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@rhydomako
Last active July 22, 2017 00:23
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Exploring the City of Toronto Sidewalk inventory using Python
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploring the City of Toronto Sidewalk inventory using Python\n",
"\n",
"__Purpose:__\n",
"\n",
"* Reproduce some of the plots in the [Sidewalk Inventory Quick Facts](http://www1.toronto.ca/wps/portal/contentonly?vgnextoid=8c75cb1ae2276410VgnVCM10000071d60f89RCRD)\n",
"* This exercise should provide some insight into what is contained in the sidewalk files\n",
"* Also, this might be helpful to show how to use some python tools for this kind of data\n",
"\n",
"__Methodology:__\n",
"\n",
"* Download the [Sidewalk Inventory shapefiles](http://www1.toronto.ca/wps/portal/contentonly?vgnextoid=3cdcfb292f426410VgnVCM10000071d60f89RCRD&vgnextchannel=1a66e03bb8d1e310VgnVCM10000071d60f89RCRD) and the [City of Toronto Ward shapefiles](http://www1.toronto.ca/wps/portal/contentonly?vgnextoid=b1533f0aacaaa210VgnVCM1000006cd60f89RCRD)\n",
"* Join the two datasets by finding in which Ward each sidewalk-linestring cendroid falls\n",
"* Use the [GeoPandas](http://geopandas.org/) library for the grouping and plotting"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from fiona import collection\n",
"from shapely.geometry import mapping, shape\n",
"\n",
"import geopandas as gpd\n",
"import matplotlib.pylab as plt\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Joining the sidewalk records to their ward/districts\n",
"\n",
"* Here we'll use the Fiono and Shapely libraries to read the records from the shapefiles, and write a new sidewalk inventory shapefile with the addition property representing the ward name"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"wards = {}\n",
"\n",
"# create a lookup dict where the key is the ward name, and the value is the ward geometry\n",
"with collection('./wards_mtm/tcl3_icitw.shp','r') as input:\n",
" for record in input:\n",
" wards[record['properties']['NAME']] = shape(record['geometry'])"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1min 36s, sys: 1.17 s, total: 1min 37s\n",
"Wall time: 1min 40s\n"
]
}
],
"source": [
"%%time\n",
"with collection('./sidewalk_inventory_wgs84/Sidewalk_Inventory_wgs84.shp','r') as input:\n",
" \n",
" # modify the properties schema to add the new ward name\n",
" schema = input.schema.copy()\n",
" schema['properties']['ward'] = 'str' \n",
"\n",
" with collection('sidewalk_with_wards.shp', 'w', 'ESRI Shapefile', schema) as output:\n",
" \n",
" for i,record in enumerate(input): #loop through all the sidewalk records\n",
" geometry = shape(record['geometry'])\n",
" properties = record['properties']\n",
" ward = None\n",
" \n",
" #spatial join\n",
" for name,geo in wards.iteritems():\n",
" if geo.contains(geometry.centroid): #line segment centroid is in the ward boundry\n",
" ward = name\n",
" break\n",
"\n",
" properties['ward'] = ward\n",
" \n",
" #write to the new shapefile\n",
" output.write({\n",
" 'properties': properties,\n",
" 'geometry': mapping(geometry)\n",
" })"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read back the joined shapefile and apply the collapsed labelling"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sidewalks_gdf = gpd.read_file('sidewalk_with_wards.shp')"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def districts(ward):\n",
" \"\"\"Collapse wards into districts\"\"\"\n",
" if ward in ['Etobicoke North (1)','Etobicoke North (2)','Etobicoke Centre (3)',\n",
" 'Etobicoke Centre (4)','Etobicoke-Lakeshore (5)','Etobicoke-Lakeshore (6)',\n",
" 'York West (7)','York South-Weston (11)','York South-Weston (12)',\n",
" 'Parkdale-High Park (13)','Davenport (17)']:\n",
" return 'Etobicoke York'\n",
" elif ward in ['York West (8)','York Centre (9)','York Centre (10)',\n",
" 'Eglinton-Lawrence (15)','Eglinton-Lawrence (16)',\n",
" 'Willowdale (23)','Willowdale (24)','Don Valley West (25)',\n",
" 'Don Valley West (26)','Don Valley East (33)','Don Valley East (34)']:\n",
" return 'North York'\n",
" elif ward in ['Scarborough Southwest (35)','Scarborough Southwest (36)',\n",
" 'Scarborough Centre (37)','Scarborough Centre (38)',\n",
" 'Scarborough-Agincourt (39)','Scarborough-Agincourt (40)',\n",
" 'Scarborough-Rouge River (41)','Scarborough-Rouge River (42)',\n",
" 'Scarborough East (43)','Scarborough East (44)']:\n",
" return 'Scarborough'\n",
" elif ward in ['Parkdale-High Park (14)','Davenport (18)','Trinity-Spadina (19)',\n",
" 'Trinity-Spadina (20)',\"St. Paul's (21)\",\"St. Paul's (22)\",\n",
" 'Toronto Centre-Rosedale (27)','Toronto Centre-Rosedale (28)',\n",
" 'Toronto-Danforth (29)','Toronto-Danforth (30)',\n",
" 'Beaches-East York (31)','Beaches-East York (32)']:\n",
" return 'Toronto and East York'\n",
" \n",
" return None"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def classification(code):\n",
" \"\"\"Collapse sidewalk codes\"\"\"\n",
" if code == 7:\n",
" return 'Sidewalk on both sides'\n",
" elif code in [1,2,4,5]:\n",
" return 'Sidewalk on one side only'\n",
" elif code == 3:\n",
" return 'No sidewalk on either side'\n",
" else:\n",
" return None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, we add two new columns to our GeoDataFrame: district and sidewalk classification"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sidewalks_gdf['district'] = sidewalks_gdf.ward.apply(districts)\n",
"sidewalks_gdf['classification'] = sidewalks_gdf.SDWLK_Code.apply(classification)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sidewalk status by district\n",
"\n",
"* Aggregate (sum) the road length by district and sidewalk description\n",
"* Plot as a stacked bar chart"
]
},
{
"cell_type": "code",
"execution_count": 235,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1496e3f10>"
]
},
"execution_count": 235,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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CggLGjBlT5X/QN23axMsvv0zDhg3Ltfft25df//rXvPfeewwfPpw//OEPTJgw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\n4SZJkjQQ/x+ZPGtReGZi3gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1496c41d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(\n",
" sidewalks_gdf\n",
" .groupby(['district','classification'])\n",
" .Shape_Leng\n",
" .sum()/1000.\n",
").unstack().plot.bar(stacked=True, figsize=(10,10))\n",
"plt.ylabel(\"Roadway length (km)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sidewalk status by Road type\n",
"\n",
"* Aggregate (sum) the road length by road type and sidewalk description\n",
"* Plot as a stacked bar chart"
]
},
{
"cell_type": "code",
"execution_count": 236,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x14997d890>"
]
},
"execution_count": 236,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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aNIgzzjij7L67TXr27Mm4cePYsGEDS5cuZcKECQAcddRRLF++vCy4rVu3rspz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\nSRqI/weEuhw/NadvyQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x149376ed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(\n",
" sidewalks_gdf\n",
" .query(\"(Road_Type=='Local')|(Road_Type=='Collector')|(Road_Type=='Major Arterial')|(Road_Type=='Minor Arterial')\")\n",
" .groupby(['Road_Type','classification'])\n",
" .Shape_Leng\n",
" .sum()/1000.\n",
").unstack().plot.bar(stacked=True, figsize=(10,10))\n",
"plt.ylabel(\"Roadway length (km)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Walkways, pathways, and Recreational Trails\n",
"\n",
"* Aggregate (sum) together just the walkways, pathways, and trails and group by district\n",
"* Plot as a bar chart"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x15c6a8f50>"
]
},
"execution_count": 207,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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pQB6U5FWMlhaaek63vbC/WJPPojUsNyTZtarOBEiyG3BTz5k0UN3cGn9Jam29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\nRUuSJKkRi5YkSVIj/x/DpWpIVTVSpgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15c7f7ed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(\n",
" sidewalks_gdf\n",
" .query(\"(SDWLK_Code==11)|(SDWLK_Code==12)|(SDWLK_DESC=='Recreational Trail')\")\n",
" .groupby(['district'])\n",
" .Shape_Leng\n",
" .sum()/1000.\n",
").plot.bar(stacked=True, figsize=(10,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sidewalk density\n",
"\n",
"* Find the geographical area of each ward\n",
"* Aggregate (sum) the lengths of all sidewalks grouped by ward\n",
"* Divide the aggregated sum by the ward area to determine the density\n",
"* Plot a choropleth where the ward fill colour represents the sidewalk density"
]
},
{
"cell_type": "code",
"execution_count": 233,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"gdf_wards = gpd.read_file(\"./wards_mtm/tcl3_icitw.shp\")\n",
"\n",
"ward_area = gdf_wards.set_index('NAME').sort_values('SCODE_NAME').area/(1000*1000)\n",
"\n",
"gdf_wards = gdf_wards.set_index('NAME')\n",
"gdf_wards['density'] = (\n",
" sidewalks_gdf\n",
" .query('(classification==\"Sidewalk on both sides\")|(classification==\"Sidewalk on one side only\")')\n",
" .groupby('ward')\n",
" .Shape_Leng\n",
" .sum()/1000. / ward_area\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 234,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x148e06290>"
]
},
"execution_count": 234,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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/4dq1a/j5+REU4M+BQ4eoWaUC7g1rsXneRCqXK/nJjL69T64cljQqX5ZRbZv/\n5zV2NtYUsMrF1M3+zOrzuVb7T05OxudoOH9t38OxK9eJT0wkm4kJl+9GsWvyuDS3N8irCT9u8GHf\n0QjqO2auPcGyW1pglSsnfy1fwbfjMu9Zs298NXwIrk09iY2NJUeOHPqOkyEURaGgjQ0xMTEkJSVh\nZGSEkZHhLy+QYk4IYTASExPZv38/gQH+BPkHcP7yZT5v60mvNi6smT6S3Lk+jTeUtChdvAjnbt35\n4HUtHWuw5fBxrRRzj2Oes2DbLnyOHOfinXsoikIl2yKMa9+CXm4uBB4/SZ85i9BoNGl+I7Q0M6NM\n4YJMmbM80xVzANUrlWWrr3+mK+Zu37mDj68/u/fu49Sp09y+fYe4+HiMjIy4ceMGlStX1nfEDFOk\ncCF69erFw4cPKV26NNu3b6dgwYL6jvVeUswJIfTq2rVrBAUFEeTnx979+6lQvChNKpdnTvf2NPl2\nCp1bNaFJ/cy/q76u2Fcqy+pNwR+87ps2zVm4bTdX7kZRunDa35gu3rnLtM0B7Dx9jkcxz8llaUGt\nMiUZ36ElXg7V/zFK2qaOA/3mLmbtvsN0buic5r4+d6nH5E2+ab7PEPTt3JJuwyeSnJyMsbGxvuP8\nD41Gw8lTp1m3fiMHDx3m2vXr3H/wkKSkJLJnz46tbVFqVK/G1yOG0cLbExsbwzt3WNcWL5jH+fMX\nKF68GNNm/E6bNm3Yt2+fQf59viHFnBAiQ8XHx7N7926CUjbujYmOwa1aZdpWLs8f7TzIl/P/R98K\nWOXGb/t+Kebeo16tqvyxdOMHrytglZui+fLy00Yflgzpl6q2D124zJzAUPacvUD0iziK5stLO2dH\nBnk2oXiB/P95n5GRETVK2bFw2650FXN9mzViwuqNbN93FLdM9nffzqsR3YZPZO36DXT5rJNeMjx/\n/pwjR49x6PBRTp46xc3ISB48eMiTJ095ERcHgImxMa+Skhg0oB/uTd1o4tY402ykq2tGRkZUqvR6\nNbVLg/pMmjyFe/fuUbSo4T4HKcWcEEKn3qw8fT365svBw0ewL1WCxpXKsaTv51QpXvQ/p+LKFynI\nkRNnMzhx5nH1xm38dxzgVVISLxISyP6BLSQ6NXBiwXs2EE5KSmLNvsOs2L2fE9du8jIpiRI21vRs\n3IBhzd3JmzP109z93RvT54/0TbWam5pSvmghpv25KtMVc0ZGRtSuVpFffv0tQ4q5m5GR+PoFsGfv\nfk6fPs0vDGgcAAAgAElEQVStO3eIj0/A2NiI3DlzUKhAfooWssahQi0qlilBg9r2VCpbkvAzF3Fq\n2Yeff/yBnDlz6jxnZjV2wveoqkqnTh1p1bIV5cqXZ/r06eTPn4+NGzfpO97fUl3MKYpiDIQBd1RV\n9VYUpRowHzAHkoCBqqoeVRTFDjgPXEy59bCqqv1T2qgJLAUsgEBgqKqqqqIoZsByoCbwGOioquqN\nlHu6A+NT2vpRVdVlKa+XANYC+YDjQDdVVV+m489ACKFlsbGxr1ee+vsTEhREYkICTatVopt9BRZ3\nbU1uS8tUtVOnXBnmhRr+6QUZRaPRELT7MPOXb2Z/2CliYl9QIHcu2jnXwsLU9IP3D2/hwfQtgRy9\nfBXHMqUAuP8smrmB2/E7doJrUfcxMTamqp0tUz7vSDeXuphmy5aurK2dHOg7J/1Trd0b1ef7dVvS\n1be+TRv3Jc6t+3Ly5Cns7atqrV2NRsO69RtZsXo1ERGnePjoEUlJyeSwtKBoYRuqVyjNsJ5t8GxU\nh6KFCrx3gZBD1QrkyG7J9N9m8f23aV+o8qnYsGYll69cITk5mZWr1zFy1CgAxo4xrGci0zIyN5TX\nRVqulN//AvygqmqQoiieKb93SfnYVVVV3/Xk6jygD3CE18WcOxAE9AKeqqpaWlGUTsBUoKOiKHmB\n7wAHQAWOK4riq6rq05RrflNVda2iKPNT2piXhs9HCKElqqpy+PBhfHx8OHboIEfDjlOzbGmaVC7H\nmiG9qVC0cLpWnnrXqs7Pm3zTNbqTVcQ8j2XBah/W+IRy5uI1VFWlTOGCDGzWmP4eruRNwyrDnBYW\nlClciOGLVlLSxpp95y/x5HkseXJkx7l8WWb06oxLZe1s1vuxU629m7gwdsV6QvYcpllD/W8R8SGP\nnjxj3srNbA3Zx7nL1wHYu/+AVoq5hIQEBg4Zztq163n16hUVy5agrXsDPBs50ahODUxTUci/S+O6\nNVm5eo0Uc+9RtGgRihYtgkajYceuPdja2rJ69Wrq1aun72j/kKpiTlGUooAXMBkYkfKyyv8XdrmB\nux9ooxCQS1XVwym/Xw604nUx1xL4PuXSjcAfyuv/+ZsBoaqqPkm5JxRwVxRlLeAKdE65Z1nK/VLM\nCZFBoqOj2bFjB0GBgQSHhPD8+XNinz9nsFdTVs79hRxa2DW+cnFbFBQOh5/F2aGKFlJnDnuPnGDu\nis3sPXSC+4+fYmluhkPpEiwY1Is2Tg4fVdiWLVIQ/2MniE1IpGtDZwZ6NqFw3jxaTP//+rs3pnc6\np1pNs2WjQrEi/Dp/lUEWc8nJyWwO3sPyjYEcOnGWp89iyJ0rF7Vq1WThVyP5rGN7sqVzVPMNVVUZ\n/91Epk3/DUsLM8YN7s7Ifp21tpnt6IHdqNOqL8+fP5ep1g+Y9NMUdu7ey/Hjx7G2ttZ3nP+R2q+I\n34FRwNt/28OAEEVRfuX1Ga9vf+tVQlGUCCAaGK+q6j6gCHD7rWtup7xGys+3AFRVTVIUJZrX06d/\nv/6ve/IBz1RVTXpHW0IIHdBoNJw8eZLgoCCCgoM4cSKCus518GjWhK+HfUnhwoWwKWLHTP8Qfujc\nVmv95s2VE7/t+7J0MRfzPJZ5K7eywX8HZy9d41VSMnY21rRyqE7fZo0oU7iQ1vpaMrgPhXp8yaTO\nbWlRu6bW2n2Xv6da9x+mc4O0j8594dqAsas2oKqqQewpeOHKTf5YtpGQvUe5cesuRkZGlCtXlgH9\n+jFwQF+KFC6stb7OnT9PM88W3H/wgPGDezL2y8+1Pjpdy74iObJbMuP32Xw3YaxW285K/AICWbRk\nGWFhYQZZyEEqijlFUbyBB6qqHlcUxeWtDw0AhququklRlA7AYsANuAcUU1X1ccozclsVRamkg+yp\noihKX6AvkOnOWhNC3x4/fkxoaCjBwcGEhISQK1dO3Js2Yeyor2hQvx6W/3r27UX0I4zNc3LyeiTV\nShbXSoZSNgU4FH5GK20ZkoPHTzFn2SZ2HQzn/qMn5LAwp2ZJO2b3+ZwOdWvrbBsEc1NTapSy4ze/\nYJ0Xc/+Yak1HMdfTrSEjl60lYMcBvN0yflorISGRpRsCWeMbSviZS8TFx1PQpgANGtRn4YJeNHJp\noJMic868Pxky/GtqVilHROAS8uTW3ahZ47o1WblqjRRz/yEqKore/QaxZcsWg96mJTUjc3WBFinP\nxZkDuRRFWQk05/VzdAAbgEUAqqomAokpvz6uKMpVoCxwB3h7XW/RlNdI+dkWuK0oigmvp20fp7zu\n8q97dqd8zEpRFJOU0bm32/oHVVUXAAvg9XFeqfh8hfhkJScnExYWRnBQEMEhwZw7d56GDerj3tSN\nb8eMpGTJEu+9X1EUjI2NufvkqdaKuVplSrLh8DGttKUPt+894HbUA5JeJRGy7ygB2w9w/soNXiUl\nU6xAflrUsGegR2NKFcq4TUlHtPSky4w5vEpKeufxX9rUz92VPn8sTtdUq4mxMZWLF2X6wjUZVswd\njTjL3OWb2XkwnLv3H2JmZoZ91SpMnvQ9vXp21+l0pEajoXW7jvgFBPH98F6MH9JTZ329MXpAN+q0\nlqnW//LT1F/5rFMnnJ3T/s1IRvrgv2JVVccAYwBSRua+VlW1q6Io54GGvC6uXIHLKddYA09UVU1W\nFKUkUAa4pqrqE0VRYhRFceL1AojPgdkp3fgC3YFDQDtgZ8oq1xDgJ0VR3jzQ0RQYk/KxXSnXrk25\n1+fj/iiE+DTdv3+fkJAQgoOD2LYtlIIFbfBo1pQfv59AvbrOad57SlVVjI21Nx3UtFoV5gVt11p7\nupaYmMiyTUGs3rKN8DMXeRGfgJGREQqQ09KCGiXtmN2nO+2da+ntIG8vh2qYmWRjXtB2hjR312lf\nbZxq0W/OEtbuO0TnhnXTfH9vt4Z8vXRNhky15qnclOcv4rAtWgQPD08GDehLtWr2Ou3zjfMXLlCx\nak1MjI3ZvW4O9Rwzpt9a1SqSI7sFv82czbfjZXTubefOnWfNug2cPWv42yN9zP8kfYCZKSNpCaRM\nZQINgImKorwCNED/NwsYgIH8/9YkQSk/4PUU7QpFUa4AT4BOACkF4CTgzbflE99q6xtgraIoPwIn\nUtoQQnzAy5cvOXLkCCHBwQQFB3P16lUau7rg0awpU3/84aMPCC9Vwo4l2/fQrLp2tmSoX7EsyRoN\nl65FUrakYT4qER+fwJffTmf7vmPcuf8Q02zZqGxbhDFtmvO5a32ssqduK5aM1KhKBRZv36vzYs7I\nyIjqJe1YFLo7XcVcN5d6DF+8iq0he2jt7qL9gG/Jkd2SOs51CPbPuLGBpKQk+g0czNJlKzA2UjA2\nNmLmkvXEJSTStEHG7LHn6uzA8pWrpZh7i6qqDP1qFOPHjaNAgQL6jvNBiqp+OjOPDg4OalhYmL5j\nCJGhkpOTCQ8PZ+eOHezctZODBw9RtmwZmjVpjEezpjjVdvzoVXdvm/jjz0ybNp27f83+8MWpVPSL\nwYwb2pOv+3XRWpva1H34RNb6htKpXh36NG1E9VJ2+o70Qadv3qLeNz9wdcFv5M+l2+m19QcO0/eP\nxQz2asqott7ktLBI0/0Nxk4iR97c7Nmo2w0Ltu87ivvnIzgZdpgqVXR7FmlycjI/TPqJX2f8jhEw\nrUcnPqtfh1ZTZhL58BHXox7g5eqM75JpOs0BcOj4Geq368+ruGiDPrIqI2318WPcdxOJiIjQ6v+P\naaUoynFVVR0+eJ0Uc0JkPbdu3WLOnDkcPHiA06fPULRoEVxdGtKoYQMaNqhHnjy62YoCICYmBivr\nQuyZPEFrz83V/eYHipWyzZA3trTadzSCxp8N5vtObRiq41EubSvRZxhtnGoxvZdui2SNRsPIpatZ\nt/8Iz+PjqVC0CIO8mtClgTNX791nXvAOQk+e4fajJxTOm4ftk0ZT6K2v0RW79jNs8UriLu3S+X6D\nldw6U6RYCbYHB+ik/QcPHjBi1Bg2btyMAvRt6sIPn7X9RxH1MDqGsgO+5sse7Zjx7dD/bkxLVFXF\npEQ9zp4Mo2KFCjrvz9A9e/YMewcnliz5i8aNG+s1ixRz7yDFnMiqVFUlIiICXx8ffHx9iYyMRFEg\nf7787N4elOGrsEqUqUCNQgVYOqy/VtobOO8v9l+5ytUDhnN8zhvW9h5UKlqIgAkj9R0lzUYsXsmW\nw8e5vvC3DOtz/7mLTNnkx6ELl0nWaNCoKgWsctOgYjnaOTsyZsU6HsY8Z1qPTnRp+HrRg0ajIV+3\n/qz4/Ts6NnfTab6Zi9cxbtoC4mIea61NVVVZtWYtU36ZzrnzFyhglZuB7o0Z2rzZO4tTn8Nh9Jqz\nmPjLu7WW4UPMSjfAb8sm3Js1ybA+DdU3Y8fz5GkMCxct0neUVBdzn+aW6kJkAS9fviQ0NJQvBw2i\nePHitG/fjpjoJ/w27Weibl2jur09efLk1sty+o7t27HzzAWttdeoakXuPdDem6u2HD91gacxMSwf\nqp2iNaONad+Cx8+fc+bmrQ9frCX1KpbDf8LXPFwxjy1jh3N7ySyuzJ/OkiF98XSoxpFpP+BapSID\n5y9j3Ip1wOvn7mqWLMGMBWt0nq9/19YkJCaya/eej27r0OEjNPNqgUXOvPTs1Y98Rioh33/D5Xm/\nMrylx3+OMpqZZuPlq1eYl25Ay16jSEpKeud12pQvjxW+/roZjcxMoqKiWLRkGRO+/VbfUdJEijkh\nMpFnz56xZs0aOnXqiI2NDRPGj6NI4QIE+23h8rlTTP9lCg0b1MfExITk5GSMjfTz/MvXI4byLDaW\ny3fuaaW9ZtWrkvjqFU+exWilvbeFnTxP1yHfU7p+ezQaTZru3Xs0gmzGJga5wCE1rHPlooSNNT+u\n35rhfRsZGdGoSkVy/WuvQnNTU1aOGMiCgb34I3A7fwRsA2B0W2+On7nI46fROs1lZmZK2ZLFmDEz\nfc98njx5iq49emGVvxB1Gzbm5vnzTO7SjofL5+I//mucypX+YBvuNey5v2wuM3t3I2DnQWb/9Xrj\n5Cs3bn/w3vTybFSHrb5+Oms/sxj61Sj69umT6fallWJOCAN348YNZs+ahZtbY4oVK8bqVStp7NKA\n86eOc3j/bsaMGknFihX+Z9uG5ORkvT3MnD9/fooULsR0n6APX5wKuSwtMDfNhs+2vR/dVnx8AnOW\nbaJu675kL9cIp5a92X8onOu37hJ++mKa2hrcox2KkREtf864aUpt69m4IbtOn9d3jP/Rsb4T33/W\nhnErNxAQdgK3alWwzp2LwROm67zvtu4u7D9wMFXX3rsXxaSfpuDgVA+LnHmpXqsOe0JD6dGwDpGL\nZ3Ls14n0beaa5n+LFmamdHWph6WZGUG7DzN17grKuXQkV4XG/DxnOd1HTGTVlpD0fHrvNHbQ59y7\nF0VUVJTW2sxsfP0COBFxim+/+07fUdJMP5scCSH+U3JyMkePHsXP1xc/f3/u37+Pp3szBvXrg8/G\ntWTPnj3V7aT3AG5taNu6FatXrtJae4Xz5mHXwXB6dvBO872nzl9m1tKNhO45wp2oh5iZmmJvZ8tP\nXdrTxaUuFqam2PYeyvYDYTjYp/4BcBMTEwKW/opb5yFcuH2X8kW1d5xTRhno6cb3azcRcOwEXrWq\n6zvOPwxv4UHkg0d0nj6XptUq07dJI6b5BOj8G5VB3dvw05xl3L5zh6JF/nlSZExMDEuXr2Tj5i1E\nRJzieWwsOS0tqWZXjCndOtCpnhOW5mnbm/F9Vg4fQOuff+PG7XvYWuejuUN1xk/7EyNFwSdkH51a\nuGnlz6Jk8SLky2vF1F9n8Nuvv2gheeaSmJjIiFGjmTdvPhZpXG1tCKSYE8IAxMbGsm3bNvz8/AgM\nDMTaOj/NvTz4c85MajvWStd/1skaDYqOV/79m0ajYcPGTSz6azmHDh0mISFBa21XLFqEE2dTN3KW\nmJjI0o1BrNoSQviZiyQkJFIoX15cq1Sg39AB2Jf43ymUInmtOBqR9s1BfbbtxdjIiNyWlhy6cJl5\nQduZ0r2Tzg6v1zZTExOql7Bjuk+QwRVzAL/17kajqhUZsXgVu0+fJzEpiaUbA+nVsbnO+ixYID95\nrXIze848Jn43gTVr17N2/UaOhYXx5OkzLM3NqGhbhBHeTenqUhcbq9w6y9LYvhJFrfPxPDqWHZPG\nUNw6P02qVaGETX5qDB9PfnsPzu9aQ0HrfB/dl4eLExs3bf0ki7nR4yZw9eo1mjTJnAtAZDWrEHoS\nGRmZMvrmx4EDB3Gq7UhzLw+ae3lSooTdR7ffok17IiMjiQg78tFtvc/du/eY+cdctvr4cuXqNYyN\njKhgW5jWjg70auKCVQ7tPE82L2g7kzb4EH3u3adBnLt8nVl/bSBk92Fu3XuAaTYTqha3pUPd2nRr\n9Hq66n2+mLWAU/fucX7X2jTlylayPsZGCs2qVSHw+EksLc3RJGsInPA19nbFMsW+Xb5Hw+n++3we\nLp+rt1MpPkRVVfrNfX2ShIW5GbEXduqsr/1HI+gy9AfuPXiMJjkZ02zZKFukEM2qVeZz1/rYFTCM\nw9ZfJSVR86sJ3Hv6jMcng7GwMP+o9s5fuUFlty48uhdJvnwfXxxmFidPnsLNozkHDhygbNmy+o7z\nD6ldzWqY/2qFyII0Gg3Hjh37e/r0zp07eLo3o1f3bqxftYxcuXJptb/atWqxb3/qnvtJD41GQ0Hb\nEjx8+Ii8uXLiXK40v4weimvVSjrpz9OhGt8sW8vLly8xNTXl1atXLN8UzMrNwYSdvkBcfAKF8lrR\nsFJ5+g3sTc3S7z9H9t+cypUmKOJUmnMd2DyfLyfMYNvJs/zx49f07tSc2i164zJuMgDPVi/Q+d5o\nH6uFYw2ymRgzN2gHQ5o303ecd1IUhQWDemGbPy+/bg0kMTExzUfN/Zezl66xYLUPoXuPcvXmHZI1\nGgrlzYNHjSqMa9+KSsU+7lQUbbtx/yG/+wUTdOIU9x4/xcLMjEdPo7H9yGKuQmk78uTOxS/Tf2fq\nT5O0lNawXbp0GddmXsyYPt3gCrm0kJE5IXToxYsXhIaG4ufrS0BgIHnz5vl79K2OU22djtocP36C\nWs71SYqP0VkxYWyek1XDB2TY9FyeLn1xd3Hi7MVr3LxzH1MTEyoXK0pb51r0bNyQ7B/xrNKN+w+p\nOnQMiVf2aGV06vHTaGxqeBH83SjqlC/z0e3pWsdps7l45x4Rv/+k7ygfVLD7ICYM/4JR/bum6/4d\nB8LwDd3P3sPhXLwWSeLLVxSwyo1jmZJ0qu+EV81qBjeieuzyNWb7h7D77AWexb7AJn9ePBrV4et+\nnalQ2k5r/XQZ/B2HT13i+mXDWxSjbU+ePKGWcwPGjhlLr9699R3nnWRkTgg9uXXrFv7+/vj5+bJv\n334caznQ3MuDsaNGUKpUyQzLUb3664O6T506rbPDwvPly8vhS1cyrJiztytOWPhZGlYqz6J+PXEs\nU0prbdvZWGNkZPT6aKPa1T66vXx5cmNsZET8y5daSKd749q3pP7oiTyKea7z470+Vv2KZVm+MTDV\nxdyNW/eYt2ITIXuPcimleDMyMsK1akX69OhMh3q1sdDjYqF30Wg0+B07weLQ3Ry5fI2Ely8pYVuI\nvl1bM7x3Rwrkz6uTfkcN6EpNrx48e/YMKysrnfRhCFRVZdhX3+Dp4WmwhVxaSDEnxEfSaDQcP378\n7+nTyMhIPJo1pXuXz1izfAm5c+vu4ej3MTIyInfuXASFbNNZMVe2TBmOXr6mk7bfZffkcTptP0+O\n7Gzbd1QrxdyKTUEkJSez79xFnU09a1NVu2LkyZmDKRt9+fULwzwD943BXs1oMXn631Pu/5aUlMR6\n/x0s2xjI0YjzxMS+IK9VLhztKzD0iw6s9d3O3ci7bB49TA/pU6ff3MWsP3CUquVLM2lkXwZ0bYW5\n+cdNo6aGfcUy5MqZg6m/zuDnHyfqvD99mfXHXMIjTnL48GF9R9EKKeaESIe4uDi2b9+On68v/gEB\n5M6di+ZensycPhXnOk4G8xC5XfHiHDh4SGftOzvVZumSv3TWfkYrbp2PsJPamV669/D1iRW9m7ho\npb2M0NqpJpsPhxl8MdegcnlMs5mwYLUvX/ZoB8CDR0+Y+dd6Ngft4cqN2xgbG1GxTAm+6vsZ/bu2\nJn/e/x9lss6XhzZ9RqPRaAz2ecZ6Fcux5Ug44UFLM7xvT5c6rF6zLssWc7v37GXKtBkcOnSIHDly\n6DuOVhjmV7EQBujOnTv8OX8+3t5eFCxYkN9/m0GFcqXZuyOEC6dPMG3KZBrUr2cwhRxANfuqnDuf\nto1w08Lb04PHMc911n5Gq1rclgtXb2qlrRG9O5HNxJiG4yYTExenlTZ1bWy7ljyKec65SN2dNKAt\nNUuVYOaSdXQe/C0Fa3pTyKE581dspXypYgQtn0HC5T2EBy5l/JCe/yjk4PVpB0ZGCpsOHdNT+g/r\n0sCZpKQktu3V7Wr0dxk3uAeRt27z4MGDDO9b127cuEnXHr1ZtnQpdnZ2+o6jNVLMCfEfbt++zdat\nWxn59dfUqFGDqlWrsnfPbrp26kDk1Qvs3BbIiGFDKFPmw8fz6Esjlwbc0+GO7vXqOaNqNJnizT81\n6lUsz/1HT7TSlomJCV/16cyDZ9F0+vWPNB8Vpg/WuXNhZ2PNJD0c75VWrWrX5FrkXY5EnKNTczeu\n7dvI41PBbFk4Fbd6td57r5GREVXKl2bpjo8/UURXTExMKFukELP/2pDhfVcoY0eB/Hn4ZuyEDO9b\nlx4/fox781Z8NWIETZsZ5qrt9JJiTogUycnJhIWFMfGHH6hQoQI1atRg4YI/yZnDgpnTpxJ16xqr\nli+hU8f2mebBYE/3ZiQkJBAbG6uT9l8/l5cb/7AInbSf0dyqVSLx5Svi4rSz2XHAztdbw+w/dwnP\nib+y+8w5rbSrSz1dG7DzlOHn7OXWECNFYcm0sfz+/TCK2xZK0/3d2rgTdvW6jtJpRztnR/YdPamX\nvru1cWerT9Y5qzUhIYFW7TrR3Ls5w0eM0HccrZNiTnzSbty4wcKFC+nQoQM2NjZ069aVx48esGTB\nXO7fvk6Azya+HTeG+vXqki1bNn3HTbP8+fOTLVs2QrfrboPVkiVLcPDCZZ21n5Hy5shBNhMTQvcf\n1Up7R/0WcevIVkJXzeTygwe0+HEGB88b9p/VIK8mJL56RUDYCX1HeS8TExPsbKyZs3xzuu7v27kF\nCS9fEX7lhnaDadEAdzeev4jj9IUrGd736AHdiI6J5kRE1vhGbfCwryhYqDBTf8map1tIMSc+Kc+e\nPWPz5s0M6N+f0qVL4+joyK6d2/Fo6krEsUOcPxXOzBnTqONU+38Ors+sbAoUYPvOXTpr39GhJhfv\n3ddZ+xktf66c7DxwXCttmZqaUtjGGte6Dvw4qh8mxkbUKpO2zYwzmqmJCdVL2jHDJ0jfUT7Io6Y9\new6Fp+tec3NzihW2YU7QNi2n0p6cluYUzZ+PX/9cneF9582TGzvbwkz6aWqG961ta9dtYM++AyxZ\nssRgF7x8rKz5WQmRIj4+nk2bNjF2zBhq13bE1taWP+fPo1TJYmxau5KoW9dYvfwvenb/nKJFi3y4\nwUyobNnSHD+evje81HBv1oT7T5/qrP2MVsrGmvAz2l80Uqd6ZTQq1E3Zy82QDWvhTvjVG7xKStJ3\nlPca6O7Go6fRPEjnc47ebvXYncrzfvXFq6Y9IXsyfhEEQPe2noRu36GXvrUl/MQJBg//mrVr1pAz\np2Hvn/gxpJgTWYpGoyE8PJxfpk6lSRM38uXLR/v27TE2Upny4w88vHuTkAAfvh4+DHv7qln2u7S3\nOTk6cvW67p4Nata0CUlJydx69FhnfWSkGqXsuHpT+ws6KpUryeU967jz9BmDFyzTevva1LJ2TbKZ\nGDMvyLDfyG2t85EruyV/LNuUrvsH92jHw2fRxMZr5xlJXRjSvBkPnzzj7v1HGd73V30+48WLOPYf\n0N2xgLp0/vwFvFq2Y8Gff1KjZk19x9GprP9OJrK8a9eusWDBAjp0aE+BAgXo0qUztyJvMHhAP65d\nPIuqqgwZNIBGLg0zZNNNQ+PetAlPnuhu5Mzc3Jzs2S0JyCKLIFyrVOLx02idtG1nW5ipYwcSePwk\nvf9YaNArXBtVqcCSHXv0HeODnMqWYnPQ7nTdW6aELZYW5qzYvV+7obTINn8+8ubMwa8LMn6q1dLS\nnHKlijF5SuZ7zuzGjZs09WrBlJ9/pnWbNvqOo3NSzIlM5/Hjx2zYsIF+fftSqlQp6taty749u/Fq\n1uTv595m/z6dFs29KFjQBgtzc/wDg/UdW2+cnZ3QaDRcvqy7h6iLFyvGvrMXdNZ+RqpXsSxJyRoi\n7+rmOcB+XVoTuGw6vkdPUGbA19x48FAn/Xysce1bcT3qAQ+jDXtKuGfjBly6FklSOqeEq5QrZdD7\nzcHrwnprsH4K696dmrN3r+EWu+8SGXkLNw9vvhn1Dd179NB3nAwhxZwwePHx8YSGhvLNqFHUrFmT\nkiVLsnzZUiqWL4PvpnXcvXmFFUsX0f3zru987q1w4cLs2m34Iwy6YmxsTM6cOQkI0l1BW716Nc7c\nvqez9jOSabZsZDc3I2D7AZ310bRBbe6HB1CwYH5qj/yOaAPcVPjv4702+eo7ynu513h9VJ3Ptn3p\nur++oz2nbtzSZiStG+LdjMi7UcS+yPivkwFd2xCfkMCRI4Zd8L5x82YkLk3cGTRwEF8OHqzvOBlG\nijlhcN7s9zbl559xc3OjQIEC/PD9d1iYZ2Pm9Kk8uheJ35YNDB08iEqVKn5w1WnlShWIOHkqg9Ib\nJlvbIjp97qWpW2PuPtbOZruGoHC+POw9otutOXLksCQ8aBkqsPlgxr1RajQansW+IPLRYy7dieJM\n5C3Cr1zn8MXL7D17gdCI0wQdjyAg7AQVixZm+a70FUkZxdjIiLKFC7Fobfr2RBvYvS0JL1/yREd7\nMVyHNTIAACAASURBVGpD9ZJ2WJiZMWd5+p4N/Bjm5mbYWOdl7fqM37w4raKjo/Fq1ZZBAwdlyb3k\n3sdwzh0Sn7Rr166xLSSE7Tu2s2vXbgoVKoibayOGfTmAButWkitXrnS3Xde5Drv2GPYbkq5VrVKF\n8HDdPdPWwtuT7i9f8iw2DqscljrrJ6NULFKYUxeu6rwfIyMjrPNacezKNXq6NUxXG6qqcu/pMy7e\nuceVe/e58eAhdx4/JepZNI+exxIdF09sfAKJL1+SlJz8j3vffCOkKAqKkvIzyuvXFQWNRkNSUhJn\nI29TqVjRj/58dcWjZlWW7k7fSGrxIgXJmcOShSG7+KZtcy0n0x6nsqVYtWUb3wzoluF9lyhamIhT\nhv0N8cuXL+nRux91nesy4quv9B0nw0kxJ/QiLi6OPXv2EBQYSHBICM+fP6dJY1daenkwa/ovFC6c\ntt3c36eFtxejxow36EO1da1h/Xr4+QforH0rKyvMzcwIPB5B54bOOusnozhXKMv2DT4Z0le3tu5M\nnbuSoc3dKVfk9dd9wsuX3Hr0hCv37hP58BGRj55w78lT7j19xuP/Y++sw6rKvj/8HkoBRUJCCVEx\nEBsEMUBAQcEubMfWscfu1rG7E7sDRQkDu0AxUcHEAlRSac7vD/n60xmVuqXD+zw84r5r7/U5F7hn\nnR1rJX4k5uMnPiYlk/xVgKaiokzhQoUpUqQIOjra6OsbULNqNcxMTChTpjQWZctiYVGGEkZGqKmp\n5VifSelyLDvqx9qBvaRy/ZKgq1M9Fh05QXJyCoULF8p1/7rWVTl45bpCB3N93ZzptHAV6enpMq//\nXMemClv2K27ewbi4ODw7d0OtUGGWLF362+QIzQ0FwVwBMkEURR48eIDviRP4+vpy6fJlrGvWoLFr\nQ/bu8KJq1SpSC7QqVCiPkpISly5fpV5de6n4UHQ83BszYNBQ0tLSpFbJomTJEpy5c++3COZcq1dh\njNduUlJSKVQo54HP16SlpfHs5Vtevonk5dtoIqM/EBkdQ/SHGD7ExvP4+StQUuLTp2QyMjOxHz0V\nQRBIz8hAFEUAVFVVKVyoEEU0NSlWTAt9A32qVa6KmakJpUubU75cOawqWWJoaCC1G1j7Nq3x2qJ4\nqVQyMzPxCQ5hy6lzXA17AsCryGjKlsr9DGK/Lq1o228cGZmZKCvoA1/jGlVRFgR2HvanW1t3mfoe\n1suThet2Eh4ejoWFYtWifvjwES3aeuLi7MLSZctkHugqCv/Nqy5AJsTHx3Pq5El8fX3x9fMDRJq4\nuTKgby/27dqar6XT3KKrq8MJP///bDBnamKCiooKZwLP4tqooVR8VKtalVs3pZecWJaUMTJAWUmJ\n05eDadLgx78zmZmZXAy6zd5jp7jz4AnPX0XyPiaWpOSUL2lHVFRUUFVRoVDhQqirq1NEU5OiWkV5\nGfkeQYCunTpSpIgmxibGWJQpg6mJKebmZgqT4HTMqBEsXraCp5FRlDY0kKuWd/EJrPU7xZHrIYS9\nfA0CWJY1Z3jfjgzq3hZd7bx9pjR1qYMgCBy+Gkwb+1oSVi0ZlJSUqGpuyvpd3jIP5koaFqekoT4z\n58xny8a1MvX9M27duk0j9+bMmjmTPn37yluOXCkI5gqQGJmZmdy6devz7JufLzdu3KSOfW0auzZk\n2KBDVKxYQW7T32XLlOHKFflkUVcU9PT08A84JbVgzqmBA/7+ilsaKTcIgoCBdjGOnbr4TTAniiJB\nt0NZt/MIZy7f5HnWCV4jI0PKlimDu4c71atVw7pmDawqWaKurv5DH8E3blDL3oGxY0ZiaqK4+9EM\nDQ0oYWTIosMnWN6vu8z933j8lJXHAzhz9wHv4uIpplWEujZVmTt5CO7O9hKZ0VdSUsKqfGm8Tp1T\n2GAOoEuD+ozZugtRFGX+WdrGvQE7vY/L1OfPePv2Lc3btGf5smV4duggbzlypyCYKyBfvHv3jgB/\nf3z9fPHz86dYMS0auzZk7MjhODrUR0NDMTbD17KuyaEjeTvt9rtQrmwZrgdJpubo92jVsjlDho8k\nOTWVwrnYk6WoVDIpydUb94iJjWftziMcPBHI3YdPSE1Lo4SREQ7167GyS0dcGzVEWVk51+Nb16yJ\nuro6vn7+9OnVUwpXIDlaNG/Kgb37WS4DX5mZmRy+EsSGk2cJfvyU5NQ0Shkb0am1G8N6eVLKRHL7\nab+mQ4tGzFyyWSpjS4rOjvaM2LQd/7NXcWtQW6a+x/3ZleWb9/Hw4SMqVCgvU9//JD09nbYdutCz\nR8+CQC6LgmCugFyRnp7O9evXv8y+hYY+oIFjfZq4uTJl/BjKlFHMIuINXZxYu2GTvGXIlVo21uyS\nYnoBE2NjVFRUOHXrHh61akjNj7TJzMzE7+YdnkRG8TQymuLVm1CkSBFsrGuwfOkgOnVoj6ampkR8\nqaqo8FEOucNyy7gxo1izbiMR795jWlxP4uMnpaSy3v8Mey5e5X7ESwQEqlqWZfaYAfTt1FwmlVsG\ndGnF+L9XK/TJ3cJqaliUMGTl1gMyD+YM9fUwKWHAzDnz2LZlg0x9/5O5CxZRWF2DSZMny1WHIlEQ\nzBWQLbGxsfj5+XHM+wiHj3iT+PEjjRq5UKliBU54H0RXV1feErPFzbURaWlpREZGYmhoKG85csHF\nuQErVq+Rqg8jQwMCbt395YK5dwkJLD/qj8+N2zx+/QYEgdKlSlGzhjEH9uzA3NxcKn6VlJVJSUmR\nytiSxMzUFEMDfeYdPMbyvpJZan35/gMrjvlxLPgWEVHvUFcvjL11ZaaM7U8L1/oyP3letIgmJY30\nWXX8JCv7/yFT37nBuaoVh4PlUzqvfVMXuZ9qvXHzJkuXryI4OPg/m53gexQEcwX8C1EUefToEUeP\nHsXnqDfBN2/iYFcD9wZ2TOm/mY6DpxAQ8LkAtyAIbFov3QBBEhQuXBh1dXWO+pygd88/5C1HLjRw\ndCAtLZ3Y2Fi0tbWl4qOSpSXHgoKY3qkNWgqyxP4zjlwJYsZ+bx69fI2Otjb16tVh4fIleLg3kcme\nJFVVFZ49fyF1P5KgbetW7Nm1O19LrZdCH7Ha9yTn7z/iQ0IixXW0aeRQi+G9PLGuaikxrXmlSQN7\nfPJYSUKafEpOYXvgBfZdukbI0xfo5PGgR34Z078Li9bv4n5oKJUsZf/zSk1NpWuPPixZvBhTU1OZ\n+1dkhP8dgf8vYGNjIwYFBclbhkKSkpLC+fPnOXrUG59jR0lOSsLDpQ4eTvY417FGQ/3/lzmeRryi\nknNnqlWryik/H4U5dZcd5StVxbaWDdu9/rvLrYWK6LBr2xZat2ohlfF37NxNzz79QRQJXjSTUgbF\npeInv5y5c5++qzYTHRdHA0cHFs6dTfXq1WSuY9qMWcz6ez5Rr55JLcCWFJGRkRiZliF44QzKGeds\n31paejo7zl5k+9lL3Hr6gtT0dMqaGdPC1YHhvT0pYahYvx+h4c+o3LAzERuXUUxTvg8jVx+FszEg\nkLP3HvLmQwzqhQtRo1J5OrRoSI92TdHQkP7S8/coU7cN9vXqs2vbFpn7njNvPpeuXMfb++h/Jpec\nIAjBoijaZGtXEMz9d3n58iXHjx/nhM8xTgcGYmlRGg8nOzyc61CtUrnv/rHMWLqJaUs2YV2zBtcu\nnful/qBatfUk/PET7tz8NWoMSoOSpcrSvm0bliycJ1U/5Syr8OzZcz7sUJw0BvA5uOi0aBX+N+/g\n5tqQnVs3o6OjI1dNxqUsKF/egjMB0qudKynMypTH3tyEDYP6/NAmMiaOlccD8L5+g6eR0aipqlKz\ncnm6t3One5smuUpYLA+KWTXkr6aNGdnKQ+a+g8OfMHzTDu5HvCItPQOzkoa4OtoxqFsbKlcsK3M9\n32PCvDWs2XGEmGjZ1mI+4etH9179uHr1KqVLK+bebGmQ02CuYJn1P0R6ejqXL1/Gx8eHE8eP8fLl\nK9wc7GjlZMeaKf3Q18v+prbzSACNXJzxO67Yxbe/R/16dTl15qy8ZcgVAwN9nj59JnU/zs5OeG3Z\nyp1nL7A0KakQiTyfvI3CZfIcUkWRwABfHBzqyVsSAAf37sLewYlTp87g4uIkbzk/pVMHT9as+XeA\nHhT+hJU+AQTee8D7+AR0tbVwsrdmU4+21LetLgelece+ZhUOXL4ul2Bu36Vr3I94xZo5Y+jYvKFC\nBr6j+nVm7upt3Ay5RY3q1fjw4QObvbZx8vQZxo0ama+/K1EUiYyMJPTBQ+6HPuD1mzd8+pRETEws\nx3398Pb2/k8FcrmhYGbuNycqKgpfX1+O+xzD3z+AUiZGuDvVpkmD2thWs8zRTXbEjGX4n7uGuYkR\nAeev06ZNK7lMseeXsLBwyltVIz0pPk+pJH4H6jm6oFaoEKf9pZsvavnK1QwZPvLLzO3k9i0ZIYeb\n4/84eu0G3ZeupWrVKpw/E6AwKXP+h0eL1ly9FkTUq2cKvak7NjYWXQNjTs+cwMNXb9gaeJ4bT56T\nkpqGuUkJWrjWZ1gvT0xL/rqHjA75BuL55yTeb18j85/FracvcBg/g+SwQIV4APoR5Rzak5icSkpy\nCnHx8RTR1KCkYXHCnkbQuZMnXhvX5/i9S09PJ/DsOfbuP8iBQ0cQBAFLS0sqWVpiamqKZpEiaGpq\n0qhRo/9kIFewzPod/gvBXGZmJsHBwfj4+HD82FEehYXhUq8WjR1taexYG2Mj/VyPqVWpITo6uujp\n6dKooQtzZk5T6A+an6FcuChn/E8ozKyMrHFwboSSkhKBJ/2k7ut/pcNWrFrNkOGjcK5emYOjh/As\nKpr38YnYlCsjdQ0AU3cdYLG3L717/sG61Stk4jO3fPr0CV1DEwYN6MeCeXPkLeenCGqf07KoqapQ\n1dKCbm2a0MuzqUzSh8iCzMxMCpdzZNvQ/jS1rSlz/3pd+rFj2TTauCvuLO0e75Ms27yXxg1q06tD\nM0oafr6vHPY7R5ehU0lNS2fB3NkMGzLou/2fP3+BX8BJzp67wOnAs5iamtC6VWs6d+lScLDhHxQE\nc9/hdw3mYmJi8Pf35/ixY/j6+aKnU4wmDexwb1CbujZVUVPLey3OniNn4bX/OBPHjWbGtCkSVC0f\nDIxL0euP7syZNf2ndklJSRw4eJhde/Zx5+5dRo0YzuCBA2SkUnq4N2tJVPQ7gq5ckKnfAwcP07ZD\nZ1SUlb8Uhp/RuS1DmzWWms+MjAxazFnCxfsPWb92FT26d5WaL0mwfOVqho8cw4vHDylZUjqJcSVB\nm/adCDh5kti7v0e1j+9RpWFnTItqsW/MEJn7th4xkWrVLNmzaqbMfUuC1NRUJsxfx5KNexAEgZXL\nFtOvTy8iIyNZtnI1e/cfJDY2DlfXRjg7u+Do6Khw9V4ViYJg7jv8LsGcKIrcuXPn8943n2OE3L6N\ng10Nmjja0rhBbUqblpSYL9Uy9flr6BDm/T3zlzrs8CPqODhTqJDadzebP3jwkBWr1nDc14/nLyJQ\nUlKiQvlyxCckoKery83rl+WgWLKMGDWWnXv28ubFE5n7Djx7joSEBJydGjD77/nMX7iYJ+sWUUwK\nS55RcXE4jJ9FfHIK588EyOWkal6wqFgFbe1iMg+2c8Pjx4+xsKxKzB0/tIoWkbccqTBpwTpWbt5P\nxMalMvc9dMM2/O/c58XVwzL3LUkSEj8yfelmFq3fRf16dbl77z4dO3SgT9++VK1aVaG3EygSOQ3m\nCt7NX4TExEQOHz5Mnz69MTUxpmVzD149usmY3q15c90b7w1/M6Bra4kGcgB1bKqw2cuL3yXot6lZ\ng0ePwoHPy4Dbtu/E2dWdIjoGVKpmzb4Dh6hlY42fzxGSEz5wNySIIQMH8OTJUzkr/zFv3rxh4uSp\n2NV1xLaOAxMmTSE9Pf27to4O9Xn//oOMFX6mgaMDzZp6oKmpyczpUyheXI928yRfIOpi6CMqDx6H\nhrYOL5+F/TKBHID3ob3cuBnCgYOH5C3lh5QtWxZNDQ027fWRtxSp8We3NsR9/EjCpySZ++7sUIfX\nUe/IyJrB/lV5/iqS11HvAXj3/gMPHjxg5apVVK9evSCQkwIF76iCIooiDx8+ZNGiRTRycaZECSNW\nLp6LZQlNArYtJCxwN8umDqOJkz3qhQtJTcexjfN5/yGGhIQEqfmQJa6NGvI2MpKyFawoXFSX3v3/\nJC4ujonjxxD9+jmRr56xZ+c2Gro4fzkk0bZ1S+ITEkhNTZWz+s+IosgR76M0a9kWXUMTSpayYOXq\ndWhqaKCjrc2S5SspqmPA2PET/3VDcHFuQFpaGrGxsfIRn4UgCGzbspFrD8O/LLtKghU+/nhMn0+T\nJo15eC+EYsWKSWxsWVDJ0pKOnu3o0WfADwNyRaBq1SocOB4obxlSo4SBHmqqqvjdvC1z37XKlUFJ\nSeBE4BWJjfni1RumLt7Ax4/SD05v3n1Euz8n49p1BNVqOxEfH8/9+/cxMDCQuu//MgXBnAKRlJSE\nr68vgwYNxKJsGVycHAkNPs8AT1deXjmE39aFDOvlSYWypWS25KmpqY6GemEcXdx+i9k510YuVKxY\ngVo21gQG+JKcEEPw1YuMHTUCPb3v15w0NzdHRUUFX78AGav9N6PGjkdNU5s2np158vQpA/r24uXT\nMGKiX3M64AR+x71J+BDFqBHDWbpiNcVLmHHv/v0v/TU1NVFTUyPg5Gk5XsVnnJ0aoKamRv1xM3kn\ngYeFsv2GM37bXubMmsHBfbt+2af/zRvWkpmZQd8B3988rgi0bd2SW6Fh8pYhVUoZG3Hoiuy35QiC\nQBlDAzbtPpqvcW6HhtO2/3iKV2tM6bptmbF0MzHx0nsof/chlq7DptO8zzjqurjz+MkTxo4d+8sk\nlf/V+TU/7X4jnj9/zsqVK2nq3gRDQwNmTZ1ASc1MDqyaxvNLB1g7exQt3RwoWkQyhb1zi5KSErd8\nt3Lr9h2FXmrMKWpqatwLCWL3jq3Ur183x0FxCSMjfI5Lpybhi4gIxk2YzOBhI4iOjv6h3aTJ01i0\nZDmL5v9N6sdY7t0KZtaMaRgbf7u0rqSkxPSpk4iNfk3F8uWwqV2PiJcvv7xuoK9P4Dn5lywSBIEb\n1y+RIIpYDRrL9bDHeRrnU3IKtiMnEx2XgId7Y0aPHC5hpbJFTU2NtSuX47VtO+HheXtPpE3vnn/w\n8VMSTyNeyVuK1GjhVp8LoY/k4ruNfS3OXL6Rp76HfM9iYtucmk26E3IvjM6t3FBRVqZPx+aYlJD8\n7FhGRgZrdxymils3DEpVJCz8MX/99ReamvK5Z/1XKTgAIWPS09O5dOkSx44d5bjPMSIjo2jSoDaN\nHe1wc7RFp5h8au5lh1alhhTV0mLenJl07dxJ3nJkjkfz1rx6/ZqQIMktfZw6HUiXP3ry9m0kenq6\niKJIUlIy/se9UVZWxr623Tf2WnpGDBs8kOlTJ+XYhyiKWFWz5v2HGCKePERNTQ2nRo1JSUnl0jn5\nz87B51QQTVu2wc//JF5D+9HCzvqHtp9SUnj6NgqrUp/TF4S/icRp4ixUlZUx0CqKiaUlfj6/XkLr\n71HN2o7U1FRC79yUt5Tvol/ClO5t3Jg3XnFnEPPDm8h3mNi14O7yvzHTl23ZsfhPSZj2HEyQz2aq\nW5XPUZ+rN+/Rddg0nrx4TfNG9Vg7Zwz6ejrYt+xDxOsoXlw5JPHZ6ldvo2k7YCLqRbVZsnQ51av/\nWgmifwUKDkDImYyMDO7fv8+pU6fYuXMn8+fPp3XLFhjo6zNsUH/UUt6zbuZwXl87zJaFE+jQvKHC\nBnIAjwL3YGNlQY9e/dA1MOZ6ULC8JckUpwYOEq2csHGzF67uzbCuUYPXz8N59yaC6NcvqGVjTX2n\nRtRxcCYsLPybPsnJydjZZvs3/Q2CIHD98nlSUpJp0NANABvrmjx5qjizrEpKShz3PsTAAf3otmQN\n2898/ySnKIpYDRmH/ZhpWAwYgU6nvtQcPgFzA30erJqPfjEt4uPiZaxeengf2sejsHDWb9wsbynf\npXbt2hw/I7mHG0WjhGFx9HW1WX5M9ilYtDTUMTPU5+/V27K1ffL8FbVb9KZu634YFNfl6YX9HFz3\nN/p6OqzaeoCg26EE7Fwq0UBOFEU27D6KbfM+eLRsy5nAcwWBnJwpCOYkTGpqKn///Tdmpia0aNqE\nmZPH4r3Hi5cPgmnjXJM7/l4EHd3A9L96U7tm5V+mEoGRgR5HNs4j5o4fNawssK/vxKSp00lLS/ti\nExcXJ/eN9dKiZfNmxCck5HtT+t2792jdriN9+g9k4rjRHDtygBIlPucUU1JS4uwpP9I+xaGlVRTv\nY9+eFlRSEkhNTfvesD9FU1OTKxcCuR4UTP+BQ3Bu0EBuJ1p/xrLFC5g4bgwD13nx6NW/6z6eunWP\nmIRE7oYEYWRiSkZmJk1r1eD8nEmoqaigqqJCmgIfGsgtpczM6N+nF0OHjyQ5OVnecv7FH107Ef40\nQt4ypIqrgx3Hb9ySi+82tW0IOHftu69lZmayZZ8P1Rt3o3wDT+ITPnL1yAYuHFiDqbERAG+i3jF8\n+lJGD+iCpYW5xHSJosiImStYs/sER32OM3nylN8ibdWvTsEyqwR58eIFbq4NKWNswJwx/alcQTYZ\n7uXBtCUbmb9mB0nJKWioq4MAnz4loaKiTNy7twpXLkkSqKhr4Xv0MA0bOue4T2pqKlu372Tr9h0E\n3wjh06dPmBgbs3zJQlq2aPbDflVq1MKibBkO7d/zpU1dS4/N69fQwbNdnvQfOHgIz87dgc8zx6+f\nP6ZECaM8jSVNypSvhLFGYbzHDyclPZ0NAYFce/SY48G3aOjshJGRIdt27GJml3YM8nD90q/H0rXc\nfR/Hg7uKuSyZFzIzM9EzMsW5gQMH9u6St5xvyMjIQE2jGKd3r6C+3e85K3Prfhg13f/g1eblFFVX\nl6nvD4mJmPcexh3/7VQq/7mM1akL15m9wouLQXeAz6mjZozsS12bqv/qb9WwM+npGTwM3C0xTaIo\nMnPZZvb7X+bc+Qvo6GRfz7uA/CHxZVZBEJQFQbgpCMKxrP9XFwThiiAIIYIgBAmCYPsPezNBEBIF\nQRj5VVugIAgPs/qECIJgkNVeSBCEPYIghAuCcFUQBPOv+nQXBCEs66v7V+2ls2zDs/rKvSKxuro6\n8fEJDOja8rcO5ACmDOtF4oPTPArcw7Jpw1g4cTDPLh0iPT2DZ8+fy1ueVNDXL85x32/LYP3Rqy+d\nuv7xJW3Jhw8fGDF6HDVt66BraEKhIjoMGvoXKckpzJo+hcSYKCKePvppIAdQrVpV7t67/02bIAjf\nzITmljatW5EU/54jB/ZQSE2NQ0cUc2/Z37NmcC3sCXpdB2DccwhzDvnwICaeRQvmUtygONt37Wb/\n2KHfBHIAZUsY8u7dOzmplg5KSkps37KBQ0eOcjMkRN5yvkFZWRkzM1M27FHM3yNJUK1SOYpqarDy\n+EmZ+9YtUgQTfT3mrNzK5r0+6FVrjFvX4byPjWfVrFF8fHia07tXfDeQm75kE2FPIzi5c5nE9LyJ\nekfzXmM5EHCZvfv2FwRyCkZullmHAqFf/X8eME0UxerA5Kz/f80i4HvH/zqLolg96ysqq60XECOK\nogWwGJgLIAiCLjAFsANsgSmCIPzvN2gusDirT0zWGHJFX1+fvfv202v030RGK94yljQoa25Cj/ZN\n6dupBYf8AtFQV6eSpaW8ZUmFiuXLc+XadeDzE6pTw8bs3L0XnxO+6Bqa4OreDP2SpdjstQ1DAwOG\nDhrAnZvXSE74wNVL5xg2ZFCOT3g5OTrw6vW3S42fl1nzl+tOVVUVD/cmVKpkidfW7fkaS1q0b9eG\nlI+xBF25wHHvQyTGRPPo/m1KmZmxc9deDo4dRsNqlf/Vr0FlS2J+w2V+D/cm2NvZ0rJNB3lL+Rcu\nzg0IvKxYQaakcbKvyZ4L8tkb2MrOmp1H/Ok7dg4tXOsTdzeAEN+t9PRs+sMtOmFPI5ixbDNzxw7A\ntGT+T6+KosiZS8HU9OiJdd0GBN8IwfI3/Yz/lclRMCcIggngAWz4qlkE/rdjvxjw+iv7lsBT4F4O\ndbQAvLK+3w+4CJ8X4d2AAFEUP4iiGAMEAI2zXnPOsiWrb8sc+pIqdevWxbNDJ2avyn7j6u/GqYtB\nlClTWt4ypEadOrW5H/qA0WMnYGJejivXrnPj6kXev31J29YtefgojN3bvfgQ+ZITxw4zZdIEKltZ\n5clXM48mJCUl8enTpy9tSkrKJElo79TaVcsJunGDwcNGSGQ8aVCzRnXcXBsiCAKZmZl079mHFnbW\nOFWp9F17+woWZGZm8uDhQxkrlT5HDu7l1evXzFuwSN5SvqFf7968ehul0AmO88uoAV148jaKJDkk\nDR+cNft8eP1cNs2fgKbmz5d6RVGkYachVLO0YHifjvn2fzs0nMqu3RgweSmr16xj+vQZqKrmvdZ3\nAdIjpzNzS4DRQOZXbcOA+YIgRAALgHEAgiAUAcYA034wllfWEusk4f93TRoDEQCiKKYDcYDe1+1Z\nvMxq0wNis2y/blcIxo8fz+a9x0hI/ChvKTLFw7ku9+6HYlamPHZ1HZkzdwFv30bKW5bEsLO1JS4u\njo1btlLbzpaw0NtUrmyFiooKWzau43n4A9q1bS0RXwYGBqiqquLn///LO2JmpsROpNWysWbn1s2s\nWbeBKjVqKXyFj/4Dh5CSnMz6gT+egFdWVkZLU4Mj3sdkqEw2FC9enHGjRzBxynTi4uLkLecLtWpZ\no6qqwu6jsl+GlBV1rKugXrgQa07I/hqNdLQpqafLPp+cpREaNHkhUe9j8N++JN++LwbdxrXrX0yY\nPI1HYeG0bi2Zz7YCpEO2dwZBEJoCUaIo/jMXxQBguCiKpsBwYGNW+1Q+L38mfme4zqIoWgH1s766\n5lV4ThEEoW/Wnr6gnyVklSRGRka4N26M1/7jMvGnKPTt1IJD6/6mmbMdhZUymDN3HiXMylBEv0ZP\nYAAAIABJREFUWx9ruzqMHjuBl69+3SSjTd0bIwgCp/18OLB3JybG0n1+MDDQ5+Spzx/ifv4nSfz4\nEY8mbhIb37N9O8JCbxP97h3GpSwICZHPqb3s2L1nLxs2bWF1/z8olM2sQCl9Pc6dV9wi9flhxrQp\n6Orq0qqdYi23VqxQgZ2HZJ++Q5Y42lVn57nLcvHd0rYmx0/nzLfXvuOMGdAFXZ38lbF7EP6c9gMn\ns8VrK126dMnXWAXIhpw85tcFmguC8AzYDTgLgrAd6A4czLLZx+c9bfB5f9u8LPthwHhBEAYBiKL4\nKuvfBGDnV31eAaYAgiCo8HnZ9v3X7VmYZLW9B7SzbL9u/xeiKK4TRdFGFEUbfX39HFyuZBj21wiW\nbTnwyxdLzi3NGtVj+fQRnNmzgti7/kTdOM7MkX3QK6LG5i1bMCtTgYaNPX7JZRklJSV0tLU57J2/\nMjs5pWL58vgGnKRVW0/cm7eiW5dOlCpVSqI+zEuV4tWzcGpUr4ZtXUfuh4Zm30mGzJozj07dejLI\noxFt6thma1+tlBn37yvWNUiSw/t3E3j2PMtXrpa3lC+0aNaUa7d+3/cc4K8+nXj0+i0pclhq/atF\nE97HxhH+7GW2tuVKm3Ip66RrXgkNf4ZLp6H8PXc+7u7u+RqrANmRbTAniuI4URRNRFE0BzoAp0VR\n7MLnPXKOWWbOQFiWfX1RFM2z7JcAs0VRXCEIgoogCMUBBEFQBZoCd7P6e/M5OARom+VDBPwAV0EQ\ndLIOPrgCflmvncmyJavvkby+CdLA3t4eveL6+Jy+JG8pckVPtxhDerbHd9sSIm/4cH7/Gq5du46h\niXmOZulu3AxhwMAhBJ49JwO12WNhUYbzF2TzM23RvCkRES+5c+8+m9atwmvTeqn4UVZW5uxpf2rZ\nWGNbx1EhToRmZmbSqp0nk6dOZ94fHZnVpX2O+tWpWI7IqKjsDX9RatvZMnvGVIb+NYpZc+bKWw4A\n/fr2IiYunncffr/DJ//Dua41hdVU2RBwVua+DbSLUUJPh9krvbK17dHOg0vBeQ/mQsOf4dplOPMX\nLqR79+7ZdyhAYcjPBpw+wEJBEG4Bs4G+2dgXAvwEQbgNhPB5Ju1/d6eNgJ4gCOHAX8BYAFEUPwAz\ngOtZX9Oz2uDzvry/svro8f/LvAqBIAgMHT6CpZv2yVuKQmFvXZnX146QmJjI2nX//pFFR0dz8dJl\nNnttw9quLja163HkyBGcXd3xD5D/vpzadnaEPpDNBvvBAweQ+jGW8NA7dO8m9R0JnD8TgKGBPlVr\n2uX71Gx++PjxI1ZVrTlx3A+fyaPo55bzvH4Nq1cmKTlFIZPsSoqxo0eydNF8pkyfRdmKlTl//qJc\n9RiXLIlW0aKs3XlYrjqkTd1aVdl2VvbvdWJyMmZ6uvicyv4hsn+XliSnpHLmUu7zqV65cRfXLsOZ\nM3ceXbpI//OmAMmSq2BOFMVAURSbZn1/QRRFa1EUq4miaPedPXWIojhVFMUFWd9/zLKvKoqilSiK\nQ0VRzMh6LVkUxXaiKFqIomgriuKTr8bYlNVuIYri5q/an2TZWmT1TcnrmyAt2rVrR9jz14Tck0+x\nZkVFQ0OdjIwMTgeeZfjIMRiZlKZqTVsWLVmGgbE5ji6uDBg0hMLKmZzatZwHp3chCAJ79x/MfnAp\n49HE7bed+VFSUiIk6AqfkpKwr+8kFw1hYeEYl7LgQ1Qkt5fOoa5lzupS/g8jHW1UlJU5eeqMlBQq\nBoMHDuDxw7toamjQtmNnecvBxsaagydkP2slS4b37sCDiFcyqTJy+9kL+q/aSPk/R1Hyj0Hcffka\nN0e7bPupqalRXFebVVtz91m5/ZAvdVv3Y+bsOXTrVjAj9ytSUM5LiqiqqjJw0CCWbd6fvfF/CN/A\ny4giXLp8hSXLVhAVFcXde/cYMXocrg62pD4+z6eHZzi/fzWOtWtw8lIQmZmZbNzsxYRJU3kqx7qi\nzk4NyMjI4PHjx3LTIE2KFi3KzWsXuXvvPu1kHCR4H/WhUjVryhkWJ3TFXEroaudpHF2topxRkGV5\naVLKzIz1q1cSHf0OeVfy6dGtC/ceKU69X2ng5lgbVVUVvE6fl/jYqenpbDl9DrepczHs/if1x07n\nXNhjmrrV547/duLvn2Tr4snZjiOKIu9j4mjjnvOHsZi4eEbNXsXNmzfp0aNnfi6jADlSEMxJmX79\n+nMk4Dxvo97LW4rC0HXYDOxsa3Hs8H66dO6ApqYGogiCAN+7J7V0deDx+X2UNNRn1Zo1lLeqzglf\n+ZyeU1FRQUtLiwOHFGqLpkQpXbo0AcePcvCQN5OnzpCJz+kzZ9OyrSddHOw5PWM8qioq2Xf6Aeb6\nety4+fuU9PoZtrY2CILAxUvyLXjfsUN7MjIy8D93Va46pIkgCNSuUZktpyXzoPA0Mooey9ZSdeg4\n9LsOYNSWXWQUUmX22D9JCD3F88uHWDtnzJdSXjlh+yFfBAE8mzXMkf37mDgqOHWkXbv2VK/+e5Zk\n+69QEMxJGV1dXTw9PVmz4/feT5Ib1NRUSE9Pp7adLRvXrkZL63Puaesqlqz7e8x3+5ibliTi6mHe\n3/KlpWt9mc8afU3ZMqV/+5kfB4d6rFq+hJlz5hIUfENqfjIzM2nUpCnTZs5hUc9OLOub/yWeKmYm\nhIf/njOn/0QQBPT1i3PwkHw/X5SVlSlfzoKVWw/IVYe0GdKzPfdevCI9D1kKMjMz8QkKoc3fSzDu\nMZhqQ8dz6EowtWyqcHbvKj49CuTykfUM6dEOdfXCedI3Yd5a3J3q5Ljw/eRFG/Hs0JEVK1flyV8B\nikPeH38LyDFDhw2ngWN9xg7oQuHCheQtR+4c3TSfxl2HU7yEGYXU1EhJTcXV0Y4TXtlnt09M/MTz\nV28lljw3L9jXtvstE9P+k359erFrzz6aNGtF5MunEn/PI16+xK6OA/GxcZyZMZ4aZc0lMm49q4ps\nO/ffOUVexcqK8xflf73t2rRm2fIV8pYhVVq41kdJSYmdZy/Rzbl+tvYfEhJZ63eaI1eDefjqc3m+\nEjraJCQlYWJkQPDxzRTP43aCf+Jz6iKvI99x/dimHNlfuH6LQ37nuB/6QCL+C5AvBTNzMsDS0pKa\nNWqy0ztA3lIUgpqVKxB18zhh5/ayY9kUbp7wylEgF3z7AXrVG/P8dTTnTskvSWmLZh68jfx9Klv8\nDJ8jB4iNjWXr9h0SHffAwUOULW+FjpoKD1fNl1ggB9ComhWpqWkKVSlBmrg4NyAsLFzeMhg+dBBx\nCYk8CH8mbylSQxAEalWzZNOpHx/2uBb2mJ7L1lK231+Y9xnGyuMBGOvqsG34AJb16crrmFga1q3F\n00sHJBbIAQydtgTnujYYFtfN1vbc1RDaDpjE5i1e6Opmb1+A4iPIe+OsLLGxsRGDgnJ/ZFsS+Pv7\n06fnHzy5sC/HU+AF/D/j561m8x4fCmto8iz8gVzfw/T0dFQ1inH/djCWFSvKTYescHBqRHJyCtcu\nS2Zpue+AgWzY5EUPl/os6d1NImP+E/2uA9iyaR0dPHOWn+5X5tmzZ5Qub0VywgcKFZLvzL9p6XK4\n2Fdn04IJctUhTXYfPUm3odOI3rYaFWVlklNT8TpzgX0XrnDrWQSp6WmY6Rencc2qDHRvhLnB52T1\nwzZsY/Opc4zu34XZY/pLVNOZS8E06jyU8PP7MDcp8VPbY6cu0nvMXHbs3EWjRo0kqqMAySMIQrAo\nijbZ2hUEc7JBFMUvy1ROdazp0Lwh3ds0KShanANEUUSldD1q1qjO4QN7MDUxkbckdA2MGTZ0EJMn\njJO3FKmzbcdOevX9k9SP+UsKGxsbS536ToQ/fsyWIf1oZltTQgr/jdXgMTRp3py1q3/vZb//oaap\nze7tXrRu1UKuOgYPG8GePXt4G/z7bkMQRZHCFo6Y6OmSlp7O6w8xFFZTo6q5GR0d7OniWAe1rz7X\nU9PScJs2j1tPX7B75XRaNW4gUT3p6emUrtsGC3MTzuxZ+VPbzXt9mLBgPd5Hj2Frm31FlQLkT06D\nuYJlVhkhCAIjR47EzMyUmI9pDJm8GI0KTlg17Mzpi/IJMKVBXHwid0LDuffwicRKmS3bvA9VVRUu\nnz+jEIEcQPny5Qg8K/kUBYpIR8/2pKenc/FS3mtTem3dgY6BMbHR0dxeOkeqgRxAOSNDboSESNWH\nImFiXBLvYz7ylsGYUX8R/T6GiNe/1zaElJRU1u08jEPbARS1dCE9I4NnUdE4V63E+TmTidy6ioDp\nY+nZ0PGbQC7i3XsqDhrN46ho7gRsl3ggB2DXog/xCR/Zs/LHJ89FUWTWci9mrdrB2XPnCwK535CC\nAxAyZPTo0WzcuJFzp/wpVcqMU6cDmT5rDq5dhlHKpASj+nWif5dW8paZJ4JvP8Cjx0ii38d8XgIV\nRVTVVNm6aBLtmrrka+zk5BTS0tJR19IjIzlBQorzh72dLXv2/d4n9/6HiooKZqamrF2/kbp17HPd\nf/qsOUyZNhOA0BVzZXJ4xcaiDBsD5VsZQZbUrFGDq9fl/1BoYmyMgX5x5q/dwbJpf8lbTr6IeB3J\nko27OeJ/gWcv36CmokJVc1Omd2hNN6d6qGezpH3mzj3azV1OuTKmXDm8Hg0NdYlrXLP9MHcePObh\nmd0Y/GOvXMi9Ryz3OkhRzcIEXrlFIXVNLl66TIkSP1+GLeDXpGBmTobo6+szaeJEXD2aExkZiYtz\nA86e8uPm9cvUsLZh0KSFPIt4LW+ZuWbHYT/sW/WharXqvHjykMyURNKTE+j5R3c6Dp7CsVP5u6k6\n17UGwMa6hiTkSgSPJo2Jio6WtwyZ0dDFiTOBudsz9/79e2zr1GfajNnM7tIOgKi4eGnI+xcNq1sR\n8x85AAHQpLErz58/l7cMANybNOaw3685a336YhBt+o6jeFU3zOu0Ztu+E1Q3LonvlNFEb1vNqRnj\n6dfYJdtAbuFhH1rNXkIbDydu+W2TSiAXF5/ImNkraOfhTGmzkt+85n/uKm7dRvDqQxJvEzJYsmI1\nV68HFQRyvzEFe+bkQM8ePShZwoCZ06Z80166fCUszUtybMsCOSnLOaIosvvoSeas3Mb9R08YPnQw\nC+fN+Zddy7aeXLl8mdfXvfPsa9SsFWzad5yYKMUJdP93CCI89DZly5aVtxypE3zjBrXsHUiKf5/t\nJvu4uDj6DxrKvv0HKaGjzYExQ7A0Ncaw+5/M7daBP1wcpK43IyMDnc79eHDnJhUq5K4k2K9IXFwc\n2voleffmBXp6enLV8vDhIypWqUF0yAl0tbXkqiU7kpKS2bD7KNsO+nLnQTjp6RmUMTKguW1NBjRu\niKFOsVyNJ4oiXRavwud6CAsmDWFoT+kcwBFFkfKOnqSkpvLkwn5UvkqyfepiEJ2HzuDQ4cPUrVtX\nKv4LkB0Fe+YUmCFDh7LZazvzFi7+pn3mtCn4n78m99I82dFn9ByKVHSh+/AZaOsZcDv46ncDOYC1\nK5cR9e4Ddx/kPYmrhbkJ8XHxjBg1VmHeGxUVFYoWLYr3sePyliITrGvWRE1NjR27dv/UbtmKVRQv\nYcbJE74s7NGJ+yvmYmlqDEBJXR3O338oC7koKytTVEMdnxO+MvEnb4oVK4aGhgb7DhzKU//Y2FjS\nJVRztEKF8mgXK8bCdTslMp6kefriNUMmL6JMndYUreTCuDmrKJSWwbLeXXm3bTU3Fs9iasc2uQ7k\nPqWkYDNiEv4h9zi9Z4XUArmMjAysPXrwOjKaYJ/N3wRywXce0HnodPYfOFAQyP3HKAjm5ED16tXx\n9/dn8dIVpKamfmn3aOJGRkYG0e/zd2pQmqzdcRivAyeYOnkiH2OjuRB4ksqVrX5ob2hoiJmpCZMX\nbcizz36dW9KzQzMWLV2OfgkzHj58hCiKDBoynFlz5n5jm5qaSqSMcsCVMjPl3PkLMvGlCFhVsmTH\nzj3ffS0jIwNX92YMHzGa4c3ceLJuMT0bOn5jY2lckrsvXspCKgDGurpcuizfMleypExpc3zzUOZu\n6fKV6BmZUsGqGlFRURLR0qihM3uPnZLIWJLg9MUgWvYeg24VVywc2rH3SAC2pUtxesYEIreuwnfq\nGDo51v0mMMoNUXFxWA4aQ1xKCo8v7Ke+rfRKYw0YP59HT15w238b+no6X9pj4uJp3W8Cq1avwcFB\n+rPfBSgWBcGcnLCysqJSpUrs/+pJWltbG+OSJXBoO4Cb9x7JUd2POX0xiLJlSjNm1F85zmk1e8Y0\nvAPO49B2AK/e5u1m8SD8BUWLFkVbuxj29Z1wcXVn9boNTJwyndev33yxs6vriJFpGbxlUKGherWq\n3Ll3X+p+FIXGrg25defuN20ZGRms37gZg5KluHzxEqdnjmeS5/cP8dhXtODlO9nVKLYyK8mdf+j9\nnbGzrcXN27dzbJ+amopTo8b8NWoMf/XpQNLHRIxMy3Dwq7rDp8+cxb1ZKz58+JArLaNH/sXTiDck\nJn7KVT9JkZKSwqqtB6nTsg/q5Rrg1mUYD+6H08elAU/WLubx2kVsHNwXa4uc1z39EQlJSdQaMRld\n3WI8vbifEgbSW+ZOSUlh64ETTB/Rh7Klvj3ZP2TKUlq2bkvbtm2l5r8AxaUgmJMj3bp14/DRb4OO\n0/4nEFQLUatpT8xqt2LDrrzvNZMGnVu5Ef74CSkpKTnu06mjJxfOBPAyOhbzOm3oOGgyHz/m7kM+\n4k0kTo4O3L5xjbp17QkLf4woihjo62NkZPjFTllZGYDbd6V/E3dxbsDr14qzj0/adOzgyYcPH3j+\n/Dmjx06gglU11DS1GTh4GHUszAlfs5CaZX98c2xiXZ2EpGSJpazJDodKFYl4+UomvhSBFs2afvNg\n8zNCQm5haGJOyM0QrnpvZO64gby8dgRzkxIcyfpMWrt+Iw0be3DCz5+16zfmSouNdU00NTRY7rU/\n19eRV+6HPaX/uLmY12mFZkVnRs1cjpCUyqKenYjetprgRTOZ3KEVxYsVlZjPzMxM6o2dQWGNwtzx\n30bhwnmrqZpT3LuPoIimOsN7d/imff/xMwTdC2fu3Lk/6FnA705BMCdHatWqxY2b3+bCKl++HA/v\n3eLxw7vUrlOHARPm03nIVPkI/A7NG9WncCE1Fi1Zlqt+derY8ywslK2b1hNwMZji1d2ZsXTTD/fA\nffyYxKqtB2jcZRjFqzXhxau3uLk2RENDg6OH9hPx9BG1bKyJiY2l6x+9CTx7jhcREYTc+jwzYWpq\nmu9rzY5mHu4kJSXz8eNHqfuSF3FxcRw8dIQhw0bQp/+fiKKIeblKbNywkfLaRdk7ajDvtq1m54iB\naGQzU2tRwhAlJYErj/K+fzI3NLWtQVJyMgkJipHORto0dmtEeno6jx6F/dRu1px5WNeuR3XLsrwJ\n8qZm5QpfXot894GaNapzzOcEfw4eSlXLsqipqjJ44IBc63FwqMf2Q3657pdTUlNT2bTnKE7t/0TL\n0oUqjbpw1O8c9S3KEjhrIlFbV+E/bSzdnOqjmsfl0+wYvH4rrz/EcPOEl9Srb8xfs51z10II2LHs\nmwo4b6LeMXjKYrZu246GhoZUNRSguBScZpUjGRkZaGtrE/HkIdra36/Rd/bceZwaNcFv2xJc6mV7\noEWi7Dt2ipD7YViVL0M7D6cv1So8/5zItbvhPA/PW4FmURSZPHUGcxcsoljRImxdPBE3x9pfXu82\nfDo7D/tTuHBhKlYoTxM3Vwb92e9fx+pFUWT233NZt2EzL1+9JjMzk6pVKnP7zl3C7t/GwkL6p0wL\nFdFh59ZNtGn9a+YH/B7R0dGMGD2Ow0e8SUj8iJqKCsWLaVGuhCHVzM0Y2swN/WJ5O6VYpu9wujvV\nZ0rH1hJW/X30uw5g44a1dO7oKRN/8kbXwJjhQwcx6TuVST59+oSLmzvXrgczf8IghvX69j1JSUlB\no4IzgiAgiiL9OrWkcsUyDJ68iEKF1Lhz4zrlylnkWMup04G4NmnKx4enUVNTy/e1AYSGP2P55n34\nBl7hxetIVFVUqGxmQht7G3q4OFBEXfIpQH5EyJPnOE6Yyb7Vs2jV2DH7Dvng+q371GnVlzljBjCy\nX+cv7aIo0qL3WKrZ1WfWrNlS1VCAfCgo5/UdFC2YA/DwcKdd6xb80a3rD22cXd25fSuECwfWUL6M\nmdQ1paWlYd+yH7dCwyheXI/Y2DjS0tIoYVAcS4tS3Lz3CEFZhXdvIvLlJy4ujo5d/8DXL4AmDWpz\naP3fPHj8nGpu3Th2eD8e7k1yNd6nT59QVVVFTVObJw/vUrp0/vfDZIdZ2Qq4u7myZtVyqfuSJtHR\n0axeu4Fde/by8FEYxbW06OniQL/GzhTXktyylMvE2agXUuPYpJESG/NnVBs2nnouLmzdnPcDOL8S\n9vUaoK6uzumAE9+0X7x0mcZNW1BYTZXAvSuxtDD/bv/3MXG8eB2JtpYmpU2NufvgMbWa9SJTFAkJ\nuoxVpUq50qOupcu88QMZ2K1Nnq4nLS2NbYd82X7Al6DbD/iYlIyhTjEaWFWkj6sztuXllxao5l8T\n0TXQ5fLh9VL3Vbpua168imRYL086tnClZuXyKCkpccj3LNNX7uR6ULDEAuYCFIuC1CS/CIMGDmLZ\nijU/TblxeP9uSpqYUsmlEwvW7sjV+KIo0n34DIxtWzB40sJs7T99SqKcoydPX74lPPQ2kS+fkZIY\nw/XL52nevDkxn9Jp1ao11y6ezZWO71GsWDGOex8iMMCX80F30KniRq1mvaherWquAzkADQ0NVFVV\n0dXVZcPmrfnWlxMqVaxA0I2bMvElSURR5OSpM7Rp3wl9I1MMjM1ZsGARpuqF8JsyhsdrFzKhfQuJ\nBnIANcqaE/ZGdqWeqpiZEBQULDN/8sahfj3u3g/9pm3cxCnUd2qEQ62qvLp25IeBHICeTjFqWJXn\n0eMIbDx6UL1Jd2rUqE5KYkyuAzmA2na2bNqTu8NIDx4/Y+CkBZSt2wb18k4MnLCAhHexjGvdjFeb\nlxO2eiHrB/WRayDnf/M2j99Esmv5NJn4O7ZpAW3cG7DjsD+1W/SmkIUDZrVbMnDiQsaMHVcQyBVQ\nMDMnbzIzM6lYsSKb16/OtlTSoKF/sXHTFj4+PJ3j8Res3cn4eWvo3aM76zZu5tSu5TjW/n4lhYTE\nj1Ry6URaBjy6f+uHS7/SICkpicVLl6OpqcnAAf3ynCIAwMa+HkU0NAk8Jb39Ov9j+qw5LF22kveR\nsku5kVdiYmJYuXot+w8c4n7oAzIyMihdwpAm1avQr7EzpQz0pa7heFAIXRev5v2OtVL3BbAx4AwT\ndh7kY9w7mfiTN9eDgrGr60h6UjyJiYk4ODfi3r1QVs4cSe+OzXM0xtOIV1jUb09tu1rMmz2L+vXz\nnq/s4KEjtO/UleSwwB+WcUtNTWPnEX+2HTjB9VuhX2bfHCpVoI+rE7UrlMuzf2lhNXgMFSqUxm/7\nUpn7Tk9P5+yVm7h2GQZAZGQkBgYGMtdRgGwoWGb9DooYzAEsX7aM8+fPsnfntp/axcfHo61fksA9\nK6lnW+27NtdC7tH+z8lEvf9ACYPiPH/5hqmTJzB5wjjMylbA2a4qmxZM+KbP04hXrNvhzfrd3hQq\nVJiH926hpaXYmdv/yctXr3Bx9eDN2zckJn5k0/rVP126lhQ3Q25hbVeX9KR4mdQczS2BZ8+xcs06\nzgaeI/r9e4pqqFPLogydHevQqrYNKlmnf2VFcmoqBt3+JGz1wlwnZc0LUbHxWPT/i8SYKDQ1NaXu\nT96IooiKuhbz5sxg0tSZaGtpcn7/KkpnJW7OCWFPI6jo1IG7IdfzNBv3NZmZmRQuqsOGeePo0qrx\nl/bwZy9ZvmUfPqcu8uzlW1SVlbEqZUKb2jb84eKIlhTKX0kK76vBdFuyhhdXDlPCsLhcNExauJ5z\nNx4xaPAQPD3/G/tB/6vkNJiTzhGfAnJF9z/+YMrUqUREvMTU1OSHdlpaWujq6uB37uoPg7nOQ6ZT\ntJg2EydO4NyFi2zo1hUX5wYAfHj/gepW/y5t5OQ5hHcxcTR0cWL3dq9f8kTUyNHjeff+HdMmT6Rd\n29aYGOf85pUfqlWtAkDIrVvUrCH/2rGpqam4NPYgMT6B+6EPSE9Px9zQgHa2NejX2JnShvJ9gi+s\npoa6mhp+N2/Tzbm+1P0ZaGuhqqKCn/9JWrdqIXV/8kYQBDQ1NRk5ZgJtPZzZtXxarh8yypU2pWbl\nCrT17ETonZDsO/wEJSUlalSvxqINe0hKSmGfz2muhtwn8eMn9ItpUb9SeVb36op9hXLfnNBUZEZ5\n7cLdyV5ugdzpS8Fs3neCGzdDMDIykouGAhSPgmBOAdDS0qJrly6sXree2TN+vAcjIyODmJhYnOxr\n/tDmxes3HD10gMZujejbu+c3r1WpYsW0JRvp1LwRxfX+fwn1U1ISI4cPZfrUSfm/GDlRRFMDDQ0N\nhg8dLFO/SkpK6Ohoc/TYcbkFc/Hx8SxZtoKdu/cSFhZOpihSUkeb5X260q6Obb6WrKWBkY42F0If\nySSYAzAopsWp02d++2AuJiaGuo4uJH36xLJpwxnYPe/JY0VRRFdXVyK6atnYsHL1WoZNXUI5YyOG\nebjSu1EDdIsWkcj4smTP+ctExsaxaeGE7I2lQELiR3qMnM3mLV4FgVwB36B460L/UQYPGcKGTV4k\nJSX90CYuLo7MzEwGT1nMm6j/3wP07kMsEa8jWbBuJxkZmdStU/u7/c+e8kdXVw+zOq0YOXM54+eu\noWz9dsTEJdC+7a+dWmPo4IG8fPmK2FjZl0IrW6YMFy7JtmzUq1evGTp8JGZlylOseAkWLlpCOTMD\n/HcuxbC4Lm3r2tLRoY7CBXIAFY2NZFrWq6yR/r/yOf5unDx1hpKlLEiIi+Hxhf35CuQyMjK4FRrO\nuNGjJKJtycJ5KCspsXlIHy7Omczo1k1/yUAOYPz2fbR0c0RPR3b7ib9m/tqdNGjghJv/qpT5AAAg\nAElEQVSbm1z8F6C4FARzCoKFhQW2trXYtWfvD210dXU5f+YkaaJARaeObDtwAs8/J1LCpinmdVoz\nYe4apk+dRNGi3z+BqKamRljoHQb068vWg36s232U6jVtePLwLpUrV5bWpcmEKlUqo6SkRFi4bBLS\nfk0tG2sePJB+Afm79+7RrUcfDEqaYVK6HLt278ahVmVCTmwl5q4/RzbMw8nemlLGRtx5nr+0MdLE\nroIFEdGyK+tVpZQZz54/l5k/WTNz9t+4uTejqbM9Ty8ewKRE/pbSg24/AEQ83Btna5sTVFRUqGxV\niTUnFKdWa17wOn2ODwmJbJj77xx+suDuwyes3enN7L8LqjwU8G8KgjkFYsiQoSxdvvqnaUrq1bXn\n4d1b2NhY02/cPK7dDWfKpAlkJCeQlhTPxHFjfupDSUmJxQvm8u7tSz5EvuLQvl2UKlVK0pcic+Lj\n48nMzMRAX/b7WNwaNSRSQgXK/8m5cxdo3qodxfSMqFLDlsAzp/D0cOLZpUO8DT7G1sWTqWL5bYqG\nSuXNeRqluKc33apXIT7pE5mZmTLxV9eyPO8/xMjEl6yZOXsuk6fNZOm04exZNTPfh3Cu3rzH4EkL\nUVdXl+getl49u3M17InExpMHU3YdxLOZC8W0ZD+r6Bt4hWa9xjB9xkyZVLcp4NejIJhTIBo1akRq\nWhrnzl/4qZ2ysjJnAnxJTozhefgDJk8Yp5AnKWVFSkoK1nb1MDI0lEtg6ubakLS0NF69yn+d1szM\nTPYfOEiDho1R19KjQaPGPAy9y7Ce7fhw249nlw6ydNpwTEv+ePbFroYVUXHx+dYiLSqZmQACt5/J\nZvbQwaoCaWlpJCYmysTfP3n48BEDBw9j0JDhnD7zOT9jamrqTx/avsbb+9h3tV8PCmbytBmsmPEX\nf+YxKe//OHHmMkbWTanbuh8xicksWTg/X+P9k/59+5CalkbgndDsjRWQtb6niP+UxOpZo2Xu+5Dv\nWXqO/ptVa9bRv39/mfsv4NdA8TbU/IcRBIHBgwaxbOVqHB1kszn8d6COgzPv37/n/u0bcvFfqFAh\nNDU1Oex9lIED+uW4nyiKxMTE8CgsnCPexzjh58+9+6GIokhVy7LMHdufPh2b57rmo0sdGz4lp5CR\nkYGyjFOP5ARBECimoUFAyF2ql5F+8K2loYGqigqnTp+hRfNmUvHx+PFj9PT00NLSYu++A7x+84Yi\nmpqkpaczftIUPn36hLKSEqvWrqeYlhaxcXGYmZmyw2sT9erW+WYsn+MneBHxkn59etHGsxOHjxzl\n/9g767Aosy+Of96hGwQEJFRQRAFRWrC7sWvtbsVaXd21u7u7u12xUVQwQEVRsbA7UGmY9/eHrD/d\nNYgpdT7Ps8/KO/eec4aZYb7vvfecU7KEB5FnTn02rknzlgR4udO1Ze5boy1cu53nL19jbZWX5y9f\nyvzmUEtLiyJFnJm9N4Ty7kVlalveSKVSRm/eSauG1TE0VGym//5j4XQbNpX9IQfw9Px64psaNWox\np2K0btOGP//6i7t375E/v/xbd/3o3Lx5i8ioC1y/fAFrayulxZHfwZ4jR0O/KuauX49l+KixhB4/\nzqvXr0lNTfv4mEQiwczEGE83ZwZNG0aT2pVy9WXqmN8WQRC4fO8BHgVVcwvdwdKcMzduKsyfubER\nocfD5CLmVq5aQ9uOH153HR1t0tMzMNTXI0MqRRRFvIsXZdeSiRga6vPsxWv+nLKIwgXtmb5kA2Uq\nVMHS0gJjIyP09PS4f/8B796/RyqVMmP2XGJjbwDQsH69z3yeOXOOu/fuE7pBNkVrl00ZRu/h05BK\nRYwM9enYuRsJCQn06tFNJvYB2rT6jVGjf7z+obP3HCApJZU5o/op1O/xiAu06T+Onbt2qYWcmu+i\nLhqsgvTv1w8Nicik8WOVHYrKU69hEy5ciibuhnK3b1q368ip0xHcvBYNfFh1u33nDosWL2P1uvU8\nfvyE/LbW1K4cSHl/T4o4OmCd1xwzEyO5bJGbuVVlUL2a9K6tmllv3eYvI+xqLNGzJijEX5XhE9C1\nsuHYof0ytesbUJbzkZEEd2hGvWpluXLjDs3rVMnyCk5M7G2Wb97Hi9dvSEhIwj6fFR2a1cG9SksA\nalUM4MTZS8S//LwFWqNmv3Hh/DliQzfK9PkArN91kJa9R1C3Ti12bv16QlZ2SUpKwsDUkoMjByu1\nFVd2kEql2HXoTcuGNZg7RjH9hOHD2cWgTkPYsHETFStWVJhfNaqHumjwD0yPnj3x9fVl+LA/fomq\n9TklIyODffsPMGPqJKXFIIrix9WTO3FxePoGcO/ePV6/+VBGxtTEiFoVAxg7YC72toqrC2WT15zI\nW3EK85ddShdzYeupswrz5+Zgx4GYWJnbff78OW0a1WTS0J4ABHgXz9b8Ys6OTM6c+ynxlw+ir6/L\n2YtXCWzQhRcvXmBh8f/knpMnT9OgWs7bbH2LfqNm0ahBPTatXyNTu3p6ejgVLMCMXftZN6CHTG3L\ni8nb95KansH0v3orzGdKSiot+oxk3vwFaiGnJsv8uqfmVRhHR0cCAwNYu172d90/E7dv3yEtLY3q\nVSvL3dfbt2/Zt28/fw4fRd36jXBxK4GJuTUauka4uJdk2/YdmBobYmWiR9ffgji8fhaJ14/y8uJ+\nVk3/S6FCDsDZ0YHYR08U6jM7VC9ZnOS0NN5/o66iLCnlUohnL2Sf4evo6EjMjTiZ2zU01EcikeBX\n0hVDfT3mLVjEkydPaN6yDYZmljx7/pxurXJ/Vu5LaGtqYmJi/M1sVqlUyq7de6lTrxH1Gjb54pjk\n5GRe/Ot3/luL5oTGXJNpvPJCKpUyfdffdG9VX6GN7Bev34WbuweNGuW8VqCaXw/1ypyK0rt3H/r0\n6U2nDu1+mDY3iqZw4UL4+Xjj5OKOpqYmxkZGxMZcxNzcPEf2Xr16RUTEWSIvXGB/yCFOhYdjZmpC\n/Nu3pKdnoKWpiYmJEbZWFpQo4kCnxtWpGOiFu4uTymUTl3QrwskI1S2Ua25siLamJocvxRDk5yV3\nfxXdXUlJSSU5ORldXV2Z2fVwd2PDRvnddImiyLuERJYsW8GI0eOwzmvOgE7NGdS1hUyfx6fUrVqG\nJWs34ODgQP++vT/uDjx58pRZc+axfecubmSed7QzN+fu8+c8ePgQO1tbLl2KZtbceYSEHOLBo0fY\n5rPhQdyHsQkJCejp6/EuMYndEeepo4DXPTeM3rQDKTDxD8WtIqakpDJp4Tp27t6rMJ9qfg7UYk5F\nqVixIoIg4eChw1StIv+Vpx+V8JOh3Lx5iztxd6leO4hTpyOoU7tmlubGXL3GzNlzCTlwkIePHpOe\nno6mhgZGenpoa2kglUrx83Chd/smBHi6YWDw4/SsLevnwdhZy5UdxjfJa2rM0WjFiDkLYyM0NTQI\nPR5GNRmu5Pr6eDN/4SKZ2fs3giBQ1q8kKSmprJo6hLJ+8m8ZN/2v3qSlpzNp8lSGjxzz2WPG+vq4\n2toyokkTShUujEQiodG0afiWKsubN29ISk7G0sQErwIF0MnIID4llQZNmhMWdpLnL16im7nCtejg\nUZUWcxkZGczdd5DeHZoqtIvK2h0HcHVzx8tLdX83alQTtZhTUQRBoH+/fkyZPkst5r5DoUJOFCrk\nhKamJj16B3Ms9Dgj/hr6n04YGRkZbN66nSVLlxNx5gzvExKxNjOlbLEiNGxaj7KuRTD4ZLWj56IV\nbAyLYNLQnj+UkAMI8HQnQyrlWXw8eU1MlB3OF3G2sebCHcV1ZjAzMuRY6HGZirlSpfxITklFKpXK\nbXX26MY5crH7NTQ1NVkwbhALxg3i4ZNnFAxsiLGuHou6dMH8C91lWpcpw4FLl2hYvjw1S5b8KNhq\njR9PUmoq506epoxTIYKaNsPewoKlhw+zO/K8Qp9Tdvlz3RYkEgljBnRWmM+MjAwmL1rPwiWqfROm\nRjVRizkVpnmLFgwdNoyLFy/h4ZG9g9W/IhFhxxg9fiKLli5n5+693LwWzbNnz5g5Zx7btu0g9uYt\nNAQBF3tbBtatQYcq5TDW/7pIm9WxNbEPn1K8SkuqlfNnwfhBuW6VpCh0dLTR0dYi9PJVGgd+uVev\nsvF1dmJRyFGF+bM3z8O5SNnWInSwt0cQBGJv38elkGqWgckNttZ58SvhStKr918UcgB1fXyo6+Pz\nn+vbBw5EUyL5j8htGhjI2rAwouPu4V5A9covpaalsejAUYb0aK3QOo3HwqMwMDKmXLlyCvOp5udB\ntQ76qPkMHR0devfqxZTps5Qdyg9BiRIebN24jiUL53Hr9m0sbeyxsivIvDnzcDTSZ9OgXrxYs4CT\nE/4iOKjGN4UcfKj/dmDk76zo05XLV25QIKA+Jaq3Zuu+o1mu3q9MLMxMibiu+F61WaVayeK8TkhQ\n2O/SzcGWmzKubZeWloaWlibHI6JkaleVkEgE3iYlZnuetqbmF1crDXV1sTEzY/KOfbIIT+YMWb0J\nbS0thvVupxB/UqmUlJRUHjx+hnMRF/UZaTU5Qr0yp+J06doVR0dH7t9/gL29nbLD+SEwzBRpzfy8\n6F6zCnYWeXJlr56/F/X8vTh74xZD126hWc+/0NXWokKAFx2a1aFG+VJoa2vJInSZUsDehiv3Hig7\njK9S0jE/iCJX7j3ALb/8+036ORdi8+ns15l89uwZefP+f0U2IuIs8xct5vDhozx8/BhRFAk7e4nO\nv9X7hpUfl/y21ly7HidTmxXd3Nh9XvVqfqakpbHiyAlG9u+okKSmVVv/psefU0lPzyA1NRUAHS0t\nVq6WbVkYNT8/6pU5FcfU1JS2bdowa+48ZYfyQ5CRkcHQ4SOxs7RgXOumuRZyn+JT2IkDI37nyYo5\n9A+qwY3YOzTpNgx95/JYlaxJ5ea9mLxwLS9evZGZz9zg5uJE3POXyg7jq0gkEkwM9Nl37qJC/FXy\ncCUpOZm0tLRvjrt67RrB/QdR1L0kWvomWNkVpFeffpT08UfHwJRSZSuwf88+3PPmZV7HjhSzs+Px\nM9mXPVE2r968ZdyclWz9+xiBzs4ytd00IIC3iUlEx92Tqd3c8vvK9ejqaDOoa0u5+7r/6Cn9x8xB\nQ+PzFcyHj1W3pJAa1UW9MvcD0KdvXzw9PRk25HdMVPQwu6rQsGkLYq/HEjpuqNx86GprM7B+bQbW\nr40oily5/4BNYREcj7nOyGlLmbl0Ew/O7JSb/6wS4OnGik17lB3GNymQ15LTmUWX5U2+PGZoSCSc\nOh3+We/jBw8fsnjJcnbv2UvMtWukpKRiZmREsXz5aFa/PmtOnGDFilUUsbGhX61alHd1RfuTDEd7\nc3Ni7z1SyHOQN6fPRzNnxRYOnzzH81dvMNDVxd3Oni5VqsjUz8et1u17WRUsu5ZhuSEpJYVVR08y\nfnA3uW91pqWlM3rWcl69/u+N3+HDh1W2r7Ia1UUt5n4A8ufPT7VqVVm8bDkDgvsqOxyV5siRY/QP\nqo6LbT6F+BMEATcHe9xafNgmPHvjNlX+Go8oiko/+1K+lCcpqWkkp6ahq4LbwAAlHPNz6OJlhfkz\nNTRgz96/OR8ZxdbtO7l48RIJiYkY6evjbG1Nz6rVqFK8+GdirWyxYt+06eXoyJErV1TiNc8uyckp\nrNkewvKNe4iKiSU1NQ1rMzNKF3amkb8/NmZmcvNdwc2NPSq01Tpw+ToM9HUJ7thMrn7i376nQdeh\nHDv14bkbGujzPiGRNm3asHLlSmbMmKEWcmqyjVrM/SAMGDCQoKC69O7RXaHVyH80HBzsCYuJZZB8\niuN/F+9CBRGBqCuxeLoVUU4QmdhaWyKRCETeukNAUdluk8mKyh6urA09qTB/L9++Y8r0mejp6OCU\nNy8tAwKoUbLkd5NhvkXZYsUYv2MHJ89dorSPhwyjlS8LVm+n1/CpaAgSCtvY0K1yFaqXLPmZkJUn\nzQICWHfiBNF37+OugDOT3yIxJYV1J8KZPKyn3AX5H5MXkYY2mpqaNKtTiTXbQwBYuXIlAK1bt5ar\nfzU/J+ozcz8Inp6eODsXYeOmLcoORaUZPeIvQq9cY9CK9YREXuLF23cK9S8IAmZGhmzbH6pQv1+L\nxdjQkLCr15Udylep5O5KWnoGd58r5sxZdU8PrExN2Tt4MLPat6dpYGCuhBx8yNq0MTNjzoof57N5\nLDySnn9NpWXpMuwfOpQ5HTpQ18dHYUIOMrda85gxZbvyux30W7oGQwM9erf7cmsyWXLyXDR29vak\np6d/FHKfomrdZNT8GKjfNT8QAwYMYMqMWT9EWQxlUb9eXWZNn8K6k2doNnUuRboPID09XaExFMln\nzfFw2dYzyyl2NpZE3VZcYd6s8OjVa0as34rvgL+w7/Chgfn8fYcU4ruWdwniE7NfZuN7lCpcmCOn\nVLsQ7qe07jMKz4IFaVuhglK3hiu6unH44hWl+QdISE5h48kIxgzsIndfoigSfTWWgQMHcufOHerX\n+5AB7e3t9fE8dExMjNzjUPPzoRZzPxDVq1dHKhUJOXBQ2aGoND27dyX+5RPSk94ilYqcuqaYA/b/\nUKZYEa7eVA0BVcTRgZtPnio1hrT0dNYfP03dsVOxbdcLl+4DWXLgGCZ6BvzRoAEOFhY8evVaIbEE\nuhQmOTWVdKlUpnYb+vvz8nU8T5+/kqldeZCQmMTDp88Jrl1b2aF8yGpNUm5Wa98lqzAxMqRbK/mf\nzZi+ZAMA3t7eLFy4kCVLl+Lp6cm5c+dp164tLX9rQcmS8m/ZpubnQ31m7gdCEAT+GDKEMeMnUa1q\nlR/usLUy0NTU5MW79wr1Wd/Pi8nb9qhERppXcRcOhkYo3G/03fssDjnK4UtXePDyFZoSCfktLWno\n50ddb29MM5u3A5y8fp1Ld+/LJQ6pVMqhC5dZdSyMU9du8OLtO/R1dEhOTcVQho3qrU1NMdLTY/bK\nLQptAZUT9h+LQFNDg3xyTG7IKv9ktU7ZsY+Vfbsq3P/bxES2nDrLvLEDFOJv4NgPrdnK+XsSfTaM\nYkWX8fTZM5o3a8b06TMUEoOanxO1mPvBaNK0KcNHjOD4ibDPyiuo+S/p6emkpKbiU9gRqVRKhlSK\nlgLOBLnmt0cikRAaHkXFQG+5+/sWFUt5M3TSQrn2Dv039h16E5+QiKWxMSUKFGBQ3SBc7b9+wN3H\nyYmT167JzP+tJ09ZfOAoB6KiufP0OSIitnnMKVe0GHV9fLA3N5eZr09xs7dn276jKi/mDoadIY+R\nobLD+EgFV1f2nFfOFnWfxasxMzGiY/Mgudh/n5DIxj2HqVUhgKcvXmFmaszrN28JDY+ktJ8n2pof\nbsj79e8vF/9qfh3UYu4HQ0NDgyGDBzNm/CS1mPsO8xcuBqD6yMk8eP4CEdDS1CTI15NlveX7hWtp\nasKOAyeULuZKuhUGUeT6wycUtVdMuZaklFQG16tHVY+sZXYGFCnChB07cOwcTCEbK/ycnehYtQL5\nLS2yND8xOYU1oSfZeuosF+PukZiSgpmhIW52dnSoUAkfJyeFCNkgHx/+WL9OJVZkv8X5S9dwyCMf\nQZsTmgYEsC4sjItx9/BQYK/WNwkJbI84z+KJg+Vi/+6DJziWbgiAUwF74t8lMHnKNMqUKcPg3wdS\no2ZtXr16xeDBgzE1NZVLDGp+HbL8F04QBA1BEKIEQdiT+XMJQRDCBUG4IAjCOUEQfP813kEQhPeC\nIAz45JqXIAjRgiDcFARhlpC5TygIgo4gCBszr0cIglDgkzltBEG4kflfm0+uF8wcezNz7i9Tr6Nl\nq1bcuHmL8Igzyg5FpalWpTLubq6UrlSBC+fCSXr7kuVLFrLjTCQtp8+Xq+9idjaERyquftrX0NTU\nxMjQgJAoxXRZALAyNeFiXFyWxxvq6rKoc2equBcnMTmNlUfCKN5rMNVGTOT2V877hcVcp/2shRTu\n2h/rtj0YumYz8QlJtClXjt2DB7O1f39GNm2KX+HCCluR9HFyQiJI2LTniEL85YSUlFRi79zH3UF1\nGtwb6elhY2bG1B2KzWrtuWglFmYmtG1cS+a2D54481HIAdyKu8/kKVPp0KEDzs7ObNu+k06dOvH7\n778jiiKFChWSeQxqfi2yszLXB7gKGGf+PAkYKYri34Ig1Mz8ufwn46cBf//LxnygExAB7AOqZ47p\nALwWRbGQIAjNgIlAU0EQ8gDDAW9ABM4LgrBLFMXXmWOmi6K4QRCEBZk25PsNrSJoaWnx+6BBjJ0w\nid3bf5xyCIrG2bkwlyI/F7y/tWhG/vz5KVexChtOnKZZmVJy8V22mAvT9/637IAyKGBvQ9jVWPrW\nraEQf0Xt8nHjSfZaEhWysaGQjc3Hny/ExTFj715K9h2Kd2FHhjWpR1jMdfaeu0DsoydkSKXYmJri\nW6gw9Xx8KPhJ71RlIQgCBfPmZemGXTQPkm3HhJwilUrpPnQy63YcREtLg3fvE8mQSjEzVJ1tVvjQ\nq3XXOcUVEH757j17zkSxcsZfMre9YvNehkxahKWlJc+fPwdAW1ubFi1ayNyXGjX/kKVbVkEQ7IBa\nwJJPLov8X9iZAI8+GV8PuANc+eSaDWAsimK4+KG2xirgn87UQcDKzH9vASplrtpVAw6KovgqU8Ad\nBKpnPlYxcyyZc3/OLtdfoV379kRGXSQq6oKyQ/nhKB1YimZNG9N9wQrazlzAYzlkUgb5eRH/LoHU\n1G/3AVUEpTzduHzvgcL8FbXPx5M3uetPW6JAAVb06MGMdu04e+M2QWOnsWD/EQx19BhSvz4Hhg1j\nTe/eBNeqpRJC7h8qurpy5kLOSkvsP3aaEdOXsHXfUeau3MrAsXNo138MQybMIzExOdv24t++o3jV\nVqzcvI+Gvr7U9/KhW9WquNjasv/CBaQqVOKoaUAA75KSuBinmCzwHguWY2WZhxZBVWVm83X8W3oN\nn87oOWs4fiKMtm0/biSRmprK7NmzZOZLjZp/k9WVuRnAIMDok2t9gRBBEKbwQRQGAAiCYAj8DlQB\nPk0RsgU+/UZ5kHntn8fuA4iimC4IQjxg/un1f80xB96Iopj+BVufIQhCZ6AzgIMKbS3kFl1dXQb0\n78+4SVPYvH6NssP54Vi9Yikexd2ZOXsuLj0G4VPIkVmdW1PM/otvo2zjZGOFpoYGB06coXalQJnY\nzCmNalZg8fpdCmk3Vbhrf56+icf5k1W23ODu4ECBvHmJT0hgS//+Kp/BXcfbm4WHDnEl9jauzo5Z\nnnfqfDR12g3EQFeX5LQ0tDQ00NPWRldLi9cJCcxesYXog6spmMX35+5DYTTpNgwTfT1W9exJ3k96\nOmtrajJtzx4qjxqFRBDQ1NBAKoqs7tkTKyWd3fonq3Xq9r9ZFSzfrNZn8fHsj7zE+rmjZGYz9vY9\narf/nYpVqnL23HksLCzo2bMXNjb5cHFxoWbNmkycMIF+/VT/Pazmx+S7K3OCINQGnomi+O90o25A\nsCiK9kAwsDTz+gg+bH8qth7EVxBFcZEoit6iKHpbWloqOxyZ0rlLF46fOElMzFVlh/LDIZFIGDSg\nHw/v3uLIgX0kaGlRatAISg8ZQ3ScbMpkWJuZsvvQCZnYyg3lS3kiiiKRt+Lk7istI4P6vr4s6Cy7\nBJPZ7drxNimJQ9HRMrMpL/R1dLA0MWH60o1ZnvP85WuqtOiNX+HC7Bw0iJChQ9kzeDCb+/Vjda9e\n7Bo0CAtDI+p1yNpB/TMXYmjYeQhlXVzY0KfvZ0IOoLaXFyHDhrEpOJjpbdviZGVFekYG5sbGX7Go\nGCq4unL4kvwLCHebvxwbKwsa1awoE3tRl2Op1ro//QcNZtGixVhYfEjccXBwIDg4mBo1ahAREcGx\n0ONqIadGbmRlmzUQqCsIQhywAagoCMIaoA2wLXPMZuCfBAg/YFLm+L7AH4Ig9AQeAnaf2LXLvEbm\n/+0BBEHQ5MO27ctPr/9rzkvANHPsv239MhgYGNC3Tx/GT5qq7FBUlsNHjtG0RWtOnjr91THly5Xl\n8oXzREacRDA2ovSQUQSNm440l4Vl3RzyERGl/GruEokEyzymbD0t/4QZZxsrTsiwzAiAga4uRfLl\nY8eZHyPhx9vRkZCj4Vkam5GRgXet9pjpGzC62ZcbvEskEv5q1IjLsbcxcqmIfuHy1O/4+xc7wRw8\ncYayjbrh5eTEHw0afFU8aGloYGFsjL25OdcfPaJ3jRpoKrmNVLPAQN4nJXEm9pbcfDx+/YZDF68w\nZ1Q/mdjbe+QUlVv2ZdKUaXTr1u2r43x9fSlWrJhMfKpR8yW+++kVRXGIKIp2oigWAJoBR0RRbMmH\nM3LlModVBG5kji8jimKBzPEzgHGiKM4RRfEx8FYQBP/MM2+tgZ2Z83fxQRwCNMr0IQIhQFVBEMwE\nQTADqgIhmY8dzRxL5tx/bP1S9OjZk/0HDnLr1m1lh6ISvH37lgmTplDStxTaBqZUrVmH3Xv20Kff\n94uClijhwYWz4ZwMPcyJmOssCjmaq1jKuxfj9r1H3x+oAIoXLcRJBXTCaFrGn1fvZN8Pt56PD7GP\nH+daYCuCxv7+PHr2gnfvEr47tnbbAbx49YYFnToh+caqjZOVFY5WVtiZ5aF71ar8fSwcB796bM/s\nAbz7UBh2vnWp0SqYMi4ujG/ePEuxDt+0CQtjY+r5+n5/sJwx1NXF3tKCCVt3y81H+1mLcMhnRd2q\nZXNlRyqVsiPkOK2DRzNz5kyaNm0qowjVqMkZubkV6wRMFQThIjCOzHNp36E7H5IobgK3+H+261LA\nXBCEm0A/YDCAKIqvgNHA2cz/RmVegw/n8vplzjHn/9u8vxTGxsZ069qViVOmKTsUpRERcZaWbdpj\nY18QEwsbxo2fiLmBNsunDiX5xjFWz/iLCxejycjIyJK9Uv5+BNWtzcTte3IlHoJ8vUhITCIxMSnH\nNmRFlTK+3Hws/7ZerSqUQSqKrDx2TKZ2K7q5AXD4svLLvXyPAnnzoqejw8J1O3m/0ccAACAASURB\nVL45bvjUxRwKO8v0Nm0w0tP7rt0lXbuyoHNn6nh7s6ZXL+xNzGjcbSimrlWo32kwjmYWLO3WjWEN\nG2ZpO+/WkydcvnePPxs2/O5YRVHXy5sTMdfk0n869PJVTl27wepcZLCKosiugyfwrtOJsQs2sH7D\nRlq3bvP9iWrUyBnhV2ra7u3tLZ5TYPq7onj58iXOzs5cOHsae3u770/4wUlJSWHp8pWsXruOCxcu\nkZKaSn5ba2pUKEXvdo1xdvw80UUURfSdKzBv9gw6tG+bJR/v37/HyrYAxWxt2PFHMMb6H75sU9PS\n+DvyEhlSKfX8vL5bw8yiZVdWTP+TpnUq5+i5yoqHT57h4F+fRyvmyLSN1ZcoO2Q0V+4/JGToUJna\n7bl0KSIwt0MHmdqVBwNWrUKqp8n5fSu++Pi+o6eo234Q/WrXppanZ479PH/7ln2Rkfg7O1MkX/aK\nQt96+pROCxawe/BgDHR0chyDLEnPyKD62LEs792F+qVkV3A7LT0dxy79KO1Xgl3LJufIxrv3CXT9\nYwqXbtxj3PgJ1K1bV30GTo3cEQThvCiK3/0wKPeQhBqZYG5uTof27Zk87eft7Xf79m169gmmYOGi\n6Bmb03/QYCTpycwY3ofE60e4FbaFOaP7/0fIwYf6X74lizFv0eIs+zM0NORcRBi3X77Grn0vbNr1\nxKZdLyxadaP9nCV0nLOEwt0HfteOTR4zQo4rvjfqv7G1zouOthY7w+XfNilkxCDS09O5+lC2x1jr\n+fgQ++iRSm+1vk9OZkt4OE/j44m5EffFMfcePqZBp8FU8/DIlZADsDQ2pk358tkWcvBh61ZXW5ud\nZ8/mKgZZoqmhQSFra+b+fVCmdhtOnIkU2DRvTLbnpqWls3DtDlyrtELf3JZz5yMJCgpSCzk1KoVa\nzP0k9OvfnzXrNvAkm8VaVRVRFNmzdx8169bHxMIaJxd3tmzeQqkSRTi1fSEJ145wYusCOrUIQlv7\n+80/+rRrwsVsbLUCFHVx4eXTB9y8eokpkycyftxo4m5eJTXhDXt2buX5m/jv2nO1z8f5S7JNCMgp\nBexs2B91KUdzI2JvsvtsZJbG6uno4JDXgs2nTuXI19f4Z6s1TMYJFrlBKoqEx8by58aNNJgyhboT\nJ7LieCh2DjbMGhn8n/FpaWn41O6Ag4Ulg4Lk0w80O7jZ23NYxbKE63h7E3UrTmZbrQOWr+XElesc\nXj8LXd3srUCej76Gf/0urP/7FNt27GLpsmXoZWFLXI0aRaPuzfqTYG1tTcvffmPazDlMGp/9u09V\nIDExkfkLF7Nm3QYuX4lBFKW4OBUguH0TerZpSB4zk+8b+Qr1q5dDQyJhxcrVWd5q/QcnJyecnJw+\nuzZ46F94F3b6bg/Ocq4ujJbjge7s4O/pxtHjWcsITUpJZeWR42w8GUF03H3S0tMRBIEXq+ejqfn9\nPxtBvl6sOCLbsiwSiQRHKyu2nzlDWSVmBm45fZq/o6K48/w5Gpnb7E75bWnfvA7d2zT4Zi24co17\nkJKcyuxuPRQV7jep5+PDXxs3kiGVfnwuyqaahwfT9+whJPIS1b2y1t/3a/RdvIoVR06wcd4YvIoX\nzfI8URSZvHAd05duYvKUqbRs2VJhbeHUqMkJajH3EzFw0CA8PDwYNmQQxkquGZVVbt68xdQZs9i7\n728ePHiIvr4efiVcWTX9TxrXqiizP6CCIOBX0pV5CxdnW8x9ieuxsUxu9f0Mtjq+XgxetZFmPf5k\n9Yy/0NLSyrXvnNKgennWbv96i7Gr9x8y9+9DHLp4mUcvX6OjpYWzjQ09q1enqocHdSZOZM3xU7St\n+P1MwF61qzJrTwhP3rzBWoaFaGuWLMn8AwdkZi8rJKaksDcykqNXrnD76VPS0tPRyXwdDfT12LV0\nEmX8SnzXTp8R0zl36SpLunZFV4nvg08p5eyMRBA4evkylYsXV3Y4wIet1gKWlszffzjHYi49PZ2m\nU+Zw5FIM2xaNp06VMlmeK4oio2YuZ+O+40RduEi+HGxhq1GjaNRi7ifC3t6eihUrsHb9Rrp16aTs\ncL7KgYOHmDV3ASfCwnj79h3WluZUKetD8KKxeBQrLDe/vds1olnP4aSnp2dpdelrnD17nuSkZGp4\nf/+Lxs4iDxsH9aL97MVYlqjJ2tkjqVUxIMe+c0P18n5kSKVE3Y6jpGMB0tLT2XQygrWhpzh/6w5J\nKalYGhvjWbAgwxs2pvC/ujgUsbFh5eHjWRJzVqYmWBgbsfHkSfrUkl0j85qensz6+2/O3ryJjxyb\nk197+JCt4eFExcXx6v17dLW0KGxjQ4/q1anm4YG2piavExIYvWULFZr2oGihAjSqXZEh3Vt9cdt/\nw66DzF25lWENG5JfhYqXC4KAk7U1eyIjVUbMAVQtUSLHGdFnb9ymyeTZpKSnE7p5HqW83LM1f+L8\ntWw7cIrDR46qhZyaHwa1mPvJ6NatO8HBfenauaPKHNB98eIF8xYuZtv2ncRcvUZGRgbOjg70adeI\n3u2akMdUMauI9auX/7DVumoNHXOxOrdj127MTUywzOLqZ3VPD+4unkHHuUsI6jCICqU82b5oAoaG\n+jmOISdoamqS39aaYWs28/JdAlcfPEQzc+uyTdly1PH2Ru8b5w/reHkxefdupFJpllZMK3u4ceRS\nDH1k+By0NDTIb2nJlvBwuYq57kuWoKetTWV3d+r7+lLgC/1fzQwMmNamDdcfPWJ+SAiT5q1h7KwV\n1K1ShjUzh388n3X1Zhytg0fRwNeXCq6ucos5p1T18GDhQdkmHOSWIB8fFh44wKlrsQS4OGdpzst3\n7+k2fxkhUdGU9yvJrmWT0dfPXuZ25OXrzFi2iYuXorGRUUs6NWoUgfoQwE9GhQoVSE5O4dTprFWg\nlyfBAwZhYW2HZb78TJ02g7wmeiyf8gdJsUe5cmgtI4I7KkzIQWZWa4lizF+4KFd2crL1q6Wpyco+\nXTk4ajCXrtwgr2dNlm1U/Fm6Lr/V40TMdVLT0pnSqhUhw4Yxv1MnmgQEfFPIAVRyd0cURfaev5Al\nX31qV+VZfDwJKSmyCP0j1YoXJ/rePZna/JQXb98iCAKV3NwIrl37i0LuU4rky8eMdu3YO3gwA+vU\n4dDxM1h51iI0PIrExGQC63XGJZ8tPapXl1vMuaGWpydpGRlcjItTdigf0dHUxNbcnNl7vr+lfvX+\nQxpOmIFTl2AuPnjI7mWTOLRhdraFXGpqGh0GTWDylKlqIafmh0Mt5n4yJBIJXbt0YcEi5dZQjoy6\nwMzZc2nTsDp3Tm3jdXQI+1dPp3lQ1VxtceaWvh2acvFiNGlpaTm2kS+fDUmpORMovoWduLVgKq3L\nl6bL4Il41WzL0xevvj9RRgzo0gI9HR18nZwoWbBgtuZKJBIK5s3Lwv1HsjTeNb89Bro6Mm/DVc/X\nl5S0NLkIusm7dtFk+nT0dXRwd/hvmZtvIQgCVUuUYGv//hS3s6dS816YuFVBEGFaG9UtLKutqYlt\nnjxsDlf+DSDApbt3Gb5xI8/j4zkQ9eVM29PXYmk5bR4OHfvgN3A4t1+9ZvWM4Tw4s4saFXJ2jGH9\nroOYW1rRunXr3ISvRo1SUIu5n5C27dqxe+8+Xrx4obQYunTvhbtLISYP7YlDPiulxfFv6lUri6am\nBkuXr8ixjYrly5GQlExqDgWhIAhMbf8bZ6eM4s3LNzj41WP83FU5jic7SCQS2jWtze7IrJUZ+TfV\nPDyy1TuzVJHCHJFx1wYdLS3szM3ZcPKkTO3Chy1HAZjZti1VPHJ2+F5TQ4MxzZvTs1o1pFIpqenp\nhMYov0fvt6jg6srFu3eV4jstI4M958/Ta+lSqo0dS/DKldx+9ow63t6kZWQQffc+GRkZrA09SbUR\nE8nbuhvVR04m5ukzurSuz+Nzu4k9volmdavkOIY79x8xZNJCRowaozLHU9SoyQ5qMfcTkidPHoKC\ngli+arVS/N+//4DzkVHMGd1fKf6/hSAIBHi7M3/hkhzbcHYujIaGBqFXclfvrLCtDZdmjmdIwzoM\nn7oY57JNuHnnfq5sZoUJv3cjITmZk9evZ3tuHW9vUtLTCbuatbldqlXg7vPnMi/0W9HNTS7iwyN/\nfuzMzflj/XrSslGT8EvU9/Njz+DB+BcqxPjt25m5b5+MopQ9jUuVIiE5mbjnzxXi71l8PPNCQmg5\naxbVx4xh9v79iEDP6tXZP3Qoq3v1onu1algaG1N1+ATMW3alz5LVZOhoMXlYLxKuHeF66EbGDepG\nXos8uYolLS2dln1HM3DQ75Qtm7uerWrUKAu1mPtJ6datGwsWLc1WkVxZ0aNPX+zzWRHorTrZcZ8y\noHMLLl+JITU1NUfzBUHAxtqKXRE5W936NwMb1Obq3EnoCxKKVmpO/9Gz5NKb8h8MDPRwccrP31FR\n2Z6rramJXZ48zMnCWSaAqiWLoyGRyLwwbUN/fxJTUrj9VPb9Zme1b09iSgqtZs/mXi5Xt/V1dBjW\nqBEjGjdm59mzvHz3TkZRyhZDXV0sjY3ZKIfVTvhQ7uPMzZsM27CBoEmTaDZjBgcvXaKwjQ3T27Yl\nZOhQ5nToQB0vL7Q+qd3o7ehIanoGIWtmkHQjlNM7F9O9dUN0dL5fKDwrpKam0W/MHMwsrQkO7icT\nm2rUKAO1mPtJ8fPzI08ec/bu269Qv0lJSez7+wAjgzsq1G92qF6+FDraWsxbkPNEiHpBddgSflZm\nYtnazJSTE4czrX1L5q3aip1vEOej5dfpoKx/SW7ksFtIBVdXTsRkbWVOEATc8tuzJ4fbul/DUFcX\nMwODHAnS72Gir8/qXr3Q09am7dy5MhGMZYoWRUdLi/AbN2QQoXwILFKEiJs3ZWbvfXIya0+coNOC\nBVQdM4Y/1q3j/suX1Pb0ZEv//mwfOJDhjRtTPH/+r9roVLkyaenpONhayyyufxBFEd+gTsxftYV1\n6zeqiwKr+aFRv3t/UgRBoH+/foydMEmuqzz/5vc/hmGgr0vrRjUU5jMnlPUtweKly3I0N+7uXVyK\nOJOQlEyNUZNkGlf7yuW4vXA6juZ58KvbkdbBo+Syulq/WrkcrxI1KlWKd0nJxNx78J/Hnr6JZ8ym\nHTQcP4P09HQevXqNhbEhMQ/+Oza3uNnby1wcvX7/nnkhIfRcuvTjqtzl+7LZ+k7PyJBpAWVZ0zQw\nkDcJCbx4+zbHNm48fsz47dtpNG0adSdOZP3Jk5gaGDC0QQMODBvGyh496FS5MnkMDbNkz9TAAAtj\nYybMk/2Z0v3Hwom+eoPk5GRMVfh1UaMmK6jrzP3ENGnalEmTJ7N12w4aNawvd3+iKLJsxSp6tG4g\nd1+5ZVC3llRu0ZukpKRv9lqMunCRufMXEnbyFI8fP+bd+wREUURfTxctTU2i78pepBjr67F/xO/s\njDhPl3nL2HP4JJvnj6FSoI/MfFQI8ESUSrn99CmOVtlLUDHU1SWviQkzdu9nXpe2bDl9lg3HT3Pu\n1h3eJiZhpKfH++RkrNv2JDU9HSM9PTKkUi7dvfvNVZjs0jQwkF5Ll5KcliazjgrDN23i2qNHBDg7\n079OHUoUKCATuwAZUim2eXJ3vkueWJmYYKKvz6bTp+lerVqW5qSmpxNy8SIHL17kxpMnpKSlYWVi\nQqCzMw39/XGwsMh1XAHOzuw5JNs+vy9evaHfmNn06xecpd7OatSoOmox9xMjkUiYNGkSnTt3onq1\nKhhm8W44pyxasoyUlBRGBneQqx9ZUL6UJ/p6usycPZfBgwZ8vJ6UlMSy5StZu2EjFy5cIjklBZu8\n5vh7utGlWU1K+3hQolghNDQ0uHYrDtdKv5GQnIyBbvZqWmWFID8vqnsWp82MBVRrGUyN8v5snj8G\nXRn40tDQwNTYiBPXrmVbzMGHLblNYRFsDAtHU/KhkG89H1/qenuTx9CQ/VFRxCclUbNkSYz09Gg1\nezZbw8NlKuaK2dmho63N9ogImpcuLRObPoUKcfPJE/R1dNCWcQkdY319tkVEZFkoKQMvR0dOXLv2\nzRgfvHrFtvBwwm/c4OmbN2hpalLI2poulStTo2TJj63OZEWzwEB2nTvHo6fPyWeV++4Zb+LfUb3N\nABo0bsb48RNkEKEaNcpHLeZ+cipXroy7uzsbN2+lQzv51roaM3YCtSoF/jB3uhVKebJ85WoqV6rI\n3PkLOXjoMI8eP0FXRxuPYoWZMLgrbRvXwtDgy50aXJwKoKerw6qjYXSrUVkuMepoabFhYC9OXLnG\nb9PnY1miJsumDKVx7Uq5tl2ogB2XcpgR2q5CBaSiSGV3d1zt7f/zePWSJT/7OdDFhZALWSs2nB3c\nHRw4eOmSzMRcXW9vlh89yv4LF7j34gVzOsjuxsTPyYnQmBiVFnPNAgPpvHAhiamp6Gd+jtMyMjgS\nHU3IxYtcf/SIpNRUzAwN8SxQgGENG1LMzk6uMVmbmmJqYMDkBWuZPrxvrmwlJCZRo+0AylSozLhx\n42UUoRo1ykct5n4BAgICibkqv8P0ACdOhPHw8WPCtsyRqx9ZMqRHawIbdME3oCx2NnmpVsaHHq0b\nUsI1a+2DAEp5urH62Em5ibl/KOPqQtyi6fRctJLmvYYza9lmdi+fjKmJUY5tBvp6sHLDnhzNNdTV\npU/Nmlke7+XoyJbTp8mQStGQ4UHzxv7+/L52LWkZGZ9lQWaX1PR0Oi9cyP2XL9GQSLC3sKCxv7/M\n4oQP28IHo6NJl0rRVNHD9oWsrdHX0WF+SAhSqZTIO3d4Fh+PpoYGBfPmpVXZstT28sJQDivR38LX\nyYltfx/LlZiTSqW0GzAOpyLFmDFjprqenJqfCrWY+wUICAigc+dOTJ4wVm4ZW/0GDaZ40ULYq1CB\n4O/h7+lG6KZ5+Hi4oKOjkyMb/To1p277gdx9/oL8lrk/H/QtJBIJ87q2o1v1SjSaNBsb79pM/bM3\n3Vs3zLatW3cf8PDxM16/f8/75GS5fzkXtrFBKoqExsRQ0c1NZna9nZzQ0tBgX2QkQT45P1MokUi4\n//IlHSpWpHlgoFy+6I9euYKetrZKCrn3ycnsjYwk9GoMiSkp7I2MxNLYGM+CBanj7S331bfv0Sww\nkPbz5/M6/h1mObyBmbF0E49evufQ5t1qIafmp0Mt5n4BSpcujb6+AXv2/k3dOrVkbv/Vq1ecj7zA\n3uVTZG5b3pT2zVmV/3+oUaEURQsXJGDQSApYWaKloUGzMv50rZ77bdCv4V7AgevzJvPn2s30GT6d\nvYdPsXv55G8K9fT0dNbvPMiqbX9zJiqG94lJ5DEyooq7O7oK2BZ/9OpDyzJPR0eZ2y5qa8u+qKhc\niTlNiQQHCwui796lhYy2bP/N3shIyhcrJhfbOeFCXBy7zp3j0r17vHr3DgM9XbyKu1Chgi8L1uxg\nda9eMj83mFMK5M2LoZ4e0xavZ/SAztmef/VmHBPmr+Hc+Uj09b98bEKNmh8Z1fikqpErgiAwaOBA\nJk+bIRcx98efIzA1NqJaedluS/0ohO9YTJ+R03n5Kp53iYkMWrGeWt4lsLcwl6vf0b81pp6fF7VG\nT6VAQAPO7FqKdd7/+nz3LgFT96oIgkAha2ua+peirrc3Rt/I4pU1xezs0NHS4uDFizQuVUqmtuv7\n+jJq61akUmmuVp4ru7uzLixMhpH9nyv37xOfkEDnKjlvOZVbXrx7x65z5zgdG/uxK0cB+3y0aFCN\nnm0bUbjg/88+Lt+0l72RkdT39VVavP+mZP78bNh1MNti7t37BJr3GsHYceMoIMPsZDVqVAnVW+9X\nIxcaNmrEw0ePOR0eIVO7oiiybv1GOjSrLVO7PxL6+rosnjiEbYsncHDtLPR1dTj4lQbhssarkCPX\n5k5GV5DgWLohp8//16+RkQFFCxXAWF+f2e3b81uZMgoVcv/gZm/PzrNnZW63tIsLEj5sY+aUlLQ0\nrj54QFJqKkk57AzyLY5euYKZoSEmClwVSk5NZW9kJP1XraLOxIk0mTaNPRciKeScn5XT/yTpxjFu\nHN/EzJHBnwk5+HAEYf9F2Ses5IZmgYHcuf+IpKTkLM8RRZHmvUbg5FyUzp27yDE6NWqUi1rM/SJo\namrSLziYydNmyNTu1u07SUhMZHjf9jK1+6MyfNoSklJSccuvuDNGpob6nJ86mkrFi1GuSXf2Hzv9\n8TGpVMr+Y+EUKmBHfEIC03bvVlhc/6Zr1ao8ev2aV+/fy9SuRCKhkLU1u86dy/ZcURRZFxZG3YkT\nib5/n5FNmqAnh23n4g4OvE1MlLndT0nPyCA0JoY/N2yg0bSp1Bo//kPPU30tBnZvyeNze3h5KYR9\nq6bRrG4VNL+xhdqzbSNuP3kq8566uaGonR26WtrMXrkly3OWbNjNzftPmb9gofqcnJqfGvU26y9E\nu/btGTV6NLGxN3B2LiwTmyNGjaG0T3H0lbDSo2pMnL+GcbNXMKVtc3ydCynUt0QiYcOAXvRYsJxa\nbQdgoK9HQmLSx8ds8+ShgZ8fv5Upo9C4PsXJygojPT02nTpF16pVZWq7RsmSzAkJydacc7duMWHH\nDuITE2ns70/HSpXkliBUqkgRMkSRw9HRGOjqsiY0lAb+/rlKBhFFkXO3bhFy8SKXH9znefxbNCQS\nnPLb0qJhddo3rU1xl0I5EjFBVcogkUg4FB1NVY/cnSuVJe4ODqza8jeDurb87tjoa7cYNmUxhw4f\nwdpa9u3A1KhRJdRi7hfCwMCAbl27MnXGLBbOm51re/cfPCDm6jXCdy6WQXQ/PpPmr6Zj1Qp0qlZR\naTHM7dqOyNtxXLn3kHxmZrSrUIEKrq4q03fSx8mJ0KtXZSrm/ty4kfDYWCSCkKUSJY9ev2b05s3E\nPnmCZ8GCDG/cWO7ZvFoaGpQtWpSx27YhyRRXU3fvzraYi3nwgH2RkVy8e5fHb14DAvnzWVGrahna\nNa5FgLe7TFagJBIJnu5F2H3+vEqJuUb+/gxeu5a0tDS0vlGc+NWbt1Rr1Y/pM2bgoULxq1EjL9Ri\n7hejZ69eFClShFHDh2GVg8r/n9Kn30DsbPLiXbyojKL7Mrk92K4IjkdEEf8ugT+b1FN2KJyeNJLe\ni1ay6mgYZoaGKvW7a1G6NB0XLJBZORRRFDl1/Tr1fHzwdnTk3M2blCpS5ItjE1JSmLp7N6FXrqCh\nocHcDh1wsbXNdQxZZWjDhtQsWRIvR0f+WL+eqw8ffndO3LNn7ImM5Pyd2zx8+YoMqZR8eS0oE+hJ\nq0Y1qFbWT27bh11+q0eX3yeo1OfP28kJTQ0Nlm7cQ9eWX29ROHnhOuoGBdGyZSsFRqdGjfJQi7lf\nDEtLS5o3a8bseQsYM3J4ju2kpaWxe88+Zo7IXUX2r3Ex5gbTl2zgYNhZnjx7yayRwfRo00guvmTB\nkAnzcc9vj8lXukUomlmd2/A2KZnBa9eyqkcPrM3MlB0SAI5WVhjo6LA1PJw25cvn2p4gCFibmrL9\nzBm2nzmDjpYWf//xx8fHM6RSjsfEsC8ykqi7dzHQ0aGRvz9bIiJwUvDWm6ZEgk+hQqwKDeXMzZtM\na/PfjixP3rxhz/nznLl1i3svXpCalkZeczNKebkxsW5VGtQoh0YuiiNnh1YNqtNp0HhO37hB4FcE\nsjIoamvL0vW7virmoi7HsmzTXi5cvKTgyNSoUR5qMfcL0q9/f/z9/Rk8sH+O+7WOGjMOLU1Nuvwm\nm5WojIwM1u86yLKNezh78SpJScnY5bOibuUyXL5+i3mrt6msmBs/dxURF2L4+6+Byg7lM5b37oz/\nwOH0WLaM9X36qEzNMI8CBTh8+bJMxBzAkPr1iX38mGoeHtSdMIEj0dFcffiQiBs3ePT6NYIgkN/S\nkuCaNanl5QXAznPncl1oOKcUsLREAJ7Fx/Pi7Vv2RkURceMGcc+fk5yaipmJMd7Fi/B73za0CKoi\nk168OUEikeBWxJHtEREqJebq+foyZtuXS9Gkp6fTacgkJk+Ziq0CV13VqFE2qvHXXY1CcXJyokKF\n8ixZtoK+vXtme356ejozZs+lQ7PaudriuffwCQvW7GBHSCg34u6joaFBcRcnRvXvRJcW9dDX//Al\ndvLsJco16U5iYvLHa6pAcnIKNdr0I+zMRSa0bkJA0ay3AVMEgiBwaNQQnLsP4I/165jSqrWyQwKg\naUAAfZcvJzU9XSYC08nKithHjxiydi0AY7Ztw8zQEFc7O3rVqIG3k9N/3qcutrbsv3BBKWKubLFi\nNA0IYMKOHQCYGBlQ0rUI3Ts3oXXDGhgZGig8pq/Rrkltfh8/V9lhfEYZFxcEBDbuOUzzup/X7Zux\ndBPmeW1o84VVTzVqfmbUYu4XpXXrNowbOyZHYq5+42Ygikwc3O2b4zIyMoh78JhT5y9z+fotHjx+\nzuOnz7n/+DkPnzwjJTWNPKbGlPbxYObIYKqU+XKB0kCf4hjo6zJ96QaG9mqb7XjlQXJyMoXKNiXh\nfQLHxg6jhGN+ZYf0RYz09dg1rB9V/pzA5lOnaBwQoOyQOHTpEiJwMS4On0LZz/qVSqWcuXmTfVFR\nXLl/n9cJCehqaeFoZUXnKlWo5en53fN4dby8mLBjB6IoKqVkRecqVTgUHY1H8SIcWDtT4f6zSpff\ngggeNZMLcXGUUJGCu/+Uopm8YO1nYu7GnftMWriOM2fPqcuQqPnlUIu5X5SqVavStWtXIqOi8CxZ\nMsvzJk2Zzr59+zmycc5/tn9ibtxh057DHI+4wNUbcTx/9QZRFNHV1cHEyAAzYyMs8phS2teDyoHe\nBFUpg6Fh1s6YVQ70YeWWfSoj5v6atpS3b99xfd4UjPVVuyyLTyEn/mgcxLjNO/F0csIpl4kvuaVI\nvnzsjYrKlpC7/+IFO86e5eytWx9bg+XLk4cKrq4E+fhgb5G9vrjlXV0Zv2MHYdeuUaaofBN4vkYe\nI0O0v5GRqQpoa2vjXNCezadPq4yYA2jo58fYbdt4+/Y9xsaGiKJI2wHjtgJSwQAAIABJREFU+Gv4\nCBzl0DJOjRpVRy3mflG0tbXp26cPU6bPYt2q5VmaM3b8JP4cMYppf/amjG8JXr2JZ96qbWzbH8q1\nW3dJSUklj4kxzo72tGpYg3pVy+LjURQtrdy/zf7o1Qa/uh14++49xkY5O+cnS67euENhG2uVF3L/\nMKhBbQ5eiKbfypVs7tdPqefnqpcowbQ9ezh5/fpXz2K9T05mX1QUx69c4dazZ6SkpWFmaIi7vT09\nqlXDx8kpVxmWGhIJBS0t2Xn2rEzE3Mt373j85g0FLC0/WxV8nZDAtYcPKeX83y142zzmhISG03Hg\nOBZNHKwyGaP/8Pzla2Yt38yL1/E8Tnmh7HA+o5K7O9P27mXemu0M7t6K7SGhJKeL9OyZ/Z0GNWp+\nBtRi7hemc5cuFCw4gbt375E/v8NXxyUmJhLUsAlHjobSq11jzly4grVXbZ6/fI2xoQG+JYrRq00j\nmgdVQVdXRy6xerm7YGxoyKQFaxkzUPlteWyt83Lpcqyyw8gWu4f1p1DX/gxeu/aLmZSKQiKR4Ght\nzdbw8I9iLjE1lUMXL3Li6lVuPHnC26QPBY/dHRzoXLky1UuUkHlnhqrFi7Ps2DGZ2Go8bdrHf2tq\naGBsYICloSFxz5+TkpaGtZkZQd7e5DE0xNvJCTMDA/5s2BBvR0dmbN9H1JVYzu9bIZNYcsOZC1eY\nuWwzh8PO8vzVG4z09XCzs6dZYKCyQ/sPrra2rNm6n9jb91m5ZS+7du1SOUGsRo2iUIu5XxhjY2M6\ntG/P9FmzmTF18n8eF0WRceMnMWzEqI/XZi/fjIOtNU1rV6Jvh6YUdMinsHirlvNj3c6DKiHmqpXz\nY8XmvcoOI1voamuz76+BlB0ymvUnTtBcid0gqri7M//AAQauWvVRvOloaeFgYUFtb2+evXnD+Tt3\nmNmundxiqOPjw4KDB7ly/z6u9vbfn/ANzIwMadO2DWNHj+DosVBCj4cRdfEigVUrM37MSBo0acH6\n8NOkpKaRmppKASsrWpcpQ/USJfBydKT5zJnsPHCcoKplZfTsss7RU+cYPm0p56OvkZKairVZHsoU\nLkIjf3+sTU0VHs/3+Kfzxa2nT3mdkED+QoV5+PAhNjY2yg5NjRqlIYiiqOwYFIa3t7d4Lgf9G39m\nHj58iLu7O7euRWOWWYssNTWV3//4k8VLlpGamkrhgnbUqhiIV3EXalUMQF9PORmlV67fpni1VjyL\n2oe5mYlSYviHhIQkjF0rc3fJTMxUKPswK8zaE8Kfa7cwr2NHiuRTjBhPSk1l+5kzhMfGcvfFC95l\nrrwVsLSktIsLNT09PxMOj16/puWsWWwfOFCuzel/mzWLwtbWjGjSJFd2xm7bxo03r7l76/p3x4ZH\nnGHQkGGcPHUaXW1tqri5cfL6dfSM9Ig7tT1XceQEv7odibl+m46VKlGzZEmVKWHzb94mJbEtIoKT\nN2+SLJVSuUoVNLW0mDt3Ljo68tkRUKNG2QiCcF4URe/vjVPNT60ahWFra0vdunWYv2gJPbt1oUfv\nYDZu3oqOthY92jRgVL+O32ybo0hcizhiZmLMhHmrmDy0l1JjMTDQQ0dbi4MXomlS2l+psWSX3rWr\ncejCZQasWsWW/v3RkcPrm5iaypFLlwi9epXYx495l5SERBCQiiIty5ShesmS5PtGIeN8ZmYY6Oqy\nLSKCdhUqyDy+fyhbrBh7z5/PtZ3mgYF0XLCA+Ph4TEy+faPh7+fL8SMHSEhIYMTosSxZuoKE5GRe\nvHtH7XYD2L1sskKzMVvWr8bv4+ZSTwllWr5HYkoKoTExHI+NJeLaNerUqsWwMWNo3bq1ektVjZpP\nUH8a1DBgwEDGTZiMWV5bQkJCmDK0B6+jQxj/ezeVEXL/UKtSABt3H1Z2GMCHc3MHL0QrO4wcsXVw\nH3S1tQheuVIm9hJTUtgXGcnva9ZQb/Jkao8fz5yQEN4mJVHHy4t1ffqwvEcPABr6+39TyP2Du709\nx69elUl8X6Oxvz/vk5O5//Jlruw4WllhoKfH9JlzsjzHwMCAyRPG8fr5I1IT3nDm5HGOnDpP425D\ncxVLdunyWxCp6elE3rmjUL/f4s6zZyw4fJiOixcTk5ZGz6FDefnyJbv27KFt27ZqIadGzb9Qr8yp\nwc3NjfwODrgXsmXd7JHKDuebDOvVljXb9vPo6QvyWWWvHIWsKfI/9u46rIrsDeD4d+iSBpG2ExBF\nsbBW7O6OtbvbNdbYtdu1EQNbDLC7EBXFVmwlDKQ77vz+AP3pGiD3XlB3Ps/DI8w9c847CA/vnTnn\nPYVsufn4RZ7GkFPqamoc+3McFUZOZs3x4/SuU+e7zo9NTOTUnTucv3ePoFeviE1IQFVVFVtTUxqU\nLUtDZ+cvlgvR09Jip58fvX77LcsxmlaowKStW0mXyVBV0h9vYz09jPT02HHxIiObNJGrr7K2tnht\n287UyTlLxipUKM/G9Wvp2LVHrta/09DQoHghW3b6+VGuYMFcGfNL0mUyDgQEcPHxY569fUu/AQMY\ntWABFX7AO4YSyY9GSuYkACxbvpwBfXv9UJtqf0nRgjaYGhsya5kny6aPzLM4tngf4chZf8a0aJhr\nY8pkMsJjYnn86g3P3rwl+F0EoRFRvI6K5l1MLNGJSaSlp5MukyEAKoKAiooKgiCgqiKgqqJCdHwi\nelqaqKupoqaqSn4DA7ZeuMDZe/cw19dHEIRPkggBSJPJSJfJSEtPJzk1lVfR0SQkJ6Ohpoa1qSn1\nnJxwd3SkcP78WSYgZe3tOXP3braSOdciRRAEgTN371K7TBk5v3vfHufSw4dy99O2ShWGbdhAUlJS\njrfgat2qBe07d8Mv4DZVXBzkjim7Oresz6wlG3JtvH+LT05myu7d5LOwYMz06dSvX598+fLlWTwS\nyc9GSuYkANSsWRNNbV2OnPGnQa3KeR3ONzWr68aew2fyLJlLT0+n5+iZ9HKvwYQ2OdubViaT8Toq\nhqdv3vD8zTuC370jLCI6c7/OWCLjE4hNSCQuOZmklBRS0tKQyTIWK6mqqKChpoa2hgZ62proa2tj\nlE+XIhbmaKmro6qigpg5hkwUSctMxNLT03kQEoauhiaFLSxIT5eR38CANzExhEREkE9L68O5IoAo\nIpJRakNNVRVNdXWM9fT4zcGB6qVKYWVs/N3X3aZyZYZ5eJCUmopWFo/wBUGgoLk5vgEBSk3m2lSq\nxJHAQCLi4jDO4V7FkFFGRVNDg6XL/2H0yOE56kNFRQWL/PnZduBYriZzQ3u05Y95q7gfEkKJXN7T\n9E10NNP37qVKnTqsXLXqh34zKZH8qKRkTgJk/OEcMXIUi9b988MncxMHdWPdtgO8CHmFrZVFro9/\n7+Ez0tLTmdu94yfHZTIZAY+fcePZc569Dic0IjLjrllsHFHxCcQnJZOUmkpqWhoy8dPETEtDHT0t\nLfR1tDHU1aFYAQvyGxlgZWyEjZkxdmamFLIwx0TOuxWjPLzYecGfvzt1+iTuDosXk5SayvoBA+Tq\nPysOtrZoqKtz4OpV2lTO+ufM3dERj1OnlBpTmkyGSEbhX3mSOQAHa2s2bNyc42QOoFy5spz1vyFX\nHN9LR0eLgjaWbL1wgWlyruz9mgehofgFBfE8MhITHR0cbWy48eIFx27domnTpvyzcqWUyEkkOSQl\nc5IP2rdvz/hxY7lx9yFOpYrmdThfZWddgPymxsxc5smqv8bm+vhGhvqIIh/mNT0Ke0XPpWu58ew5\niKCtqUE+bS30dXQw0dOlqKUFlsaGWBkbY2NmjL2ZGfb5zfKkpMmIpg1YfeQkr6KiPpQCUVFRYenv\nv9NpyRIW+foyrFEjpcZQ0sqKozdvZiuZa+LiwsqjR3kQGvqhjIpMJuPqkyf4XrvG7RcvMMmXj9V9\nc157cMPp01gaGVFUAXXK2lSuzLgtW0hNTc3x4qFGDeozasw4uWP5Xu2a1GHp+p0K7/fCgwdsOn+e\nqKQk2rRtS/OiRXkXHs7pM2dwq1OH5d7eUo04iUROUjIn+SA+Ph5tbW2CX739oZM5gBb1a7D70Ok8\nSeasLMxQUVHBP+gxQaGvGLpmIyWsLdkxajB1yznmejzfw9LECHNDfbzOnWPERxP+zQ0MGN+iBTN3\n78a1SBEqf2WbLUVoXqECf+7aRVp6Omqqqt9sq6WuTn5DQzxOncLe3JxLQUGEREQgiiKWRkZUKlaM\nQ9evE5OQgH4O69FZm5hwNzg4R+f+m0vhwqipqbF67XoG9s9Zgtm+bWsGDB7G23eRmJlkvepXHjKZ\njO0HTrDaay+XA++SmpqmsL7jkpJYceIEjyIi+HPOHFq0aJHjuYQSieTbpHvaEgBSU1Np3aoljWu5\n0qh2lbwOJ0sTB3fj7btIHj8PyZPxjQzyMdlrN0PWbGREswZcmjsNd2cHzty+x72XeRNTdjUs54Tf\nFyb81y5TBndHR6bu3ElkfLzSxq9aogSCIHD6zp1sta9ZujSXHz3icGAg1sbGTGnThqOTJrFx8GBG\nN22KrpYWuy5dynE8LV1diU5I4FVUVI77+FgpKyvWrt+Q4/ONjIzQ09Vly96jConnazoMmoxWkRp0\nHzGdVy/f0KtWbXzHj1dI37dfvqTf+vXYli3LjVu36NChg5TISSRKJCVzEkRRpF+/vuiopjN3gnLn\nTCmKZX4zLPObMmOJR56MX65MMfyDHjG8SX1GtWjEyPVbsOg+kCYz5uM6egq1Js5EJpPlSWxZGdGs\nIe9iYwmPifnstbHNm2Omr8+gdetQ1u4wqioqFDI350A2i/X2/u03Dk+cyN7Ro5nRoQPVSpT4ZG5V\nWTs7Tt+9m+N48hsYYJIvH54K2qe1RcWK3Lp9R67//+IliuF78qJC4vmaB0+eY2dmxuEJE1jZuzct\nXV2zvfvDt342QiIimLJrFyvWrGHVmjXoKHEHD4lEkkFK5iTMnTuXAP+LbF70B6pZPPb6kbRuVBuf\nExfyZOzNi6dgZ2XBgv2HsOg2kE2nL5Calo4gCNSr687t4BCqjJtGWnp6nsT3Lfb5zTDJp8e2C59/\n7wRBYFnPnoTHxPD33r1Ki6F2mTI8evUqW20FQfhmktG6UiVCIiJIScv5I8L6Tk6cvntXIQl41eLF\nEYBNm71y3Id77drcuPtI7li+ZVC31rwID/+uenY+AQGM376dejNnMnrLli+WdFl/9ixjx4+nWbNm\nigxXIpF8g5TM/cd5e3uzZNEC9q35i3w/2R6j4wd0ISIqhvuPn+f62KbGRjy5sBvfDfMobGdFcmoq\nTk6OPH5wm8M+e3l47xYvI6OpMGoKicnJuR5fVuo5O3LuwZf3ETXU1WVqmzYcv3mTk7dvK2X83xwc\nSExJITw2Vu6+nOztUVdV5eD16znuo1vNmoiiyAhPT7kTcBUVFYpbWrJi1Zoc99GlcwfeRUaRmpoq\nVyzf0q11Ro3E47eyt4tJ7WnTWODjw9DJk1m2fDkBjx7xLi7us3bXnz6lU+fOxHzhzq9EIlEOKZn7\nDwsICKBP717sWTUTG8v8eR3OdzM3Nca6gDkzFuf+o9ab9x7h0vh3GvcYjZ6hCQGXLnD10nkK2tsD\nYGNtzYPbN4hKTqH0kHEEy7ldlKKNbNaAt9HRRCUkfPH1ysWL09TFhb+8vXkTHa3w8U319dHX0WHn\nRcU8SixhacmRwMAcn6+mqsriHj14EBbG1J3yr+hsUr48164H5vhOX6mSJVFXV+PA8fNyx/I1qqqq\nVHAqyR5//2y17+fujo6mJp4eHjRu3BgzE5MvXl/hAgUoVqwYBgYGzJ83T9FhSySSL8h2MicIgqog\nCNcFQfDJ/LqsIAiXBEEIFAThqiAIFTOPV8w8FigIwg1BEFp81MdpQRAefPS6eeZxTUEQtguC8EgQ\nBH9BEOw/OqebIAgPMz+6fXS8YGbbR5nnasj/7fjvCA4OplnTJqycOQoXx5J5HU6OtW9ah0Nncj75\n/Xvdf/wc12a9KdewOzIVDQL8LxB4xQ9nZ6fP2hYoYMGLJw/Ib2mFw+DxrD5yMtfizEpRqwIY6uqy\n/QuPWt8b2qgRNqamDFq3jnQlzP8rZ2/P+a/cHfxejV1cePTqlXzz1Cwt6VunDpcfPZL7eus4OCDK\nZHjv3ZfjPuzs7Njhq9yfmZF9OvIwLIyklJQs27atUoW9o0ejGh1NsyZN2LN3Lwt9fKg97dMtAEfW\nr0+XqlUpZWvL7Zs3lRW6RCL5yPfcmRsKfLzr9RxgmiiKZYHJmV8D3AZcMo/XB1YJgvDxhJdOoiiW\nzfx4k3msJxApimIRYCEwG0AQBGNgCuAKVASmCILwfq3+bGBh5jmRmX1IsiEuLo4mjRsxqGsLWtSv\nkdfhyGVs/y5ERcdy6/5jpY7zMuQ1NdsNpEydTiSkivhfOEPg1Us4l/08ifuYjo4Ot28EMGHcGMZs\n2Ep8UpJS4/wedZxKZ7mR/ZIePYhNSmKaAu5W/VvrypV5FRlJkgIeJdYuXRpRFLkYFCRXP43Kl0cU\nRU7J+XhZRUWFwgUKsGT5Pznuo4ZbNfwCsrfiN6ea16uOfj69bM+PVFNVZWT9+jgYGtKudWuqVasG\nwIX799l16RJP37zBwtCQqiVKEJ6QwNIVK5QZvkQiyZStZE4QBGugEbD2o8MioJ/5uQEQCiCKYoIo\niu9nImtltstKM8Az8/NdwG9CxqzcesAxURQjRFGMBI4B9TNfq53Zlsxzc7av0n9Meno6nTp2wLmE\nPaP7dsz6hB+csaE+9tYFmLF0g9LGWLnZm4LVWhEWHsOZ40e4E3iVCi7lv6uPkcOHIBNFwmM+n2OU\nV0Y0a0BYZCRx30gw9bS0mNWhAxcePMD32jWFjl/K2hoNdXV8s7mq9VtUVFSwNzdn35UrcvWjrqpK\nCUtLdmXz0eO3NHBywt8/5/H06NqFkFdvePRMMTXwvkQQBDYsmMS5+/cJCg3Nsv3zt28Z6uGBrYkJ\n6jIZSZmP6f/Yvp09gYH0WrmS4Vu2EBQaiiiKP+yKbonkV5PdO3OLgDHAx7+Zw4C5giC8BOYBHwoU\nCYLgKgjCHeAW0O+j5A7AM/MR6x/C/5dRWQEvATLbRgMmHx/PFJx5zASI+qjf98clWRgzZjQx716x\nYvqI71rF9iPr2LwuR8/K/8f3axas2Uazpo15eO8Wbm5Vv/t8mUxGLfcGmBkaYGduqoQIc6aMnQ35\ntLXZkcW8NeeCBWlfuTILfX15ER6u0BhKWFpyTEGP4twdHbmjgOK/HatV41FYmFyrYwEalitHamoq\nh48cy9H5VatWxtGxDBWb9iQ6Rv6FIl/TpE41KjmX5o8dO7IsR7PmxAluv3zJlehomrRpQ+mP9swd\nP348SUlJxKSlMXPPHvLr6jJqeM63NZNIJNmXZTInCEJj4I0oiv9++9wfGC6Kog0wHFj3/gVRFP1F\nUSwNVADGC4Lwvlpkp8zjbpkfXRRwDVnF3ydzTt/Vt2/fKnu4H9qqVavw2efNzhXT0dDI2VZDP6LR\nfToSGxdPwK37Cu87JSWFJy9CGDlsaI7OT09Pp0RpJ4LuP8B30kgFRye/Wg4lOZWN4r293d0pYmHB\nUA8PhZZbaVy+PI9fv1ZITbtmLi4kpaRwP0S+os2VixdHXU2NvZcvy9WPuqoqdubmLFy8NMd9XDp3\nGh0dXco17EGanMnlt+xbO4fIuDg2njnzzXb969ZFU0MD3yNHWLp8OWPHjWPx4sUAzJ8/n86dO/P0\n2TMAotPSsLaxUVrMEonk/7JzZ64q0FQQhGfANqC2IAibgW7Answ2O8mY0/YJURTvAXFAmcyvQzL/\njQW8PjonBLAByJxfZwC8+/h4JuvMY+8Aw4/m4r0//hlRFFeLougiiqKLmZlZNi7313T8+HGmTJ7E\n/rV/Y2yon/UJPxF9fT0K2lgxe8Umdhw4zuA/FnAxQDF3ezx2+qKpoUG1qlnvI/olDZs0JywklJuL\nZ1HC2lIhMSnSiGYNCI2IIDEbE+AXdutGSloa471yXj/t32oqaK4bgJaGBgWMjNjh5yd3X052dhyS\nY3Xse+4ODpy/kPMVu1paWtwI8Cc8Koaa7QbKHc/XmBgbMG1kLzafO0fEF8qNAKSkpbHg0CF69uz5\n4a5+yZIlsc9cwf3i5UsO+/gAkJaWxouQECZPnaq0mCUSyf9lmcyJojheFEVrURTtgfbASVEUO5Mx\nR+797PnawEP4sMpULfNzO6AE8EwQBDVBEEwzj6sDjclYLAGwn4zkEKB15hgicASoKwiCUebCh7rA\nkczXTmW2JfPcnC8b+8Xdu3ePjh3as3XJVIoW/DXfKXdqXpfdh07TcchU9p64SI02A7l9/4nc/W7c\nfZhy5ZxzdG5sbCxHj59k97ihmBn8mAl0ucIF0dHSzNZ2WNoaGszr2pVrT58qJGGCjN0g7MzM2C/n\nXLf33EqU4NrTp3L3075qVV6Eh8v1qDUmIYHElBQSEhMJuJbzGnhmZmZc8TvH1ZsP6Drszxz3k5Vx\nA7pibWnOxG3bvvj6mlOnsC1ZkqXLln1yvFGjRqxdu5YxY8YQm5jI0CFDfqri4xLJr0CeOnO9gfmC\nINwAZgF9Mo9XA24IghAIeAMDRFEMBzSBI4Ig3AQCybiT9r6q5jrARBCER8AIYByAKIoRwHTgSubH\nn5nHAMYCIzLPMeGjx7yS/3v79i2NGzVk9rh+1KiUs6TkZzCid3sgY5uhoDs3sLWxZsKcnK8kfO/6\nnSC6demUo3NPnTqDupoalUsUlTsOZapeqjgnslk4tqSVFT1q1mT1sWM8zOYODlmpXaYMt1++zLph\nNrStUoUYBeyzWtbeHo3vfNQqk8k4f/8+k7ZupcX8+TSfO5e9169R57faFLS3kyueEsWL47tvN1v3\nH2Peqi1y9fUtPuvnERQa+tnPQ1R8PMdu3sTD0/OTrdQgo15dz549mT17Nl06daJW7dpKi08ikXzZ\ndyVzoiieFkWxcebn50VRLC+KopMoiq7v59SJorhJFMXSmaVHyomiuDfzeHxme8fM14eKopie+VqS\nKIptRFEsIopiRVEUn3w05vrM40VEUfT46PiTzLZFMs/98crs57Hk5GRaNG9G24Y1PlR7/1Xp59PD\n1NgQFRUVVFVViYiMxN6mgFxzsc5fDiQlJZXuXTvnLCYDfdLS0wmLUMwG7soyrGkDXr4LJzmbJUI6\nV69OaVtbRnh6Zvucb2lRsSKJKSk8fv1a7r6M9fQw0tVluwKKETva2nL4xo1vtgmJiGD54cN0W7GC\nujNnMm3XLiIE6Nu3N88f3yfm3WuOHTqAsbGx3PG41/mNmX9OYcKcVbx6o9iFKO+VKlaQbq0bMt/H\nh9SP5kaev3+fmjVqYGRk9I2zYePmzdI2XhJJHhCUtZn2j8jFxUW8evVqXoeRK0RRpGuXziRFvWbr\n0qmfvZv+Ff0xbzXLN3kT9TaMmnXqc+bsOQCK2FtTwNyE4oXtWDlrTLZX8bYf+AdX7z7hyYOc1/oq\nW96Vm7fvYGtmio2JEVYmxlgaGxKTmMT94BBevoskNV1GlWKFmdujI6b6+XI8ljzydxtAF7fqtK+a\nvdW6KWlptFmwABsTE5b1lL/EY7tFiyhnZ8fYFi2ybpyFv/fuJfDZM7YNGyZXPwFPnjBm82YOTZjw\nYW/YlLQ0jt+6xfGbNwl69YqEpCRMTUxwc6tK7x7dqVfPXem/a4WLl8ZQT4srB5TzMCI9PR2zsg1x\ntLJmWrt2AAzcsIGFq1ZRr149pYwpkUi+TBCEAFEUXbJq9+v/hf+Pmj79Tx7cuYHHvAn/iUQOYETv\nDkRHx3D33j1OHz9MelIsZ08cpYyTMypa+qzdup8LV24SFx/P+u0H2Lb/GK/D33317t0pv2s0a9xY\nrpgCA/w5fewwterXQzQy4fqrt3j5BXD0bhAYmlC/aRNatW3D2YdPcB4+Kc/qclUtUYyj31EiRENN\njYXdunE/JATP06flHr9y0aJcfiL/HEeAdlWq8CY6+pv187KjfKFCaKiqsvr4cebu20eHJUtoMGsW\nSw8fRtXYiCmTJxL5JoS3YS/Ys2MrDRrUy5XftQN7d3H99gN2Kml3CFVVVbyWTuP8gwfcDQ7m2du3\nRCclUadOHaWMJ5FI5KeWdRPJz2br1q2sW7Mavz0r0dHWyvqEn5z/9dss9djFiYsZ1XNOnjpDqZIl\nUVFRwc2t6ofacMbmVoyetZTLgffQ0tJClMlITklBVVWVrq0asHbOh1KJhL0JJzwiiqFDBsgdX/Xq\n1ahevdo32yyYNxsdA1N2+V2mbdVKco/5vQY3rkvzWQtJl8lQzWZCUih/fvrXrcuKo0cpY2tL+UKF\ncjx+28qV2X/1KlHx8Rjq6ua4H4CC5uboaGri7e9Plxpy7nAiCOzx98fK0pIGTRoyoG9fKlT4voLR\nilbAwgIzU1Mmz19Dm0bKmZ9Wv2YlalRyZsqOHXR2c8O9bl1pUYNE8gP7b9yy+Q/x8/NjyOBB7Fvz\nFxbmJnkdjlKkpqaybtsBqrfuj26J2lRt2Q+/Gw9o17Ytj+/fYtCAfl88z9jEmMuB96hfry6JMe9I\nioskPSmWdav/YdOewzT9feyHtgMmzsPCIj/2dvJNXM8udXV1LPKbc1YJtfKyo5ZDKVQEgcDMGmHZ\n1apSJWqVLs14Ly+evXmT9QlfYWlsjJ6WVrZW1WaHo60tJ7NRPy8rU9q0QRAELl88g8fa1XmayKWl\npTFi9FjyW9uTlpbKPzNHK3W8vWv+JiYxkdXHj1O+QgWljiWRSOQjJXO/kKdPn9KqZQvWzx2PY8ki\neR2OQgWHvWHUzKUUq9EO7WK1GDx5AWkqGsyb8zcJ0eE8fXiPJYvmU+gbd4duBvhz9sRR9u/Z8eGY\niooK3bp04uKZExw950/t9oPYtv8YB46fZ80/y3Pj0gC4cjWAkNAw2lRzzbUx/y2/oQGnc5AATWzZ\nklLW1vRds4ZHcqxwdbKzy3Kv2Oxq5erKi/Bw0uR8bF2paFFM9fXxpSIBAAAgAElEQVQZODRvdzJY\nvXYdRuZW/LNyNVOG/c7rgAPUrFxOqWPm09Nl2oheJKak4OT07T2IJRJJ3pKSuV9EdHQ0jRs1ZGy/\nDjSqXSWvw5GbKIqcuHCFVn3GY1q2AXaVW7Bpz1GcXVw4fewwibERXDp/hoH9+qCllb1HyTo6Ori5\nVUVd/fPdLypUcMH/wmmu3nxApyFTGTJoAI0bNVD0ZX1Vq7YdcC1WhBplSubamP9WuXgRruegRpsg\nCCzs1g1HW1v6rV7N4RwW223p6kpIRMQnqyhzqnzhwqipqHBEAYV/u7q5ccDnEElyzsHLibNnz2Fb\nqBgDBg2jdYMahN84xPiB3XJtHuzofp1QV1fHwMAgV8aTSCQ5IyVzv4C0tDTatmlNjQqlGdStddYn\n/KASEhJZvG47FZv2RKdYLep3GcHdp6H07dOb0OePeRv2kp1bt1C9ejWl7CvrXLYswc8esmr5EhbN\nn6Pw/r/m1OkzBIeE4jVS/vl58ujlXpOwqKgclRsRBIG5XbrQqlIl5u7fT/81a4iMj/+uPpwLFkRN\nVTXHyeC/FbO05OC1a3L307BcOTTV1Bg/abICosqeZ8+eUaGyGzXdG1DYJj8vLu1l3dwJaGfzjUt2\n7Tl8mmI1O9B2wB88fRn62WIgFRUVyjuWIiIi4is9SCSSH4GUzP0Chg4dQnpiDIsmD1FKkqNMd4Oe\n0nf8bOwrt0S/tDuT5q9Bz9CUtatWkBwXyYM7N/hrxp8UKGCRK/EYGhrSp7f8pTa+x9r1ntjnN8uz\nsiTvVSlZDE01NXzkSID6163L6j59iIyPp+2CBXiePv1dtf6KFSigsGSuUblyCilsLAgCTcqXZ83a\n9UpfbRwfH0/Lth0oVLwMMZHvuOqznhNblyp8/mtaWho9Rs1iwrz1LF+5moA7jyni1obF63d81jY5\nJRVtbW2Fji+RSBRLSuZ+AU8eP6KCUwnU1H6OxcmnLl6lTsch6Jeqg0Pdzhw8c4Xf3N0J8D9PfFQ4\np48foUvnjj/N9chLVVWF9PS8KUnyMUEQcClaiKNZFMrNSmELC7YOHUpnNzc2nztH24ULuZPNHR4a\nOjvzKCxMrmLP79VxdEQmk3H50SO5++pRqxbJySmsXrte7r6+RCaTMXbCJIzMrTh79iw7Vszg3kkv\nypYuppTx5q7y4mlYJNcDb1CvXj2ePnuGv78/yzd6fxbXsxfBHDlyRClxSCQSxZCSuV/AjJl/sWXv\nMXYdPMX+Y+dIT0/n2cswwrJRJT4xKZknL0JyIcr/6z9xHn7X7jBtyh/ERrwm5NkjPNauwrls2VyN\n40cxavhQgt9FMNfbJ69DoU/dWjx5/RqZnMmUIAh0q1mT3SNHYm1iwpD16xm3eTMJyd/eqMXd0ZE0\nmYwABdScU1NRwcbUFG9/f7n70lBTo3yhQvQfNJRKVarL3d+/jR47gTnzFjJl6O+8ueZLywY1FT4G\nZMxFnbxgLZ7ex9m4eQu6H5WBuXLlCkaG+pT8rSNVWw1gwKT5LPfcjZm5OWPGjFFKPBKJRDGkZO4X\nUK5cOfr2H8C2w5f4a/UujB0bUKlFXxzqdmX+ai8uB94lPiHxs/N8T16kSPV2VG7Rn1odhnL4tGLK\nQmSlSZ2q6OhoM3L4UPT09HJlzB+Zo6MDc/6awayd+4nPg0n2H2vmmlF644wCynoA6OvosLBbN+Z2\n7cqDV69oMXcuO/38vtpeTVUVGxMTvL9jT9RvqV26NLcUtO/r2ObNaVelCpcDrpGcRVL6vSaOH4O6\nujpRsbEK7ffflm7Yxb4T/ly46Ie9vT2iKOLl5cXGjRuZMvkPRvRsS3xiCrMXLCE0OpVh0xbRpGlT\n6TGrRPKDk5K5X4AgCEycOIk9+w5wyf8yz54/J+zVa06dPsPd4Bj6T16ClWtzFq3fwc17j7h1/zGj\nZi5jwB8L2bFrN6FhYfQfMpJ+kxawcrN31gPKaVSfTkRERPI0Bysnf1Ujhw8lX758TNq8M0/jEASB\nkjZWeJ0/r9B+yxUsyJ6RI2nl6sqqY8fosHjxV8uY1ChVipsvXihk3JaVKpGQnMxTOWrgvWeoo0Of\nOnVQV1Nj5eq1Coju/4yNjVm8YC4L1mzj4VPFJJ//duSMP7NXenHAxxczMzMAXr16RadOnejWrRtL\npw0jPjER14oVqV69OiVKFAegXLm8LZIskUiyJiVzvxhBEDAxMUFVVRUnJyc8PDdy/cZNrly5ytnr\nj+g84i/aDf6TeHS5dj0QNzc31NXVad++PadOn2GxpzczlnoqNcb8ZsbkNzPh73kLlTrOz6bX793Z\ncykgr8OgXEE7hWx6/2+CINDH3Z0dI0ZgrKdH31WrmLJ9+2erZ1u6uhKflERoZKTcY+pqamJuYMC2\nCxfk7gsyrqGMtTVr121QSH8f69+3N06ODtTvoviadg8eP6fbyJns2LkLe3v7D8cLFChAamoqxYsV\nxVA/H7sPnaVt+w4ABF7L+FksXry4wuORSCSKJSVz/xHFixdn734fbt+9x/2gh6xavebDu/P3Chcu\nzKnTZ/lruadCJqB/S8NalfHx8VXqGD+b0SOHERkXx90Xwezxu4LziEmYdumHfe/hcu8z+j0W9OqM\niiBw9fFjpfRvrKfH8p49md6uHdeePaPZnDlsv3jxw8+cgY4ORrq6CtsNomrx4lxR4LW0qVyZu/fv\nk5qDEi5ZOXpwPyGv3zJh9kqF9fnqzTua9hrHrL/+xs3N7bPXExMTCXr4iALmJgTcuk/jxo0RRZHA\nGzfJp6fLiRPHFRaLRCJRDimZk3zCxMQEbS1tLlzN/qbrOTGmXydCw14RHp71Io3/CnNzc8qVdaLy\nmKn8vnQNhUuXZstGDyLj4rj9LDjX4tBQU6O4lSU7Ll5U6jhVSpRg7+jRNC5XjrUnTlB/5kwGr1vH\npjNnsDY25sKDBwoZp12VKkTFx/NOQfPRKhYpgpqKCmvWeSikv4+ZmpqyYO5s5q7awuPn8i9MSk1N\no1X/SbTt0IlevXp99np8fDxjx46lRNGCLFi7nf4DBqCrq8vly5fR0lRHP58eTk7/zYVJEsnPRErm\nJJ/Q1NRkzdq1DJ6yWKl354oVssXQIB8LFy9T2hg/o8t+59iyyYPYiNcc8d1P61YtAdDT0czVOLrV\nrsbNFy+UfodWVUWFQQ0acHjiRIY2bIgoCOzy9+fWy5e8jY5WyBjmBgYY6Ooq9FFrKRsbpZUpGTSg\nHw5lSivkcevc1VvRNTChU6fOXLly5ZPXRFFk586deHisp0/7JmzafZDp02ewefMmnj59yqs34RQv\nXoJ69erJHYdEIlEuKZmTfKZly5bEJiQReOehUsdxq+DEbu99Sh3jZ6OqqkqHdm3R0dH5/0FRRFPt\n8y3IlKl33VqkpadzMSgoV8ZTVVGhYblyLPv9d/aNGcPBCRMAuPH8uUL6dylUiPP37yukL4A2rq7c\nun1HKY9aIeNx64vQ1/wxb/V3nxsZHcPWfceYu8qL2Ss2cuLkKUqXLs369es+aXfixAl69OjB2tnj\nmbt6K/PmzaN+vbpoa2vz5MkTUlPTaNi4iaIuSSKRKJGUzEk+IwgCnbt04Z8te5U6Ts/2TXj0+LHS\n7/789ASBN9ExuTqkupoaTgXtlP6o9Wu01NWxMjZWSI04yHjU+jo6Oss6d9lVqVgxVFVUWLt+g0L6\n+zdzc3PmzZ7F3ys28fRl9h+33n/0nKI12rPj2BXepmgxdtx4nMuWZcKECaxY8c+HdmfPnsXd3Z0/\nhvViy75jdO7SlZEjR3Lo8BFatWrNg3t3AahQoYLCr00ikSie8F/6Q+ri4iJevXo1r8P4KUREROBQ\npjSbF06iRiVnpYwhk8nQLFKDIz77qFOntlLG+BXUqlOPM+cuoK+rg7qqKkkpqaSlpyMiYm1izPrB\nvXEuZK/wcb3OXKDfPx5ULlaMmR06KLz/rKw+doyD16+zV0EFaxv//TdtK1ema40aCulv+IYNYKBP\n4FXl1Wd0LFeRhNhogs5sz7Ltg8fP6TpiJu06d2fUqFHfbPv69WsKFizI720bstxzNykpKairZ9z9\nFUWRYkWL8OjxE6KiojAwMFDItUgkku8nCEKAKIouWbX7b+yXJPluxsbGzJz1F3NWrVVaMqeiokJB\nG0vWeXpKydw3nDp+hHPnLuDn709sXBz5zc0xMjRERUWFWbPn0mr2Yp6synmZF5lMxrM34Zy7+4Az\nQY+5/yKEF2/eYGZoCEDgs2cKupLv07pSJbZdvMjrqCjyZ8YiDyc7O07cuqWwZK5VpUpM27mT9PR0\nVFVVFdLnvx09eACbQsWYunAdU4d/fc/gy4F3adZ7HEOHjWDIkCFZ9ps/f358fX2pXbs2xYsV/WTr\nvHnz5vLmzRvsbG2kRE4i+UlIyZzkq0JCQihkZ63UMWpUcubYha/vCCDJ4OZWFTe3qp8db1C/Lkbm\nVtx4+gKngrbf1eejsNfM2XcI3yvXMdDPR+HChenZpy8TypTBzs6O4OBgBvbvT2BgIG0WLSKfri6F\nTE2JTk4mv74+TZ2dKVaggKIu8TPG+fJhqKvLDj8/BjdokON+YhMTufDgAa+ioghRQO2696oWL46K\nILBxsxc9unVRWL8fs7DIz9+z/mTsuEn0aN0QO5vPv9+PnwfTos8E1q7zoEmT7M9xq1WrFteuXaNU\nqVIIgkBaWhpeXl7MmzuHCQO74n8/d7f5k0gkOSc9ZpV8VUWX8vw1sju1qiivAvz5K4HUajeIlPho\npd3d+NUVL+2EpaY6+yeNzLJtXFISC/YfwefaDULDIxg1Zgz9+vX7rObgx0RRJCwsjDdv3nDQ15ey\nzs7cunWLhfPnU9LSks6VK1Mof35FXhIAUfHxDPXwICk1le3Ds7eyc/+VKxwKDORtbCzxSUmkpKUh\niiIaamrYmprSvWZNqiiwCO6Q9evRMjfjit85hfX5JWXKViA5IZYHp7d9cjwyOoZqrQcweOhIBgwc\nKNcYPbp34+b1q6yYPoI9R86hZ1GYP/74Q64+JRKJfKTHrBK5RcdEo6Gh3FWUVV2cEAQVDh0+SuNG\nOb/78l82bfIkOnf7naSUFLQ0NL7YJiUtjZM37zJrjy9FncqyZbc3RYoUQV9fP8v+BUHA0tISS0tL\nypbNqDnWsGFDhgwZwvLlyxkyeTIuhQvzLDwcZ3t7uru5YfDxatzvkJyayvaLFzl84wavIiMx0NGh\nRTYn4U/atg2/oCDK2tlRx8EBWxMTillaYm9mhpqS3ig0r1iRv/buRSaToaKivPVkxw/7YFOwKDOW\neDBpSA8AHj0LptvImdRt0FjuRA7g7t271K7sTAWnkkxb4kmv35rK3adEIskd0p05yVf16NGDImaa\njB/YVanjlKzdgTJOzuze7qXUcX5l+sbmONlYsXfiCDTUPn2PdvLmHYZ6bKWAlTW9+/WjW/fuCr0L\n+ujRI86dO0e5cuVYsGAB186eZU7HjmipZ++NQLpMhk9AAPuvXuXZ27doqatToXBhutWsSUFz82zH\n0WLuXPS1tfEcNCjL8Rb6+ABw4vZtklNTEQQBgYzE9eMPlY/+VVFRyfj3o89VVVR4FRnJrm2badWy\nRbZj/R4xMTHs2buP4ydOsXX7Dh6d3YmddQEKVmvDgEFDGDVqlEL+Px8+fIhrxQrcOOzJjKWeXLnz\nhJ27dlO4cGEFXIVEIskJ6c6cRH6y9FwZpn6NSmzzPZUrY/2qDvnso26DJlh0G8jc7h3p6Z4xyf9t\ndAz9VnmybuMmGjZsqJSxixQpQpEiRQBYtWoV7r/9xh/btjGxZUsMdXW/et6b6Gim7NjBw7AwVFVU\ncLC1ZVD9+jgXLJijOMrY2nLh/n0uP3xIWFQUupqa1HF0/KRNUmoqC3x9OX7jBgA9undl4thRJCYm\nkpScQlJiEolJiSQmJpGUlERScjJJSUmkpKSQnJxMUlIyycnJJKekkJKcTHJyCjJZOlWrVMlRzNkR\nHx/PyDETEAQBmUykULXWFCtsz4vgUEaPHp2jO4KiKHL8+HHmzZ2Ds7Mzf8+ew86dOzE1NsCpfjdi\n4+JJS0ujc6cO+F26rISrkkgkiiQlc5KvGjBoMF07tVf6nbkBXVuyxGMH0dHR0uq5HPLz8ychMZHS\nNlaM9NjM7ouXmdy+OYPXedGzT1+lJXL/pqWlxb4DB5g4diy/r1pF64oVaeXqiuYX7tIFhYXxIDSU\nqW3aUK1ECbkfUz579w6AA48fU7R4cXzPnycsOpoumfuR3gsJYY6PD5Hx8QAc3O9Ng/p15RozNxQo\nUACfvbto1qod58+fx8nJiSdPnpCYmJij79mlS5eYMvkPXj5/wr2gJ8TExhEfH8/iRQvRUFNl1Ogx\nrFi+nJDQUNZ7eCrhiiQSiaJJRYMlX+Xg4MCjpy+QyWRKHadoQRv0dHVYuXqtUsf5Vc2dv5AxEyYx\nq0tb/OZO49KcqVwKekTdKbOZNmcu02fOzNV4jI2N+WfNGvyvXuW1hgY9Vq3i6I0byP41pcO1aFEA\nbExN5U7k7oWEEJOQQHBwMOcvXcLD05NzFy5w4cULNpw5w8azZ5myezd9Bg9GXUODW9cu/xSJ3HuV\nK7myfvU/tG7dmtDQUBwdHXF1dc32+aIo0q1LZyq5VqBNqxZYGmowuk8Hxg3ogkp6EqamJrx5G04B\nK2saN25MSGgorhVdKFmypBKvSiKRKIqUzEm+6saNG9hYWSh1Yvd7FcuWZPuuPUof51ezYNFSxk74\ng1ld2jKoUUZyYqSnR9daVVFRUaFt27YIgpAnsRUrVoz9Bw+yw9ubY0+f0n/9ejadPUtQWBgyUURd\nVRUDXV2O3bwp1ziJKSkMXLuWqm5uWFlZfThuYWGBz8GDHLp1i2CgV58+LFq0iNUrllKmTGk5ry73\nNW7UgDq1azJlypTvOk8URXr2/J07N6+jr6mCiWE+dh8+y+FL99l15ALmJkZc2ruGfPn02LR5C0GZ\nW7iVcXBSwlVIJBJlkB6zSr5q/rw5DOneKlfG6t66ET3H/IUoinmWfPxsFi1Zxqix45nZuQ0DG7oD\n8DD0FQNXe6JnacOSxYt+iO+lm5sbV65f58SJE+zz9maury9RUVGUtLUlJj6eM3fv4lqkCEmpqbyL\njeVdbCyRSUlEJCQQm5iIe6lSuDs6ovqVNxXaGhp0dnNDz8bms9eKFi3K1WvX6NKlC35+F7nqdw5b\n28/b/YhkMhnHT5zk7r37hL16haamJleuXsPd3f27+lm+fBkbN25i6vCeH/Z6XbhwIcOGDWPZsmUc\n2beT2Su3MHDgILZt28bUqVMBpFJBEslPRFrNKvmqokUK8dfoXrSsX1PpY6Wnp6NVtCYH93tTr24d\npY/3s1uybAXDRo5hRqdWDG5cH4BNp84zcNUGgB9+G6bnz58TEBCAr68vt2/cQEUQ0NHRwcraGhMz\nM9atX096ejoJCQkA5DcyYutXdjZ4FRXFtL17KV+pElu2fVqH7fy5c7Ru04ahg/szZuSInypB+WfV\nGhYsXkb9evWwsrYmKTGRaX/+SfHixbl///5Xz0tMTEQnszRM0aJFCA4OITExkcKFClKkcGEOHz0G\nQGpqKvZ2tiydOpRWfcd/0oehQT4QVIiMjFLeBUokkixldzWrlMxJvsrX15eBA/pR2MaS5nWrUruq\nCyUK23333Z67D59y4eotNNTVsMxvym9VXT55dHvp2m2Wb9yN196jdGzfji0b1yv6Un4pf0z5k5l/\nz2F6x1YMaZKRyAWHR1Bq0Bj+WbGCnr16fdhn82cUFxdHvnz56FGzJgevX+d1dDQAGwYOJDk1laL/\n2nUiKDSUvw8f5vGzZ5/8XHnv2UPffv3Y5LGGenW/725WXpPJZJQu68LKlauo8dH2Y0cOH8aiQAGc\nnL7+CFQmkzFx4kT+/vtvAPr378/MmTMxMjL60EYURUaNGsV1/3MUtLEkQdSiZ69e1KlThy1bttC5\nc2f++usvxo0bp7yLlEgkWZKSuS+Qkrnvl5KSwp49ezh6+CAnT51CU12N7cum4ViySLbOj46Jo0iN\ndjRp0gRRJnL+wnla1auGupoqPicucv/RM1LT0rC1saZRg/pMmzIJU1NTJV/Vzyc+Pp5lK1aydPk/\nvHr9hnndO9DTveaH18dv2cmlkLf4X778U919+pKgoCCKFy9Om8qVKWRuzux9+wDQ0dYmITGRmR06\n4GBry8OwMCLi4rj0+DH5bG3x3r//Qx+JiYkYGBhw8exJXMqXy6tLyTEPz42sWuuBn9+lHD0qT0tL\n+5DQOzk6YGdrQ+u27ejSJWNl+uzZf7Ni6RIqOZdmh89xmjdvzuDBg6lZsyZeXl506dKFkydPUqtW\nLYVel0Qi+T5SMvcFUjInH1EU2bp1K0OHDKZ5XTc6NK1Dddeyn9wNEUWRC1dvsnTDbh48eYm+ng52\nhYuxZet2AJo3b86+ffswMjTE1bUCnTu2p12b1p9s9C3JEBb2irkLFrHHey8vXrxEW0uLWmVKsLh3\nV8wN/r9zg0wmw7hzPzw9PencuXMeRqwYSUlJzJo5k+iYGNatWYO+tjZhERH89ttvBAYG8u7dO9TV\n1MhvZkYlV1esbW2ZMWsWuv+qaefgUIY2LVsQFx/H4AH9sbFR7j7DivLmzRscy1fC19eX8uVzvpVe\npw7tcbA3ppCtFUs9dqKpZ8Txk6cIDg7GxiZjBXnjxo2pXKUqS5cu4dGjxwBUqVKFixcv4u/vT8WK\nFRV1WRKJJAekZO4LpGROMV6+fImXlxdeWzYRHRXJ/ImDqFi2FLOWb+LIGX80tbXp138grq6uBAUF\n0bJlS/T09ICM3QKcnZ2JjXidx1fxY7p95w5z5y/i0OEjvA1/h7F+PmqVLsHgxvUoV9j+i+fcePoC\nt/F/IpPJfogFD4p0/PhxvL29WbFixSfHnz59iqWlJRpf2b4MYO2aNezbv4/ChQrjtXXrT/G4NSUl\nhdp1G1KrVm2mz5ghV193797FrVpV/LxX4VS/K0eOHOXatWts2ujJteuBaGhokJCQgKqqKtHR0ezd\nu5fu3bt/OP/9IgmJRJJ3pGTuC6RkTvFOnz7NoIH9efjoCcOGDaVDh444OTl9NakIDg6mYsWKhD5/\nlMuR/rhOnDzNwsVLOXvuPLFxcViZmtConCNDmtbDNhuPnNvNXcqhgBu8/10OCgqifdu2FLCwYMny\n5dJ2TMD58+dp1aoVSxfOo22b3Fmh/b2Sk5Pp2LUHMhF2796jkJJA/6xYwYzp0+jTsRlTF6zBuUxx\nIqNjeBHymufPn2Nt/endSplMRuNGDTl0+Ai+vr65VmxaIpF8mZTMfYGUzCmHKIqkpKSgqan5zTb9\n+/Xj/IULWOQ35/hhn1yM8MeSnp7O1m07WLlmLVevXiM1NZUiVgVoXcmF/g3qYKD7fZvU67fvBWR8\nj8+ePUuhQoWwsbGhasliVG3cjNlz5ijjMn46N2/epF69eixfvICWLZrldTifiIuLo0WbDhgaGbF5\n85Zv/i59i76+PqIoEhsb+6FfMzNTwgMPcf1OECaG+ri1Gcgl/8sftmD7t3p13Tl67DipqanS9AeJ\nJI9Je7NKco0gCFn+8QkODmbX7t2s+WcZVatUyqXIfhwJCQks/2cVm7Zs5e7de6ioCDja2/F317Z0\nrVkN9Rz+0dx61u/D55GRkR9WPha2smRAgzosPS3tefueo6MjBw8epH79+qirq9Ok8Y9x1ykiIoKG\nTVtSpowDq1avztEClvDwcEaPGvkhiduyZTOdOnVm3ry5tKhXE20tTaqUd2DlZm/c3et8NZEDuJL5\nhldK5CSSn4f02yrJFYGBgbiUL0eL5k3zOpRcczXgGqvXrufo0WO8CA5BW1MD16KF2Ty8Pw1dyso9\nv83v/kOGe3gBoKaqSvMmjSletCgPHj5kSpum6GhqEnjjJvv27aNZsx/rTlRecXZ2xsfHh4YNG+K9\ncyvVqlbJ03jCwsKo27AZ9evXZ87cuTn+mQgODmaD50aqVnBiVJ8ODBw1EnV1DU4cO8aI7v//v/cP\nvEd515rExMTw6tUrgoODefnyJS9fviA8PJy0tPQPteWeP3+OnZ2dQq5TIpEol5TMSXKFtrY2UVG/\ndgHSx4+fsGrNOg4ePsLDh49ITUvDwsiQ6qWK4dGnKy5FC8k9RnB4BOM3bqf7b9UZsNqThMREhjZr\nwJS2zZmyfS//XPJHU0ODmQeOYmZmhpGh4S+3KEJeFSpUYMvmzbRs2xHPdatoUL9ensTx8OEj6jVu\nRu9evRk3fnyO/59mzpzJsqVLqe5WjUKFizBr+SaWTB1G63btcHEqjbtbhQ9t3So4MmbmDKZOnYKF\nmSkWZiZcuHL9k/5aNazF7oMZq16lZE4i+TlIyZxE6dLT0zlz+jQxmY+AfhWvXr1mnYcn+w74cPv2\nHRKTkjDR18eliD0j+nWnuWv5HD8+/Zo1R0+y73IA+y4HfDhmpKuLmqoqA+rVYtu5S+z18aFKlby9\n4/Sjq1uvHvv376dp06Zs3+JJrZo1sj5JgQKuXadJizb8OW0avXr3lquv8+fO8er1a2Lj4jh+4iQj\nRgxnwKT5BB7eSHRsHKXdO6OpoYH36ln83q4xv7dr/OHciwG3qN1+MPPnz6dixYosWbIYL6+tzJgx\ng6pVq8p7mRKJJJdIyZxE6c6fP4/HBg/Onzqe16HI5e3bt6zfsJH9Pr7cvHmbuPh49HV1cLSzYXqH\nlnSsXgU9bS2lxqCvl1FLTU9Hm1FjxuLo6MjUMaMY3qQeY7fsYsDgwVIil02VKlVi+/bttG/fnkvn\nTlGwoH2ujHvA5yC/9+nPmtWrad6ihdz9HTx0iE4dO7B123bi4+OZPn0GW722oqmhju/JS5SvUAlv\nb28Sk5LZc/g0vicvYZBPl3y62lgXMKd08cJcv36Nfv36fSgh9K05dRKJ5McjJXMSpdPQ0MDG2gZ7\n+5/rkU1ERAQenpvYu/8AN2/eIiY2jnw62pS2tWZs8wZ0qvioAKoAABkiSURBVFEVU/18uRrTiCb1\nGdzQnaCQMPqt9mTq46cAVB4/g7vPnrNw09ZcjednV6tWLUaPGkWP3v04efSgQsqBfI0oiixYtIQF\ni5fh4+ODq6urQvoVBIESJUsBMHnyZPbs3s27iAg8dh7kYsBt8plYYGZiRL+J80lHlb79+hMfH09U\nVBSe+44SF5/Azh07sLGxIS4mBshYFSuRSH4eUjInUTpRFJHJZHkdRpYiIyPZuHkL3vsOEBh4g+iY\nWHS1tShtY8XwRnXpUrMq5oZ5t3l9SloaQ9dspHzhgvR0r0m3GlWY+DIYAz09olJSgYz9dAcPHpxn\nMf6Mho8YwR5vb1asXM2gAf2UMsbjx08YPnosL16G4Ofnh62trcL6jouLw3ODB5OGdOdl6GNCQkNp\n07oVcUI+VDR0WL58OceOHcPExIQWLVp8krD++eefbN68mRnTp2FtbcM/K1ZgZmr84Q6dRCL5OUh1\n5iRKFxwcTPny5Xkd/DSvQ/lEVFQUm7ZsxXvfAa5fv05UdAw6WpqUtLGiflkHutSqhqWxUdYdKVlE\nXBzz9x7C4+Q54hISAGhR1ZXgiCiu3HuAIAgUsLDAooAF+/cfwMrKKo8j/vlcuXKFjh07EHTnhkIX\njMTHxzN73gJWrFzD6FGjGDZ8eI5ryH3N2LFjCLx0joOe82jVbyJ2xZ1YtGjRd13HiRMnqFOnDro6\n2pQuXpgGTVsxZcoUafGMRJLHpDpzkh+CKIp4btiAiYlxXodCREQEm7dsw3v/AQKvBxIVE4O2piYl\nrAvQ97fqdKnlhq2ZSV6H+ZlB67agbWnL3fv3SUxMxHvPHvwv+fHszn3sC1jwLOwVoWFh1K1TR0rk\ncsjFxYXU1DTu3LlLmTKlFdLn48dPcG/YBAcHB27evImlpaVC+v23ihVd8d3nzfU7QVy9FcS2vYe/\nOwl78eI56urquLu7s3fffi5fv02fPn2UFrNEIlEs6c6cRKnOnj1Lly6dOXviKHZ2inu0lB3h4eFs\n8dqekbwFBhIdE4u2piYlrS1xdypN51rVsDPLerusvPQmKhqXMdMIe/0aLa2MxRVJSUkMHTKYGxfO\n4zN+KD2WrsWwcDE2eXnlcbQ/tyGDB2Nlac7YUSPl6ictLY016zyYNXsuY0aPYfCQIQqK8MtEUcTR\noTTGeppUrV2fWbP+kqu/oKAggoODqV27toIilEgkOSXdmZP8EG7fvo37b78pPZETRZErVwPYtn0n\np8+eI+jhQ+LjEzKSNxtLBrjXpGONKtiZmyk1DkU7e/cBNapV/ZDIASxfvpxd27cTMH86oRFR+AU9\n5va+/+72aIpia2dH8ItncvVx8+Ytuvfqh5GxMXPnzqNdu3aKCe4bBEEgv3l+4qLecv3aNdLT03O0\ni8R7xYoVo1ixYgqMUCKRKJuUzEmU6lpAAOWcnRTaZ3p6On6X/Dl46AgXLvpx/8EDwt9FIIoiZoYG\nONjbMKlVE1pVroCFkaFCx85t/g+f4lLZjfj4ePbv30+HDh0wMjKifMkSmOTTY92x0zRo2BALC4u8\nDvWnF/HuHbrfuS/ue+Hh4Rw8fISRYyYwZ/Zsuvfokavzzd6Gv2VQ5yb0Gfs3MTExGBnl/VxPiUSS\ne7KdzAmCoApcBUJEUWwsCEJZYCWgBaQBA0RRvCwIQkVg9fvTgKmiKHpn9lEe2ABoAweBoaIoioIg\naAIbgfLAO6CdKIrPMs/pBkzK7G+GKIqemccLAtsAEyAA6CKKYkqOvgsSpQkJDcHOxkruuwUAm7ds\nZcq0GTx9/hwBMM6nRyELc9pUcKZ+OUeqliyGmpxj/Egi4+LxOnuBmytWs379eoYMGcJBnwM8ffoM\nWx1tRm3czuqDxzCQykgoRHBIME5lSn3XOVcDrjF2wh9cuRpAwYIFOXnyJA4ODkqK8Ovevg3H5/hF\nZsyYISVyEsl/ULbnzAmCMAJwAfQzk7mjwEJRFA8JgtAQGCOKYk1BEHSAFFEU0wRBKADcACwzv74M\nDAH8yUjmlmSePwBwFEWxnyAI7YEWoii2EwTBmIwE0gUQyUjayouiGCkIwg5gjyiK2wRBWAncEEXx\nn29dgzRnLvfdunWLvn378OjRY8zNzahQvhyLF8z9rjpW164H0rRFa8JevaZu2TKMa9UE50L2v/RK\nu2uPn9Hs70V07tSJJctXYGJshLOtNadu3QVgTMvGrDp2hisBAejo6EgLHxRg86ZNzJkzhyO+eylQ\noMA32170u8T0WbO5dfsOEydMoHefPnm6Mb2VZQGioqM5d+485cqVy7M4JBKJYmV3zly2KmQKgmAN\nNALWfnRYBN7/RTYAQgFEUUwQRTEt87hWZjsyEzt9URQviRkZ5EageWa7ZoBn5ue7gN+EjL/U9YBj\noihGiKIYCRwD6me+VjuzLZnnvu9L8gNxcHDgwoWLXLt2DS+vrfyvvTsPr6o69zj+fYGQEMYEEChh\nFEQh4SKEFGgRS6/gwFAuVFQERQWrpQ69LZMtQrV4rfaKVgtYrVXRMog8oFYRWsGhMkSmyFQSBSMC\nIUBIgDAEVv84GzikJgQI7LMPv8/z7Cf7rL3WPu/J+yR5s6f1+boN/HXGrDKPf2Xa63Ts3JXG1avy\nxdT/Z+bI+2h/abOoLuQANufs5NLmzXl28hTMjB90u5oPMtYxdOhQJk+ezO/efJtaNWvQokULFXLl\nZNCtt9K/f386dunGPz9d8h/bnXPk5OSQ1uUqbhlyB31/1I+srCzuufdeXws5gClTn2fs2LG0a9fO\n1zhExB9l/Q00CRgJhD/u/gFgvpk9SagoPDGHkJl9F/gz0ITQ6c8iM2sIfB02/mvg+F+hhkA2gNd3\nL6HTpyfai42pDeSFFY3h+5IIY2bUr1+fpydNIjd3J93LOA/m3959j6F3DueB3j0Zf8uA8xxlZOnc\nqiVDn3me7du3U79+fabPmsWTTz7JsGHDqF27NtNfm8bHny7h6NGjvhcS0cLMeHj8eDp06EDf/gPJ\nzc0lPj6eihUrUqVKFfbs2UN8fDwNGjRg48aN5f68uHPRu3dvevfu7XcYIuKT0x6ZM7NeQI5z7rNi\nm+4BHnTONQIeBF48vsE5t9Q51wboCIwxs/M7YWUpzGy4maWbWfrOnTv9CuOitmLFCq688krWrs0g\n/dOPaNny9PM+rlu/gR/1H8jArp0uukIOoEFiLbr9VzKTJ4euHKhcuTJjx46lbt26VKhQgX8s/pCC\nggIVcudBr9692bJlCxkZGWzfvp3s7GxWrVpFQUEBeXl5rF+/PqIKORGRspxm/R7Qx8w2E7rhoLuZ\nTQNuA970+swC0ooPdM6tB/YBycBWIClsc5LXhve1EYCZVSJ02nZXeHuxMbuAWl7f4vsqHsPzzrlU\n51xq3brBeixFtBgzZjS3D76Fd+a+Se3ap38ob25uLmmdu9L+0qZMvffOCxBhZKpXrSrTXn31W7dV\nqFCBKlWqXOCILh7x8fEkJydTvXp1atasSYMGDVTAiUjEOm0x55wb45xLcs41BW4C/uGcu5XQNXLH\nz5d1BzZB6C7T40WWmTUBLgc2O+e2Aflm1sm75m0IMNcbP49QcQgwwHsPB8wHephZgpklAD2A+d62\nD7y+eGOP70siTIUKFbi0efMyXed25MgR2l6ZRt3qVXl33C8vQHSRq3q1qvTscY3fYYiISIQr0w0Q\nJRgG/N7MVgMTgeFe+/eB1Wa2CphD6JElud62ewndRJEJZAHveu0vArXNLBP4OTAawDm3G3gEWO4t\nv/HaAEYBP/fG1CbsNK9EloE3DmTYPSPocX0f3l+wsMR+zjk6fa8bBwoK+PixcVH1mJEzdbioiJkf\nLeHXD4/3OxQREYlwms5LLoiMjAymTZvGqpUrmP/Otx9EHThoMHPmzGP5k7+hef1LLnCEkeXXf53N\nlmOVmDNvnt+hiIiIT8r10SQi5yolJYXU1FSWp3/GfQ/+gsUffnTK9ocnPMobb8xhzpgHLvpCbtM3\n23l10Sc8/eyzfociIiIBoGJOLpgBAwbw3nvvkdSoCQMH3caMmaHHBE6fMZNHJv4fk+4azFVtLvc5\nSn855xjyhxcYPfYhGjc+v/PZiohIdNBpVvHF8uXLGTx4MDGVKvH52rWMuOEaJg4+/5OSR7rZ/1zG\nY28vZENmZtQ/GFlEREqn06wS0Tp27Mjq1avZm58PwJAfdPU5Iv9lbd/ByFdnMW36dBVyIiJSZirm\nxDexsbF89dVXTJ06laHP/Zl9Bw/6HZJvCg8fZsgzLzBuwgQ6duzodzgiIhIgKubEd8OGDePqntfS\necyjfLh2g9/h+OIXL8+gTYcO/HTECL9DERGRgNFcQOI7M+PZyZO5rlcvBt9yM5l/fIKYKJ+m6ssd\nO3ll0Sd8sycPc45FGzaxMfNtnV4VEZEzpiNzEjFuuOEGDhw8xMEjRX6Hcl5lbttBjwlPYM1b8f0f\n30yLq7rz4l9eplq1an6HJiIiARTdhz8kcJo3aczmnJ2kNGl0+s4BdLioiDsmv8Svxo9nxM9+5nc4\nIiISBXRkTiJKSkrbqL5u7tl3F5LU8jJdGyciIuVGxZxElAd/+Uue/+ATek2cRP6BQr/DKXfZubvp\n1u1qXRsnIiLlRsWcRJROnTqx6cvNXNLiMv7898V+h1OuCgoPsvxfWWR/9ZXfoYiISBRRMScRp2LF\niiS3bcvewkN+h1Ju9h88RJcxj/CvbTsYOXq03+GIiEgUUTEnEWlVejptkhr4HUa5mfnxEtq2b09h\nYSENGzb0OxwREYkiKuYkIhUU5JObX8CBQ4eIhvmDZy5dwd33/tTvMEREJArp0SQSkSb+7gl+ctdd\n/Pr12RwpKqJmtaqkNGvCa/cPp2Z8vN/hldnhoiJmfbyUzzdvITX1tHMli4iInDEVcxKR0tLSWLFm\nDQBHjhwhLy+PXtddx9KNWfS4MsXn6E46duwYOXvz2XvgAOuzv2H1lmx6tkvmpUX/PHHDQ+vkN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"text/plain": [
"<matplotlib.figure.Figure at 0x149376310>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,7))\n",
"gdf_wards.plot('density', scheme='quantiles', k=4, cmap='OrRd', ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Missing Sidewalks by ward\n",
"\n",
"* Find the length of 'no-sidewalk' roadways, grouped by ward\n",
"* Divide by the total length of roadways, grouped by ward\n",
"* Plot a choropleth where the ward colour represents the presentage of roadway that is missing sidewalks"
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"gdf_wards['missing_percentage'] = (\n",
" sidewalks_gdf\n",
" .query('(classification==\"No sidewalk on either side\")')\n",
" .groupby('ward')\n",
" .Shape_Leng\n",
" .sum()\n",
") / \\ #this isn't really idiomatic python, but what I'm doing is dividing the two Series\n",
"(\n",
" sidewalks_gdf\n",
" .query('(classification==\"Sidewalk on both sides\")|(classification==\"Sidewalk on one side only\")|(classification==\"No sidewalk on either side\")')\n",
" .groupby('ward')\n",
" .Shape_Leng\n",
" .sum()\n",
") * 100."
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x14a127f90>"
]
},
"execution_count": 244,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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6lTlz5tCiSRNsS5Rgxrix2Ny/zW/v9OD41AnM7NGZNpUrUtAy/w+j/ptClhZ0\nblSLSf27Ymr6z08SnMrYYmtThC++X6j3/tPS0lgXsBW/Lu9SyLEO1Zv1Yp3/VkZ+kr2nU6Pe7UVC\n4gv2Hjqm56SGZ21tReGCBVh9KH8UQEP9GnP53n2evXihdZQcoygKtkWKEh8fT2pqKjqdTutImaL9\nM0QhhEiXlJTEvn37CA0OJiw4mHOXL9OjTk16lPfkp7bNKGSZe/dK04pj8WKcvnozw+u6NKrJ2pAd\nzP9u0mv3+TD2EfN+XcuG4G2cv3QNBQUfFwemDOzGe52aE7gvkr6fz0Wn02GUxXNqraws8XB15Ks5\nv1K/VtXXzprTqlb0JDTqDKNbt9A6SpbEPHpM2MnTHLh0mbMxd4h59ITE5GSMFIWbsY/wLlNa64g5\nplShAgzo25eHcXG4ODmyfdduSpUqpXWs/yTFnBBCU1evXiUsLIywoED27NuPp70djd1dmNW5DW2+\nm0uXapVp5OWhdcxcq3wZO/xPZDzpflL/rvy0cQsXr1zH3cUxy/2cu3iN6bMXsXXnQR7GPaaQtRW1\nfdyZ9sVo2tev/peh7e5NatNv2lxWrA+lT/e2We5rQK+OfPbNz1m+LzcY8k4X+gz9hLS0NIyNjbWO\n8zc6nY4z0TH4Rx7nyNXr3IiN4+HTp6Sm6bAyN6NM0aJUtC/D0KaNaFHBh5KFC2odOcfN6t6Ji3fv\nY29TlJ927KJTu3bsO3QoV/59/kEWQAghclRiYiK7du0iLCSYsJBQ4p88oUl5Txq7u9LQ0/3PVWYA\nFSdOpU2lCszo0VnDxLlb6MlTDF68jBe7V2d4rWPn96lbpxor5s/IVNv7D59g9i8r2LH3CI/jn1LW\ntjgdG1RnVPc2ONrZ/ue99d6bRKqJCYc2/56pvl714kUSBRzrsHnNPJo1rJXl+7Wk0+mwtK/JD316\n0rVGNU0yPE18wbEbN4i4eoMz0TFEP3rMw2fPePT8OQkvkgAwMTEmJTWNAQ3r0cTLg4Ze7pjn8vOG\ntbDvwiW6/DCfmzdvYm9vn+P9Z3YBhDyZE0IY1B8rT8PCwggLDOTA4cNUcHSgsZsLv7zVmfJl7P51\nKM6jlC2R12/kcOK849r9B2yNOkNKahrPE19gncHcwbdbNGDepn9f0Zqamsrva0P4daU/x6LOkZSc\ngnMZWwa3a8LHb3fAplDmn9KM6NqKd7I51GphYY63uzPfzlua54o5IyMjalT14cfwnTlSzN2KjWPL\nqTMcuHh2qYoYAAAgAElEQVSFc3fvEhP3mMTkZIyNjChcwIrSxYpgX6o4tew88XYqS4NKXpR3Lsux\nC1epNWgCn7Rv/UbPOc3I9LBwVFWlR6dOdOzeHU9PT777agbFS5Rgg3+A1vH+lOliTlEUYyACuK2q\naltFUSoD8wELIBUYqqrqEUVRHIFzwIX0Ww+pqvpeehvVgCWAJRAKjFRVVVUUxRxYBlQDYoEeqqpe\nT7+nL/DHJI8vVFVdmv66E7AaKAZEAn1UVc1/Z3QIkQc9e/aMnTt3EhoczObQUJJfvKCJtwc9PFyz\nNPetposTC3btNXDavEOn07H9zHl+27ufI1evE5+QSMmihenRrC6W5hnvBTbu7Y589fsmDkVEUcu3\nIgB37z9kzoKV+Ifs4PK1W5iYGFPZzYmZI95hQJsmmJll72lNtya16TttLsvXhfBOj3ZZvn9gn05M\n/CJvHu/13dSPqNO6L6ejb+NjX0Zv7ep0OvwjT7DuSCSnb8cQG/+UVJ0Oa0sLypYshq+PGw2reNO6\ndlXsSxb7z1Xdvl6uFLCyZP723Yxtm7fm9+WkRX17cfX+A9JUlQ2Bm/j445cbKU8YN07jZH+VlSdz\nI3lZpBVK//gbYKqqqmGKorRO/7hR+ntXVFWt/A9t/AwMBg7zsphrCYQBA4FHqqq6KorSE/ga6KEo\nig3wGeALqECkoiiBqqo+Sr9mlqqqqxVFmZ/eRt6cZCFEHqeqKocOHSIgIICjB/ZzJDKSqi7ONHZz\nYWm/t/Asnb3tQlpVqsC3IVuy9XQnv4hPTGTZvoNsijjBuZg7qKqKRzk7RvVsy4iurbDJwpymgtaW\nuDvYMWzcDJzL2bP7QASxj55QtFABGlTyYt7IvjRJL/Jel5GREb5ervz029psFXPv9+3KmE+/Z8uO\nA7RoUkcvmQzpYexjfl6yFv+QHZy9eBWAg5eu6KWYe5GczPg1G9gYeYKUtDTKO5Wlm18dWteqQuOq\nPtkuuJv6VmB9RKQUc//BrmgR7IoWQafTsffSFexLl2bV2rXUq1dP62h/kaliTlEUe6AN8CXwUfrL\nKv9f2BUGYjJoozRQSFXVQ+kfLwM68rKY6wBMSb90PfCj8vIrfwsgXFXVuPR7woGWiqKsBpoAvdLv\nWZp+vxRzQuSQJ0+esH37doIDA9m8eTPPnj4lITGR95s2YtEXn1LA4vWPyipvb4eiKERcu0ENFyc9\npM4bDly6wm+793Pg8hUexD/F2sKcmuXdmDCoK92a1H6twtarnB3+e47y9NET+rVsyMjubShT0kaP\n6f/f6wy1mpmZUd7The/mLc2VxVxaWhobQ3awbHUgByOiePTkKYWsLKniUJbve3WjU7UqmL7mprOq\nqvJVYBg/bt+JlYU5k/p3ZWyv9nrbzHZ8n07UHjyBpy9eUPANOCXldXy/ZTsH7z7k2MmTlChRQus4\nf5PZz4jZwMfAqz8CjgK2KIryHS/3q3v1X5uToigngCfAJFVV9wJlgOhXrolOf430/98CUFU1VVGU\nJ7wcPv3z9f+5pxjwWFXV1H9oSwhhADqdjpMnTxIWFkZIYCAno6Ko6OxMVXt7ZnTtSrGCBen63XfM\n27aTyZ2yvoLx3xQtYM2WqDP5upiLT0xkyZ4DBB4/ybmYO6Sm6XCyK0n35nUZ1rklHuX09+VtxWej\nKOTXh6+G9qZzI8POR/tjqHXF+hD6dM/607khfbowZsr3qKqaKzaCPn/pGj8uXsOW7fu4fusORkZG\nuNqWpG+tGvRrUA+7ooX11teFO3fp8eNCHjyNZ1L/rkx8p7Pen05X935lqLWNPJ37N1tOnWHF0eNE\nnjiRKws5yEQxpyhKW+C+qqqRiqI0euWt94EPVVXdoChKd2Ax0Ay4AzioqhqbPkfOX1GU8gbInimK\nogwBhgB57qw1IbQWGxtLeHg4ocHBbNmyBSszM3ydnGjv6sqkpk2x+J/Vb6ETJ9Ls8885dSuaig5l\n9ZLBpURxjl67rpe2cpMjV66xeNc+9l++wv0n8RSwtKCGtysL+3akl189g22DYGFhRnUvV75ZEWDw\nYs7IyAhfT1fm/bo2e8XcO50Z9ck3hITvpW3zBgZI+N9evHjBktWBrNqwmWNR50h4kUTJwoWo7eLM\ntx07UM/D1SBF5uJd+/hk/SaqeTgTtWomRQsabnuQpr4VWH80Uoq5f3HvSTwfrd6If3Awtrb/vYJb\nS5l5MlcXaJ8+L84CKKQoynKgHS/n0QGsAxYBqKqaBCSl/zpSUZQrgDtwG3h1Xa99+muk/78sEK0o\nigkvh21j019v9D/37Ep/r4iiKCbpT+debesvVFVdACyAl1uTZOL3K8QbKy0tjYiICMLCwggNCuL8\nhQtUdnWlapkyfN+rF3ZFi/7n/YqiYGxkxJ3HT/RWzFV1KseGo3nvNIA/xDx6TMyjx6TqdOw8e56t\np89y6e59UtLSKFeqBF2b1uGD7q1wK2uXY5nG9elIl4nfkZKS+q+nRujL8K4t6Tvtx2wNtZqYmFDB\n242ZP/2eY8XckWOn+enXNWzfc4Q79x5gbmZK+TJ2jG/Tkt51axp0OFKn09F3wW9sPXWWzwZ0Z/KA\nrgbr6w/j+3Sk9uCJPE1MpKBsyv03c7bt5K1evahTJ/cN9b8qw3/FqqpOACYApD+ZG6Oq6tuKopwD\nGvKyuGoCXEq/pgQQp6pqmqIozoAbcFVV1ThFUeIVRanFywUQ7wB/LFUKBPoCB4GuwI70Va5bgOmK\novzxHaQ5MCH9vZ3p165Ovzf3rBEWIg+5d+8eW7ZsISQwkPBt2yhWqBC+Tk70KF8en1atMMvi/Byd\nqup1OKiZjzcLd+7RW3uGlpSSwppDEaw/GknUrdskJCVhZGSEAhSytsTX05Wx/TvzVrO6mh3k3b5+\ndcxNTZizLoQxvToYtK/uTevQ74sfs72q9b3+3fhgwtc5MtRa1KUeT58nUsamKI093Bgw4B0qlM2Z\nGTwX79yl3rRvMDE2Yte8qdSr5JUj/Vb3dns51Lpjjzyd+x8X7tzF/9hJzqxcq3WUDL3OV5LBwJz0\nJ2kvSB/KBBoAnyuKkgLogPf+WMAADOX/tyYJS/8PXg7R/q4oymUgDugJkF4ATgOOpl/3+SttjQNW\nK4ryBXA8vQ0hRAaSk5M5fPgwYaGhhAQFce36daq5ulLNwYGf+/enZOHXm/dTppgNy/YewM/HWy95\n67o6k6ZTuXzvPq62JfXSpr4lJiczfvUGdl+8zJ24R5ibmVLBxYHPBnVnULsmFClYQOuIf+NXvSIL\n/LcZvJh7OdTqws9L1mWrmBvwVgeGfTwd/9CddGrTxAAJ/5+1lRXVHBxYM3xIxhfrSWpqKmNWrWf1\noaMYGxlhbGzMnLUhJCQl0bzGP20KoX9NqlVg/dFjUsy9QlVVJm0K4ZPJn1KyZO78uvMqOQFCiHwu\nLS2NY8eOsX37dsLDwjh89CgOtrZUdXCgurMz3vb2mOhxftay3btZd+gg177P3CkDmeEyeiIftmzG\ncD/DfjPPrmFLVrAp8jhvt2jA0M4tqeblonWkDJ28dI1q/T7mbshiihcplPENr2HV1r28M+1HPnr/\nbSZ9OJiCBa0zvukVNfx6Y2lpzu7AXw2U8KVtuw/RssdQdk4Yg7e9YYe909LS+DZkKz/t2I2xiTE/\nTB9Hn+5taNl9KDei73DlejRt6lQj8NvxBs0BcPD0Beq/N4mYud9h/IZuAfS/Qk+c4uud+zh55gym\nGp6MkdkTIORvTYh86NatW4wfP566tWtTrGhRenXpQkRQEI1Kl2bliBHM69uXgY0bU7FcOb0WcgBd\natXi+Yskom5GZ3xxJjkUs+Hgpat6a0+fDl66wsaI43z5bi8WfzIsTxRyAJXcnLApXIgpiw0/hNSj\nWV3e6+jHwqXrKerWgEoNuvHbqgB0Oh0XLl1n+LgZuPi2xcyuOk5VWxNz98Ff7n9/QHcOHzuNTqcz\naM5mDWvh4eLIpxsDDdbHg/inDF2yAsePJvLTzt0MHdidR5f30O+t9hgbGxO+4Rf2BS/B2MgIV/uc\nOdy9Vnl3VBUu37ufI/3ldk8SEpnsH8zcn3/WtJDLCinmhMgHVFXl+PHjTJkyhapVKlGlciUWL/yF\n6MuXWTxkCAsGDGCYnx/1PD0NPsnZ2tyc0kWL8sPW7Xprs6J9GS7cuau39vSp38Il1K/sxZjehh2u\nNIRuTWqxbvtBg/djZGTE3NGDiNuylB0/TqFEAUveH/MF5nbV8a7XmY2B4dTydGLD9DGYAN51OrF0\nTdCf9/ft0Q5Vp7IuMNzgWYe804UjV6/ptU1VVVl3OIIGX3yLz4TP2HftOlPGvc/T6wf4dspHf1u5\nvPfQMYyNjfh+ZD+95vg3iqJgYmxMdNyjHOkvt/shfCfNW7ehadOmWkfJNCnmhMijkpOTCQ8PZ9iw\noZRzKEu3Lp2Iv3eVmZ+NIObUFipX8KCgpSU2BXJ+vlZDb292n7+ov/a8PLj7JF5v7enLyRu3ePz8\nOWunfZTxxbnQlIHdefgknqjL13OszwaVvdn2w2ck7FzJ5lmTeLR1KTFBC1kxZRTt6vly6veZ+FWv\nwMCRUxj72fdA+ry7yuX5/uffDZ7vvX7dSEpJZd+FS6/d1tGr1+gx9xfKjhrHyOVrKO1kz56gX7l9\nOpyPR/T714VCFhbmJKekYtGwJx0+/orU1NR/vE6fbAoVZOupMwbvJ7e79ySe5QeP8OnUqVpHyRIp\n5oTIQx4/fsyqVavo2aM7trYlmTxhLGWKGBO6cg4XDm7ku6kf0rBONUxMTEhL02m20WqPOnV4kpDI\npbv6GbZp5uNFcmoqcc+f66W9Vx2/fpP3fv2d6p9+keVhvAOXr2BqbEKRLM4Byy1KFC2Mc5lSfLZw\nTY73bWRkRNPqFSlkbfWX1y3MzVj35RiWTh7O7F9WMGv+cgA+HTOEyJPniI17bNBc5uZmuDs7MH/H\n7mzdfzr6NkOXrMBt7CTazpzLnZQkvps6moRbh9i28RfqVM94UUMbv/o8u36A+TMnE3LgGHPXhaGq\nKpej72QrU2a0qVOVsCgp5iZtCmbIkCF5bl9abdbFCyEy7fr16wQGBhIYsIkjRyNoWNuXts3r8f3k\nwZQqWfxf70tLS8NIo2KusJUVJQoVYs6WbfzYt1fGN2SgkKUlFqambI46Ta/aNV+rrcTkZFYePMz6\nI8c4Ex1DUkoKZWxsiI6L4+TNaKo4Zv6L+OCG9ZgeGEbLUV8QPvez18qllSEdmjE1B+bNZVXvFg2I\nfhDH2CmzcHG0p33LRpQsbsOI8V+xcsFXBu27S7tmzFu4KlPX3n0cz8oDhwg7dYbzMXdJTknB3s6W\nwX27MnHUQApn4ezcV1laWtCvZ3tGTviasEPHSUpJ5ZNfVmJtacGEdzpx/vptmtesRO8W+tl/b2Lf\nTvwWsoP7T+IpWdiwC2Jyq81RpznzIJZVn3+udZQsk2JOiFwmLS2NI0eOEBgYSHBQIPfu3aN107q8\n36ctmxZ9ibV15ua8paWmYazhEUj1PT3Zduas3torVaQw+y5czlYxdyY6hoU797Dr/EXuPHqMuakp\nFcqWYWqX9vSsVR1LMzPcxnzCngsXs1TMmZiYsPL9QXT54WfOXruFt5N+NkrOSSO7tWbi/JUE7DlK\nhwbVtY7zF+Pe7siNOw/o3G80rZrWZdiAHnw5axFpaWkGOyEDYNjAHkyfvZiYR4+xK1rkL+/FJyay\n+tBRgo9HceZ2DE8TX1CogDVVKnoya9g79OnWGisr/c1LXffbd7TqMYzrdx7gUKYUHds0YdIvKzFS\nFAL2HqVns7p6+bNwLlOKYoULMjd8B9O6dtRD8rwlKSWVzwLD+GXJUizz4ObJUswJkQs8e/aMrVu3\nEhQYQGhYGCWKFaGtX31+/nosNav6ZOuLdZou54dZdTodu8+eJfT4cc5GR5OUkqK3tr3tSnEq+h8P\nevmbpJQUVh86yvojkUTdiiYxOYXSRYrQyMudQQ3rUcHB/m/32BUpQuS1m1nOtTnqNMZGRhQpYM2+\nqHP8sCaUWaP6U6aEYQ6v1zczM1OqeTjz1fJNua6YA/hp7GD8alRk2HeL2L7nMEnJKSxZHcTA3oYr\nOEqVLI5N4UIs2rWXcW1bsjHiOP4RxzlxK5pHz55jZWlBBS9XxncfRP9eHbAtUcxgWZo3qk1ZO1ue\nJSVzcPMyypW1o1XTujg7lMGrTieKtxrAuVWzKVXsv09nyYxWtasQdDjqjSzmvggM5VrMHfz8/LSO\nki1SzAmhkZs3b6Y/fQtg/4GD1KpWibZ+dZk07Fec9HCweoliRTkbbfitBh7Gx7Px8GH2X7zI7dhY\njIyM8Chdig9bNqNfA/0dgVPHzZXd/zEp/cKduyzcuZcdZ89zO+4RZqam+NjbMblDW3rVqYGVufl/\ntu9ZuhRRmSwWX7V49z6MjY0ZPnMRgfsisDIzY/Oh4+z4cQpV3J0M+gRJX8b16UiPSd+Tmpqq2akU\n/6VTw5p0bFCD/l/M4/fNuxn5ydcGLeb2HTqGlbUlP2/fzbzwnZiZmeLh6si7A3sw+O1OODrkzKkQ\nf7h+POwvHzdvVBuAhFuH8K7TGecuw4jd/BuWFv/9OZ6R8X06sXzzHuKePcemQN6cB5odp6Nvs+HY\nSS5cuKB1lGzLff9qhcindDodR48e/bOAu307htbN6tG/mx+rf/qUQno+JaBGVR927T2a8YXZpNPp\n6Pb99zx6/pyi1tbUdnVi5ltdaOTlYZD+WlXyYdJ6f5JTUzEzMSElNZU1hyNYdziCkzejSUhOplTh\nwtT3cGVQo/pZGi4FqOnqxNbTWR8WDh3zAePXbCTs4HG+6dmFt+vUpMV3c6g5aAIAKXvX6PV4M0Po\n1LAmpqYmzFkXyui32msd5x8pisKSycMpa1uMGcs2kZSUhHkGBXpmnTl/mQXLNhK++xBXrt8iLU2H\nXamStGvZkKkfv4+Pl6te+tGXazdu8828JQRv2UPM3QdYmpvx8MlTyr5mMeflaE/Rgtb8GL6TTzu1\n1VPa3O3Kvft0mbuA7+fMwd3dXes42SYnQAhhQM+fPyc8PJzAwABCQ0OxKVKItn71aNu8PrV9Kxr0\nqU3kybPUbPE24ZM/NdhCiGaff85vQ/rTqpKPQdr/X6WHj6GJtyfn79wlOi4OM2MTvO3t6FStCn3q\n1cL6Nb6533gYS/VPvyTmh2/08nQq7tkzvMZ9yu6fplG3oudrt2doHT7+inM3bnNxzdyML9ZYwaZv\nM3nsu3w8vF+27t++9wiBm3ex50AkF67cICkpGdsSxahdvSJvd21N+5aNct0T1cORp5j50+/s2HuE\nR0/isS1WhFa1qjCmV3u8HP8+bSC7en82m/3HzxE5bZLe2sytHj1/TouZP/LJ59MYNHiw1nH+UWZP\ngJAnc0Lo2a1btwgODiYoMIC9+/ZRo2oF2jarx4TAhbg45twE+SoVXhYQV+/exbV0aYP0UdjKiiNX\nruVYMVehrD0nb0ZT38OVX/q/ja+zo97aLle8GEaKwtHrN6jt+vqnONgUKICxYkRC4gs9pDO8qYN6\n4Nv/Yx4+jjf48V6vq1GV8ixbHZTpYu76zRh+/m0tW3bs5+KVmySlpGBsZIRfo1oMH9STXp1bYWlp\nYdjQWaTT6fAP3cnPv63jUGQUiS+ScLKzZXC7xnzYoy0lbYpk3Eg2fPx2R6pt28+ThEQK63EhR26j\nqiqTNwbTpmOnXFvIZYUUc0K8Jp1OR2Rk5J+rT2/evEmrpvXp06kRK+ZOpHCh7G1N8LqMjIwoVKAA\nhy9fNlgxZ29jQ8S16wZp+59sHTfKoO0XsbZi19mLeinm1h46SqpOx64TZ/GrmTMHpr+Oyu5O2BQu\nyNTFa5k7epDWcf7TR2+1o/nIz0lOTsbMzOxv76emprI2YCtLVwdx+Nhpnj57ORWgSrmyDOzRmU0R\nx3mophGy6kcN0mdO3+GTWbVxMxVdy/H5oB6837E5FhZ//73qWyU3RwpZWzF363Ymdcy/Q60Ld+/j\ndOwjDn/7rdZR9EKKOSGyISEhgW3bthEYGEBISAiFC1rT1q8+s6aOoE71SrlmEnm5sqU5feuWwdr3\nKluW7aeiDNZ+TnMoZsPxGzf00ta9+KcAvN+phV7aywldG9dm7Y6Dub6Ya1zNBzMzUxb8vpHhA3sC\ncP9BHHMWrmRj0HYuX7+JsWKEh10phjWqT98GdSj2ykkoxQsUoO+C39DpdLl2PmOjOr6sDwzn2JKc\nLzZa16nKhojj+baY23/xMnN37OXQ0aMU0OCEHEPInZ/FQuRCt2/fZv78+bRt04pSpWyZ/d10vByK\nsGvTL5zdt55vPhtJg9rVck0hB1Cloic3Y2MN1n5tNzcePdP/qQxa8bEvw+V7DzK+MBPeb9IAU2Nj\nagwcR/yzBL20aWhTBnbj4eN4Tl/J+hYtOa2GlytzfllBr3fHU8qrCaV9mvHzwtU4FSjA6mFDuD33\nW3ZMGM1HrZv/pZCDlyeKKIrCGv+tGqXPWN+e7UhNS2Pr4RM53vcn/bpwO+4RD54+zfG+De1mbBzD\nlq9h6fLlODo6ah1Hb6SYE+JfREdH4+/vz5gxo6lapRIVK/iwd1swvdo35HpkCNvW/8yH772Nm3Pu\nPfalUd3qxBnwC3IFBwd0qsrZ24Y7Zign1XV30ds3MBMTE4Y2bci9uCd0GP91lo8K00JJmyI429ny\n6cLVWkfJUJfGtbh64zYH90XSsWIFIqdN4tJ3X/D7ewMzXFFtZGSEd5nSLFy2IYfSZp2JiQkeLo7M\nXRea4317OdpTsmhhpm0KyfG+DSnu2XPe+uU3Ro+fQIsWeeeJeWZIMSdEurS0NCIiIpg6dSpenh5U\nrVKZhT/NoqBxArOmfkDMqS38/tM0enZqQZFsHtGT01o3rUtSSgoJSUkGad/IyIiCFhZsPnnKIO3n\ntCZeniSlpJKQnKyX9sLPngdgz/GzNBk+hR0RuX9IelCHZmw9clLrGBl6r6MfRorCD2/34MvunShb\nLGubNHevUY0jx04bKJ1+9Ozckr0nz2vSd5+WDQk7lbv/fLLiRUoK/X5bTvvuPfho9Git4+idFHPi\njXb9+nUWLlxI925dsbUtSZ/ePYm9fZFFMydw5/RWgpbPZvLoIdSvVRVTU1Ot42ZZ8WJFMTUxIfLq\nVYP1UbpoUQ5dMVz7OaloAWtMjY3Zfe6iXtrbOnYkJ6d/xvoP3uPctWj8Rk5j38lzemnbUD7s3oak\nlBQCDbhHoT6YmJjgZGfL4j37snX/O/Vq8yI5iYgTufdw+ZGDe/E0IZFTl/UzjzMrxvfpSPzzBKJu\nRed434YwcUMgZTy8+CafLHj4X1LMiTfK48eP2bhxI++99y6uLs7UqO7Lzi0BtKjnw7FtKzizdx2z\nvxhD7eqVcvwoLEMpWbwox65dM1j7HnZ2XLhr+JMmckqxggXYe0E/xZyZqSmlixSmgac7E9u1xMTY\niJreuWsD2v/18ngvF776fZPWUTLUrp4vBy5l7wcJCzMz7IvZMPuXFXpOpT8FC1pT1s6W71YG5njf\nNoUL4mhXkllh23K8b33bFHGcQzej+W3Zsly74OV15c/flRDpEhMT2bBhAxMmTKBmDV/KlrXnlx+/\nx6WUFesWzSDm1BaW/zSN/m91wN7OVuu4BuHh6sjFmBiDtV/d1ZUHT+IN1n5Ocy5RnKib+n8aUc3J\nEZ1OpUq/l3u55WYfv92BiHNXSNHj2bqG8EG3VsQ+fcaD+OzNc2xe3pvtuw/rOZV+tW/VmC0aDXv3\nbd2Y3ef184ONVqJuRjNxQyCr12+gYMG8MT0mO6SYE/mKTqfj2LFjfP311zRr2BCbokXp1rUrxsmx\nTB8/hHtnthG2ei6jh75DpfLu+fantFfV9K3InSePDdZ+DVdXUnU6bsc9MlgfOamyQ1muPdT/CmAv\nu9Ic+Xwi0XcfMuSr+XpvX586N6qFqYkJP6wPy/hiDZUrXZLC1lYs3p29odZBjetxP/YRz3LxauMx\nQ/vw4NETYh7G5Xjfo99qy/OkJA7n0WkUF+/co/cvv7Jg8WKqVaumdRyDyv/fyUS+d/XqVRYsWEC3\nTp0oWawYb3XswKWtYfT1duXo1AmowIiBPWhcrzoWr3l2YV7UonFt4p8b7puVmYkJlmZmhJ3MH5Ol\nG3l7EGeg7VYcihXj005tCdwXQZ8pc3L1Ctdm1Svwy6ZwrWNkqE5FD4JPZG8BjkvJkliamfHrqgA9\np9IfB/vSFCtaWJOhVisLCzwc7Ji9Oe8Ntd6MjaP7TwuZ8c23dO7SRes4BifFnMhzYmNjWbduHUMG\nDsTZwYE61auzbdlvNChkyfaxH7BvwkfM6NqBlhV9sC1UCAszU4LD92odWzN1qldCp6rcMuB+cyUL\nF2bfxUsGaz8n1XF1Jk2nIzrOME9C+tavw5rhQ9iw6zB27Ydw7fY9g/TzuqYO6sHV23d58OiJ1lH+\n05AOfly5d5/UtLRs3e9tV4o1GzfrOZV+NWtYC/892ixIGdSuabbnJWolOu4R3X5axPhJk+g/KHdv\ngK0vUsyJXC8xMZHw8HA+HjOGqhUq4FyuHIu/nkG5p3Es7fsWUdM+YV7v7vSsVR27on8/r7BUkcLs\n3Je7V+YZkrGxMQWsrTh8yXDFllupUpzJJ3vNmZmaYmVuRvipswbro5GXB+e+/pwSVlZU6PMRT3Lh\nxst/HO/1+a/rtY7yn9rUqQqQ7SfDtVxdOHHmgj4j6d3ooX24efc+zxISc7zv9zs350VKCpFXr+d4\n39lxKzaOzvMWMnzMWEaM+lDrODlGijmR6/yx39uMGTNo2qABJYsXZ/LIEagXTjO1eSPOfTWF3wf2\nYUjjBnjalcpw1alHKVuiTufuL9aG5lDGllM3Dberv6+LC3ce5+4nOFlhV6SIwZ9GFLAwZ8eE0ag6\nlTXbDxi0r1fpdDoeP33Gjbv3uXDzNqeu3CDi3GX2R51n57HTbDl0nOD9EQTsPUJ5p7IsDt6eY9my\nwyDdcV4AACAASURBVNjYGM9ydiw/kL2FDAMa1eVFUjJxjww3r/R1VavkjZWFBfM2bMnxvi3MzbEt\nWphNkTl/EkVWxScm0nvBEoZ9+BEfffSR1nFyVO45d0i80a5evcqWLVvYFhbGrj17sC1SmPpuLgzw\ncWdhx1YUtLTIdts1XZyYHb5Tj2nznorl3Tmw75jB2q/j4cFX/v48TkigiJWVwfrJKZ6lS3E2xvBP\nGo2MjCheqACHz1xiSAe/bLWhqioxDx9x7totLkbf4VrMfaLvxxLz8BEPHj3h8bMEniUk8iI5hbR/\nmKOnKArKq7/+42MFdDqVNJ2O01du4uOSe086aVvPlwUbsze/r6yNDf/H3lnHVXX+cfx9L91dCkiK\nhIIdGIDd3e3sjlkzpps13exuxW4RAxOMGVgYgIooKiaodHN+f8j2002lbunu+/Xaa3rOc57v98D1\nns95nm/oaWmxbP0upozpL2HPJEf1Kl5sPX6O8d1bydy2XQkL7j6LlbndwpCZnc3wrbupVb8BY378\nUd7uyBylmFMiF1JTUwkJCeHIoQCOHT1KUmIidVxd8HNyYNr4kVgaGkjMVqNy7vyyP1Chm2pLm1rV\nK3DwiPQEra6mJuqqqhy/dZcO1SpLzY6sqO7swJkI2azmtqtcgSVHzzC2a0vKlCoJQHpGJk9exXH/\n6XMeP39DzKs3PH/zludx73j9LoF3SSkkp6WTnpH5t0BTEYvRUFNDS0MdPQ1N9LW1KaFnhJe1HSWM\njChpYkJJIyOMdXVRK0T/4I4LF/L7toNsnDJMKvcvCfo09eM3/wOkZ2ahqV744t6VHezYfeC4Qou5\noT90pG2vMWRn56CqqiJT297lXNgQoLgrtIlpafTfuA3tkjYsWrr0u6kRWhiUYk6JTBAEgcjISI4e\nDuRowCEuXb2Kp10pfEs7sqpzO9xLWklNaDlZWCAWibgYGoZ31fJSsaHoNK1XmyHjZpOVk4OainQe\nBKZ6epyJuPddiLm67q5M2n2AjKxsNNSK9jWZlZ3N0/h3xL5/z4v373mTkMTrpCTik1N4l5LKozdx\niIDUrA8rZp7dRwMicnJyEPLmUFVR+SDQ1NXR0dDAQEsLKz1DPEuWwsrQEGsTE+zMzTHS0ZHaA6y2\nqyuH/5Teqm5Ryc3N5eC5UNYGnOLP2x+E94uEBOzNTAs9V6+a1em9ZiM5OTmoSOnfR3FpWr8WYrGY\nbcfP0aOJj0xtj+zYlD+2BRD9+g0O5mYytZ0fUa9e03PdZuo1bc7ipUtRLcSLyvfEf/OulciExMRE\nTp48ydGDBwg6fgIhJxs/19J0c3VhVTG3TguLka4OR0/9+Z8VczYlLVBRERP2+DGVHB2lYsPBwoLb\nz6RXnFiW2JuZoiIWc/7eA+p6uH5xXG5uLpcfPuLg9ZuExz7n6dv3vE1OIT0rC0H4IMlUxGJUVVRQ\nV1VFQ1UVTXV1tNXVic2L0apfrhw1y6hjpq9PSWNjzPT1sTQ0RFtDMcrodPb2Zu+lS0THvsKhpHwL\na8e9T2DJnmPsO3OJe08+fNacLS0Y6FOLPj41MdbRKdK8Dcq6IRLB3kMn6dBKMRuwi8VivDxcWBNw\nUuZiroSpMSVMjVlw9CRLenaWqe2vcedZLB2Wr2Pmb7/Rv7/irqrKAqWYUyIxcnNzCQsL42hgIEcP\nHeLmnTtUdrTH18WZ7f164mxpLrfl71KmJlz6BpqcSxMTI0NCHz6UmpjzsrNj/ZnTUplb1ohEIsz0\n9Th+5+4nYk4QBG7GPGHzuUucvf+A2LfvEAATPT2sDA2pYO+Ak5UVpa2ssDMzQ+Mr/XzvPX/OoDVr\n6FKzJuYGkgsrkDTGurqY6usxx38/qycMlLn9qxFRLNgRyMmrt4l7n4i+thZVHOyY2L8X9T3cJLKi\nLxaLcSlhxdot+xVWzAH07tKSkZPmIgiCzL9L2/pWY+vREJna/BqvEhLpuXYzS1asoFOnTvJ2R+4o\nxZySYhEXF8fx48c5evAgx0+dRF9DA18XJ4ZU8aJ617Zoq6vL20UAyttac/Qbb0tTXJwdbLknxbZe\ntVxdWXrsGOmZmWgqyO+9OJSxsuTqoxjepaSy+fyfHLpxi8jnL8nKzsZET4+ytrYMbtiISo6OqBRB\nULiUKIGmmhpXoqJopuDV6as7lybgXKhMxFxubi57zlxkxb7jhEZEkZ6RiY2JMa3LezLQrw42JsZS\nsdumYnnmH1fcuDCAnh2bM3T8bI5fvknDarLdZZjYvTVLdh/hwctXOFvKd4U2OyeHvhu30WfAQKWQ\ny0Mp5pQUiuzsbEJDQzl65AjHAg8Ref8B3i7O+Lo4MXzEIOxMTeTt4mepXcaFzRcuydsNuVK5vDv+\n2w9JbX4zfX1UxWLORNynsaeH1OxIm9zcXE7cjeDRmzhi4uJxGTsZbQ11SluVYGijRtQtWxYtCYlV\nFRUV0hW8/ylA11q1OHTtGk9exmFrWfiYtPxIS89g+b4gtgSd5W70U0QicCtZgknNG9OjZnWZvBz0\nql2DXw8EcifiAR6uzlK3VxQ0NTVwdizFsr1BMhdzFiaGWJubsPDYSZb16ipT2/9kyclgdCytmDpt\nmlz9UCSUYk5Jvrx//56goCACDwVw4OBBkpNT8HFzwVFfH/9pEzHWLVqciizxdS1NVnYOr17HY2Gu\nmIJT2vjVqsLStTukasNYT4/TdyO+OTEXn5TMilPBHLl1h+jXbwARVoaGOFtaMq1DB6yMjKRiVywS\nkZWdLZW5JYm5gQHGerrM2Lib1RMGSWTOp6/imL8jkINnr/Dk5Ru0NNSpZF+KtT/0oLGnh8wzz/U0\nNbEyMmTh6m2sXfCzTG0Xhga+1di9X/b15gA61K3B+gD5hlLcevKMtecucu3mzf9sdYLPoRRzSv6F\nIAjcv3+fQ4cOcTgwgGvXb1C7ekWa1PPm5xHb6dxvAsFhH6rji4BFPRQnIPZLaKqro6WuzqHjIfTt\n1kbe7sgFnxoVyc7JISktDT0tLanYsDUx4citO0xp3Rx9GSa4FJVD18OYHXiUqJev0dPSoqyNDb19\n/KhWurRMYpJUxWJevVfcYrUfU6uMKwfOhhZLzJ0Pi2DxrsOcuX6Xt4nJmOjpUsfFmTU9u+JVSv51\n7Oq6uXDs5AV5u/EvUlPT2LD9IDv2H+NaWARGerpy8WN8t1bM336I+y9eUtrKUub2M7OzGbp1FwsW\nL8bGxkbm9hUZpZhTAkBGRgbnzp3j0KEADgcGkp6eRtP6tRjVty1+Neegrf3/h/+ONb/h5t0Gj5JW\nzGjfWo5eFw5LQwNCLlz7z4o5HR1t1FRVufHoEbXd3KRio4GnJ3MDAnAdN4VL0yZKLb6puIRE3mfI\nxm3EJSXhZWfH6gEDcLKU/cOpRaVKbD13jr716qGrqdjit3vt2hwMDeVeTCwuefXw8iMrK5uNR4PZ\nePgMN+49IjM7GzszUzpVqcSgunWwULDEj4F1fdhy4TIJCUkYGOjJ1ZeLoWGs2LibM+dCef7qDVqa\nGpR3tmPekO70buYrF59MDfWxtTBj/pETrPyhu8ztrzgdgqOrG126dJG5bUVHKeb+wzx79owjR45w\n9Eggp88E41ragaZ1vdm1Zhae7p9fmfj191VM/301Xna2HP1x+DdVnNHFyoKwu//tJAgTYwNuP3ki\nNTFXr1w56pUrR4+lS6k6bRbPl/wuFTtFJSs7m56rN3DqTgSVnZxYM3Cg1FYpC0JPHx8OX7/O1J07\nmd+zp9z8KAjGurqYGxgwY8Me/KeN+OK4l/HvWLAzkP3BV4h+/gp1VVXK2ZZkVvtWdKxaCfWvZPjK\nm9KWFuhqarJswy5+GvmDzO2H3rjD4HGzuBv5kMysbGwtzWhazZOhbRsrTAeOLg1qsmLvMZnbPXU3\nglUhf3Ll2rVv6rkjK5Ri7j9EdnY2Fy9e5PDhwxw9cphnz57R0LcGrRtUZ+WskZiZ5h8XtG3vUeqU\ncWbXMNmXKCgu1R0duBB0Ut5uyBULMxNevHsndTtednYcD0vg7rNYXCwtFKKQZ/TrNzSet5iM7Gzm\n9+yJp52dvF0CYFqHDgxbt47r0dFUcHCQtztfxc/D47MFhK+EP2DBjkBOXb1NfEISRjo6eJd2ZH7H\ndlR3Uux7+ieV7Eux60CQXMTc9n3HuBMexcrx/elcrybqRehmIW3Gdm3Jb/77uf30GWVtrHmXnML2\nS1c4G/mA4Q3rUsO56KWPBEHgdWISD16+4t7LV7xKTiEtK4uE1DRO3Y3k0JEj2NvbS/Buvh/k/w2r\nRKq8fv2aY8eOceRwIMdPnKCUtRVN6nmzbPYYqpR3L9BDdsyUPzgefBE7mxI8ehKLh1c5GXgueRqU\ndefnfQEKXeVd2uhoa5H6JkHqduxNTcnMzsZv1h8ATGzemJGNi9Z7VBIcvnmLfms342BhwcJevRSq\ndIqbtTVVnJ35de9e9o4Zo9BB3V1q1mTHhQuERjwg4lEs6wJPcy3iIelZmdiamNC+YgUG1K1NSSkl\njMiCnjWr03f9Zrm0/+veoRmL12yna4NaCvEC9DkM9XSwL2FBx6WryczJITE1DV0tTUqYGtN64fIP\n7el6dC7wzy47J4cLDx4ScPM2gTdvIxaLKVPGBTd3D2zcvdDV1UVHR4dZ9esrhdxXUMxPi5Iik5ub\ny7Vr1zh8+DBHDh/i/oMo6taqSiO/6sz76QdKWpkXes41/nsx0NDgSVom/XxqMblFEyl4Ln0cLcwQ\ni0VcuHyT2jUUu66XtBCLReQKQv4Di0nratVoVrkyaioq7L9yhdmHjnIhKppdQ/sTExfP2+QUKtiX\nkrofADMOBLLk+GmaVKjAmObNZWKzsPzcrh0t585l1cmTDGrQQN7ufJG/4vqq9f0JNVUV3EuWYGqr\nZnStUUWhBHJxaOzpAQIEHAuhVRPZxqaVL1sGVRUVDp4Lpa1vdZnaLgwzBnRm8a7DNKpWgR+a+1HC\n7ENs7IGzV+g2bRH7ht9gWuvmDKhb57PXP41/y5mIe1x6/IRzkfexsbGlTYcOzNyyXZnYUESUYu47\n4N27dxw/fpwjhwM5FhSEiZEBjf1qMHviALyreBVrqb7PsKmkpKXTv05NJn6jIu5jjHV1OXr6Qr5i\nLi0tnb2HT7Nj7xFuh0fx47CeDOur+Fm7+aGrrc3rrNcysfVXD9jWVapgoqfHtF27KDFs7N+N4ae2\nasbQBn5Ss5+Tk0O7Jau4+OAhY1u0oFF5xW3lpqmuzoAGDVh+7Bjtq1XDVF9f3i59kVplynDj8SOi\n58+WtytSQSwW42hhzrot+2Uu5gDsbUuw8+SfCi3mOtbzpmM9738db1W7Cm+PbWTSqu38vCuAafsP\nMadjG3rWqsHrxCTWhpwn4NZdElPTqF+vHo369GN2nTo4OTnJ4S6+L5Ri7htEEARu376dF/sWyM2w\nW9SuXpHGftWZOmw99gXMNCsI/nsOM7iuDxOaN5bYnPLEztSEK9duf/Zc5P1HLF2/k6MnzvEk9iVi\nsQhHczOEjEw2bjv4XYi5MqXtCb36+fuXJrVdXZnfsyepGRmUt7dn27lzzD50lO41q2OgLfkEhNcJ\nSdT7bT4JqWms6NcPZysriduQNG2qVGHf5ctM3rGDlQrcZ7J//fp0X7KExLT0b6L8TFFo6unBejkV\nGfepWZnDR4PlYlsSqKurMW9YD6b2accvG/Ywdvse9l27SeSLV3Tq2IG9s+ZSrlw5hQ4n+BZR/jS/\nEZKTkzlw4AD9+vXFxrokrVo0I/bhLcYP7syL28cJ8F/AoN4dJCrkAGpU9mLH5dC/m4Z/63jZWnMv\nKgaArKws/HcHUq9Nf/TtauBRqy279xzF09ycnUMH8HTRXM5NGU9fn1o8fPxMzp5/mRcv3zB59jKq\nNuhGlfpdmTRrKdlfKETrU6MSCampMvbwA152dtRwcUFLXZ0+fn7oa2vTZcVaidu5+OAhFaf+iqpY\nhZ2jRn0TQu4vZnTqxIOXLwkJD5e3K1+kpLExWurqbP/zsrxdkRq9a3uTkJRMUlKyzG336Nic53Fv\nycnJkbltSRLzKo7Y+A/xue/FqkRGRbF8zVq8vLyUQk4KKH+iCoogCNy7d4/58+dTv54fVlaWLFs4\nD1cbA07sXsaDywdYPGscjet6oyXFt+PArYt5m5xCUnqG1GzIEp8yLrx6E49T5eZo21Sj38jpxD99\nyagGdYmY+yvhv01nTd+e1HEt/Xe/zeblPUlKSSUzM1PO3n9AEAQOHj1Di67DMXGug7VnQ5as3Ep2\nQiqi5AwWrvBH396bib8u+tcDwa9W5b8LB8sTkUjExFatuBr9mGwJPrRWnAqm1cLlVHF0YuOQIQpf\nu+2f2JmZ4evuzryAALLztqMVEQcLCwJu3JK3G1LD0tAAdVVVDp88L3Pb1SqWRUUs5uilmxKb88mL\nN0xbu5OUtHSJzfklbtx/RLupi2gwZg5evo1ITEwkPCICc/PCx2srKTjKbVYFIi0tjZCQEAIDD3H0\nyBEyMtJpXNebQd2asWf1L+jJoW2Wjo4W2lqatF68glPjR33z9X183FxwtrLA1cyMhW1bUc3JId97\nsjU1RlVFhaDTF2ne6PMBvbJi3LQFLFq9DUEQsDYxoUk5T1pVrvxJjFVubi4bg4NZuGorqzbv5Xzg\nBtxcPpQL0NHRRl1NlWvR0fi4u8vrNgAob2+PmooKfrPns3/EIEyKWdXebfxU4pKS6V+vHp28/x3P\n860wrmVLWs2dy/xDhxjXsqW83fkstV1d2RQSLG83pIqNqTF7Ak7QqXUjmdoViUQ42Fmz7tApmnkX\nPVHrVtRjpq/bTfD1u7xPTgGgb4t66Ejp5T/ufSIjF28mJCySMWPH4X9wADo6it/q8XtBuTInZ2Ji\nYli2bBnNmjbGwsKcmdMnU8JAzN51c4i5fphVv0+iVRNfuQg5+BAMHBa8kztPnvE4Ll4uPkgSdVVV\nzk0ex+ofelDd2bHA4tTCQJ/DJ89JxaensS+YOGMxwyf+xpu4t18cN2XOMhas3MKg+vUJmjSJDYMH\n07du3X8Fy4vFYvr4+REwbjwl9A2pVK8rT2Nf/X3e1NiIsJgYqdxLYRCJRKzq3593KamUn/wrVx8V\nzafUzExqzZhLXFIy1Zydv2khBx8+o6ObNSMoLIxnb7/8eZAnjcuXJzUjk5jv4DvhSzTycCP4wlW5\n2O7YqiHB1+8W6dr9IZcp2bwf5XuO5fLtB/i5uaMiFtOvRV2spdCXOicnh5X7j1O2x1gsynjy4GE0\no0ePVgo5GaMUczImOzubs2fPMm7cODzc3ahUsQKXzwbRpUUdHl0NJOTgGiaM6EO5L3RgkAcOdjbo\naGvRfP5Sdl8Klbc7cqGMlcUXEyeKyulzVyjhXg+7Ck1ZtX4X/jsOYVehKRcu3+BiaNi/xi9evZ2u\nNWvSumrVAsWcqKuqsrRPHywMDKhSv8vf28TOjrZEvXgh0XspKqXMzNg6fDiepUrR7PfFHLrx7/v+\nmNSMDMJjn//994ev3uD503Tik5IpY2X5d6bst069cuWwNzdn8vbt8nbls+hqamKgrc2Gs4rXx1RS\nDPDz4V1CEo+fPM93rKQZPbAbSSmp3Lz/qMDXXL57H+f2Q2k/6Q8czSzY++OPbB0+nPDYWMyMDFg+\nVvJJNbFv4qk5eBq7LoUTdPIUCxYuQltbW+J2lOSPUsxJiZycHMLDwzl16hTbtm1j3rx5tGndCnNz\nM0YOG4R6zntWzxvP89tBbFwynU6tG2JkqLjlCO5fPkjlKp4M37KT0mMnczPmibxdkik1SzsTHRMr\nsfnWbz1Aw/aDsDcyYffo0ez/cSz7xozBxcqS2i1+oGaz3jx4+OlKVUZGJmWsrQtlRyQSsaJvX1JS\n0vBt1Q+ASl7uvEiQfuHggiIWi5ndtSstK1em79rNbPtCYL0gCFSYMgOfmb/jPuFnrIaMofr02ZQy\nNeHmzKmY6euRqiBxjZJgZufOPI2PJ/DaNXm78lncrK05eTdC3m5IDUtDfUz19Zi/covMbevr61LK\ntgRz/A/kOzY69hVV+07Au/8ktFXU2T5iBL926oSRjg4HQkO5//w5JxdPlWjSgSAIrAk4RZV+k2ja\nrhNnzp7Dy8tLYvMrKTxKMSdhMjMzmTNnDrY21rRs3oQZ034iYPcWnkWF0bZhVW6H7OTqiS38Mn4Q\n1SqV+2Y6EViamxKwZRHvos5SoYI7jectZs6hI2R9lDWZkJbGezllSkqbxl4eJKWkfjFLtKDciYii\nbe8x9B/zK91q1mRWly6Y6H1o6C0Wi1nQsxcnpkxBR1OTgKCQT64ViURFShbQUldn2Q8/EHrjLoPG\nzsSvZmUSUlKKdR/SYFjjxnSrVYtRW3fx4OWrf50/Ex7Ju5RU1g8ahJ6mFjmCQGNPD05OGI26qipq\nKioSTaaQNxYGBrSoWJGlx46RWczPnTRo4OlJ9Os38nZDqviUceaQnMqEdGzZkBOfWaGHvLjYw6fx\n6j6G0h2G8joukeX9+rG4Tx/MDQwAiE9KYtmxY4zr1gpXu8K9BH4NQRAYs3QLq479yaEjx5j6888K\ns4v0X0aZACFBnjx5QsMG9XGwseDo9sV4uH5/hRB1dLQ5sWcV0+euZN6yTcw/ehItDXVEiEjNyEBV\nRUzUH7PQ/k6qwf+Fg5kZKmIxwReuUq9OtQJfl5mZif/uw2zeGcj1sHBS0zMwMzBgeocO1CxT5rPX\nqIjFmBsYcOHyTcYM7vH3cZFIRFYRxYqtqSmT27bl1y17Wbd1Pzm5ucQlJipccdrevr6cvH2bsdv3\nsGfYADKys9lw7iJXox8TdPsulRwd2fXnnzx684bpbVsy6KMK8/pamkS9jpOj95JnWOPGnLpzh5l7\n9zK9Y0d5u/MJNcuUISdX4GLUQ6o7Fb0fpyIzuJ4ve2b9QVJSCnp6so0B+3FID35bsoHwR09xs//Q\nFeFU6C1mbtrLhVv3AAF3G1sW9u5NWVvbf1/v74+dlTkzB3aRmE+CIDBjwx5O3Yri7PnzGH3Dbdu+\nNwos5kQikQpwFYgVBKGZSCTyAlYCmkA2MFgQhCsfjbcFwoFpgiD8nncsGLAC/qqL0EAQhNcikUgD\n2AxUBOKBjoIgPM67picwOW/8DEEQNuUdtwd2ACbANaC7IAhy3WPR0tIiMTGRQb2HfpdC7mN+HjeQ\nn8cN5OGjp5y9dJ2srGwa1/PGrnwTnsa/xcXKUt4uShxTfT2OnLrwiZjrPXQqmVlZbFgyHXV1dd6+\nS2DWwnWcORfK46fPeZ+YhLqqKo6WlvSqXYemFSuiVQCh62huzu2IB58cExdxZe4v6ri5UcPFhWsP\nH/Lzrl1ciIykZZUqRZ5PWvStW5c5+/dTcvg4RCIR6mqqmOnpM7BBA+4/j+XE7dtsH9IXPzfXT65z\nNDfjTMR9OXktHcRiMT+1bs2k7dt58OKFQtXMUxGLsTAwYMuFS9+tmPOwLomuliYLV29lyhjZFnI2\nNjLApqQlszftx6+yB2MWbyYxJRV7c3NGNm1KQ0/Pv8sn/ZNNwcE8i4/n4d5lEvPnRdw7+s1dw7N3\nyezas1cp5BSMwqzMjQAigL9e5ecC0wVBOCoSiZrk/d3no/HzgaOfmaerIAj/TBH6AXgnCIKTSCTq\nBPwGdBSJRMbAz0AlQACuiUSiAEEQ3uWNWSAIwg6RSLQyb44VhbgfiWNmZsau3Xto07oVN09vx0IK\nmUOKhqO9DY55b42L12xDS0P9uxRy8EEsXMnrniAIAnVb9+PClTA01NQwKe1DjcqenDp3BT0tLcpY\nWdGyfAVqu7lhX4T6Sl52dpw//qkwEYmLJ+bgQ4utaqVLY2duTlBYmEKKOV93d3zd3bn/4gUJKSlU\ncvyQdXzh3j2WBx1j19AB1HF1+dd1tVycWXDspBw8li7VSpfGzcaGKTt3smPkSHm78wnl7ey4cP+h\nvN2QKt7OjmzdfVjmYg6gfYt6zF+xhR0nz9OgXDmGNWmS78vgs/h4/M+eZe6Q7tiYmxbbB0EQCL5+\nly7TlzBg0GAOTp2KmlrRW0QqkQ4FipkTiUTWQFPg43LtAv8XdgbA84/GtwIeAQXNrW4JbMr78x6g\nrujDJnxD4IQgCG/zBNwJoFHeOb+8seRd26qAtqSKt7c3HTt1ZtaiDfJ2ReacOnsFO9PvV8BWcbAj\n/P5Dxk1fiI1nQy5dvc2q/v3ZP3YstUq7cPvWPaa0bcuBsWOZ060bPX18iiTkAKqXLk16Rgapqf8v\n7isWi8mQUOzU6GbNuPfiBYuPHJHIfNKgtJUVlZ2cEIlE5Obm8tuBAzTz8vyskAOo6mhPriDw5M33\nF8f1a6dOxCclseO87IvYfo3mlSrx4t37YseSKjLD6vsR9fgZaTIouPtPxgz6EGYxo2NHxrVqla+Q\nEwSBH/39KedUilGdmxfb/q2oGDx6jGXQws2sWL2aX379VSnkFJSCJkAsBMYBH+f9jwTmiUSip8Dv\nwEQAkUikC4wHpn9hrk0ikeimSCSaIvp/1GRJ4CmAIAjZQAIftk//Pp7Hs7xjJsD7vLEfH1cIfvrp\nJzZsP0BSsuIFmUuTpvVrEfn8JeWn/EqjeYtYdOwkrxIS5e2WxKhoZ0tCUgprNu3ByciUzUOHYm9u\njqpYzPhWrdg+YoTECvEa6ep+KFR85uLfxwRBQCyhQGOXEiWY1KYNh65d44cVK0jNUOwOHwsCA8nO\nyWF5ry/H/6ioqKCnpcmFe/dk6JlsMNTWprO3N+uDg0lOl72o+BJlSpZEVUWF/dcl161A0ajiaI+W\nujqL18q+TIylhSklLc04U8D2bouPHOF9SgonFk0ttu0LtyJpMHoWk6bP4P7DaNq0aVvsOZVIj3zF\nnEgkaga8FgThn/nxg4BRgiDYAKOAdXnHp/Fh+/NzTe26CoLgDtTK+697UR0vKCKRqL9IJLoqEomu\nvpHRG7ulpSVNGjdi045DMrGnKPTv0Zb9G+fTskV9dC1MWHwqmLITp2E3aiL15sxn+r5DPH/3aaUl\nqAAAIABJREFUXt5uFpn6Hm6IgN+7dWd6x46YSTl5wEhXl5NnP5TpCDpzkZTUNKo6O0tsfj8PD/yH\nDeN9airtFyxQmNpz/+T0nTscuXGDRd07opHPqkApExNuPZF/QWRp0MfPD30tLX7euVPernxCKTMz\n9lxWzPIpkqK6kwOb5fR93rZFfa48LNhW9rGwMMZ3b4WxgV6xbEbGxNJh6iI2bvanW7duxZpLiWwo\nyMqcN9BCJBI95kPCgZ9IJNoC9AT25Y3ZDfwVfFMVmJs3fiTwk0gkGgogCEJs3v+TgG0fXRML2ACI\nRCJVPmzbxn98PA/rvGPxgGHe2I+P/wtBEFYLglBJEIRKZmZmBbhdyTBy1BgWr93xzTdLLizNG9Vh\nyZwJnDm4lvfR53kdcZqZU4ZhYV+SHdduUH7SL7RbsvKb3JYRi8UYaGtzITJSJvasjY05fuZP2vQa\nTdPOQ2ng6YmloaFEbVgaGrJr1CicLSwYvG4dMQq2Rbnl7Flm7tvHwLp1aF2pQr7jy9qU5Ml33JXg\nlw4duBkTw/7LitPkvrqzM9djnuY/8BtmcD0f7j2MISND9jl2E4b1JiElhWfx+X+urU1M8jJdi07E\n42fUHfErc+b9TpMmTYo1lxLZka+YEwRhoiAI1oIg2AGdgNOCIHTjQ4zcX3UB/IAHeeNrCYJglzd+\nITBLEISlIpFIVSQSmQKIRCI1oBlwJ+/6AD6IQ4B2eTYEIAhoIBKJjEQikRHQAAjKO3cmbyx51x4s\n6g9BGlSvXh0TE1MOn1CsGBdZY2JsyPB+XTi2awWvI09zLnADN548w/2n6QVapbv15Cljt+3mwv0o\nGXibP3ZmJtx+IpuCyd4uLjx59pKrV24ztkULJrSSTlioiljMwt69cSlRgkFr1ypErcDc3Fym7tzJ\nxuBgZrVvxfS2BetRWtXRnrfJn9sU+D5ws7HhB19flgYFseXsWXm7A3yIm0tITSU+6fv9uddycUZD\nTZUVG3fL3LaFuQlW5qZsO5d/O8FGnp78ebvoL5sRj5/RYNRM5v2xgJ49e+Z/gRKFoThFg/sBf4hE\nojBgFpBfqo8GECQSiW4BN/mwkrYm79w6wEQkEkUBo4EJAIIgvAV+BULz/vsl7xh8iMsbnXeNCf/f\n5lUIRCIRI0aNYdHqbfJ2RaGoXtmT53dOkJKRyaZzF/91Pj4piStR0Wy/eJl6cxZQ/7eFHL//gDaL\nlhMcLpsVsa9R2d6OJ3GyqWXWpmpVjk+ejP/QoTSSQXX1Rb16YaSjQ7+VK+VapDYtM5M+K1ZwJSqK\n/aOG8INPrQJfW9fdlYysLIkliigiXWrVYkjDhmwMDqbb4sVy77Nrqq+PjqYmm8//KVc/pE0VB3s2\nbMu/I4OkSU5Oxb5UCS49zP+FtnmlSmRkZXPmauFbD166c58Go2Yye+7vdOsu9QgoJRKmUGJOEIRg\nQRCa5f35vCAIFQVB8BQEoepnYuoQBOHvGnOCIKTkjS8nCIK7IAgjBEHIyTuXLghCe0EQnARBqCII\nQvRHc6zPO+4kCMKGj45H5411yrtW4SK427dvz4NHz7h55/sLyC4O2tpa5OTkcOH+AybvOYDHxGn4\nzP6dFSeDcR3/My0XLmfczn3oWhhzat8qIi8eQCQSc/D61/t2yoL6Hq68U8DuCZJALBazesAAMrKy\nGLZ+vVx8eBYfT8cFC0jLyODqL5Oo7uRQqOstDPRRFYu5VsAYo2+VNlWrsnXECDTU1Phlz578L5Ay\nLlZWHLop2d7FisYgvzqE348mKytL6rZu3omk97CplPSoj4FjTW7ciqSyQ/61/NRVVTHU1mbZvqBC\n2fM/dhbvAZOYMfs3eihX5L5JlO28pIiamhpDhg5l8WrFbJYtL46duoAAXIl+zOrTZ3mTkEjEs+f8\nvC+ABj7VyHxxldSnlzkXuIE6NSpx8uxlcnNz2frnZWYePEyMHGOiapZ2Iic3l9i3b/Mf/A2io6HB\nqv79efT6NdN3y3ZL6c979+i9fDmlLS24OXMKloYGRZrHSFdH7qtVssDCwIAxzZvzPiWFD5En8qOh\npyf3nr+Uqw/Sxs+9DGoqKqzdul/ic2dmZrJ2yz5qN++Nrm11KtbtwrGgc1S0KcX6QYM4PGEiE1u3\nznceQRBISE2lnW/Bu9S8S0xm3PKt3Lhxg959+hTnNpTIEaWYkzIDBgzkYFAIL7+zNkPFofvgSVQs\nZcuWQX1pX6UiOjra/PUs+twzqVUTXx6GHqKEhSmbLl6h+vQ5nJJTg29VVVX0NDU5F/H9Nhi3MjJi\nXvfunI2IYP3p0zKxuSk4mCk7d9KpehWOjRuBmmrROw2WMjHmwfPn+Q/8DnAt+aEi052n8k1A8Ctb\nlpzcXIUIhZAWIpGIivZ2rN28L9+xBeFRTCyd+0/EsVIztG2rM2z8HN7GxtHH15ejP/3EjpEjGdO8\nOXaFqFV54tYtRCIRHet5F2h8fEISLp1H0r5DB7xkEMqhRHooxZyUMTY2pmPHjqzcKP+tEEVBXU2N\nbCGXSva2LOjWEd28chMVPd1YveDz9ZHsbEvy9NZx4h+E0KqxL33XbZaly59QysyEm48eyc2+LPAs\nVYqRTZuy9fx57sV+NlFcIuTm5jLO3x//s2eZ07ENC7p2KPac7tYleP7+2y2BUxhEIhFGOjpyf7lQ\nEYuxMTVlbcj3nfDV36cWtyOiipSNn5ubS8CxYJp1HoaRYy2cqjRnT8BxSukZsrBXL45NmsSyvn1p\nW7VqviV4vsS606dpXL18gRvfT123m46dO7N0uVybJymRAEV//VVSYEaMGIlPndpMGN4bTU0Nebsj\ndw5tW0yjDoMpM24q6mqqZGZl08CnGkd3Ls/32uTkVGKevSjwl5U0qGxvR+B3Hh8E0LxiRU7fvs2E\nbdvYO2YM4i/0gSwqrxMSGLpuHamZmQSNG4lnKZv8LyoA3qWd2HbxSv4DvxPszMxklmH9NWq7unIg\n9Pv+uTf29EAsFrF55yH6dM1/2/Ptu/csXbeTvYdOEvHgMSBQwtSYxOQUzA0MWNm/P4ba2hLx7eL9\n+8QlJbF6wsACjT8fFsH+s6GER26RiH0l8kW5MicDXF1dqVChPNv2fa5V7X+PCuVceR15hgeXA9i2\ncjY3Tu8okJC7djMcE5c6PIp+QsDIITLw9PM0Luf+XZe/+JhZXbqQnJ7O8Vu3JDpvSHg43ZYswVRP\nh1uzpkpMyAH4ubmSlZ2jUJ0SpEkFBweeKUAMZ7tq1UhKS+fBy1fydkVqiEQiypeyZdWmvV8cc+nq\nLboMmIiVW13MyvixYIU/1oZ67JoxilXjBhD7Jp6KDg5sGz5cYkIOYOmxY/hW8MDCOP9alGdvhtNu\nygI2bNqMsbGxxHxQIj+UYk5GjBr9I7/+sVbugcqKhIOdNa2b1aWce+l8x/40YzHNug7D0sCAu7On\n4WEjv+5tfyVBKFqBXWmgpa6Om7U1AaGhEptzfuAhftm9m67Vq3B28jj0tbQkNjeAvpYm6qqqXIlS\njNqE0sbX3Z2U9HS5lpMB0NPSwlxfnyXHZRNnKS9+qFOTG3ci/95qTU9PZ9m6HXg36Ym2bTVqNuvN\n5Ss36OBbjajdS3kXtInDf0wi6FIY/easpFONGszr3l2iK903Hj3i5ft3rJmY/6pc4IVrdJi6iK3b\nd9K4cWOJ+aBEvii3WWVE/fr1efLsOaqWFfH1rkSnNo3p2bGZsmlxARAEgd+WbKScrTWbBvSW6xYr\nfEiCMNDWIiQ8nB516uR/wTdO0woV+P1Q8VsZJaenM3z9emLfvmV9/1409SonAe8+j5m+HjcePcLP\nw0NqNhQFKyMjVFVUuPzgAbVcXeXqS40yZThxt2B9RL9VWlX0YsjGrbjWaE1mZhaxL1+jqaFBeWc7\nFo7oRa/GPqir//97PTMzi9qDp3L9XjQ/t29PbQn/jrJzcpi9fz81y7lhZ/X1ZIn1gaeZvHY3gUeO\nUqVKla+OVfJtoVyZkxEikYgxo0djYWjIs+hYho6fjbZNNdxqtOb0OcVpzVNcEhKSuB3+gLuRDyXW\nymzxmu2oqahw5MfhlDQyksicxcXR3Iywx4/l7YZM8PPwICcnhzvFiMsKunmTFr/9RnpWJqG/TJKq\nkANwMjcj6uX3XSrjY8z09WXWZu5rdPb2Jj4pmdh37+TtikTJyMpi87k/aT5/CXajJpKdm0t0TCz1\nKrhzdcNckk9t4dzKGfRvWf8TIffk1RtsWw8k8nEs6wcNkriQAxiybh1pWZnsmjHqi2MEQWDmxn3M\n2naYkHPnlULuO0S5MidDxk+YwNo1a1jQoQOWhoZcf/QI/5AQGrQfjG1JS8YN783Anu3yn0gBuXYz\nnCadhxL39j0ikQhBEFBXU2Pzsl9p37JBseZOz8ggKycH2xHjebnsDwl5XDwq2dux9+oNebshE1RV\nVDA3NCTg6lU8bG0Lff3m4GA2hoQAcHPGFIknUnyOivalWBdyQep2FAVnS0siX7yQtxuY6etjpKvD\n0uNnmN2xjbzdKRaxb9+z8nQwx26H8yQuHnU1Vbyc7JgzuBs/NPdDK59ktpOht2j+42xKGhuzafBQ\nNKWwCxMQGkr0q1fc27kY83/Eyt28/4gl+4LQ09QgOCwSDR19Lly8hJWVlcT9UCJ/lGJOhpiZmTFl\n6lQm/vEHf3TtSgV7eyrY2/Pw5Us2hYQwdNwsGvlWx85WfvFgRWHrniP0HjYVLzs7lvbohbmBAbm5\nuSw6coTOAyaipaVFswYFb8n0T/xqVgbAy66UpFwuNvU9XFn3nZdh+JiK9vaEFrKrQkJqKhO3beP+\n8+dMb9OCn/cF8DopCUuDohUDLgy+bmVYeOyk1O0oClWcnbmsIDGCVR2dOBJ2+5sUc2fvPWB9yHn+\nfPCQ9ympmBro4VuxLP7tG+NdrkyB55mzeT+TV2/Hz8Odn1q3kUpoSHJ6OqtOnqSdX3XsS1h8cu74\n5TC6z1hG+QoVMVTTYOGKNfj4+MjkRUqJfFCKORkz5scfuX3rFgeuXKGPnx8AjpaW/NKxI10XL2bI\nuNkc3rFUzl7mjyAI7Nh/jNkL1xN+P5p21aoxqMH/V+DEYjGjmjXjbXIy/UZO40X4qSLb2nXwBAY6\n2hwbO1wSrksEb2fHvztBlPwPZIM1r1SJIzdukJmdjXo+BX2T09NZGBhISEQEFgb6nJn0I64lrJgT\neJQTt8PpXrO61P2tZGdLriDwNC4OG1NTqduTN7VdXfk9IIDE1FT0JZghWRQ616zJsbAw3iWnYKSr\nI1df8iMtM5MtFy6x5+oN7j6NJTsnBydrSwa0bsjwDo2xNClcWIcgCLT76XcCzoUyuEED2lYreCeG\nwtoZuGYNxga6bJ4y9JNzp67epsesFRwIOIS3d8GKByv59lHKdDkwcvRoTt67x64rn9Zk6u3ry4mQ\nSwqf8dp3xDR0bKvRc8gURGlZrBk48BMh9zGjmjXjTfw77kQUfdXAyd6GxNQ0ft57UGF+Nqqqquhq\navLnvf9G312XEiVQU1Hh5O2v19fbd+kSrefNIyzmMXM6tuHmzKm4lviwrWNpaMiFB7LpmaqiooKu\npgYXHzyQiT15o6upiaaaGsHhRUs+SE5PJzs3VyK+2JiaoqelyfJTwRKZT9LExMUxcec+Kk6did2o\nCcwIOIKOvjarJgwgLXgbETsWM2tQl0ILudS0dNw6j+DIn9f5o2dPqQm5nNxcBqxZTXxSEtc2zEX1\no5era5EP6frLUvbs3acUcv8xlCtzcsDLy4uTp0/jW7s2rStWRE1FBYCqTh9KXryJe4u5mYmcvfw8\nqzbvYdOuQH7w86Nt1ar5rtIY6+piYWTE1N+Ws2/j/CLZHNCzHddvR7LCfx87LoVy+MdhOJqbM2Hn\nXiwMDBjduP7fYzOzs3mfkoa5gV6RbBUGa2NDbsXE0L669FeaFAE7MzNO3bpFk/Ll/3UuJzeXiVu3\ncv3RI0Y0rMvEFk3+NaaMpQXhsbJrs1XCyIi7T5/Cf+T3Y2VkxJWoKFpUqlSo6/ZeusSK48exNDJk\nSZ8fMNIp/mpaBXsH9l+7yaSWTYs9lyQ4F3mf1WfOcelhNAmpaZgbGVC3UllGdGhKZTenYs//Kv49\nHt1GIeTC1uHDMdGT3vfPwsBAYt++5faW+ZgZ/T9k4V1iMm0mzWf5ypXUrl1bavaVKCbKlTk54e7u\njpubG2c/epPW09LCzECfWs37cOO2Yq74nD57hZLGxnT29s5XyP3FD76+BBwLoXbzPsQ+f10kuxGR\n0ehoaqKloUnjeYtps2gFG89dZM6ho7x8n/D3uIZzF+Ix8WeO3rpTJDuFwcO6JI//A7Xm/qKykxMP\nX3/6+8vJzSXw2jXa/vEHEbGxHBs34rNCDqCqkwPP3squzZZbCUsevyna5+1bpEzJkjx8VfCCvZnZ\n2YzZtInlx48zqG4dcnJyaPf775+0Brv+6BETtm4lMTW1UL508vbmaVy83Ao3Z2RlsT7kPI3nLcJ6\n+DjaL1nFo/fvGNK+MS8D1/IicC1bpo2QiJBLSknFvesotNU02D5ihFSFXGZ2NkG3bvFLv044Wlt+\ncm7Yok20ateedu3aS82+EsVFKebkSO++fbkYHf3Jsd+79yAzOZ3K9TpjXbYBa7fsl5N3n6druybE\nxscXqkBp3bJlWdSrF9EPYrCr2JhO/caTklK4h8PT56/wtLVl7YABuFnbcP/VaxAETPR0Mdf//5en\nal6AryxWgGq5OBOXlCR1O4pC3bJlSUxN5eX796w6cYKey5bRcMYMlhw9Sg1nB+7OmYZXqS9nuzYs\n605yerrEStbkR83SzrxJSJSJLUXA28WFuMSC3W/Uixe0/+MPHr56xYnxo/i5TQtuz56GjYnx3yVO\nAq9eZay/P1eiojh07VqhfHEpUQJNdXXWBssuSejei5eM2baL8pN/xXbEeKbtD0RDV5NlP/Yl9cw2\nInYs4tf+nT9ZzSouubm5VOg1DhWRiLUDBxb4BbeoTNi6FV0tTUZ1avbJ8d1nLnEt6hm//TZXqvaV\nKC7KbVY5UrlyZab8o5yAjYkJGwcP5sW7d6w6cYJBP87gzLkrbF01W05efkqLRj5oaKiz++JFutYq\neIaqh60tW4cP58StWywLCsLExYdJI/syeUy/z2Z6paSksmlnIAePneHqjXASkpJp3bg8murqzOzc\nGfhQX+nBixcM2bSNbt7VKGVqwp1nH0RcScP8W9oUl4Zl3Rjhv4O0zEy01NWlbk8eJKencz06mrCY\nGO7FxgLQZdEijHR0qOZkz28dWlHX3bVA2XqOFmaIRSKuRD+murOjtF2niVdZfty+m5SMDHQ0vv+e\nyJXzwjSexsdjY/LlMI0tISFsCAmhhrMDO4cO+ESAvElKprmVFRfv32fBkSO4lbTi/otXtC5CXbJy\npWzZfeUaIxvVK9L95EdmVha7r1xj15WrhD2JJTUjAysTI+pVKcew9o2oWKb4q2750f+3VTx9Hc/O\nkSOlLuR2XLjArZgYrqz/7ZN/by/i3jF8wQYCDh9BW87JL0rkh1LMyREXFxfeJiaSnJ6OrqbmJ+es\njIyY1qEDYY8fM3rzJvp0bUXd2lVl6t/ugBPcvH0P9zIOtG9R/+9uFU3r1yLw3NVCibm/qF+uHPXK\nlmXDmTPMmL+GJWu34798Jg39avw9pvugn9i+PwgNVVVszExpWs6TVlWq/Gv7YmmfPmw9e5bDN2+y\n/+oNcgUBR0tLHr58SRUn++LdfAEw1tVFTUWFK1FR1HFzk7o9WfE+JYWVx49z4d49UjIyUFNRwURP\nFycLcwbX82FoPV9M9Yu2lWSko8Ppu5EyEXOmerqoq6py8f596pUtK3V78kZNRQU9LS2C79yh+2c6\nk6RnZvKjvz+RsbH80qYFA+p+OiYjK4u0zEyWBwUhAD1qVsetpBUTdu6j9e+/s3bgwK+KxH/SvnoN\nxvr7FygDuqDcf/mKtWfOciriHs/i36GuqkpZR1um9+tI/5b10NWWbGu4r3H9XjQbD59hWvv2GEog\nzvBrRMbGsubUKeYM6kr50v//bhMEgf7z1tK3/wCqVpXt80GJYqEUc3JERUUF7+rVOR8ZSSMvr8+O\n8bSzw8vOnk79xnPh8CZKO0m/1lpWVhbVGnbnVvgDDHR0SE5Pp8fgyViam+JWxpHrYRHkZhd9q0wk\nEtHHz48ONWowc+9emnYZRiPfGhzwX0Dkg0ds23eMWZ07U63013u2ikQiutWpQ7e8B1d6VhaqYjEN\nZsxARUYtv8z09bn28OE3L+bep6QQcPUqp+/c4WlcHCZ6egz0q0Nfn5qY6OlKzI6dmQnXHsdIbL78\nsDIyIDQq6j8h5gCsTUy48fjxv8Tc7SdPmLhtG5pqqpydPI7SVhb/ulZDTY3Iub8S++4d+lpalDI1\nITz2BWoqKuTm5hZ6e7yCvT3qKir4n7/EDz41i3Q/WdnZH1bfLl/l5pNnpGZkYGlsiF+lsgxp24hq\nHvn3dZYWnX9eSJmSJWXSQm367t0IgsCL+PdcjYyiQmkHxGIxB85e4dn7ZPZPmyZ1H5QoNkoxJ2dG\njBnD6IEDaejp+cWtql86dmTkxo241WzD7MnDGDu0V4HnFwSBnkMmczLkMm2a+bH0t5++Oj41NQ3X\nGm14/z4R/2HDsMprn3Xv+XOOXL/OvainVHdwpEsRVuX+ia6mJrO7diXs8WMm7diBoWMtcnJycLay\nylfIfY6/Kqzra2ux9cIVfmr5+UB8SVLa0pz7ClB5v7AIgsD1R48ICA3l1pMnJKSmoqupSRUHO5b3\n6EQVJwep2PWyteFI2NfLm0gSj5IluBP77f1+iko5W1uCwsI+Obb21Cm2X7hAXbcybB7Q+5NSFv/E\nWFcHY10dTodH0mfNRu48jcXV2prFvXsXqeCsq7U1Wy9eLpSYe/DyFWuDz3EqPJKn8e9QU1WhnGMp\npvXtQP+W9dHTkd3q25c4evE6D5+9ZMuwYTKxN6tLFzYFB7PpcDCLdgUiQoSFiRG5Qi7zFy9D/TsN\n81BScJRiTs40atSIYSIRd58+/WKrJB0NDdYMGMDiI0f4ee7KQom5P5ZvZvv+IJp4ebFy4x7at2xA\nnRqfL12QlJSMa402pKWksW348E+2fl1KlMClRIlC3VtB8bSzY8+YMey9dAlNNTVaFrNvoKWBIZcf\nRuc/UAJUdbRjxamzMrFVXBLT0jgYGsrZ8HBi4t6QmytQysyUztUr80OdmpQylX45HB/X0mw6f1Hq\ndv6iTpnSnAqXf89SWeHj7s6uP/8kNzeX1MxMRm3axOPXr/mjSzu6eResREtMXDydlq7G3dqaBb16\nUa5U0XcDWlepwi979pCbm/tFMZiZnc3e0OvsunyVGzFP/159863owaA2DQvVeUFWDJq3hgr29n+/\n7Eobe3NzpnXoAHzIIL/5+DFj/f0BqFdPOjGJSr4tlGJOzojFYoaPGsX+DRvy7XvZx8+Pg1evcv7S\nDWpW+3etL4Ar1+/Qvs+PvIl/h6W5KU9iX9Kzdm16+PgQGh3Npp2B/xJzj2JiWe2/lzWb9yHOFfAf\nNkzmAeOaampFisH7izeJifzo7098UhJpGRkM6d5Rgt59mQYe7swNDPrqw0qe3Hj0iICrV7kVE8O7\nlBR0NTWpaG/L2Kb1aVHeE9W8Goeyoo6rC9k5ObxOSMTcQF/q9pp4lWXcjr3fdZLKx5S2sgKRiN2X\nLrExOBhDbS0uTZtYKKGenfOhePCY5s2xMzcvlj/eLi6IRCL2hl6nfdX/f+9Ev37D2jPnOHE3gifx\nb1FTVaGsQyl+7tuB/i3qoa+ruIH8+4Mv8+x1PPNH9ZCLfRWxmFtPnlC9alVGjBqFeTF/R0q+D5Ri\nTgHo3acPP0+dyuuEBMy/0rdSV1MTfW1tgoIvflHMdek/AZVsgSENGnIrJoZhvvWo4PBhyywhNRUv\nD5d/XePTsi9v4t5S0cGByW3bSqUhtLRZefw4SWmpTGjWiBYVPClhJP1sVgB36xIgEhH18iWlpbRy\nWRgys7MZ6+9PWmYmMW/ekJ2bSylTE9pXqUhfn5rYmcm3tZWmmhqa6mqcuBNOV2/pVMj/GHN9fdRU\nVLj68KFMYpvkjUgkQktdnVUnTtC8gidr+nQv9EuGo4UZ5Wytmb5nDxsGDy6WP2KxGGdLS1acCiYt\nM5OA62Fcj3lKcno6Zob6+Fb0YHPbhniXK1hGtCIwbME6qjk7SbWe3Ne4/ugRx8PDuXnrFpaWlvlf\noOQ/gVLMKQD6+vp069aNQ9eu8UNev9bPkZObS2JqKr5f2CYFePL8FTM7daKKkxPNKlb85JyDhQXT\n566kS5tGmH7UqiYlNY0O1avT29e3+DcjJzTV1NBSV2dg3X9n8UkTsViMgbYWF+/fl5uYS05PZ+/l\ny5y+c4dn8fEIgoCVgQELunakTSWvr8ZIyQNLAwP+fPBQJmIOwFRPj2vR0d+9mEtKS2PEhg1kZGUx\nq0Mr+voUvQuAIAjoaWnmP7AAuFhZceDqVSbvDcClVAnGdW/FwFYNMDGUjxgqDluDzvIq/j0reveV\ni/3UjAzmHT7Mpq1blUJOySco1rf8f5iRo0dTtVIlutWqhcYXVsZSMjIQBIGhE2Zzav8arCw+rLLE\nxb8nLSOdnfuPk5uTg7uNzWevX9CzJ72XL8fWqxGD+3REXU2NHfuPkZCY9M1nY7atVo2jN2/yPjUV\nQxnXWrIzNeHO06cytfkmMZEdFy5w4d49XickoK2hgWepUoxs0oSZ+/bRunJ5OlQrXFsnWVHa0pxw\nGSYlOJqb8vDlS5nZkwfXoqOZvH07Jnq6XPt1crFWpnNycrj77Dm/duokEd8GN2pEwPVrbP9lJC1q\nVZbInPJizOJN1CxTBn051XPbefEifvXq0bBhQ7nYV6K4KMWcguDk5ETlypU5fecOjT/T+xJAX0uL\nRb17M/fgQVyqtWTZbxM5dDyE/YGnyRUEVMRievn4fDHeTU1Fhc1DhrDyxAnW++9DED5K5GQ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P0AjB0/norlyuFSp062Bq3/ysw+eJCIuFi8ti6Smw49XR2m9+vC9H5dEEWRgGcv2XPhJld9Ath1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\nuwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x14a116450>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,7))\n",
"gdf_wards.plot('missing_percentage', scheme='quantiles', k=5, cmap='OrRd', ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Recreational trails density\n",
"\n",
"* Same as the sidewalk density, but instead recreational trails\n",
"* Plot both the choropleth and the trails"
]
},
{
"cell_type": "code",
"execution_count": 262,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"gdf_wards['path_density'] = (\n",
" sidewalks_gdf\n",
" .query(\"(SDWLK_DESC=='Recreational Trail')\")\n",
" .groupby('ward')\n",
" .Shape_Leng\n",
" .sum()/1000. / ward_area\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 270,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x150a35110>"
]
},
"execution_count": 270,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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fZliwYrMx6moyakqZiGg1TAzT2LP2KtbmKYQ90eDIGT1G/WzN4N6LORm4mIZO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ROX8efEQfm2pkwmw6NeIy76XmJUkybUd3bOt7UUwQE/P1Z4e/Pq6oG/H46KZMs+Q3qMsmdQtzfM\nm/CKjIyTKkWroqUh4/T2R7g0LwMICEDYrRsYG6a7W1v3/R2fK7eI/ZB1EP+/FR396yQlOoKgTyHN\nND7Ef4qrFAEBJYmcqB2b2O1ryx/bqyCTSXAtHYa1URzDmt2nkGZqrutKVhj5B+XKlWT3ium5mh+f\nIOHmfW2CQtT4a2NhurUJZ/nmwtSuHs3KGYH4+ukwZoYNlw48UPi9fPshI6yLxHH41AIWr9+NACzo\n2ZGeHu6ER8ewyvscB2/cISYhEU9PD+rUrYebmxt2dnaK3ch/iAJlLgP+K8qcKIo8ePCAY8eOcdzL\ni3sPHlDdsQSepUvg6VQaG5PcPQg+xKohCCJOw9pyde4BHr02oPUcFapVTSQhoT53b6Yq+Ex+PNVq\n1kZNSOPMzr+++exJQBDLt+znxLnrvAoNQyKRYG9fnLi4OAx1NLl1fGOGMuVy6DnKjvKl4xgxrSi6\n2lJObHlMFef4/D6dHDNy2lJ2HjjJ85ULfvjavo+ecPuFGafvtebiIyvgHNHvS6Knp6fwtd69e0f5\nytWIioxicbduFP/JWZPZpcuyvzAtbMSNoxlfa3mh3QA7jp4xpLhNeib26R2Pvikea1SuEi3qRbB2\nbiAHTxoQFSMhPFKVcf0/J/q8eBWKvVtbYiLCfmh/5R/JxD+nMH8BFDUdzfNQPaRyJUTS3YZlrSPY\nOfoUlkafX9beRGpSYkB70pU9CcEbtqCnmXUcZapUwphNLszvcZUHrwxwsv3AsPVbOfXAn9fX85ZY\n8yU9R6UrSxvmByCKYF21Aqe2+VPCLv+Ss+LiE5i6ZCML1+6kWikHHoeE0b5tW/oMHEjZsmULasRl\nk4IEiP8Y8fHx+Pj4cOzIEU4cP46KRKBeudIMc6uC64CuOapI/09kcoHCXdqTLNNgUrubtHAJZJev\nHTUdw9BSL8J1vw/I5f9ic9wXVCzvzP79+4H0sgm7jviwed8J/O49JjExEWMjY9zdXFnzWw9qubuh\npKTE/IWLmTZ9ZqYyJRJwKpXAuNk2WFsk06PNe54Hqf8wZS7sXQTLt+zHx/cGoijiUbMSU4b3ytAV\n7u5SnuX5XDg4M7zvdGHflWLUcw4mIuYD/iFVcavTm7s31yh0HV/fy3g2bIKxtja7hw1D+1/k/pvW\nrj2/rVzJ/uPncuVm+x67VwQA6Q/zdgPtmbLYkrm/fx3X2bzuBzbsMcPcNI0/hoSQUWvZYtZF0NLU\nYMOmLQwbkn+W1Z/JgH59mT5LF/9gQz5Z4zRUU7k+7yBWxgnfWN3MDRJp5/qMo9dtQJAwaJUrveo+\nxq30912v9wIN2eBTkp0X7RARqecUimspkU1n+iCTyVBSkOls2qjX3Huc3loxNk6J6FhlDpw04PdB\noVnMzD2vQt/xJjw9USxKLvDk+XNMTEzybb3/dwpU418UURR5+vQpCxcuxMPdjcKmpiydNpli0gS8\nxgzi3oKpzOvWjrrOOWstlBGJyRKSZeluhPJF39OuRgB7LxdDTzMVXQ1rZLLlCAKEhv57ypBkRl1P\nD96+j6B4zbZo2teiz9g5RCdJ+eP3cbx/85p3oUHs3rEVjzq1/76Rtm7ZnNj4BFJTM7ZMpqYKmBin\noaUp597Je/wxJITOLSLy7RxEUeTwqYs07Tkao7L1sajSjBWb9qEulaMrSFiybje6pTwZP3sFMtnX\nte5qV6tA2sfCwT+C608N+XNHeUy6dGX7BTsqFA1nSe/LXJt/mOoln3H/vi5Sac5aP32PhYuX4u5R\nj8q2tmwaMOBfpcgB2BgbU8vRkZ6jZyj0e/kSQYBlUwPZc8SIyk3K8OUlMqj7W/aseMqclRZoOlSh\n/QA7EhK/fUyULWHH3v0Hvzn+X6FwYTPSbR3pnqtlvS/ybss2bEy/VeQ+sXbgJcK2bOP6/APULhdC\nr2XuOA9rRWB4xgW6e/1Vk7qTG2JlFEdKmoSUVGX0tVNoX1MFiUTgxPlrCjsfmewVfnfnk5CQxMCJ\nRUlOluBaOb2+4OtQVc5cVpx1/M7DZ7QZMIm6XUZSzqUWsbGx+D9+XKDI5TMFlrlfiKSkJC5cuMBR\nLy9OHDtGclISdZ1K81vFMmzp3hYdjfx5MGmoyZnU3o/ytpHULheGXA4JySrEJSljVziO97FmGBqu\nplffXhzzyn0syK9AXc86lCjhQBlHRzZt7EuNGtWyrJVnY2ODsrIy3hev08TD9e/jH6KU8b5QiNEz\nbDA3TWX70mdoa+VvuY0xM5axZMMeRFGkuLkZPWu50rtuLcwNPye2yOVyZu47zNINe1iz4zC++1ZR\nyj49C+xT4eBzDx/TwiX/EhAOXbNh1j5nHod82pdIcpoKqdLP3/Wkdq+pN3kKNsVnc/dGP4yMjPK0\npqmFDeHh7+nj4UH76r9+OYzMGNOsGc3nzaPv+Lmsn/d7vqxhYpTGlYP3cWleFp9LetRzSy8f4eSY\niLlpGs6l4/G7q8ON+zqoq317Tbdq4MafizOvNfdfQFf3GKmJdQjfdixH86yM45mysyLRCWq8i9ag\n9u9NmdbJj07uLxAEePlWh9APWlx9aoJMpkRCshKqKjJUleUs6X0ZQYCipiZs2HWExnVyfx3ffxzA\n1CUbOH/1NlExcQD0at+Usf1D0NOR4lo5joRECXU7leDVGw2enruDVZHch9JEREYzfOpSzl+/x8hR\no9my5zBaWvnTaaaAbymImfvJvHr1iqNHj3Lcywvfy5cpY2uNZ5kS1HMqg6OVxU8ryjttlzOXn5gi\nEQQuPS4M1KZK5SMYGmqwaF4q5uYi2to/ZWs/Baui9tR3rcCqWWP/PnbwpAFzVhTh9iMtAi7ewqpI\n7mqNBYe+Y8W2AyQkJjFxSE+MDQtlOG7i/DXMXrGVOV3b0bturSxjTlLS0mg4dR4PXoXw5PwuLM3T\nq/RaVWlOw3KlWdCzU672mx0eBxciNlGVdvNqERWvgbZGKnFJ6nR1f8q0zjfQ105/aBy6JqfH0vqI\n4lOOHlKjQYOcd6ZITEykcrWaPPJ/jEvx4szs2FHRp5Mt3kYXQlU5DQPtvFs9fe7fZ9ahQzw5tws7\nm/wp8yGKMGhiUYrbJDGs17fuwOt3tLEqkkJhk2+v69i4ePTL1OPl04f/qXIRUils265EYJDA3AVp\niLK1vN/6/c4cGdFvRQ0uPCrCxRmHGLjalZN3rDHUSSIqXg11VRkORaK589IIAZENQ85zI8CY0S3u\nYqiT/ncxc+9hVnifJerhqRyvffDkBQZPWsDb8A/YWJrTqE41Vm09SI+2jb66fwGcu6KLR0dHBEHk\n6qEHVCqX82tXJpOxbtcRJi/eQMeOnZkxcyaampo5llNAxmQ3Zu5fbGP5dyKVSrl48SJjRo+mdAkH\nKjo5cXn/blqXsOHhkpmc/GMEI5s1pPQXHRh+BgmpKlx5Ys7dQCOMdJKAfTx71hCZ7CEOpdXRMdBg\n2kxlEhNzJjc5GQpbqqOhq0FqKjx69O9w3ZYuXRq/e4+/OtaifiR/Dg/G3SU2V4rc2cs3KVKxCTbV\nW7Ju2yF27PfGtlpLLt+4x9VbD78Z/9fGvYxq1pC+9etkK3hYTUUFn6njsTI2pHKT3/52Exe3teBe\n0Osc7zcnlLSMpopDOEHrduM95TgG2lLmdL2C1w0bui6u/fc4Qx1zOtZMQC7WomGzN+w/8H3XXWJi\nIg8efP5unj8PoIhNccLfR1DasRSyn/hyevB6ZbZecFOILI+yZSlqakrTnqMVIu+fBASpU71FGVzK\nx1GhbMaxnVWc4zNU5AB0dbQxMijEitXr8mV/P4tNW5QY/4cKCxarMGdmAilpw3n9PuchEx5ObxjQ\n4BHGhVLYPcaHizMOsnPUaepXeMX6wWfxmXoEACWJnFbVApnd1e9vRQ5gUKO6xMUncPfRs2yvef3O\nI+zd2tKm/wQqO5Ui7NZRAnz34nfXH2NDfVbM+Ppa6j2mGB4dSyEIIqkvruVKkQt9+54arQew2/sq\n3qd8WLR4cYEi95MoUObyCZlMhr+/P2fOnGHHjh3MmzePFk2bYGJkyJBevyEEPmVJ51Y8XzGX1X27\n0bpaZfTzqfl5bpjZ2Q8X+3esGXiBoY3vAgZERZ/F+5QjEI2ysoxJk1XQKqRJwyaqvHiRPbknTioR\nGSWgrAzqOhq076xGSi5q2J49J+H16x+nCNZ2r0ng6zffHFdREUlNy/k+Nuw+Qr3OwyhnWYRnK+cT\ntHYxgWsWUr6YNTXbDKBGq748D/y6BU5ySioVixfN0TqCIHBhxgSSk1Ko3T69flmFsiUJCs+/mL5/\ncva+OQ0rvKJzrRdEJ6hz4aE5dn3bs8nHnvexGuhqSlk9wBdLIxvadOjChk2bM5QjiiLWRR0oW6EK\nZhY2KGvoYu9YjqK2NoQEPsPUxISktNx3YsgrxczekpCiuFCI6e3b8zwwmHU7DytMJqRb5HZ5GaGk\nJNKl5XtcK8flSo5LeUeOHT+p0L39bH7rISMsOJn4qCSGDNLG2MiQv47m3DrWutpLBjdOf+kQBHAq\nFomLw3t2jTpLo4ohKElENFXT0FTLOC5SV1MDK1NjZq/cmuVaL1+F4tKsF9Vb9sXEyIDAS/s4sGZ2\nugK3ZT837z/m9I4l37wAbthjAgi4u8TkuFerKIqs23WEyk1706h5a86dv4iTk1POhBSgUAqUOQWT\nmprK7FmzsCpiTtN6nkwdMYwDq5cTdMGHJjaFuT57Er7TxvFHm2ZULl4MpV80AE0iAeeiEYze5MI6\nn9L0qP2EDjVfoqoEhTTvI5XWxN7+Afr6Mk54K1OyrAZVXZXoP1CO/DthYy8DBdavTiUuMonUhCQe\n3ElGTS37+9qwSQl3DzW6dFfl5u0fp8w1b9qE2PiEb4LSXZzjCAxWp+coO4746POPfINvePjkBa36\njqfPuDmMbtGIvWOHYqaf7laVSCScmDSGyO2r0dHUwMvn0ldzJYJAai6C4rXU1Tk7bTx+9/zp//tc\nalerQGRc/mfaBoTp0m6eB3MPOLPjYnE0VdPYPdqbuk6vkQgwYkM1dl20ZVbX6+hrpyAIJRndohG9\n+g7kydOn38jzPuVDZFQU1+dNxVhNDZlMRvNmTbh1/TKqqqqoqKggzeoXkI9oqycTn6w4Zc5UT48m\nFSowdPJikpMVU7MwNVWgVjtHth4wZtuS53mS1bVlAwICMu7h+m/ln0pN3bqeHL99X+HrSCSgribD\n/TvZrq1cKnL6ol+Gn8nlcjbtPYZT/a7Yu7cjNi6B64fXcWn/KiyLmAEQFh7B8KlLGNO/MyXtbD4e\nU2H6UguqtywNQJeW7/DZ+ThHypwoioycvoxVu05w5NhxJk3681/Vo/u/SkEChAJ5/fo19erUwbqQ\nDgdGDaSUZZGfvaU8MajxA7acc+DJip3oaaVbPJb0usK60yWYvuc4z55pAgISYR1paaW5dj2Ja9er\nEvEB9u7KWKMbOfyzMpKbJhJtW8uIixOYMEmFnr1VsSiSQuVK+e9as7MrhpKSEuev3sHDtdLfx7W1\n5Nw4cp91u0zoOrw4GmpyRvZ5Q6/279DTlZGamsbWAyfYuv8ktx4+ITEpBXNDA7aPGEDjShkXsVVW\nUsLS0IDLN+4xsneHv48LgkCaNHeWJ/sihdk0uA/dl65h/e4jyGRy3kZGY2aQcXyeIrj6xJTIOHUW\n/3YJW9P0ThsNKoTQoEIICcnKlBjQjpN3bPjraCmuPTXl9XsdRjdvwZ7L1+k3cCg+J4+SkpLCilVr\nuHrND6+jx6hVzpGlx7zxDwll4bzZDB/6uVuCnp4eibkx8yoIW5NwylgptoXb4AYNOPMwiJZ9VnN8\ny9A8y4uJVcLXT4+NC55jbZG376p5vZrprfF8L/8r+q/mhtHDh7J9xy7ikpLQ0dDIekIOSElVIjI+\n8zfZIU3qsfDwCfyfBf6dwHTm0g1mLtvM5ZvpHXqqVSzDhb0rqF6x7DfzPToOxcbCnBmj+/19LDFJ\nQmS0MpOHB+NaKRZ19YzvnSfOFcLGMuXvrh+fEEWR6Us3cubafS76XkJf//sdhfFrcooAACAASURB\nVAr4cWTbLCQIgpIgCHcEQTj68f9OgiBcEwThriAINwVBqPyP8VaCIMQLgjDqi2PnBUF4+nHOXUEQ\nTD4eVxMEYbcgCAGCIFwXBMHmizndBEF4/vGn2xfHbT+ODfg4N+/NFvOIhoYGsXGx9Krj+q9X5AAs\njRLxKBfC/qufXXvqqjIGNXrEpdmncSsVTkW7IMrZlsPSyJR7S24DUzl+MoPiVApCWxuGDpYyf3YK\nMTECo8bl31r/xNjIiOPnrn51rMfI6Qyf+juj+gTy4Z4fWxfdYP2uNxg5OaJlfxkN+7oMnriQxKhY\nJrZuTtim5TxZPjdTRe4TZawtePjk63ZggkQgVZp7y1Mzl4qEb1nBrpEDUVVWxuuGYvpJZoarYxhP\nQgrR3eM5bmW+7hagpS7l9frtFDWNYdruSvgHGyIRRFZ7l2Jy+5ZcvXIVVa1C6BqaMXnyNB7c8GNm\n5zYY6Wizy/cax48c/EqRA7AvbkdMUv4VQQVISs38NlNYP5oONS4rdD2JREKj8pPwvtiWO4++tVbm\nFGMjKatmBRAQlHcLopKSElYWZqzdoPgCx78K5cqVRUdbm+XHfRQuO3DtDo5OPJHp5wba2lgYGzJr\n+RY27jmGYbn61OsynA/RsayYMZqEp2c5u2tZhorc1MUbeB4YjM+OpV8dL2adwsJJQXi6xnylyIWF\nq9C0Zwk27TUkIVFg5TYzbt7/OsMtLDyCpr+NY//pq+zZu69AkfvFyImPbyjwZQT4XGCKKIpOwKSP\n//+ShUBGV2onURSdPv6Efzz2GxAliqIdsAiYAyAIggHwJ1AFqAz8KQjCpytoDrDo45yojzJ+KsbG\nxuzZf4CBa7cSHh3zs7ejEDq6PWejT4lvjtsVjuXIJG/OTj/Huen3cSiizNjN5qiprSEtTYKOvjpB\nQflneu/ZQ86DO8m8fiVBu5AG6zfmf1FjBwd7/O76A+lvqLXbDWLnoVMc87mMUbkGNOw6jPpdXQkP\nr4uN8UZ0NVrhaPmCgNXrODd9AgMbeaKlrpbeJq1/exJTMt+za6kSvHn3dVybRBBIy4MyB6CirEy9\n8uUoaWnOTt+rWU/IAwbaKaTJJJm63QUBbi3cTyW7cF5HaKMkETl+y5qWVSsRsW0VF2b+wb4xQwjb\ntIzbC6djZWzInkvX8T56mHp1Pb+R51G7FnE5zcjJAbFJGnRbNognoeb5tkZGlLMxQFvdkBa9xilE\nXu8O4UwdGZz1wGxQq2oFzl24qBBZvyq13N3Yffm6wuWqq8qyLPPUokoFdhw+RZ9xs2hW15WYh6e5\ne3ILPds1zrSg8PPAYKYt3ciccf2xNM9ebTe5XODEeX1+G22PkVNlNDVkTFpgxd1HmoiiyLkrtyjf\nqCcVqrtz6/ZdSpYsmdPTLSCfyZYyJwiCBdAI+DJ1SQQ+9XLRA958Mb45EAg8yuY+mgGfop73AXWE\ndCd8PeC0KIqRoihGAaeB+h8/q/1xLB/nNs/mWvlK9erVadepE/OPeP/srWRKVLwqNcc3Y+/lrIPp\n3RxDefTagPtBmb+FSSSwoOdV4pP2UdzOFNcaMuITBJwqqaNvooHfDcXHBaqqQmlHkRtXk3F1lXHt\n+uc1XrwQWLFKiUxq/Oaa6tVc8A8IYszM5VhWacb1Ow/xnTWRV2sW0axyeZ48fcnGoX15tW4Jd5do\n8nzVOVxKxNFqVj3ex6RbQt5Hq+I4qC3GuokoK2XuHm5QoRxJKSkkJn6OlZJIJCQp6KSW9OrC7RdB\njNq4XSHyMkJXM40Rze6TmJqxP/1dtAaVRrXC93FhNFTSUJbICQjT41NCqpOtNR5OpREEAblcTr+V\nG2nVsjl16mTcGaF69arI5XJev3+fP+ejkcSQhseZvKcd/iEWyOQ/Jt71fYwuLvYavHkXwdxV237I\nmtmlb6dmhIa+ybcCx78CY0eP4GXYu2z97fVdUYNBq6pSpEdnWs7KuMl8Thj8sVH9obVz2DBvAlpa\n33f1iqKIR8chlCtpx/AvQjSyoohZKirKcjQ1pIiiwO0H2iyb9pLwDwGUrtuV/pOWsHLVGqZOnYZK\nRm1BCvjpZPdutBgYA3z5jj0MmCcIQjAwHxgPIAiCNjAWmJKJrM0fXawThc9Rk0WAYABRFKVADGD4\n5fGPhHw8ZghEfxz75fFfgt9/n8DWs77EJf06jdZP3LKk66LaLPIqTfF+HXkbpc7Mvc5UGtnyu/M0\n1eXYF4lm3anvv4nZmsbRproWj/wf8/hxJQwMjpOamsTYURGUdpTzx0RlJk9TfIimsTGcOJLK2lWf\nY8ncPVQZOEQVtzo5yKzIBlUqVyYmNo4NO72oZGPNnUUzKGVlgbKyMqv69+TRX3O+KsQrCLCgxxVq\nlg6j4shW1BjXnGL9OpMiVaaz21NUlTPPFDHW00VFWQlv388WAbkoKqyfYflitmwY3JsNPhdxGf0n\ncYn5c62OaXkXbfWMH/TrT5egpmMYMTs3cGTiCQpppzKzy7UMg7GHrdtKqkzOtk3rM11LSUkJXV0d\nLmeQPKEoapR4gov9M2YeaMmyk/XzbZ0veRtdCEvDBDpUr86k+WuJif11ev5WKlcKFWVldu3Z+7O3\nkm9Uq+qCpoY6q05k7mpNSE63kp28Zc2Oiw6kpikxqNGDPK9tpl8Ic0MD9h47m63xgyYtIPxDFKe2\nLc7xWoO7h9GkTjQSRORyKKR7ga4j+jFh0hSePQ+gZcvvPysK+Llk+WQQBKExEC6K4q1/fNQfGC6K\noiUwHPh0l51MuvszoztOJ1EUHQHXjz9dcrvx7CIIQp+PMX033+fTG/s/MTMzo0G9umy/oNj4mbxQ\nodh7KtqF8yZSGyujWMa0vEvPOk8Ij9Gg/uRGnLhlmelc56IRkA2PaQ8PN3aOHEjjsvqUNB2BKPuN\n8X/oo1VIYMYcFXbuekRIaP71AvxEvbpyOrSTUaeWYrsxNG5YH0EQODJhJNtGDKCIoUGWcyQSmNTu\nFlfmHKR2mRA+tQfqUz9rhcNYTxefSzcA8L5wnYTEJK48HsnuS0WRyvLuwm5VrTJ3Fs8gIjYOh4Gj\nuJ/Ptee+JFUqYfNZB3p5pmfSOReN5OnKXbStEfjN2H2Xr7P53CU2rluFWhapz7Y2Ntx/nb/nMazR\nMVb0XsulJyXYeNaN+6+siIjLeWHZ7PIuphCmetH0qFUbdRU3GnZbmG9r5YYSxW3Ytn3Xz95GvlLT\n1ZUdvl+310pJk7DsWGkaTm2IZc+utJjpiblBLFK5hPLFIqhd9vt9WbNL88rlOX42eyERm/ceZ2z/\nzhjo57w9V4dm79lzzAgdbSmeNV/QduAkNm3eQufOnXMsq4AfT3Ze86sDTQVBCAJ2AbUFQdgGdAMO\nfByzl/SYNkiPb5v7cfww4HdBEAYBiKIY+vHfOGDHF3NCAUsAQRCUSXfbfvjy+EcsPh77ABT6OPbL\n498giuIaURQriqJY0djYOBunqxiGjx7DqlPnkX2vTscPxKRQMkOaPGRe92vcXnyAXnWfMrjJI56v\n2kkPjyfcCMg8tmJAw0ecuWf53ZIjn2hY0YkFPTtx4s8xhG/x4P6SNdQsdQoQef7cGEvb0njUa5ih\nW2bDJiV27c577NuCuWmsXpHK9KmKrTkmkUgopKfLsZt3cjRPFOHOS2OWHS+DpWEcaspZx8oAFC9s\nxqkL12nZZxyNu4+knWt1Dl4rR78VNem8sE4uz+JrrI2NeLpiHmVtrKj1xwyehHxbSy8/OHjVBivj\neEpbR3133LwDx/ht2TpGDBtMu7ZtspRb3tmJ15GRitpmpmippVDL8SFbfd0Zs7UTV5465Ms6yWlK\nXHlqj++TEnRaOoS4pNNcu7OAxesOfDNWLoc2/R1Ys8OEjXuM6Ts+ZzUJc0uTOtXxu/FrddZRNKNG\nDOVZaBgpqanI5AJLvEpTamB7vG9bMqzJfbYOP83ZB5bEJ6e/bIxr/U/bR+4Z0awBH6JjCAgKyXJs\ncVtLrtzMuUVQFOGuvzaiKLB2njdep2sze848GjZsmJstF/ATyPKRIorieFEULURRtAHaA2dFUexM\neozcp3LntYHnH8e7iqJo83H8YmCmKIrLBEFQFgTBCEAQBBWgMfCplLsX6cohQOuPa4iAN1BXEAT9\nj4kPdQHvj5+d+ziWj3MVW1kzj1StWhVDExO886FGkSJRVZbTrsYLJrXL/OZTxjqS5FQlVp8slWP5\ng9c0R1+7LLYmsZS01KSU5TOuXQnDtIjNN1Y6++Ii/Qer8smAGhQkMGrMO5wrXWD2XH/kckhKgtt3\nvm+V0tMDnXwylNjZ2XHlSc7rc524ZcmagRc4MtEbLQ0pcUlZx500quhEcOg7Htx/yvJ+3Vnauxci\nAmWsI7kXmLVVMLsoKSlx8s8xVChqi/uEdEtdfiKTweA1rnSv8zjTMXK5nE4LVzBj32GWLprP/Dmz\nsiXbtUY1IuPyd/+QXrlfQzUNfa04PMvdp2nF/FFmgt4Zk5ymijRNYGKr/ewbORcJtoycPp1eY/5R\nh1ACjetEMnWxJTP+sqSJx/cVZUXRt1NzoqKjiYj4cYWofzS1a7kjCEdpOsOaKqOaM21PBRKSlShr\n+566ziE0qhTCh20befDXPkpZRjJjb87b0mWGSSE9ChvqM3N5xsW0v6RHm0ZcuZV9ZS48QoWtB4zp\nMMie/r8Xo2urxwz8ozfzFiygW7duWQso4JchLwE4vYEFgiDcA2YCfbIYrwZ4C4JwH7hLuiVt7cfP\n1gOGgiAEACOAcQCiKEYC04AbH3+mfjwG6XF5Iz7OMeSzm/eXQBAEho0azXLv7MU6/Oq0rRHA1aem\nOZ538PeTbB1xlntL93NlzkHau75DIrlPZNQjunR7iShCZGT6z+vXAtHRYGaphoNjDHYlU1iw+DQB\nT28z/g9D1LTVKGKjwYSJ6eUhvI5KGDH6xwbjVnWpwtM3b3M0RxBgeb9LtK72kqJmcTgXjcDnXtYh\nnv3q1+HD9tXcXTyTGiXroa4iw9YkhntBhoRGatNnuStR8YqryHNy8hhM9HSpNnZKrooTZxclJbi7\neA+d3DJuG5KQnELl0X9y6t4jzp8+yaAB/TIclxH163qSkqrFoRv5X42+R61zTGq9n5svihMeo5v1\nhFxQ1Ow9EmRM77iHkhah6GslYW6YAKiycc8YtEqEsHDN5/CRbq3fE+J3iwDf2zSu82OUuSJmxujq\naLN67S91C1Y4FkXiufq0Ac/e6FPKIpKpnW7SwfVz0eRPCU07R51hSONv2/HllvjkZKwMDTh25kqW\nY/t1bk5ySirnrmT9crFmhyklajlz8KQBHq7RHFy7FZ/L7syaM5fOnfM9AqoABSOIP7GX4Y+mYsWK\n4s2bP84dkJaWhq2lJbuH96WsjdUPWzc/iIhVp/PCOuwecwo9zby5L3/fUollx+3R0AgBTElOkiBI\nZNhYx/AycAcgoqx0hfJFX/Jnh4Y4F7XGvPufFDa7QHxCSQQBRgyTsmqNMvbFRS6c+XGFYk+d9qFh\nkxZE7ViTaxlbzhVn2dEy+C341lX2T0ZsqErgWy3O3LfiU7ydkiBnfs+r3A8y4sErQ3ymHsmW2zY7\nxCUlUWrgWGxMjfGdNVExQnPAi7B3uP8xAzVNLe7cuIq5eeEcy1DWMENH7QW9PS7TwPluPuzyM6II\nu69UY5tvTbTUktk0cDkaqul/Hwkpamip5e3aDI3UZ/TWruwYugSAwHBjhm3syW91fFjlXYtkqRYg\nsmnBC7q0+jExwRnh2WkokQlp3PHLWuH4EZw7L2H1WmVSUkVGDpNSo7pIbGy69TIoCEqWTH+pyAle\nR07RrFVXxrTwYXzrBzmenxPuB71mxfHTnH34hLeRUWhpatC8Xk22LJqU5VyzCo1xrVSWvatmfndc\nTKwS6mpy1NREth08Sbfh09iwYT09evRU1GkUoAAEQbglimLFrMb9mr2k/iOoqKgwcPBgVvwHrHNG\nusmc+PNYnhU5APcyGwCBpKRiJCU9QSQJubwiLwOtqFN2K7G7jInc3gyfacNxLeXA+QePgQ+Eva1B\nQoKU2FiB1FSB0o4i8+couP5IFtSu5Y5MLufl2/CsB2dCm2ovCArX4Wlo1kHK9Z2DOXP/U9ioAAjI\nRCX8npmwuNcVYhNVuRdkmOu9/BMdDQ18Z03EPziErotWKkxudjh+6y6VRk3CoVRJQoKe50qRAzAy\nUMfFfhBrfDwJjVScO/pLIuO1OPOgNLMOtmTX5RpIBBkJyWpM3tOW2y9tuf3ShhbzRjN1byt6rerH\nvmsuuVrnfaweJnox+IdYMN+rMSM3d6N/PW+aVLjFrhHLKWN9G0hi4gJLbt3/eQ3Ou7VuyKNH/j9t\n/U9s3qJEDTc1evZR5U2YwGEvZVxrqSNR00DPSBMdAw3KlNekhpsqoaE5SyJq0tgTNdUUzPSXKlyR\nS0yRsdr7GvUmz8G02wBcx03l4vMXNK7nyoNT24j198mWIieKIh+iYmjVMOPyPV+ipytDTU0kKiaW\n0TNXcOfOnQJF7l9MgTKXz/Tt35/jN+/x7j9QRFhR7fd6r1iPg/1oABzsI1BRXgI8RwBEvrUUezpV\nwHfWIgx1KiOXyxAENWpUO8bpEylUqvhjLcvKysro6ujg5Zf77gkaanKqlXzLy7dZu+bsCsdQSPOf\nCqtASpoyUpmATC4gUXBtZhtTYw7/PhIvv9tM331IscIzYfY+LzrMX073bl24fvlinmpZ2Raz5W20\nH+6ODxm9pTNJqYpzxb+OMGLzeTd6rhjIybvOlLIIZm2/lXiNnceB0fNxtg1i8wV3lhxvjJFOHKUs\nghnZ+AhNK97IlnxRhJjEz7XEwmP0MNGNJSlVmRN3yuNi/5T6TncRhPS6d4u7eQGVeBehhGcnR/yf\nK7blVHbp0NQDmUzGqdOK75SQHT58gIFDVOg/WJXy5eU8fZjMyGFSDAxE1NVg2uQ0tm5IQhCgU/tk\nSpaENh1yFqIgCAIuLpXZdNZXIXsOfBdOj6WrKTlgPmbdSjFuSxFkairMHDeAuMdneHX1IKtnjf27\nlVd22HbwJIIA7Zp4EBunRGLS9x/xH6JicKjVgTZt2uLklP+hCQXkHwW9WfMZAwMD2rVry3qfC/ze\nuunP3s4PIU0qoKKcuZKlqqyMjs41Dux9T6MGVbEt3pM3YcsxN/zAlA7f9gq9/syULos6YKjTnc7u\nz3gVXpY27TsRH/1z3ErFitpy8dFjhjXNfZ0xF4d3ePnZ0KDC9yvxB4TpUdgghuhEE9Itc+kpxQeu\nFeVekCGCIKeM9Ydc7yMzapSyZ+FvnRm+fhsNK5ajfLHsP1Byglwup+XsJZx/+Jjlfy2if5/eeZbp\nVLYsOx+I2JlKeRujT8gHfYoXzr0l9UtWnfbEUDueWZ22U8I89KsXHFVlGe2rX6Z99ZyVJFp92oPw\nGF3exejjH5IeS1nSPJiqDs+RyyWY6kVjY/weEYGzD8owsslRlCTpf1+CIGCoE0LnNl1o3WgCRS1/\nTm1LJSUl7Ita8deK1dT19Phh6yYlwaYtykyepkLzplJePk3CLL3PPE2byIho+nXHlOcvpMTEKjFl\nUipjxqsgijl7SR02eBCt23VEKpOhnEPznFwu58Tt+2zwOc+1Zy8/divZAHRHVUXGg9Ma2NnkrdDw\nhLmraVirGoIg8Md8K9ZsN6VuzWisLVL4a+q3ZX8mLVxPu/YdWLZ8RZ7WLeDnU2CZ+wEMHTGSDWd8\nSU5VbKmMX43EFCX2X7ahwojWJCRn/p6wd8xgAp8/oWUbU3QNTHkT9haJ0JWwyAkMXtuef4Zx1nQM\nY2lvX1681aNDzbsER0QqrHhubqha1QX/kLzVkOpbz59bL4xZdPjbvopfYmkUz+MQE0DOoIb32Dz4\nNABGOolExKoT+FZXYRbTf9LTw43qJexpNWcp8nwosRMSEUmJQWPxexHE9cvnFaLIAbjXdCUh+RTn\n/ctQ2vI1y08qrrzCzA47GdnkCCWLhOb5e38fq8PVZ8XZc6Uq/iGWVCj6gh7uZ7ExCufxGys2na/F\n7ivVCI/VYq1PbQTkDGl05G9F7hM2xsZcunGPahXiMm2c/iNo3dAdX99LWQ9UAHI5rFmrREUXdfYd\nUML7aDKrV6T9rchBxkpa29ZSdu1RRlsbVq9Iy/HvsFnTxkiUlNhxIXuxgZFx8cza54XLmMkYdulP\n50UrefIhmrjERNTVdgHd6d76LUN7vsVIP29JR8fOXObNuwhWzx4LwJLJgexf84SAIHVWbzflccDX\nVttLN+5x0Psi06ZNz9O6BfwaFChzP4CSJUviXL48e/Ohv9+vxGKvMvT4qza2prFoZVL1H9LbNAWu\nWcS9xTNZO6AX1sbhyEUtrEziOD3laIY32B0X7enf4CQ1xv3G65g4Lp49lY9n8n2aNWnEu6joPMnQ\n107l8O8nWX7ckUevM2+VZl8kBiWJHFVlkZldb9K4Sno5F3WVNOKTVZCLApN3Zhkbm2v2jh1CTEIC\nOy4qNrD98PWblBv2O4ZmZoS+CqBiBcWVcmhQvy5SWTALuy2hXbUrzOy4Q2GyFcn7WD3mezVFRMK4\n5gfpUes8Xdwu8VevjfTxOM3u4YtIkapw+n55Tt0vj4iENafrs/WC61dynG1tef4y571W371X4eBJ\nxcUUDuvZjpjYWJ7kUwcO71MSunRXpVsPFayKqTF4uCpTJ6fhczIFJ6fsKbGOjiJmpiKXLufu0ScI\nApUqlmfDmQuZjvF7/oKeS9dQrN9IbHoPY/mpc1iVLMW+XdtZs3IZoaFvqF2tGmnS1qiqynGpkMDs\n8a8ppJe3vstDpyymdvWKmBoZfNwrNKodjf/Zuyyb/pKUlM831ovX79K6/0Q2btqMgUH+xJUW8GMp\ncLP+IEaMGUOvLp3p7F4dIb9MKT+Zca3u4nPPktlds6e02pqZYGtmQnFzX4Lfa2FtEo+ayrcWoFsv\njLjkr8GN590wNy9MUMCTn/odfkqCeBryBgeL3DddL2yQSCe35xy+boOjVcZlJJQkInqaqcQkqnI7\nwIDtvvaY6iXiXvoN2y6WZGSzm2y/UIopHfMnS1tLXY1KxYux7vR5OrvXUIjMoeu2sOmML3169WTV\n8qUKkfklurq6qKqq8izsHrVL5+0BmZ+8jjAiKkGLynbP/s6AhfSCxO2rpyvP5gZRTG27ixsviqGr\nkcT1gOJsPF8bnwdlqGT3kkH1T1LL0ZF1Z86QkpKKmlr248B6jLJDR1tGi/qKKbKsX0gXi8ImzJm3\nkI3rVitE5if+WiFh6HA1enST8jpYwNAALp1LwsYm57Lqesg4fEQJt5q5szYPHtifzl17/u1qTU5N\nZfO5S+y9dJ17r4JJTUvD2sqK9h07MHzoIGxt00MU+g0awpq1GxjbvzOFTSaTmhbP8U3+KKLV6bkr\ntwgKDsNnR8Z/T306fA4zOHrmMr3GzmH7jp14enrmffECfgkKlLkfhKenJ8Hh79Hr0JuajiVoWbUK\nXdyroqL83/kVSCRwdvqRHM9ztIrKVJmB9B6ecUlzKV7CnEP79/x0ZVhZWZlCenocvH6LcXlQ5gDe\nRGpS1ub7D9OV/S7Sbn493P9oQZ2ywXhPOYataRxGhdJYcLgiair52+S8e21XBq3JumBpVkTHJ+I5\nZQ4v34azf/cOWjTPvxhSUxMT7gQGUrt06XxbIy+IIvgHW7Bp4HKsjDKOeRTF9AQI00IxtKma/oJk\nbRxBr9pnSEhRx0QvPamqsL4+ykpKHD93hRb13bO1/pMADXz9dHl/x08h5/OJZnVrsuf4SYXJ27tP\nwsIlygQGpVvS5s9JQz9zQ3a2+K2HlFp11Zg/Jy1XJX3atWlNl+69KD/8D9LkMt5ERKKuro6zsxNL\nhg2lR7cuqKp+VqpTU1OpUcuDO3fusnfldEyNm9C8lyWX9j9ASyvvbnGpVErX4VNxrVwOG4vvZ4Bv\n3HOMCfPXcvTYcSpXrvzdsQX8uyhws/4gBEFg1KhRWFlZ8jBsJsPWrcewc08c+l/7WHrj10QqEwgI\ny347hZjERB69DuFxcCgyWd6tIh9i1fDyM0IiPOCq73ksLSzyLFMRONgX55J/9txJm844MGxdNZpO\nr89vf7lx/GZ6zcHNZ+3Zf7UYDSu++u58T+dQ5ve4wthWt7kXZMSCQ+UYvr4a+68Uw6NcCHcX78nz\n+XyPNtWrIJXJufY0550vPrHj/GWseg0hTirn5bNH+arIATg42BPw7l2+rpEXBAFGNDmaqSIHEJWg\nhbpK2ldWuxJF3mBuEE3xwm/R00z6+7ixri5ep7Mfr3b5lg51qscoPMZuTL9OvH8fQXBI1q2nvkdk\nJHTsokrHLmoEBAioq8G4MVL0ct5y9BscHEQMDeDK1ew//lJSUli9dj2u7h5oFTJGKpUSFP6euo0b\ncdvvComxH7h84Qx9e//2lSL3OjgYC9viPH/6jAenthEU0p42/ezZuCAA+6KKSVap0qw3sXEJ7F4+\nLdMxoigy46/NzFixnQsXfQsUuf8g/x2z0L+AMWPGsHRpKfT1G3P9Sgr9ByTw0H86TWdcQVnJnsnt\nFzOkSe7qUSmK5290eRetSY1S6V0O9lwq9j/2zjosqvT9w/eZoFNCkFIBscXAwk5ssXXt7o7VVddY\nc3XtzrW7u1tUVGwFFEVRumOAmTm/P1h1XYMaUH9f7uvaay9nzvu+zxlmzvmc532CkeurEvz3pm+O\nu+33kuaznhOXWB8oAyiRy/qzZlAdWlVxy5ItXs8s+fusI7GJ+YAgdI3MUCk+tmqKi4OEBD4Jes4t\nqlSuxI6tGYvFCgwzoJhtFE3dXhEUoc/YjZUYsKI6etpKzs84iKPVt9tPyaQifRumCf4O1f258MAG\npUqgZ72n6Xr1NIFMKsXOPB/rz1yksotzpsfP2XuYGbvTuu29DvDNleSVKpUqcuuGZr1OuU2aVy5j\nsZnOVlbcuPsow3OHR8gxNND8FrSttSWW5vmYO28BSxbOz9Icv02SMX+hP5rYtAAAIABJREFUnJ7d\nlUSHJ6Gvr2EjAY+GKnbvlVLN/etbra/fvGHBwiUcPHyEgJev0NbSooxraebMnE7vnt3R1f12GZgz\nZ87RpGVrnAva4nVgNYfP2jD6j0KM6htEkzqa6c6xcssBHjx9zrPzO7A0/zT2zeeRL0v+3oehvg4X\nvO6hravP1WvXsbbOWv3GPH5s8jxzuYiFhQUjhoOBQUUc7EK4fVOf4NeGNGpYDaWqKBO3LsUv6PtV\ncQe4/sSc9nPrMmR1NVrM8KCt+3OqFX+LIuXrafh/n7tL7UnVQDqFP6Y25typikwYVw0rq310X7SW\nE3fuZcmWPdcK4+3/voXYIyqUK/vJ++41tHEp+X3qajVp5EFYBmsHTu5wm34eT6hXJohudXxJUUlJ\nVUlYOfAiZTIpxhyt4uhV/yn9PJ7kipB7T62Sxbj0KHOB7RFx8dSeOJNZew8zf25ab9WQEM2UCEmP\nhg3qEZeQkCtrZRe1KBAWa8SOq5VJUcq45e8IwJMgG0KiPy/V8yUqOjvzKij9NnNKZVomqNddA27d\n08f7nh5XvQ0/yyDPDo1qV2b/wUOZHhcVBX0HaLF2g4x+fZQsX5KaI0IOoFVLJQcOfX5NO3vuAp5t\n25Mvvw32hV3YvG07FcqX4/L50yTFReJ1+QJDBg1IV8jNmjuP+o27YpHvLFqyO5SqX4XOw1zo2T6Y\nuRMCNXIOMbHxjJu5lLZN6lDI/tNwj1OXbtCw6yiCIpMIjlOxcOkKbtzyzhNy/4/JE3O5zOw5PahR\n3ZUly1cCYGoKxw7ro0xKRhASGbDy7ne1b+jaGsQptFGr1CzodRW5TGTPuDPoaH18ik9VCkTFy9lw\n5j5FB/kwZHV3SpY0JDLElt/GG1K7lpopk5U4ORVDLg+n97KslfGY18OLTjX9SWtj9ZrKla9z6rSE\n168FVCpYvSKFpCQ0eiPKKLVq1chyJwgtqRqlSoK50fepCZYVetevxbvIKJJT0u+4EZOQSM/Fq3Hq\nN5JQRTL3bnsxcvhQ9HR1OXLseC5YC5UrVUQtirz+wZu/H7pVnhazRtF+wXBWn2mIx4zxjNvamd1X\ny6ItS8XWLGP21yhWDEVyChGR3/bkuXq44vNYH10dFX4Buri3Kk3X4c4s36Q59/a4/p0JCnpLZGTG\nHzbu3BUoXV4HqVTE77GCRX/lbBmnVWtkyGWQlJTEkmUrcKtSHW0DUxo0bsbjx0/p16cX7wKfE/Y2\nkJ3bNuNetUqG5hVFEc+2HZg4eSq21ncJCnbn7mMjXgbp0rxeGMv/+LzWW1YQRZEKTXtibGTA339N\n/OS9s1e96TpyJgcOHuLU6dPs2r2XOnXqfNdyTnnkPHl/3e/A0GHD2PD3FubOX/DhNakUqrmHc8vf\nlO/ZL/fRkl3Ym8fTv/FTCv9r+2/vtUJM2V6BDWeK4NDbg4J9CjJs7VQi4sczbbIZ92+78u9cDrkc\natdUAcbEJvzJo8CsxdCEx+oioAZO4u19ihmz5bi66VCmvA7DRmnRo5syx+qsfQuZTIahgT7Hbme+\n9+eDJbtwLRxO02mN8XpmmQPWaR7XwgXRksvYdfXbW5crj5+hUN8RXHj2nGVLFhL4wpeSJUoAYGNT\ngAsXNVM9Pz2kUikGBgZc98t6nF9OExlvwLKTjUhINSCtIDS8vyTvuFYTc6M4QmNMMvSwYqCjg46W\nFruPnefwGVOCgr+S1SqINOxcHBBpWCOS0Lu32L/mKZPn27Jqi2bawrk4OmBibMi8vxZl6Hi1Gib9\nLqegg8iKpakYpd8Y5QMKBSxfIaVLdzlnzmXsdhYQEMC5C35ERw9H38SCcRMmoaurw+oVS0mOj+LZ\no3vM+mMaVpmM30hMTKRoKVdOnDjJuR1LEIT8vC/ybW6azN7V/hrJXFWpVJRv0oO3IWHcProB2b8u\nvLcfPOWXYdPYs3cv7u7u2V8sj5+GPDH3HXB1deXUqVMsWLSUlH95Ojp1MEcUWxMeG/vdbLMxT2Tv\n+JMUs/0Y0xGTKGf1yeKExegwfG1V4hV6VHLT485NAUWcCZMm5v9MUKnVYGQEM6alIJHoMnV71tpC\nTenoTd0y7yhpr8s1r6Y8emTJlfP3+HN2CrfvqNiyLZn4+DTv3MVLErr1klKxioQJEzXXwulr2Nvb\ncfWJb6bHCQKcmnqUgxNPUMQme/XqcpOitgXYdcXri++pVCo8Zy7g1827+HXsaMLeBdKvT69PjilR\nvDj37j/IDVMBsLO14dHrzNdfyy30tJOZ2Ho3aTf894pNoLjNS/aOWYib43OMdJM4dS9jGbnWpiac\nvOjFU39dqrQshbZjZQyLVcTrjgH3Hqdtpz7z18XBNomdhy2JiNLC2EjFhesbiY6dxaBJdqzboU2S\nIuO3ha/lONWv5sbO3XvSHa9UglRHF6+bEn77NfPeuBcvBAYN08LnnpQ3r7/+VHf23AVatGqHiUUB\nCruUJCGhB/XqRnDjykUSY8K5dO403br88okwygwhISHYFS5CdEQE/pf3cPBUC96FyJFIBIoUSiL4\nTtbb//2XARP+xPdFIPdPbcbC7GNqb1RMLK36/cbyFSupUaOGxtbL4+cgT8x9J0qUKEHx4sXZs3f/\nh9d6dtdGKnWkyjg/7gV8Glcx7u9K7LzimCu2udjEIJN+dAcY66VycupRlvW/glSSgCAouXa5OGVd\nvy6YJBIYNEBJ4GsJarUlJ+4upcqY07yNzFzgr1wm0r76cwLDHTE0NMDExBj3mrX5c35DVCp9EhN9\nsLTRwcRCl87dtNi8ReDW7Xi8bmQvmy4jlHV15ck3OkG896gkpUjZdsmJQSurYdyxJ38dKAVA6YKR\n5DNIf9vyR6FemZI8+I+HVaVWs/HsJRz7j+LG85d4XbnA9Klfbghezb0KgbkorkqXLsXLH3ib9aa/\nE7uvV8XBPJzS9i8A0JUrmNw27ZogCGBtGsacg615E5F+GmfRAjbcfejLmP5v2bH0GVKpiEol0Ka/\nCxWbl2bIpMJYmCupWi6BcJ+bXN57m7odhzDqj8WM7ueLseFA+v5anu4jP5a6OX/Nm6bdRxEZ/fkD\n5upt+fn9L/sv2jKm3y8EvHxFfHz8N20+e06CjY1I0EsFHg0zX/eteHERdXISD+4q6N7to7JMTk5m\n+crVVK5WCx3DtO3Tp76+DB7Qj9Cgl0QEn2fH1jW4uWW/WHVcXBzFS5fH1EifgKt7sLY04/Z9A5Qq\nCcWck/A54aOx3YPk5GQ27T3OtFF9cHT4NLN/6O+LaNmqDW3atNHMYnn8VOSJue9I165dOXD4yId/\na2nBrm1KouInUH18Z4w7NKD+ZEdSlQINy75mwuZKJKd+3z+Zg2Ukoqji7Ln0M+FCQgRCQgT8nyoY\nP9aUp2/nU3SgM61nHyNBkZzhNe8+N0etfkrtmjW5f+cm7u5V8PN/jiCosLRoxbvARF48S+J1gIJy\nZSsD9wkL//ZNRBPUrVOLt1FfFqcvgg2pOaE5m887U2WsJ9svOlOmUARuzqEER+vluG05QVv3SkTF\nxfMqLJyJW3ZTfuQkzDr3Z9TGbVSvXYuQoJe4Vfj6zbF50ybExcVppGRNRqhTqyZhMRlLUvke1Cj2\nhMU9N7Bh0HIW9thCq4rXQRA+SXqY0m4v9vmC6Lp0GLeff1k4vcfdxYV3oWmlTqpWiCfR9wahd2/R\npG4k9074cOf4Pd7e8mbxtABevX2CdYXm+Dzy5cahdcwZP4hRfaciEMfDp2klXdZsPUj9X4Zz/IIX\nq7Z+6lnffyIfW/eZMXt5AfafyEdUzKfJBOVLF0VfT5cly1Z8ZmdICNy7LzBztoxfummzbFEqOjpZ\n+giBj227Hj95Qr8Bg3FwLIqukRmjxo5HKpWybPFCFHGRPHvowx/TfsfCwiLri/0HtVpNWbcqaMul\nPDi5CZ1/TqRdswgcbJM5sPoJ2toaW47G3UZhoK/LiN4dPnl9z7HzeD/yZ86cOZpbLI+fijwx9x1x\nc3Pjzt1PY65aedqiiDdj8EBjRGy44VuBkkOKUCh/HIoUKQNXVOe0jw3Hb9ux+0pB1pwqlqs2d6wR\ngUR4xsAhIenG8tjYiOzanoJjYZGZfxQkIdqUDu0KcNpnC9bdmzJq/Z2vxgcmKBSsPnmORlP+ZsXx\n/MQrntCwQT309PQ4vH8PrwN8catQnqjoaAYO6c2Dh5cIfP0an3v3gZ2YmGS8En5WadakMYrklC8K\nU0ujBHwCzJm+szxzu13n0MTj9G34hJNTjma4Q8aPQExiIodu3GbMhm0MWf03IlBqyK9svXaTEhUq\ncHj/bpLjozmwZyd6et8Wqc7OTkgkEq5d+/JWrabxbNEMRUoKCckZf3D4ngxudIpRzQ4x/O/urDxV\nj3iFFlKJSPOKtwGBG75O3xzv5uSEUqXC98VHr76BvppVswIo6vQx2Wbmko24Ne2Jawln3nkfplxJ\nF2LjpPz+lz0S6WbaNb/PkbNXGTjxT0oXc0RLLmNI90+9Peb5Urn/VB9RFFi3w5KIqM+99DUqlmHT\n1u1AWmxbg0ZaFLDXwcpOF9cKOpy7IMX7uoIWzbMm7lNSUli34W9q1m2AgakFJcpU4MixE9SqVZ2b\n1y6R9E/tt149uiHXRLDaF+jTfxBv3rzh7vGNaP+j2gJeazFiakGObnhCYQfNed7/XLmFSzd9OL11\n8SeF09+FhjPk9wVs2rwl3d9gHv9/Eb5nsH1uU6FCBdHbO2faHmUFlUqFiYkJr188w8Tk0xIEa9ZJ\neflSQp0656nX0BaJxIWyhcIJj9OloEU8Mqmas/dtcCkQya2/shaPlh77rt/iwatAitna4Fm5AlKJ\njBN37Om91JF4RQEiQ9RZqsZ+4BC0aquDKCajpz2H9UPjaVz+oyjts2wdu654IZGsBNpjZRXF32ul\n1K37aYC2KIrMnD2H1Ws38CboLWq1mtKlSnL/gRGlS53m3u1sfgAZQFvfhHWDetGi8qf9UdeecmHM\nxqpM7XiDvg2ffZIN/G8uPrQmJFqH0g6R2JgnYqibs1l8GSEsNo6JW3ZzxPsucYlJaMnlmJub4eJS\nhPJlyzJ29IgP3g2lEvbtl3L1uoR37wRq11IzoN/XO1JY2jjQu0d3Zv4xNVfORcfAlFFNm1KvVKlc\nWU8T7L5eiR1XqxGVYIBUUDK3y2asTGIZtLYP0ztsp4Td10MIWvz5J6P7d2Li0B6fvZeYqKD+L0O5\nee8Jf/42mOG92n94748lNqzekp+gEF0EQUAURfp2akGpoo4MmfwX2lpy7p3cjHMhuw9jbCqWR1dH\njf+lL2fgn7vqTcPOw7nlFc3ocfoIAlSvpuL5cwFnZ5GJ45WZ7sDw5OlTFi9dwYmTp3gV+BotLTml\nS5aifbvW9OvTCwMDg8xNmA3u3PWhQuVq7F4xA0+PmgD4PNKjRtuSVCgVz7mdjzW21q17j6nq2ZdZ\n4wYwut8vH14XRZEWvX+lTKXqzJgxU2Pr5fHjIAjCbVEU023AnSfmvjNNmjSmbasWdO/a5avHuFUZ\nzO07U/EoG8PqwXcw1ku74ef7pTu1SgSxb8LpT46/9MiauEQZ0QnaLD9ekjndvD4UAf4S+70KIpOI\nNHV7hSBAqlJJ5XEH8AsahlTqiFrtiyjewEgvhLjEpUil51Cpy6BMMspSOxyAth20uHwVkpJeEBt7\nmfplF7Nz9CB8g95ReewUDu7dQ9uOrbh8PpmKbhmLpUlMTEQul6Ol/wuuZXZx91bWbPsWosgn8S/2\nhZypV9SJRX26AhAeq8OgVVW58MCWE1OOUrbw1yv8A2w6V4QJmysSm6TNwd+OU7vUW80bnQHCY2JZ\ne/oCe67fwu9tMBbm5vTv25shg/pjbm7+1XEtWmlx45aUnt2UODuradRQ9c0izlWq10ZXV5dzp47l\nwFl8jqNLCRwNjRjv6Zkr62mKQ7fKs+t6Rd5GWSIVUvmz6zYSk7VYfKwJK/uuwkQ/8YvjBq1bR35b\nS87uWPLJ69e879Oo2yh0tOVc2LWcYk4FP3l/8KRC6GirGT/oPoFvQzAx0qeQnQ0Pnz7HrVkv1KKa\nu8f+pniRQp+M++/v4b9IC+ZDLndk6mSR4UOVpFOe7TNSU1PZvHU7m7Zsw/v2bRISErGyyk/dOrUY\nPKAflStVyvBc4eGgr0+mbfgaRYqXxtRAm+sH1gCQpJBgVb4C5UrEc36X5oQcQCH3VgQGhTC8V3s6\ntmhAuZJFkEgk7D9xkWnLtnHL+/YnnSfy+P9DRsVcXgeI78zgQYP57bff6Nal81d7jp49OZOqNZpx\n/E4/yo9owNU5V8hvksTV2Qe48PDz3qCBYQYMXFkDqURFA9fXNJ7mASixMn2K9/x7GOl96v2xNk2k\n95JadF9Um7Gtb7L48BXikg4ydXI4rT1NeeZrz4FDZThxUkFsogxDo6L8OibzT9X/ZtXyFHr302LE\nMHt+6dqBCw8Tseq+G1G8SaFCfZk2oyV1a6to0FibqxcUlCiR/kPH+y0GQ0Mpga8TUKv1s2Xjfzlx\nUsLUP+RcuZCM9J8QoWLFi3H3uf+HY5JTJZy664ClcWK6Qk4UoWbJIKoVD8a9WHCuCjlRFLnw8Anr\nTl/g6lM/ImLjMDI0oGqVKqzfmrG6WgoFHD4qZcmCZAYNzJjgrlC+HPsPZKygbHIy+PoKlCqV9QdO\nV9cy3L56PcvjvxcFLcNo4XYXRaoWbyNNKePwEkGAR6/tmLGvNbN/2YJU8vnnUtrenrNPPhUSv81Z\nyZyVW2hUqzL718z+YsbmpRvGrJ3rj5mpMWamxpy84EXb/hPxeexHRdfiXNm78ot1ytIL7K9QejIp\nBDB+3MUMn/vTp74sXrac4ydO8SowEC25nFKlSjJ18kT69u6JoWHG2wu+p11HLfbul7JrezKtPTOf\naPFfjh0/if/zF/hfSmulFxsnZdCkwpRySeTvhZovh3Nk/TymLlrH1gOnWLR+V1pyjKU5SqWavxYt\nzhNyeeTFzH1vGnp4EJ+QwLXrX48jMjIy4qHPRQb29yYibicTNqf11StmF82ARp8/AXau5cf12buZ\n1dmL43fsgFhaNJ1DcJQfk7Z+9LKkKgUi47Wo7BKK9197qO8awJw9+iQke7JhTTyTJ5pQooRIK08V\nmzbkI/RtAa5eTMa9ii3jJtiizsY1MV8+2Lc7herV1Ny4KtC7Z28sLDeCEMbrwJX43JPwLligXl3V\nFyu1f4tChWKJijIkMFDIlo3vSUqCpSukdOqihZGh+EHIAbhXrcKr0I+izcYsEQeLODwrp18c1H1c\nS0oNbc+x2/b0rp/z/Xmj4hOYu+8I7r9OxbxLfzxnLeBxRDTdenTnhe8jYiJCOH7kQIYLpHbuLkcm\ngy6dM/4h169bh9CwjHU5CQgQqF5HB9cK2nh7Zy0dsH7dOoR8hySIJ29suBtQkCdvbHjyxobd1yvz\nMixjgfdRCfrc9Hdk86WauBZ8gfdzJ274pbVR61nnPCq1hM0Xa35xbK0SJYiIjkGtVhMbF0+5Rt2Y\nt3obK2eO5fCGeV8Ucmo1tGkcTvlSaUlDAa+DaNx9FNraWpzfsZRr+1dnueDsrwPL8ujRXdTf+CGm\npKSw4e/N1K7ngYGpJcVKl2X/wUNUrVKJy+dPo4iP4tb1y4waMSxLQg5gyKBUhg9JxbOFBi4IwIDB\nQ6nrXoGCdmkP0wdO5SM5ReDE5sfYF9B8qEQJl8LsWj6D4NtHUPhd4MSmBQQFhxESHkG9evU0vl4e\nPx9526w/AEsWL+by5Yvs2rb5m8fFxsZibF4eAx0//FbuRl/n89gkb78XdF64lrcRAYAecJ+hQ86w\naH5/LKz7QepYXqy+iVIJPZfU4k2EAcZ60Vx+bEOKUg9QMn5sMjOmS7/61C2KcNdHoKyrqPGCvaGh\nYGYGGzdJ2XdAxrDBqdjZihQr9u3v6ZugIOo2aMLbd8HEx19CEEpT0U0kNEzg+iUF+fN/c/hXEUUo\n6KyDVAIBLwU6tk9l2+aPn/tdn3uUr+RO1NZVgIRDNwsyaFV1JrX3pr/HtwXa0Rs2dFzQkAW9LtOr\nfs4Ut7386ClrTp3nylN/wmNiMDQwoHLlivTs1pU2rT2zVFcrIQHm/yXj9+nytG35xKRPBO63UCgU\n6BqZ8S7weYaKsnbtIWfLNhmiCGtXKOjVK3PXq5CQUKzsCnF0/Hh0c9F7cfZBKXZcdUcQRBIUOpSw\nD+SmnzMTWu2jopP/J8eq1BLuvCjEDX9nbvo5ExFvQGn7VwSEWlKv9APcnPz5fWd7apd8SPMK3hjr\nJdJvdV/GND/02VyiKFJ/+nRmjx/I73+txcTYkMt7llPIzibDtvsFvKZo7Q48OLXls23VzKJWq9Fz\nqc36NSvp3Knjh9f9/Z+zeNkKjhw7zsuXr5DL5ZQuWZL27VrTt3dPjDJTOTgDxMWBtZ0uBoYi7wIV\n2bpu7dt/kLYdfiHQ6wDW+b8egpCTTJq/hkt3fBk8ZCjt27dPf0AePy15MXNf4EcVc7GxsRQsWJB7\n3l7Y2dl+81hzKzuM5CeZ2C4Oj3KvOetTgNgkLbTlKioWCaPlrKG8jbyAuYUZ1auNoHePTtStUwsA\nfWMr9ORPsTTWwe+tEakqKYa6qYisIlW9nnz55vLuXX2iwxIxTr+sVY6iVKb9l9GSBR1+6cbps2dp\n2WwNV72asmGNmjdvJBRxVlOmTPa+4+9bhumb6DLxt1Sm//5RzKnVamS6RlycOZGtF9tz41l+Otfy\npVf9p1/cBvs3bWbX57SPHVHb1mtsOzhFqaTZH/NISE7lyesgVCoVhQoVpFmTxgwZ1J/ChQtne437\n9wVc3XQQAK+rCtwqZO7z1TM2Z8nC+fTq0S1Dx585J1DfQwdjI5Ho8My3QNPSN2GipyfVi+Vu5vd/\nufSkGBvO1WFRz7UY6aZl2LaeN4qoBEMMdRJoUv4utUs8xNEqhIg4QybuaE9knAHjPQ+Q3ySGM/dL\nset6VXrWPouTdQjTdrdlZd/VWBh9WgOu6ezZJCYn06ZJbbYvmZYlr5pb054kJil4dHZbts+7Sss+\nJItSBvbry+49+7hx8xZx8fFYWlhQu1YNBg3oRzX3ql8NM9EUv0+VkaSAubO+nqCTEWwcHClX3JGD\n6+ZqyLLMce7abbqOnMGduz6Z7lKRx89HXszcT4SRkRFdOndmxeo1zJz+9Sw/lUpFVHQ0XZv6svtq\nNdacKorXMyssjZNIVUkw0UshMLw4EqkzSUkSrK02ULfOR5d/6VJFefKoHHO6zqdMYRWpSin3X5rR\nc+lERgwZyLQp7sydl0JYmICxseZEvloN27ZL6N5bi2pV1Zw5mUJ6DiGZjHSP+TcG+nro6ekRFt6C\nUcNVVKksApqpZ/Y+YFpHB/r3/nROiUSCoX5dRq5zIzCsELcX7PmQoJIefw8/T7FBHYiI08HCOOt9\nWmMTE1l+7Ay7r9/i+dtg1KJIgQIFWLd6BR07tMtyVfuvUbq0yIG9yYyfKM+0kAMoYG3NxUuXMyzm\n6tUROX44GT//rN3sLS0tuP3ixXcXczWKPWGvV2VGb+rO6n6rAOhX/xSzD7TC3iKMw94V8HlZkMh4\nAxQpWsikSqISDFhwtCmbhywhMMKEpBQt3kWb0rryTZqV92bNmXpMaLUPgLikJIZt3EiyUsniqSMY\n1C3rxWNFUSSfiWa8YxVKFWP55r0MGzmGoi5FGDt6JAP69cbMTDPtwzLK1N+zJ+IAtmzbTnBIKOuP\nrdOARZknLj6BHqNnsmHj33lCLo9PyBNzPwhDhg6latWqTJrwK7pfSbeKiUmLhTlw8y+i4jzZOOw8\nLWc2IjQmrX9pgkJEpT7K6hXxlCmjReFCn95oL547RbFSZWkztwd9GtRCSyZj73VvYhLiadcmLdtv\n7OjsX/D+y4pVMqbNkKFSCVy8LMXPT0h32zSzdP5lGOs29iA5WWDtqpwpSjtssJKmLbUpXEjN6bMS\nbKzVNGkikqJcRUDway7MPJxhIQegr6OksFUsL4KNMi3m3kZEsfDwCY54+/AmPAJDQwNq1qjBqg2D\n6dilO506tKNL506ZPcUMc+eugKWlSECAQKFCmftbFi9WlPsPHmZqjEdDNR4NMzXkA0WcnXj+QjMN\nzrNKYrIWGy/UxvdtfpKVWjSbNYZmFe4QmWCAiX4cFQq/YF6XLTx9a4Opfjx2ZhGExxrQfuFoBjY4\nAYCpXhLa8lQGNDgFQOvKXnRYOIIUpZQHgX5M3LEDCzNTXlzZg6111nv+qlQq7j3xZ//q2Ro59wW/\nD2XV1v3s3PI3zZs31cic34tRY8bj2bAmZqYm6R+cA/y5ahu1atWmYcMs/hjy+H9LXgLED4KTkxMV\nK7qxfeeurx6TL18+Lp8/g0QvknjFHrotrMr7no4ivqQq/6BZ0zN07yanfDnxsxpwWlpa+D15wIAB\n/dh+zZsNF69TtkplXjx7SMmSGev/mBX691Vy48pHsXL5qua/dkePlwJsmDH1IZY51Lt++tRUJk1I\npV0bFSnJEPBKglk+kbq1jyKT98HBMvNdJ7aOPEOpgt/Oen3Pk8A39F22jsL9RlJ00Bj23PKhZoP6\n3L99g9iIEA7v303tWjVxsLfH5969TNuSGa5cleH7TMKrwMx7y6pWqcTLV4HpH6ghypYpQ0hsXK6t\n5/vOmldh5pz0KcOua1XYcbUqA9f2ITZJl9/b7wIEElL0SVbJ0ZWnEJtowKl7rmjLlZRxeIW9eQRq\nUUKKSo6BdiI2ZlEERxvz6I0DzSvc+rB9b6irwEg3ibVnnzJ2yxaa1a9GwLW92RJyAN73n4Io0qRu\nVQ18GiCTyShZ1JGFS5drZL7vxbr1G4mIiGDNnF+/y/oPn71g1bZDzJyd1+Uhj8/J88z9QAwdOowx\no0fTo1vXr8aPVHOvwrNH96jboAnXvWaQz7QRPXrkZ+7MwUgkv6W7hkQiYcG8OSyYl3sXBKkUtLQE\nRgxLYepkFVlMSPsqe/dJ2bxFAnSmQf2Nmp38X8jl0Mozzetna5trgwwvAAAgAElEQVSWFedeVeTQ\nYStOnXqRpTltzL5cL+w9Vx77svToSS4/8SMuMRFbGxs6/tKJMaNHYGf75fjKEsWLceHi5SzZk1HW\nr07B0PDzB4aM0KSRBxMmTUGtVmc5SzIzVK9W9YttpXKKx69tWXeuLq4FX1LANBKAHrXPU7N4Wua5\npXEM4bGGDG54gvuBDlx+WpwxLQ7xLsqEw7crcDegEK/CLDDQUVCj+BP0tBQMWtcHz4o3aVvl2od1\nVGqByHgZe7xOsGTaCAZ2bZ1t22/cfcSQSfPR1dXRaAxbj7ZN+HXOSo3N9z0YN2ES7ZvXw9go9woT\nv+fEBS8GTJzPtOl/YGdnl/6APP7nyEuA+IEQRZHixYuzculCatao/r3N+aFZs06KVX4Rj4ZqnItr\nk5raFbXqLO9eZ01UZYfk5GR0DPPxdPmfFMiXBXXzL9RqNYdu3mHNqfPc8g8gOTUVZydHOnZox4ih\ngzHOQGbKqjXrGDnmVxKiM1YCJLcRRRGpjiHeXlcoV9Y1x9dLywK35sj48eh9h3pct/wlbL0sJ0Vl\ngihW4XlwSZRqKYM9jhAcbc6t5468izRFLQp4VrpBtaLPcMwfjK5WCqtP12Tn9VpoSVM4MXHWf+aN\nZdxWZ5b98Zz+nVtly8bj56/TY/QMwiOjKWhnza8DutC7Y/NszflvUlNT0StSm1PHj3xIyPqZWLJs\nBSPHjCPC5wQGBrnbMmv/iYsMmryAdes30Lhx4xxPFMnjxyIvAeInRBAEhgwezOJlK/7nxNyLFwIn\nT0vp3VPJf9soRkSklSv5N06OIg0aa2NoKJKY+BxdnWM8eXAn9wz+F9ra2ujr6XHk1l36NqyT4XGi\nKBIVn4D/uxCOevtw5v4jnrwOQgRKlyrJ3Dkz6du754eejxkhORnq1alFYmIiKpUKaUZrhuQigiBg\nYmzM8ROnckXMGRkZIZfLufPiBdWKFiUmUYfkVC0sjWPTH5xBrvvqoFSZU8I2nMN34ngebIWedirJ\nqTpcfNwaEIAowAnwAYqw9ERjzAzDqObygqDIcijVcnZfr8KJu8VITtUmRfVeNIikqLSIiDPAzPDj\nVv6i439TtYIt/Ttn3+u4aut+wiKisLIwIzwyBqlUsx5TuVyOi1NB5i1Y+NOJObVazaQp0+jSulGu\nC7n3HrkTJ09Rrly5XF07j5+LPDH3g9G1WzcmTZ7Mq1eBODjYf29zcg2VCnbvlbJztxSFIk3c2dhA\njeoqNm2RsW1TMo08Phb8rF1Lzb7dyTT31AYsuO11ASurLBaT0wAO9nZcfPT0q2LO720wM3cf5MpT\nf6Li40lJ/ZgoIZFIMDUxoVy5skyYPo12bVtnafsxJQVKldXh4F5HBEHg3v37lCtbNsvnlJM4ONhz\nzevrhbI1jVm+fNx/9YpqRYvSd1V/wmJNmNh6D1YmUcw+0JImZe/Q3j1rnSKm7C7MpccNgUdIBBUI\nZ5FKOiGKWoBIQbsdqNV9mTUuCkMDLw6dmotzITvmrrxKRNQlDnq/b0mVAsiJU0iAKcDvwGzAFfBk\n25VqDGmUlgzxJCiId5GRXD+qmazK9fMmMvT3v1CrRQwN9OgzdhaJSUkM6tZWI/MDdGnVkBlLNmls\nvtxi/oJFJCYmsnTqiFxd99INH7qNmsnBQ4fyhFwe6ZK3zfoDMmrkSKQSkbmzZnxvU3IVlQoWLZEx\nY5YMG1uRwQOULFkmIzxC4OjBZMqV/fS76u8PzsW1gTjKlDZi+xYFxYp+H9u79ujN1bPn8FmY9jcT\nRZGXoWFsOHOJHVdvEBwZhb2dHc2bNaF2zRq4FHHGyio/pqamGo0bW7VGyuBhWojiPubM9GXUiGEa\nm1uT9Ojdj4uXrvDC91GurFe1Rh0S3wWzoHt3giJN+WNva16FWSCTqhEENTKJmopOz1GJAn7vrGjk\nepd2VdMXmy3nliQ2qTnd2kygdwcnHvoG0Kl5/U88OA+e6uHq4cq9kz6UdPk0RvKx7wvWbD9FdFw4\nZy+P422IO9b5k3gbYgaE4uK4lWfPBwIgFdSsGbCSghZhTNm1i6DEWHwvfj1hKqtsP3SazkOn0LxB\ndY1ltAIkJSkwLF6Pa5fOUblSRY3Nm5Oo1WpMzK35xbM+y6aPzrV1b9x9RIs+49mxcxd16mTc25/H\n/z/ytll/YgYNHkzFihX5feIE9PX1v7c5uYZUCiOHK0lOhratVcz+U07zpmp+G5+K3n92N27clODZ\nRgsIY86svRw92o8y5XXp3UPJhF+V2NrmzkOKKIr4+qZ1b3gZGkb18dN4HR5FdEI8arWIibExTZs0\nYsb0KdjnQuByvz4qRowGQ8M73Lz1LMfXyyq1atZgx649ubaea+nS7HvmC4BNvihW9FlLvEIbLZkS\nLZmKeIUOh25VwEgviTP3S7PydEMauPpgovflkjG+b63YcL4OsUl2FHM+xvp5aTFrVSuU/uzYoZML\n0bx+BMaGn5f9KV6kMAt+78+W/eacveLA2R1PGDOjIMFhCtRqgV7tHRk7MxYrIwUVnV/x6LUdBS3C\nePQ2iPYtcqaN08ipi2jTuBY7lv2h0Xl1dXVwdLBlzrz57N+9U6Nz5xQzZs0hOSWZBZOG5tqayckp\ndBo2leUrVuYJuTwyTJ5n7gelRYvmNPFoQN/ePb+3Kd+VGzclLF4mo1ULFQ4OIna2ao4elzJ+ohZh\nYSCKfjx/mkLhwoU5eUrCvgNSwsMF9u5K0agdsbGxXLlyjes3bnLv/n18/Z7z7t074uLjEUURfX19\ntLW1qOhWAbfy5albpxaVK1XMVLybJoiMBHNrXWpUH0x09GV8vHNvKzMzREREYG5tT1xkCAYGOZ8d\nuG3HTnr06seJCRPSPXbK7tZcepxWqqej+yX61Dv/4b3nIflZc6Ye/sH5MdRRoKvVBeP8QVzbvzpb\n9u0/kQ9HBwWli6V57mJipcTESbG2TEXPJREJldk69Hem703lRegqFKmp3Du5ieLO2Wu39SXsK3vS\noGZF1s4Z/9Vj1Go1R89dY+32g0glUvat+dyDp1AoiE9UYJ7vY022KQvWsmj9HmIigjVut6ZRq9UY\n5rOkb8fmzM9FMbd04x5O33rG4SNHc23NPH5c8jxzPzlDhw5j2LCh9OnV4386eykkVGTbdilXr0kw\nNoK37wScndQc2JOMTQERp2KmOBbdhVRaGWMjLXwf38tyZfnIyEhu3LjFHR8fTpw8wzUvL0xNTYiJ\niUWpVCKXyzE2NsamgDVlXUvTt3cP6tauRalSJbO0VSqK8OCBQMcucqpWUbNmZfYLNv82WU6vHips\nbUxZvCwo2/PlFGZmZmhpaXHy1Glat/LM8fUa1KtLSmoqKUolWul0xJjSdi+3n3szYXsntl+thoer\nD6Gxppy8VwZvfyc6VrvC7213oauVyvKTsVx5nn1h4ukR+cm/jY1UGBupEEURtfo2giQ/7RfuAPzR\n1vqDcQPCePVGgX2BWAz0NdM8/j0tGlRn7fZDONjkZ2SvDujrp7nFg0MjWLJxNwdPXcb3RVqdQEfr\n/PgGvePNu1BsrS25/9ifxRt3c/rSTYKCQylgZUGg1wEAEhKS0NPVITYujv0HDuHZUnPZsjnBpN+n\noVapmTN+YK6sp1TCi1cS5q7axsHDeUIuj8yR55n7QRFFkdKlSzN/zgwa1M+Z7ZSfAZUK6jaUcWif\nki/13o6IgDYdlBgYRHL0mBMH9+6gWdPGGZr78ZOnLFqyjJOnThP09h1KpRKZVIqhri5acikhUTE0\naezBsMEDqVqlska3vAcOkXPoiJSkJIiMTBPr3bqomDg+FSenzP0m1WqYOFmOZ0sVnbtp0be3kuLF\nztPMswnKJM1lbGoae0cXmng0ZMWyxbmynlzXiBkdOuDm5PTVY1JVUm75O7LlUnWevi0ACGjLUnGy\nDsHd5SlVivjiYBH+4fhzDx/y5+FDJPpeyDG7XWqew//Vr8hkYGSgJjJajkQChvoqBEGkY4swlk5/\nqbH1lEolgyf/xbYDJ0lI/HSb2cRAnypFHOlWpwYe5UojkUhw6j8KqZaM6Nh4FIpkrM1MqV2yGPdf\nBhIcF0c1N1eu3rpPaGQUutraJCUnU7dOLc6cSF+wTJws5W2whPWrM95ZBSAqiizVQHyPSqVCz9iW\nFvV/Y/vSauTG8/SKzVas35mIufUITp46nfML5vFTkFHPXJ6Y+4HZuGED27Zt5dSxQ9/blB+a8HCo\n5K7Di4AECljXpEO7akyZ/BuG/6lOrFKp2L13P2vXbeDGzZvEJyRiZWpCjeIutK5akRolXNDX0flw\nfJvZdzj3cBP371ykWFHNZVao1bBxk5Sa1dW066RNNfdURg1XsXO3jKaNVZludSaKsHqtjMlTZISG\nCRQrKhIXD2/eNCT49Rry58+hlhj/EBMD5y9Iadkic23UGjZuRmRUNLeu52yB4/dYFnCgnosLfep9\n/eEoOVXGxB0dqeryjEaud9DR+ra3NCQ6mo6LFpH64nKOFkAODpUhlYKFmZK4eAmP/XT5e7clJy+b\nEB4hZ+Nf/p95996TkiIgl4tZEiRBwaEUcm+NmYEBV2ZPxuoLbazWnT7PtkvXaeteia61qqGnkxZa\nUKD7YOIVCpwKWFG/dAl616+Fs40103buY83Zy0SHf9ujKYog0dbF2FgkOiz9dnfXvSRM/UOORBA5\nflJKs6apLPpLSX5LPou5TY+RY35l0eLiqMX+eB24j5tr5ru7/LHYllSlwNSRrzN0vI5TZfT0NnHg\nYEFq1aqV6fXy+P9Jnpj7Aj+bmEtOTqZw4cIcO7iXMmU+D6zO4yP+/gJFiusgSFIRhEvY2Y4jwO8y\noaGhLFq6nH37DuDr/xypIFDUzoY2VdzoVb8mRl+5yitVAvl+6YGW7DWpynZ4eJiwesUSbG1sNGp3\nQWcdTh5JxsUl+7/DvgNlhARLOLgvBe/bEtxrlmXj2nF07NBOA5Z+nagocHDS5eFdBfb2GT+PKdNm\nsHT5SsKDM3azyy5uVaojRkXzZ5cuGptTFEXqTZvGwzPbKOrkoLF5M8ONuwa06e/CrwODGNg1mI6D\nnOnVIZjIGC0OnsrHyYumXN33gKJOSVmav3rr/siTlRyeOCpT41KUSmQSyWciNyYhEfteQ7l76/pX\nr2vetyW0bKNFUJDAm4AkvvWzE0VYvETGmPFyli1O4dFjgUVL0opVCgJcu5RM5UoZ34pOSUnBMF9+\nUlLSPq+/F/jT2TM8nVGf02W4MyWcE/l1UPrhDq/falG8bins7dvy+MnB/+nQmjw+JaNiLq836w+M\ntrY2Q4cMYd6C3NmG+pmxsRFp0lhNVKgSa6sKvHzVEQtrO/LbFmL50uUUNtRj19ghhG9ZydXZkxnR\notFXhdx7JIKaFKUd+QyPcu7sr9gVGkypspXYu/8AmnoI8rmlyJSQ87ohYfuOj4WA372DrdukNGup\nxZq1cp75pt0EKpRXY2ERy9XrOZ8AYWoKM6en8vRZ5m5ATRp5EBUdrbHPMj3KlC7J25gYjc6ZqlIh\nk8m4dOOuRufNDJXKxnN5z0OW/m2NW7PS7D5mjkfXkmzcZUmtKrE8OnM3y0IO0uogRsRlvretlkz2\nRW+lsb4e9vktmDF77lfHxsWpCQoSOH1c8U0hBzBwiIxpM2Xs2pZMn14qhg5S0bypipjwJJLjkzIl\n5ABGjB6HRKiEno6aczseZEnIAZRwTiQ0Qp7ucfefaFOvUzGsLEIo46qbJ+TyyBJ5CRA/OP3696dw\n4cK8fv0GO7sv9+LMA3R14fCBZADeBBkDznSoVJ6Bjetja54v0/NJJSIjW/jw1yFXniw7xJ5rjszb\nvxF/vyTadliCjnZv6tSpSe8e3WncqCFaWWwTZfL5rtUnxMfDXR8Jfv4C4eECh49Kca+ipmMHFZs2\nSxk2Sovq7ipatlDRxlPJ4BHaiGKaR6JQQQcePHyYJbu+hihCh1+0GD82lbAIAVENDeqrGTww88kb\n5cuXRRRFHjx4SOnSpTRq55dwr1qVrVt3ZHpcVHw8pv/KuH385g2Hvb25+zKAsJhYRODKrfv0/aWl\nBq3NHAXtkrl/0gevOwYMnlyQp8/1GNbrHR61orM9t4NNfvyfv9KAlR9pV7Uiq0+f/er7nbqmhTvc\nvCWlXt3Pv1sqVdp3USaDS5el1KqpomWLNNFWuLDIwX1Zy2ZPTk5m1ZptqFQx/DY0iJqVE7I0D4B1\n/hQe++t+85gWvVM4cqYkoAtY8iLwN1KSR7Bv/4Isr5vH/yZ5Yu4Hx8TEhO7durF42XL+nD3ze5vz\nwzNjVponwET/KDO7ts/yPIIAkzv4MLmDDwCda/nxS00/rj6xouuCmXSvG84h7/O07fALKrUKs3xm\nlCpVEo8G9enZvQvm5uZZWjc4GI4ck/LmjYSTpyU8fy7g6ChSxFnEwkKkcycV3bum3dwmTpGzenkK\nbdt8jFW7cl1FXBwYGUGpkiU5fPRYlj+DLyEI0NhDRaVqOqSkpHnkGtTPWjalRCLB2NiYQ0eO5oqY\na1CvLoqUFFJVKuTfaHP2KiyMI7dvc/vFC95ERqJUqWjp5sbD1695FRaGUqXCxtwMj7Kl6NWgNqM3\nbONdaNa8N5pELhepXimOeycfULdjcZSq7Hl4IqNjWbllP/uOX6RzzaoasjKNoc0aMm//Ue7du//F\nrdYAXwU6OmmC7b+o1WBlq0NsnIAiLgmvK8mftQDMsl0jR6OjVRTzfCm4FM66NxMgIFCH/OZfT9w4\nfDqZo2ddMDAohVIZikIhB4J4FZjnmcsj8+TFzP0EvHr1inLlyvHi2cMMNVr/XyUmBsysJKhU2mwb\ntZymbjrpD8oCKrWAVJL2uxFFkUev37Dryg0uPX7GkzdvMTEx5W3g8yzNvWSZjIOHpZQrq+bP+TLG\nj01l5h9f9nqFhoLlN3IbNm/dTt8Bg0iK/XJgfHbw9YV6HjosnJ9KK8/MJT78mwqV3TE3M+fE0YMa\ntO7ryHQM+bNLF1wLFvzwWlhsLEdu3+aGnx8vw8JIUSqxMDKiYpHCdKhehdl7DxMYHkF5x4J0qFaF\nNu4VPylv0n/5eq4HvMT/8u5cOYeMULhaOeq6x7BmTua+h9dvP2Dpxj2cvepNWGQ0hnq6VHJ2ZMuI\nAR8SGzRFqWHjqVitGru2b8n02FFjZGzdIePtKwWayjtJSkrC2MyKmeP6M7JPx2zNpVJBIffyHFr3\nBNcSiZ+9//K1hJL1i5Ck2AUM+Nc7QcB5lMoOP2Rf5Txyn7w6c/+PcHBwoGHDBqxZv4HRI4Z/b3N+\naCTCTFRMwUTfHgjNkTXeCzlIaxpf0t6Okp3Sujvc8ntB/cmzEEUxS7EvQwYpGTIoTbyNH5v6zfIK\n3xJyALVrVkehSEahUKCjo1lhW6QIjBmlxOuGJFtirnzZshzPxTIMJibGePn64vfuHZefPOFFaCiJ\nyckY6+tRrrADg5vVp0O1yuj8a9u8RaXy35yzdqli7Ll+M8t/85xg3sSXDJjgiEetKFo3+rqYVyiS\n2bL/JBt3HeHOI19SUpXYW5jRyq0cgxrXp2B+ixyzsW0VN9Z8Y6v1W/Tvp+SvRXJiYrJXguTfDB4+\nEj09XUb07pDtubzvG2BipPqikPO+p6Za62KkKrcCozDQ1yM+IZF27Qaza5cxc+dG5wm5PDJNXgLE\nT8Lo0WNYtGQ5KSma7Wzw/wljY3ByOopUGktQpD6j1lf+4jZNTlLBqRAicPfuvWzPld2blI2NDRKJ\nhFvet7Nty5fo31fJnFmZq//1Xxo2qE9wcIiGLEqfiMgodl2/zqZLF9HX1WJ8m+a8XLuQ1+sWc/C3\nUXSvU+MTIZcRWlauQKpSxVXv+zlkdeZp5RHJiU2P6TPWieDQLz+zr9y8H8Pi9RgyaT7K+CRmdWlH\n6KblPFg8mz97dMpRIQcwrLkHsbGx3LuX+c8tOiZNNCvSr1iSIRITE9m0eRtTRvTUiCCPjpVhZfH5\ntfrRM12qelbExnYTMtkIOnvWJj4hTfDt2pUfOEXv3p2yvX4e/3vkibmfhHLlylGkiAs7c7Gf5c/I\njGljUKl6MnBFJXZetic0OvNZeNlBEARMDQ3YdyB3tg3Ts8XYyIgLl3KmjptcTraLqTZsUI/U1FRe\nvtJsgP3XaNqkEbYW5rzbuIzT08YzrFlD8mWznZi2XI6DpTlLN/5Yv82yJRPQ0VYx8LfPW35d8LrD\nkMnzGevZmLDNKzg7fQK969dGW1PBZxnAWE8Ph/yWzJjzZ6bHliohIpFozis3YMhwDPX1GNpDM2V8\nnAomcfeRPsGhHz/PxestqepZCmPjnVSqdB2lUsmW/Sf/efcO8BtQKUfrFebx/5e8b81PxOjRo5m3\ncHGulXL4GfFs2ZwlC6uho2tNQoopxYeMRqnMfpuszOBSwDrHBFRmsbEpwO07uVs2o1MXLc6eF7Ao\noMO9e3DdS/jEQxr09i0TJv5OSdcKmFgUAGDR4mW5YlvLZk2JzEKZjfRoXK4M56/ljAc0q4gihITL\nOHjanAMnP1U93YZPp2bJokxo2/K7bg23rVqBU1nYZg8PF7C0BE1EDyQkJLBt2w6mj+6T7bnCI2VU\na1USXW01BfKnYFPRDd8XOvyx2JaR0x1JVEiIjHrL0KFjCQgIwLNlWga0mVkAUullQI/Hjx9n2448\n/vfIE3M/ER4eHqjVYl6rl3QYPLA/sZHBKJNiUatFrj31y9X1qxcvwpOnT3N1za9R1KUIvr65e/7e\ntyV4NNEhPFyCq5su9RrqsHzFPuo3aoqJuTW2BZ1ZuXo1DvlN2LLod4o6OvDmreb7yN6+I9Dc89Mt\n0+rV3ElUJGtc4A9sXJ/wqBhCwjSfbJIdpNI0oeZUMPnDawmJSbwJDmVR767fy6wPDG3qQWxsXKa3\nWi0sREJC0hINsku/QUMwNjJgQJdW2Z7LzFSJeb5UfhlWhLchWkwY/BobqxTKl47l5OaHjOw9HSiO\nu3spxo8/ydp16yhXrhwREa3p1+8IZUqfpmzZstk/qTz+58gTcz8RgiAwYfx4/pg1N887l0FkMhnh\ncfGERGtj17MzR2/ZYNWtK0Hh367/lB08K5UnKioKlSbuNNmkQvlyBL19l6tr7tqWjEymwtLiKaAm\nMWkjI8f0JOzdG0b0akfw7SOE+xzn8IZ5tG1Sh3IlXfC590DjdkRECHjdlHDs+AlateuIpY0DLiVd\nMdDVJVHDsaf2FmYY6+ux5O8fZ6tVEGDGmJc0qxvO4TOmHDtvQnConOPnbyCXSXM8Ji4jfCggnMmt\n1mEj5Xg0VGc7kzU2NpYdO/cwc2y/7E30D4IA+noqbtw15MKuh0wc8obBkwvStHsJGnQuybzVkwFj\nJIKSgGe3KV6sGHfu3KFjhw4sWzYXn3ttNZ6slMf/Bnli7iejXfv2hIaFc+nyle9tyg+PUqkkOSUF\nN+fC3HhqTkyiNgsPlyY5VYKZUXL6E2SREg52SAQJFy5eyrE1MkqdWjWJi4tDrc5aLbgsrdnAGoVi\nJImJJ2hWrz97V8pJ8rvAnWMbmTSsBxZmn275NahRkTdvNOeZ8/d/zojR4+g3sBlhYUE092zLg1u3\naFvBlTsLZvB2w5J0u39khapFndl//ILG580MogiP/XQJCk7zSLq7JXDkrDkT/3SgWY/i2FR0Y+eR\nUCxNfpwSR22rVMzUVmtYGGzdntbxIbs7xH0HDMHU2JDeHVtkb6J/sXH+c2Ife1HMKQmnGmU5fen9\ng/f7/7uhFnV4FtAJLVnaCYwclblWaXnk8V/yxNxPhlQqZfyvv/LHrK+3wskjjRWr1gDgMfVPOi9s\nClzkhm8ihrp+RMXn7NOvhakxBw8dydE1MkLZsq4Aubrtm5iUxMa/jIl5VJEDa3vQ0qPwZ8coFAIn\nLpgw8U975q8eg0IRglQnGkub8xSwD6FP/8QMZyInJiaybMUqqteuh4GJBc7FS7N102ZKWsawqPcm\nIras5M786czu1gEn6/waPtuP9K5fC9+AwO/qke0zzpFGXYtTtHZZqrUqibVlCvMmvQBE7AskIZer\nCQg8iUsBq+9m438Z2rQhsbFx+PhkLANcVxdSU7OffBMdHc2evfuYM35glsbPXmZDSNjnCSNyuYhM\nBpv3irwN0eJdqDmQ9p2oWvUZ168HYWt7nuHDQxg0dASQVhw+jzyyQ4bFnCAIUkEQ7gqCcOSff7sK\nguAlCIKPIAjegiBU/M/x9oIgxAuCMPpfr5UXBOGBIAj+giAsFv6JvBUEQVsQhJ3/vH5DEISC/xrT\nTRAEv3/+6/av1wv9c6z/P2Oz1k/pJ6Rzly74+T/H68bN723KD03D+vUoVbIE1erW5p73VZJiS7F5\nwyVik7bgOrw2T16nXUDfhOtrfO3iNgW45nVD4/NmFplMhqGhIUePnUz/YA1hlT8/F718Pns9MEjO\nyGkFaTvABWs3N2YutUUmFenSOoJOLQOpUfE8xvq3eRdsydr1hkh1ZCxZ9uVagf/H3lkHRJW1cfi5\nM3SDdImAmCgqJrbY3bEmdq+56q4da3d3dwc2il2oGJiAIiAioTRM3O8PdHddaVD3253nH/Hec95z\n7gDDb97zhu+ly3Tu1gMrO0d0jcwYM3Y8qZGR/Nq2GWGblhG4egE7R/Wnl6fld8sO9CxbGokgYe9x\nn++y3t9RKsG1WBJPL9zjwZl7uJdNoGTdcoya7shPrd7js/sxWhpKXr4KoWqxoj9kjxlhpKeDvYU5\ns3Jw1KpQwIBBGmhrQ2o+neu9+w/C1MSInu2bAiCXg0V5d/we5sxrO2mhHTXbl87w3o5DT/AaUwKI\nAqSAFC+vq1y9WpwqVZx586Yukyd35JdffkEURZydnfP3MCr+8+S4A4QgCCMBd8BAFMVmgiCcARaJ\nonhSEIQmwFhRFGv/Zfx+0v3KN0VRnP/p2i1gGHAT8AaWfpo/CCgjiuIAQRA6Aa1FUewoCIIJcOfT\nuiLgB1QQRTFWEIS9wEFRFHcLgrAa8BdFcVVWz/D/2gEiI9Q3cLUAACAASURBVFatXIm393GOHfrn\nxOj8v3Dl6nVq1tlBIYM5tK8Wzs4LzvzcKoBRrQuuTtjCw94s8j7Lh6iIArOZV9zcq2BjY82JIwe/\ny3pNW7QhPCQIP+/N+D3U4dJNQ46dNeHuY12MDeRMHB5Kc88YzAplnoRw/PwDOg8uQVKKM+bm11i6\nwIiHj89x5Ohxnj1/jkKhwN7cjHquJejXoA4l7P8ZfYtrjJ9OIStTzu5c+qO3glIJJeq68eFjCLEf\nr6NQegLpr9OAhrOZ2+vLqtMv3xpgZpiMoU567cAbz0x5GW5A1zpBGdqPSdAgIMSE6iXz/zM+bfch\n1p6/xMforG2lpoK+iTZ9vWSsWJb3JJbo6GjMbRzYsmgiXVo2ACAkTAPnGhWYNvo14waFZ2uj4+Ci\nnL9iiM/uAMqU+LM48OZ9Jxg3Zy0yeTE+fFAHzgPhpKaa57mHs4r/LjntAJGjj6yCINgCTYH1f7ks\nAgafvjYEwv8yvhUQDDz+yzUr0oXgDTFdQW4FPnembgls+fT1fqDeJ69dQ+CsKIoxoijGAmeBRp/u\n1f00lk9zf1yX6x9ALy8v7t7z5969rz0gKrKmukdVOndKJDruF1adKsPHVB2m7qnArecFFxDesnIF\nPsbF/yOKPFetUhn/b5BgkBmlSpYgOPQtt+7rUbVlWQJe6DCyXzhv79wh+NpdvDpGZinkAJrVK0P8\nU3W8t5wmMrIYnbrVY+GiN1ioa7B6YG+it6/mwZJZLOrT7R8j5ADaVa3IzfuPsx+YAacuXmfKovUc\n8L7Aii0HGDNzOb1GzWD87JUkJWVdHfd99NeFgePi40lJGU5UrBRdTU/AApADcvZdK8rrSG0SUtQI\neG1ASKQOOy8502RqU16/12XG3vI0ntqcQWtqs+G0M5cem5OQ8uUaEbG69FleO0/P+neGNW9AfHz2\nR62amjBvdhqbtqrz4GHez1m9+g7EwszkDyEHcOehHl1avcf3Rs7iCfeseMGra3f/EHKxH+MYOnkR\n05dv5/KVKxQp8jtwgfQ/lbZUrvw8z/tVoSI7cuSZ++Rl+x3QB0Z/8syVAE4DAumisJooiq8FQdAj\nXXTVB0YDCaIozhcEwR2YLYqi5yebNYBfPtl6BDQSRTH0071AoDLQE9ASRXHGp+sTgWRgM3BDFEXn\nT9ftgJOiKH7l8xYEoR/QD8De3r7C6+9UnPR7sGjhQq5du8K+PPQ2/K+jVCqZv3Axc+efIzrmOKCL\njmYqveq94PfuBXN8bfJTfw7t302zpk0KxF5eOe9zkQZNmiNPjivwmmKPHwsUKSJy4aIELS3o1rMI\nbyMiKFe6GLePbUQUyXfGYWnPrrwO6UhJ+xG8jdFBQ13B5E63aVP1n/e7nJCcjHWvoTw4s41SLl/H\nCmbGNb+H1Go3EF0tLVJkMtSlUrQ1NNBSVyc2MRFRgIdnt1HEzuarueevGtJ/nBMB5++hoZH+fn7g\n5HU6DTIB6jK8iQ/N3f98rdrN70VMoi3px3+f3/8VaKqLpMrU0NWU07D8G6Z3uUnHefV5FFIIAG0N\nOYXN4+ngEcjRW/b4B5uBAE9X7MbKJH9N6SHnvVpfvwbnEto8eZBMXk4n372LxLqwE7uWT6Vdk7pf\n3EtIlFC0Vnle+N5FTzfnSUPPg0Jo5vULdes3YNas3zE1NeXs2XDWrXtE9+5KmjdvhMArFMrC/5iW\nbyr+P8ipZy5bMScIQjOgiSiKgwRBqM2fYm4p4CuK4gFBEDoA/URR9BQEYT5wSxTFvYIgTOEHi7m/\n8m86ZoX0YpeOjo5cOONNyZIlfvR2/m+56HuJ7r0O8ybUE2iNnWksy/rdpm6Z7I9asqLk0F9o3KIF\na1ctL5iN5hGlUomatgE3r1ykYsVs3xNyYA8ePoQKVbRI/ywHHtWUDB0kZ+AQGzo1q8OSqSPyvc5n\n4uITMXNrzMoBPSlq3Zw6v7ZAEESmdr5D97rPEAADHdkXPXN/JMUHj6Ghpwfr54zP0fj30bE4VGtD\nucIOzOz8dYN3pVJJr1WrMDQxwP/Mtq/uL9lgxaSF9tw7eR9H+1Ru3gugWutCmBvosW7AbfS1v/QO\nv35fiNFbu1LR+T73gp2J/GiKiC3R22Zx5aktJW0/YGGc7gkURXjyRp9UuRRTgzRWeZdmuXdp0gP6\nJYCARBCxN4tjy88XKecY/cc6QRH6OFrmvEDz1N0HWXP2CfGxj7IcV6O2JleuSZAlJaOWh+7iTVq0\n4qG/P6+vH8rwfkqKgJZWzn+W7j16TpsBvzJuwm8MHDgwwzFHjtxHX1+HunVdcr9hFf9pCvKY1QNo\nIQjCK2A3UFcQhO1AD+BzEM4+4HMCRGVg7qfxPwMTBEEYAoTxOWAjHdtP1/j0r92njauRfmwb/dfr\nf5sTDRh9Gvt3W/8ZdHV1+Xn4cH6fu+BHb+Ufy3mfi3Ts0p2r165nOqZ2rZqEBC3k3i0b7O3H8ibq\nDK1n1cbzt6b5Wru0nc0/IklFIpFgZmbK7n35i69culyKoKGFVEsbt4raKBQCZmZyTh5Pxvd8Ku3a\nKnApVpRDp30LaOfpGOjr4l62BGvPXKCCUxTbfj6PR4m3BLwxxm14BzwnNaPDnPoFumZ+8CxTijMX\nc5b8olAocG/qhbGOLtM7ZdzgXSKRMKldOx49D0K/eF10itamdZ/0wHmFAu4+1iUhUYqejpIzl25R\no+1lNNXd2Dr0xldCDqCwWTT7Ri1hbEtfFvZYA0It5vdqhLq6GnVcI/4QcpCeMVrSPp5yjh+wM01i\nVvdbaKnLMTdIBQT0tNJQigKvIg3Yc9mRJ2+MWHTEldUni+M5qTmRH3KeNd7Q7ScSEh9x6fLtLMf5\n+qSirg5nz+be5Rse/pZTp8+xLIsPG38XchllrH7mhM81PLv+zNz5CzMVcgAtW7qphJyKb0q2vw2i\nKI4XRdFWFEUHoBPgI4piV9Jj5Gp9GlYXePFpfA1RFB0+jV8MzBJFcbkoim+BOEEQqnyKeesOfG5g\neZR0cQjQ7tMaIunHuA0EQTAWBMEYaACc/nTvwqexfJr745th/gAGDxnCqTNnCQzMOEj5v0ZcXByz\n586nXKWqaOga0aBJc44dP87wkaOznevmVpbXL6dz7ZIVIsncemnO2ft/Hmu9itRDJs/5EUlt1xIE\nBwfn6TkKmjKupfHNojbh5zJ0b0Lh0mWBBo3V0NTTYvAwddS0tRE0tBk+UoPPnjhbGwWCoOToATn1\n6/1pp2vnTkRERn+9QD4Z3KMt94Neo1QqaVnlNd6TTrF28CVuLziARICz/jaUGtKBM/dsc1zS5Fsx\nuGkDwt69Jz4+MduxzXqOJirmA6v79kWSxfGbk4UFjhYW2BqbMLB+A7wv3MGuUiuGTvpAaLgme1Ys\npJTnNBp3r4uG2lQW9zyNhlr2JVLmHNmOtUkg/RrWzXbsZx4u28fjFXvxW7ifQ+PPEL55KxZGKaw+\nVRqPca2ZvKsiY7dUIypOi3mH3IhLUkcUIT45676vIrpIhFQmT808j+3yFQkt2mhiYSFStWruayd2\n7tYTextLWjSome3YsLdSjEu54VDVjRVbvizlolQqOXz6Et1HTGfJkiV07Ngx13tRoaIgyXE2K8Df\njlmrA0sANSAFGCSKot/fxk/h0zHrp/+7k35Eqg2cBIaKoigKgqAFbAPKATFAJ1EUgz7N8QImfDI5\nUxTFTZ+uO5LuKTQB7gFdRVHMMln933bM+plJEycS8Tbshx/n/Shu3rzNspWrOO9zgYh3kejr6lDJ\nrSS9OjajQ9O6HD17mY6DJ5GaEItUKs2RzVJuBwkI6IqmNI2jE0+z/aILFx9Z41Ykmh2jzufIRlh0\nDCUGjyXxw3t0vkGR2twwb8Eips+aQ9xfsgWPnRCYOFmDIkVEjhyVYmwECYlgZiqSmCjy4aOExQtk\n3LotIEhEdLUFPDzktG4poq+f8TppaWlo6hkz+WcvJv3cu8D2r1Qq0XapzaoBvehYvcoX9+QKgQ5z\nPPEoGcGBa05EftRCQ13B/cUHUJMoeROlR2HzBJRKOHDdkUbl36CvLcvRuqIIHxI1MNbLXSKLVc8h\nTBrhxej+P2U6ZvKCdcxavoUVffpQzNr6q/upMjXCYkx4GWHF3eAivI01JiDUFqmgBEFEpgBRvIhU\nIkehDEMqdMTNIZDZXY/m6Mg5MCKCfmvWcGbaOCq75Dz4LCxah3Ij2iEqQSFKaFLhNWsHXyI5TY0P\niRpcf2rBSu8S6GvL8Qs0R19bhlwhUNklgv3j/vzd2enrxKm79kztcof6k5oR+VEbqUSGyEpSE/qi\npvanuBVF8PcXaNBUi8YN5Zz3kRD6Kne1SXwu+OLZqCm+e1fgUbFslmNjYwVMy1Um/cOLktBbd7Ey\nlyGKIsfOXWHK4s1INTSZOWs2jRo1ytU+VKjIDQUWM/dv4t8q5qKjo3FxceH+7evY2f1zMvvyglIJ\n9/0FypfL/OcyNTWVDZu2sG3HTu7ff0BqWhqFbSxpXKcqw3q1x8XRnovXDbA0k1HcORlRFNFxqcPK\nZYvp7dUzR/tISEhA38QA0KSQXhKOVgnYm8Vz8FoRvOpvp0bJ67SqXCHbGmam3QawdfMGOrZvl+W4\nb01YWDi2RYoSH/MOTU096nhq4v9QQnIybF6fxseP0LaNAguL/Bdjda9SnUePHpH0/GKB7P0zHq37\noUhI5vz0CRneD36nR8VR7UiTS5AISkwNUqleIpyjtx25v3gfvZbUJvKjDuuHXKRysYzr130m5L0e\n5/1tmLa7AtEJWizte5WONV6irZGzgsDNZ8zno1KBn/fmDO97X7hGC6+xjGzWjKbly391Pz5Zi8Hr\n+4Ig4mgeibVxDO5OgUgEJUWt3yKViMjkUo77FeHwrVJUKhpMn3oBGOrkPBEh8N07+q5eTdimZehr\n57y93d3AQjSf0QjbQgk8CS3EvJ7X6VnvGZrqX3vKnrwxot1sT95EG+BoEUe3Os+5EmCJiAKfB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xISICWwdnZs3JupDpZ7S04NghGfdup1CrppKbt3KXgSiRSPDq2Z1Va9flat5nenbvyvUbOes7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\npgRzUQk5+OtEGTYFlQEkeZwi+SjwIBItzcv/+0FHSug18w+c7WzYMnzwf46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Jpv7+T93v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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x154590b90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,7))\n",
"gdf_wards.plot('path_density', scheme='quantiles', k=4, cmap='OrRd', ax=ax)\n",
"\n",
"#plot the trails\n",
"sidewalks_gdf.query(\"(SDWLK_DESC=='Recreational Trail')\").plot(None, color='b', ax=ax)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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