgHMOOa8Nfz074DZMeF1Kx8QfrExzOHtP9dxLsO6tCQemrE8JSRm8C0cXEg015Nzp5IbPsBzMdmA9WIdnWCDLR4Rw/YhofnC963sVu4TW7fWQyhJAymupi6dOSFlFZM6BkEIQZJBqN7fgHhV608HrdsOGVs7GSrz3/vpG2Dh294cd55ry2wYTYqdbYGtiL5q5/sopcrkAVuuRPfaPWfWmwM/4z/M4NIc6DQMiYJYjssQdFZlOUE0RJVxC/Ge9f6OR07RBCOIlcQI8ff8B9v/eEYAAD396C9VbW4C/8JIUCdzz4DEPcvQ3RlAhGXw6yi5NisCmo8qz+qNL6fQCQuDpVngdWL3jt+rzW0RdKk0jC0IIlLkyrPtraF64hdIZsSiZe+sEAhe16Hi7zqdAXjgDnD0Fcu409D37obxxLuQfe66H6q109Z4ozC0D2pS/oMgow5sXRC5NWizf8rOdSjkHZtihukcAa60B81HFX1gkg1u3ZUG/u4nSqUV4DsPqjy9h9ceXwgXH3FsnYosYokjwLCdBZeqEZzO07m5Av7+FzJ525pcQAiJR2Jst6A+2IPkLUUKIn3n+8ux9d/Hl4msb3AYTa6/MbTeM0pyUup9KE/LkcBpyxswKzIWDUGcKUKcLmPiTP0RDm+87+DZvriVeMx5VYDzcCht6goyRtZ7+/SRNwcL5jkYWLq6hnFOF69EYJmRro5Hgn4Ugo2uL0qwKz7RB8xnUfvEp0qIYvbz8tQ1cAaB0srdjGmsacNZrILIEdWkIznnnNesVLGVUbL1/G/XLcSMCOaeCmQ7cpgmn3l0ijChCMomqogGluFJG7fYW7v34BpjlhhlqdcJ3ZiKA7DcBBpI+RCJo3K9CyasxK9pu505kmsi2DQOiKfDs+Gc7DUYa73csLsdgAJLZP5++HwLodzeh39vseb97tov8wVk0rj0V2t8DZnmDaxp23HOh3brx2VOUj0wDHMhM55B9q13ZWWcTYDZD434VckYGM9u/y92/uo6Z5weUXwy+IiVo3dlA9eN7kVe7ZGAJCWlLzY9uJAKp0usne9ugLxxIvFR8/RRYywSrtrBVkQXlyZuCnNfgOQxOVe+pBRvNMDcf1WFVzJ7BqpxVYNVMSKoMu2mJe3aIBUGnukTaoeqXHrWbsSiF27KwGnHvyx+ahfzma6mUMvNJFXf/7G1kl8rILk0iM1+Ctd7ExJ/8UbhNxY18jgPe1DKsu6ughSyY3zjtGXb4W4Wbnn4O3GFgugUiUdQuPQrl7oImPta0oH7vjfAz2eWpoZrKdvH1wtcruOUIB5P654Jf5TYtSLl0qapuaH7YPSs1DDzLAc2M1jBRl+fiGaMeJWe3ZYlJDIipGrCWDWY4WP+5P6kSgtbtddQ+7Z5NjsqjiM+Iv+SJLBpXn45lQlYn8zF70Bi2Ia1Gsyo8wwbNqH52YPRzvf/jG1+tINg/10BHOHUTzuEZdlhqJMuD23wqc2XoVyP3TY/7QGRhvOCg4bbSt86Lc3xUhfmku3YtIQTlw1PQF/Zj6tQ81tkkjLUmZs4sIDdfCLerqLOwqqLUrOQU3PyLS3ANB6WDkygul3H9zz9DaaUMbUKUQZnNYDctmBvJDCuVKKgmj257nWI60fzoRkiP4Z6XTlvwIwzzztPEewNh6VB642r0XHo8Bvq9TRjT+8B0G3JO9X+v4ey/A9k8qlAsvr4fm5JYNClFLUaVoYpQwdi6vAaqSDGFBbthpTa7BVj76ZX4MT2hTNC4+jQc+8LX09QSKAl/C2e9lrh/6aETwhwjBd1kIQklMWrPzG8dAwA0i0vwjp2EnNfg1PqYmBDA3NLhGqIx7PP//aOum6q+za65pePBT25h+tQc5PNne+8/gtxCAVIk0XPgD4+F/2aWIwJfznH/X/8a5XP7Ac7h2Qzc42HyRJkQFTX30InE/e7UTcy8eRQIHCtlCXv+6PmedBNCCCBRyOUCzNtPwFomGu9fgf14E/rVB7AetKs/RJZQPLEIba4It2GG50SocL70HAYa+a2UN17ddiM2M53ei55dPLP4WgW3zHLaGVsOVC8+gNswUUN3/+xUjCuoiSyNe3EUB9sX0Lq3AbvSwmYHl2j1x58js1gGZx6aN1bRurchbE85h1PVReWSeVCnCzDX6sjtm8aTv/q0y4EEOuXHapjG3T97e2Dh7l6Qi5muPEGRXRiti18q5mA9FL9/9sS+oZUXYufhGzyM8nHPYSMfd1QM0qjFbRfNj0cL2h06GW9Y6/P9Fn7/jKg+TBWQWSgJ+bEhFkbOISHdt+Y3nxgbOmqlPahHXOqkjALDbyTblGdhVU0Y6y3UcvMwlw/g+T89D31hP3ILonpy9wfXcOVffQIzpYmHyBKoIvd0LhwWUiEbZqC44ybpPJFuf+P6w5HHndqvRGat/u7ljv0jLpWVAu5xQccwHVGKNh2AA6t/c7n7hwDk9xSRXyxB0iTYDQuSKkF5/RysFaGcwiwXkk9vCG4VqsoiI+/TE7aurPnvc59z274/Ot0LO8cjz3YhZVVIeTXWFc+7qR7QtgsZd0T2v/HhdbiVpuDIZtS41W4E8mQh9fWwNO8frkZEUE8IERzjgibkJvvg4S/vhv/OzuRQu70FR3cSMnZqSROc27UWst97BbXicJnuLWU2Jnm15rTL+2s//hytO+vIHZiFvdFEjUxj8uUVOJUWiEyFNXzHGBPNSq/++HNw5qF4bCGkDTDDXzClgDssQU+Q8qI5UnlRZPuJLCgLAcz5A6iySdTlOfDTz7UrslGXseg+Mwq23r8Nzjy07g3fXGY+qcJ4sNXXlnoXzya+VsEtAIBzrP/iKjzbBXfZSPaf/RyeBkXp9VPhv7edDSYiE3vvX72L5s14l27hkMh4OFUdykQOnun6bd6Cj1R+YT8237uF3PIUmOHAXDiIwpG5roeyK62YokCwn7nvnURu/5ALhRTIBQ0Tz3VpnKEk0YU8KNT5SVj3VsEaOsC54AlbKcH4ADHWwb97Es4QFsitSGdu9ZN7ghLyuDp6JnBIDNKM41mOMG/YBjjnYsLpE6haS4ehlLLQFkooHF1oL4r8LB8AmE8Hdx7b8/q+1OB46tQc9LUmCCVY+f1jcFp2yLvblP1GyYwMq2qgtL+M2bN7kP2umDzrlx/DXBXnEPDz3MMnBz6nGNJ4vLIUZsnT1CwSvMURCw2lN07Bsxxx3/sItII92xVBQMr5RQNIZjqQS1l4lovc/mlklybBmRden07wMyfBT59Ac2oJq79+iOxcvCkz0F8FgIWXlyLfl0PSJHAuTFQAkVEHJVh32plTe6udXW/eXMP6z67ENLk9y0WdTIKqMrS5SMY1pTGMtUzYj9rPJ9MteLYL685TkcXts1Dr6pLoO5sVXjyaeItIwsyBGfZgmb8IHcRp2ajd3IQbWiYLzjKRKDzGkSlnUptHgzEHwNDBXOHIPOqXHsFePoLD/8X3QGQJzdwiiCJD0hTIeVU040bQvLEaSnQp5RysjQYq7mSYTOIeR01KZuOdjTqqP/040TypLk3DfrIlnvMhFsLZpSRFAvCzwsyD8aSK+qXHaFx7iobfjGZvNrvS8wLUPnsoMrcuG6gRdhfPFr52wa292YLxsALtrW+BHT0F70RKs1AfSMUegujDnAspg2pK2E27XQQBDJEoHvzr9+HUDJirdRGwcA67Gu90dhsm2LFTaJX2wqnqaBYW4UWCrW7ZRXuzBaWcbOgqv7Af9ZTBaljIhQz0yXT1B0Ip9Mu9Pe67QTp2GpnXXxPcLY+D5jOhyH0MA2TIMlM5OC0He7+T5NqloX6pLTMkZVWwlg2nqvcUxB8rBpgL7MebI9NkgmNw201dfNTf+TzxGjMcSBkFNUyDHRULvagUUicntxfSOr4BYcRBX2g/42kGBfr8PqxfeILi/slY82Dr9jo23xVVEEmTRRf/qIYNQZY0+pIihdxO4V7VEdzK4n3PtEUGkY2WutWWZhJjjFzIwG2akHIa5IIGa62eMGKxK3o7G8c5anwSrm6j4pTh7DuMjb+9gdqF3g2xVJVRPjodKq6E+66bqCjitcZUO4jJ7ylC0hQwy8XMcwsAgBv/9pIw6+hYoHm2C6pKcJsmlv/RebRurYdi/uz4aSizE4DHMf877QWJOl1IKmw0DDgbNd/0AVCmi+H44GzUoMz2lqayWTpdwTQzgOfBzaSMib76RvP6KoxeVrCRWNzVbcgZGVSRoD9t+mOQjdqtLahFDcx2Udpfxvwr8aDQ1W1w5qFx9WnIMa1/9migAJdzjvv/53sAIVB++w0QSrCpt/tEsnvLkPIqqJ8FjfZ2qN95HdZaHZxzMN2CW++oiDx/NnXR7daaImHS8TzYKMPTh+fIuodTVHd8zL51EuajKopH52E8rsKzXOj3NmGtN2ILqDQoE7mwN8Bc3WbldRdfOL52wa1T0zH9+uHwwRlFxkmZmRjb+bCJRViPejd1DAwCFI8vYP57J6H9nW/D3mzixj/7EcA5MotlmI+rQsKFiIlBnY5kUziPSefQFLmmcFMW0X3lCCdtvdzfNWkQWHt7aHmS4XRuEx9XZHDHhTRZgLpnSnRIj4ANTEF6+TlUtO4ZbkBoLkYduOqXH0ObFZMD8SfTKLZ+LYIpu9JC9cJ9NG+uhdmW7aKXJBAAWPdWQWRpdGtnT2Rtg1JhdHHEmsnya27/FJTJeEZPyilhQMWGyIz3Qls4H92DfA5UMh2/pS9UH2b7tkkl6Qwwg+AVgLD07siaE4mGTTKebiZklwaFxQpi0Ro5/bo8C6eiw5w/gEZ2D5yakSgrZxfL4aSdWZwEzWlhgxjNqHDrBnIr/ZsOW3PJhSpVpVQJNX7mZLuZzD9fZjmgvsg/0M7ouw0Tcj4jFosnTkO/u4H8YSFDSCgBIQTTrx+KaZWf+G/+KJHh50xIkRFJ/B7aygIKLx4BkShYXYcjd9eJ7YVuigFApFmMkp49BK4hvjvnHJnpHCYOT4NZLuyWDSWnoHJtA60nDajlDFzDATt+LNEX0bj6BE7DFLSOyFev9zHjAMQ1nvnOMViLh1IrI83cIpSJHCRNgfm0jsxCe24ksgTu8bBxTpvr3Txt3vMXV2nNqcFrHe+xpoHWpbt9v0c3NLR5WOsNmAsH4TZMaDMFQdmLHsNy4KaMRVST4VkumOF0tZjfxbOLLz24JYQcI4RciPypE0L+K0LIf0cIeRR5/ff77Ys7gvzeq6mmGwKBb848ZA/37jgfBoTSsBS7bR4mhxDEzyyAKsLjPciw1qVZOL7ANrjgC0UHovIL+2O7oprcnT9LMJbGsW7oxb0kcor/+DDwJzCWmwcrLcKzdpYWwFoWnv6Hi5DyGh79xYfwLBfN/GLY8AIA+v12w4u1Icpb1lojlJ5yG727pHuBBK5MHKCvvNT7XOu64JbmRueV6p/e9jmLovHPuPEIbrXll2jjneENbQFVFi8ZGlP7YS8fEbzkERsHu6LH7qRX43J6wsmKIlrG3i7lpv72pfh3ou17mbWsRNacqAq444JbDoimQppI0VseAERVwDuUGogsoXSqYxzzv+fGOzfgNi0oUzkQ39mMHT0pTBCea1+naGKgemG4aop8/mzX5zy/pxBKu619/Biu4YIqNFx01S4+gGe5ePqjS1BnRCaWEALp9VeFckwEnZbeW1ZKYoIxEOoHokFnfXGPT90a6mvFQWlPrWgpq4ZNdN1QWpnEwvllSJqE1tw+ZGfzMDcNQZ+ZL0CbzILKFNbSCkor6eV3p6qDOwwTz3UkHwYYw92mhYbUZwFDfJqL5YAdTdJ23LoJ8vxZeCfO9NyNETSkpp2W/5q6GH8G3a1G92pKZMyUegSf8rdfAyBkNpuFJRSOLYR84bWfXkHr1jrMR0leLVVFcOtstdDok+TYxbOHLz245Zxf45yf5ZyfBfAiAB3Av/Pf/hfBe5zzH/TdF/NGMjuwHqyj+cF1mLefiPKh0l/ncSiQYALaRtel/xzn9k+Hk4bbMDD/e6fDzEW0zOPZLCa70iqJUlYwUEg5tXvmLLGy3rlAtxPbvU4kkoEjJJk5BTAWObO2Sw7B/O+fQfHoPNTf+XbIZW7dWkN2n8gI1S4+gLlaBzNsSFkF9Ssic5BbnoK1JjJnqz+6NNJ5UFWG/nBrIKc41tABiYIOqR7SPhiBcf0hGh9eB3cFpx0ccLfqkCfyQzllFY8vID8G++sYUhQLuoEZwphEyqphkOOsHOv/wV6Hlyg4awcyRJYAP+DPnd4v9Jcj9zbxXaw824FczsMrLyX2OdBxFTlVcipK/ckfbJfO5ZyG5o1VKMVsz8qW9K3z4eIpaKrpV8od6Hxf8IMgztF8VMfkkWlQWdASWnfWQTMKzKc14YA1xG/aDZyJoFbKZaDORSgInIsAddTvEVm8pJ1jGrWrE5XMHKrZeRh7VgAInrhVM6HP70M1Ow99fh9w9hTkgoZ6KT3pwnQbnsNQsYpDXyum26DZPuMBF/dyNFkSxeN/fwFkAKOT2DwS/Xd0PXjwePzQtttVrWLylbbb3tSrB7uO68F8GagPKaWsoBtwDmbYSYk05qF5cy00dmG+As8uvlr40oPbDrwF4Bbn/F7fLbugNTG4w08Az3IgTRZQ/dkFND++AZofX8c0AL8bt829tR6sg6XJ9/SAKHHz2AT8+P/9GPnD7RVl6fRS+KDKb76Wup+Z74jBo+pNhXxUz2GwK5FJ64uLZRMgsgRvG+YCQAcVJW3AIwQbf3tjpH0bjyqwqzpqF9tcxLo0i1ZpLwglqHKReZh76wQqdnsirXxwB/q9TZCXXwqNKqqYhtu0wD0eTpLDys5kFstoXH7SlcMchWcKsXR5xAwhuP+sFLJCesdyAMm/38p51H5+YeBdbRmlgcwChkFhqYTM9GB8ebdlQc5ryC5PoXB4TFkZqSOTF3mO1D3TkMt5sIj2LdUUOBu1VD7uMBCTd++oxl4+Ep6PlFdhPq31VZEhhCTsgjffGe256cTCq8sAESYcxZVJFPaWQGUJjatPhYlHw4QaUFpGHI8afhMv90QXvTJfFtlx/1KVXj8F7fz50b+E1A5umx9eFxWMCMKm3SEW04QQLH17ZehT8Rx3pKRMcG16gZkOpJwKbT7JPXabFqgqDayEklah4i4DkVLu/37a7hGpzCqbxPz3e2eOw23RoX/rL24b10SzmbXRFA1kPo8+WoXbxVcHz9ov9h8D+DeR///nhJBPCSF/RghJrckQQv5TQsiHhJAPRy5nExEQZY8tQ54swlXHm1FiTUPwvfzsirNeCzUvmx8NNlkQRUpkZ07+D38PtUgjh15ehpTXUP/sYddSTlAmJpFymbVWT7hJtQ880OmNDwSQSyMGXz7kKGe6y6DLWtZI+oVuw4xz2bpcn2jWnAe8ZZ8nGGSjgt/IbRjQZoswV2uoXXo0FAeXSBTSG68O/gUIAZ/d33+7buCAtjQtsrjXHopgjgCgFMXXTw3HjxszK2FTmunaeNYJZtphtpv04UX2Q6BRS2QJjV9fFRx7AMbl+wAhsO6LJhwbEzFxeqLKoAFPervVkWFO3zdmGcRpUMqocWOLMVVxopJuAOCdFE1BnHmQ8xrK5/YJTmzL7ssl7wY3Kr8YyEVFgkCblIeSp+sEiWhy06yW4J0H0mDDXrNqdr7/Rh3gjuAVg/NE42DvD/bfxK0ZUEoZSOdfSbznVNKbj9NAOhd/wSmkLO5CitMQl27LGMyCO80eHFw0mFYv3If5pCpoDhwAIUl6zy6+EnhmgltCiArgjwH83/5L/yuAQwDOAngC4J+nfY5z/r9xzl/inL9Ey8P7y7OWifrblyBP5KGeexGkV7PTiJAni/AsB9xlaHx4HVI+A+Pyfbi1lujiHQCSJieMD7aMUmJwbsizmPtefzmj6OfclgW5EMlW8ziX84tG8bXu3a+DIH9qpe826lQ+nq0eFISEJavBtgdy+6agThXi1zK4/JzDqRnQFkrQ722BHTkZln7TmhwAIS+k398MsyDbmaCHgbo0jYnvnoXygsg+G9ceJJyEopJLw6Jx9UlI2dhpcJsBhISNTNvheRvXHwIeR+bAApz1KvTPhD6pdX9NqJisVuDplljgdjQgeS2zJ29zKAx6GxAgu28wfnGVlVG/9FDIUPVw2xoVVEnulyhS2IiYWSyPVI0TO/IvCG//nzsMVB1TxSDSUCYoJu3FcpC8mH69PZ9sq5egD4IMrNuyoD+sDK76McBmky+voEbTVXKYYQ/UbGU/rbQtdiNNyoB4BhJUqaVDwJ6D2AkE46VoNGyP45x5okGuoocN2IBwDd3FVw/PTHAL4PsAPuacrwIA53yVc8445x6AfwkguWwcA9xKE4U/+F1kjozGdxsEfHoZ8okz4I4rJH8IwFqG+PeAaOQWUTi60Hc7mlVRVwYss4YBVvItKauOZEXa+uxO/436YZucWNPqn0mQixm4dRP6/c2uQWTitDwOptsonVocXOyfi2sZNMYEr0WvuWe5aMizYD5tJVCqWPtJUkh//ZfXUL3wAGs/uYyt926llgq7nso2r6vNSiB7D4NQiuL5k0KZwnbhrIpMM82ow6lTdEysnHnQ73SpIIwZTt2AlFGgLUwIasU2Ag/WMlH50YfInV7xgx1RygQhoIUsqKbCraUvpMy7q3DWa1Dn05uFBgW3RUaScw57rX/m3+3gNnYD1RTULj6AlFWEZvOYzUmUnAq31THOcIQSjs3cntEXb8G5BsIFqhzL3G4XMX6/HF+4BMoAdWUuPP7TH34G41EF+sMdkAcMlCdaNggR80BwbsxyYi5uwyJmmduJAX+b+t9egn7lQZiRVSL3u7YyD4fGjxH85lJpsKzwKPAcBhrcCzxQERIL3eKJPTDmVnbs2LvYeTxLwe0/RISSQAiJ1hf/HoDROm76wLOERM+4qQidCDQvpZwm/LFlSXjNk8EmVkJJjIIwFoQZjeRbUk4NDQgCx5lBMExTUTfIk70lZYaBeecp3EoTjd9ci79BhHuZ2zBhDWgmYDzcQvPGqhC8LwzYlMV9AXZKwFl7sg27zwlB4fCcr4fc0fGe8rtos0XkV6Yx/fphqNOFoXSHx5nfdeQplN86B8+0oV+6KxQqJhaRPT6cXFzzxiqchgm7KpQc8ofmvhB3t41fXoe5cBBVNgkqS2H3/rDwfLWDwguHYZkZcIfBvLsK85bQ8C29cQpUUxLmGcF3LL58TFhGH9petcKzHZH9Yh5aH99M32iEy0okitnvnhD3p+2OvblUyStwWu3F5Xaz6L1AVPEdLHs8OuYA4tc0umCN9lT4JW+qyrC3WmCtHVBwCQJZ32FOmciC+SYQxv2tHTWTGaSKxZoGqCYLOgDnkCJmKSy/0JVzntk/PEVjUHDGYxluQonf88FSq6K7+GphzLIAo4EQkgPwOwD+SeTl/5EQchZiyLjb8d4YwQV3aqfhd9bSfEaUIgmBu6u6KxEAACAASURBVFmHujApmnRG7WAfB1ImvSqmoNy/Drmgpcq/7AQCH3H55HNj26f2yiswb12NZVVCygXag1kAp2FC6ZKVZYZorFAmsm0eYJ+AwXM9yJoMuZgVXDi/wlo+uw/B9GctHQbhXFiW+q/xFKclACAyRbOwhLz3cCCHr/qvr6B0/gQ485B/8QhYlwziKHDkSXDnFogqMriUEGCIrBihoiRd+/QBpIwKuaCFGXVlYowBSAqizWxETsqYDYrqjz4EURXIp56DZ9rwWqbINkV/O4km7mluuyCSBLewAO6lVzs453H6ULWO1jsXMfEHbya3dcTCmbus+ypmxLnaWm8I58MeklajQi1qgvLg/59mFHjW9hpKQ3Q8P0SRwRnblhReV3QsyKIVDKbbaDzYgjqdF+oE46JF+KBqWy3Ds4W1sDZTCI1luMdhb7VgrTdCDe72eW/z4JxDKWV77oYzD/A45JkJoSYyRNDISouAPoZqYOKkuNBT97WBPZuB+IodUT7u/O+ewtZoUuk7ApdRbDS215PyTcEzkbnlnOuc82nOeS3y2p9wzs9wzp/jnP8x53xnyHhjShK13v+05/tBI1GQuQ30NYk6PgezbSE63nAOqsjCz32ECbH+3uVUUf9e4JzDGaCcOiyIJIE1DUiRCY2qsp+FQkxqqHljFes/u9J3n87B46AZeaBsSNAsUfXKcek1/7oGzRiEkPb8SJDwXu9EI7sg3Jj6IAhmPcuBtjyL/HNj5LFJEjhjyJ850OYbDnG/ZJfKYuJ77izkvFgsNNS5hM3nTmAu4mrVy9CkHzzLgZTPgMgyiCyB6RYy++fR/OiGkA/iPFy0RVH50QcgSu8u8+bPPwAA6B+Le5JVGrBu3QdPURPhjgua1cLO89RgvYtQfj8o5RyIREZqwOwJ/6t7J9sUCUmTwdIss0cB5zCuPYS7JWxWqSZDOX0WRN6BnE6HZq4X+Q7OoeMoHp2HpLa/2zgdr6R8u8qW3TsJz3bRKu1F4ch8uHD3Tj0X9hi4ug23KSK2ro3EA2LylYN9zRuCe1Fbnt1R3vFQ8Cum1Fdp4K7fkNfxOKbqJu/iK4FnIrj9OmDgYI7S0IFLdErzmCXul4LO+dWfcDND8DkDNN69DLfSRP3dJF+0FwIb0p2AZzkxtyR1utDuhgXC79+49rRvI8bC98+AEAJ9YjnU/uwFzkSjB9VU1HwqgiiH+Y/e82fDbYM4RyllYW822y5xKaCKDGO6u+oBMyxs/uW74t+6hdrPLoBmVCFePyaEgdnCitAkHRIVdxLO/qPiP77UHdUUrP71JZirtaGNAwaF58YXDlut/EiLXLfaFDQM/zIQWQY8D7mT++E8rUAqZsEdN16i9hHrEE+TR+IcnDHoF6/BuHwr3K70/TdTnxNuR4JbTY4FVyFIx98DonBkHtnF8viDW78bPQq5mBmJ698N+uV70D+/J+hB49Yv74XIbyoSG8SXgxTXsPLBcNnIXsGwnNdCaSv30AmhTyxRZJcnwyx4dFwz7m+idWcdnHnI7Nle8NbM7YG50HvBzF0GSBRk6ZDQfQ4WNfb4fudhMXX+kBiHJRKqh9Aez+MuvnrYDW6/LHAgd0Jok3rml1z36GhwCjEC58hzXCF5NuQAwW135waVwJnIR5VPwZw7EMvaAn6TWSP9t2jeWAU4D33XQyvjPufMHSY68ilB4ajgj7GWBSmXIm/kX++6PAtrsxV3iLr4IOTTDQJWbcF6sA6pkIX9aANEkeBI22taSgUhIS0hQGpg1Qe5/dPILInzkwsanKoBKauCcx4aXYwLnR3zRJUT2adO7njjgw7ONgBnrSoE8IPfRKIgsgzTzMKt+A50RodIvr8td722tmfKc+Y1DWSfPwaay0JdnAWrNQBCIE9PACyZlfUcF7ZXQP29K6BdjFCY4YykRlHDNBrZ7S2KvAFpH1STQV58AUBcaWBUsJYJydctV/eMZrPbEylDpPVoM/U3jVWMhkT14+7S752GPGEzlupX34IxKmqWoMpw6sa2g9tBwB1/IdfBp26+/fFgO9iBbG9DmxeZ24wCz2HwOpQTdvHVx+6vOQbOOHcH68B1N+oAAbR9ooNWOnpKrGp9rcT6O59v/2RGBJHHI/UjNASH30+wuu8FVmuMelphoBE/KGK/vzZTQGZvOWFLXL1wH/q9zXS74j6ZXnW2iJrvBT/3O6cACA5ezUs26QX2r1RT4NaNMNtsV1qQ8xpW/3rwnkrPtJE5vAh1cToUl9+RciznIJoayybWfn5x6N1U7HJoKpDZUw5/F6eqh+Lq44JnM9DIRCblM4nsk/00HtyyWgvcFZbB+mU/0KAUmf1zmPhtYVlLCAHRZBCZQp4siHvOcpA/vRLux92sh1lZy0rnFZvX78EzTBBWAHccZE4chPN0UwQpZkY073U+C8wDzWfh6SbkmYnUrJi1Vo/JVQ2NDgmnYfDg37wflsJDpD06vB2cDaz60gOhwxUHHHl79sqp6AhiOfPa90d0s2AxPCL6lfNrUe1tHxVnAk/+w8VkoO2byLh1E/VxNymnQFQpKIgkwdOtUKFAiE0McE12yECBM0803jXNdgC+i68NdoPbHnBWNxMPn/HZDTR+9VHsNU83B2pScCtNYP4AyPIR5E7uB1Fk5M8chLNeg3HtYYza8IXwcKMOSlN5NG+u+RJGyfcHxcSbQvJs2KyvKN/3Hlz0j/rzYbvuf3ofrG4arIGIgSxh6pWDWP3RZ7G33bopbBg7upydqg6l1LvxyZw7EHbKVxwR0LotK8YBDvcXcZ9zagaUiSychomt92/DmF2B+aQ6cNez/XQLRKLQ9s8jf2YF2ePD21IPCkIplLnBFTX6oXhsQShLEMB8Uks2wWwTntPfYps1DNR+0Q7SWcsEaxjQL91tc2gJYJo5WE6b+5xZmQckCdmT+4VCiu3AJu1rIxWz7cVfl8nUebwObtmgmobM8nHIhcXwfAM+rfHpjUQASzVVqC9MLIaGMbHvbbkJ1Yah4auMDAPOPEyfP4St92+jcbWdOeYeT9KAxtSgHijRsJYJosogY27i6gbW0CGnyFdJWV8NhfNwvKleuJ++YO6CNJpOEDDP/97pxHtUkeNUEs5hV3XhLmgzrP/qWldr235IC+C7gTsupHwWkCiqP/0krGTQfBb6bz7r82k/MbGdRVm38/I8NNQ50ezt+pnbXUbC1wa7wW0PuBvV0Bs+hEThrsWzOp5hQSrm+3KIsifaAYY3KdrmHXkKyvwkrMebkAoiUOIuQ+vTHegQTYHoygdq0izqnz5A6/Y68iv+at7jPRteOsF0C1I5L8rpw2Z4WH8byPB8h4X/EevBeuge5e9M/B3JIFScMorHRQm2fuUJ7EoLzLCFxm1HqVcp59DI9NceTp4P7+sO5TkMmfkSNt+5gcmXDoBQAmUYzUffVMDUM7DcIvj0cBJdAyMogR4en6IGjXBGd8L2krsMFat3wOwZVijNxpkH7npwq03R9NjjmSCK3HZiolR0r8coED5lwOPtQLPD2AEeQ/NXH8WCX+vGPTirm4BfGZGmJ+BuJDnf3tRywlAgCMZLZ5ZCDvhI4BxEpsKl7/NHA3/Ms11QVYY6U0Dz5lrkdQaqdJzLmIILt9pEIMRPKIH2yhAufsOgUyXBsMNGwii02SKknIrcygycmo7MYhnWah32xuBa58bDCrjHw2vvNi04NV1kH4+dSmxPVBlSToUTmNUQAuNhBeZqHaxliYBuULOH6Hc07aGaf7nLoL3+Gggh8AwblisWg/LMJKRS/6ZYKZ+B1xo/dc+zhcKId+J0+7kgGLvc3S6+HOwGtz3AHSeZHcloyL0Yn8g9w4Kydx7Ow962h10DjPkVFF86Cu558Awbxs3HIU9sJ6FO5UVnul8KnDi7D5x5YYcoM+ONWP1Q+eFvREf+ue5cuW7B6SC0BHSxb+yLwKjIduLNPUQ0E8DjePT/fNQ2ZggGN8+DvdFEZlGUyTu5pNbioZECBemN/n72C3/nNOrqPOQ3zqOhCa6uVNAG4sjV37sCZWFyxxx+osg/Hz8GoTThwjUsqOZnnALayJCTzdpPe2f4vR5KFPaTrQStxt2so/TaifD3D+XUUm5l9ZVXQSQpzGRry7NxqUHOUfvlpyCUhjSR/AtHkudo2rGFZeHVN6EuzvmZWxc0o4HV2oERiWRkO53Q9Cv3wTmHMbU/4co0FAgBlSWYT2pD6QKLTLkEKaNEZPiAwlIJ+aXhm1YHPdfwzw5m44qvdcwFvm565z27ZU3AWjwEZ+UY2NFTYEdOgr76MlxfMoxZDuqXH/c8FlUlmI+rIb1j/edXYDysdNW6JhJFbt805In2opgqEqZePgBm2JCGGNujsFcrkMq9g9LaL9rqQZ7thiV/osptNzJCQLT+1so2L8HTzb7bDQvxLIjz8tw4VWkXX33s/pq9wAFuiTJwz4eLc1Bve4O0TcqQT5yBs1kXEkEjDjzDoK7Ow6kaXUuBbssayFoxQNABblx9IK5dSiBa++mF9M96HsxbvZtdiCynyiD1Qyh/1THhSBnhumRXdBSOzKNV9F3qIq5DTt0Ucl0cqaXeUTBItiRNgoZQgmauv8+5Z1iQ+0w+4wLLd2SuKQk55MBo9JqqG+E9R62gfTSuPklo/Ebfj1I3mrfW0Ik0L/sAzloVznp8325DBystovHrK1DmymAtUzScpfyMYTPP0VPInxEUpI4N4G7UkT93qH2+ubhQfXTSDT8mSVCm9gnqDvNEoBkJDPJnVjq+ZOSzshTeu9xtyx+NAqJIcJsmpOzg45No4BPHpJoSmgtU8wtYZzvQ5AiIprpAFWMHE3Ghsxbngrby2Z2+VZlgYSUqXEIJIVBe2Xr/dtfPycUs9IdbkIsZVC8+EPzve5s9qSb05Zdgd1jKV/kUPNsVijEjQFjo8p7joWfa4fv2g7VwgVd87URf+lknSEbdEROKaKKAux60uRLc+viD6F3EQQj5QoR6d4PbHqA5DZ5hwrMd6B/50lZpWSQ/GOKWDfPa6HQCoirwLMdXDmi/rl/ZGUkkQohYrUYzG1GtRsMZyhWNO6JJpvjqcXDHhXU/JbBI6fTWrz4Adz1YD9bh9HA4s+88GinADOWvOI99v1Z5GdZaHU5Vh7OvHYRIBS3MjjBTeKdz5mH++2eGPvY4EdAl+kHbNwdXG9y5bJzozNxGMziDQspnwJqWcIEjQG5lBq3b61j76RW07qzDWmvAruho3W1zqJ/+IP04jRR1gFDTMgU06zfHRZsN/eej9K3T4n3DRvPCrb7fo5vsmrZ/LjWrHiygAyvdbnAeryPQyQ7gZjqaryL3Oc20G/6C5p5RwAwb6lReSHUNmA3VH2zBcxgqllj8h1n5nUYQQKryF8aj5LYrNMyHAREBbVAWt9bqsDYawiXr1/F7TC5ocOsGnIoOz7BRfnE/CkeGdPAKbGbPvzISJSFA9ccfg6VI3AGiMVqZK6P+7ucwbjyKzQPy8eHHUBEYj/9HZEfbVA5tpoBGZiGV3rGL8YAQ8joh5DKAK/7/nyeE/C87dbzd4LbHM0MUBdxy4LUM0HykcYhzOOsRvps/ybhb9W2JVBNfA7f6swuwH22g+pNPwFomqj/+GPbqzgjbqzMFqJPpXE7y0otDld058wBJgiNPwbMdNH6dUh5OWRxY91bBXYbCuUMwbnYvzWmHl0fK3AbIHF6MZ7QowcybRxOZsmZmAda6kJ/ybIaKXQI4x5axQyXUAWHOH/hSjz8QKI1lbgM4W4MrXQiNzim0Snth7TmELbMEu9IC1WS4LRs4dw6EElhR7c+O+8p4XO3anc493v2+jsoVBfsMdu15IZ98VN4qVWUosxOpwXXr16KBjbPendvK4mzQat79QNH7XGkrmGxH8sjebCGzxzcj6XiMA4OAKJy6gbW/+TykJYCIsniaTBmAsUq+yZMFZI8to/DS0bHtsycIAXfcvlnbBII1CvebwyiF+aSGxpUnod5vcL8SWQIzXdhVHezkGegTy7AWD/Xef/QUo1az/e6fPrDXKl0pYp5pQyrl4Jk2ar/8FNP/4Nt999f6YHAlGONWb/rGKPBOtR0EZ95M0oR2MRb8CwC/B2ATADjnFwH0vzlGxDcyuG1dujvYhv7kZt16CNbU4W5WwwHB+PQ69IvXYhxSbtmgme3Z6Nbf+RzKVBHq0gzUPVNofXYH8kypL4Ff/3zw7tUoGtpCqGHZaT3YbQLnPm8wASbckYgiY+K3noO9mnLOaQOqP7qrSzO+sUU6aF6I4jtrW6OpSaQEhxV3EhPPx7nQVFNCq1Fuu6CqgvIL3Q0TdtEGoSTOufXnU+PK/aF+s6hyBCACK37yTOioZC0eCt3d0njcld/cxua7N0X2dwD0nDD93atLM1CXZsT9OqKsk1TKgXVtjiFwq/VQXq0n+iXdIu8TRQ4bzLjroWKkN9M1P7rRc5dKOYu6OpeqY7z5t+3PNq4/hblah/m0BimnwnxSA5VlUFnoPXeTHLz7Z387sg1yJ2hGhVTMQpmd2FFaQgjOhVmMIg8lmWZvNiFPZP0yv4vcvikQicJ4sAV1tghrrY7GlcdQJ3PwLAeZhRLKzy8P1egbQJ0uiMVhgG00TuWfO5gqK1d7+zNo++dDKlHpjVOwWY+kgH8OrN7HFty/nMywYD/sonozJtTol1P1+iaAc/6g46Xxe3r7+EYGt3ZUEqrX8+0PUOblm+CG2RadJgTK3BS8ph4ToiYZMSFtp6Fm6o9fQ/boXhBZAlEkeC0TM3//W3Eh+M7TZF4oc+Vs1Lpu1w/qdB5ORe+7nWfYCX1X+2nF1woUt5SbmcP0H5+Hebd3k529VoVn2GFwXnixe6ZFaOi6YJUanKfjG+D0cpdGPyKaYSBTtEp7x3a8rzNIl6Y/osjDl2wj4MwDUSTMfCuSVfGfT6eqQynnwDkXvxfnyCxMoHV7HerUYPQu+3FERYPA5w7Hv4fNJ2A5BRBZUC9GsYt25GlIx5OyTf4Xwvr//OcgiozcS93VJ7jLIE30l0ez16qw16ox7enoM5o4tz5jBzt6CoQQKN95I1nxigRK3GFwqjrAgewffFdkZGUKqsrgHg9dsxLnW2mFfNxxgFChrZqL6AzvGCgVlA9FBkhbsq0f+JnnMfniCuRSFs6B48jtm4K10YA6U0R2zwSMx1WYT2vIrcyIhcGJM2hNjDYW1ZU5sKPt+ypsoB0WHJBLucT3M249hrvZAAggTeRBsxqk4hAKLz1gXLkPpltwNxuQp8YrDbiLLwwPCCGvA+CEEJUQ8k/hUxR2At/I4DaGHgvs1nt+mdBlgCwDkgR3syrkflQZNJ+DurfNeZIKObB6E8alm3CroxkOuOoMpGOnocyXoe6ZhvbqeVhu74fZWatCmSuDc47WAFzAbqhJsygc6S+cvvXv30s0LNXf+Vxk0CLNAkRTwgmz8ZukwxMANN+/CuPaA3DH7dnoAwBQZMBhIIqCxk9/PZosGEQg3g/RkvYoWZIvA5x5I7mDjRW0Q6zev3adLmbDQp0W91tU2J/IEjyXwanoyOyZANNteJaD0qklTJzdh9wfvwWqKalNZZ3wgsCbA2C87SaVguAe1T+7O9J36XY/ebYLZWEahW+/CKXHYkrbcxjSAIYErKGDNfRYQ5nbsgbS5O6LTl8AVQ6bADffvQkg+QzRjB/cdgn6iES7Br5Dg3PIkwVBkZpYGssue43p2vnzIpvvUwyIKg+szVr1psJm1hqdFZJZJ4RainvoBMi5F9DML8I5cHwcXyMEeeGFET8YaM92/I4eR+n1k5DyWbjarDAy6UXTGGJc9RwXrNaCZ9o9Ez27eKbxnwH4UwBLAB4COOv/f0fwjQpuo81IIQew1/MVscekmgIpn0Hu+DlIxTxYrYnsIT8D4wdZyuIc1H17IBVy7Qa0EWGzUkz8PVoGtTsyRqxhQCpkwRrGtiYuQshANpuFl46CZjU4m4Ijx5oGpLwGmtViEzfNaoDHYdx6jMZ73Rdo2aN7IRWyPmeteyMNoRT6J1fgmRZoIQcvYnoxKOwnWwn3qTSs/uDTr5ygt7vVgH7p7hdThu0C09RSM7dUlcG34SXPTz+XeE2bLcBeb4igcCKLpz/8DHZVhzZfQsUpC56iRNEc1uGMxEv5nddTXZoB1RQUz4832PBaBuTJCVA+RktU7lc8/EbO7NLkthqJovuNIrNYhvlYjEvlc4LC43TwcKtuGZ7lwK0ln1vOOeRiJlRV2DYIgWlkx+Y6xTnvOaYTQpB/4TBKb5wS6jmagvrbg/NIYzh7Lr7vYXm8Y4Jb717Fi/K4AcC881QogeTmwQpCQaVfY6TYyFemidyS3PNgfH4ztpm6MLWtys8uvlwQQiQAf8I5/8ec83nO+Rzn/D/hnG/2/fCI+EYEt4G0T+vSHdhPK8gcXoQ7QINL0ESm7tuD7PNtDiClk8ieTpLOJW0WkjID7vV32xoalMC4/gjG9YdofXIz8R44h9cUQa4QnR8PlcWt6yIjfDEpURNw9PSrD6CtLCT4sq46A2ejhvrbl+A5bmqzXfbEPtCsKkpNXDSCdAUhoLkM3I0qpFIBrD58dpxQEppl9MLMd45tyy7zS0HgHvUlnjYhomQf46IzD0QePJM1KGp0FsYjYapQwzTcugHWslH1psJt8gdmkDsgOHTVC/fx5P+7CONxfHHobIhFmuFL0XHmCSexLplb5bmzoFkN9OCJgc/VutVJNUvC0w3I80NYxPZyC+OI6AS3X3YP9zjnYe4b3/jk0b8TtCyqSmjdWUfr9rrgQpN2tj0AVRUw08HGr64nxoLqx/egFDOxDvZnCZ5uQspnYd7srlzDcvOwUYYyW4Y8WRBWy2Mah78MWHe7LAo52l1wPsy7qwkeumc5sN3+koSd9zCrNxNW6cWXj4njDVit2w49bxfjB+ecAfiPvshjfiOC2+ZHN+BWm5CKObBWO2vgbNR6DujKnhmwpo7s6cOgKCM6SxAWoQp0lFdYtQFpcsy8IH+Sqr/zObjtwrztT8TBgEIpmG6BZlWYt5+E728XxrUHcJ5W4t3u/gBTf/sSuMvQ/PA6qCrHdDfDTW1X2AozT0xogbJEpS1Anzu1AvnEc6AHj8PuoxesriwBLgPVlJHK3MrzLwyU2cztn4Zb688/fpbQl9YxJEah1tB8RvwukcbE6k8+TujfjgvZ5SlfSUHB1KsHEwuSTb2I7GIZjatPQBUJpdNLoC+9GNvGvPNE6I3eFM5PZO9hYOlQ10wRzahD6whbdx+LZrEeyBzdj8yxwRsXiSrUXNLfxMgZ/EEUXzzTwfovrkGdysNzGKgsgek2Nt+9CZqRhbuhnyGW/EUvUSRR2ZEonvzVp7FFRvPm2peWoRwEXlMHLeRg3+s/rjryFLzJvZCKuaFUQp41sG6ZWwJMfPds7CWaUcEa8e255fS29+Uc8vw07PtPfBlMEdC6q5uQp0pwVjfB6mKeMK1cJKjujcrffIzWhVs7Ytm7i23hHULI/0QIeZMQ8kLwZ6cO9rUKbjnnwgO+o1zNHRfGjcchHyoIaJsf3eg5AcjTZWgH9kIKNSS7ZUk6Vqy6CZrdAYcxSpA7cwBMt1D54QfwLAcbf/4LgADKdElkqKnvyiNRcM5jk32a7mw/SLkMnPVa3DGNEHDbBbddWI82IU/kQRQZ2nKyyzR7fBncYWE2Oeh0bbx/FcZ1EUx45cE5cdqeiCD5NqRs+qGuzqP03DKKx0aw1/2SwJ0OW9cR4Kxuhg2RzV99NPTniSyj/Hsvtp39or/ROMrhHWhkF5DbN+0fW0otudfoDNyWDWvvERjTyeAxutAKAnCiKlAXpwWHueM2I7IMsm84uSBuO3BX4xU4615coUGem4ak9ee8B6C5DMzrd9MbWCPjXL+MrB1oS/uXLlUJpQPmkxo804EykRWmDnkNIASzv30cmbkS3JYdmgTQV14KP1c8sQdSVgGVKTZ+KXj4nHmC5zzO4LbLrdav2dfdTDYJGpduwl3bAlGVMLaKSUGmHV6RQTMq3K3GVzZ724sGYFn52H0lFQUtLgptebbrYpu1DJCMKsyPPA55bhrGZzfhrG6C5kRlzWsZcDcivwfp+LsLlKki1L2zgqK1i2cJrwM4BeC/B/DP/T//bKcO9vUKbm0X5p2niRI6003R+dxRppMKWSgzvfltFBNx+8wOGJduJiVR3AG4RiOCWw7UxWkUz58AaxpofHgd4IBNy4mVs3n9Eax7bbUC/bKw4RxGi5doCtxaEzSjxAJl1jIBSlB/5xJyZw6IwCJFOozsPYypPzovStUui8mwmXcGyy57lo3mO3Fns/yLr29LyqYfCCGoskmYCztvYTsucJfBs+yBaBfdYD9YDWV5TJ/3pn98ZSgZL6qpqY2NztOKcC4aY+MbIaTtLNcjW8mOnuzONeUcRKagmhraMxNCkD20iPrbn42Fw8wNK/Gd7Tv+4s6wYPex7k4D8YpwHqyCbaVkhEmXf6fAvP0EbrWJ0FVwALWX/MFZcOahcGQetQsP0FDmIH/rPFqlvdiyJuA2TdQxlficPrkPVJMFR993YWSGDaKmjx8jo0tAH1zzbtAvJBtfxXPlgOYykMqismRcTG+QDSFRcMZgP1zfMY3ynUCsiZKQxFzR/ORmuABsXbgVUgqoqiSs6rGUrsFrP1pD8xcfQIk4QhJFRubYCqzbD6GUl9PH9mD+4XEqQ/2dz8N/c84hTeSBpUNo/ObaV3Zh8ayBELJMCPk5IeQKIeRzQsh/2fH+PyWEcEJIV9cnzvlvp/z57k6d89cquAUAVm3GJnfOeciBAudhGc/TTRg3HsGRkgPwMCj91lvQDnXopJYKkIo56J9c3da+E+CCx1R48QjIylF4ugUpl4HXMkUAHvAtgwy1L0gfBJRElWHefirscYeAZ9jIHltG5UcfiBeIaCKb/P1XRBf0yjEQpTunkiiSuO4dZgk8UrpMQ5AdsW7csGAAVwAAIABJREFUh3EpqsHJ2993FyGaH14Ht1xYbHRKjFTKw6s3wTlH/vzz4K4LTzfAKoNz2GxehHH9IYxrD9tBBgFAKZz1Gsw7T2HdW9uW4UkalGKm50K0E1EFDyJLoNl4aZXmRJPkODjMnu0kVRL8IJLb9kjSdlRVhTVpvZl8M5q17XP+ysIk7MebosPftEEzfTR2gXDRV/WElStR4sGp27RAc+ld7XJeAzhH6ZSwkn76V5+CKtJYKTXd0O+eS4uphLydC2ViL6Ry+9kyr93tsR8SHq+TP7pTcLYaIQ3Cs5yR1GRqP7sQ7otqSnJB9mQLfEHohVsP1tvfjfY3hdA/Fk3F3OpQPPANJSgm2jb3/r5YrQnzhuA5c4dB3TMFZaYEJ6J4w5oGGr+5JvpDbBdUlcXi9OjegXprdjEQXAD/Nef8BIDzAP6UEHISEIEvgN8B0NNKlRDy36b92akTHngmiHIkevz5cv1JITKK0UGVuwyZQ3vAGgbkckF4q2sqWMuMl9oHQKr/AKWAEd9P7thZSNocaD473gCXiNKzxYphlkmeKoZWk8E20RN2Vitw1mtgugVlrgx3oxbfPgVurQU9CIAJAI/DcgrwdCscMLWlaWh7Z0D8ErhlZ7ta43oTS8gc2gPueSgHXC2J9uVkmZ9dByBUF6R8il7iV0Si64uA57hwq00RRG2DlkAUGdxloduSee0unMfrYUZzoH1kNFBNhXl/DVIpB2V+EtxhUM6cbWeAKUHz496mAcOiWVga2MWNcw630oD1yKcK+A5QntmezL3yEpSFybFkbgklXe91z3ZhXLw+0mJNymfTA7YhMrfBoplmhLUwGSC4BYDyuX3iHF5/NfFebnmyayZWfetbQvKLA57LYG+1QCQKbXYwHrN1f62nfraz9f+z96ZBcqXZddi531vy5Vp7FQooAIWtgcbWjW70Ot2cGXJmNNwkbhGSHVLQlCxaDobDCkdIwZE30VaEFJZJm5Rph6ggKZJh0pZoxnAoUqKGw57umekd6G6gsa8FoFCF2qtye/v1j++9l/ly3wqN6caJyEAhM9+Sb/ne/e4995w8nCbZ0p4cDlUlZm4TNgw7862z7anjD8dR0N0qwStZ2PrO+SiY23ztQ2x+64PuVxZcK8UPb8jJTsmK9W8kn5iJAvfkkd0VSg8BuVdbP/69kHNONSWWKivpxN6dVftC8NY3o+uI9hyCzUNw1DF4hTK8QjlqalbSBrzNIjb+4xmI4Lmun34OW29ehLOWR/HcLUmNG/CE+rMCZl5g5rPB33lIfdqQT/i/AfiHaJ8GKFa9PAA/DGB2O/YXALqpnb8O4D20Hir3YRt3tiMwYty+0GHKN204xgT0GQFHG0MCgHrsqTbrip+rzCungC4m4e7SKtSJkc4XaLkvkB3IO8cqWQHHw8hXT4N2S/6ftAZFkLll+CULmWcPwbddFM5chXrkBPwL56DvHMPW25eQe7Fx53Ss0zRcH4Chz5+Et1mU7+08gESyjPLVe3LbCR1sNT44pCpIf+WLgF+K1kWKgLOy2bIUac8HHGEipF86uS2czU8L2HRkQx9z/7q8RPDWt6Sc0qVb8IvlriYSRITRn3wZ1q1FKJkkRCYJ684SFECWFoXcRm1WpXRhDon9O6A8BB3LUKao9PEtgAikyqEwlMwaNEhTpTVx/F1JE7IdKZPWw3lLHn0Ga//m3yBxcDfMj68jeSLgAtc+Zto8dtiVVRXf6ixzC6ClsUkrTVZSFXjBRHjjzBxSe8dAquhYd9WcewC2HBizFY1xe2kDcD3oO8ek4H/RRMOpRNvgpv4ckFKRUgMR8n/5LpShDNyVDfhlC8V3ziF5/BDU8eHYcv7QTijpwTT2tkLp4hySB3YG7nnhTlPXai9h4sLdKknpPseDu1mAee0+7AcbyL5wJHZ4kq++An/hJthnuCtbDR0gYwiUVORztUpNxfWiTK4+tT96D+zLrzZMp5PkBJPsMSFdleoMD9Zh03AwxBCSR3aj8O5lpE7sR/HcTbgbRWROHei4IZQD7eLvF63zhwEimgVwCsA7RPRXAcwz80ftjhEz/3LNev5XAN/Ypt3sipbwHjP/YBPexBeZ+YsA6vWiHjJETTbWN21QQoN64mkQEVx9XIpkD+9qWcJk368LpsjuzO0ohDKSA2m9Z9HiGyfZdFH10PBNO8YZTuwLNGpZGjskZqdguVk4YgR+0QIZOnzLhj8yA21iuPUstkEWyTEmsP7nZ6IBzixX6B8ioUNtxV8WIrY9dSgNJZtsGtx6+SK0nZMofO9DWNfuSDmp6HzV30TeZqU0a99v0zj3KWQzsCed1AaF1d/+OthyYN+aR/bLL8Fdbq8NXA3by0GkDKhjOTjaGFJPyiyfs55HZE9acx7crRLWvvH2gH5Ba/hlu1LhYY5cvHIv10hReZ1NFtqVgClp1F/rigB8X2bJFdFTcEtEyH7xObBp1Z+jDrK3zPLhza4n7bctB6JVh/sAQEEZGsywlvNIH5yE7/gd0xKcpc1YWZsdDw9+8z9g4zVpumMvrjVV5uiFgxlz3WOWygmG1HN2V9bhl0x4hcb2sdrTUpmj+PFtFD+6KbOHA1YN8bZKkk6yr8qyugsLYAAonL0O6/YD6NOjWP+zd5F8YgZqLgV3ZSu4TxgPfvvPYc/XyJIGk9R25072XLgRLVDbVWmcZMeta8BO7J9BYv/uyrVSC5L3cOH9q5LeQySf9ULErl+aOYjUif3wctNwHmxAf/Y0zBsLcJY3Yd9fbXvfli7O1f/mTxC+L1AuJAb+AjBORO9XvX6+0faJKAPg/wPw9yGpCv8tgF6pBSkA29bU0vHTsBPi73aSgzuFfurZ2EPT3SjAUUe74uIBYWanv0He2PPkwErnciYdL6k5K5uwqnUEp2YR+t6rY7kYnzhz+hCoajavZJOyKawRGJWGuKoghIigpBJRlqtuH2cPN3wfCB4QVY0qynAa6eP7gCaDoru8jsSBGfhlE4lDe8BetcxV2FgQ8LKKZZQ+uhI1NFhX7/TsXjYIWPOrTQXQWwmj9wN2A23lPn+2dfU2AGDkZ74CKAKpZ5+EMHQ495e736fxPbB5CEQEy5HXqXrsKWDnfmhTI9Cm4pkubSyHxN7O1QL6gV+2YhniUJQ+ZpwCtDUWCdFOWSJxcLecXJYr9xxpgbEFM0Qm1bPzkjo5WqcQ0ynYlMGstI5VApfBh5SlqhobR57Z01FDGTPDWdmMZZfdfAmkqSievS4tmItm82C+XWY+sPhm34d9ZyHaz0hlQZC8JowEoAj4xbLclxYBq0jqYNeDu1VE6cLtnmQay9daN8L5dkDx4iDbGKrmQP6/VskgBDPDvLkAJZdC+do89J1j0qBHH4M48CRSx2ehjeegZFNQkglknjlYtw4vX4I40NrQZPPrr8FZWAE7coxO7KzYrOszkxBqTe9L2QDMJPTZnWgIBuB5UHKpSKeaLQfKUD19zR/aGXBwZUJLGU7D3SzCK1nY+OZZuFulSAu/yUFq+ds+JVhh5tNVr9+o/QIRaZCB7f/NzH8E4ABktf4jIroNYAbAWSJqKDFEROeJ6FzwugDgCoBfa7ZD/VJhe2rpJ6KTkPSDaPngx36iqNY9te+vSjK8z10HtgDgLK701XVe2anB3BgiocFxXFSHgsM/eAplM76PSioB+8E6lINxb3o3kDMb+fIzME2pxahuLELNSS1Gb7MIY19wTVbrcxPFHhSpk/uhjWa7YWcE64lnbkPnJKtsQGlSBY382QXJzElwHjOvPguYiAbv4tvnoAxl5ING1+T3XU/a9T4kuOsFqCMZsM9wFtfgmxmoufqBNv/mRYx89XSDNfQHGfyL1iYYHcC+t4TEob2AIGi7JuFvFUF+Fl5hMEF5mAV1xAiUXI3skqC26iWDgm/aIF2V2UrPh9C1hs0niT2TgCDY7W5jnyUXs8lYQ0JATe2A8+AeEsEDW2RSsG/fByV0aDvGoKZ6k50jJw02a/Y9uGc51IRuooDgFcvSsML1BjI56hS5kzPwzWC8ZsmX7gRsOSBBsa5+v1DG8JdOwbw2DzYd2V/QYFnr1jzQJriVvGNLBqOrm9D3xB0blVwG6thwFFy3kxYDZM+BEjRehS6S7Zppa2HeWkTyUOtjFN5b0nDCiCY81t0l+AUTqWP1Mnh+wUTp8l0kD+5C4sUX4QqB1A9VJpg2D4HUVZBCUEczsDFctw52vZjtet3nvg+vUITx5P56ZSEAQjRv6tYn9sFevtV4vcwY+8nPYfkPXpO/xXYx/IOn0EyHhSdnAcjnjl+0QLp8PjgLayBdhTZRP/aIRAMViM8gSF5cvwngEjP/CgAw83kAk1XfuQ3gNDM36479saq/XQAPmLkVCb4vKmzXUR8R/RaA3wLw0wB+PHj9WMuFHhKibB0zCmevw8uXupIwqoZ1/Q6EGAxf1p5biASqe4VjTMDYOxV7z7RSdSVTJds6IDdNGXAJXYvUDeq0GAOeUxSMVj3weGx3PLvVaWZa1HDACDJr26KcRaoKv1SGSOgyeAsH0JqAnm0H7vI6zAs3goe53vfx7hTmrUW46wXk35GNg/l3LgUPkfoogZnrqC7lq/fgddGs1Qxh5rYtj7wNsp+Xgbdv2UhMHYC+dxpkGEg/e7TNkj2AgfKN+yhfvx9VEUhT43JE2wT5wC1D2yEfrKSrDU1BbBqG3YEdrjo2FNfkbABSlHj1IpOKqkPazj4y1qoqG/6Cikr5fNCox5BVnOFM06DVK5iwMQR4nsxQ+527QPWD8qgMtBRDg9eFmoBvOVBHsnCWN6JmJt92oe8YRfbFJ7H2795uyqtl04o1hjVCaK3ubxUhMpXJaTjMKdo4yNBBCMxmgm1ZN+62bbpUUonoOt/4i7Ntf2t859uck3Bs9RnFj29LOaxgGXY8OGtbDTPGzloeiRdeAHbubzoxY9eFNj6EbC1lJ9ivjW990JK6w5YNUlUYe480DG7bosVvt5wMlJx0xGPbgeW1n9wryYSMC4LeFCii4SSldPHO46blCj4H4G8B+EEi+jB4/UiX6/gnzDwXvOaZ2SWi32vx/b6osL2Q9F4M0tY/y8w/F7z+dg/rGTjCy1DfOQaRNpDYMxnjqHaDxIHdA+HLajNTMK/exuafvgEAKJ25CHcjH5XHarVpm4GEbIRrBxvDdVnbpqgeM2puYmHoA9MiBSQtQWZhK5ec0NXWWXVFwC+UQAldPkRqypZevgjz6hyMw7NI7J+Bu7IOZ2kVZOhg00bx7SZi9MwoVGk09oKt70rfeHY9rP3JWwCAjb/4ANr4ECxXWgnbi+sxIXRncR3apJwYsOdj6+1L8IqmbMboEVG50fP61gktX7wBCIK7tAYtsIFV9AkQkTwHVbDvNrHm7AYkM/K+acO8IQ0NpBh8/J5oVlLtB4Uz16AcOQExexjGgZ0ASepOr6CEFpVcW39R3mehU6JfNuEXSkjseqLVUm1WSdI4JiV5i+7yWtQISnsOyXGjWZne9UCqCvYZIqlH5e1B3vutoI9noBidj7O+5UDJpcCWg9U/fhNWYArjZXbANcbhFcpQG2TgAEkxaUdLoIQuG/z8GtnCqqEieexA9Gxgz0fiiVmw48JtIZcnM4BuZUUdZHxrsfmdjxuvO6lHSRxnbQvW3BK0sRy8YkXdJnVstuF4x47b0FmyGrTnCTjKKJwGyR6vaLZtQPQt2fdCqorSB5dbu5Y13IFmF6/8J3V4N+D6HVOILDddMWdpEbzaC6uPdXIDMPN3mZmY+SQzPx28/qzmO7MtsraANHCIQEQqgGebfLdvKmwvT8O3Qn2zRw0ioBHYLDMRjUooHWNA2QuyUsh87pTsPofk+llXbsG6Oge/ZKL03vmBbGfQEMmKoH3LokCnx0mIqHEmHGS94V11PMPaAdgv2yAegjKaA8x404G3shEFx4mdh6Dk0sj/xTsgIZD/y3diVssxEAVlxy34ZbsneZiIr0wEbXIY2o4RJHZPVL0vGz3s+5VmBK9kIrF7As7yJtx16Z/urhf6KnttvSkFzEPOZD9wF1cAIlg370HRarS4iVCqEq43r871tS0ASMyMS2m+2cPyuDHDUUex+dpHsvN5aQO+5SD/XhvB/B5QLWkUwjX6yJ4qSsxyuA7htoLru/jds9LFKp2Eu9a5hnAzsGlV7iUSMhvVRJovvqDcn8yzhyAMHWw58Edn6oxwtguKocHaVc/jbAY2bajDGfimDX3HCMzr9yvVuYDGlHmm8SSFHVfSldqhTbZOiNGKzrbvQxuakVbILSoO+vQoErvGkTq6Vyr4GIlIm7VTsNV4rFIyFXcwb7MIfccI3OQE0if2RcGZq49vC+XEL1ltJTXZdiWVTFVhXb0tm/EGCGU4Dd9xZdNxC3pECNL1im110NgIRiQrFkKkpYb8p7EB+WGCiL5GRHkAJ4loK3jlATwA8McdLP85IkoHf/9NIvoVIqrn2NSgl+D2dyAD3CsBMfg8EbX3a3wI4CpGauia1TMGWI4gLyv5RkHjCPsM+94DuOtbFXmUTxq1+rg0LDlb7Q5Dh8eJgoCS1IDXx43lVQpvnImOh2JMwji0G0LXoI/NQsnE1SqU0Vzd/om0IR9ibc69OpyBu1mEOfcgFoC2g7O6BXerVMkQEGAcmoGSSsCf2BOnjgSNOYUPpNMXGHATE3C3inA3i9CfPS33tZ/BM+TZ2W7f12w4r0i/1IDawAyvkTXp+WvNJxFtYDmZyMZW3zEKYeiy2zmhwbq3DG+9AHez2DePuBbM3Ja+0y1ItLmPg4Prl0wp/+V40uJ3Yl9PWbxa+KYFkUjAnluQXGJB8KuqBu5qvnEGPLhm3MQELD8Lr2SCiJCYnYK70VgBYGAgdH3N+o4LJZeSxhGqCigUBZWh4gXQWHPVt7s0NmjxXVIVybMOMsHUxsTANFNwtDH4IzPQZ8ahPfMskod2wVnegHVvBV6hHHNvbASRTsLdLEbfC3+Lkk3B3ZTnKvvSUejPPgdSVSjZJKybi3X7Zc49gLPae7WoGn7JrFMoqgW7LoQYqTQ0u92pDgH1SY9qCK2+2boVSFdlQiHU1w37AGqayoShP+bbDgDM/E+ZOQvgnzNzLnhlmXmMmb/WwSr+LwAlInoKUk93DsDvtluol+D2tyC5F19FhW/74z2sZ1vhpXtrzogwYN6ZvnenlNnJJGVThCJQ/N4HEJmk1BH9pFFDUSBNBQdC61GjWQM06p5tCp+D4LY5r49dD4XXz6ATvdbkgROxwYkZSD19BL5pIfX0kebnMFwtyy75TgcwZkbp4hw2X/sI6nAm4srq06NQR7IQulahjlRJOdZ14gYyPRElgzni7HaNkFcXDtb9wPWgjo9AH5+t34zrRZxOoBKTkKrA2+jfBYgn9sIfkbqpqeOzkoaiCnjrha7NVtpuy/XqMzz93u5EKHyvXjQ/0moO4NxfCpqaeKCOXBzQdrxiCfrsLtheBskjFedEdy0fBUCxZaqgpJMwAjlB15gYWADUFIGGaFdgwNg/Da4yKwkpFCQE2JYVDNvP1S/aJgCy7yxEtrl+qY22s6rKyUw0MWkd3FbDESMVmhkDpY9vwV5ch0hoWPuTt8GOB2aW1uohiKBkDOn6B2DjL6VJg285IE2BCI5FNXVAJHXkz9Sbg7DjRWNSTNO8B8hsaX0YEQtG3YrSDQnqOnNLmlqfca86Nc348k3XF2Td2fXi92BtokRXKxnex+gbzPw1IhohoueJ6AfCVweLuiwvqL8G4FeZ+VcBtLXh7CW4vcPM32DmW1Xk4P5rlJ9yiHQSfrEUNJXIG9U3LQgjAW9LPnQ+SfkqEVhvxt8MlBJ2NvYIB7or5ebfvQxSFdgLa02bL0gIFN/7ODom7Z5+HPC5ACD94klo47My0APacrUiVYjg/4Uz11qWCZ3lTTiL6zBvLQI798mMLwO2n4ObjB+HGP8rPK+RwHrNvhDBXe8xQCSCvbQBYejIff5kT6vwbQdbf/E2Ek/shUATvqJlN+TmUUIHOw6cB4PTghRGwCFkSJ51oJE8KP5bLYWDBLWUcup4vQ2aGK0rt+Bt5qNrMXFwj3SAYwBW6+xx8b3uHKZIESBNg1BkgFMb4NU2WW6+Xl9w84dlR34YAGxngOu7PtRM9xMXy04j98pxkKoErnKV3+Wbja9TADLIajGcmJdugYSAt74F64YMIs3rd+AVSkg/F2+mIqKgj8CvfrPr3+JtFqHtGJWc3Y0itMlhlK/dQ+nCXBSMs8+yP0ER8LaK8PIlqRGua9h87SN42Wkknq93ibP8HNThDOwH9RUXUhV4JQuJ3f1J7ymZZMPfXfhOpWHOt5yo14ISekfUgdi+NmgQFokKz9iy0903oYaVxDAwbxCkkx7wpB/3lA0ERPSfA3gDwJ8D+KXg33/cwaJ5IvoagL8J4E+JSAEae7RUo5fg9jIR/T4R/SdE9FPhq4f1PNoYcJckeRmYl25BHasED8njh+CbVvRQLLz+/kC32Q3U0SxW/vA7MOceVB78DYT2+4GztBk9jJryAQWBTQul98LmidY7oE5PQE1KKoDwc/KhHAQqwkg0DqKrMreyNCr/664XsNXggR/C2yoh+8IRpI7ukc07LXbNvLkAbTwILohk520DpJ8KNax7u97U0Szs+RXwjn2wvfpsVSfgsgXnXmsrUd+qZMqcxZqeAZ9hXrje07YbQSQT8IoW1OE0RFKHsW8HzJsLkUh/33BrDAOCbF2/0GfkdehtFmDdvBe9X3zvQix7xp50aQr3odmc1jelOYB183ZlXe9/2PC7RGEzlOxMr7WZVRoEkbKppvlFXLpwG8VzjWWYusXmt8/V3fPO3idQzHYmARYhuE1EMgHSlCBbW8muZZ57okWDU3jDN4YylJFZ27LkL7Ntwzx/DX6+BEH1zVSZ51/p+7pRDh9H+vgstMlhKIePIXlYWtra8ytIPjGD/HtXUDhzDfrOMekclpQ648qRE9CfOY3cK8eamm6QpsLYOyW13wOULsxJl0lf6tu6evsm5VbQnmriKld1/RXeeD+qwg392Oe73oZIaHUTx5ixhqqAHReJmYnOVxpmboMEhO9Imos5twSvaEbOm4N+Bn7G8V8DeA7AXKB0cApAJwLqfx2ABeDvMPMipO3vP2+3UC/BbTLY0FfwiEmBPcogTQPbNgSNQBnOgRkwDhyHNj0Bb6sI8/qdBvac271TgdwXSZWF9Il9siQ2tif6fJAIO5DZcZvyE0nITJ3IdsbLUpTROlMJZSQHUhVoO8bgrqyDfR/FdypBK6mNy1jqeA5OA61TACielw95f3Q30if2xSgFjaCO5WISUtbdeHnavCXVBrxsoKPZ5aEOS8rqcAbKoWM9aTlH63Lc9llRr5KJNi/eQN0ONwioeoWtjEAkdbjGJPyhXTDLSXhbJSgZA9b8KrbeutSym7/w4Y2W66+lJYT8yV7h5UswL92U+sCQFRm/ZMK+sxDpmZqXKg1a9u15sOuCdBmEpU/H+3MlJ9cF2zbK5y7AXqhcO345UFloQKUhXZOUJ1UBagJJ7em4uQ37DGPvZEtd4eEvPYPEni4ChiZgZrDrwrq33L8KQ/gbfF8GPTXUCm1yGFYTTme7wpg6NQZ9bBZwZeOrt5GXVQOrSZVJ12JBXDXcLqg6ppmCm5iQVAV1FMnDu5F4+WW4iQmoT55EYvcEeHo/MqcOQn/mNNQnT0TBYqumaSIC7Y2rcFBCQ+rYXrjreZQuzEUT1r5Qc2Cd5XVQ0ogqkdpUpTlVG2pu2dwUTqauqkiqEp170lR5T+/tTnGEnUoFh20XlFDhBpJp1Q3DAJomJx6jK5jMbAIAESWY+TKA5s5PAZh5kZl/hZm/E/z/DjMPnnNbJf9V/XokpMAeZRARnPsy45U8dBKZl58CCQFtaAbqSA7u4irU4QqNZFCi+a2gjeXgLG1EDwyRNmIxS5jBGBg8H6QKbL1xvrnepCCQEMh+4TkAQPrZl7veTPLEQWgje6BPStFwvxjnz+k7R6HPjFcGZZbBoppLYejzJ+HX6G66GwV4m0W4QYk2CkjDhoRG+/BE1SBe+z0GrLlKprRTCRu5KrnPm6+fw+Yb5wcyAWG3fXAbBoTW7XkAFKfQEMXKhP2CiOpNSLZK0EZz8DYKcNfz0bloBGdxveX62fVgVVECwvJ2ryh892xs+dLZS6CEDq9YhrO4AvZ8+KWKM5mzsAICRQF2rYi9deMWvK0t+GULZCRimbnSuYtysvbu2boJouAhGEf2yYCsTZOaXzKlXmwLeUGpOtN/sxu7HoxDM7AX17Hxl40zz92v05f61zU8WnUk01RqSt4q9RFu6eylht/3y1Ykr9ZwfS0mlOUm6+wErjER6zfwMjtiLn89I1il5Wahz4xDHU73NSkOMfQDcTqUdfU2tKkxFF5/H1t//iZSzx9vuJzzYAnli+2VUEhT62X2qqotndhj10IkE2DHhZJOSuk3x4XQNQhdg7dVijvgbRQqVbjH6Af3iGgYwNcBfJOI/hjA/XYLEVG+SmXBJCKPiNqSxTu+spt5DXf7nc8y1MlKaYvcSiCrje5B+qnnI9FwZ3ElVtbcLjjqqGwyqeWABnA3inC15u4x3SIk8Dur+eYd4kJA5NJSCQGtHyBNUY5zGWVHb+U9y0rLxgsiGdjaDtb/7F1o06NSBulcXAapdGGuYfDnmzaE3jgodfUqKa1af3SfpfNV+N2Ngsw43V3G1tuVrKR1t75is/HNs7AX1qAOpaFPjYAn9jQ/Dh2ik05j9nxAVWDfnJdKFK4XC3ApIbWFtwtsO+Cd+2HdXYbx6isx/WAAcpIW7UxlnxvJiMnmuJrMrdr7Q965vyTpNiUT1o27cB+swi+WwKYNtmxoU2MY+vJXo+97G3koI80flt5WHvnvvYvE/r3QdkzBvH4T1h05HhiH9oNdF+rIELz1ym9OnnoSpKkgLysf9i3SlPn3r0rzBurADW6i1jaGAAAgAElEQVQAwQ/bLoSuQhvNSp5qP/zmcKwSBJE2oORSSOyuZJf9oV1txoz6QMjb2IJ5+VbsmKlT41BGh5pajdej9jc9erVsdSgTcfv9oS7pIC1geQ16ewIbeGVsOKKN1aJ88WpLbeBoVVVUs2ibphFLkHSaHAihP3Ma7HjwR3dBHc1J9Q1NBWmSiwyfoY5mYcxOSXfQ5MOxBf80g5l/kpk3mPkfA/jvIR3PfqKD5bJVKgsGpIHYr7dbrpuR6xerObYNXj8Nyal4jCbIvtSab+QXy/AKJVg37kGpcsfppNGsuuzZDUgR8Qar6v0pmaABZm7Z9wFFgTaea6otS4Kkc5PdvVxMw206rszANOrQDRxqrPlVGD/wCmxPcnbVMRl4uBuFQNw+IbNvNVQGdzUPbaKNlnKDc+fbTswKky1H8kpvL0I5eDQK1EoXKn2a7oZ0Y1KH0rDuLEkHIkUMJPPCfuOO5xhcL9oWabWd4jITMgi91lagwAo6zNSUr85Hn0VyawFW/u0bWPvGWzE5rBC1tATLSvacuZX3JkHfuxMik4J55TbUyVE488sonb2E9ItPSeH6cHtBI0vqeBOuIiA79V0XqYlZpHI7MfmjPw34DPv+IvS9u6W0UiYNb7OSvVbULriTLCdOnXStk6bAd1zYC2sAAGu+O9m88tX5oDIhJxCSP9kHNSHszRQCQlMkJWdP7wYYwcpg13DOjT1HkNx3DOlnXkRLzlCXzVGfJJzEOFLHZrd1G9b1u9CmJySn1fehjjcfH/1CEUq2+2y0bzvyuFeNP4nnnu9pPSJlwMvskOobuionc8ygvU/IBMXOAxD7jvSUHX6MCohIEFHkQsLMrwfCBF1nRJj56wDaGjx082R8HRWObaPXjwH4Zrc7+sjiE1Au0HZNwrm/DOvGHXgbeeRfew/suCh8u3WjGTPDWZCUh264XoAk64cyMrXJhuyLTw72pg5oCepYrmEmtPjOOUCIOjesfiAtRf2G5XttYhjO0gaEocWCHdnQZMKaW4KzuCZVI7g+w6lNDTfOWlQhzFrF+I6WEys15149AZuH4JcsUEK6Q3FwrEKULt2Bu16AOparUCoGdWp8Dn5jq2s+pFZUJMzcpbXoU9JUFN9sXnLuWwkkWD73iixxOsubKF+fb/A1+b30qYNQR7JQR+rPT60EEOk6lBblZwBNy/zmhRtQx4agT+6HMpSBb1qSGgCGt7EFdhyok5XqBykCqWePQhgttuf5AT9dZqNICHhbeWmDOjFWoQp0GFgVas6LOiIzeJ0E9Eo2BXe9gOJH0tGv9HHnDWbuRhGli3Ngx4Nlycm67EDvLbj1yhbygWkJFNFWy7oejW8YUpVAni1Y9WglIGs3edSic1tZt1N1XzxKIKK4gsY29FRYc0GVWQlMe1qcI21mOpbEaYlI7pFhfny94njZD/zKWMauB3UkA+vO0ify7P+0g5l9AB8RUdelxpok6s8Q0T9DB6WRjnP5zPxz3e7U9zU+gZmaoo2jePUjKLkMRC4NkUmh+O7HcJZWYd9ZgL5nuuFyXLaiDGv53FVkf6Cpo10d/NGKFiYIsfKPowyOkgAEmoiqAuPANJJPzMCuihd8SyookKFCGRqcaL86NYbyB5eg7aovjTliBOrJ4boA3ktPgpfmIdIGnLU8/KIU3tdrsrS0u71dq285SOyZhHn7AcybizCm9sG3HVhuOrIcMQMahb5zTO6L70sb1FDH07Sh7xiNlRS1zJqUVRvQOEyK0tKpTZup0jpWFIAI5Qs3oO+aBAUZQON48+NR+Pb7yH7xuZ73L3P6MFwgatLTTjwNbbEq0Aoffo4HEIFUBZlnD8F+UM+/DTVhQwhDh4vWZcfCd84i+/nTde+LlAFtpyyLCx6SepxCgFRVGjY4LvRdlXVTQge30bWOuIRVwSvbNvx8AUouKwPt1o3/cpmg2YnNGqfBmvu8FRxlBJv/79eRfvoAvK5NHRip47Oy5KtrQFlmgjtyTmsAd2ULw19+Fh4AUgUsKwmlq3lwk99cI+mVPFDLEW1+rBIz8X4Y9n2YH1/H94N+VGJmvP2XmoBdT1aOqsbO8sfXoeTSkoOfNGSZv0Vwq47WK1A032Cg523akoteZdjRKzLPyzFFrlhq46tDK9uv7/zZxTSAC0T0LoBoMGHmv9pmuWofBRfAbUjN25bojqjyGNuO5KnDsG7ciwjvImUg+8Xn4bdoMLPnl6BNjEoaQZfco2oo6STsxTVsV6GNfR/65Ii0pa3R4AybqkgQtB29D7q1EH4uMjhwltZAgqCOV3GfG0xiSFWjQM9dL0B54ihw6wrEviNdb580Bd7QTiQPSRcdBuAVTKjJ+sxdZf0ENivZXWc1Dy+zA85HZ5GYlUGmo4wOltanVvSXGyExfRD2ym25d6qQ0lOC5HkLMu3VMnd1CDM5PV6frtG8a5+rTEHYdqDkUhBJHTYNA9SguYwan/eWCMqsjTJ5yqj83aSpMI7skza2vi+bkUhAm9xX+W5yCsrO1oE0e57sdK/alnH4IKzbd6CaKlzdRifuXva9pQr/mDkWbnVKwyBFwdTPfUU6820UJK2igcFK9XvOWj7QyQ0+c1xQWpXHPVBL6QbW/AqUtCG56IHRR09NgE3cIElR5PvNmkOf7uS+l9JS3tqWNOYpPALGPG3QD52jdOYCjKMHoWQrmVclm4Y2e1SW9VMW1EC1pik6mKCF8LaKYGb4xRJEJimtlvtsdqzui8i+fBQOpDSb8+abfa33MZril3pZqNfE6kPWnnqMdtByM8icehHa1Dj0XVNIHjwhCfktHmSkCEAQvGI51jjVLRx9DMog1RFqQCCYVqpxxtP3ZWm8bXm8ezAD2swUzMu3qswhWsO6LaW6QsUI7fjTPW1b7DsilQRGZsCTswCA3CvHWg/6BHglM1KqCI0qzJuLAzMyiIFZPuCbKVhUfQ9hl78QUgKyen8anLfQ3GGQagq12/OLprRkNW14BRPp47N9OxTWavmSrsX0VKuRmKqYnLDPIE2Vgb4QIEHSJCJcT03Q2hBe3A0OADQ7AaHrIKFUArR29wlzQDkJ+Ik+Bxq7gP5Cveh/M1huFv7QLhmwJ/U6NREAMX1ody0vna+oosMMRcjJWqAv2g28zRKWfuebMZtsf2gXRIMJYksEVZE6KHFaQt3HWvvJtjI6BGdhGeaV2xCpJB7FhrJBovC9D2Mav+7aJkJXSRICMANzhzbjXKcVUuvaHPzIwCI9cA5stbPbY1rC9oCZX4fMumrB3+8BONvs+0T0D4N//wUR/Vrtq932Hge3jyrKhhwgQjBLvUhmlD+uEcwPS7Jls2trw2oIXQN2NXcj6xfcYsCXTU0K4Pl9BeiNkP3CaZCVahqcNIKzFDRHVdvkDgjtzBaM2R0oX7obydFwwA3TpoahpLZn8iFF0dsEHURgz5MThKAjP5aFa/DACc0dpC7lYHRwo83pKnzLgVc0oY0PYeNbH8ArlmFV6QujNgAP3msHbzPOXXeX12NyXk0RNE3qs7uiSQBEdxnGmHNSANI0KEOBSYnXPMvYCGEJVyQ0mNfv95a5huSKa2M5WLcfwJqPB/8N9WtZZse8QhlEJKtRrtd15pZ0Fcpwpu9MXbOJM6n9m3gkD5xAYu9OsOPIMbhJlvjTAN+Wv7H6PNY25AEBLcbsbSyvdSSjhC652i3kFweFxEsvbev6P6sgor8L4A8B/MvgrV2QsmDNEOrpvQ/gTINXS3RdIySiBKQUw2z18sz8P3W7rsfoAj7LzOO61L80jh2oPKCYZdnXbk3gfxhgz4O3nm/YJVvLWY3B8wEhoAxloI/PDnanSjLDk3nlFJz7nRiiANnPHYNf7CCY2QaYViqSOQqlrNQdMgsW40gPCkSBbmTrh7EykgXbDtySCZFJyfg2FLFv98BRFKBdZrhL+CMzKF28BCWdhDY5jPxbF4O+typN4+lRFD+6CePQLhCRbEIjaku9qTX5IFWFny8Bo5XA2S+Z9dxVRQDlBJT0iGwIrMnctkPh7felGkIiPokhIZDM7IDvOGDH7zy7FDqheT780d3gu9cgVL2nvCLpGkCB02ATCTwAcFY2oY0PySxbVQLdRg5+6TY8vcuSPTNGf/QF+CUT/VxBJAT8qvPFXsCPDq/NPjN22ugeWDfuyHOuqTHKzqcJ7oNVaDsnYskCf7NQ3xzmc9dWuwACHeczyL5aCTJl5WT7pAarMehkxmNE+AUAzwN4BwCY+RoRNeVoMfOfBP/+TvgeEQkAGWZuS4zu5Sz+MSSZ14UkBYev72uY1/pzICm8cwbOSucyOV1DSKH8MDOb/4u3AQClDy/LjuyRnNQMJIK7uvFQTCAawbp+F6UPL8O+v1T3WfpU86xw6OS0nSAnE2Uf20HfMSJFzvvgMPcD7cTT8DI7oD55EuqTUiRdP1Xf0DQoyIay1sdFUcaQ+4EfQvaHXqh0GdcEgVG3dN36B2NxG1unENAmh+GbFhx1VMoc1QSbNg9JHt3yJuyFVST2TNYZRDRCo+wie16MruAur2MruA+r94mEbLQhTZOBdjcPSyGkC1mTSSoJ0dQVq36HuTJxCZvLQvWOXuD7UEey0E40oOhUNxZdvgsAFT5mKN+V0AEGNr/7ce3SrUEE15jof2JXo/9rXrwJd2kNpKsyWB9ARtA4dlBOKHQVpfcv9r2+RxHsuLK6Vl0RURX45XgygHStp/GTbbtOTUQdydW7Sj6mD3y/waqW/iIiFR3U0Yjo94koR0RpABcBXCGif9BuuV6C2xlm/uvM/L8w8y+Hrx7W80jBvrMQ/e3lS3AfdBeoquOjMd3JgYNIdqGmDXgbW3AWVsCeh8IbZ0G6DvJzUabR2yzAXW7t0rRd8EsmlGwKpTOXuivL+fEO9u2Cu7yG8vnrbb9nORl4uZ1I7P2MiHeLzjVzBQ8B7EsxfvZhXpQay8JIBJ3i1QgCBkU0N+7oA156R8QVVkcyza+5qVlg5wG4ic7sZKuzUuy4UAJJMXdlI/Z+nXOSqkTBrL5/RpbCuwiahKbBL5tNM16kKPBNq/06qbLdqGEKiKlw1KJ8/lrrde48EDcnCcCuByVtoHx1Hu5WCblX42oDoaYzESF5eKZhD1FL/dxBBTFCGgt4WwWw78Mvm/CLZZCuI/ejPwB1oovu/SZQUzug75lG4uAeOA9WBsaRf9QoDtKMo7JPSiYlKxvV30kmOp7YeYVKfswvlQPecgWJAzWOj8Anomj0GH3hdSL6RwCSRPRlAP8WwJ90sNzRIFP7EwD+DMAeAH+r3UK9RBNvEtGJHpZ7ZFBteOBbNswrt+GtbFSyG44Db6vQ1TpJ07pws+kdvmlDyaalpmbJlFqjQUMQfO8Tn81KEfsx5L7yEja/8e2Ol2PPeyjlIL9kSrmaTjG1r/13vt/BjPSLJ2Ec7Py2Tr/yjJTGUlUYxw4AzFCMiZimazVkw9rgm+FIVaA8cQwA4I/vgbG/sVxet2DHhbsR2C0XSjCO7IMzvxTLTrHrIvlUXAqKFCUKTIlk812n13Xh3bNw19ah5LIty7nF9z7obqxRREQJ8UsWbK+x1J673Js+q285SOydgjn3AKULt0FEYNuJMsT+SCUw8bLTEQXGK1cMNkrnb0k76RrwADmWJAhgH6X3L8K6clvScIJsLlkpOWkbBMwkBIahZFJw7i/Btx3Ydxf7WmXh9bYUw4cKfd9M7P+kqxWKUvidPdPtud3B86p0ttKQ6BWKEOmUnDwG1R4lUZVkqKbjfdbgETivDfz1kPCLAJYBnAfwX0AGqv9dB8tpRKRBBrd/zMwOOsj4dmO/e56IzgF4BcBZIrpCROeq3n8kwL4P8+pcy++EhgcAYF6+JUsnhIiPyZ6P1InOS8ChcLyfL6B8pX1WsB+waUOdGoPx5H6wJbMwbD0cLlInCDPgZKeRPNmF1IzPA7H6bAfj2MHHM37I7H4I+/Y81ORUV01GZKUAM4nMqRflg81xQaoak1mLfb8D6Z7y+Wt9ZahICFg9OtvVNrCw48INxglvfQtCHYN5dQ5+yYyoCez50PfEVRlIEfEKREAv8G0H1tzdhttmx4GztAI2LTiLS8i8eLplFSN5/EhdZqt+pVXWyFWZW9LVpioDvcYKXqEMdSgtJzjZFEhT4eXLMZmoaoiENHLIvynL9l7ZklJiDWhJ9r0VJHb1Lw3o5YugRCIyuSm8+SFSx56FM/+g/0a1BiBNReLwLMwrt1H+6AqcBjStrsCPUOaWqK4vghS1bvIqGsg9AjKRUb58FSKZhDAScBYrx4ZdF35eSs5Zd+7Cud/fpOAxHh0ERg6/A+B/hpQF+x3uzN3nX0KqLKQBvEFEewEMlHP7Y5Biuj8M4CCAr6DiTPbjLZZ7ePB9OPNLXWVdvY08wAyRTWPj638pHwI1DkZtEdh5eoViexvTfsAM37KRmDkMbWQ3fNuGSBpxiSXqrgw6cLhu5RgoAtatehephgiF9Vtc6+bVG33vnmp8RmgGbVA6I52evHwJiSdm+1oXifZ8XQhqq8bg5YsovvVRX/vSKwrf/aDmHYZflVkMA392XFg3ZJBKCQ3qSDzbp++djt1/+ow0D/G2tqStbgP4pgVnfgFeoQAll0FqeAapZ0423Vd2PSTQ2hkvNgZUKWGoLSTtehk2Vr/xFsxbi7A4J6XGXE8Gt0VTvtcAuZePgS03Cir9ogWhqQ35mb7ltHUB7ATemnSLY9uJLJOJSAbm7Sy0e4Q+uhfJ44eQOnIK6sQo3JWNvpz6fLPeSvqThH3rXuU/AeWjFQpvvQcAsG7NgTQdydQkkukd8C0L6ugwyleuo/TBeWT2PCkDYc+HvfAA9r2Axx8eu89ixvZTACL6UQA3APwagP8DwHUi+uF2yzHzrzHzLmb+EZaYA/DFdst141A2F+zg7zFzjO9ARL+HDjgQ2w12XNhzC63F5OU3o7+EkYBfMpH9wnPy73wJ7LqghAqvUISSaZ8JYtcJumMdkLZNKf6wPOdWhPB504LIJBtnHj6hASD75ZeibBUJAXd1Hdi3K9in5stFAvktnrDO0jKMJ7ZPquwzhUCqqHzuKozDs/2tSxEVS1gAzvI6tEb8xTbRk0gZMK/c7m9fuoB9fwl6YKjQaNdqg4nEvl1SSD6YTJIQEKLmd5aTsXWRE1AAXK8plYCDe9rPF6FOyixlwm/u0pc8ehjkdk5LqM6aD1IflD0fqaN7Ub42D00IpJ/aD5FKwKZhsH0jZjFdDS83DdpciWgLW985D3Uku63Nm75lgy0HSiYFb3UDua9+DoDkiirK2LZtV80ENBki2HcWQA9Woe/twnY2AqH45kfIfOH0I9PN79xfqZh3BNbczeCXTUkJOXcBSi6H9Pjeqs/KUCcnkExNopSZBxFBn5mWtLv1jXpe++PK2/crfhnAF5n5OgAQ0QEAfwrg3zf6MhH9N23W9yutPuzlLjlWswMKgM79XrcZvmV3IL9SuTlEOgm/VAa5GaSfeRHmlVuSx6oIlD78uKMyqSzJbjNvJeCGqZPSopWIAlF1A6nDTzXeL9+P7X+vWQNmRvGdOPOkmbqESBoVrV3meAdtOzWEDvlZj9E/QlMC98Eq4HT7oK1ZV42MmHn+atWnXMnqtjm/Si6DVEduUP2DfR/WlQp9iVkadjiLK3BXZdMY15hO6Pt3QaQM+CUThe/VZnrbbK+6olH7meMCmgZ2Xei72nOGdbc77VASnSlVdHN7qaNZlC7chjYxhNRRGah42Wk4yqiULTvSXNmAEhrMa/ehz0zA3SzKyYJCIK1BtWwA97x0sPPBtoPU6WMwntwPNTD5SD7Vu0tXN9B374Bx/CCU4SzcxVUU378Yjc/F9y80XCY+uWKItBGrJlSDXRfO0hq8qqauULGGezDO6ATs+xVKHDPSLzeuCrDnwbx+E7knn4V56Vrd89lb24ChS65+akgmQnQ3BUMfxfCx5wB6NIL5x+gbS2FgG+AmgFZ8nWybV0t0w7n9GhHlAZwkoi0iygf/X4KUB/s+QlXmNmVEKgNyUD4Fb7Mg5XyaaOu5G5vxtbkuVHubg9ug7GPsfbKyXcdF5gsVbrCU2qlYkVpX5+AsVHRdC6+9G3UJdwrz0k2w5cDLl7D6r+VpZteDM9/4mhQpI3L0oYQeC2haimN3UHKqbjp4jP4gDB3O4iq8Yknql/aDaoen4Px5xUoJPv/ae7HP2PPgly2YV27VrapR9m7QEmJAxXnO3diKgojSmYvwC+WIj1w7GZTNYbJZqjOee5WmamDu0PBbrtSnTj17EpmdDdz7moBEC6OAcBxgblsy9m1HVk66SIi5+jjsxXWZpR2rD2R5fE/z/dbUaL/zb19C5vQTYKcJFWwA8oDe2ibKF24gPB/2ncWoYU9geygJdSgbICsFLbcLYiiD5NH9sK7fhfnxdQhdg/NgFeXz12KKFTGqDAlQ0oAf3FfV47q7ugFnYQWlMxejpsD8G2dgXpL3l7u0hvLFG4NzCAzuCyWXjtkMR1WKGrjrm0hP7oMwDHhbWxB6PLg1jh5u3SDZ4BKQE5bud/0xPlFcIKI/I6L/jIh+FlIp4T0i+iki+qnaLzPzL7V6tdtYx8EtM/9TZs4C+OfMnGPmbPAaY+avdfUTtxMNgqOwWcS6fjfoWqXKg4sISpXhABEhffpl+bda3+HtLK2gfD6uXygdhdRt5bvKfYl3o7LtQMlWaBPpk8/Hl9E1cJVzEOka7Nv3Yd1urEUawiuU4CzJQdJd2YBfKIFNKxocfdOKrGFDRFmGqt+vpnZAm5bSS/b8Umcl0Rbf8R+SiPenHdbNexCZJApvvC9L63p/QvNkJaV7EBCdv9I752QAo6ryWgkDW2Z5H957APveUuxaAyBtfauC2VDubtDgsgUydJTOXIoaUJWhjKTRECHkZFZDmx5HYs+Rjo0rUi9U8WZbdP3L4FaFSHWZQVfrO9QjxLgRrfez9P4F2FVjQqcVHqFrPZXIKdSbDQMUIqgjmbqJzaACGN+0I9qMSCeRfuF4myW2F6oxCfKySEwfhLFPZpLd1Q05rqYMmFfn4K6sS0Wc4NlFutRMZtOCdXse5uXb0frK569XtGeJpJScqkSn3S+W4edLsG42bmjsFSKZ6IwH7PuR1CB7fp2Gs6F2JsHmmxa06Qmo48Nwl9eROj7b9LvlC9dROncVzsIyrJv3YN2WvR/mtTuPnKzaZwgGgAcAPg/gC5DKCaOo9G41BBE9QUTfIqKPg/+fJKK2Kgu9kJz+URBlvwI59HyHmVtZqD1UpF84WSdpU/jOWeS+9CIgSNpQZlPw80UouQzAjOS+GNMieqg1Era3bt+Bcz9uNciOA0ptrwwYqWqdsDxbNmAlgerEW+Cf7iyuSHqAECi8+SGMJ/ZC3z0NZ3kd6mhr+1d3eV0+eCZHIdJJWaZVVSRPyKwSmzbIiAdEpTOXkPnc000zr36+uc9HtdWpdeNuU4eyzMvPV7i5j9E1Nv/9d6HtGAdbtuwU37uKxKHmGbZOQUkj4u2SqkAZGYJfNlE+dw2Jg7shjITkwk+Nwross0kiZYA0Fe7SmsxGBfecLPtbUae9b9p1E6lBwC+WIRK6bARd2wp+RwL+aliVkU1HMZSTEAkH8Hz5kG4TBNZ2i7dED5Ni0jQ5JjSbnFQHkS3WLxK6/D1BNrP4vQ+ReeVU2+3rp5/rep8jBEEt5DwCyqFjwGIlk88+wyuUoaQS6Ddvz46DoS9/FawWBif3NUiYSRi7JR2HEyUU3z4H594i0qdeROm9M0i/+JQMdMsm/JIp6WgBPUakjEg/OnPqRdgrt+Gub0EdyVVUgYjAlgVh9K86wVWVwdCFLdxGi4UqShgEaKYq+967hLH7CODKS8Yt3IK/vyJH5ps2KCEnAOb1O1BHh0GaAuv6XYisNONxFpZBRLDnFpAI+0Ae46GBmX+ux0X/FYB/gMC2l5nPEdHvA/gnrRbqJUr4dQB/D1Kr7GMAf4+Ifr2H9WwLBIbqbrTKjSUHeyWXhtci2IqWCx8eVdCmJiCy8TuTXRdC06BNT20bLzSclVcjcWhPnayPMHT4lg3j8CySTzyF5METSB47COvGPSiZabBptt9H5qg0S4YOb6uA7POvQJselw01xbLcn+pFrCYz+DBjF3Up16P0UYWjqQw3Dwiouvz9GF3DfbCKtd/9k4gykHrmKNTUjjZLtQcRRVQUdXwEpCpIn3gO+swU1PQ0FG0cxv5j0LK7wL4v1T6Gd0vt2PvL0PfPwLouOdxCGUXpjOQjuhtbUmQ/CG6bZil7ALsuvK0CtB1jgB+UxDmgQNRep9X3naoCAYcxVE3obHse3Adx6+fi2UAZghne+kbXY4fQ1Ia0KefBcoye1JbrPJIDmxaEkZA8Sttp+f1BQB3JyKA2bUR0BKlr6qP48W2Ur95D4b0rcBL9B2ShDewjGdjWgKwU0s8dAxkJkKoieepJFN89D33fLmg7J+EXS7LakkxId0rXjdNOmIPkQ3xCqB/Y3dEEqvThlZaf+8UyRHUzXHAvuCstTIN8v4peQoAYvEV8+fxV+IFKEgkBNTMNJTGJ1LFnYew5An1qP8oXb0Kf2h+7z6oTK4+xvSCifUT0K0T0R0T0jfDVwaIpZn635r22D4NegtvPA/grzPzbzPzbAH4EMsXcEkT0W0S0FKaWg/dGieibRHQt+Hek6rOvEdH1QE/3r3S1h60eEkQgXQdbDorvtbaBpITe8OGRPP5kQx5gZmr7OvnJzyFxMM5tU/SJOrF3SibgrW3GRK+FGIHIydmryKYBIphX56Lf4K5txjhcgCzRAoDQdZlZUxV5PCwbzuJKbLvSo73xgBVOIthtYTARBi3MLZUuOrGI7Qifsca0/BtnYF6dg7eRx8h/+sMwDspsrcBQT97vrUBuBsastLdVEhNRlj3819hT4YyrySmkn3oews/JJsmEBqFrSByYgXX9LpyFFakgMD4MdyOPwvc+HGk9OZ4AACAASURBVNh++qaN1NFnI75xLb++2SVCRICqgB034j92gsKb78K8fjP2nl+sNP+UP77cxd5LqHYCxXfPRrbfoUOiefV6hSLVYUaYPQ9QFLBVX5XZDqjHngI8hjY9Ch4LrsdUAhvfPAu2HDiL67LU3rY5uAMMiCpm3ZqLNFmtubtwFh60WaI3kJtF+oTMigs/B2U4C+HnoOV2gf1KcoFUBe56Xqr81NIDmBFxOpihj+7taNzz1jZafm7fmocSuPylP3cKIIK3mW95nqQRRyXU6Fous4PhWsll4OVLTU0/SAgkDgTPTyL4JRPeVgGls5fhFctw1zbrlgHkJHg7OP+fUXwdUq/2X0AqJ4SvdlgJlBUYAIjoZwAstF6kt+D2CqT9WYjdADrp9PnXAL5a894vAvgWMx8C8K3g/yCiowD+BqQyw1cB/J+BKkNL1HlPQw7a7HO8IzVsetnItxRLdx8s12eLiGTA14xrxIg4Pdade7Dvdqjz2gZE1JSwXw0hRpF+sV4j05g5LO0v9x+HPrEP+p7pyLTC28jHu3CDhyIHM272fBAR1JEcvPW8tKmsGiidxRWoE8PyWNUMLOVzV+Esrcl1NZAsq+Y+h418TRF05TsLDx7zbzsEM0MkEzAv34K+bxdSR05BG+2fijBopE4fhZqVpUKRTsIvlmE8sRf23QfQcjOypDggB8DwmFRDBPz09GkZmNfai8a+q2mA58Evdd6YmTpxFNlXX4K7LoMHv1wVGBNBm57qmm4jEpJ2lP/29+CbJsqXG9jndjiRY9cHqQK+ZVfUTrYZ+vQoEnsqk3BtchiU0KAMpeXk49jsQ9mPTmFevxUZcdhz92DeuAX2PBTPfgT77jx8s/ProRuElAUASB4/iPQrp6Dt3oHE/hn4mwV5vxSCiVJIqUvoMonTdWDWfCLAzBCZVMWBz5bGHX6xjMTM4abLwfcrVD8CqNvMbZu5iW/aEUXCunobosnkTB+ryI85D1Yj+p27sNK0kmtemfvErOw/hTADzdrXmPn18NXBcr8ASUk4QkTzAP4+gP+y3UK9BLdjAC4R0beJ6NsALgKYaJdiZuY3ANT6O/41SMcKBP/+RNX7/w8zW8x8C8B1AM+jDRqVvX3ThrZzQg7Y1Z8TQRgJqKPNM4XVftfVUEaHsfUfvhUNHNU6fPbde7Dv3Ufp3EUU3/sAXrEI8/qthzb7IyKg3F4qiJx0c74Uc5DJcmMfk5dt2DjGltT3zb/2Xt2sXMllUDp7CfC8xnq8ridLvQDKH10B6c0DGBKSluCurbfk8HaCUDGCfb8vYfVHEdUTlfK5q1BHhyDSSeS++OVPcK/aoJyMHoBCGZUTpZIRcT/9ogmRbuys1S3YqWhFa9MTUHeMg4yEDOyElCQiTWtaniddlRm0Qqnh542gDA8hNTwDbysv9YUvVsmlMUPbNQ3qsrGPhIA+sxPwfbgra1CGh1qrJ7SCJ41oQtfDhwGbhmFZFYqX5WZlhWeHtLyutu39pMGeB3VsBOrYaFCpkoYz7vIqnAfLsObuyWbEbYaangZZKZCVgpKYBPs+lNEheOG1GJxnbWoM+u4d2Prm2wNroDI/vg53tT7DyaEBTzPUZlO77ZkgajlGF757NqIcls5ehsi1TgIJQ5fjvxAAWquJSJnDx5nbAeFXieh/JKKXiOiZ8NVuIWa+ycxfAjAB4Agzv8LMt9st10sq5H/oYZlmmGLmBQBg5gUiCqfxuwC8XfW9e8F7dSCinwfw8wAgcvUsdT9fRGJ2l7TMDBssIB9wfslsKQXTiJIAALptIPulz8O8fA3O0gqSxysz68xLz8GeX4B9bx7pZ5+SJZBCEd7GJtSx0abb+kTRYOAQAQWh02XKH16WpbIaWSmRTsK5uyhpDg0GWa9YllaizDCOH4IyMgQ0o/wFtASRNILMV+MuW3d1re2xNq/MQds5AffBKtTJUWhT2yfkXo3iO+eRfuHEtm6j8N2z0PftgnFwD5RsGvrEPqiTo6B2KZBHBCQEUkeChqayDGj9Uhna1FjUJKNNN+diWtfv1lF4qsGOW6EjuBnJW2eGMlKRTiRdrQS3tZJgugYlaXTX6BYcevPSNeg7d0RjS9QNT9TeUrcBsruPQBnKwVlcgjo2AvPyNRmAuV58otlMqSGszriepFtYdtdB9qBAREi8+CIAYOgLJ2ENimI9gMmrb1rQ98zAL5bAjgORkAGSb5qB0Q8PlBPeKRLTBwEA6ss5wAO8rYLcn7IBkTagjubgLqwgMXUgugbsOwvQdu/o2NDDtx0IXYNIJ6HvaaDDzNyy6uBt5YHh4HOhdF2hIBE47DWp3JCQz/VwUt+ukTNqhDOqmkYD989aekV1kucx+sYJSLOvHwQQBgMc/L8OgYnDJjP/JgAwczF4/78CoDDz/95qY11nboM08m0AWvD3uwDOdpFi7gSN7rqGIxQz/wYzn2bm0+pwfbDjl0yQl40FtoBUGmin98o+w7xwBeXLVyv0gmAdhjIMd30TpAgYxkS0jGbqgO8jdeIo0kHXv0glI+vNR3IW2Iij5GVklrZBVjeEE5ZrmJE89WRDA43sC6/COLpfSpnV/HavWJaEftcFOy5Sh58COc3baOU6ZFe3ef1W3KCi6u/ypWtts7FKLh1x17opL/eLap7ldkHfuxPF75yVD9sgwHloep7bBdeFNj0O++4Ctr75VkysvhbW7XkwM7ytQsNzW525jUAELaBFsOdDyaalycVKPQcx88KryD7/CnKvNhyTW/+M1VWwz3JsuX4r4scqoyPQ/R5ayAEkU5OyURSASKegjo/JhzcRvHwRSoNJfwi/aEKkkuAwc9ut9XiHyH/7/Y6ad8KAy3L7t9ytWmnfq2DThO7Jpl52vWAiwvGG40/QOYsCi+Lk8UOyaQoA8RDYcZF8JuC5h3S8zYI0KoK8F6QGcHMU3jgT/V3nyNcBSh+er1Ig6kE6rsphr/Jm9bGWf/ulMoZ+9NX269NUsBM+iyrPiWKNMctjybCB4ycB7GfmzzPzF4NXq0H0bwP4vQbv/0bwWUt0faUR0d8F8IcIZBkAzEAShXvBAyKaDtY7jYpbxT1ILm+IGQCtxVkbQGraBggztsHg7VtOQ25qNYgIxtEn4NxbgLe5VRecJfbvlfp9NYOaly9CZKtKI0JEwVbxnTN1CgyfOJghkgZKZy5KHUDHkYLhbYK+yIlKCBl4Wg7IrtfqVCdGZUNBTemn/MFlwPNhHDvQ2YNPUQBPHjs/n4dfRRspfXAeXqkkM7sJvbl6Q7QyKZlWO+npFIXvnm06UfGblLPZdZtmHwYBZpZ2mKoCbfcOOPPLA81IN/q9je6L7QFB0Aj8QgnZL70AL1+IfWrPVfoLSBDKZy+h9P4FlD6sb9RixwXMKopDtbIA5AREnRiBcWQf8q/VNumiLym6xIF9gO9JhQZFCWxJGUljvPfmvppGy6gRlhnG7FEo+kTTa9wvliA4Vwn4a47FIMDMoIQGd3UT5QvX2y/wCEIeHy1QB3BBhgGAKtnaR4XaVK5c18JIwDh6oC6TKTKpiFLjLK/VGGXEf4eUXiS461vwtjqngpUvVqsuVK2/l2tcVcBeg36ayJBI0h78ognqRH7PTMomZq7K3PpcR5covHH20Tmvnw58BHSVZWFmrisfM7OFtkzs3ji3vwDgcwC2gg1dAzDZconm+AaAnw3+/llUnM6+AeBvEFGCiPYBOASZIe4MQbDprm5EZPBw8PYLJaiTo2DbhlBaz0LD0qVvWbDv3sfyv/rdmPRWKrez4QOJbRuanYjtSwgll4WXL6B88UrdA/qThDKcgXnlthy8bTcutF6NkD9VPTCEH1l2U7crEgTm+Ew4LPsKDMM4sq+DnRQyK+s4EOl0jBOtZDMon7uItT/4I0ARUaY8ROz/4f5HZGL579Y332q/DwHUqXE495ZQOnc1xnEtvPURCt9+r+Ey7vI61PHty6D6W8WoSVAYCZQv3uioCbHteoNjV/jeO3Wf2fMLUZPUw4KW3QU27ZjjknVDSolxIBivjOSg7ZmGOllPT2HHiWVuazNDbDkQyij06YMDl8XSpqfAPku3wcMHoaT7sz4GUDe51izpDMiOWwnEm2QV/bIFShrIfv60FOUvmVL+bwASSTL4sMCOC333DnhbRbjL6w8/IzYIC1/HiYx62K2oOLDrQWR6y7g/DChqfHLLjhsb+9isNBDWJjOK75yHt1WENj2BzX/3evMKQINry12VmeGNP/2PsffTz7XXT65bvaLK3owa+PkSiu9+HPGfwwljWwTmJzLZoAA+SwONmkbK8H54jIFhCsBlIvrzTqXAiGiqk/caoZfg1qqOpolIRQdiHUT0BwDeAnCYiO4R0d8B8M8AfJmIrgH/P3vvGWVJmpYHPu8X9rq0lZVVWb6ry7ardtPTMwMDCIQ3YgW7rEDm7DlrQAjOYcWRFrGAtAKthPiBFhk4rIR0WJBAcBYnJHbEwLienrZluqrLZ3mTlfaasN+7P76IuBH3RlyXN6urZ+o551ZlRoa790Z88X7v+7zPg2+IfgcznwHwH6Ca1f4YwA8x81DpIZYS2lQtCZpky4G+fQb2wadBflVpAfbhlpFpKvUD1wMEwT50ELaZHSwmn+7uc1MPzyjIS1MhpASZJupffAOQsrBh7WEilk6hoIbyi8dAupZIOQGIyPzI/A4AolZRqgnxYiFgHd5X3NGeS9rn1J+LJxqy2UK4tg7SdchWS2k9GnrSyOdeWYyyVT70+TkglFj/r59JsuUchmi8fSr9pjPvJV5Hm6qp5rcCsJTwrt1W36MR8X/Ltuq8XY2MAAwD5v5duVaXstU9gI4T0vXAUaAdZ1zGgebJM9G12t6ff1cVWdKUm61EHBCVnj2cLGu8fqp7PddXlQRDhzV/sGDyGbTvTwBkm5kAsXz8BWW1axoq2MuxBB4ZUcWApUTp6CFA0+DfutN/u0HB6l7UqmXos6mJVFGAxxw1odoQlRLCtTr06oKSjttk02ZwfwXuxWtgz1c85YnKhzJgUIGQCpxI19F47Q2YVFO3QxBg8tCJD5SSMDCEUBPedMNgNNEPltew9Mu/Dei6SnJAPcfc96/C3HUYE9/0CZhz+QkI78qNwkO6l64iPc7XUsoPg0J3jS6nUEAF48HdB8oFkwhUGqzhlAwd7AVgP4Q2UQFZBmSzBSp3aMbHDmyPs7fjwk9BURN+FoNJgf0TAH9IRJ8kolr0+hoo296f73ewUYLbPyOi/w1AiYi+AcBvRQfrCWb+PmbeycwGM+9m5l9l5gfM/BeY+VD0/3Jq/X/IzAeZ+Qgz/6dhTpBM5XwkyqWEI1Q6+AzIqySZDO5DggcA68BegFTQQKap5FU6grc8Un5spwkgan5SpcfWmXOwDuwDkZLcYc9D62y7a3ozGY1RSsPp8hSAzAMfiIJ0XYN9rD2ocVTK10vzWSMHXWQfpp2IBtE4I9R8+xyAwXQ4g+UV+PeUtm6eDJvz/iUE9x8AmsDE13wC0nVReekE6p9TyX7ZaEJLnWsyuEeZ6XBlHa133kfpuSM9M3XhyrrSB/ZSDUmahsZrJ9GKgmJ9ZgLG1C6EUbDbC60zF+FevpE7cI8CdlwV0MuICzgGDVuOOsLDtfUktvXvLcG5EGm2Rt+re+Vaz/04F6/0/Hs/VCIr21i/2b91L7ehSzZbMHfPt7NMeQ8mKTNBr5JN6g5gSQjYx56APjnGrn1mBMtKgkh3TTjnL42nghO/TYIae4Jyokc6KASmUH7puJIMPHJi0xJIsuUo+b4ouAWQTEIfFhKXrvicBrGL7YDz/kUEq6o6YezYDlEuJ4mRZNztuM5iPdxHCVpVjYHGRMf1TAT30nXM/PXvgLl7Hv5Npd+rzymHSiKCbhcUZ5nh33lQeEzrif2blvBTlZUOWgKzsp+fnkgmn5WnXxpsf0SI+dLm3p0wpvZANiMTk056j+t9OCYuHwLk9Gt9CUChtzoz/1sAPwng70fbXQHwMwB+ipl/rWi7GKMEt38HyhP4FID/CcAfAejr8/swoZd3oP6Zt0CyuClBDCJ3IwTci1cgHSdyMBpwBsftoLdUnkdt9xHVNDJRg+Gayjqx5UBu1CHrDWx8VpV765/PL2cPgsYbwwvca8asapgpcDIKVzYgzNmk0QYAzN3zMCa7hStIaD2Dc2UbyWi++R4ARKLZA2pwhmFSbibTyEivAYB97BAmj76AykvPw3BNTD370bbMC5Skm6i2y/PGxG6VhRBKyzRYWUfp8HMgtwxjYS6XE+0t3ka40YR1YBfY9SBMIwnsjIU5MAPBqgrcySr2XBeVUuIQRpqG1jvvj/TAzQOHEv7Ne3AuXlPB/CYHZefiFbgXryDcqGcGfef9C133QrD0oKfOZ3B/aVNcc4GsZF/luVcykykyDTTfOouw3oQxszeR9Or8DPz7K10VBMET0AomZpXnPjJwV/mg8G/fVQG2rqF09FCXy+CmQKSu6xx97k7kCd7HNJaYltSrca8vWNFj2PVAvqJf9JJYGwXuxeuZa9O9mm3NcM5mm6X8W32137uhiUSj22jqqLzyopocCdFW1On4HJ0LvZu0PggQTUFuZPVw46qLPjsFTZtNljdePwUydNj7juXuK4Z0vfznYrQfbXoSlY+8uLnz1vXcBABLCfv4QdXvMUKCgH1f2dcDkdTbJFZ+60+Snok4w/s4czse5PRr7UKffi1m/k9RA9osM2+Lfs4kO4no7+ZtO4pagmTmX2Hm72Hmvxz9/Eh9+6TratbZowRcee6VgfZVeuY4SscODxco5K2aeqCqxgQJfdssxEQN5p4FuNdujNRJGqMz4BvoNCMr0SLIpgNhZx+85FczM/E4k5t+AHRCm6zCv3Ync6xh4wUiAmkCxrzKIJj79oAdN8P3NH11rhQ3+YUh3CvXujiW6fOSa3WY+9ryNvrctGqy6IB7+YYKSEoWnHOXAa+cvB9zzw4gDLHy7/9YlcdEd/Ncckx7e5IRI9MACL0l14ZA/TOqyU2YOspPbe6BwlJi7Q//C9yr11B99WX13QpNuWGlvzwGEMlYhT10X4Vtj1/kPjIakS0H+o5tcK/eBMJsVhbMcK/eVN8fVPY9WMlqdZKu95UPGifiyQLpBqoLh5B2bxoZhIjykF+R8m/fTyZVMZpfPNX7wS0E3MuDWwzHCFY3EK7Xk31L11eZTkEqYHDHF9z695czwXKXJXLHpHuUCZayYW8fw+IqyDAgOk0SHq3HYBfyJhatd89nJRqlBEig+cZ7A+2TXb/L0S6sN5T8F5TDZcaud5Tz1vW2i2UHjIldINsCj5AgYD9sP8uYoZlzELaJcK2eUlJ6tL/TDxnG2a+VxvfkLRx4VCWiU0R0sug1hhMcK4xd28diLWqX5qBvm4W+bXZgT+zS0wWz3SgomHrmFYDVvuMgbOPTn4M2MZr8DQfBeGxUOwZnY++OvtSNWH2CRLHYtWbOqQEwb/Af1EEpytxWFw4BzKjM7IW/tIxwNd82Ud82i/KLJ3r2VAoxDfPALqUBGYGCGpwcaRyyTTTffA/67BQ2PvV6V7aNQwn3/GJhFjxeRnHzQ7xoTGVajru4CbAO7Ss8hUEQrK5h6dd+E+UTT0M2WxAlO6LaaHDeO68yKYkBCBCrbcic8nr9i5GMUHqbMcHYMYv6Z99WTS87tqF8opvPZyxsV+fvemi+fQ6ka20N3YeJ+MvgSA4uvhaAsfGwRcluy3h13FcchF3GJ/240ua2/SM1vIXLa6oiRARj5xy8qzdBQiTfQ+t0jpPaiCBd66lDSoYGRNddsLw6chKgMxNORJg89qKqEiFyi4sgxzRZHTficjyA5Powds8rWbOIny9bLjgIUPnE8wO9jzxd5HB1DfaRQ2iePAN9fg6l0ubiFxI5boGirXIj7B6OoQXQd86BXTeRrqx9jaI02McPwr99X/GOH9MRxo2R+rUGQO4XNUzK4NsAfDtUg9cfA/gr0euPoFLNjxSsHQf7rzQAiAjVHQdR231kYJ9z28gxEBCUyWyKagWkaaguHIKoVjD1rX9x5K7bYHUN2lSx01ovsJRt7mzHzZwO+gq3jyWEtOJsJQDUPvbVgJTwom7+nlFnhCQwApSDUjy5iM9ThuoBnTMImWEZFmrZpjEpM7anJAQ0o9sMIK8rWFgm9NkpxdsuWWrGL1VZV6uVYR9/AjM/8O2DBXDp4DbSFvWujVAuTSNoZyGMqVhFb7TBOVxbx47v/j5okxPKFtZQD3cydMXpNAxwEKgsblza1jTUP9+tphCXbalAzmczoKAG6+BueNfvKgmgHFk38ivQyztgLhyCfewJGLvGkSjYBAiQjpMxbNhsZgsAys8+BUufhj4bNWZ23BPVjz2XtdgGlGpDvwd4R1NiRl4xBT+Pn8sMCtrmLar50FGGOmOCoim1r6vOtxPfXwAQLC+PNsEiKnwEx0mFyWMvAkQIllfQeO2N4Y/xAYClhLl3B/TqTpiz+wEA1uF9EOUS9G1T0Aa4LqXjdVH8OKLchGvr48tmd9JnTCOpeFFYK6waFsHefQTGnp1tylHk6mnuOKgsjSNjoeonB+PxPsZAGKlfawDkXmQDB7fMvMjMiwA+zsw/zsynotffAfCNYzjBRw+dD0pr9AyLMbcN/v32oD55+ETyc6k8D9tqqzCw7yPcqCeNJs753vwt2WhCRBmWYRUYrPmD0Ms7AIw2A06C25aVb68bQwiwZJgLUZOLIPVw7bXvlEMcS24/aOMZe6UCbWoS+mSPknKs7lAuwb91B87Fq33fk759tssEgkwDIuqm3f7D3wdANaeIkgXN2g5zZh/sA8dhPbE7OcdYd7bXuek7t4GDEO6l4o7jQZBrTLCJSXESFDAn0jlx8EyaUE0oF6+0s39EsA4VT4aKeHObhV7bBbleV00vMxMI1/Kbs0gIkF8BeR+wbBMRKi+ewPSJjyWLjJ07Nr1bS5uCMAyYYUEjXavUtUyfnYI+23tSnLg5RQhXN+Dfvt+1Xuvk+ewCajeLJsWMsArZcqIGoRDBSrvp0rnQuyGx8PwiDr50vESxJIZ382507cY26cFoLmLMA80TKzN7ETxY6TKyeRShz03Dv3mvS7qR3DK0mQno1YXUJLkHZIHpR4fM4qaRNg9aWs6MJ6TrMHYPpA6VQV4CjIjU9dR0oE3VgOYY+fBjAIWAXhdjfz0kdPVrMfNPjGG/m87cxqgQ0SeSvRJ9DMCjK/Q3IhIuaQqDZm7zYIbl/uXH6Hhr/+VPESyvoPnWSfi378K7eRv+UjcPNHvC6uZ3zp7vvV4PiFplaN4v+4Ei5QuhxOkLQLFpQoxBskbtjRVH2ckGbxNPPovy5C5YWrFKg7AtyGYLFk2oRh5wRqEid5tquauES6bRNmeIZvnhWl0J5MfrCKEEwqNzDu4+yAYCnZQFZpQOPBWpNmxO+5NDGXX3j6FiEQclEc3EcJTOJGmaipeF1m6oSZUujfmc7vzYmcgo5s1t7lQJ1Zc/Hv08DXP/wtiPMQqKSrqk613Xvd3j+t0qcBBCn5nsKcEHAGRbGSdHUSnBv3Uf7pWb7X0xZ96SfytSCogmu/ahvWpfmgbr0D7YTx+CbLlovd2W3fOvD1658O8+QOs9NeEXlgnZdFD/zJtY+pe/nZlgO+euKhvl6Lpj3x+JlqA2Hmw16TjQpiYhSqXMxHZcTaObhTajJjMCUwiWVnOfSfbuIwM3UWpTOYkFKdWYJuWmDE/ywMxwzp3vcrw0xqloAqB08OmkqicqpaRZ+DE2hR/u7Ncioh8Zw35/K2/hKFfe/wDgl4joKhFdAfDPMYAV2ocN7AcQHVwifW5zbk8TTzzT56AM7/pNyHoT4XodxsIOtM6eBwdBLp+xE9LzNuVvLngS1sLh/ivGpxuE8C5fV5xbTfTOzHVwTbWpGoyd3ZSA7AHUf+7FK1GjTDZDMMjAWSrPQ5+diRQMHIQra5mScO6p0lSmS7x15iIQhl0lTXPPfE8N1HCjCXa8pJkpHdSOE9Lx1MRCE9Cr7eY4GpXLmXbzE6LdlBNNfEgT0UuDdCMdyIieUJipTrn0bRWIKJdm8rARbtThpBya0vQarVaFNjlGa9kicNTY08xv8gvrDYha/7Kzps+g8frpDB0hWN3IXMPsBxATVTjnF+HfW4axsF39Paq0GNN7k3WNiV2wD+3JTIoSPeoBr4/6596GbLTQfFd9xt7iLejzs5j8jk/C3N9WciGK6DDRfcueP7LcYvmF3m6WMdgPUJ7eDWPH9mQyH27U4ZwbPekwTpQOtp9B0nFBwebyUqVD3Z+LG8n+xVbp4wQ7ruI3O/aWVIIAQExkjW/08g6Ey/m9HY8xFP5azrK/3m8jIvrHRDRBRAYRfYqIlojo++O/M/PP5m03ilrCm8z8HIBnAZxg5hPMXKhV9mEFe16X7msul3aMCO4toXXuAkTZVsGDZYIsC9WPfSQJLHIRy7rUmxnJq62GbDrwbt5TGsCG0ZvP1hH4aFM1lTXokSHw79xDsLwC68kDIENPmjaGpYeUytuTTESRg1rmVM1sVzGHEmG9ifJz2cA//dDO3U9Uvvc65IlABNly4F5sl2I3E/e13jmH+uff7eJHVp55ebQdpjjNzKzeh5QgEqoApIlkssK+n2T2RLmM4IHiXiYBHbPSxI30d9Pwbt/N/O7fu/9l4eee1nUFVNNNcE9RkiyaGLjBpvl+t3XwwCAofeIH3VzY5jvnEC6vQ1D/jDHpOiqvPgfv2u1Ivg+wDu7JctlbLsw9O+Dfuo9gaQVkGQg3GsWOVn41ymS2XbIAQuO1/n3J0nFhHdwDfXYKst5MDCHs/cdh7TrcVXmiDC1h9KythcEmJLGBT/q4wYMVaDO9M+QfBPKawcay33gyEYabUgDKILrewoiCR7qW61o2DpSPnOi/0mMMDCL6PiL6fQAH0s5kRPSnAIpFktv4i8y8DtX3dQPAYQB/u99GI195FcYjewAAIABJREFUzLzOzF+20xnn/Ysw5OYbPYaBuXsB+tQkRLkEbWoSRARzzwIszgasnbza1runAUSNKjnC9lsF2XIgTFPxGTWtN6mfooa6WPYoscDNX125f5XQOq0e8GpAU1nSqeOjk/ynnv5IXzpEZ0lOWAbY9RMDgUHRy4vdOXsF5ZeeGmp/ucfYaECbmUwUK0aBd+tO4jiWRvnZp5JGvkzmViinJvY8VD/6ctR8Adj6FDY+/VkAyOh/+vfuRzQUtYilhPR8uBcvZ8/j5u1EQujDBOl5aLz5bvI7B35yrTIzggfLkAUZ1F4IVjZnogAtP1uu1SrwFm8PLK4v5ATKz7wM/6a6RszZfZnZmPR8pSkuQ8j1BrTJmnJ2K9AZJ0OHf+s+tIjvK103cfvrh2BpFVakG67PzyYTOkqpT2SOpWsJHYbDcLRZ5BC0UfYjbrquta/vR7XpXvJYVHYyZj6A+h4ZauwYU+Y2fKBsm2WjofpLtG4Fi8d4ZPF5KCeyc8g6k/0YgG8aYPs4U/AtAH4jbfbVCw+NSfxhQ7i+kZF3eRgo1XbC3Lcbxo556NtmoM/NojLTnR30FrNajuF6XTl31Rtd2eatBDteVuMwr7EgAhFFZarokmMuaIJSkC0Hxq4dybqVbfs3fb7m3uF4WXFgoPQhh5f3iQ0rAMC/l70fnfevQuibo7kAQPNLZ0C6Bm2iGhlXDA/ZcrIlvuh9W9pUIsGWuHpJTr5Dc/9eZUoS6YCSrqPykRcQrq1HurYuQKR+brUSmol34xbcy1e7eIz69BS8a5trrPtAEGSDJvaD5F6QG3X4t+7APvzk0LsdN4lD1Crwbt4DNAFjYTj6BhFBVEqqyaYDKgOoxh19bhqCJ5X+aUFWkIRAuN6AVqug+c77cM5cBiRD2P2ziOkxg4SA3c/ONaPJvPWapebunWqyLzR4N2+PTf5u7BrRAMZ1hZWPZzW1zf3K2ZPDcGy0BO/GrfbElyiim2xN5jYP41A0+UpFJEbwaWZ+lZn/LPV6i5mTG4SIvlCwi98nonMAXgLwKSKaA9D3hngc3BbAevLA2Mnwg6BUnod9+EmYng0zyL+hgtX1ZNYa1hswds5DVMoqO0SEsN54OOVdlqBUKbxyoo8xRhhmPlP2/MJgXAVL0d/G1HFbmd03+MrMaLx2EtJx4V29ifIrg3Hu0tuXnjrYbvQ7fbH9pzBUAUHqfY3+FiO+opQjlwBj2kHuyURNISwZFInWk9DAoUR5Imre6pD5ci5cBlkWguUVGPNzsI8egnXwQDuDJRnCUlaX3u27KatSgjbx8MwUxoXWmXMZSginZOvY92EdegIY0oK0dfnS5hJ+OReUbm9HcH8ZWq2Sy61v9eGFmnMHujjNzsVr8G/fBxkG9LkZmNufUH+Qg2XtggercC8swjqyv3As8G7cbU8OmbsqK5mYNaOJmlVriA1HesFfWka4tg4OQ7jXOrjyAyCehJOhQ5+ZVhUR7jzJ4dF4/e1Nbf9BgP0AhjueZAvZFthtN+UpvfCHR2HSS8OrMTzG0Mgt3USKXK8CeImZfQBNAN/Zb2fDmDh8d6/XoPv50OADdJsx3D4ZjDBMrHqd8xdhPXkApqwk3Ef/zj34t/L1KMeJLhmZfg+Oe8sZ7jCHMldGJlhdizKFIgqgP5g5mD4zoYwZQMM7WBFB3z4TPRg7BPXzMtaUI1TeB7LltGkeUibmDcOg8aW34V69nhy7s3SrT0e8TJYgy4Q+Ox01kbXPVZk6RFkUZtXAZ+hKoq5UgsXVxD0uXFtHsPQA5endKB09BPfSlXY3PqGd8XnIaKUawIaFv/QARCKR7gPUfQkA7uVFlI4dzpdL6gH31k2wlFj98z9D6/KIVq7R99h4q81llRtNCC2/dyC4Pwj9LYvYlISIYO8/niw3D/aWkaLIUY1IjQPm7L7CIJIdD7KetY3t2lf8c8YpkbN/HyBGDVfXEKysIlxdh9yoq/uij2RhHgzfBoch/Hv3lX75ZifoW0Jt2EK+RKSOkyQoNgljx/a2AkkyPj2qfI/HGBG5NxoRlaHczf5FtGgBKovbE8NEDd/e4/VtQ+xnS8FSwrtxq/+KHzbEGcBLVyGqFeVyBCSDPul6EhSQoT+UzK399KGh5gCtt8+BNJHI+EBKoNkdyLdOvRc1I6gM4ajl9s2g+c45kGEg3Gii/Mxmhbw7Alw/6OI7kt6Hs5yDxhfeBdmmchUKJcwRqBve7bsZYwv38mIkmaZQ2x/xgplRsudgHTzQ5WyluwaQNmgQhNqeo2DP63JyC1bWYMzPgXQdpdpO1SwpKLlehW2j/tnXkvWZWVEYxgyWEs75Swn1JHjQm8bVOn22uJtfSkAQmm+faq9/9jzCjTpWfucPoM/NwhKDm6z4D5bAngfpunCvX4N3r5sPPRAiXnua71t+7iPj4VmWbfi3lyCqZZSPvdD1d3Om90SLU9nM6ieLraI55uUPGhxqIiUH1uno0NtoBogm7EJAtpQzn3/rDtyrw2vwkmEAUoJdDyV7W89kiXtlMXf5yA1wA0Kf27omNxIiaawbB2r7n2p/hsm18Nga9ysE/xqAByAWB78B4P/ot9EwJg5/o8frkZAC4yBA69R7H8qmlEHh37oNfWYq6Sz3rt1o87rijvSHZBuoFWSAisARb7P5+mnV9Xx4f74rG0dZXdOIrIUffnBbfl5ZKKf5hMNA8c1i+bOs5SX7AUrPt7mCHIRKj7PHhKR19nLucmGZisJB1JPzXHierRaEbSfe7GQaPfVqzbDc9XfSUgYNqWtPNlswZer7JYJ3/QbK0+2sntHUoc/OoPnWSeUYNzmBcKOu9CwvXgGCEP7dbtOAzSLcqEM6Luqfe10tYMC9UhzEhM1WpiyaQSKd1g7wS8ePQDabkI4LwzGHqj40z51FohM6ajd7Opii9uQhr7rCflAoGVYErbwDzrkr0Kyca2UA1L76xUirS7TPKScAlE0n27CUGySm6D2alqXYpP5OWrFFeOf+OQyVAUQYQp8dXiWHiDD59EdQeelEvADO+xeTgFVGHH7puJnrOx1Ix9W5GM23T41VTi+daR8rIgMPbXqy70Rq0PeTuW4fZ26/XFH0hR5k5n8MwAcAZm71WDfBSFEDEX0rEf04Ef3v8WuU/YwbLCXCtY3ErWtzO9v8LsYN/+49lTWLfNrlRl1lGNLBVzKpfQTfgJQqAGOGteMgBAoGP4Li5xqRJNe4M7dDfTY8Ei1CrtWVfWXKpSmMsuwcBNAn22YDHL3XXucV5LhCARTZUPog2xxYeD0NDkIY83NovPGOWhCGqMwdyFkxKvFqGsqTuzJBbNxQ1rmuKJcysm1atZrbWGWhpsTvJ2owgxLKL56Af/O2yl6mJPnSmdHNIjb00KpluFevA2AEq6sZJZKw0Q74tIkawvUCrWlmuJcX4V5eVDrVjSa0WhXhRh1arTL09cuhBDNQPnJEZRs3eS8r2khxY5Nz8TKCO8NlhykyVhmZMuSUQJYB69DeLncp6Si97mB5DeHqhmq87PwMMr+nfhbpzG3Hen2MZjIgAnse2PMxcWA0VRMiguG2r38OAgQra2Ap0XhNSeWF9Tq0iXaTnrfYbqgky0yCYAihVCW8rc3mjg1CKK3fPth480t910kwhOuZe+0GWucugJnh319SVDcoZZit1tt+jG4QkUZE/1+f1X6gYLlHRCVENzoRHQTQ1xVl6JGJiP4lgP8WwA9DhSHfA2B4st+WofjClZ43ePfqozYpZEC2XBgLOyBbDkpPH0P9tTcgKuVMJuxhZW1HQcKxNfS+DTYspaJXBEGXecOmMchnRIgejCN+nppI3MvIMCBsUwU6ANgPs1y0MAr6R+D2ibIN69DervL/4GDU9h4DSHVk17+Q/7DpzF5VP5qiamhakrVM6x3X9h3PBNy2OYNSJb8xo/rRl2BGpXthWwhW1iAqZbDrgixLGZm0WrnbDgtm1dBWOnYE2tQUvOs3AE2DVq3Cu3YD4UYd7pVrankEUbIhHSdD2QCUqgpLRri6Bn1mCsHSMppvn4I+O4P6516HsXPH0AFg3JxXLs0DGLESkwoEYovaIohyCRj3PTYAjNouGJO725bI0Tk3Pv82/NtLCO4vg11POUN2fgap30tRlQWImyPDzHrWEfV4GsgCOpYoBBAsr/alqwwMZohyCc6FS4o2F0tJN1sQ5VQyJtWYmJ5QCduG0sdW90Dr3IXxnNdWIG76G2Q8G0KrVm7U1YRZ06Lrub1/5+KVpPrgXLoCYVsQtoXWqffgXl5EEEmJhRv1rnv4MbYezBwCaBJRIT+LmU8X/OmnAPwxgD1E9OsAPgXgx/sdc5Rp98eY+a8CWGHmn4HqYhvAhPrhoPrqy4UPA//WXXi3t77RaktAAAQpjcjrN1HdfQTWwf2ofdWr7VVME4lbFOPh8G6P5mT5ChCrI2iVUv8sI7MKmny/t4HFFkGUS5FA/GizfPt42wbXWJiDsaPdZa60MFPBhFRB/0gZhciVq1Awf1CwKomWn89XhajtPZb53XDa5XIlE6Ue0NSZxR0QhtPOPBu+nUivScdVFsre4ILz/lLvxih2XYiSDcM1E8qJsG1wGMC/ex/B8grC9fV2ExOQjCnu9ZuZfTVPnkFsZmHu2ZVcq+WZPeAgwOQ3/4WBzjlzfqGyLyVNhz45ojVvMg4whGkOIGU3fBC9FQYAAABdh3Si73uAc9LSknpNM5W5VfeTMaEkALWpCYRr3ZQ159KV7ILomNpENeOk1rXd9TaFIGy1+lMehOimTERObtL1lKkJEdyIaqbVqpANVUnQJmtg1wM7LlhKBP3s2D9IECke/QDjWdEa3v3uSpW5ZxdKpe2KurS+gU46SqyFS7qOUnkepYkFRY1a2AHSNfi37sA6sO/Dk/3+8oMD4BQR/SoR/WL86rcRM/8JgO+GcjP7DSjVhE/3226UqCFOnzSJaAGKBzF4hLPFSJeBYiR8skc3qdkfsQtZowXriX1KnskPMharU0+9nKzLrovmW/0dfzYLY2JX/5UisB+ALAPm3p39VwZApBo7DH+4rGT99ObL15o+A9qEIQa5UTYmsqXNlKY7yrnxgNzNFeyH9qOhn1taJ+KSe+UjcTMPI3iwCq02msPd5OHnAQDC0Df98IgDZDJNyGYT2kQV4dpGz2AqzRl1zrwP7+ZtNN46mTimpSEdFxRlussTCzD37laZ2aaD0jPHoeT0mtlMcRQocp7eqJQqs61rbZqNECg9fWwkfWYO/Mj2WKBy7FjuOv6Dpd47iXiPKnNr9gzS1DGHF9wvPzu4Ax6H4eD8Si0yXui1PhcE43ETat5+dR2VV9rNb61z5yFbTreyjJSQ6xuo7T6aVXeREu7t2wCAoL4B9+ZNhI0GgrU1eHfv9G/8i+n3zG11FCIQEfy79xCurUGrVODfugP//hJEpZwoWJBpwnpiX2Kx3sv2+5FARFsZFa2LFxA26ghT92DclGlyFWG9AW0mpWAjlI56/TNfUM6XaI8j5ek9MOa2wb9zD6bXPaYzc2EiyL99N6OC8hibwh8C+EkAfw7gzdSrJ0hlPb4ZwIvM/AcAykT0kX7bjRLc/gERTQH4JwDeAnAVwG+OsJ/xo4BykAR5j3DJflBIx0E50mtVklI5zU7MCNbWlV7jo2RnGoYgXYOolgpX8e/eyzyYhW2rktwQkPXND0ZkGLDmD/Zfse/JcA7nkrrWoRFoCSy5y3J3UKz90Z+ooNpsawm7l65Amxq8qz8PRlhWUmGbgCofB7DNGQTLq7DL8/AWrycPrTw0I84w+z7IMsGej/KzxxHmXAuy5cAMO1yVKmWIkt3ubJdhMncIHqwgNh0BEbyOYIiZISZqan0hoG/fpoLTEe89DlRmn4gK4zvn+vXMg797J+3MLRkGZK9sOpHifUdUocaAk+JhON7OhctKonCAjCMZWjd9IPogvBuqpMxhga6zUBJUweq6+k66TxrOpatqH46r6DQd7yNcryeNXWk+7NpnPwPvtlLiaZw6BTDDf/AA4cY6hD6AYxbFL1KNoHE2PXL7Y8eFvm0GwrIQ3FuC4VmZ+7E8pTLQst4cm/PXVkFd/73Hs6LJDkcTF39pCcFK9/USX3elpxR/37+/pCakGxtgBmxrW3u9iG5jykpb5SX1dYeNJvwbt+Bdu5n7/YXN5uPgdkxg5l8D8B8AvMbMvxa/Btj0n0MxBL4v+n0DwC/122jo4JaZ/wEzrzLzf4Ti2h5l5p8cdj9bAS6aKcY3UTTYD9SY8ogGwsbctmRg46BbJJtM1T0vbAvSdRGuZh2S2Q/6lm23Coknfc6gx2EI2XLgXLiM4O59IApujB3zwzdKpbrDY/jLqUGSGc1TZyEdB6333kewtj7K2xkI0vUgbBPScaFNx5mGDt3bWPaM1UN5UHCOpNigsA7uR+vM+8l1TpqOyksnYNHmTBTIMDatS0wR71FYFthxVZDn+0rIvTBgVO8jbDRVEKyJDHUiDfY8kJGiVUQd9rW021WKbu3duoNwbR2tk2cgW05WmiwOIKOgioSAffggQIRgZXWk958xMCmAVi4nJetCJJPEfgdkwPcTCcFOqbexIAzBngfn3IW+5XslARhmx+C4chVTRWSY26hHpCYV7AUQltH5R5CuJy54ScNqR5DFKQqMubtdmQqbjSw/lggkCM0L5yF9f6BHhihFk6qUZFkcCMqWA1OfVFnuyPGPTCMbBDKj/sU3AE1Aut6jlbwYFjK/ITGe3AEqG5vrzkYEOOqzdM5eAJgRrm1g+oWPZ8bEqWfzjYVYSnAYovnWu+rzFYT651/vPoyub7kk21cKiOjbAbwDxZ8FEZ0got8bYNNXmPmHELmSMfMKgL6cqFHVEj5GRP89VGPZdxLRXx1lP+MGxYL2vcpZRLnZnHHAuX69/0qjInqIVhcOJYu0yRrIzGazVHm1hYknnoExty3RwwWA+mtvROWvrQvmesE8uAdE+X73stlC69x5kGki3KjDu6UyNOUXhnMGc64tQlhWJnvIUqJ1PivSr1Ur8O8tqUnAFs7MZcuBKFmwdx9JpNOsw/s7VmLAtQDJ8K8VcMJF1uTBv30f+tw0NHs0KSZhWXCvLLYzQJoYKVB2FhczGUQiwuSxYt3SgZE0RLV/16en0Dr5Hlb/6E8QNppJBzQAQBNwL18FtxxYhw7C2NFuXGM/SCYw7pVrivudVnsol7M2oZz8o/5umZCuB7KtxLQgs66UqsycyL8BEAL+zdsjvXVr50JyPkUBkyiVELb6yHfF2dsBIGMaiONsojmx4DSkhKhVgTBUXPZWsXOmf29ZOd51VuGi0rF9XDmgFWZuNXWftAOkLMjQwY4L59JVlQiIsqfpMYn9tnOibbYbKdnzoVUq7cw6oo/Y83u+J3VgAhjQ5xQ/mIQGxIYpkUQZBwGEYSaBFzSlLJN2dmQ/AGmK/tI6fTY5LvvFDZfMDPfajVyKzlZhkIm3+hy712HfhzBMQBDC+gZaV3JkEDNSd+o/fWqiK1jONLQei56dDPg3b0cqKQAkZ77zjh08somuDyF+GsBHAKwCADO/g8EorT4RaUCiljAHoO+sbhS1hH8H4OcBfALAy9Frsyr3Y0HMo0tfjBw9eDqX98WQzT3MDPfmjf4rjopUF2+M6vxBiI4b0hKTic7v5LEXMwER+35kDfrBOH5VTrySUiHIQg10BoRpovziCUyfUI1yFnJKiznwV5YhXRcbb70JaFpmoOe8ZqQo0wZN65n92KxqjLl7HkRZsXRjcnf2GFIqBQnJGbmp1qlUR7QQGZMH5+xl6LNTECM29ZBlIVxdTQKAtAlIEeon383ZERAs968EDJthsg8rSoi+PQremWGRaiSxntiHcHkFrXfbzbX61CSci1cgfR+mrGS4df6duwiXV6PzCLtMISxtEsZcyla2wzSALBPaRA3CNBXXMZNRjPiqupYEuSD1UB21nGnual8fsYdBN+Iadx8wcseO7K4oafbk1hYEt16keKBpEB02qpnTMHS4FxazWrVp4f5IJxtAAd0nztyy6sLP4aWSpkE6DsLlFTRPnkmqJunjKW3t7sC4+vwLqooQjVUxr1RVybLBbWeJO85GV2b3IWmWjbLTGQqLpoLehANNFAXycbVO8bEp/iwjfWrZbCJYzlYKWmfOqW18H97idTgXRnS6GwL1194AmGGEJWgzvU0iuChz63kI6+oZJh1HBbqdyHmWJ4YzBSiVlDQZ6Rqk5ydjH4eB0lMuZalK41Jn+XIAEe0hoj8lorNEdIaIfiRa/j3R75KI+sWBATOvdSwb5An7iwB+F8B2IvqHAD4L4Gf7bTRKlPMSgI8z8w8y8w9Hr781wn7GDsE5byfieW41WhcvwNzeX9dvVIiUxFIvkBCwDqSU2dJBRZx1+oD4WhTPgvNoCZElrSiXYOwc3sfbv38fzffPwZzfAdlsopFqKpO+1x0Epni9Wwm9srM/rSJ6eLGUkG67BBbcb1MpklJthM0G3aTrqskouhbMXTv7yiQlUjuLKUclEmDJ2Hj7rZ7B8cZbb/TnJKZQKqtroLbrcGa5NllDbfdReLfuQFTbzW+iWoF95EkkMkQpcBAk3GTSdcx+/OszfydNgxlmtbEzslFEqO0+gupXvQp9m8q8JZk+obJupWefUiXUVEm/XxNXETovF2+pqHms+CIwts9l5dsKrsHEdjmmMjVbSnptDOVu9n203ns/MkJRygdkWZBOQXBrmQhXVVDDgURn05hyK4w1tAqcCwWh+eZ7YC/IDZxUcOuq7y9uJErrAMc0nQJ+N7MKhkjX242P0f/pe3L9jaykHkVBa3wMSjuppZrgkvs83XQaZ3EBsBeo960J9VlGEwXp+12ThjhTK1sOIATI2iJ1iwjS9RBu1EGmCX1yUvHXeyH1vrL7ceEvLyOs1yMKUR8TnRFUPtj3AFY/67Mz4JyKRfOd04NLh375IwDwY8x8DMBHAfwQER0HcBpKyeDPB9jH6ajirxHRISL6ZwA+328jZv51KOmvnwNwG8B3MfNv9dtulOD2NIAdI2z38JAuMUWz8GFklkbJbgq7NHIWbRBQyS52SOpAebLNEyNdh3v1muourVYG6mT3rt+Ef089UBtvj1lxQeTTEjji/JFl9h8U83ZbKiNsNrHt6Y9j5ugrsA88kfxNNlsQpRxjjx7OSDFKT3ebDowbHBSZOKSyh3pWnH7UmFy2WopDFmcco4aLyu7DWQvdHnBv30pVKSLDBtPMpfv4UUOIFn0/oyKe8EwcVDQV0jSYu3YiWF4tzLQBgFarIf4cG2/mZJ6LIEQ7GIlg+rYqr6cyoex6MLbNwtanoVXK0CbaAfeoHe3MQOWYco8iArzbN5Ngs3nhfGrN4ovADMuwUIO5ayfMhR2F17h/9z6MuW2wn3wCVCqp4ETX0HzndMbEYhTEmUTpejCCkpp46Fphz4OwDIhqGeHqRptzmz5vycn1yjLiOXftRESOa63cm0R3DLDjgOKMKdQY2Tx5Rq0QySga27N0H5YymQtzECZNrmrilOeK1gFNgFP6u0mwywyjpSfaxp2NWESkZPBSfRYqONaTxktAUSO4M2kQD2+eCuS28vkEAK0zZ2E/eQD69GBNqUWZW+l5mHjlowgbDXXd5z2LO3jIwwyI6rOX4DCAuXsBtj4N6bqqETV1z4tKWVlXPzZ9ADPfZua3op83AJwFsIuZzzLz+723TvDDAJ6CMmD4fwCsAfiRXhsQkSCi08x8jpl/iZn/L2Y+O8jBRglutwF4j4j+MxH9XvwaYT9bh/RsPwihb5tp80wHuBHY9Yae5far/G0WljYF6+Dwimvl6T0wFnbCOXcB1hP7FQe3z4mylNj4088AAGTKsalI4H8YxI03meMFQbtbu0eHrXc3X3w7bubQomYPEgJEUBQFoFsjNf6y4leP60EvP4x5HEOUbIQr6xBlO7M8RtplKkO1GRL+vaUko8NSQo8aEokINIAqRRxktfnl6rMTdgnS6S7jtS4oasWo+rcxqjuyk4yJI89Dm5rExme+gGBpWXW153yPtjmDytx+pbpRLinDggFAesoOOXW/qIcxJRQRc98eTHzDJwGoJr005n/0fx7w3XWjJJS+bXVyL8pHjiXcUP/BAzDzwEUHwzVVY11R5tZxYYZllKo7YKGKcG0d2uREZEixucZT6boqQHAcRemIArdwbS0/2eDYINOAuWdHW9y/k2IW82zTP6dARCpI6cgOh+sbqjlR01QmU9PavGZdR3Cvratq7t6JyrZ9me3V+GQkmVutUm03fqHN/iiCKMW62RH0tvEJ4oA2/khStBhtdlp9D1rMufURN8al5za95MFUBYL7Z0A3CX12BpW5AzCDAR1CC5oCEQaolHbA3hPLG+ZcK9Hnw5Gs2lAP3zhrHrQVQsAMbXoK3mK7byYZcx9zbjMgov0AngfwxSE3/VZm/glmfjl6/T0A39FrA1YqAe8S0XBalxgtuP1pAN8FxXn4p6nXIwnpurAr8wkPdZAoNOFUjeP4fcXTBwMRdZVOB4XpWZg8+oLSB2w0cm/WzqyauSfK/qYnyEOUlQuRIxFT//zrScakV6l16ff/39zlG298CSwZ0wdOtM+V1WfvP4h0IjvfMnPXoXK7ch8Cqp94AaRp8K7fgTE3o3QXmTOXqSirRkFmRri8rpQXRpxNtc6cVVkwoiQjpFWrqO0+0ndbZ/GqauSJMhwJu8Mw4K90N6zEASIZBjgYX9cxEcEMSrAPPQH3yiJM1JT2c8E1WqrMo7bnaMK767v/qMknOlj7D3FjT/y+dC1RZYh1OOP1i9Qa+h6741o1ZmeTa5P0iJM5eK9Yb6QCRGHbmHrmFdj69Ej6vDHcazeUCxQzzIWd8K5eUxzRcgmy1YI2UQN7irIQI1xbj/imEsbMXgAdb7CzsUpKoJlPHUhK/qnt3cUbijKiaRDVimoIM/Qkm5ym5FS2P9G1z6SyRISa6MYlAAAgAElEQVTWpUuwqaYUXmJnvs5z6PjdQq3dAMcM0nU471+MHNgUVSNv4mWGFYQbdRiO0T6PiJbQ9SwrCsIS98BHSxs3zSXOIHoflfIOlI8cRa8KBTsutEp5qGeT4RjqHuqgRdjaVKZaQYPIuz1kkASMDRr7C8A2Inoj9fofc49PVAXwHwH8KDMP25n+dwdc1omdAM4Q0aeGSaiOIgX2Z3mvYffzsCCbrbZOaro5oQe4ICsAQAWHedvkBGYcBKi/8/Ywp7ulICEw9dyr0KrVjK1kuLaO5hupki0RjF2R0ULcyTtEtjBYXYN/9z6ap97r/mPT7ObzRRFS851T0KaLHZmKPnutVoNW6eBMGko7snXhPIBsoGjMb1f6kUI9HOT6Bpzzl9A6fa6/y9BWoKWuz+pXvwh95zYE91K2owDCRgva9ATY8VD/9BsI1+vKkWzIjEIsGi9bLsL1dVRefn5o+o1sNFQGqzNQJcrwnJspdYo4K78V/LXa3mOKry0EtMkJyPXxKF8UnS9pqirAYaAefJ2V4DHw2TuD1sldxxE21bUv9LZm7VgSSj0iZGGacN6/ONI+40m94bazxrGZRPXjr4A9D8FyezLUPHmmi1eeQSzvl+bcFn0AmqYyv6lGrcTKW9Mw+Y1fCw5DGPPbASKIkg1RKasESMHHwWGgHONmZuDdvQutUoO1cyfYdTFz7KNdm+XtJqbUKHqFGleD1TWQpkGfnYZ97HDXxkoGL8hkGDP/Q3FDO5dlziWpUG1dI3GRpW1aQaiTtqRoCdn7Ral1tMfysjHb8zr3796HsTDf31Y5jfg6S9Ei7KNKScE5ez6578nQk4nBVwCWmPml1OuXO1cgIgMqsP11Zv6dQXdMRN8c8Wt3pZ3JiOjfQHF5++FnAHwbgL+PIRKqA1/tRPTZ6P8NIlpPvTaI6IPRlhoQyQN8AI4lAJU9aOXPct1bN3OXRwfI7qbRgFbZpC3qmEFEsM0Z+PeWkm7QYHUN5r5UB3/q84lltbzrN5Ngqx/ci1fg374DbTJHM7VI3J5ZDfB6cYdtmmMXNpvJg1CfnETZzHLkhGUBLKFNTQFQLkBxUK2tSdj6dCJLFKysorpwCPaxw2OhXowK8iqgsAbZaEE2WonZRbC0As3eDv/uA5BpqLIqEbTacNfW2h/+CdzzlyCqFRjz2wstbTkMEdS7bUoB9bnHzW/OtcUkc9WJtK7w+pdeB5LibRtFNJOhEV0XJlfHZtUsqpW2gH96vIg72P0A7uL1TIAGAKWJBZi7BnPgGxSZbn5NU+XcHsgt+ecs66fvXKrtBFkjuPQlMm7xeKv+M3xlo2z4luL+pys4kXxam+ecw7uQDLSi84m0SXMPH03ISU81ahl6kvUsVXYAoUR1b6RrrGkoHT2E1tnzhfcU+0pT3A4rqL34EogItZkDKB0+AhIClWPHVVPXAI14HAZdyhG13UdgseJrV15+Pvt9pSWzWHFB059NWG/0DvaTpE7fUxsZ3o1buQFmWkGocfpUtpIpw67vMFhdRanjGZD7uE69JzKMoYJQSidsovEiruiIcsqEJpZffMy5ReQS9qsAzjLzLwy5+S0Ab0Dp1KadyX4PwDf223jUhOrATwJm/kT0f42ZJ1KvGjNvTvl9i9D40mhZU+YCEjvUzLJoAOscWxQPamt5TqOiuvsI/LtRF3b6GRPNWpNSmW0huP8A7pVrECV7oMym6igvEujMltI4DFVDBhGsJ/b33G/t5bYgt7O4iGB9LTqf7mOV9VnMvfB10KOOejINsOdh7XOfgXP1avIe2XGT929xFeaeXUM1H44bcae/bLTaZcpYTaHlQKupB5sxuw+aNZzGrXRd9TAQAqXqDqWXmXOdB2tr8G5mJ3HxZ8LJQ5QQrK2pBrX480tJWGXekyYAGXY9I3L1K0eAMR9J/AiREd0fFfF9ax/c33W9C9sGhxLcbIGEBmNHluZAQsBobd09T0IkjUNFl+nGl7rF6PPgnD3ff6WO4MO5eLm/6UlHdjGuxpBuQJ+ajMwTuulavRzZgIg7Gl2vxu55kFZQZo8m0JTSy+2UumMvq6CizU7D2DmfuFtl347SQRURVa1aXUj+VtaVIkVJTMHavQferZtY/+JrxW8CMe1NnXuse5uGGWaD13T5vHziaUweeT4+MZV5tlRGnB03q/0cgwja5GQvxtemoU1PZXjLyaE7fq+/1XZbjZ3IWEoEG+twrl+D9Lx86a+uHbcnULprDlUVIi2iG4QShpO9hiovP59t3B6yWe3LGB8H8AMAvo6I3ole30JEf4mIbkA5iP0hEf3nzg2Z+d3IiezJtDMZM/9OZMjQEzkJ1XUiuk5Ev0tE3RyiCKOaOEwT0bNE9EL8GmU/W4ZohJSel9EGjUGmmcwgEyFntHl0CPO7OAEkWrEDnUagSlnB6sMTzx4UKohKzX411eDQeONtsB9Am5xAuLYGUSnDv3MPwjKhzUznPpS6dw5MPJlvvkAkMl29quQWDdyTgwcmWqWMtc9+Bs7i1Z7rxWOTME0Ea6sI1taiDnr1ECHbwtRzH22fX48sAAeB0nGE0nPs1JUcBINfO4oT5l69lUhKVV76OOynDsLec7S/vFjePqPyZvn5ZwAAU0/n23PLVhPevXvZc02V8GKdTRIiw1O297WDwbjsCgBapZopScYi++NCdWe72Swtuj8q2HGhz22LmuCy52mGZSAMsP5f/xzB6irKEwsFe9kiRA5cvRrKciffOSvHzUk9D0dZtz8yDPg3b8O7cSuzXut0qoE5vr+j/yYOPBWdukB112GQbkC6XhI4c0rMN3M6KWKxqJQQLq8ldtHGxO7CSlJMRe0MaKeebd/nsb6trDeAUMKSVVRm8ntWnCuX4d662TdRYTkmmBn61BSM6Xb2Ubou3BvtDGYsewgAtd1Hu/YDAPbhbANlfL/HvG5tciKxhabYjbLR6DIOUdQZRunYoS3N3JJpwNy3p2t52NHHkImvWdEzZLMJ7+5dhGtruddj7iWari4O2axKkTmGorlkaRGWMZVrIPKVDmb+LDMTMz/LzCei1x8x8+8y825mtph5npl7ZWL3E9FvE9F7RHQ5fg1w+F8A8LcB7AKwG8D/CuBXAPwmgP+7aKNRTBz+AYCTAP4Z2tyHnx92P1uKuNO0UlElGyCTTRDlcmLj6N9pl0Zj+71C+RHEXLzuG4lISSSlS60cKAvF5rlzW26TuFl3NGN+Ds2T7yXyJ2ZYVnqUQoB9H5WPvAB9ahLhRm/Lz+DBcu8HZgctgcNwoEYHZs6OzSQQrK4O0PinvnfTsxCsrUGUyu1Jv66jtudohiepaBj5AXywup6UqoPllZGc7uqfGyCrpgmEqxuwdh0GaQLGXlXmJiKguQmB/agi0c9ilyVj23NfBe+2CmDq776jsr4JvUeobKymJSU8IpXVjBUT1M9KckmrVmEutINA785trH3+c4/sQ6O277gygdB1OOezwvekaYAQqH7sFXjXbxXsYQshuq2lB8Kon3VanxUAiBCurWcmufE40XrvfXi37qjJKhcfk4RAuL4BraaqKqojXcC5dCV9wkhH8EKbRrC0OlAlzH76kNrUMhPVBXa9TMLCPqaaJ90ri30dGxOzhQE4q+x50KdnIMpteoO/dD8jA6Zs082IMpWPUrl346OtTWHi0HOAZEWvajTBjps4VLbOKUva+udUQ7vhWluauQVz7kSvcbotJcnoiK9ZLeHAV5NkosGSJx37GIk6A+RKfpJuIFhdRfOk6heZeu7Vkfb9GLn41wD+BRTP9msB/FsA/26A7b6Jmf8VM28w83rEB/4WZv73AAp5jKNkbr8XwEFm/iQzf230+roR9rPlELUq5EZKJQFqINWnJiAbDQQPllWJMc4ixYNxgf4ekM1IdaLy9LMZThFHLjpk2xk72K2Ad7fAtrUH0pkNw7Wgz05Dm6gl4u/sKUtOpcVowAiVn33YaMK5eCV3n43X3+5q7socU1CWaxdrlPZ7+HZMOIgihYe+kkhRM4thIWw0YO/f3/NQRljKVU2Qjqs4e1HmqPTU0dEChgGyJ+bMPuhz0yAiGFN7IOSYWD8Dnq6KKdp6xNJxEKytJpMA0oTKeIQhyk8eUoLoAKygBH95Bc716xC2jbBRhz41Be/eXZT1dmMIhyHs/QcAZoSNBqSn7o1gbe2R6k4mXYNz7kKuY5c2UYP95PDSfKMioRimJofxMvdGdmKbe4mNWFrtVBIAomAvZZvKvg99bhbByhr8m7eV9OL6OrQeeqfh6iq0yUm0zl0A+z5kvQ4OQph7VYBElpXN3JqRBXLH+wiWV7poRHpJaSKTrEGbnQT7QZcSQaylrU3U+k6uh1H6kJGpQ2cGOvM8iSSo4ox2P1j78zPKRAQIShIu+uwMpOPCX3qgxo5dCwgerGTkrQDVQLzVyZYYaepH1xUo1QRG+gGk04J0XbQudlNlcofZuKIQmbYMbfkdqWR0TpbUxKsOYVtqQvMBuXl+maLEzJ8CQMy8yMw/DWCQ2FES0fdGmreCiL439bfCp9qoJg7FU85HBBxdvMbCjngBwAxZryspGinROn0OwjSSB6q3eEPdMD0yt12ZjOR4gN2p7yfDpCQ+qAHDKIg5YcNCm5nq9hsnSugBwf0l2ClDhdhhLLi3VPhAELUKrB5NYQlJPz73MKU12AtRA0lbJoujgWhd8cmKDmfbCFstRbtwXUxsO9g7sWzb4Byf+NXf+2MV3G5CIm4YLq8x1V3ie1honybBX1mGc20RYaPRHuiFUOVE30fZmkt4qMK2sf7F18BRiVS6LrRKBaXIUCO9X2N2Ftau3WicPpVUO4LVVXh3hp+kbRX0lg5z7y7YOfJhRmDnNuNtNUh020U7qZJ36/KlfPnBPP3oAS5H0nJsmTuuYw4CFcTIENJxYIbKLMbwe1UZVGAW3F8C+z5Kzz0NUbJhzqtrpfLsy9FqvYNy58LlfGMaoWgz5sw+1YFfLphwE6G273jPY5A2hNJHbOeLdoa987ZX48jgslzl6eKxILboLT37FKoLhyCqFYAZ1pMHUNl+ANu+/tsw/cIn1MrR+Bksr8C71qsxejiw7yNYWs79G/Xgzyac20A1F9bffgvm/GC64sI0IRvNkXtays89jcnD+WoxiV37I1pZ+hDDIVX+uEBEf5OI/hKAQbQZ/woU3/cegLvRz99PRCUAf7Noo1GC258D8PYjbeKAmNdktPUaiQBW5ShTTKqsZDQ7iwd+/+49cBDCu3m7OHOraZkSU9ffU2NxnFHZar28YHUVeo8SVxEsWVUOLDE6dBPLJ56BMIykYQeACvoLupQBpY/bUw5JCFQ/8XzyKwfBQHbALKVqIJES3p3bcK9dQ+WZZzG19xmUUBzclq05aNWq4g7G++oxZpEQyt2oA8bO6DOI33p0PQ2TAQlXVqH38VvfUgyYvGtnWAO0Ll5Qih9hu5mHSET2vRElIWrQIBKoPvssyLJgbJuLvls9UbIgUvxD9j3YsorazH6YO3cm94Z0WmhevLApJ7NxgoQyBMjjNwvLgr5tc/zeMFIr4VAFhe6d2z3WjsaoB0u93bCYYczOdl2XZBqQHUFgkUNUGqJcyjae5ehDcxBAd01kG1N9iF6BByEhxLsXLsPScu7hjvEoL85V1afusdXY1R6z2PNg+KNPRIZJerOUMFqa6sKPzr1TjrZTX3UzKE/tRmVmb1tlJpRqYtEyQB2ZR2EYbcvtMfJvpeNCm8qvLok+lAEidc5gBnQNE7uODXZQXYd/937WYnoIJJrUeWCGbDQSq+3HGBt+FEAZwN8C8CKA7wfw1/ptxMyXmfnbmXkbM89FP19k5hYzf7Zou1GC218D8H8C+Ed4hE0c2HUzN1aw9ADG/DaYvg0iSpQA0pnEuIvXzXC/siDRlpfJLM8ZLOx9qgROhgHZUdZyb9+Cd288UkiyUYdWrY20bWJziUgGJRXYmVLxxqoLh5JlolyOXM4KdjhAg0qaN8pB2Obo9YKU6vuRUpVJNS3TtNHreNXqcB30zTdyVDZyJczanLZBIB230LP+g0RQ38gN0mWrBWGXoE/PZPlpQmXwy7FFbGrCF2tU1qb2qoxeR4DjL93PZGdr0/uTbLhWqaB08CAaZ06P/T2OBOo2HAGA6sdfAel6T9m6fmBm1N99BwAQrK+jdeUyGidPwl9aKjoZAGkJvOx9xsxonDkNYVkwts930aD06UmEq9kGSGNuFvr23oobZliGNj2ZuT7so4ey0Vrs9ERIJm99J62pzb3bd/MzmXEAnFnQsUqsadsBa8fB9qF6aXQPmp0bMMJV94kWqVoUT0JGaQgdBOVt+wrdNePGs/Q1LVtOwi8dBWG9oTjEBYGg3qOqFiOuxAnLHjijTboG2WrB8LZgPJWM2r7jiTTblnKVv7LwgJnrzHyDmf8GM/83zNxbWgQAER2ODBxOR78/S0R/r992owS3S8z8i8z8p4+qiUPcBWsE7SBq8vDzMMM2yZ9dF2RZapBhRv2LbyqR8bwSVxopd6ZkXyk3qU5THUBlFxAEcBYX23zOMBwbD3cz1ZNwbQNGJEdjaZMwd/fu/ratWZh78yWfuk5mgBNLZHH6jPWty5fafuwRJhcGnOUPjfyHaOvUe6qMlnKuIsvKTAjWP/25wr2mJYA+EOR8HdJz4V67jnC93VSTfG1hCDCj9MQT7c7iiA7CMkSJogdX2s0rdZCM+Hy0X5aM0sFsJ3j676Tr4IiD+0Hzbyl3QgMYzc19h2GrhcapdqONbDaglSuw9u5NsrlFKB18Emuf/1yGihPTnoKNDcXesW2wm6XWmGElY//KzBC1qmqc6wNh29j48y8kwVpns5OMyuxkmpkSf68ALpFQY4bcqKvycsd4ISwzk0jQZrsDpdicoSckF2eoB2kSG2Z8jWkJom2v27n9VlZviKhQ9cEMy3DOnoe5q136D1ZWB7ak7gRLiebbJ9uZ+xzos21aG6NzCMo+K0oHniiQd+v+AgzXbLu1jRmVj76U+V2fnuzSs36MkfBviOgSEf0mEf0gET0z4Ha/AuVk5gMAM58E8N/122iUK+NNIvo5Inr1UZUC02em4Fy62nYmy0ESaGhC2Zr6PkS5pOSvivhZyKcY5AUtjbNnlZ86UfsBKQitSxfh3b0bDXhq8G9dvYJgY3QfjLyy3KCYPHwiCfqFYfQu10ANnhZ6ZImHzUgww71yrS9n2LtzR2UImVXD03BHSY41CPTt3VqXZBgIllVTVbCyljwQjG0zGVmk5pfeRuPNd7u2zzu+dL2H1tgRH6dTrmfjS1+C9NykqSuzTdzQEwe1cam1I6NJQsuK78fbBz7M1EOPSJXVK+Usr440DWtf+DyEaUCfmEDYaIClxEakiSlH4JOPBaMqE/SBbDUhbDv5pGJpPH1iAggDgPOPGZvCbPuO70QJE1GzVwB9cgr+0n2IqJHJCkpdEkwAsjfNAJSEGNr0FBAGCDe61UGc85fg376r3A+fejlZbiz0NrKoLhxKqD0AJ3z+zHErO2GmMrClJ57OOblsw1uezmsvGsDUs6/kLh8VsfwjaRoaJ9/Nnaz04/huFcg0wUGolBMiKE3n0SZrjS++qSYfcfUt75hAch8T2pegs7iYxKxKNpswe/zVgTPaFFk1bwXMDq64pU3lXvuPMRyY+asBHINS2pqG0sXNJ2tnUWbmTpmhvkHPKMHt8wA+CuBn8YhKgZlhBeUTT/fkfsYONiSEkh+REta+3QiWlpU1awGU0HhHkNJqQUsC4qjDvNVE2d6OysQuGHPbk2BWm5hA68rljLqBf/cuWhcv5gYYAOBcv9Yzo+NcvfrwdaY7jjeSTWeE8nNPQfaRGAPLjKqCXZD964nYBrTPZ2UfebIrqNGnJ2EfPgjSdTRefxMWTSC4twR9frvSTY6a0MovPgf30tWe5xDv21u8jnAlR3R9RLAfJOfR9bcgVBz0jqyOdF24i1ezwWoSdSktSNKVQxZpesKTTGc0jVZ3k5M6H787c5vTda5PT6vJZaUCK6zC2rUbYbOhJpKsGk0AwLm2OOhHMR5QgZveJiHdrIEAgEg20IC5sABjWzdVgAgIVldQ0qdhRcGJObcdzQvnIcoluHduQ5+ZURlZvVuftxPs5rvT5cHiKqof/yiCO/e6EgZkmZmgNkZ1vlBbPYExNwvrwF5MfP0no5PKjqtE1DfYUQYG7XHTzVNx6aN+MxAGnBjHjmWk69CqVXi3bva1ZPZX2lnB9H3kP3iQOvzma+MkRHvilHbrHPHhIUq2MnGJqBhFWH/tC8nPSVGoUcfGG4OZjQDdz9zEQvcxPjQgok8A+DEAPwHgWwH8AYAfGmDTJSI6iOjyIaK/DKBXgwKAEYLblPxX+vXISYH1zC4CbUUEISBdD813z2Di6POQLQfVV18q3IwZ8FKWgmGzCefqFdgpfo6//ADG3HY1yJGAHVYQdR+hNrUP5UOHgSAAh0FG/si9lpVsaV26hI0334B740biqpWHcGM9KZcH6x+ME7J/P4cr2OmykwcGLH06t4krhrN4Fd7SEkg34Fy9AmagYg/SZNlxOvEh+zwntFoVsnOmrusQJRt2aQ5atQJhWbCPPJnwsuJsrbEwj9JzBRI/RDDmt8O/q5x8yDQRNlRQ7167kb/NEAjrdQQr3cYSsZpGLGOW+VsQqIxO3ocSS+2IKGOuiURwP72+emh2b99Z0SACzPnujJ4dlKHPzMAOKiAimDt3wrt5E8bcnMoIRxNK99b4dGWZGRyGaF5QzVJ5msVpN7BxIuajpvccT7Yt147Gi87zjRvA2kGE2TJg7VxAtborRQHpMYGL3ku4to5geWUowwszKIEsK1FPUZWMlZ7Vsb77DCsoT+9RdriFJ90HQmSoCzJnHEnrlo8aENVeLH4mpBE7llm+kn/0l5ZQqRZnsaXvo3XxQvL7+uttDn/r8qWkarHx+uDc/p7I+4xHDJxFuQx9eqqnLjwD0CYmkp9jaLUanGvXBjuOYXRVS+lxcPthxJ8B+C4Avwzga5j5B5n5NwbY7ocA/CsAR4noJlRj2v/Sb6NRTBwmiegXiOiN6PVPiag/a/wRRDxrb771LsovPAthqYHa7JT06oCT0pX0l5YwtffphCtUm973/7P3prF2bWt20Jhz9Wu3p7WPj/v2+vaN7+vzKi+JqCqKSv5AIeAHIggoCZCiihBCqBKCBJGC+IEUoCiRqEgg9KCAlIQKCVWvqt57t/W9tq/ta/u4t0/f7W61c01+zLm6vdfazWl873vXQzqyzz6r26ub3/y+8Y0Bf3UNSjU/QCmWDX1B8FltfRbTr34XtanT2Pr9fwR1ahra7ByIYcBfW4P78AFYtyNcZxwH1bffgSoFzwHAe57KuLiPH4NoGpRqDc69uwjW1/ZxRvaBAtJx1t3Ie1DyIiPiOjTfKHbLAgBQBfbFSyCaBvfRoz1nqadf/c7ohQAYpF5YhtJPLAof+fcFCyehcBAkGT5qWUN5tXpgpkLlBHBvfonID+A/fFK6zrjgrjcggu7eWULv48/gXPsC1e8NnmPOpIxTQSk8piVoPZkxVxQQSgYHFZoONNlro9Tr+YwOVYSffAGmTr2Z6uhKxyFCSKIbepB8Zc4Yujeuw7l3NwlqOxkObHq8tPC87BfiGU1PFCFAkaB8FuK8Dt74lpLlb2YmkwXxijo3A+fmlwhW1sC6vYnPZ2X2VHKNrOpROLfu5KQC943MQYsJWXH2eaA6QQQdIfL8Ur5SnAEe15q478CSbPm4IJoOalmoXXlfqIsQQVWLJ7Pd28LRjbXbgo5SALVeB+sInXaiqrlq39chsCOmAW3hyNDsLyEE5slT4v/I3fWoviEol6Nia2GdLnn4jCHY3irlw8eIXPdAst0vcaCYAfAfQ1j1/iNCyP8rTcGGQqol/DkAcwBe4Zz/gHP+cNR6e6El/G0AbQgzh98A0IJwnvi5Q1zm7n76ORqX3hnzZc9hX7wEZ2kJ2//0nwhqQx8JPtzdgaXksyK2MQfDzfIPhUzL1I/+LIxjC6IEHPhw7t2F8/AhnLt3oU5NQT9yZEA/11lawvYf/H9ykL6G+re/A5PUEWxtgegG3MePEe5Mbg07EUhWx5En2bXcSy4rOO95Q182owZ2quvQfRGEFalVjHfI493u/badMWLfeZ3lrwe1LBGoLj0QB8vYgOxS34Ek//IgFHJsB0Ar8Z48Q1EXfeQ4cL+8B0MbbGThQSC0KIsGivh6USJpCYrI4vbZtuaMTQhJAsLm8XwGWz9yBNXmqZHfQ3e0ZHs8CEClSH1/KT8Lfz3va++vrqJ3907hc8A6HZgnTyG2So3Rb95xWB3tsTZnrpIQRSPloYYdjv3KZVBDH1oCN1ADUVVUFy+itnhxwqPuOxb5bI8quU+2UfEFe9dvgu3swrktsuqdn32cvmuCEN0PBU0l+z7xnzxD7+q1Yt1TuZz76NEeG9+LT/zOZx8iCgRv3l1+Cn8rvQcJIWgefw26bD7kHFAsE+6jh2DdDkJJRYicXqIwEoP1eoJeYtuJw6Y6M4P2p5+AOY7go3/80Z6+yWGh9FmRjn6cc9F4GjGEOztw7tyGde68qEj4PmYul3OfjcBKmq+D9fX0mc7sM/K89B6JIrhPHid0Jn9tDawrJrH76W15if2Bc74D4D6ABxC0gnMAfli2PCHkt7I/AP4tAP9G5veh2Etwe45z/ldlNH2fc/7XAIwmWH0NEQs1x7qd4sORa2HqzNuglonK66+jWhtUDlBrtbEHRtuYg6VMozZ1CmqjKTJl09OYOvcuqtVjaBy9lFuecw5tdhbek8doX/0UxrFF6f4UX0oRYB72Q5wj9EtOW7+1bCyH4z16IgKiffAXOecgmgZqGEn2owxBa3hgP9alySzkLj0YqqJh2fPQjy9i8/f+JxBKoR2dF571ZchkuWs/+kGhacQk8B49gXvvPry798HDIBeYx047+snjhRXN8HAAACAASURBVLqjoqFEK86eJGYZgpYQ+T6URmMgO0xUNWkoKxT9l9B76lgcx2zJkfs+iGGIf4dMPp2llPPdvX0Lke+jcfRS4XPAuh2YvIbm4qsgqpYMit2bXwxyhw8h+6M2pwDwJNAS84FIZMhLEPf2lcFWp1GxjqJai2XvihfOyvr1ozB7PQx7CP67N0fLTrHdFqJuD0q1As4Y1LkZBMvS6GO3Bf3UCfjLq+h+IBqVgpU1aLMzaL7+rdS0p+A4w+1xelfGB2chvNXn8NaWwTkvbuLLQlER7u6KwDZ2zIy4cG2EuAeorgu7614XVDeSY6aqitp7V8Da7dRk4AVjL5nQWOGm/cHPxLMWBGCyobI2c1Y0B+vaUM5ubOUNxMocg+8xf/k5/NUVsF4PvVs3YRw7BuP4CTgPH8BfXUn4y87du4ef+HmJQhBCliB6tKYA/A6AS5zzXxqySk3+XIGgISzKn98EMLIrcy/BrSOJwfEBfx/AcP2aFwgeRaWDK4+i9AElFDqvgFYq0E8dTwfOzPNb9LKP3+fV2nFUrGI3lcaJgq7eMWDrs5h9809h6szbpct0r1+DUq2h+uZbUGwb5pl0XlH/1reRRuek0Eb2oJALQGQ38kAAolCARfCfLoOHbMDGc1zEmS2qaSC6gcgZLvLfuTt8AM2+o52lJYSxRXPZQhyoZrq2i2DPnIT11mtQmg3oqCEqCsAz24wHaz2qCD4Z2XtnPg9DUcIlBMGzZXQ//iz9IyHCDrQkMORRJBt3Bg9THA9PsrG15knUZs8OOGBlrXoPwrBEBMghxD3sgBommPx3FCLfQ9TtZr6PqCjE3MVgW1huxxlHbXYW7U8/BiCqA3GGJ4Y6dXBmjJxzOEtLyXHlDzwaOsADkwZnkweerOg5GIYJgp3enS8RttuInF6xg1oGhFJxPysKop4DtdlMZbU8D3ZzEdz3oc5MCxk034dVG6LOII9zZPA5BpiUWOs9kY1rNNV4zj5DZc3B8eHEShfxisHWFro3rkObnQU1DHjLy6CmCXUqrQDa5hFw30soOpHr7p+ekO2LCAI4N78sXbT74afjO7VloNRq4vnV9UTdItZlj3wfdIiLGQDxXAyrLAGAooK122h//BH0Y8dgRjWYqAqJQyHHgLDdhnnm7MCEN/K9fGzwEoeFC5zzf5Zz/tc553/EOc+9CAgh/0H2d875X5PJ01kA73LO/zLn/C9DGEAM0SMV2Etw+5sA/ktCyENCyCMAf1N+9pWDRwzd69dynNQs3IcPEEjjhOab3wY1TVTmTqP2oz+VLFP5luBTcs6x8+M/yAUcke+PZfd3WOVMAAh3d0EIwdTZdwAQGJkSuZ7R32St3Vw268ChZpzaQqHtONC0RBV4jx6D7ewIP/M9Bj0xJxFUQfXtd/ZkNdyP7s2biC2aiwZ1HjK4d5YQ7uyCFcgLDRwjpaj/6AfQeTXJWAdrGwg2NjMLifsi6jnwn68k6/G4vDuEbhEVqGXEskdEVaXOqAZQCu/+w/S+5Rz6icUhsY5wbsu+17NqCfExIuIApaC6AeP4ifLNHUSjBxWTImrbQv6qVkOwvj5WtipyPVDLynsMbG7CfXAfAOA/fy4aMCXM0IZ+ZAFEVUEta4BrXTtd0hw4ITjncO58ie6N6/I489dzlFtYrIU7LggBvOXlsSo4PIoQ7myXW46Xrjj+otSywHZ3RBbOGxFkSh1lAIi6PehI+w0SWS8i3OOs2sLQDHKW6y+eseHvIH9tVTRyuS66t24ibLeFKxyA7oO76HwpDEa8tbRZu33zc0Sek7vnWjc+zW031lMnUq6N6oYYT4h4fsPdHfAwFMYghIC129B9I8nqA6lyhPf8GYiqwXv2FKxXXiEqfN8OsWHufPAJws3yCZRSryHcnUzdRZ+bgz4/j0hSLcwTp7D7R38I66KoSLJOJ2k4G4bCuLPvugebm7AuXEwogdSwEDkOpk69CWoYCNbWJEc9v57//DmCtbVCPra3/BxhZ8JJ30sUgvORDQz/QsnnJwFkA2EfwOlR+9uLWsLnnPO3ALwJ4A3O+Tuc8xJhzxcLzpgsWZeQ2zU9CYyyA4l+IjUu0EOhX8p9H8bi8VwJNtzdhVL/anrnOBc8QsW2UZGlx+aJ10pmvVwEBXt0LRsHhKbOQHEmgft5y00hsxZAaTZFF3Pfy3aizLLkKFsY/SIsQvt2NgvPwcMAUa9b2uRENBWgFO6dJdTPvznWPkxjNjexibo9RN0enNt3xaAs39BRtwda6WtaHOFo1P3os4HPnGs3Ewk2LhuvgFjU35efh7AbiwP6tlmoZfd0FImBj8RqCOIaVMz5gbjGPC4m0kRVBq7zpIitkk1SR9huw1anwWQ2tiy7QgiB8/ABeBiA6gaykRdznITXqFQq6N262beuLH36waE16vgry/DX12GeOQPFtkEUBawlAgXO48nbkODW90dmPPvBw7BQ97Uf7oMHCDY2J871FlIARoDITOtQyMkNIBMKup4GMpynz9gYmTb/6bNkXbVeH6kmE3k+iKYj3N0F1Q2w3R1MnRWVtO7SbaiVWtL8F0trKXZlIMjsv0+JJqoR1jlRASJKmrmNqx3c96FYFUEtCgNQTZfyeakWLQ9DOEv3xHuWUuEWWYKW5OVyzhHu7MB98qRYCSh74YdMFKht5fc3jkmPpNPoR44KyTZKYV28lPSRNE+/WagOMhZyzcuAefoMqtVjyf2RdYmzjVkEWxuFiSfOOcJ2q5DTz0M24Oz3EoeGspvv7wL4kBDyHxFC/iqADyCccodiL2oJBiHkXwbw7wD4S4SQv0II+SuTbuewUHm1PNNS9twaUXXgs96dL1F7+50cvzNy3YHmrhcHwXmcvvj+0AyPYtuIHAfG8RNwHz8aKI+F7Ra85f1LKqlepulHvnyFh3taOo5F/wkl0sUqH7y5t++OzduLm5lGgfMop9IAiIw+y1EZCNSpKQRb2+W751x8J9fbW5c+IaIRiwPh2kbOppf7PmjWIpPLrFKJkoA85MLPgrV1uc0ARFOh1Gugtp18Hh97mWsRICZJQ88DjeWlyq9VtSG2r3vGxEFYGajk6MUghpnTNHUfppqmtFKBc/cOeBCiOnUSxqIMtvsPWVFR/3ZeNYPaNhTLHsimHhSC7W1pM61i6szbsPVZ6EeOIGy1k2NUm83hTZWUTsQ0SNhXY6xDdB3EmNzGdBRVJwfGwHo9UN0YKmsIyKCkT3WleMExg1z5d2pXEsvoUYh8H+Ackecl/QyRJyZJkdQkpobIQse0mfyh5Y+Z6AYi14WtzghaglQE4VzScGS5n8iyfUqd4bmJK3NdEVgbOoiqJXSbsNOGv1aslBO5Lrpf3EC4vZUaOMRUjd1MVnIUsRtI5owbf+d/HhpY59RTIia03oMASsWGsZBSSMZt8gULpW03H3i/x6hWB901bZkhJoqaocWl37F99VNQXUfU7YJWBoPsF64f/81G4c3HOf9PAPxFANsAdgD8a5zzvz5qY3uhJfx9AH8BwiGim/n5WsBSpobekOPSaoLNTVQaJ8B6w/mdLxLjPGiWMoVwexvV2iLsVy7nyuLOfVFmPwhb0xznNmSAFNzP0jZ01ODevQ/9+DHxMo8YnIzZwySuL0RqEgPDq6Htm5/Lkl8aBBU3IaRd/UX3BB3HinkYIg622wKIyNpQy0perjllAQCImMzsRElQOgo8itL1CUmy5/VzbyYNOJwxMcEYgngT3rOUypM7H1GEIovSMvkiqhujM3N7AedQG3X07t3F7p/8MQBRdk+Op9GAdfZ8aobQVeLV0H/HxIF4DEuZhnHqFPSjC7ln7KCaMr1nT4GIwTyVKkWYUQ0Al5JFQOPIxeGTN6pMpExQYPg1dNnDhKD/qKCWDaJQOA/EpKS0clNgcV6y4aGfsV4vU3UQoGNMVJOYGTxnpFC99IaoHoQBqKpBMSxRFdAN6NNzgu8d+OA8z9/knMPgtZw5RxzcAoDmaiJbi8GgWG02EUiNbwDgrguiGwPLRZ1u4eSMh6GQu1OUnPNmnNX0H46nNZuumO4veT8W3ECtjz4U9z0A4/gJ6AsLUOoN2NosqvXyKlIZajNn4a+uQJuaBq3YQmFGYthzauupVJ1xfHC/ketCnZpG5HlDOf1fRQPfNxC5G4kQknB7OOefcM7/C/lztWiZfuwluD3OOf8XOed/g3P+n8c/e9jOwaNEcD1+yCYxYzFPnwZVNQDCpYl1O1/pLE44o42xnKLAkLqCFXM+Z83rr64m29r38Sh9tARFQeVb7+YGYKIo0I4egT11QlA/QoZwtS94G3O2IbhqMoNYsgyPGDr3biEK/JwsTzwY5bZHkARtRadDmWqUun2NA84Ywg3BX9OOHYU6P5uzqIxcD3bzuDw+Jl6eUQT3dhr8d36akfuheS5r508+yJ07HgSovPcWAKDxyrvQFo4IF6oxM3Luk0GdXevSK4UDLgA0S5omCSGYvjyoJ9x9OBn/u/Ka2H4snm9fvATDM8HabWizs2C9Xr4pB0RkwzkvyICK43cfPSw+ZkphuDqq1WM52SDv0aOJjrkIPAzhPX0q+OLVxb6/EsGfHCe7qtCJOLFxEm78HplDMKvgHP76OnggSv0xiCrUN7pf3ChcjxQ5ww1LRWf54plSdO+Tz8V5k7/HWsH9Wb8sjzTmuIa7O2gcuZhO4DmHYlcTmoBabwCUQms0MXvmPTTnLqAxcw7e+gpa1z+FWkmrgf76Crznj1PjGRaCmia8lWWhM20IwwdtVgRi1bffSb6vGVURbm/BkBWxyHVRufzqwHXlYVCY+W99/JGodnAOmnkXKI062M6u6DfIntNhNyMhSbbWfOWC0GFvdUrfk/E7Re+pMFwd9sX9yc9Ry4LJazBYRUxc5Dno3rgx1n1ea56UX4PAX1uD9/QpjOMnYLKKkF7T9ZxbXOR7yXbtYQ2LLxCEAVrn4H++Jvhf+36/TAi5NuTnOkSzWSH2Etz+hBDyxh7WO3SUZSTjhyyZkY+RFYi1a3s3b8JfXUH3xg1EbnkH7NcJ2fJMLFIf7mxDrdfBg4PJqhGpPQqknNuiN4xx7rQ4pqPnhUJAP79ryMu0fTXWs8zPnMtm0azbhX3yLKzFUwhb6YAV9UnnZLmb8SH30zf00EbtzN6biYxTx1H74XeT37kfQKkJDjRRVdROvJIMRjxiQqg8ZILKEK8jS5U8ioTNqB/zaEWZkhgGlGYT3PNFM4qRf87F9x7eAFl7P68vyTlPLHJtdXpkdFQku1Y0yPqbaxN1I8fc6lg8P87AzLz2XdSPXkKwuQmlUkPrw5+JzGDJbUR1TdzzPBrL4cw4cTKRCipyLZsUYauVM2DJgxc2ChaB7CFzOxE4n7yhbATCnW0EG+vCbtjQAXBwLoI3HoY5+oovG31Zqy31UPvulWEUhOx3zYr7cwxy2VUlR6fiUTTAwWbtNnx5r8S0Hh74Qq2FiHdF1T6K5twF1JunM4dIEHkerMWTUOuppnQUhjk+J+t2oVSqiLodBOtroLIhtHFEBH9maCeVEUIVRK6bTA4456hUBgOtwtOiKCCqmqFkpSdKl0Y12sLR8WdAnCe9AsbZU2LiducewrJqU59zme6MbsYehsbCKwBkM57novr91JRmovtdUcF6XUlhk+sDqFQWcs989/p1kVF/KaJwICCEmISQf5sQ8l8RQv52/BP/nXP+n/at8gqAXx/y888B+F7Z/vbyNvsBgE8IIV/G0TMhZEKBxMPFqJuxNZaVodhI80c/QvfGdVHC+arcv/YBpVrD7k9/Am95BcbJU1IgfP/bJYqSBiuci6Cs4A2TzHgphXOrXGamCHHZkvse9ExJjxZkI92VZ3BXn2HuwndQtRegNbLi/A4U00p+12bnoFSqCc+VOQ46V68OWjwSMhHPMQvN1aG5esK1rC6cT+xOzct9GQwWpbwvSzY0cp6WAHsOlGYjMYZg7Q6UagXa0XkYZ07KQepIfpsyw6T5xZnb1b/330sN2/QLeivL8FdWYCymGcbalffjzRXCefJgrKBVNM3sX+WCENHIw9ot6AsLCHd2wNpt0SxakKm0rSMwjp+AWq/DOnce+txc8YYlKuZ8ElhlNxXu7o4dnIftFnpf3hbbCILEmbAI4zZVGqdOjcU5jzEJ51YcSJSbWO0H3vJz+OvriHo9KNUqol4XemABEJJzaq0+oHji3L8PQgi8+w/F5CjTgJn7QiOQzdzG7odZFRKiqAlvu3vjemIOkN1NluOqNkSzZeTLsjVV0L59HVQrfq4EB9fq+5TnDp+12zAlTaHyqqhQVN98K7dG8+QbmbXT6kn17XcAZCZtSDWec6criqBUq6C6jnB7W2ioZ88TIeAhg3nx3PhJe1kV8Z8+FzdWFKHx678ycJNFrguqaWDdDpRK2cRu7yBS2kuLg+UJZ3LUMISpUBgmdA/9WH9VRXDx87KCL7FP/F0ARwH8MoQV73EIQ7BCcM4fjfFT6lu/l+D2VwFcAPDPII2ef30P2zlwFGWp+gck0fQ9zt0qljE8E+aZs5h59btj+4sfBvYakBJVgVKpwDwpyi8H2jQzwUGJzuLsqhOsqxswear8UMSN4hFDsJuWlHj/vjLX3Ags2NoMlFoNYauFYGMDtfeuoHfny0GOdclhxlmfUeCeJ4wUMjDVvFMYD0OogTCnoJb8bjIoBgC2vQOrdiRRQGDtDmitCnAOnVdhv3EZ1aPn+3YcDW2Gsy5cEAGGzKwQhcJdWsLun/wxDC89v1lXvcLvx9hY1YB+HvR+wVotWEoTtSvvw3v8CEqtVvhYE0JheAYsZRoV6wiMoD/wKEb/sbqPHhZrF0vkOJa+n/LDw6D0GtTeeXds/rvuaGNJJsWYZEDmHFLv+GAytzxkImjnHNXacbiPHiUTUs7zfP3cMesawu1dwSGP/z7sPVH0JyUfzPZnbomioPXBz8T/tZTrmvydAFEYwJDqH9ZZ0TTHXBdGaKJqL6DxdrlVOA8D6L6gUHUf3EXQHlSrqL77LgilaBy7DFM2M2dlHPuRvZRxQ7NtzgsNXB4h8jwhJeb7onmRc6ED3GgKdQrGCptGueOAWhbU2Wl0Pvhk6E0j+PsiE5xtBNYLJs/B9ha0mRnYly7DogenE31QSJr5MioUtSlB5eteT4WfDkKz+yVyOM85/20AXc75fwfg1wAcGgtgL1JghRH0qPVkCnqNEHIj89l/Rgi5LTPA/ychpCk/P00IcQghn8mf3xnn2BRFl9vNHG8Y5riOhGDiSFE0e9Ch/uLdh3exe+3jibY7CfY6e9Tnj8C+9ArMqAaiKJi59O2MdqKA4JilL2F/bW2yh3rMrmXO0oAN8mVZuizniFxnQFQfANTp6YI1CGqvZCW7+o9l8ASavArr7DnUrrwP3dHQWHwV3pN8g0Xl/XcKj8979iwpXQ5D5LrQ2HCFDc4iUMNA1O4mHNmE6gFJSzCtwUYtIrQvtYL7MtzchnPrTmlgRU0LO3/wTxPeMdV1IahewtEt6+SP9TpHgSjqnk0qiiDmqBQV66gQZ2eVJJt0EGh/8knujlFqtaF6l1k71MgPEkWA4fq1ZCzdbEBkq2y16L4vxiT9BaKjPaUlpEYT+0M2kCWEJpUSzVUL9WaJpoOoirBSlcYm2abJwY2L/2Ybpfq56VnOLZDP7PIgKDQl4CFDXVIEdEdDsLOFYGcTVBONXDYpl4OMAh9U1UAUFURR4K+tQOmbjGcnj+Ng+tXvDnxGqAJbnQa1bKiNBngYIthYB2u34C8vo3vrJhTbgnX2HCxp9NP/eo4cF3pkw0AN4eYW1Gbx9xITWOFkSHQ9UWgoBWOAou590JoQpECJZxh0T3wHHrKEfhjDPHU6uT+opiE6gGrTSySIT+YOIeR1AA2MoVe7VxwsyWo4fg/Ar/R99o8BvM45fxPAHQBZh4olzvnb8mfPJhE8CKCYlriZ44f7EB46QhVoUzMHvt1k+6o2tKxbpo+s91QYfv5lqs3NI8jIxgQb6znji8jpwZGi90OReVlSTRupLsAzJhjRiGanyHGgTc+g8/nnAx3/tlZwniMGi2dLYARhty0b6oo5mYRQmFE1yU4SSkH7hPL1ksCUdTvgLBypphE5XmnAmG6MieDWdZOJWDa4BSGD2a7CxqkMKElskQv/bBhg7U6yD212DqzTli53gzBPnynejq4j8t3RlsdxqfmAkD2nccmWHqCcl2jgzMhRqdpw/d7MdxNNZE8S8f0yKLVaUvY+cPDh+84tymXZXWb5go3xFDuGobBJ07bAeg6IoiIKwnyjIufQAkNYLTvuYOZW/tv96Cr60biUTkAJ7WtGo/nAR3NUIGJSL3ZJUBAwWEnKHlvYbSNs747ViMul0xxRFXAWImhtS3v0kauWYth+K+Y8qvUTmD73rqxQ0eTcGbwGwzMSjm7/ZiI/pV/M/vCXQevFuujO9ZtJllMLjaSClKCoOlryzj1o8DAUMn4TVIWoJvoXOAvFRCuDWLIMgAjQ9+iq+RKF+F1CyBSA3wbwfwG4CeBvHNbOXlhwyzn/MYCtvs9+n3Mejxg/wxiWauPtK/1/5HnQFxcRbm4e6sNG5Gx94FgOaEAX/trlD3D71vi0Z8M3EWVKyZHnQalmAkNKC5tpvJXl/Afx+Yy4GJRGZPC4nzqYRY4ryvUl2V7Be9OlEsNw+R7m9KBYgxqF7dvX0friMwCp0gTzXLS/LO7SBuIswOhrptTqAKFof/rJ8AWjfIY62NgYWCRxXQKSEYhnm8EkBzRYWYN7T8go6cePwaqXcznjTEsZqGGAdTugsiw3/cq3YCweL8mKAxXrSOHnYtLFSi2PnacPxXJUOdDMbY6jKAN4I6oMcCj3AkIgpO1kMCsmepNVe2JrVNG8WBzsVawjEzs+jQt1agra3Bw4H68xjvW6whGu04FSrcJbGc/drBh5jml8rfTAQuS5YqLmufn7k5BEMcR687U0QM2cOM5YSvEpoZcRpY+G0Bfsxn+PAqELzaNI0hPSiYt5Ii8ZRfqb0obAmDsq9yPuH6VSS57/Se9/Pkz3eggIAabPvzegECMCfZY07yEabhwSg3V64t2uqiBZqb+SAVU4Po6n7jMMnXu3RtLXnKV70I4cnUh+MNFRLhhbiKblxsaXvWQHB875f8s53+ac/yHn/CznfJ5zPlZVfi94kZnbUfiLAP5h5vczhJCrhJA/JIT8qbKVCCH/JiHkY0LIx6F0ick+c1G3C0uZSrKe4z5wkwbChACchfA306wHcx20bn6G3pMH+x7YLWUKjcVXCv8W7G4PvshGIE87ICCqaADofXkbiHjSeNP+JKVaDBNf1yN7pNkBD8M0uG13RDmx5ETHGq2chSO32/ri6kA2l6oiQxO/qOLdBFsbOZmefohgrThDx6MInevxJIIj3N6CfqQ46ItR/U7K02aOUyhHlVObkDeoyGyLjHLcdKQtHEEgbXs1Vx+aue2n4wBAmLEZjjPBWpK1VjB94cpIji0AuMsph59krFILl12VXefK8OUmRZajWHld0LaobpTq704KqqWVEtbp5HQ1+8EZG7iPZ//8XwAYG0kPYEN4vPuBhQYM3wQhQOfacANJQgDz1Bkolo1wZ0dMVIMA4c7O2Naj7qNHgs6Uy1anclaAvD61OoiiCim3vslXrMBioCCDSAi4HyT26OC8MKOpumqaRSdkUC2BKogcB95jyQOOWE5zFsCADuskQVpjWlAAjEDQdaaPvZZso7t0u7DC0X1wN/l/9tna/vgnSUUua/dbBrNAxzWLmEPqPpDjES/OCke9fPVDnZmCd/8RNE8X76l4Mhm7HvZtg/ueaFQd6bZaDB4x7F7/BFQ3Sr93vEtqV2Br02lyYJL9FFDjdF9HuLmZVC61mZmXagkHBELIEULI3yKE/EP5+6uEkH/9sPb3tQhuCSH/IYQpxP8gP1oGcJJz/g6A3wLw9wghhaMW5/x3OedXOOdX1L6ScthpS5kgmrtBiaqO5g2VgA/xJm9MnQHL+KaH7Ra0ehOR6yAsaCyYFGUNH0FrZ2KrXbXRSIIdQgClWsHOH/1Y2HxmSrvxeYotJ/sOSP4rMsvVxeE6hkQXrj6cMREsDOM/SxkZHowObs1jJweOTbEqIIoKJe5cJiJQ7ty9OZTrSzR1oJM7Rri9lSmHExBVhWINb1DK8mHDzQ1o8/PF++2TRRNlQA29q9cTLhw1pH30GBMl/dgCwq38QNr57Cr81RXRcMKFbiQdk/OZRdjLZAKlBSkwokmQKgfGh+1HbN9JCEFt5uy+t8e5eEckfGTTHCrZFU/AoiAQGUEizm2cuR1nf4eF+DoPU2XgXJS3abWCYHMDxuJxRL0enHv34D0e1D8G+jj7YQjm9OA9ewrn/hKUagWR5w7ojhNKUZ8/D0KpcP7SU3kroCDQ6lNL4BlJPx6GQNF7gSopDYFzEfT0ZXJZu42wJa3UORdOX3LyUiiptYeKHzXMwXdSpQbWzU8WeMQQ7GSMdp6nnH+t3kh6DnpPHvStV+DQ1RgnuA2gTk8j3NoqZa34cgLdvz9CKQghSZXPnpL76ztp6szsvp73sN0SzWsljYfZXRIisuTNxfGc57IoMvehugl/bS0ZcxpHL0283Zcoxe8B+H8AxCXHOwD+0mHt7CsPbgkh/yqE4sK/wuVbjnPucc435f8/AbAEYGIF6O7167nfOQfAI2gzMwgzYs1FKBtwdj77sHAQTz7KzFbdlacgmg6lUgXrdRHsbicd/f7WOvzN/UuLuctP0L17U7z8JxglbW0W4U56Dkxeh33+ovBJ73Yz30dmEmVnbQ4T6g3pxxcBSuDcuAV1eiq3XriznXuRxbNq1mnDLMrkjIBF6qCmBcWyxQtQVRHsbkOfnh0aTIiy1GBw69xfElQKy050Vc0zZ0VGacyXOO/LlPirK2Lw4jx1HMs053E/gPf4KRQZ3JrGLKxXL+UbaEpQmTuN2T+dp7gHG+uI51PT3gAAIABJREFUXFdkrTQNxsKxnLj+uIi8bKAkjrfMPjjn836AnNvDBYdSb8A6JzrlOWND6Q6xVWr3+jX0bt9KeJfjZKqN48eHTpgPAmqziWCn+H0nVBLENbJ4HfblV2GGNhrHLmPu3R8l2swx/LVVBJubcB+kwRZzejCOLoiu/Y0NWHQKrN2GXTlaekxCMssQxjLyWQ82N2G9dhkA0ndN5mGNXA96KKXyfD+nHRuDZN3NZMNlvsFMReMHPxQNWdJUgGgqWh/8NF5l8BztYfJBCMX0iTczv4ufoLWLKPATGk/YbkGt5XnX8X2jVusJNUSxbHQf3BF/Zwy71z5CGcqOlyjCBZGaJtiwyVrfvU5tS1yjmJ+/eDQ/ESmih1Ay0XiURdhpwX3+ZOh7dcwe5lIotg2q6wMTKqqq4n7h+9j4S5RhlnP+vwCIAEBSUg9tUPhKg1tCyK8A+PcB/HnOeS/z+RwhRJH/PwshPTZGh5NAfE8q1epAt33kOFAbDUSeO9AM1O9UUwSq6QPSR5HvgcZBAqEIWjto3biKypkLALjoNuURwk4LrNdF64vP4K2tJFne7gOhtBDsbKEI7sqz3O/+5hrCbkfwR29dQ+X8ZaiVGsLWTj6rNhKS3ymDLmIYIjNSUO6OG06yYLutiSx0K98SjR/B6jpotQKlYiez+7DVyg3yPMMHm0TfM3fMcgAVmTgNQWsHU8ffHLqOGVULOYrh9jaY0wM1dLDdXRDDhMkqoqSZ4Xv17gzX8s3xwX0fwZYIOtoffgDzlQv5fW5tY+b7fzYZ0ImqwqotwKoMp0LE6M94cxaJhqHNTSi1KrTZ2bGaZGI4z5/I4x4M9Agtz7KIv9M9D3YvHiT3r2JZw489EpzpYHMDRFXRu3NHNC4l7lbl46Raqx+63NCwZrhwextqM5VriqWmABTSXiLXhXPvbk52MXI96IEJtdkUVFhKS4PPGNwXpgjO/SXxfmQM3vNniRZ045V3c8sr1SrC9Q1Q05TrB9CCwUbNgfswo5Yg+q1E9piHISxVUJnGVfzYH8Qk2N/aEEkOSU9gvS4UWXHknIMoKrY//hNxv2UmSFpjCu2bn4NHTLzX9LIm1YwkXd9Np7mqfMcOeeY5HzwXhIhsuLwflEofnazo5qZKXpJtTHAWIuy0MfO9P5OMh8ObVff2Tpk68zamL5RLe6qNBvSF4ka8l9gzuoSQGciLRgj5DoDDaTrACwxuCSH/I4CfArhECHkquRZ/E0ANwD/uk/z6IYBrhJDPAfxvAH6Tc14c+RXuS2QktKnp3IsbEBwdE3WAMXSvfZ5zLfL7G6YKQA0zN7jziMFdfip4PwDq9RMIWzvQZ+ZgoY5a7QTqjZMghEIxLdRqx2EtnhSzRqqgc/cmeo+XoM/OI+YMx+jc+QK71z6Gv7mOMBOk7974FBt/8A/QvXsLzSvfR2P6LCzaROfuzdIMTTHicmB63ggBps/lBxbhWjVID2CtNsLN7bFnuJZ9BCDCwlGPKjCNWVTmRBc+D8K8nIsUcS9rJvM21hD5HrY/+uPS/VUvvi5oENJdKHKdkd7yhBQ306nT0+h9eRtqs4ndn/4EltSqFSXfNAviLN2DvzJY1hPbFvSPmMdICIF7/x60E4vgACxzTgQGUgapcfm9ZDAfB5HrjmxQ6ly9Cm12FmZUywnFjwN3WQS3hRqlJSXEnOLAhIPEVxkMx88CjyKAKrDOni29zXnEk4COqCqMhQVANpJFYblaBwDRVV8gR/WiwHq9nIb0SBCa49WyXg+R0wPVDTQXX4V1RjzP2vx8KY0KgAjcZFMYD4QW8DC+tKFNIdxJ723j3OniZ0PJNy7GjYwDtAypNuI+eSI0YocGYhz6PpVwYi5/LLlHVFXKTKXc4chzodWbAOdgTldUQ2KLcEox/d0fgfW6MtFgiARJoTqIuFF3P8ubFYkmN/GMDnsWB9QQAICnyitKowF1pk+rO4rg3LuH9qefyGeHlCr4DEPYacOYX4AZVRD5HsLWDrzVQcnFtGh4CMpHhMCizbH6D15iIvwWhErCOULInwD4OwD+3cPa2YtUS/iXOOcLnHONc36cc/63OOfnOecn+iW/OOf/O+f8Nc75W5zzdznn//ek+2O9LmilgmpF0juiCEShqDVPgmq6sEBsNHKyN2G7nQyoZQMZ7Stbe+urACG5hq6w20k4sIQQEKqgVjuOiiH4lrY6jeb8JdSqiyCqhuoFwRdinRaC3W14a8voPrgDfe4oeBhg5tTbCFsiaOURg9aYxvEf/vOIAg+WHJgIpbBP9wn5j0RfI0AuwyQDX9lJLDQB+zKoGa3JsfdIKcyL5wa2xcMgn7nlEDN/pfgW9TdW4Dx5CG9tufQFZ/EqlEoVYa8Dw0+zM6Peh0q1OhBYUU1D4zvfg+GZOPL9X02ut8kquRKfefrMUBk1S5lGuL2TfMfKG2/CslLXLKXZANttJYPvJAh3dxBsbRb+Lf4+Sr0mu5n3jv7zXSTMnzXUyC43CYaVXl8IqILO558BACrW0fL7Js4MRoKeoDYaiGUSOp98jLLOfkA0Bh4mLUGbnpL388Fsr/9rBOvr8J48Tu7Vii2yXfXZc0O3k1UkCHd20Dz5msj2ZaDNz0KdFUGlMIFJv4RBG4VcfBLLUwCScEwAFqH35W1ETklTYBRBn5tNVhkEQXN+f9zLuAvfOnYSAEA1oTqQV/ZxodabAKEId3dAdSN3vk1UwVwXTDouMqcL1pcQCTY2kiRNf1mfKEqumjBwjFI2LVtJELzxfD+AacxAZ2l/izo7A/fRQxjHj0Obm5f7Hq5jXoYo8GFKSUf75DkwtwfFKqdhHcb81351cv7uS4yFcxAmYN+D4N7eBTA827QPfOWc28NC5LgwwpQjGnlubqYfeUJ/NEdN4NFILU6i6fnMLWNJh2yybdeBycZzQmrOXYBi2uBBALXeROfOFwg7bfhbG6hoMwOjyfbHP4ExvwBCKOqvvZN7gVTN8crVyXcZEuQlmYY4uJWcq9wLk4tZ/kgd1ywoLdS35SwaLGMRlFadiKph64M/QOX85aHNdCargPW6I3WCs1CbDbDdfCmMc8A2RBCazUhlsyGAsDvWFxZKspjIZGk8ABwmr4F12iLTEUXQeRXB+sbAW7uo4z3OMEe+j85nV9G9+UV5851Un1AqxbSLSTCoCRrz+dJBsXPvlvxbSn2ZeD9fsTtQ3HxERtjStj78QGQfFUWcB3mdeeALSoDUHy3ch1rewHgQMKPaROYP46By+XL67qAUtffLHbvKUK2fgDYlAu/2Z1cLy+w6q8DIaFebly4MLFOIrJ55ooGcb6pLbkdCoNRqMM+eR7A9dnEw3U4UgXOOoNtC6JQrX9i0Ca0+hVrtuGg4lJnbhDvKQnirz2GhBqoJ44j4nMSZcqoZ4IGXVBOIqvbx34V2cjYLHXN7OecIux1RgSurIhj6gKRW5LggljX0Aa6deEVw+IPYOjztmRgXnEeiCvr8SdLkWrWOSCnIou3kq44HCQuHpD39Er/NOW8BmALw5wD8LoD/+rB29osZ3BIiStCZF2bkCV5YjOThy5ZNZQkrbhgq3LQiRcCHNItEYQCijN+FbtEm9LkjoIaJ3uP7oKaJ+qtvAwCMeZEJiQ/T31hFVWZHjALrw7087IWUKdOUpgJi8PUePxRWjpkA0XrrNXhLD2EY45fscg0f2c+l6DkAuE9E+VubnYNiF08SqKaJTCwhSfa6cH+EoPHmFWRF+bPft3Pv1kBpz0IDYYZLPIlAOCGANj1TGEDG14Z12pKbK80ZIg5IfV1CCKJ2F5XZ07l1+yWjeBShc0M0TAZrq1BnZhBsbqEslR43OWGf3FfmuYWZ8mGc29YNIbz/c8ddo1QGrSMk7nwPUeCD6PFkmQMgovysqZI/Xvzl6QSTrv1gr+e+SMDAUqZzz9CkjlsxTF6DPjcPoiojzzEAWPag0kihCkT/dyWSTuYVK0aYp05Dm52VTXLjPxu95YfoPl2Ct7mKoL0LfzcNjr2dvJ41oRRVWzTYxT0APAxk1UODu/wU/s5WoibD3B5MZgtqi6QhiHcY4Dx9IK4LGXyWYzfNGGF7F1EYort0G+7Th5nvx2G9lpeWpLoutNQzE7FgZRWmOr6FrghMOWx9FvrRhbHXC9sttK5/Ctbr5JIHtctvlmbTXxRt6eemVeDrj3iA+DUAv8M5//sADo378QsZ3FLLRri9nXvIRQNDeh45YwNlMMSC3yPEKXkUYffz8pIpkV26Yx+vqsKKqjAjG1NXvg9j9ghM6YxVb5yS2wSCnS3U33hvKG+Uc9GAVlQWLj/e9LjjJ9nwDSHXo6qIHAfB5qYQec8EWabShHZ8YTI5qTJfeUVJMqD+82cAj2DRJqzzabYmaxRANFHOnT722sjyveHln5/spVFMq7iRj4WJ2Ln39CnUqfFf8EZoDZWOihwnaSIBoUJrkyoAj+AsLaFx+T0Aw21QWx9+0DeGD7/fhFEEHd7dJOFvb2L7oz8q/Jv79FF+r7FJgVYepEWBB/Bo5CAhJpYRgp2tr0XzGaFU6CSPyEDxSMhU1b/zHSmTROQE25VaqryUfyroHIcjkZY7xrIKyFhSZRzuo0eFf9vvhKViH8XR7//anrfV/eJGuZJF9kv3OZVld6U7GszQhnn6NKgxfqDurD8H1U207t9A0NoEePpe6zxKG0uDbgvOeoY3GklHQt8XWVzDAHN6IvMvJ+Ox9JZaqSLY3kwSNczpImwN8ur9rfXEMGX6FeEyGNMJAtnEpkh9b3FaCEw9n5TQaQPWKxfydvWKyBCPo9ACQMg9ajqobgw4Y2axez1vfhO5jsje9o0NFq+V3xexzW8B3AKe7l7xczcp//riGSHkvwHwGwD+ASHEwCHGoL+Qwa2lNGGcOJn7jPdr2sXZ2cydG7muFLcuLyMCQmh72EtwrwOzYlhozJwrzMgCQNjrojF1ZuR2eBTlGtBKl+P5f5V6PclIE1UF67STMjY1LZhRFVFfBrF+5vWR+8mibDAXn0tHqKV7yfmvTaffN+6a7dy9CUIIpr/3Zybad4zc5ZFB5QAUFd7Tp0KKh1JYfJg5ABeSRshnZcr2KygeCiBU1EXmVg6+/noqD5c4CSHPaY0zvDm1tiizzSLEHDhCBiXd+hd1e6WDQ9ARA2tuokHEd44yNIKcuYOMgPsHifbtvFSf8/Qhdq9+gPaX1xFsbUBr5svpWbH7FwJKhateZrD31wusaXkEziJYvC4niELWrXvjOuzLr4nGmgn50y8C2furFIpQffCW4/shLQePsheeFHuS3NL1HK3Dub8Eb+khwp3dfMMZC2EcO4b2nS8AAPqiMMM0T59OFrG12VInvn54O+uginjO9foUzLlFaLUpOGtP0Vq6kUukBK2tAT66Pj0LzkJwDhihCeY6ibtZ9v1vhBaC1g6MUHwWdlpYeO+XB84Vc90kWZPI7ykqqG4g2NkEIQRU00XFiBVTE2LZNKJlAkb5Hs5aHA8DtWzQyuhAeEBxKAxBNR3T3/mlsfZDKEka84rgb60j7IznsBeFwdAx+2swz/5FwW9AcG1/hXO+A2AawL93WDv7+r1xDwCEKgM8M9HTkdfmI5ouyuQS/uqKkKWJotIyIiHSEUw3EPY6hUGMWplcl3UUJnnACAFYr1Pc1BOxpAwvlks5xxZpoC5F8ImignU6MHgFkeuA6Br6zTD2AtXTinnNSiqdZJ49N3S2HHZa4FGEypnJpI8bb7yX/D8Vji9priCA2mjCuXcPtalTQ7dLCEHrZz/Bzh//GERVk/Kh++ghgs1Bu10kVYM0wx/bhBZ9bWE7aiYc1CgjZp8sk1hJDqMliHvdOje68VBwRweD/ng//vYGvLXlXHNltjubqCltRK3UoE/PJeeZuQ66D+4IaTynl9yPnDHMnvsWqGEi7OwmlsqcCae5cKgk0N7QL44PZCoZlAq7WDkp5hxw7g0G2DyKElUW4XYVghAC89RpVGuL4roO4e1WX59MteKg4Ny/P/J5prq4junkSnwPf3UVrNsp5M8Pw0Fn5Pt1qYO1NWEx++AxlCnBneQhAzUthPefg8mAp9YUyY+k4XjYPgouXefRHah2FaHbwfyxd1FTZlGJ6gidLoyZozBnjsJZfwZ3cxX9z6Q+PQuTVdC9f0dya4UCT7Z3w1wQDXei+bkNoqbmFXHgPCqjKMY3BczpifNOKKhlQz92rPS6K/UalLoYvyLXTVwSx4UZ2kM5q/522vDKOU+4+QAwc+od6E6BhX1W69j30Fm6nfCN+10YY2iNqUS6cBTat64NpZ69zNweDDjnPc75/8E5vyt/X+ac//5h7e8XMrgtQhFNoGIfhbGQvty47ye0hKLlY2en+uvvCiHu29dhzA3O9KePH85gNe5DxjmE5m3BzNVbX00sDWmlitaHPyseeCkVZVXTEs13e3CyKkLsuT7weXbegbKAUyykNaYRbG/BDMdr2ouRzYjkArEyTWNDFy/4ETq7nAPWhYuwzl9IbIvFBmgpPaGvAVks63sDlqSACGapZaUW0kEgpOQABJubIkAPw3zGpQ/d69dQffcKKq++BgvDLWo5B7TmTOGxE0KSa8hcB8HudsLiMY4cSwYiqhuIXAdKpQYeRTCjSpIh9zfXoE/PwVw4js6dL9Bd+hLtO19An5kDURRUzlxMlC0452jf+lzogQ6xTd4riuw9Y+aG5iiwL1xMz1c0aLMLiOCp8qqwWSW69Kbvm0gPw0RSXAcIapojXaSUShXh1mbKcZfQjx2Dv7wMZcxydYx+ear9gmpaLgvIAZjnToO1O2ICyDlq514DraRaspOif5VITvAUy4ZWyQdykefAihurWAR/dxNqNf+81WoicLVPnYM+NVM41tSlBXCsD92/TEIHysg45o85EjrDHFJyLIXhmaW3pN1YBAA4t+/CvXsfVrXciGMv8LdE5SNuQB2PPpceLOt1xReniqyqDL7zug/vgjOWnHd/ezNXVeqHYlqlfOyX+PnFNya47ecMZZ9tzqXRQhBId5Jizm3kCFmSWuUYZk68hbmL302sPw8f472Uxcvegz57BMHuNsKM3WPY7ciSuAigbHUa2vQM1MYgn5RI/clE4HyMho9xQGIHmD7EAYX75Elc8yxYRspZWRYifz8vo9G804QuMCaUWh3VyjHojgxOhYinmGhkbI5LdxdbksrgNnEsg+SLm1bCSY5tSJVGE+6jh+LcyQGX7e4MnN8oCBBub8OiDVhkdCcwIYDWaOZVQZJmPJ5UNQilmD3zXsKnrV18He7yUwStHVDDgLe+AmP2COyTZ+MvmZiM2MoU6o1TqF56HdaJ01AsGzYV96Hua4mNLQ8D8CgSwe0QSaBJ0br1OfzNAooBIGUDlQFrTlCltAgfX3cjkJbGJHWuI4ROdC8dBgjBwH2hzcyiNn166HpGYIlroRu5TvpK5RjC7W0Y4YTXhJCDlT7r07UF56jMnxW0Z0qFBTAHdEcZkBMbBua5cJ4/QdjrJDrW3tYa3I1l8DCQ2VOKZiVPf2O+B0Uz0iqF04UdVAqf/cb0WdRqgh5hHRtunRuj/pqgB1DdQOS5pV+HswiKaeUGOkKA2jtCw3zYaYh6DtjOLqhlTdQ7Mg5iOTaiatj55CfiWKJo+Lsx87fI94S1sRyf4ueORwycc0S+B9WuwVw4Aarr8NaWEbZ34a+Xa9hT0wIrk4l7iZ9bfGOCW6VSEoTKcjBnoQgsokgGFoOdqGGnBYsMz3odJsZ5L9vaLPztTTSmz2Lm5NsIMpJW7ZufDSxvXbhYmjniQDIgpOdvf4M0URRoc4PqCnEmM3J6ME6ezA1YkdTAzb5o91feJHKQLVe8oGZ5d/V4uyBg0jqze/0aoiDldQ0cORfBFJflX/FZqnPLuh1YSjPhsDLHATUtqLUq9HmpKymF8P21VYR9Mmbd69cARZ3Iatc8djJ/jjMi7pD8vUQ3OKY7kDrC3W3xnCwKKodaqyfNkYRSdO58kTRJAoAZWrBpM8clzyoIhJ02FLsiAqJhpgATgPMIYbslhPKLXLg8F9Q0QBRlaManCIploz5/Acjq2JVM1l4k9IVj8Jf31mSjzc6CWiYix8k1n/I9aDGLyfJo9ZEoCIqVEPpAqJKnOSXaWpA8dpa8z6lhlZgepAh2t9F9eBfB1rrILO5sozEnmlo3rv4YUeAhYgEIpaAFJXEum0PFezNCxIKcBnoZ4mzuKMTVKpM0kndFttSfHAcLQQ0TVBeBYO2ycGaM5bqGoX72DVTeexv6ycWxjmkSxK6cRNOSa9G6/snYzxlnkn5FiVQlEueg92gJrNtG98Fd2NoUDFeF1pyB8/wJqG4k44nzrLgxkgd+jiLxEj//+MYEt+ap02CemwQI9ivCwxwyeOMhE2LnMS2BkoESWhSGY72oDgdkLFoCVVXYJ1LulrcqrHuD1g7UxhR4RlsRyNttlu+aoHI5Frbe30yeUCoyKyWgliUGrExw23t4D+3bN3JT+P1kFAgRQQhzupmmunzISe0Kot64s/nBZim1VoMhm1bUZhOdz68mdqQEMjMrAwMeRSKjnSmzxYYAAEQmUdNyerrimNP/R5KWQC07aW4DRJCg1GrQZorLn2UwI1uU4eN9RWmTJSEUil1Nyn5ESYNRtTEFgMDwdEwtvJpTqqhVFzF3/tsj9x035FHdRLC9AcWuonPn5sj1xgUPQ1TOXBDnrOB5jlyhkU1UNRc4ETI4MfFWlnO8/XTZdGGi69B6e7OQPijoPbVQn3gcWGigNnMW3rOnSXl/r+hvPCwD292F++TxGBssr7AkpgVyYqaY1shgnPU6oLoB5jowjxyDt/ZcyPOFARTTBogCHoawj51FTSsv2RNVRcQC2EdE0Mo5wHx3T5PyxluDOsKKbqAxfRaEAN7KM+HY6Pbg72yBOT346ysgqgZjfgGcc1jRZEYemqdDH6J2sBdk6RFU1ZJGQGpaaN+6VrpeNquafAcinRwlZYzqBryNVfQeL4Fqgn5muCrmzn8LteoioiAAcx34Wxs5i3pheazA39o4MOrdS3w98I0JbvWeCufpQwRSRsVShH0giWf3jEGp1XNSYP0SUV8lsbys8akIFSPlfeoz83CePYK/uQ7z6GLOKnYUstnuuPxzWOcgzdQSmU1PvyzVDaGUcEA75xxQ6034WxvJJrtLt3PLGIEFfeFY6T55Vuu4QJLGUqZgyTK7Wq+j8tobsC0xGFLbhr+8DG1WXicWJQ1Yid4ny/M7iaLkgk2g79B4BOvsOejz8+h+8UXycbC2inBnkKowCkTarLa/vJFsPw6OqaaDaFqi2ymaqMRAFWes9gMiqyZacwpBexf1+olC6sxewWVQy9mgpTQgM7e6KYL4Rh+No+8hdB8+RO1KgYlB5oGtNU9Cn5kbXOYFo8hZbpJ1p869A0vZnyEEVVV05D3lbazl/pYrP7up6c4kOtMJFCWRHYwnktQwoM8MauX2g3Xa6D1cguEbyXMTdtuYffeH4u+eAzsoKdnLc0oVTRj8WMeTPzlrT+FtjaFQ0QfDLaeE6XMLsE6chlqrw9/eBOt14W9vIuy0QRQFFmqonhN6tl91Y9Tu5x8hNqvhPEquq2JXUmnEAlCzj1JI5L3MWNovQiiC7U3M/elfLdxGY/oseg/vCbfPTGVr+8MfQzEsoVNdUtn6OqklkAjQW/zAf34R8Y0JbgFJHO/j1sTGDWAh1FpNaO1JKZ9ge1M0h3xtMPlNSFQN7sozUMOE4eu5zuJRmDr91uARHNJz0Pow0+BF877kRNWgNaZyb+f90BLUag1U1WWGxgVzXfgDAy0ZKgvkLj9F5+4tdO7dAue81KWNsxBQVZihnQyGU2feRvXd92B40oGIR0Ls3/eS7l/BbZWZXY6cSUJ2kIpPw/Slb6NaO476/IW+oJdPHNjyuKQbRWCSsx0HCFqtAa05lbsRqKYlWZmYC7hvcA7dUTF3TgSOsUX1QXTbx65HqcJEHnGXOQA0F1MrTkGjHowQCoOGsq7IrxBZKbpwZwdqfTKKFVHUXECXldEaexuqBn9TPGvOk7xNdXx8vS9vQ5KiREPhJ3lN1Nz2SgI2pVYFUaS2bawzTCi0+iDn3FtfyR1D7MaYBfN6sDxR0u8+v1/aZFo//3ryPbNjByEQXNwiicBMlSqbVdz+YrT9tOGqsFBHc/ZCsh9A2Nga0rTooB3qJkH3/p3k//G9E7R24D5/klLNOB/Kpx9slgO0nnh+s1QlztiApnmyDUoxffwN8R7NjC2s20n2rRjmAMXD394E38vk6iW+cnyjgtsiHi0UmmS2akcvCgtYzsFZhPqbV+BvpVJOX+VYFQtv72FNUeJVBecyCvzJv8cL+OLW2XPpbmIzDQlCBHeTyO+/38OxaRNV+yiqlWNozJ6DYtkwj52Au/x07G2IjJAIGuuz52BrxS5tPCjm3Blu5iXMmLR1zjTuRSxfQs2I0A9Tkuj/e/z/uJt/XMTSZMnzwkWAoFTrMJiduz66n1pSK5Y90QSqDPXX3839btMmqKqWGkVMYloSsRC6J7q1aUFwO33u3YK1hCxW/L2zE4bi+3GCUssLgmJbCFsttD78AGG7lVQW9opxZLT6ISYVUvWjRKkh2N5OTl24sw21OZX8zV9bg/c85Q6XnWLtyBy0wBRKCkOkHQGg97gvyGZ5y1dvex3+7lZiqmDNln/vChP9C3ZggTkZrXFCZOJkcJ2t6z9L/r9791puHSafq3ECXUg1n/j/VB8M9NLx78Xcm/52dvzk4icQhkr+9qaYSI6g+hVeY0pkI1p6Xe1T58Y8qnQdfe4ojFDYC9v63EBjGXN6CHZ3J04QvMRXj29WcFsAoqjoXv9caCFK60AwBqXFoM/MvxBrzHGw95ISSX4IVVA5fX7ibdWuvL/XnY+FsNWCNjMLIC450cGBL6NgcVDlNeEkR1GrLqI+dUZwsjbzGdyycjjVNESeKzqSh4AE9Rq3AAAgAElEQVSHrFSLMVmGCdkeYc4gP8vo0qbHmjl2SkBN0Znfn2WKS3/i/+Lqj6OSkK4vrkFuAOSZAKEvs67oZiJAbzIb04uTGXsUoUjmjZoWuvduI+y0B/5W1AzSe3Rv4HoCknagGaIJbwKeXcVegHnyJLo3v0D3pqB+GAsLefk3iazJxmEgkioSk8DW5xCsrcly/4utUXcf3BUNRIRCnx2siAS727lmtfjeY52udH0T4L4Hf3Wlb20O76mYmMbfyqocES5gjgvBiY+fpfy9249YVaLxxpXkWJjngjnCvKbKm5iql/cMJNuhCpqX38v8LishbnfIWshdFtWuJvvtl/PqLT8sPPi4MXf27JWig8qSVkd+h4MAISRJGsTOnXEVSK3WoU+NY92ePknx9yO57yI+q1rjyZZl36P6zDwIpWi+822pwOANLEs1NWcU8hI/H/hGBbfxgxHbFAKA7qiScyv4d/7qqrBzjETAkQ8wvoKD3ieoqkKbEnJfhBDY6rSU3Rp/6M1mGQ/jHPjLzxON1rjkNKC/OdAMc7AHQghBc+4Cwl5+8GksXi5dp9DCuR8shOaMyEywEFofr44HYSbwEt/de/YsGdir9ROwjTlUKguoVvOZpNr776P9scj0uE+ejBVksQyVIJOsTT+L4s54DkIGr0+tevCd1f2wUAfzXHSWRCDLMteq/37w1lagVGpgngt3+UniuNb+8gbC9q5oaImELF78LARjmUQQYRwQNxtSpbwD/RAzt97Ks0QztB9sCC2EuY7Qpp0wMN4rYqdEoqpJAGufOj8QmGcnJ0QVOspFGq6cI+WqJ38jCLY20b76ae5eJ4qC6nf6gjxCcnz+fghaQggTIqCOKwh8D1MVs5d57okCRByt+1/kGur6s49ZUN1AFMhrmeUjhz687RIZuwy2r/dpCmcmvQeNckmyELvXPsosx6WpCUXl7KWEejXsfU4UdbAJkRYkQMY9Vsbg72zB21hN7q3YPKJfHpBzgBom2BA79Zf4euIbFdzGyFmLKkIMmrXbIFQB63QQ7uwg2N6E4etwV559dQc6Blr3bw4tmai1BvSpGZhB2vmqmGausSwKg8IMVxEmGa8Fd2402h9/hGrtuJxgKCUvrmLt4YNGPwdzVBA96pBER/5wjWDO2MB+s1nFOJDSjy3CefBg+A4B1KZOQ184lkg1adPDOXdRGKJ149Pk91yGOEklc3kJaJKFetEglGLu/LeSLHH3wR3sXP2ZPDyem7BFYYCqeSQ9dPmMqLVG0ijaePMK9Jk59B7cQe/xffQe3hvZvEQ0DURRYCyODuYnlcmaCFQZsDCN0bpezlGNul2YZ87mnAkPGmGnhaC9i7DbRueeULkgioqOtL7NWm0PHJ/vJXxoYLCRNk5Q9EOdmkKwtjaQj9QcLb9+H+dSbLO/0S7N9Bq+cSCvndiOWjVtMK+H3opwz4rCfCMTyXwDmgnqaIbDG8my/ij0B+RChYZJ62w+UYJjr2CuO8Bj5bIKRxQlqUgNOxbFtAYaoUkfdW0SqLUG/LVl2RuQv7jG0bQB0F0W10jnNlhntJ39S3y98I0MbrOguuChuo+E/h0xDHhPn6D3aAlE1dB7eE9ypb56/lz2JevtbCDo7KK38ghBtwV3o1ik2mT2QLnGVqdzHMVgewtBe/fAjzfYHs2D5IxBPyqOz7l7F/r8ERl857NP/affPlVsIdt+eKsw8PJ3BrUgixAPQiOPe8z7gWeCW+b0cs0rCVjKr02ypqGQBfOeP0+oEUKaanzdVR4EME+fRmPhlaHLdZdug3Xboos51nmOt5GYN4gmS6obcvLx1XHQYtqKNjUDY+4o/K0NaI0p+BtlnegckczgAkBFdo/rjgozMEFNG976CtRaA2F7uB89NQxR2YHo6B+mDLFf2aw9Y0g0xjmH4RloHn+1dJn9ItjdBuu0EXba0KfjLGuGVqQopRPyztWrIuGQkb0jqprjccfPiL+6Cs6ByHUQ9XqovXdldMPfPoKi/UAogESgmtD5dVbFvcicHtRsMxUBtr/4EEC+z0KxKtj8/I8BlAe35pFyW10gpUYErR1os3MINjYQeV5OOnDPKHkOeBgKCTXEkwYC99lDJE6HjAGEDk0i6J42SA+kyp7fQRZtIOy0ChUSsofhb20icnt40RSelzgYfOOC2/6HnxCK5i/9CJVX05e9Uquj9to7IIRCm55FuLuDnU9/+pUGuNldM98Dc3vorTzCzFvfx/pH/wTdZ/fLV+5DohAhEfkuFCPN7B5YR/oYy0WOg+q7gpsWrK9B76kgigrjRL+oeZY3l5c7y4J5LtoPbiaZEUDoS/ZWHo513LTPq34YKmcvjV4oTJtT/O3N/CDNmJg4BUGOIwsIGgC4yGrHclRqvQYaGxqMBE+czIYuFTGo1RrUWgPe6jP4WxsDcknM6QJRhNrUaVSMuT1lTXrLxeLpe4E2PStl3AjqzdPCCW1+Icm6Os8fI6ZyECqygGqtARAKY34BlZLmP6rrIzO3BrMROQ44F8EV65ZnQLXpcfiEe0NZLMA8V4jWlwXdL+IdJht3OWOC/iED2crZS4I6L61XB1bTdBnYhsKZTh6qWq8lhihi88KAxXkg3nnB5iZYtwvbmBuZUY+lHwGgfft6oamDMb+wp689DIppgbk9qaIg7jHOOZjvQDFSWguhKpgnjimbpVYMG35LJAsi3wfVDLhbq0nDGQDUm6dz+yQgub/Hk1JCCAxfVO86Vz9NJmuTIs6us243Z82cPwiCxptXELR3ExWVuMRPVRVRGAhXzSH3Zb82MueQzaWjmjrLDkncn5HnFarcJE6YpgXmuj+XdMSX+IYFt5mepBwq5jyqDWGjSFSZVYhlm97/Abz1FYTtXQTbW4Mr///svUmMJNmWHXbes9l8jjEj58zKGrKy5qpf9X+zu8lmExwEEYKkDbXighABAVqIS24EaaMFJUI7CaBAijsKEERBhNQQSZDNbv3uP9Q85TxnZGbM4bPN72nxbHQzczeP8MyqSuYBCpXhbm6zPbvv3nPPeY6IHuDutc/g9Q9ja0cAUFvHkHuZUJEY379dkX9YDn/Qh9Se3Y0dWFZs4ameTLijuU5szitNoGW9hvH2I9j7SSY7sMdx9mAWSEpcfMaSpUFSGkI9qpi3bW9twn66CQ4IWgAh8TUmBPAO9tH+gz+IjTZ01sDSpQ/RWLpQaf+Y50J1iyXKIt75zr/+F1CX19B86wNwLkra6WYu0RDyOFRLiBr66NwUEWtncfQezdXg9w/jCYE/6AnrXkLBfA/20834nNfNDajLa6jra2jUTxVqhsaHUqSmMrmsokI9IYIfHviQjHKh+3rj2fKQi3bV3d+FcfJMacAyr2rG8cBRM9YxfnQvzogTEnIo0258Iaiux5QE5tgxJUFnDQRDwa/mjEFdP5FRTACApVcLGqgKQCiN7333YDe0sM2eyLRbHrCY+YDu6KifeRWdKz8DZxySpoO5jlBAIaH8HxN612kN7WjbVJJCW18OHrqeMdcF96dLVXavJRQVYWrBQEMDm2A4gvH6G/G42v9suiKDu72VSYpYd27D3d2F3+uiuZpVKog41IQQ0YDqurG+dBy8h1bsRXJ8aZSqpLCswcq84J4LbXJ8TEsuqmo8EXle6hIvsTi8cMGtP+zD7RYHodlu3GIsv/4JapffjJfVA1O4ezVacedqEdx+eeA73noAf8pvqyDNU/OGPQT2OOZUXvjZfwrZaByZBxkrFIQPNdV0+MOy8uzsh9zd3QWz7KnahfHaHBs0zBqvffiHUxYEqkS3km5g/ed/Ffpykn2JLDGrQAuMwsB+ePN7cBZgcP1b4W+eKmdNC4jSmYEcf5DSTIZbP5v41HMO1N56GwZE1jZtKFKlmS4YDmE/eFDKzbMePxT3jyRD941QH5IjGOe5Zf5oEOrupviA2mwbzwxm8OrmWhUh8Po91GsieGy9IwIbyTAxvPE9Wm9/GDfZEUph8HrpugCAKFp8YTJlyQJbU0II6o1T4pmRFTSWZ3fOz4vAsSvRhMpuA6obpVrDx5X/qgaOSGifygqcnSfobFxGNHaotiS4tRPPpM7r4J4nZAH9IJuMIATM8zD44vPEUCbc1lyQJHHvBwHcvW0RZJNEQeFZZekIITD9GgxbjAdEksCZn9kecx3IoZkB89y42SpC58rHYJ6T0iv255LdU21RyldC+g0bj6Dzejyh4DOc47zd3Qz3lJo1BMOBsGWeuJYx7Y0IlR63uw9t/aSgEe3tgMiKyOCXaE2nka40pu+J5sc/r3zsRSiid1AloUAQKe1Q+DJ9+1PDCxfcev1upos6jarvVuFelspScY7Wux+j9V65dejg/nVYu0k2IXBsjLcS+0i3twdv1Mdo8y44ZwgcC35KB9HtH8LeK+BjhqCyEg8+/niAE+d/nhnXJcNEYFdvEpksC1JNhz/jhSrKvdMf8tF332J89Xuw8ThjSxqMyoP7asoH1TK3AKANs7c1D1jl4FZSdTi7ef4yB2A9uo/AGmH/z/4taqqQLhPyOuWTiqVLH2b+poqSKX1TRQUP3b9q9VMZWkRapWJ4p1pzXgSl0xEvnVQzW7o5UjJrcLY2YZxJslRe7xD6qSTAJiTJboGxTAZ6lgTaJKhcwJs7Bnjgg4bHFmVfTHkJxpnzYRNQ9aGtpq5AWz8JsCAzRozu3ij9DS1oclkUmGPDqaC5XDaeaZ6+GCONI4NkFFn09VPh85dwbpnr5CXsJBlLr38MU12B3BB6sfExMga/281knqlpCr76lPEj3ThHCKBaQukjsC3IzbZoYlXU2dWaBSbuCBH0g0lTFhZ4gqLAEQf/6UOjoU55/BnnYAWZ2zj4nRgzYyOYkHvLPQ9EVlCrbWB8PS+ll9tvXc9UBAgB3KdP4e3tTfkRAaEU7u42wBmobkBb28DKxY/EeQ8CKHZ1a+qMjFdKheYo8+ZJuUVATFi9wz04u0JJQaqJ+1DpdIpW8RI/YrxQwS1nDM72k5mz73kzSK13PoJmy1NtEAHA2U+C0+GDGynCuxDgdw52YG6cQ+/Glxjcuwq3uw/OOfp3voM/HmK8Xe6lLjeaUMLGorR+YgQzaKB748tMgD0NNPVi4VzIznS/+DV6336eOMekwDkPy70zzh+lqL31VobszznH6Ltvc5nlwZdfVB+UKmZui/aNs0SyiwU+eje/nroObTXPuZPrDYzu38Lqqz9H5+PfS0qqpNzbvgimugJ3fxf+eAhhMbsENrbichjjQayOMH5UrowwvHUVo3u34r8DaywyOWHgXKtthLq5ySM+uP5tHODKtQYOfvtL6CeS0rnaXsLqpewErnZRNF+JhrJkXcrSSuVjBiJZo2fr9EMIEfSEeX8Xam7Owz3USbPyhGleRKXa2eNU/vu47D8jC/esEWVuAaC1LErWslmDPxqCSAqYbcXmJjxl7RwFG+2zb2fXp6kIBv1Mc6TcWUK9cx71d99LFqTZZrXx9Wt5tQQWgNkW6pcui4ArNaEsPuWLL0lHTXVZub0AuiuqWEFBZluzsxNEMueEMWnkSxQKSJhZBSEz10VVDTz1jHAO6GfPTefLUkFhCsZD8ICJBufXxASl2TwTGmbI8WdVMLk593B/YRl3zVXhHuzFyhSRMYTOG4vZwEs8N7xYwW00Ky151ibLwlWR4+WUwBsm5WwiKyCUYvjoNgCgXT8Lc+MstBGF0uigfu4NSJoBt7sXz8b9UT8zUAw3b2f2oaaKJioqi/1Jd9lSSUbr1XczPKRpyGrdcmiBIbp5ZSXkoUXLhd3ygS9eRqEGZRGsO3cgN5sw1dXMS2jw+aeghpFTQGBzkPUnsxBlGD8RAWFmvSlagnOwDbk23XZUNmsFZWGCjQ/+KgBkytyRvE68n1OyuJyL6+T1DmA/Fllw1VXROPtm2KQVwLt2H36/BzYewdl5OvF7Hv/f63fhhe4//miA0f1bGN65kZG5W3nn9zK/D0Z98WL3fUi1OggRncMRGo1sEx/ngGQYMM++Isq3KVpCbU5LTyorOSH642D1teOVJCehB2bOnWgaqKqhuf7qQvchgrB/ldD7upwDme6k73//JTgLEITP7aThx/NAVAmKAlUx2cqORToa4tgoFWOeLAv76oABVMpV3Kiug2qiemGqK/AOsjQRkQGlGZ1h0RSYZDPT/xbNbFRMAn0P9fppjO7cAHPdGTbrZKac3zwQ+5GnJfAggKTqAKWi+Sx8l0XPPZWyQXjRNfb7XXgl+se+NcpxeSO0zlyBul5ughBlOaN9se7dhd/rot46UzosW48fCGoFoYLSxxmopkPfSOS2uOeCygrMOU1m0hje+K7ybyMo7SXULryW+5yq2apHkZnMS/w08EIFtwBH660Pcjd//2o2U5fumF0klEYnFtdWag0E9jh2pCGExqLencYFmJ6JurQCe+8JJM0A50Dz4hUcXk1eaM5B6MG+XVyiXD3xbubvGmtUzkprK2uiVCT2DlSS0bj8Lqiux80cADD4/isAoauTpglOUkkJz93ZzmYiOOA8fQJ//6CY0zXPG5jzjAZkEQJ7jPq5YgWDWIUgYBNZ6/z5MqROoSRUUambKNmgrfvFrws7sNMQXboiQ0MoBeEs5pURSuFsbqJ5Ihl4OWOZrvN4ohHC73ehtJYwvPFd5vN89l38f/D9l5AMEyt/6W9MLd9HWRWq62DWOJO5jTDeqqaCQI4Q3HqjvBNZvL45aAdVIOkGzAuvhtQELl7MPxCi8z5NFYMQpOgwgoM8upPQKJ63sEvv608xuncLfr8Hqunw+l3UG6czy1BZid3rmOtAMmpw93bAA6GOMFmpqOlrqIUyhlRRM93xQPExEk3NZBdzyh5UglxvwjvcA5EkUE0H9z0c/uZPph7f+ulqDWtVwFwbkl7LZdcjdQlJ1RE443hCHt0PIiPvxYGtCHyz65YMIzbxIEg5ggHo372WcUFMgxAKyTDgPClu/OR+qLsdbtDvdsFKtF8jxQ5n52moZRsqw4SGFZqdjFHG2Ytz60Fn3zEccqsd0weqorP+RkItSyEK4ANrFF+fH4EK6EscAS9YcBs6jk3cjGyCiyoZs7M0R8l8KI029r78UzDfBedipizXymekhBDhGBTyF6mson/rm0zAFTgWho9uxn+73f1MhrhgrZX2VXO1wmCDqlqGExp1tkbyMzppwb5/v7B5jbtZaRUiSwgGAyhra/APDytKWE3BjIvi9g7QkPMSYUUvgQiDe1dzQVTa/nMW0lxoQJT7e998NnWSwVkQ0hp4KEsT8hA90UHe/NnHmZIk9z1Qw4zLhtxzQVLyObHCAp213xy9r34LudGCzuszS/iCkydDdQVPuCigdPa3pzYyRpM1WlmFIoFVMXBeFAxeh9JZgdc7zJm3HFc9pAo4Y2CuI/R6q1AewutBNQ1+vxvah/8w4IEo9Vub92GQBppX3ged0ijEfR/12kloJ05icO0b1F99U8i1HROqo2WytSRVaSJEVE5qly4LekRoJKC0lmY2Zi3SEdHt7aOprKVoCaKhze3vg1AJ62c/BvNcaLYKQgmY54hKYDguRRq5k7vEOUdr+RL0jbACI0mhMoUN53AHdIYNOADYDx/C2SroOfC82EUSEC5xRSONtXkf3uE+1M4yOGOQjFq8b0VVrchopSomK4rj+7dhbJw5Eh1pGsxzl2LVjJdSYD9NvHDBLZC9GZOyejTr56XNV+UKAan1lZT9medCNurwx0MM7l4DoQSt196DbNQg6eVyQbJZjwMZoqion3tNzBo9F25vH/buU3ijQbzd/a9/ifqZ8nKomNEzBG6FhpKCwYZQCv3E6fyiQQBIFFRRoayuwnmczSYz14XUasNMzYajTlTuujlh9rlRVocLEbg2fGsQB2BxlvKByGYlP+WZQFc26/CH0xvpROdvcdCoOlnfcbnZRuP1twrvpXQjiMhWpI5HkkR2XFahWkrGlpN5HiTdiF/SzPNAFTUlzZXK9pXEtnGwzZnIwM/oUAZE0CQZZig75BSef6poCJzyiWISWAjr3mlgvp8pD/vj8szts4LB6wjGIyjtJSgt0UTi9bsY3bs5o3R9fLgHe7AeP8T4/q3ZCwOIzqdQNxnkBOmfFwLHhnnhVSydeQeBbYEqWqi+UY7V138HhFKonRUEo0ElFYeJOgSK7ieqqGK8gagkCbkpP1H8ANBIyQxyzmGcuwjj5JlS2+JFBzeNC5eTMT9U3bD3nsLefYLI0IB5DiRFBVV1+KNhXJHxhl00L72de87t/a14MthsiuCWhtlep7uH8dMHKY6z+E397XfyO8c53KfZ4HZ07RrG16+LzC0huYl79Ff3699iePsa3P1dcS+yANrKGuydpyLgPka11Nl+HNs3q52l2CaXUApDWmxgK+lGpr/mZeb2p4kXKrgtohpwz4V+6hycve14liy6Y90cp816XN7QFeFg0q87RO3UK2hIK6iffTUMCFToIwkNaQUNWt58s7J6JXRb8aFbMqiqY3DvGno3v0Ln8odwujtQ6i34YXYxcB3odvmLg3ORTRs/vjezPD5ZZo5KXY3G6fwDneKt1vQ1TGL49ZdQllcy2pVEFV3I6vq6sNWduD4EcwwcMxYcP30Ab5DPrrm9STmnLB+RlGqbEtFcxznsJ49KFTiiDuZkfULSqGz5CJObJJQKOkiYfeOMAeG5ZPYYOm3EmW8Wlv0kowb3cF9kpsPO59IXcUh9UFpLlfWam61z0IOaaADyvcLs1awqyKQF6DT073wLa/cJvGEXRa6Az9NERTZrkMw6OOcY3vweSrMN/xlnb1lY+eAc4nmbOQGJ1AdkMHsMmjLsIESom5TJIua27XuxNilnDPbTTbgHxV3wXu8w5nZzxuAd7qOmiDEumhDMQnQvmVIHJ979w0qZUeVEmhNKUFSlyvBC794NZa4C2E83C68fkWVotgJ19QQG339Zad+PixoTnP9ovJUNE253D5JmxudBUJQkUEVFYI+gWZHL4QimHzl+JevkvodILzeCoDJI8Ed98W9ZgbO1GfcITDZJEVUDd91cY6VUrwOUQnU0cX86jgjKo99B8GsJoai/+iaUdidUZhDJE29/L9O4ehSsvvpz+KOhaGILamBh8oYo6sIpSo03skH/y8ztTxMvWHCbz0T64xHkRjPV9MMBCB7SZJm8qAliEoSSXBlWdDeLU9k493rGcrUKJFUIelNZhaTqImAKfDSUE2Cui5OXfj8unUuaPvVFQIjIgHnDLpzuTu77wLXRv3e18LdFydHIjlYco5QKMJIFmeuCe35G+gsQDSR+v4/G8sVyV6LKDWXTF5Z1EyfOlTUZ8Vww6famv/RJGHkLSoBR2hlPqJTLgKf5sYV7M7kznIUBip3oLqYmE4HjQDYbcemUeR6IokJudeLAkrlCLziwrMLyn9c9AKFU0BvmtK2cvN/SrkdUVsF8F/07s5s6ZsWmamsFVFHQu/k17J0n0Jayk6jD74onls8CnIt7PxgOoK6swR8OZrqXTYO1eR+j+7emamVHEM+wl+GGFy4XUVnCbFq6kSyayM+aZAFi3Ot9+Wt4vUNwznH46S/jbOckD3b84Dbcg934/h4/uAP7ycN4Uts5cXnm9kqPZ8ZY0JxTU5gAod1uEFbrksl+dE+vvvIxAMA4eQb6qXOF1axnNadi4XioOzoC20LtzCu5ZbSxLDisUpR1TZwac2N1pmLJ4kxtYFsA56CSgtXXfoFG61zh/lDTQDAeFb5fuCeMI6hhYPi16MPQL4rroayuAoRi5eJHInMevg9F5aeGzie/B33j9LErCzzwU/zcpGq1aKjWs1FBeYnnixcquKUhJyg9GDFrDN03E65OGKQV+kqnjBLKBjSqqDltQea78UBSJ0vxrLsqdFeLH1yl0cLqCTFzJER06UYvLX88wPK7v1ttnSsbIacreyBevys6cpEMDOn/5zKKodA25xxU1cELSrPMcWBefhO1enZ2TggVGVsAxqVXwRnH6HqSHZq/oWza12X1eCAdiEebdA63c59NgqpaKktabkiR5oHF/NeCdaZ3MbBGSZmQMVBVFR3SqcxtutGiSCdWyC2F67NFw5+9tQlnKysHZ289Rv+7L+NMcPPKezgOrJR+cySF5o2yNIyYFxhJ7c8IEJjngMoKWtpJtF57D96wG6uCAIBvj0DVcnrPoiEktST0vvsckmZAnrNhJY3AsQFK4Ww9KWxUnNiyyMTPELfnXJRP7a3HUNqd+LP0/leFvbUZW84GoyHqr14Os7ePcheOKGpcEgYEJaL2yhtYBOYLInlhEJZdIpqci2eJuQ7svafhtrIbUy0ZVNNB5Dxv+Vll7kaPbsMbHIBKMjhjaMr5ihiVZASulXdzk+WcJW0aPBDKBGA8fqdF6yhT09BZA9rJU4WW3ZwxEEmC5ptwnorxJWr2a669mrxDVC2sZBEorY7QnuYNaI5aydRnGrzDfajLq+ExFB/3SzwbEEL+CSFkhxDyXeqz9wghvyaEfEUI+YwQ8vEPuY+TeKGCW0kK3V8iUWzPBSD4jVEgwMIGLu5nO84BxN2o6XVMQohvT3S5TgSznAVQR9VPrayZgp4AoG0KEX2pwAHKG/ZQ49WaLtq1cyBUgr2bNMYEriPKy1L2uJPgLL8eEjZMMXsMquuFvDTuudA8rfBl03hfaPLW9DVYt27A74alQcYAac7bjxDYW49LBjQyuWghouYy3xpPle0CxItblOgIGo08DzmN4Z3r2P5///nUATzap/b7n8Dd3UZNC5vfGANVRCAdBTSRrF3825RLj1iAIQqEAKDxxttYe+MvoPOz38Xh53+W2a4/7MMfdON7VLWmZwRZ4E/NPKfNR+IMyoS+qLX3VHR2g4fyUMkvvFEfg3vXMHhwA8MHNzHeeoThw1txM6DhmfBDTjznHIFjI7BGsXtTESJu9SJBQh40UVS0Vo8u+9X/7gsABOb5S+h9+ynbCekAACAASURBVDkOfvOnGcm2eHvxZIWH6iTTg3mdmfAO9qAHyXk5yss+CuqUZhvjh3dhKstoLV3E2uXfK2hSI1h9/ReZT0zp+Qvcc98vDMIAZOUQqTDh4VwkJqJJVxH0wIRk1BA4NnxriOED0cj7rOgwjQtvwjhxtvA72RSTKUGr8OJsrb6yEX5fh28lnPRccxkLIKmGUIMAz7+jisb68AaU6onUIbPtTEWOyrJQo5iYeEXr0wMDansJAIdkZp0B1aV8s+9c4DzH5X4elIGXATQA4J8C+OsTn/0DAP8t5/w9AP91+PePBi9UcDuJ3tef5m5MpdWBzhtiwJh0yJmi4RqD5tOb+eA273wyL9Y2stk1zgHO+Mz1qq0VeH3BM23Xzmb2NSrrpme9s2gYIkPgof/9V9ADA8wSpT2qqjE3i7teYcYDyLrIeAeH8b+ZV/6bQoSciXKJprIRKPmccwbmWvH6mOdNHbiopsE92IX16O6MfWMIRkOs/ZW/iZqyPPUQAEAdS1h/6y/GmZQoK5J+iaatISM9W+9wD86OMApRl9egLq9CrtUh1+rQfUGd0BzRhJIuwVJVQ2Dlsz9lsHef4Mm/+z9Lvy9yv5rkHiv1Ftz+Aaisonv1s1hb2O0fwDnYxvLyG1juvIalzquQVA3myfPxvU3DagFVxTq7178QTXRyeVkzz60+OuIslCQLswFFmZklLEPg2LDDe7ZRP4XAGsHr7pc+d1TVQagkGrN0I8ebT2yYuZgQpbL5LKW8Mq2CUIRm6xykWgOSbqTK3qQkCPrhXxtyswW5mder5kGA8fVr8Ad9wcolNJ4USi6Ns51FttSSpkMeMYwe3xEcWKMGa/sRlBm62EdFSz+JOg+boSauU+OCoHdM9gR06ucBiAmgUIXgGD68mblPOGPwBl1QWYGxJiblouF09vPfPv8OJCNJrLi7O0LSLbUP1DBKaXeSZqCmraGmrqIxUckrkt6aB40r78f/fp4B50vOLcA5/1MAk1w+DiB6OFoAqjlIPSf88KPUMwSREoH9uEPU3BCzTz8AkeXEAxvJS3XqOgnNO1LxbJaNp/iSx0X79ffD7VZ7yAxXx8p6QohPl8yJJGfWQWUZe7/817GaQ1Y7M/yNHHFBFVBZBQ/Ey5RqiWRY1Kk/C2w8gmSGzRC+N590Eec5U4MZi+Pg+9/GJ40QwO3uwVgXncSSbsIbdGOO8uHVzyak0cQkxh/0sPbm7xVsIb0ohbqynskqFAcFJfsavXjSwW2YuRveugptTXR3q8trGN2/BYBD9w1orgZT6uQyZ6d+/jdhpbiSRJYBQmCcPg8zZbc75YAAQmJOoNj3ZOeLMllUVjF6cjc8ngCSZsI52IGxfhpKoxM20XCMHt2BsZY1i2jIqzC9bFaWUArZqCOwhuJSlEwYI+40Qb6L+6iIVkMVFdqJUzBIM/P5PPAH/cxLufX2h6hferOUtiLV6pBqdbTf+wR18wR2/+3/k1nG2Uu0qQFA7YiAQW60IDdbsepA1fEivS4iSTEtZhLPWiliXpjqCjRPcETTFZje17+NG6MAiGQEY3C2NjMVN/P8pcL1CrMBYHDvGpraBsZbDytXy8oQeA56m9PtsyUtW/HRR6nG3KLGOULRuHgZAAFVDTi9vfj+dPsHGG89AJEkmJ4png3Gcg1nRchPXMS2G+9/EH9ivPb6Qk0tqiKtYPCSlrBwrITUgui/v1vhN/8VgP+eEPIIwP8A4O8/212cDy9kcBvd8HK9GUsy8cDPaEcyX8gppTOBRFFifmnpQ0NIrumAMwZtlBqAWLCw7IbhiMBznoc4k2UK99Xa3oS2tAqWsnys6Wswz16EGXY6E0WNm5YijieRZATWMOY7xtlHN3mBVMkoA4B68lRc8uKeaLqrelycicmI0EvNvmhF2Tu7faqoYI4F2WyA+0I/1rdG8fmUdAOjx3cAiC59bWkVO7/+V/HvpVo9fHHyCteSH2t2H9mtIt0QFATgngvOGGq6KOepSyvQN06DqtMd8wilkGrZkqB5/hI6Jy6jbuathXO/J4B54lyhXJ5YYPIAGCTNwPDBTXDO0L93Fdx3EYyHaMhrWGqLQEJrr8BYPwPDme34t372YxiODm/Yz9GH0rB2HsEb9qG2V+AeFjszzQuvdwC52YYWmFDayxnZpnkRmRVEFQSiqKKpr+S+130DSqMF1ZJAZQWNN7MVnMkGsfaaMPtYOnkFdX09Z6tdBdFxSboBVqKw0r/6VWbZYCQa7KpWA54VRndvZLr7xSQ+kR2MDHvU1az7VqkuKudgvgsiC6m9RfC8nd4uZG0633Rt493S78oUR0zXhGzUwDwb4CJhMNy8DeZYICAwUs5tmGuyk0faBY77PlTnh9NUTqPsmOz9rcrrSEtt/thBAkDt84X/B2CPc/5R6r9/VGF3/gsAf49zfgbA3wPwj5/lsc+LFzK4jSDVGrE0zaSrUxTs+sMUb0mWw8xkcbNCFOhMcjUnZ8Wcz9dQVgVHHpgIReA66N/+Blp7NXZME19JaK++Fh9r2sAhsrEksozAysoMpb+fB9rJk0nDlOuWc+YKwH0f+onTUFfXcxqyzHFyAZ/SaEPSDKitZQSOBSprqewTj21wORdUjrZ5Fu3LH2H/q18CAAzShNyspp9IVS1HsSBEdClH3ebMz06uMscWBFDsCRkfAmjrp9A5eSUOrjVXQ6tzoaLwubimgTXKSfvMAufA8urljH6veS7JdBEQOAc7cA52Qp6e4GY3L14B8zwo9RbajQtYP/dJ5jkyXANNtZpou/C8p/AGhzGlYTJYs7Y3oTQ68Ec9QcWoou1cAfrGGRi8AUII2ivFGb5p4Jxl+NHiFKSFk4ByGk02Mz55XzPPrZyhrjJmpCfyBprQ1k9mvo+bbDnPUCn0E6cxfnBHKNE8AzDfh3s4m2oiZB0nGi2lFP+bUqETbUQyW9PPHeci8bH8juAVNy4cv1mOh/z4Y6yg9Ks66WCpdQm106+Ips6AgXOgfu61qTQeqmoxlWGaCUvRPSTV6/NRyo6ISQe3IhSdGnt/G87+VmWdbHv3cflEvmQbLwEA+NsA/nn47/8dwMuGsmeNdPd/oyFKoMXyXHzi5RF1ohVoYgHwRwPI9VYB5zbIZi5Lfn9cHOUhI0S4cLVeexe6o06VM9IDE1rYjap6atzgxFwXykQzAJHkWLe26qFK9Xoc7AhOafUBkgc+5HoD3PexfE6Uef0wUGe+cE9Lw7BVgFDUSQf+eBjyN6NjF1zC2mkhvVM/J7JfTWUNcr0VZ4LTYu/TUNfXUTeymSHOhSg/kSTYTzcRWCNIZQ1RIY1FrkdBnAg4DF4vnGTNg60/+j/gD/tovP525d8QIiY+aVpC3PwWYvT4DgLXQcs4JfzYPQdqZzXulBYd2cd/BgLHhr6yUejK51tDMNcJKQsE8wQQ0Qu9aL01eenI+wsAXq+L0Z2kDJ1+bqkcNaQWlZqj/2e/88dJAx+VFbj7O1BmTLzSTaL+FBtjZo9jni6RpFxGUzJM+GOhVJHmWhukCa/fzTSzHRfpw/Z7hyl+cTkE13tiTEvbqxMK7rliAioplVwSeeBDDys8pnu8Dv9wJ471686bs61/m8oamGvFTYiRli4gMr+T1Ia6vgb3YBfu4T6Gt4qlIYHid05z+SKkiWbHZ8FL7V79tDTonMYpH23egdJchhvqGls7j+FNMWiispp5xibxknNbiicA/mL4778MoKr7zHPBCxncRsiKXPtQ7Gxw22yehb6elGm9g92wm76Y3xfYI5isns/cBnmO7SLtGo8D8XLrgypqmL0sD26poqKmCTkaIinwh/1QWcLD0unqwVEZGp3z8TURjWkF2mMl4Jyjpq6i2Uk4o72bX4t1eS50u4ADRkLHIs6gWUrWlpMAamsZzHPQoEkTmL5yopKeqT8eFJpGJDvMwu0QODtPcfCrP4bB6sWLhvJ0nZNvVn4BVwVVBL3EQLmUFecMTncv9XfIP2fF+yEUEFLZxbCZTHdUUSJdIAilMP06/NEglKpLtisbNSy1LyFwrFBdJNuQN3xws9BimnOG3U//jaho3C1/sR8VzLFB9bzaCYAJze3J/cp/RiQJ/W+/iP+mmg7vcB86L76X4t+lJviDa1lL7zTcw32YSnkwr7MamDUGVZQc71Y/cWqh41y0i/6gH+s28yCYmsGNqGRpqGuiOsARssiCAKqjlGpt53fkxzN+A4BuVatwiWtcvN9FXGrmOrA270Oui7HBG/TC9YTrS7kkTt0uC+D1p7s8zgPm+7D3tiA3Whg9uV++3QL6IPNDvXWePGOcMTj7W+Ccw9otUCkJZdUOSnS0X2ZuAULIPwPwKwCvE0I2CSF/B8B/DuAfEkK+BvDfAajC031ueGGD28nuUB4EGcvRxhtRsBYaOnAWuqxAyFQVPNTM94WY9kRD2eS6nwWO+oBRRYG+vIE6XQGhFNpStbIwlWX4owE0Xxd0jIJgf5qE2CxIpglqlHP80vAGfbTeEdmLosFW6AznXwDrpz4EIRSyURPNcBOBDlX12OkmgqzXM7N442S2+SmC2+/mtF0zSNkAM8+FtnaylJ8YNeQRQsXL2nMXli2Qm+2pZUcAGNy/jv2v/yzOdvmjntj/id/Ze0/QvfFVKK1HYp6abovgVlINHJY4+B0VnSsfx+VkIc1mI3DCcmp433mDbtj0k5w0e38LSrMNe+8p3N4BnANhaDJ6cg/MsdF85QrsvSdz0Yem3ee9bz9PlgsCuPt5AxVAuCu1lgXVYfzoXiboLLrmSqMFf9iPmymjicRMjdfUvsr1JoJhefZ2GqecygoOv/iVoCeNhyCpCkmzxAzgqIgOaXjr+0gcBe7+LvxBeeCU1iaP92vtEjL0g7AngEh05rNACNC8+OZRD+FHgaJbY/3Uh7n7NxgO0Dn5ZjxWjcIMbvR769ZNSK1y2om99VgEtt1DGKeKJc2OAnvvKZjvQjYasSTaJAghYU9I9vkN7KFIWmQmPBz6+ikcfvdrMMfOVGt8ewTmOmCOlav+RYgUg/59Buf8P+Ocb3DOFc75ac75P+ac/5Jz/iHn/F3O+Sec889nr+n54YUNbpmb5WFOBrtGaD1IwsYp5jhQ2iKDxzmPH/hJCHvHyQFy+oC5KBwl4FHqbUhGLX4ZdhoXQCSaKTkXbotKYLb1TP3qNd+YqeUJAHKtXuhVT0BgH2wLZ7opL+jV9XdACIHaDhvnwgyg7qg5nqbh6jj49lfx3xGtJY/pIvJUVWNusLq8huabUxpGeLIukSGbLlFWBcy14Y+HwtN9BmSjAcWsw+0fgPke1NZyoQzU+MkDBM4YhMqQ6y0oddFFLikawEWWp/Xau5msyXGhDcP79q1PUGMt9G5/jcPvs7bZk1J8ojpB0JBWAc7gW6PYVc0f9WEfbKOGDphj58qrRwX33JjDSAjgbD8RgVSJlrLfP0QwGiKYQhkAROa09sobcdaUqNOpRRGYa8eBqNxsx1m5o6Dz0e+COTacna2Fna8yRKousdW0P0sysFiuzD88hNLpiO/CHghCZeG2OHFNvIlrcFx1hB8KRaoKgGjkBPLvj+gdKSaq2XMyvnUT3uFhzqI3Da+7j2A8BnOsqcsdBaPHd+P+kCLuLVEUoeIzQTVkvg+1sQStswLwIDaHMV3hYNlpXoCXmujtff4n0JZW4Q4OoJZQfSSzVsnp7yV+XHiBg1s30wRVJldFVRX9778U2ZyoM5nzkMMX/cnRv3tVDA6EZl5YzHNh7TzGjxWGo6GlZ7mjkmYUapVOgjOWy0inB0hCpjcjFCEt4UINA+rJCrzWksCVg2O8eRfO/lal8lnUtS/pJgJ7XOj6BQDmybxc1nhrUvy9+KUaoa6vY+nkFQAckq5Dc8sVAtL7rrqiUY9NaXCoAn/Qh/10M26onAZCgM7bPxdmCXGJP/8yjLq2JU0HlWTUEcpOUQnmxnkAgFxrxQYMi4Q+EuoBVNFhnrwgssbhc7j09icAAKXegDfs4fDa54gmnMJhz0XgjAUXr9GBvfMYUtiANlc3/BTTD845Bte+xvDOdXAOtN//OZhjwR+JKsDkuVRaHcjNFrx+N7WO4nW3Vy7FlRMiyfEkfBr8QV9w1MMMaPnjMfu5qWmrMM9dgru/Ax3T6RDHAZHCqoWixEoskalFhMngNDquwfVvBL0n/CAYjSA1mgBjIllBaSy3Nzlm9e98m6z/J1yCLlNVWGqHBiQFQSwhNK6IRFUE7vvwe13op09PzeoLS+NxuJ7F0jhar76DwLHBXDtWtcnstySLSexE5cUfD2CyBmpMVHLc3gHqNPu8pHe1cf4NmEEzTJAUV3H04GVw+1PECxncci6CW81VMx8WldY1T4Oz8xSj+7eg+RrGD+6IDEzqoeZBAN8awrfHiHzcI/jW6LmMiKQ6PXUmdEdH4M6mA0RQlxLx7Vw279pV2Hfzg08Z0o0AhFBo9vTMMCsoPWW+D3yMn94r/b4IVFEFBWBCID2C2sjP4O2dzYllqwX1RUoOk1A6yeBLFRXBeJixOD0KlFZH6JZW1KMUjTMcgWNBd4sDPgICrbMGtb2aO291IoLoGmtgZfnysfZ9GtY23oXa6sDa2YwDU21Iw223YO0+DjVDxWdNbQPG+mnoyydAJBmy2YC2LJr/mDtn5naGJJzXO4ypHUSS4R7uo1WituAP+qFSS/KmrRofVFFwaFx+Vxh7hONG0dhRlVNJCIEemGh/+DsLkzgs3I6ioP/dF8IR0XVS+53so7X5APbjhxO/FG5YvW8/i+9LqushxccT2UlKw6objycp1u4TQfE4wjWogoO7XyUVsudA4V166xNMU4MgslJYXtdZTZheRM2+jiP4zpPqJJv3M4oZRNHmVsypAkKAOjpoXnwT/nhQeM+RUAVj8t3Qu/FlnMQilArJT7nYkRMQEypCCIz105DNOrxhvsJBJGnuJM5L/PB4IYNbAKEDWUr6qyQypKoWN4QRWQWoBO9gLxMI88CD19uHvfM4x0UMnDE6V7IKGGUz6OOiaOC1DqobG0SQVK2SPFQ02LVXXyv8nvs+mOOg9vY7hd9PQ1U5I3/Qnyo3RGUFKx/8pbm2rVlKHHBW5VwSWYkNLNIc31nHEYyHORvKSaTPLyEUXvcAK5d+Vmm/ytBauggErJK5RgKOwZ3vUseWX0JSNaFyMcO6+FnCcE3YO0/QkPOOR8F4BH11A2pLNEkRQqFbKmqsiXbtLOpoY6klVDIkvRaWwKvRKAgh6H5VzikW1SJNTNwkCcF4BKlkYqMsraCzkXA7J3W4J8F51LhabciOBO+n3Z7c90pNG4rwrG12qapCMmtQWp1Ml3y6bE5kBc5uomEaBb9EliHXGvGYtXTpQ1BFBvM8GBcuiMkszWZuA2sIb9Q78njtDPaxf/tzsMCH3duF1d3OfC/rNTiDfbFPzyEjLCZ5U6hSE8oSUqjOIumG+Dw8d5zxUDot+3t/PMopb/DAL7RkXwR0SxG0goLqimLL4J4Lxco+M40Ll+fKIkeLts0zqKNdGNy+xE8TL2RwG5Wy0jO+suwZoRLqr7+FlQsfCvkiSYI/7GeUFZjvgyP0YCcEgWsnncOMQR9nA4jGudcXfER5BK4FFvg4uPslfGe+MnBZxnISq6/9Yur3gWXB3dmBOcVyNo9QzL7iAMTsMfSgXI5HXz2FhjyfZzmVVeirwhpy/Uy1IDLdLT5++hB1SQRW1vZkFikLqdaA5osyv733FKPNGVa+ALT1k6XNDfOAhRbT7fc/yX0XNVVYuwmlxjncBQiNr03pJSKLcwM7CqLqSVFGZ+3UB2jKazC92RJOq+tvQ+uswdrZBAAMHtyIublFkGr1jKNhhChYilz3OEc2aGZBLutb19czzwDzEse+dCY/tRV43YOpygYRhg9uxv9WWm2oy6tg1jindlDVWfB5QWc1cM7RWn4lNeHgUFfW4GyLLndCAOPMhbjpk5CI+zkSFabUBEFxVCDwIYeGA3GWL7xeg/vX88HaHLd1//FNUElG4NoInDGc7g7cYXJ/SIoOb9wXz/JzFF8oezYNR+iYj56ISpd57pX4u2brHLT1U+CcCz1yLT/+UFXL0dmcnafHrjJNIr377Tc+LFyGSFRk3aXscyXpSSKBakbcfFoVk88I892CHpuX+CnghQxuAeQ82WsXi7OPAGCcPh//W18/CUKlDNeU+y6orMTlK3/UR++24GkVjSN1cjydzCKkS4ucBbC6Oxht30fnwnvwrGpi1WmkA5fAdTJSUFXBLCvjQ15xy3MtHdjWwkuhhBDoYyn+9yS8UR9uNys/RGUVzPfAgwA7v/6X4f3BZ9qStlcuJeU+389o+7r9Q9h7IvM+3noQf15VX3cWuOfBYHWo43xG8PDq5wgcCwdf/xmampDDY64LNcXnnLy3hQRYeM7mDG7t3mJfgGlOfPbz+e4VfSwDRJQvCaHwpyhgaL4BWtBgKRrHuOD4EwpCAMVJuviJJM+kpnAWxIFZcaWEVGiuEgL26UykwRvQPR2N9jn4E3JN/e+/mvt8HRe9W9/EDUKRgkUEQiiWz4jGy+Zbkd0rgeaIZ8892IU36KOur8PrHsTUhcAao3PiMmraWkbakcoKkLIcJ4Ri6e1foHfrGwBCQ7l3+9vMMzwPLUFSDXDGwHwHoBSePYRnDcEZw+E9IVMYuDakMPPoO+Nn3nVPKIFdIHcFAFQRwa0/7MG3htC9vFZt76vfgD3czfPtudCEdw+y7wlJX4QOcBbpbeuWAq+fl4IjVGTlSciT9UZ9uP2DTJ+N4RlgU4JbXjDpnEwqWNuPYe/OXx19iR8eL2xwO753O/O3MaWbM/2QN9vnRUZDTgKCwLUhaUb80iCSAm9wiMCxnpvAs+D9iGzG3s3fwu5uwR110SDLR/J9T8cmzsHWVIeWMjDXRf299+f+3Tzof//l1O+fxflfar+aewkRWfD3fHuUCjDIXC8rUa5W4tKgPx6Cc4bAtoT8TeBnsgRuP58lnAfL598v5Svry+vY++JP0HjlrZiaUTt1Hqtr5XrGBMIeWB3OH9xah09nTsJY4Fc+n+tn89noo4IQ0Z1dxkmMQBU1MxGOMLp7A+AM7Q+SSgeV5Fh/VW61Sw08YuWDChbWRXraufV5LmSjluMICkeq7DPu93s5Z7xnDUnVYYUTueFmMkZHmtURdN8Q5yMc85T2Epzd7bBJEwAIet98VriNKHNJZDlDnxEZdSkuPTfOvyEoWq59pEqEHGorB66Toh1w3Pk3/6u41wngjXuxEYTT34N1WN0W9iho6adw4lzxsxFV7OR6sXqGaNJyizOxjAkOf3iP+sMBeOBj6ey7hQmCRWY7lWa+kkFlOTQZCoPbQQ+De9fQkBKqkqRopZQJ5rtwDvdyzpuTh0Kk7D30Ej8dvJjBLaEwzuY73qv/nmTKdTxg0Dqr0EONWOa74CxA78ZXx93TypCUxICBBz7Ge5tggQdJVnEUQlf2IZ7O1coilRW6cAFGmUf7lO3yIACqcgfXpmcxn0V1XJSUJzRxFQX+eIj+7e/Qfv2D+PMitYVpaChrGD25j8G9awA4msoJuL19SHoN/qiP7tXkhT24fy3+98G3v14IFSBuuAkHfqWW8Jmb6kZm2am0hIoNFu5IvERVswVvNJ3Ptv3NH1d++S+6O9sbHIrAcYrHPCGk0FXP3Qu5lqnAMy1nZbA6dL+4wiFpOjhj8PqHFSoU0+XnxD4KqhWfOA5hk5xdP2fB1GbN44Jzjm44Ro6e3Mfw4S1QzYA37InsLUesFe3b+W70eu0kGk2hn2rwBoIJFymhfjBxH6auIaESgnGauwuoI6HPzBmD2lqCpJngQVCZd52GpBpiQsqCePj0nTFOvPtXoJhN8CBA68ybIIRCiio/JcYozxNF9weAjJVxeqjpf/8V3INdUFmG0l4S5g9PHsLrHuQarCMcfPPrBe5xdv29m18JqUrXybyna6deyTxDhEqFQbZs1jF8eBvWziOYfrYfQlRIs9rTP2UFjX+f8UIGt1RRj8UlW7n4UfyQjLceYfvP/wid1iV0mhcBAObGebRefQ+g5Ejl/KOgRtow1k4DANzhIZRaElTu3ZhfOH9qo0loajGJ7o0vASSDWc3cyC0DhF21nMEfFJR4JQnMtivp53LOYJ6ZPkl5FpnbIo1XQihGj+/AH/exdioJbufJ3EYlfX/YC5skSKybLBs1jJ8+iLV4me8KwxAA9sE2zI2z8AaH4Xc+Rk/uxfJknLNKPuzbv/6XGG3ehjfoQjYboIoKtTUPXzo6Blp5xO89Ch3AKvC8m2feOHKWZJZu8zSIBnpW6UVWpjoQXctoGRFAzD4WqqpgjoXxgztQrFnDcbWbvSx4ScMfCPfBeUws5oU/GoQC+C7GT+9D0k3wwEfj/BvwhoeQdAOH33+K4QPBXZ0cSwlJzimheQMGud4EOM9oOdPQbSqC4mUnI9G58a2h0P+WZbRefy82c5kvkCEwljbgOyMErgW9uYrAGaMpraG+fgGe1UeDiyY8pdZG4IwBQuGOehg8ra4ws0gE9ii8N/L3ElWEDKGwzk4+lwwT9pNHMb2GeS5kszZTb3neauB4q7h/QYzHIa+dBRkebbo/oKnmDYqid2YaNd6CP+yJBtAJGkJij53eflYx6CV+Gnghg1uiqkcq1U9i+OAmwINQOip52ht0GU1lDc7+NoYPbhT+1nesuQYw5ntTeYmE0LhJpnPxfZw9/weV1128vuJ/A4C1/Qj2Tp63FdhW4cOfBucMzs5T+P0exg8L9Akphd/v58pBRfD7PcjNckH1wBqBVcy4jPc2Ky1XBs6B5fd/H40LVzL3QpTpmAfM90EoSZWhCYikCH5xGND64yFks47u9S/g9Q/RVDdgbT/C8MFNjJ/eg6Rq4GHQMNq8i9Hmbex+9scY3L9WGuj5wx5Gj+/CG3bRVNdx9u2/AcMpl8IqfdGnXjaVUXUScsTZyv7NJRjtYwAAIABJREFU3x7pd/NuvvD7qJOf0EwpvdL2ZCWUBANQwiOusl8RotJ7YWYutQ5v0EPr/Z8XcogXBX/Uh1Jvwe0e4MS5TyAbNSE15+gIrBHU1hIIJejfv4bmpXdyfRL5/c+eBKnWQKN1Ds1mEtwKU57k/p9sKIokAN3uHky/DqXWRJ0swRt2MXx4a+r20+f04K6gS3XU01htvg6tsYLl+isIPAeSrMFwDBHMhjAsFWtLb2FJPwtv3IM9oazwvLDUeRXGanFSQmdmzP1OP/tUF2Y7RJahOoJuQyQpltgyTiVOdXFDJgG6N6tXNpnvYe+zPy78jqTcJTnjSYUktZOlGtFm3sSGEAIOjsaFN3L3VOQACAjnw6jXpazy8hI/XryQwa3OagtplBg+uonBveu49Pt/u/D7tV/8NbRee6/wu8AdgwXRAzk7ELAOt9B/fGNmxgUAQLIDPecsV84V2bzywItPDAxUVsD8cEJQkGXjnIFQAmqYCKzyGbl3sA+53sToznXIRY4vVMLo+++gerP1RYe3r0Fn5TJa1s4mWEW9XuswaQo4anOTYatom9lMwDwDeITOmx+he/3L2OELPIgbpKLL6o9H0NdOoXHxCpaXhPrGyupbUDsr0JdPoKluoNO8CG35BIy10zDWz6B9+SOYGxcwuHcV9n5yP9j7Wxjcvyb4dnrtWFlOsY9k/gxrlYxYWBI8vPc1OOfzXaejBNwz0Lv9TaXlOBd23YpFMyoJVagTqqMgGI9Ew2qJiPy8IFSqVGY3eP2Z6tZyzqGtbGD05C4kVYdmCboPIQS+NYZSa2Hp7V/APHEOhqPNDOAnxyRC8udYBF/JuBdlfK2dTXijAQiVINea8IY9ECphZfUKJFWH2zuA29svvK8Dz4HT30NvM0lkiKA52Z8oQ9vYEA2klEponX2r5Eimumokx/sMtFUjabzC76iE2sXXcrqwgOByq44qjDbC86uHQW2jfipebnj/eriu6tUdQGR5nd4+rO18EoJmuPAsbuyW60kfzbxzYgKCOvLSdjRF/xs+vDU37ewlfjx4IYNbKsnonDiekDznHL41wurHf1j6kjJsLQ48JsF8Ly4rD7fvYrh9P7t+FsSBbP+xkO5pnb6MvRu/mc2tLCiZD7cTIwMW+Hj6xb/CaHeaTNVEFkTTp+oVMk90ahtownp0r3Afxw/vIrDHkMwaxo/uF1JDiCRBP3Omkni+vnFmaoAg6TUsL70xcz2TjVqDJ7fQf3Jzyi+q4yg+9LqlYPm934Xp1+L9i85V+rTWggaMlMkFoRR1dDI8McPWYDgaTM9ELajDcDSsrr2dqVy4/QOMHt8L1yFhqZlIAM2DuAufUJFBqfSj9HLlv4nup452GiAETn8P472sK1xRJaT74Dv49hB6ex12dyf3fRUQgjCwzu6uP8HxDJfG4MZ32Y9CtQRQISUYBZZVONJEloWAvqKUKkAkqHbO1TEtnCRHu7No6aZp0EdZHnIUpAT2CIZnwHB0rG28m9m/40DSzYybFJGFnTVzXQT2GIRSUFkJm4FTCQIWQF/ZKDxvdncb/cc3oRhJMEVlBWotP3lvkqR8XfOKmwiBKOiePgE5uPvlsSei84K5LoiqIhgNwVJVqUjmjsgymOuCc6Cur+V+v//V/wcgbF6bMsGytjczwTvzHFHVK+BeE0qFgxgQ8aIAAEunE331ee+dMm1j3U4kH5VmB+7gYL4Vv8SPBi9kcLsI8MCDuXEup2Fb+fcsiGfAVBEOOcMtEeT2Hl7Fwd2vMNgSL2tnIKROdEdD4DnwZ0l7RWNyOvuaGii8cQ/N028UzsAB0eQzSUswPGOCIyXWHb2MmOfE9Azj9Hn4Bd22zu4WQCia7fNY+8P/sHjXpWpZpfCgpn5trOf5VIWrCTxQKQkSR7sP4YTyMsz3CjN+VTMBs6SZypDu6o075VMJneNziVOuS1Q03hy3CUtkTKKmpjnfJiS7T05f8Cs55+CcI3BGkPUaCKFY61zBcOsutEaWD1xUypU1E541nMjuzAeqaGC+W+mcE0mG193H+GGiV8yDQDShUuEIN0+2h9Ao4CNTTRzCpWevL2woQ1B+T4/u33ouKi/RNpRaK/ybAiyxeI0oOJPLH2ubqSYizrm4HoEfKmG44hoVnOfVE+9C0o2SgDOfadXbJ1DzyxV4ZoHKYqxnvof9W8WqD4pen9mEeVSUnWvm2JAME/7+HvxuyhqasVgis/vFnxf+1ht0Y/c/0bxYPka4/YPM+6bISSyCOkoqRZzxwkngvPdO42xxUorQhHYnqRrU5uJlPV/i+eBlcFsCt3eAxoX5s3IROGPJE8cBxWiAM4Yl4xzcURftc29B1usIPEcM+kRknCPPewAY7z8uWXn4/9QTfXhXlMeZ7yFwLHS006WNYYOnt0FkJcNxo7IKf5huABPrPvxecBmZJ8j3nDMYaCIYFWW1EhgoHvgVu5ojVDAezXT2MtfzfKoiTOsKd/p7hUFROhMQXY/cMoEvuK8V0walA7DoQKq0jqMgNj2Ys8mySOsy7ro/SpotolzYI/Sf3MbgyW30Hn6P8f4mfHsM0zXC7dKcBmWRJiUg7ncWHK90KBmmkPqbrIgUBJMiWArgbCfPJmcBwDkIlaC581mSismeDx74GW3tWfDtUWkTYZWGsmcJ5vtgnhufz5XVcBwNuY4RFq14kUCst/fVb2KKBiHJ9ZQMM3dtp9/Xi22X9+0hjPY6fGsIzxpANorHOUkz5rJJnwdlj+/yhQ9AZRmQZCxd+hBe7xDyhIxdmW1z/95VGKunQprO9MqFNGGwwCM3xZSDXIRMM+GCxso6LQ5a03QKzoFO4xiqSy/xg+JlcFsC5nmoBUefmU++F+usjeW6KAc3T78Bw1Kh1TuwuzvC7pSLWSOQdH5PpxUkaJ29gqVXhN7s5qf/d8iPlRC4Vi5Adkc9SIqGprIOa1fwm6IxKLHiTA9KIjDivgfZqAt6Ai2elesbZ9BonMp9ngZJ6X9OgzfowSDlzWTzgE3RB017zadBSBLU9m5+VRgstOvnoK+eBveP17zIQze9hJqwYO2ZUAbguG5UVFEgmXWk7VDt/h58Oz/R6T++GXNRJ+EMD1A/cQEgBGudKwAXEzkqpzqXCcl0SXvWEEpBEBCLyHNUb1qbgOnVoK9EknPRi40Xli6pqkFpdaCuigyVe7AX389EkiDpRuz8VIV6EwUJs0weJuHs78AtoGEkSg35Zyx+zp9x2jawhvCG3bxmaIqrfRTLW319PnMTkW1MghUaXg+lPp98YRipzfmbcnjjHhpkBSzwELgWZLWsWen5OwFGHGx1Vbg++qMBTDkbCHLfFxrCk+AcCAPRWfcYVfVYoSK3D5P9MiSdjWfPlCcutjGx+eekZf8Si8VzC24JIf+EELJDCPku9dl/Qwh5TAj5KvzvP0h99/cJIbcJITcIIX/tee1nguMNKt0H35V+FzUf6JYG3xrE5ZjooeW8POviWYP4xdU6Lfim9bWzMJdP4fD+t2ifeRPRW3619UbmMJzBPgLXgqSJgIAqEw41VM55a0dlPeb7kI1E/mVyABjduZE5hgjR4Ox2BXcpY0s6DSwQGYRFYHJATI9WnBU2bnAO9K5/Cc6Z4PEVWBwTQgrL4fb+nJ3QYZZfUrQ4EF0ojpi5nYS2dAJ13g5Lu6GYuzWEO85LvnnWIC63J1kX8T/muWhgGUbnRLLu5nJB57IW89+Y75Z39h8jsI1AJBo+V1HF4jeF10HzVPAgiP3urccPQCQJxunz8T1mEKEdvHz+g9zvC7dNCIyT1aoQyf4WP0ciAZniKE589zzAAi/mZeZ34Og70Wyfz/xd6TFJBdTRRKilnywMrrUxLacZidTvQmCunI2l4sQEcPZreNHc2zJ92gjNtVejJQEAkp4E4Dw0dMiBc/EuC6XxptHKCAEOr36a/7DgJhUKJNEYUjxhXvSQeRRTo5f4ceF5Zm7/KYC/XvD5/8g5fy/8748AgBDyJoC/BeBK+Jv/iSyqlbgyjjeS+ZbIZg237pYuQwhJmonSnb8TD2paxmq4dQ+KKV6edSYyEKZbQ0c/i9rqGejttewKUofR37yRK3/ufv7vIKcsFK3dx5mXJpWj7lgO3dHAPDvc9+w+Wk8eQjKyVozpTI27vxMGWBKUlbxmIPPcTCPIzJ46VjzIFS6bakIo+q6Mc0sUFcwTjYFl8meTrlbDR7fQu/U1nMPqTTucCx4Z1XQIpYrFdkkLriObW9N02jWIMo1lJXBJ0RC4NhS9lmR2w0tAZRWUSrFzU+AlE64I7XNviXWE9xtnASjNBufdB9+FOxnu6DFecLJRF45xTEzktM46jLXTCBwrcy2JLKSCottJXV7F0u/8ZTQa1fjfReCco6blm3Mmkb2Feen1ISV8R9Ewx+J/Pytw3y+kihBCE558wQ4sap8S3roIlqLmR62zOvV3ar2DTv18/Hf3/rcTO7iY/WsrG+G+YfrELPX5/q1PSxY6GuR6E/6wOp93+VziRElVtXAsYYEvqGssqDRJn6TVRDJtkxA0pRSPukAJaZETN3vvScYO/ccEEnBoPX/h/72IeG7BLef8TwFUbT38jwD8b5xzh3N+D8BtAB8fdx98a1jKn5zEcR+W9vm3AcZmyhnFYv3hOKCYzXDSGyDwbDiDAxzc/TL0MPcAAjR4MV+oHrRQZ210tFQWKN397YxFxiI8OLXZhqTpqBGRSSYEkI0GOo3z8fFHmcnxk3uxyDeQH7e83kGufCX0NhmsJw/BHFsEWISguXwxt+/O7jbcw+qGGMy15yjlZp2dMny7kswtkGgeElmOKSOT0C05o3VLZRXtN96fqjyR3z0GdUhE4yGhMxvp5kZY3p/XjSr/DCQXPcpcpp2Z0pCNBnx7CKXWEvSaLNMlAyqpqAdZCkrNq0Mbi2ar3qNroiloMvNMqLinAz9WJjkqzKCB2snzaNfOwt57AiLJaJmnMXxwE053F/5YNHkSQlC78BqIJMN6/ADMtmAekz5ThSaQjxPI1DGqKK4ghIDZFqiqP9MsrtBxLn5eWpqgFrRee7dg/xaz/dG9W2CuE3LEBS2BcxRKP5WBswDeJN3mWZyzqo2rhCyUR236dXgjcU/Pu976628DBWMJc2xIuoHR43tQai3RKDrF6EGpN7MfEFKo9SyMbsJ9LMncLhKcBZD0+ks6wk8cPwbO7X9JCPkmpC1Eo88pAGkdoM3wsxwIIX+XEPIZIeQz38rLiKTh9vbhzpFROw5krQYWlHeARmC+C1kzY6rBWvtN2N0d7N/6FO2zb2Hw9BbWrvw+hlt3YXe3YypCdSQcQlmvZYIM06/jxNlPsoFflDwOl4t0/5yD7UxGaPLBb7z+dv4lHZaT7KebAJuuuytWmrJOnDGwuP2D6i+rVObWGRxAS3mVl3FuAUAKeWFEkkspElRORL9Hm3dBqIQGnc/NJuKmtmtnACoyTYvMrJFjcG6j0qXg0SXXJ3b2Cffz8N7X2W1SKrrTJRks8CFpoqzpjnq5DNiSca6wmYpKCljgwR11C7PvitHAavN1BK4tKB3HACEEph/pvpLwM4qVtStYWb4Mt38YL1tTVyDXm3AP9tBeK+66ngfm+UsV9i//WXSPFJVQi5aXm204O1ug2vHO1Wzwmda+5hSZrKrbKP2GMfhRFSi69yfOh7FazN+N9JUHT29DaybPcfPU8a/zkRDut6SaC20ui8ZqzhgG967P9+MggGplr23g2KiffwNqcwlP/+T/Eu5xAOy9p0VrAOdA8+KV8N/hO4VSkKKQhCS0hGlVuEVhXtfGl/hx4ocObv9nAK8AeA/AUwD/MPy86O4tHM045/+Ic/4R5/wj2Zg1YE4/XN8aLa4kTESpfVLuZhKdi+9Ba65kMrwbax9Aa66iSVag1pdQD5qgqgYODn18tAzVeH8TWmMJAC99L0zqfAKiBOWPhiBTggfOAsiNfPYq7lQOA8OiRjLmuRjdvw0AcHbFQDh+cHvqsfj2CN6oX7nMzjmPB013eAgvpIxEgW1R5laut0PuoC0kcEr4npF97uH3n6J744ujDYxhhikuyy08c0tDnUp1rkYepbWE4UOhB5wOVvZvfSYCcfFN2Aw5odvJwzKlpKB56jVRbeApO95Kuz1DNi4cJdxxX8gyLeidl5HJC+8x52Ab6cmzzmpovF4m0j8faur0cnmE/IRHfNC9Uc1IxOB1uId7OfrQ4kEQ2OMM3elZbKNsICOUAkGQ0BIKnqd27Vzhb5lnwz7cgqSakJSkOtHgHQTOGHZ3Z3FNXgWryXFrw2WEis50u9ujwB8PpvZ4FO4kITlqwOjxXfjjPtQxRWybzHmlZlt79wms7YcASjK3aX4w44XUhUUmA5Y7r8Hee/xMTDRe4vnhBw1uOefbnPOAi9Hnf0FCPdgEkO6wOA0g7wd7RExaMkYYPbq9UCJ54LuQFHXqS9d0DOhjGY2NbPZmuSZK9yv12VmdqQjf1LvX/hxaY3nq7L94QkwROGO0XhEv8mgQSQ8mZd2zES1BNusIHLuQt8ocG97hHsAZrEf3AAD208eZ9XujQUbc2+3uQ18ptpAsRGq2T6VIx1C8HMs4t7WgjpXly/CGPVg7m2iZZ0tXz1wH2vIJnP/oP4Hhzm9ny1myf1GwfFxkr6XgdqutZbRezZeDy2C6JsZP7sPt7ovgNgz0WOClXjDReZ1orCMQAbUkw3SMmGPojXpQK3arJ3q6ZFosI9y95uQTTwMvyPStnfwA3uAw85nmPusMaBaT2tRxhlkSgvlON6H1lN5rQTCf1vSRwBE4Y+hTnoXFoHhgjeyHY37mHJFPYeNW+PPl+iUEnoNFaEaLHUXuns5UQFJ83DT/vCr6T27ODNAOr34W6xDHm43H+GJC8NLptxOVkhCy2RBJECph6b2/AIRKD1W0p6P+CULF5L74cqVKikVNZwtO5ponL6BdKx/zX+LHjx80uCWEpCOU/xhAJDHwLwD8LUKIRgi5AOBVAAsxj+cc6F7/svA7STfj4HYRM0HmO0LeqMK6IgWFUhxjf4Zbd7F08X0Yrgl/SvCe9vAGknIR8xw09XIZnkI+JABQCn/QA9UNcM8tzty6DoLxSGw3okKoKtIHHDhjMCfJWhBCUOfV5XzSPGNCJbTOXBZC4HHJvfxFz4MAWntl6svMWD8Dpd4qpHekUb6KVDYiVYJbJHjgQ2uvwPTmzKYRAm/YzQS3hYtJMry0agIHfGcEI11+5oC5chqmW70k7VlDyJpR3HgT3iIbax9k/j4u/FEf8sQLf94gadHgHHGFI/o7OmCqaPDHA9g7mzN3Ua43QRQNvW+KjQMWAyJ0seUSdYsSzHN6SxrrxXexti2p1NiU2QfGwAIP3YffQdYM0QwZN6jReJlFTqbS921k/So2mFrmKJNenpilFIG5NsyNsxk6GJCcV+bYleTsot8ozTYIoZB1M56Ypl3OimAfbCPSIKaKKv4udOqLTByCwoayRT+aTXl2g+dL/LjxPKXA/hmAXwF4nRCySQj5OwD+ASHkW0LINwD+APj/2XuvH0myPT3sO+FN+sxyXe2qe6Z7emb6url2L5fkQktxJUKCyAUoLUA9SAQoAtIL9RcIIPQiQdCjBAlc8EVaUZAI6IGrFcldafde7r13vDdtq23ZzEobPuLo4URGRmRGelPVNfU1GlWVGeZk5DG/8zPfh38EAJTSLwD87wC+BPAnAP5zOjp2MmVj2A/zKMkBS/ieOslCdoKUovH8qwVcCCM9V6PAcQLs9gn0tavgRQW+Yw5Vc+JlOfLscpIUTbTjFqquN6gfsi3BfL7LCq4IGeq5jTxJBPBNg9HxxNXXXCdx7tQTGe0VlFFQCGoWXc8Cxwsjjdu1ze+gVHh96PsAoNoy9CDJiTxNG+PMD4TrVXcvFEO8MOMg6tmQQSMA+CHTBWGe2+qDpMGkb+yAj6flEEDU8lN5vXy7A7W4Cc/uRP2/+fJeWKzSV8SmaBEzAw2CVLneie5pmZE0chynaNuCEMYjHf878poLIotscHxs3kpvbGn7bejyGjb+5t9eanuz124vxrs5CziW2hPli09hFNLAZww2hEMWZTRf3EN7/3H0vme1Ybeqc9PqJRB/TGEIfiD1IUYKMil4WR3p7Q1cZyiDhNdpo33/S2ji5ApdlfKdHkVduKnoT0to7SbXQ7dVj8ZV8e2fwDreS11rmHSzFyplJiMmvmNPXSw7DU5z3F9gdqySLeEPKKVblFKRUnqZUvpPKKX/MaX0LqX0O5TSf59Suhc7/r+mlN6klN6mlP7fi2hD/27f2EvSfSw0XEcZtYzvWHMrKHWvN0tOoZwrgwYeVEsGIQTFG98DL6kD1e0AoLp6NLF0FWQYm9cg/UqCKtb3IVkpBUGiBMLzKKzfGsrLSSk7nxnIAgLXgaBnk8Zt6E1Ju/dESDHsukVWy6DemhoxHl6pTRaSc5sMLQJycR2KPX2+Nq/oqH/5PmjgQe6kFXsAoD1WjWhRJkAOyfxjXlTgu9MVxQSeiwzKcDt1cIKIxvOv4TsW7MYhtEqSG1b3cnCNFnzXhlU/GErfNg7Zm2+meodOG8PYQZjaoAFOEGLDZvggIYQMFAQtEoQAGTKLbOl0HtZUxTrXDlN7wraERa1dZoCx16UBABp5ZpX8ekI8ZC3/Bpz2yVRqcuNv2hunvBSqknXnhO4jIeGBU17Xd0xWxJmCwHMhm4NzQuA46Dz8GnJlfYq6hrCZYe691EYoJGSj8eBTAEzBzG3W4babEfuIbxnRfC5mC8jt3EFWGDS4s8I67JODMCsh2bft2iHy8hRpalPigjXh1cTZm8GXDEpZCIQVEyXfY4nri7tXOfM6Nu/+dWQ2ri/mgjO0TTFEFK/38iw1W4XqJGUdfceCWT8AxwsoFViOr+ZqcBu1HuXTqGb5XurOObFZIGRo/hczbj1W8OS5IKKY9FwQRkpv7O2O/8Bp10/N00ovNFkUmO1M4dSrrA2+zzxKae2Lh9oWbGzXQ6J0MV+CoKTLfHaOng5dACtrb7Ln1xeKPdn9NGw8+8FU9iio78Gs7aUallmUkVnfmar9jN+WBwgHQdGZsbuxA7N+AM1OKjtxITNDffdTBL4LOVcOC4ACuOZkxg2AiH+3H6e5yPl2GvVdNy1Bgm92BopXjf1nUf9bFYbJJE+GyR+wVKpAKg8aQcbeE1Re+wmijkk4xj4yKd1V4IMVSLK+XpC2wfcpiAW+B9lYwOYgTC3p1gFQSlkqhG302Enij2TaxYkAleytZLpQ/HIei8h1+3XjHitM5PUspFJl6jQR9pNjETFRhm+zYlzPYNEUt1UHBUX9q/ej/PUgpEykoMjQAor5m6nXZ8+IzYtCJt8nlLNc1+qF5/bVxLfOuAUALKGggiY8jSzfixCCTFCA3FpUGffgS536+Do71Uouinxf8Y/VOELQFz4iHA+nUYNO88jeuDNwzURB2Qh52+h6JJ2XkxAwFTTPBydJoB4zctNmFPNoxprCeAFI3KOzxFmL0gBuuw6ruhcWxBkDRRi95vUMx17B23xt637c7oZAv3R95PGu2VsAnfZJxN5BOB6CnkW/kpJndVB/+kWo3MY848x7a7PFPzvIGkEIgWJM5/HavvxzAMClzR9BtRX4jgHN0RIFhnG0Dx6FRh5BFmV4tgGztgc7/Dwnjz9ZuNrTKkB9P8EjzbpuL4+chWYFdPtN9/sflWO/nHYOkWZdMBRfh2xLaD3+KsFd7nZaIITAazYQOKHYBg0g5SfzJDPVMJqYzwQlmaJy9NVfjmXBmRwEvMxovgLXhqBkQT2Xjbf4ZpgiMf4WwdgQRII+bKPf7SsZZR2E52fezPGyBk6QoKxtQd2IpdKE/3zXDtMvEKZgIOIen0RaV/ezEf1i98rLxIXn9tXEt864JYR5mXzbGPA2dh18s0wcjWe9XKLAc6cuphiLvpxbGvhw7Q7a1SdDT5kGTl8lOABwsgxOEBPFW93nQ3g+MpCH5dwCQO7uO+yYIc+UUibtSAOf0Z11F8eY9zLyCsw1ifWlJXB8xC28jI2/oGZgHb6AoOfQfvI1ap/8G+h+dux5nCDBMw0073+6kHZY1QPQwENOGhG2IyRRpW23agmDQcoWQgqevnBgswq1tIVu51x/67fhh4uO7o3/rJMgfk+OE6AWNkcugKKaC42R0MgLZU4Jx8NqHoOXNTjtwb5+lhD4HuyTw8RrhfXbA1zLhOdDQ53ECv7C3PJYwdkkOPnqAzTufTL+wDEIPG8hIXsa+AM1EakgBL7ZM+C78uBeu8k2y5RtNCcOrwc+4mkJAJKiOAAkPQ9emJ8pwzUa4EUZqi3Dc8yQ81xlGzeaQnkVzr008CdTLJvw64/EamJz5FQ1A5QmjM31re+CEIKN7XdAfZelNVEKCgrz8BnkBfDIrtLgvPDcvpo4d8atZ3YShOv9oDQM44U5akMPmnL0uEYjoj6xW7Wx4g3zgAY+rHYVRmMP3pT0MMOQRs+0tn534DUuFDbgZSVaSDBCH11xWVrDqOKSys0fgwY+xEI5TI9N0sHMy9vN2BKSr5m1PQRRysTs1x6GDCmhsvZWWDAnIH/re0MX2MyVXsEa4Tg4jSrWfvxvzXX/7vPTL98cK7Np1vYSFHicICU8uT0DIfkdZzZ3oHtZ8KKMwHPCdBcLywwTFpXR9DyCrIHjhYFnTTgebqceFlUuZswsC77Rht2n1tcdP10pYELYptA32yAcSXhtY2dNdD9KKajrRN5w6vuwjvdTN6SNe5+g8/xhX1i4h7SCn1ngNGvwjQ5824Sx/3TocZwoJaNO3Y9MCNRLoVEa0MmN2/Azq8XNocdc/a3fX0ixnFraQo5bA8eLcNonqD/9ArLBM0XKbrSpm49Luvm4FpxOI5JgnwhDmtoVsmBzepJDdxqSCc9oD/3OPbONtZ/8LtpPvobbqEFdvxLROBISa9sEOe7xmplu2+yTQ/hme/hJF/h4hHxmAAAgAElEQVTW4twZt06jFuX4DAMnMeN2MLQUegtntKaq999D7dGH6Bw9gWwuNjTHPFDMGDvcfQ++74AXJNid2vxh1ljl9ThwEjMOJEdKyM7ONdmHRR9ivhBeC4gv1MvYpZvdgqMlewC07R2sb30POWlj6DFZPqloRj0XijWv4lZ47et3+kJ4g1BLW8mHTIDG057YQje0O7CBifJtWZoLx3WZJ5bvVpEy6dR5ldwtBL47sPgXpO3FR1MWDM9oo/b5r8OK8fT5wz45hF0/AqVMYbD99D7k0gY2tt+BoOqQi4PqeE5ztOp5YJvgYpRPtc9/jfbz+3Dqg2qOgs5Cwv19qv71B3A7Lfi2CcWa7zlTSuFbFjhZDY38ZH+K02WliYcAgLK5DXB8mMs6BXVXeKsuz3gapk2tGYaujDohHJxWDbwoRywMidzlsLiMFyQEng3P7kCQ51V46wlZqK4KY+9JYjPjddrgtdH3aD35Br5jwTc7yIrprAuBY0OtXIJvmaxAWWRrrlKJU0tSqGupAqQD6De4fdtGuTytaucFvg04d8YtMN4Y4oSucZucpIw95iGgNBgZ+hwGGvhQi5fACdLcWvf94GLGLQ180MCH7zkoXb4L35vTEzUhE0Pn6ClUW0Lg2OBEEYEzXn1mEiQN425uyPDjx3kUfMeMVMj6ZWG7kDNFxhix5JDTLAvh5rWfzO0Z8sw2nGYt9GyN2fzQsBAk7F/t/UeJtwkvsrBlPEWAF6K0DtkUI+9Z3OO7TKzlhsuh6mvXhnLpklCxqv50cqW0LpYdnnTbdagbV9B89AWjw0uBoOXgW4zFhOMFSLkSFEMA4ThkSAmqzYxU6rkQMyw1pPPswcg+4DSqELNFBLaFwHMh5UtQ17bh21ZU1d4FJ4ihMZF8GL5to/ngM9jV/blosiilaHzzEZBgfuzdy6odoPZ5jPKc8Ele6LCL5vLXwAki49YOApBhNHYDDZi56fOBkLB4UghTvhwmasBxjJqM46GYbBxOzpwz2YfheAGZK68hrvDpNk6g8ckNZH9BL/U9BI4F6rtDc5A3Lv8QOs3DdyyI2QLELHNgFDPXQIMATr0K3zKQV8cbt9Om2iwKnCgtRR3uAsvFuTNuJ7EJCCGpuWFBN1w5pec28JzEtQLPXbhxS7geH6trt9GuPYVrtaBkyixBf+oLDvkdLExtVAeLt4zj5yC8yBgNBGkiacWxzUi0IxQwGCJBO6l0rNU8jsjLBynP2DWKN7/Pfj+nxQKeacBtnoTqXWOGOWEy0IHnRDl9cXCyAt8yE55bLhbe53ghyr/WSsPFPlYF1ZQiQzwettbKl5EXt2A3jsDx/MDnHIdl5/nRgEIuVCDoORButIEYcYPm0j2MxdwO9CDP0hfUDLwRbBGUUnjtOuTKJpz6MfTtmyhmd9B58QjtZw/6ju3+xh6GdbyH1uOvoG/fQOH298MirtkeFCeI8DoNcKIUo+6ijIUjvHHtk38DKZc0uoZtOojE2FfUy9cgdSb33GrlybyICwWlkRHL8SJ824Rs8CE9os1eF1hf7nI5j0eyiHYUVEeFlC9Fz13QM4M59vUqrOP96G9eVtm8gPGROzFTAK/q4EW5R1MYsuQoleEpIHF4ZguClgnvh8TPZSLDleA0Vss6coH5ce6MW2P/6RgPC6vODDwn4WGgQRCFu9Kpo0ZcMfB71yKAXrk81vPrezaCYLJ0gsB3wXcpYmiA4tYdcLwIzzWRc7NoHNybuK29Ro+6n5e+8IcMEOzX6WjTxhXpdaUyI0GDfg7zKe7lGq2e97FL+RZdoDfhD5NhPg+Qi2vM2yqI2Lj647HHK/k1+K4NGvjIX76DOHUbLykh53FvTAiSGhnNLB2B9eVMUEBRvryETzQbpFh6gtwmIISDWtxEZuMGrPoh2ge7E19rFYUliilB1LIgBEPSq6ZrBCvY1MbIilNkd+5AypVgnxxCCblP8zfvQsoPpjkATH2RpSI0US6/gZy0AdVR5qri52UFxv4zSMU1+NFnJ1Aqm7AOX4AGQagGWIjmp26X9B0rMrS6UGkWYrECmWbAT5oHTAcLyFYBRk3Jishyl2/DszognACOF+CH3L2EcEyERsksx4HJ8REdWOnyd5LtCwLIhTJOvux5zQkvwnfsiTaJlcodKJVLyVqKgFFI6kF++IkxKOUt6FMoUy4K3BCO9gucbZwr45YGAbTNcXrQISVV4IMIvd089d1eB54yLYH2VbYWpOTO37VacKyk58RsHoyl8WocPYTvOTh4+CsopoTC1TdxtPs+JK2IK6V3IMp6NOE1jmZTY2IfAMnJMsWu73oVUk+PnRu49sAiMzFCZaFu6LgfvWre0TywgqTAPNkDpRRSpgircQg5W0Lj2VcxhTYHjedfhx9gtuaeZRS0K3CaJ9A8fSJPmmozAzbwXBBeAMeLkXAGJ8oDBSecJKOSvQUAkVfpLEK1lIH8yYK0DcVgRoN5sj/kzNWj/2vqkt/30x6xTcXkXMhMjnb48YRwzKjWcwku6gxXAuFZWLz97H7iHN8yYNerKBdvJV7PXH1t4nb1Q/V0+LYZSZ92n4diSvBdC9bRC+RvfQ9yZTPyILK5J4B58AxuHwsG4ThklPWoTwMYb4idUiSnuNMzJiuZ1+EYDXC8AE5gqpHR3Nu3Rx+JKT8LKxK2cPLVoDRz4NrgFR35W9/vXZ4A1tELWNXJxlAxcy1ZFBb4UNcn95JnUOgpTZ7DOfsCi8U5M2495NXLI52uvWrLpEFq1497FZvTFpSNkTa1zQbsTg008PHx//Pfwmjuo5/YilIKs5Us4PCsNhqH97F+82cwm/tQDBFafgtZWwUhBJeybwEA9MIl2O1k2OTg4a9gtacIpfSlvXb/7hwyqjHPbEHUcizfNzaxtO59kbiMVd1H+3kylAlgaB5e91ratZth3mfXc5s+ewW+h/pXH4z+KLwAUcujc7iLzMYOitfvQnN0rOXfQCX7OjKUhTXLr72TzNc7Z8ju3JmMtYMiNGY9+I4JXlJZvmJo3CprW2NTQng5ncP3LMNuHkEtbkQbKaP2ciqxh2Wj9ehLuJ0WTr7s0T4RAsildUi5yeiUOIEHTZHajqM71FRH7Sv0AeTCGsulPUnOTYFtw23VB66V5dMLiyZqKy9ENFHZnTuJKUDUc/BtC4ohQOnwCSPcOt6DefAcgZduuDKDik1orb3BueksUMPpblJghXGl89AcFa7RTKoDTro0dRkFWtWJvKuqoyJw7IFiQbddR+PBZ+AkGZzAJzjSt3Z+a+TGaWTzAgpte3jh3iismnv2guv21cO5Mm67GLWr66eY8ow2MywPnvV293HS/4nuN94YJoSD51q4+cO/i8bhA/gek+V1TEbT5FotGI39aKG1jToy5WtwzSa0NgsRW50qJHUwhKPmNhmRe0gLFgQeOo2X8JzhociEXCphoeX4pNWdGI0q45r0HBNytgwvlOSNDvPcWAgRAAjETJ4VvMXC/pWbPxryXNjPjLIRsiawZ5kQxaBgObgcYTy44yqfCYFrNiHIOlRLhmIkDTxekFDWb0DOrw1V7zkPyGB8CK/7/XfhOyY0W2HGbtgfipnrY6+j5Gc3aroIfG+lAgtq6RLk3Bqc9gkj7/d9OO2ewbZqyrD43GQePAcnSrCre9EgoTQApUx1UPMmq5bPiptQ1reHTk9OvQohVhWfE9cT7yumCLm4PmAgB76LnR///kRtmAbdHGKd5sEralSAxIlKgiWhC0IA6gfIvXYXk4Rg4t9vF3GO8tOM4ggxmV9eUkPhGw6e3RlQSSNk8pzx3Pat1M/dD15SoF3aGXi96yVXbSWiDUvwok/rB4r+CJjc+AUusAScK+O2u4OcqKgsTE8wD56B+h7j6uOZNjsNpqCOYXeeyBh2rCaKZB0IAljtGszWEWyDTTqu1UK2fDUydo+ffoiso0PSesasZxvIpkiD6oaA4tYdVJ9/CrtTg++YEERt5IMQtRys+gF824AgaRDUzEivFfU9qI6CwHOiogNeVqBe2QGvsInXPHgGxjQewDx8Cet4LzqfEILmFx+NfD5dWh/R6HlunUYNAI1I6qnnRZuQYSpVgeugcusnyHGjDS7VlLBeehuNZ1/AO8f5t6PQ/f676NImxannJkGX1qgf0+Rgto4fo/p8MeIVk6AgXoLu6rBbVVQfvD+wSNcefriytgDJ4Zq79R3I5Q20dr+OXqN+MJybe+g1CdQR1FyeZSCDdFq1qC3SBjyzEyoRsiWDzZ/LXT6yXBm6zww+2RRSGR+63SvLlaN80VFIlbY+I265jVKPV3yz0pNMp0EAjuvVdADJIs5xUC0lpbA2HbyqDUTZBFUHdR1wggjFYowN7SffwOvyy05Te+E5IGEKE1tn5+tDF+kJFxiG82XcdqmyhnT4qEqTssp7SgG300QQFtIU3/wR2k+/AfVcSEO0w/tpkgZumHZv5npE7fln4HmRMSnQANnytWiBoDRAxlZhtY9xsvcV1q79EIQQbGq3Ui44CM0QQClF83gXnmNCkNSRI1+zVViNQ7QPn0AP8tAcfWhFNQ3TLrp5mILGKIZ0eQ0aySNXuA6AadkDgLJ+GZ1n9xOhQwDQdm7BOUmmSiSayHFhuggBQhnM5uMvIqOXcFyUPxf4HupPP09tLyeIkHPphTBpWLvz8zMRmjwNOO2TSIHOqL6AFeag9tSvkrBCFopJF7Tqs/EGRxe8KMNqH6EVqu6x9J3lgxeZQl78M5kn+ys3eqL5CRSao4GXFFYH0H09mCBqMebas4BwPHI37+Lw3X8d0UWpm6stuuJ4YYCdxW03Ef/SfNtMVTEc9tk7R89gt0ZzAJ8FbF/6ae+PsD6CC4VTRiJiFJi8HwuKDiEmE27Xj0FECaW7PwPAaDQb9z6CUt6C22ok7jMJpMIadDCHjZjJz8wqtGqj9sKIfvVwrozbLoaN5Th9SObqLXACD9/qoP71R+AlFarLco7cVmNormL1wWC+56S8uF2vbBdFJD2LhHAwm4ewjZNBD208Ez/1s7FiLBp48H1nogIfUcuD43lwHM8mwO4uOqYcQ/geBVnXm0c4MmC4sjYwb7jS4cHJyoBqTXHjjUQKg3WQLKiTLAGBbYETZUb2TSm8Tgs68pE3vfrxL8AJAssBVoep9BBk/MkVfHQ3A0rPfzWs02kM0AjF+y4hiLxB29u/FRWUxdF6MR0zhz+Vgh7j+mwcsuKl1tHjqe41M1KGFdvEJgsbh/X7Lka9N11zuoOPY/eP6iiDiZScUq85Zk4cfz5BducOdMoMk7yyWrqs7oa21x6g+fDzsD6CvaZtXk19Pt3PaDePAUqjdBOj+hzNsKiUUhpu3F4NK0Z3dTjGcOXBwHNBSHwjRCfy9GaFNQh6L1roWwZywnqU80t4EYHnMY9raPFtXv3J5O0OshFzRUG/Cl5SxpyRjlVSga3yPhdYHM6lcTvKc0t9Rj+S5crgZQ31bz4GLyvQLl0H4UXoV16Dsfd46I5SqwzSHNEgmEAFpzc6KCgy5WvRX3FkytdSvQ+Tbh21wqWQUoYfOyIL0qVI7CB5r96vHC9GSl4k5KHlZRV+Spir6w0HRhQYdT3VvgfrZVJWU1B1qFd2wIkSChtvMKM6CBhBeMh/a58cgZMUuGYrNS3BdyxYjcORnzsNbme0RO15gGe2Bj1VsX61tfnjqM9wvJC+zod5gGk8xKPQOLwPxxqT30wICNczYiblNZ4bqZ+TEejHKYCYOt/w9JWTz38z0e2GpdNExa5hg3Kvvc36fRRxmj+MOys4URqrdLdMpHkfBVVPbCik4ho4QUhPPQDQfMk2TUff/AoAKy6jNAAvymg8+Rx283gh0sHLBNvUZyKGklZaJBEs8pDn4/nTBPUnn010j+SjJn3vEWSu3QY4DmI+VFg7hT75bfWkEp9CbNgL/38eca6M22GDrPmQha8JQSRAADDqmeKbP4RcXEdBuwJCCMrFW8hcvQXCcYz3MxxFNAhwfO83jA+3PxxEKQvXSyom2fmvXf0BSqQ78RAc7r4XzShlbhN6MY0ndPx1XceIRv2V0g/GHs+LykgNdSDM7Yo8eAQUFKqnwzMGF2hOlKL82/Wt7w68H4fx5CHk9a2B13WhK0lJok0Dx4uggQ8pV0Tp7k8RWtpoH+4OnH/45S+RWb828Po4cOLZpLJaJLrpJZ3jZ5GBFc+JJYRAVLPDz+/m4A6hahsFXlBGepq64GKRgpWBIOEBBFhqSzcS0oXm6fDNdMMUCDd3gQ/fMmGfDN9gHb37p/BGXCf/Gsu9ZOkiscLKYDblxEVAzBXHyviuEpQyOjpO7DkhBEWDoOdHVu/brSoC14Hv2jCqLyAoGWS3XsPhl79EUb2GPLc+9NyzgLXCHWQClkaU59YhyBraB7shBzpNjmcu6bn1HWsh0QXqOeBEaYAG7gIXOEs4V8atIKqpr5sHz6PfA68Xsud4AdmdOwMcnnmVGZeHX/wCJ48/gVk/wPE3v0btwYfY2vwhrEaSFoft/pWhevddw3Xt2jsAWH5s7GxwvAjX7nlQy/yg0TdJYlPz6FF0LzKCTiuOghij/kk5nPAC89yi5z3hhqiTKaUNZLkJKYoUlXnH+OHebhp4oTeP5dzqpIBK5c1YLtlg93WNBnR/MlLwOHzbhN085yo04XMzjl+g9uhjBL43kL6yXnxr4HiAUTEdf/Mb+LYJz+5MXijGcQmjeBi619PyW1MbzvMizunbHQS8KLONbCwUzokyfDs9zaL+9QdwGzV0nj2E22nC6wwvzsxcvYXm/cHCuYgWz+tVzYu5WKEeDaLIx6qhGL154NQQ63KEMIUsKd+bb3LSFsRMLrEh6RevoJQi8Bz4jombv/ufwHdM6F4WO7/z9yCIs4XITxN5fgMF+TJco4n23kM0n30V5o8nx5Co5aFVLsOzh2+qJkXgTpb2doELnCbOlXHbQ3LhFTOxHCLHgmL3BiY/ItRIAx+HX/wCZm0PTvsEUrYEPpRATBTbUAqtvI0stwY5N7xCP21CILyI/PrrcDoTFDSNMSi0XNfrwI5rHj2E3ZnF2xLb/afIlE5aoJB2GCEkzLUlyOWuIKsPl2utffrryPsQeF6kX24ePgdov2eCIfAHZZUngVbeRvPlDEpvryDkbBGCrLKN3iiPday7VdbeAghB9tJryKxdmzgtQRAVeK41NkWGUh+EcKhIV9GVW01Nz1kCOIFx/LLPy+4pqllIeiERimcbxhRZ6CCAb1sIAh8gJFSGSz5Xp1HD0Qf/H3zLhKDqUNaT0RlWSDnYtszV29EmgwYUUme2ZzKuyHYSFG59b6Z7Lwr9kTnCcVBtJWn0ckk1qfo3vYJGFg3yEfguPLONLC2idIOJEvTzzL5K4DgeeX4D5cxNVPK3YVRfQi0lHSQZP4ecsNljOBiBbp8IwhS+fvCKBsVarLz89FhtXsK3NQ3iVcY5NW6TC0B3QFMKaBtXE1KMqqNC27qeepXMxnUIYX6pvn4N+hpTP7Ob1UjcwHdttPYfQrFk8IIEzR6x+08ZISWsIWPJE/KXjT4mU7qKuKAEL8hwp9mpk4FfWA5k4OPk0eRV76Mgb1xibAaV8eG/+lfvR4V91HOiPGhRz4d664vrvlmUz7/ntpsPLWlQChs4+uovp69WJgSilp84dYDjpdTCNABoHvcKxmjgg+MEEMKBEyQ4VhOeuxp6NtVRIel9nMAch0r+NnzHhFk/6L1OuAGvtWd2wAkSyt/5rXCuoeg8Z/mdVu0A7WcP4Fsd5G99F3t/8X/1jIeY4RynSIojMeQXQJ00iMm95KqTHhlbFSaRkSY8Hxm3gecyZkLafU+E75iQMyVYjUNwvAjVOts5ttOCEA5F+fIAtzcA8IkIxahrsJ9epwlRH0xTKmZ3Bnh3V4/VVnhdFJS9ejinxi2DefQCge9BypeiStGs0MdQwPHQg/TKekHWsfX9vwlBzSC3fQvl15kQQeA5MKov0HzxDTyrg72P/uV4byEhM9P4TIrt/N3oXgCQrQwSck+McEHgOLZY9BPaz7qTlQwOurwG2Rm9qNAgwMbP/x2IuWJ4Pxot7NnsNnzPWfjzHFUsdK5AmOhC5+gpZHNEvx0yoU9TXMRxAoIgPZxtNntGYxBSvRHCgRdk2O1jiMrw/N9FQhBVKPl1sHBA73USGrLtvZ60tVxcR+vRFzCPXoaiCgFajz4HDXwIWgZKZQvUc5k4TOAjcGxwogxKWQ5t8c0fQdAz8K0Omg8/Q+flLgDAbTfG5n0Hc1CBDcerswTEI0bx+Wfzeq9aXza4KH0iruwGMG7v7OYNVG7/FH6KIMS3Ba7RHJl7y0kKPKMFz2glUmTOEi6MzQuMw/Tx21cIxt4TUD+AunkNvmVMNSCM4+eQc2WolgLIl4FY6lbh2tsIfA+tvfvgJRVXfvofjC30kLUCYzAYYj/FifRTMcNoLqKCKpmCKzRusHZvR7hUmqxlTy408CAX1+EZLHcxe/1O9B4niKjeew9yigTpPKHs/JU74w96lUEQfceKIaJw9U3wwvSeK8UU0ZzQOIjnbPfDdy3UD+6hsHErEukghAAE8D0HsjZeYW1RIIQgCIJe7+nbvHX5l1Vbhrr2FizNDUVLgNzNt8FJTAmPqh7s2iHK3/l5uCEkibFSzN1gNnSFQ/PBZ5AKHDyjjeajL7F++R1A7b8v69OUBkDgj8xRnw2vZryV9G1CuuAECYHXi1YRjgfC+YuXFFza+gmwWuG5MwVJLyDwXSZNvpkufZvlK6g3n2LV3tFpcJEmcIFxeHW27VMgmvgoYNcOkCGlkPB7clAaMMM2BbqXRZYWUbz+XbT2HmKj/J1xF0PGUqCbw0PAl7Jvjr3GxJh15KfNZaFBpJWTvJb9tzD2nix0wqEeW8j1S2wCjkvJcoIMwgt9PI7d9s4+IaulS6g//WLm818ZhN9T6eY74EZ5AlMFSViqwShWhTg4jmee277OcfzsY2RKV8GHRTw08EEID0I4EMKzfGBu8pSJ4ynEItLAyxp82wAv9qk5ESaF2h+5UAwRBe0qCtpVaF4mCgOrrgbCcVBcBb5lwm1WGQVh3+fXgxwKb/wAAIFntEAISeXWJgSQ8mXYtcNQIWw243b4sDi7BswsILyIwO2F3gnHj2RP+LaBrV2lqH5hODic9b4xjfrhBb59OJfGbReCnoVS3mBeGdeaksNw/MBWLRmCkq7x7toddOovwkutbpLgRQW+F1uIZ5kA+ptLA+gD9FrJ63aeP4CgLy6ExYoZhIg8PNE8jkPp5vcHFnrKrIiZ75mlRQjK2QzDLQwxgQ7FmC1wQwhBJTchDRDhUr8Tx2yA40V0as/g2h1Q6kNp0/D6HHx/urST2Qone8gETC0pSyqJ3GvqexBUPZXXOQ2EcKisvQVeUhDYFsSU6EIXqqOGwhkeWrtfp+Y/UwpwsorAdZkXd465hBVTnTLjwZLBnk/Yj0BSC2IvMBnOcuifcKy4c1X27YUd/erhXBu3YqYQ0Xr5tglOniIJfsKBfWnzR6mve44BzzbgewvM7ZpghIlyBm5MhSpOq3T05MOZbhv4bsrCm3xAdv0YejA9BdcwUNeBYg3PQcys7wwU11DfnZuvNvDsC4/AKMyy4EXqBOy5+r4bpeEEgQfXbkcKdABC6rfpvG3x/N1ZQAiHcuZmz3gMf5i1PZS1G1MqrbHrGftPY300/cHxigbf6mDz538rtViME/gYtdXs/ZIGAWqf/yZBi8jaOfMl54bdrKJ9sDvTuaOHKPtQFDSiEQxfODUcPRlUtjzrOMvTIOFWy4etrg9n9bnA2cS5NG4pHaQxCWwbqr26yljfswFC0Di4v9JZQjdFeE7PyxT3fjlmffTJNP33wHN7IdMRH2Uer1I/fNceyaWoGMKAZ4+dM993zELQ35LCsnFI+zpn6cpRuTq7oGu1WLEYIeAFBdT3orQEAJDVULxgiv4ULEj6th9KYSOUnZ7++ls7P0NeuRR+jPQHpwU5eJ0m8mq6nC0RJFDPDc+ffXwRQUTgWCAcD7fF5gGndXKqBkxr7z6M6ouZzh3VNdpPv2H9CSRMS+jyLPeOEVccoRkQ/jltjOtK1D81NbxJ0C1qXdXmTG6f3WdxgXScy2+MECBwbPBSz9AJfBdkBv7TeeA5RmhornYFuVqJeZNjq9fJ3lejTyTAyeNPwHGx5xRuFGSDj47pB6UU+ddHK5JNC+r7Yxko4sZt5+hZ0gifETluDa4xXX72KwWKibsjAVmIolE/PLsDUWLpPFdKPwAFhdU+jvJ/N/Vb028IU4oeF4Gynl50Mw3k0gbETHpxXML4SoGgZaGsbWPe/Me8vIVLr/91AMDhe38KALCP90/VcyvpxZmFIUZlIDG2ClZURjg+tSB2vfT2TPc9Lxg3tj3TAK+OKXI+RaiuCt8yzrR3+QKni3Np3ALMuI2LNQBTehYXMGh81wpVwxb1mCdr1DDmBkFKzw+O3pd1cKKMvLAZyd+ChOF+frjnlvpe6uI9z8QzyVelVa5Ev7tmC3arCkGeb0LmeAmHX/5yrmuceUw4DAQ1C9eMKW31SdROfr9kWkL0WshAcPzkQ9jGyVzSslPz9Y5Df9+dwwhUTBF6kF6ARwiTtB4G1ZKguYsxMghhzA1q5RIopajfWwx39azgFQ2ZrVk3D8OfWebqbbjtRpiWcFFQlgZeUkam2nhGE7q/Giq+WcBLCuyTY8jF4aJJF/h24/wat/OGqOf0aHiOAcLxECQNwcLybmdoVMxKVPTSiANZJW3Xa8mFSmwAS0sYrK7tLS6BY4GTBp814TlQ32dUR4+/HFnM4hltuO1e2sREhnHscXhmE83n3+DSpZ8MP36SSxJy+jKjSwST5pzsWMUUQWOk74TnI3aDmdBNS3A6YaifedQy5avIlq+nNHby3VGm3F/wOA/SdnALvPwpg4LCPHjG8tOXzL09QWNmxPC5sJjbgdusMll1nkvI8eQbmNcAACAASURBVJ4aCDlTufyaq49UKxPU7NJ52edFpXJnpamGF3i1cG6N2+ajLxNpCHEN8okw5zzUPHyAwtYd6MVtVMSr810MIaH8LI2KTahqbrQqGMcLyG7dZL8LPTUbph6VTEvgJQW+zXb+ntmB5g16l3hJRfPhZ2jtfg3PaMNrNQabFwTwHQtOs4bjj34BADj54t3pPiMAzzJQ3/10Lu9fF6tOX1kZKHB87zcQtXTRkn4QXkhsSDhBBi/NYNz2Leo8L0EQ1Sg3XNFL6a76KSItC5fq7b/cKVeOLzJ9gICAEILMldfmLsA8XQyfD53mCfwwx3gZqTXTghCOFaueEeYGTpBHCllU1sZQU75CCHwPneNnp92MC6wY59K4JYIIMZtPpCGUixNSFyGklJpjMaGUorR9FxlTwuXCdxdSaJWo+l0ispR5dzUvA9doDa4f4d8ZrgynfgQACNw0zy6g+Rn4lon17R+A+l4qnZJnNNF59gCEEPiWAc9sR2py08CzOyi9/sOpz0tD4drbZ8rLsihUH7wHvXIFGX8y45ap0zHjllIKOVuG7qYX4oxkE+jr/xwvImOrMSaPIeNjmu9gocmjg9dy2vWljb/szurEQ7qPlFJAzBbBy3N44heE2cZaMLJ/cKIEXpSZ93FETvOqQDgB7ZPnMJpTiOosEYss/j3rcI3mSC/1Bc4nzqVxy4kSBHV0fulI0GBqD6BrtWA09xH4LszmPiR1MgNiUsTDuKsAxwnwXQucICboxBD+TjgmTWqfHLK/UyZLThCRuX575ETqddoIPC/6bL5tQS5Mn0dFg2DufNsu5Ezx7FU3LwC8qEzF49uVnwVCkYUR6lit6pOB12jckurbJXEcj63MG+Hb/sB4S4tSjBNqSPTTBcOqHyTzjxeIDB2vxEanI48Yivg1lPIGVHsKesQlob776dTn5JXLUCpbI44g0LauAV11t1OE7zkQRIXJNZ8BL3IclFKYtb3TbsZyQYMzn2JxgcXjXBq3TCVo9tAyDaY3bmsvPkfreBeHu+/h5b1fQLcWmwtECD/XJB0EgwbEOPiOCUkvoPzaO70XuZ7Bw8sKfNtO5Mr2I4MigOFhY0opzP0nkbc2cO0wf3cyb07niIWbSq/9YGETGC9r8KzO+ANfMailLWyU7051TvvgMQBWNMiNGFOO2Uh44KxODSd7X8aOIEM9bYHvDTBjtGtPB/IUR3mHF7r5S+mql6/+lZFh3FVgEcGEbpEoACimdLp0T+Hn8SYUyIiDcByUEYqP+vZ1cLIa9onT9VI6VhOyXmS5v2fMY9p8/jWs5vFpN2OpoJTCblXHH3iBc4VzadzyooxS4bWZz6c0AGaZ9ClFpngFb936OyMNgVkgyNpcq9vJy8+nrihfL7wJ1ZITMsS8qCAIjYwsv4aCdhlr6+NpdUblCxNeAPU95G68DQQBiCBObKgY3VwqChR3FkNHprsZHHz2/y7kWmcJcrYy9TlW/QCU0kgxrh+d+ksArAAxbnx6jgFJyQ4yJKQgTSQkW7o2aLCm9P/uPUU5A8daEIVbCl0ax0un6s2nvotgAfzLgp6DmCuN3JCuDDH+X89eLLd0TtpiUadw0+xZnVMrFPUdE7qjIjgD6RFxBJ4N82Qfkr448Z2zCBr48Bfcv75tIIT8ISHkkBDyeey1/4oQ8oIQ8nH4/989zTb241wat7PCszrMgzhDWgKApe7KdUPEhnpz6vMkNQ/bqIPjRQgyS9WYxwPMCeJMObH51+4Otc0JLyDwPAh6jsmNhsZuF077ZCj3bPXBB/BsA+bJS2gLDLFmNubnNz0tpHkYKQ1mcmAFvouH/+oPQYNB7yoA2MYJAEBUsnDMZMGg7zngBRmCrLHiRErRPnk+ME4C34PSSUlr4QQEgRtr/+AxXeNalDMzeQDTwKjvkp/1tHMUxUwexfz0478fGRTAyxrEzGLTpmYH8+jvf/yvFn5lPlSklAsVGLWXK/W8B32bc44IZ4O1IQanXcf25Z/htD3bS8c5rJ84BfxTAL+X8vp/Tyn9Xvj/j1fcppG4MG5jsOoHsJvHoJROZdwGgcc8k2dwEGVsFUe770OQdAiSBt9zcPz0o5mvJxv8TPr0mpdB58VDtHa/HnhP3bzCwt6CCOo5kSe3i8D3Ur1m1PdAOB6+bcAzF5tGIOen93KeFXRSJE2p783EBVu8/h3wsgrqe5CNQePWszsIfA88L6H24nNY7TD8RymyletQshXkvTzWpKsAKNrVJ1HedheB74Ljkm3LlK+BFyT4ER2dA44frOz3vdBbvEDj07MNCMocOftLQIaUFsIE0sPZmvqXkc+seTpKhddQKr4OXlSQ3Zo9mjcJ2rVnCEID9ulnf9yTXidMKS2IGbdxWfZppZ0XhfyVO+AFGXK2hNb+o3MrXkNpcKbV1l4FUEr/AkDttNsxDS6+8RgILzJDtU+6dxwCz4kUl84aCCGQ1Bwcsw7C8fAcYy7C+3k0vQu3vgdeSRZ9EcKYLALXBifL8B07NG5796CBn+otDjwHUqbIZHfFxeY413c/H3/QGYVx8hKelawOnlW9bb34FnvG4aajH5JWwP6DXwKgkDMltGpP4FhNUBpAbQFKs2fIUkrBiwq0fLIQaDv/Nvg+w7VE1pGxNbgmW3CZF3jQuO16bhcKwkF1UooTz97edSZwggi5NJoWcKUgBFKmuOR7AEpnuUVFnmvCNli6R2n7bVjtYwSBH1IpsnmzefQIQeBHDgbfs1F98dlS2zUMWtjHNUeDqGbRfHl/YdduPB90YpwWWJ75hakzBhVCyPux//9gwvP+C0LIp2HawpIH8XQ4p4SeM4IAoGwh1RwNmJACMgh8gONC0YiztwJeKf0AAFAnNbjWfB6SOD3UtNBpHnUk708pIi5KzdVgcwSapyEo9hZfGi4Q/Qg8F4KsLWVnnr98e6HXmxR2qwo5OyUncx/kbBmebSaYEaK81gm+OrN1BCVTiULxamETTqsGrrCROEbNrkEQVch6EQDBdu4uXjY/R+PwAdvs9c0uopKBml2H2k56WYd5JAkhoJQZBLwoQ1QGFZNqLz7H5Tu/O/5DTYH1whBqrnMSvc1JG8DpOAuHQtLHM0acdQiiAj/kbuZ4EUe7H4CXFGzs/BTEIdDyW9ALl2A2DxhzAqWwjTrkMeI6q0COVODnLdQefgheVJC/Oh/PrdM+WVDLFoPTTitaFIjng68tpdj5mFI6LZfm/wDgH4MZPf8YwH8H4D9ddMNmxcV2Jg4KgACB64BL8RINPS00vvTCFtTcxvgTTgmE42AbJ3NNpoQTEuG1WdF+/gCd5w+jv7PX74ATJJRLb4BwPLJCjw7MbtWQZlkEvovCtbcRuA4qt348d5viSOPtXTYCz0Vr7+H4A8dAVDIDm4H9T/8Mqj0Zp6lrtxN52YVrb8M1WwkjtHHY8/Io2XUEgQdCCLJrN6DlNlPzw/NeHvqICvc0OGYDvmsNZTDJrd3E4ePpRT9mwtnbt77a6DLF+R5ca8k8pCv57hi7x969v0Dgu7j81r+NXOUGsqGHtCJsQ20TmK1D5NZuwO7UEPjuQNTitCCqGViNwyhaEgcNfOx/+mfhXPwK4pwYt2cJlNIDSqlP2WLxPwNY7CI8J86dcdut7J4E/fx+1XvvwrcNVO+/11PkAgsdHT/7GNVnnwy5pw9CCGStCG3Joa95wAvy3IN83h0wJ0k4fPdfg3puaICxVSeD4Z4bp30CEKD58l7i9cC1IWUKME/2ILcX25WtxiHMk9URrhu1l/DsDsQpeGjT4DsWQDhU778XveaaLWQ3b06cjmK3q4niFyUl15aAwOrUAFBIaj5aEHOOjhJZXMjbcy1IWoHlKPb1PcdsIlu5jqMnH5zJfPcLTAAawPcceMZyOIRXDUI4rO/8GGviFeiGgHX5+sAxanYdhaDMFPoWRWC8AOh+Htmt1yHnkjzjXS7c8ms/ROdw93QaNxdCr9UFFgpCSDy/7G8DOFO5fOfOuHU7dbQmzB3qcnhGIARW/RDlWz8C0GMVMJuHaB3v4mQ/PY+IBgHW1ZvQUoyAswTNlJgRQumpKXBl+TWU7v4U2uZ1cJKCSVwqmY0dAIDdTHIVimoOmqNBK19eeDs3174fyQ+vAp2DXfiOFT6T2WHWD2DV9+HZRvQdN1/cg6AOhvSHtqWxN0g2n9Jfqs8/ge/a0A1xpnzeSUADHyWyDrN1CFCKTv0lai+/AACc7H0FSclCyVSYgbB0I+HCgF4oSMi65rsrHWtLAyEo81tj14ESWWdOgm5/PSMbM0IIyvqNAUnm2oMP0D54DM3RBgzfoTjFzzSY70tSmV4uMDkIIX8E4FcAbhNCnhNC/j6A/4YQ8hkh5FMAvwPgH51qI/tw7r5x12xPpMLUz9tJKUVmcwfU91EQ2Ibk5Td/jlxlB9UXn6JVfYLAs7F37y+wdeuvJq5FAx+EnF2PbRccx0NUMuBFBb5nQxBnNKTmmLcIIdBcVnzHrW+z/N1xFIQk/Z5rYW5kSbw2e4OG3ZKQ1doyhAsZAeYzEruqYnazCqtxCCW/DiW/joK0PdH5NPDhOZ0B2iI518sDPtn7EuA48LyENfkaCCHIrb8OLCGyfK3CIl35jVsIfBd2pxalJ5itQ8hagdGUcfwA/dIFzj4ESYVrtBB4TshS82p62GZxFrAxRhbMgrEA9H0UpbAB4/jZgEiO3aoi8FyoxU20D3bhtGsoXP8OMyRP8Xt0UlIn1PKlU2jJ+QGl9A9SXv4nK2/IFDhjo2o+UEpRffDe0PerDz5IyonGBisNfCiFDRSu9QQJrPYRjNYBGgf3kV+/ictv/g0YzYOB6zIqo1djn3Ap+xY4XpzLU7IoJSi5zUExJ8w3O4W50u2sjuh+Vv7gNIhqFoFnw7cNvHj/X8CsvZzYaAgCD52TF6gfJFNAKtlb0e+O0YCk5JCt7EQLs9Ze7hdU8AsQRBUEBKIc5hRTig31JszWEfLB8otyCOHOnHzqq44MilDya8hdfmPJIhmL36m6dm83R6k/tUIiLyoQ5Ux4/tnw3o4D4XpUkJ5lwDzZg2cbIBwPOb+G429+zQ48pc/zqjzHCywf58q4BQ2wfufnQw2hwLVx8uij8NDkZHTy6GNwnAA1lM2llCJbvo6TF5+DF2QomQq0/CZ814TfZxg2Du69Uh4HpUPmDAN+OyaQ/vDcUu8ljN5wtFO4a9NBsV5kGxij+gLZjRtT0aT5no38xi0omdGMDaKSXWhu7STQTAGeZ4FwPCzjBILECnWUTJnlyC95YRO1HJwVbnjOPSgT6uBEGbnt2yxffGkYPj+79mzV5+3q0+j3YIw8dRqKtIK8n4esFeCEYihxIZRu+s3KkfKoSje/DwDgJQV+TCnPszrRmJAzJfALpmScFjTwUykLL/Dtw7kybqnvQ/OyQ20vOVuGqOZQe/hhaNxyOHnMisTs5jH4WL6j2TxA6fJdZCs7WLvOGDKKWIOSXY/oXrqQtFeLxobnxLmkKAU1uzA1qLMMXkrhOl0SOH6059asTcrnylYmwougQQAxU0D+yhBqqxCuY6B5zPLPXbuD4tadM5lmw/MSaOBDkHVY7WPsbP02AKBylVHdLTsUqrkZ2K3joe9fGL6zgZcUKJa4NM8tpRStveF1GLUYz+zxs4/huZNJtToxWsVgCA/zJNAtGXv3f4HG4QPUD+5FtR6u3V4IM83UiK2fXU9oV4JdsWIy1IQZtNT3YTUOoTka1OLWqUY3mFjNhXF7gXNm3HpWh1F4DVnjeEUDJ8qw6oegQQBeUuB06kx72nOgWL3JKfAd6IaInc3fTlxjZ/OvRKpJAEK+wlcrVMnxwlye2ywtwm5Vh75/bkJDZHUGC8eLoIsoqgn7vqhlQUJlJHVM6kfz8D5aR48AsMVhXb4O106vXj/Nvk4IhyvF70M3JbhWK2I02dRe7zZuyfcnkLT8gJoTDXyc7H6G6oMPzhy/51lE80Uy5UVQMiCEX0i6U9q8RH1vYnUyUdLhmE0YzX20qk9GHktpr72+Z0M1ZtsQEsJBkDNw7TZK23dhto4AAIpehtUevplaBdoHjxMCG7wgo3PYey5rhTtwjUb03QmKDm9GT/gi0B+RBXBBlPAtxbkybjlBSlB4pYIAop4HDXzI2TLsVi3aiSblPUMPGCFQ9HIkhMDxIlrV3ego37WQq+ws8mMsHYRwTC54jvOHnd45fob2/qOZrz0OlFLQBeWmjr2X7w0sxEsDxw3dFMyisFN5/cdQihup48HpE/LgeAleKAHa7du1F+kh0cPH7546dRHPD/HyraBdOW4dJfUaAt9Da/8ROodP0Hz+DWjgIbN+7cK4nQB2M2mwaeXLIBy3kI1T6+WDgdcC3wMvj4jCxMYdL8rwXRPNw4cwGnvDzwGjw+vC9+y5+GpvbP02tnNvQzcEtI53Efguk0t37fEnLxiE53tRpCCA7vbUNzlegNMON/zhY3PNNko3WNqC6upMSpkMn8+WCUpT+LDPia/lAtPhXBm3ESbozDTwoToq8pffQO3hR5D0wtC82XWlVzjDcXxCPtT3Jhd88DwbD7/547NR1b2Eiaf6gPGNLosWCmDhv87x86VdPw6tvD23WtikIIQkeH/jYOpi04XaiCCieu/d1CKXkxdJOsLq808QBB4ah/cjr9H6zo/PdETiNCvMCeGQpUWUtR0UlatYK9zBRvm7KOs3T0X841UD4biEl1azlbBYb/55Ma3Pdtk0JmwcPMcE4XjUXoyn7YwMOErn6pPxcytXvovm0aNQJXD1/TxDC3AMlvtrNQ4H3s9eeh0njz+NbTBpxIXN8yLsxjGUwjqq95m4yqIKZScCpcCC1Sov8GrifPWCcZ6beC5R4INwAiS9ALO+j9z2reSxE3qBfM+G1hlteJhGDSe1h9h98C9RqtxCp72HIPDOT/g+RODazLjlRZi1PXjWgsNTlKLx9Et2nxVAMcSoqGxRDBHD0JUgTlVi89ypFPMAoChfhmu0oDrq+HsTHrwgIfA96OHGTZD1dK9RSDq/7OcxDqmV6afI39zdGBOOC7mGB1lVLsDACdKAwTMqGjQvAteBbE04fihltGSBj2x5NMUgG7M+6vvfLDRqoBkCNtSb0DocOF6AbTaY4MOKwPMSApcZrlrlysD7lAYQtWwv/7xvzHGiBK28DY4X0T7YxeGXv1xZHi6lQcKjDuAiLeFbinNl3IpiN/Q0ZJaMdXIa+OAIB15S4Jkd5Lg+cuoRi6TnGEwxCUDg2WMLCVzXgCDI8H0H68IVUArsPX8Ptt0Yed7ZRvL5uGYbWnkbWuUy8sIm2oe7sBpHC71j4HsAIRAUffzBC0I7lMM92f1szJHzggBDPKWe1YagTFfcRgiHyu2fMlW6PlBQtiDHIMoZGM39xN9xqqM4uAVJMM+Dy8XvD7zGiwoCb/Vh3P42tF4+gO8uk9bqVccQ4uo54NkGy49Pmbc9x5ic05sQ1A/vg1KKwuYbQw8zGsxB4Zh1HD/9aGkiFEWswW5XcfTkg5Vt3LpGu2u2EkXWXVDfg5xbQ/7KmwAAtbiZeH8tdxuqKWGj8j2IWg6F63fh2Z0BRdClIE3x7Xz5kC4wIc6VcdtDsnP3y6hGITDCQbEVlG/9aKrwj9U+RvPoIVvgJzyPBgFUrQIAaDWewTCO8PLZr9FurU7idZHgZY3lVoGF5o6++iUENRPJ4Bau3QVZVHiIsv+ZzR1sVr4bKZatAlbzGFb9EIFrTSzrPBNGeBcC3wWXYqSmIjaRDzOICQjsTpLo3GpXIYg9L69uCPCcdM87Lyor854PQ1oKkSAqE1e6Lwu8JENUsxfeolEgzAahNMDx048Wckm7cYTjb34DIL2gddL5nQY+zOYhS2OI9TEaquN1EfgucpUbsI06tPzmUgu/tPwmSpfegt0ZXsS7eFBYJwfIkcrAO2X9BnRXh+4yjt6Slj4fE0KQpUVkgwKcdn1QEXQJSM25BS4M3G8hzqlxm4TbiXlIKaKwKiEEgqhgLXd7qutxnIDm0SM8ePd/mzh3VZQz2LrMZH1LlVvQ9Q34voP9l++j1ZyU5unsIIcyzJN9BJ4L12iicPVtZGmPSJ8VIcy3wlMa4PCLX8A1m+GkxULReWFzzJmLAy9I2P/0z8CJClzjlDztM07Mkj4ZRR0vyvA9G47ZRGGrRxuWRgemZNeQq+xAnEAFcNVQDSGKqJwWFFOG71oXi+kIMOODovXyPntWiwDHMTpHWZue5jBmxBLCYe36O9Hf3QiF3anBtbqbeVbgKUgqfM9Gdu0GrqREEhYF3ZSQ83KwO6srVqSUpnptZwHheLT27i88kpeKNM/tBb6VWJlxSwj5Q0LIISHk89hr/4wQ8nH4f5cQ8nH4+nVCiBl773+c596JCZSEYZdxRumIAWJ1auBFFe3qk6GeIt934ditiDYs5+jQQqqYnJvB2uZd3Hj991CuvIHq8VfTfaBFYAETQGb9Osz6Poyjp+nyrnPewncsuGYL+tpVuEYDopad74IzwHNMcAKj6YqqhM8yYs88xw0RWej77itXf4Di1h2sXfsBcm5m6HGUUvCiAt2UUObPnpwlxwmo738DK/RKn0b+LeF4ZlxdrK+jQSl8156LtSV5PZa2JGeK86WmEIKrpXeidh0+ZkVRrt1m7AW+iyef/gu4ZhNymxWrVVY0FjhBgmM2xx+4APiOCbW0Nf7ACcGLytJSN+Kgcxb2XeD8YJW94J8C+L34C5TS/5BS+j1K6fcA/J8A/nns7Yfd9yil/3CeGx/feze8IftBCIFnpvN4TgJZzSNTvIw7f+0/GzpgLbOGl89/g0cP/gSWObjj1gweSptiXbiCcuUNeK6VyGPcf/khnj/55fIq1mMLfxB4ERXUNFAMAUXpMtZLbw89Zh4D4+WHfwJByUB3MxBkHZqzulzbLjyrDRoEyGzePD2PAMFExhIN/MFiignBCzLy/mhP79Hue6cmqzkJCCGw2lXYbRa+Pdn78lTaULn9kwvP7SgQlnNLCJm5v6ZBzpYhZUvwnemN2yg9Ita/T2IKYYQQgBAEng0tvwnCC+A4fqVUXRVhG1anupLisrXc7SjFbBHIbN6AVk5xgCwaNIjmac8KawYuNprfSqzMuKWU/gWAWtp7hCXQ/V0Af7SQm/V15qiTd9/mRdQefjj6GiMWcSVTwYZ6ExlbGRoGdewWru78DjRtDdnc6J19wS/gpHYf+y8/xPHhl2g2nsPoHCJfvIFW4zlsu7V4L1TMUDPqe7Bag5Qv80LOFNF49iVa+49Qe/hhlKM7CQLPxdrtn0UsFmX9xqlIHBPCwXdMZGkRntlaOT2WazQnNpR81xkptUspHbqJmYSN4XD3vTMf8qtc+S7qB/dgtas4fPQbHD0dM86XALnNgY4ouDvLFGuLAKUURnVUqhWJ5rPEs5iza8m5MjRHj9QTmy++YZK+Y8YPx4toHD5A63g3ek2UdGQrOyAgIXUja5zv2djUb2FDucEU81b8XUpqDq3aUzQOhiuunUXk+Q1o5ctLvw+NpSUsvwj4AmcZZ8V//9sADiil8RG7Qwj5iBDy54SQ3x52YirCyaz5glWEi1o+8TYvSHPtuNcVlkDP8zIkuRcqty0WMnr5/F2YZhVyywMhXDLUmwKOEyBJWVzNfAeu28Gz3T/HrbW/hhItw7LqaDWfo91acKVpv7G8hFCO5uhYL7yJsrYDUctPHNZ32ifwHRO8rCLPbyy8XVOBkKiv6OvXYdZWWwBYf9rzHvlOumHaPniMwHPgdurIBPnUYwAWQq09/zT1PT0/PgRZuvTW2GNOG5RSHD5+F8fPPkZ+4xbsdg1B4A9lflgWCC8MpT86efTxzPmH02wQTwue1RkQaoija8OKen7h0uWEELQPHoFSCrtVY06M8Ib1g3RBFjXL0ncOn7wPWWd1A5dyb0HLbYIXFThGb97yHDMqvCSEg15YbXpO3stjU30NgqzDsVaTorAwrGJfTGnPCRJb4xiP+PneVF4gibNi3P4Bkl7bPQBXKaXfB/BfAvhfCSG5tBMJIf+AEPI+IeR9tyv7F/Ztu8UcxfkrdxLncKKM7ObNoY2hEyalE0IiQxcADg8+Qbu1j3rtIa7oLFRfKA2/TxwVbguEEFzNfAfXb/6NKG+oULqJLekGPHfJoaglh5vL+g2ABmgNUS9zzTZefvgncDoNdI6ewrXa0NzVpyH0gxA+4nzM+LnV87uG34uSX8f+J3+aekjgOjCqL2BUn4MbISLAWBdC3t4+d5ZmjBeJ4AX5TKclAIz2SdLycK0WRCUD2ziBUX8Bq73KSnMWIrfbNVZlf/Q0ep0GPpT8+tCNyrhN98ljtjnxHevMqqHRwAcZJTpCSCj2IkNSh2/GJkEvKtfrl1bjKCoqIxwX9Vl7WB8IUw5kNY+M1Yt8ZB0Nxe23o5oNGvg4fvpRIqfztHLPS2QdducEtvEK1AGsEGztDr+feKEgtxh55wu8Ojh145YQIgD4OwD+Wfc1SqlNKa2Gv38A4CGAW2nnU0r/J0rpDymlPxTlMcZQ2NcJz+Pazd8dehilKfrUE4DnJLx8/hvcfvP3wXFscs970xdBFfzehK+b7DqjjJZZwAlSLKViNQbLyeNPhkrnOu0T5K+8BddoQMqUGA8xN50q1zIgyNrpcroSxn+rmlIUbu0HL6uoPvgAnaNnIy/FlM7EkDA/JSw8SVvOOALPwa2f/j1QGmA79zYyxcusyGSG8TwPNFtF6+UDPPvVP0f7YBcAUHv0ETyrM1QKtnP4ZKx0NQllmq3GEUtZOYNgAjkjlhZCwsKf/hOnv1fX2I9DVDIR7RQn9AQJxiGTItqgtQkahyyg6Nmdhc/D86AibMNzDBjNV0QwZBXLDA1S09dYJOXCuP024dSNWwC/C+BrSmmkqUoIWSMhDxEh5AaA1wGMnvUnQciXOvYwfwq5xhj07BZeu/23oHQWP4p5XsbRwWcLk+4tBEU0VCCvzAAAIABJREFUjx7Bc82VhWzV0qURGu+0t/ngePhDDLlVI3vp9SS10DLtuxR2gs7R0yiE3dVvTx4TIPAcZDdvskKmEegat8y4YEbt4e57E1UXU0rHGy1nAJwoI+8XozSLTOU6WtUnsI3VeznV0hYu//jfg77GVJ7qT77A0Vd/CdVhFEut/UdovoxlYhFupEAJpTQ01iwAdGUy1FNjGNdohCGDaMaxFfgefKfHWiNli7Cbx5GyX5exZhwzwzChh64ktet0sHHzZ7M1ckkokXWIkobG4QNEkcszjGUzmLDrD4o49Es+X+D8Y5VUYH8E4FcAbhNCnhNC/n741n+EwUKyvwrgU0LIJwD+DwD/kFKaWow2DlbjaOpQahBM77ndf/EBOI6D3FrOACr4BRRLr8PoLIYrkBAO+fXXcf/X/wsy5euLo+QZga2NdwBQmLW9FI8hgSDr8KwORDVzZhSeeFlNGpUrjMpX77+LtTd+BjnL8gA5abBYzKztQV+7isL1u2P5f33PAS9I/3977x4lSZ7V931+EZHvd1Zlvbv63dMz0zPd89oVyy6rBQvwCoQPBhlsySBAxkjHthD4YDAcI4RtbMSBP8DCIGSOJVloDV4QiAUWWHaXZXZ3dp47r57pZ1V1dT2y8v3OiPj5j8jMzqrKqsqqyldl/T7nzHRlZGTkL2/+MuLG/d17v9sandtmrUvn1sYyq+iug+V8h8lc8HGEEETnHPWkOAnOT38Ib3ByIK2I2ol7F/GWXK0l+qknPwKa5uRsCtB0A6SNtG1KyRUQ4PKFqBUzZJd2d3qw61V80elWxDYwtYi0rV3pCQNRgtoHadv73gQ5rofsSYaLZrip5pLUCmmCMxcACM9doZJLOpHWRhu/drIbt3YMWKJp+j6BA2egC9EbhIfQseUgglUfU55z1Ct5csm7/RWbOQZCH1BqwM6bJNEQbhqHQk7LgnS29/+NIYPslvDdUspZKaVLSrkgpfyNxvbvlVL+6o59f0dK+aSU8rqU8lkp5e8f7s2cf4SmsfrypzBr5Y7P74Vt1dD1LrXIG5hWpWPT+14hhMBXEj0tLPMV4Nz1v0Ww7O5pS579sOoVHnzlP5B894u7ngvaEdyBKAEzRHju0kDGcxC+2AyeSLtKj+xP9EHSuAl7dGynAEI8UgDq8LbStvCWXHiL+oFOqiNcojsRrcby6tby67j9e+Q9SrnttSAIVnvT2L3f7HRC3A054UJqaeBRXKHpVLKbGG4v009+HQCV9DpWrYzhCZBZeovU3dfwhhME7SiFtbtIoFbcftExKwWn1VW9Cgh8sVlyD96jsHGfSmYdKW2kbQ1ECWo/9lSJatLIuW3szP2v/mHj78O/l+72UiukkVISafR1DtpR4hefwROMITQDu5EKJRBOH+T8owBB87ccnX7sgNU62XG5e5SIMYk/PEMhvUz64Ts9U3/rFbrhHkwqzc55JAGhqYKyU8ZorzEelcY5SNNdBBJnW+2kWv7bAeco2zLxFg93ImtX0Oon/kCip8eLtqmKDYLJ4GUWPvhtrWiWVa+2isyE0FrRR19lNJyoQD3IdPyp1uPsyrtsvvOF1uPUndd680aCRlrCPvNux1NWrYI4bF6yEEjbRG8swbr9UQKlg/MIpbSILzx16Ju+UcFXMpzCIKFRrwy2c4Lh9pG8+UVCYhJfo2DJqleoFTN4YzNUs5vMPP0NrecCU2cJTp+jkl7DqldbS+5mtYy/6sOqV3EHo3iLOsGZC8xMXkcC2eV32Lr1Mp5Igq1bL5O6/SpmdfByxNK2YT9HsT3nVgiyazeP9D5mpQhCUM1vMTe7PSUn5l4gdv46Ll8QzXC13rdddlraFpXiFoYnwEzgyp7FYd5gAtcxC98GRaDsIuE6QzhxEY8/Rik73Ch+O0EZH0wRZIdTqLfiwjb3Xw0cZM9iRf8ZT+e2geEJEL/YQRbxgAhBM8J1KKQ80GnuBSMePOiKsJjEF5+llFyhnFolv/r+icmH8oQmqKTXya3cpJrfQlrmrgjbkZDsjgwdECHOP7x1OCnixvHDiYu4fRHyqSWiM91JT0vbQjvByj+aZjjLtVJSr3Zup7VrhadHBKwI09c+ui2a6fRPruIt6ugeH/62iHhIxvBXfUyELlN4eJutW69QLxdonrgmg5cINNoL+srOzUZEm2Iq+gRzMy8wGbyENzrF9OR1Cg93LMEPACmtfSO37QWNSEl09mrjiYOPbdUqWPUq5fQaxc0lEpGrzM9/qGNU1VfxEtammJ54urWtkF6hWnY6DFhmldzGbcL1/Yt+L8x+ZCTTEfbDX9SYdC0gpU1m7eaRRHp6jRACzXC1uhjthW3W93Q0pbRbBZp7Ip0bH8MTcG60hNPpxd7HeZVSsvX+VwAaKwGjsQqiODon92rVBbrXT2Bnt4Iu1J46nZw319/cY2+HXG5lIG2S6vUyltWHfFQh+rPcvgeeYJzk+y9RzadYPP8xKpnB9o89KqGZC0TPXsM3MUd2+V1mp5/btdR2UIRgL9r7Mcum0k77XG18Pc1epy5/+GhLpUI0Luy3Wj0+90JKSWbtZiMPffjdK46KaKhigcTl6dx3OrN+sy9FOUKIXeehiSsfaEWx9hLQEELgm5hn4vLzpO++3nBwuyPmXnAUwHRj8NHbg04jbQWNAB5/bN/X1csFzGqZ7PI7FJPLlJIrGB4/ichVhNAO9RsQmt6K3NuWSSn7cOTTDY5DXEwz7btIObc2Ig6uRnbprX2vNZn7XyV1+1WKG/db26SU1IpZNt/+AsXN+/tEgJ30EbNawj+5QDW/1QgcaBQ27pG++3prz9zKTfJrd8iv3iK/+h6h2YtUspvUihlKyQdUc0mkdTKCLordjKdzK/f4t9uX27tzxur1/S96hu4leoB8aS+wrTqVcu97G7o8wT0jWv3AX/Mzcel5vJEEmu7Cn1gc2Hsfh6AdZTJ8hUA9SHjusrOx7dp4/wu/fURlHElo9mLrWNKykLbVSh+ARxW/qVuvkFu5ict3+DZzTSyzSm7zzr7t1gy3j+TSq0gkha37+Ion/HQhNHbe3RZSTg9aaVt4/FFqffhtdcJb1PFGnRsLf3zvXqlBK4yv7GZ+/q8RWeguyt6OLz5HYe32YItpDvAVncitk0++11JUJZckdedVSskVKuk1MvffwOULMRG4wETgwu6gRReUsg/RDY8TlZN2/3uHjxAub5jM2rvDHgYR1yzRs9eoZNa3CdRI22Lz3RdZe/3P8EammJt9gVLqIZXsJul7X2X9jT8nefOLjnLl1Q9ti/42gwmOmqNEd/uoZNYJWmEq6TX0hmqjOxgjNHuplZ8udJ0J/3n8iTO4g3Ei+jSFtTuOkppwFB/dodihbioVo8MJv1rtgWg6qM6Jc1sbECm7irCO6t18fPIxbLv3kdtQzU/qwf7R6V6jux4pxUWNgxWyRo2wtj3/uZRcYeGFv4k3cpS8aIG3kfsqpXTaG1XLuHyPooy6y4tVrxKcOY87FCdoH/1myqqVCU9dxNinN3Sg6iO9+hbB2AK2bToiDicY26rvcvKyG7daqmZC6AMtOmlG6rtJLRFCw1M4/Ok6aIUJzV6ivK8cbo+Rrf91pqkWJWidizfuvQRIaoU0uQc3qWQ2cAdiWPUqE8GLzM18gKh7vqvOHnuRT95DaE7hZb1aJLXyVbzBiSMf7yQRMcPEZq4OPQdXCI2gHSW/+j7+iXkKG/cpba2SX7vDxKXnWTj70db3HDt/nezy2xgeP1PXPsrZi3+DxBNfi7dkYHgDWLUK5dRDHnzlDyms3SF580tobi8BO0xh/a5TyJnbJCScguBE5HH8NT/5tbsUHt5ppZP5ym7CjX3CC1fxloxW+8egHSP/8Ba5laPlhSuGx3g6t2xXY2o6BUhJvZTDE97f+djrBFDbpx/s5vpgdKw9+f60eRFCIxg705dj70VIJAhOnRvoe/aFVvqgdArhjnljtPXel5FWHcMXxFt+5FBqhquxHCdaJ+Oj4ovMoBuefaWhdd2NLzxFoOxhIfL0yN7wdUs5t4Hh3t5n2ReeJr3ajCBtd8j6Ld4xFX384J16gK/iwayWOrYX6x97zxVHCtViZwTdHYxRzqwTmDrHVNRp6aa7e9h6TohWl5B6JY/u8hKbHcx3MAr4SwblQpLM2k3Sq29TKw+vBdTc/F8jaEXwxWawaiUnT7xkbOtY4a96STz+tUwELjS6wYhWjnlYm6KS3cQ2a8xc/waq+RQTl58nLCbRNMOJvkIj170R5Gr8O3H5eerlPNOT13eNK2g5Qqj+iXmsWgkhBDOT1/FPLvTVHoreM77OrVlrVckGZZTC2h00l4dE9IltxRudyCXvddxeLnXWS7esOrY9uB6amXR/ktyFprWWaQeBEAJvF7Kvo88Op6hWPbBoYt+j2RZWrczM1DPbHEp3SSdzpJSH3Uzqc0SmLu+7jxCC+atff+Kd2iZn4s8QtWNYVo3UgzexzBre4ASG299RLnb99otDGGV/mAxdRt9HIALYJoRwPJy8x3K6cx690PRd/ZULW0sE6kES4cdaDox/8gy+2CEKJg9gcvFZhBCUsqtI23S6swwglWyUmA1cZdp3kZnAFWrl4SncNdOhfGU3E4G9Jeq9xc6F3UIIqvkklewmgXqQwPQ5gna0NadmEjcAOq52eIs6M4kb+7Z+85ZcTIYeiaL6a3uJDylGlbF1bq1aBW/DiRVCo17KERaJri7U8fknd2+Ue0dyLKvGwtkPH2u8h6FU2OjLceNiui/HHX+ac8pxcmvFzJFb3gihobk81IoZtB1ttzTNoJR6gFnuTW501I4duI+vMB6OLdC68E0aCwhNI5+8i8sTIuFexB/ZnRaju7xYAxZ+6Ce64aaS2VuqtdSz1AWB5vJQze4hOCMEVq2C5nLT/M10Sg/wFASeHs4/tzeEyxti9vLXUcw8JHHu+Z4d+6QwLjeqADOTN/CEnXkT5nSklyi6ZyydW91wk1l6E72tCjk4c6HrH7bbG969UQgKhc7pCrZVJzF97UhjPQpTM9exbbMvRSLStqmWOhfVNDXWFbuxzXpL1S5+8Zk9K+Crua19j+Pyh3EHolTz6V3zVdMNNMPdUmI6MgPsijGKaJpOOHGJXPIugUaU0BdKbFNfy27exheaol4ZXJFlvwlrCcr7OLfHidxK26a4uew8EGB4gwhj7/7JZrWEt+51dpaS8FT/RVsMtx/dcDMfeYr43BP494gKnhqEoFzovBp5Uoj7zg17CIoRZSyd25BIkLj6oW3LXhG9u6hkpxYl+Zyj4Z7Zut3xNbZdJ2x2cIj7hGXVyOceUCz0vn1WILawZ8V4vVrErJ2eCuNuEUJQL+daBUKegrZnymFu9b1d2xwBEOcFgXrQyTGL7M6pFULjzAe/rdXs/yjYZs2RfT3l+Isa81c/1rK7v6gTtWNIZKt4Lq7NDFzNrJ8ITccbmXLEDzpwHOe2Xsqy9vqfOg+kky/ZLFa0zXpLJWzr1svOKphZa+W/mvUymbX39pG/7Q2624c36NRbBKujLSM9CKqFLXLrKmChGE/G0rltTzw/LLb1KFe3SbGwiW2be+ql23YdTQzOYdhK3kTTXFh90BD3FWi0TNqN2xehOsQihFFFd3spbi5vz+WWTnSqm9xbR9Fpu833ykM7Sgukdsx6eVdR1WmlU+QuLqYppJZBSjRNp5JPjocmfYOIPk1+7XbHXsz7RXUPol4u7Nlpoprforj5KJe/Vky3FV1KpG0RiM72NUpeKSRx+yLExf59nU8TtXIWly+MZSplLsX4MZbO7XGoV4u7mrwbhqdxAuhsrgO11HvMzNxzVMqpvr2ntEzyO4rqyoUkhsuLuU/HiNOK7vaRW3m3lZYAYNXLpG6/si33ttOqQFM1a1DzxzKr+MaiiK8/aJrufI8N58vtj7Bx76WBCpz0H0FxY6n1maxahezS2/iiM60I614UN5coJpd3ba8VUi2btTfKBydyqxlubLOONzJFIHGW+AVHOVICtm2h6a6erApl19/fdTNi1suU85snTmWs30ws3kA33Nx77fe2bbf7EDRRKAaNcm53YNZKrTy8JpruQkpr3+XcQSbqp7feI5PqnCLRCxLuxV3trMxqkRgJdMM7Zhf64+Ov+QnNbs8ZnAxexhud2pZ7a1WLGJ7tUdPc8jvbOnv0G9usoev7v1c+t3Kqv2OzWsRo5N/O+C4xsfA0uY3By9j2i6ZYSPa+09e6kt3AqleJLD5BcfM+2aW3GxKkneaA6NjCVtoW4Xmnulx3e3e/RNqk774GSEeYoplaIyVS2kwsXD+WBLeUkuz6+2iGm/yWo2zVVJur5JNM+/qf03vSCFX95LfuUykk2bz/MuAUTW8uvTzkkSkUx0c5tzvpEEXTNAPbtkhvjcYFbn7xQ+SyK319D2lbzvJsg2ZU0uUNUlfR210Eps7u2jYZ3N5qq5rb2qYqVi/lqOZTlLYeELQiO1/eexqOxEFRYif38fQ6t5ru2paTGSi5WH3/c5g9a5U1XPxVHxOBi+huH1vvv4Smu5ievI6/6qNeLuAKRKjkkmSX39m3u0I70rbwxZyOE742xbV6uQASKpl1NMO9O3VBOmkJwZqf48y5SiHJ5tKrxLVpMmvvkkveJbn0Klsrb2zLaVdsJzJ9hRvXv5/81n1W3/sctXIOj+90tUdTjCdqfbILNM1A2haa0JFSDv1E6S/pzM73t43NhDFPWm6QWn2L+NyTrQr7YNVHRqRwe4+X+3lcyvkNDE8QVxf5o9VyFoFAN9xYZhW3r/eO5J6iCmJ72oorEKVeylEv56kVMywsfmRg8ymz9u6ulJtOyC6d4HEl4V7c9dmfevy7yZYzGL0UFRgy8cB5qtPntvUSjS4+6fSebgT3M+ZDMktvEZ5/zFm5Ek7aUim5sq2xvbStVk2Cy++cG3Kr7+HyBgFJ7Px1hO7CqpagbdVb4sw1TTPgGKnNVr1CaGIRTTOYvfx1FFJLTncR3UWtlIHw/NEPPsZM6s6NyLnr30o+eQ+zVhqrOa44vSjntg2zVmLpq3/IxI3v37ZdCIFEEpu87FRS71jWLRU3ifuPIrl6dPyBBP2MrmmaTjm9jlmvbGs7pmkG0upvVfNBSGlTSC3jCcSpagbB+G5ltXJ+02n0XcpQzm9QzKzij8yAdFpq+aNzhOKLfR+rVauw9f5XcHmDeKNTBO0IDx++TGjmApGFq4iB9pEVRGevwgGtW6W0DpWWYDca4mdSd4hNnPzl305OvW64kWPU8xacz+nd0Thhp6hK1JhFhqfYWH6H6NlrICUufwSznG/cpBXwRqdw+SOPcs4bUyd162Xmnv1mfBNzjnIfANtvinXDg6CZ1tX9b0FKm/zWfcq5DTyBGEjJmfizAAQrHoL+y5SnBWatRDG1O0dYsR1fQVByeSllVvFH5w5+gUIx4pzO0Mwe1Co5YnNP7NoupXPBd7tDrK58adfzmVR/FMP2I6HPc5iLwVGYWLzB5OIzFNMr2yK1Ug7Xua2WMgSic0jbJJ98ZPtaJU+1lCGXvIu0LTLr75FL3mFx4gVcngC67sbjj+Lyhli/9VdIafc9t3QyeIm5mRcIzl4kxARCaMzNvECIiY7qOf0kEJsjXO8i4u5M+K6OmcsskcsuU63m+i5XO3xO59K20HRCsxfZeu9L6C4vIRnDE0mQuv0KpeQyyZtfJH33derF7LYuDFc+/kNMTzy1b4P9kBnE499bTETa1rZCs1o5R72SJ7txC28gjm3VqJbSlPMbu25KfHlJqOpjJnBl52G3kdwYpCzx6OL2hVUnFcXYoCK3bZjVEuemvmbX9nxuhY21N7j65Hd0PBEarvFcxvHlQUoXqewak8Z2be1hLlubtRJxMUU5PoFtmdiWSb1aoFbOUkyvcDbxQQBy3CE+/xQCgdsXwe2LUK/kMTwBJs5cZ/32i3gCMWKzu29oes1RW9P1Epenu1QSKW1kl2vE9XoJKW1qmjH2zm29Wji16Rr+qg9r7gpBO9p67Fv8CCDYzL5DcOYChieAWS3RDN0G6genwLhcfiYWb0CjG5WTEmO15FlLuXUss0p48jzgtK8C55wbqgUwLn6IanGLqB0/8merVR+1IDut3y9AqBZAn7pEOb+HspxCcYI4nb/iPWhWjLYjpUTaJi6Xn7hIkN56n0plu8iBxzM4AYdBI4TG4sT2/F6PPzY05ab81r1W0Z+/qBGZusyDd//cKRyxTcKJ7epdcZx0kcWJF5j2XcQbShBOXCThOUcpu4bhDrBx7yXyqaUO7zY+WGZ1W6uy/Wjm3HZDvV6iWnU06lPJ9zDHuGdmZOoSpWzvhVNOCiEZ25YfLoSGEIKp6BNEjVkCZohScqUlztD1cavNaKGkmF5m7f2/JL91v3HufeToNvcB2erm4svLYzm2O9lcf2us+hofFn/J2NUpR6E4iajIbRud7tibS9fB0CxuV5CJxNVdLWt8gT2KifqMZVWdHpFdOi29IlDxsJJ+nekLHxzI+5ULScrZNUKT59laeYNI4hIEGpXZBZi+8EECFQ9FX63tQsm2i2LzojxpzEMR0DUC0Tlq5Ry+0BSl7EP84Wl04+jqX6NM6sFbzIWf7GplvVrNIOXCwTviSE+vLn+Rx578Tzl/+Zt4981PcO3G3z3maEcTX0GQLiQJqJzEjgghmIo9eYwDaCBtPP4YuY1blLIPCcQWdqTICAqpJSYWn4E+NK/QNJ1qNY/XO4DuJSeESiGJZdXxhRJUiyl8oZMlhGHbJqXMw461GScNaVqYW/tLuCscVOS2janzH+iwVbK2+hUCQUe+1xdIUKttr8LIpgefcwtOPtrm+hsDf19NMwZ2ga+Ws+Q375DbvE2lkGRy8dmWrGeTUC2AphnbHFsAb+jgIr/I9GUmjXkWojdYefvTPR37KOH2hrq+CSoW1uGA6FUzQmuaFS5d/VbMeplA2SAQnDn2WEcZT6B3UcJTz468bsPlxaxXmAs/SWT6yrbnpZSs3f4rbKsOQhDscZpPU/rXMLzkMkukkrtlsk8NO76XajFNKbPK5r2XqZY6S7OPMmatjFkfjzZ+iu5Rzu0BSNvGsuq4XI5DNT17A61NKtWy6iSmnxrK2KaMM3i8exdj9JUBLF3ZtsV7f/WbLL/1x7h9EYrpFQyXr2u5yITr4Dv1QKM6XNN0fOFpshvjqbWuu7wH74Rjc8usIg/oxLG++gqWVScav8gEU3i8Ti7mxORjxx7rKKMbbsx6ZdjDGA92nEOCVT/1Suce2tmN9xFCQ9NduNy9VRrz+KLcevffY5pVNN3N+sNXQAg217/a0/c5qehuH7ZZQwgxtHS042CPcaqUYm+Uc9tASrujwyaxt+Vg+Us6tv2oVZJlVluO76ARjWW8odDHLgPVRtFIrZTBMmsIzSA8dYngxFmEpvUuJ27H9x1OXODtz/5ab449ROrVYsuG4MiPin3U9dqx7TqmWWZr89199wuEZinkVwHQdTfRhgiF0HSy6Xtjq3AWqgVZv/Mim/dfppBaHtvPOQx0w018/hrgzCPLcjoveIMTbN5/mWD8DJ5A3Glnd0QK+TVnZaKBaVbxeCK4PWGW730Wnz/OM+f/NpVSaqzzx/dl53WwMcfPxJ/FG3yUgmdbdbInQLnPtsyu8sDtDgp5tXKuH0NSDADl3DZILr3WMbrl5Nxud6Y21t6gWHAKS4rFdbzHl0Q/Mrox/Cr8XpNefQtwnDLdcDN7+cOP8pyFBjtVjo7I9kIVJ5c4nLhAduMW1gmOzlVL6W0RltzGbWKyu7xw06wQDM1hGJ0jvamt91tN9y2rhrEjR9nlDrJ8//PY9nj1hG2iG24uzHwEf3gGq15h496Xhz2kscJfdC5JhtuPtEykbRIou5mYf4q4mCZY8eAvHq3GIJddZmPtdTY3HNnhWq3IvdufJmpFWTz/Uc6c+yj+ko4QGomZp/D54jxceQnLqlGrFTHNk3tOOBQdbth8YSctT2h663pYLiR3nUNHEds2u0rJ2ry7/bcspSS1+ma/hqXoM8q5xZnEueQdIubuIgJHLnL7j715YbfMGpVyGkPvbsm3H4xb4KjZhsaslSln1xCay2n03ij28+Z332wclYXYjW2PDcPL3GN/nXJ+g+TK6z15j8PSKXpwWKx6BaTEMmvYtolt1btWQatV81yMfw3VSpZ6ffddW6WU4tbN/4Bplpk2FomY2zuFhKpe5hc/RLmUPPbnGGWiTOINJQjFF8mnlqgUU6zf+eKprrTvJaGaH19kBqvRNzc6c/x0l3JpCyEE5dIW5dIWyY23mJi8ihACT97C11ZK4S/pJPR5zgSv8XDly5RLSUrFTSyr1rrBG1dc3iC1ihOxlNLpTJFwLzaeC7VSR6RlUikkRz8Pt9uL5I5zpG3Vx7bA+DQwds6tlLKrPn3Stsiuv08p+xDbqhOfe7KjAyCx0XUvk1OPqoDPX/pGysUk79/897hcvqHL8Q6LSqH3DkwueYdybgPLrFIpptB0A6EZSKQTJRA9TEvogC88zeLEC1QLw6lI3bi7WyTksOiGm1JujWJ6ma2l15yK8y7Z2nwHTTOYmXuWfO7BtufqtSKGy8eZsx9mSt87n3lSzLC6fPzPMcpomk64HiRix3B5gtQreXzhaQrplWEP7cSRzdxvObFNhNCIJC62+tr6eqDkt7X5Dj5/Aq83RqWcxu+fZMrYPy9fCI1o/BIulyMCk966RSg8z+b6m2Qz49k+MFDxNvoVQ/rh29skzoMVL+X8RutxaPI89UqezaVXdnURGh2ks+J34G6OE9xM6bLqla5rFRSjx9g5t/VqoatelGa9gpQ2yaVXST98m9DE2Y772ZbJzNyzBCqPcnY8eZMzwWvMzj3PrOfky40ehZhIkFrtvbKPEBr1aoHM2rtomo6mu9A0Hd1woxluRJ+d24gZRghBeOoStjV4UQJxTBWsreXXAUEps0ohtUwgvkDU7q6dp7NtAAAclUlEQVTo0LZN6g01KH/ZwNUmTiKl5OGDr+DzTxKq+fe9odM0g4nE42Md3WqiaQYRM0y9WiAYOzPCF/gRpOFMFPNrpLZu7nraXzKIzR2jtdgO5hY+iK4bnL3w9UwZZxoqjwcTs2NEzBBRK8qs5yL+ks687zG0Xub/jxCaZrTSsgyXl3Db6oym6W0FvZKIFaFWySGENsL5twJ5iHN55uE7jXRE69QKeowDY/fNbd57Cbd//x6FslERHojNM3vlo05rqz1ay9h2HX2PZPRJbfbY4+0Fwyhq0TSjpRrUK5LLryE0Hdsynei7pqFpOkLTcXvDBCqevju3TSZdZ8huDv5kfVCXgk5Y1qP81ofvf5781n3yW/copFcOVVleqWQ4d+k/aj2u10qtuVUubxGKLBAIdtfj0h+Yon6K2u/MBh7DV6BroYxOFNMPKKSWeziq0WajLcexVi10PI/1suWXpruIT17Fk+/NTavXN0GplNymcDYOCCFa81jTd9vf44uSTz4qGvWFppgPX0N3eVvn5pEqtBSCQtr5XVWKqQN3d/ujVEsZpG0f6/esGC5j5dxK2yI6+/ie0a9iZpXs5m1W3/scVq2Mv+QiWPEwG9y7+ta262ja4RR3Bok2YrKn5fwGpezDI71WNzzUyzmkbSJtC2lbCN2F0HQCZTdGM/d2ACdOXXeR27g1wtEIBylt7r/++62lwvjCU2iajscfY+rcCwSr3UtDm/WKo1DUIBiaZXXlS6yufIlKKUVCm8eT7y4y6a8YY3fR7waBoJRdo5hZPdTrCqllDE8AlzdEtZQhlzy4d/ZIORBHoOUIIfEHEj3J086k7pBO3ca2rVa3A8uqk0q+h88Xx1vo3Y2xv6RRLiZ5uPoyplmlVNw88d9JO/VaCd21O+c0JqbwhqccQRxorQz5wtNs3n8ZKe2RK7Q0GytS2bXdKwQ7cbn9mLVSQ4r5dKYcjgNj5dxaZo2IFd21vV51KgVss4amGXiDE5TzG11VUEoJkVhvI5S9RDfcrK4MP79RShvbNrHqFep7RGEOwuUJtNJFpG0RiM7jC01tu3sWQgxs6Tc0cc5pGj8CpB7srto1ayXuvvJJEmefY+Pul9m49xLhyQtUSmkS5z/AlPfw87b9ZB6ouJmauc5i8DrTrrOHOtHrmptMarRvDPqBpruoFJKHnqNSWoTrQUI1P/VqgZW3P31gWszGvS9j2yYP3v0MS29+iuTSq2Q3b5NuLKuOKtmNW1hmlcmzzwLODYFueI/deqtSyeByB/B4I2RSt0muv8nG2hvkMveZMhbxl3tf2T/ruYjXG+O9dz7Jg+UXuXvrT9jceKvn7zNoDLePcvZhR2ljsYeIRqBkMLn4DIXUMgKxK496WCTvv/Ko+40Qrd/Gxr2XWvtsbwUqmhtVWsIJZry+OWlvSyEoZpyCmAfv/hngLBkKoeHxx5iPdC+80OzhOYp4i4J6rXPj80FSTD8g8/BdQKDpbqrFVFdLQNtoaNUHYgsITWPGfxmX27/tJkQIzVEvGgCGJ4BtmWTW3+sqknZcnEhBJwlo2bF5+so7f4rQdCaNeaYvfg2VwhYIgccfZcZ36dAn5lp1d09Hf0k7UvRCCIHXFyeTunPo155kInasla93GITQG/8631l0+sq+xYXJ5dewzRq3vvxbRGevcuaJb2Q+8hS+UAKh6WytvOE42SMZSZTUStldleidbGaZNYqFjV3bs5n7JDfeolYrkM89QErJ6vKXCNUDROohpl1nORO8xuTUEyBEXyNw874rXH3yO3G7g5y98DE0obP+cDjdVnpFxIqScHeuQ9kPX95p4za5+AzFzIORKLCMTF8mnLgIOKuDTae7PQ9X2m3nXiFASmc+Kuf2xDJW35zLaFR1CoGUklJ2jc2lV/AGJhpJ8JJKcavrhvYA+dzwf5z74TK8cMwipCOzQ7HG7Qtj1svEtWm2ll+jVkof+pAuTxB/eIZg7FEVs9jh3IbrweONu0sSrjMUUvfZvPcVlt/8o75HcW2r3rHZuG1W0Tr0M544c4OrF74FgIgZIXHueVyeo9kmufF2z9NbbNvk/Zu/39NjjjqapjMXeqLri+JeTeJDk+f3lQx1eUPYlkni7LPESeDNO05sqOpn2nsBy6xSSK+w2RadGhV0w0utktvdo1tKKuU0ueyjvONyOYXZ1pKuWFinVEoihE4keo7lu5+jXitSrWaZX/wa9B0pZJ68xZTefbeQoyCEhidvEo1dwFuQzLjP4w9M9PU9R5moHcNXEI5C5AisILg8Qdw+J0BlmVVs61FEuXnzJ6X16DrTaH8mVeT2RDOW35zh8rJ2+wvE56+xEHmaxckPkH74DoYnyHz4GnESXR/L692d5jBKCKGhd0j6HwS+UIIHNz8DOHlzcW0Wjz+GphnEF57G8AQo5ze3FTwdxHzsBiBbjpZE4h3ihcLtjxKMLZA4+xxvfuZXDp1LeRjq1UJH57ReK6K7vNuiILa9u5I3akUJ14OH7rhQqxXJZZeJTVw+2sD3IBI9i1kvOxG2U5Z/a7h8VEuZfSNX5UKSYqbx/I7IohAakam9vw9ddxObe4IZf+dVjMX4c8yHr+ELT3H31U8ONYIrpU2tfeVBCAqpZUL1EACmVSWbvoPQDOr1IpnU7VZQwbZNRJtQgGXVW/LH/rKB2xPEsuus3Pv8nkXBg6K9wNi2bYrF3RHn04bu8rV65g4TlyfAg3f/HG8o0QpS6C4vVkOYQ0obzXA7qUCN36LKuT3ZjKVzG7GinJ38YEvJRgjBfPjarobz3eA+YiRskHi80aFcvPxFnfmrX08x/aAhtCBaxQVRO0ZMTiJti9TKG5TzmwfnIUqJrruxrTpn4s+2Nh+mKKrXaJqB7vJyJv4sU+deaPXd7AdmtYTR1lMSnCLJcm4DaVutoggpJen9lHMOeUJOb73PlcRH8Zd6ezoIVr3EJ65QKiZJbva+bdwoE6oHyW50bvZvmVWSS69SK6ZxeRwHT+6MmrdVrCeXXu34HjF58E2f2x8jMn2F4hCXh6ulDKX2m0IpMVzeVgqZtC0mp55srgYjNIOtzXfJpO4gxO7p3P44HFmkWsng8UZGyhHJ55ZZXf4SuTHthdstUTvWVd/5XlOvFthqE+IJm2HcvigT+hxbS68BTtqZ2ajHsepV3N5QW5uzBkIj9eDNkam9UHTPWDq3QM9OdCOZsraDYGh2aB0TghUvlUKyYyEfQIxJ5iNPk1x6lWKHLgrNi3924xYSiRCC2OwTrahkU/ZxWJyJP8fEGUfJbHLxmY6FXb1EIhu9ah3W7ryIEBqa4Sa3cRspndSaYvpBxzxcgImFp7t/P2nj80/0zTG4eOXjxCYukt66PaL5n/1B113UKwXMyu58+FJ2DaHplHKP+nG3RyczzYruhr06SkF3+X2FawFmA49h2+bQ8h+l/WjJN791v7Xdtk3KpS2ktBoyrhpIm0j0HPHJq43uA52P2fz4k9oss/MvkJjufs4Pgkj0HJnUbbKZe8MeytDRDc/Afvv1aoFaJYdt1rDqDUe1MVkWok+j665WzYbh9lMpbGFbdWrlLEEzhFkrPVoRa4xZ6Mboq7ApdjG2zu1pwnD5hqp7Phd+ct/OE0IIwokL2+4Uth58ldWbf8HW8usUUktUCslW1DJUexS9nDpCUUMvEUK09O6by56ZLtrJHBWX29/qyQhO5LhaShOKL6K7vNhWnfVbXyAyfWXP/NrDLM9Wyml8vt0V0b3CVxLU62XKpSSWNRrV04PiwuxHcAdirVSWfPIepexDhBDoLi/+8AwgHaez7bdRzm/s2V/TMqvODeEhnQXbqpMfQFFkx/e2zYbzyrYIrm2Z5LLL2LaFu2ChG25Mq8rEjrSxnR/VtkyEeHQz4C1IQrXhre50Qjc8ROMXyWbudZSxPk14/FGqpUMWFx+Rcn6T7MYtbGnj8TfEa3ZOoOadkbQJxBZILr1KIb2M2x2kUth0Op40o81S4nIHTlX/6XFBObf74CSUj85S114EygbJEW8/M+Vx2mpl1t+jWkzh9oaYuvBBYrOPM6HPsTjxPNE9or+jRim33p8DC0GoHiIQnadS3EJKm0B0nsWJ5wmU3USmLmHVy1SKKfyR2Z41GHfl++t0mvUSTz37vVTKhy8wPOnESSBtk+zG+/jCU06EVmhMey8w5T2P7vI6Dm9bkas3MIFueKgWU7vSGtKrb1OvFA6deiKlPTQp0fbILeAU6yCx7FojDamGrjk9x+2ON0DS6Z269lWkbZLLLhExQwMb/1GI1ENcvPJxwtFzrRzh04qzurdFfuse6bV3W9vr1UerGrZt9SQ6qukufKGpVlFYJyyzilkrobu8BCseFmI3iM9dawRoBGEzRGzuCYrZVTz+KB5/lIkz1489NsVg6X3jvzHCubCMvnOraQbF/MGSw8Mm4V4kaa5QzD5kNvAYnMCAhscfI7P2LrOXvrYv6jWapjMfeYpkZYX85l3iC0+BkxaG7vKydvtFrj3+XegVF4ju1ML2pVEV3E9C4QWCFQ/LxVsEQzN9fa9RxBeecfo2l12Ae1tIIWrH0We8jpJco+NBMLZAuB7ECiWo7ug44vKGHEc5dLjvPpK4RHr1LSyztrtLwQDRDDeV/CaJs89hbaYdgRwh0DQXQghmdUfOvClOY1s1fP4Jlu59jlB4HsPtx+uLtSLBo4wn74jR2LbK15zynEcIQT5QJrd5h3q1iMcfxTZrVMtZrHoF26pTTK9gmVW8wQlsy8QXmkJKG4//EIEPKaFd6bFDsWYhtUzCcw607R14ZvxOEae/6LQKa9V7VE9PSlUnhBD/EvgWYENKea2x7eeBbwVqwG3g70kpRyZ/Q0Vu9+XktAKZmX9u2EPoCrc/1liOPZmcm/kQxcwD8ql+F4o4BUXNokhwijMmFp7aUw76aO+iwREkfw9D88LhD/TAGT+B+Itaw7HtTKjqb7XyApgJXEEIjbiYwqpViMxcIZ9aopBawhOI4Q0lDnexB3wFCCUukN+6d9SPcXSkxDIrrN/5Ir7QFOGpS/iLOpZZdaTPg9O7VsiiVpSZuedwuYMEq14uxj7ItLFI1Iww6+ltV49+oumjpSA5LJrfb6jqI+FeZC70OBP6LIX0MoHoHIHYgvNf/AwL0et4Q1N4g5NUS2kK6WXWb7/YOtZeBZZAq/WYlBKjoTS2k0ljgWoxdaCI0+LkC0f4pGPLbwLfvGPbp4FrUsqngfeAHx/0oPZj9G9/h8hJSUsAqNdL2LbVleraMAnXAsMewrHQdTeJxedIrbxBeLJ/ynWTxjxE5ndtj4seF9gNIHLb9laKQxLXpsEE9IaQTPPvI4h5+Us6mT52+9gLiaRWziM0nVo5y4TutMySUpJO3WZq9mnnc7UhhMBXAh+RxmNt23MnhUj03EirxQ2budCTjZUpX+M/B0cBzQ1GkPLMPOX8BpXCFuX8BobbT7WUfpRT205Lnl0SNsPkOvRaF420mIM4KYGtQSCl/JwQ4tyObX/S9vCLwHcMckwHob69fRBCYBjDyVM7LMHQ3KFVkRRH48y1b8Yfnev5cQ334ItidN2FFfUfvGMP0DQXhXz/+gQr9kfTXITigy/QdLn9LESfJjRxlsjMY4+2u/x4POFH4jtjyART1Gsl1fP2GPgKEBdTIMAXnmLadxGzXmHrwZtUiymqbTdshtuH4fGju3xouoFueDueV+Pz1wb5EU4D3wd8atiDaEeMU3seIUQe6F8puwJgEkgOexCnAGXn/qNs3H+UjQeDsnP/OSul7F4Bqg8IIf4I57vuNV6gvfLx16SUv7bjvc8Bf9DMuW3b/j8CzwPfLkfIoRy3tISbUsrnhz2IcUYI8RVl4/6j7Nx/lI37j7LxYFB2Ph1IKXfmvQ4VIcT34BSafcMoObYwfs6tQqFQKBQKhaKPCCG+Gfgx4KNSypHrfaRybhUKhUKhUCgUHRFC/FvgReAxIcSKEOL7gV8GQsCnhRCvCSF+daiD3MG4RW5/7eBdFMdE2XgwKDv3H2Xj/qNsPBiUnRV9Q0r53R02/8bAB3IIxqqgTKFQKBQKhUJxulFpCQqFQqFQKBSKsUE5twqFQqFQKBSKseFEObdCiFlxkuRpTihC9FoGS7ETNZf7j5rH/UfN48Gg5rJCcThOhHMrhPAIIf458Fng14QQ3z7sMY0jQoigEOIXgU8JIf5PZefeo+Zy/1HzuP+oeTwY1FxWKI7GiXBugb8FzEoprwB/APyMEOLKkMc0Vggh5oF/hTMnPo5z0frfhzqo8UTN5T6i5vHAUPO4z6i5rFAcnZF1boUQwbaHEtgEkFL+HvBHwA8KIaLDGNuYUgH+hZTyv5NSrgGfAF4TQjw95HGdeNRcHihqHvcJNY8HjprLCsURGTnnVghxSQjxCeA3hRB/UwgRAMpATggx19jt54FngScbr1E5X4dECPGYEOJXhRA+ACnlFvAXbbucAS4AN4cwvLFAzeX+o+Zx/1HzeDCouaxQ9I6Rcm6FEBrwS8BXcZZjvgX4KeBPgavAdSGEW0q5jrNE88MAo6ZpPOoIIT6MY9//CvjHjW1CSlls280N3JNSVocwxBOPmsv9R83j/qPm8WBQc1mh6C0j5dwCs0AG+F8aS10/C3w9cAP4TeBvN/4G+C0gLYRwDWGcJ50t4PuAK8DfE0Kc7XAxega4DSCE+PtqKezQqLncf9Q87j9qHg8GNZcVih4yUs6tlPIB8DzwN9oe/x/AP5FS/r/Ae8CPCyF+BOdEekdKWR/WeE8qUsp3gFtSylvAp4GfgVaUpsk3ABNCiN8B/nOc/C9Fl6i53H/UPO4/ah4PBjWXFYreMhT5XSGET0pZ3rFNl1JaQojvBX5ASvnhxvYojm72zwNfAT4MfAfwkpTyXw925CeLTnZue05IKaUQIgS8CvyglPLP2p7/FLAI/E9Syt8ezIhPHkKIOGBKKXONxwLQpZSmmsu9oZONm1EtNY97gxBiEmferjceq3ncBzrZWc1lhaL3DDxyK4T4OeATQohnGo81ACml1djlXwE1IcQ/amzP4BQvlKXD5xvVo+okug972blJ4ySqSynzwC/TyJUTQnx348L2v0kpn1Qn0b0RQvwU8AWcPp8/3dwspTQbf6u5fEz2snHzeTWPj48Q4ieBvwR+pXHeADWPe85edm4+r+ayQtE7Bhq5FUL8APAPgc8ARSnlT+2x33PAb+P8uIONf/+ulPLtQY31JHMIO7dHDdI4Nzu/DfxDKaVa8tqDRrX4T+NEUf5bIAJ8Gbghpby3w65qLh+BQ9pYzeMjIITw4tj4As75QgPuAgtSypSax73hIDvv2FfNZYWiB/TduRVCxJs/YCFEDAjg/Mj/C+D3pJR/uOMHrUkpbSHEt+G0lvkY8BNSyr/s60BPOIe1c9vrIsBPAt8E/JCU8gsDHvqJoWljIYSBsxT7l83olhDi14EXpZT/sm1/NZcPyWFt3PY6NY+7ZMe5YlZK+bDx918HfhD4WSnlW237q3l8BA5r57bXqbmsUByTvjm3jR/oLwBPAP8a+Gzzh9x47nuBi8BPSilzbflGuxwwxd4c1c5tr9eAa1LKNwY++BPCDhv/G+DTUsr3GraTgAv4Y+CHpZSvtb1OzeUuOaqN216v5vEBdLDxZ6SUbwunu8HHcPJofwf4CPCLwCekUweh5vEhOKqd216v5rJCcUz6mXP744AOfD8Qw/lBAyClzAIv4uQbfUdjm2z/V9E1R7Jz2z62OokeyE4b/1/g2A4wgDpQBR60v0jN5UNxJBs3UfO4K9ptHAV+HUA63Q1eBS5IKX8Ep1L/H9O4Pqh5fGiOZOcmai4rFMen586tcDAaD/+NlPIdKeX/jFOQ8E/adn0TJyf0KSHEfy+E+KFG0ryiC5Sd+88eNv5Z2mzcuGCdx6nm3xRCfLsQ4ruGNeaThrJx/zngXPEzje1bjRsJpJR/ABSA+SEM98Si7KxQjA49d26lgwnMAc+1PfUPgH/QyAdFSlnCiSh+F44qyx0VIegeZef+062NcXqA+oUQ/zfwY8DaYEd6clE27j8H2PiHhBCxpsMlhHhcOH1U7wOrgx/tyUXZWaEYHfoRuW0e85eAHxWPdLLfAX4X+PuN/SI4fRJ/QUp5WUr5x70eyzij7Nx/urDxf914PgY8CXxeSvlBKeVfDHqsJxVl4/7ThY1/oLHf3wH+HfDnUsrvlVLWhjHek4qys0IxOhzZuRVC/JgQ4kdFB6lF4fTqewX4Mxw1myY3adylNvJBr0op/9lRx3AaUHbuP8ew8XLj7z8Gzkkpf73/oz2ZKBv3n2PY+GHj788DH5BS/kr/R3tyUXZWKEafQzu3QgifEOIncHpPfhdORWjzOdFIhreEEOeB7wEuCSF+opEj918Cpeb+6o51b5Sd+08PbFwBkFK+KvdQgjvtKBv3nx7a+L5UvVT3RNlZoTg5dO3ctiXKV4DPAmeBPwG+RzhygU2FlZlGXty/BWzgv8HJj/s+HD3y/6+H4x87lJ37Tw9trJSC9kDZuP8oGw8GZWeF4uRxYJ/bxg/753D6TP6BlPLTjbtUKYSYBf4f4H/F6UsphRDfCFyUUv7zfg9+nFB27j/Kxv1H2bj/KBsPBmVnheLksq9zK4QQwK8AYeBTOIIAvwv8CylltbHPPwI+APyolHJ1x+t12dacWtEZZef+o2zcf5SN+4+y8WBQdlYoTjbGAc+HgBvAN0kp80KIJPBx4Dtx1LDAOQF8FHheCJEF4lLKTzbucNWPuzuUnfuPsnH/UTbuP8rGg0HZWaE4weybcyulzAH3cO5aAb6Ao7DyNUKImcY+deAPgU8Av4EjlalUbQ6BsnP/UTbuP8rG/UfZeDAoOysUJ5tuCso+CdwQQsxKKQvAGzgymLMAQojrwA8DvySlvCSl/N2+jXa8UXbuP8rG/UfZuP8oGw8GZWeF4oTSjXP7l8AWjTtY6fTw+wDgbzy/CnxESvk/9GOApwhl5/6jbNx/lI37j7LxYFB2VihOKAfl3CKlfCiE+F3g54QQt4CXcFqimI3nN/s7xNOBsnP/UTbuP8rG/UfZeDAoOysUJ5cDW4G1dhTiP8ZJpv8Q8MtSyl/u58BOK8rO/UfZuP8oG/cfZePBoOysUJw8unZuAYQjNyillGb/hqRQdu4/ysb9R9m4/ygbDwZlZ4XiZHEo51ahUCgUCoVCoRhlupbfVSgUCoVCoVAoRh3l3CoUCoVCoVAoxgbl3CoUCoVCoVAoxgbl3CoUCoVCoVAoxgbl3CoUirFACDEhhHit8d+aEOJB2+NSY59zQggphPinba+bFELUhRC/3Hj80zte+5oQIjqsz6VQKBSKw3GgiINCoVCcBKSUW8ANcBxUoCCl/GeNx4W2Xe8A3wL8VOPxdwJv7TjcLzZfq1AoFIqThYrcKhSK00YZeEcI8Xzj8X8GfGKI41EoFApFD1HOrUKhOI38FvBdQogFwAJWdzz/w20pCZ8Z/PAUCoVCcVRUWoJCoTiN/BHwT4F14N91eF6lJSgUCsUJRUVuFQrFqUNKWQNeBn4E+J0hD0ehUCgUPURFbhUKxWnlF4DPSim3hBDDHotCoVAoeoRybhUKxalESvkWu7skNPlhIcTfaXv8n0gp7/V/VAqFQqE4LkJKOewxKBQKhUKhUCgUPUHl3CoUCoVCoVAoxgbl3CoUCoVCoVAoxgbl3CoUCoVCoVAoxgbl3CoUCoVCoVAoxgbl3CoUCoVCoVAoxgbl3CoUCoVCoVAoxgbl3CoUCoVCoVAoxgbl3CoUCoVCoVAoxob/H+gtk6D7DOTlAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"plt.figure(figsize=(12,8))\n",
"alltemp_sort.sel(TIME=slice('2020-01-01','2020-01-03')).plot.contourf(levels=np.arange(12,33,1))\n",
"alltemp_sort.sel(TIME=slice('2020-01-01','2020-01-03')).plot.contour(levels=np.arange(12,33,1),\\\n",
" colors='k', linewidths=0.2)\n",
"plt.gca().invert_yaxis()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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