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@Ziqi-Li
Created October 14, 2020 22:16
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Point Pattern Analysis on Cholera outbreaks in London in 1853\n",
"\n",
"In this example, I will demostrate how to perform KDE analysis and Distance functions in Python using the classic Cholera map from Dr. John Snow.\n",
"\n",
"Kudos to Robin Wilson who digitized all the data and put them into fridenly GIS format. The raw data are obtained from here:\n",
"http://blog.rtwilson.com/john-snows-famous-cholera-analysis-data-in-modern-gis-formats/\n",
"\n",
"\n",
"Specifically,we would need these packages for doing the analysis:\n",
"- `rasterio`: this is a package for working on raster data in python. We are not working with rasters, but the reason to have it here is to display a GeoTiff image as the basemap which was rectified to align with the GIS shapefiles.\n",
"- `seaborn`: this is actually a visualization package; however, they do have KDE function which can be used for 2D spatial data.\n",
"- `pointpats`: this is a package for conducting PPA and nearest neigher analysis. We need to use this to compute e.g. G distance function.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Step #1 Import all the packages needed"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd\n",
"import rasterio\n",
"from rasterio.plot import show\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"from pointpats import distance_statistics as stats\n",
"from pointpats import PointPattern, PoissonPointProcess"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Step #2: Read in two shapefiles:\n",
"\n",
"- SnowGIS/Cholera_Deaths.shp is a Point shapefile with all the deaths and locations\n",
"- SnowGIS/Pumps.shp is a Point shapefile with all the pumps\n",
"\n",
"Since they are both shapefiles, once we read them into python using `gpd.read_file()`, we have GeoDataFrames."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"cases = gpd.read_file(\"SnowGIS/Cholera_Deaths.shp\")\n",
"pump = gpd.read_file(\"SnowGIS/Pumps.shp\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is always the best practice to check the data first before we move next. For example, you would need to do these things:\n",
"\n",
"- 1. Check the data table to know the attributes in the GeoDataFrame\n",
"- 2. Check the geometry, to see whether you can plot them\n",
"- 3. Check whether the shapefiles you read in are having the same `crs`"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Id</th>\n",
" <th>Count</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>POINT (529308.741 181031.352)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>POINT (529312.164 181025.172)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>POINT (529314.382 181020.294)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>POINT (529317.380 181014.259)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>POINT (529320.675 181007.872)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Id Count geometry\n",
"0 0 3 POINT (529308.741 181031.352)\n",
"1 0 2 POINT (529312.164 181025.172)\n",
"2 0 1 POINT (529314.382 181020.294)\n",
"3 0 1 POINT (529317.380 181014.259)\n",
"4 0 4 POINT (529320.675 181007.872)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cases.head() #This returns you the first 5 rows in the GeoDataFrame"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Projected CRS: EPSG:27700>\n",
"Name: OSGB 1936 / British National Grid\n",
"Axis Info [cartesian]:\n",
"- E[east]: Easting (m)\n",
"- N[north]: Northing (m)\n",
"Area of Use:\n",
"- undefined\n",
"Coordinate Operation:\n",
"- name: unnamed\n",
"- method: Transverse Mercator\n",
"Datum: OSGB 1936\n",
"- Ellipsoid: Airy 1830\n",
"- Prime Meridian: Greenwich"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cases.crs #This returns you the crs"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a3028c250>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cases.plot() #This returns you a map of all the cases"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Projected CRS: EPSG:27700>\n",
"Name: OSGB 1936 / British National Grid\n",
"Axis Info [cartesian]:\n",
"- E[east]: Easting (m)\n",
"- N[north]: Northing (m)\n",
"Area of Use:\n",
"- undefined\n",
"Coordinate Operation:\n",
"- name: unnamed\n",
"- method: Transverse Mercator\n",
"Datum: OSGB 1936\n",
"- Ellipsoid: Airy 1830\n",
"- Prime Meridian: Greenwich"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pump.crs"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a30be7c10>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pump.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Step #3: Make a map overlaying cases with pumps"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a30d10990>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = cases.plot() #First we need to create an axis\n",
"pump.plot(ax=ax) #Then plot the pumps using thes previously created axis as a parameter in the `plot()`"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a30e30f90>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = cases.plot(markersize = 20)\n",
"#Check out here for differernt shapes of the markers: \n",
"#https://matplotlib.org/api/markers_api.html\n",
"pump.plot(ax=ax,markersize=500,marker=\"*\",color=\"red\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Step #4: Read in the TIF basemap 'SnowGIS/SnowMap.tif' with rasterio"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a30f69fd0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"basemap = rasterio.open('SnowGIS/SnowMap.tif')\n",
"show(basemap)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Step #5: Overlay maps together"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a31038f90>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#First we create a figure with a size of (10,10)\n",
"f, ax = plt.subplots(figsize=(10,10)) \n",
"\n",
"#Plot each layer, with the same axis `ax`\n",
"show(basemap,ax=ax)\n",
"\n",
"cases.plot(ax=ax, markersize = 50)\n",
"\n",
"pump.plot(ax=ax,markersize=1000,marker=\"*\",color=\"red\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Step #6 Performing KDE\n",
"\n",
"The function `sns.kdeplot()` takes several parameters:\n",
"- 1. the GeoDataFrame `cases`\n",
"- 2. the x and y coordinates, of which we can extract from the GeoDataFrame as `cases.geometry.x` and `cases.geometry.y`\n",
"- 3. the `bw_method` is the bandwidth of the KDE.\n",
"- 4. the `fill` parameter indicates whether you want a countour map or a filled color map\n",
"- 5. the `cmap` parameter indicates the colors you want to use\n",
"- 6. the `alpha` parameter indicates the level of transparency.\n",
"\n",
"Basically 4, 5, 6 are styles parameters you could change.\n",
"\n",
"The codes for performing a KDE are:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a35aa1550>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(data=cases, x=cases.geometry.x, y=cases.geometry.y, bw_method=0.5, fill=True, \n",
" cmap=\"coolwarm\",alpha=0.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets overlay the kde on top of our map. Note that you need to specify the kdeplot to be plotted on the same axis as the rest of your maps. So we need to add `ax=ax` in `sns.kdeplot(ax=ax,...)`."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a30cc1f90>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(10,10))\n",
"show(basemap,ax=ax)\n",
"cases.plot(ax=ax, markersize = 50)\n",
"pump.plot(ax=ax,markersize=1000,marker=\"*\",color=\"red\")\n",
"\n",
"sns.kdeplot(ax=ax, data=cases, x=cases.geometry.x, y=cases.geometry.y, bw_method=0.5, fill=True, \n",
" cmap=\"coolwarm\",alpha=0.7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that the hotsplot center aligns quite well with the central pump!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another important parameter in `sns.kdeplot()` is that there is a `weights` parameter which you could use it to weigh your locations based on the number of cases at each location. \n",
"- First lets revisit the cases GeoDataFrame, and we find there is a column called \"Count\".\n",
"- Then, lets use this `Count` as the weights in KDE. To do this, add `weights=cases.Count` to your existing kde function"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Id</th>\n",
" <th>Count</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>POINT (529308.741 181031.352)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>POINT (529312.164 181025.172)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>POINT (529314.382 181020.294)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>POINT (529317.380 181014.259)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>POINT (529320.675 181007.872)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Id Count geometry\n",
"0 0 3 POINT (529308.741 181031.352)\n",
"1 0 2 POINT (529312.164 181025.172)\n",
"2 0 1 POINT (529314.382 181020.294)\n",
"3 0 1 POINT (529317.380 181014.259)\n",
"4 0 4 POINT (529320.675 181007.872)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cases.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KhQtCQUEB0tLSGuzHai1CoSgKOnTokODjLFwxhL+zuK4LFizAl19+iXnz5lXaPwAJAyMrfr8/6X2LxWI477zzZCaIPXv2YOrUqViyZEmV6/69oCgK8vLyEtxZhH92c8+HXV+L8ZMAPiG5UFGU8QCuIHm6Zfm7YbEYK4oyCsBIkn9RFOUUADf9ZjFuA2AFyV6/LdcZwBKSRyiKsgHAcJI7f/vfTwAGkSysYv+uAHDFbx+Pqcd5sLGxqQFbzP4+EQ97q3gVOV+FFUz4RIo2Eo/HE4J8rJkGrKJXFDAQPpdCAAvLqli/mJ4XljfTNLF582YEg0EcffTR0vIIANOmTUOvXr1QXFwMVVWxceNGPPPMM9JSGY1G5brFeoWojMViUBQFN910E7Zs2YLevXtjy5Yt6NChA5YuXQqn04n8/Hy0bt0a7du3x6effir3y4o1i4BVzFVFRWu0+L3P54NpmojFYnIgYPXlFccrrM5VrScVWN01XC6XFMennHIKzjrrLIwYMQJ9+vSRglT8Rtd1ef0a2zVAlETet28fVFVFVlYWWrdujfz8/AQ3k8bCmk1DnKNBgwZh5cqVLd5PuKEsXrwY/fv3R15envwu2WvREi3Gk1HuLwwACwA8X8vyJwIY85s/shdApqIocwFcCCBbURTnb1bjPAC7f/vNTgCdAez8zZUiC+U+zJUg+RyA5wDblcLm940tYFs+QhxaS64KUSQe9ALrlLo1+MiapknkRa2P5crqD+pwOFBaWgoAaNeuHeLxuMzRarUKVRVcJKbhvV6vFE6apuHEE0+Eruto27YtevXqhTlz5qBNmzaYMmUKBg4ciE6dOsHn88msA5mZmRg4cCDC4bAUpw8//DCOPPJIZGZmYujQoXj11VfRq1cvPPLIIygsLJS+olY3B6v1U5TgFe8fffRRkMRbb70lv7MK3eLiYmzevDkhX621epjVB1icN5GpQfjZivy06enpKCkpSRDF55xzDg455BA8+OCDIIl4PA6n0ymn68U2RH5bEZgm3EEMw8CwYcPg8/kQj8exZs0afP/999i6dSs6duyI77//Hl9//TVuuOEGOWApLi6WrgPifFl9nIV1X7g7uFwueU4qpgQDkOA60Nj+sh6PBz/++KP0DQaA++67D4qiIBaLJXyfaoLBICZPniyLcLjdbnTs2BFr16793YtioLwvyMjISHD/aaz0cClFjPRregHoBuA7y+eNAE757f1pKFff1uXvRrlVuKp1nYJy67P4vADAhN/eP4PyDBcAcDWAZ357PwHAv5PcV9ov+9VSXjbNF9M0aRgGTdOkaZrUNE3+zzAMGoYhvxPLWdF1XX6n6zoNw2A0GiVJaprGWCzGSCTCNWvWcNWqVUxPTycApqWl0ePxcODAgczJySEAqqpKAHQ6nQRARVHocDjocrnocrnocDgIQL53Op3yr2hrDoeDDoeDqqqydevWvOSSSwiAPp+PDoeDWVlZBECv10uv10tVVenz+fjnP/+ZF154IR955BH27t1b7pPL5Upoyy6XS+6n2J7f75f7K/4qipKwnKqqCd+JY1EUhU6nU27H6/XS5/PJ5VRVlcuKc2M9Xuv2rPtUcX98Ph+9Xi9zc3PZrl073nrrrTzyyCMJgN26deMZZ5xBn89HRVHo8XgS1i3+ut1uuX6xD6eddhp79OjBtm3bsnv37vzqq6/48MMPc/HixVy3bh0LCgqo63q17Q8ATdNkIBCgYRgkyXg8nvAba5sUbTYej5OkbGsHO4ZhUNd1Op1OhsNhRiIRAuDxxx/PeDzOWCxGh8PBQCCQ8m0DYCgUkm3h+eefp67rDIfDKd9WS2T16tU0DCPhHqzYT1ZHIz97V7MGHZlMurbXUC5mWwPYC+AuAD8AeALlFucoysXs14qitEd5OrZMACaAIIC+JMss6zsFv7lS/Pa5B/ana/sWwCSSMUVRvABeAXA0yi3FE0hurXFnYVuMbQ48td1DNo2LqFIFlPuMpqenJ+RUFflHhaUrGAwiMzMTwWAQbrdbWsjE/z/77DN8/fXXSE9PR3Z2NoqLi0ES1157rdyeNRhKWAb5W/orWlJiieAssX/W/2VlZSEajeLSSy/F7bffjmAwiB07dmDKlCl46623sHbtWvz666+IRCLo168fMjMz8dBDDyEtLQ1t27aFpmkYPHgwDMPAjTfeKH333G43IpEIjjjiCPz444+44IILkJGRgVNOOQVt27bFF198gZKSEiiKgtatWyMWi2HHjh2YPXt2JZ9Lp9MpXQxISn9c6zS5ODar9dp6bqxVyfibBVVYV0miXbt22LNnD9LT0xOsqiNHjsT27dsxduxYvP3224jH48jPz8cTTzyB7777Dg6HA/n5+cjKykJZWRlGjRqFwYMHgyS2b9+O9evX46qrrpJZBIRfsrhOwlKcnZ0N0zQRDocxefJkFBQUYMqUKdiwYQPWr1+PefPmyWO0WpqF37M1W4SwUgrXE4/HkxCE5/V68eabb2LcuHEyK0NVgVmmaeKJJ57A3/72t5TcI78H3nvvPfTr1w+5ublwuVzIyMjASy+9hLPPPhvRaBTZ2dkp25aYIcjLy8Pu3buxdetW+P1+dOrUCbFYrEXk6j1Q7Ny5E926dZPuNslmpWhKVwq78p3N75qDrf03R0QkvUi5ZBUT1upWABAOh3HXXXfhm2++weWXX46tW7eisLAQjz32mFxGXDOn0yl9Q60+omlpaXJ6v2vXrmjfvj12796NtLQ0RCIR3HvvvTAMA+PHj8d9992Hjz76CGvWrMGXX36JaDQK0zSxc+dO5ObmYtOmTRg0aBBM00RmZiYcDgfGjBkDr9eLww8/HNu3b0coFJJR/ULsCbFs3Wdrqi0g0eVABGwJAScQ0+HW1FVCdFnPg/hOPHzEA8gq2sUywP6pbjFFbq0QZt1va25cv9+PrKwsLFy4ED/88APatWuHDz74AOFwGNnZ2ZgxY4YMkBMPPzEwAPZnKbAKY+vDzzAMLFy4ECtWrICqqgiFQmjXrh1GjBiBI444Av/9739xxhlnAADKysqQlpYmy99WnK43DEO6pAD7hboIVLOe/1mzZuHWW28FkOj3HIlE4Pf7pZ9vKohGo9KtorYAJJK48cYb8eijj6Zk2zURDoeRlpbW4vPnioGJ2+1GMBhERkZGQiaRVPX31vWJv6WlpXj55Zfx17/+NSXbOFgIh8NIT0+XA0RbGDcBtjD+fXGwtd8DTcX0RlbfL13XUVhYiHbt2knB99lnn6Ffv37SL7RLly4oLCyUfqzWFFKCe++9F19//TXKyspQUFCAP/3pT5g8eTKys7OxY8cOHHrooQAgRWlaWho2bNiAYDAIn8+Hbt26YcuWLQiHwzj55JPRpUsXdOrUCaWlpTj55JPxz3/+U6YCEhY4ktL/0SqErFbNffv2oXPnzjAMQ1oCrem6ACQIXWGJrSi2hFitKlDJml1B7KMQXqLtXnfddejZsyd2796NgQMHYuvWrejfvz+OP/54KXKLi4vRqlUrfPzxxxg8eDCKioqwb98+dOnSBZmZmZg9ezY6duwo/VkVRUH79u0RDAYxePBglJSUwDRNRKNR+P1+/Prrr8jLy4PX68X27duxZcsWrF69Gg8++CAikQhM05SWd1ESt1u3bli8eDE6d+4Mj8cjg+6sgsPaloRAEZ+Ff6HT6cRLL72EK6+8MkHUCiuc+J04X4JIJCIHQ6lm586d6NChA1RVRTweh9/vx+uvv46VK1fioYceStl2RLsEkHBuhg4dik8//bTKEsMiL3EqEeedpLwPbrnlFkyfPl36Nbc0i6cYCM6ePRt//etf8d///hfDhw+XM0NiBikVPq5igCPaZDweR1ZWFoqKipCRkVH7Cg5yhB+/x+NB69atZf8DJP/MtoVxCrGFccvmYGuPjYkQG0KgeTwekEQ4HMa8efOQnp6OWCyGvn37YtiwYQiHwwlR7KIcqjUqHygXN507d0ZaWho2btyII488Epdccgm8Xi+GDh0q0xBde+21IIlAIACfz4dt27bJB8Uvv/yC0aNHy0Arr9crE+4D+62HVf0F9geSiWlvkR3BGpVvdVcQrhBiqr9iFSyBsGB6PB6Ew2FkZGRA13XE43Gkp6cjHA6DpBQFbrcbq1atwocffgi/34/c3Fzk5+fj7bffRl5eHjRNg8fjQdeuXZGRkYFrrrkG7du3h9/vh9/vx3nnnYe7775bWrIASKuwOFbxgBUW3SeffBInn3wy9u7dK8/txIkTsW7dOrRt2xZerxcFBQVYunQpzj//fBmVn5OTI1Nt5eTkSAsyAGzZsgVPPfUULr74YowePRr33nsvBg8ejFgshoyMDPTo0aNKISSsuqKdjR07FosWLWpwuiURKGYVvmJbog253e5KD8eKMwypQghicT0VRcEFF1yA1157DS+++CKmTJmSku0Id52srCwZyCgGF+J9Rc4991zMnz8/5UFsYrszZ87EzTffDADIz89H586dZVttiYjZFdM08dJLL+Fvf/sbdu3ahczMzISAwYYg+kxxf11yySU499xzMXLkyBZtcU8Wa5AvkDjTIgJCdV3HJZdcgldeeQUAZIBiVeW0q6IphXFSwXct6YVmEFBlv+ygsqoQwVqmafL999/npk2b+M0333DFihXMy8ujy+WSwUYiKCgtLY0ul4s+n48A6PF4OGDAAN5///2877775LrXr1/PCRMmyKCPH374gcXFxXz55Zf5+eef85VXXuHrr79OoDxAqF27duzZs2el4CS3202Hw5HwnXiJwC7xGxHMBSQGIonlxbIiYEkEUbndbvmyLqeqqgwME59nzJjBG2+8kZdddhmHDh3KkSNHcsiQIRw3bhwHDx7MqVOn8h//+EdCIJrYvtgXERTm9/vZsWNHtmvXji6Xi8FgkEB5sFtaWhr79u3LtLQ0ut1uXnHFFfzpp5+4Z88eLl++nC6Xi506dSJJ7tu3L+GaxmIxxuNxvv322yTJQCDATp068eKLL2YgEGCfPn1YUFDAgQMH8pNPPiEAHn300bznnnuYmZkp99caHLR27Vq2adOGoVCoUuCfCK6qyJAhQyq1t6raoKqqSQVm3X///Zw8eXJCIJHH42EsFqv1t7VRMWiMLA9QBMDevXtz1KhRVe7j+++/3yiBTd9++y01TWNWVhaLiooSgiozMjJSvr3DDjuMZHmwnDif0WiUb731VqVlU9mfhkIhXnrppRw6dGiV7cgwDDocjmrbWEsgGo3y2WefJUn27NlT3heapjEajfLRRx9t8DZ0XWdhYaH8/Ht75okA0Msuu4y9e/dmnz596HQ6qSgKJ02axJtuukn2XSKoWPTFybatRtYoNQbfNbmQTfWrqQXhwfj6vSMe0Lquc8iQIbz77rv55z//WZ4fEYXucDjYqlUrKWJFh3DGGWdwzZo1HDVqFHfu3Mnvv/9ervvnn39mYWEhV65cyU6dOvEPf/gDVVVlRkYGgfKMAX6/P0HAWsVnxSh/IVjFZ4/HkxC5L8SneC/WJSL8rd+lp6dL8WpdjxDwFUVwv379qKoqTz75ZA4aNKjSNkVkv8h+AJRnGliyZAkXLVrEb7/9lsXFxdVeh5oi+Gv6TVUCUdd1RiIR+Tk3N5cdOnSQ11qcy88++yxBmFa3D5qmSbFPkmlpafT5fFLsiVd+fn5CNgVrdob58+fLbBemaTIUCtXpWKPRKOfNm1frctbMBTURCoUSjjcSiXDnzp0sKSmp17WoSE5OTqX96tChA3Nzc0lWFvaaprF3794N3m51jBs3jmT5eYzFYjziiCPocDhYWFjITz75JCUDAoFhGLzmmmsS1gmUR+xXPLepONeCaDRKn89X4zKrVq3i+PHjaRhGixTIsViMw4cPZ2lpKUmyU6dO9Hq9jMViNAyDzz//fMq25fV66fF42Lp165Stszmh6zoXL17M559/Xvb93bt359/+9jd+++23JMvPt67rsq8VL/E/8YwUfV5LyErR5EI21a+mFpEt4fV7wjAMlpWVUdd15uXl8aSTTuKhhx6akNZJpIWypmJyOBxctGgRb775Zk6YMEFadgzD4OjRo3n22Wdz7NixvOCCCxp8PazCVVg8rSLVKl6F8BXfC2uo1Q2hSW4AACAASURBVMp7+OGHS8tn//792apVK44ZM4ZXXXVVJUuvEGZiu2IdQhBv3ryZ06ZNo9fr5WuvvcZvvvlGppDasGEDV61adcCupUibVh8ikQhLS0sZjUZZWlrK8847jwASOveKGIbBYDCY1H6deeaZdDqdDAQC8mEAlD8EFEVhZmYmvV4vH3jgAQJgcXExc3NzmZOTw8zMTI4aNUqK7/oeo2EYBCDTV1XHnj17eNFFFyW1zsGDB5MsF6WnnXYayf0CriGEQiH+3//9X8J6xMN0zpw5zM7O5o4dOxJ+Y01/l2o0TWO/fv1Iki6XS1oD27ZtS5J0OBwJA6mGEolEqrREb968uZKlXAy6SNZ5sFQVn3/+eZWDRSsAZErBZLC2uUAgIAc9TSms3W63vKcmTZpEAFK89enTp95tyTRNrlu3joZh8KGHHmJ+fn7CLFJzQwxwxPUxDIORSETeT4WFhfz444/pdDrp9/vpcDg4ZMgQPv/88/L6iX6wroM0kUZPzIJar0ltNLIOsoXx7+X1e0F0aGeeeSZPP/10efwij6mYvs/IyKDb7abH4+Hy5cu5YcMGlpWVsaSkhHv37uX//vc/Hn744bzuuuu4dOnSA3693G4327VrRwDSinrnnXfyiSeekN97PB4p3MWoW0y/C6uyqqo8++yzOWnSJB533HG89NJLWVZWRk3TWFRUVGNnJv5X29S63+9P+KxpGnVdl64hzZ14PM7x48cTAD/99FOS+6dWxXtxLsT3gUCAZWVlSYnjmjp7q/U3HA7z6quvptfrpa7rTEtL4549e+R+NPRcigd0TcLHNE0CqFX0xONxaV0sKCjgr7/+SqfTydNPP73BVkzTNBkOhyutJxaL0ePxcPHixXzssceq3I7L5WrQtqtC13UGg0FOnjyZv/76K91uN0OhENPT07l69Wo++OCDKd/m5s2bEz7HYjGqqirFuJXbb7+dZMPbB1neNjp06FDjMnl5ebIPqY2ysjLpbpSens4pU6awoKCABQUFDd7X+qJpGq+44gq5/8899xwVRSFZfp4HDRrUoBmA1q1by3zJr776akqt+qnG2kdv2rRJPiNVVeWpp57KOXPmNNq2DcNIMEJ17Ngx6d/awtgWxr8rsbtv3z6apslvv/2WXbp0SbBSpqWl0eFwSF/X7Oxsnn766fziiy+4YsUKLlmyRE7xRiIRjh8/nkOHDmX//v0b9TooikKv10un08n09HTef//9nDJlCmfMmJGQ4N/q1iA6hOzsbPk+JyeHfr+f69ev5y+//EKSLCkpkcUkkh1Np4pYLEan01mrBakliF9yv3UkEonw3XfflQ/qSCTCcDic1PkVxxoKhbhz586khLGVSCQir2cwGGQkEuGECRMIgI8//njCsh999BGj0ajcZkPuefFwnjp1aq3Ldu3aNemH+RVXXEFgv5W4d+/eKZuO9nq9CZ91XWdxcXHCoOVAApRb8y+++GLpP+52uxmLxXjyySendFvi3iPLray6rvOWW26RLjXCWieu0zXXXJOS7WqaVmM7Ez7c1lkFce2tVnOg3D9/5syZPPPMMxNmvmKxGNPS0g54fyYQxXQURZH70LVrV2ZnZ5MsP6dnn312vdYtBpbTp0+nw+Fgeno64/F4kx1rRcR+nHbaaUxLS6Oqqpw2bRqXLl0qnzG19fep3Bdg/4yk3+9Puj+1hfHvTBgfTJSUlDAajXLy5MkcNmwYzz333ErHm5mZKf1te/TowWHDhvH666/n6tWruWHDBvbr148A2Lp160Y75y6Xi4cddhgBcPz48Zw0aRInTpzIc889l3fffTfPOussKXzFtE/FKlrt2rVjq1atCJRbdsUDqybLQzwe51lnncVQKMQvv/ySV1xxxYG6NEnTvn37pJY7UJ1pQ7juuut4yCGHJLVsPB6XDwoRKBIKhQhA+ieS5D333FOnfSgrK+MTTzwhhYO1allVD1CPx5MgUhs6/Sym3WtCVdWkK4F5PB4WFBQQgBSyDoejQfso+PHHH7lr165K3wPlsyg+n69Su4vH4wTQaNXFhF/4jBkzGI/HecEFF7Bt27Z0uVxVVjhsCMJdxFpJEQD/8Y9/VBq4HHrooSlxpRADjssuu6zG5So+q4qKimRfWFxcTL/fT1VV5bIOh4Ovvvoqb731VmqaJgMMm5K1a9fyww8/ZCQSYV5engyU1XWds2fP5iuvvFKv6ymMOU6nk61atarSN7wxEPtPlt8HpmnyT3/6U4Ih5vDDD+frr7/OcDgsXQCFD/CBRlQdFFbqc845hwsXLkzqt7YwPsiE8cHAvn37uGvXLrZv356DBw+mw+FgWloagfKgLOGrKh4gM2bM4BlnnMHly5fzzTff5AsvvMAbb7yxUc6v2L747HA42K1bN1500UXs2bMnMzMzpbC17qfD4eAf//hHnnvuubzmmmsYCARYWlpapWCpqrM88cQTGY/HWVJSUqeHcmFhIbdt20ZFUbh3796UXJ9UYhWB1RGNRjls2LBmI46tnfyePXvo8/mkyEj22liPGwCDwSDD4TBPPfVU9u/fP6l1RKNRaSF++umnmZGRQZfLlbT1KBwOVxJ5Xbp0Seq31WGaJr/55huWlJQkfF9UVCQfqosXL670/5p48cUX5ZRrfn4+09PTG7SPAuGPXfF8RaNRKb6rup7fffddo7VFACwpKWEsFmM4HOa9997LDz/8sFFmTQzD4OWXX54wGALAAQMGVClkUhk4lpGRIc9hVedy/fr1zM3Nlf3s2LFj2b17d+kb7ff7+cwzzxAAf/311yoHdL169UrZ/taHkpISOVDct28fNU2TA2LTNOl2u5mfn1/n9d56662cOnUqv/76a6qq2uj9onBb2717N2+77baE8u7btm1r1G03FKfTyfvvv5+qqnLAgAF84oknkvqdLYxbiDBuqXzwwQdcunSpFIhOp1NO/QNImPr//PPP+cQTT/DDDz/kqlWruG3bNk6YMIFnnXVWtefFOoVWl5cQriNGjGDPnj154YUXcvr06XzkkUd4xBFHVCmI+/XrxzZt2vCwww7j3r17uWXLFnmcqbCmWBGWIyGc64NhGAyHw2zfvj0B8NFHH601KvxAIh721113Xa3L5ubmNrlLhbB8fPTRR1QUhevXr6/Xenbt2sV7772XZPk1Sk9P5zHHHFOnNhSLxfjwww9TURTOnz+fmqbVazp19+7dCZ9FX1PfNqdpWpUPa+Ffb91OMlakUCgkZ3Os1h6Px9Ngdwdd17lw4cIqj7W4uLjK70UbbAy/X5Jcs2ZNpe1GIhFqmka/35/SKfNYLMajjjoq4TtN03jVVVdVWjYajRJASoMARXsPBAIJvu5kecDVxIkTZRYaYRzJzMxkWVkZo9EoV61aRZ/PJ90uxHmLRCJy0NOU/rciuEwEju7atYtOpzMhtWEyhgEr8Xicu3btoqIozM7OTok2sAYWC1eDvLw8+XwdMGCADBQmy9uCcIlozplDRPDxHXfcIQdXjzzySFK/tYVxMxDGTYEYuZL7O/tkR56LFy/md999J9NCiRGkoijMyMjgySefzE6dOvHll1/mkiVLuGzZMq5atYrDhg3j2LFj2aNHj5Q1MuE/dMwxx/C4447jUUcdxeuuu47XXnutHNWKaR63252QGuyTTz7hzz//LIOGRGc6YsSIxjnpSSIeEEcddVRKrAEOh4MrV66UHV1zC9bIzMys8f/CzcCaau5AIKaX58yZQ7/fz06dOjEYDCZck/oKFYfDwR9++KFWMWwYhnQZIsmrr76al156KUOhUEpEigi6EoRCIfbp06fe6xMWY+u+DRkypNI1/vHHH5Nqh/F4nGeeeSZXr17Nm2++mR9//DFPOeUU3nbbbSkbKHXt2rXSNv1+P51OJ5csWVLlfubl5aVk21VxyCGHSD/xQCAgXR3mzJmTcuugYRjcunWr/ByLxagoSiUXk2AwSF3XU+Z7HYlEZFYbYcUbPnw4b731VmZmZiakEhQCV8R33H777dKiHwgE2LZtW/bv35+lpaVSvGuaxjfeeCMl+9oQNE3j22+/zVgsxmAwKF1xRJaaiRMnJu1WRO5/Rs+fP59PPPFEpYFtbUQiETlDaRgG9+7dy3feeUc+S9u0aSP3u7nM0NWXeDxOVVX5wAMP0OFwsFevXrzpppuS+q0tjA+QMG4KxNQNSfkg1XVdTg+K9yIwKBqN8oILLuAll1xSqUCCSNF10kknsU2bNty9ezdHjhzJUCjEoqIinnHGGRw9enRKG5CiKJw9ezZvueUWvvvuu/zggw/49ttv0+fzsWvXrlIUi+IPqqrylVde4ccffyzPQXXiQfhlGYbBH374gQC4ZcuWlPvxNYRUtpu1a9cSAC+88MJmc3yCP/7xjyRrt1I25n0kgtBM02Q0GmU8Hmf//v2pqiqLiopq/b21nc2cOZPdu3evdXvJWFt0Xee8efNS5ldbFX/+859J7g8acjqdDR48Wc+ZmP2wtjvTNPnrr78mtS6Rnk9YCwOBAJ988skG7Z9ABLhVRNO0Rj3n1RGNRuVARdd1nnfeedy2bVtCgZ5UYpoms7KyEgZ4+fn5vP7666UfqZWKg4j6YhXaoq2Fw2E6nU727NmTwWCQr7/+urRgCv/nE088sVoxGIvF+P3338t9jsfjSQuhxkIc45lnnsl4PF6pL6lrznBhrW3dujUHDhxY54H5okWLpDHL5/OxV69enD17dosXwVWh6zodDod0pRg4cCCPOeaYpH9vC+NGEMaNgbjhK1ajEt+Jjkw4yZumyb///e/SfUGIW7fbLa2oLpeLRx11FA877DCuW7eOP/30kyz60LNnT/bt2zcljcHn83HlypVctWoVly5dymXLlnH+/Pns0KFDghAWmRdycnL43nvvcd26dQwGgylPk7R582aqqlpt8Fp1xRnqgrgWYhuvvfZanX6/aNGilCT2Ly0t5bPPPsvJkyfzf//7X5M/LCoSi8WS8iFOJrCrvgiRCoBTp05lLBarkwgpKSnhjBkz5EO+Pi4rYnuvv/66nI0JBALcunVrnaxKdUFkP+jXr58cHKTCTcBqhRbZHqyYpsnJkyfz9ddfT2ofVVWVfZp4n6r2IKazK15vwzAYCoV46qmnVvk7YZ1MJbquS6vtgZqmXrt2LVesWJEwGLJePyter7fRMnYYhsFt27bJ66DrOn/66SdmZGRw5syZtQ4MhLHDuoxIk9bUvPDCC9JinJeXl3B+69KORV57ALKwh3hWWQtdBINBTpgwQRqMvF4vd+3aJe9DYQBqiuwrBwrRVzz55JPS0FeX2TBbGDcjYSxGhOT+Bm/tIIUVuKSkhAAqTTkB5fn6HnzwQb7wwgssKCjgtm3beP311/Pyyy+vlO2gvq/27dvT4/Hwiy++4Pz58/n1119zzpw5CRXLRFlhANy2bRu/++47Ll++vF7npSFJzMU5GzNmDD0eD3/44Qf5v+o62qeffrpBnYZYbywWo8/n4wMPPCCtHslapUOhEBVFabCVKBKJUFEULliwgBdeeGGzeVgIhEXxQG7PWu5YFFewJqKvK4FAgHfccQePPPLIWtN9VSwsYZqmrMz3xRdf1Gv79UUMRg499FAC+30y65Lzs6b1kvtdg7p27cqbbropoT9LZsBrmibnzJkjhY+YChYZPVJh7crKyqr0ndfr5RlnnFHtbwoLC+ucTq82xKzFgfLfFIOhikI4EAhUGXgYiUT48MMPN8qsk2mavPLKK5mVlUWPxyMtx+Ka14Z4Xlr7kv/85z8JVummpF27dnI/4vE4hwwZIi3IXbt2TcoI4nA42KFDB+lf/O233/Luu++m3++XxqVjjjnmgPcjzZWOHTvylVdeSdA9yWIL42YijK3lDOfOncv//Oc/9Hg8suqYtaQuADnVtGXLFj777LO8+OKLZXqShly4oUOHMj09nR9//DE3bdrEN954gx9++CE7d+6cYN0Fygs9rFmzhkuWLJHHYCWVI9L6pkjKycnh008/XeMyoqiC8CEVOT6TxVp0giwf2auqKosJCNElhEAyDxZN05ifn9/g1FCBQIAAeP755zMcDvPiiy9u0Poag7Vr19YqMoLBYEr8jEUe66ysrIR8rVWlPbJOc9YmwJJ1QRDCbvDgwXLAEo1GE8p/H2hCoRCvvfZapqWlMRQKSZ/ghlhExXGYpsnu3bvzmGOOYZcuXWRlN7I8OLe2eyEejzMcDnPKlCmMx+MJfcqkSZNSIiCr6rP37dvHkpISlpWV1el3LZGnnnqqxv8Li6TwkSUT41RSgWgHNZ3vZBg4cGDCs3TlypXNQhgvWrSI8+bNo67rVFWVq1evZjgclv2e9T6wpjgTglnTNHo8HrnM9u3befPNN8trEwqF5LMilSXEWzLjx4/nW2+9lVChNVlsYdxMhLGwAJ977rm87LLLuG/fPl500UWcOXOmDByr7mTX9D8AvOOOO3jppZeSLLd0PPjgg3zkkUdkPkigPFPD+PHjedhhh7G4uJgfffRRvY6D3C8iJk+eXO91WCkpKWGfPn1qnFI2DENOi7rdbo4bN052NtX9rqysTE7ViiwDhmFw06ZNde70RSW8mqziS5cuTXqwIDq8VAwuDMPgr7/+SqC81HJRUVGz8ivTNC0hCKgqSktL6xU8KNrACSecwClTpiRsszYikQg7depUrxkLa7S3uJYAeNdddzU7P2+yvP8ZN24cyfIqVQ3BNE3eeeedJMsHtFahUpFOnTrVeC3E9e7SpQs1TeP27dtTXsChoKCAH374YbX/X7duXaVBQjwe58UXX3xQTEdHIhHOnTu3xmU6dOggswCJqphiBqy5UVpaKl0Km8JXvDqE24RhGDzjjDMI7E8XWFG0iSJBqqrS7/fztNNOkykam4PQb07ous4jjzySrVq1krPUYtb6/PPPp6qqss0miy2Mm5EwtubITeY1e/ZsvvTSSwyHw4xEIvzb3/5GRVGYm5sr1zVnzhyOGjUqoWM/UA/mVPkGG4bB//znP9U+DEUC+Ozs7CqDGcrKyhiLxWQQYjgc5oQJE2Ru33g8zt69e0thXZOVVqSd0jSNF154YUKwTG0PSTHVVxcrV6oCXoYPH06gvEBIUz7QRNJ3cS0dDofMT1obdfERu/322wmgUq7WqojH49LKEgwGEwJ4ANRa3roqwuEw77zzTiqKIn15m0uFqooEg0E++OCDzMzMpM/nk36MDWkjpmly3rx5Cd9lZmYmBN3pui4rStZGPB7npEmTZD+WynNptYRWJCsrix999FGlcyHaSyrz+zYVuq4nVGqriNUSKfra9PR0hkKhZpeyS2QjIMuPa/jw4U28R/uZNWsW77vvPpKsdH+JgfO4ceP42WefkdwfEPt7Q8yqiUwkpmly7969nD59Onv06CGr1F599dWcP3++vBeteaJN0+T999/Pm266KWEWPdl+3BbGzUgYV3zdcsstfPzxx2XZzrVr13LNmjV0OBwy3c3IkSPZrVs3kuUj/+Y0gl+wYAFDoVDKfPHWrVvHQCDAeDzOUCjEdevWUVEUFhcXJ1T5qohpmnQ4HPR6vXK5ipaEujxogXKXk7rmoRTbrUtnl6qCBi6Xi88//7yMuG+KdiI6+scee4wAZFS2dRqwJqo63+K6CXEFQBbJENH8tV3bTZs2MTc3l9FoVA6gyPK2tGfPHvr9/hp/L1JEBYNBLl26lEB5FShrZpiWwJo1a0iWuwLVpXRzdVh9d3/88UdqmpZgfRfnpqkt6Lquc+rUqdy4cWOl/y1YsIBjxoyp1IbE/VPf/r45UVxczFAolDAFL67Jzz//XGn51atXk6y/e1tjIyyx4nhqSwnZUERgYDQalX1HNBrl2WefzVatWlFRFE6fPj3hNxUDBcnEIHrx+WDFmi5WiNlIJMKysjLOnTuXgwYNku6jDoeDd9xxR51dux555BEOGzZM6ilhpEgGWxg3E2Gcm5srI0iFM33fvn25ZcsWfv755y1y+kTkBk4VAGSJ2JrKihqGwT179sht67ouU89ZqUnYik4pGo1y1qxZ9Pv9PP7446UPXH0Fz8svv1yn5Tds2FCv7VTkuOOOo6qqzMrK4rHHHtvolgjR8UciEf7yyy+yTQuEe0Fd0DRNVlsSVmfTNNmnT586Z/3YsWMHly9fLn3ArdHhffv25QMPPMBYLCbFfE0dqpgJ+OCDD1Je7OVA4na75XS5ruuVCkDUBXF9rYMG8X1FxCCpqYVAVX2VpmnSFUvkgT1YsR5/LBaT1RSroraUhE2FYRgsKyvjsGHD5HeNPXjRdZ2LFy/miSeeKHPn29SMruvs2rUrgf2uoCLoV/S7DTHeaJrGiy66SBYrETPoyRrAbGHcTIRx586dZaBdqtOTNRVieihVor5iUEFFi0XFqSlrtPXGjRsZDAaTsvKapikTxjc1uq43uFQvyYQUZLquN3rBjOeee44ul4t33XVXStebnZ1Nkhw7dmxC1oCarAlFRUUJQV9iUACgTsE+wl2mqm3pus6dO3cmva7miMjYIu4rr9fboECeYDCYcA9pmsZTTz210mzNFVdc0Sh5euvK448/XilrjGEYnDVrFrt06cLx48dXmv2KRCIpyf3cHCgqKpKWTzHTIu4V64DANE06nc5mG+RlGEZCysTagq9rw9oeSkpKaBgGR40axbZt29Llckk/ejGb+XtDuIqJ91aefvpp6cqgKAq/++47/vzzz5Wew9Zg3VTMZuq6zksuuYQjRoyg0+mUaWuTxRbGjSCM165dm/QFsF4IUazC5XI1+UMiFei6zp9//jnl+T4rInwiX3jhBfmdYRi84YYbSO6fbq/qnFpTI+3du5fHHnssAdTLopkMhmFI15dkEIOLVJzD5557TlpyU5m2Tfh26brOc845h16vV7pHpPJBYZomZ82axZEjRyb1UDZNk2+88QZnzZolv3M4HDKApUOHDnXqhAHwzTffrDazh3CfaKmI7A9k+TUtKChIKOVcF0QqsLS0NPnd8uXLuWPHDsbj8UoDkuYistatW5fwWYjAFStWyPgEK/F4nH/5y18O5C42GqFQSLpZiSwUkUhEuiZZiUajXLlyZRPsZXJ4vV55DGVlZTz22GMbtL5YLCbz32dnZ3PHjh0t+l5PBdbUsqWlpXz//fd52mmnUVVVZmRk8N1335X/b6p9S09PTyhYliy2MG4mFmNrZgm/39+sfIUbQqrdKapCiMZJkybV+be6rvOaa66REfmNjSiHmiymafK1115rcOdimmaCv7KqqinxEfzvf/8rHxaN/aAoLS2VFr1k7g/TNNmmTZtKFsCaRJiY0hedvZjxEJa0WCwmy4ZXHGh99913LX5Ae+mllzItLY1ut5vRaDQl9671WonqddbzpGkafT5fkwuNSCRCn89XL5H++OOPN8IeHXiqmkHRNK1KEdwcZtSqQjwPrFVea8pOIQYCIkBWuP/07dtXVlh94IEH5Lqaup02NeLevfLKK2XGh9NPP71ZaRZh8PJ4PHQ4HHQ4HPT7/Un3z7YwbibC2Ov1EihPheNyuQ6qKZnG7kBFtHQyVtVoNMpgMMhBgwYxOzu7zvXmG0qyCeutmKZZqXpYXYlGo5w0aRK7dOnCI444QkY+1+X3QjT279+fbrebhYWF8rtIJFJjp2PNyyksUeT+/N2RSISBQIDRaJRbtmzhypUrUxa0KSzGFSsaWtOphUIhRqNRjhkzhu3ateOXX35Z7fpM02R+fn6l443FYrziiitSss9NRTwe59lnny3LVnfu3LnB6xQzMGS5VfJ///sfXS5XwvWt6XwfSOorfJ5++ul63dvNkV69epHcP6AJh8MymE0cXygU4ptvvsn169c3+oxgXREVR8VzxzAMnnbaadX2J6ZpcsWKFWzXrp2c8m9ux3SgsfZtZ555JrOzs6mqKidOnMgff/xRtgVrm0+VG0QqEPshfL69Xm+d0n3awriZCGNRvlGMwA6GUakYiR911FHN5oYBytPcNVaZ3doQ6crqiojwb6hFcvjw4VRVlV999RWHDBlSazsTmSNEOdNhw4bVS9gL6yMArl69Ws6QkOVFWMSoPhKJSLcia6WoxkAI+gULFtDlcvHnn3+W1sKarpFhGFIwWpfTdZ3du3dv8VZjl8slgwiFQGjIjMWIESOkr+pxxx1HAPzkk08qnafqShEfaM4555w6/yYcDtfb7aS5cdZZZyV8NgyDaWlp3Lx5cyXB6PP5Kvnei76+uLiYmqZJl6qysjIWFxcfsPvD6sZD7i9kYhgG9+3bx+uvv54A6HA4eO+998rsT2Rq0wG2JMTxi7y/qqq22IDicDhMn88nXSkURUk66NwWxs1EGIvfiovYXIRkslS0xpHk1q1bmZOTw5kzZ5LkAX1wxGIx7t27l9FolGlpaXIfqqpw1hRU9NubPn06161bx927d1e5f16vNyWR+wDo9Xq5detWOhyOGte3ZMkSulwuKRTE9a3r+bOmtho/fjyj0aicIQkGg2zVqpVs/8FgkGlpaYzFYrIiXkOvlwgksq7H5XJx2rRp3Lt3b72mzkWgXcWMJweD1fDRRx9lfn4+09LSuGvXrgbN+AjXlw4dOtQqNsaPH1/v7aSSoUOHkqwc0CkylFRlTRRuGAcDwmhgNR4cd9xxVT6TTjrpJJqmyS1btvDDDz/k8uXL6XQ66fP5GAqF5H09evRomXrrp59+OiD5eWfPni23YxiG7HPS09P5/vvvN/r2mxvW1JYiT/B3333HzMxMut1u+nw+Lly4UD5nrHmEWyLhcJgAEoL/ksUWxs1AGIvgMas4bmkP13g8Tq/Xy3feeYeqqvLUU0+VaVcONMI6OWXKlGYjhCtSVUof4btaFeJh3NAHyhFHHEGv18v09HS+9tprNAxDFrUQOY7dbjd/+uknkqnJpVnTOoQfoKZpnDlzJnNycuT9cMopp/Chhx6SHVtDGTx4MMnEQK/6TpmKyHdRcjsv6WT1nwAAIABJREFUL0/+r7Fdhw4EGRkZshrksGHD6h0cF41Gqes6e/bsWeNywidQFN1paqpyIVm7di01TZNBvRWxFopp6VjbcCwWYzAYlEHh+/btY05ODt1uN7t3784TTzyR5557LlVV5SOPPEIA0tIoLHUkZSrA7du3p3RfxRS+KAyxcOFCKorC9PR0fvHFF3I58Uxtac/WVGAYhkyPBoBXXnklyYPXMi6e++J4XS4X3W637UpxoF8NtRiLqEmRb6+5+zhFIhFu27ZNukuI/MJCuB2ovKSxWEyeq1tuuYVpaWmV0ra1lI7QmpS+IqkcYHz//fecNWsWly1bJqc6O3TowE2bNskqgSLTRGMh1j1q1Cg6HA5ecMEFLCoqoqZpbN++PR966CG63W663W66XC76fD7Omzev1jZlGAaLiork5+HDh/PYY4+VfoepwjRN3nDDDYzH4ywtLWUoFOILL7zAQCDAJ598ssU/cBRFYUlJCYHyHMMN9feurS2JYizNoYSvruvMzMysNAj1er0cPny4TGdWsS1qmsYePXocyF09IIhjFTnVR40aJVNgOZ1OZmVlcfr06XS5XIxGo3Igq+s6//CHP3D16tWcNm0afT4fV61alfL9M02Tl112GQFw8ODB8rodLIOUuqBpWkIJevF6++23E5ZrqVbgumAYhnx+1FWb2cK4iYWxEJBiVCOEcXNuuEOGDOGxxx7LUCjEnj17ctmyZSSbpiM66aSTWqSFTtd1OaVl/U5M11Z88BqGwR49ejS4XRiGwaVLl0p/zscee6zRK1gFg0GGw2H5wGrbti2dTic3bdpEsrLVVmTQAMAjjzyS06ZNI1AemFrbiP/LL78kAO7Zs6fRZwrEtROuGmLq2TCMlPnLNtVsRygU4uGHH85JkybJKcmGEI1G2aFDh1qXmzFjRqMPypKlsLCwynujuvgEwzDo9/tZXFx8UJTyFUYG0QaF/7/1pSiKzOMriMViLCwsTDgH8Xic4XA4Ze1ZuC8deuihzM/Pl983h0IxjYkwZIjzvWfPHl533XXSGj9o0CD+4x//SFjGmsmnuVYrrA1xXStms6kOcfxCT6mqyk6dOtk+xgf61VCLMQD6fD5mZGRQVdVm8WCwIqyZr732GoH9eX4P9H6Gw2G2b9+eqqryuuuuk9bglvYgEtXSKn7ncDj41ltvUVXVlGVlqIiqqnS73SnNZVwTuq6zW7dunDlzZlLBbYLFixeTLO8U9+zZw61bt1bbsTscDr777rvSJeRAtUtVVeUxqaoqO+4333yzwdevKafmrVH9DoeDzz33XINmsTRNY79+/Wq9T6PRKC+//PJmYe1zu90JJXoFoVCIbdq0YatWrSr9JhgMcvLkyS1enEWjUZaWliZch19++UW+93g8dLvdvOWWW6hpWqMbJ7766ispcO67775m93w8UPTv358ul4tOp5OrVq2qsn22ZKxiVxiIZs2axaysLKmvli1bxo8++qhGkS8CPkXBNAB1ymVtC+NmIIyFxViMbpqbxVjXdW7bto25ublySqap3BNM0+SAAQMqVahqaei6zrZt21YSCnfccQdJcuDAgVWKiGQq99XG8uXLZaaIVA8orLlAP/jgAwKQ1u9IJFKnB5rI9xyNRllcXEy3281du3ZVueygQYOapE3u2bOHZPn9IN6LimF1qarXHHn//ffpcrm4ceNGkmzwQKriYEgEZx133HHyu2Aw2GyCjxcsWCD9760UFhZW2daEu07Xrl1bjPtWdYhrVVXO9ZkzZ8r+VwRn9e3bt97bEn1GRZEnfGL9fj/nz58vq3ceDOfW2r6TGchnZmaS3D+7JjJFhMPhFv0crIoTTjhBuumMHz8+QVOJoECr22ZViHYp0rQpisIBAwYkPbi3hXEzEcZ9+/aV08WKojRpYxdWgvfee48AEiJVK/rsWnPSkuS4ceMaVdjH43G6XK4mC+xLNaIML7n/pq/uho9Go8zJyWmwNS3VFekERUVF7NevH4HUlAHfsWOHfB8IBHjPPfdw3rx5VS7bVNHT8Xic06dPZzweZ4cOHeRsCsk6VVpqboj80i+//LIUJIsWLWrweq3942233cZJkyZVOSXaXGIszjvvvErtSliqxHWueC+JHNAHQ//07bffyvemaVZb9jgWi9W5kqSgR48eBPZnD1i/fn2zDJhOFdb29MILLyT1vCwsLGwWsyipRpTSfuWVV5ieni5dRXr37i3dQ4SLqfUc/elPf+KYMWOqXa/QKQCYm5srB+DJzuLZwrgZCGNN02QpYtEYmip4p6CggA6HQwZi1UY8HucjjzyS8J01ACLViCCQadOmyaj5loxVPFnrxZOVA5ZqKm1dF0zTrFP1vdrQdZ0XXnhhwudUrdfajqz3RVUP5yeffDIl260LwiUmHA7LIizWYiyNVVr8QJGbm8tQKCSF6ty5cxu0vuOPP16+j0QijEQiVT7wRWnqpnaRqkq0hMPhhEqlFftqwzBSen81NR07dqxVlGmaxn379skCKRXPWTAYlHmDxWvhwoUsKipiKBRiWVkZdV2XwqUl3zNWIpGIbMMfffSRFGlvvfWW/J+YkamJaDTK9PT0g2KwJXj00UcJgBkZGezZs6csv3777bcTAI866igZjLt+/Xq++uqr8re6rtPtdle7bjGzIHyLHQ4Hr776attifKBfDRHG8Xicfr9fVmlxOp0H9AYwTZOtW7eWnbkILqmqwycTp29effVVfvXVVwnLAahSuKSisyspKZFi40D5yDYmVVkV//3vf1d706fKhWTevHkpsUCIqePGGMjF43H+/e9/J0kpzvLy8jh69OhKy0YikSpT4DU2ImODsLA6HA6OGzdOntu+ffu2+AwVpmny5ptvZnFxsSw00xCsVkiyvJ/JyMhgQUGB/M5qeW9KTNPk3XffXen7adOmcfz48VX6OWqaxjPOOKPRYgQOJMLqVhui/b/44osky4NgBw0aRLfbzRtvvDEhYLEmN5RkSXXbEPtPNtxNUKSOW7FiBf/v//6Pqqpy7ty5LCoqSgggs/bj6enp8r2Y/ap4PlpKVc2KBg1xPq+88kpp/Pvkk09Ilp+r7du3y/tdVVX6fD66XC6uXbs2Yb3Wcu2apvHcc89NuG5VAYC9e/emy+XigAEDkj4GWxg3A2EsRkqqqlJRlDrl22sIH330EVVVrdO0ZTAYpNvt5uWXX06yXESnp6fzueeeq7SsYRgJgUkVKxE1lHbt2rV4X2MRYGZFWCGra0v1aWNivYZh8NZbb+XYsWOp63pK2lmqos0rrkOkRBP+yd988w3J8jZY0ddapCdqCjRNY6dOnVhYWMjvv/9eBgCS5f6YLb0iGlDuz7d+/XouXbq0QZHtxcXFtaZkE9Og//rXv5o8it40zSoHqdbBTm5uLiORSKX2++WXX6Zk8NkcBgjJzsYsXbq00nfJ9s+19SEiF6/b7ea2bduSWmdtiDgIoLzwx5AhQ5JKCSkQz849e/bwmWeeodPp5J133klyvyBMpm+0Ho/olwFwyJAhJPfPQolCT83Zz1qcn2nTptHj8dDn8/Ff//qX9CEX/7/hhhvo8/nYtm1bOTAQhqJgMJhwjKZp8r333uOaNWvkd7qus0+fPtXuh2maVFVVuur8+c9/Tvq82cK4GQhjUZBC5G11OBwpz7kqgq2++eYbWaEpHo9Lf7iKaVCsI1vrNLlhGFLEi30XD37rPpumyZycHE6ePFkGVzz++OMpFbHWfLUtlVAoxH/+858JD1rDMGoUUx988EGdtmEtIDNv3ryUB4WdcMIJDV7HokWLOHXq1FqXGzFiBF0uV0KKJnL/YKKpHhjPPvus7PRPOukkaVkVlRdb6tRwLBbjzp07uW7dOimQzzzzzHr7AFst7NUhgpNUVU1JsGlDiEajNAxDFryxoqoqlyxZQjIxn7qgKWYwGoum9pe3Wt+XL1+eMmt8UVERP/300zrlVy4sLJTT/AD4zjvvyEI2ZP1d3VRVlYF4Z599Nm+99dZKhpPXXnutWYpioV0ASAMGuT+wUhjJvvjiC6qqyjfeeEP2J8K4JVz8qusbrIG54hx7vd5q3a3EoNbj8VBVVZ511llJDzJtYdwMhHEkEqHD4aDD4aDP56PT6UypgCwtLSUABgKBpKZ1o9Eo//e//zEYDFLTNHbv3j2hk//ll18qNTAxfdSxY0cpmq15XgWvvvpqSo9t1KhRLT4oQVXVOnV2BQUFlToD6zSgeM2dO5cAuHv3bpLV519tCCLHbV3dBcRDZMyYMTznnHNYUlJSaeqMLD+emnzJrOzatavJ2kI8HmdmZqYsjmK1jDz44IPN8mGWLJqmSYuOKPLQ0Hv44osvlu9jsRifeeYZulwu2VabG0IYWgc4YmZAWLUrtr1AIMBx48a1GFeairNvpmly2bJlcmr7QPP/7H13mBRV9vbt3DNMJKsEAUEQGQUVwUQUFBQR1MU1KwZcEAOwrAsqC6Lg6qqIGDCsoIi4yiJBQBQFFBT8EBFRomSY3N3V3RXf74/hXKpz93R1mP3N+zw8TFdVV92+de+5557wHj33OcHj8YAxZtg81xuB9BZeKjhDOS3nnXceGKthyCA5auQ6pmkaDh06FPC7vF5vCGOFx+PBDTfckPHYez08Hk/IOKe+I0t3QUEBGKuJG/7uu+8AnBpvVEJ88+bNMRVXSgDVY9SoUWHlqyzLKCoqQsuWLWGz2TB48GDs3bs3rt9UrxhngWIsiiKsVivMZjOvJ5/MxCdmg6+//hqMMZSWlnKLcTjLlaqqOHLkCB+o+gEuiiI6d+4ckFAUvDs+fvw42rVrhyVLlkRsE03keCwPeoETyzJgpJDMBKg6TzCIoJyI8fVo165dwPsATpVFJVoz2pykw43/ww8/xGUR3blzJ1RVxW233YajR49CFEWMHz+eh+Fs3rw55D5kCY60qQtnpcmUIvLwww8HWA31vK91PVGU4vkVRcH06dOTvl9wrPIHH3zAQyz083nKlCn8uZkGsXMQyN171llnoVGjRiGKEnFB14VN0R9//IFrrrkG+fn5vHxupkPUZFkO+96NNBwpioL8/HwwxtClSxcsXrwYADhXsM1m45tCv98Pn88X4lE1CoqiBKyPVFDluuuu48ckSUL79u2zLn49Pz8f1dXVXM+ggkeMMRw4cADFxcU4dOgQ/H5/AKMUrd/xWnIlSUJ+fn7AMbPZHHajoGkaOnbsiHPOOQdWqxWdOnXiHp5YqFeMs0AxpsWfduZmszkpYdqnTx9s2rQp7mcLggCz2cx3U5qmoVGjRmGrd5Hy7Pf7YTabQ1xQsVys8+fPjypQSMFbtmwZGGMBlqVwmDRpUlYsmskiXBEBxhgKCgpCznXv3h27du3itGsejwdmszkgazedUFWVc/gSyNrjdrvx4IMPQpZlWK1W+Hw+7jLTK0DkcgsGWQj+9re/AahZPMiFGRy6AyDAjZduqKrKXf/B/KK1kQvZBI/Hg9NPPx0HDx7ERRddlFTca7gkJ73c0N/78ssvDzmWKQwcODBkk3rppZcCqBl/wee8Xi+2bNmSEfmkH3t6Q8arr76Kvn378nC4b775hl+n72MjKB0/+ugjXHvttQH3pXwBSi6jOV9dXY0333yTr6GFhYX44YcfcNddd6GoqIh/XxRFCIJQ67ZRP5DytmLFCpjNZt6uysrKjG4Idu7cGfD8mTNnAgBcLhf/zT6fD3l5eRlpXyRUVFRgyJAhePTRR3H66aeDsZpiLIsWLQJQ099kdKOEzrKyMgCJz+1t27aFHBs5cmTIMVpD58+fD4vFghEjRmDdunVxPaNeMc4ixZiS7zp37hz3YFEUBV6vF0OGDMGgQYN44L7f7+ck4ABC3ESDBg0KsCYyxpCbmxuwoysvL+fnSYA5nU6cccYZScX+6flpg0FCoW/fvrjrrrviitP74IMP6oRVJhJkWQ7ZyUqShDPOOAPNmjULsfpSJi9tXPTCPhNQFCXkPTVo0AAvvvgivF4vSkpKIlpxg8d5cKEASZJQXV3N4++I2unPf/5zwHVkzdPHw2cCVquVK+z631bXN28ejwd5eXnQNA3l5eW4+eabk75nuBLf+/btwyuvvMLllCiK2Lx5c1Z4hYK9NMGIFLsfbOFKBxRFQXl5OV+Trr32Wq6IpAsDBw4MOUZsDVSNjDGGZs2aAYicM3LrrbcCqH3oAo0x+r9t27Ywm82cXo6sv8FhJJkCY4E88Dk5OTwviLBmzZqMx98TSLafdtpp+Otf/8qZowjk/fzHP/5hiIHA6/Vi9+7dAcf69esX8B6//PJLbNy4ERaLBQsWLIDFYkGbNm3ijiWvV4yzQDGmIHGyhAVPgnAgpZcxhqlTp8a8Xq80+f1+FBUV4cYbb+THooU4LF26FIwxCIIAQRC4xbg2oETDSN+vqqriAr1fv35x3dNsNteZOL5woKIliSLVRRASWRw6deoUEG/p8/nwwgsvAAik/wun4DRq1AjAqeSKcDj33HN57C5jp0qS66mPNE1DTk5OxpRQCmUBEGI9rKqqwtKlS+v0Bg4ABgwYAIfDYUhiWa9evfimj4wDp59+Ov785z9zTwhQI+OyYX57PB5cf/31Yc9pmob3338/rKvWaG8BcT+73W4+/g8cOIDGjRuDMQan04mWLVuGTQhLh8JHXj/GGPbv389DStavXw+n04mpU6di8+bNPK43VtIaeZviBc0xsnoT77TZbMZXX32V9O9LNWbNmhVg1OrZsyeWLl3KP6uqCr/fj1mzZmWieVFRWloaIn9lWYbNZoPH40F5eXnS6xZZnIONKhTKceDAATDG4HK5UFxcjHfffReMMTRp0qQ+lCLd/5JRjAHwindUFlo/uPQDoKysDI8++ih3HcTj+nnttdewaNEitG3bFsApcuw5c+ZwgvVgVFRUcBJ7oy2RPXr0iNpmsliLosgJ4yNZjGRZxrx58wxtX7ohCALy8/MzHtMXjPLycsybNw+MMcyePTuqwkkhOTRWwoVGBBcoueaaa6AoCs4+++y4YnD1yubMmTO5G1uPTCrG1L533nknRGhLkoQ2bdpkolmGok2bNli4cGHYRMlE4fF4uNfD4/Hg119/DUu/GKnaYbqhKArefPPNsK58shbrK1lSAhfNDSPGJVnD2rVrB8YYLrjgggAFOdMgz2fr1q1RUlKCHTt2YPv27Ulb/Hv16hVVoSLPqc/nww8//IBOnTqBMcY3WLSmZFPSWjRQIRx9YmewXsAYyzidoR4UU1xVVQVBEPDNN98E8DMbBdIJ9FRt1dXVPFbc4/HwTXWnTp2wbNkybnTUbzCioV4xzgLFmIpVkCIaLrngrbfeQo8ePWptOcnJyeGxVJEgCAImT54Mh8MBURQjJuslA2p/48aNo163dOlSXiJ09OjRMe+7ZcsWQ9qXCVC83fHjxzP2fADcuuJwOHDOOedAFMUAq12khA/6vs1mC7D+UGUz/TjKyclBSUkJAODss8/GqFGj4trciaIIp9PJPzudTrhcrpAwk969eyf68w1Hbm5uiOJEv3/cuHGZaJJhGDNmDBRFwdSpU3n8b20hiiLGjBkTcMzr9YYs9i6Xi5eLzQasXLkyqlx0uVywWq3405/+hDZt2kCSpJheQL3CJggC9uzZwy3AVqsVTqcTDz30EIBTbBhGQxAEbNu2LWwSNSkj5BYXBAGPP/44fvvtN77uNWjQAGVlZZBlGR6PB4IgGBob3rJly5BS25MnT+Z9+9lnn4Exxj1UdUUJDoaiKGjZsiU3NNB8CFYyabORLZsigiRJAXHhxEtuFMg7GC4HSg+Px4NWrVph1KhRfIy+8sorcT2jXjHOAsUYALcUW61WmEwmbmlwOBy48sork94Zfvvtt1H5a2+88UZ069YtbYtPrH6yWq188dHHbdb2ftkMYp/o3r17xoT5008/HbEPFUUJKOUbCcFJo7Is45NPPgFQw0Lg9/vRu3dvHD58GBUVFQEx7PGQ+9O8kCQJN954IyoqKnDZZZcFXLdixYqY7Uw1qA8EQeBeD/qfkmayIZksUdA7uv322zF06FAeI5yMzAheMClxR89aQdzJ4Txb6QQpXDNmzIg5T7t27cqrmLZv3x733XdfVOWgrKwMDzzwAEwmE9q2bYvt27cb2vZ4QC7vw4cPh5xTVRXr16+Hw+FA8FqXqtjl4I34pEmTQq4JDrGo60qxHsFsRQ8++GDIGp4tYUZ6mM1m3HnnnSl/B9XV1dizZ0/IOKFQTxqjxM7FGIs7ZLFeMc4Sxbhz585wOBxwOp2wWCwYPXp02JrzyYLce8RVfNFFF/FQhXS6oDdu3BiznKN+wsfaGGSzYkxxp/QuKcFx37596NKlC6xWKyZMmJAWYU5Z3cOGDYPFYkGXLl2gKEqAqzdY0NKmhMozR4LepUuhMLSrDy7IURv8/PPPfLysXLkyrKJhxHOMQKNGjSBJEp577jmcddZZyMvL4/1bVyvhUd9TMpkkSYbEuevnLo3HYGiaFlAyOpOIxQd+4sQJtGzZknPSjx07FgD4ovzyyy/DbDbDarWGeDjCcb+nAhTbS3HxNG8ZY+jZsydycnLAWE353kceeYSH7lFBBlpDUoVevXpxliZ6DiXs6RWhTBceSSUGDx4cMB7KysowaNAgfl7TNFRXV6N///6ZamJYrFy5EgsXLsShQ4dS/qzgnBRVVeF0OlFaWgpRFHHkyBF0796d62axqm4S6hXjFCjGPp8vIYuQIAhwOp0hFuNUQBAEWCwWbNu2LaMuGFVVMWzYsIiWYEmSIMsy1q9fj3bt2mHVqlVR73fgwAHu5ss2+Hw+HDt2DI0bN8Zll10Gxhi+//77tCVi0Qbk448/hslk4jF3iSJWSW99uAOFURgJv9+PSZMm8X4bOHBgCM9zRUVFxl2LXq8Xs2fP5rGoLpeLs8VomoZbb721TrNUfPHFF1yxYiw0CSZR3H333SFzwe12Y/DgwQHHCwoKknqOkWAseu4FFW2i62RZxrp16/jY1M/BsWPHYseOHWlpN0GWZfzxxx8YMWIELBYLSkpKeCifz+fDhx9+mHILvaIo2Lt3L/785z/zUAyr1QqXy8U5g7dt24Zdu3bxMWaxWALGWzYbRJJFVVUVunXrxj9PnDgx7HXUJ9m09jVs2DCEOcJo+P3+kDDLcCEWFG+eiOGyXjFOgWJMrtN4QclwJEhzc3MNG+R6Ki9yu5BwzvTiHG23T5nIxcXFEEUxLsqjd999N+NKkZ6U3uVy8SQZoOYd7NmzJ2yCkZHwer1cESM30vjx4zmrQ1lZWa0U43hKNp9zzjmGk89TTCUpvfq+04/htWvXol27dmFdwZnAyJEjAyiVKL742Wefzfg4TRZdu3aNmB2eKEhp1INkqb6fZsyYkdRzjAIVNYp2HjiVPV9QUACz2cxL5t57773crUtMLJHYWGI9gzZdwCkqTgARFaXKyko0aNAAr7/+OjfGDBgwgJ9funQpcnJy8Prrrxu2PujXQ7/fjyVLlnBq0tdffz2iAhW8+aJcHH2cPlnhs0kpNAr02ymRWe/VC/agpntjlS2QZTmAotPn8+GWW24JoP5r1KhRwooxkDLl+P+uYpwoSAm0WCzIy8uDyWQyTChpmgan0xmRIzKTiKWc9e/fP+6+kCQp6YqBRsHpdOLVV19N+8aDvAwjR47E9ddfzxcToxBr8aHwCaP5NSlmzG63ByjdRBpPyJb3T7Db7dzqpigKd6nrFZi6qiDrN3vPPfdcUgk2siwjJycnrr746quv0p6JT3HUlGlPCmUst6wsy2CMcYV4165d6N69O0aPHg3GTtFyUl8m8rtUVeWKtdPp5OFaNN+feuopnrxMbf3rX/9am59fKxAVG/3OM844A++9916taOOeeuopPu+Dqds2btyIqqqqlFNXZhKrV68O2PBQPhJBVdWY3rz/VRDVbTB1p91u57k77du3r1eMM/UvGcVYkiRYLBbYbDbOt2hU/Jbb7cZpp51myL2MhD5WNBooJpYQSdHz+/148skn05aIoKoqysrK4Pf7sXHjRphMJvTt25efJy7PdIGSYmRZTmkflJSURFW2NU0LKfebCEipJkF3wQUXwGw2w+fzRVW8JEnKumpQBL0XgZQfEubZRLcUL4JlE3m4khl3H3/8cUAyZiQkalmNF7SIAjVjkJRJxhiuueYaeDweXt3O7/fHLZ+7dOkS9ng8GzhBEHg1UgAB3M7l5eW47bbbYDab0aBBA772mEwmSJLEmWAonyGVGzC9PKioqOAyyCiGGL/fH+AF0rvKRVGEw+H4n7QYE/RJzaIoYuHChQHnvV4v5s6dm1EPMM2HdJeqpjCl008/nR8TBCFg3gUrp/GiXjHOsGKsqipPNLBYLHA4HIYqN5qm4S9/+Yth9zMSsfpr69atPBHEarXGtEq99dZbRjYvIlwuF1566SV07tw5LoFEoQ1erxcDBgwwzKqqaRr2798fYj1NBTRNQ/v27WMu6slwV544cQLFxcUwmUwYNWoUTwqNJzxpwoQJtX5uKqBpGs477zwAwIIFC1BYWIj8/HyIooh//vOf3KpWV3HGGWdA0zT88ssv3FsQC9EUmOLi4pjfX716tSGxr3oL04gRI3g4g54SMFkkGzJFNI76+3Xt2hWMMXz77becVnP+/PlxFy5INZYvX843GTabzZDx7fP5UFBQwBlpAKBp06YoLS2FJElxrQt1GT///DNnXyA+ZgC48847A65r3rx5JpqHzZs3c90n3WwgtPbqN0skV48ePcrDUehfLIo3PeoV4wwrxlTNi/5RXG0waOdfG47hbdu2oaqqKuNxxcE4ceJEVBo5m83GOXEfffTRqAsNuWSNgj5O78iRI5xkvUWLFhBFEZIkxa0MPPzww7UaG/G28+mnn05LJns8C73L5YraL5qmwe12c4X3rrvuAmMMDRs25JahRBe66urqmCV7M4FXX32V9wUVfyDrKmNRGz3JAAAgAElEQVSszoZSAEC3bt24PLJYLEkrJ1dffXXMawRBqJXVWNM0TJs2Dfn5+bDZbOjSpQvmzJmDEydOQFVVzqhC8tEoRcvr9fL3H+2eJNtJ+fvxxx8B1CzOubm5YIyhpKSEb4DJKkuyMZoMjQc0JvVsE2SNU1U1wBIoSRIcDgcsFguaNWsGk8nEK9zp571RibCCIOC7774LOCbLMp/vtEb8L4MxFrDeUIiOfkzdcMMNAFJPVUdhKxs2bAhY0yRJykh+ByWSbtmyhVfmBcDDsyiplDGWkNGmXjHOAsXYarXyBDyn0xlWiNKA79ixIxiLXHAhEuLhos0EovVZoor83XffbZiQVBQFv/zyC3dRxrpvrLb27NkTQHS6J1qM4v0N9Mzi4uKs4aBWFAVvv/12ROugLMv429/+hnbt2hnWpmyxmAVDFEW8+OKLPGnw5ptv5rGes2fPrtOWLlmWsWLFCsiyjIKCgqTiPBVFgc/nw8GDB6OGl8iyjMOHD/OxRWEq+rnn8XgwYcKEEHkcrOClGqIoonHjxnA4HHjggQcivmtiFWjSpAlvc7ppBynRTc+aUVhYCKvVioKCAlx44YVcturDM6jfKfxPnwTm9/sNi/snyx+BMcbXM1EUszKHxihQH+/Zs4cfq66uhtvtDvGemEymlIeVvPHGGxHXADqebm5l2pzrQ+6+//57vPLKK3z9Jq9zvKhXjDOsGNNLoPjicC4ol8uF/Px8LniOHDmCTZs2RZ0EwQoYFVjIJqiqijvuuCPi79BbQlRVxR9//BH1XskoGvrg/WeeeYZvUKqrq+Oiw/F6vejQoUPY+2qaFjbMQ39PRVGQk5ODpk2bJizoE5nwySKYeD4cLBZLwELr9/tx6NAhMMYwcuTIuF3v8aKkpCSrEu8IoigiNzcXmqbhjTfewFdffYWysjJ4PB6eHFmX4yP1sipa6fZYoM1gLPkpCAJ8Ph+mT58OURSxe/dutGnTBlarFTabDX379oXX6+XWNZp76eIHDoaiKBg4cCCXHzt27OALdV5eHg4dOoTq6mq+qSCrrZHt1FejpNwHTdOwfPlymEwmXlnParWiqKgohNM+1iZdVVW0atUKAAIYJhRFMbQMOllNVVXFl19+GWD969Onj2HPyVbQ74+0xqmqiuHDhxv+XFI2KyoqeAx7uE2wqqqoqqpKOetSJFCJaP2aQ2WiSTGOl8cYqFeMM64Yq6rKv0uloQm33HILLwWqByUdhMMdd9wRsS3kfsp0Falg/PrrrxHPORwO2O32uOP/auOi1jSNE8jHA1q4VFXloS/RFnZS2vUlTamNFosF33//fcC9O3bsGLA4rVq1Co8//ji6du0a9v4PPfRQ2hSsiRMnRlWAqG8YY2jVqhXMZnPKqmMBp5JXs9Wdqo8np80qKSmJCOpsg6IouOGGGwLcu8myA3zyySdxjePly5ejrKyML8LZ9u59Ph/sdjuX59XV1Sl/15qmce7siooKHiKybNkyFBUVccWALPJ6mRSsbFEp93hliiiK+OGHHwLWFVLCjbLS+3w+DBs2jG8mGWNcrjDGUp5kmGls2LAhItMQeZMpYdnofnA4HLj00kvjujaeXAGjQSE/HTt25Mdog6cPpahXjOuQYgwgYEfDGMONN94IIPJunQRZuBdN9ELhYo1cLlfWVQvyeDywWCwRXagbN24EYzW0P9Qv0RDt95EVk57197//nbvkgpNdot2jf//+GDt2LGRZxrRp0+D1evnOOhzHKS0Sx44dQ6dOndCiRQs8+OCDsFqtYa3RjAUmMvTo0SNgbAULx1jVuIzGmWeeGfW83ooIGMczSvNh//79AE4lNWargknuZovFAr/fjz59+mDMmDH45ptvANQsdtlo6Y4XFEYhyzKaNm2a9HsWRTFgkxgJRsdR+nw+VFZWxrwvKXmUBDVu3DgsXboUBw8eREFBAUwmE5o2bcpDifQ88kYpK8EWOUVRcPfdd4MxxpM79dbUqqqqlFvKFUUJkbvURqLcTPb3E4+xz+eDpmn4+eefuUxMRwhBpkFyTh8H7/V6A1grgJriGkaANh96Vp14+zgWi1CqwNgpXnXSgYKV00TuVa8YZ1gxJmslYzVxMJHK8waD2Cb0QkdVVbhcLl4UIdwOc8qUKVmzu9ZPwGjxhWSNIldprHtGwhdffAGTyYSXX345qoWLnkGJKR999BFWr17Nz5999tm8vUePHuUWmmBUV1djxYoVaNu2Lf+N+r4PVoxUVUW3bt3CvjdaFMJhy5YtEX+LkSALbabg9/ths9kC5oiqqnErSyToye1H7zA4VtUIqKoKn8+HzZs3AwAvk0qJjG63O67NXrZCVVVerCEe2UfvSl9kSJ9QfOTIETRu3DjVzQ6By+WKS36TrKKCHWazOaBMb7pA4Rbl5eXcckoW3k8++YT/jnTJeFEUsXjx4rDn7CYnPvrnfzFrzJtYPvcLeD3JeRX0MpYYCDRNw2effZZ1yeVGQx9O4vF4kJubC4vFgh9++AEAeDLmxo0bk3rOq6++in/+85+1+q4sy8jLy8vIu9izZw+KiooCZIze4JgI41e9YpwFijFjjJv8E826vuiii0KO0U7pvffeCxvbeu+99+Krr76qVVuNhiiKOHDgQNwW2xkzZkS9TlVVLF68GFVVVTxG+aabbgJjDPv27YtLsQZqJvgzzzyDd955h1uKzjjjjDh/VQ28Xi/atWsHk8nEFbBUVR6MpzqgEVAUhcfNphJ0f1VV8fbbbwdsYh5//PGQ62PF10mShJkzZ8JiscBqtWLo0KGYOHEiTpw4wanVUmV18vv9vLqb3+/HI488ggULFsDv92d0k5EsNE2Dy+VKaGNCc3LVqlUwmUwwm8146KGHuHJHm4d0ggpH9O7dm7tgyUjBGMOECROwefNmeDweVFdXcwUfMLbqml4meL1eVFVV8eNbt27lberQoQPns3W73QFtaNeuHTp37mx4oZ142h3MS//1om8xKOdm9GFD0d90A67JvxVDi+/A71v2hLtNXNB7h3r06IH169eHJOf9L6N79+7cA0meC72yV9sQLVVVcdZZZ6GwsDApHn4Kp0nF+hBPvLvNZuP6gaIoAYVuGjVqFPez6hXjLFGMiag9kUQqyiYGEOKuIsqfYCWQklGyxf1MQfszZ86Meg1warDGinE1m82YPHkyTCZTwq5qxhhfkDRNwwMPPMBLKYcrp6y3NNKi2qxZMzgcjqSEAyUT6FFaWhqWy9Xn8/Gxl0rXPP2e0tLSlLtnGWN8od29e3eA0kC0fPr+nThxYtT7tW7dOqxbkBYYKkwyb948437ESdBGVb+gEX2b3+/Hiy++aPgz0wkKGaH3IcsyFi1axDekjNXQSzkcDj63CIqipI0tgnIsaOzeeuutsFqtOHz4MH//+lCrdIPCLw4fPowOHTrAbDZj7dq1IddEg91uhyzLGDhwYCqbGgB98iT17fEDpRiU+2f0N90Q8m94k7sgS7WTHxSmQjLZ4/HA6/Xirrvu+p+ugAcEsnPQXBNFETt27AgIZRFFkXOoR7sX0QOed955+NOf/mRYO1VVhcPhSPs88vv9qKysDPCe6nWzeCtsBn+vXjHOgGJMAoUyqxOtHKaqKqxWa8gL1yvEkThehwwZknZS7khwOBxR+Th37twJAHH3cXV1dcJ8zwB4eU1BEAJih2OhsrISjDFOq0MVsmrLrxuOk9liseCNN94I20/nnntuyuO6/H4/xo8fD8aYIXHNlDgliiI8Hg+6dOkSIPj1v0f/PPKsBFtKomHatGnQNA1VVVVYvXp1yL0Zq+EQT4XlSVVVzJo1Cxs2bODH9LyxZrM5a0KbagOqykaer4ULF2L16tU8tjbd8YYk02ie/P7777yi3dy5c8EYw5lnnonDhw/zkJri4uKkqjbGA6pGJ0kS/vjjD75mvP/++8jLywNjDP379+fsQ7XZ5Pbu3RuMMdhsNqObHxN61qB3n/wQVztHhFWMry24FRv+GzuWPBxUVcXKlSu5tdRms2HHjh04evQoj93/X4WeHk+/rj3//POYOnUqH/fEkx7JeEGbc7fbDbPZjAMHDhjOkLNr1y5ehTFd0Cd+E/QW49NPPz1ufaBeMc6wYuz1erl71+l0JhxKIUkS3G43brrpprDn161bh1deeSXsufXr12cNQ8WECRPimpi1dRHq+YEjuVRoISLLg56rk+5ByXKapuGjjz6CzWbDnDlz+PVGIdHYWSOEmj5j3efz8X5wOp0hlopkLcb64h7vv/9+zPY/8cQT/G+KRw2O1Y5W/pxi7yVJQk5ODiwWC3Jzc9G/f39UVVVh3LhxePLJJ/Hcc88l9bvCQZIkCIIAv98fUrGK+jybk/Do3Xg8HrjdbkyfPh1NmzblMo9kCP2GdCVCkQVeb60eOnQobxdVtHv66afT0p54IAgCunXrxue3LMtcgTei36jqXKrKZ8fChAkTIIoiptz4XFiluL/pBlztvBmfvLSs1s9gjPF1YMyYMWjRogV8Pl/WJZanCh07dgxgNyIKNTIekLzRJ7LqWUb++9//olmzZimnVjOy4FYioLUpOPmuQ4cOcXunslIxZoy9zRg7wRjbrjt2PmNsI2NsK2NsM2Os+8njHRlj3zHGRMbYON31TsbY94yxnxhjvzDGpujOtWGMbWKM7WKMLWSM2U8ed5z8vPvk+TNjtRVJKsaSJHE+SeIxThSiKPLKUXplLtbAlySJ89JmunKYpmkpm0iUNEOCorauW1mWsXjxYlgsFl4NL1UQBAH79+8PUEBJuVcUJYBPkqiKJElKSmGlZDTifwwHURT5olRRUYEPPvgg5n3Jeg7UCBx9mAglk0TbyQdT4YmiGMKnLMtySDWoSCguLuYu/bFjx+KPP/6ApmnIy8tLqVIny3IA16se3bp1S9lzk4Fetk2ePDlj7dCPD0EQUFRUBLPZzOXm7t27AxQD/f8AQiqzGQ2ae6SkR6M7Yyx1VQ9LS0uRk5OTljyAcCgoKAAAdG96Ofqw6yNajDcuq32y8ObNm/HZZ5/xz9Sfubm5aeeqzhQGDhwY8beSJy6YoeLFF1/kGyZaA1OVJKeqKu67776U3DsWBEHg6wVtkBljMcNL9MhWxfgKxli3IMV4FWPs6pN/D2KMrT35d1PG2EWMsaeDFGMTYyzv5N+2k4puj5OfP2KMjTj592uMsVEn/36QMfbayb9HMMYWxmorklSMVVXlWZNU5KM28Hg8GDRoUABBe6wyvuTCHjp0aFqTNSK1pTb9Fy9+++03PjFiKcYUgkEL68cff4zmzZuDMQZFUSCKYsrj2Wi3Gw7Tpk3DokWLQt4tEbDHAnGe6kMynE4n8vLysHXrVvh8vojjoby8HOeffz6AUxzTkaAoCrxeL55//nnY7faAyliJIFgxLi8vx+rVq0NCSmbOnBmXoH/++efh9XrRsGFD2Gw2XHbZZZgzZw6cTmdKlQlJkiLmEFBFvHSDxovH48G8efNgsViQn5+PuXPnwu/3w+PxcJmSSqVDFEW+8SMllrh2Bw0aBJvNhqqqKjDG8Pjjj+PSSy/Ff//736zgMRYEAbIs49prr0VxcXFMlg4qcZwKpYRYY8jAkk5F0efz4c0334Tf70eeLR+Dcm4OqxjfdPq9Sf92ff/abDbccMMNARuO/+V4Y1VV4/II3HPPPVi7di03DI0fPz6t1J5+vz+hMsxG4tixYwBqwg8dDgcYY2jevHncHtisVIxr2sXODFKMVzLG/nTy75sZYx8EXf+UXjEOOpfLGPuRMXbxSYW5jDFmPXmuJ2Nspe4ZPU/+bT15nSmOttZaMZZlmWdnk3JcW0ydOhU+ny+spYIxxhWaYHz11Vfwer0Z44KkmKcJEyakJCbJ7XZjypQp+Pe//x3X9RUVFRg+fDgYY7xKWbr7RlEUnHfeeQFWLkmS8N1332H8+PFo2bJlSJvOP//8uBecOXPmoGXLlmE5VvWk/x6Ph8estW/fHhMnTsQLL7wAoGbDEBxuIggCBEGAKIqw2Ww8TjtZ6OcWPW/u3Ln8mKZpGDx4MBeI0UDeEUmSwFgNjY/T6YTZbIbP50O/fv2Sbm840IIWaYynS4n5/PPPubu9oKAgJQmHiUL/22+++WY+5rp37441a9bwMepyuQIYbFI1L4MpMAnz5s1D+/btefibyWSCx+Phm2n6J4oibr/99rD39nq9YIyFJCIahWHDhsFut+O1115Lq9wiq/moUaMgyzK+/ewHDG5wC67JuwX9TTdgUIObMazJXdi3/UBSz9E0jYcOUsXFTz/9FNOmTeP0gf/LoHc6bdq0mNeaTCbcfvvt3EiW7k3kiy++aAiPdW1Ank+KM45Wmj0YdUkx7sQYO8AYO8gYO8wYax10fYhizBizsJrQCw9jbMbJY40ZY7t117Sk5zDGtjPGWujO7WGMNY6jrbVWjGmHT0pxvBXegkG8qBaLBYIghAxEm83G+VSDUV1djfz8/IztsktLSzFp0iRceOGFKclkJbemflJQ/3g8Hvh8PpSXl+Phhx9Omk3CKFD8pH6H7/V6eXJgOOiVUH0pXKBGmObm5uKf//xniGIWjzLdsGFDNGvWjL8fymgmIf3SSy+BMYZdu3Zh1qxZuOCCCwyN+dOXfdVzVBJUVcUjjzwSl3IpiiKOHz+O1q1bY+rUqRg5ciQYY1i2bBl+++23jLljjVzQKYb1+PHjaNiwIRhjPE5bzwGtpx4zEt27d8e8efO4JTi4bWVlZdi0aRNfvMgwAIBvRDPJS1tRUYGLLrqIb5x+++03VFZWxj02VFXFiBEjwp5L5e9SFAUul4uH52XC2MEY41bKPGc+lr35Bd6b8hHOsLWBJCafiEkeuy5duvANksViwbfffsvXvg4dOiT9nGwHVfzMVv5m8rqWlJSk/dm0DlKeAWMMffv2jXs+1CXF+GXG2PCTf9/EGPsi6PoQxVh3rogx9hVj7FzGWJMwivHPJ//+JYxi3CjCPe9jNbHOm5NRjIGaLFM9CXUyUBQFEyZMCJks+rg7r9cb1mo1derUpJ4dLygbv3HjxigqKsKhQ4cyoowQj2yPHj2iMmJkCoqioHPnziHHIynuekuKqqooLCzklqNI39FvRHr27AmgZqMUnJTpcrngdru5QiwIAnr16gWz2YynnnoqQEDbbDbk5OSgoKDAsLjOrVu3xrzGarXGZREIF2JUUlKStgS4SHJix44deO211yJ+j6yR9A5o87R48WJcdNFFARnY9913H6eESzfWrl2LqVOnonnz5vjkk09w5ZVX8mRHdjIcqUGDBtA0LW1UbfqCPfoN3U033QSbzcZl8Msvv8zHBslIGteJWNxkWYbH40FhYWHUWGOPx5MSxSYnJwcNGzbMyCb/wIEDOHLkCB544AHY7XbO7LNhwwZDkr319HB6C73VaoXP5+O81JmovpZuZDMPOs219u3bp3V9lWUZCxcuhNVqxaBBg7hMHD16NFasWBHXPeqSYlzNToY1sJpwCFfQ9REV45Pnn2SMjWMpDqVIVDkOruedCI9xOHi93ohCQZIk9O/fH4yxsOcTqQxTG1ClLMYYz9Ini2iqLRt6Zejjjz/miVrZHIsWKSaVLGrBiwz1b9++ffmxWLysv//+O4AahpIff/wRZWVlAfejdgDgZY0tFgs2bdoU9n4UGsQYizvmOR5Q1T9SIjweD084pCTToqKiuO6laRref//9gM9GlDSOF2RJDFaIvF4vj9nWF4SZNm0aBg4ciNzcXN63FDdXUFDAlWk9MT+5L41mnaH+DrY0u1wuXr6dGHZos3/LLbdg/Pjx3O1NbU3nZlhVVRw8eBBmsxkmkwlXX311WjZCrVu3jipjUmXxY4yhpKQkY9ZE/Tq4d+9enoBrJH8+JazSWKJ4VkVRsGzZsgB6xP9VRMvxSBak2EqShAULFmDIkCEBBTTiAW1c5s+fn9JNsM/n4+1q0KAB3G43vF4vbrnlFq5b3XbbbXGTDNQlxfhXxljvk3/3Y4xtCbo+QDFmNZbhopN/5zDG1jHGrjn5eRELTL578OTff2GByXcfxdnWWivGQM2uj2KjjNgByrKM6667DkCodZGyhsMpLFSP3sgFi1xqmd7ZPvPMMzjzzDO5ta2u4J577gk5RtX0Egm70ccSOxwOrFq1ilexIyXxv//9b4AnQdM0HD9+HO3bt0fHjh0BnErYjGaJuuqqq/Daa6/BZDIZZrGictr6sXns2DGMGjWKt1XTNFRUVMQ1foMX6OnTp6fNYuz1enHppZeGHPf7/Vi8eDHmz58Ps9mMnj17QhCEsAp7pvMBAKCwsBA//fQTj7dljKFjx47weDzIy8tDWVkZ7rzzzrTMN9oc7dq1C4zVFBRhjCE/Px9jxowBAG5N1PddqvtR0zRcddVVYceWqqopS04qLi7Gzp07M0YDOHnyZOzYsQN2ux3FxcXcrX722WcDgCG5JKIoBjAZ3X///Tx8hLwS2UyDmCwYY9zzkgoQv7tejlNSeKI6AukdqZpvu3fvBmMMJ06cCBhbt99+O+6//34wxjBgwAD8/PPPcd0vKxVjxtgCxthRxpjMGDvEGLuHMXYZY2wLq6Ff28QYu+Dktc1PXuNijFWd/LuAMVbCGPt/jLFtrCZ2+And/duyGiq33SeVZMfJ486Tn3efPN82VlthgGJMbrxY2cyJgDEW1lKh5+Hdtm1byHmv1xtgTUsUtAhSX3i9Xr6jz4RCmpOTg++//75OKcOESIspleJNxNpN5TGPHz/O341eSImiyJNnPv30U5jNZvz9738PeXYsUPvIohmrIl0iYOxU1cPKyko0adIkgC2hvLycM19EaysldoU7bjSoP8hyv3//fnTp0iUqLSPNGUKw1c+IJBpiUjh+/DiOHj3KY+1pnoiiiF9//RU9evRAs2bNYDKZeBGK5557Lmx8cnA7KTko2blHyXb0rIqKCpSWloaNQ7bb7Rln2NGDqpWFG48ulwvr168HgIQ4y+OBKIqwWCyYP3++YfdMFA8++CB/vt/v5+/QKIVdT8tFsNlscLvd8Pl8uOOOO1JetCVd0M+h/Px8ntiZTPnmSFBVFW+99RbeeecdAAjw9JBRpDZ6yuDBgw1ro96zaTKZsHfvXgChhsCHHnqI8+XffPPNfL7FQlYqxnXtX7KKMTvpfjSZTGjWrFnC3w8HVVXRv3//kElDA4cS/cK52SMJ8lgoLy/HaaedhtGjRwNIL1VQJBi10cgklixZkvB3SHlirCaxiTLhqfpbuOsZY+jTpw/nRU4G9FwjXafUfuDU2NJb3CiOjaxSkaAoClq1ahVyzEi3s6IomDlzJvcGNWrUCL/88kvaYmpjweVygbEaTukXXngBHo8HgiDAZrPB4XDwTfrOnTuxf//+jLZTVVUsX74cubm5ePnll8EYw4QJEwCEboCypdR9MCK5vAVBgMVi4RtTo0Cbv0zKP8YYRo4cycPnAPAKiUbMNUEQsHbtWl5tFAAGDBgA4FSRi/+Voh+SJGHhwoXIy8tL6XP+9a9/wWw2Y9asWVGvo/EczxpPxoFzzz3XkDYSCgsLsW/fvpCwLL3B6L333sMdd9wBxhhGjBiBZcviKyxTrxhnWDGmUANSJIzKTKfkq19//RVAoDWHCl1QHE44xJoYpKCUlpbizjvvDKCJy6Ys2dWrV2Pbtm1ZU/o6EYRjX0gUHTp0wPjx4wOOybKMY8eOYdWqVTCbzTjrrLP4OaOsD1arFZMmTeJtNyKWe9myZbx9LpeLv1PqJ7K65eXlRR2DFFaiL4OqKAree++9pNtot9sxffp0/lkfK5wJULItAG4R/umnn9C6dWtYLBZ88sknmDZtGtq1awfg1Pun/kllZUz9O6L+URSFUyWazWYMHToUJ06cCPlNAHhRIz38fn/SeRqpwF133RV2bnm9XuzZsycllk2z2cyZC9KBYE/Gvn37OE8/UDP+/H4/unfvbugmoHHjxvzv0tJSWCwWlJaWQhTFjFrMkwXlCRA7CpCaUASSzRSWEq04DYE2Xomsq36/HwsWLEjqN5ABh/ojWDF3Op349ttv+ee5c+fi9ttv59+JltysR71inGHFmF601Wrl/4xEpB1my5YtUVpaGlZh0TQN8+fPDytQZVnG77//jlatWuGqq65KexJNbXDllVfWyVAKwogRI0Laf/nll3PXdiy3pJ6R5L777oPZbMa7776bsvYCQIsWLbB8+fKEqg3Fgt/vh8Ph4IpedXV1WO+Gx+OJWkyEkseC3ZBNmjQJuI7O6+cBhTnolToqLjBkyBBUVlZmlSuf5BHJGIvFgjlz5uCXX37hm3CTyZTWmGV9f5aVlaF58+bIycnBuHHjAkq307XBxUXo/MGDB0M2QKqqBlgQswUulwsdOnQImaukTK5cudJQbwKtKxaLJa08ssHPoXm4d+9eOBwO/hsXLVpk2DMfe+wxrFq1KqRvJUmCy+VCbm5unZH/VD1RlmXk5+ejR48eKTXqrFu3Dnl5eQk/g6rAJgKPx4PGjRvXeix26tQprNXZ7XbzjaXdbsfo0aMD6jLcdNNNXDeLt7JwvWKcJYoxuZuMdgUuW7YMW7ZsCREM1dXVuOKKK8BYTYZ7ODoVcnnRokTxqZMmTeLXpIJ32EiQRb4uI5z1U1EUbNq0CevWrQsr1PRFEERRRN++ffHCCy/A5XKF5ZZNBSRJ4q5MI56nKAp8Ph/vD5fLhf3796OioiLk2q5du0ZcDCnW0Ww283ZRUkmwEkbWk4MHD2LcuHEwmUw8fpqxGnYVctvS9UYyneh/AykVeg5p/bunBYASz8aOHYuXXnqJW8j17ZIkCZdffrmhxWuC4431RTiWL1+OMWPG8MIilGicTIyk1+vFOeecE3CMFt3+/fvX8lekBm63Gz179oyogFRVVeHqq682TIFVVRUXX3wxGGP4f//v/6XFixdMg0gc/Tt37sTWrVv5Jtbn8wUkzRmB4FAVmoURmnYAACAASURBVMuqqmLs2LEAMpewmij27NkToAcYKav1rDCMMcyfPz9AfiUKvS4QC8RA9eqrr8a8VhAELu8+++wzMMZw/PjxkM2PyWTCoUOHsHr16hB+dpLpY8aMqVeMM/EvuAMSEW6yLPM4RJvNZmgMES2qjRs3Din6QTGn//rXv1BRUREisN1uN1wuF4YNGwbGmCFu5nhBcYWRcOTIEWiahjfffBO9evWKei9K0MhmWrZYEAQhxG1M9Ef6cAA9PvzwQzRp0gTdu3dPVzNDQAwR1157rWELs16AC4KAbdu2hQhLUnojKSHUXzRX9+3bh6FDh+KWW27BvHnz8MUXX/C5PHr0aBw4kFylrmSwZcsWbNq0KWChbNu2LadCo/9ffPFFbNmyJSNt1BeV+fTTT3HZZZdxlorhw4dj7dq1AdfTmCW6vVQpbakMA0kUlKgYrcrgyy+/bLh18Omnn0aLFi3SphQePXo04POhQ4fCJnMzxgyzkFdXV2PQoEEBx8jYQzSP+nCLbIOqqnC5XHjuuecS1h8SgT4x3ii0bds24e/E83xZlnHkyBFYLBY+Tqg0vZ6pZ8aMGbDZbFwG+Xw+eL1ennvi9XrRsWPHhA2X9YpxhhVjTdN4SWibzZYS66YkSXjllVcSWoCCXcjpwKxZs5Cbm4slS5ZEpDHSNA2rVq0CAHz55ZdRK8ERpkyZYmg7MwHGahg+gt9hJGtCo0aN+PlMbApoXNvtdsOp+kpKSgKSC2nOUN+QZVl/DDgl7EaMGMFDhYiNQVEUVFRUwO128+REcutTH6fayi6KIhf+hw4dwtNPP82T4MxmMz7//HPOHBL82wipVIDIIihJEp588kkemsEYw3nnnYclS5Zwt32w5T3dkGW51lVEU4loG1XiADcKiqLgP//5D+x2e1oUY0VRQorKCIIQYs2l3BajvaOFhYUBss5ms/Hy9C1btsRPP/1k6POMQrt27TBw4ECcOHGCr7lGhn5QNUTGGFauXAmv12vYpuTo0aM82T5e+Hw+3HvvvWHXJVmW8euvv3KZHlyt9q677kKnTp3C3nfhwoVwOByccYfQq1evesU4E/+COyARIaSntmKMpaTOuyzLcSmQ6UJwzFvPnj3RuHHjgAp40Qbw+vXrwVjs2FpCKgodpBNerxeLFi0KCCMgiKIY0leyLBvuqqwNGjRowIWckYLebrfHpXQ1aNAAjDH06tUrqxJCI+Gxxx7jYRAkE+655x58+OGHGR2/mqbh2WefBTsZptGiRQusXLmSv4PgDTTJv3RZKZs3bx62HdnCABIMPad4MDZu3GjYhkJVVXTt2hWPPvqoIfeL53l6Gi2gRtY7nc6w7+LMM8809PkUPkGJ4BRfTcg0lz7RC/p8PgiCgMOHD6fEEAac8spQOMEXX3yRsvlYm99gs9lC1gQKe7zkkksC8jiIeo90pObNm6O8vBwAeIjYOeecw4tVUVESQvfu3fl34/XI1yvGWaAYk0JsNptTYuWgnVk6M5RjwWKxoEmTJvjll1/CKriRJltw+yluKdZiEi9/YTajqKiI95UkSSgrKwuw0Olx1VVXZTwpctOmTWjatCmcTqchVmuKR23ZsiVXFPv06YO8vLwAlgoCJbKQkEylchwtCZUqLNLY9Xg8WLBgAZcXa9euRcuWLQEEVnCi+/bp0wdnnXUWjh8/Xqt2EfQxyvSsH3/8ERdccEGI4q0oCr7++msUFRVx63y2bi5LS0vDxg5SAY1UhmskClEUcdFFF0U8r6oqioqKDAupsNlscLlcsNvtyM/PN+SekRDMaw2AxxRHovzTF4wxAnrD0vbt23H48GH++c477zTsObUBjcGPPvqIr/MUDpcKNGnShIeBpUoppvvWhhavtLQUAHhFxDVr1gRUaq2qqkLnzp1htVoxevToEK8pUf+ZzeaIhhefz4eSkpKEDY/1inEKFONEQd+rLe9rvG7Lm2++OSO0ZTSQzWYzhgwZgurqamiahsrKSh4kHwyv14uPPvooqtCk7/Xs2TNmLfZ4g+6zGaeffnpC16fLUhQNn376KVasWIEbb7yx1vcgXmWiCLriiiviLu2ZDlARB7LS6Be6BQsWYMaMGXA6ndi3bx969+6Nc845J4BLOpUxhTR/fD4fKisrMXz4cJjNZm5lBWrc3cFKL7WJLDPZDFmWMWDAgBAZqCgKZwjJFsUYqJFb11xzTdjFXFVVlJaWGjYmOnToAKAmcbpFixaG3DMa6B2QwUJVVfTr1w+MsbCbLyNLGquqiksuuQS7d+/mbSHPGc2DnJyctDJUkHeAZJd+3hkFfbjcpk2b4HA40KtXL54YnGqIoojHH3884e+RZ2zYsGEAThkXJElCdXU1Dh8+DEVRcM899/DfoU+uJc5qQrg5I0kSzj///PpQikz8C+6ARIWa/rupcIHr21NUVJRWwUAxiIlaDMmSHm0neOzYMZ58FGvh69OnT0LPz0Z88cUXcV+rKErGXYdAjQXHZrPBbrfH3JTRoipJEvx+P/7617/C4XDAbrfj9ddfh6qqfHGNtRFKF/RxoZWVlaiqqkKbNm14vkCLFi2wfv16+Hw+uN3usDGEySptpIyTZZfuvXv3bnTt2hUOh4OHZpBnKphBomHDhmE315lM3kwUwXOc4rHTFWObCGJRXT355JOGtLm6uhq9evWK6JkzEhSTX15eDovFwsOCgnmoCZIk4YILLjAs5GXv3r0oKioKYD2gzSr1pclkSqvs8Pv9PKQrVbkeJD8YY/j8888DNufpii0XBCFmInwk6D16Ho8Hc+bM4caGYIwbNw6MMWzatCnu+1MicL1iXIcsxhRXQ6wUqajcpGkacnNzwxLiG/0cRVFw6aWXgrHQGOBEBLMoisjNzY04sQVB4IImXt5SvdJQFyGKIj777LO4hV2kJIV0Qu/CCl6QaCGlEIkDBw6gU6dOWLJkCcrLy7PmXQUXLtA0DSUlJWjYsCGcTiceeeQRMMYCFHu6rrbPS2QRpUzsW2+9FSaTiSeuSpLE5VEsuRSpuqKRFr1U44Ybbgh73OVywev1ZtV4kmUZGzdujHjNxRdfHFCcpS6A8mUA8PCVaHOAziVC+UXQy0Cn04mmTZvyssC0zpFcYayGAYPWn3Rt9s4++2x0796dh0sYOf7ot/l8PvTu3Tss80e6QO9CT3+ZKCRJgtls5uWbVVXFiRMn+P1mzZrFZViwPI4FfQ6XXk5HQ71inGHFmHZG+peXDIjDj+5LijbVqk8VbDYbbDZbWE7Z2mLu3LmGuRQVRcG3336bVS7VREFW9ESET6Zjys1mM4YPHw6bzQa3240TJ07AYrHAbDajc+fOYIzhzjvvRPfu3XnFInpHqWh7PGwreq7PDRs2AKgRlNu3b8cbb7yByZMnc6sMxbx17Ngx5DmxxpretUwJlgMGDMDll1+ONWvW4OGHHwYAzllMISVr167Feeedx63SY8eODSiMoadPGzx4MB830eZ/MnzC2QJJknDjjTeG3VTE41VKN3r27Bn1PGOMhyRkKyghWK8UR1NcwiVm1qaolaIoyMvLQ5s2bThbygcffICZM2cGhDV5PB40adIE3333Hf9egwYNEt581gakDKdi3FHS9e+//55VVV0pAS5RKIoCk8mEI0eOBBRfOnLkSNKb82D9LN73Ua8Yp0AxjneR0SuwpCDXFqIoYtGiRbDb7di3bx8/fs011+Ddd98NoT6p7YSiyf7555/DZDKhb9++AIzPAo+3jceOHYs52GVZxt133501VqPaIpHkTE3T0K9fv4wurlSRaMOGDSgsLAxR6r/77ru0JnVJkoSff/6Zf3a73ZBlGaIowu12Y926dcjNzeVz2Wq18njmSGNMkqRa9TFZdBlj2LJlC1cmKJu8TZs2kGUZ3377LQYMGADGGE9kjEe+iKKIQ4cOwev1onfv3rVSfCkcoa4ozYWFhSHvQh+CU5ewbNmyTDchJvx+P1q0aIHhw4cDAC677DIApza1ZJChz7Is46677uJyQZZljBkzBhUVFVFluF7ZZoyhXbt2fMNI8fp33nknbDYbRFHkNG303mldFkUR7733Xlp4+VVVxZNPPmnIvWgt9Hg8uOmmm/Dhhx+mtaJhvGCMGRaqQqEhlENVW+8JhfSQ5zKR59crxhmyGFNQvs1m44U+4gUtyKtXrwZjjFtYacJYrVbOg8oY4+cGDhwY4JZIFHl5eZg+fXrC30sUVMQjGshtFiu+KR6rWbajNnFj5513XsqVGv2i99tvv6Ffv37Iz8/Hzp07AwrLkHAPDktIF/bu3YuCggLs2bMHDRs25F4OslgdP348pPSw0S5QPX755RcAkRlV6L3pWSRqg+HDh+OKK66I+f2CgoKwx40sOpRqyLIc0l5SjCOFWmQKFH8a6b2oqoqJEyemuVWREextsdls2LNnD58nPp8PK1asCCtj9QaOxYsXcysvybRwCot+A1hdXY28vDy8+eabATKktLQUDRo0QEFBATweD7xeL9xud8j97HY7/vjjD/h8Pvh8vqQ9s/FA0zRMnDgxING2tnC5XHA6nViyZEnWKcMEClUkQ1ki0FM/NmrUCKWlpYZZ2inGmxTjeotxHVCMSWHLy8uDyWQKWws8Eho0aBASk9yqVSteftNkMsHn86GsrAxbt27lLgm/34+qqire1uCFWb8gf/PNNyHPnT17Nr755puUuyZVVY3pZou3zxVFwcUXX2xU0zIC2olPmzYtwy05FW7QqFEjMFaTNDpnzhwA6S+9GhxCoD+2Z88evPDCCwBqFke73Y4bbrgBu3fvDqBQywSov1INs9mMq6++OmahG6L/C8YHH3zA2R2yHWT5DweXy4Xjx49nXdxuNPk1adIkeL3ejLZZz4m7e/duMMbw/vvvo7S0FKIo4scffwz4DXolOCcnB4zVxIxStVVFUbBixQr06tWLx/72798/7Abx8ccfh9Pp5IVvfD4fOnToAE3TUFBQALvdzhVPRVFgtVq5HFi6dCmAU/Loqquu4ue8Xi/uueee1HSYDqqqciaKRI0yPp8Pr7/+OoqLi/H9999DVVVIkpRVjDzhQHSDiegHFRUVyMnJ4WuckXJZr5slYnisV4yzQDGmzMlmzZpFvf7AgQNgjGHUqFG8og1BlmU4HI6AQfXzzz+HbZOiKHjsscciuhjbt2+PNWvWoHXr1mHPp4vxIJHCJJHKIxM+++yzjJb3NQqJMJdomsbdm4lCH2tLJajPP/98OBwOTJo0iS9IPp8vYDFMJ38yJTLpy4ZSaBKxMVx//fV8YTWbzejSpUvK20WKjL4vKisr0b9/fzBWUylOT6eWKmiahhkzZoAxFrGaZPD1wZAkibu+6wquv/76kGMejwddu3bNurjdrl27hj2uqiqOHTuGefPmZXRj4vf74fP54HA40KpVK76B2rNnD3dzFxUVITc3lytD3bt3Dxgz5MUkrx1jDF9++SU/LwgCLyctyzJatWoFxhgWLVoEj8fD53d+fj6f3263m8ud+++/Hw0bNoSmaXxOmc1mHgNNnlmaj4IggDGWUh5hoEYOOJ3OWlWCVFUV999/f4paljpIkoS1a9cmFFpJdKqp8M7VVj+rV4wzqBgD4PHFjDHk5+cHJChIkgRBEHDaaaeFVPxasWIFV5K8Xi8qKioC4rDeeustPtAiLcBE06S3SNAkfvnll/lnPUhQTpgwIaXWQVmW8cwzz8Dj8UR8jtfrxfLly2G32/Hbb7/FjCVs06ZNKpqadixdujRuIZJo8oKqqpBlGQsXLgRjDG+++WZGYrPJ1aovYuL3+3lbtmzZEjDvvv76ay6MIyXZud3ulMab0sJcWFjIvTaDBw/OSFlumsfvvPMOGGNo2LBh1OtVVcXgwYNDjouiyD032erGJZCsGjBgQEhbU5nUmQwqKyvx1FNPRVSc2rZtm5bNJs176idBEFBSUgKLxYI1a9agqqoqIGmtqKgIsizzDbIgCMjLy8Ott94a9v6CIPD1aubMmQBOWZcpea9BgwYYMGAABEEIiKFljOHw4cNwOBzweDwBFVKfeuqpkPVNVVX88MMPePrppwOOERe8qqq47bbbAn5vKkCyatCgQXE/R5ZlrrgnysCQDZBlGdu2bUv4ewUFBSkxFJDXgizG8SYI1ivGGVaMieuXMYbGjRvz4y1btuQLEg2Y2bNn45JLLoHdboemadi4cSM0TYPH48HkyZPRvn37hJPqCgsLoyo+5eXlYS0W1KZ0ZMVGap/FYsG7776Lo0ePxtX3JJjrchKeIAhxWf+AmgWgZ8+eqKqqCru4ktD98ssvuVXxtddeCzhHyVfp6rOnn34aAwYMwOrVqzlZ//r163H8+HE4HA5IkoRGjRrhueeeQ2lpadqVTj3v5qFDh3DxxRejsLCQK5X6hSyd/RaunZIkYfny5XC5XNz6FG2hLSgoCGkvUYvVNbrDGTNmhB3znTp1yiplQ1EU3HLLLRHDJSorK9PioausrMSQIUPg9XrRqVMnrph5vV7eX4WFhbBYLDwMif4nVoFYIR9WqxWiKAZwCwOnwh0UReHrSlFREXr27AmLxYIffviB33vr1q2w2WyYMmUK9wSFQzAXLoVy6EEW7FRClmX07t07Ip9zMKjK5KeffprSdqUa//nPf+K+VtM0/OMf/0hJO6666iquXxUXF8e9yaxXjDOsGDPGOPVSTk4ObDYb8vLyeEZ4WVkZGKspdnHdddfB4XAECBVBEPDjjz9yIZaIFdfn82H27NkRFzxyP0f6XQ0aNDCUoi0Yfr8fM2bMiHheHycWa8ArioKzzjorLsqubAdj8ZUeV1WVx6Tpf/PGjRu5VZPulYkS0sE0YR6PB2azmS/GNBfOP//8jCtlpaWluO6668BYDXvMAw88kDWFRiKBeFyBmgSn3377LeK48fl8+OSTT0KUGxo3//rXv1LbWIPRqlWriGPmoYceSnNrag9BEPDGG2+kRIGjTe/q1avhcDh4qIL+XJMmTQLKKe/cuZMrtxUVFXj11VeRl5cXNyWoJEl4++23wRjDxRdfzC3RJIMmTJiAdevWwefz4e6778aBAwf4eywuLo5Jc6fHggUL+H3JChvMgZwOkBU13nWH5m1dYYMJh9ok4aUiqb9JkyYoKioCYwytW7euT75L179kFeOmTZvy7zZo0ACqquKLL77A0aNHUVxcjGbNmsFms8HpdPJyifoJQ99NJig/UrujWbyoKEOqkwGi9am+H4h6KxoWLFiQVbyPtYXH44lLyIqiCFmW0alTJ5jNZkyZMiUsDR6FLKQD9Jxdu3bx4hg2mw25ubmYPn06tm/fjiFDhsDj8YRYg1OxoSF3qp7146233kKzZs1QVFSEbdu28Ux4ypQXRTHjinq8MJlM0DQNt912W9T4dJo7xCdNoI1kXVyor7jiipBjkiRh3LhxWZWEp9/ARMLkyZMNf+57770Hp9MJi8WC6667jlMXAqeSqIBTMlgURd5vRCGYCPR0iYqioLKyEpIkYcmSJfjmm2+4ZXzz5s24/fbbOdUbGY0oxCJeGU6xxQQKx9DDYrGkJe6c4mjjgSRJWVG5NFkkOj5SsVHJy8vjBo2WLVvG7WGsV4wzrBi3bduWf5cmT15eHqqrq9GtW7eAa0VRRGVlJZxOJ0wmEwRB4EU9klUaVq5cGZWY/dlnnw0ZVKqq4uabb47q0koW0cIGiHqnQYMGmDJlSlgWDQLFf/7000912mJMtGizZs3KdFPCwuVyBViPPB4P5s6dywV9QUEBXC4XHA4HBEEI8XKIooiqqirubjVqXOkVX/3zCgoKYDKZ0Lt37zoXLhAPXn/9dQDAs88+i6FDh8bcPJ555plhj0+ZMqXObSr/8pe/AAj1JimKgr/97W+ZaFJYUL+2a9cu4sI9evRoCIKQ9Pgk2fef//wHjDGUlZUFvFc6bzabA+IxaY2x2Wy49dZbeax+IpZsn8+Hs88+m3tD9+/fj2effRYejwfjx4/HSy+9xBVvr9eL/v3748EHH+RrXG3w2GOPBfwuSvIj1JbjO1HIshx3OAXhp59+yog3T1EUPP/88xg3blxS99mzZ0/C4zW4ZH2yKCgoQK9evcAYSyiMql4xNlgxTlRJ1RNQk2J822238fN6oUU0a6mYyBSuEekcYwwTJkwIOE7FPi688ELD26PHsWPHIp5zOBxYsmRJTFYKUt6vvfbaOmH5otg9aqvf7wdjNUUe7rnnnqh9kk5omoaqqqoA3lG/34+ioiKYzWaYTCaYTCZ8/PHHEe9hpOCn0B5iq/D5fKiqqoLb7caRI0d4lck1a9ZwVguas8E8y/8rWLhwISRJwty5c2MmH6bLvZwOaJrGKwjq4XK50KpVqwy0KDz0dGaRIIoitmzZknTyqCzLMJlMuO+++6Leq0+fPgGfzWYzZ02qbVw/zTHyZFGYniAIfMPq9/vx0ksv8dLN5LGorcz2+Xx49dVX+edbbrkFZrMZfr+fy51osslI0HPjBWOn6g+kE5Ik8aS1ZMPFOnfunNBzGWOGbsBvuukmdOvWDYwxDBs2rD75Ll3/gjuA4q/iBcUXB1uc9fysx48fx9q1a/n5VCze5L4Jd2+Xy4ULLrgg5Di5oWfPnp2ysrKiKEZ0Q+kVqngtFyaTKesom4JB72D27NmwWCw4fvx4VhUnoYXR7/ejuLgYdrsdJpMJRUVFAefTrWTKsozLLruMK7/kdv373/+OQ4cO8cIC/5dAsZUffPABGGOcbSYSli1bhv3794cdb9mkTMaLcGwcNP9LS0vT3ZyocLvd+PHHH8MaKFRVhd1uT1gxJoOAIAi87C7d3+fzRZQrJMttNhv+/e9/BxxPdg41atSI39/tdgcU+tArRkbMVQrFoH6TZTlEDlC4UapRUVEBj8cTlxVVURR8//33nCoz1RBFEW+//TaAmnf88MMPY9iwYUndU5IkjBo1Ku7raXM0YsSIpJ6rx3XXXYd+/fqBMYbp06fHXXClXjE2WDEGEpvQ+u8+8cQTAd+lbN/9+/en3MVLsZXR3HUulwsmkyns+by8vJQwBOhpfsJBT2+Xk5MTs1RmUVFRRuizwoGSzChEBjg1HvSeh3RbDAj6vu3Vqxfsdjtefvll2Gw2vPbaa1i2bBlEUQyh1DNqrOqt5vp7zps3D506dYLFYsGiRYv4M/X0bj6fD1u3boXH48EDDzzA7/d/DZqmoVWrVpzm6vHHH4/aDz6fD6eddlrYMUfeqrrgcSEQH2y4Nl9//fXYtWtX1owLVVVhMpmiWumaNGkCILpMoBAkmj92ux2KooQoBTk5OSGhBIqi4ODBg2jWrFnKQuSCLZGSJGHZsmXw+XwpCRs4dOhQACfw888/j5EjR/LPHo8HH330UcpLh5PXLxGOXypwkmr06dMHt99+e8xaCoSysrK4rquqqkLTpk3jVu6JHtKocUceEsYYHnzwwbgLfdUrxgYrxonuqPXJdw8//HCAkMrPzwcQSGOTSpB7a+bMmWEXktzcXLzyyithq+WtWrUKu3btMrxNqqrilVdeidqnxLBAQiRbFrp4MGzYMP7+SbHLBEOEHj6fD0888QQcDgcPh7jnnnvw9ddfp1UpIteqnuu7S5cuURVvevcnTpyAzWaDpmkYNmwYFEWB2+3OKst7OqBpGk6cOAFZlrF9+3Y0adIkqoyiCmLhzldVVcUMWco2+Hw+zuUdvNi63W40bdo0E82KikhKgSzLmDhxIg9FiAR6P2eddRYA8FLIALjxRlEUvP322zhx4gRXoN1uNxir4QxOJaqrqzF58mSUl5fDZrOhqKgIiqKgffv2hstu6stghTQ3N5dvuClJL9WKsSRJKCsrS2j+pGotC87tEAQB69ati6uAFI2TeNuXk5MTt9ylOglGQdM09OnTB4wxjB8/Pu5iRfWKcQosxolA/92///3vfLBStaF0LUJ6ruJVq1Zhw4YNYdsaTmiTdWLo0KEAYGjGdzxKotvtRllZGbdCROszj8djSP36WNDHhul/w7333gvGGJ5//vmUtyEWyCI0c+ZMWK1W2Gw2FBQU4Oeff+YCj/qS4nHpeG0Etp79gaxDgiBAFEW8//77YKwmkbJv377ce0HPpw1PLCuWqqp48803ccYZZwQcJ7oki8XC3an/F6Afh6IowuVyoaKiIuJCJYpi2FAKUqbtdnudUowprnX48OEhfOxer5dbk7IJhYWFYftYURR4PB6sXr065Bwpy36/H/369QMAXtlNr2hMmzYNjDGeaOrz+XDJJZcgLy8PBw8eBJB6z4ooijCbzXyMUbsvv/zylD57zZo1/G+yWuvH+Y4dOwCkzkMnSRK3GieC3NxcQzf0Xq8XX3/9NVwuF/bu3cuPRbLq6j2H+o1GvDztPp8PZrM5rrZRRVAj5yRxGU+ZMoUn5MZCvWKcAsU4kYnVokUL/t2RI0fy73q9XkyZMgVAeopoEEh5ieRS8fv9eOKJJ2AymcKeX716dUosnoMHDzZEaEaLWU4Ftm/fjpycHFx00UUZrWSkZ1ygHX9hYSGsVismTpzIF9FUtU8QBNx///2wWq2wWq0YNWoUSktLDVeyFEWB1+vl1bUI9ByPxwOv15ux8JRMQNM0Pp9NJhPOPffcqP0ezWtxzTXXBCRa1hVs2LAh4iIeyUKeKezZswfjx48Pe06SJPzpT38KG26hVybo99DaUVlZyS2iFC5XUlKCa6+91ujmx4X33nuPxxcT84Lb7cY555yTsnfBGOMWYgoL1MNms0GSpJSP7SuvvBJAfHoCye1k+8Tv9/NYcT0FIyXbEg1lOMyZMwdPPPFEwLG2bdvymOR4MHTo0IRkrsvlwk033ZS0nFZVFV27dgVjDM899xwGDBgQ1/fqFeMsshgPHDiQH6c675988knCk6J169Y8Aam2UFU1oEQ1oaSkJMDlpV9ABUHAoUOHav3MaDCK19Hv92P//v1cICTrttErEZIkwev1wuFwwGKxYPLk4tmbTwAAIABJREFUyWlP+KLKScS2sHfvXtjtds5+8uOPPwIA5xCl30DfjQd6K26w+/H48eOYPHkyGGO48MILsXXrVr740feIL9VIOjY9FEXhRXLCoW3btlnFY5sOkPepWbNmccmFSy65JOxxTdPQsGHDOkfdpqpqQIlgPYi6LJu8CLHk3QUXXMAVGapYWVpaGuDp0Sce6j0HDocDlZWVAfMx3RtFVVUxduzYECPMueeem5JnCYKA3bt3o6ysjIcRFBcXcy9COjd6Pp8P7dq1i6vPqV3t27dP6pmqqsJsNgfQn9I6EQtWqzVEZiQS3km/s3Xr1nG3V9M0Xvk3GWiaxhXj+++/P+6NYL1inGHF+LHHHuPf7dGjR8gETWRwmEwmbg11u91JKZOapmH+/Plhj9PvJJqhYNBzE0kyiIVIYRyJghY/r9eL66+/Hs2bNweAhDkm9fB4PPjHP/4Bh8OBX375JeRZ6cTixYv5+2GM4aeffsKsWbMMXfg0TUN1dTUEQYDT6YTNZkOnTp3idlOlGiSwy8vLw57fuHFjnVPskgV5gsrLy9G/f/+YmyCn0xk25MTr9SI3NzeVTU0ZqBpXsDIgyzJGjRqVVYpxNJCrmTGGyy67jIckeTweMMa4JZRC2wDwc3R9piGKIs+hITc79f+mTZsMjTMlAwFjNYwXlDimqir+P3vfHR5F1b59z87W7KYnVGkB6b0ICFIUFEFeREFRBKQIIiK80qTGJCRBBAEL8KoIKIoUBQTpXRRpERBBkBYCAULaZrN1yvn+COewm2yS3WQ3ib+P+7q4gJnZmTMzZ865z1Pup27duoSQBzr3viBjnsBgMHglhfbKK68QQkpO4DMzM4kkSS7fLg3tcAdnS/6aNWvI1atXyf79+0t0bWqFp3O4J7Hc1Kpd2r4qSRLL49JoNA9jjMvqT2mJ8UcffcRWZD179mRkknYIZ3ePu8kMABPFdu5EAQEBzHpYUnhCrAu75+PHj/vUUurruGDnZxUYGEjWr19f6LHO90Fl6ahVMjg4mGRkZJSZBBwNx6CxWFRGLyIiggAgr732mkubaUyutwMM9Vg4X1ev15PAwEBy/fp1IggCsVgsxGQylWuISGGwWq2kV69eRBTFAoRHEIQCMcj/v2DChAnk+++/L/Y4d6XEKQoLo6roSEtLI6+++moB0iWKIlm/fn2FS8wsKhGKfpt0HKChQ4GBgS5WQUmSiMFgIOfOnSOyLFcoT8nhw4eJ2Wxm74OGcgEodTvpdz9lyhQ2N1ssFubBo/kSSUlJLmPjpk2bymyBBMDjcdNms3llcS0tQkJCXIo0Wa3WUo/xoiiSzZs3e3UeWqmwNNemmszOi8bi8JAY+4EYe/MSBw4cSLRaLQFAGjZsWGBF+Oqrr7pYXmVZZsfTgYTGTYmiSLp168bCBOx2e4kHe+r6/uabb9zu/+abb8iSJUvc7hNFkaxbt65E1y0MVquV3Lhxw6sVs9Fo9Pj+T506VSRZEkWR7Nq1i3AcR65cuVKmrkc6SZw6dYrwPO/S15zDOHyFpKQksnz5cpdn53A4yNatW/81sbmiKJKlS5cWGsoSFxf3r7EQ+gq0z9hsNrJs2bIij6WhF/nftyRJZNWqVf+6GGOK5s2bF0q6/vOf/5Rxa4qGzWbzSGs5OTmZBAQEkLNnz7JtJ0+eZMSrInpH6Lc3bNiwAmP0mjVrSq0xXaVKFZbPQAghb775JgHyEtyVSiWzoNpstgJxp2VV5MZbQ1r+oiu+An0Xzhbsxo0bk4YNG/rUck8LeHiDy5cvl7oNtFYEVVjyBA+JcTlbjMeOHcteXJ06dQoMEllZWeTixYuEkDyXU5UqVYjFYimgc9u6dWvSt29fnxIXGi+b33pIyANLRWFwrlPvC2tiTk5Osc83/4SXlpZWwAJf1O/u3LlDLl26RARBYBb4mjVrktDQUBIXF0cEQfC7BjK1Zjjr8iqVSjJmzBgma+R8L3RR5CnyExpZlklubi5ZtWoV0el0rFRuSEiIy3llWSbDhw+vEG5YT2G328mQIUMKtJn2x4pe6MXXoJPCk08+SUaOHFnksePGjWN90B2+/PJLn7evLCAIAgkNDS0wdomiSEaPHl0uJXgLAyUSRbWH3gdNOiUkb57wtWHCH7BYLMRgMBQg7qIokhdffNGruYzOR3a7nXAcR9q2bUscDgepX78+6dGjBxk2bFgBaTaHw0FMJhOT8yMkr380b97cp2GAhcFsNpMjR454tMik73fq1Kk+n4dmzZpFli9f7mIooJVDfS1hd+PGjUINau5APQglXYjT31OD0kNiXE7E2NsXOGXKFEaMV6xY4XYQHDhwICGEMB1W6iYCwMpdOhwOv1jABEEoUeyozWYj586dI4SULsHNarUSo9FIFApFsYlsAEhGRgYrjEITTho3bkzu3btHgoKCirzWvXv3yODBgwkAolarWdWhspoozWYzadCgAVEoFEStVpMZM2b4zappMBgIAPLBBx8U2OdwOMjQoUMLbCtLNQ9fYfXq1WxClCSJnDx5khBCii3B+38N9P4JIR6RP6vVWmQMpDOZ+DdBFEWyffv2AtvpuFIcEfUnnK87YcIEFhJRHEE0Go1sPsjJySE5OTn/Gs/O2rVryfXr1122UUkzbwwqf//9N9HpdESpVJKXXnqJzcf16tUrMIbmNy689NJLBd65v8cGGkPrTViSc35PSd+vMz+h/3Y4HMRoNDLda38jICDAZTwqCqIokoCAgBLfL33GAIhKpfI4P+IhMfYxMb58+bJHD55i0aJF7LdLlixxWT1Tvcdvv/2WrWCdrbBl5c78/vvvS2xd80UyQ1xcHCHEfdIMdYfpdDqSnp7OVDxCQkKIyWQigiAQrVZLtFotsdlsrETu8ePHC7V4+8Mq7E4HmCZeGo1Gl4GYSqfl5OR4bW2nmqC00pkoimTVqlWM7BuNRpKTk1Mk4RYEgXz11VcuFnhZlv+VxNhkMpG0tDRmeVcqleTtt992qdz0bw0L8CdkWSaNGzcu72b4DTR2saKAhq49+uijpFevXl6FP5hMJnL48OEysXL6GoIgEJ7nic1mI1u3bmV5LVarlXTq1KnI3xqNRjJ16lQ2djZr1oysX7+ecBxHVqxYQUwmU6F60PnVGWgbCCHk0KFDpFatWn4dFyjR++233zxOaqO/mTlzZqkWb0qlkowePZpkZmaWeZgNlYUbP368R2GO1GvqqQ6yOyiVSsJxHDM4eYKHxNjHxNhbAvnf//6Xmfk/+ugjcvfuXQKAWS4poWvTpo1LwYOyBC1VWhLYbDbSo0ePEl/bbrcz4ff8Az/NtJZlmYne165dm0iSRGJiYsiFCxdYRqxarSZ2u52kpaWxzNSyjjH97rvvyPDhw1kltxo1avjlOg6Hg+zdu5coFApy4sQJRpY9hbPmsTM8zej1BZytmmazmZF0b9+ZJElEpVIRi8VCxowZQwYMGMDOIQgCefnllytc4mBFAVC0EszMmTPLsDW+xQsvvEAIIW5dxbVr1y4zqzH1/vXp08dlcezt9TmOqzAhIN5CpVIRQRCIUqkkarWayc4VZrWlHqCIiAjyyCOPkM2bN5Pbt2+zedRTOEtIvvvuu8RqtTKyVr9+/dLfmAegc5gnJNFut5Pc3FyiUqm8sqDSRFoaosdxHBFFsYA2cVlBFEWi0Wi8uoc33njD5f14CufKqe5k5wrDQ2LsY2LsLSpXrsxe3JAhQ8iuXbvYvoYNGxIAJCsrq1zdvtSCeuDAAa9/K4oiadu2bYlXpo0aNSp039tvv+0SviLLcrELk5UrV/qVEFPNTFEUye7du0loaCgBQLKzs8nu3bsZwXMXt+0t0tPTiSiKxGazMd3qFStW+OI2CCEF3XVnzpwp08n3ypUrBMgr5UoTZEr67qgVnhBXF2KrVq38XgqWwnlRm5OTQz744IMKba2mXgd3cDgcZOXKlWXbIB9j7NixBbxD9H6NRqPfFkzOFcPeeustEhUV5VE/yF+NMj8qkuKENzCbzSQ1NZVIkuRi7KD36SwdduTIEaJSqcjAgQOJTqcjgYGBRKVSkfbt23s1plosFtKqVSuXbc5zbJMmTfyW7JYfxS1AKWj4RXh4uFdezeDgYNKxY0eXbTExMeXKKc6fP08uXbrk8fFZWVkkPDy8RF4RjuOIWq0mSqXS48TKh8S4nInx+fPnGTGmqyIKu91ODhw4QKxWK9FqteVu2aKr6JJM5iV5Njt37iywjWZqZ2VlkYyMDHL+/HmmRVwR0LJlS5KSksIqyvkagiCQb7/9liiVStKtWzeSmprq82vkvx5FcnIySU5O9vk1aCU1WZZJRkYGCQ8PJ4S49jOe50nXrl1LtMCSZZm0adOGyLJMrl+/TiIjI10WUz179iwTyTlnPU8qpViRpc8oEfm/Cnfx9RRKpdJvcbq00Io3Fnee54kkScRkMpHc3FySlpbGLI2079aqWYuc2nuGrJm7kfy45Gdy75Z7He+KCCAvP4TneUZeZFkmCoWCZGRkkOTkZAKAjB49moSHh5Pu3bsTjuNKbNkVRZH89ttvhe6n+Sz+nndpH/M25FClUnnVrtDQUJdY7ooQh+7tNzZ+/PgShTkqlUrC8zxRKBQeP+eHxLicifGhQ4eYC2jGjBkurgK73U60Wi2rWlbeMWRGo5F06tSJ6Wt600nnzZvn8bHUOlBYPBCNF6KTQlnDbDazsJY1a9YwF43D4SCnTp0iRqOx1IoHVCeYxiZnZmaSGjVqkJs3bxKr1ep3dQxCCOnXrx+pW7cuCQ0NZdv+/PNPn1+HhsJQQpwfkiSR559/nrRu3ZpkZmaW6Br0fVDrk/N31rZt2xKd0xPY7XZis9lIUlIS0Wg05MKFC4SQB94NWo2tvBe9hYGOaYUthp1jNf9tyM7OJqtWrXK7Lz09nakB+Qomk4kl1TkrCxS22KMJdbNnzyapqalsQWUymYhGoyEqlYqEhoaSrKwskpNpImNaTSbPGQaTnvxA0lv3CnlW+wr5fv5mn96Dv0CtpllZWS7fJp1X6Rw5e/ZskpSURIAHSZKl8QA6G1Xsdjvp16+fy/6wsDCPE8VKg6SkJI8LWtjtdhIREeGxh8Butxc6tpYn6JzpaXiELMsFksI9+U2bNm0Ix3GMN3jTvofEuJyI8d69e9lvmzZt6vKR2+12plihVqvLfYVHKyyJoliiey2qTG/+60iSRCZPnlxgn8lkIp06dSKNGzdmJZjLAjS+aceOHcRms5GQkBC/uKJkWWYWVJ7nyYgRI7wqv+lLaDQaMmHCBBeS76vS3IQQMnToUDY4ElJ4pTqbzUZmzZpFhgwZ4qLV6g1kWSYHDhxwqbxEn6k/w0MAsExoh8NBsrKyiCzL5MMPP2SEqCwWOSWBzWYjI0aMIIQU/owaNmxYlk3yKSwWCxkwYAAhpCDxN5vNRKFQ+GzB0qlTJ1KnTh2Xb4kmA9GyxBQmk4n8888/5PXXX3fZfvr0afLtt9+y70Wj0RCFQkGMRiOZ+VwC6aUZRHpwA1z+9NEPJkn7SvbNlDVWr15Ndu/eXWD7jh07SFRUFKlduzZp27YtuXLlik/GQ0EQyKlTpwghD8Z3WiyLQpIkUrNmzVJfyxOsX7/eo7EofyJ+cbBYLBUuzCYnJ4dVPvQUJSnMJEkSGTx4MCPF3ljmy5IYc3nX+7+D+1IgDN7e386dO9G7d28QQtCmTRscPXoUKpWK7W/SpAl69+6NZcuWITc31zeNLgUkSYIsy7hz5w4eeeQRcBzn1e9//vln9OnTp8hjbDYbVq1ahddffx1arbY0zS0WoihCoVBAoVBAkiTwPJ/XUTkOzZo1w4ULF6DVamEwGJCamgqFQsH2y7IMhUJR6jYIggCdTgdCCJ544gns37+fnddsNkOv15f6GiWBWq2GIAgQRRE8zwMA+vfvj02bNvnk/AqFAg6HA0qlssjjLBYLAgIC0KZNGyQlJSEnJweBgYFeXcvhcECtViM3NxeEEAQFBaFRo0Y4f/48AKB79+7YtWsX1Gp1ie+HYsWKFRg1ahQ2b96Mnj17IiAgADabDaIoIigoCPXr18c///yD9PR0BAUFoX///tiyZYvX35K/IcsyAOD06dNo3bo1gAfjm8ViYf2Sfg//Vjz21Ey8/fbbLuMuxaeffoq33367xOdeuHAhDAYDRo8e7fYZLf/wRRw8eJDtI4Rg4cKFmDx5sstxkiSB4zhUqVIFaWlpyM3NZc8/8042hkSNg2AX3LahzdMtMG/nrBLfQ1lBq9XCZrO5bKNjMsdx6NevHzZv3uzTa1qtVrRq1Qpnz55l1xg2bBhefvlldkybNm2wd+9ehIaG+vTazpBlGUql0qPx0G63Q6FQ4I8//sBjjz3mtzb5E7m5uahfvz5u3brl8dghiiKUSiU0Gg1sNptHvxNFEe+++y4++eQTKBQKqFSqAn2sMPh4TDtFCGlb2M6i3/j/h7hz5w4jQTdv3izwMs6ePcs+lHHjxuGzzz4r8zY6Q5ZlqFQqPPLII1AoFMjIyEBYWJjHv3/11VdhNBoBPJhQ7XY7gDwSGB4eDp7nYTAYMHjw4EKJsSiK4DiOEbaSgg5GgiAgPj4ekyZNQuXKlWEymXDp0iUIggBJklwGK/qOSkuKZVlGSEgIcnJyIIqi22PKixQDwJ49exASEgKe59kENWPGDJ+cmxCCli1bevQMAwICIEkS6tSpg6NHj5aIvNLf7NmzB/3790fHjh3x22+/sf2rVq0q9UC4evVqjBw5EqmpqbDb7VAqlRAEAVarFSEhIWjbti0IIbh48SLatGkDtVoNnufxzTffVEhiSRd/7du3hyA8IF02mw0GgwGSJAEATp06hVatWhU7oZcF1m5L9/o3Xbp0KfT5BwUFlagdn332GWRZxoQJE1yeS1xcHGbPns3+P2LCWny39R4IIUhISMDs2bNRveHrbu/jlecicPfuXXwRvxqnfjyHezcyUKVOJXR6/jGoNMpCiXHKxVsluoeyhCRJBeY2i8WCV155Bdu2bYPZbIZOp/P5dXU6HS5evAiO48BxHH766Sfo9XosXrwYR44cAc/zOHLkCFJSUnxOjAVBYHPg2LFjYTAYPBoHNBoNAOCxxx5DvXr1cOHCBbeLuooIh8MBs9mMSpUqwWg0ejXuiaIIQghWrVoFm83mUX9QKBSoW7cuNBoN7HY7W+xXNDy0GOfD0aNH0alTJwBAbGwsZsyY4UIWZFlGQEAAI4+CIFSICchut0Oj0aBSpUpIS0vz6DeSJLGP4urVq9izZw/Gjh2LTp06YeHChWjSpImLxdbXEAQBKpUKsiyDEAKz2YyQkBCo1WpUrlwZe/bsQf369ZGZmekV2c8PSnKLe0++sjj7C5mZmYiMjIRGo4HZbAYhxOfttdlsxXoF6DdlNBoRGRmJwMBAZGZmluh6HMfBYrG4DKqSJEEQBKSmpiIqKsqj81AXWHp6OipXroyoqCj88ccfCAwMdHlOY8eOxbJly6DX63Ht2jX88ccfeOqppyCKItRqNWRZxtNPP41+/fphwoQJJbonf8NisaBXr144ePAgACAmJgbvvfceTpw4gS5duqBr1644dOhQmbSlJMS3OEiShC+++AKjRo0q8M0SQvDz9u145umnCyUfzt/xokWL0LBhI/Ts2QMKhQKCIDBjglKpxOXLV/Djjz9gwoQJjODExMQgOjqaLT6Lwoldp3Hh2EVwePAdKpU8bMf3gsju557mXRtj4YEYj59HeYIuxihRLQu+kJOTA0EQEBoaCq1WC6VSCYvFgpdffhnr1q0DkEdGc3NzfUpABUFAQEAAYmNjMX36dFgsFqjVaq/md41Gg7t37yIkJMRn7fIXCCHo2LEjTCYTTpw4gYCAgBKdR5Ik9OnTBzt37vTo2B07dqB///4QRRHVq1fHzZs3PbrOQ4txOeLvv/8GIQQ8z6NatWpITU3FI488wvYrFArY7XZYrVYMGzasQpBi4MGqdf/+/QA8c6fyPI+goCCcPn0a1apVw8svv4xhw4YVOM4XHdJ5kiGEICIigpGpe/fu4bXXXsP27dtZKIVz+0tDis1mM+x2O1q3bo3k5GQMHDgQ69evL7SNKpWKWb8rGoKCgnDs2DE8+eST4DiOPStfwpNQGfpsgoODIQgC1q9fD0EQwPO81+2xWq1wOBwA8vqF0WjE66+/jq1btyI9PR3Vq1dnfdsZhBAIggCO4yBJElJTU9GjRw9cvXqVTd52ux0Oh8Pl91988QWWL1+OLVu2IDIyEp07d2b33aRJE9y4cQMmk8nFIlvRoNPpsHjxYjgcDmi1WsTExEAQBLRq1QoAcPDgQQQFBSE7O9tn/cMfBLgwcByHoUOHuiVhHMchqk5UAUJEF9cKhQLp6Rn44ovPMXz4CEycOJEROo7jkJGRia++WoFp06YBAOrVq4spU6aA4zjMnTsXQ4cOxaxZeWEOxZFiY7oJ/5y66kKKAUAUJajaPAnA1TAjnNwPrV6Dlyb/x/uHUk4YPnw4C3t67733cPLkSbRtWyif8An0ej1b/IuiCJVKBZ7n2TgBAGfOnCnxmENx+/ZthIaGQqfTITIyErdv33b57r0liqIowmKxYPz48Vi6dGmJ2lQWsNvtOHfuHLZs2YIdO3YgODi4VOOEIAj49ddfkZubC4PBUOSxPM8jMzMTSqUSsiyjSpUqJb6uP1FxzWPlhAsXLkCpVDKSlP/F2e12NG/eHDqdDsuXLy+nVhaOmjVrguM4mEwmj39Tu3ZtiKLo1/hho9EIvV7PBjIaR2Y2mxEREYGdO3ey2GLAezJOCIHD4WATkdlsxhNPPIGJEyciLCwMV65cgSRJ2LBhQ6HnUCgU6Nu3r8sAXJGgVCqxdetWHDlyBMCDSTcjI4O50UuL4gY2Z1A32JYtW/DUU0+ViExqtVqEhYVBp9Ph6NGjqF69OoYNGwae5/HYY4+5JcXAAy/AihUroNPpEBUVhfPnz7u8uwULFjDyTkEt7f/5z3/AcRz0ej2qVKmCwYMH4/jx4+y7qciuUI7j0LJlS5c2yrLMnpXdbkdERASL0/cWa7elF/hTllAoFNDpdLhx44bb/Y0aNURcXFyB7dnZ2YiNjYVeH4CZM2eiWrWqAPIs7AcOHAQAVK1aBTzP49NPP2XfjyiKmDt3LmbNmoWaNWt6HA6W/FdKoVZhjuOg0qqgUivZPWk79ESDkSNwldTy6XP1pzt66dKl6Ny5MziOQ0xMDNq1a+d39zfHcdixYwdsNhskScKVK1eYxRrIM2A0bNgQer2+xISOeqV0Oh1kWUZqaqpPwgB5nsfy5cshiqLPxmRfgi6m9Xo9YmNjERoaWurFs0ajQXp6Oj799FOP7nno0KGw2+0ghCAlJQXZ2dmlur4/8H8+lALwLpzi888/x7hx4yDLMhYvXozRo0cXmJzv3buHmzdvomnTpggJCYHZbC59w30IpVIJs9lcKKkoD8iyjCeffJJZtKl7TqFQlMo6SwnSjRs3MHHiRNy9exfHjh1jiQH53YDUIlwUIiMjce/evRK3yZ+YPXs25s+fz0J5AODQoUPo2rWrT85fEnepWq3GE088gX379nl9vdzcXEyaNAnLly8Hx3E4fvw4WrRowfru4cOH0aVLFwB5fUaWZYiiiPbt2+O3336DVqtlE5rNZsPq1asxfPhwFi8syzIOHjzo8nzsdjuLn3e+14oeSpMfVapUwZ07dwpsp2ElGzduxIABA4q8p7Imvd7g7NmzaN68eYHtkiTh3r17qFKlCmRZxsaNG5Gamoo333yTxa4733NcXBxkWcbMmTNd8hEIIYiLi0NgYCAiIyMxePBgr95/0t4/8ddvfxe6v9kTjRFWNQR3rt2DWqvCjl+2YfqcacWe95XnIjxug7+RnZ2N8PBwWK1Wlizlb85AvYt6vZ5ZF81mM4KDgxnxIoRAq9WyxLeiQD2AsizDYrGgRo0aMJlMEEWRhdVQGAwG5OTklGocsNlsCA4ORnp6utdJyf5CdnY2wsLCIMsybt++jbCwMJ/zA0/nDkmSoNPpmMHCaDR6lDtQlqEUD4mxG1CL8axZsxATE+P2I1GpVMjMzERQUFCZxF05g67YncMNZFmGyWRClSpVXEhTRQJNGisJbDYbMjMzUbVqVciyjOzsbNSpUwdvvfUWYmNjPUoAo3HMOp2uSOvAxIkTsXDhwlJbEHwNSZLQtm1bnD59GoQQSJIEq9WK1atXY/To0T6xco4YMQJfffWVV7+x2WwICgrCxIkTMX/+/BJdl4aGOCcWAnn3fPv2bRbOFB4ejrt377K4QxrvbzKZEBERAY1GA4vFgurVqyMlJYWFOtGFUt++fdGzZ0+MGDGiwkxapcHmzZvRu3dvt/2f4zg4HA6XflGRibA7xMTEYNasWS7fIh33lixZgvbt26NDhw5ufzd9+nT2XGjfogRp6dKlGDt2LHPRE0Jw7dp1NGzYwOO2pV65i8MbfoPgKLjQVqqVeHJQZ1SuHQngAdmjuSDewh1ZJoTgzz//dLt48CUWL17MlEDOnDkDIE8Zwt/46aef0LNnT5Z/oNFokJWVBZ1Ox+Y9juOKzfMhhOCvv/5Cs2bNsHDhQowaNQoBAQFsnqd9KysrC02bNsXly5dLnVi4cOFCvPPOO+XuecrJyUFkZCQyMjK88gZ6AhrOplQqUa1aNbRs2RI//vhjsSEokiShVq1auHXrFipXrux2ce8OD4lxKVBaYpyWloYaNWrA4XBg2rRpSExMdHkhdrudxTzRga48CBRNXJs7dy7mzJnDiLqzBa0iwWKxoHPnzujatSsWLVrkso9+XMV1/G7duuHo0aP48MMPMXr0aGi1WjawUbUKT8JBkpOTUatWrUL322w2Zkko74HNGbIsQ6/XIysri8VT8jwPtVrN5KNKi9TUVFSrVq1Ev6WZxt7C4XBg0aJFePfdd1kypk6ng91uR2ZmJmrWrIkWLVowGS3vavR7AAAgAElEQVQ6CcqyDEmSYLPZ0LVrV5w5cwY6nQ5Dhw7F0qVLGRkGgKlTp2LNmjX4559/mOxdSZNNKgqsVisCAgJgtVrd9vv09HTs+b0cGuZDXLjwNxo1aljofkmSWMjIP//8g0aNGrHxfsmSJZg4caKLASE5ORm7d+/GG2+8wWJUOY5DbGwsFAqFi0JFcSCE4Ocv9iLnXg4k6UF4Ac/zCKkchN6jergcn5ubi8WLF2PWrFls/C4NBvYKcQk/8xdsNhtmzJiBjz76CEDJvEqA94uyV56LwIABA7Bx40aWtEVD3VQqFerWrYsrV67AarUWILKyLMNsNiMwMBA6nQ5jxoxBYmIiOy4nJ4dJcup0OoiiCKvVikcffRSXLl3yifrQwoULMWnSpFKfpySwWCyoWrUqfvrpJxYKA5ReuckZgiDAZrMhMjISNpsNRqMRWq222IWfKIoICwuDzWZDSEgITp48iZo1axZ7vYfEuBTwlcWYEIIRI0Zg2bJlblej27dvx7PPPosrV65g3bp1eO+99/xKSGlySfv27XHp0iU8/fTT2LhxI3JycqBUKiv8JE/dWFQlwBk0Qaq49xQWFlZi9QNnNG7cmOnluoPNZkOjRo1w7dq1Ul/L19BoNDAajbDZbCxmm4aM+AqUbHg7EJXE2uyMq1evMhUKakGmrlyq101DYXbv3o1OnTqhX79+OHTokItl1GKxQKVS4erVq2jVqhX+/vtvREZG+kVeqiIgf6ItJSBU3WHMmDEVMpnUE4iiiJ+2bsUL/fsXeZwgCJg3bx7at2+Pp59+usA5BEHA/PnzER0dXWjIjCzLOHPmLJo1a+pxUrXDJuDotpO4dfE2FHyeDnitxjXQsW9bqDWuxNdutzO9V4PBUGZhOyUNzXDuR3PnzkV0dDQAsHhsf4MQwhQi1Go1CCFYsGAB3nrrLej1ehBC8NFHH+Hdd9/Fq30jXX6blJSENm3aYPr06YiPj2f3Qed2pVLJ8gkiIyNhsVhc5h/qWTSbzWjYsCFSU1MhCALsdrvHpLmkhoLSwGKx4IknnsBff/3lsT6wp6CLOUmSGLm9deuW1wocVCOajltGo9Ej711ZEuN/T0BdGSEtLY1NwpUrVy50gOzRowcMBgO++uorvP/++z4Np3AmOVu3boVKpULLli3B8zxOnjyJrKwslkQWFBRU4UkxkLdSLcyVQws9xMfHF2rxvXz5sk9IMZCXYFkUHA4HLl26VOFix0VRhMPhQIMGDTB27Fg2sTZo0MCnCYMTJ04s9hgaEiPLMtauXQudTodZs2ahcuXKJb7uk08+ybRE6aAZHh7OriNJErKyssDzPHr37o1z587hp59+YrHjFCkpKahTpw5q1aqFu3fvonr16v9nSTGQ9/04J8rRRTQhBHfv3q2wWqGe4IsvvkDjRo2LPU6lUmHatGmoX7++y1gsiiKWLl0KpVLJiF1+QkrJy/Xr17F37x6vJmC1VoWuAzpiwKTn0GtEdwya2h8hj+oZKXY4HDhx4gTmz58PjUaD4OBgfPzxx2Uay+4umdKTPwCYJ85ZGYiGGPobHMdh6tSpLgnZgwcPRkpKCss3CAsLAyEE32y+g++23sOrb65Cw3bjcT6lOoxGIxISElj/pwmbdGESEBAArVYLs9nMjqF/d+nSBTVq1EBgYCAuX74Mm82GPXv2ePXerFYrPvvsM7+HWhJCYLfbERgYiJ07d+LYsWOwWq1+uRaVsMvOzobJZEJwcHCJzkOVvwghFZK/PCTG+UAnUIVCUWTslizL+OSTT5CYmMisdr7Apk2bEBYWhtGjR2Pbtm3o2bMnBEHA2bNn2THU/ecJaLEMqtpAV80zZ84sl8p9WVlZLv93LgzSpEkT7Nq1y+3vHn30UVgsFp+0oWXLlkzD2R2CgoKgUql8HpPlC7Rq1QrJyclITk5mfeD999/32URLrYyeSP1VrlwZaWlpeP7553Hy5En06tULQ4YM8fhalOzKsgyr1Yrk5GTk5ua6ZJ9Tq4dSqURgYCAGDBiATp06Yf369Xj00UddPBCEEFSqVAkNGjTAxYsXodVqERgYWCFDi3wBSmAmzNrmMvkmJiYiPj4ePM8jOjoaf/31Vzm20jvQ+1i1ahUWL16MMWPGeBz3q1arUbt2bTbWLVy4EGazGePGjStyfNZoNIiJiUFUVBQraOQt1Fo1DGF6qLUqbN78oBLlyZOnsH37dhfL4cyZM1nfr+hQKpVITExEw4au4Sw0VtufkGUZWq0WCQkJbFtoaCh27drFxrthw4YhIyMD8fHxiI2NRVSdOpg9ezZkWca2Q3ZGmNduS8f//vc/dt66desiMTGRVfukY45Go0Hnzp1x6tQpJCcns1ALnufRp08frwwQCoWCSQH6C9SKrtVqcefOHbzwwgsehSWWFAaDAaIoonLlyiVOnKeJk/Rbb9euna+bWWo8DKXIh9u3bzPJs71794IQ4jbjn1Z6oVIlaWlpxRYjyF+6mBCCgwcP4qmnnkJ4eDju3bvn4uYrTZY8TcySZRmBgYEsrlIQBBabWtJEkOJAtYOdrQz03p999lls2LABFy9eRLVq1VC3bl1YLBa3hR6AB89g3bp1LmVBSwNJkjB8+HB8/fXXRR535MgRdOrUqUK5oc+ePYsmTZrg77//RpMmTdh2XyoqGAwGZGZmssQl5xi+S5cu4csvv2QLQmcMHDgQX3/9NVNLKM5KK0kStmzZgnPnzmH69OmMLAQEBCArKws1a9ZEbm4uTCYTW6QYDAbk5uYybVVRFHH69GmoVCq0aNHCJ/df0ZE/VlMQBKxduxZDhw7FkiVLMGHCBEiShFWrVmHkyJGsYMW/ATExMejdu7fXlfuom5cQgsTEREyePLnYhFxCCD744AO8+OKL+OWXX5CSkuKz5xQXF8cIcEJCAqZPn868GrIsY9GiReUWf+opYmNjMXToMNSqVbNAtVEgr0psWejQHj78C9q0ac28iTQ2nD5PGtZIE/Hodho3PmvWLKZAMnXqVGg0Grz0bCiUSiXsdjskSYJer0dSUhIaNWpUqNfS4XBg//796NWrl8dtl2UZiYmJmDlzpst2ahCieRDeLMYIIbBarUhKSkKPHj2QlZXFitf425jTtGlTnD17tlRzDQ1lobwsMjISd+/eLfZ3D0MpyhFhYWFM4zArKwsNGri3VqhUKuj1etjtdoSHh6Nu3bpFnpd+CP369YNSqURcXBw4jkP37t0hyzKTB3PucN50PnoOKkWWk5ODr7/+mhFwQghrA7VU+IvwVapUCVqt1sUln5mZCY7jcOLECRw4cABt2rRBaGgobt++DZ7ncebMmQIk3TnW1VekGAAr+1ucbFvnzp2Z5FdFQfPmzbFs2TI0bdrUpcLhypUrfXaNo0ePukyCOp0OQUFBkCQJ9erVw+zZs90uNuvVqweFQgGTyeR2cqElQKmE3rlz59C3b1+WPKrRaJhbzWAwwGQywWazsX4hCALzcqjVarz88stwOBxo27YtGjcu3t3+b0ZRmsJ0kqElj2NiYvD555/j9ddfByGkTOJBSwNZlplrPjo6Gu3atfPaA8fzPObOnQuj0egRKQbADAXff/89jEajTxcPXbp0gUKhgFKpZP3bGW+88UaZqxkVhvyShXFxcTh+/DhmzJiBixf/ZkQmP1auXFkmY2P79o9h4cKFAPLeM7Ui03msd+/ebC7jeR4xMTEQRRFz5sxhi3OO4zBnzhxotVpwHIc1W+5i8NjVaNF5MnJzc2G1WtGqVatik7efe+65Al7PouBcwMgZCoWCjW2ezMPU2yvLMpYsWYLPP/8cnTt3RlpaGjPQ+YIUUwm7wnDu3Dk8++yzpboGnQNoAnmPHj2K/1EZ4yExzocLFy6wgSI4OBiRkZFuj+N5HkajEUAeCXWujpcfx48fh1qtRsuWLbFp0ybIsowZM2aUqH00NIJW2REEAbt37wYhBNWqVUPt2rUB5BH3cePGsez+p++XUFUqlWzS8GTycAd63cJAk8ISEhKQkZHBdB0HDx6MjIwMJCcn4+bNm3mi9/eVJZo1a1ZgIcDzPLp37+6XCcRgMHi0Sl+xYgV7zxUF1PpQqVIltm3UqFE+O3+zZs1w+fJllpySmJiInHv3wA8bBoUgIDAw0O1EmZiYiOPHj0MQBLz22msF9lOCS4tsNGnSpNB3S4mERqNh/6bXfPHFF7Fnzx58/fXXjEhXJPUQX8KTQhAcx2HQoEG4du06gDxySaXIaJhSYmJiGbTWe3z22Wc4dOiwCymlUoSFgS70CSG4desWm2jrN2iA4OBgj0m1Wq2GWq3Gk08+if/+97/s3KUFIeS+Oz7J7X6ab+Ec/1qe4DgONpsNMTExmDdvHmbNmoXIyEo4ffoMfv/990KJW/Xq1VklWH9CpVIhKCioQDtokQhnUI/ozZs32UKRkjCK7dt3YOHChXiuTx9ER0dj33EFNu31LKzw2rVrCA0N9bjtCoUC0dHR2LZtW4HtdOzyxADG8zzu3bsHnucxYMAAjB8/HrIs+9xCbLVaizUY7du3r1Rhjc5KKjzP4/ffK550zkNinA8tWrRg1t+UlJRCP3oqEyaKIjQaDdasWQOj0QhRFNGuXTvwPI+DBw8CyIsLFQQBv//+OxvwSxr3SAdzqsEYEhKCbt26QaFQQBRFZqXleR5Vq1bF1q1bodFosH379lLFtFmtVhBCEBYWBr1eX+QqNy0tDc899xxEUUSzZs2YvN348eOh1Wrx5ptvYtu2bZAkiZGl/OdzOBzo378/Dhw4AEKIz+KLgbyJy2QyebRSHz58OKKionye4Vsa0NhoKp/kDzRs2BAtWrSAKIqYPn06sHcv8O23QDFFPJ599ll0794ddrsdWVlZkGUZFy9eRIsWLVi4B81Adl6keYKcnBxwHIcNGzagZ8+eFSrExdfwtjKaRqNBjRqFL87btWtXYcpci6KIBQsW4M6dOxgzZgy6dHnCZT8t/FMYOI7DyZOnEBcXh71792LBggV5CUg2GysT7immTZuGTp06uZy7tKCLkePHjwGA23FXoVDg1Vdf9VuSVHGgHoY//zyHmJgYqFQqTJ8+HUOHDsPcuXOxdu13aNOmNaKjo1n7qRFGEATIsoyhQ4ciNjbWZ/k17tpI29mhQ0d8+eWXbF90dDQWLVpUgBir1WpUqlQJJlMus9gDee/k6tWrMJlMePrpnpgxY0YBS25xlR7VajVq1Kjh1dyt0+mgUCiK1HcvbHHkfG9KpZIVxahWrRqrIFva8DmaXAnkqTWFh4dDq9WyqoO0Hc592GKxoGbNmiXmE4QQaDQaJrOYk5NTqnvwBx4S43zIE3q/Bo7j0LFjx0JjcGmHpFa79u3bo0uXLiCE4MSJE5AkCd26dQMARgy1Wm2xlq3iLBaUFO3atQsGgwEbNmyAWq1m2pKTJ08GkPdBpqam4vnnn2dt9fYjcnarBAQEwOFwIDU1lakAFPVh7Ny5E0FBQbh48SKzXLVv3x5GoxEqlQpjxowpMgaVEIKtW7cyt7svM1ed3W7FQRAEbNmyBVqtttiVdFnh8ccfx8WLFzF16lSmVOFL2Gw2WK1W/P333w8mvW++yft7zZpCf0f7x/r16/HFF1+gRo0aOHr0KBo0aIAzZ86wvp2ZmckSpAoD7XsWiwWNGzeGLMsICgrCvn37WL8rqcejIqOkpYJlWYZarWZW4/zo0aMHkpL+KGXrvIczuRFFEQkJCVAqlZg8eTKqVKniNlGIEIK5c+ey8C/gQYXLL7/8EkajEe3atUWTpk1x/fp1dOvWHTzPY9CgQVi8eHGFKek+duxYfPfdd4WOMzVq1PDr4rYwEEKQkJCAuXPnomnTJqyAyrx585CZmQFZltG1a1fs33+Axf0vWbIEiYmJaN++PXbs3MnmEn/GtEqShOTkZCxcuBBt27Yp4IVq2bJlgb7DcRzGjBmDRo0awuFwICcnB/PmzcOdO3cQFRXl4u0qavwo6hukSXze4Oeff2aWeee2AoXPy3fu3GHH0CI0SqXSp4omKpUKubm5mDJlCo4dOwaLxcIWa5RT/P777yxhn44zRfXr4kBjq2nfqoiKQQ+JcT7Q+umEEFy+fNnFykIHdwDMapuRkQG73Q6O45CUlFTqTlucxUKv10MURbz88suw2+0sEcBT0kaJNSUp+a1IsiyzLF2NRoM+ffowWRWNRsNCHwRBQEREBAvpyA/60eTXJ1SpVNiwYUOx5YM1Gg0+/PBDv7oa69WrV+yqV6VSoUuXLnj33Xf9ZhnxFvXr10eDBg1YQqNarcbgwYN9dn4q0s4mDkEAqCvwp5/y/u8GarUaQUFBaNq0KUJDQ3H58mV07NiR7ad94tKlSzh27FiRbaBFW3Q6Hau2xXEcHn/8cezZs6fCkB9foaSEmIKOO4cOHSz0mD17dpf5c6PJxvPmzcMff5x2G0JGLWp0HOE4jsWx028uNzcXMTExGDVqFD7++GMAwIsvvIDo6Gg89lg7Vq540qRJLlqr5QlRFHH16tVCxxie5zF16lS/t8N53tq4cSM+/vhjTJ48GdOm5ZWnnjt3LlMu+ufyZQQGBqJdu3bo0uUJrFy5EgsXLsTw4cMxffp06HQ6nL3/PQLA22+/XSrtcndtBYAbN1Iwb9481K5dG//973/dGkd69OiBnTt3uj3Pvn378cEHHyAzMwszZsxAlSpVvLZwFvZNjhw5Ei+99JJX56L9s6iwEzonU2WeZcuWsW0qlcprvWB3oM8gIyODnffw4cOsNDr14ul0OmY1fvzxx3HlyhXEx8ezbR06dMDjjz9eIk9q/gIxniTelTUeqlK4OZYOrDt37kT37t2ZRVahUODChQss1MIXMlA0K1ar1WLSpEn4+eefERUVhR9++MGtkLjZbMaePXvwzDPPQKFQeK0qQUNAFixYgClTpmDjxo3Ytm0b1q5diy5dumDfvn3Yu3cvunfv7tH5atSogZSUFK/aAOSRqPImN5mZmVixYgXefffdQt8lfV7Dhw/3aYJbaWC1WmG325GSkoImTZpAoVDg+PHjqFatWpGx7iXGnj3Aiy8CJhMQGAj8+COk7t1dKj8qlUqcPn0aZ8+exauvvsoIjdVqhc1mQ2BgoEtW/h9//IHWrVsXuNTt27fRsGFDGI1G9OrVy+3EFxQUVCHdbyWFr8s0//nnn2jWrJnbfRt/+AH9/vMfv8ZkU7Wb33//Hbt378acOXMY4VEoFMwL5GwEEAQBq1atwqhRo1zK3Kek3MSGDesxceJEl4VpSkoKatSoUeDagiAgISHBxbpV3oiPj2eqK+4W17GxsZgzZ47fri+KIvbt2w+NRs2SAgFg/vz5sFqt6NChA5555hk4HA5W0fXo0d+xe/cuTJo0CVqttkC7qRdAoVAgPj7eJwmekiThf//7H7KysjBz5ky28BdFEbm5uQgKCnIxPMmyjGvXrqNu3Sim7kCTB6Ojo1nRH1+ExzgXSZFlGT/88AP69+/vtbGksKqBNE6+du3aeP/99zFkyBDGO/yBZ599Fjt27GDXzm/Qy83NLeANcC4BTRcqNMTSm3ZKkgS1Ws2+B1EUPeJoD1UpyhE0ZhgAfvnlF6xduxbAg6zQ+vXrs8GjJBAEAenp6ZAkCZIk4ddff4Ver0d2djYWLVqES5cuYdeuXYWGDuj1ejz//PMsE7UoUAsMLXFMP4BKlSph8uTJsNlsePHFF/HFF1/AZrPh119/hVarxaVLlzxeXaekpLByxJcvX/bYwivLcrE6yna7Hb/88otH5ysJwsLCcObMmSLvlb7nZcuWoWrVqn5rizdQq9VYtmwZ7HY7nn32WajVatSsWbPEpZyLxbffAvRdmc3At9+C53kmbVSlShXs2bMH9evXx6BBg1ziJocPH45x48ax/1P5u+bNmzNXuSRJaNKkCbZs2YLKlSuzZMfbt2+z3xFC8MILL8BqtSI9PR2XL1/2z72WIUprJXYHWZaxadOmAtvoxJN665bfExXXr1+PDz/8EB06dGCEj5JhmomekZHpouWrUqnwxhtvsHM4HA7MnTsXlSvnjVX5Cch3333n9toqlQojR470qbZ8aUAIwcyZM4vUfJ0xY4ZfNI1tNhvWrVuHW7du4amnnkSnTp0YARIEAVOnTkX//i/gmWeeAZD37ObOnYuYmBh07NgB0dHRMBgMbp9jQkICU+yZOXMmfty0yevERXr8mTNnkJiYCI7j8NZbb2HKlCku2uRKpRJLlizBzZu3XH7PcRyioupg0aJFLm2kWta+JJbO36osyxg4cCArsuUNnJ+/JEnMghwVFYVZs2bh5s2bGD58uMdqFZ6AzsnUs52YmIgtW7a4LFbzw2AwgOM4mM1miKIIURQxY8YMVqGWas+/8MILXreTchEALnlGFQkPiXE+UG1DIM8663A4IIpiqScTGsIQFhaGoKAg6HQ6yLKM/vdLnVLNXzrYlDYpIzc3lyXJ9e3bFzzPs/9TmS/aIemgYrfbIQgCpk+f7hXxp0mIwcHB4HkePXr0KNaN6YnmokajQZcuXTxuR0mwYsUKLF++nLmWgAeVhJwHeq1Wi9u3b1eIJDz6btq0aYNjx47B4XCgUqVK/qmmJUnApk0AfRayDOOqVdCp1UhOTkbr1q2RmpqKbt26ISAggFkTbty4gc2bN6NWrVro3LkzlEol7ty5wxJSaSnQkJAQ5OTk4OzZs+jduzcjCGazGcePH2eDbmBgIDZt2gSdTofc3Fz069evwlUm9BT+IMQUCoUCc+bMwY8//gggb3GckJCAP/7Iiy8eP368X6qWEUIQExODAwcOYsCAAZgyZYrLGKBUKrFjx07ExsYCAEJCgpGSklJgnPn774uIjY11kddyt9ieOnUq1q1b53bfI488wq5T3qBjSExMTKEEQqlUYu7cuT4JG6PPfOXKlfjggw/Qt29f1KhRAx9++CGsVit793Q+a9y4EdLS0hATE4PvvvsO0dHRxcrWUTJM5T85jsNf58551U5CCPbs2YuYmBi0aNEC06dPZ+PX6tWrC4T6zZkzp0ChGrrQyu89SklJ8Zulde22dDZfxsfHe/3OqAQpzQ0JDAzEnTt3cP36dcybNw+AbzzRzqCeZWrdpSW2i5svdu/ejTt37jDDF+UNNPEPALZt24acnByvnoMkSayiKc/z5e45doeHxDgfnAtg6PV6hIaGemR5oB2DugUcDgcyMzNhsVgQEBDAyK7VaoVKpWJC5FR8nIJ2Qm+TzShho+4wem2Hw8HK5lqtVibBlR+EELZKzMrK8rqz8jyP4OBg2Gw2nDx5sthnJggCNBpNsR9UUdUHfQG1Wo3333+ffahAHpn46quvoNVqC0ywFUFzkYrGE0KQnZ3t34v9+usDUnwfCgBdVSpkZmbi2LFjLoOszWaDwWBAnTp10L9/f8TGxmLcuHGwWCyoXLkyOI5jxTk+/vhjGI1GhIaGMsF+OmHr9XoolUq0aNECkiS5yI0FBwfjjz/+qJBJG8XBX4Q4Py5cuABZlvHpp59i2rRpaNWqFRtbAJQ6FIXmIlBCTGW+unXryt4LHQNkWcbVs8m4dSINjyAKSXv/hMMqoFatWi7n+vLLL9GoUcMCC3N3EzjHcWjUqFGhk/vEiRMLHevKErR9EyZMYFn4FLIss5jN6Ohon1Qi3bxlCz744AMMHToUM2fOxLp16xAfH88slM4l2wkhiI+Px+7duxEdHe1xngK9p/j4ePZvT1ViCCGw2WxISEhAt25d3YZgpKen49y5PBJMySIhBL16PcOOcbZ2Dhv2Ovbt28+OmzhxIkv69AfoN3zs2DHodDqv58rq1atDr9cjICAAdrvdr0VSqlWrhubNmyM3N9fr8s09e/ZE+/btodFowPM8vvrqK8Yz6LtOTU3FG2+84RUx1mq1LMQpv5ReRUGxxJjjuK84jkvjOO6c07aWHMf9znHcaY7jTnIc99j97Q05jjvKcZyd47jJTsfX4DjuAMdxFziO+4vjuAlO+8I4jtvDcdw/9/8Ovb+d4zjuY47jLnMcd5bjuIIBiX6ASqVCaGgoOI5DgwYNWFJCcVAoFLh06RKAvE5DtQ41Gg3q16+PgIAAqFQqiKIItVrNyPOUKVO8biON9QHy4sR++eUXNhmp1WpIkoSaNWsyFQxnApE/GY6C4zg8//zzEEXRpePmR1EuPyoll5OTU6w0lFqtRm5ubpEflCiK2L8/b8Dzp6U2PT3dZVCXZRlPPPEEunbtWiD2b+/evX5rh6dQKBSsRLjNZvNZHF1+SJIEec2avPAJJwTyPHbej4GjMWIUVFJo165dsNvtLJZMo9Fg/fr1CA8PZ/I/06dPL7LdPM/j9OnTeP/99/Hmm2+yPsXzPNRqNZ5++mmf37M/UVakGMhzz5vNZlitVhc9Y1EUER0djcWLF5dqQlIoFPj000+RlPQH5syZg/fee4/FDztDlmTs+fowjv2cBC0XADWnxd/HLmHr0l3IumuELMvYuHEjLl++guHDhwPIG4M98X40b96ceffyj0uBgYFYvHhxie/P1wgMDCxQLfLGjRR89NFHbBtNKvQE9DlT6bQPPvgAGzZswIsvvIB3330XHMdh3779uHnzJoKCgjBr1iwEBwdj1KhRuHDhAmJiYrBr1y5ER0e71Rz3BM6ErkOHDoiPj3fZ76w3LUkSVq5ciblz50KtVmPGjBkulkcgby4TBAEOhwPbtm11ScKk1unY2FjY7XacPHmS/e6RR6ojKekU9u8/AJ7nodPpEBsb69eS22u3pUOtVmPHjh1ex7GnpKQwQugvyzY9f3p6OpsrSnKt9PR0FpIpCAJOnDiBwMBAfPjhhwCAiIgIrF+/vsTeysLi7ssbxSbfcRzXBUAugK8JIU3vb9sNYBEhZAfHcb0BTCWEdOM4rhKAWgCeB5BFCFlw//iqAKoSQpI4jgsEcArA84SQ8xzHzQeQSQiZx3HcewBCCSHT7p93PIDeAAL0rQ0AACAASURBVNoDWEIIaV/sDZUy+Q7IG5hlWcbSpUuh0+kwZMiQYjtVpUqVsGnTJrRt25bJs127dg1Vq1ZlbgxfWLhojN4vv/yCjh07QqFQYPHixRg/fjybAEsKh8OBgIAASJKEw4cP44knHuiLiqKIfv364dChQ8VaNn7//XdERUW5FKDID4vFAr1eD7PZXKh1nA4cmzZtYiEnvkZubi6USiXmz5+PCRMmsAVM/mMMBgOLk6TVBMsbYWFhLIFw5MiRPj//O2+/jfc/+wxh7naGhQH37sHmcKBr164FCgE4J3QEBgbiySefxObNm73un1lZWahSpQorG+48AF+4cAGNGjUqya2VKcqSEFNQa+DUqVPdTtzx8fHo3/8FNG7s+fOjSXXLli3DG2+84dGEdvHEFSTtPQtRKBhapdByGDx1ACNP3k6ukiQhOzsbYWFhkGXZhXTSsSMrK8urggy+htVqhVKpxNWrV7Fz505WeIUuUuLj41G9enUMHz6cVY0MCgoq9ryyLCMzMwvLly/DSy+9jKioOuz+qZeL53lmkZVlGd9++y2ys7Mxfvx4n9ybLMs4d+4vNGrUECqVCgsWLGByoUDenCEIAhYsWIB69eph0KBB7Pun7ycmJgYzZ84Ez/OQJAkWi4XdP+0X33zzDZKTkzFt2jQW/hcXF4fp06dDqVRi0aJFMJvNGDFiJL788gvMnj0bKSkp0Ov1Lp5Af2BQn3C89dZbWLp0KQD/VZMtCtQAceXKFdSvX9+FdFPJt4iIiBKFaDgcDuh0OrbIUCgUbM5Uq9Vs/t6/fz+eeuopj8/bvHlz/PnnnwDy+JYnVvcKlXxHCDkMIDP/ZgD06w0GkHr/2DRCyAkALuZCQshtQkjS/X+bAFwAUP3+7n4AVt//92rkkWq6/WuSh98BhNwn2H4HLb146dIljyVSWrZsiWbNmrHg9G+++Qa1a9dmH7K3pFgQBGRkZMBisTALdkpKCp566incvn0bnTp1YlqA77zzTgHLXUlArc0A8Ntvv7ns43keu3btYpbboiy9HTp0KDQrniIgIAB3797F6tWrizxOkiQMGjTIk+aXCAaDAVqtFnPmzEFISIjbWPLAwEBkZ2ezBJqKEGcMAAMHDoTdbsfIkSOxZcuWUp2Lvne73Q6FQoGaNWvi49deQ2ghceC5mZnYMmsWNBoNjhw5glWrVrnsJ4SA53kMGTIEJpMJW7ZsKdHAFhwcjKtXr7qtctWwYcNCk7AqCsqDFAN5z/+VV14tdAEXHByMDRvWezVm/PPPP/jkk0/w5ptvsgJDxeHSyStuSTEAcKICpszcYgt6FAae5xEeHo7Y2NgCv6d97dNPP/X6vL4Afe46nQ7z5s1DnTp18M4770CtVjOCsmDBAkRHR2PUqFHMqLF8+fIi3wkhBDt+3I0v4lfj8Pqj6P/UQNSpVRtKpRLx8fGMYDRr3hzTpk2DLMu4fPkK4uLiMGTIEIwfP96nleo2bfqRLZDefPNNpKWlMam8+Ph4fPjhh5g1axZeeeUV5vHZuXMn4uPjmffim2++YUl2BoOBWYj379+PhIQE9OnzHGbOnOmyEJs9ezaTEbVYLPct4kEYO3YsOI5D9erV8dlnn/nVagwA3/6Uhq+//tqv1t/iQEPQNBoNdu7ciZycHKSnpyMgIAApKSl45JFHStw2pVKJ6tXzqBohBJMmTYJOp2OLbZq35G2IobOSVXnLKrqDR3JtHMfVBrDNyWLcCMAuABzyyPXjhJBkp+PfB5BLLcZuznUYQFNCSA7HcdmEkBCn/VmEkFCO47YBmEcIOXJ/+z4A0wghJ92cczSA0ff/2yb/fm+tezQBbvz48ejTpw/L2i0KJ06cgFqtRosWLby6VmEwm80wGAxYv349Bg4cCAAwmUyFhkL4AlQ3llozqPuKQqlU4vLly6hevXqRyYiEELRq1QqnT592KwVDQcNKPIkzpu4gf0EQBJw+fRpNmzZ1WcQMGjQIO3bswNixY5GQkMDcxXRQLm8MGTIEy5cvh8FggCiKRVsFCAEeewy4ciXvv/c30zecnZ3tmoVutwMOB+Bm4BIAcGo1lE6SguT+uTKzsmAwGKB27iN16wLHjwMlHKDd9QGaeV5RKrrlR3mRYgpCCJMCczcxHj36Ozp0aO/VpHns2DG0b1+s447hh0XbYDG5TyRWaVR4avATiHykdFY95wx353HJarVCq9WWC2GRJAlz585FdHR0AUUOCneWcjqmuGvz/A/mI9geiSBVyIPFBgdoA7ToNaI7snOzsXLlV5gzZw4kSQIhBD/99BNeeOEFv93n+fPnce3aNfTp0wdAniayTqeDTqfD2LFjAeQ9C0rcw8PDMWLECGzfvh3BwSHo2vWBfBy1dN64cQN79+7FG2+8wWTY8kOSJCxcuBBTp05lc0xiYmJelU48KNRVp04dv79/s9mMxxoZ0aBBgzJTWEhPT0dERAQ0Gg2uXr2K6tWrw+FwQBAEVKlSBa+++irWrFnDNJELe47FwW63Q6VSYe3atRg8eDB71hEREVCr1UhNTQUA9O3bF1u3bvXonJIkQa/XswVa/tj7wlChLMaFYCyA/xJCagD4L4AVnvyI4zgDgB8ATCSEFJf94e4puGUihJDPCSFti7pRb6FQKBAZGYmIiAiPAsvbtWtXalJMB8Vr164hPDwczz33HF588UW235+kGMhbEBgMBtjtdrf37HA4ULt27WLvk4ZiuLPyOYOWuQSKXjUWVwzEF1CpVGjdunUBD0GtWrVgNBoxb948NoBXhOIBFOPGjYNSqWRVD4skiRwHJCQAsgyYTOCyssBlZQH3/4QQAqXJxP4Pi8UtKQYAFQClw/HgWKdzhQFQ5+bmbTeZ8q6XkFBiUgzkiern75Mcx0EQBKbAUJFQ3qSYIjAwsFA3pSR5ph/qjBs3brj8X5YJMtNNyMrILXAuURQRUQTpJZKM0EreJQS5gyRJWLRoESPF1FI5f/585q73d+ll55jfuLg48DzP1B2op8mdVTv/NlmWkZCQ4LItMTERNpsNz/cYgCBlsKsFngB2ix2/bTmBatWqMs3oxMREKJVKRor9ZTmtV6+eS7zvjBkzMG7cOLz55puQZRl376axfqFQKHD37l2o1Xl6yt27d3M514IFC/DJJ5+gTp06GDlyJBwOR6Fkjud5vPXWWy6Gl/fee4+pbuRJuUUViHv2B/R6PQa9scLvmtnUkw0AkZGR+O2332AymZhFV61WQ6/X4969e/jss8+g0+nYN9G2bR418vZ7p6WbX3vtNeahpvlIV+4bWABg69atHoet8DyPe/fuedWOskZJLcZGACGEEMLl0XgjISTI6fj3kc9izHGcCsA2ALsIIR85bb8IoBsh5Pb9UImDhJAGHMf97/6/1+Y/rpi2ljrGmFqMATCrqV+ksJxAg9BpUp6/tUbdgRCCuLg4xMfHg+d5mEwmZoEkhMBkMkGhUCAwMBARERG4d+8eU9dwhiiKrJrVtGnTCl3pkfvV9MxmM0vQKgy+itEuDtevX0dkZCT0ej2ysrIQHBxcwBJFB2NKzMozecDhcOD8+fNo0qQJdDodzGaz2+dIC5U4HA7wGRm43bkzQq5ehf8KugLQ64G2bYH164Ei4s09gd1uR5cuXXDgwAGmT8rzPKxWKwICAiqE9Z6iopBiQgjmzZuH1157rUAxDKoM4i1ozKxKpcLlC7eRdPwKiJz37Hklj8c6P4qadSIB5OURfLzgU9RQREGWH7yfKm1aQcFzCK8WhqpRld1ex1tIkgxCZKSmpqJqlWq4deMW6lXWIKRS8P1k1T/RooX/FG4IIfj666/RvXt31KxZs8SudbvdjitXrsDhcGD79u3o2bMn2rVrB0IIfvzkZ1iy3RN8Xsmj/zu9seTTxZgyZUqZzFlA3kJg3bp1BRL4qAKK0WjEsmXL8N577+GXX46ga9cubPykfy9btgxms5mFmngC+nzz9+O4uDhMmjSJ5a34u3gKRVLSH5g6tiUiIyP9dg3qAThz5gy7p8IswRzHwWKxYP/+/ejTpw++//57DBo0qEgPblE4e/YsDh48iLFjx8JmszEZRY1GA5vNBo1GA5VKBZvNVux8SAjBkSNHmBRrRbQYl5QYXwAwlhBykOO4pwDMJ/+PvfMOj6Jc2/hvZmd3UzYJhBJK6L1JU3qzgF3KsXLwqAe7eDyC0iEGCCUgNhQ7WEDBQjmIYKGKCEgPAgFCCYSQ3jZbZ+b7YzNDNtlND3DOx31duS7YMm1n3vd+n+d+7kdVuxf6/GsUIsYF5PkzPEV2/y6y7flAeqHiu3BVVccLgnA3MIbLxXdvq6raowzHWmliLBR4Mw4fPpy0tDQ2b95c6UFGK1wBdDLVtm1bBEFg69atRERE+CSZVxJa+k0zF3e5XPrN+NNPP3HPPfewaNEinn7ao1pZsWIFDz30ULHtaIOWVnTo79ppK2BN11qSRd3evXvp3r2YSqbK4Xa7GTFiBMuWLfOK0EuShMFgIC8vz+s3Sk5Orla7nbJAEAQ9bVwSLl68SIMGDVixYgUP3n8/LFwI06ej2mw+0zOVQmAgzJwJL78MVTBBW61WRowYwcaNG/XXatWqxfnz57FardSuXbuEb18ZXCuE2OVyERsby8iRf6dZs6b665p3alBQkD6ZLVy4kHHjxpVr+9999x3du/Tnj63Hcbu9JzRJEuk2pDcHDv5ZMPEJ5GXmce7YBQ+BFkBJOk3Lbs256fbOCFVwb6iKgiCKzJ41m4Edb+NM3Dmkhs1RVZBMEk3aR7Lv4F769u3r9b0IS+X8UzVSMmvWLP75z39Sp04djEZjiXIIDWUhKIXnA1VV+WzG1xgE36RDURXueWYItepd2UJDbcE9a9YsvdBv//79KIpK165dEASB48fjadOmdbF+ABqJ1ezAKgJfxDc6OlqP1mtNNMprf1oRREdHc2zPO1W+XU269+yzz7J48eIyfefs2bM0atSInJwcatasic1mIzg4WLejLS9kWcZisZCXl6f/VmvXriUtLY3HH38cWZb56aefeOCBB3QXi5KwZcsWr+66ZeSh5T7uElA5YiwIwlfAIKA2cAmIAo4DbwESYAeeV1V1ryAI9YA/8RTmKXjcLNoDNwDbgcMFrwNMVlV1vSAItYCVQGPgHPCAqqoZBWR6EXAHkA884Utf7ON4q4QYi6JIQEAATz/9NG+88Ua5vu8L2opI09ZoKYlrDVoVqnYNNLs6rVPfkiVL+Pe//01GhqceUxCEYoRMW1EKBZ1zShuUbr75Zn744YcSP3el2gBrkemRI0d6FXYtWrSI559/3mc61Gq1IgjCVfHVVVUVq9WqW6dp7czhsjn+yZMn6dGjB7m5uV4LNAD27UO55x7cKSmYqiDdqgYEoNSsievbbwno00eXnFRFVF2zeDt58iS5ubnUqlWLzz//HIPBQKtWrTh+/PhVW1heTVKsTf4/rF/PX0eOEBUV5aU3LzzObN26ld9//52JEyciCAL79u2nW7eu5dqf2+3mP9/8iTXXU4Qa0aa11/uBQSaG3dfCa7+qopB6PgO3002thuGYA6s+7bztuz8491ciahEVmNEsMXTMnZxIiKdTx446GY+L9z2Bl0aYtflk7ty5vPLKK1733MmTpwo6URZvV62qKsnJl1i//gfOnz/PtGnT9CCMP7zxxhu88MILxMbG0qNxPy6d8Z2CliQDD7xyH5LpymavtMyq1oYZ0AvvijYKsdvt7N27j99+286ECRP0z1Z2bPjoo4+8uiZGR0d72cFFR0czbdq0ao+gW61WAgICGDW0arIgNpuNEydO8Prrr7NkyRK9oLms0CLqTqeT4OBgZsyYweTJkyt8vR0OB7t27dIjvYIg0Lt3bzZv3qzPKZqWvqSMlKqqbN68WXexkCSpTHUi1xQx/m9DVRBjzY6rffv2uN1ujh8/XuHjcblcdOzYkfj4eL2g7VpsgQieCTYvL0/3ms3IyPAiXOC/17svvP3224wZM6bUASk1NbXEFJTD4WDHjh3069cPQRCuCPkxGo2kp6frVjIhISE4HA4v8qtJXs6cOUOjRo2umqRCURR69erFrl27yMrK8rKnCgoKIj8/X5+AtM5LgiCQk5Pj0aE5HHwVEsJ9QLD/3ZQKK7AWODN5MpMLdJJVPb40bNiQCxcuFMuuVIUrS2VwpYmxRkgEQWDN2rVcTErSi51KgtPpxGq1VsrCLClL4sjBy1pjJTfF631REBj51MAKb78iyM+xsfqd9cju4rURBkmkfd+2/Pj7GiZNnlzqtkojzO+++y6iKOpp5cLtexVF4a+/jtKhQ3vvhUGBrGX8+PH6YlqWZUJCQkokOzk5ObzxxhtERUVx6Wwavy7bhlwkSm+QDLTq1pyb7uhS6rlVF86ePUtArVb6/xXFkzWUZXeBRBC2bduqZxH8cZzyRvEVRSEmJoZp06bpr+Xn53Py5Ek6duyIKIocOHCAmjVr6g1lqgNqQZvkmJgYju4uux+1P1itVsLCwvj8888ZOXJkub/vLLDR3Lx5MzVq1MBkMpGYmEhERESlXJXCwsLIzs4GLnOB7OxsvXnIgQMH6NKli97YzB9+/fVX3cmiS5cuemfOkvDfUHz3Pw3NYP7o0aM0b9683PY2drud8PBwxo4di9Pp5PDhw3rq7FolxeDRVp88eRKn04miKAQEBHgJ+MF3Fyp/eO6554grQ6vQRo0aldjBTRAEbrnlFkwm0xWLCLpcLgYNGkRAQABhYR6dYtGIsKZ1nTp16lXVGYuiyNatW1EUhZCQEC87nZSUFC8TdY08ut1uIiMjkSQJp8nESOAFoxE1OBi1nJEVN0BwME8CI4EHnngCSZIYNmwYKSkpVWoPdeHCBRRFKRZhcLvdVbqf8qA6SPGl8xkc23eGM8cu4nYVj+QnJyczc+ZMHA4Hw4YO1eVNpcFkMnmRYrWgc12px5Nn0v8EUQBrKkpuSjFSDB4ieqWRdiED0eBHsuVWSD51iYmTJpGWWvpv1bF1kP7XroXZ89fczO4jFzmZ7OT+x15mxKMvcSnPRJYrhJkzZ+rfFUWRhg0beC3SPv30U8BTHKZFMYODg3nrrbdKjQCGhIQwZcoU7HY7H36+mHQhGckooagKkknCIBlo1LYh3YdUb4fQwr+/rz9TzZZs/M9iOrYOon0LM53aBNGhpZk6Ybl899V82jY38vjIAXRqE0ynNkFe11j787efkiCKoh7B1GA2m1m9erVedNqlSxdWrlxZPRemAFrNQ8OGDVm2tvgzUV4EBweTlJRUrA12WWEymdi5cyd16tQhICCA1NRUQkNDCQ0NrVQhauHueVrQo/BrXbp45DOlZYnj4uL0oNuxY8fKtO8rGcT9fxMxLk/KRluZtGjRgr59+/Lxxx+XSsgGDhzIn3/+yY4dO+jS5eqt3P1B04IdOXKEjh07+r3JfOlVtetnNBrp0KFDmR9Wl8tFw4YN9R7r/hAZGcndd9/NBx984Hc7WsOVl19+uUz7rgqMHz+eBx54gJtuukl/7YMPPmDMmDHFiNmnn37KP//5zyt2bEXhdDoJDw8vsfmK1i5ckiRq1qzJ4cOHiYyM1GU9VqsVw9mz0KEDJauVveEApPh4Atq3Z/369fTt2xdJkkhPT9dbqlflwsFsNuuOJ7/88guxsbFs2LCBW2+9lU2bNpU75VgZVDUpzs22snX1Pqy5dlxOF0aTZ9zpd3cX6jepxbx58wgICOCFF16okip4rR7g4sVk6tf31soXJiUacdGw6cdDXDyfUbRbOKDSsm0Deg1oU+ljKw+ST6ewZcUOXA7fWYOGretzyyP9eOutt3jppZd8fsYXVFVlfmwsbdu2Y9CAWzGZjQQEXb4ucfH5Pi3sagfa9Gifv2CIqqq8/fbbvPTSS36L9db98AN7//yTqKgovZGD7Ja5eCoFt8tN3ca1CQ6rGv1saSS06D1QFJq2V3MJadWyJUOHDSvxO2VB0Qh+0aiyw+Fg+/btegRSlmVdwqdlyTQLUlEUq1VS4XK5+PDDD9m6bmqVjEGarreiRXO//fYb/fr1o0aNGnp0t7AGuyKYNm2a12KwKLKyskrt/6BlrRRFoU2bNmXmFFUYNb4upSivnlcQBEwmEyEhIciyTGZmJoqi6A+Yti273Y7FYmHbtm307NlT1+Rei1Hh9957jxdffBG3201ubi5//fUXHTt2xFKkgYMmztc0xpq+2OFw6FGOsk4shf1+S3qwNQ2UP52Rdt2bNGnCqVOnrmh0VksXaecQFxenS2y0CHJeXh4PP/ww69atu2LHVRSKovDVV1/xwAMP+CRMmpeoqqoMGDCAbdu2kZmZiSRJhISEoCgKQ4cOxZyYyLfx8VCeqEJgIBw+7PEqrmaoqsrvv/9OWFgYr776Kvfffz9PPfWU171zpeRK1REpXv/lDjJTcopZ26ko1Gwhcuc9Q/Txp6omCVmWiYmJYfr06cXIkT8ylJdjY/2qvTjsTgTB81wbDCJms8Rdf7uRgGrQEJcEVVH4ZsF/cNiKp+Ilk4H+I3oR2aYB4Mk6aBZXviC7ZVwuFwbJwPfff0+7Rt04tu+MZxxQVGxyLg+MvgtLASGdOWMGw4YPp2OHDrhcbha/v5gadbvRvXt3VLW4S6FG7FRVZf78+YwfP75EF4sffviBu+++2ytAUVFUlvz6g6qqUCAXUVSVyZMmoVTDArUwSS5MkGfPns3kyZP1eUaWZebNm8fkAumMLMvMmTOHyZMnVysxVlWVWbNmMWXKFP5+X8lOPGVxLjl27BgtWrQo1bWpJNSqVYtevXqxYcMG3G43AQEB5OfnV+i3UVWVoKCgUqPOISEh5Obm6nN3UVitVho0aEBubq7uplQWXCfGFYQvYlxq44Pi29BdEiIjIzl8+DCCIOBwOMjMzCQyMpJHH32Uzz//vEqPvSrhcDiwWq26XjgvL4+8vDxq1qypexP682d+/PHHWbJkiX4Trlmzhr/97W/89NNPdO/enUWLFjFp0qQyDTAasSyJGGsm95r+1d9nAgMDycnJqXa/SA2aTkorJiwNH3zwAc8888wVOLLiMBgMxMfH06IIOS28iHvyySf54osvAM9iRBRFJEnSf6OcnByC3noLKSbG09yjrAgIgKgomDixys6nJGjkQFVVfSGnWdFpnSerG5UhxcUKIAuQkZLDzyt3+ZROiKJA6y5N6D6wbYX36w+qqpKca0IUPfdKWcmRzerk6OFEzp1ORRAEmrWKoE2HhpgDrk4BZNLJZLau/N1j3VZgDyeZDDRoUY8BD/Qu86T6yy+/sHPnTqZNm8aeTUdIOHLB6zdRUQkMMjPkkZ4EBQciiJ7n54d168jNy+Pvf/+732370i+fPHmSFi1aFDs+jfjFxMQwZcoUv9ssjewWRUXJb1kguz3ORpKxeoMXRQmypvWGy2Peb7/9RmZmJvfeey+qqpKQkEDjxo2rXY6nKAoff/wxv6yaoAeZNPs6Tdb25Zdf8uqrr9K2bVs2b97sd1vaWFf4/MqL2rVrEx8fT3h4ODabjSNHjrBv3z6efPLJCi0S3G4348eP5/XXX/f7TC1dupRbb72Vhg0b+tyHFjTT9PlllXdcJ8YVRFXatWntEBs1akTfvn2ZM2dOlR1ndUOWZSIjI0lNTSUnJwez2UxERARpaWmEhobSo0cPfvnll2Lfs9vtBAcH62l3bVWblZVFv3792L9/P3369GH37t1lukllWWbz5s0MHDjQ74CkkebS7Oq++OILhg8fXizKXV3QBrOydrmrUaMGWVlZFU57VQbdu3dn48aNxWzLevXqxeHDh7FarfpvabPZcLvdhIaGFj+vNm0gPr78B9CmDZRRK1aVKHzvSJKkF2lWJypKim35NpKTcjh94hIJp07Tu19XWrSJwGQ2IggCp46cZ++WYz6JMUBEZDi3PVCqY2W5cCnPhCwrGAwi5xO2cccdd1Tp9q80slNzOPzbUdIvZJCZk8mg+/rTpIN3S1y1oCNg1PTpXuHc9evXc/zYMV4eOxYAe76T1R9v9lnQJxkNdOzVgg43tSAmJoauXbpwV0FUt6yTt9vlRjJKzJ49m3+9+C8sId7j2s9bT1G/fn1kWSY9PYPatWvri5fCqE6iW1643W4EBAzSlZEygYckq6rKkkUzvDrfaZmQqKgoPTjz9ttv8/LLL1d7C+cZM2ZwYPt8LzKrKAqDBw9m9+7d5ObmAmUrZt+3bx8dO3asVEDorrvuYu3atTRq1IjTp0/TuXPnCpsKOJ1Ojh07Rvv27Ytlb7VxuLC0z9d1lmWZOnXqkJmZCZSdo10pYny9+M4PtPS5qqps27aNOXPmXFNNBHwhOzubXbt26TrS9PR0ZFkmISGBP/74g+nTpxMZGUleXh4TJ070SYwDAgJYvXo1mZmZOJ1OQkNDWbhwIWfOnCEjIwNJkoiLiyszKQYYMmRIiRF7VVWx2Wyl9lsfNWrUFSPFgF4ok5mZicvl0gtqli5d6tOa7dy5cwQHB5epU2JVY+/evcU02i6Xi+3bt+vHrygKGzZsIDQ0VCfIXsd69iwU6WzmheASPCtK+24Vwm63oygKS5YsATwZDZPJRH5+Pj179qz2DpEVgaKo7Ngcz/Zf40hKzCDAFMbhfWc9tmd5DgRB4GDcfr/OGoKAnrqvClzMMZKc61mEdm5noV1zMymXLqFUU4e0K4WwOqH0G9aDe5+/nXufvp2mHYvbptltdkY+MvJyK2m3THR0NLfeeisvjx2rj1upFzL9t7N3ycQfPkNMTAwTxk/groKWyOWZuLWo6oQJE9iwcYPnxYLmBzNnzCAv4xAdWwfRua2FPb99RfuWZr9Fa9cKJEm6oqQYPAsDQRBof9PtXh7SkiRhsViw2WxeDYGuRAv5qVOn8tJUj7TO5XLxySefYDAY+Oabb3RSDJ45Mjk5ucQ5o0uXLjzyyCP6tiqCH3/8EavVyunTp7nhhhv4+eefd5liXgAAIABJREFU2b59e4W2JUkSN9xwg8+5WAtsaY27/EXDteYvGi/YsGFDtXVnrAiuE2Mf0H4st9vtVThWXStMrUc8eDx9K3qDqKpK//79OXfuHLIs89BDD9GjRw/69OnDrbfeytatW8nIyMDhcHDbbbcxePBgn9sZMmSIrmtKTU3lhRdeoF27duzevRu3202rVq18fs8XDAYDTZs2LTGCqjUS2bBhg9/2tXB5sLvSqFGjBmFhYfq+H3/8cZ8FhRaLpdo1bP6QnZ1drKBCu6dMJhOff/45TZo04Y477sDhcGCxWAgICPA+1u++8922OSAAGjWCTz6ByEjP/4tCEDzfvwLQUotjx47F4XAwdOhQwFPJraoq69atq7bFSUWjxfF/JZGanI0oXCYNbreM0+Fmxec/4XA4uPO+2wgK9i3ZMRhEWndpDHgsvCrj6X0pzyObaNPUSINadl5fsACDZGDUqFGcP5PCvm3H2LftGKkXMvFRXXftoyDjFx5ek5kzZxa7FwKDAmnVuhVz584lOjqac+fOMX3aNMwmE6gqu3fvJjo62uOuUcKQHxJq8ThNVJIIGgwGErVFpSAQd/gwEydO4tChQwDIisKEiRO9W0Ffhxc6tg7in6MG8e2Pu7ykJePGjdPJmizLTJgwgTfffLPaj0cURbZv386kSZMwmUw8+uijqKpKeHh4sc81bty4xG0piqK39q6oDCQ/P59hw4bpDhXBwcHcddddJbpB+YM2Z/z6669e23/vvff0oAt4+NM999zjM6Coyfi0rrLvv//+NdXX4f8FMS7vBS9MTKvTAsrtdrNy5UrCw8N1/dHmzZtp3749drtd37fWmKE0hIaG8umnn/L4448jSRIbNmzgrrvu0kXwbdu2RVEUTCYTiqKwevVq/TgKw2w2M3LkSAICApg5cyZvv/02ZrOZJk2aYDQadZ1qadAWGHv37i0x2q6qKgEBAdStW7fE38rpdCLL8hVZ8RdFfn4+sbGx+nn40nuJoshLL710xRwRCsNsNuN2u9mwYYP+miRJmEwmTpw4wahRozh9+rR+nD6xdGnxorugILj/fjh6FB56yCOXGDHC83ph2Gye718BGAwGgoKCSElJITAwUO/YCJ5FwMCBA70G7apCZXTF8X9dQJaLk3VVVQkOrIns9nhODxp2I0azhGT03EOiKGAwiHTq3YrQ8CASEhL0qH95UThK3LF1ECaziTxrHo8/8QR5uXlsXr2Xrav3cmzvGY7+eZpN3+9h06q9KD6O+1qHIAgIosh9993n9TwqiqLb002aNImoqCiaNWuKoqhEz5gBBU0LoqKiSMtJ9rsukIwGWnZsRGJiYjFf4fJCURReGDOGWbNm4Xa5eeqpp0GAqVOmIrtlREEAVWVe7LxrKqp2rUEURZ5/8g5U1Vt3vWLFCsAzbhgMBoJLynxVIcaNG8ecOXOw2Wx+ZRCyLON0Oku0NVVVlb///e+VCpqZzWbeeOMNvWlI48aNSU5OZu3atRWeT3v16qVfy6CgIF544QXdHhQ883VCQoJfKYXJZNJlcH379r0qASV/uHaO5BqClooNDAz0iuZWNcLCwmjWrBl2u10vhgJISEjQUxFDhw4lMTGxTGRLEARGjRql+ybHxcXhcDiQJImAgACWL1+OzWYjKyuLhg0bMnTo0GLFWuAZqBcvXsyPP/7Im2++yfPPPw9AREQESUlJdOrUqcTIblEEBwfzySef+H1fkyXceeedJT6koihy7733XpXuZrIsM3nyZL16VltMNGvWjPPnz+sDlsVioV+/fle82YRWHHjnnXeSn59P3bp1efHFF1EUhVatWum97P0iKclbW2wwgMUCn34KX3xxWUYRHAzLlnmixxaL53Majh+Hixer4ez8o379+j414C+++OIVPY7S4HCUcF8bRJwFNmM164QwfPQguvRtTdM29WnTtSkDR3Tl2/VfIIoizZo148EHHyzXvlVV5VKeieTki3z/9QK+/3qBHgn++quvOHToEMf3J5J6IQtRuHwt3S6ZlPMZxO06VcGzvvro3LkzG378Edktc/78eebOncurr7xKWlqaZ8IuONdPl3i8hr9ZuVJvxHRD507ceHO7Yr7MKgo164Ty5TefUr9+fb799ptKHaMoiphMJrp3745klBBETxMjg2TAIBk8nfoEgaioKGJiYv47o/hXEN9/PR+4TI7//ve/s2vXLv39559/nrS06m/Io81rJRVua/N6586d/c6pWqZy1KhRFT4WURTp3Lkzffr0oU2bNnph+ZgxYyqchdVqsbTCOY1raDxGkiTq1q1Ly5Yti2VtNEMArQgvJyfnmlr0XSfGPuBwOBBFUdcmVQcx1irq8/LyyMzM1FeUiqKQkJBAvXr1sFgsrFixgg4dOpTp5hUEAZfLpbdrfvnll8nOziYnJ4fc3FxOnz6tty6eP38+NpuNhISEYp1wtBv7/vvvx2q1YrFYdHJep04dRFFkYjkcCEwmE88++2ypn/v666+59957/b4vSRJr1qy5Kh3O3G43aWlpfP/998iyTEBAAPXq1eP06dNERkZ6LVy2bdtG27ZV7x5QFnz++ed6NPXdd98te7bk++8vk9ygIOjQwWPB9tBDvj//8MNw6BC0b385emwwwKpVlT+JMkKWZb1aX5ZlLBYLbdu2JT09nV9//bVKB9qKRotVVcVut5OT6//7qqJiCb08eRrNEm26NuHgmR10G9CGeg1r684tZf09tXO/lGfi+417sFrzuW1Ac6ZNncqUKVPQRrRXXn2VmwcNIuHweZ+RT9ktc/zA2bKf8DUG2e3RcKqqSmRkJAC//bad8Jo1PfKfgr8nR4/GKEkEBgZ6bA0Vlf379/PVqqXcPOxGIiLDUVSZgGAjXfu35Za/3cRjjz3mWVTEx7Ng/vxKdRQDuH3IkBKbrSiy7KnDuIZSzlcbqqpyMSGFE3sTuHjqEqqicM899xTTXqempnp9RwvUXI16EF9QVZWkpCSf72nP/OjRo5Ekifx8350ZS4PdbufAgQOkpKToxYfLli3j4MGDFdqeIAicOXNG7y2gZaKzsrJo3769HhE+deoULpfLi0cV5jPVGXysKP5fuFJA+ZwpLBYLdrsdSZJQFKVc0dHyYPz48cyZM8eLVFmtVoKDg0lPTycsLAxFUYiNjWXKlCllnhQzMjKoUaOGTnALFyQUxltvvcWjjz5aTPekYebMmUyePBmXy8W2bdto2rQpHTp00FeG5RlUTCYTdru9xHSJNvmX9lv17t2bnTt3lnnfVQVVValfvz7nzp3DZDL5rWyWZZn169czZMiQK+5pXZqzh1/ceCPs3evxJH7xRYiJgbJEElwumDIFFi3yyCluvBH27Cn//isIm81G7dq1ycnJ0R1VwJPGe/jhh/nuu+8qrV0rLynW7ovPPvuMCxcuMHnyZC5dzGLTj4eKORxIkoFW7RrQvbd35mbPnj38/PPPjB8/HlEUmTlzJoMHD6ZPnz5e+yiMohPMdxt20717d3p1K+Knqqp89PHHjB492mOT6JZZ8c7PJTT9gYf/dbvfznLXMmbOmEGzZs0Y9eijpX5Wa6iSfDGZT5d8yivjXsFk9u8EEB0dzeRJkz1NWFSPFCMqKqriz6CqkpWVjSXE4jsQorUdnj3bqwXy/zqyUrLJSc/DUjOY8HqXG0dkp+Xy65fbcNqdqAUtqA0mA6esR5kwzdN6Oy4+H1taPOvXryc1NZURI0bQqVMnAC5evEidOnWqvW7lkXtql/i+5pgRHBxc4uLKZrPxxx9/0LNnz1I7y5WExMRE6tWrp9+jQUFBFSbbAM8884xX4Xdubi7r16/noUJBFbPZXMw7WSPSgiBQo0YNkpOTS82MX7drqyCqghhrkRntR9M65lQ1NNJdmkeuw+Hg3XffZWyBjVBVQRPAl0T8HQ4HAQEBfPvttwwdOhRVVTEajeWKpKuqysMPP8yyZctKHIQ0r+LMzEyfrg8aGQgODi6zIXhVQtt/WbooyrJMeHg4WVlZ11RRgU+kpkJEBNSo4Smgu/nm8m9j82b4298gOxsuXYLaJU8GVYnXXntNjxxrg73b7ebRRx9l+fLlV4QYa/eGLMusXrOGzIwMRo0a5fVsnzmVwq7tx9EquhRZoWnLuvTq3waX28WCBQsIDw/XsyszZsxAEAS9oLO089AIWXR0NI+/MA2zOYD2Lc26L3thzJkzR7e2QlX5dvGvOOy+5R7mQBP3P3drqdfgqqOgm4bT6eTTTz/l0qVLulUXlDKpFnw3dt48HnvscerWreORMBR+37MR/SVZltmxY0exlsSVxZ49e+jWrZtfkjB3zhwmTpqEIsuIV6Ge4UohP8fGlq9/IzstV/eKttQIpuc9N5J+KYeDvxzA5XRDkWnIHGRi+L/uwmg2cvh4PoIA9vQTLF26lGeeeZZ69SKAy01BqhulEeOi8Odzrr3etWtX9u/fX+HjkSQJu92Oy+Viz549xMXF6XLJiuLw4cO0atVKH++0OVJRFFwuF71792bfvn3652VZxmw26xxLy9CXNq9eJ8YVRFUQ48IXXxOHV5cw/NVXX2X+/PklfsblcjF27FjeeeedKvVf1DxgS4p8apWj2ueDgoKwWCxkZmaW+ZpqN7+2vZKwYMECXnnllRI/M27cOBYsWHBVCKfNZiMkJOSqyDmqDadOwaxZMH9+5QhtWhq8+ipMnXpFuuBpkGUZu92OIAgEBQVx9OhRGjdujCRJ7N+/n169elV422WNFicmJha0BR9Ngwb1AXwSG1lWuJSUhdutUCcilD927eDmm29GVVVmz55N27ZtGT58eJnGm8ILtO3bt7NlyxamTp3KpTwTgiCUaOWlKgrffPMNDxZEdeJ2neLI7lPFPJQ9fr0t6XBT8zJdh+pAlk0gL8uK3erAaJIIrRWiR6+1rJUoiiiywvbfttOmTRvq1fNubx0W4Du75Xa7cbvcLFgwn9DQUMaMGVNmsqmqKl988QX/ePRRFEVBUVQWLXqHf//735WSO6iKwoWkJF364QszZng8e69GvUW1o8Amdc2iDeRl5+vNWgAEswnBZEJQZOR8WzFSDGA0SfS4uxv1WtYhKCiIuPh8PnpzOlOnTuXEiRO6q9KWLVsZOHBAtc8j5SHGoihit9tL9CzWgjPge4wpCVp0WpvHAHbv3k2vXr0qLD3T5JaahzF4ovGNGzf2qhkqHEzTGpdo/ENVVZxOZ6n383ViXEFUFTE2mUy43e5q17+UpTOc5kGrKIrPSGp1QVVVBg0axKxZsxg1ahTnzp2jSZMmPPbYY8yfP7/M6RdtAp81a1aJdmaKouB2u3n77bdLJMeaC8HVsG5zuVw4nU5atmzJ2bNn/Q5g2mLDbDZXq7PJdXh3TjSZTNSoUUMvrhk8eDA///yz39akJaE0UqwoCh988AHp6elMnTq1TNss3J5+5cqVNGjQkP79+6GqKnFxcXTo0AG1DK10VVUlLS2d999fzF133UW3bt0QBIHkXBOCUHrTB0VRmD17tn7cqqKy48eDXDh1uapcEEUataxLnzs6I/hoLFFVyLb7XwQ47S4SDp4h++gRFFnRCfHAB/vQoEU9fWyJjn6NqKjX/I4NCRd9E2NVUUAQ+PPPP7npppsA/yTaH/bu3Uv37t092yt47isTwFAUhcXvvccLY8b4fN/pcPLbjt/o1atXpVLq1xRUlaTkbI7FX8SW7yQIheQDp3E7L5M1wSghmM0gCKgOB6rTf0Fr086RNOwUQbNmTTly0iNPiLA4Wb1mDQMHDKBGDY8kIzY2lvHjx1crOS4rMdbsUU+ePEnfvn39fk6WZUaOHMmXX35Z4YWRKIp6Jvydd96pdLFydnY2QUFB+vEsW7aMJ598krNnz1K3rkfKVTTLLEmS3rFUO6/SAgLXiXEFURXEWBtUtRVUdV4jTXdb0gpRKwJ89tln+fjjj68KIdSQmZnJJ598QkpKCrGxsWX6jkb6BUEgIyODmjVrlvh5f6kkDVeTGGvo3r07O3fuLHM3ourutPT/HXFxcURGRlK7dm3y8/P1VteCIHDq1CkiIiLK3RymJGKcl5fHhx9+yNixY3UJQ2m/sSzLLFiwAFVVmTBhAoqiMGvWLKZOnVom0q6NQykpKXzwwQc8+eSTNGjQQH9fq8IvS9MHrfhXMhi8IqRZablcSEgFAdb99D0TppScvakIfBHh5vWLv6aqKmvf3UBuRl6xMdhglBg65g4WvBFLVNRr+uu5mXl89f5KJJeJBpENaH1jC5p2bFTqhJuSkkJ4eDiSJPkl0RqKEufFixfz3HPP6f+fN3cu/3755UrVF+jZgAKJR1HIssy8efOYPGmSZ3z9L5VU5Gbkce7YBc6m5pKR70SWC2QvmTkIGXlenxWDg0Crm3G5UB0OnxFjwSDQfXBnWnVrxr79++jevTtHTzmIsDhxu91e3fByc3MxGo3VGnAqr5RCy1L7kkCB596wWCxkZWWVKsP0BafTqTdEslgsbN++nd69e/PEE0/w0UcflbvDnhbY0yQaZrOZgQMHsmLFCurWraufg6Io7Ny5kz59+qAoipfsAvCKOPvD9c53VxFRUVG6jYh2k1YXAgICSlz1u1wuduzYQY0aNZg2bdpVIYOF92mxWJgwYQIxMTE4nc4yFSZqD0ZYWJi+Ui8J+/btK96VrQhiYmKuSiRWGwT27dtXpgEkKyuLkJCQ66S4mtGxY0feffdd3G63l8ML4LdLU0nwRYo1D9yPPvqI4OBgXfOvRUlKI8UGgwGHw0GtWrU8rXMLLLjKivfee4933nmHiIgIpk+fXmFSDB59s2QwEBsbq2fFFFmmRi0L329cRvsbm3lIsapW2h4s2y56/TWvX/zP7ZI5ffQCR3af4tzJZBRZITUxjfxcm8/AhMvl4sTeU0yfHkXq+XSO7TnBwa1HWPf+TwS6LBhVE6mJaez6YS+blv+Gy+nSF9S+CpzCwsJ4/fXXURTF5/EV/it6PiOfeIHD8efJsKr8Z+N2xr3yCt9+UzkLN0mSWLhwIS4/ki2DKDJ8+HCcLpe3FroKUPT8qurPC6rKng37+c/ijezfGU9qtk0nxQCIhuLNVQo9X4Ik+STF4PH+btaxMQbJwLatW/3eP4IgYLFYWLZsWQWvVPVg69atendPX5AkieTkZMaPH1+h7WuF4xaLBUVR6NGjR7nmtKLQAhCrVq3Ss8ibN2+mXr16+pioaY0HDBigE/4BAwZ4yTd82W5eLVyPGPvA5s2buf322/UfMCcnp9q0XKqq0q5dO1RVJT4+HlVVsVqtPPfccxiNRj7++GNyc3OxWCx6uvhKN5DYsmULgwYNAjwRbqPRiNvtZtq0acydO7fUaIy2EhRFkfz8/FJX5w8++CBJSUn89ttvfj8jSZI+uF0JaG2ru3fvztGjR8v8PS2aWF22f1cTJcl/rgaaN29OQkKC/n+hoBBLI37lia589n2SXmjqdruZM2cOU6ZMwWAwVOqei46O1u0OSxpTtOhzYuJ5Pv30E/7xj39Qv359n+dQXlIMHgmBIIqs+v57hg0bhgrMnz/fE8kumKxEg4Ho6GimTJ6ity8uK4oSIV8RYf34E9PZsmYvALJbwSCJHreODg2I2/4Xssu39rF+iwgc+U6y03JRFBlFVn02qpNMEj3u6ooS5GbFihX06NGDW265pZhlVF5eXoWjh5s2baJ///58+d12QkJCCQwMoF3bdqgUXzCVRaqhKAqyW+bEyRO0b9/e81pBsZ3sljEYRGRFYd68eUycMKHMEeOSZCuFUdLvVREkXFSQZRlZUdl3IA4l007G4UQUt4ISURMsAXgxYVlGPHvJi/wWjhgDqG43qu3yIkc0iAiiQJ/7btJbgWv3eVy8h7BFWJyoqsqMAgcRzbpt9OjRuiSrqlHeiLHT6SQsLAyr1Vri8YSEhHi1ly4vtAXiwIED+fHHH7FYLISFhem+xBVBWFgY6enpiKLIiROee1eTgSqKwrZt2/jmm2947733ePHFF3nvvfcut2a/LqWoPlQFMV61ahUjRozQU2GalKG6cOHCBSwWCz169ODkyZMkJSURERFRbfsrL7R0dPPm3gU4oijidDpLjWJfunSJpk2bYrPZ9DROSXA4HAQHB5dIfAcNGsTmzZuvCDG22WwkJibSoUOHMlXO+sIjjzzC0qVLr7h9W3XBarXqxW7XGvLy8ggJCeGll17izTffxOFw8MYbb+jWZ6Vh2doUvVh03rx5TJkyRV8EVHYxUNr3tUIUURSJiYnhlVdeKfGeqQgpLgzZLXPx4kUiG0WCqnLy5CmWLV/GlClTPJXi+TaMRmOJtmWFUZh4lYVcOWxOVn+8pVjRH4DJLOHKyUV2Fo+aCqKAOciM0+YsU2c+O/k8Of0xBEHQiZAvaFrl8kJRFD7//HMef/xxkpOTURSF33//nWHDhpVZ71wUqqqyffs2+vcfoDcjsebns3fvn3To0IFatWoTf/w4rdu0KZdUq6pJb1lxKT2XNZsPgCBQR6mJUPC7JZy7CIE+7vHcfMTUgpbFKmCUEAPMeBFoRUFxOQkKMtOsQyStu7fAUtO7s110dDRRUVHExefrxDgmJuayvl5VOXcukcjIhtUSdCovMXa5XLz//vul6n7T09NJTEykWbNmhIWFlfu4HA4HgYGBei3V2rVr+fPPP5k9e3aFpH8Oh4P09HTq16/v87tagV1AQACqqvLEE0+wbt06vR6kLBztOjGuIKqCGK9bt86r0UThgpnqhMPhwO12ExQUdE2l3l988UXeeeedYq9rUVDtIcrPz9e9CU+cOEHHjh0JCAggLS0Nl8tVJhkFeAYGLd3jD8uXL+eRRx6ptutUmAhJkkRGRgZBQUEVSjWBJwowatQoVq5cWcVHeh0atEpnX1q1Fi1acOzYMURR9Dv55eXlIQgCL07+Dzt3/s706dNL3WdRKzBtEq7IsSuKwv79+738i0uLUF/KM1WYFGuIiYlh4oSJCGJxTaPT4eTjjz/i+RdeKHEb5SXEGo7uPc3BHfHF/J0BJJMBe3Y2otv3OKBSPNvuD6G1Q7jn2SF6FfyhQwfp0qWr12cKZ+MqsgA6e/YsjRs3Zs2aNQwZMoQdO3YwePDgcm3DF15/fQFjx47j+PHjuN1u2rZtS0zMLKKiXkNVVVatWsXw4cOv+JxReF7Unr3CkN0yZ/5KJPHYBQySgeO5eRASBIKAKe48gqIS0qYdaqCZ02eTfDt5OJ2o6Rdx57tp06k1iRdTke0iolCgW1VlatWtweAHe2E0Fw9YqIpCSkoqBoOBpPRA6od6ZJGa05T2e0dHRzNp0qQKj+8lobzEWMM999zDunXrfL6n3asmk4mkpCRqV9BN6MSJE4SFhXH33XezZ88eXC4XvXr1Yu/evRXaHnjkoSX5MauqSnp6Op988gl79uzhu+++w2Aw6PVWJT131zXGVxF5eR7RvyiKvPzyy1dswDGbzQQHB19TpBg8fo//+Mc/ihHVjh074nK5sFqtnDt3jtGjR+sWLFojEJvNRnBwcJlJMXgWCGFhYX4t0bTmDTExMZU6r5Kg6aasVqteKOBr0NQ01qU1O5Ekidzc3OsOFdUIg8HAV199VYwUu91uTp06xfTp0/2SYlVVCQkJofugiQwefFuJLhNa4ZqiKLrXsMPhYPbs2YSHh5e5IZAm8dAiWJ9++ik9e/ZkypQpmEwmvYDQH6qCFKuqyrix4zxZMR/vGyQDj4wc6ff7hfWjmga3PMhKy/VJisEjq+jQuz1Gs9GnK0ZZR0lBFKnXtK6+yFBVlbNnzxWbvA0GA263m+jo1yoke2rSpAkxMTEMGzaM+fNjcbmclW5EJMsyjz32OIIg0Lx5c44dO8bnn3/mFdXOycnB5XJd8Za62v7mzp3D3Llzve57m9XO2vc2sPuHfSQevcCZw+cwnctEOpvu0axLnucw9/hRBIeTZq2bFNu+aBBQDE7ueWIIFzhN18EdeejZuxjyUC+sahqtuzRh4H03MuSR3j5JMXh++4h6Ebz73rsU1mUYjUYWLlyo/z8qKopffvkFqN5i+/Jgw4YNOBwOn7+rNo6lpKSUu36iMFq1akWTJk346aef+PXXXxkwYAA33XRThecpWZbZtm2b1xg5ffp0RFH0ehb+9re/6fJRTbJauJ301cb1iLEPbNy4kTvuuANRFHnyySdZvHjxNfODXQ1kZ2dTo0aNYtdw9+7d9O7dm0aNGnH8+PEqlQnYbLZStX4mk6nKuxK6XC62b99OUlISI0eO1H93t9tN/fr1vVqLaqhbty6JiYk+z7/weVitVvr168fevXu9isSuo+qgFZVoC5rCz60gCHrVtIZ9+zxV6wkJCfxxJKTM+3G73ezatYuePXsSFxdHp06dSE1NJTw8vEzFeODR+M2bN49bb72VPn36lGuMqayEojDcLpmP3ltBrbBGuFwyoWFBdL6xGY2b18HtciMZJbZs2cKA/v29tKyFCXFFcXjXSeJ2nULxEzHuNaQTteuFseqtH7z8bMsDySRx9zODCQ33/n2jo19j2rTpCILAuXPnWL58Of/85z+JiIjA6XSSeTGbzJRsAoPNRLZugEEqPc2uWW5dTL5Il85d2LXrDzp08GTOKqNPnzFjBtOmTdOLwove29HRrzF9etQVCaq4XC5+/vlnDh8+jN3u0aNq0Wtt/5u+2k7SSU+L5sJQAQwiqtGAYHfpixtLh44QHMjp+DOeFwSBOnUs7N2zjrEvv0ywxVseUV5Y86ycThKIsFyeLwq7H6mqypdffsmjjz5apQ5CFY0Wa7UpRqORlJQUv05Oqqrq82BFj1mWZVwuFz169ODEiRNkZ2fz1FNP8dlnn1Voe263m8aNG5OUlITT6cRsNuvZOE16p6oqy5cvZ/PmzXp77sLZZ3+4HjG+ioiPj8doNCJJEg0bNrxm+qlfSRTubV6zZk1CQ0OLEeP27dsjyzKnTp2q0uJEWZbYXUHlAAAgAElEQVQJDAzUi078YcOGDVW2Tw0mk4n+/ftz//3368WOoaGhAKxdu9brsx999BFPP/00CQkJXp7O2gpfEASaNGmiu5oYjUYOHz6MKIr/m8b81wC0KD9QzE1GK6YDePxxTxSuW7duqKpKs2bNfG7P6fRYPGnRRZfLxcKFC5Ekid69e7N69WrWrFmDwWCgXr16mEwmPdtQGIWtH/Py8oiOjub8+fNERUXRr1+/q0aKZVlh45p9hAU3wOmUUVXIzsrn9y1HOXooUS+6273zAL9tOsr67/8k7lg6yRmuCkWIi6JF+0i/kV+n08mZpHgc+c5yF/9JJgnJJBEUGsitf+9fjBQDtGvXTncHWbp0KWFhYbz//mKs2Va+mLOCTcu3s+/ng/y+dg/fLFhLUkJyqft1Op28//5i2rVtR3T0axgMEq+//nqp0f/SMH36dH38TbuQQdalbK956bHHHq/WiLEWkc7Ozmbu3DmEhFgKSLEACGzcuFE/P4fNwcWElGKkGO3TsoJQpMti3pE4hOw8mjWMQEjJgsRkwgLyeeWVcVXixBRsCeb48eNe18xQUFyqSUIeeughPcp5tWE0GnE6nTRq1KjEomGn00nr1q0rdW8ZDAZCQkI4dOgQycnJWK1WvvrqqwpvT5Ik7rvvPj34k5OTUywa7Ha7GT16tNc9m5+ff01ce7hOjH3ixRdf1Ns1p6enXzOplSuJrl27YjQaddu07OzsYg+flsLRbO2qClqa6K+//irxc4MGDSIuLq5S+9Ls17Rz05oraIORoijEx8cjSZJu4n/69GnatWvHAw88wIcffojFYqFBgwb6Q61pv0aOHElKSop+bSRJIjMzk2eeeeZ/q3PeNQabzUbnzp2LRfA1YqyqKkuXLvUahP15FptMJmJiYvjiiy9wOp3ExsYyduxY/vzzTwRB4P777/cruyi8fa2Y7vtVq7BYLERFRdGyZcsKn2NVkGKAs6dSyM2xUXQ+crsVDu45jcspc/RQIo3rdiPxdBohEXXJyrByaOseThxNqvT+F3+4iN533oBBEhElz3NikEQkk4E7Hu7LX0ePYAo0IpdUYFfw7AqigMFooF3v1gx6uC+DHxvEiH/fQ93GdXx+bcSIv7Fq1SrAk0rPzc1FFA1sWv4bZjEAt9ON7JJxO9y4HC62rvgda07JTY0CAgKYNm06x44dIzIyku7duzN16tQqsfx8a+YiVs5fwy9fbGXj0s18t3Ad546dB6Bx48Z89NGH5GVbSTh8ltNx53DYqka2JcsyX3zxBbGx83jzzTd48cV/kZTk+e01t6Q9e3brn7dbHYilNIQRKC6FyT1+FMEt06xTS4yqQI9eNxEYGIg5oGoykZrMT3suFUUhODhYD2qYTCZmz559xV2f/MFkMnHq1Cm9GE6D9m8tGnvw4EG9WL2i+Omnn7BarTzxxBPUrFmTxMRE4uLiKjxPLVy4kLp16+J2uwkODsZsNnP27Fm9a5/RaGT9+vV89tlnCIJA7dq1CQwMvGYy89elFP63g8Fg4OWXX2bu3LnXzMNSldDSNeAZJCwWC7Is43A49FRd4c8U/a7NZsNisZCamkrLli31/utVhbJ0jXvuuedYvHhxhbYvyzJBQUEkJSVhsVgwm81e0d369euzfPlyBg4cqLfqrFu3LhcvXsRkMhW7Lna7XV8Za1ZhWgSxMHr27MnGjRsJCAiokEH7dZSOJUuW8MQTT5T584WJsZbOczgcejHpTz/9zO23Dyko3DrMDTd0KnVMcLlcnD17jhUrvtadLbR7oaIRnqrQFetQVT5atJpAs+80rdFooHvvluzZcYLItk0ByEs6q79vMIgMH9mbgMCyS4JkWUYQBGbPjmHSpMn6NbRZHRz58wTHjsSDpPDgP4ZiCjDq49DGpZtJTUwrJqcwGA1Etq6PqkKQJZCW3ZpRM6Ls9QzgiVRpKd60Cxn8/PkW3D6cMERJpH3vNnS9pVOp29QKQGfMiPYcp8Hgdb7lxcmDp9n9w35kl/dxGYwGbhnZn1oNa7L/l8Oc2HdaJ6WKonLDgHZ06l9y5s0f8vPzWbVqFWfOnC7Qw3s8gmVZ4ZFHHuGrr75iwIAB9O/fn6SkJJYsWUJUVBRul5uV89f4tdkrDF8FlKFt2+NKT+PmR/pV6Lj94eDRPDLPH6RNmzZIkuSxj5PlYp1WU1NTqVPH92KqvKiolEKDoijceeedrFu3Tp9vZFmmRo0auFwuPZN18OBBOnfuXCEZiBYcWrFiBSNHjiQ2NpZ7772Xzp07Y7PZKnzPZmZmkpubS2RkJHa7vZiDkSzL+jkVDVD5w3UpxVWGZn4dHFw5bdO1DE8RimcVt2vXLvLz83Uiqq3cSkr5v/HGG3p1b1paGgcOHKhSYqwdl78Uoc1mY8mSJRWK6Nvtdtq1a0dSUhK1atXSB0pVVbn55pt5/vnnuXjxIt26dUMURQ4ePEiHDh1ITk4mODi42HXR2nUXJsZms1knWFozCIA//viDRo0aXdXOff/reOyxx3QboNJQNFo8Y8YMfTEsCAJvv/02u3fvwu12YzAY6Nq1S7HJQpZlvaW5qqocOHCA2NhYgoICmTJlCoB+X1SGFAOVbrihQxBo2tS3hERDclImjdo1BbxJsYYzp1JK3Y1m0+RyuZgzZw6CIDB16jT9Gp49exbBoNKlb1tOpx/h1MU4TAGe58vhcHgi/Q1U3IoLhcuRY8kkUb95BP1G9GLgA3246c6uBNYMxu50levvj9279X87ZZlWPVvSpk9r2vRp7XUeilshPSmz1PMFdHeUoKBghg8fweTJUyqceVRVlYOb4oqRYgDZJXNgUxzHd5/i5P4zKG4Zt9ON2+lGccsc3n6MM0fOVWi/QUFBOBx23G5Zz75YLBYefPBBvvpqOZIk0a9fP2RZpl69epcdYYwSLbs2w2AsnVAJgoBSqChOMklIZokb7u5ToWMuCQaDyHfffQdczgyaTCZdeqXhvffeq9amXuXFunXr2LZtm/7/SZMmFWuu1bp1a2677bYKyWm04re5c+eiKArTpk0jKiqKefPmcfLkyQofd82aNWnSpAmiKPq09dQaemjPxaVLl66Z4vTrEWM/0IjhmDFjeOutt645p4jyQlEUrxVax44dueWWW3S9ZGH/VH+YPXs2//rXvzCbzWRlZTFs2DC2bt0KeGQCc+bMYeLEiVV2rXJzcxk6dCg//vijz8I2LSVTlt/W4XBgMBiQJImUlBS9f7sW2WncuDGJiYle35FlGbfbrdvPWK1WAgMDfRYFapKTW2+9lT/++MPrvcKWRlrhzLp167jzzjuva42rADabjYCAAKxWKxaLBUEQuHDhAhEREaVGOzTP4gULFnDbbYPp2rULp06dYvPmzeTn5/P888/rz0dJ97X2vtYm/ZVXXkEUxcutfasAFYkWa1mL7777jlq1atG3b1+vey7+yAX+2H4MUSx+nQwGkc79O5GemuuTFAN07NqYLje1KPEYHA4Hc+fOKVagBRATM4spU6ayfft2+vbtW+yarVy5ktq1azFw4CAUWeFSUga56XmIkkh4vRpYani7+NQrX7AYuGx9paoKyadT2bryd1xONxGdi0RaBYHwejWIbN2g2DYCTEWsymSZhIQEWrVqpTc3iImZVaECOXu+g+/e+I/PAkUAwSBiNEk4bb4LkUNrhzL0hTvKtU8Nsiwze3YM06ZNR1EUfvnlF/74YyfTp0fhcrnIy8tj66btnDh+iufGPM2ltGSaNW2G3e7gs/nLCCKkQDbh+5xFSaTn3d1JOpmM2+WmcdtImnZsxLk0sUyNUMqDuPh8agfa2Lp1G7fccrP+uqIovP3224wZMwZFUTCZTBw6dIgbbrihUvurbLS4MLRmHiWNQ1rGNiSk7EXEGqxWK8HBwXTp0oUDBw7ohYmaDWtFW2YPGjSILVu2FGtMps3ZoijqxYPXUsT4OjEuAk1/FBgYiMvlYvXq1dxxxx3/9Q4Csizz3HPP0bx5cyZOnFihbUiS5NXg4tFHH2XZsmXVpsHW9EklrSLHjBnDm2++WSr5yM3NZfjw4fTs2ZNZs2aRn5+vFx2kp6dTt25dxo0bx6xZs3C5XBgMBgIDA7FarWUmr3a7nf3799O7d2/9NW2A0SQq2spZ04dpGq7/RanOlYLT6SQ6Opqff/6ZHTt2YDQadSs0f9dVlmVWrM8ALg+2v//+O3369NHTeqX9JoUtiRYsWMBTTz1N7dq1UFW1yrMBhUmx1gGtLHh30SIaNmzIsOHDAdi5c6fX/ZlvtfH98h2oioggXF4US5JI10GdCQw0cXzXfp8NOBRF5ta7utKwca1i72kTeHT0a0ydOk2PSoHHYsput9OoUSMEQSAmJoZJkybp78uyzPfff8/tt9+O0Rygb0v7nSpCfktDTEwMU6ZMRlVVvl24Dru1+JgjSQbuGH2LT6lGcpbv7W7duoXgYAtWax63F3gal9cj2eV0szJ2td9GJkazR4OtuH1HCwVRZNS0+8u8v6LQiGN2draX129ejo3ffthPVmouokHE5XSR58rk0RdGkJWdSb169cjNyOP3X/8g5VgGomDwynYYjAYatW1I/xG9iu0z4aJSLcS4TpCduLg4L9IryzJOp1Mnfy6Xy9NRcOLESj3HVUmMtcLHsLCwEselynZYnTBhAvPmzUMQBOrUqUNycjJZWVmEh4eXeRs5OTl6wbrWbMlqtXpFjbVnwGQy6dH5cePGMX/+/OuuFNciNF2t0+npkHP69On/upS3Zr+idZoLCwtj9OjRLF682EtL5Q92u123f9EeNI1YP/XUU3ozgi+//LLMLSkraqs2YcKEEt9funRpqQNBXl4ederU4ZdffiEmJkY/J5PJhMlkYuLEidhsNsaOHYssy5hMJkJCQsjOzi5XSs1kMun2ddoCS4t0GwwGr4HBZDKxbdu2Ki9c/P8CLWUYExNDWFgYM2bMYNu2bfoipqRGHqqq0rNnT44ePYogCLhcLqKjo2nWzNPZUet6Vxq0VtGpqWlMnTqViIi6em1CVUKXUBTAHynWjlmRZRa98w6LFy/m+Rde0EkxqsrPP//s9Z2AABP33N8Dt5qLKAoFGlInPW7rRr36NbihTTAmU3FHBVVVCQg0Uj/S94Q5Y8YMVFVl2rTpXjZlKSkpXLx4kSVLPtWfQ63LnqqqrF27lu07fufeocMwBQQiCAINwkXq1xSoV6N6SDFQIHcREASRWx7ph9EsIen2bCoGSeSGge1xOlwkJVzCWcRVQTu2on/1awrcc9uN9OvXH6vNzi+bNvuVdPiD0SQR0bSOzwYYokGkaafGJZ6bJkupKGRZ5qWXXmLatGmIooHkMylcOJXMxq9+J+NSNrJbweVwgyoQYgxnzdJNREREMHPmDIJrBHH7A7cx7IW7CA4PREXFYDRgkAy06NyUPkNvqtSxlReiKNKuXTuv17Tndfbs2fpnRo8eXWmSWZVQFIVatWqVSgxvv/32Su1n1qxZHDp0iJtvvpmUlBS9MK48KJzdtVgstGzZslhgUbu2mhQTLvePuBZwPWLsA5cuXaJevXoEBgYybtw4oqOj/6vIi6Io1KlTh1q1avHXX3+VSuy1HuVdunShZ8+eLFq0CFEUCQ0NpUWLFgV+lXbcbnelzMT/+usvunXrhtFoLBOhzs/PR1VV6tatW1AxLhZ7PzMzk4YNG/o9r/bt23PkyBG9GllVVZ3Y16pVi9zcXN1KSYsSZmZmlqshSeH9aU0Cil7zoqkkDc2aNeP06dPl3tf/d5S1w5zVasVsNiNJki4rUBSFZWtTWLp0KRcuXCAqKsqvlMjX77Zz5x/89NNGff9V6XvqC34lFKrqKV4q2HdGRgaLFy9mypQpfiUcGRkZhIeH+zxmRVZwuxVsihEVaNHAc955uXa2bDxMbo4NURBwOJ3UqRvGwCGdCAo269tyuVzMnx/LP/7xGHXq1PHraz5jRjRTpkzVNYaCIJB4IYmMjAzatGlDRJjiFb2+Erj8O6uknk8nJy2XzJRs8rNtBIYEcOrsSYRsI6qi6guntj1a0fXWTiX+9i6Xi9dfX8BDDz3E8uXLefXV8Rw4sJ8ePXp6fc5fxFmDw+bk5L4Eju04rkeODZKBAIuZu58azJ4NBzhz5Fzx4kTJQPs+relyc+kFg6Uh4fBZdq/fByooogFVkvDXZqXH4A5s+n09zzzzrNfrsTGx/PPxJwmtZcEU4D8LW9UR47h4j/OE5mMcGxvL+PHjAc9vP2vWLEwmE5MmTdK/U9EulhqqMmKsRViTk5OpV6+e38/l5+cTHBxcYULvdrtp3rw5x48f56OPPmL8+PEsXLiQ559/3u8cVtpxa5lSX8dU+Nm5+eab2bRpU4nbux4xvkqQZZmIiAjAE+Vs3LixrhG7FpGTk6MTPs1AOycnh/T0dN1mzBe083E6nXpE56677uLDDz/UU9D5+fm6XjYgIKBMpFiLNmv7KJwCbdSoEXa7nQsXLpTYMlJDVlYWXbp0IT8/n2bNmhWL3hqNRlq0aOG1LS0N/vXXX3P27FkOHjzoVRCnFSiYzWby8/P1YxsxYoTekrsipBguRx4kScJgMHhFyf/zn/8QFBSka5u1Y9UG5+vwDy2DA5e1dprLQ2kICgpCkiSys7N5+umnAU+xnSRJpKWl0b//AN3Ltigp1jTh2n0XGxvLhx9+SO/evbwmzKtBigu3oo6OjuY/a9cSFhbGlCmeIi9faXdFlgkPD2fWrFk+PWZFg4hNNYEg8PWSOYBnPLSEBHDP/Tdxx9Bu9Lm5Hfc92Is7h9/I/7F33uFRlen7/5xzZiYzyYQUaugtIAKhSUcQUUSxu66Ia0V2VbDBurRAlhKqIqKrKFYUQSyrS1FRkCYgvUMg9ISQkJCeTDnl98fkHGaSSTIJAeLvy31dXJqZM+e8p73v/T7v89y31WY23vFp06aRn5/P+PETaNiwYZlmPxMnTkKWZQoLCzmbfI5f1qyldu3a9OvemnrhXHVSDJ53Nzs9h6Wvf8+vn29g+897OLbzBDkZudRrWgctQ8LlcON2ybicbhRZJWF7Ivs3Hi5zv2azmbFjx9G4cWP+9a8xWCxm1q5da/RTOkqLOOv/mkRZ6NWvKb3+0oP2t7ajZa8WNOhWj9uHDUAziSi13LTr35Y2N99gFA627t2KiHrhtOvTpowWBoaUE6lsXb4Dt8ON2+nGw79Lf+63rN7DM88MM9LgdF18l+YiMirckOa7mvA29xg1apQReJEkiQYNGqAoiqFrDDBgwG2VPlZVkmK4VPN0000ludy2bdsYMGCAkae7bdu2SkdfRVHkzJkzWK1WGjVqRGFhIU888USli4ZFUcRms9GvXz+//bV3akh1Cj7+uXIErgJ0nT3d3CEtLc0ovqlucLvd1KhRgwYNGjBy5MgSrl5lQRRFunfvzh9//GF8NmPGDBITE4mKijIiThVR5VBVlfz8fJo2bYrb7Wb+/PlGhNblchlFAZIk8eabbzJ69Ogyc7fr16/PsWPHEASBZcuWlcj1NZvNOBwO4uLimDx5svF5165dDZ1ZHXa7nby8PDZs2GAUE+iTiZCQEFJTU8tcfq8IXC4Xr776Kr/++it33XUXAPfccw92u93IvQLPs/bUU09dEQe/Pzt0mUC9M9WjCYGsNOTl5WEymXA4HDRp0oScnBxkWeb9999n9nu7EQSRunU9OeVl5Y/rz8L7779PXl4eY8eOvar9QPEUCjQNBAFHoYOgIAuvv/EGiqIwduxYn/deEAQsQSXfK1GSUBWFqHr1/KZjeDvZPfnkUyWKYSJq2omo6ZkcL1q0iMcff5yVK1ciiiLjxo0L+N0RBAG3ovL775uIsLn4y92343Q6gGsnXagoCr8sWo+7wFf5IetCDhu/2+rXtlp2KxzanEDb3q3LPfdp0+KJjfVMWsaOHYemqeVq/RaHzW6lU2cr4Anc5OTkEBSkIIoaJuUC9poih7Yn0Ciyqaftcgb9ht6DrGnIZaRqQMniweLY89sBX/k1TUNDK7WozmyykJflYN2mXzl6NAGHw4EoSsaqzLUmQaIoMmfOHGO16OLFi8TGxhIfH29Ii/Xp05tDhw6VazR1NZGUlMSzzz7LBx98gNvtxmq1GmOYnhrYtWtXbrvtNsPiuiLQ74ue2gSecfbXX38lPz+/UoV9AL/++iuPP/44n376qU+fm5OTYxynsvu+ErieSuFnO0EQDPmuN998k1deeaXCBRNVCT3HV2/Tzp076d27N2vWrKFbt25G9WhFIMsy+fn5fq2eK9out9tNgwYN6NKlC6tXry63cCk3N9dIYyiLyLtcLkJCQsjMzGTo0KEsXbrUr+yLqqocPnyYBx54gLfffps77rjDWDbXNI369etz5swZnn/+eT788EPAMxCeOXPGkJOpSujPih7dhEuOZ0FBQT6Tgfz8fPbv30/37t0DKvj6v4SLFy9Sq1YtQ/Ej0MroESNGMG/ePERR9JnUlmbi4Q09epyXl8fbb79N69atuffee6vU7jwQlOZud/jQYb7+ehnPPf88kRGRmMymUrXGS4PT6eTAgQN07NgRKIqWFrN31jSNlJSUEsoeev94/PhxTp48yYABA8rte/Q0FUVRyMnLZ8+ePTx4Vy/jd9OnT8duD2HkyBfLfRdzM/NJPnUBNKjfrDY1IqpGTvPUgTNsXbETtx/94rJgtpi4a/ht1KhZ9qDunarjdrt5/fU5jBs3/nKabKQAxMZOwOXykKRLltEKe/fupWPHTgGNDf5SObzJ8uL4b3xVMSQJIdhWKjE2mSWs9dzc9/Bgdu/ezcqVK5kwYYJRdFwerkQqhXfEWNM0zp5NIiXlHN27X0prmTJlChMmTPDJOx4/vuL3qaojxt7Q05b0Il9df1/XXQe4+eabWb16NSaTqVLKRw6Hw9DYl2UZRVEIDQ2tdABHV5ByuVw+7bHb7YaUY0xMDHv37i13X1W0Qnc9laIi0FUC9Flt/fr1jb+vBXRB/IyMDFq0aMH9999PTEwMbrebvn37GjPGisJkMtG7d+9K6R66XC7eeecdJEnik08+QRRFMjIy+PHHH3E6neVeq+DgYGJjY8t9YfVBxO1207ZtW7+kWN8uKiqKw4cPG8UHZrPZWP7p2bMnLpeLDz/8kNzcXFwuF02aNCEyMvKKONDp55+bm8vevXuNexgaGoogCDgcDj799FMAQkJC6NGjR5VFq//scDqdzJkzh169ehn5wEFBQeWSYv0+ulwuNm/ejMViITc3F6fTicvl4svlFwI6/qoff+Q///kPYWFhjBkzhocffviqk2Id7VoFoxa9nzt37mT2rFm0at2KMWPGUqdOHcMmuaIDX1BQEGt+/RWp2DPnbe+saRofffRhib5FlmXcbjdNmzalf//+lAY9VUCP+CccS2TDpt+xWCw8NLi3j9PkuHHj6N+/f5GLpf9JuqZpbF29n5Wf/86ejQns3pTAqi9+Z8tP+6okip9+7qJfUixIEoLJ5LfwDTx52YEUt3lcE2ehqgqSJPLEE09edps1TWPMmDHIsoLNZvMp/BRFiZiYGMOhrjzUCweLI4vTv+/k8I+bSDuTTl5+oVEYWMKSW1FAVdFKuV+qpnHnPQMBj4tqbGysoe1+taHnF3tDEAQaNWrIzz//7POcTpw4kenTpxvpU+PHj+ett96q0PGuJCkGz33X1ZIEQTACB94Bl19++YU33nij0rxFr8vQ5UyDgoK4ePGiIc9aUegBikWLFvlwjoiICOP9PXjwYLVJWb1OjItB77B1ya7g4GBDA/hqwTv/Nz8/H6vVynvvvcfx48dZvnx5lbmlHThwoMIvjiAIDBo0iJEjR+JyuRg+fLgRsTaZTAERdUmSGDNmDPPnzy9zO5PJhKqqREREMGvWrFK3UxSFiIgIn3MRBIEBAwbgcDj47rvvCAkJQVEU1qxZQ1JSEklJSYSFhV1xGb6OHTv65Eb36dMHm83G8OHDgUv3+tNPPy0hNP9/DW+99RY33XQTr732Gps3bzacGAPBK6+8YmjGjhgxAk3TsNvtxvJiWdqfiqKwZcsWZs2axb333MPIkSMN++hrAe8UilWrVhE/bRqdO3XilVdf9ZCLy7TIVVWVoUMfM569bIfoQ4rBM7l77bV/+UzyAObMmcP06fEGCSvrXddT0lb/uoYmTZrw0ODeNKrte00F4ZKJx8aNG5BLkRxL2H2K0wkpRW5lKqqiosgKZ46d5/COS8Wrn3/+ecUvCGANsSJJXv2HyYRoD0GwWRGsQYghIQjFrrsAREZFYA0pvz8OCgqia9duiKKELHvqWC7XzEDvb5ct+8rv95qGYWVeHvatP8jPn6zl2K6TJB1L4cCKDWz6aDnmAo+kYdd7upQwPNEKHX7nMRoqLds1vGw1jKqEd7RYh6qqhiJK8XFQr90BT2rW1Rz/y4Pb7Tbk0xwOh9/30GKxMHny5MtaDf7uu+8oLCw0PrPb7dxyyy1kZ2dXap+5ubm88MILPmofTqfTx333WqfY6LieSuFnO70Qx2w2M3PmTP7+979jNpuvOInSlxlycnLo0KEDMTExfPvtt5jN5lIrQnNzczGbzQZZdrvdjBkzhrlz515WW/Rq0s2bN3PPPffw7rvv8tBDD6FpGqGhoVWy7F+rVq2A3cn0IqjyXhz9Pv/888/cfvvtRhvXrVtH//79DRvQq0F6dIvovLw8o6BPFEXy8vKM6Le35uPw4cP54IMP/s+kVOTn52OxWLjxxht59NFHiY2NrfQ7JggCERERpKenk5eXZxR9SJJUZgrF5MmTefHFFyuk03klkZpnQVU1nLmHcLvd9OjRA1VRPdJhVVTkp2kaiqwwa/YsRo6eCFCCGIOnL1m+fDkPPvggiYmJnDp1kr179zJy5IulRv70/jMhIYG09Ay6du1apsSaqqpkZGQYFrwnThynWbPmHoOMvadJ2JaIy+HC6VLQJDNIJdsZZIj6W2AAACAASURBVDVzMm83L7/8spGvbzKZwB2YlCR4tIKPbDvmUXUQBIRS+gdNUTzRUjyKDy07NSPIZkEMCgvoOKdPn+bzzxcVFee6mTBhQpEsXOXv7ekzp2nSuAmKIiNJ3pFdj+Hyp59+wlNPPVXqMQwbbD9a1Ta7lYdeHYzsUlj38zE0TSNh89FLG0gSgs3q2begoiGQ67rAc/964rJITlWmUhRPo/CGoii8/fbbvPLKK8bf2dnZbN261agPcTgc5ObmUbt2YJHgKx0xBkhISMBsNtO8eXO/3+upEP369WP58uU+tS2BQCepISEhRsDmcmph9BUkk8nE6tWrub1I01tXAPPerjxcjVSK68V3ZUBVVZo3b05wcHC5kjz6UnheXh5WqxWz2eyT81MW9KX2+Ph4UlJS+OCDDzh16pTPNqURJX153ttaccyYMYSFhVVqZqeqKsnJyTRt2pSFCxfyzDPPUFBQcimqKojbww8/XKF2BfLSiKLIHXfcwcqVK402xsTEsG/fpSXXqzUr1d3YatasidPpNJa9dFKhKIrRYamqyiuvvEJBQUGVrQhUR6iqitvtZsuWLQwePJjk5GSOHTtW5m9yc3MJDQ2lsLCw1JQKTdMMdRL9mhYnxN4qKR5DhwlMmjTpmhbW6gNQYWEh2XIYGzas57lnBiJJl/Rdq/p5FQQBk9nE86+MR1VVWjYofRi4eNETMWzRogUtWrTgllv6l6p0oyiKkU416K7BNG7ajDo1VMpamBRFkdq1a7N06VL+8pe/4HQ6URSF377cRHryxWJkze2J4BY7vsspM2rkcAStEMVZyLEjh7nhhjYIQLg90H5KIrOWjZ2r96KaLVBK/yYIEGoTOZV2gsdHPEp4TRtZeQqqs/S+1ps0Hzt2jNjYiYCnvz5y5AitWpVfvFcWGjVsyJw5c3jttdeKtxaAv/3tcaZOncbEiRP9/j5heyJKKZF62SWTfDyVBi3qsW/3z8R0uoPWvVpdIseKglaQT90ba+PQHNw6sC/2GlWT910V8JdGoUN/97wlNiVJIjIykp07dzJw4EAjKj937lzGjx9frjTj1SDFeXl5NG3aFLvdXqrOvj6GHDlypFISq3qfoxfcZWZmkp6eXinJNr1v9ifZlpaWxtChQ/nyyy+xWq0Vrpe4UrgeMfYDPVHcYrEwb948nn32WRRFKZWw6IUlp0+fpmXLluTm5hoPoyzLdOnShd27d/sd4DRNo2bNmowaNYrY2FhDIqose2Z96VFvj/fShHehXiDQc4LNZjPvvPMOr7zyikHudde2K4WKvAR169YlNTW13O30jktVVdLS0njzzTeZOXMmDoej0raWlwNdI3rcuHFMnTrVUFpwOBx07NiRo0eP+mxfq1Ytzp8//6czlQkE+uATHBxMQUGBUXwZyORREAS2bdtG167+DQH0d04ftHRSrL9PgiCQmZnJ/PnzL0ub9EphypQp3P3I89zRP/qqHE8vtpPzEmkV3crvNvpkVJ/MlfauyrKMpmnMn/8Wo0aNptDpQhTFCppxaEWiGwJzp84jytTYbwQTQLTbadflkuyhKIm07drcIMGaqnqKvCoxwbyYksnqZdtQSnOZs5gYOKQHb/1nLvffdx8digoYS0NW3qVz0PsmTdOQrOEcOXKY//73v4wdO+6yomCaVrbus6efNRURwZKkZvVn60g97T8H32wxQS2ZPLJ59tlhJO4+ReKZfATgyOYEgoKC6HJHB6I7+Y9cVgYnUjzXvioixmVFi+ESOd62bRvdunUrdbvc3FysVmu5hkxXgxg7HA7MZrNhOV4cugKTfm6LFi3iiSeeqPTx8vLyaNOmDceOHTPUnCry28GDB7N582bDbdb7+h0+fJjFixcTHx9vFOeVh+vFd9cA+lI7XFJu8E5VgEtRL1VVycvL4/7776ddu3Y0a9aMvLw8nxlafn4+2dnZRj6Znq+8YsUKBEEgNzfXkIoBDLOJ0l6+lStXGq52OqKjo7FYLBQWFhq5voHA4XDQoEEDLBYLq1atYuTIkciybJzrlS6U0El8IPlbKSkpAUl16S+Nbvc8c+ZMBEG4JqRYb4csyyxfvtzoUBRFoV69esY998af0WmxNCiKYrxDQ4cOpU+fPjgcDmMFIjQ0tFRS7HQ6+eOPPwypP03TePTRR0vVv9ZXTsA3UiwIAl988QVut5vw8HBiY2OvaYGHfu6aprF+/Xri4+PRNI2/vzr1qpFiHc2jRFLPny91oNOjQ2++ObdUUqzICm/Fv82aLzbS0tqOE4fO4nbJlXCoE8jPz0fTVNo0aOeXFLfv2ZD2PRvStpMn7eLMvhMkHzqNVZQJtcHWrVsNHdozZ85UaiUgMioCe5j/Il/w9N9BVjMTJkzg+x9+KPcY4XbJ+BcSpFIjWODTD99m/ZqVRDeN4l+jRqA6s1Cd2ahq5fJYBUE0NHj9wXPvBGbOnOn3+1oNIhH9pKgAuFxubr2zP88++yyqqvHVqsXcdtcNtOzYnIFP9uevr91Hiw5NK9XuslDVdtCl4cKFC7z//vuGQosOVVV9rmdoaCjTp0+/5qQYMAh6dHQ0kiQZY+jSpUspKCggLS3NZ/thw4ZVyMG1OOx2uxE5X7FiRUAeBODhT6Ghoaxfv94IghW/fjVr1vRZQfW3On0tcJ0YF4Pe0enLKlFRUYYQuA5RFPnoo48YMWIENpuNH374gSNHjhg5Od4ICQlh//79BvmzWCycP3+eu+++2ygQ8ia53tA/nzdvntG2/v3789133/nkEO/bt4/MzMxyH1in02n4wAuCwNSpU0lPT8ftdnPbbZUXM68s9Ii8Th6BUtM/dCe+8uBwOIwlr5CQkCtqvhAozGYz+/btIyYmxvjs1Vdf9TuLt9vtNGzYsFoVe1QWkiTRq1cvPv/8cxYtWsSWLVtKGJ/4g54jOm/ePJ/c/sTExDLTTHRHOx1Tp05FVVUef/xxo4L7WltwW61WFi9ezIIFC+jXrx9jx44lLb/icouXA+9iuz59bmbTpo0+36uqaqya7du3jwkTYnG5XCiKSmZGHhkXcjwFcKrKb0t/p56pEZENI4lqVY8jP//O5k9WciEpo8Lt2rp1K7KsoBXjRDohBji94whn9xzjzL4TmCwmIuqEYq2pMW3aNEN2SzKZiG7Vinfefht3JXIiW3dqglq8EXgmWZF1w7DZrZhMJp5+6ilPhVuAsFgsiKLIq6++Sr+eHQm1akTYJd5+cwaapqK5cz0EuehfRSCKIhMnxvolQIrikdsaM2ZMkRyWb5tb3dTCr6ayKArUblCT2vUjmTVrJkuXLuXee+/DZJZo0SSYiPoeQl1dCqZ8oGnsTyhA9XIC1NMNNU1jypQpzJw5k7p163L+/PkSP1cUhfr16/P775uN38TFxRmrfdUBqqoSHx9vRIaHDBlCcHCwUb+i35dt27Zd1j3SNI2jR48SERHBbbfd5mNSVRrCw8N5/fXXA5qc6u2tiCTnlcb/H6GpKoSegxgVFUVqaipZWVnGoKo/iBXJS9RnTWFhYZw7dw6n0+mTo6MXCfmDJEksXLiQZcuWcfToUaZNm4bdbufEiRM+0mU6WSjPjGPQoEGsW7fOkPnRcS0jlKNHj+bcuXPUr1+fwsLCUs8hKyvLiLrrGsX+UKNGDbKyyvFXvQaQJMnHc37UqFEltnE6nZhMJtasWWOoovyZoN+X/Px8unTpwsKFC1m/fr3P811W6kxmZiZbt241JPfefffdoqKhwPDVqotkZ2fz7rvv8vLLLxsV59UBiqKwa9cuI/Kttyu90HNt/Fo+XwHoKRSAIcW0ceMmbr65L3CJFM+YMZ24uH/Ttm1bRFHkrbkLqBPemiCLRxZMQ6NhHTsXzqYT3a0lAKl7DxXtQ2bjN1t48JXBVKSo7LbbbiMnJ4cG0VFkpWZzY7f6xnentx8BQJQEWnRogmSWiGpSk3pNaiEIAiNGjMDpdBIXF2ek7Lz44ouVihq3bN+QpOOpJJ1KQyyKHZnMEiazRK9BMcZ1atCwIU6Xq8I1AZqmMf/tt2nfrh179u5l7NixCIKGxUs32F/eclkFfp5xS2Lq1GmMHzees0fOkXT0HCazieYdmnA8+Si9e/fh+++/p0OHDj6/Da5h45YhfVi9aC2iJGIqKuALq1WD045j7N4dzujR/0SSJKZOncJ3331XLdORvJGScp7Nmw9w/+1d0ON/giAwe/ZswsPDGT9+PPHx8ezfvx+TyVRiDDSbzQwfPpypU6fSq1dPIwVm5syZjB079hqcUUmIosjo0aNZv349vXv3LpVHdOrUCbPZXOmosW7SpfcX3gEeHZmZmYSFhaEoChaLxdi2PFy4cIEmTZoYf1ckDfRK4nqOsZ/tvO0PmzVrxgsvvMC3337Lxo0bDQkx3UoyUHgbTnhHh/Q8Xl22RNfkTUlJMWaq8fHxyLJsyK+4XC6Pu5UfcqjntOrKBmvWrGH27Nn88MMPPgS/Ojx8OgYMGMAvv/xCnTp1yMjIIDMz068t89ChQ/nxxx9JS0vzS7BSU1MJDw+/ZrqzZUGXrtqwYQO33HKLz3ddunThueeeY/jw4cZz4p03/meBLMu0bduWnTt3BlzwkZeXR1JSEm63m/bt2/ucd6CFHl8uv8DOnbs4c/YMD9x/vxFtrw7PuB6devbZ4TRoUN/nu9JMPK4Uipt46Pjoo4948skn2bFjB927dzfugaIoTJ8ez/P/eIVfV+wpkXerXcyidZdmwCVSrMNklrjj6f5E1osIuH1ut5vFixfz6EN3c3THCU5uPegTkDWZJZrFNKH7XZ08x9c0tmzZQrdu3TD76QudDgc5OTkEBwcTUsECJEdhIR8v+AKzbCfIYqVbn440b1tSguyHH37gvvvuA00jIyUTR76T8DphhJSTjpGVmUlwSAizZs1i0qRJTJs61TORK+V5985VhtJJcl5WHisX/oIqg+z2rMJpqBSQxz8mPo0giJdUO/BEhSdPnmLUQZw9kozsktmxfwftu9xI27ZtffKXv/xyMffddz8mk4nMQk8/W55rXkVwOWoUmqqiKCrTp8dz/yOjOX78ON3aRjF//nzy8/MZPnw4tWvXJikpicWLFxu/69atOwMH3u6zLz0KO3XqVG6+uS+33NLPUFbw1yddrTQKfyhvrFBVlSFDhrB48eLLKmzLz89n9+7ddOjQgRo1ahgOsnDJhXfPnj1ER0eTk5PjdwxXFMUoxLPb7eTn57NkyRKGDh0KEJB779XIMb5OjItBjzboF79mzZqVrsYMBC6Xi6+//pp69erRuXNnIiIiyM/Pr5AVszf0SucOHToY+dF/BvTu3Zv//ve/7N27l+3bt5fqNmS1Wg2JuuLQJxnlVQ5fSzz99NMsWLAA8HQSujA/ePJP9ZWAjIwMTpw4QceOHavtPdTfiTFjxjB79mxycnIMKb/yIrVHjhyhcePG2Gw2goKC6N27N7/99hsAb7zxBiNHjixz8qdHJmJ6j6Z9TAx3Dx58Rc6xsliwYAGKovDcc88VOZH5XpPqQop1nD59moYNG+J2u0lJSWHt2rUMGzYMTdNYs2ov55MzS/ymVYuaoKolSDGAJchMv0d6Ua9p+cuuOuTCTERRpKCwAJumsPn77WSn5yKKAqqi0vqmFqzc+gOTJk1iwfvv89xzz6HIMqqq+iXGVQVVUVj43kd0an4T50+mYbaaaX1TC5q1bwzAf7/6AdIsOAtciKKAIivUb1GPPg92w1QGaVy7di19+/ZFVRTS0tKoV68epgDedW+SXJwgr1m8gXPHz1M8Uq+h0u3OztzQtSXx8dMZ/vTz/HfxKiLCImnbsTUt2jfCEiQxc+ZM6tWrxzPPDCtxXL1fnTv3DfLy8pk0aRLns64tMXa73JgtZrZs2cKaNWuMug296G7y5MnExcVRUFDAnDlz6Ny5M92790CSRMLDwxFF0VCpaXPjjdx3770+47xn9WQGEydONAJVU6dOLRExv5bE2Ol0MnjwYL8W0GfPnqVRo0YARgCusigoKCAkJITCwkIjLcjpdDJx4kT+85//kJmZiaZpBAUF+YxlxTFhwgSysrKYMGEC+/bt46233uKnn34CCCjSfJ0YVwKlEWOomDKFfvHtdjuJiYnUqVOnysiWvqy6d+9enn76aaNq/r777uOTTz4hIiKCixcvlqutqsvB6RFsm82GLMvs3buXZs2aBUxSqgOCgoIMR70RI0b43cbpdBoWkv7uRVkvY3VCYWGhjxGKbqttNpuNTjk9PZ3atWsHLPl3LeB2u7FYLMYqRSDQNI20tDTq1q1rTEI7d+7Mrl27ykyRgUsqCaIo8vDDDxPT+59ER7c09nOtoE8QNE0jKSmJlStXekhbKZPpq02Kwb+Jhw5ducPlcjFz5gwmTfIM+nr7v/p0Y4liuFbtG4LTReoO/xaukiTy0Kh7CLKV/+x6pwyE2yUmT55MbGwsoiiSezEXR4GTT774mEaNGzL0scdK/F5TVT5YuJB//OMffve/ePFiHvPzu0CRnpTBz596Jm2qUlSDYpGo3aAmve7vyrdvrQDVtz+STCL1mtbh1sduLnW/C957j0eGDOHjjz/moYce4ssvv2TMmDEVCsB4k2S3auPbuctLVdQIqxXK3c8N5Jf//s6F0zmIoueZlUwSmqZyOmc//xz7KpIk+lW58BQHeojxAw88SMOGDcksDLqmxPjLxYtJSkriX2PG+PQf3moUq1evZuDAgWzcuIl27dqSknKeG29sg6qqTJs2jSFDHqVVK0/h68yZMxk1alSJfshboWnlqlUMLtI4hmtLinWIomjIvupQFIXOnTsHZLMcKI4ePUrLli0RBIE+ffqwa9cuPvnkEx588EEkSeLAgQPExMQY/bQ+NujpGI0aNSI+Pp5nnnkGURSxWCy0atWKgwcPGm0ubyy5TowrgcslxsVTKTp27MjmzZsJCgqqMoKZm5tLkyZNyM7OpqCggKCgID788EPjYQkUmqZx7Ngx2rZtS1paGhERgS9bVjekpaUxY8YM1q9fT0ZGBgMHDmThwoXG9/oyVlBQEFlZWX6X6vV7d6Wi+1WBwsJCOnXqxK5du8ok8fpS9ubNm+nbt+9VbGHZyMvLY/jw4TidTr777rsKT7z0e3ThwgWWLFnCSy+9BHgmAt452Dr0CIKeexYcHMxHy84YAvbVBXpkSn9O9UHBm7BfC0IMZZNib5SmE/31ok04HZfyE1u19xTCpR09jpZ+sYT7mcnkSXnocXeXco+pk2JvvWFNVcnJzeWtt96ibt262Gw2nnjiCdQilROL11KrrhwQW5SG4D1o6pPNL7/8kkcffRQpKzB75OI48scxXI6S+ZmiJBISHszvG86hyCXJnGQSufv5gdSIDPW73/z8fJb/73/85eGH0TSN1NRUGtSvj1CJcSYrT8FZ6OLYrhPs3XTG7zZBNgv9hvRh3fc7/ToMhoTauP/ZfgSSF/7DD99z8OAhnnlhfJUR43JJsabhcDqxBgUxecoUateuzfBnh2P2Or6maRw8VoiiqHz41iTgktKTXlezbt06fv/99xK6zqqqMnXqVGJjY43xQ+cMU6ZMMaLEmqbxw//+x/333QdUD2IMsH//ftq3b2/8bbFYqF27NsnJyYCnsL1OnTpkZ2dXqu/UJweCIOB0Ohk/fjxTp07FZDIZaZpms9nYv57iIQgCQ4YMYfr06TRt2tTHYCsnJ4cePXpw+PBhwLNy1bhx4zLbcZ0YVwKXS4x1KSf9xejRowdbtmypotZdwi233MK6deuMv3UJtvKUF9xuN263m5CQECZNmlSqRM+fCfrLs2vXLnr06IFctDyqaZoRldThcrmYPn06//73v/3u67XXXmPOnDlXqeWVxw033MDhw4fL1KsGT+dWUFDg17b0SkOfvesdXO3atZk6dSrPP//8Ze/b252urI7O5XJx4MABnnjiCfbv38/SlRVXO6hK6M+qLMts3ryZjRs3Mn78eJxOZ5mDzbUkxVB6CoU3ZsyYzrhxJU0Mdmw5xqF9ZxAF8RIpPn4KQYCwEAvOtIu4HW4QwOV00apzS7rd1anM57V4lNgb+rI3wLixY32IsNvtRhJF5s2bx6jRoyksKMBkNmOSJDQuVeIrqSfZsnXrpUmlpmGrxGpS5vlMfvr0N2SXf5UYFYUbupWU2du9NwtzkIked3ehabuyB3pvrFq1ynBcqyhkl8zWtQmoqsr+LUklvq/dqCbBtcI5m+hfD95sNnHrQ12pFVW21p6qqixfvpx77rmHtBzxqhFj2S0TPz2eYc8MIyoqCgANzWfyuWHDBg4lOpCcKezds4dJkzzkWBAEJk+ezNixY8u0iAdKLbDTJ7wOh4N58+YZ21QXYly/fn3OnSt78peVlRWwwlNx6IocUVFRZGVlkZ+fj6IoPPXUU3z55ZcA2Gw2fvrpJwYMGIDZbOaPP/4wxnQ9/U2H3s+0atXKMHm6HjG+QrhcYqwvR+jEWCcwVYnKpjd8/fXXDB06lBMnThh5Q/8/QZZl3n33XVRVZdasWaSkpJTYpixTELfbTUREBHl5eVe6qZcNPTpXXvoAYMibXYuUClmWsdvtHD16lDp16hi5ZVcaqqry5Zdf8txzz5GXl1emrfPVhKZp7N69mxUrVhjL/eXltFc1KdYd/MqbVFWEFAP8+OMq7ryzJClzOd38sGwrjVvWRUAg7fgpRFFAMokMur8LYeE2MlKyKMgrpEDOpWWrlmWu2PiLEpeG4td22rRpaJrmifZ5HEGM78RMT2Rs8+bN9OzZs0rSqlJPp7Fu6WZcTv8V/Saz5FdzuVW35ogmkSY3NiQ0wo4a0SCg47311lu8/PLLlW7vtlW7cIpBaEUBHp0gm8wS/f7ai31/nCAj1b8UnEd1owONWtYt8xieFTmRrVu34hQiaNumTZWkMhUnxvo4qSoK06dP56+PPEKrVq187ruqKLjcbiOSeeBoARs2bOCBgTcZbfr6m284dPAgcXFxZZpWybKMIAhMmzaN8ePHlxhnpkyZYhBtHdWFFAM+Bfz+4F2UHCjv0+9BdnY2e/bsITs7m0GDBmGxWLh48SIRERGIokhGRgZ2u90YowoLC1m4cCGDBg3y3LMyEBMTw/79+wGPa29pets6rht8XANIkuSjU5iQkFDlxyhrMHO73YapgaqqfPXVVwiCwP79+3n44Ydxu93Ur1+/1N//mWEymXj55Zd55plnWLhwIXl5eSWKBcxmM2az2S/51Wfzl1NgcLVgtVoJCQkpl+zqVbpXixTrsjwOh4M6depgMpnIycmhcePGWK3Wq0KK77//fjZv3szf/vY3srOz+eKH8h0PrxYWLVpEhw4dmDRpknEtSuuoU/MspOZZaNcquEojxaIokpWZxZw5cygoKED1o3ldUVIMcMcdg/xqqluCzNz3SE8crizyzicTEhqEQ05n8EM3ERYeDAjUjIqgUXR9WrdpzWeffVrqMQIixZqGqigsWbKkxFfDhg1jwoQJgOdZJeMsYmYyYmYys2fPRhQFbu7Tp8pqDSLqhpeqKS6KAvWa1cFkLnkux3adIXFPEibJQ670Nurk3RsHDhzwHEPTGPHCCx7SUsmAVZeBHVBzsknafRQNjZhejZBMIh1vbUf9FvWoFRXuV7MYQHYrHN172iDVpcEz6RFITU0zzCYuF/6ixfl5+UyZMgVZVhg7dhytilzedFKnE9k5s2czZcoUABRF5S93djdIcWFhIfWjohg9ejRQtmmV7l0wZswYVv34YwnyqNdH6NCPWV0gSZJh+FHW98uWLQvILAs8fY3b7WbAgAH06NGDwYMH43K5eP/99zl58iTgSYPTxwqATZs20bhxY1588cVySTHg0+esWrWqWmj4XyfGxaCqqk+najab+eabb67a8SVJYvfu3dhsNoKDg/nrX/+Kpmk+uUPVNX+2KpCWlkanTp2wWq3GbLQ4dDts3RREhyRJbN++nU2bNl2t5lYamqaRmVmy0r84rFYr+fn5LF269Cq0CqZPn87p06exWq2cP3/eR9rpSkEfgO4rytlbtmwZffr0YcmKdJb9mFmtnvcnn3ySvXv3lbtdVUeJFdljOb9jxw7QNCIiIwi22XjnnXdKSHxVhhSDp+979913/Q6aKhr33dmJBx/rzQOP9uSZ5x7CHmrz69Y2ZMijRSlpmo/LYMCRYkFAlCQaNmzomXR4EZSoqChEQUDMTMaSm0p6+gWCgoL43/9+IC4ujqAgq0/qRaBwu9y4/USFLVYL0Z2b+yW/oiRy08AONGvX2PheMJkQ7XYEaxCYLfyybBublu/DJJmN/O3iJLnNDTewb98+NE3DZDYTP20aciXJgWTyRIbvfm4g9evaySeXv7zUnzbdPaSydaemZU5u089lkbDndEDHuvvuu6lbtx5TpnjS+S5r9VnTkN0ea/HJkyezceNG7KF2JsbGYgmyYDKbjCixPhGdOWMG06dPp31MjJfjqejTDqvVyvr16yuk7GOxWNi/b5/PhFdVVeLi4gxFIYB3Zz3A559/XvlzrmK43W5cLleJqLY3NE1j8ODBNGjQoMT46Y3CwkIcDgcPPvggOTk5rFu3jqCgIFRVxW63069fP1q3bm2YlOkpnoIg0KlTJy5cuBBwZFcn2OAx+6gO/f31VIrS92P8/9tvv83IkSMvr2FlQE/fSEhIoHfv3ly8ePGKHau6IzMzk8jISNLT0xk2bBj//e9/S1TayrLMmTNnjOrY4tB1nK+1WkF50DSNunXrlrDw9Ae73V7lKSKyLJOXl4fNZmP//v306dOH9PT0gDWIqwKKotCqVSuOHz9ufFZd0ib8QVVVVqxYwb333uv3+yuVS6wqCtOmTQNgUlERkOyWPYTBC5UlxWXB4XKXsHiWZZkFC95j5MgXS2zvcrrZuvEQ585koygqHTvVpk5UGC2ahPmkPpQHl9PJu++9xyuvvGJ8ppNJTVV5c948I3oMHoc3QRARBPyquZZ6EQAAIABJREFUKvhDekom29ceIis9FxAIqxnCTf1vpE6DS4pAmqqy/ec9JO4+aZy7vUYIfR7sTp3GtQGN5MTz7P89gYyMghLnKEki9ZvWpu+9nX0+946UTX7nY6MY7NTJk0RERhIWVrqhR6BQVZXlP62jb9++SEHhgEbSiQus/2Fnqb8Jtlt5YHj/gPb99fKNxLRra+T8VgYnUjx99X/emEpU/foMHz4cTVWNIkTvlAqAqdOm0a1bNyRJYsCtA5BMHiK1P6GAWrYCZFkmKCiI+fPn8/LLL1eqGDsnJwez2exTjKppGtOnTzeeuQdus9OoUSOSkpKqjXa+w+EgJCQEl8tlnLN3obJuHLVz505iYmJKbbcefNJXX51OJzabDVEUDUJtMpkoLCw00rosFgtZWVmEhIQYSluBwHu70NBQsrOzy/zt9VSKagCr1RoQcakM8vPzyc7OxmQykZSURKtWrf5Pk2KAyMhIBEGgXr16rFy5sgQZ1PO/W7VqVWRTWzKysm3bNp+OobpCVVWSkpJISEgo0ybZ6XQa10EtZ5mzIhAEgZ49e7Jq1SpuuukmHA7HFSfFumxPdnY2wcHBuN1uEhMTje+rMynWMXjw4BK2sHraBFQdKdY0jTVr1pCclIwoSfzzn6/5VNJ7ZLYuTfarihRPnvxv4znzR4rBk0bwj388Z6R8ASxduoRvv/2WX1bs4fTxDGRZpW27SNxuhe1r97HrjxMVaoclKMgoRBMzk9HSz3D48GGOHk3AFmxj/PhxADidDmRZ5rvvvisqFg3s/DPOZ7Hmm+1cTMtBVT3R7cwLufz23Q4uJF/qhwVRpNudnXnw5bu4dWgftHpObnmiJ7Ua1iQl6SIHdp8m36Vijajh99iKonLu1AUc+b7PjM1mM4hX3MhnyDqxH9nt5rNFi6qEFIMnSNCxbQvOnk1CcWYDArXqhSFJpV8jR0FgNtqiKNK3b182bNhAfHz8ZbUzMhheeGEEw4cPBzBIsdvt9ujlOpzMmj2bmTNnEhcXR1pqKgMHDvQ5D8+ESOD1119HEAQjV7sy40CNGjWYPXt2ic8nTJjAqlU/oigKVquVX3/9tVrpzOsrqWvXrjU+UxSFJk2a0LdvXwRBQBRFunbtasi56o54sixTUFCAxWLB4XCQn59v7EP/XFEUw1k2KysLTdMwm82cPn0at9tNWFiYjw9ERaFr1F9rXCfGAaBjx45Vvs/bbruNuXPnGuL/jRs3rvZE7mpAVVVUVSU5OdmY/XpDl8EKDQ0lMjKSGjVq+LzAADfddBMhISHV1uTDGxaLhffff7/MHGJ9Vm8ymcpc/goEsiyzYcMGBgwYgCRJHDp0iAceeOCy9hnIMXUCt2TJEoYPH05YWBgFBQWGrM+SFel/ClIsiiKSJDFnzhzcbncJQlxpUlx0fVRVJTkp2ePiJSt079adDz/6EIDgkGAfKS9dVjLbIZJVKPD1ojk0q3f5z3xs7ESP0YbD6ZcUe44tYjabmTlzBqIocvjwIRITEzmVmEpuTiGCINKuvSfqeubIGWRZJeFgUsCkS8cNtUNI/OM3fv99E7/++gudO3eiQ4eORZFhz7WwWIJYtWolDz30F375ZXUA74iG2+li14YjfmXLZFlh5/ojXn+7UVUFa4iNXzb+zJN/fwJbUAgrvt7Ohl8OsnfHKXZuPU7S+RxUk/8hVTKJ5GTm+/3OZrNhMknYrDbErHNMfunZwC5OgGjcuDHfL/uME8ePe4p9reYyJeFCavi3Fi4NqqowaNCgSrfP0+drvPveu8YkS1UUphbl8M6cOZO5b84FYPyECWiaxpNFVvEagKbx7fLdnDx5ElVVDZOPy0XTpk19JsCKoqCqKvv27eVv93kKFDt06ECDBg1wu93VgtCBp18YOHCg8bckSZjNZs6cOWMUtGuaRsOGDQ3VIYCJEycyefJkHA4HNpuN3bt3G9+FhoZSWFhorDDCpdWzgoICmjdvXumgjXdqj67AdK1xPZXCD2RZNmaBoijy/fffc88991RNA/FYF589e5aOHTtW66X+a4Xw8HAuXrzo9wWRZZmsrCx+++03EhMTGTduHHFxcSVk67KyshAEgbCwsGrthAeec0pISKB169blPg9Hjx4NqKBB36++P5fLhdVqNZbSriaOHTtGu3btcDgcxn3QI8ff/Oy/Qr66IzXPgqpqiKJQJRFiRVaYNXsWmqpiMpsNzdWysGTJEkIiG9Cnz820bGAiJSWF2rVrX1YES1+23rptG4Nu6VTu9hkZGURGRuJ2u9mxYztyfhhnTqb7kGIdJpNI95tb0yy6bNUDwKdIzWoNMtqlW9qL4qVn2FFYiKIqPpNozztfvP/QOLz1GAc2HfboEgeHlCrZKwgCj7x4O6AhSSamTZtKbOxEPFRM4Kfvd3IxPQ9VLT6maAiFLihGEiSTxOC/9SY0onRHU/0c9RSLQJUsAsX5jHyCLEFI1nB2b0wgYc9plGITA0EQqBtVg/DIEBq3aUjthpGUpWt8Pgs0RebEyROs++03XnhhRIX62hMpHlnOd9+M5+mnnyYqKoo//viDbt26cfr0acwmM1ablZo1awJeKiWahlrkQnf//fcjBLUgqsblBQ2KQ1EUfvzpJx9XTUVROHToMHfdbKJPnz4AxMXFMXbsWERRrDYpFenp6WRkZNC6dWucTicJCQm0bdsWl8uFzWbD4XBgsVjYsGEDHTt2pGbNmiiKQl5eHsHBwZ6JcUEB0dHRhg4yeK6/buKhq+NcLnSdevCQ+PImttdTKa4RvAm0IAh+Re8vB3Xr1qVr167XSXEp+P7770udfYqiSK1atdi8eTPjxo0jJyeHUaNGGctBOkJDQ6lXrx5QtekHVwImk4mHH3643A5BlmWj4CFQyLLMSy+9xIYNG8jNzb3qpPjkyZPs27fPyEXTIQjCn5IUe0eI9+/8njbNq2YgFCWR8ePHIysKDz7wYECqBPZIT3FakzqebevWrVumIkRA7SiKFA/o3Y4Szh1+EBERzrZt2wDo1as3gF9SDJSZLuTThiJSrKcaCIKIJJmKiK7gQ4oBrDYbISF2Jk/2RBg9S+leUaicAhK2JfLTJ7+xe+1+HAUuVFWjfWOV9o1K/yeeS2TPyq85smY5Y8aMIT39ApoGmRm5ZKTn+iHFHmjFCvUEQSAsMqRMUgyXImfeRXpVichQMxs3bQQ0OvSKpn6TWphMUpHkoAqahuJ0kpKQzOEtR/n18/Ws+2pzqSoV5z0r6pjNZr795ltCQuzlkha9L9Y0ja1bt7J+/Tp+XbEMs9nMwg8+MCKWBfkFnDx5klq1axmkGMBR6IngvjlvHtOmTWNibCxt2rQJOH2mIhAEgZ07dvh8JkkSk//Zm759+xpjztixY3nqqaeqDSkGT3Cpc2dPTrsgCLRr1w5RFI1cY11haODAgbz++utGSpTdbkeWZfLz8wkODubUqVM++9Vl2HRN46pA8TGpOozX1yPGpe8H8HRWycnJBsmqCiiKwoULFwgLC/OxBr4OT06Z3W4vVXJNFwDPzs7m3//+N5Ik8cYbb5TYTterLEv3uDrB4XBw4sQJWrduXSp51TWPp06dWsK1SYeeiqLneelFiKVdg0B0lC8XxYtf/gwpE8Whk2HwpEzIbk+edEREeAlViCsJRVZYu3k3Xbp0IbqhmZ9//onevftUSW64w+UZ6OuFX1o2DuTdeffdd3nhhRcAyEw9x9lTGZw6VFLZQNMUHn78ZqzB/p83byJY2WDEuXPJ1K/fAFl2I0km9q4/yKHNCbRvZkIt1v8LJhOHDl70WxBYKGcz8JGeREVFecxEnvOkN2zZuoUbb4jh7Ol0VEVj3/mS5yJoKkKhy+OCqKlomsKDz96GPaziKwtVET327hN+WLmWvn1vRrJ6XFKz0nNJOZ3O2YRkzh8/h6D5XguTWSKm74207X1Dif2ez8Iw99BVdpLPJdO+XfsS2+rQNI0jCUdY9tVXmM1mHnlyDOHBnudt2rRp3HHHHXTu3PlSn1SkWex0OsnPz+eDDz6gZ8+e9NONW4q0i3X756pGfn4+27Zto3//S8WIj95dC0EQjKirntJU3bjUkiVLePDBB8vUNi6Offv2sWLFCsaPHw9cIql6bvKVOMf69esbKR76mFUWrkeMrxG8o4+apl1Wxa0/CIJAnTp1qFmz5nVSXAxms5kLFy5w9OjRElFgwKh2DQkJYc6cOcydO9fvfnQ96vfeew9FUapdp1UcVquVh4usYUvrGPTB4oMPPvD7fXZ2Nv3798dqtaJpmmEr7U1Kva+DzWbzS4r1yHVBQQFOp7NUEh4INE0zjl/d84j15Tzva1RaDrHJbKJmrZrs3rPnqrUv2yFy5FQqUVFRRDf0EJLbbx9Y5aQYPEoKn376aUD5ui+88AILFy7EnZ+J2SSSlXIBSSpGsEwirds2KJcUexekVRwaGzduQlEUNn31Kdl7diCdP07bphL7dyRzcOc5n38Hthe5wxXrGySTyID7e/LZZ59hNpvp27cvJ1Iu4JKC6HP7XYghEew76HFgjKnnMv6Bh2PXbRBJdPtGNI6uR0yvFgx96a5KkWL9ekBR8aGqcvZIMgc2HubE3lPILv+mI8XhdDqZOWMGBfn53Df4Vp9Id3itUG7o3ISM02klSDF4tI0PbT1a6r71d0UQBN5+ez4rlq8o0YfJsozT6WTx4i+Ij48numU0cXH/ZsjT44xtJEli+LPD6dGjR4mV1HlvvklQUBCRkZGMHTuWfv36wVUioiEhIWzYsAG3222cU2FhIZqm+TynBQUF3H777Ve8PRXBo48+Sp06dQImxaqqEh0dTa1al0xLRFGkZcuWFBQUGB4LVY26dS+lVlWXcfr6Wr4feEdJNE3j4YcfrtL9C4KAy+WisLCw0i54/z8jODiYjh07GtWv/qDfo/Hjx7N9+3a6du3q873JZMJkMvHSSy9d0bZWJQ4cOECTJk04c+ZMmdudOXOG5cuXc+uttxISEoKqqgwdOpSvvvoKl8vlU1ChDzKKohg6k/qSn/7cZWdn+1TBK4qCyWRi8ODB3H333ZdlO/7hhx8yfPjwak2IdehyaE888QTBtVsbn5eVQ/zzTz/RuVOnMouZwBPpVVUVQRQCT6HSND786COSk5N5ZYznHjgyj3D27Bn6dh1mRHEuF8VJMXiegeHDh6MoZQ+EiuJZgo9p0pJDWxNI3nMMRdWw1onEbRJRZBVZcdKlZxvatPPv1ulNii8LScf4a++OaOeOcfPNfVixaCv5mSUNS3QIoojmcoEkIZhMSJJI3caRnLpwiGXf7WbixIls3LiRyMhIoovy+jVNIzwyBLfi4MCRLOM9a9s6jJh6LkRRoHm0SHDrtqiqwueff0FM98BqAkqDzWYj62IWx7euZ8/eLGS3gmSS2LZqN/0e6UVU85I527LbDYLAqZMnWfb118R6q5kUW+GQXQqqUnqUzllQumGS0+lk166dbN26ldjYiciyzLp1v9G3bz9jm+3bt5GWdoEhQx4tcez/zJ3GhKJiuTp16jB58mTiiuQIXS4Xc+fOZeSIkX5XtgRR5MDRglLbVhXQNI24uDgyMzOpUaOGj9Pdb7/9Ztx/m83G008/7SONVh3w1VdfBbytKIrYbDaeffZZHwfgK01We/XqxZ6iAIMeeb/WAcPrjKwUeN+Yqs7L1D3D586d69dp6v86TCYTx48fD4hAjBs3jq5du5ZaEexwOPjss8+qRd5SedC1rANxJXrsscfQNI2bb76Zxo0bs3TpUgoKCjCbzSWeV72Ts9lsPt+tW7eOOXPmYLFYjElaXl4ed9xxBwCrV6/mH//4B+A7q68I3vks4U9BisFz/Z8bHc/2Q+eRZYW20bZyC+te+9e/2Lhp06U8TE3jZFIGP6zbz5c/7mTVxoMkp2aDAHNen1PuM118tapu49a88OoEmkeJNI/y5AQOG/ZslQ0c/kgxgCR52vnWW/P9mnhc2k7i1N7DXNhzhlN/HMbtlFHdCoUp6Zizc/jrk71p3i6Y1jc2KDHA6iYXlxclBvnEQdK2bOZsQjKH957n82X/wxJWC0eef0InSLoJhxXBYkGQJOw1rKSpCZhrOXjq2ccZM2YMkydPpk+fPtx4442XfisIKLJMRm4CiupC1TzX5tDRbI4k5iLZw7HaLOz831LEc8d58sknL5tYaJrKmkWbkF0ybqeMpmqe/3fJrFv6O4V5JccQRVF4fc4cWkZHM378eFRFQXa70VSVcLuE4swCNNxuNyaLCcmPgYkOW6jvvdG0Iik/h4MPP1xI167dGDHCo/MfFBSEw+Hg3LlzzJgxg7379tK1azfuu+8+v7mkjz/+BPv2eQxzTGYTvXr25JOPP2by5MlYLBbGjBmDLdhWZrr7lUqjgEurSPPnzy9xH6Ojo7FYLEaE/JFHHqFGjRpXrC2VwaBBg/yaYZUFTdO4/fbb2bdv31WRT0tNTTVWvbyDOmW170rjOjEuBfoAFhoayoEDB4CquyF6/uerr75qEI/r8EVUVBQrV64s96W02+0MGzaMpKQkv98HBQXxwAMPVHkB5ZWCzWajTp06ZW4jCAIXL17EYrHw22+/Gefu7xwLCgqMHLguXbqwbNky47sWLVowatQoLBYLu3fvZsmSJdjtdtatWwd4ovJ2ux1RFElNrbgt85IV6TidTl5//fUK//ZqIzXPQttuHsmp54fdwQ3NzQGRT7PZTGJiohEx/n3PSdbvOs6FzDwKHC7OpeewatN+5i343Ijul4UTx08wffp0sh0iOS4Tf3voZiNtoqpRGin2xrBhw5Bl/6lIqjObwsw0Dq/djSL7npemajjyHZw6eJY+ffqQmZXlc+5VEiVOOkrO3p0c3pbIb9/vZ+Oqw+zfcATbhXDW/7wJe5ifFBNBRLBZddFb419udgGt695Ej+7dUVUVRVGIi4sz3h1viJLEa2NGce7iTi5kHyWn8BwZOae484FO/LBqMa+/v4j1e0+SlVeAevYIR48exeMCWDmCkXIiFbfDDRp06uB7szRN4/juUwCGAcbkyZMxmc2MHTfOqNWYPWcOsqIYz6mAAAi88cbrOBwObugW7dfdz2SWaNurtc9niqLy+eefI4oiL7wwgk8//YQ5c+bgcrlYu3YtO3bsICoqinHjxtEhpkOZk8HGTRqzfPly4+/bBw7k8cefQCoyaRIEgfj4+GsWQdTbrj8L3qhfvz5r1qwxnmtJkhgyZMhVb2N5cDqdAQWZ9IK622+/nbVr19KxY0dDnvJKonHjxj41XdVB9q5cYiwIwseCIKQJgnDA67OOgiBsFQRhjyAIOwRB6Fb0+Q2CIGwRBMEpCMI/y9tP0eeRgiD8IgjCsaL/RhR9LgiCMF8QhERBEPYJguBrG3SFoUduVFWlTZs2bN68mZdffplmzZqRVdTJB1plXRoKCgr45ptvcLvdVVbh+f8LNE3jscceC2ipeMGCBTRp0oTc3NwSM2NBEKhRowYbN2409lvd8fHHH5e7jclkwmKxlOjwij+TISEhyLKMIAjs2LGDoUOHGtdIFEW2bt3KXXfdRa9evXjsscfKPGagg5N3LrHZbCY/P79aXnc9fzg1z0K7VsF071SbG5pbEEWRWbNmBbyfp558EoCMrHyOnb1Qws5XECVq1IsmJ6+AGdOnA5SQyQJPDnHC6VSGj/gXDWvKNI8SMZlMVT4wOVxuw7ijLFIMnsDAG2+8TvGQnW7vnH0mpVQxL1XROLLrKIIg8M477xh7uGxSnHQUko4iu2V+WrKD/duTjeupyAqyW+b0H8k0bN8IIkLRaoRA0TUULP4nGYIgkpmeS25WISkpKWUaVujvQWTNSPIK0+g/sCMvjX6K5auWE9PnXmq37E7tpu1ZuTOZJRuOUx8XmQe2lVDTCBS5GfmoisrRbR6DFG9yrMgqmamelLP46dPJzc1lYmwskiThdrtZsGABsix7CtrMZjRVRVUUtm7dSkZGhicia7MR0+9G6reoh8ksIYoCnvut0bRtI1p3bXnpeIpMfHw8jz76KA6HgwUL3uP8+VQURWb27Fn06tWLiRMnldtXHE+W2bhxAwCvvfaaT563yWwiNjaW06c9BZwDBgzA7Oe+Xek0Cm8oisLj9/sW4GuaRvv27enSpYsxTn3yySel1r1cLTidTpxOJxs3biQ0NJScnJyAVkxFUWT16tX8/PPPV6GVl1C7dm0jFdJfXdG1QCAR40+B4urds4HJmqZ1BCYV/Q1wEXgJ8Bci8rcfgLHAGk3TooE1RX8D3AlEF/37O/BeAG2tEngXLOXn5xMeHk7Pnj2ZP38+x48fJzw8HJvNVsJYoqKwWq3MnDmT9PT0apWXVB0gCAI5OTkBpZqYzWY2bdrkiZSUMjOOjo4mODj4mucuBYIHHniAIUOGUFBQ8Y6/OAH9448/jE5bURQcDoexYiHLMr179w64I3z55ZfLbJO/4jpFUWjbtm21uu6lFdR1iInhnbffBooGawgoeiFKEjNmzODYmQsoiv8JgCgK2MLqIisKe3bvKSIfHmQ7RMO17m8P3UyrxpYrphQSSJTYg0vFm0FBVh8jDJ0Uh9slTJbSXa4EAWrV9eRkxsXFkXjs2OWR4iJCDCCFRnDyWFYpqnYCRNVi/5mLaJGhaDVroDaugxpZA8EklWpLLYoCHy/8jIYNGzJp0qRym/Pcc88RFxdHmzY3elQfIppzIasABBFZ0XC5VVxulR+2J5GZlY12NqHi5wyEhNkQixzedHJstFkS2X1wNzk5OYwbOxazyYQgiob7W1ZWFl988YVh+JB4/Dg7d+2ie48eREZGIAgi77//Pqqq0u+vvRg0bAAd+7ejy20dOCeepOe9l2o3PMoR8dx5551omkZiYiK1a9dBkkTi4v6N2Ww2bILLC2hs3LSRQ7s3o6oqFouFKVOm+PRdiqry+6ZNAPTu3ZuZM2f63c+VTKPwhiAIPPnkkz4unYqiYLfbOXjwoPFZYWEho0ePviJFaoHCZDLRqFEjevfuTVJSkuFw9//YO+/4KOr8/z+nbElPSEJIpIQiJXTpIiBNBdGz690B9gPFdio9gBBAihzKiafC+bPg2c6uCChVQIpID01CCyGB9LLZNjO/PzYz2U12kw0E9Pv9+no8eACzs9N25jOvz7u8XsHgz3/+8xVXcXr22Wd93IV/D0GUoOTaBEFIBr7RNK1Dxf9XA29pmvaRIAh/Bm7RNO0vXuu/AJRqmvZSTdupWHYEuF7TtHOCICQCGzRNayMIwhsV//6g6nq1HOsly7XpzUfgmUXpNZhVcf78eRISEgzNv7pCt2MMCQn5H1ED+1tAH2hrs5l0uVxGvVcgaJpGVlYWV11Vv8L5lwO7d++mdevWhIWFVVOW8IbD4aCgoMCQE+zTpw8//fQT4CWGX4GxY8fSoEEDUlNTfWQCgyWtNpuNBg0a+GoSOxzw8MN8cPciIyrnjZkzZ/LII4/SqFHCb+7sWFVyrSo0VWXe/PlMnuzplt+zew9dugbneqkoClv3neTISf/28ZqqopRk8bfRdyIKAvllHtMHHZdq41wb7F4KBrWTYk/mYdmyZQwePJhWrVoZ46E3KQZw2p38d9E3fiPgslli8F/707BpHGJ+JhsrHBcv6sXrRYh17Fy9h8Pbj1VbVW0QCVFhIPre1wIQqio4c21+S1ZNJomBt3cn/qoYP5/WjIJiG19s2O93YiSKAu2S42kRpRAXG4uS2KpOz4Kqqvx30dc4yitJYOueLdi9txBREhjx2FDCo8MRBYH5CxZw2223kdCwIVu2bOHGG29ElmV279ljlCykpqZSUvE6Ey1RuFwuFixYwNSpU332qxsEuVwuFi5cgCzLhkRZ06bNMEU0YejgQT7f2X9gP6tXreLvf38W8IxB/oIVv5518/5br1JQUEDq1KnYbOWEhIb4EGpNVVm/YQODBg2iqLCIqKhIj71KxdhzOWXa/OHPI+IICQmpxgXsdjsNGzYkJycHk8mEy+Vi+PDhrF+//oodG3h+r9tvv501a9Zw4cIFIiMjycjIoHXr1thsNmRZDioDa7PZsFgsV2y8djqdbN26lYEDBwYl1wb1Itl2WeTangEWCoJwBk90eHIt69eEBJ3sVvytF1heBZzxWi+zYtllhyRJxg1Uk5B1aGgoZWVlhIWFUVpaWuc0gMvlwmKxXJKd5v92FBcXc/LkyYC6xjpMJhNvv/0291ektf1BEAQaN25sKDT8ntGmTRufhgR/cLlcWK1Wn/unb9++lJWV+bjMvfbaa7Rr147XX3+duXPnGs5G/uona0JoaCjvv/++TxT1g9d+4YMjMZBxwmddb8mmvLzc35QU18W2uX///h7dV0WhS9cuQU+mXU4XP238HlOA8zSZZG790+0UlgsU2kUkSTQa6q4UKQ6mdMLtdnPo0CG++eYbxo17nLZt21aOhVVIMYDZaqb7jZ2r1afKZokmba6iYZNYj9QYcOONN9T9PqgSJfZGTHwksqmCdAkCSkwYrsYNUOIj0KTq97UGFCkupAC2zSaLibikIGYNflBYUo4U4FlSVY3cIhsZ53LRAOnc8TptWxRFBo/sh4qCRgVpEDyycr1v6UZEdDgLFy70FD+oHpWQyMhIhg0bhslsZlZaGt+tXMnUKVOYMX06kiT5/IYmk4nHH3+8ogbaq6RBlpk5cyaiKOJyubHb7dx0000oikq/ofcwZNBAqqJtm7Y8++xzzJkz2+c96u+cevXqZTiThoSGMDstzfhcq9Av3rJ5M5qmERkVyQcffFCDB9+VwUMPPVSNuFmtVkpKSowAhiRJ/PTTT1c88hkSEsIXX3xBXl6e0QTYqlUroqOjMZvNQZd+Dhgw4IoqZZnNZiP7bjabfxdlpRd79o8Bf9c0rQnwd+Df9XdIBvw9A/4TZ4Lwt4pa55/9fV5XKIriQ7ACdZqGh4cTGhqK2+2mdevWRiQkWNKly2Z98cUXl3jE/3uH0iReAAAgAElEQVShKAodOnQIahY5evRoVqxYUeM6uq7u7930o6ysjF27dnH06NGAA5qebfjhhx+MZQsWLMBqtWK1Wlm/fr1Rq71///56GahvvvlmnnrqKVRV5T9fX4CKjnL27/NZT2+cuf76gbRr1+6S93sxqAshBo/8U9++fRFF0TDteOXll4PalzXEylNjH8RqkRG9CFLL5k25ukUz2rdpSZjVxNWNTbRMkmiRdPknCsHUEmuaahhAzJkzB0kSadeuHXfccQfGEOwqQXUUER3uS6h0tO7ekkF/6Udii4aERFhxYiciJpzThzJJ/2Ydp9IzUewKgiD63Ku1wosQVyXFAM3aN0GQJLBacDVviDsxGjUmDNUs4A4RUUzVXyFmSygpPVqgaYpR16pqChoK1992TZ0jUfq4VFSYhyPAcyoAYVYzffr0YfWmimxOZvBlFW63i9jEBpzWjhHbOopWXZsTHh7GfY9059NVH1NWVuaxJBYEnnvuOdq2a4cky3zyySfYK6KbU6dO9UxKApxfTEwMS5Ys8SmZ0RsQJUlClmXi4uLp2vUaJk2aiMnkP4Onm0lMnZrK999/T1GRr7ulqqpknFMpKyujR48edOvWjX+/9RaiKPLggw+RnZ3tuWYVk/bJU6bw4ty5uJwun21dyfpibyxYsIBBgwZVK7E6d+4c0dHRLFmyBEVRKCwsZPXq1VckE5yXl0fTpk1xuVy4XC4iIiKMz1RVJTc3F03Tgi7X/Pe/LwedCwxFUQy5Nrfb/btwELxYYnw/8FnFvz8Bel7CMeRUlFBQ8beei8wEvIUvGwNZ/jagadqbmqZ1ryk0XheIouhDRgLJZymKgtPpRJIkzp49a+gT19Xq2Ww207Fjx9/FTOn3hvDwcHbv3h3UDFaXG2vcuHFADWSdsP0e6phqQkxMDN26daN169YBB4rQ0FBsNhtRUVE4nU7DFVCvT+3Xrx8ul4uoqKhaS1GChdVqpVDtyUcr8xE0DY5WiP8fOQJeLwHdiGXAgP5XPFrs3VAXDCGuCm/d5iefDF4HW5Yljv68ms4pV3N1i2a0bpmMKAhEh9oZ3D3+ipBhqCTEUHuEWBBEFi5cUEFmplaz1vUXJfaHhOR4howaQL+7ehFqDqPwfBGd2keiKio/r9zDymVrKckvoXOnTrWrM1REif0RYv25zT9fxGfL10OIFdFsxpJrw5JdiuBWoEJxQTUJqFXKKVwuO1e1bkD/27pQ5MrBphTS4/oU7h47lJj4uklt6aRn8eLFbF6/BjWA5rMkiaS08JQ6JSUloVnD+emnbahnDge4FhrZJ3LY9f1edq/dz89bfuHw4UNMm5HKTXcPpc8t3Wnfty2yWWb8hAn8Y/Fiz9cqdK1Xfvste3bv5t5778UaEuLRBRaEWrW2hwzxNajwfm6nTJnCtdf2qZCDrP39JooiQ4cOZeXKldWWb9y4gWWvLkDTNA4cOMCjjz6Ky+miSdMmvPHGGz5lObIkoagqZouZsY89xkcff+yxrlYUouRiILg+gEuFrl9sNpvZs2ePz7URBIFGjRrRoUMHJkyYgNVqRZIkhg0bdlkir3r9cklJiaHXr0veWSwWY5zXJ7xOp9PQJA7mHZCSkmLIgV4phQi9FPBKyMMFg4v91bIAXcF7EFC90Ct4fIWHaFPx95dey0dXqFP0Bopqqy+uLwiCQHS0542ii15XhcViYdKkST7fOXfunGERWReUlJSwZMmSy27N+z8RgiCQkpJCx46BbUZ1qKpKSEgIBw4cICoqym/kXre19Gcj/XtBSkoKEyZMQNO0oJo4dDKcmJhIdna2MbBIklTv99R/vr7ALSNGkJeXh3o8ozICJQhwstIG2Ol0klFRXnEl0nJVFSbqSoarQk9JS7LE3DlzKnWKA6DILlLilHny75Np2SSOm3o3ol/nGIZfm8ignq0xyVcuQgw1lU1oRpnLzJkzcTqdTJw4yd+KQZNib+z54QAd20XQpVM0R3dkcHRHBprmKTXZvXY/CY0ScDqcgV9+AcomjKPXNPbs3sO3K37E7VQ9MnEeAQVEl4oluxTvxKLqEzXW6Nn9amJiYkhq0pDrhnXl0efvo1WnJlhC6v6cCIJAWloapaWl5Ofnk39yN5rqRqsgu4IAsiSS0iKBRnEe0t2hQwfmzJ3Lup92smnTj9Uiim6Xm+/+vY4NH20l/aejHNhyiBNbz3Ihvcivg6dUmMW0CoMMgJdeeonhN99Ml65da5L+9QONDh06VEjLVSzRVGP8URSFNet+ZNMvv7JyczpnzxdSUhY4kKO/A4cPH+6zXFVV+vXrz6SJk9A0jTFjxrB48WKj3n76tGm43JXjtqKqdOvWDSqcPI8eOcLadevYunUrr776qrHNKwVN08jLy6O0tNRYppelLVu2jBUrVhjnvmzZssviU+B2uxkyZAizZs3i/PnzWCwW7r77boMAP/rooyQmJpKbm4vL5eKrr77i008/xWazGc9+1fvI7Xb7qBV98MEHhtTn5YYoij7Xs7as75VAMHJtHwA/AW0EQcgUBOFh4FFgkSAIe4G5eFQjEAShkSAImcCzQGrF+pE1bAdgHjBUEIRjwNCK/wOsBDKAX4FlwOP1csZBQo/eqqrqtxO/sLCQf/7znwbxUBSFRo0aERYWVms9bFWEh4czcODA330U87fEihUrah0A9fIITdOYN29ejeUS77zzTr0e36VAf+GJosiRI0dIT083JH/8ZR/cbrcxkCxcuNBIkR0/ftyYeUO9ecoDlYoT+jZfffVVhIMHQM+sOJ0+5RQmk4kNG9YHTe4vFnUtl/AHTdMMGStFUZg+bZrHFa3ieXzqqacpKi6u9j1dTUJXlGh1lUyLJIkvP3yFEIuJuOhwrAHkweoLOhn2LpkIHCXWcLncLFrkUSyYMWOG34mT6iiqsXQiENwuN41jPc9oVfUETYPMo+dQVY35CxZUzyLUUEvsDZfTSYQ5DrM5QLpV0ZBs+v0mgOD5fdtKF2gnZdNKO4/z0B6UYwdoI6s40nejHN2PI313tT+1weV0Gi5tkiQRZpXI+/UnynJP4ijJpWXjBtx8XQo9OzQzviPLMuOffx5RFNnyyz5cJ9MrD11R2PndbgqyC3E5K8/B7VLIPJLFkjmvUVpaYrgR6gEbu93umeQ4HEyaXNnuU7cJqee5Dg8P93kP6TbAh09doGGrXhw7nUvWhSLOF5Ty37V7OZ1dEHCLbrebmJgYZs58weeYRFFkxYr3EAUBl9PFqFGjWFZhcy9USCWqioKmqkiSxNAhQ5k1axaCIJCamsqggQPp2/c6nn/+eV599dUrWhZnNpuRJImIiAjcbrcRVdU0jU6dOnH33Xejqiomk4lRo0bRvHnzetmvHv1VFIWUlBR++OEH5s2bR4MGDQgJCWHdunWYzWYKCgp46aWXOH78OBs2bMBqtTJ8+HDuvPNOXC4XpaWlSJJUjbAPHjzYyJJrmmYEla5EUMPtdhMWFmb8//egYFTrWWua9mdN0xI1TTNpmtZY07R/a5q2WdO0bpqmddY0rZemabsq1s2uWCdS07Toin8XB9pOxfI8TdMGa5p2dcXf+RXLNU3Txmma1lLTtI6aptVL/XAwUBSFYq8Xob8HLyQkhNLSUmOm5S3vNmzYsDrtT78R6lqC8X8Jhw4dolu3bkGlWaKiopgyZYrPb+gNVVXZvHkzS5cure/DDBp6Pdjhw4cNrV9VVYNSzHC73URERLB9+3bGjx9vDGLetWX1CX/OdeMefxzX/v2V+qOaBocOGf/3RPrbo1a83Oob9UGIdWiqCoLAy6+8wtw5c9i2fbuHzHvZvb722mtAdTLsr4Fu+M3DL3sUK7jocKVL2fz58zh/4QImk4nnnx/v9+WjE2KoW5RYh1zkSehVJcU6dAfGZ55+GpfLqx63llpib1isVg7v/xW3y/84IGggOD2ftVfPk6Keo5V6knLbBb7ZshFXRDxiXOOg/tRGks0VJU6qqhIWFkZJSQkR4aGMHX0H40aPYNPKD4kM9R3TVVUltIIEiKLIzp07jfNXFZVjezI8NttV4HYpNI9pxfnzF6oFUEJCQ5kxY4ZRF38paNKkMbNmzSI9PZ158+azePE/KCt38fPB07iVykijpnmMPtbtOIrLjyIJVL7PBgy4vtrkePTo+5n74osgQFxsLGPGjsXtchsWzKrqq2s8vWICIogiTpcLQfBkpdq0afubpN4LCwspKyvziXRaLBaeeuop1qxZg6ZpmM1mXC6X5ze+RIiiaNQRZ2Rk4HK5cDqdnkm98Zt4osHh4eFER0dz6623ommaoZgVHh5uTHx0xQyXy0XDhg3ZtGkTiYmJxv5kWSYhIeGKOPOaTCZDHhM8jqu/Nf5wvgsAvQkAPDelLq2mNwDotcQbNmyoRmg7d+58UQ9r69atgd+Hjt9vAZ3g6Q+4bkwhiiIPPPAAW7ZsCeq6qqrKqVOnuPfee/1+LooiUVFRbNy40Vj/SkAnw3pGwWw207ZtW9xuN+Hh4T6RYH+w2Wxs2LCB9PR0ysvL6dWr12U/5kB2zrFlZf7LC85UCsmsWbM66Lq2uuBSCLH+bOnRkR07dpA2ezabN2/m2WefZdr06fTp08enJrvUbWLcs6mcySojY+9Jdn+0kl/XbMRcml1t+4Ig0LZN28vyDNctOuyBnkYdP348DeM9gj/+6lq9CXFdSbFu7SxKIudPBrb/TmyR4IkOhYcxd+6LnoVBRImrolnzxgTyCG4TVUI7awHt1QuIosj3O37mh107OWtzAAJffPF50PsJliSnpqZSVFTEpIkTGTduHNaKSO7YMWOwVGRz9PtBnyROnToVURS5bogniPLmm2+y46cdmOTA0U9bSXmFdJ6pYsyqnITu27u3XgIrqqoxdepU/vvf/yKKIv369efIqfOoAe5nATiVlU+al6JEVfTv359Tp08ZjXcAJrMJi9mM2+02Gj/nzZ9nRGFfXfqqcc30Mf/NN94ATePoSYU3/uEpHxkwoD+ffPLJJZ93XREaGkr79u2rNbQtWrSI4cOHoyiK53wzMujZs2eds2Z6dBgqZTczMjKwWq1GSUTr1q09FuUVmS5BEDhz5gyiKOJwOAKOu6qqcvvttxv/T0tL4+2336agwBP91+/Rb7755oo4xrpcLgoLCxEEAVmWueaaK+rl5hd/EOMAiI+PN/7tcDgYP348qqrSokUL7HY7iqJQWlrK0KFDq5G1l156iQceeKDO+zxy5Ah//etff1Nx8N8S+sAeHh5OkyZNkGXZR/YrNDQ0qJpZSZJo2rSp365ob3zwwQdMnjz5iknTmEwmTCYTDRs2xGQyGeem718URZo1a1bte7m5uciyzLJly7j++uu55pprLrshjD+zDh8cOICl6sDrcsH+/cZ/65sc1kcNsSAIfPXllyx66SWyzmbRs0cPpk2bxnV9+/pMkLwjw6qiUnL0EPs+XcW57T9jK7KRc/ICP/53G7vX7a+2D7fbzeeff14vE666kmFdXtLTQKjxpz/dxp133unjuub970uNEnsbdoSEhNDjxi7IfuqpZZPENUM6VZhAmJjx8H0opw5x/Gg+67/cz7r//MiJ/adR/URLq6JFSuNqWYg2USW0ifI0Se/KV9l93o21URMmPvcUbrfCoUOHUVWVY8eOcSLDf0S7xvOsIMhANXKsuN1Mnz692v3eMCHBaOT0R1L0bGN29jkeHT6Ann16+tdiqkBoZCh79uxh9erVbNv2E/rKYsFZUlJScDocl/zM6RNZWZaYOHEi/fr1w2Z3+kRwveFSFL78+tsaGypVVeX9FSuMcS7K6gl6/P3vf2ftDz9gs5UzefJkUlNTMZlMCHiiyA6HZ/KqvxdkkwmX243L5TT0gs1ms08Q60rBZDIZJNUbkiShaRovvPACgiAQFRXFbbfdVuexQG8Qv+OOOygrK6OkpMTIXKuqisViITMz0wi26EGkTp06GUQ6UNO2qqpGNlVVVf72t79VjBG+78FevXohiuIlG5nVBt12Wi+7W7du3WXdXzAIyuDjfxLqw+BD0zSKioqIifFEMWRZRlVVRo4cyciRIxk6tLJ7V1c5qDrwrV27lsGDB9fp2N1uNyaTCYfD8X+mEU93Yhs5ciS9evXi0UcfRZbleiV+gQwyioqKGD58OJs3b75sdU16Q4TT6aRRo0aG3qUgCNhsNiRJMmblBQUF5OXlYbFYaNLEI8hiNpspKSkxBrmqph2XAzUSYs9BwMKF4C/NFhIC48ejahqrVq2q1nxzMfCOENcF+rXSNI2XFy8mJDSURx991OdeKCwoZOV3K/nLXzz+RHqJBFSabpQUlPL1a6v9mlhIssSIx24gskFlGYu+361bt3DttX3rdMzeRhwQnO6wJHl0ZpcvX0anTp3o27dvNXWJqtDJMFwaIYbqLnbZJ3P4edVe8nMKPanyxBh6Dr+G2KQGnns38yhOh4Ov3t6G6tJwuzyBANkkExkbzo0PDqzUJw6AY/tOU7jTQw4FQeDAMU8UrdBUjJ0y7MXnkSWR8ePHM3fuHFRVw2KxMGHC+Iu2Ztah5mYCYEnpGtT6Fy5cIDY2thrx8B6X3CX5pL31If1TBnP64Nlqv5+GRosejel7Ux8UReGLLz7n9tvvQJJE8nLyOZ6psPHHjdz/+EjCIsMIBoWlCqIlqvr5VUQrPTrEAvuPZrHrUCZuL3KXlNiE9OPZqIqb/FN7cJblM336DL/7cblcmEwmXn/9X9zwpzFEWSu3M2fOHCZOmIgoiWzatIktW7YwZfJkBFEkbdYspnk5ENrL7bzyyssMv/1Jok0lLF26lKeffhpZltm5c6dhK3w5oKtSVEVycjInT540/q+qKhcuXCA5OdkoQ3A4HIY1czDvNYfDwVNPPcXAgQO55557DJOUkSNHsmjRIho2bOiTWVyyZAnr1q1j1apVQWUN9GDMVVddxdmzZ2tcd+bMmUYd/eWE9zutd+/ehklVMOtfJC6Lwcf/auhWmjrcbjeKovDOO+8wcKCvqLnb7faxhNQxePBg5syZU6f9qqrKxo0b/8+44DmdTmJjY9m9ezfLli3jmWeewWw21xsp1rtqA9VJRUVFsWXLFvbvrx71qy8IgkB8fDwJCQk+qSq73Y7FYjF+69LSUsLDww1B9jFjxhii7N4z/9+cFAOczYJAJS2KAllZiKIYlJJITahaR1xXqKpK2qxZ2O12nn7mGcaOHYsoCAbBXbhwISGhIUTENTWiwy0SRZITIDmhcjunD50NOKlWNY2TB8/4LNN/o80VlrY1wTsiXLVmOBiHOkmSePfd9zh9+jSPPz6O3r37+GjRVjveKhHi+ogSV0Wj5ARGjL2B+ybexo0PDyI0PoY1n+zkwGffcXzNOmyldnb9eBpXudsgxeBp3iu6UMK+jenVtlkVTaRcktsmcvR8GTsOZVPozOGW+/vRvUcyrtILmE1yRToZJk+eQteuXXnuuWcvmRQDASPHVaHfM6+99lpAhRxjrNc8883NhzaQ2CIB2eSJ3AqigIZK2x6tuG5YHyPdfMcdd7Jg3gJWLl9Lxr7T7Fl3gCh3LF/+cxVHdv5abV91PkdRJC0tjR3f7WbfZztQXNWzmJqmorodyJqdIUOG+DTZeUOPdPqrj546dSqyyePIdv311zNhwgSUCmI+evT9PiUFJpPJCEJZrVaeeuopY+JbVRauPhGIFLvdboqKinB4ReoVRaFhw4acOXPGiCZrmsbDDz/sM97XhNDQUN544w3uu+8+I5oqiiKLFy9myZIlQGW9cGxsLFOmTOGHH34IupRGb+S79957q2nk68enl7SkpqbSvn37oLZ7sdCDi+AZO7dt23ZZ9xcM/ogYB1jvzJkzRlrbZDJRUFCAxWIxHs6ysjJCQkKYM2cOqamp7Nmzh86dO1c9louyi967d2+1bf1Phj5wqKpqRIMff/xxQ27ncsPlcpGUlMSFCxf8fu7P5vNSoHcqJyQksHTpUu666y6fQcvlchkvuJYtW3LXXXeRlpaG2Wxm+fLl/Pjjj7zzzjuUl5dfkRovNI0PbpsHBYE7zH3gdnsIsL9BXhQ91tA1mAn4ICYGHn3UZ1Ft1s2BoGt2LnvzTUaOGkVMTAx2ux2TbEKSJcPiFiC/TGPz5h+5rm8/BFGgRaLoE9HLzs4mLi4OWZbZs+EA+2sgaynXtqHb0OrPq/dLUN921YgwBEeAdbhcLmO78+bN49G/PUpSYlLA9T0vHdCcJUaTcEzExdWi1hQl9ofi/BJWfbANl8NFx6aesTf9QD6SLKIUlQQkCWarmXsn/MnvZzoZ1cnpV199xa233oJ3DcLs2WmAwJ133sHatWt54okngzm9OqMsM4PsvBJ+dkUjSyJtmjWkQ6tEv9J83veeDj1y98477/DXO25BQKA0KpHwiHD2/3yQDd9tQkMjsWUCd//lrmrbXP/BZrIycmjVLZndeysDObJJYsjI/sQ39U/odASKGOvY/OV2zqSfxe1S0KwmXMlxaJKAgEBiUmMyzpzHmXuMrMzTKIrn/KZOTQ24PVVVOXC8lMQYC7l5efzrX/9i2rRplc6KikLa7Nk0a9qUBx580Ej5R0VG+mgwv/7WGm4b2o3Zs2cjiiKpqanY7fbLNlYGIsbgCe58/PHH3H333dVKF/Ly8oiOjkaSJFRV5cSJEzRv3txv6V55eTkjRoygVatWvPLKK9WCQwUFBQwbNozS0lJ++eUXrrrqKlq0aMGPP/540dnl0tJS1q5dy5/+VPms2e12vv/+e2655RbA8y4LDw+/7OUU3gGfYGyhL3fE+A9i7AeKonDmzBlDaiUuLo6cnBz69u3Lxx9/TNOmTY1tWa1WXn75ZR555BFDisYb2dnZPhJaQZ7D/5oGPLvdzpQpU1i8eLEhA6PPgq8Etm/fTlhYGFdffTXXXXcd27dv9zswNWrUiJMnT9ZLtPree+9l+PDhjBo1ynDaA4zor81mMwZx/YVZXl7Om2++aURBriQ++CYXMjLgk09Q7fYrk0YSRTCb4e67oUULY3FdIsSapqG4FQRR4J2338ZitRrC9AKe1qTDhw5zVeOrMJvMyCaZlWu3cl3ffkiy5KMkoaoq7733LpIkceedd/HTT1sZNMhTCnUuI4cNH23B7aweNZPNMv3u6k3jq6uTU7vdzsYff6Rfv/4+91xdiHBVfPXVlxw8mM7EiRMNxY+ATTaXWC7hDe8ocbDY9PUvxDizjbEs/UC+5wNNQy0tI1ADnSAIjJzmSwSrEmIdnpS/iDcx/mnrVtZvWI+iqAwY0J/+/QdQ3zh3oZBvNh2ga0MJEDgoxiNJAhGhFv50fUcfcqwoCi+99BITJkyo9lspisLcuXOZNm0aSkkBBWFxvP/+f8jLy+P5554jJDQEEKqNWeWl5Xy+ZCWKW6V1zxY+xFgQ4KqrExn45+tqPIeaiLGj3Mmni7/26ER7QQ2z0KhjOxyuMjZtWVVhF+0CBKZPn17j2KVpGu98tIGsEwd58MGHMFvMxnL9e3pDr06E58+fz7PPPuujDPXDpgw6t2rgUQGpUOJxu93MmTPHh2jXFwIRY/24b7jhhmpKCna7nfDwcJxOp3E83u91u91uENrmzZuTkpLCd999V+Nx6CoUd955JytWrCAqKuqS3xWiKFJcXEx4eDgAWVlZtGnThnbt2rFjxw7AQ9rHjBnDG2+8cdkmH+aKRkzAR2kjEC43Mf5DH8wPJEkiIaEyl9q/v+fFtm3bNuLj432apgoKCnw6RfUbTEfjxo2NOtpg8Xvoyqwrqta+Zmdnk5KSQnJyMr/88gsvvujpQr+SmpM2m43evXvjdHqaNdavX+930HQ4HEyePPmij01XLNFdh/Qsga5Aod8TemnE2bNnSU5OBjwD05gxY3j55Zd58sknfeTNdCF2h8NhWI/Xt6SfUTrRogU88QTO995DzMnhsla4m82QlAR33QUV0lV1IcQupwtJEtm2fTvr161jzNixPPTQQ0aEWlNVMk6cpEWL5nz8ycc88/QzrNm0gwEDrqd/v/60vKryGn722accPnyEG264gVGjRhv3x6BBg5k7dy5TpkyhUfOGhMeEUZxb4tMcJkoioZGhJLWsnPj6RIRFiWuvvY74CAWT6eJf1i6Xi/z8fFau/JYHH3yQm24a5ncSDr5kGH4bQqyjgSsHVdMqCbE39JmLH0Q2qBxDvcsVqpJiwO8Eu0fPHnTu0hmrNaTeSJKmaZzOuMCh/aex290UltsQwy3syYUuFbxJUTRKbA7SM7Lp3NpXdlHvK6gKURQ9pFhR2LFzBz1vH8kTTzxRsc/ALp0l+R492qrE1fM9KLzgX6oyWOSfK/C7fbHMgVDu5MKhHFRVpVmzZK655hpSUlJq7X8QBIH+AwYQNtij+qK4Ff71r9d44snKiH5Vd76JEyeSeyGXuLhY4/mOi4tn5szpzJgxg/T0dD755BOmTZtGXFyc4f55JaCf62effca7777LyJEjjX1brVZ27txJz549+flnj9Ksw+Fg5MiRvPfee0iShMvl4qmnnuLw4cNBRX1nzpyJyWTim2++qZfjd7vdFBYWMn78eP71r38BHtGBwsJCHwGAkJAQDh48eFmzlzoZ1pvwfmv8n4oYQ92ixjoJGTp0KKtXr0YQBBwOB1arlXnz5jFx4kTAU6uo1xN71yYrikJycjJnzpypvoNacO7cOR9dwd8zvJucIiIi6N+/P++++y5xcYFTUHqN7eWOjh49epQmTZoQEhLC/PnzmThxIg6Hw2/H7ueff+4jYxMM9MYSQRAoKSmpNjEKCQmhoMDzkvEm3qqq0qNHD1avXh3wOul62g0aNCA+Pp709PQar2ld4a+e+KWFC+lks3GDyYTmctXUJH9xMJlg4EDo3RsEocayCeNFW/HMqqrK/3v7bWxlZTz5lMeqWZ8sHD50mDXfr6GgoIBWLVty4uRJHv/7VGOgbZkkGZPZ5cuXc/ZsJqTyeF0AACAASURBVM8997yPoUHVezEjI4Pk5GRPt7TTzZbPd3DuxHkkScThcNK4VSJ9b+8Fsu+L2DsirGkq3377LSNG3FKny6SbOPznP//B5XLxwAMPBKyPrW8yDHUvm/BBhQTbgR2/cmBfnt9VVIcDSVWqNTTKJplrb+1OI6Hy3vRHiGuD06k3MNfHHazx49p0zp7O89VPFsAZaUI1S3SJ80SNAaLCLdzSrx3Lly+nvLzcR6O1KhRF4fXXX+eBBx7AojrQkloFVQddVljGlxUNoVUjxgCNmjdk6OiaI+U1RYwvZOaxdsUmL6ORSiR0TiH/TB77zuymR5ve2MscNGwaR9uerQiLqrnxL+Oc6tN8d2D/AaKio4xm46rQVNWHLB84asPtVhDLz5KQ0BBRFJk1axZTpkxBlmVmzZrFdK+GvfpCTeUUdrud0NDQaun/8vJywsPDjfInWZZp164dhw4d4rbbbuPrr7/GbrcbNcT+4Ha72bBhA8OGDcPlclFWVuZjhlEfCKZxsbZyxEuFyWQylDV0Cbqa8EcpRR1RX8S4YlsA3HHHHXz66acArFy5kuHDh/ukTwRB4PDhw1xzzTU+tTiaplFeXs7KlSu57bbb6hTtk2XZJw3ze4JemF9cXExoaCjx8fEsXLiQxx57LKjv6yUFH374YUCt4WChNxL4u7Y6EVIUhfPnz5OUlER5eXmNhNxms2G1WoO67kVFRbRr147MzEyKi4uJiIhAURS+++47o26roKCAVq1aMXjwYFasWIEkSTRu7JGbOnXqlN+Il65zfMcdd7By5UpkWaa0tDSg/M7FoNYmu3PZ8OEHYLN5aoovFbIMoaFw358h0RNhrTVKXBFFmDNnDjExMYwZOxZN1TCZPYPonj176NSxE/MXzGfM38bw6Wef8tCDD5GRlU98fENkWSY5wXMfzJ07h/j4eB5/fFxQh6s3hCxcuJAJEyYYy8tLy7HZnZzJPE3blLZA7aUR+iTXEwGs+b5yuVzIssTcuS8yYcIEZFnyyiJU3rOXgwzDJRJi8NEl3vjlLs5mXPAbGI6OC8dsdnHheAGiKOBweLI6na9PoVW0p97/YghxfUHTNLJO55GdVYjd7uT0iVy/qiQIYI+10CVeNIix6nYQqZzjvvvuq9M+lZICaNw66PVX/b915Gbmc3WP5tVqjFtd25Qe1wd87wM1E2NNU/nvP77BXlbdxbVR1w7kn8kl+9QFRF0yThIRJZHBf+1Pwxpqm6sSY0VRmD17djXlA4fDgSzJSLLE2bNnDeOjA0dtJIR7GsbmzJnD1KlT0TSN+fPnM2nSJPbt20fHjh3rPeBSEzEGD7mcOXNmtWjujh07GDBgADabzXiOIyMjKSwsDPje0ntLiouLadq0Kfn5+ZeVBzidToYMGcK6detq5CgTJ070uBJ6SYzWFwRBMGqxfw+lFL8/1vU7gfcPk5tbSSKGDx+OIAisXr0aTdOw2+0UFRWRnJzssx5gdM+OGjWqTqRYT5/X1Vr6SkGSJJYsWULjxo2NdMxjjz3md5and70WFhZiNpsJCQlBkiRDO/FioSgK/fv3JzIyktGjRxsE2Rv6wytJEtHR0eTk5PDcc88FvK6KogRF1BVFYfHixWzdutUQVNebLHJycny6amNiYsjLy+PDDz/k/PnzJCYmcu7cOTIzMwM+3HqD4vfff8+BAweYOnUqFouFt956K9jLUyOCUp5IbATjxkHbtp4o76XAZPJsZ9w4SGwUlNqEy+lC0zRmpaWROm0a4554AlmWMVVYLMuSxMqVK9m0aSNdunQhMjKSPz/wOGWKmaTEJFo3MfPBW3OZP38+siwzffoMHn98nGH1Xhv036Zhw3jcbrehGiGYZUIjQrj+2rYUnz8aVL1wbGwsn3zycUBSrLvTqarCW2+9xalTp5g6dWpFJkJEkmRUR7GhKOFt13yxyhJVoZt0QGC1iRrhx9K507VXI5mkSnfECsiySI+BKQy9dyDDxwymz609uCBkcduIprSKLvfRDP4t4LC7+Oa/O9m8Lp1D+89w4liOf1JcAdGlsidXo716AdBo2+KqOpNio7604hoGg/539iY0MgRNn3oIIJkkWl2TzKafN1JWg1lQbRAEkevu6FWhjlG5XJJFRFkkL6vAIMXgce1zO91s/GRrnYJPoigyauSoasvz8/KZPWc2AEkBMqdTp0717FtVcTgcpKen06FDBzIzM69oOr68vJwePXqwYcOGavvt2bOnMcnWgyDFxcWIohiQE+jWzq+99hrHjx+/7MExs9kclIJOWloaH3300WW7tjp/uFL9RzXhj4hxzdsCPM1UH374IVCZui0qKuL+++/niy++MKS2cnJyeOqpp/joo498ttOrVy+2bdtWp1mOPrv8LX8ft9tt1M6KosjJkycZNmwY33//PUlJSUE9sIMGDWL9+vVGWlwQBNxuNzabjY0bN3LzzTcHdSy6Bea8efPIz8837Jx1N8Lrr7+enTt3Bnyh6/uXZZmSkpKA62VkZLB3716/JRWqqvLss8/y0ksvGbNm7wFP34/JZCI9Pd1wMiwqKiI6Opry8nLMZrPf66Yfn9VqpW3btuzbt4/09HR2797NX/7yFxo0aEBBQcElS/kFRYqrnLNw4CDCt994Sivqcj+KoidSPOIW6NgBCL6WeP369XTr1o3wsLCAVreK29N4VWgXjZKL95al0bx5C0aPHn3Jms92pycFWlhUSErzBtU+f/HFuUyePKXWSLDnOCBQWr+oqIiXX37ZMJsRRRHNVVJt7boS4HMZOexeu5/87EIkWaRFx2Z0Htgea1hlg2l9RYjBv3tdYW4JuzYc4tzpPAQgNjGabv3bEH9V5fUsP7DLSJnLDZvW/RjqGetX7eNcZnDPmiaAO8KEYvGUUxw1J3D7oE5EhtWtidety7nZSxAatwn6e4qisGfzPmx2G4Q1o0WnZkQ3jKpWguAPtalSgKdWef+mg/x6IIMQSyiKWyGuYzuObvVP4GWLiUF/vo6EZvHVPqsaLfbGvHnzmDRpEhcuXOC1115jxowZfs/BO2LsdrtZsGABU6ZMMXSXbTab8SzVZ9S4tohxIDidTsxmM127dmX37t3VPpNluSJLJGOz2YiIiCAuLo7MzMzLbuJUFdu2baN3795A5fuoqKiIqKgo4/rqfTL1jbCwMOx2O6qq0qBBA3JycmoMJv4RMf6N4B1Z0jtfoVKCKTo6mjZt2mC3242an5SUFJ555plq29q2bdtFEZr58+dfdpmUQNClnc6ePWs0BkRHR7Nr1y4aN25cjdzp56c/UFFRUbjdbgYMqKxz052KSktLMZvN9OvXr8ZjKCsrQ9O0CmtSz7ppaWkGKQZPbVJcXBw///wzs2fPDugaqKdo8vLyapRma9q0KfPmzfN5+BVFYc6cOXTs2NGIQJrNZmRZNkixTnz16EXr1q1RVZWIiAiioqKMfQaa6CxatIiwsDD+/e9/s3fvXhwOB/fccw+jR49mw4YNZGdn8+ijj+JyuS5aWq6upBg8EZ1fQ6x8npCAUNeZvCjC2LF1JsUzZ85k4MCBhIWFMXv27GoRRx0lLpkih0eV4b03Z5HcSGDGjBf461//Clzc4FnVaS4hSiM21OXX2Wvy5CmcOXOm1vIIT/295+Wv69k6nU527NjBzJkzibDCtEnPIGvliEoZuEqIqRIRrispPnXwDBs+3EJeVgGaquF2Kvy65wQrl/2AduG0ESHWo8OXWjYRyNI5Oi6CwXf1pN8dKdzzxBAcoedp0KiSjDnSdyOKIqZGyew9c77ux1APKMotJvPIWQpyCrGXO8k+G/wEVABEi4wkCYRYZG6+LqXOpFjTNGSTiX379/nNfNUESZLoNqArZVoJ32z5HEuEmTVr1iAIguG6dymIjo+kz596YLKYcTo8Dng1PVUC4Cive6ZTEAQ+/+wzoqKijLKK2oi9LMtMnjyZV199FVEUWbVqFcuXL2fSpEn88MPaOh9DfaBqfaz+7tyzZ49RbwyeKLMsy9x///3GONW8eXPWr19vOJ1eaT+DQYMGAZ7sblZWFiaTiaSkJMLCwozjLi0tNVzz6hM7d+40uEN+fv5vHjX+gxgHgHc9p24/CZU3ekFBAXPmzDGihmVlZWRnZ9OnTx+/N7S+vWBnW4Ig8Pzzz3u6d2spRL9UqKpqEEpVVfnll18wmUzYbDaSk5NxuTxp7ejoaL+azMXFxZjNZo4dO2Ys01NFM2bMMGbysixjt9uJjIzEbDYTGRnpsx2n02nYbQuCQJcuXYzla9eurfU6vP76636F9KHS6tRqtfLxxx8bZhtVUV5ezpYtW5g1axaKotChQwceeeQRpk6dysGDBwPW+Q4cOBCTyYQkScZDLYqi4X5otVqxWq0BH/iYmBjGjRvH2LFjsdvtTJo0CUVRKC8vZ/Dgwdx666288sorhh1oXVFXUmy321m1ajVz587l6quvJvPMmUAiAoFRMeDXZuWsaRqqovDG66+TdTaLGRXNMwsXLGD6jBk4nE6++Pxzn+8U2DyGECfS19O8kcD06TN8SmfqdK4BDDb0bTVsGM+cOXOrfc/pdHL48OGgXmCCAGPGjMHlcrFx7bfYinLo3rkN0yZ5JtKXWhrhdilkHMlm28Yj7NlxnG3f7vJpFOvaOZrOHaJo08LKLz/twWQyXXyXeUXZRE2EuCqaNmuKXGG6AR5C7Ejf7VM2cejQoYs7nouEvbSc7/79Ayvf/IHNX+xg1VvrWLX8B4QgCYkkiTRpFsefhnTinqFdad+zOxHnjtX+xSrQiVHXrtewc+dORLHuEzo9AHH+RB62I25WpP2XNpZO7PxuNy77pUX4Mg9nIWlSrRNA8JRUNGgU3D3hjYkTJ3Lb7bcj1LFZUu/jcTgcDB06lCcrFC62b99mfH4l0aNHD5/xR3+XhYeH43a7+eWXXwBPFlmSJN577z0SExPp3r07GRkZhoGYLMtXvL+osLCQRYsWER0dbciX2mw2li5dahyL2WwmNjYWIOC79mLQuHFj3nnnHWRZNpS/fkv8UUoRAHp0E2DZsmU88sgjPp/rGooxMTE+JEtRFJ8osg7d5agu6d3i4mKGDh3K9u3bg1o/WOTm5vpVN4iIiKBBgwacOHHCaFoDz8Bd9SF1OByUlJQQGxtrlBMUFhYSEhJiRD1Onz5NixYtkGW5xvPWbZN1dYfMzEwiIyN9IvW1QRRFcnJyiIyMDIo41qYVnZCQgN1uN+rGa+ocBs9MOiwsjLKyMh9lCj3iXV5e7jc1lpeXR0xMDIsWLWLw4MFs3ryZ+fPn061bN7788ktkWeb48eOkp6fTq1cvRo0aVWeXp2BJsT6IK4piKHgsXLgQWZa5r3FjmmRkINRlkibL5Nz+CDRtUmuUeOnSpTzyyCNYLBY2b97M2rVref755wkLC2PevHk89OBDFBUX0bCJJ83cIlEkKyuLpCSPfrCqqNhsDkwmGYs1uJpob2m12mqFc3NzK+rIRR+CoKqeazV58hS/36vaJHc84zjdOl7tKcmqJ+nC4kIba77ajdut4nYrCG43am4hXTv5psmP7sgAICougv5/7kV0TB0JTJUa4ouBI313pd1wtTpijfpRkagdmqbx1WurKC0oQ1UrxwFBAE0QEeJjAhjUaJjNJhRFpVmLeHr1a4PkpVms5mYGbRXt75iyjh+mQYdemOs4+bXZbBw8UsYva/ejKZXno6ERFRvBiDFDkarYbAdTSgGw8eOtnD5cWXKT0DmFI35KKURZIqlFQkD95JpKKYKFdykFVGYCd+zYQefOnXn99de56aZhxMbGsmvXzwwbNqxeSiqCKaXQjyUtLY0XXngB8K2b1SXaNE2jV69evP/++7Rp0waXy4WiKFe8dKIqnE6nj0NrWVlZtWCOXr6ia3LXV2S3sLCQ/fv3079/f6655hp27dpV4/p/lFL8RvAmQf6iiyEhIfzzn/80ulD1qFHv3r2Jiopi+fLlPpGkvn37BkzzB0JkZCRt27atU8Q4mOiV/gD++uuvNGvWzLjJ8vLyOHXqlE/kLRAhtFgsPPjgg4ak2K5du4iIiDDKDKxWK61btzbqhKreyJqmUVpayhtvvIHFYuG5557DZrNRXl5OUlJSnd18ioqKOH78OBaLJaiZbHJyMna7PSA5zsnJoaioCJPJhMlkqnX2rqfJqm7P5XJ5jB42bvT7PVEUsVqtPP300/To0YPJkydz9uxZPv74Y4PsX3XVVYwYMYLY2NjLRorBM+i9//77nDp1is5duiDLMsOGDcPtdtM0P79upBjI6TIIcrJrJMWqovDv5ct57LHHcLvdzJw5k5KSEqZPm8YHH3zAurVref6557FEJlDq9Eywmjfy3EtJSUnMnTuXg3tP8d8VW/j6k518umIrq7/cRUlRecDfNlB0uCaEhoayePHiassFQeTZZ5/znIuq+jTIVbVejg6X6NapNQhCvZFiNI0Nq/fjsLtwuxW6tDTTuZWFrp09J3V0R4bxx/iKqvH1N18Hv4+LiBBXhR4hVlWVH345GKC5TmD27LQ6j5N1QV5hCT/tPcE36/ZRZJJQxKrjkoeaC34ye7Is0btfW/rf0J47/tqHawem+JDi+kB8fDyL/vGPOmcJNVVj7/qDPqQYQEDAVlLOiQN1lwzVIUo1kxDJJKGikdQigevu7H3R+7kY6Nq369evJzQ0lOTmzcnK8ki57dq164qaJenGVd4lLFUziH/729+QJImff/6Zrl09EyiTyfSbk2LwRIPz8/ON8s2wsLBq96Esy0yZMoWoqNonVHWBrpUMsH///nrd9sXgD2IcAN5EyOFwVOtml2WZV155xfA/19ffvHkzbrebRx55pNLNR9N44okn2Lt3b52P47XXXqvTIBmIwDkcDiM137NnT6xWKy1btuTEiRNomobNZvOZ/dVGsF0uF9dccw0mkwmLxWJYWNempFFS4rGmFUWRuLg4xowZQ2FhIUuWLCE0NBSr1YogCHUuF4iIiKB3797YbLagjDqOHDlCgwYNLnng1M9369atWCwWIiIifO4Vs9mMxWLhxhtv5IUXXsBmsxnGH+3bt2fcuHE4nU4kSWLt2rVs27aNwsJCjh07ht1uZ8SIEaxbt46ysrI6vyyDIcWKouByuVi/foPRYPr1119jKytj1qxZdO3alSnjxkFRUeCN+JnE5HS/AYAOJzcH/O6iRYsQJYlRo0ajqRqL//EPHn/8cW4YegNpaWk88sgjDBo8mDLFDILA9b2b8/7y2T732PAb7uOXbb/idLhR3AqqqnI+u4iVn/+Mw145QapaOxwsIdbhaYpsgyCIaJrGhbN5ZB3PxlVWgAk7B/duQykvJP98MSf3/Er+qWzCLfUnoxYIjqwTtGqo0rmlmS4tPb/DsUPnq5FhHZIk0iylMaNGjWbmzJksWDDf/4Z1lYl6IsTgkV+TGzZl2LDhfmu2NU3l78/8/aJKCWqC261QXu5k/7EsPlu7l4PHs8gptuGMDcfZphFqqO/9q6kqZgE0VEBDkkQkSSSlcxNatUuiUVIDLNb6t8ARBAFJlJg0aRJr1/5Qp++WFdkQAlw3t1MhY9+piz6u5I7NMJn9N0KJkkj3m7qQyXF2ntkScL3LBT2zOXHiRNatW8cdt9/OkCFDePXVV5k2bRoFBQWXvRSxKux2O3379vXpBdGbxN99913sdjt2u92QcLvStcQ1QS/7KC4uRlGUgAGqtWvX1utxOxwObrrpJoDfXHQA/nC+CwjvWuC4uLhqRM3tdvPrr78a0iuaphmOZ4CRLgTPzdahQwfy8/N9nM2CQVhYGDfddBPffvvtRact9IatmJgY1q9fz4EDB3xsKgHjuPUO2doipCaTiZkzZ1Zr8Kh6nXSpGqfTSVFREQkJCaxatYqioiKjVKJqrfHFQJfOa9y4MSdPnqx1m3rduK4ZebGwWCx07NiRzZs3o2kaoaGhnD9fvYmouLiYHj16UFJSQkJCAoIgsG/fPtq3bw9gRNY1TcPtdtO8eXOsVutFDxDBRoolSWL27Nncc889dOzYgaVLlzJ06A1s376N6dOne0pg0g/5TyvLMorVinTTTbBmjaF5nNP9BjpkeexE3YKAePAg4rXXAp4IscvtZt68eYbxgdlswq0oTE1NRXErzJ4zmymTp1Bkr7wHWySKuFwKqanTjBeOy+nm0N7qzW8eIx4nhw+epW2nysjkpVgxi6LILbfcyrb12wkXRVRFRUDgwgkVyWHjYGY6p3/K8pyzS0E2SezacIhBd3Yn9lJ2XPU4vFQkAFxOhYwj53E5vY0nBIgIg2JfuS5B8FhYt+11NQCpqakUFRbiU8JQi8pEsKjNsW7RokWMHz/BZ5kgiISFh/Puu+8yevToi963jvJyBz/tOM7ZrEI0TUXVQDIJqKaKcxUFQMCVHIclPavyeEWBkCiN6wZ2ITenBEkWSG6ZQGj45Y3q5eflsWfbjwz4S2t27vyZG264MejvarV0AGiqVhEOr/uko/HVjYhpFE1eVoGPbJ0giUTER1Na6uK66/pR5iip87YvFd7p/O3bt9O7d2/+4RVxX7JkSTWN5IvBB9/kBq1MYbFYOHHihA8h1zOPISEhxjuyrKyM++67j88+++x341dQXl7O4sWLjX4ZwDDe0PmNLMt0796djh07cujQIex2+yVHvCMjI9m0aZPRh+RtsPZb4I8a4wBwu90+kcdAVpOyLLN8+XK2bt3Km2++CXhmjOvWrcNkMjF06FAA9u7dy4ULF7j++uvr/IMfPHjQIFDBQK+9dDqdxMfHs3LlSvr27RtQmFtRFMPR78SJE7Rt2xa3233R9pq6GxzAlClTePHFF/noo4+455576rytukKPznsrV/iDbp5SUlJCTB1rLfV66S+++ILCwkJGjRqFJEk4HA5UVaV169YcOXLEb6NimzZtEEWRAwcOAB4tzqVLl5KVlWUMOvHx8cyfP58HH3zwogad2kixfvxpaWl06NiRxEaJrF69yvh88uTJvpGC11+HnBzfjZhM0K4d3woCN9x8MyYgZ89pyM2lQ+Y2n1XdsbHITzyB4lZQVIUXX3yRGTNmoKoqaWlpTJ06FUVReG3pUh5/fBwWq8UgxS0Sfe8/TdOYNWsmkydPIfd8KT9+fxCXq3rqvXXHxiiqiy7dW5EYc+kRSNVRhMPu5PCOYwgInNp52PhMMkloouQ3cm62mrjjbwMvOuVelQiDr6xaUUEZ332+C7cfa2DsdmS7HaXCvSypVSN6Duvq406mKAp7vv2Ybtd0qzyfy0iIdbhcnsCDyVQ/kdcLG3x1WFVV5fCRc7jdCpkNKiXgNECVBVSz132lqJjO5COWeDI9kiRy85ghRMXVPV0cTI1xuc3GgoULAZg2bRqapjF79mzPv8uKcCU0x2Qy8d577zFqVHWN32rbKy/HERLPJ4u+9msRLZskkrs1psegrj4lPMHWGINHGvHglsMc2XmcyKtbcnTbr4hWC0gygiggigLRiSYsbjPnTuQgiAJN2zamy8D2xv12OWqMjeOryHwtWLCASZMmYTab0TSNt956i4cffviS9qkjWGKsB1vWrFnDkCFDqr1DIyIiyM7OxmKxsH79eoMj/J7QrFkzDh8+TEhICJqm4XQ6adq0Kbt37yYpKclHTtY7CHixcLlc7N69mz59+iAIAoWFhdVcZL1xuWuM/4gYB4GkpCTWrl1b7QZWFIW5c+fywAMP8MADDxjLy8rKuPnmmzGZTEbkOSUlhc2bN9f5B1UUhfbt22O1WrHZbLUSVafTSXJyMrt27aJVq1YUFhYa+wz0XafTSVRUFC6Xy4iOjx8/vs6kWFVVnE4n77//PpMnT8ZkMnH27FnS0tKQJMkoobics+Py8nLatGlTa5OjTvzatm1LTk5Ondx88vLyiIuL49Zbb0VRFGOQEATBqJUKCwvD4XBUS0Xt37/fILp6U+KsWbOM9QoLC5EkySDV9UmKdUehEydOsmLFe3Ts2JEQawg//PA9ADfeeGO1rmpKSiDPy9ZX1ya+9VZo357hFcffqc/NXHvttXRwZsB5M7hchsyamJ+PUljEii+/4P7772fq1KmkzZrFdf36kZqaiiRJzJkzh+nTpiGIIgU2z26qkmLwDIjTp8/gxRfn8shDT+BwOKpZ6Lbu6CFkecdOcU6w0Whwp4saSL0b56LDJbZvSOf0ruNUbRBTXAoICqLJVC0ip6kamcfP06xN7fbutZFgf4iKCSO6QRj5uSVUzWxK4aHcNPI6wsLMiHJlraOnSUhFzDqOJAjExcVeEhmG4AlxJQRWrlzJn/50K1Wvp91up6SkmPj4hn6/WZUEA5iSfR3jDh3OYn9hAW3Dy7gq/7Sx/GyDpohuDdXkFT0VQDN57Cokk0TH/u2Iirv0LJY3dPIwc+ZMY5xJTU0lLS2N6dOnM3nyZN5++23uv/s2I6jQvXv3oMclk9VMx37tOLD5sI8aiSCCJcxCcocml0QmJFmi04D2tO3dmg3rTiB6NZdrqoaiauSesaOV5UFFM+OJ/afIPJrFiDFDa7WKvlTo42/37t0xmUzG+P/www+zaNEinn766SsWgdSf2REjRvgtLVy/fj1hYWFomkb//v2NRnDdI+H3gEaNGvkoaYWGhrJmzRqjf0dVVVwuF0uXLmXcuODcRGuCKIp89913RnlGbm5ujcT4cuP3Eb//HcI7spyVleV3VidJEk8//XS15boihdPpNLZjMpm45557LooYK4pCbGxstYdMr2V1u91s2bIFi8XC0aNHKS0t9ZCekJBq9VV6fVNRURF2u93QMNUbXiwWC19++SUvvPBC0DVEesR59erVhISE0LNnT86fP8/Zs54Xvf5CvhISNJIk8eSTTwZdnpFTEQkN5lwVReHYsWMGaRVF0UiRQSXZDgkJYcaMGWzatMnvNs6dO2cYjXh/DyAqKoqwsLDLcp0URWHRokU4HHZSU1M5ceIE0dHR9RoWCwAAIABJREFUhIeHM23aNENCyAeHDlcSCJMJ4uPhscegIoMhCAJjn5tDjx49adfCgqPV1TD2Mc96FddFlGW+/+cSRo8aheJW+OWXX5iamsq1fa4FzaNNPWPGDIqdMkV2kVZXyX5JsQ5BEBg/fgKx8eHILjfa+Xy07Fxat4yldbtGnD9+kvO/ZqCVlXNk53EObjkccFtVEahxDiDn1AVqUk3Q/NxD/5+9846TokrX/7eqOkwehgnkITOEQQkSJalEV0QEVMCs6zWs7ioYSDNLxl1BARWvq+teAypBRcWEIiI555wGhglMzh0q/P6oqaJ7unsS8f6uz+czH5ieCqeqq855znue93llt0JRfqnf7Q0vYX9V52riLTxgcCLhkSEIgoYoClgsIpIk4FDSqFM3DKvddvF7TT2GmHYCMe0kH61chRYcTpM2idU6jz9U1BBXt2Kd1Wplz549+LufQUFBetKYh4d71roN5g/oRNjzpyJSzuagKCoHC4LNH8AkyUKFryoyNIimHRoz6IF+JN7czmyX2+1m4cI3yMq6NI/l9LQ0Zs+ejc1mo2vXrrzy8stIksTEiRNRy0nzA6NHeO3Tpk0bZs2aWe1zdOzbjpuGdiIkPAitXBsd364Rtz9+G3H1Yvnqq68AXc5UW6SevFB532S5GJHWVA23082eXw/W+nw1gSiKDBs2jNXffec1zr7wwgvMmeNrt3ilYYz/FZNJExISeOGFF8yCV7179zZXG68XrFu3zjQdsNvt9OnTh9tuu42mTZsC+liuVxRNuiwVemVZ5syZM9jtdqKioqrs+6600uEPYhwAnjKKuLi4gCUT/SWJeVqBGS9oenq6lx9gdWGz2cxCGxVfsKNHjxIfH8+ZM2e4+eabcTqdJCYmehEtzxmooTP+5z//SUREBMHBwWZUu3nz5qbP72233RawQpsBl8uFLMu6Ob3FQlZWFgMHDsThcJCYWPuB9lJht9sRBMFMdDR9Uyt5eQVB4Ndff63y2AMGDKBly5ZVvrRWq5W///3vZGRkUFrqTYqCg4OpV68epaWlTJs2LWB7agN/0WJjqWvFypX89tt6Ro4cyRdffMGsWbMoLi6mTZvW/O1vfzP9uH2wd48e/bVaoXt3eOIJqHNRM2sU7Wjf0s7cuXP05y2qjr5dt256dNntZkhcHOnpGcydPZe61lhO7DrNujXrEAR9OTm3RH9fKiPEnpAkiXdn/RutsISEHi1J6NUaVJXMbbvRiopBUaHMgexWOLjpaJWDTiAXCU/Ygitf9vd3/yxWifDIEB8SXLG4Rq2LbABBIXaGj+nGwD91otSdzo3dmnIyfQNn0456JdGRegzFHsqri5dwMj2LRx55RC+zXQuHjNoSYgOKopCUNA1Z9u8gExMbQ97GLSYZrooIV4S/BD6DIDf2iCCLAkTVCWXkI7fSd1QvYhp7L5dbrVb++te/sW/fPhSl+m4ZxntXWlLCvHnz+OA//2Ho0KFMnDCB22+/HXv5SlBoaCizZs/W3X8EEbl+K9JTskg7fQFVUXnppZf4+ec1lBaWsmftfn7+6Dc2f7OD3PRc35MKAq27tGDU83dAfBkp4jFuHtmDN99eTGFREReysigrK7ukSXdZiSNQvR0EBJ8EQE3VOHs4tdbnqykEQWBPeYU5w59flmX69u131YmnIcesGAUODw/n9ddfR9M0bDYbGzduJCQk5LrRGYM+TsXGxpqcw3DfqoicnBy/ksGaQhAE0+4uPz+fjRs3XvIxL6k9f2iMA8OIsgwcOJAff/zxktq1atUqhg4dis1mqxXxcbvdhISE8OGHH7Jo0SLefvtt2rdvj91u96vxMR5oTdOYOHEiCxcuRFEUcnNziYuLQ9M0nE4nGzduZMCAAebSU2Uvp+HF+8477/D0008zYcIEXnvttRpfy9WAIXeAi36Mga7NkEIUFRVVunyjKApjxoxhxYoVuFyuKmUOOTk5DB48mB07dvj9zjVNo7Cw8LJY3wSSUBw7dpzPPvuU8ePvp2XLFkyfPp3OXbrgdrsZdffdAIGXa0tL4bXXICgI7rkHmjXz+rO/SnbLly1jjKeW/PQZWPY5OJ383KwrF845EEQBl8uN1WKhSbtGdBym68qqS4oBMlMusHbpBlre1EL/fe+hgNuKksjQR28huoFvWeeKconKcHr/WbZ8uwPZ5SfiJgpey8ud2un3RJIk2nVthiAKl5TkWV1kZV0g1pmP7JbZum07vXr1wBoZbf7dKPtaE+mQJ2oumagcs2bNYurUKRgRWiMirGkq3+05zJ0jRiAKoldgWVM1zqflcz4tF0kSadYslpho7/f21KkLbN520q/2ukNkGdhEzjdsTmiwndtvbkdIcGAXHFVVOHH8BG0Sqi7V7Kkx9kxMfuXll00y7A/paWlIpU5+3nxR+qaqGu1vas6xk/txnyuXLCgqgqA/Vx37tSOxTzu94mZUI6/jKYrCvHnzePnll1EVBZvdjqaqfPjhh5xJSSE5OblGGmMDqacucPREEUe2nfb5m6ZpaE6nPpH2gGSVGDd51BXVGFdsx6xZs3TJ1kw94p6UlMTcuXOZPNm/33h1UdPS0GlpacyfP5/58+d7tS8jI4PmzZuTn5+P1Wpl2rRpJCcn16p405WCQewr40yapjF58mRmzJhRqwm2AVVViY6OxuFwmAYAFZ3AKuISdcaVaoz/IMaVwGKxIAgCsiyTlZXltyhGDdp1SeF/RVEYPHgwCxYsMK3RKts2KyuLqKgobr75Zo4ePcqRI0eIiooiNDSU0NBQcsp1ozV5Ed944w2ef/55CgoKiIiIMAl5bQfZK40TJ07QpEkToqKifCK3FWGxWDhy5AitWrWqdLtx48axdOnSauvBSkpKaNCgAXl5eT6Tl5KSEpYtW8YjjzxS9cVUAk9SbHQqiqLwySefmBr1devW0apVKw4dOsSkSZOqp2XLy4P162HQIKgQFQhU3vnggYN0SKyQKFpaStHnX7IuTSJf9r4HLXrfQEyTaHr3ql+DK4ZTh86RfT4X0ColxQZESaTzrYm076WTm5oQYgOaqvLrZxtJP6VH80wIIAYH0ykx3HzPRVHk1IE0bhnZldiGvoT8ssLDScLldPPJB78RZo9EVXX9e4duLenUJ8F8T1NSUoiPj6/2O3u5ybAntm7ZQguHdyTW2qwNmqrr4UvLSgkKCjKfV5dL4cc1+yksKjNJr0USiY+Ppk/vNqbqR1U0Vv+wl4LCUhQPb19JEmnRMo4WtgKC7FaaDbu1PAJqrPBdWj+mZqcyb/nXhISEUFpaypQpU3TtchXv24K5i7mtey/2VnBVkywSalGxlxuEAYtFYthjt2KPsPsQYwPzX3uNv/3tb3zx5ZeMGTOGjz/+GIfDwaOPPkphqVZjYqypKut+TeHQ5pO+f9M0tJIS7xLuAjRq3YBbx/a9asQYYPHixTzzzDNez/iSJUt48skn9WbVklTVlBirqkpUVBQFfiwrjb5CURRkWebmm29m+/btV9V7uTIYhUi2bdsWcBvDp3/Tpk0MGVJ9F5WKUFWVbt26sWvXLiwWC8HBwVWWnr6SxPj6YzPXESwWixl5veuuuy7pWJc6EzR8bisjxQbZ/fXXX2nXrh02m43t27eTmppKvXr1CAkJQVEUCgoKsNvtVbZJVVXy8/PN3z/44ANcLpep3/U0Lr8e0apVK+x2OxkZGXTs2DHgxMTQgT344INmRxUI7733nl+9dyCEhoZSWFhIp06dfGbAoaGhPPLIIyQlJaEoymXRTRlJKLNnz2bAgFuoX78BP/30E08++SSyLDNt2rTqJ3hERcGIET6k2EBFUqwqCitWrgAqTEBDQvi1LNqHFDfrmahXSPxtszfRrAIOlxtVVcnce7BapFhvm8redQcpzEzzqx+uDgRRpN+YXkghQSCJdO4URecu0XS5KZZOieEc35NK+ulcrBYrdWMjufuJW64MKa4gjwDdSUK2hPLdigOEWMJRFBVNExAEiQPbT7J97UHz2Vi5cmW1lpUvVS5RFbLWbaCFQ2bv3j0+MglV09s3f/58r/5l67aT5BeUekWCZUXl7Nkcjp/IMD8TJQGblEluzikkSZdW1I0KZUDftvTs2pz6nboQGmwHBNOhpXakWEMrb+uiRYtMy6kH7r+f5ORkLBZLlaQYIKFxZ7/fiVzmDPhuKIrKsV2+XtUG3C4XEyZOZNfu3Rw6dAhN07jnnnt4/LHH2L9vXzWvzxuCKNK8XUNEK2iCiqopWGwSiiajllYgxeWQLBJFecV+jnbl8OyzzzJnzhw0TSM19TzTp0/nqaee4pdf1l5Vj1xRFPnyyy/NUtCeyMrKIiwszKyIV1hYaAbirgcIgsDatWt56KGHzM+cTidvvPEGkiSZtpmhoaHccccdl3Quo5aCIQP19IC+FvgjYlwJjMib1Wrl3nvv5aOPPqpxewx/3VdeeYWFCxfWeP/qIjo6mtzcXFMiYcgcRFGscRU5TdNYvnw59957L02bNuXMmTNXptFXCQUFBaxcuZLRo0f7TcqTZdms8Ld161ZGjx7N2bNnK7Wh2b17NzfccEONbGoC2e653W4aNmxIVlZWjaPvntFiWZaZM2cO9957L/Hx8SxYsIBRo0aRmnqeW24ZYEa5L9VaJ7PYZpJiTdP9Udf99huhoaF0797d7z5LZ6/0spJq1lPXoRcdPYxklRj53O0Eh1UtNTAq1rkvpLHxi624XdUbRDr20kldWJ1QuvRuUa19/EHOOMPxvedMEnN8j7d+0mqzcM8zg5g5cwZTp05F0y7DxDHVt/yuPxeJwztPs2/Tcb/yAUkSuePhmwmL0OUeGzZsoE8f39K9VzI6DN6OEtZmbVBkBYfTQUhwSMACFQZcLpllK7ahqP778IjwIEYM78zbb71NSUkJjz3+GHXr6hMTf9+B+8wxYgfo96C4qIgjR4/QsWNHRFGq9rKw0+nkiy++oEWL5nRr2ZgLFzJpMmCo+XxU97tf+saPtOsQxf5zFewJXW5dnhAATRIa0uPOLgEjxgBbNm+mR8+e7Nu3j5LiYn7+WS8e8pfnJ2MJrrkbSUY+WESBBfMWYRWDuHXQAFq3b07KofMc2nSU0oISs4Ig6GRasorcMGoo9WMuzZ6vuhFj0L3jIyIiSE09T+PG+v2ZPn36Jfka1zRibFRDtdvtlJaWesmpDNei4uJiwsPD0TSN1atXM2zYsMtWavlSUVxcTN26dcnOziYoKAir1coTTzxBixYtmDRpkrnd+fPnyc7OrnI1uzIEBwebNqpG/lJl+CNifI1gRA5FUeTo0aO1Pk5hYSELFiy4XM3ygcvlIjc3l82bN3P27FlcLhcLFy4kKCioRqS4uLiYr776ivDwcG677TY0TSMl5eLanqqq1fLVvF7gdrvJz89n4sSJ7Nu3L6BThSH8B+jTpw9nz57l9ttvDxg5djgc9OjRo0oNlCdKSkro3bu33+Uhq9VKSkoKU6ZMMctxVgcVdcXz588nKSmJzz77jMWLFzNlyhSWLVvGwIG3IUkSdrv9spBiTwiCwIyZM+ncuTPdunULuJ/dI3HNkxQDoIHVXjUR8Szj3Lh1fULrhCBKvsU9KsIgxSnbj3B6a/UizBVhJMxJksjxvakc35PqQ4oByhyllBQX89KLL1FUWFRzUlwxGuxRec7zxx/Oncj072dcjsyzesKWpmns3LkTR1mZ7ihTHhm+0tHhio4SoH9foSGhZGcHthn8uDwg4XLJlZLngsJS5syeQ0JCAhMmTCAmJgaByvMmjDaFhYezbt06fvvtN6zWwBFezwQ8RVGw2+2MGHGn+ew3GaBX76quLaXb4SbrbDYWi/9tBSnwMSSLREyjqlckbrjhBvLz89m0aRNr164lKTmZF198kaysrCr3DQSLxUJQhIW4ppGs/2UT3/z7d/ZvPY1TkxBDQxE8+hlNVZGdMueO+NoR1hSJbUJ8+qBACAsLY968eTRu3AhVVVm0aBHTpk3jxImTtXZSqG7hJE9YrVa6devmk2MgCAIff/wx7777rlkBb/jw4dcNKQbdIebUqVNERERgtVpxOBwsX77cixSDXsq8U6dOtT6Pcf2etq7XEn8Q4wCQZdlMrnI6nYwcObJWx8nLyzNdGq7UEolB7Hr27El8fLzpZFEZDD9Ch8PB6dOnTe/fu+66i7y8POrUqYMsy5w6pS/VGb6Fy5cvvyz2LFcDVquV+++/n3/961+8/vrrAbczosU7d+7E5XJRXFzMypUrAxLjoKAg8vPz+fLLL6vdltDQUAoKCky/6Iqw2WzMnDmTbt261agIjbEE9eqrr/Lyyy+jKArJycncccdwysrKSEpK8qrieCkwBqQOrctN350uZs+azbRp06hTp47+HJbfMx+Lou6t9UIDFUmxIKAoCp/N+5I1H64jO803275iKWd9N5EhD99KfNtGSBYRi1Uyl7QNdOzVmI69GpOy/YhZkCMssvoZ1P6s1MLCw4ipH4ngx2ZMFAVKlBycLif2oCC++PILs5BFQASQRVRFgv3BYg38ziuywtZvd7Jn7X5cTidPDurHoW9XIB/Vl9QNMnw5CbGnxVogRwlR0hPrlixZgqZpfuUEXbt2xeV0YbNKAR0RAEJDbEyaNIlBgwdhKSe3BpFWVZXS0lKmT5+Oy1leXKRCW5577jkGDhxU6TkkST/u8uXLeO+998rt3BbVWIahqipbv9vF8gXfsPbTDbRu7X/SrokCSP5XOkVRoHWX5lWeKyQkhLfefJMHH3yQqeVOOBarlbPnztbaqUGWZf7yl7+Ql+qgblAjZLeC2yXrFfYEESE4WDcj94CzzElJQeW5HpcToijy4osvmgGMgoICRFHk11/XMm/evKsyjlmtVgRBYNOmTYwePdqr77fZbDzwwANMnDiR4OBgVFXlxx9/5B//+McVb1d1YbFYaNy4sen2FBwc7CWvNCCKIp07dzblnDWFKIq4XC6vYOS1xB9SigDwrHwnSRJt27Y1q5X9/4ATJ07QvXt3nn/++YC2YaAT6Keffpo333wTm81GSkoKzSq4E1yP0AtZnKZx48ZVRs0N+YJRJjo4OJicnBwzyhoIoihSVlaGIAg1iswvWrSIZ555xmvyYriCKIrCgQMHqlySWvpNFoqi8NFHHzFu3DgWL17MjTd2YtCggZe8XOgPnsl2slvhm0/XUJaroqkCwWF2Eru3ovUNjRFEkTlz5tCsaVNG3n03wUFBIAi6xnfneUoLSyk4FNjXVLJaGPRgf2Ib604KnlFif5BlGVR4de4/SAhPpKxYH+w8o8QGLDaJPiN70KRt4GVn8C604c9JoiivhB8+3YzT4TQJkcUiERYZwpCxPU1S5nI6sVZ0oammLKI2OHssg80/7fcq8GBC02gTnIMoiTRsWZ+6DaJQIuuVR0cvX7JPxeIb1bFWA0yyarP7f4+2bN5M15tuYueus5w4lemVUAd6Al7vXq1o3iw24DlysnN48603mTZ1mp4wKYpecopA8JQ3zZgxnTuH30mHxEREUUCSLGiaysGDB2lfP6rKqnfm9Xy7g9P7z5rfVYeuDTmQZtX948qfF4tFwmq3cOvIrmz4YitFubpO1+V2ERwczK3j+hDTKNqvK4U/OJ1Or/4sv1jhy29/ZtSoUdVqs4GMfAiyWZHdCivf+cXv86ahgVtG81hVi2zfgcQbGxAZe2nFU2oipwCYMWMGSUlJFBcXExYWhqIoCIJglpCu6ZJ8TeUUBjzLKoM+tj733HMsW7aMsLAwTp48iSiKZhXVmkogrySqW92utiYDLpcLu91OTEwMBQUFpgSlqnNdAv6QUtQGhj8vXKw+VxusW7fuMrbq0uB2u+natStBQUGcO3eO3NzcKu1rRFHkvffeMz0h4+Pjr5us2coQFxdHixYtqtW5GIOeMZv/6KOPuO2226rUGTocDvbu3Vtjm5r+/fv7LB0b91SSJKZNm1atKO+8efN44IEHzMFu3769pk3RlUBimxBURWXFv37EkSegqXqby4qd7P79CFt+OcCGDRuYPHky48aPZ/W33yKXRwCK3Baad4znpq7RtOzUjJCIYL98THHLbP9eT1SpjBQbS9opKSn8c/4/sYo23C7Fb5QYdK7RunMLmiQ0DHh9/gpt+EN4VCjDH+pLxx6tiawbRmR0KF36JTB0XC+TFAPY7HZmzJhx2SLCVaFJq3pE14tE0y4SlYSIQhIiCmkTqpv1792Xz2+/pCDGNMZisTB9+gyfSHttEKj4RnVhs9nYtCmwd+natb8iiiLdbmpOXGwEUrnEQCwvR9w2oQHNmwYmxaqi6qsaCOzZsxu3y79/sj+IooiiKMycOZNJkybTIbFDuWWahd27diEIAt9//0O1o6/OUien9p31IZRqaSmq04GsOHEoxdx4c2uGP9yXOrGR3PFfgxnyyC30+FMX3FElHCnbS3TDqt12PLF48WKfzy4l2JOfUxRwLBAQoAKREgSB8LpXtgJeRWiaxpQpUzh/Pg2r1cq6deuYNWsWqqry008/XdWxTNM0/vznP5u/WywWkpOTKSoqIi8vzySCubm51xUpBn1slCSJ4uLASZRut5vOnas3MawIwwGsqKgIVVWvuW3dHxHjAFAUhZCQEJOgWCwWv0vglaFRo0Zm9bdrifvuu4/PP/+c06dP1zjaW1ZWxty5c0lOTjb1P4ZI/nokyE6nk6CgIGRZprS0lPDw8Bofo6ysjJCQEDIzM4mL81+WFvRn6cYbb2RfLTK8n376ad5++21ycnKIjo72+bvdbjc9HY1O0ogq3/v4e6SlpZGVlcXw4cNN8/W77x5Fy5YtLrtfbmaxDU2DjgkhzJ+ziMbhbf1GiSRJ5M5H+xMSftGv9ezZs0TGNoUKPsVL56zUSyn7gSCJjHzhDiSLFDBSDLBq1Vd07tyFw4cP06phG4ozM3Vd/HbfSneCTeP+Sff4OYoOT0JcU6iqyueff8bYsePQNBVBEFn3yb8Y0L8/GhqKrGCJqHtVtIOOA7vIycgnPUWfeO0/UoLmcuoFT8ohCDBu8t2IksSWLZvp1q17rdpWMZHuUlFaWhqwWICmaezds5eOHTvy+eefo6gWOnfpjSSJNGkcTViYPpAaA7hRVawiKibFBYoYa5qKpunHW7lyJePGjUO3dPM+pqqqfP/9dwzr0YmUlBTaDLvoXlSUV8K5E3q5+QbxMUQ3qIOmaZw5eI6tq3fhdl4cTzp0bci+E/rvLhykaqcqXfWZNWsmL730EoqiVitaDJCZkUFMTAwZmZk0atSI/GIFwRaBw+GolvzOgBExLsgp5vulmwK+x5qqoJXoxN1itdBiUB9atbp0l5aaRoxBz/MJDQ3l/fff5/HHH0cURVRVNatu1hS1jRoHBQWZ0g5jJaKkpISwsDDd7q5cTmS3268bdwoDX3/9NXfeeafP5xkZGcTGxprBxH/84x+88MILNSpvraoqVquVwYMH8/PPP/+RfHe1Ud2baXSuBmrzkHomrl0tlJaW4nQ6Wbhwodn+zz77DE3TaiWBCAoKYsaMGeZDbrFY2Lhx43VJigGzBr0kSbUixaBHr1RV9fKe9Kc3FgSBLVu2EBsbW+NJ07x58wgNDTWz5ivi3LlzWK1WL62VIAiEh4cTF1ePrKwsXnnlFeLj4wkJCSEpKYnExA6XnRSnF1opKSrj+Kbf+eyt72keneh/qR5dz5l2xjuh59yFIjSgaZx3J1dZn9emZ2vAN1KsKDKqqpCZmcn06dPp2bMX8fHxdO7cmUbxeoEHf6RYlAQSOrVmxYoVPieuWIWuNjCcYLTUowjnT+ikeNhwpPAohJBI3vrgoyuqmfNMnhNEgbgbEjl0II99u7PRysq8SDHoSVtOp5MlS96mTes2NSLFgUozVwlZgS++0P8FFFlFruAoEhIcwpIlS/zvr8Gqr1exadMmxo0fx/jxo+nQrhHt2jY0STHAnDlz+M9//mPYEvugOklxiqJQUlzC7Nmz9EnEuHHlf/Ht8wQBOnTogKZpRHTuiVzeD2xfe5DVH29k76bj7Nt8gp9XbOeb//zOynfWsmXNQdzOwOOJikKbNm0oKQkcnZs4YaLeJ9cgsBUTE8PsOXN4/733PNovsGDBglpNjCLqhhIcGiiypyGoCioqqqDRsX87Yhv5BgCuFiIiInj11Vd54oknzO9fFEUmTJhwVdthkGLD6xz0McvwnzeKbBl843rK5xk0aJAPh0hPT2fhwoUMHjzYDCK+/PLLNSLFoL9zPXv2pF69etfFhOD/HDGuLlRV5amnnqrRPk6n02uWU9OH41KhqioLFiwgKCiIv/71r5fFr9EfAe7ateslVwK8EigoKKjU1aG698OYFLVp04b9+/cDgSdUNpuNPXv21LitERERlJSUMHv2bFRV9ekA69atiyzLPP3006iqysmTJ5EkiSUfn6Bbt5vo338AWVnZLFmyhIkTJ9b4/NWBoigU5pVw4retOPI1FCeUlVTRUXvcYlVR6NC+Ax//a6YPGWnYsp5fKUVC7zYEhdhpFOM7UEuShWPHjvPee++RnJzMO++8w9y5c4iJtGOxWVCLCpD8ZPfLikK7nq1p07q1qd+sKJuoNVKPIaWf5KGBvSkrLUMKj+K2O/SooTFBe+655zh1KoPvftzH0mVb+eLrnRw5mo5ay/fTkwg7D+32SpzTk+cEWnVuZsoNPKFpKi1ubMqC11/nqaeeJqpu3fL3InBbApHhGkWJT52C/fsp3XuQXz7+nc/mfsHnr37F12/9wPlj6Xrb0Mz31+ddFWDSpEn06tUL0EmNP4eKJ/78Z86dO8ebb71Z/bZ5QFFkfvjhezIyM5g2LQmbraolXYH4+KYoikL9+vX573ff5eTBVE4dTEORVVRVQ9NAlvV3yelwo1YIPHtGi1VUBt19C6NHj0Z2y+Xk2Pe7sdntLF78pilVqg4kSdJzSpKScHn0N/fcM4YTJ05U+zjmlQsCvQajoTjZAAAgAElEQVR31BNfuTj5kqwiUXGRDH2gH6GtbZzjGIk3tzPfvWuFcePG+3x28uQplq9YcdXaUFZWRsOGDX0CLaIoms+8kQC+ZcuWq84hKkNwcDBOpxO3220myjVs2JD+/fvTr18/czsjIbwmEEWRoUOHmh7J1zrw9gcxrgSe0bzqPKB2u/2Sja6rC5fLZS4Lrly5kvDwcIqLi5k0aRLZ2dnmsszlwttvv23+X1EUhg4dWmkhjKuJgoICnE4nOTk5lWqTSkpKsNlsNGwYWGfqCU3TyMnJMav8+dMQWiwWGjVqRJs2NV9KVhSF5s2bc/jwYR/iaDxv7777Lna7nXr16jFkyBBKS0vZsGEDeXm5NGhQv9LEyUtFZpGds8fSgeolVGiaRsPmF3WeRW4rgigybVoSR48eNe9fflYh9ZrGIll8ya8giiT4ydDXNI2ZM2ewbNkyNE0j80ImQ4YM4eUXniE8SKNuhJWbR/agUesGSBYRQQJBBHuIjXYDWhASGcINN97I9OnTq6UjrhIVNMOW8LoseOc98z55LuUfOnKe3zefICu7CLdbpqjIwY7dZ/h13eFqB/wCWaoFcpHodGtHwqPD8DRLsFglourVodMtidx11whkWUZV1fJ2+g5El0yGyyHLCq4dum48+7tfST+VgapqqKpGQXYR61ds5uyhVAQEXnj+Bc6cPu0zMBoJrharpdKIUmxcHBbRTtcOA/n8g9/57N/r+e3HAxTkVWaDqBfp+OSTjzlz5gzDhg2jVavW1bo2I8JnJM6OHzeOg9tOIfupVOexE4Kf8tAqKo1bNiCr7AJz5swhsk4dtmzZEsCRQuS5557zivQW5hZz6mAq545n+F/VKV9xEgSBt95+2zxu8+YtyqtkBr6vxhJ/xQl8XOO6DLv/ZkqUPFRBxqWWcePNbRh8b0+iG0QxauxIFE2p8YralUB8fBMvxwdVVYmNjeWOP/3pqrUhODiYM2fO+Dzfoihy9913s2PHDkC3mnvnnXeuOUGsiPT0dFRVNaU3mqYxdOhQkpOTTRlUWVkZderUqVG023CGOnXqlCljvZa4fqYj1xmMjs5AoMQKt9ttlmDu1q0bGRkZfre73CgtLSUmJob8/HxGjRrllVnsT7N6qfjzn/9MQUEBoaGhpub1evFbtFgshIWFVdn5bty4EZfL5WW67nA4zMiePwwYMIC4uLgql2C3b9/Oc889x6JFi6rdbkmSGD9+PGlpaQGfL0VRKCsrQ5IkGiY8TFlZGevXr2fq1KlX9P7v2LEDIag5lqILVGdIs1glmrVraOqLCxz6vTJ0xQkJCZQUlbJx5VZy0vPK76WAKImoqoYgQOKtHWjXpg71msYCGrKsYLFYOHDgAIcOHeL222/np59+QlEU6sXVIzYyyKtyncVqof89vSkpKCE3PR9ZlWnWtglutxtRFPn2m2+Y/tzj5Obm0rBhg9rdGA9XiYqJc8nJyaSeO0ejxjpZ/eWXX2jbtj37DqT52HkpisrZ1GzS0nJp0KCOz7PlWWgDal5sw2qz8qc/D+Ts4fP8+u16bDY7vQZ1Jb59Y0RJom3bdixevJhnn/2L136XUzesqho7d53h+LE07jlxHICGWhFIInhWrnMrbP9hN/VaxlJQUMD/fPhhQN2npml8vWoV+w8c8LtNSZGD1vF9OH0y05x0pKZkk34+j8F3dqZuTJjPPjt37ERRFcaNG1fuoVqz90rNTsXW9kbmz5/PxIkTKcovpqqYk2CxIISEoLncCKJAdMMojqQdJOXEEZLGJ5u+yLfdNpCZM2cwbVoSAIX5paScysTtVqnXIBKFUiLD6vP7t7vJTM1DEC46A/Qc3JGmCf6f8+eff57TqdlEWsLMPJiFCxfywgv+pQU7dmznu+++JykpCTyKkmmaRkRUKH+eMI7XXvsnbrebVh2Ho2oKYGi9Ra+I6LWCKIq89NJLrF69mujoaNasWcOUKVOuujWYJEkEBQX5jFfLly+ntLTUTOb+z3/+g91ux+l0UlZWdtllcrWB0+mkffv2HD16NGCwMDg4mOLiYqKjo81qftVBTk6OKV+8WgHGQPiDGAeAoihs377d/D0QcbFardhsNnJycjh37tzVah5hYWFe/15pWCwWunbtSlxcHJs3bzYf9sLCQoKDg2vszHC5UFBQYHouV4Xc3FxT5A961P3bb79lyJAhAUmm2+3m5MmTpld0oE40JCSE3FxfD97qoH79+ubsuyI822W1WliyZMllt2KriPnz59NnyFgunE8jtJLBTENDFETswTY6dG9B285Nvf7umWwnCAIrFq/CqtlQFRWFi5NOq93KsKcHk3r+XDkp1omjKOr3PDExkZUrV1JWVobL5Wbq1Ck4i7OJjfKNugGERoYSGhmKqih89tlnjB03jv3rvmNg5wSCgoI4efIEjRrpCUuappKfWYCqakTVi0QMNNmohBCb90PTeP/f/yY5ORlVVdE0jXPncwNn7gsiX32zlmeeHA1cOhmuCFGSaJYYz0Ptx5kVPM1rkCQeefhhJMlSa4u1qrBx83FSzuYQV5yDVh6R1hCIi7aQmeUGjwp2LoebRfPf5MXJEyp9vmVZZuTIu0lL0+UXiqLgdMgc2Z/K+bM5OMpcuCrodzX0qPX2jccYMqKL+aHj1CE2bNjInZNeNCf7Vmvt3AAsVisvvfQSAOGRYRRVx69XkhCCJYIiQthxbBMDBgygX7++VEzymzhxIsVFRRw9mMmxQ2lo5dH2IwdS6dCpMRu3bqA0z+lVWRJgy0/7iYgKISou0ufULqeT/fv289um/zEVDgYp1jSNI0eO8MUXupd7XFw9HnvsMbp168a8ea/y8JOvmMcxqoY6HA7KyspITv47RUVFhIeH8+9/v096egZ9+txcvjyuUplk52ohJSWFnj170bNnT6D6VmSe+PTb7Fon4EmSRP/+/f2OJ6tWrSIoKMism7B06VKvmgrXGna7nZMnT7Jjxw66dOnidzxUFD2gUVxc7JU8XhVUVSUmJsZMjNy9e3etXS4uFX8Q4wCwWCykpl6sbGWz2cjNzTWX1QVBYODAgSxevJiioqKrRlA927d06VJcLtdVs3ZJS0vj8OHDbN++nV69epGQkMCwYcN44403rsr5PSHLMoIg0KdPn2pFIgoKCti8eTNjx471+nzq1KkMGjQo4H5WqxWn02nWsw+U7R4SEsLHH3+M1WqlrKysRtowI2odGxsbsBrVp99mc/78eZN0XakoxzvvvMOTTz5JgRxB706N+OmzrX63s1glEnu2pK2hZfW4J0a02BM56XkIsoiK7wSzeddm7Nm6lxEjuvHDD98zdKheEnXlyhXUr1+fHTt2Uq9eHOPHj8disaA6C6o1ERMlifvGjuX8/q3ceOONBAcHoWkaffv2Y+bMGTww6mG2f7cHRVZA0C2mOt/WkTY3tfQ+kIdkojIo5ZMzgxj069uXM2dzOXm6yO/2giDQKdSN89Bu8zu9EmWY9aV+gwDog87W9/+Hlq1a89WmTdx8c2+kJq19qgjWBucOn2f/hsMU5RXjUjXUOmG0LMnAUm4hZ9EUWpRkkhHeCMGDPGqaxlNPP1nl8Y3v/bHHHgOgqMDBT1/vQi7X81aGnKwi3C4Fq00CAXbt2sXIqS+bRTsuFbLbzew5cxh718Ps/O0IqlJ1v9Q+sS67M0v1SKwf1wvQycgbb75Lw+gOXuS3Zdt6OJ1uiooVrwi8AUVWObj9NH3+5FuRzGa3m33UK69MQpIkZs6cQf/+/enevQft2rVjypSpF69NllFVjaAgb6na8uXLOH36NFOmTOXZZ59jxowZZt80daq+v8Ph4ODBgwRFta3yflwNPP30016/X+2VTyMgY7VafeSIAwcOBDClkMOHDychIYHjx49fN7IKRVEYMWIEp0+f9ss9jPupaRobN26kc+fO1ZJGtG/fnoiICCwWXS61f//+a0aM/9AYVwLPRC6Xy0XdunXZu3cvsbGxrF+/nvXr13PjjTdedVJs4J577jEr010NtGrVClEUGTx4MMHBwezcuZPFixdfkyUyY0a6bdu2SrdzOBw4HA7q1KnjV+awbds2HnrooUqlMhaLxbSiCXStxudFRUWsW7euRvpro9NIS0vjk08+CRj9Hj16NDt27LyspFjTNNxuN++++y67d+/hiSeeYPW6fWzdupU6MeHENKjj43MrCAKSRaLNDU11nbCfDtszWgyQm54XsA0CAmElZaiqytChw5gxYzqqqnDgwEGKioqJiYnmz39+Qid3Dr3qkqeEIhDysgopOHaEMHsEoiBSWFjInDlzcbvdPPHgk2z8chuOUidul4zbKeNyutm5Zi+n9p3RD1ChJHNVMJ6MRYsW6To8u50G9aP8PjPtLNm0lbJwu0qZ+db7iDGNrggpNqCqGrm/b+bCrxvIWb+JtPR01h45Rf+xDyM2aXVZSPHuX/az4aut5KTl4Spzg1NGupBPfPEFhPK7I6ARX5oFId4EKzgsiLA6Hh63GsjuAJZNGhTkOTmwK4Vfv9uHy6VUSYrNXcuPp8gKCQkJl/wuqdmpZlEPqdyX9nzuKeJb1UPTFP18mlb+DlV0ZlGxB1kZdb+hcfVPfERRon2b7n7Lfe8+4UITRb/voKZpXEjNRfPTt+UUuOjW+1aSk5OZO3cuoDFtWhL9+vXHZvOddH700YeIoshf//pX9u3bx5GjR5g+/e+MHTuOhx56mOnTpxMVFUVSUhKTJ0+mU6cbzVWToKAgXC4n69f/VvnN/D8CURQJDg7m5MmTPnKKyMhIdu7cybRp0xBFEZvNRllZ2XXh1GDA5XJx/vx5Vq1aVeW2gwYNqjY/ePzxx3n44Ydxu90kJibSsWPHS21qrfEHMa4Ee/fu9fp9w4YN3HDDDRQWFpozu2uNLl26XLVzbdu2jczMTEpKSsxZYHR09GUrOVwdGBphgL/85S9VbK0T6OHDh1dqvp+VlRVwgPS0TDMSbfzBmM1bLJYadQaecDgc7Nq1i5KSEhTFN2HFarVy001dmT59eq1Lufpr95w5c3jiiSfo3LkToigSGhrKmBFd0VSNzYd+JL51AzQ0VE3BYpWIjA5j4JjuWO2+kbYCh+hDigHsIXa/iZEJvdsAAsFhwea9TUpK5o03FvLcc8+xd+8e7rvvPn0pVi5BEIQqSbHb6WbNsq1k7NpL+plsNnyzj5XvrCU3vdisaLn7l/1+I3qyW2H32gOQehSoPEpcUljGpu/3suzNNXy+eA2bv9/P4w//lx5dUxQURSE8PIj4xnWRJJF2lmzzZ+95hX2pMvvPlHHfmAeuaDQoa90Gcn/fjKapzP/0C6T41tz6wOMcO3YcQRTYvGlzjY+pKipH9qfy9edbWfHhRtZ8vZvDO04hu7wnhHFaCRUJoaBBnLPQ/N1ilejxp64XeaEGbtnNnj26tETxSGRzOtysXrmd337az96dpykprX6CT2iYHVv5MytZJCIiIvn0008r3UeWZf7xj3+wdOnSKo9vJDNu2LCB7oM60G1IAvnudPJc6fQY2p6BY7pTJhegagqK5qbAnUlm4Tm/SagVUVJUxXUGeH4cRWWsfvdnXA7vPtqzquewYUN1P2RVwYhaG5NhTdP4/vvvOH9e900XBJH8/HxCQ0Lp0qUrM2fOJC8/j6lTp5p9niiK7Ny50ysBvGPHG+jevUeV1/n/I2RZNpPln332WW699VacTifNmjXzWfkyktk8kwTPnj3L77//XutzXwlomsa9995b5bmTkpKwWq3VGg9FUTSDRKqqEhnpKwG6Wvg/V+ADqm/bdf78eRqXJ9KIokhubu41/bL8IS8vj6ioy1c9qyr06NGDTZs28dprrzFhwgQsFgvnzp2jSZMmV60NAM8++yyvv/56QMmCEa0wzOsDLb0rih7ViYyMrNTqDXQj89DQ0Gr5I+/du7fKss6BEBERUT4I6Zn4n36b7bPN8uXLGTNmTK2O73K5EEWRzZs3c+zYMcaOHWt2SEbpZ0fhIZo0aUJcbCxut4zi1sjOyCMiKozI6MArJIGIsSIrLH/ta6+iBqAT45xDRxn88C1EN6j8OVadBdWKFK/7aicZKdl0bBPE8T0X5VAWi8Sge3ugSW5Wv/mLT0IcwA2trAiCQIderbFFBa6kVlJQxnefbMTtks0kLwGQrBIphfsocxebUZ817ywkOKQu9qBIDmaAW1YQVRXRqSAg6EUqmsXQ+5Z2l40gB9INGzKP+a/NZ8LECbhdbpYtW6ZPPqpB0AA0VePnb/eQk13kHcXUNLT8QvAgYT1JpxV5XrFQFYET1hi2ybHENIqm88COprZcPw4gwPTp0wHM+wjw87d7uJBRUO0I8cWmqWTkHeTFV54F9MIeAN+ePsYjjzwacD9FkVm4cCH33nOvmVRpXke2/mx5loHWNA1Zllm9ejV33XUX27Zt48cff2TSpEnMnTvXq2Ru784d9SIwjVpX+b3/9PVuLmQUeH3WukN99px06fe2xOHraaxpaA4noqYS364RfUb1NP+UX6wg2i+OZTNmzGDq1CkUFhaxb99e+vXrx/z5CyguLkaSRKZOveh+s/yb3wkPDaFhw4bEx8f7uWf6RMYzoKCqKmcy4fc1q7hj+PBKr7Uq1KbAx5VAdTXGhua2ffv27Nqlu7N4BgkMxw9PSUd0dDQbNmwgISEBWZYJCQnB7XbXSLMLF8fBa5Eob5QgFwShWiWu3W433bp1Y9++fbRt25Zly5aRmJgYcPs/CnxcI3gK3g0Xg+sNERERJCQkXLWo7YEDB1i0aBFPPPGESUqbN29+Vc5t4N577+WNN96oVMdrJFSsWrXKr5bLgCRJWCwW0tP1ZB7DgN0f6tevT2RkJKdPn65ycnXfffdV40r8t7uwsJBHHnkkYFRYVVXGjBnD3r37amXLJ0kS8+bNo2/fvjidTtOTWrek0/ji03/StUsX6tWrhyCK2Ow2gsPsNGlVv1akGPQIXd8xvZCsFrTyCGJC7wRyDh2lbY/WRDeoQ+aFTObMmWNe46xZs8z95bJ8XE43bpdvBKQwr5j1X+/i04U/svSNH0g7fcGHFAO43TKHd57h7bffxh7k+y7f0EqfPB3alY4UVnmFrt0bjnqRYihP8nIrdGp5s14p88henId2k5iYSI+hQ+jYtzvRIXasDhnRoYBmECmFcynZnDmRWek5q4OqLNbCw8P5+KOPeerpp3ht5gLenvsuNyX0IOX02WqfI+VUli8pBt2GLDLcjPwKaDSl0EcgIKLRxlLM/VNHM/SxW71Jsb4jAB3at9fLMZdHjEuKHGRlFlafFJdLGGS5jOyio/xtwpMUFxeb70vsgD488MCDLFgwvzxa6gtRFPnb354nOiba63k04EmK9Vugr8DcfvvtuF0uunXrZvq6Tp482SRJ06ZNY0D//igNWlY5wKuqQvsbG5c7PVRsn0D9RnWwB1WY+GsamiyjybLugHLkvM+k1ICiKEydOpUPPviA0NBQWrVujaIoTJigJ0JOnjwF0Fi9+lvmzJmNqips377NDBpVhEGEZ8yY7tU3qYpK164Bucj/NzDGGiMX6aWXXqKoqIhjx44RHh7u068LguAT2U1JSaFz586mNdqJEyc8rBWrD1EUrxgp1jStUqcMT75UWU6IqqpmUryRb3P06FGzouu1wB/EuBJ46neff/7564oYG9pQ0L0Fr5Yw/8SJE7Ru3dorSn21Z6Offvqp6eJgFODwhKZpWK165G/cuHFmmdjKEBoait1urzKpy+1206JFiyrv9+HDh+ndu3eNvZ6NJL/77rsvYATbsD46fPhQjTtLg3BOmjQJgGbNmuNyudi4cROKovD77+uZOPFFhCuQ3NeoZX2GPzWY9j0TaNm7OS4c3Dq+L51v7YgsKxzYf8AkKKqq8vTTT6PICueOnODwjtP8unQ9K9/5hY2r9+By6M9+YV4JP3yymdSTF1AVFU3VuLGt/0QPQRDITs9j2rQk4js08tLVepLi+s3jkKy+z0tRXgknD6Zy9lg6qScvBPQgjio+y9/uGKxPWqLqU7dVB1RVw+1SyMsqQvND7GS3wqF9tXO18SzAUR2/4X59+rH2ww00sjQnWqzHrjX72Pz5To7vrDpfoTC3hP1bTyI73IGrrpVrVGMoM7XFPlAUSEur9FyjRo1m2rRpZiS7qLAMSares65pCjklR0m5sIWUrG0UllxAkiQWL1rspeywWCwMHTI0oO+wYTUWFBSEKAoUFRWiaWpAIg36O2yz2ZAsFlxOJ82bNycsLAxJkkhOTjbfPWPbqiAIIks//4CCktRy3bIKAkiiQJ26ofQd2IERj/ZDkN06GXa7UcscaI6L8gtBFHAGkJ3ojhHw2GOPY7VaadigIZs3bzb7rmPHjvLWW2+xa9duHn16Ctu2bObGGzsFlJWJoojVaqVHjx5e8gpREqnfoD6//Pxzldf8vxnFxcWsWbMGq9VKQUEBMTExPP7442YBMCOg43K5eP7554mKiuLYsWNex5AkySyi4XK5aNSoERaL5Zq5P/mDLMsMGTKEtWvXVrpdQUFBpVp+Q6IYEhJi3gdBEK6oR39V+MOVohJ4RowPHDiApmnXTWao0eFERkbSsWPHq/bCNGjQgOHDh1OnTh3uuOMO3nzzTcaMGXNV7s3SpUsZPHiwqWu22+2MHj2a5cuXe2136tQpOnXqZN6jajkYiCJOp5PffvuN/v37B9xOVVX69OlD//79+e23ypNJxo0bV6tJg9Vq5c477yQ9PT2gN7MgCNx77728+uqrvPLKK363qYgVK1fSvl17kpKSmDNnDlOmTGHo0CGIosgPP/zIziMXeObxobWqUOXPicIfwqPCuGlIJ0rKHDSIEtiw4XfimvTVq2j16sVtt91WPnhI1K1bl28+WkfTZhGk7DlpHuPsiQwyUnNp3bEJmedykd2K+V13aqeT4orRYgPZeRcA2HR4PfXFeEREEpvr39GBHecJCrHT43bvKKAiK/y+eg8ZZ3PKXUl0Ozl/SIgs0rep2wjJ7v3clRSXIUqi976aVu4ooFFaWEZNUFvP4aPrT5GfVYCRUymXk7wdP+6hbv06RDfyjZYrboXfv93NDQd/Y4jisari71ExyBAaYiBiLMvw4f9AAEcIDQ2h/OAiQN0oQu8Zj1KJ04OmqfoPKi4yGT5iEB99/DEAD9x/P6qi8vIrL5O7fwcRHpK4NgkJLFmyhGeffTbgsd1umYkTJ2K1Wlm/fj19O7QKuO3UqVP517/+xaOPPso//vlPpk2bxskTJ2jWrBlSOSlSigIno1aEsRRdVnaGwtJ0woJiuXPkMLSoxrRrEGm+rxERQeRlFvg/iKYnOAY+h/f7e/z4cTZt2lROzlRuvvlmBgwYQHax7mJhtVqrdMe55ZZbmTNnNpMnTzH7QVVVSStfnfvfCiMSDHoAZMGCBbz77rsIgsBdd93FqlWrWLFiBdu2bSMyMpKCggLi4+MRRdH00E9MTCQ9PZ3z588zY8YMIiIivIIcdrvd/N3lcmG1Whk2bJj5/+uBh1gsFr766ivCw8MpKvLvvAP6eNagga+fdk5ODlFRUbjdbho0aEBpaSmCIJgTh2t5jf8nI8bVjeJ5VjNLSEi4Us2pEp4yCYfDgdVqJTw8HFmWycjIYPPmzVfNGaKgoICwsDDi4+P58MMPiYyM5IMPPuDChQuUldVsYK8pevToQUxMDIIgYLVacblcDBs2jLy8PHMpql27djRo0ID8/PwaRWuNl9BIsqnMt3rt2rVs3qwnLFVWVOS//uu/LsmUvUGDBnTq+6KpE/PX5ldeeYX58+cHlIAY+rXp06cz4s47ad26lblfaWkpmqaxePFiBg68jRYtWqBcQlJfIBmFPxiVjnr16o0g6Mt9hs7ZqMSWe6GQZs0ifSKsqqLhKHGyf8sJLpzP9bk3gUixxSoxbNQtTJ8+necnPM/IZ//EDf3agahx9lQhDdvFMfypIYRFectFtv1ykIyUHBRZRXYruF3+n6uESH1wOJ2hezMbcDr17+Zf77+D6kmK3TJCqRPB5UZwybgLSlj7xTavZDN/8CeXqC6K80rISs1B8/M1u90yhzYf9bvftl8OknEulz22RoCGBQUbMjbNzw8KNhQsqIGJsaqC2w2OMr8/gsOh/9/l1In2rbcRHhlCVN1QvwOmpinkFJ7mQuEhzmRuxmKXiY6OITk5meTkZFq0bInFakEURfbt20dM/97mO26xWLhrxIhK75vuV2/n0MFD9O8/APCVUVxsi8bjjz+OIAg8/dRTrF27ln3795uk2ETj6n1viiLzyisvI4oisuIkvySVYyf2U69hHTTKxzNNo2PfdlhsfkqpW0QaJzT08TmuDI888ihDhw6lQ4cOJCcnM3DgQN0qUVXLXSyolBSD/o6PvPtun8/GjRvHbD+ylP8tkCSJCxcuYLFYOHLkCJ999hlxcXFYrVa+/vprtm3bxvjx4/nggw8A3YbswgV9Qi4IArfccgsHDhwgPT3dDL599NFHXuOVcW9zcnLMwM6qVatMze71AKMdb731FhB4zLTb7Zw7d44ZM2Z4fR4dHc2TTz5JUlISFy5cQFVV837IsmxOIq4F/iDGVcBzZliTEoeXE7IsM2LECARB4Pjx47jdbkpKSggODjat4q7WyxIZGcm5c+dYs2YNkZGRWK1WZFnm9ttvv2JRa03TaNeunZeW2SDHjz76KHXq1EFRFObNm0ebNm0YO3YskiTVKlr73//93wG9ig0YOuB69ephs9kCkmNRFCudSVcHkydP5sKFrEpdKCZMmMDrr7/ul0Dn5eUxb948Jk+ezPc//EBq6nlmzZqFKIocPnyE999/nyeffNKcpV8NWYzD5aZ+Hf3/VquF6dOne02qjIz4Tz74HE3TOLuvepaERrT44oH0f/QohETLDo2p16QuycnJ/PDD9wSFBCEX7CdLLOGuZ4chRzjIycvyuocuh5uUoxn+I/H3owsAACAASURBVMTl2yVEFpEQWcSB42UcOFZKcWEp545frIBps9mQZRlFcdOsVRySRQRFRaigl9Y0uJCax/a1B/1e36UQYgNFucUBk+wEBPIuFPo8Q64yNynH0lFkhXRLJN+E3UC2FIZ8pYcPqw2aNIFn/wItWwDQd1AiISE2rFbDK1VF0xTyS1IpKE0lOFRiypQpjB07lsg6kcjuivdYo0/fPqSdT0MUL77jTeLjWb58mY81oTc0OiQmomSdIzs7K+B4YPQfr776KtExMYSEhNC0aTyLFy829ZQ1gSRZsFpt9OrVC9ArLPbr1093pynPpZg1ezbbD2+lbffWSBYRDRVB1CUUqiCSnl7IF//6lQ2r9wTUGldERkYGI0feXd5mxbw2TVM5cvRIlfuLokhih0Q+/PDDCtcj8djjj+s66MvkrnOloMgKp/amsO373RzYcITSwjKmT59ObGwsTqeTO+64g/Pnz5OdnU1wcDB79uyhW7dubN++nbfeeguXy8XevXuJjIzkzJkzZGdns27dOgAzGS08PJz777+fIUOG+Jw/IiKCZs2amRXxjEqo1xMefPBBGjVqFJDEGjpnw2nD4XCY8s/58+fz6quvmmXVZTmAReNVxv9JYmyz2arVOdlsNvNLysvLuyqkwYjw6QOpwujRo2nQoAErVqxA0zSvKPa1QmRkJEuWLCEuLo5du3ahqip79+69IkUnSktLadGiBevWrdMTccptsDwhCAJ2u50FCxbw6KOP8vnnn1/SObds2VIpMQ4KCqKsrIzCwkIzcu3veZIkyWvZrTYQRZF33/3vKp+9J598koULF/p8vnr1aiZMmMDPP//Cgf37ad68GZMnT6aoqIg2bVrzxBNPYLVaTTeK2qCypLuq4HLpg7TnpErTdEeC9u3bBbJ2DQjPaLFg0WjcIo6WiY0ZOKY7N93SHkmSkGWZ0tJSlJRDdO7U2RyQhg4dykcff+z1fRXllQT2+BUEM0p84HiZ+RkIbFlzQJ9A5Raz/ZdDrPl8C30Sh9K4cR3qNaiDUIGwoWmgqiiywpkj6bhdF8nL5SDEBkIiQ7yj1hXgkEtNCYOBovxSr3vgEKz8HNKOffbGyIFjwpcGiwUGDICHHoJQ3d9Y0zSCQ6wUuo+RmXeUgpLz5BefIyN/P089N57k5GSeeeYZLBaLGXmyWL2jtK7TOqF77/33fSTSx4+f8OtUYsAgtVu3buXDjTurzDkxJE7r1q3jm2++NSOucmFOTe6EiYEDB5pVAVVVZfz48WjoVeweeOABRt51F6FN7Iz4yzBadmuKYhEQQ0MQgoJwuxQUWSX1RCa/rNxe+YnKMXjwEJYsedskK0uXLqW4uJgXX3yJJo2rdiEyEoNTU3218/Xr1WPFypVXJJfhcqEgu5CVb6xm2/e7OLr9BLvW7uPLRasZf+eDXiWuw8LC0DQNl8tF69atKSwspF27dqSlpREaGkrfvn3Jzs6madOmREdHBzxfnz59fD5zOp0UFxcTGhpqroo+88wzQOAI7bVARkZGlQYAxcXFHDlyhJSUFB555BGcTqe5omqM7XAxcClJ0jW7xuv3qbzCqA5ZMexGAJ566qmrUlNdVVXmzZtn+ueuWLGCgoKLlb6uhwRAQRCYMWMGR48epV27dhQXF3P27Nkrcn9iY2M5ffo09erVA2D8+PFERkaSnp7uVbK7qKiIrKwsRowYccnlM7t3717ltWRmZjJq1Cj+/e9/ExYWFnAWb7fb0TTNy5eypkhKSmL69OmVyjbCw8PN6L3b7WbWrFnIssy4ceN47bXXGDZsKJMnTwZg5syZRERE+NjOJbapujrRpcJRTvgcDgdOp5O5c+eSnJyExWIxk1NEUSQ5OZngiDJS95+u1nErRostFomBd/eg/4gu9BiYSLQRokZfOh81ajTnUlMRQr3tFydNmsTu3bvM34NC7ZVLGwTYf9bXKcPhcPDWP//N959s5OSBVHIvFJF6KotN3+0nMtiKzYjalltqqcUlqCWlqMUlKCWl5KbrhUwuFyE2EBkTTmRMOILo2/9ZrBL/j73zDq+iTN//Z2ZOy0lCEgihJRBq6EVApKjggl0QOyCsCqJYWEGREiBLKIoCNlzLri5rXwQLCIhYQKRKEQiEFggQDAEkPafNzPv7Y3KGnCQnjaB+r9/e14XmzMyZmTPzlud9nvu5nx7XdUUrlVhmdSh4PYGTngBSbQ1Z52yHR7EbhmxtwGKBOnXQH3gA+vQ2+bOapnFg/37mzp1Lp04due/+weQUpdOuc2MmTX6qypUmZVmhfv+rmTlzBoH6yoKJEyeyYMGCChQqDPpPr169gioylIQkSbzxxhs8++yzJE6bxpjRo1myZIlhDFaRRhH8d8i0atmSefPmYbVaOXPmDJIs06pVK0IjnMQnNEe2OcxS3H5omk54o/oU5lfN69ivXz8WLVrI5s2bGTZsGOHh4TidTkJDQyv9rpHUJzF58hQOnnCbhrLH7QFJIioyEr2aycm/J779cCPe4gJAYERUdF2wfc1u8s7nF9NrbObYn5WVhaqqhIaGYrFYuOKKK/j00085cOAAoaHlU4BKIjExkZ9++ilgLvHPLePGjcNisSBJkmkY/x72SFXg8/nQNI3ExEQguByuEIIuXbpQVFTE119/jc1mC+i3foegzWYjNDS02onrtYn/L3WMd+/eTdeuZctkBjkfAEuXLmXQoEFERkZW8o3qwa+je/LkSVq2bMkHH3zAzTffTHh4uFFh7A/QH6wKdu/eTVRUFM2bN6d79+7s2LGDyMhIcnJyau0ae/fupUGDBqZRDIbBMWjQIH766aeAZIUOHTqwf3/5Iejqwi/1lpWVFXDt0pAkiaioKC5cuFDh+TweD8OHD2f58uXVuo+S+sVCCI4dO06LFs0rHGCTk5ORJIlp06YFJLzIssy+fSls3ryJRx55pMz3sgpsNTaMq+Mx9tMoTp06xZEjhxkwYABCGNXiOnbswMCBF8tz655cTuxJ4+CudFRfxYNk13ZOju45jQRE1g+ne/92xJSTRGYi4zC60LHWKevByTh1iobFySIWi4WvP9rC+TM5ZZ57QkS+YRRbFBACqUTWv9WmoKka5Tk8ZBk8qhur7EC43IhyRPhDwhxc3aUOsqLUikFcEoU5RXz97+/xuQ35O1mWkGSJjn3b0vHqdqxZs4Zbbr0l4Dtff7TZeAalDC2LVaF3/7Y0PbQdDh82eMM1hdUKbRLgttvAbkTrNFXjm2++IWV/Cjabjaeeegpd05EVGY/bg9VmrbKB4Ncurt+/H6qqsmDBAu4YeBf7ikPkNoeVhJ4t6dC3LdZyqr9BYKW7FStWcOONNyJLEpYKaGTz58/HZrPhdru56qqruKZHV/TGrWps2LhcLvSoJsb9aBrnzp8vM07tXJ/KwV3p5X6/aecWKI4IOvYKnkDoR8kEOyF0snJlHEGeTTB4PB4++nwTN/a/iq++Wsnx48d5cvx4rFYrO3bsoGfPnlU+V3U1jN2FHvZuOMDxlJPomk79uHp0u64j9RqXPzb47aHDe4+y9YtdyEEiCNa6MnUbbeXkyZN8++23uN1uQkJCTJ3hLl268Msvv5i64VWBqqq88cYbPPjggwEUSa/XS/369cnOzjbHoPj4eNLT06v8HH4PtGzZkrS0tMoPDAKfz2d6kP3J/D6fL+h8dzl1jP+/VKWoqlHsHxT84ts5OTm1bhgrikKfPn2YNOliktWfZSVYEbp27UphYSGnT5+mcePGAJUWyKguunXrVmbV6HA4+O677/B4PGZo6YMPPuCxxx6rtev6DcqGDRuaYazS8IcXt2zZgiRJaJoW9L3Z7Xbee+89Vq9ezc0331zj+/roow959tlnK4waTJ06NWAx5fP5zOI03333ba0+J6hcjaKkeL2qqmRnZ/OvxYu59dZbufbaa5EkmdTU/Tz55BMIAcuXL+POO+8yuZ5d+rYhqn4dUralkZddUG4CUbcOoUTUC+Oex41qlKXD58GghEWRnJzMzJkzA+43Ni6OWbNmkZiYiBCCsCaCC+dAkRVT1ishIt/wZvo9v5KEsFpMioSm6sWhwLIGva4L4po15tzpbHxBKlPVKzrDiQvRtOnZskq/pToIjXRy+5M3cyo1gzVffEPb9gl0v7YrdaKNCfyGG8tyHc97jxPibIjq01B9GpJkaFPHtWxA045NoVNTfDt3I69ejaxrwWXayoMkG57i226Fjp1Aujj2zntuHhbFwrTEaebhflpHeVrUlaF+fyNcrSgyvVr1Yee6veaiy+v2cWDLYU4cOsXgR26qcOL1+XwcOXKEyMjIckPgJdGrVy+uvfZaw2NamMv6DRu4ZljlRmlVICsKa1av5oEHHwzYbrVZkGUpqOZz2p50mrVpSHhUcF1yCPRKVkQzqQh2u52YmBg++PAD2rdvzx133smeX/bQpWsX1q1bVy3DuDrwFHn46u11eAo9Zkg+81gW506dZ8B9/WjYPKbMd3RdZ8GCBTRwNsJuD0ctRzcdIMQayoIFC4iMjKSoqAin04miKNx666243W5zjK6qUQzGIvzJJ5+kbt26prNFCEFBQQGZmZmm0S5JEr9WInX4R+DIkSNGgqiq1siG8att+LnGNdFtri38+S2wPxj+xhgfH1+tRl4dvPbaa9xwww0Vlhz+s0GSJMLDw02jWAjB7t27zb8vBaqqEhUVFSB6XvK52Gw2813IskzHjh3N8FJtQgjBX//613L3+UNAvXv3xmq1kp6eXmH5zdDQUNMorkmISAjBlClTzO9WpJohy7LJgbNarXzwwQecOHGCMaPHlFt96FL4xVCxGoXX62X+/PmsXLkSRVGIiopi2rREunbtxttvv42mqbRv3wFFsZgUh88//wzhzUdyF7J9zS6O/HyYrLPHuHVkX1p3bopAN4uEWKwKIU47LRJisVgtVTOKMwzPoSzLJCYmsmLFCnOXfyBOSkri+eefZ/bs2VzV90rufOQvtO7aFCFLYJERFoV9p0u9g2IjWRcaDeLqVtAPJKw2C3XrlR+ObswFUtK8nDp8+SY/xSIT36kpjyaOZlPqBhzhF41Mi8XCz9t/RtM05s6dy8HUg9z/1xEMeag/3a9tR2zLBjRv14T+t/egz01dQOThKTrFVwddrKrfHb26xHBZhnGPQqdO6EJn185dzJkzh3lz52G32/Gpl+CFLobfW+yHK89F5uFzZSIRmqqTezafzGNZaFpgf/ZXugOjn02YMIFrrrmm0mv379+fJUuWIMsymZmZXHXn/RXqIFcHQghGjhxpVgn0o1lCwwr5u/lnc1jzr+9wFQQvaFSbaJvQloyMDI4cOQJAl65GVdCRI0eSkpJyWa6ZsukQ3iJPmbFS9Wls/Wrnxc/F+Tyvv/46x4+n8+STT3LL0FtKn86ELMs0btaQunXrous6YWFhpnNk2bJl1apMVx4WLVoUkEgdFhYWMOeBMa7+WdQp/JAkiaFDh9a4DLXP52P8+PHAxeIhNSlgVRv4v2GF/UGQZZlmzZoBhiFyufi97du3/1MJd1cFJfmuuq6Tnp5Ohw4d+P7772vcYf1e2AYNGpgSbJqm8fHHH2OxWHC73abWqM/nQ9d1QkND6dHj8lRT8ng8DB48uFJPeGZmJi1btqwSz9FfFaq68Bu7p0//WuWVtCRJJM9KpnNsdw59c4IvXvqapQtWkLLpYJnBprb5xZqmkZxsTNbTpk3jtttuw+NTzYjIrFmzGDt2bLk1Iq6//gZ+y7zA6re/5fCOY/x6NAulwM6Kf6ylfsMwHI08dOnThvY9W3DtkCto2TG2yl5iP5Rwo0CNoigMHjwYTVXRSg3o06dPZ+ZMg/9stVnwKgVY6zhpE1kYROtZICvQtXcCXfq0QQ2yALJYFBrE1iXhingspQqJNOYCB44b95F7LjdoUYbagiRLRrni5w0JLn/bbN+hPdkXsklMTKRtu7YggcWm0KpznMHbHtSRmMZWhOtTRNGHHN67zahapQtEdbu/JBl0XwErV6ykS5cuzJw5E4HAolhqTejf7y0GyDhyJniIFpmVH68pd39JiTZZlvn++++ZPXt2pdceNXKkcd3TGbzxxpu8+OICQFxycpEkSSgWCzNnzgwYpyLqhdO6U1yZ9oUQCE1D6ALVq3Jw+5EqX+vMJbDkpOKF+l133RVQGCa2SRPWfv31ZUmySk85GVRv3JXvoiDbeF5rv/mGd999l8cff5xWrVpis9n413tv49U8UE7kQ5YlTuWlU6dOHaxWa8BYWhsaww888ADDhw8POI+iKDRq1Ijo6Gjy8vIAeLA4SvBnUamQJIlPP/20wgTDYPA7cex2O+PGjQOM31WyhHp537lc+J9hXAGEEJw6ZWTU2my2y8b39fl8fPjhh5fl3JcLsiwzZcoUVFXFarVy1VVXUVhYyKBBg2o8yFksFvLz81m1apW5UlQUhWHDhjFjxgxiY2N59dVXzWM3btwYUOK1tmG32xk1ahTt2rWr8Din08nnn39epfv49ddfa3y/iqLQunUrZs+eXeXBt4nSnNRth/F5fAgEniIP+348wKYvq5aZXl343/3cuXOYPn2G+R4/+eRjsrOzaRQlsWjRIpKSkkwvcRmoEhmHM43CHcWhYAkJTdXZumIn1980kJXf/Zdu/drQILbi0s1VxarVq5HL6d9+DejZs2ez7rvVZuQi5USgF1MInQ5dm3Hv4zfQqXdr6jWMJLphVBn5LwmQFYnmHWJp3KphwLzbmECuuivfzZp/fVcpv/pSISGR0KYNQhcmp9JmtRFdPzrod2RZ4Mn9CF09A2ikHw9D02Sauc9ReZZHaQjE/v243C66du3CN9+sBWEkIz39zNOXbDSV9hab16zgPsNC6vPKS/8wP5f0FvuhqiqtWrY0lSLUCvjVisXC+jUr6XrL3UyYMIGpU6dy/tz5akcIS/KLS0KSJCNxsMRirHv/trTvHg9Cv2gQu91G1UGMRLyTqeVrfgdDVfnFQggzuvXyyy9z7Ngx7h9xP1u3bjWVaMAwmJ9+5hkyTlXvPqqCCkuHSxKapvPaa69xRbcrePjhhwN2d+nahQz1GM46Tqw2CxKG5KMkQaZ6ksF33Ep+fv5lMej9yielcfToUS5cuEBoaCg+n493332XxYsXX7KHurbgp+0VFBTU+Bzz5883Df2SUeHfG/8zjCtAyeS3Xbt2BYRcaxN16tQxV3//V6AoCvPmzaN///6sWrWKo0ePmgkDNW3IqqrSpEkTunbtiiRJAR1+xowZnDt3UTt05syZJCQkVDkb/VLgL/oRDCEhIdx+++1YLJZKJWsaNWqE3W6vkV6jXy5q2rRpHD16tNLjs9LP4VTCyqgqqD6NkwcyyD1/aRrL5d2fEIJZs/5O+/YdePHFF3j99ddRVZX77htGVFQUJ06cYOLEiRWe59je9OBtSJI4e/w80xITjXBitduaoCjfxbE96WQeyzIN95tvvpkvvviizNGzZ8+mX79+hIWFMX36dHr0aUlpqqVAEF7HSccr4gNkzQbc3gMlRBglhIWGxaoQFhHC9fdchc1uxWqz0v36zgG6wn5vMRgTu6vQzfG9J6r5G6sOoQtkReaOO+80KAvF663SyWcFBR4OHsok9eCv5OW5UD2HsNswtYD1Yjdxi6IzKFTTWFBVpD17sNvtrFixku0//8zz8583d9dGHy/pLQaMRUkwHrQkIWxWEppfFbC5dEEPi8VC02bNWL58OXPmzKmUVd2mdWus1otj2n/ee4/k5Fnoulbj8HNJJCUlUVDCa6zrOqvXfYHi86IXFCKKXIhSY0FtGh0lw/8LFixgwYIFFBYWousav/56mpatWnLu7FkspXS0dV3n/fffq3UHR5PWDQ0Hgiwb/0pAoLP2+6955JFHaNAgxry2qqqsXrOGn3/+mUlTn+GcI4M+Q67EG1rEWe1XjuuHGPHIMLNNXg6jTdM0jh07xvbt2wO2u1wuGjdubEq3CiF49tlna/36NcXevXuJiYmpUD2pPPhVt86fP8/IkSMJDw9HlmVGjRr1vwIfvyeqyvH0Jw75k5dyc4OU27xE+Hw+0wCvbqP6I6GqKtu3b6dHjx5ERESYPCtJknC5XEGrsZWGv5PHxsaSk5ODw+HA5/MRFRXF8OHDzeMkScLhcFBUVESfPn1o0sTwnFzuFWXPnj0DdBaDobCwsEqr96KiIrp06VJtrrG/pKhBpxBcuHDBrCb0zTfrTNkcP04ePI1WWi+3GEIITh+uvdKsmqaxdetW3n//PW655Rb270/B6/Uyvjj73A8/NakiFOW5gg6ImqrhLjRk3d59991qPUNXvouv3lpH2p50tq/ZzYalW1i26CsuZGZjsVgYOHAg3lJFG555+mnatG7N008/jcvl4sP//ou8wiwkxajKJNBo2qIuNw3tjtUWaMDZHFbuHD2I2x/qz9W3dOM37TiDH7qWiOiLXME2PVrRoU+boBEA1auRvr+sDmxtIetsFq+9+hoWiwWbtZy2K2D7z8f4YsVOduxKZ+fudFas+oXzWQeBi2NV06a5hAsXoVr51A8B+CrgHovsbERODk+Of9IsgVwbKN9bDGGRYbTo1Kx8nezisH/ObwXMnfM83jPpFV7jjjvuYPr06RUa8Gr+BWIaxDB79sXqX0899TeEgDfffJOgRno1oOu6GVF78803efHFFxk5ZkRAX2rWsy37thjeWVmWUJFZ+/EWUncex1vFwh+lsXbt17z44gvMmTOHuXPn8s9/vs2kSZNQFIUlS5Yw5L6n6NvXWJjcc++9ZRazsiyTOH260QcqMIRSDhdV674cEeFIoaHITqfxLzQUFAWBILZLI+66605sNlvA2D537lxuvukmk0I1duxYftj+LacKjlMnNpQZSdOpU6cOw24NHk25VFitVvLz87n22msDtiuKwsmTJ7nvvvuwWCz4fD7y8/N5+eWXAzz0vyf815Rlmbi4OLMiYFVRWFhI3bp1UVWV6OhooqKizFyroqIiNE2r1Nl0OfD/pWFcVUqE36snyzItWrQwDbHahtVqZdKkSSYt4f8KFEVh0KBBREdH4/P5+OyzzwDD6IqOjmbnzp2VnMFAfn4+27dv59ixY2Zo6uGHH2bUqFF8/vnnZd5X06ZNufrqq3+3EItfmP/8+fMVHudwOHj//fcrPV9ISAgnT56s0Wr4zTffJCQkhDZtWvPaa6/RpEmTYq9mXxYvXlzlQUQy/3Pp8HuKvF4Pw4ePYN++fQDMmDETq9Va7XBjvcZ1gxbVUCwyP2z6nhPp6YwdO7Yag6bg2w9+JOdsHrou8HlVfF4f7kI3697/kcK8QhYvXszOXYaGsavQw47NR1j75T5+/uk0P6zdyUuLXkHTNPr268WZnH2czt7OyLEDuXZgV2Sl/Idps9kJCXcQn9AETfaUG96t2zCKWDn74gZZQkSGosdGozeph0uWg3IlawK3242ryKjg5fP6eHL8k0ZfKvET3IUeMtOy2PVzGgcP/YqmCzRNR9OM/1/IUQNsmLYJF4j3nC33eioSecCXCKhTB6GUnTgFAuXQYXRNJz4+HgmJ/yxZckn2Ykl5tvLQ69buWCLCy/LFNQ1yC9Ayz/OXKwahKErQ8s9wMWGzInqThIQUm8DIkSPJzckxKTYPPvgA586dx2Ixxn2P10d+obvGeQhTp07l1Vdf5dFHH2XylCk0btKEPkN6luUaAwKJIpeP82dy2LP5CF/9ZyOugqotSIQQpOxP4bnn5rF7925cLjddunQmMTGRvn37MX/+8zzzzDOMGzcOSZKIDLn4Ip8vLild8lyHDh5i7969lV7XL9Xm8/jYtzGVLxavYfnLq9i2eheFuRcN5wM/H+fI3lPGu/X/k2XkkBCuGNSVvjf0MucPr9fLihUrmDVrFklJSaZesD+v469//StJSUmMGjUKwJQUq22U9Lg3a9aMf/3rXwH7/XTOd955B1mWsdlseL1eJk2aVCEX93JCVVUzbyYmJqbKC1qPx0NiYiKDBw8OoF44nU4aNGhgJuBbLJY/RLL2/0vDuKrwr3w0TeP48ePUqVPnsl1r9uzZ+Hy+P6zsdGlU1du7atUqCgoKUBSFoUOHmtv9lXDuuOOOSq9z+PBhxo4di9PpNBcGS5YswWazkZ6ebq5KVVVl4MCBnD9/3qRt/B7wd8xevXpVeJymadx///3mBFlReDQvLw+ns+oJb16vl0WLFjF+/HhiYuoDcO21/XnooYe45pprOXv2LH/729+KvU8GmrZrghIsKU2SiG3TqMrXLw+5bpmm9XVmz07mVMYpfD6V7777lo4dOzJzZpJ5XHUXMPEd48o1MiQJ7CF2CvV8msTGIisKi197rUrnPHvyPAU5heVOHrqm8993ljN16lR69epFQZ6Llct+5vCBTIoKPRQVeMhIzyWh2bU8O8moZjZhwgSefvoiJaSiBa2//Tz55Hg++eSTMvsbNo/BpCJbZPSmMYiocLDbwGEnV1JY/fVeUyquJIQQnDnxG/u3p3Fkz0k8rsoXCq++8ioHD6YyPXE6cU3jTB630AW6prNlxQ4+e/krfly2hX0HTpcpEgFw5ERddP3ie3WEqHSSMsrQKHxIHEDwOrAf2NGrFyIhwdAsLgFZ19F370JWZO6++27sDjt/feCBS168BTOKwTBkGyU0RmpQDyJLKQ4VtxOn9wJvf7bl0m6iBJo1i+e/S/+LJMnMnz+fnJxcQkIcbNm2g1Ub9/PRmp189v1ePli9gz2HT1NyZRCMX1wSiqJw0003gRAm57lZ+ziuG3E1MXH1iqMcAqwWJGfIxQIqqoa7yBu0HHlpSJLEZ8uXM2LE/Tz00GiG3D6E/Px8kpNn0b59eyZPnoLX6y3T3zRN47HHHyf7Qrb5jCUgoW2CkTxYhdwJr9vHV29/y76NqeRfKKAor4iju46z8s1vyDmbi67ppGxPK7e/SLLEoYPpzJkzx9z23HPPMWTIEJMrcZ27kQAAIABJREFUHszA/D0MNL9cWUZGRsB8WhIjR47kl19+AQwjffHixaxevfp3MyC9Xi8+n4/u3buzYsUKPB6PabdUVaDAZrNx3333sXDhwgDt4qlTp5rG9tatW1FV9X+G8Z8NJStx+eugd+zY8bJcy+fzsWrVqj9FZbuqNka/wTNwoKEfW9LLER4ezoABA/jss8+QJAm3242maeVSRSZOnGhKvfmRk5PDiy++aArXq6pKamoqX375ZY1/16UiLS3NzJgtD/5KT6dPn+ahhx6qMKQkhKg0m90/QGdlnWX+/PkMGzacwsJCkpOTUVWVfv36kpycTJ8+vYmPj0eWZR577DEWLlxoqHs0q090bN0ADisYOr9N28dSp17N5Af14qI0qqoyb948Zs5MIr5ZPMePH+P662+gZ88rLykz22K10LJrPM5wB1a7BYGOxWbBKzwMHHUNk6dMNg3Rp59+mo0bN1Z6zuys3ArpGZEhUWZf/3nzEXxeLaA9S5KM1+Nj9/ZjgNH2reVRDypBly6dyTpzBneRm/2bDrJx+Rb2bz5IZN+rDM30+pFlOJG6EOTkFpGy/3TAudxFXla99xMbVu5iz+Yj7NpwkM//+QNp+8pSL4QuWLhgIakHUpkwYQLdrrjCbBeSJCF0gSRLbF+1y8jmV3W8bh8E8dzn5IVw+Hg0QhS38QIdObcEPxrwYniJP+ci6WLVunXId92FuO02sNooSdgW53/jsy83sf/YOdRy9Kqrg2AUitLo3L05FosMBWUz+zt1qIOu6cTYGpep/FcdaPnZAZXuRo0ahdfj4c4776Jz5048Ou5xDvzqIfN8Hpou8KkaXp/G7kMZ7DhQfRpN69atmZWcHFB0pEGz+tzw4AA6Xd0OQkOQHY4yRqgQgtPHz5VrUP56QceqyHg8HmbN+jsLFy4AoEmTJui6zheff87w4SOYOTPJdGSUl7AuyzIRERH8441/XLx+8f83/fQTWVlZlf6+lJ8O4sorCsid0HUd1eNjy8qd5GWXvwA2fiP4CnSSkpLIyjpLcnIykydPDrjPP0IGzeVyccMNNzBv3jxcLhdOp5PMzEz69OlT5lir1co111yD1+tF13UeffRRbrnllt9FncLtNqIZNpuNnTt3MnToUDRNq3YCoCRJdOrUiUmTJplRP0mSCAsLM+mT11xzzf90jP+M8Bupuq4zbtw4vv76a1JSUggJCQkIe9QGQkJCGDFiRK2dr7ooKirigw8+QFEUrFZrlSkd/iIXXbp0MakUpaFpGk2aNCEpKcnwepQwOPr06cPatWtNIztYJqrH4+Hqq6/+Q+vDG4llsyqVb2vUqBFffvllhe1D13Wefvpphg8fXq5n2V/1bufOXaSnpzNt2jROnTpFaGioSV2ZO3euGfrzw263M3HiRCMZSAiuG9aPdle1wWa3IgG2EBvt+7bhqluvqNlDKIYkSWza9BOSJJGVlcWbb77Jww+PrbWBzOG0c8eEW+l/b1/6DunFwPuvZlTifdSpGx5wDVlR6N27N+fPnUOtQO82JMwe1HMtyxKZZ39F1zS8Xh+ZGdmB704IcHvQC4pIP3hp2sLt23fgP2+9z+evrGbPhgOk789g/+bDpG49QlSDCAixl+s103XB4SNnArZtXLmL/OxCVK9qyG+pGpqqs+OHVC5kXcyH0DWdDz/8gKefeZp27duVreomwfvvv8ecWXM4tu9EoApGBf1t54FY/vtFNuknfRTtdZu+Yh9wDnhbVmhx623IsoxFsdCoYSOSkpIQCKROndDGjuWcJKNKhlEikGh49jT7jmZSr0VP1BrSRyqjUJRERJSTjPP7oEQflCwWpJAQsFo5lBuOpgleeP7FGt0LYGpue70eVq5cwfnz57HZ7SQkJCCE4OjpbMpzjauqTsrRTFxuD15v1SOJmqoyM4jEnSRJKHJwp4ckGbz28nDq1Clef/11HnvscdxuDw89NJrnn3+OzZs3k5T0d2RZrrRaq7/v+mkJJfHUhAnk5pSfx1OSX5y2J71capEAss9kG8ocFYy99hCHycWeMWMGDocj6LHl4XLwiz/66CM+++wzxo8fj8PhQNd1unbtytatW8scK4TghRdewOl0mnQPPxf3cuYoaZrG0aNHOXXqFB6PB03TsFgsCCFqfN0vvviC3NzcAHUpf7W7wsLC4iJJv/+c/z/DuBIoimKWJ9y8eTNgVH3zF1CoLfgLONQmShpcJbNu/Z3I72W02w2jYfjw4Zw7d47vv/++6lzV4tDPnj17uOuuu3jvvffKJCn6he0HDx5MgwYNzHv58ccf+frrr83PX39tZAmvW7cuYAXq9XoJCwvj7Nmz5Vah+71gsVioV68eYWFhFXZWr9fL0aNHK6QQWCwWrFYrzZo1MwcZP4xMbp2VK1cSExND586dmDt3LopiTDyPPPIIa9euNSu2lTZGJUlixowZfP/9DyBBt+s6cu/k2+kzojt3TriFImt+jfnZ/3z7bVatWsWsWbOQJImxY8dy9OgRHnnkkVovUCNJEg2bx9Cyazz146KZO3cunnIoPhaLhS++/KLCCdkR6gjwMHXo3tj8W9N17h83DCSJrDNZAf1auD2Is78hcvMReYVo57L5YWs2vjM1U4rwuD00tbdC9Wnm/eiajqZqZJ/JQamAVOstYbDmZxfxW1ZeuZxlTdM58LPh2Xa73QgE9953X4X31bZtW2w4ynC7pdzCco1jXddo1SKG01lW3vs0j7wtLmTNMIp/RsL2+BM8MWM6V3S/gkmTJpE4PZGxj4w1zulvr1FRrO0ykAPRcaiSgkVotM4+jabp2EPCOHKifM5yRaiOUey/lyL3BTRhjJVSSAiSw06ndmFIsoxks4EjhIceGFPte4FibzGwbds2XnnlVQ4ePEhsbJy5yF606CW27U4tl64CxqLttTf+VUZZpiIoFguSLDNnzpyAcSqnUEdxRFI3JqLsl1QN4XKjFRSy+7u95J7Lw+czEky3b9/G4cOHadq0Kfn5+cWFLTTsdjtTpkxl6NChQefCY5k6EY6y7ScuLo55c+cGbLNYLCz/bHnQ3+XnF2sVyBdKsgSSQAri15EVidO/HWXMmDE0aBDzh3kk/c8rLy+PBg0aMHr0aMLDjUV/SkoK06dPJzc3F4/Hw48//ljmu6NGjTLphJqm4Xa7iYqKuqz3HBISQr169WjdurUZDcjPzycmJqbCfKKKEgNtNhutW7c2c1GEEEREGO3TTwv8X4GP3wlV7Qz+FyrLMqGhoeTk5KBpWkAZ4Nq8p0mTJpGdnV35wdU453fffUdMTAxOp5N58+aZZHabzUZaWprJD3I4HKaRPGDAAKZPn16jaw4bNozIyEjOnz8f4Fm12WxceeWVuFwubrzxRpKSkrjzzjuJiYkJoGQsWLCAQYMGBazi582bZ4Zr/ujKgFoxjeCKK64Iyge32+3oum6GtvyC7OXhueeeo06dOgFtKTQ0lIULFzJ48GCczhD+/e9/M3PmTLp168bLL7+MruvcfvvtlbbjAQP6s337zwghePnll3n/g/exWCz06nVljQadF+bPZ/To0fyyZw/33XcfXbt0Rdd1+vW7/J58XdOYMWMGL774Iu7i55qRkUHyrFls2LCBMWMeJj09vdzv7ly3h+8+3GgakXuPGt4NSTK0STtd05aI+nV45513iI1rAlLxu1BVyMk3vE+iuAKFEPyWmc3JAzXTXT2TFtzYy5Tr0d4RXEKvqOji2JCfUxg04c+vqKCqKg6Hw4wC6ZqO0AX5eUVltJG79+hB566dyrQHKacA3F4oESHTdRWfr4CuXeK49557iLBYaQi4gI+A72WZqBIi/8HoYedzCtGQ2N6wDd/Ed8OjWIl25eNQvWi6YP2WPUGfRXmorlEMhuE5c+YM8sk2eLeKbHrsD+WGm4lbe35KY968eTVq58nvfMK2bVuZNGkSgwcP5sMPP8TlKiIpKQld12jSODjX3+Px0Dw+nk2bN1fKLy6NqVOmcOzYsTLvtHOf1gH0KuHxoLtcCFVFVzXSfkln9b++5R8vvsXs2cmsX7+erKws5syZjaIo5OTkMG1aIvXr1zfpY9U1ML1eL/0HDDBpWYWFhSx48UUmTpgYNPLoR/2mwT22itXC2+++xYDBPZHlwOCLEBpubyEPPDasWvkdtQ2/o+3MmTPExcWRkZFhUhQiIiLo2LEjs2fPNj3BO3bsCHBUybKM0+nk/fff5+6770ZRFJxOp1kko7bgchnqQIsXL+bjjz8mPz+fRo0C26rNZuP48eNlcon8BbgkSaJHjx4VOtpycnJMzzdAdnY2uq6jaRqrVq36c3KMJUl6V5Kks5IkpZTY1lWSpK2SJP0iSdIOSZKuLN7eVpKkLZIkeSRJeqbUeW6UJOmQJElHJUmaUmJ7c0mStkmSdESSpP9KkmQr3m4v/ny0eH98bf3oqkKWZVM71uPx4HQ6zQGgW7duta6hGxoaWqa056VAURQGDhzIoUOH+PXXX5k6dWrAfr8UXcmB02KxcNddd/GPf/yj9OmqBKvViqqqbNq0iXPnzgXsK+kZTk5ONvf7V4vBnqe/BvufAf6Bp0GDBhXywevVq4fD4UCSJJN6Ux50XWfXrl2mh9zlchEWFsakSZOYM2cO7733HjabDZfLxTvvvMNTTz1VZaUHWZYpLDT4dk899RSTJk0ytz/22GMsX768WiGwZydPZvacOQwfPpytW7bgDA2lUK+Pz+e77HrSsqIgyzLTZ8xAkg2u4ycffwySRGhoKC6Xi+bNW+Bxu0uU2xWcOZ7F4R1p5RbJsFgVBo66hiNnD3L+3DkefvhhFi9ezNmcIwihIQpdlCeLoGs6u47puDOOVft3FOW5gnr/NE3H53HRKbKsV1zXNa7s3tL8HFonxEyaKw1JgvAIJ5aS6g8CDuw9yUfv/MAXH2/h0//8xPqv9+EqNBZ3iqJw4+AbsIeUatMC5MwLcOY33PnnyM87zbmsFDIzdrBw4YvExTXFomnsARYD6RjUgXXrvilxP+UbTcbEafz9a1hdPm3Tl6NRjbDphvc2qm5ddE2vlsZvdYxioJhPK9H8iqZYQgzebcfWIYZRXAK5vxVw9x33mhKeVUHGkQOcOHmCxMRpjH14LEIIWrRowfDhw3E6jcjXpEnP0qxBHSxBuNxCCI6k7rn4DKqxkFUsFlZ99VXAd9xuN1nZp8jMP2ooVQgd4S1drEag+jSi1PpMm5JIs4SrkGXJjGrWpLJZaVgUhZ49e3Lo8GEkySj6U1hUhM/nY9++fYhiw6g8dO3fIYjKhiDLk8GkSZOo1zCCU0X7ad6uCRabhFdzkatl8av7IKcyTtb4vmuDRqGqKuPGjaNbt26cO3cOq9WKw+EgLCyM/Px8XC6XOd85HA4eeughI6GyFPr168fJk4G/pTbHYavVyqJFi7jpppuMhNhi/X2AV14xFHrsdjvR0dHs338xadPj8ZCeno7D4SAnJ4cRI0YE7TNFRQZFxmazmTKNqqqaSlB/hAQdVM1jvAS4sdS2F4BZQoiuwMzizwAXgPHAgpIHS5KkAK8DNwHtgWGSJLUv3j0feEkI0RrIBkYXbx8NZAshWgEvFR/3u0LTNHO1YrVaAxrsli1b+OGHH6p0Hn+jqErd71deeQWgVtQpLlwwKmnZbDYiIyMRQpge6fz8fGw2G6GhoUiSRHR0NFu2bMFut/Puu+9eUvUaRVEYMmQIVqvVfH7+VTJgZisLIXC73dhstqCV/0JDQ6skgfZ7wf8b1q5dy1tvvRX0OP97fuWVV5gwYUJQ40CWZbp06YLVauWmm24ytSnlwu+YPn06kZGRjBkzhhdeeMGszlQdysKAAf3ZsOFHdF0P8JKoqsqAAQOq9Ww1VSMpKYk1q1fz1wceoF6YXJyE9vtJDOq6zsKFC7FarTz+xBNMT0yk219uM/f/4403kIs5lJqms/OHPajlaDnvPeqjbZcGHEw9yD333ENYcRhzzOjR5BVmcT7vKJReNMgyItyJiAwDpwN3oafcimgVIaJ+eJlkSCwKet1w9IaR5LVoS92oUDpFurFaFHRdxaLI9L6yJV27JphfCY90ouE1+asloVgU2vVoEUBb3b0tjZTdJxFCRpIUNF1w+tRvrPl8Jz5P8fOR4Oo7r8JiswRQKgQ6cU3qkXVuL7+dS8VVdB5/OWOBoMBq5UvAzwLVdZ1t27cbfaCC4S46KiyACuK22NgQ25E8mxMJaBlbn1OnTrKxVCi5PPjSD1fbKIaLhsStt92KPcRGx9blS3HJikxUZF1++umnSnMHTqSn88033xi5FVcOQAjBmuKyx8ai9uJkr6oqKz59n4jwEJTSxrHQKTp7FJ/PR3T9+mWoB1XBo48+ynPPP48QgozTp5k/fz4rV37FE5Me5q5H/0JsXF2CvSRJUXht0duEhYUx6C9/YebMi/kMl+rFkyQJq9XKl8VFdaZMmcLUqVOx2+3MmDGDAwdSkYvHzNL6xfUaR9H/3r446zhRLAo6RgGd+glRPDFtnDnWPjN5AnJkEYd+20aGK4UcbyayIlVayfRyw2azceDAAV5//XUURSE5OZmwsDCKiooICQkhJCTEHN91XScyMrLcpESn08nGjRsDij2lpaXxn//8p8b3Zshuelm/fj1Op5OJEyfSsmVL04ZRVZVhw4YxZcoUkzKZm5trahFrmkbz5s05deoULpeLiIgIJk6cGFRFyk+bSE5ORtd1HA6HmdgNMHjw4Br/lktBpbOrEOJHKFWr1OhJfu2yCODX4mPPCiF+pqTyu4ErgaNCiGNCCC/wCTBEMlrwdcCy4uP+A9xe/PeQ4s8U7/+L9DsTgvwvWlEUioqKApLjNE1j/fr1VTqPPylh6NChFYac/KEUoFbKPEZERLBkyRIefvhhrFYrYWFhbNmyBa/Xyy+//EJaWhqqquL1evnuu+9MObLakqVr0qQJLpeLVq1acejQITOc4pdn8Yfgtm3bxtKlS009RD9CQkLIysr6UxY9KSgooKCgIGginv89jx8/njfeeKPMyr40PB4Pq1evZvHixTgcRnLI8ePHSUhoC8AzzzxTozCuoigMGNCft99+O2C7z+cjMjKS0aNHU1hYVKVz+w26sY88Uu37qAlyCsp6C2RZZtq0acyePZuQkBCDB1pikTB+/HiTJvLcc/OQNJlgml+SJNGxdRyASd0JcToZ/dBD5LuykGwX250IC0Fv1gARHYGoWwdfvTqsPxeCz6dVyzhu3KohVsfFhYQIdaDH1YeIUAgNwS3ZSVGiiY2ty6C2NmzKb9x3Ty/atg0Mo+tCJ0/OxOG0mYVFZFlGsSh06NmSmFiDb1iU7+bQ7hOk7ssoo/QgBHi9KmmHMkEUjz8x4TTuWZcc7Te8uKnXJIpr7uzDgGH96NC+vanx6tdNnf/8fKZMnYLVYg3wVmmaRmFBIboI3q5koEubJgg98D0bNDUfHVs3ITYujjNnzqAHScTzpR+usVFcGt06GuNeaW8xgNB1ourV4ezZs2WMQlVV8Xg8uIqKmD17NrFxcVzXuwdpaWksXLiQrKwshgwZUkw7kFFKePItFguTJ09Cu3CULm0aE+qwgdDxFFzg/LEd5J47xfXXX0/bhASmTptWbVlnu8PB448/Tna+SuOmbUhKSmLGjBkoioJiUYorFwan5IS1akN8u3amY6M6HvNg/GLA7LPDh49g2bJlWK1WbDYbVpsVoQuWLV8WsGjy84v9aNSiAan5uznhO0ymSGfk9Hu46d5BJCcnk5l5BlmWmT17NuvXrzcXMj179uSpp56q0r2Xh0v1Fi9dupR27dqRmprKhg0bmDZtGr1796Z79+5B1Tj8BvKePXtwOBwB0RM/z3fNmjWMGDECTdOIi4vjgQceqPE95ufn06lTJ7p06WJUFi0u1vXaa68hhMBisfD+++/TqVMnM3LgHzu9Xi8RERGcPn2a6667LqCfHDx4kKLiiEB5mDFjBo0bG3kfHTp0+MMjxFJVOIbFNIavhBAdiz+3A9Zi9CgZ6COEOFHi+L8DBUKIBcWf7wJuFEKMKf48EugF/B3YWuwVRpKkOGCNEKJjMXXjRiFERvG+NKCXEKLCKguSJFVp7PDzXyqD36j1G23+QcFPQ9i1axdXXFFxhn+zZs04dOgQjRo1qpBD7PV6sdlspo7f5eTWDBw4kC+++ILw8HCT4/X444+zZMmSWr9Wbm4uo0ePJiYmhtdee63c3zVnzhweffRRoqOj8Xq9uFwutmzZwo03lg5W/DlQcqKoqB0JIbjtttuM8qyrV1d4TkmSzDYghDCVKfxt7VKg6zqLFy/m8ccfR1EU3nrrLVNS7ot1Oxl1bz/sDnu1uYK5bpkWjcq/t5JUHf953V4fDSOreM+eXCLDyu8Dfs+Gn84iZ59mw48/cv2gQeTkZPPaa4tJSkpiy1c7OLLrGFI5k79ikbnrngRC6jcI2K5pGqdOnsSmh7Bh6RZUQI+tD3LZJMeoSCfXxxtDjhwdW6XflX8hn3XvbSC/sAiaNipzXgBFkflLtBeLRWFzeibX9u9v/G5doOkac+fOZXridEDi1JEznDudjd1pI75tYzxFbrxFXjLSz3P84K8IRUGzKEE1YmMaRHD9kG4UFRaRmppK9x7djWIHM5NAMq4pSZKhXvHe+6SnpxseZQFTp01FlmXWrF7Nzl27TEeCv9R0YmJimesJIXC5XLz11lu4XC7sEY0Jj2mBoliQZZmYuuH069YCm8VYHAsh2LxpM3379TVl5aBmnOKKUJh+lLXb8sssIBSLTMMmkdSp48Bit7B6/UomT382oK+8/vrr9Op1JU6nk/btO6Dm/ca20zlceWVPdF0gy5IZySj7PHTeeOMNHnvscfPz7NmziY9vzsiR9+N2e6rNL/bD3wdXrf2Rq6+7ucz+wzvS2LluT7lUI6FI5PeIpmlcK7o2bESIxUJKSgqdO3eu0nhUkWHsh6ZpvDB/PlOnTStxYcP4XrZsGffccw8pR1wBhrF/7n7uuefo3KUL1w8axNq1a9m9ezczZ85k7ty5NGnShGuuuYYWLVowZ84cRo4cRWxsk0uaU2tiGHs8Hnw+Hy+88AL79+/nmWeeYeDAgRQWFtKtWzdWrlxJ48aNK32e/nyBkoaxpmlkZmbSvHlzli5dauoe+3w+3G63qfBUHVitVnJzDWnLkp7rNm3a0KpVK1avXm1Ge/Pz84mIiEDTNJYtW0ZSUhKbNm0KSrVp3749Bw4cCHpt/3yam5tLkyZNKCwsNCvpBpuXLsFXulMI0SPYzprOtuOACUKIOGAC8E4lx5d396KC7RV9p+zJJWlsMdd5RyX3UfI7VTrObrebSXglFxH+BlOezmBJHDp0iMLCQhwOB6dPn64wDCfLMl6vlzFjxtQqt6a8FX5KSgopKSlERESYyYXbtm2rtWuWREREBMuWLePf//530Oc+ceJEoqOjEUJgs9m44YYb/rRGMVxsP35OdUXHffnll6aiSTDk5+ebBV5KG9u1sXqWZZnx48fz6aefomkajzzyCFarFUmSuPLKXsx/YX6tJZSqqmpmGD///PNomlbrXDF/YimA6vOR9Oq/aNe2LSCoW7ce06ZNJTl5Fs6GVqzlFDmRFZmYuGhsDpupHGDuk2WaxcfTuGVDWndvjogKK9eoFEKQl+eiqJGhUVtVz3F43XCG/u0Wml7ZulwqhB95zRIAiShXDgA/bdzIG2++gcViISkpCcWioFhk4ts1pufADjSKq8u6Jd/z3fs/8uOXOziacgpN1dErUzSQIO1oGo4QB926dUMIweTJk80R2Mj0N/7u0KE9utCZNm0aiYmJZtv8y8CBIMBuMxZXujCcCM8//3zgM9MFc+fO5aWXXqKwoBDVp1J04RSZB9Zz5tBPDLupOzdf3R6HTQ6ILPlpBn4PdG0bxfr5DELCHPS7pSu6UNGFiiQLFBk8OdmcOnCC/ZsPsW9DKrFSS/b+aEzwJ0+cYOHChWRnZ7Nu3bcktElg/44tSJJMjx49kGUFi8US1Cj2/75HHnmEl19+CZ/Pxw8/rOfRRx9l1KhRprFQU8iyjNB1+vbtW+7+5p2blV9lUgLdaSE21uC1H/rtPHPnzmHz5k0sWLDAVKy4VMiSxNRp0wILSkkSsqJw6PBhUo64ytCqJUliwYIFTJs2jVtvuYXnnnuO+vVj6FbCQfXAAw/QokULAKZPn06zZk3/kCQuMCKwvXv35rPPPqN3795ERUURHx/Pzp07iY2NrXR899sfqqoSExNjblcUhfj4eHw+Hw8//LCZwGe1Ws3Ic0XIzs42jeidO3eSmpqKz+czZeD8VImioiIefPBB2rVrx+DBg/H5fGiaRkREhEn9GDp0KKmpqUGNcZ/Px6FDhyr9nZIksX79ejO6/O233/4hEeOazrh/Bfypo59iUCUqQgYQV+JzLAb94jwQKUmSpdT2gO8U74+gLKUDACHE20KIHhWtAGqKIUOGIEkSdrvdrE9eEv6XHcw4SkhI4NixY2RnZ5tGdjDIsozFYmHZsmW1QqUoed7SWL58OVdddRXJycnmPaWkpFwWaRR/gy/J0S4NP//V6/XSpk0bNmzYUOv3cTngr2AX7P0LIfjhhx+4/vrrAeP3/fzzz2XaUXh4OBaLhdmzZ5OcnFyhksWloH///uzebVRN8i+YJEkiKSmJ5FmzamXy8Pl8LF26FFmWmTJlCnPnzkFRlBoZx+XRKfy4/vrrmTd3LharlRnTpxOd0A1PcSEGq9XGzJlJdOnRBXucjCjmIVqsCharQnTjulxzd2+z8EJJ47ikh6L7oC5ExtYLWoFNkiXy8lxmyeCqGseSJBFWNyKABmKcQCB5dXSXj/NZedTv35eEhARSvl5Bv6uvLlNgRuiCwlwXF87k8O0HP1KU78bnVdFlBfOmK9ADlmVo2aYBLVu1NDLDiyUBg2m7XtG9O0lJSaYH2Q+bzcaUKUa1sx7duxvbrDY0VQsNV3TfAAAgAElEQVQojqELnebxzS8unvDnXQjQfLw43zCkZUlmy+bNPP/c8+i6Ts8rr2ThwoWkHT16WYxiAHv7bjRuXp9m3euQ5UnjdMFh6kY6sEgW/CLNum4oe/yyPoVFc16mSWwsEyZMYOrUqXi9XhSLhbYJbSG2TTUSoSQUxcJTT03ghRde4NSpU9SrF82sWbNwFbkuWVLM38b8hYFKwmqzcOND12Gt40AoEsIiIWRQI23k9zQ8pLuyMtn083YcjhAuXMjG5SqqlEZ4LLNqdAv/vS1cuBAwKCt+zJgxg/0HDhAdcpFj7PV6SU5OZvz48QghKCoqwul0kpZ2lF07d5KSsp/ExMRan8eq6y32P+dOnTrRrFkz04GWmZnJmDFjAiq6Vga//QHw2GOPmecWQnD4sNEXXnrpJY4dO2bOrxs3biQ7O7vCa0RFRdGjRw9CQkLo3r07CQkJ5pygKAr16xsVVp1OJ1OnTmX69OksX77cTJRzOp24XC6ys7Nxu91IkhTUbpEkidzcXFPVIphKxapVqwzqlK6jKAqDBw/+Q2gVNb3ir8C1xX9fBxyp5PifgdbFChQ24D5ghTBa7w/AXcXH/RXwlzZbUfyZ4v3fi1ps7VXlSd1XrP/pV6gonWgUFxfHzTffXOEgWKdOHaKiolCKM+uDwR92rqqG8KWgb9++aJrG3/72NwCzIa5atapWryOE4KuvvqpSdTKAJ554gkOHDv1h2ajVhdPpNNUnyoOfWz5mzBjz3fbq1StoO5g7dy633HJLtUXnq4o6dQyeJFxcMCmK0bZnJiVdUtKlH3a7nbS0o8yZM5u1a78mKenvpKWlmdc7k1O188j2ir0esizT7+qr2b9/P3IJg75kBShVVel/09UMm3IHA+7tR/frO3PDgwO44cEB2BzFg3g5xnFJ1K2gQqAQEBpqTFrVMY4PHTzIjxu+vZiIJUDyaCguFdmnIft0ju3PYO2Xu6h3TT/6PToGX/ph1BMXh9qj+07x2dvf89V7G1mzZENgkmHp9ujxlVE0EEIjMiqMZq0CqSQ1gRBGqWGBYMeOndx91114fV5UTWXlypVmrE8IwYj7RyBLckAfuO/ee0mcnsiUqVM4nWE8v2/WrUPTDbnMvOwCRl57DZnbtiKEuCxGMRj9tW+/vmiyG59exJkTZ8udK2RJpn3jzmiqyqJFizh54gSJiYlB21DVIIiPj+e+++4FYOLECfhUFXdo/Us4p7G4lO0RzJw5k88//wwhAotTRUTXofvI3rh6NaCwc13y+jYgv1cMwlbcpzQN12+/mUVG6tatx86dOyqdQyujUZTEw2MMj2fJdrvvUBGaqprt5J133uGHH34gKSmJ06dPs2TJEhYtWsTttw/F6XQyefJkOnbsANRu9brqGsWTJ08mLS0NSZI4fPgwJ06c4MMPP2TIkCGcOHGCv/
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