Skip to content

Instantly share code, notes, and snippets.

@flamingbear
Last active January 13, 2016 20:21
Show Gist options
  • Save flamingbear/b8c30455a49b94269467 to your computer and use it in GitHub Desktop.
Save flamingbear/b8c30455a49b94269467 to your computer and use it in GitHub Desktop.
Compute N3B areas with shapely
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"# Compute AREA of N3B grid.\n",
"\n",
"Compute the area of NSIDC's [polar stereo](https://nsidc.org/data/polar_stereo/ps_grids.html) N3B grid\n",
"\n",
"The trick here is we are now going to reproject the four corners of each polar stereo grid cell into an equal area projection and compute the area from those reprojected points."
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"import os\n",
"import transformers\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"We will use the [EASE2](http://www.mdpi.com/2220-9964/1/1/32/) projection as our Equal Area Projection."
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"# set ease projection\n",
"ease2_proj = '+proj=laea +lat_0=90 +lon_0=0 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m'"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"from transformers.srs import SpatialReference\n",
"import transformers.raster as raster "
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"+proj=laea +lat_0=90 +lon_0=0 +x_0=0 +y_0=0 +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs \n"
]
}
],
"source": [
"s_srs = SpatialReference.from_unspecified(ease2_proj)\n",
"print(s_srs.to_proj4())"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"+proj=stere +lat_0=90 +lat_ts=70 +lon_0=-45 +k=1 +x_0=0 +y_0=0 +a=6378273 +b=6356889.449 +units=m +no_defs \n"
]
}
],
"source": [
"# NSIDC's polar stero on Hughes Ellipsoid\n",
"t_srs = SpatialReference.from_epsg(3411)\n",
"print (t_srs.to_proj4())"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"boundaries\n",
"(-3850000.0, 5850000.0)\n",
"(3750000.0, -5350000.0)\n"
]
}
],
"source": [
"dims = (448, 304)\n",
"pix_size = (25000., 25000.)\n",
"\n",
"# top left is computed by noting that the map origin column of the N3B grid is GridCell(153.5, 233.5) and that GC(0,0), represents the center of the uppper pixel. GC( -.5, -.5) is upper left corner of the upper left pixel.\n",
"\n",
"top_left = (-154 * pix_size[0], 234 * pix_size[1])\n",
"print \"boundaries\"\n",
"print top_left\n",
"lower_right = (top_left[0] + pix_size[0] * dims[1], top_left[1] - pix_size[1] * dims[0])\n",
"print lower_right"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Create arrays of the boundaries of the grid cells.\n",
" 0 = left edge of 0th grid cell,\n",
" 1 = right edge of 0th gridcell (and left edge of 1st gridcell)"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"xbounds = top_left[0] + np.arange(dims[1]+1) * pix_size[0]\n",
"ybounds = top_left[1] - np.arange(dims[0]+1) * pix_size[1]\n"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(-3850000.0, 3750000.0)\n",
"(-5350000.0, 5850000.0)\n"
]
}
],
"source": [
"print( np.min(xbounds), np.max(xbounds))\n",
"print(np.min(ybounds), np.max(ybounds))"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Show how we will do this for every gridcell by first computing the area of the upper left cell."
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(-3850000.0, 5850000.0), (-3825000.0, 5850000.0), (-3825000.0, 5825000.0), (-3850000.0, 5825000.0), (-3850000.0, 5850000.0)]\n"
]
}
],
"source": [
"firstcel = [(xbounds[0], ybounds[0]),\n",
" (xbounds[1], ybounds[0]),\n",
" (xbounds[1], ybounds[1]),\n",
" (xbounds[0], ybounds[1]),\n",
" (xbounds[0], ybounds[0])]\n",
"print firstcel"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(-3850000.0, -3825000.0, -3825000.0, -3850000.0, -3850000.0), (5850000.0, 5850000.0, 5825000.0, 5825000.0, 5850000.0)]\n"
]
}
],
"source": [
"# make a list of x and y\n",
"xy = zip(*firstcel)\n",
"print(xy)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Create projections"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"import pyproj"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"nps = pyproj.Proj(t_srs.to_proj4())\n",
"eaa = pyproj.Proj(s_srs.to_proj4())"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"+proj=stere +lat_0=90 +lat_ts=70 +lon_0=-45 +k=1 +x_0=0 +y_0=0 +a=6378273 +b=6356889.449 +units=m +no_defs \n"
]
}
],
"source": [
"print(nps.srs)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"project corners of cell from Northen Polar Stereo into Equal Area Azimuthal"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"X-values (-3850000.0, -3825000.0, -3825000.0, -3850000.0, -3850000.0)\n",
"Y-values (5850000.0, 5850000.0, 5825000.0, 5825000.0, 5850000.0)\n"
]
}
],
"source": [
"print \"X-values {}\".format(xy[0])\n",
"print \"Y-values {}\".format(xy[1])"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x11212fed0>]"
]
},
"execution_count": 133,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaUAAAEACAYAAAATA2nzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1120055d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fix, ax = plt.subplots()\n",
"ax.set_ymargin(.01)\n",
"ax.set_xmargin(.01)\n",
"ax.plot(xy[0], xy[1])\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"((1269642.3890596323, 1286122.4548065295, 1271161.7950636235, 1254676.507534071, 1269642.3890596323), (6157765.586939204, 6144807.28407562, 6133355.661181969, 6146326.688806143, 6157765.586939204))\n"
]
}
],
"source": [
"eaa_xy = pyproj.transform(nps, eaa, xy[0], xy[1])\n",
"print eaa_xy"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1269642.3890596323, 1286122.4548065295, 1271161.7950636235, 1254676.507534071, 1269642.3890596323)\n",
"(6157765.586939204, 6144807.28407562, 6133355.661181969, 6146326.688806143, 6157765.586939204)\n"
]
}
],
"source": [
"print eaa_xy[0]\n",
"print eaa_xy[1]\n"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x10ff23090>]"
]
},
"execution_count": 136,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaEAAAEACAYAAAAa6MmJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112005650>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(eaa_xy[0], eaa_xy[1])"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"poly = {\"type\": \"Polygon\", \"coordinates\": [zip(*eaa_xy)]}"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"from shapely.geometry import shape"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"[[(1269642.3890596323, 6157765.586939204),\n",
" (1286122.4548065295, 6144807.28407562),\n",
" (1271161.7950636235, 6133355.661181969),\n",
" (1254676.507534071, 6146326.688806143),\n",
" (1269642.3890596323, 6157765.586939204)]]"
]
},
"execution_count": 139,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"poly['coordinates']\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"shape of this cell in km^2"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"382.64232280829145"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shape(poly).area /(1000. * 1000.)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Now compute grid area for each pixel"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"xbounds = top_left[0] + np.arange(dims[1]+1) * pix_size[0]\n",
"ybounds = top_left[1] - np.arange(dims[0]+1) * pix_size[1]\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"xbounds represents each boundary of each grid cell starting with the outtermost left, and including the outtermost right.\n",
"That means that there are Xdim+1 boundaries for Xdim gridcells.\n",
"\n",
"ybounds shoulnd't have to be explained at this point.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"I want to broadcast the xbounds along the y dim (449) times.\n",
"\n",
"When I'm finished, I'll have two grids. One where every value has the correct X (xbroadcast) and one where every Y value is correct (ybroadcast)"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"305 449\n"
]
}
],
"source": [
"print len(xbounds), len(ybounds)"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[-3850000. -3825000. -3800000. ..., 3700000. 3725000. 3750000.]\n",
" [-3850000. -3825000. -3800000. ..., 3700000. 3725000. 3750000.]\n",
" [-3850000. -3825000. -3800000. ..., 3700000. 3725000. 3750000.]\n",
" ..., \n",
" [-3850000. -3825000. -3800000. ..., 3700000. 3725000. 3750000.]\n",
" [-3850000. -3825000. -3800000. ..., 3700000. 3725000. 3750000.]\n",
" [-3850000. -3825000. -3800000. ..., 3700000. 3725000. 3750000.]]\n",
"(449, 305)\n"
]
}
],
"source": [
"xbroadcast = np.repeat(np.expand_dims(xbounds, axis=0), ybounds.shape, axis=0)\n",
"print (xbroadcast)\n",
"print xbroadcast.shape"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 5850000. 5850000. 5850000. ..., 5850000. 5850000. 5850000.]\n",
" [ 5825000. 5825000. 5825000. ..., 5825000. 5825000. 5825000.]\n",
" [ 5800000. 5800000. 5800000. ..., 5800000. 5800000. 5800000.]\n",
" ..., \n",
" [-5300000. -5300000. -5300000. ..., -5300000. -5300000. -5300000.]\n",
" [-5325000. -5325000. -5325000. ..., -5325000. -5325000. -5325000.]\n",
" [-5350000. -5350000. -5350000. ..., -5350000. -5350000. -5350000.]]\n",
"(449, 305)\n"
]
}
],
"source": [
"ybroadcast = np.repeat(np.expand_dims(ybounds, axis=1), xbounds.shape, axis=1)\n",
"print ybroadcast\n",
"print ybroadcast.shape"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1120e5390>"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAMIAAAEACAYAAADhtqk6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDsEMcAhmgEMwAxyCGQD/ByO5dPcMNWbSAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110a3b210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(xbroadcast, interpolation='nearest', cmap=\"Accent\")"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x112eae410>"
]
},
"execution_count": 146,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAMIAAAEACAYAAADhtqk6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTgQzwIlgBsD/AcJyenvrmgRVAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112159c10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(ybroadcast, interpolation='nearest', cmap=\"Accent\")"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"allx = xbroadcast.ravel()\n",
"ally = ybroadcast.ravel()"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"# too much data to plot all of it\n",
"stride=56"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAnMAAAIXCAYAAAD31dhCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1132e0910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False},):\n",
" plt.scatter( allx[::stride], ally[::stride])"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"reproject all of the points"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"eaa_allxy = pyproj.transform(nps, eaa, allx, ally)"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAokAAAIXCAYAAADwu8QSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1133d5910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False},):\n",
" plt.scatter(eaa_allxy[0][::stride], eaa_allxy[1][::stride])"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Reshape the points back into grids."
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"eaa_allx = eaa_allxy[0].reshape(xbroadcast.shape)\n",
"eaa_ally = eaa_allxy[1].reshape(xbroadcast.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Now I need to figure out area of each polygon in the Equal Area Azimuthal projection"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(0, 0)\n",
"382.642322808\n",
"[(1269642.3890596323, 6157765.5869392036), (1286122.4548065295, 6144807.2840756197), (1271161.7950636235, 6133355.6611819686), (1254676.5075340711, 6146326.6888061427), (1269642.3890596323, 6157765.5869392036)]\n",
"(1, 0)\n",
"383.748640677\n",
"[(1254676.5075340711, 6146326.6888061427), (1271161.7950636235, 6133355.6611819686), (1256176.260186736, 6121871.6477454668), (1239685.8087595939, 6134855.4125795159), (1254676.5075340711, 6146326.6888061427)]\n",
"(0, 1)\n",
"383.368251722\n",
"[(1286122.4548065295, 6144807.2840756197), (1302614.4148890574, 6131819.074965545), (1287659.0423047733, 6120354.7072510617), (1271161.7950636235, 6133355.6611819686), (1286122.4548065295, 6144807.2840756197)]\n",
"(1, 1)\n",
"384.477705251\n",
"[(1271161.7950636235, 6133355.6611819686), (1287659.0423047733, 6120354.7072510617), (1272678.7368215721, 6108857.9367435323), (1256176.260186736, 6121871.6477454668), (1271161.7950636235, 6133355.6611819686)]\n",
"(0, 2)\n",
"384.091472883\n",
"[(1302614.4148890574, 6131819.074965545), (1319118.1387068301, 6118801.0048449142), (1304168.1185851546, 6107323.8723987574), (1287659.0423047733, 6120354.7072510617), (1302614.4148890574, 6131819.074965545)]\n",
"(1, 2)\n",
"385.204053261\n",
"[(1287659.0423047733, 6120354.7072510617), (1304168.1185851546, 6107323.8723987574), (1289193.1079212881, 6095814.3251092881), (1272678.7368215721, 6108857.9367435323), (1287659.0423047733, 6120354.7072510617)]\n"
]
}
],
"source": [
"# naive way is create a polygon around each grid cell center.\n",
"\n",
"for x in range(3):\n",
" for y in range(2):\n",
" print (y, x)\n",
" polygon = [(eaa_allx[y,x], eaa_ally[y,x]),\n",
" (eaa_allx[y,x+1], eaa_ally[y,x+1]),\n",
" (eaa_allx[y+1,x+1], eaa_ally[y+1,x+1]),\n",
" (eaa_allx[y+1,x], eaa_ally[y+1,x]),\n",
" (eaa_allx[y,x], eaa_ally[y,x])]\n",
" poly = {\"type\": \"Polygon\", \"coordinates\": [polygon]}\n",
" pix_area= (shape(poly).area /(1000. * 1000.))\n",
" print (pix_area)\n",
" print(polygon)"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"# naive way :\n",
"area = np.zeros((448, 304), dtype=np.float)\n",
"for x in range(area.shape[1]):\n",
" for y in range(area.shape[0]):\n",
" polygon = [(eaa_allx[y,x], eaa_ally[y,x]),\n",
" (eaa_allx[y,x+1], eaa_ally[y,x+1]),\n",
" (eaa_allx[y+1,x+1], eaa_ally[y+1,x+1]),\n",
" (eaa_allx[y+1,x], eaa_ally[y+1,x]),\n",
" (eaa_allx[y,x], eaa_ally[y,x])]\n",
" poly = {\"type\": \"Polygon\", \"coordinates\": [polygon]}\n",
" pix_area= (shape(poly).area /(1000. * 1000.))\n",
" area[y,x] = pix_area"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAIXCAYAAACbyTXzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ny+T/AUnkuZOrisDpAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x111e9b890>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False},):\n",
" plt.imshow(area)"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"664.419847784 382.642322808\n"
]
}
],
"source": [
"print np.max(area), np.min(area)"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"area.tofile('ps_by_shapely.bin')"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Verify versus the data from\n",
"https://nsidc.org/data/polar_stereo/tools_geo_pixel.html#pixel_area"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"valid_file = '/Users/savoie/Downloads/psn25area_v3.dat'\n",
"valid = np.fromfile(valid_file, dtype=np.uint32).reshape(448, 304) / 1000."
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x113a8af90>"
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAMIAAAEACAYAAADhtqk6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMxBmmQWYgTDLLAD8D7rrrsJJBWxBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1132f2a50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(valid)"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"diff = (valid - area)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"###So difference between computing via reprojection and by using a polarstereo scale factor is less than .02 km^2 or 20000 m^2\n"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.029822022212 0.0162947486383\n"
]
}
],
"source": [
"print np.max(diff), np.min(diff)"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"664.449 382.659\n"
]
}
],
"source": [
"print np.max(valid), np.min(valid)"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"664.419847784 382.642322808\n"
]
}
],
"source": [
"print np.max(area), np.min(area)"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAIXCAYAAACbyTXzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvV9zm1eW7vcjAZAgCZBoAhJhCmxBFmzSMm2zbdY0063U\nsOroJE5VJ7k5qdS5yQdI5T63/UVSuc1tKl11fKpUFU1F06M5w+5mt2mbtCELsiAapAAaFEASJAAx\nF3s/79ovpZlpT8bRcTV3FYv4s/G++8/az1rrWWvvd+T8/JzLclkuy2W5LH85ZfR1N+CyXJbLclku\ny/+/5RL4L8tluSyX5S+sXAL/Zbksl+Wy/IWVS+C/LJflslyWv7ByCfyX5bJclsvyF1Yugf+yXJbL\ncln+wsoPAvwjIyMfj4yMbI+MjHw1MjLyv/4Q97gsl+WyXJbL8i8rI//aefwjIyMJYAe4AzwF/gH4\n9+fn51/8q97oslyWy3JZLsu/qPwQFv9fAdXz8/Pa+fl5H/g/gP/+B7jPZbksl+WyXJZ/QfkhgP8a\n8CR4X/efXZbLclkuy2X5z6D8EMB/eQbEZbksl+Wy/Gdckj/ANZ8CC8H7BZzVH5WRkZFL5XBZLstl\nuSz/iuX8/Hzkz637QwD/BvDWyMhIGdgF/kfg379c7X8APgCuAin/2Qnw1zjd8QXwvv//HlD1dX4J\nHAB9YAIo++9OgKyv86F//7e4GPPfAOvAfeC2r1MHpoEWcAPS/uOevgMoQRFotIBZYARyQAGoet2V\nG4H2OSyNuN9mgC1g7tfwxq9dnU1gFTfa6kYFGATvk77OA//5ih/J5IUml3wdzdwdoO3/8P/XgK7/\nG/i6GX89gCWggbW35N+D6++FIaCL63cdN04rwN/9Gv7LX9tnDT8uXdyUJIPr6JoN/zrp21nxnz/w\n/2/78SgB94BfBf2q+/qbvi2ar25QZ9XXWwK2fTs2/D0Lvk4OJwYZf420b4/+q/zfv4Z/++uXV8jg\nFa8HuLHU/17Qttu+fU3f/1Wg5tuIb2fJtzPn24W/hvq1EoxLDvgNTpw1Jvg+gZv7qq83wMZcpeGv\n8//82slnxrdNdXr++wFurPW+HbQtlI1Qbuq+z+DGs+j7t8rLsoj//8C3VX93/Xca2zVM7u/7z1d9\n25JBnQ3/XcV//sdfw9SvbXwGvs6Kf78JLPt2SZa2z209V0bcuLTBkRgHvp9532ffqBhuPPJv8sDz\noNG3cQL910EHf4nDr98DHf+6ghOOE18nhcOdv/XffQq8A/wJlzPzP+FY9L8B/me+T/lXB/7z8/PB\nyMjI/wL8RyAB/G+vzug5wHVmGgfi+gxcx/8b3KD8EtfRv/LfVXEDOMAB/X/y353gBgBg3///t/5/\nFjcB7+CAXvdKAZNO4NrH7jXgJgxXt5cHZqE04ua6gBd8r1zbx+7/9qT7robrzx6mh7SQ6jhhr+EE\nbgUntOCE7J5/vYYBXAgkTf9fwt3DCfNtTADTOMUjINJC05/aU8CUVBkDyXJwjy0M0NX2FQw0BfJS\nNlJkIRhXfP22b5MAoBG0WYux4evlcKCvNQIO6NT/om9b0fdFIJrGLWb8f4GE7qsxzPj3AqRe8B//\n/wAHWgMMhJLYitFrKY9M8P+er5Px45H2Y1i60MawnVLWUhDLxJX5UnDdXwVjJeDVGNb9n+a+F7RZ\nCrMKnPnXZdwchQDe9v8FsJJ71SkE7W76elx4LUCVkmgTB38w5SDQvx+Mkca87q9bwGR5CzOS8OOy\n7Ou0MYU1h1+PmKx0ff/pw1YqWLMAJ37MJ03ZtPFrf9ZV6YHDkFLw/hhyk9CetOtwgAPzd3zHsjjM\nECbt4QB/H4dnExiWdXydJA7T/grDwi9w2Ph3mIKY4PuWH8Li5/z8/D8A/+GfrlXCDUqSOOCn/P/n\nOHNWHf7U1/k5buZk8X8YvP+lr1Pz38359xM4BZMPNHQep6Gnob0HmTnoPnfvo8Wd94DhQZ8+VPvB\nNYHkpFs8NQyYyikX3tZCKeMFyH+24uv2iHsAH/t62ziB7OEAb9vXWcLAe4AtpLuYV6DvZcFmMMvr\njvqOgWcXt3CK/hrq+5a/dhmzCFd93TXghW/7bf990/dLYCRwS/v7Nf1nAt0kZmXmgE98++QVDfy1\n1R+BrBa3wKeOW+gan+3gv5RXhbiFLQv6PjYXq9h8tYmvjF/5/58En6UxwCrilKYMPFmZlQvtkZVZ\nvdCe0EMRoEpp6V5JnHx0fZ9r/voaw7v+e4F9EZv7enAdge0/+H6mg/HDf1fFje8mTv42MCWPH6+q\nb+ttX09jV/P/ZU3f8b9f9nUks2Dymfbtl8eTIT7+UjpqS8GPl4wmGUhV/9sCDg4GmA3X9PVqGoOU\nrVndqzzpPhucQ+/Er80U1FNEhl4XSOcDg+A5ZDyGRBd6Drxvss8cZtwS1DnBYVbN3YcPccAeWvwf\nAn/v61X9gNb89YSX3x/4X+PO3ZV/vsqPuYyuv+YG/MDl+vrrbsEPW66tv+4W/LAlt/66W/DDlsz6\n627BD1xu/X/69b/6Bq4/66YjI+cuvT+J01rr/psvcF7A3+NU9VUcv1X2n4PTenvAf4szwa7jYgJg\nWaP7ONfqQ5ymruO04h5mAgCFaWg+93U7UJo2txag2QLyrpmy7qrnkBkxq05WTBJzGwc4y0NW7wBn\neco66vpm9II6okNktciNDq26kP8VnSKaRbSAKIvQQpaVG/Kvm/6zAXGrsBRcJ4dRIw2MDy4EdcrB\nOOjzkNfH/2bJXw/fVrnS+M+TQZ8bvv5WcB1RU/eIUy4XOfePg88GQV3RRhct9U3fB1nean8To18u\nWqjgaAbRN/ptDTemoecgiusOZiWG1mwSJ8YhhQRximmdl2mgbeKxC41fOLbheIN5kmBcP8Q5fnw/\nwrnu+u8lP/K6MrzM96v9ki/FkTb9GMnTVR9Fj+WI8/2h54q/dwPzRpJBeyr+N12czIhiEjUJzhNb\n9r+Tp5vEPFq1R15SFeh6rj+MoQ0AWlDIu9+VgHqAIRDgCr4hczicK2FJj+L2rxLHr8c4IQb4v/xv\nKzhsrOEs/31s4H/uv/uvXntw988sz3Gj+Ne4QQAH7ncximYA/Hc48BcdtIfr/FP/X24QwXXW/ULo\nY65QHpiGnA8ki6NmAhiB9LQt2GjB5GHQcpRPCe/Gjjhh6QZ15dLX/GdlnFCEFM0yTvjuBJ+vYkG5\ndf+bMgaAazghvxcM2x2Mv1fwMApCEedR9afArma7GFxH7i+4PmoR5DAlpMW0RDyguOXfK2BZxy20\nOi/z0wJ3xSxEM4ABwIB4bCKHKRbFIkRVlLCYhEBLfHSZOBjXMZpLXHMPA0jdOwym1v01bmNAlcbm\na8n/VrRU2r8Xv64xFAA/8K/DtoGBrBSGxrOOyWPX11vGlLrGSm1OBu9FhaldkmcpKb0XnUMwhpKT\nSjA+G7jxl6KoYrKiPjcwShNMzhu+HaFy19oJ5xvcWD/AQB+MBgK3RgpY8Doy0Px7xbvU1qXgtwJ9\nrb0yRpnlgjpNzKDZGrE1GbXZ44GMogYOO3oQUS49oOg/a7+FwyDFFn1nkx/5l/cx/PpbDNvwr/8W\nF+Dt4LBwz3+neMLd4Pd/fnmNFv//jpOOKmbN38cBdBbj5adxyCdr/n3cjIWR8Ke4wZXCOIfkiOPq\nkiMmeAOcFgdIe+UoPrQhrQ3R5CynDCguWn4SujIm3ArmrWP8sUrI5Scxz0ICtYQT+o/99WSdhYGu\nLk4ZNLBYgV7fDurgf7eBBe40BmqDLLZt/5sCDnAuLpQqlskjryTkhFeIW/ol4tZYzX8mL6bNy/z0\nfUwpKa6hWIHAT2AoUA5jJVJWbf9bAbW8nvvBvcq+T3XMoldd9UPjJst/3X9+L6gj0F/1dTRHGSzo\nWMISNTRHIdDh23cPAzKBsZQb/r0AuIgFRO9hyhMsLiLLuIwBLlh8oIzNR+h54fui+V3BLGkFTMEy\n0rYwDl+eoRSaPMYqFjORJa3Yha6XweZIXpjmq4gpAyk3eZCq8wluLrcxT6VEPGtO7cZf/7Yfvwpx\nGShi3P+rPD15J1t9bGA7Duglq1Ec0bMDyWAMBh5/hE+M4MC8j8O4KsbxZ31H/oTDuHWcwfw8qNPB\nKZV/970s/tcI/P8nzk35Ewbq0zgwT+FGSf9DL+Ad3Mw8x9I593xdSbAf8C7A55C5Bd1jX0eew5yB\n6qAPhZR3z4Lgbjr404SHYArmMobWXhEnOBKAiyAqS7+HLRQpJllOoYUsK0pgVyNuza4EdcLFJC9F\nGRYanjom5FqwopxkEQ0wa1vtbvjf6B7LQbtrWKqmLFSIg76AR9ayADJHHMDkFSg4CKZ8BZyvWpSh\nZS3AbRK32pMYyIR1ZEnrOiGwCxjkOYEphjZmWRcwxQIG9vr+/ivqSAHJwAj7Fcqhgp53iaeihkWy\nsoZ5LBp/XfNV4C+ZU5025uWFcy7gxI9bEpNf0SchlTTA1oUonzLGUoRGSg5TcGXilrkUgeQkNCAg\nniK87evcxs3Vq5RVDwsYa+2Crd+Q7lnF5gZMNiMF/txTO31IpmwMe+BwaRboQ2YSup8TcfMZvBEq\nKrqPpSEJ1Kf9AHzhr3XH31SRa7Ag78KPheoRl38Ny+NXJ/Rf5RrOE8DXnfavkziXZxKYCDTtCHQf\nQeEGNMsO9AuT0KxDyc9yHVtAvZTPOpm27ApwEy/KYRtLGasRp01kQS8H9e5hi0IWfg4nbBctKnCC\nIt5V2QBtLBsGDGQu8r014hZ/EgeAorNC6gRsodWwxah7axFs+PZtYgtcIKhFKXBZCvraxJSA7iUQ\nX8EU0EZQR/MQgp1KSLOI45d1XCROQdSJp0tqzJsY0K5inpjAInTxdS/REIqlXGxPSKMok2SbeLZS\nSEFVMO5Z1B/+vrK6NZ8N4vTdetCetQvjMwj+9zBPbxXLa5e8aZxl1VZ8uzVGYFazqD3N+RYGtPK0\nVjHZLvvve0Ed0XlSAqHcgqUAy+LX+skQp4OkVLeC9l40ZEq+X2ksg6pNfF+K6J9NLF12KRjDNcxD\nqWGZdVXi8Z8uZjQsTft2peI5/T2gNAf1OhRK0Dx2gxTRU4+I9g/1pnF453EswsNpjMlIYlQ2WCaP\njOPvV16jxf8AB+jTwTd9nCV/gHNh1oPv7vn/14C3gGNgIrDswUyJPnADOIeid7VkuWiMmlj6pooE\nuhG8F61wmzivH4K3rJkqcWsiE9TRAhC9UyUu4HJdBZQChApOsMCEW+5wGQvcauHKchUXetu/38Rc\n7CRmoWnRi2e+5+usEQ+YJf3vw1jBqv8u4++7glFUIXXTDr4rYyl5oSIS2Hxy4X3IR2/wj9Mn6tc9\nTBnLItc9wCy5NQwoH2CBR7VZHlM1uEYOs3oFAAKl7QvXxF9X3mEvuIauC5amGHoFRV72CkQptYnv\nO/g4aLM+k8Gg2ItAa5O41SzKZDNocxcHihtYSqleS1mJ8nvg276JWfvtoM4y8Y1TA+LprqJTNIab\nxIPkGp+GH4NlLL4gGlR9bxBXGhWM9gHzWtTW0CtXezSfm8S9aCkmXaeEeSFhnCQqPsVTcRZhzwBo\nCG9HcOnkAVMReQEyeieBrzCaR+UeRkvP4jCs8GOhejYw0FVH97Atifs4KqiP5ezjubEWRu+U/esJ\nl18LngrwwZR03gS1Amz7DVdLk2apCFhVZD1Lc4NZzBuYhahS4GWaJ4MB7V3/WqAvN1oWBxjAyRWv\nYHSIrATRTTlss0sZtxjUnjv+fkUsl1oei5SM2pvEhL7s/wtspCxzmJsvRaA6sqbklWxg9MG6/058\nc9gf9UELVyB/j1dn3ah9NeJ7IMAsWDBvK1ywF+drgCnuFeJ7Cmq+jn5fIK4QBPAEn+V4Oc4TGgXi\ndmWxhtSRfr9FfDe1+qV5l5JX/xvEM4bAYhsh+Ie0D9g8FLHsqC6mwNVH/D0Enm2M7tP4CMgkP7Xg\nHmA0j9bCEhZX0r0amLwWMIVex9ag+iFvQf2RAgAzsET1SGaXg++aOFm4g+1LCOkegvZqHDRf8rRV\nRLPdJ16kGGv+WtvHDmeq2Nrptax+0mcM9lo4DBTVo5z/OVdnIGWQ8n9/j8sGUqPv8X2zel4j8B/6\nd8+xSPVHOC1YxaVi1vxnQUkDvb3gN2UsXfNGUNFvqMjlzWUTvaPSxTbPyALNBHXuE991GXK+WgQS\nDrCg0X0sGAoGoG3im2DKmIV9BwPJUtCWi/SH3t/jZS4azOLcwqysEOjBdjDKQlPbNE7ql6x8cfGr\nxLfKi77ZDPq67vtR8+8FNAJ8jW+S+G7je5hikxVVJu5iCwCSmEW+faHvornKvHwsBcRjHgL7dX//\nkDq4g1mnIRgI2G7jAEsctq6h+6o9Ia998b5gdIcomqWgrsBG46L+1jAFKCXVxcBf/HOXOFW1Rjzw\nKwWg30N8PgfY0SH6PcQ9gDSWVSNZAgN8GUQCVXmfYFlK6nvopa37OoNgHPRafZJCk4zd9b+rYQqs\n5v+rfUUsWB2uVRUZCpq7sF3qVw9jANQWeU9gngdY6rbGqR1m9yhu+QhL91SDcd+n52xNAvA73OSJ\n9qngcG/kewH/5aMXL8tluSyX5S+svEaL/wmOy3+Ks+7BZfi8g9N8X+G4/BZ2KBs4eqiEWfxzRAfj\n5Hxua5KAigl4/GXMzRTPOTiH8ogFJMXfgZ1hUyWeMinuFownLGMWTwPj9MFp/zV/XVlRuoeuWcOy\neT7BHRMg113WmNx4BWtlPYpHVh1ZmXJjt/z9ZYXUsCwjiKeYymKTdyJLpYxx+bJ+9Jnuq8DlFvHj\nGGThf0J8o1L4Wp5AEbOyasTPfoGX01TXsaMUQmpGlI76LqtRcycKpohZpep7hTjfqzaIq4Z4XEfX\nUoBW98ph8QR5IstBfbV527f5YyxGcdGLA7NAy8H34bzLS7hoJX8cvJaFqkDyNvHMH12rhlmqei8r\nuoflv7f5x1MnB1gOvPouOhTM+9K8a51JxsHkPBP8pXEH1alfbWz9iH7RGksG7x9g/H4PO5dI817D\nYnSaN4inA0sua8RjgGWgFqRqJjG6KaKSL8QUFQNoH+NimsIylTl/g+fYgW15DBvx33//DVyvEfiP\ncKN3Cwf4YNk7cmfyOOB/Cun3XZU0zl3K+PMyeo8gfSMeyAE3QdVjO38D7IwWsACk+NBVbEOHuLo6\nlmon/lauYAhEAooQ9OsYlaHgTg/bzKSgT9nXEa0kN7KJpW/Wg+uIagqDuCE4aSFtY4e3bWOCDibs\nTf/7Ji8v3gx2TpA40zrxHaED4tlMReyExZCeuoNlnYRUhIqAXzGUEPS7QR1x8wJP0VhaWKtYALFM\nPLCnft3B8rcFwGFdiO9CLRI/wEyvBWCamwK2a1vjU8WN4V3iyll1wYLvYSxCfVW/FCsIZbBMXDmI\nBrsImPrTZ3eD9t/BlIBoii0slVh0ihSAKKMl3BgqiCqjQbKkPl40hJZwc38/uI7kVUpVSjuM/2zw\n6qCqrhOumxovp3eqTrgOS8TBX/eqYko9jMlInnNYyvAWbh5K2OmqutcA23kfi1P5GGNlMo5FXQzL\nIiq15ajqHtBT2rswseYrfeTf/2iCu1/itFYYqNDmrREc+JdwWk9Wv8o1l57Zw6Vtpm/EBRM8d993\nm7DCaL8stk3iuwllXd8OriOAEs8v3ryHTfI2bnE/wLJ3ahj4Q5zflwW1hKVc6l5rWBbGNhZ4Lgd9\nuuh93PPDtBxcR8AvZbRMfNdiD9shXPXfrWA7i8ECUiHga4FpcVewg8nCfqwHY9jEMkzESSsoKYtN\ngPSqWEq44LaIH6X7KiW8STy2UcPARWMYKke9FiiBpRaG8RGIB//kSYXKNbwW/8h9ysQPBlN7L4KN\n3hP0+yL4X+SepWA/IR4kl6W+gW0SyxHfAKa+38aCpwVsziUDYGutgh0QKG9WnnASWwdLWA59m5fn\nQjEpxUognkVTwWIby8TXCH5MtZa0jrTm1a8acQ9Fa6CHAfMalobdxuRJClnjJKWaI37Et+ZUBlEY\nL9Ga3/LMxVLK2q911nsEmRs2J81jbBevrP09P1CKfZ7jvIWZH0sevz/mlOcYjaPjlJPET5w7gLR3\nbWRRNdXhGy4q3ptwygDcwFWxE/jCAKUsonBhhJMml1117mOBNWlygZPqC/w/wU7QrGETuIydYCjP\nIgyeElyviQntAMsGAktnlLLq+u/DYKEAo4EDggcYNaQFJ0AM31exgCbYIYAlzF2vYcf4anwGGL2y\n4uvcx8BP1qRAuo2dQhoq6jXMagqpDSlYjd8y5uVIAcsyXsIUWhkDpy3ilIgAU7G0HpY7D5YuKFDS\nPIpyUNskBwUsSFnCwFgALQVcwQCn5uuU/f8alppaxZSBxlDKOTRKLgZu1f51zDJVG8AAVIBVwTZI\nqR2Sb1nsNYzy1NrRPNzFyckWliGj9iioqT4IDNcwr0OAmPZ9k/UtalB1NohnxUmZqr9lTEE8wFKV\ny0HfM1jmWR2jQrcxA0TUUAML6of3hfiGwAHxILT62g6+D/u9hcMksCSOHh7gT4AbLsW861M1C5Pu\nyIck0PsK28s0gTOMdePvX16jxf8ZBu4n9j86wwJzeZvHUPSgrolvCPin45tjIO7WyeWSMGkCVzB+\nUxaQQF5AW8Ly5EULCDQ1yTniqZEhXSIrXIIjK3qAbRYpBdcRB/4xL9Mh6pfcTIGorq97CmRkZW1i\nGTviLDcwywdfV9Z+6H6G7uoGpnB0nTrG6cvdLQR/uk7oGgt0QxpHfZMV28SAVPSUrMG7GBWj62uc\nRfMINEXFhMpcllwtqCP5WPIGyCAJGyMGQrq+AAXcGK+eQ3IA26l4eqAURRlTTnUMVMM6mxjds0Wc\nnpI8i57SbzU24bzLSwADSymmi9Rl88KfjBGI8/4PsDlf5WWaVLIhq18WrO6Vw4yupn+/goH6NjbG\nmneN7VZwnbWgb2AW9yf+/QAzJuqYAhDdA/G8/q3gs2TQL82PZKRMPF4EttegjnmwYgnUfq0LWfsy\n0jRu8GraqQrOEPbAXxwJ8M5vQpXXF47F4HfA6o+F6jnEAX4L0n4bc+8cZ/W3IHPL3Npmy3L0JQCa\nIFm3SUzAN/0TsSSIFeKBJ4g/rUnAVcbACWw7/x3i1EKPl9PFyv7zLQxANclNzFJv8/KmGTCaqUH8\nHJ4mcasiycvpirImdZ3cK9ql/2CCv4zlF28Hr8Hc1NB9rmFuNcS9JQnjgFcrrAxmqQv8bwe/kVst\n7wHiwCbFG/LsomF+5QF7IwWrffgkZV5KBgM1sFTWUGFLSRb9dbopyPWgkTYlAfExLPagnYZMHxop\n8/wEHmpzeH/dOxNc8+O+tfs3qTidJKXXwMAnBMgCJuNSdklsj4c8B9Xv8jKAhp4umOUqK7VGnEoB\n26wnYJNM6zXEZSykP9VvMK8sgwXJpexVbw2T+3vYju3NYHyKGOUStk8yrX7VMYNGCkvtg/g8NzEK\nKlSqd4kfuyHqqU782BMZQioXMWgJ98SvlRF79kURk02IG7I9fyKo6M/u5/7LPI4qH/2xUD0nOL7q\nfeiFKyMJuVtegM79gOfjm4XA+LuwB//Y6xxGG+jzGpbXrDriW/WZLHxZ5hKEHPFDvzaxwKQsCFEg\nYK5jzX+Wxjjv0NISkK1g3P5KUEfWh7yXAbYBJnSxwYAypLbuBfcS31nATjXcJq7QBGIlbMOPLG+1\nR0qqTnyDkebpdtAmeTObxMde9NQq8Tx7eXxgiqOOWbt6vZ2y62ykIld8dOWIF80pZ8nX7ByV0ZUj\nXvTGHMB3Mcu34eus9uBu2uJBFy0scN/f6cFG2qw5fHsrToGMps94UZ3ylEofuilGC0e8qE8FR2Ok\nXLu3U5ZBJfAX2IhjFlCHtIKownowbuK4P8YC+Pj/GezMIAFomfiBcEXs2BF5z+uYHIpvFx20gnmM\noeHQxg4e1Dh2g/EU3Sc6RJ5NEgNx0S8FzKDaIr4u5PVpncqyXsJkTOuv4n8vw0zep9ojj0TWfJr4\nngFdu41RuGVs/MG8nHLQN8mxykWFq9cX6UTds5b39Da4R8B6Y7ndInpIzPcor8/iT59D7znuSNMA\n+Is4Gqc0Ej88S4Ipl7mALYZlLJgEZnmUsUmqQvRUIrDFcxtb+HLbQqpJ1pM48/vEz/cQVZAL/otf\nDN26MmY9i/eWwlCbBXbilbVAy75OFbOA7mMWUzKoIyETKGps5HqDgYvaFnojskqKQXu1IKrEj0EW\ntSN67AGWfSFLVG6xFrgWcYU48KeB0jnUR8y6rQK3PcLdS8ezp2qYlRQaA8s9GCTcY/W6xOcHSK08\np39v2lt6fag6a3106YhEcghAv+pS7lKV5698f/Gz4SDBi+0pb0n2oecVyBak1p/T35w2JdtQO713\nkRzCVjpOFWk+pcxlEa/34H46npFU8uu3PhKnx6qYoSA5zAVzo3lpEI8PiLJYxTbiVYjLaijHFYy+\nrBM/118WtmjFAXZIGpjXHs6nXssblIcr4A459jB+EMY8ZO1LhsFSUEX/1jCckGIM50ge3G1sJ7z6\nJIwQPkj+dZ372FruvmKcwILNwgqNzSC4jvCthOFeZPT4eS+O+HV0uYHrslyWy3JZLss/UV4f1dP7\nCrjmOWpvfrYfQWMO97DjOiT957ImwNLuqj7gmyT+zFUw7rmIbeOW5rzv68gSSF6or0CfrlP29/4Y\ns/ZDjr+KbUARt1dWG4PrVLEAmbwVcb5gloToE3HBA8wylpcgaw9f71cYpyorT5aKaJQ0cYutFrwX\n3RO6mUuY1bSEZZXI0lO/5AavEz8Ebs1bJBsjNh5t4E4f7qXifO+dPtxNQW/E2u+tuFFvhb8Qny0a\nQBaWgmRAaslb6NvT8f0VFc/Hq6ycky58R6+dhba3yjemeaG58MG2fnfCBXq9NdwvZF0wFyLrun9v\nGjKQWvWeBJAuutTjXvInrm4RWPIxA1EU9ZRv8wmsnrk29zBaJ5x379mMJoe86GEyksSNGf6aGseB\nr7Pu4x2aU3kCa+fQHYmfxir5ESXawLJtIP6UN3msXYwqU8xMdeRxyzvQmInSAUsyACevv8HoWK3T\nHOadiOZWliD8AAAgAElEQVTcCtqpfsnyFk0mrzcMzKex84o0ztWgjt7rGksYVaVAchkLEiu2IS9d\na7IX/N0O2nUv6Ltic20sFiCvqBHk+qex2BH+f71ONHGNY+Kbvv688ho5fnBZOSfQ1jGkc0SZPoUS\nNPtQSr2c07yCqyfO82IRcECcN3tAPItG/KWuk8O4erDJLGFnulwMnirgJtqhzctuZh1TIJrsFeKb\nxbYxd3QJo3W0MNQegbqUj+IOckXVjw0sk6ZA/HwhjYmor4g2wMZZdEMTC2TJ3S77Onpdxg5Ia/jr\nCZDk7grwNlI29gEWj/7qiBdbU9Y2z6W+qE0BDliHgwQvNqZIVTzIFoHyOWy7e/XvT0dgM1rxPP52\nisxSh27d3ay/NQ2VHr3upKN5vAKfWW9w2HAJBOlcxymFzRTp9QN6BZd6nC58R++eT0Ne6bt6xSwz\nxRbH3UkfD0rRW1Ja8am7Xxoy5Q7djTSs9BldPnM8P9CvTwdn25/DwCm/1Ppz+k2nSEZXHQ3Vr07b\nBjpx5clg/HpjNq45P9YV4jRpEqeMVaeIJSRoTmuYzIs7rxDfsZ3EMrNqGOct5dnD+G0pBBk7Wl9a\nIwUsqaKMyTVYgoHkW7ItQwvMENC6KWPUVD2oU8NiQzIYRP0Q/L6L5fKvE8++kzzXiJ/VL5oJLAFE\nMQ7F9UKsCjFKJfp+wtqsGILWb73vsTGsO8f3La+X43+p88eYNE/6PN9jp/k0KAIYae8BL58QGGYa\niFeTBpdlU8SAXtZCkfhxuGEwtYJF+kOOfxPLWVZbdP9QMAfEUzgLxDfQSDAymAexhQkgGAcq7jGD\nbQ4Kg9+ySKRk9J2UzH2cFSNO9i7xQ+LAAOaiJSM+Ve3RdAlISn0XqNSC81ztaM4DewNG7xzx4v6U\nzZsPoo2Wj3jRnoJMD6rpuGflxz617K36rWkLPnuwGS158BNgb836OVGDcdeVwtf4+LlLLzlLPZkc\n0m0UHNB3Jx0HD7DcI51x1liv+RMyxSaDQYLe9mw8jqL5Kvqx0v2raUhCevkgpkBG014RZIjAWf2M\n+qqxkAxWetBNM5o7AryClBVZhdHbR7y4O+U8hWVfp+2UTRS3Wuo7z6N9YU5lCIUxJ30HBmp14gek\nSYbw1/8EexQiF8YczCAJYx/yJGTxS/5l0IQGhpSMlKCs7HUscUIy9gADbeFCl3j2Xd23YQXj+DXu\nWhfKqlGcqoYZO4pLtLEd0cvEjypX37eDNpT9Z2qL2tzDMGCAYzkyk77f3iuIJmzqx5LOeQTsQfqG\nT+ME2IfinA1uBhfEqIyY0BUwC6mMBUUgTvUoUBkGbhT0gfhWa7m8EqoQaDPEd1tuYc8GBTu3XtaM\nrPYwkNPALJkklt0gK0jXkfuoRSgFIKGTYG1iLrjao4WyhgG/FtaWv+9a8BstgmXMDQ3v0eTlXcTy\nIMq+jsarjlELyaELxHoLaXTpKAKcVOG5s1o90FP2Ac5mKnJpU+vPneW+7HPkt4KMnRIWgAsD6heD\nc11c0LM3wkylQSI55KDudoenMif021lmSnuc9sbo1WaDbJogj786Ahm48stvePbHnwJw5YNvePa3\n7rWjkHwb66loE1e6fMB4+gyAw/ocqVyHfneC2dI+w0GCw2oR0j6IDXElrb6EfYQLwfq+a9/WCKnb\nRi8ZBekzmLwSSFXMcwCvgLenPD3nA+H3zPOJ5ngJs/jrgSxo3svEj01YxzYmql8D//sHwWv1l2Cu\nHmAyLONE9K3k/D6WECDAl0JScPUBlmyQIZ7VJnkuYgBcJr7/R2P/ALdW1J4B8Ww34VMuGKt6cB3R\nXhozeR9qB1iwNzQQlYhR8+8HxLGn6pNepOjw/WzsAcUfSTpnehJ6/jxqPZ0+N+cyepZGAmpi4Kig\nULtrMjYxQAgn5z5GywhsxbNLkKr+s48xBVHGuEQwF1LAWyS+eQhsS7e4OLmPAnuIp3XVcMJQIQ7g\nsnpEASl7QQCNv0cXS73sYW5tMbjOfZzgPvB1ZOFI6DQu4s3TwW8lvEniD6uo4WiVpUAJr+BArOn5\n4uTQ8dglu+aL3liU6tZPTsd3Hiv7xQtyav05/e4EMx872iWVOaFfsjTM2aWnHHxyDXLnUBg4qiYH\nmeVnAExMndBu5cjl25wcTdDdvsLhVpHZladROmf29j4HjWkHwA2ixZ5ePiA74wa6c5ih15iN77NQ\nCT5LF74jO9Olk8s4qz8NvY1ZekWrk811ONhy/T7ccl9kyk0mbrpNi+1WjtxHvr2bV7xF6sG94dbx\n7OpTDjLX3BhlTvwYtdwYrQeZRz0gk4p5Yf0H0zF5fpH2dFAJN1fFnqNTNe9LPrd84OUmeQ61EVOO\nYPRIHVNQTeLpwJL3JpbaKdpGBogAv4hRGlVfJ7SeZQBp3dzl5Wy3ApZKLEt8O6hTwPLka5g3Vgva\n3CTunUhWZZARXEMUTzkYg499nVrQbxlKUoTJ4Dr3fD+FURofYYIMza7/PQNI+/UgSnb73OFmSAn/\nGeX1Wfzlc6j551RqodT7TnC7fagE3P428cChQE+TIEGURXKP+Lnc4sblfoFtvJBFE/LpGlQBs9w9\nLY4K8c1QIcUjTjxDPHBbwbbQh65zSHXJywndyJCbD5WOrF9Zg2rziu//GvHTQAvErZ8y5rV0sRx6\nuZlbmBIr9Fy+esnTKdvegl9+Tr8xHRu3VOk5/VrwmRRIncgKTS8fMBwk6W94DnvliLH0qQPPAVD0\nwcdCD5q+8/71aNF5EOniAWe9cUcf+TK6fMRk5phuM8dMscVwkKBbu+I2Y/ngrjyAdjPH1TkXFGu1\nCszlLUC215ojn29G373q9cXfhb/Z33Oca67QNivftyFTfkYiOYziCZlCm+PuZNSP0WU/Fo1Zo3Ea\nUzYW+p85d4rBA0l6yY/H5hSp1eckkgNHdcm7ksw0iCjDVPm5izFITvGfF5/T35p23lrdewerwVw0\nMBqjih2NkAmus4atP4HnJpYkAC8/weuiTKuE8iMPvErckJFsi6YCS/FUe0Szam2qfaojqiWkkjVu\nulea+EN8/JjF4ocCe62hnL9uL7hOGcOpbf+96C6t8ZBW3iB+tlHVe6fCS8Z+JBZ/zW9NluUAkEtF\nATLAdhqKJ1ORgEiLponvSATrWTqoF5YyNsgSHPHrcjPXsGBuqGw2MCshbE8BC3Bp0nUvWeehRSLl\nA7bDUm2pY2e6SMAa2OTngj4Pgjpd7JC0O8Hv0tgZKevYBja5x1XiQXS51bm+7WCtQqI8hCUHSP27\n0/HMp4a3PAsXeOW0y21PrT1nPH1Kd/tKLPaQn2vx7D/+NLJ0Z8u7nPXG6G5dCY7GSECuz9W5PRpb\nbzIsJMkV2nRWhhH4DkjQeDpPptCm086yMPeEbvcKxXd3aXTfBBz9QnOE0fIRrVaBfjvLbHkXgOOh\nC8r2m9PsDxK86I1x/fpDHu84i+L64jaPH98E/Oas9hTHuQ6TiWOyuQ6NhzdI5bz3ChxsXIPCOSSh\neG2XRv1N8lMtnuwtkCk4zdhtZyle2yU5N2SvNUc216HTzkIdri66fjV6C46SaQO9NJnlZ4ylzzhg\nPsoy6j2Y5cp//Q3PilP0N6fp5yCz8ozT3riz+sHNQzEV0T0RTZTDQKvmYgqj6y6g/EKecSPtaCRw\n61OGjnhyT3VF1nyNlzNZZBFrva9jgVGtT8WKVGT4haAvr1xrsIztCi9jlr7eg60/AX4Zo3XVHinG\nBka7CR9kEHWxc3cE/lp/oVEZ0pGincKSvPA6jWGV+i8qSdeU0k5D9FzeIo4q/dFY/Jzj/k5gZdK+\n3OwDqfgES/NBPMh1kctWnVCjl4hv2xZAylW7TZza2SD+cPM0xrPlsPiC6khTS/BrxI8/BnP51JYM\n8SdOgS2+qu/3Hcz9k4Ukzb9K3CJRvyG+MaWMWVtLxB8Vd9vfp+KPDCgQ90aSODc/fUoqfeZ49wKO\nB/eKObXynH7bpTimcx16W7PMrDacpf3gCuAUwIvupOO6a552KPadsErJ+IDmqFco8ihim6rq087K\nbY643w+SXLn5hEmOaZ+6QTzcdAM/u/rUgS4ws9KIPo++27oGaXhr8Y88OVwgO9Pl7HQsssJnS/uM\nJU7pHmXp1q4wWvDtak6RKTtaKTPV4Ww4zkH9KjPFFmPjZ3QOMyzMPOGrnQ/czXowu/zqtsyuulMX\nw+9y422OmeTZwwUH6NpJXHAeUKoUbBbDxisaswEW7C7YURKpsqeD2llGM8e82Jois+Y9j42iCza3\n/fkwg6Sbq81pJxv1lMsyuv2cfm/M92vcZR8NMKu6iTt2QkZbKZA3UZPyOmv+84vBTRl3oUcteQ/X\nwgA7s0n161hQVcaPKBmw1M6QbxcdK5lvYuyBPPky8U1eNSyIvsXLR4eDHR9xEfRDJVPGcGqbl7EM\n4sF8Kb8klnEFQB9WUrB5uYHrslyWy3JZLss/UV4f1aMAXyV4UEoXIGXf3cY0nuiX2xjNkebl3Fiw\ntMOQ3gktWb2X9SFuXVp6M6irLABlOyiYLGu7jHGSCjiJzpElfhfn5soy2sZZ9GHQSAGyHOZKis9r\nBHWKGHXVwzZUqa/LWNBoC7MqQh5Xns3tvlmVorPKvk6pB9tpqCTob047i6857Sx1bzEpO+awVqRX\nnYUcLlOmPhunwtoj9NvTjlNuZ31mTSr6uvhvvibJkPrTBbdhy7u++bkWWR/47+SzLrsmCTPFFtnx\nDsfDSR5vL7kAs5+vdOWA4SDBaPmI8lyNrz97l3d+/nt2T+cByCeazH2wR4csXz2+RabgA6vNHMXr\nTwCiew6nknSTRF7Hi6QLIEd1Eh3Grp/SeOyom2RyyFePb1Fa/CqqMyDBcCXB/PguX3z2IW/+/DNq\ne2WGgwTguPledZbD+hyHvSKzS08p3azSOc1y2PSeSneEKx98Q5YOHbI8q09FFvELf53SX3/lqK6d\nN52VnzmhX0iapxXOfQG6tSukSweQw82d975myg1Hh+Vwc11wG+MiDwBcsHepB/W0JSs0cbKkOvdT\ncdlrYx63vGUlYYjjDuMR8gaLxL0FWdNr2LrQek3j1l0BozAlhyVceqnWnWITYFZ4GPDVmq5hySRg\nlE4tuPZFuqpMnL6BOC2r/z3iGJUM6oPFR+4TjzUqFgEwSAVP+Przy+sD/pA/E/hJgATa3eC9ODZF\nvpX6FAZzwkF81YAK4MOSxg2srpML6ojaSWMpXvew/H+wQKn6I6UgN03X0XfK/FEcoOzrrAbjIRe0\nilsYcpkV6FGg6DaWLSEetYptRFnGZcD0/Hked4JTLHO4fPsepO8c0Gv+BMojUZtTlTP6lQR03eLv\nN6ZdgHI7HRw+N8JhvegCthV3jV47y0zFNkO9GCQofvQ13aMsmakOLSCRHLgnMPjFcHI66cC1m+ZF\nus+bv/yMrz97l0mO+frhrWiqSh98RZYOx0zy+GnZ5dRn+pSu1wCY4JgzxtltzZOfa3HMBOnSAQMS\nHNYciB4Oilx/d5v604Bnb+YoXa9R/8w986GRPmf55gYJL0QCaSD6bJwzth6uQm+E0rtfUX9cJlNo\nkym0qT9dAOD6tRqPP1uCpOPr06UDjpkgP9ei3XICNJ/fZeyjJ5wwSf1xmePuBAfdPNev1Zj/yMUe\nOmSpP6zwDLh+cwfS8OZHn/H147ejzKjj4aRrpx/TRHIAuQ75fJNu+hRw9FTj6Tzk+swUXVYQ6XPS\npe9cWitw+KBoeerbwGrPzX0BJwsAlb6j/5ppT1mck77jN7dJoYuyuOPpn1Wcgm6PxCnKGna2/yqW\nfSYALGDgv87LD7QHt65UR/RLETPAwPZYiE7ZxM7AWQ6uVcP2DlSxOJhiF1JcbQwzFLRVJtLFeONF\nIxTiCoDgWiHd+sBfSzFB4Zjikfqd5up7lNfH8a+cu8EvYFzdNvGn3cgKvY2BnyZJE1olnk0DFuxV\nNk0BOzgpHdRRIElCI62qQd3Cjj6Q1g/vq+sIqGW1iEsMJ0eKbB2zEMTZQTx1tIk7huEBcWtjE8vT\nDzMAQl6wggvidVPx9Lo2LjceYGvEsg3SLvd+NDmMLFvABWHvXfHz4wA/veq5YF9vptB2GStaBKWe\nCwImXXYPOK8gsjqTMLPkYwDbV6J+RYeh1dwu1+vvbjvA7EFmyVI1O4cZ5me+ZZxTB4aPy1F6I2CB\n2OQ579z8A0+OFshNtUkwpDN0HPZB/SqzpX0mE8ecMk67laOSr/LF01vR5qyz3jgv2lNcWfyGeXb5\n42P3tKMPrv+OXZzn8Gznp4zmfAZOd5J3rn1OtVUhl28zjgPa4+FkdL9sosOQBO2jHAtTT/ji4c9c\n5wcjUdBYfSldr5GlwynjAOwevkF2phulqF4cIwh4/Kob58yS5/C3izbO8rhyHRczGeDSOetpk7Gc\ny3w6bOZgkHCxm41Zs/Bx8plZd4FjcIrxxSDhAtBK0VUG3fK5k7fQUIpicf5Au3ANyyhSWKaLPd0u\niT1D+TeBbFeIJ0YoSKpYGsTz+rtY3C2H9b1GsOnOfybrWlb1HSy/Xx75JvGTQNvEj22QkSZPAyzl\nWR6G1rDuS1BXOHSf+IZOsF3Pve/H8b8+i38bS3MSaK0Sf8wc2G7A1eB3dzDapcLLWjC07jO8vLED\nDGg3iAdYk9iW8jVst2wFG/gH2NHECtqG9I6yfyQIFSy9q4tlGywTP3JZAWsFwySUzeA6apvuIxda\n45XG5fq2gZVztz0/6a36xqzVKfgFWXTptNlCm8ONokulxJ9344NmM4U2w7UEY+kzetuzpJccFXLY\nzDFaOOLqu3u0Wm4Vzn30hOZhnsmMo0QOmtP0G9Nklp5x3J1kYvyYEyZ566M/cuaBTZky1z/aZpJj\nOmSj+ctPtVwdn1kznNl3oJkcsHx9k9pROcrqGZIgU3rmgPXxe5Ac8vbUDrvMU048AqCdztFpZzno\nXuXN61/SGuRpUqB07QkqnXSWw65LODhjjA+v/z0AJwRJCMlzsrkO2fEOzLRoUmA4SJCl4yxxHN0y\nmj6jnHjELvPMs0u9vcAXzfd45+YfAHhytMCQBKXrNdpHORbzO2w9XoFB0ln3QK8xS68xy/XFbbqZ\nK1Ff33n39xz7NkVj+PNtxjhl/3SOifFjOkWX4gqO3iHp9hYcJwcUZlrsteagchZLRT1s5khnjult\nzzJZOiG5FigRL4fde1dczn9jhJlV7+E1UkFmi7fuByNuF/Vdn6q7akdskEuZgaZAr9biPRvqCNi1\nhmUM1vz3snZlRG5jgWApEGXQVTFwDy17sA2YK1hKtCx5rdMBliq9Spxe1jpdxRSRGA0prxB/hFNi\nENLYmVlqszwhZenViSeFyMMJEzf+jPL6gF/WdegWSRPL+o5Sl4grhzqW1riF68Uq8TN21rFNXiWM\n73vg68ha0P3Fe+eIP7hcwlTzde8RV0wZDMS7vm0l377QhVSGQGhNKC6g10oP62GeTzrou7waWRoD\n4I7f8t/w+exb7rvR20duG/9an1TmhLPeuMvSAciNwOaIUwxVZ/0fPihaXj7EMpgON4vOmq+lufLL\nbyK6o1Gf5eq7XzMkSb86zcxKg+PhJL3aLPMffAbAAdd4811H3ZTe/YoJjhmOO7Eb4ikUbyWeMsaY\nt5ZJu3Y/frgIwJVFx3GfMUYq12Euv8cxk2SmOuzuOSv86tweV6f2OWaS2dI+5cQjvjxadHW8pZ7N\ndThs5Cldr5HjO6BMu5VjOEiwMufAODE+pJPJGtUTLBN9Npo5JjfeJk+Tzb2fRd5Sju8i6qn+uMxM\nsRXd+8ujRT68tkFteCMCbNfeCfb35rg65/pUul5jrzUXjc+bi5/RIcvjh4tu97P3cAYkOEWZNqnY\nmI6Nn5GlQ3JuGFFYb777GV/vvEsu0eagdo3j5RMmM8ccbhYZ5tvRGDY+e5PctV2GP++6ncrlwNoH\n48B7I6SWnjt6qNyPe5Wb2tR3zllvPNqcRyPF6KrPkro/FaWAjhb9cRtVv4tb6yKD7VoWpVMgfsx4\nCWMP6tixB1pzBK/LmDGltbru68j6bvvf38PigGIl5JmsEn+CmH4Pdohek/gTzzaxtV/w15ei2SC+\nuxnsWQENjOYR76+4xgrfO5UTXjfVU+dlbkycVRWjECrEz/doBv81IfXgtcCygT2HdQPbkAQ2CeLx\nRPFIg4K5eAqqyAUNXTIJQpguuY4FhuDlZ5uK0hKnr1Ig/qDnLexB7vh2aeNOztcr+WMStDBLPXeK\nY3fSBeFK7qiERHLAcOAArN8bcxua2jC79pROO+sWZS8V5FP7Eyw3Z51C8GAzU2xFfLmz0M4p3nzE\n2XCcXKJN6zTPxPgxjccLUbciIPTc91vXdpjkhLZfuY8fLsJghNLiVxHFsXv4BrmZdgS6rb0883O7\njHHGGWM0D/PMzexHgVhwXPhua575/C5ZOoxxyhnjtMk5yxZYyD+hQJM/tH7GePqUwSDB6szvXB1/\n2NUNHrFzukh+3AWXRd2cMu68EaB1mmdxfIdH3GCOPXK02Tj8iGRyGFEgP8v/gSYFnrQWmMu7OmqT\nrhO2V33YO7xKYabFGO7ohzPG2N1zcYsEA9qHuRjlBVDfeQuS51y/uUOONsdM8NVTpzRDb6b+uAxA\n8foTTk4nyY+3aA9zjCVcHxsPbzhLPeMDvT5Wk8qcuDODgPSKjwn1/AYyr6SzuQ4HD1x6qrNie6TS\nZ5Hs9ZvTfn+Kw5zRzLGjiOppZ1gMEi59VLINtplvA4uxLWMplRB//m6G+DlXNf/5Cmbxl3n1MSWi\nRrsY/SRKVddXfHGApX7LENM6Fa6sYPsCVrHdxGBJGvJ4QhyT0gtxLoedTSYGQnUGwMb3o3peH/Cv\nnbtB8HQCYI84E2+mAS4Sn1i5Ow0s73aZuMXfxQa7jFEyYTxBvFwXy+CRUIGbyFXs/Iwk5gaGwqL7\nhbxhGJ1XcKeHbWK5R3zbeQNTPlJ0meC+EH+mbxKXN/0gRfrjgyg4N1r0Jzl2J9wxBZWe4+LvFV8+\nguBiADyH2xmK23C0vzcXnbMzmjtiYe4JnWGWRMJZt88++ynX33X0zKPDMsNBkrn8Hp3TLLlxt3Lb\npzly4206wyxziT1OGae2VyaRHHIr7x4f93nrFsNBgptzVb56fIu/uv5bmhT4+vHbjPpzb1bnNthj\njjn2+E9Pf85/ce23tMnx5GiBq1P7gGXjHDNBm59QocojyhSw7KAQTDtkaZJnkS95wgLzuGDqDosU\naJKlwwQn/Lb1CwB+kf8tJ/7kRPfbAos4KmmBJ+zw9j97rxvUqFLx3gZM+udNd8iyf3SVhakn5Gjz\nd09/wV9dcxST+r2xt8qL3hhvXv+SAk3+0+Nf8NZ1N4YP9yrRmGo8y3M1xjllb+gUWjbRieajfZoj\nO95hrzVHIjngxkzNj90kjz9b4sq73zAcJsgmOjzZW7AD3rwsXJ3bc4HiZtroxrCEXELPn37azLmD\n6vwZTanMiYsPNKZIlw/ofTILa35fia5X8dcS6JUxSkgUjYC3iB2XsO6/+8T/F62idokmVTwODIhl\nxK1ju9/Lvo4Afw0zzhrEqWbFDJewM3xENek6G8H9RHEniR0zHu1mFvMgy38L29sjvPzNjwX4M+cW\nWFXgZAk3adLmAkDRDuA6voQdrpTDqJEHQR0NaM1fZxs36GHQpoFt4BJ3GGYUVIhvJRc3uB3UCfl4\nMAVQDe61hSmf0MuQwgHzcroY+A9wm5WiTIketNNuS31vzC0ibx1Fp1Y+8MG928/o1q8Yp1m0kyUn\nMycc3LsWxUBGC34h77wZpSK2j3IMBglXd+saxQ8cpZPjO749ctTFYJCgMNOieZhnPH0WeQKzlaeo\nlBOP+P3ObYqLXzsrf5hjLrHHgAT7p/5og/E2QxIxq7Z7lI1AUOWYyYgrz9IhwZAzxiLPYfd0nvnx\nXfK02DxaYcwrjbPeGCtTbnXLsq9QjcC+OqyQTzT5ib/Xnw7fYzJzwmTimARDEjhFN/TvwAVuj7sT\nvD/zKd+RozUsUElUIyXgRKwSeQP/WHta5KN2O4/gjCEJ5714imieXSb9aYxSdpmpDkOStPacRT4/\nt0uCIe3THFfH90gyZG84Ry7hrH+Axs6bfLh4n9rwBgAHVb95rNzg1G/O0nwmk0PemNqlzU9IMKDx\nxzeZXXbzetydIJkckptqU995i+Li185IaE7FdpDPrj/luDvhTjhtpKM4WKbkAvbd+y7An1pzR0RE\nln7FeQoQZJM1034XecoUge6l9SLrV3E9rTWIH9GitRkmYICd6HsfUwBK3tD6ltFZxZgAeelay/dx\na073rxE/MhqMy1fMwFO00WmxYFgjxSMsFBsCRv9cbuC6LJflslyWy/JPlddn8d85N9dL3LiCou3g\nvdwbcWMfE/cQ5JJVMW5MmUINTNPL6lfAtY5x+6KWFHAuBnXSxI9pyGDHIYDRPjVsM1foTup/GMhW\nVF5BbNWRJSFXdsUf+6tt8El/MNr9aUbX7MElM2sNy7jIec6/7S2spZ7LvS+6w7cA8vkmjT++yWjx\niPm5XeqPy1y//pD2aS7KWR9Ln5FLtNk9fINeO8to+oz5uV3aR7nIcl1IPHFc8uNbvHP9U77Y+ZDr\ni476+c6bSFk6nDDJVfYYkmSPq9FnCspmcx1Oe2MsznzJzuHbjKfPOO5OspjfYae1GNUBZ23emvmc\n2vAGc4k9z+WfoWK0SiGy6hd4QtW7X7LAPz19j9x4m0mOmeCYcc6i64xzym+PfkHiQoorWE7/cJDg\nF1O/5dT/8pQxTpjkmMnoCIn3xj99ycNQWwqeuwzbr7bvDecoJx7x+aHbw6AMqU47G43JZOY4GjMg\nGrdOO8v83C4TPjtqjv0oIL3PXPT5T3DHQzzeWeKdxd+7LCjgreufM8kJT4YLnPXGyE212d2b50Vv\njLSfg/mZb2kPc5z1xkgkh+TG2zx+fJPS9Vo0py8aUxQ/+Nqdh9SYfkkWnax6Xr+dYmap4YLEA3/M\nx9wXMbMAACAASURBVAN/EODt5/bshYo/tXRzJB5UlWcepla2icfP0hf+wLLhav59GcOTGpZptEV8\nc1YPw6aL2KF7PSB+xLWsfWGXOH4FmhVMFoOgsoyjq5Yw2rsefC8c2fqxUD2/OrcMFpUM8ZPvwoCG\n3B8FWJUdo8BLFXPHBPxrxN27MH2ygW16kluooKoomi5+h6v/fwdzyRRzKGMC2MSyksoYd1jEJl1x\nBbmGarOylEI3MqSY1J6LQaABtjkMHPCDo4eafhFtT0GlR/Ga47AbO28yW3nKQfUapcWvaB7mXdYP\nBrCH20WufHCB5/WLvzLzEJXq4U3OeuPk51qcHE1EWSriywGe8NNo1+k8u1FQstqqRPc8643x9tQO\nXx4tMjF1wnCY4L3Ep+zyBgBz7LN5tEIiOXQZOFObMZoE4A12+ZxbZOkw6WE4pGrAsl6GPiNmSJIz\nxtwOWyzbaEgi9pmKQDQZ1XI1kwwZ44wEA8Y9kOu+F6miY69uwHH7t/icb5l/iaqS0lF/97jKPN/y\n6fA9EokhJ0cTvD3lUj6/PFpkzAN/JV+1IDnzscDxAt8AsMs8k5ywf3SViamTiDIaS59G81s9vBkp\nfcV3ABKJIc/++FNmlhruQDn/u8JMywWZIZKv4uLXLhZQTbvTPremzEALZbWO7ZIPkzYgHtPLYQZZ\nuE4zWJaNqFtx7WAGYAML9C5h2UAE16phZ2+FKZXgFMMq8XUqnFoLrnMXO8ZdFK8oX7CTeqV8KsQD\ny2A0k+KaYaKLMEd4effHAvzL53ZCZJiOJL4uDGTcJp7ZogHa9HXWiPPsYMAfBleUHgUmIBniT7FX\nEAUsniBOUUqmRPzgpSXix9L2sI1aqtPDdt3miKeIggmyhNhPdGrZZeQA7igEf7zvTKXB4b2iC5rV\nitFzXid9wOy4O0m/OU1p8StnsVWn7Jm0tWlmV57SbuZc9s9gBNJ+N2fVaZnr726TYMjXD29Ruukk\nMU+LFvnIQn3Sclk6C/knDEnw+GnZ/fZaLeKkmxSYY48hiYhzBtg/usobUw6wxznjlDH2T+cirhtc\nemfLr8oyNR5ykzwtJjmOWclKjeyQpT3McSvxOXtcZf90jsXxHfaY46ZfTfvMsTucZzHhPr/F57TI\n0yYXZcissEmHbGTJh0WgPoZLl9xkhSwdcrTJ0+JzbjHnn4G6M1xkPrHLVfZ46Pn+ndNFro7vMYcL\nSH8+vEUu0fbK6tX9apHnJg+pUSZPM2pDm1x0FMXV8b1oHL89mo8C3oqpgFNAe8xRoBntftZ8STmF\nc3rGWDTnAPWHDmnfvPm5m+/PlmyXdi8FyXNGfRwpV2hzsHnNbRrbnma04r3LnbdIFZ57WT0mkRy6\nOEBj1mURSaar8mCdvKdL/ijvVzx5LQbCaeyAxzDorHTIHLax61Wp4sKRAWZchVl8A4x3V9JJEsMQ\nXU/rfAMD/zC5RMAPhiEP/HXFAghvFEy+TzzhBYwh+J5ZPcl/vsoPWNaJ0x1SAF0syFsmDqqaLIEr\nWLqUKKNfYVSPvqtjRxyoSBA2MGs/zHzJYc+slZKQ5aEJLBE8Dg87jlmpWBB/CHstaJeUHES5vtGz\nYtspRm8f0X8wTeL2gY1PO01m5ZlziwOXVRY74BZIdwK6LgXxxSARbdwBOCiOcbB9jXfe/T1fND6E\nXJ/Z0j4HtXmW3/0HwIHEwyO3Kaj+sMJseZe99hyTmWMWx52VOZff4wluA9Jua55MrsPbUzt82nqf\n1bxLsfqOnAPV0yzz446COMEd0SBr+hQ4Y5yfj/89jygzJMEEJx6MnGv1hAXe41OesECWDjsskqdJ\njjZXPdD+jlXyiSYdshRosTD+hElO+IYFnuAALUuHlcQfPEDvu9205FjgSZTOucFHvM+nnHmPQF6C\na4/RQRt8xBz7zOHGIYcD8EferFtJ/MEFY1nglDGusk9m3NFcUjL5RJMTJinzyCkucrR8tpDqvMen\nUX8n/bicMMGABD8fd5k/OzhKbEiSRHLIOKeOwkqcRsohO94hwYAcbaqtCh9e2+DLo8UopVRzuoBT\n5Duni+x13VHRB7X5SL72j65yc+oh2Xf/ga2Hq8yWd90TztopFv2msy8++xCKPffb5DQvBgm3E7kL\n/bTzdo5xR0uc9cZjxzIfPiiSWfUB4E23YY2SS1wYXdVjO/uM5txcvKhOWZ5/FcvuC7PmaljaZBPb\nYLmMeQUy6nrEH6TUJr7RUimWXew5AQ1sR3KYxSe2YBUzVMG8ht9gVLEyBWV4ZrBdyBsYfugziLMG\n36O8Pov/3507oA4np45xdWUMUJeDHyuVcYW4hrwYoV/HNlIonzbk/T7GaX1p6o+x3XXhvQbY7mC5\no6JXIP5IRaWINbGNG2BC8nHfHnO35I8Y9uCdKvlD0PS82aRTAonk0A7ZyrndkOnKAZOZE3dmff0K\nmdIzMlMO1JMMGZDg5HTSpc8105Q++Ir2UY5u00uI8vWTLsd/Pr/L3uFVznrjjPlzXcTjjiVOmWeX\nEybJ0qFJIcpr3z2dZ2z8jEV22Dj8iPdnPuXzo1sMBomILpjEHY3wZLgQWfut0zwL45axIyDbY44y\nNXZ42+fPG3d/6vnv9zHeXKmUsua/ZZ5d5nmbHfb995Hi8SB6wiS/4LcA/JZfMMExWToUaEVxgDKP\n+JZ53uNTOmQjq3/cW/kAn/Ieb7BLjRtUqNIkT4ds7PoX75GjzU9os8NipKy+ZJF5dnmDXR5SYZ5d\ndliMYhEAf+K92HhoLBb5kppfPHPsMcFJpMienC6QH3e7nttDN+8LiSeMc8oxk1QPb5JMDrk19Tl/\nOnyP1ZnfAU6BnJ2OMT++yynjFHCKdILjKMtIezZ2D9+IZGZuZp/d1rw95lHebbpPptB2GUB/fAsK\nLr0YYGL8OJLX7lE2kuWx9BnHft+IO/zPyX2q7I+lrvojqPUs427abWyr69nEfndwE/c4UIBPUrZb\nv0B8N3/I+TeJP6JRRp48c+GPDLZN3Fr/hDgNu+4/UzyvyMtPyrvnXysTMGQwdG3hD8T3FNX8Z4oN\nfs+sntdn8adxg5PGLPUKRrm0MRDexAa+TPyAo3VMW4YTKKBfw3L1wzz6u9gBUEl/jVXi28YlGMqt\nVcplAVMyYeBGbmIZy70F92zWzRHHZUY01UjslM9+ddq7qOnoMKkXtSlexNK7Rrjy0Tc8+91PXQz6\no6/ppnOxAOSABGfDcZeeN0hEYzWWPosOJdP7XKJNba/MJMfMz3zL5MwxtaMyQJRDPz+3S214wy30\n03kmxo+jdMVHvTI3x6skGLI482UE+oszX0agNSTBd+RYTOwwxhkdMpyNBzt0fZ1BkCoJBrITnjIK\nlUCONhl/WFuWDt9i1qiUVJ4Wp4zzJYvkaVHBKaIaZY6ZpEWeHO0IRM8YjyiaLB3a/r7DGPdv4yww\nn2OPXeYj5ZCjHXkXeZ/TX6bGLvN8ySIrbJKnFR3/oFjIt56LP2aSm1SjGALAz3ywSAFk27FgMYtw\n/MY4JTveIcd3ZOlGVE+TfLQ3ITEzZOfwbT4/usXizJfRvRb4hs97t7g6vs8Ob0cb2faGc0wm3Jjs\nN3Mc9K6SKbSpzH3OMZOMc8pwkODNRbdjW8FfyZpvJAwSUepoIjkEv3EskRw6JTHVofG7N6NxvvLR\nNzz77KeQxj2xTQHXAi5Q7AY92lzmdvGOGG0bHhq34o+R6BJ/KIvo3xqWUi7WoUz82BQFjpV6qZTx\nMvHTOu/isOYudmzDGuaNDLA9Qj1MWdzDiuipB8QN4DDYnMaUyfcor8/iXz837jvMZVc+bho7kU8B\nVvzrdezhBSHHHgL/OrZVWnGEMMofcvsK0NSIb9YQ1TTAHnCigI8mWRMsd1CBo2X/EAuIFM/ox0e8\nuDcVcZCZj5/FHliSSA7dGTk93O7GwQhXFr/h2d+4B3zPrDXcc1vT7nozK/59zmf/qPRSvLP4ezpk\n6ZxmOe2Nxaigycyxs8Ael3nz+pecMcYEx9RaN3gv/yfAeQ6PuMHJ0YQ7VbNViGge8dAtDyQdslz1\nnLUAVaVFnjfYjfjnFgUWeMKnvBeB/5BkFOTc5Q0WeMJDKhGVA/AT2vyBn5F1vXK58ayQp0Xer8o5\n9nnIzQhoW+RZYZOzgKcf44xNVrjKPk9YYJEd2uQYkojAL0sn+r5FPuLaJzkmj7OiF3jCPlfpkI1+\nm/PWvBTjPldj99e987QiwK9R5iYP2eMqLQpRm0MvpUOWn/GHyHtpUeBmtA/hW4AoqJ1gwBnjES0W\nxgROGeNb5qM+tMlFr/e5GvW9Q5Y8Lc4YY+d0kePupDvl88i1Z2LqhBs8YkCCT1vvU84/4oRJxjiL\nzinS2UPH/syjsfQp4+kzsuOdSG19sfOhOyQQXLZOe4SZZf+wmiBeNrPsMn6u/PU3PNv5KbHnAOOO\njR4OEtEDZrqfXIliaKPr/niIT6ZsV2+pD1spS8CIEiOIH92sRA4pCrcwjG6p+fdl4kdKC1fCGEQO\n8zLALH4Bfxhf0O+WfB3R2Kv+/RJmCMsYvfdjsfiVmdPGuPo0tg16gE3ACvGDlMR3adAu9uJXGJev\nlNF08BrsKNPGhc+lENQeZRSIkhL4ixeUp7Htr6EgdCMVP1t8yVk1L9S3lXO3gcVP4IvtKSZXn5Fd\ne8pB/Wp0/s6zp1eh5JTzxPgxh94bmll1AbDRkh3CBW5TVa87yRc7H/LO4u9JjA8ZjidgxnaS5v5f\n9t7eua1zW/P8SRvCFwETEiCChAgJNGBSokUdqsUxXW6f065qBzfocMIJJpxgggkmmKCDDjuYYMIO\nJ5jg/gEd3MBTdeYeX5fpS13xmDItyoAJmRREQIAEXoD4ErY0wXrX2huyZ+q6E5frale5LFEgsPHu\nvdda77Oe51m8NBFPhpfEmBjMoRTC/LwE8oW5Fq3zBdKZnlXtGiQSjrapWHmTBXJ08PFou4ZggWfE\nnCipS4YGBSZErboGzIUyTY/LJMi5irhAw84rxoQYY7K0qbNC1GHYRY6t+bjPBgOS3OLAaKMdshxR\nsoq/QcH1GRKUOCJD16WSNNsIXv4VnxgDycezBJVkaDTMGmW6ZPiEr9hh24XkLiWO6LuAnWBAnZJg\n6pRZoU6CAU0WDJ5qk7OdS5FjRy5NiLEcYiynjd6Oo6jGmJCjQ5+0BVFNiArD1SjTJofHlJwL7jEm\nLNCiwZIpjBsskadlCSC8bgu0WI8dcBhZo3+etoZxjzRN8jTP5D5QlXS4ET7wk6zOHdKdu2yJz8Mn\nyUACPkBKRIURt2MdpJKcVReloNl1ZWzE3ffLb+RZGMHFxQGvK1GuLMv5TEZR+rsyqL7/5VWp7PsX\n4HZoloKy6eqIHTkEcK0+y58R0CmX3Z91V6BHl0Ddr31I7Sdq7dVn1mI+wmyMwf38PxAoizVGKa4P\nQWO4SuDJ8zmzgrI9goTwK453Aq53x7vj3fHu+Fd2/LasHs2eKmpQOpbuBBRW0coegq3XNPQ6xc/0\n2yimrz8PwzzhbnicAK/X7dMiwW7ha6QKeEhgHveQ2aysrCRl6CyP4GFccP2q7Lwubp7zujvHq/Z7\nXMw5Xr1uVdXNsH+BQT9J/+SqOTCqRP6FM8qa+DGubImp2kKsyVkmY81YPSajGIxi3F77R4MolG+u\n/jC1cYVyrEr+hoiqHpwJzlvINjg8k626NgtbLFCaq3M8LnLIGhWvarCOsmF8IlZFSrWfs4reYyqi\nJjKUOLImsYc/g+mH7RA8x4n/lg2r1JsssME+bbJkeMkxRbb5Bh/P4KA9Ng3jz9NyMNM+SzTY4659\nr65jCAmP33PnVjdmjFonBPz74DHRn0WZGLRTok6dkllJaIW9zwY5xJ1TG77HFMnTmsH4u2QoU8PH\nY5tv2OEju1YgrJ4qZQo0+JYNCjyb0QaE/6/nqDuBIsfU0d1d13YASuuUPy8YZCQ7qBwLtBiSoOpX\nxPdnrm6fUeTYNeMXzG/pwdkma/OPuXVjH5Ddjt5nXS7b746RexPgYW2LScQn4nas0fiYUcZjIdZk\ncFPWJ52R2cbEx1xZ7MCizFS4lBqa5cTFzLmjSLtnzvn/X7x5HjSbM3CxdM7rvbng2bw9kp6aogl9\nArhFY4ZqgBTjv00Av2j1/TYtVNGFaehniul/Hfq7Qjza0+yGfhcCa/kIs7OAw31I+NWWzPBbK3cV\nQtGt1sfMut5FCIYMV0JvcJtgOs0mwWBnXbDPCQK/XkDdcinGViLYnil3P9yth5AZWuj32swOONHP\n7CMMgu6lnwvT4ojL4KMLXPrYcen33iO+9cK2uTqY5FIlxFyIw/K9H0wUowNWFj/8kdPv3jf3Q3/q\nCQUUGRbSI82ABBM/hj/18CI+aa9nwfgniobXZuc6NDoFtrM7HPjrrHvyIHv4RtVUzLpOCQ+fdeQ1\n+2wwJsYKR6ToMSFGkwXytAwemRCjQ9YCq+LQEPjb3+O+w66ztMk6br3g3RtIIFE4JoyXK+ZeQ2in\nZWp0yTAmSsQFv0PWZqiRU8Qzv8AzWiwwIEmUMTk61pTtkTbMvk6JTddc3WOTktv3a19AIZo2WSbE\nSDKwxNhgiR7pXzyXqQuEMZdAapQpU7Oewtt9CYVy9tmwvsYB65ZksnTI0OU+96whrr2TNQ7t+mXp\nmENo+FopPHXECjHGbLDPAev4ePaddX08fKN86j2z09mmkG3QOc/aeafmelx3NNmen7Z7UZ1AkwxJ\n0+OvT+5xMT6RHpdzjl388EcAuc/dwJbltR84uf+BwD2O8Qazw2emU4/R7hUubYa8q8BmB8wUkClE\nRPZnB/1oUajN3JvMPvcQ2CdrnFDm32LoNRqo68zCPYr1Q6An+ML9+6cIrLxHkEg+JiiKq+7nNwkS\nAAQN4v/99yLg+p/eBH77mgVvEtA5K8hF0sauqmA/J2jsakZ+m8oZFlDpzgFmO+BV974qEtMsGsbL\ntggUu3VmbwKt1B9dcNOs3sCXzi45hwT6h+466FAKgNwrcc10tKyr90RJ+fz/vs6lzX+WyVcnV7mY\nOed1P8li+cgcHCdEaXbyZuP78PC/4w9rX8+KmPy02SzrAJEkQ/bHGxRjx+70s/hELGgNSZCiZw82\nCDY/JMECosStUcHHo0zNxFk90lQpE2PCFruumdiRiVdqX0yWAqJG3eWe4f33uG9Ol9q0XOd7h5RL\nY3OTB5YctIGaYMAed8nTpESdpmuw6pFkSJY2xxRdcI64YCxJr0XeWChZV+1ucZ8oYx67ir9Nlm2+\n4T73KHJs9hOXQ4yde9xnh4/I0WGVQybEjNevPYexJYKmfa7y6DWZdsiZildYQi3qlGiSZxOZDzAk\n+bPvrw1u3e0ccMvoogmG3OceHj5jomxx365FwzV308hEsA5Zihyz66gtY6JUqBnDqEYZD58yVbsP\nWyyQYGiq6iLH9EmTYPhW8pTdxfG4yEZs377nPz3ZBjAr57QXiNf+evgxt9f+cca2Op9tEmXCgASn\ntRWxc+7OmdnbeBTj1d57XP33wngzckjplcwN1iPjnsnbLgm0kfjwqXuWuxccH9+9Lvy8l9yfvyCI\nC58RaIBSBKybKVKIVghcdyHQDcEvi8g2CRAF/dlN95mbBA3eOMEuRemc/9fvJfBvvZn1yoFAfhzO\noEqn1AXTDnuEYHpOmF4JQeDXoK8N4AyzAww02NeZVQNqc3dKsPCfhT5L4SjcOW5JMI9vOnvkU4h/\n/MKYNNH4mNHXV2SL2ReIRx0RM/Py4HbPMqTn+/TOUuTmO0zxOH0qoqip84dRdWMmJr7uPhEGJIQD\n7aTzt6/tu4o/yWQcnan2VaDU89NEvTF5WnTJWAU3JGGBpEuGFD26ZMjRoUfahEla8Wu12SZLjYoF\nE2HnOEUpTdL02eEjALb5hiEJEysB3OLAhbDLdMlYwA/DFwG0smpwhAYHTUQLNHlGwSp2TWxdu3mw\nKl5fo3RMH49UCB7pkybKhDzNmcCvazghasmy796rQIMmwQAVpXLq5yvVU5lA+polGpYY9GeavADW\neEyXzEyTVBOAXq+MS5/fs25CsgRDW3dd+x4pWuQpOHsLTdLabA5f0wOk0b9C3Wk4svY9+qTJ0KVL\nxgJ+GHZrssDEj83ce1r1R2MTu25pejx8ukEq0yM113MCtalNZ+uOM6ZMj0R8+t00i9caRPBpn8n5\n6HOTme/SPcsETrEjZH4FQPWCPZP2PC4idtB7bjJdyVlCh5/xNoGPDgSFZ4SA+OFU9jOCrxRBPOsS\nFLka6zL8PPDrZ+ntGmYTdglgaEUoIBjK8uXvJfB/+iYYRqLdcMXJuwQBWfmrX7jXbBFU7WHYJR56\nn3DFPyJY9DCspNxdVdUpPQuCzB0noHVFCBR2y4iUHMw+FrCtrBeZMvryiiWQsKdJNt8xX5Ri/tge\n9ud/vS5b2JKjn53OmTf+rWsSaI/OSmTmuz8Tad26dkDblSfdToaN7LcMSTLFMyihTonuudxRn8x9\nZfi5PqxdMkSZWBUXY0KZKjtss84Bl+mKlz4lw48HTnF6wDoRfDbZM9vkfcT0S4PymBibPLAA32LB\nEkibHOsu+CtM5RPBY2pVZpY2NSqUqdJ3UEmMCVk6ds5dLgMSBIscW2JQnF3OOUGaPjXKbLKHx5Qa\nFdY54CvEd3+BpllFZGn/4p/17y3yfMJXHLBOmSo+EfacAKVMjR4pkgwp0LDAmQ7trsLnXOAZHbIG\nVWki0u+tu4Pw2ui1yNB10I9AQAu0LBlof8NmAZNkg327VntsGvS0zgF1VmwEZgnx9H9JxhLBNjvU\nqDAmSoFnTIjaPaS9hypl7rDPV+efkJnrWgLU7wbSB9jv3CGT7ZKjzfdP15nPdU3YBQLNdc8yrMzX\n+f6pfD7tOBcXz+06vK4LLHr1Dz+RZMBxs/izZw3c9LVHi3AC8U/FAkKf2fBhg4pOCIzbNLYolXtE\nALeUCNAJmI0tyu7R4jPM9PszAaavSSYML4HER0UdVMBVIuhDZpCC9G9/L4H/8zcSwKvMmhstEmTQ\nRwhH/lHo3xXf18ZKiQDf14ujGH+f2aSiuBsEjZQSs4MOtLGj5zIlkHpH3Gu3XgWOmaU3gRhLG7s3\nhcN/9d/+ZKf9fOc68ZtScSRTA/HKR0YKAvi+J82q+Cs+uHFg05NuX9s3UVVqrmd8+P55mvW5A6PV\nqUtjhyzd8wz35u7j47F7do/8fIsSdYNWokyoUuYue+z42zaPVh9iEAWn4rsevuN8t91nyJ2ZR7bg\nE6I0XRWZpUOMsQUSnYDVIcsqj2mwRIUaDadXBalo1S/nHveZEMXDZ5d7VoGqpYLCBZfpskSDDjk7\n5wRD6pQsoWiFLToFSSDHFLnLA3bZMvpkkiFFju19HnCXEkfo/IFw4NdA7TGlzgp3eUCUCccU7b00\nqG+xywPu2m4qyuRnO5AD1u3aRJmQpc0zCrbLAIGv1BaiTZYt7jua6YT73LPvmqXDIasUnIZZGsLP\neMyqO/8OOgUsgs/Y9V8aFKz/E76e4eudoWu7FO31rHE4UyzU/RW2vR23hptUqNna1ynRPFtga/6+\nJYf75/fIzLnzPlslPy/2Fwfn66ZED9/vpbk6D586F9Frh/zwxCWC0SWuVJ6KedyhaF5SyzLjWckP\no0dXuLrtYNV/uC5c/keXggYvOB2O0whUXPWfIogBEMSBcKxQdEJRhzqBNqjE7KS9MG1cMX6NXVpY\namH7BbM4/01mnTr1fE6B/+P3FPjjzKhXTbmm+P4ywWAChVaqzOL7ywRCCFXlaqWv1b7CPCqsgFnR\nFqHPWCZY1DqBoOI2sBwaEOEk5eqCGd96waiblr+7HcbFnKveH80x//EpXsTnxd41adjufMD85qlV\nG8pUeNVNM7/cxIv4dNsZivljq+o8fJsu1WlmKeXrNM6WWJmvc3wuwWZ17pAul2dw43AlCRI0tQLO\nOhhHudv6WdrcGxOlyDExJoi747FVtB+xQ4eccdWVqaNiLJAt/wp1jihR4JmxX+qUrGnYoGAVf1gs\npTsVgFUOxeMHn302rILUJqy8zxJb3GfXYfMK1xRoWPUfZUydFVf591ihzhSPA9btnEW8VjIGUtkx\ni2qU7X0SDH72u/p7AQQ1pMQRE2KOM1+YgYgAO98Cz6xhrN9bG9viXTTgsWMQvb1OEFT84bUVLUDd\nArNehzytkODLN2YTiBleljbfsM0me+aNNCZq5xxjwjoH7LNhYq/wPaRHgQYvyczszN7ux2R4yePz\nNYpzxxydlSjMP6PeLJHNd9z3eknSWVH0SHPcLJLJdfGnHmcnArtdyvSEBbfckp/vLbK8LY3gK5vC\njPOnHmdfL4pDaHsuBP++Mrvp0e4Vp9aXUZLgqv+TeBB8FXYpEcA9qvfRo0RQWGrMUbhHA7/CPikk\nmKvo9ITZz+ozaxmTCX0mSDz8DPiPv5fA/9mbWXdMCHArxbK02folgXJX1XSq2F1kdrsEgagi3FRR\nmOft3YXSseoEnvu6qF1HAftiDj6TyuBiyXmFZ0LvbeILuYlGe1eCGwwcc2jEjWtCiTv57gNufPiI\nJ3+9yeIfhL2gHvUntQpEpty+sUf1rGw9AMCqfJ3ydOSCaG1coRSrA0EQ1er1bUwbpFLvuaBYcVlX\n8fsVF4w9fNpkDeJRE7JwkAhPwlJV7hqHFuRBmo45V2lqcMrSJk+LqmPjrFCnTZYul63az9Cd7UuE\nmoUl6vb3x6xZwNYgrBCWNm/lOwcU1CQDZ5wWM/gmxtgS0Zgoj1ljg30SDMwSYslRRUEYTascEmNC\nndLP3gtwO4okGboz59EhOwOJaNI4YJ1VDq3xrkkv3IzXNdEkERbl5eiYWE2VwJpQ9bsLa+p7Giyx\n4phWYXVvePqXJnOl7er3eun6Pj7ez+4bFdxNiJKmZz2Pt/sdILsLS1Zjsf9oUGCFuiWZAo2ZHUD3\nLENlvsbDJ5ui9gWWy1WbM3D61/e58YdHPPnuJssf/mDr/ORpSaZ4RTBKdXzTFWt9t3vXQtHR4xSB\nTQAAIABJREFUxC9+fC4w0vII/ixB4eLn7mcZArhH1f4abzSugKATYbhHj7BYS2Hqkfs9RTj0M24T\nxEBtJusy6uf8ytGL7wRc7453x7vj3fGv7PjtBFzaLJ3ycx99kO2L+mLcZHZyDQQN27el0PpvMLut\nUs1AGD/TPkCOYPexy4zp0etlz025icMIvIrP62XhDAP0H14Vz/GH73FpcWhDzwv5Bid14d9fqojz\n5pPaGlfLx6RK8rtXbj81aGVIkpMnJS6mBmzk96mPS8buUc59ea5G1a+Q9wRb94kwJMlmbM+47Oov\nr5RFkGaeUgsBUvQMT35JxnFpujaVCbBqXOmRWs3WKc3Mf1VKZZ0V20koNATwCV8RwWeHbTf8Qxp3\nPp4xNwbOpniLXatiD1gn4eAewO0YRLi1yz0i+CzRIMrEqs48LS7TNbsFZSQ1KFj1vOBYOsqkmRBj\njcMZRkqPNH/kL3QcN1/XZELMcO4/8heDN4oc4+Hb91Pq6EsyVrkr66dLhkwIartMlwkxjllwJnZp\nnlEwvYFeU+0tKEf/E76y3REIpp5kaOcYcfYIysUHacpO3bpr8zvJgDorZg+Rdx5FSQZ2ffXftNdx\n7GyuK9RYoW79iJdkZl4bZUyTPGNitnOQBm/M3VsD1jmQRntsjxYL+ERMtwBQ9SuU52rUzsuk5nrk\n5oUe+ocb99lvCt5/8qTE8g1hHk2c6DFVes6YGM9rjqI8vSAOuNX3KHzY4OTRB4zqV+Rndan4L92W\nf09tPaf/6KpYrLSBftxi1OupF3iAhXF+ZeVAYPPwOQHjMNxv1CP897C1jPYKNC4+RGJgnUDwpezE\nFLOMxn/h8dsF/rBCV9EMbVRos0M73erXA8GQBP2zNkgU39dD30PxfW3U6jZKFXl/4zi7yvHPieIP\n4PWXc8RTA0bLcblB/vwer758j9Tnz818iowTkEwhk+3iZduc7rwvI+jc6payR/zQvWMDTZ6fXKe0\nVqfRLdCdytUt5o/54MaBQRi9bpr1vGzTVVwzIEHFq/Lt2QbNVJ6017MHP2imyvAQhXr0oU+Gguhj\n1twrJDE84C5/5O95RsGgA/WZ9/B5RoElGhQ5dspXOWcNAGl6M3h0l4xBIgOSbPLAlLJyaYRqqQkk\n6gYYqsJYMe8aFfPP2WXLDTYckqZPniZtsuRpsuQMz1QBe0zRxErHFEkwMAUwSGAXdWrTqJXqmQPS\nlxBWUw2Pqa1TlLGtt4jXouRpMSBJjra4YtKzABll7NZRYC2Fy+qUbJ3L1BiQYIN9C/gb7M/QQrVB\nvsUuO2ybJkL5+SC4e5SxUSQBYwVpEp7iscddGzeZZMgCLRZo2f2iEEuRY1TBPCDBMwf9ANxx56dU\n0CLH/IU/oTMFAOtnqAeQ3hs6qhJwtM2o3bvq5bPvb5gtsw6zB6xA2elu4+WnLOQDN9UJMWrNCl7E\np5Bt8OTkJpm1H+yZO6lV5Dms/0GezTgs/uFHfCI8n4rI61VV3D8H/SSpm8/pfxEaBn8ir4mnBoxG\ncS5+6hT4CjFPCfQAf3ch8PlfJog9YQKKBnn97++QRKGCUggayWEaei70u/o+oUL1X3r8doE/Q7Bo\nWuWrYEGr+T5S+YcDtmbXTaQ616CuSl6QBXwb33+IJBBNEEqRikwhJd37ixVxz3xditrvjnavyPCI\nTMKYQf12xpo/yeXnJNaGPN+5zvMnS1y98Uz6AP0kLMpJ9EgTz72kN05TitXJrHWpn5fwIlMqWbkx\nEwyE5tjM040HmOzRmVT+gDEx1ucPzLY3YcGwZ+8Tcw+fUjmnrgLUAKle72rTG2aaKLuj5iwCqpRF\nAMYGazymRtkCSsbtENT3vuUmXU2clz1IANjnjus7xIyO2HaunfKZLftMELxYk4wGY/28ND2bciUe\n+mV7H61cs7Qp8IyBsxWQAO6781myXUCXy1ahvnRUQ8DOXa0OAuXyip3LqlPDHlPEY0qKHil6M68J\n2yEUeMYBt1hwwjNtuA5IUGeFTR7QJmsJquMUzIDtJgYkWecANWPT9QLZyeg6yjCbgPKplNh97lDk\n2BrASpFdoEnBlasPnDbgJTJApkyNQ1ZJMjQ6asUpjNc4NKFcESEhaODfYtdx/AeW0PR+UeV2jInZ\nW6uiO00P3/OYzgcWDxF8MnNdjs5KrMzXATETVJ1MMi+70mR+wNFZifp5idtr/4iHT31cApDnjzQs\njnjdT3KxdC5B/8mSVcxXt39ieJ5gPIrJ7IoScOqIHPKxjNpXII4o5U/F/fP1yPXy1CH380sBTfzv\nCMghv4Tzf0FQdO4RWD1DIEztE4hNtScZdg4Isx7/hcdv19z9j86y4SGzDdc95EuqSk1ZNQr1KERU\n5eeN3XBzN8ybVdqoLh7u/T59BV9fgi0ZGfe6PWcj3gBenbzHpWUZfehPI+L7UQduvmLxhgSD0ydF\nFm8c02rmhXuvn7s44v1r8hBbo8vPE/XGnD6RqurGjUAF+5KMm0c7YUDSKHa/NExcK6ew/7rSHqtU\nWOOQMVGSjka3yR73uWfNSx+PJRr4RKhRNtpmwm3vQaidO3zEXcfsCEv99TVlqgbxHDjhUPg/kOau\nqlFL1H9mcwyYY+Rd9vBck1MSSMwSmtAlk6ijpE/Edh9B9SxJtEaFCTLxSqZxtWeqRoW3ek6EpP9X\nJlTOefnXKPMJXxlMVKJuXP8yNWKMaZMlyZCug3X0/3pNw5/XJkeaHi0H6/zSOUsjOI/H1BrkCsko\nPBNlbNoDvQcesDljQ6Hrm6Uzc/5NFmYU0vpfwMLKU+KIGhWjfqrthibAB2yyzTc0WCJDlyFJg7OU\nAeUx5RkFCb6UuMd9s7zQdY4xEf8nN8hGoT8P32BK9W3Se1+dQQs0QhqRKA0KwQD5J5IQF28ci88P\nkPcCQsOPT8twGg/Yd04TsJBv2vN8+qQodM+SDCvS8af+NDITF0YnV6RZ3E/CruutfvwKvrwUuAz/\nkoo3LOj6pQYv7ndUQ3CbgFGkbga4f98E/uffC6vnf3gTbGNuun9QiqXSleru/1sEWx0IvKtVuKW/\nGw78Wtl/STDf9nPE9wOEh6/0zT7C6x1dmh3a3kd4vntxqwoW/92PDMdJg3pe9RPBRKv4G1KLbYpz\ngXgIZJv5QflbkgxpUCDGmEazQDI1YHNOvtgha8QY0z3PUJqrk6XDztlH/Gn+L4Edg1O76mSoHimr\n7NJu26SsD002xxS5x3322bCHO8rYYJ0WC6Qco6hAwyrjcBU3xaPLZWcwFkyGUj44YIlIB5jrERYa\nqVe+PuQKoWgF3iNNjDELIeZLmEseZWxWEikHqXhMjVECkvg06IctJ9SOYZsdqs5+Qr/vMUWijGk5\nBlGaHpvsccA6E6K2owhDYescsMcmMougabi5j2f4vYdPxYngVjkk6Uzv1PxO1nCWWeUTIUvbLBBA\ndimTEGtIGUstFmYsrVUkpmubc0Ffg3FYHKfXRiE2DbSA9QF00pnAPi/tWvdIz7C81Oq6TzCXQddt\nQowD1tlg3ywwAmrtJFD1vnUvhyed6U4vyYC/P/sj2/Pf0CFr+pbMnDDP1jhk73yTQT9JIS8TxHTu\nwYAEP9QCuDVNj+PzIv3THIxcvIwAcaFyJlMDErEBp/+PGwqjqMSm0+poEK7I73ByKcDaNX5VxFuL\nLwjmAGvABtkNhAM/BPA2BHNGIEA4VMClsU4p7//L7yXw//dvggauBvWPCQabTwmMkJS/CoGYokQA\nF035uROeZtSwiCKMn6lIzH1G/OYLRl9cgY9doEd+f/7TU85O8lwpNXixe831FcRHHGS4ecbr8uOT\nVZZv1GmfZfGnEdKZHkVPKqQJUb5/ssEHNw6IMaFJXqpDP0PBa9i6hIMtYK6WSmmsULVRgy3yM2Ie\nrX7UCGxMDBUw+XjWeAWsypVJUAmqVIgx5hYH1NyC6DjEMjXyNM3LZZsdq/jbZFnjsYMEZDDIMzf6\nUJuRPVJMXHNPg5MGeT0ydKlQNcM0FUbtsG27lIGzkwhTL5VOqJXiAk2GJO3/h6y5QB9AIkWOieAH\n14CMDR3RJnEMGSf5gLtssWu/X6Fm63CXBxyyxpgoK9SJMrEhNPrd8jSZ4hluXqHGDtuscWhN2hZ5\nEgxokSfKmBUnmFOKKKhwLGM7uG12TGSm3z3JgCoVuza/tNY6WyBNnwwvecya9W70uhc55pBVo+Du\nIL46W+zafVijbGMey1T5nnXGxKhQtWSlmhDdAWlPIAwrxhjb/TpwGg0V7S0Y5FixuQxadIS9ogBL\nQgANv0DGk2uQp2nw3Q9P1rl1Y1/Edn6RXjeNF5mSm+9w8kSu+/s3HtP1MzL8vZ+Upm4Xrmw9tZnD\n88tNzr50dhCbI/g6TvzzF4weXbF7zOLXMsEwdhWPaj9TkQE1b9M/T0OvqRPg/Kpn0vfX2qrifud/\n/L0MYgkbESmmFV6wcBDvh35P8f1FAjvSv+HnFb9+Rs6978fuhxrUdcEXJcOPTq5Iw2bqBUlm8Q1n\np1mYXuDFl9eE9/voCvHFQXChb77gxck1bnz4SCTs88/48ckqmWxQ2fz4ZJVbN/bRmbXK7qh4qlwT\n24IixyQYWMBv+AVK3hFbLu1XKVPk2IZwRByXOzwAYxNhR4ilwTgEBwVMiUPW+ISvDJ9Wfrh6zkDA\n0deKTh9aCBqAKkpK06PvmnwdcjY8XF/bIccWu3j47LFpLBg9wiMW5b3aZnesgiCpSiemAeiRdpXk\nt+xzBwhM1ErUzXZAmT16zscUueOmU6keIsYYnecLsnvRQCP2BxKEtLcg16JidgYK4WgzWavnND2+\nZYMhSQt4SQY0yYfsKrLccbN7y1R5wF3WObCpXCCJaELMratw73O0Da6CYBSkHjnaBvPpPbDLFmoQ\np7sXFbrp7zYoEHG7IBksU7e10tdssmdcf73uTfJuZxgIwb7iEypUbZfk4zF0g2ZACqJN9kxcGGNi\nbCSFLtVFVBLPAgf+OgWvQYau3TP6+TnaVLyqQUEK8wHcurHP9082eP/GYzJelxf9BYo3HjMgwY0b\nsiP68bsPiS+7Z/zmC0YnceI3X/Diy2vWQD07zYpa/1Ri7MVPzxmdXBHmnoo6T0MOvZ+6uPN1PMD5\nYdbCOdzghWBXkCEwbVNWkMYtjZ9qJ/Mrj9+u4v/PbwK7hjDuriZEW0jD9lMCUyQIhFthYzbFxsKB\n3wI7kjnDrp/6mkXn3rc4glFMnDZdlQ9wVl3k0uI/k0wN8KeeuAD2E9C9xPt/kNmiYZvgH2vrLJer\n9MZporEJRUQiPnQiHqXydcmwEJpaBQJ3KEtCGoIN8rR4wKY9cAqZhM3KWuTNcwbge9ZZ5TE+nsE7\nKqvXrXqZGjt8xDrfk6PNFG9mJB9gD7b48gdDsYeOegnSBFV/HbFb2DUYQasyFei0ydp4vhxtmuRn\nGDtvK1wVitHPUpOwJMMQ66Zqf9f10TUekLBmp9Is5faRXsoUjxZ5azgW+Yn7rgLZZM9cKdc5MJ/+\nNQ7Nr0adSvfY5B67HHPdEo0miohryupnKOzQZMEarm+frzqhKmMIZLejRnm6PkoPfVuRrMwfYT3l\n0LGaeo+pwC+Y1TDlvksIus4Zuuy7Ae9vX3s5/7wVBhCM14zgm2fUAbfY5htqlJnimR2Iwj7y2T6P\nWeUWB6jH0YKzpljjsa2PQlQygnKPJgvu3mzZOevUtzwtPHxaLNizBtifEww45jqTcZR0rMdJrcL7\n5YOfP8t//dAUvLH42BT2g36SV6fvMV85DSr/m28gPpa+AYgDr07gqxI4aJYI8HsN5OHAHwn9GwRe\nZMpkvIkUux8TQEBqZPkrbZl/u4p/inyBOgHFSWlJuuX5DFmozdDvqT/P18ziYmEmT5jG+RDx3xhd\nEGO1ejx4r4jvGD+i6Lv08T/zavc9uaA4mKe6iF8ay4zahx+4bPuGerMEQCbXJe81xTIhMuWkViGe\ne0kxdmwPikrapdmY4uisxNJ8gxYLXHYPnCQBwVOVcdILVWIQYLRaxSYZOorhLEE4PNREfesv0zU2\nzrEbRCJWwkKTVGhIMdoqZf7I39N1bJ0ix1Qpm3IWMG94DUAdcrRY4BYHFpCUFqgPrY/nYIq6NR11\nWMgWu5aswvMAQCraPOKmqXBEnRWKHFsQbbBEkiE1ytbULFGnQtUCQIMCVdcYHTiC6BqH7HGXP/IX\nIBj6otdEMfgmefO2V2XzH/kLX/HJTILQ89EkUXDORINQE1TVwGplUOCZYedR54evO4emg4E0CGpT\nNxxE1XtIv7N6EmmzXD9Li4soY753Zm6aRPSz9P7Q+QgVR5HVhLbKIV/xCSXqtFig7ZxSB25nA9jM\n3yUa9F1zOnx/vn0obVbGWwYNae0Z6c60ShmfCOKj1LX7WXdAmoSOzkqszx/MDA3K0qHjKMDVUZmz\nE1HJt86lcCjOHdP08zTaBXH17F/i1ekl8ts/mMHhTNBXqufeezB1Hl0gcWXqqv6PR2L4FneeXmoA\nGbZwCLN7IIhjHxM4FUMwkL1PELkz/DfROd8pd98d7453x7vjX9nx20E9/+cbMVcrETQz4gQZUeEd\ntUHVolYbu1+614fx/bc5shn3PlsuE+9eMqz/UnzCq/p7gdGS+mLcHJFypk1exKfXTfP6ZI7526ec\nPVokXnpBcf6Y4zPXsJuXqU9TPJIM+fHJKh/cEJ59tSO40lZ2l/3zDTbn9jhkjck4SilWd5W2bC91\n66oVvlLXeqRnplCp4CWC+NmoQ6VWUeoLo3RH9YrpkTLcVO2Vo4y5wz5VKnYuusVWAVTMiZZ8PKuQ\n1eXzHvdnWCJJBuyzYU1FwKZXqbFajxQxZ5ymFEttWo6JkqNjW/I1HlvV2wixkKJMrGk4IGm4u8I3\nSQZssmfVdRh+AWEIqThN/01N6PS760SxClWrmNc5MC8anVpVQhSjY6IGHem1CDtchv+tRN2M7gau\nGa0NZ7VDztA16EEFVgWEqXLIqsGHyq2PMTGqpJrwjYmSpm/Vs95HOqKy4fQWYa2EsrBkktfQXfGB\n3QN6/wRT1VaNglyhyrfOjntCLNQDyZKmP9Pj0M8Kz4RQZ1J9nkDgMu1PKfz0NsU5DI/qudTHJaKx\nie3Q9s432ZjbZ7ezRSVbZYrHD0/Wed/h/PpZGbpUz8r2jI/qV5i/ecrZQymrLy6fk8708KeezMB4\nFA+8w7T5OkXU/KOoYPvh+KMMxi6zWqMwzq8//5TZBq9axCvso8dD4D//XqAebeouMutsp4pehXq0\n4au4l07cUqx+jyDo/02QxC6mBmKmdhvD2+KfO1MmIBYf8yrzhnjuJaNMmqs3HGf6LEX/oVgmC2tI\n9AaFWIP0H3p0zzNimdyXfVl0/oCTJyXmFzsUYg0+uHFAkiHHfpFYPAhaibmhMR2KsaChGJbuayN1\ng28Nuz+maBCCMF8S3GWPKR732WKKZ6ZkIBzrNYfxhwOFjAUc2vqokleEQQljdCskoq6WxxQdtLJm\nU68Onc1vl4xRNJvkucsD7rFrD58eOugjT8vw+HBzV6GpP/EXGw6SZGjaAHmPFKokzYsZNTJNqm3B\nL0/L4Ic6JaYOhz9g3dS0axzScdNmN/iWAUl8InSddgIwvHpAkgRDCzKJkFBOFbLHFCk464goExZo\nWrMZBFc/dEppXTsNxICxk5oskKXN0EFPgAVIhffGjmKpSlWAPzl46is+sXtAhX0Cj7UMClToUJu2\n+j312gLUWaVMjRQ9s8tWiCus6tW+jiqX287eWYsLNZEbkLShOeFErud5yKrpN6qUaZHnHrvWj3rA\nJhkG1uxXOCtL29ZZoUw1eMvTJBPrOmKB3BuJOUeljo9p+nmKnijl0/TojOU1Z6dZFm7sMDq9wg/9\nJKlMj+U//ECaHmcpCfyv+0nOunPQFSZg+t8LlPT8yVLg8tm+LPGln5CYU78SmK05sdXFjx33H0Tp\nq4FfkwcE87y1wdtFksEXodeoTulXHr/t6MXPwGyYQYL7IpLZFgmmbWlGhUC4pRQoDfqfvzK3PiJT\nEVAswsXb57weRcXy2FkrAMLb718iVXJzOutXZPDJ1JNEgVzY3LyMqfv+u39jPN+L8Qlpd5EXYk3q\nnRU2st/iE2G/uUE5L5jw2805FQV5+Gywb4pIkApfJ1cVaHDIGuKx3jYO+gItShzNTGvK8JJnFLjn\n5Pv7bJgoqM4K4Zm5GtikUk4YddQnYhVceICKVnla2WtjV3cpStOMMSZD16rIsDozQ9ed3y57zpt+\n7DQG4aEm2tytUmaL+7IzclUuYLRIpVp+ywbbfDPDolH7APG8SRmzR6tRPR9wqmhWrDGoTV9dH9Uu\nhG2oNRHrukccXh52suyRZsUxmsKfpbsqHV6juosJ0ZD1sWgBdviIO+xbwldrbG0WR90a7HLPlL7a\n3AWhf4omQuYE6AjH+2yx5BhlOpJSr5kmfNVjqI2GNnh1FwDM7AA32Lfdocd0hmKZZIj6JunPPHxj\nfIHQNZXjL+d22e4/ueeb1FmhxQKrLml3ybDGod3POk1M7SXWeMw+G9aAB2bEdlp81JoVNvL7dq/u\nd+5Qyh7RGudlpz+Kmkbn1of/ZPdY+ywrrL7FV4Lnt+PES6H52fWrohc6uSS9Q8f4uRif8PqhU/me\nIgLSaUTi1ReXZoVcIPHvlGAq1wjZAaQImsQ6R+Q//V4qfpit+iHoUIctG0I2qYBkvByS9f6Da9qO\nkGCtCxa/BB+LB8/rqQfTCF5kyiut4MEq/OdPlsR+IQ5XFjskvQHTG1I5dc8ynPz1A1KV53zw4V/5\n4ekai9caM1DG8VkRf+pxcLZOfr5FMjWgNc5TjB3ba1SkUqDhfFgWmDj+tz5w0hxcNQZImarZMnzk\n2C973OWYotkY+0RMgKNHuHHmMbWmWNhnRqu7tuOdK5sl3OQrUbdmro9nSs4FmjOcb9EV1JxTTMzx\n+a/b91Kjr8esWTIRaqJvrwEMrrrDvoOPPOP+Ay7tiDTfJ4L618cYhxSld22wSZa2sY422Df+vY/n\nrKODoK/BSwO1nGPgdfQJXwEBbxzUG0f+k2BWNyjiyAXgClUOWcPDZ5sdWyuPqSU99e1Z58DsDwo8\nI8GQe466oYNQhiRCQTfBHTdFS89Z1zPJwHZ4SQZWOJScclcbo0V+ostlo6KCNKSLHNtOr0POmEDa\n1NeGr0JpCkneY9fW6K6D+JrkyfByRrAXPsK7FE00ar8NImrrkuEjdhg6WC9L2+3GBvYaZWLlaTqP\noLYVXhAwu/T/x+MiyZSwsJpnkgj8qcfxWZHMfJdyXjQzp08LfHDt0OZd9KtXiZdesLj9o+wK/SQv\n+tfwpxFDE65+6Aa+TIswvSCxZxrh9dQPkIuP3wijcARELkllH0eawP/Vxe/PCZg94YSgMDYE7gW/\n8vjtAv9tZAvzOQEff5MA1pkSUDr133C/k0G2RHsXQjBPAPBfik949fV7ztFOGDujeDKgVeGm8KTE\nqOn0u/dhCp7nc/LdB4G6FyAC2bkOrXEeph6X6dIib7h2br5DZr7L8bjoxuNlKcakqg2rBsNVj1IT\nFWsGYZLk6BgXWs3NhiTNpE0FMlLV1wyb3GbHHrh77NJyYhlJDGOiriJXsy49B6n6ZCygBj0NAB2y\nRBx3v03Wqsg1OhaMI656O2DdXBrfHsihQiz1ptegpbN59VBoRumD6tKpTCRxmYwYxKIwlATaEiAi\nowPWjR1T4miGrgmYoKnIT0yIueuQdZW2iJU+4SuDKsKD7NUuA7Ck9BWfsM2OcdFF+PQSwNgzyujR\nXkudFVvvDF3XO5Ch9WHv+7DhWdONqtSkpKM1FeaKOOqpXl/dVSmrS9d4mx122XIw1XU8plyma2v4\nCf/AkKR59ItdR9t2HSDJvEPW7hX1/JeBKRF7je7A1ApEvaYUppLd5C5DkpYYtcegO89VHnOZrmlM\nUvRmjOYg8EQCZuYLaPIC2RVoH6DJAsXYMfVpiTJV88bSft2YGC3yXKbL6bRIa5wnOyfftR+5yqib\n5tT5+F/98CcYCdtn8UOZrXH61/cdevEGRogYrH3BMX/cDf/ogjCCRk6D83euVxC/EMA96t1zk1mR\nqyp4ISiSf+Xx20E9f/sm8OnRE3/ErGK3TrDFeTvwhxW7I7j0N4GfxujPbpDyzReM+klJBI/ek/dR\ndKGLZMuRzMRNxAZM/Bgv6gWulNyW3wscJAHUPTLGmINzafgtzTXo+Dn8qUcm1rW5q4esGk9dg5ZQ\nDwcWmHSICQRQT9MZnT1z1aHS5QBrqqZ421itZUFCm2cxxpSpscs97jr7AT3CgcbH45arNgs8s6C1\nzx2SDIxipz0B5eUD1hxUaKBmPkExe3BL1FGXRrVh0MpRTcameFx3D+hPDs7RCU+qXi3yk0EHdUok\nGLDFffOL0aNLhmOuW+XYI02FWohqKddzkwe0yFOlQoaXthYgAXuVQ2pUxPzLwXEDElapl6nymDW7\nhmOidLlMhao1knXWrVJGq5Qt4QZ0159mIKECz9jlnom1IIDmjrlOzFE9dTqarpuuXYTAL6dOCbV3\nAEnmUWRwjNJFD1kzXyS9x8MN+vBktEB4FXMwz7d0uUyDJYoc873rz4DAUxXXX9F77gGbbHHfrvuY\nmBEQRN0rwVsV54AVPQmG5GizQIuaM+bTnacK7aLuGmrC0eY/BGZ66xw49fRjdN5ydyzPkRfxyXpt\nnp0XWJ87MNjrbfrpgCQ9P22xIuqNZf71IwddxAksm9vy90s3Jcir4n/06AqcQvwz8QZ79Xfv/dxm\nXlW82tdUyLsUOhlV8f5Kr57fFupRXwrdwtwkwPm1Og9vcfR3VKDlAv/Fz8/xp29xgyOSAFKfP6f/\n5VXx3AEWr0nQ8onIfM7UGxZiTX54usZFh9GlPcd3bxZZyIsL5EFznWxeOOuH4zXW56S6GpCk5B2R\n8zpuilSGur/ClrdrD75W/0MS1gwsU2XommIgjpQ6kq9FngVa7PARBZ5ZJRf22Q8mJkXtMqmNAAAg\nAElEQVQYE7WHEjARjzZMtdrUrbYG7O9ZJ8GQGhW22KVNzmAB6TfIlCbtO7SdlXEQjI/xmBpGrH9u\nkjdOvI4l3OEjG1UIzFTS+rCCiN3Cw7gDk7brxsTRfsLEsVbCE7LUCVMSQNGSlDZMRW+QpUXelLZD\nktxlzxKp2jkkGcxAabFQ9azwiNoIfMUnxBg7D528fa8snZmqs+MU2uFkpbbHyt7RNddDbTtUbKfv\nHRbT6drpjkBttyOugQqwzTccsG7aA7U02OeOnU+Rn2x3tuCCsvac1BPpyGkFHrPGAi3uOCgtwdCK\nkw32zflTe0F/cjMM9Lpvs8MhawxIEGWM8vVjTEzfokWHXisVHracHxUEhdARJbN7mBAzhTNIT6ZB\ngT3uyvn6W5Q8cXJdi8m9oT5H63MHHI7XKMWEtNBpZlnPB0rrVjNPMX/MC6DbzvB66vHBtUPOUnLd\nmV7g6r/7CY8pp0/lOr7afY/Up87qGayq14HvFz93k/7eDvxa2Ye9+jMExfKU/yY//t+u4v8vzp3z\nEdLkhUCp+7X72dtjFsE1dl1TZeoFBmlgEE0q16X/8CpXtmQow4vda1zZeirOmO5CXIpPxGM7J6rd\nxfIRuZADJbhRdWdZKvM1YzaE552C3FB1f4UNTyoo9Y4JWwprBRim9Cn2rdXYHpuutpAvozQ2velB\nqhYV7yijRIVXCq0kGbDKY1RFmnUYvTJg9Oi7puSCC1zh0XsgVbjvugwQQBs52vzkqrEOObbZYYdt\nF9TkHLS6B8wWIHDLTJkKVatw9dMJe+ioB44G/jExGixxmdlxgN+yYYlC7SqWaLDHXQuCGyEsvMix\nYfH672p3rK8pccRj1sjScbuewB1Sr6kMjz+kzoo1F/W14Z2DCpkKNNhnw/5dG64a8PfYZOp6HGED\nNFDn1mcG/xxRMvppmMoa9gJSODFNf8YQTofPh69R1il69VqI53+b6xybOGu2dyT3qfag5PpEUbEf\nSJJTmK7jbEo8fPMzAimaHrPKgCRZR+PVno0mNBWgSb9BCp+wh7/csxG3pmL/EJ4Brck8/Azqrli9\nkbSQ2fc3KHlHMw1mUckHrKfqWVngXQLn0jZZTmsrot4FaLv5HaMoi9cagiS4GKTHi91rpG4/F/tn\nHf3oyCO4ApSpJ/92SqDgVXbQn90bfYxA5b9y5u47Ade7493x7nh3/Cs7fruK/39zn6sOdiAZbZMA\nG1tGWDjtC6B+Zm979Gi1H55KszyCapz5j0+JxiY8/+66eQDdWBMi7ZPvbvL+h9/x49OyVP/d9EzV\nL2/pm0Wt7zgyOj2q6gu+WPGq6FjDY4pM8cxzRVkFE6KUqLPLFlvsmgdOWISiXiTKQumHtsRv2xdv\nsmcwUNiiGIS2dosD9rjLJg947FglylyBAOcWfr3I8fM0ZzjoWdrGQddGqtoc6K5ExgqusIFQ4hTW\nieCb0EkFRS9d80+1DBvsWx9A7XOV7RK2YtZKS9kjyp7x8G0tFc7Rnyv+rJPDDlifaUjLeSXNlqBB\ngRJ1w54XaJHhJWn63OeeVbVKbZW1S9HlMi036KWODL7P0pmhxMpt6pnVgp5TmIOuzCL9Lrts2c9A\nsHplIIVFYeG18omglt+6turAqjBg+DpUEBGTXjNtyorQ7shV+dJM14pbdwVrHBo5QTUnajeiaxh2\nmNVr5uOx6uwxQPos6uwZtqJusMQ23wCB2Czs159kQMoJuiAY0BOmRiuLTtlcW+wag0q9kposGIFB\nzzXGmKpfoeJV6ZG2Z17vAYXPNC5otX8p07NG7fvXavz43Yfc+PARTw5vGlvx6oc/MRnLa86+XoTK\nCE7igW5JbtBZAF5HOlaA3BuYXhDdU7hXucfvyJb5v7wJ5u2qgEuVu9ocUZqnclkBciMuxSc2HEWx\n/Wh8THpeuFLP/3qdK7efMhlFScwNZe7m9AKp5WBkYiHvGpTNAtl8B9/36HXTlLJH1JryYZlcl4zX\nNbWgOgM2/AIb3r59n31/gzVPcEK1BD5g3Zq7b9seh7njq04pqwyEOiWj061xOMObTzI08y3ABpEk\nGBAe9xem/wmrYsiE6Ay9NBF6SHQQR9t57QDGme6RDpmpiWVu4O+eMgGQ9iEOWWODfQt6+nApPFRx\n07A0AQCGI4sfzWVqlIky4S4PQrz5oAGqoiwNmpoghaZZMkvhcONcoQP9fXXmrFFmwTUHFVdOuSCi\nquVw4A+rVwck6JPmpVs/mUBWs3Mu0KBG2QJT2KUybG294hw3le6q0JMG0fB3L3LMA+4yIUqZmjXj\nJ8SMqqgB38ebsaS+znGoMEm6qWpy32oTdo1DZN5vnxpls/4GjPUk/Y22Yfw52ia2CxczQxIWgKNM\nrMel955AkW101oCqkVW4Bpih34CE0T0PWbNnBDBvoiLHPHaUaC0UVNMSto7eYZt1DswOW49Df82e\n631/w571dS/wnuqRputn6LYzlPNV6p0V0pkenufTaQp0Fo4tydSA/slViLzhavmY4bkk4Wh8wouH\n17j6h5/onaVsmpgX8WeHvoyi0I4H+iWYjY0jBBL/3QT+//pGslWKoJoHCfBqo5BDvtgWwQQuHb6i\nzV2wav9izs3KfTRHfPMFAJn5Lq1mHi/iU8oGwpFn56Km7Z2lKM4HHvg90nR8CaIVr8pPFLnuqp1V\nh/FrJQSzN0uNMvfY5TFrxisGqfhUVKLVtxpz6YOrFDUZr9LjMl1n/RtgjiA9BcFpY0YFDAt5NAno\nAyXiIvkMfR9lnuxx1yoYPc/woaPx1DRrlUNr1EGgT5Dz6hprRzF9wDXvktbzCDOCwjsPEV6Nzeb3\nAXdnKJ9a9ULAktEgr7Q+rcR056SzAtTUTc65hbpPauWo82q1z+FZiJ81vwsfvtWBYos9ccTZ8E5N\ndQRNFn52LmE3zLD75duJQA/d7aiyWZOi4ugysL1oTJZfWme1hFjj0PB+bUCHNRV6XZWt9dipZpWI\nMCQ5YwUevn+0Kn+bNaX3nyZ4CHYsQ5Im3DtgHZmqJq8R9tpld4+9pM4KFaq8JJhFrQ3jTR4Yy6jA\nM9tl6LU4ZNVYT3tsssoh99myQgaCIk53thm6PHa7XsDiQdWvkPXaM3FDbVzS832G5wmW5txI0M4K\n/tRjId+kexas82jvChdvnvO6Pffzqh9m547fRmiccQI0RF9TBf7X30vg/09vJKBHCIL656E/3wQy\nTqCl/jzIGDS1QgDNkD4v/hx4Zl+5+dQGLeTnW/T8NElvQPssS9LNyu22MzasudPJUcg2rOGnN8vA\nsSaG5wk+mttBefEqEgLQqVGiSJVpQ3d5wAHrJrxSFaNWaYeszjzwEFDkttlBxUu73DMbApAKKsqE\nGmU22WOPTcrUCE+P0qo5TxOxqs2ZtXK4aV2maqyLHB2r2BQ60HGJ4WQXY2yjHQHzgnl7FGK4klLP\nnV3ucYd9MnQZEzVVra5hgQYJBgxJuka0KEHDVsA6CUqplz3SFihB2CYa2PfYNE1AWOAGwdBvH49t\nduzPmqzCje23qXz6XuEGp4q4YozZYTvEAhrPfLbChUOS5mGkiWGFuiWyMEVUXhNMP0swQJXWumZy\nb8i6aeAvcWS6APXPEUX06sywmvCoR5CRm+qnpGMRx8QsCAKWCJosmJJWdoxZu+56f2kTdEjSmEm6\nJmFxlzJxwve2vI+IAxPOz0m8+e/bMwKyE1HqcTj564xoeS5E1VvkmG9cxa+zD1T5rWQJgTBLrHNg\n3/2bc9ntJOaGxvjSWNEjTaNTIJsNyBOtZp5MrsugnyA332HgJ0l7vZBYTIY1vXh0DU7hymdP8afe\nz9iJ41EsGPm6jAi8uhdm5+zeBjZ/L3TORQKV7tsZ7vNXMhpxegH6cGnLWZ8Cr0bv8SqOKXCJTLkY\nn3Dls6e82LsGiALPi0yJxSc8+e4mtz78J75/ui72qMsv7BTU3/5yVuahZmmz37ljdgxJTyrw3Jzg\nj2r1q0wakEpUoQOl7k0JbBIAU+jq3FiAIgd0yPHSQSsV9x4TorTJMSRh1YRS5LS6XqDFAesOkhgY\ndU+/04TYTNBTJksYalDhVtMJVdL0KHFkkNEB6wxIsI7PMdcp0DC4JuzZohbRomcuWLWvgU092BV/\nHTvYRfnUABt8a4lA2Rk1yqQZ2xqox7oyLXSHpEId+V4RFlzyydJxuogFWuRtOPozRzdd4xCdCjUk\nwUsyVvXeZc9469rf0XMIr3OSgfOS6XKZrjGwtC+hbJAlGjbtKu+uneLuC85zSO0odKbsJg8MXmg5\n4VEyFOQ32eMxq/YaVXvvc4dtdhwnPpjjoNdUB6O0WDCKJARqbjVS05//RJE8LY65bmratmPX6D1T\nc6Mslb2jn6lBcULW+hVqhyGvGdi5JRkSQQRaB84uOnyv6fnpCE/l9evPZEpXmTwtlmizx13rc8jz\nVUUnor39jCoEmnCjUbWI06E+HbIU547d/Sv7w66foddNs5H9lgF5Ktlg4Ixdk36C0ckVTvpJbl07\n4Pvv/g3zFfFaGI8kTjGSoN9tZ8QiYhoKydMLVvFbDExdcMPXncj0i0v8/2xM/z+P3y7wLxPQNvUs\nFL4ZXQrUu30k47VDvxsHIhccxHOJ17hFdO+TiA2IxiZkeIlf8miMC9y+to9/zePorARAOtPjx6dl\nFq81HFd7ysHZOpVs1V6TmRe+uHqR1CnZDd9gyU4nT5ND1ljlkAZLztExT9fhpqs8pkqFP/L39EjT\nIs+QpNH2AKvSDlhniYZRAX08285rQpCALCpOlc2rF80uW2zygFrIG0ZVsBpEo4ydbUQMnXGr9EF9\nwLQhF6ZB6kOhNMAmeYNw9OdSaR1aUF/ngC12GZC06kvFWRrINIhqUDjglol/wvMIEgxYoGnJSYOs\n0kKFBx8jT4tnFKhSJsnQuUQGD2UYcxY15zMzQNNrocrTLXZnnCK1WTgJnVeSoQ2M110ZCMYvtN2J\ncyZNU6XMhGDIisJc6j/TdD5MHaeZkHVesCCqSfOAW2ToGswSXkfF7sPiKfl3wf/32TAOvSartwWA\nb19zTez6ORvsW0Giw37Chc0Uz2buKh1U/6+vKVNlz8ZbSvJQg0HtTWi1nwoVAPtsWIKQ50tGfSYZ\nut213EsLNO3++Qt/YoN9HrNqxZCqu8OFTI0yDZZs56TPvq5PyWks2v0slWyVg7N1MvOiDle32dOn\nBeZzXcajKLc+/Cc8fI7HRVKl5yzEXIKNXcZjyllEYtfrUVSom2HIJwT1vGq/F3j4j5AYqa/53U3g\nKhH480Bo6pb47BDBDTyHuKvUR19eCYRdbsrWxcw5C/kmp0/kAtIVc6T48gtG7ctcTA1YywuuqUHL\nBkWPCyzEmlahDEjS9eWENrx9C2a67Zbq4tkMJqqDSMJTtnRbCfKgDEg4YZbcjL/Emwes6vnewUlq\nWQtY0NMB41M8M+bSwK9wyREl1AhMgs8RBcSfSHnsKnvXgPEtGxaQtLmsI/HCw701WbVYQP19FMfX\ngTMaFNQK4G3jrDBPvUtmxitHMXyxC+jY9dIt+ZiYS4BJgxkAJ6C7bHoLGWu4PyMaCttIxxib42ZY\nkawzhDvkrOoHTMUMwnqqUbGguO6GzwxJGC8cAptjDUbfsmHNZ8CZ8b2cgdvkugzt++p3VqsEdUsN\n9wBUFxLmr4cNAeWzpM+xQh0d+C6K2by9l04/W3B2yVoYqCWFrNvEGqxNFpy/kp61rnPSipcGSzM2\nFT1Hy5PzGDiMXwgVJY6I4Nt9o8PnW67nkKFLnRK3ODCMP/zshHUFWmTps6PPoUKv4Yl4EIwS1fut\nwZIFfH1eVbi372+Q8bqhhnxCbF0QJ1+9BjrP+bC5xut+knhO+h2jkyuO3PKKxRvHtJp5XnfngoIX\nJMD3If7pC3m9unROgdsubn95Qbj8N38vUM8m0qgNq9B25e+XMj1epd4LdgDxN8TisvAjnTcZB1Iy\nGi2bbXN6+D7Laz8AMFhOkvQGnDwVNk80Pub7Jxukcl1j9Xh5me2Zjkkgrzk5fZoeGU+9VlIGLSib\nYIW6E5zIFkQplUo5K1O1BqUeisfWWQmpZIUOp3h522GlmzxgQsxk+WVqFkQBJ15J2Fg9peVp1ZKi\nx9CxQva5Q4wxn/AVHbIhGwXZnuvg7Zqb5ZtkaOetdFP10VcffK0AQZrZq44FInhv1qpXZQdlEJ8V\nFVKp5YIymwBuccCYqImzlPVyj11LbEkGFiSTDNFZBN+wbRW/BOYBHbKk6LFO05JZOKg3yBk1dULU\nzlubkOpTJOsds5nHMq1MAr/Ohs06zNrsfxnOGJ7p9K0GBY4cbqzqYf1eOr1MkmLVXPC1mRpOZkoe\nqFCd6UfpbkhtE5SqKxbOUTtnVYcrlHLA+gzssUCTx6xRpmaW2y0WDAYBaZRusUvUQVNqQVKm9hZ7\nqmr2D5/wFfe5x5gYG3zr7p8KCQZursHRjPuovo9eB00rNco2Q0B3AXvcJUPXdn9ZN42rRsUSgdo2\nZ+mwxmNHw63aTkvPWRPVhBgr1K2npecjDLEUJe8In4ix4srUGMZmrcgbzQLdVIZ+O0M802PUnRPf\nHmD5wx8Y+C5OHX7A4tqPdCI5XsUTs4IuIBafMIq/ER8fF/gvOTj6Vea9YAzjrzjeCbjeHe+Od8e7\n41/Z8dtV/GpVchI6i9tACl49fE8m2Uem0L3E/HLTJuBQkio/mZJq/eT+B7SmHu+vfWcQjT/18Dxf\nDJFSAwrzz/DnWzx5WjI/niQDFmjZTFCZANQxK2IQDPmQVavatLrO0rYKW20YFI/OuYbZEg3zkEnR\n4yUZcrRN7LNAk2ch3DRLm47z+um4al5xaMUOe6RZouHYGC8ZkjSWh3KjtUm2zx1jgQj2nLTqUKGb\nCjUz7lKriV3nuX6ZLkWOydNk6Aa1NJ2/jTYmtYrukCNH4FWkcA/IVl13L2oI1yE7wzKKMZmxqJBB\nIoLXBkZ0TZIMjG2kwqJbHNiuoMixCaQ65Ki7XsAsPj0wAy/1wLnLA8bErLocO1x63Z2rYt5rHFo1\nr01+FfTFGPOAu+iQGD2fLhnrC3hMqTs76CW3do8dZFJnhVscmNOpzkcArMGsBIEFWtYIVwgrgk9g\nFT22eypsnLbhpq1p5aw9lRydUN+k7aC7hGHbytbS76UzBF6ScWy0BEnn06O0YrUM1/MeE7V7V8Vr\nuqtUl1i1EJd7Q3YpCQY8o2BwjmL8USYh8ZqHevGIf5NANp/wlfWVXhrbTCw9dK7wMwrmT6W01mjI\nNqJClbCBXIOCDahRe2qdSqcEAp+I7Xj73TQ3boh2Ra449j38qVy/99e+o94s8fpkjuV7P9Aba3M4\nyat+grOHizIBsL8IGfHwf/VQyC7mb/Yrj9/WpG2KMHj0qF4KeKuRC+JT3YWzTJar95zH9f3rvJpG\nGCBUTsXDYoxJeoJTep7Pkydlbt3Yd4GvQIwJ8dSAzLxknMa4QCI2QCdPJRzmF8Gf8fX4E38xvDjG\nxAK64pU6KlACd862qi3yM0IVCbI5J2ARXDMMB02IscYhOphcG7tC7ZMkMyY6A0Eojipuj4FTk9IU\nJUAKVnyZrj08um3dZ8N+FmNCnpadU4sFw341gJU4ckMxAty075qlPdLcYd9NACjag6t0V00Yev66\nTdbvpZRKCHyBBBcP+hS6HvpQxphQZ8UEZr4LYso9l2299ArCwXvqyJhtB8GlXAAM+PffknFQgdIH\nQQRs+ppVDs3ELMqYlGOWqPUvSBDN07SEoP0ACepH7rMEf8/TMlpi2F1Sv5di+JoY9edhQdnYhX39\nd4V2FJ7SiVQaXJdoOJw+H0riApOptXeJI3MK1WJH/ZRUrCb+VQl+omgJVuEanSuh56gWzIBzGI0h\nypU0HlPHnw8a1hFkmlgM8XzSgfGHrFqBptPSdEykFkRKz4RgvoR4F+UNtowysYA9JGmQrT6fLfK0\nydpnKelA2WOqr4gxDj1fKekdhnj7AxKszx9YD+T7JxvcuCGT86yXM4WBnzQ4+lU3Dd0LXL33E8+f\nLIlwS73JlOyiw6h+5fHbNXf//EZweh2tCIF4S5VpOmfy9shcNU+/e5+LOZl7mY11+PHJKss36rTP\nsqZ+S2d6lGIyf/SHJ+vcvrFnAbV27ni98QmbnohgLrvA7zGdCUjKFY4yMeHUOt/jMbUqQYZ83GPt\nF4zRNNho5Q1yc3XJuMo3Z1jvBvsW2NP0qFKxxq5WWup1r5OENviWA9aZEDOFoqpPFXddomHfTxt4\nHj47bBNzdEllLL3dT1DzLg24ijlrcpCBKA18PGMXrXLIPhsWLJVbroE2HNA0AXXIzRij6eCYtzn4\nAYd+ylf8W2uYahLWITHhxqzqD/Q1Vcqs8dh2EmGBkv7MxyPhVNLq3w8BbRAk+OlgFG04qsBNDzH4\nWqVC4POuzV6tVvV8W+QtkAxI8gn/YE1oPSf9vwqlwr0CNYzL8paoiKIFLcX+xcrgnmO5rOHj2e7C\nczi7x9QCvZrq6fqHDfl096C0R12rMTHTpGhF/JIMz0I9Ij3Pl2Ss56S9Kd1V6mdrE1obvBWq9llT\nPGKuH5V1tfj3rlGuzx1gWgJ1eVXDOE3mh6yyxX322WCVQ3wiHHBrRkSmMxk0LmjMCO/Mixyz599l\nMopSnqvZ7vLhk00+uKEMqyH1cYleN000PiY33+HkSYn3bzy2UZC9bprX7TkWP/xRzCUfxoP54zqB\na9H9/dPfi4Drb93nVrDAf7F0jhfxeXXyHhcX3Z+7aahfgIrsDOYXO5ztLsLiG4GAHi1y5XYg2AIZ\njtLsOEpa9v9l7/1+29qyPL8PTUqHEiVTJmXK5jVtyZIsW23dK5fVpW7X1HQhDXQQII/BvAUJ8gck\nj8nkIZk8zjwk/0EQzMMEGGCAyQ8gmck0MD3d5SlVyy3VlUu2LMmSTV9apERaFEWKh9KR8rD2WmfT\nt2bSt2eAi4vcAxiW5cPD82Oftdde6/tDcOU62DQYKwb4k8vGtcTjB5INFii4LLhGwbIKLQ8Bho5Q\n0pLCwH5XxuaXeSaofeZ1OskD3ljmPsopZUoss2JkFoVwqt6+6raoKThgzM6nrLpyh2jIFKhZc1d1\neNTWTptXEvDkRVFLPPl52jRetAkHvpXeft+kJ/dZlro+bFE8WY9MoVJfXLXR8y0ntaGu167/9tUS\n95hkhl37riesE7qMd50n5DkytzJfb14ZoPOuqeyTlfRctaSgMEx5Ji3TO/JXZNoA1GMpzFBZ18qA\nHafOHpPUGTd1zsgFrTUWmaDGDtNMsW9cA4hNTaT5v24/+41J//75yqNHHrZex2OVgj2Xz4Ofavgr\n1n2fKVRvqY/h6iw+VQpawQ+6ktFMWfR8NqhRQDWRdNJ74TSJ1MRe5UZELjpw40eIiJvMO42qZbfi\ni1e4o5zyhgeOVKYcDeFv6ISm0hk6+SnsU8qS8g4Ksa1m+lcfKdo77/MKahSMla0kQo0hECdfSp7U\nzw3So1wv2XlP5KscNfMxmevlF2Ls/sHJSBwkyC4d0DzISzVk8ooBZ/R+eSAWjgN3TuTft0Z+IKge\n3TzN6cvuIJcAp2JqfJm6gNMEN//4vWjn65YC0iFDQYfmeJeJZJWx/LFltDvNaZbyq6zWlxwq55PR\n2TVzkiz+mIITVFNCk3b+AYO0TbJnJCjVVNeXqMJtW4ZqZrfFHBWKPHEvt8ISFcoIMW5fYWI/d0bj\ngjQQjK86O+lnFOs8yb7LHDsuCIeGHVcY4AZf2vdXKDJEh5/zr+x8dIkP8WTh+/suss4qTxHN/cgC\nqOrRgAQ/XQUckUeMvQXGpv0NlW5WTPwai6gTk6I7xJJwx4KxGpYMepl6kYqDqAqORCdF1XkBMRxX\nX2IlkqkfrtawVdZaX/4qBZb5NWcM2bUodFAkqz/ZsBvjEwWXiSpUsuB6IDpR+KY4AWJYLyJngirx\nRcHkWdylRoGnrNJzWfILlmy86L1VdrLo1o8Zl0NLK8qUVRKXlh5UyA4k8K+wTI9BQ0blqZtomYz5\n6mf+0AIdFmJZwcbPEi9YZ5HbjgSoWbBmxuqtrJaSR4wzyb6VvvR8QgLrSyhSaohYClvH5rTrRyk5\nbZRTeza7zPBzp/U/5Lgro5wyyqmt3lWGWqGweo7KJNfjVLjNBDVU70onVy3jHDNGwY1zXT11EAmL\nOae7pftpwqeTi78aXMqvstZcZCYrPYKAkMZ4XmKaKhOkHNyxOyAx8Dd3OU8NCcnL1fXPT+MV+nfZ\nvr+Mf9WJtN0RPXwA1hNk/2OZ4bK36iRTEa3jUc4PrpN76LT1X3/ByOQhtzMVys0Sc9k39qLpQJDy\nRIpxZxeoGY1qgkMseCWNotBKPPoCQlzqGaZjWZ0uNX3LO1kaR1ajDxk0nXXAXkLN1OZ5ZY1cZbjq\ndym7UjONMiXzfN1hBjUgvyBpvYbQ9QcAy/hA6opPnEb5kYMw6rW3HMRSszU1WtEXRRtky6ywyTwL\nbDh9kzc2wfrZoiofPmGNHSdEB1jW+bncgpCU5B4+cqqVOiH5f+skU6Ng2G2/ZLLBgreaK5jXq2bQ\nGthX+CkgpYMHbHHGsMlfHJHnGc+t6TjJHqeM2v8/cvftlYPX6nWNoOqkX/OcZyZg5zcm3zDHEXk7\nBz0nPU//XLXh6JeoAON1qPvU5/cIJIjdpsIr5lEfAd8ZDHBlnyOrv8+wY4Jvmhn7KzfVy19knQ0W\nbPyo/0LL3aNxjqwk5idWukLbZJ5xl/+vsWiTDMjqao4ttpgjIOSYMW5TsVWl1uFn2OE5z1CTGH0n\nIZ7MZaW3aBOaktx0PGvCoQ1elbTQiSAiae+W9u6knxCvBpUQqSzuFyxZyUfjhnowGFfI6SUdM2bv\nxZHj4wjJ74ad41bzAaWsjOeP7SKn+zfJPfyGxusvGLh1wqjL+JsH8u5kb9Vp/p+34D/5oeD4jYEW\nwKmc78AvTqSxcTpA53TYKXAm+ynJKanPb299xZ25bXbb04TdgCAdksw4VTvn5GgRO7IAACAASURB\nVKPZ4U40QzLp3LXcjde6m/7sS7tq1qtOT5pdalNJGryxtaCy+XS1oI1dPb5mPWoBeMaQyQDri1Kl\nwBnDhrTQpXyJspUOfNJTRIpnPLcXt98oQ1yM1Frv8wlNm2AamMZcNgqx567KI1S9RpjKJuh1yQQo\nQV0x+iss96Eg5tnkgqTVQjse9lkDat2FBZUm/ikrVjbzyxQarPOO7DTKngUg2efU+gjKANWMWydP\nEFvJSfbouCATEpCKIs6SQ3Y++tIr4gZiJqvc/6QRyVJRxGjylNuOqauomg2+ZIGveeB+fuLKNH7t\nWVaip5Y9qjS14v1BShCKyVfS3E9Z6SvH7ThF00ds8sohqDRrVh2eMT6ZTHXK9Xkm2bfypBxHlGQ1\ncGnNX+SMJ2z8aOarstaaHfuNUr1PC3zNC5Y4Yty4GoBl2r5O0jOes8OMBX5NvD6Xhh705DxEwkEQ\nXyIjse/IaaeGMhKtI3mXpDw7Ye+tnk+JMhFJm1T3mGSON33lVj0HTdrUYF7QeLEWlu9PrIqeM8lY\njfITon/VYpRau2AxbDxbZ3vrKwByM9/0ydlEF0k6p0NEFynD+ndOhxn4xQkeROavtX1vGf+1g1Oh\nKa8OMPCLEwCDKI0sHXK6ehPScG/5tfhbfpBAcu/eLpV6kbm8aIKfhTLAxoJjylXJfpYnVlhrLjKf\n3SSg55yIWoZOAMmyQOrCVQrMuPq7P7iEkDKCqnGqV6kiBgBbuqvO97hbon/yHr5aHKqol25DHmpF\ny0xnDDHkyk4dp9ejZQptsN5wWX6JMussGkELYI8pxl2DL37xY9Ew/V4hF310ZYYX1rDWrC5JxA7T\nJuSl2b1fx1cD7oCeZf1aTvONvzUDlc8E9qLE5LW81er9oOezZnVlkufIIYvi81Z9d0UfGfonKvMp\nKUgtn96vqzZRp0zZ6kaDzxixd/Im832rqfj+OL9Wxhh0JR1FpvgvfZLI7usFSW5Ex5STJQvq2hwu\nU2KRNSJSvOCplaxAJiLNppU9rGxjX1RP+1TaJ1GYqW66ytJkwvc4iJ+PQDUDx3L3n7lO+EN0mGHX\nau/aCNXzBimBziMoFq3Xa3LiI76OGGeKPfLUec4zFll33y/nLTBoafDm3Qp+2JHJFIgw5JVpW4zY\npAMxq1cbsOovrROQlij1vNRTo0TZQU+lz6MToySUQnrUpFARQ3ocP7aoP3SLUVdCk2vfbM7zJLvO\nSnWZ0kTZfH+Hgo4147fqcxTzFd69myZ3p8ZossW7lYfQlRgJSJwE+MWPDlw/bj9uP24/bj9u/5bt\ne8v4B46anJ8Okb1Vj3GrL0WmYWTxkNOXN03K4d5Xr6m3JaM9PRjn3vQWx6Go411eJEmPdJjI1myf\nZCqiEIjsrGpl+DU9kOxwjUUCeoQMssQL1AXLb8IoGkPr3assGV0eMJTHNLuoKJouk31tmSesOSxN\nnjm2+MRYH6nKhw9qRqrkKs38fE9aHzkkyohy7eqjqwilVZas5OVDGrVZq6uZIhU+MWbNZm1a+fpD\nvnGGXrvWi/VcpKaft6zXV+bUJq+SX7QZpiSpeTb7+g96X0DKFFof9z1RVWEUVNCr06el5Ou8yHHi\nspbvVSy4bDluQMhkuE8nGGaseUotm5N9mg2Os4ImGQ477Aeq1PrJuA2fa9urUJs2gnX1ps9CyXWD\n9Oz5a3apPSv/ujXL9Wvoep8nqBrpUEZa3Rq6umlTWGGe+vx0BavPcJJ9Q9n4YwBiBc8KRZPa0PPW\nspIimBTwoNIOS640AhhYQJ3LPkfcgKwKVFVznynUL9jXsNIxoE32ITrccOgvXZ2Oc8QaTwgITfdI\nZEo6dr+V7DXJPiIUJ/Iq2tPQc/a1m7Q8vMpTe3dCBnniVi5+z8/XChuiQy2cILpIks/UqTYLdE+H\nuZaKTB14LDjm3e4cI7eOyGfqvPuNMx7vwshjl/Gv35RS+HfM+L+3Gv/5h+twCk3yVq+y5cvRGDeX\n31uDSjG9AKQEzUIAQxOCaslTpxyVuDA3rh43ODYWrWil94w9Cir61etT8FPSjg5wZegW+cgk+4QM\n9qlRAmZpeMyYDUDdR8tKynLUINBilLuUeU/JAoGWP3SfDsO2hN51TaxnPLfGlhI/ko4ypQFS2cMK\neZxnkzx1g7NBXBLRa/TlleOJbIcdZuweaMAsEjOS9QWcYceYuBr09bv+Nn8OYBOi1oG1XwLYBCBG\nNi+s6Twcdfg6GdvrSXAZMkKYkuF0YhTDjI/SAA8rlIOSobk02D9ovqWanWC+/QqAXkbEvM4YZi7c\nsmG2FczRYpTRbIuZSGqzG9lHcT8haNn++8Gk3ftS+wMlZym3mXlEodlgLztpZYGAHqWwzHEg9191\novQadBL1MfEqVNZilGfRczrJWHH1hWNa+0F/wtHvtH/jq3NCXP6QunfNNd0lSdE+lTKHtX4vJbsj\n22eBr22fkEEeOKKcjisNrDppqBH652Q6IVudWV8kcFQ0X4BOy0CKZitz1+43YH0sZfOqcZIKCAIO\nudSxMpcKCmqJSI8n3xGh/geh1/j2r6vOODUmHHos6OvJ1JiwCUwF/JRsGXNgktRT44TdQVrRKHPZ\nN9SzeeMk2PNyEPWQQe5/9VsDRhy+E3XgkUUXM/lu2/db4z8dJnun2p/xp+HmssA3B8ZPzGJRYUtf\n3XthqAdw+tztaeYzm3b8rXCOhWDDGria9fsyyBAjCrSZo45XGtgesUmPgEFCdplx8rMh+0zZBOIT\nejT7fsBW3wTiD2KIdd3VZQswHLhAFe8SIdIQumoBvrVy2bOaesqExKpMUOG2GXtI6CsbQQiwzGyM\nY4PqDdFhnynLKMc4ZoEN1ljkSzZYM/ncaetTPGKTN8yh0hKxycypZX5KNFL5A/EuuM1HitYI1HNb\ndDh8fa7a0AOpc2tGP06dKhN9GT5gjdWJ9iHHmaw9t8XmS9azj4E4m5toNPmUSzPc7lLJiBxIsS2s\nmE4mzY1Gl0+5NEHYoxLIeCiGFcJAzk////PP62cBqrksKp2t5zDNDj0CxtpN2SdzE3VT+zz79x2v\nNKip9/HnqpGKZtGAf5uKTSq+aJzCZJXtrWYlvhXnA7Z45cTbZthllSWesGaGLk8cyueYMYYct0OB\nCaqqeUzsVKfnVXaj0TfOKfKRCaqsskSSC1qMMuVURoFvZcvqMCeN9/f2HvtcDJWS+NxER8e+Csip\nH7XeS8Xc66QxyR49AoNZ63geJOSVk09XRzCNIdCPrNOJQs8/VigdZSNcYC5w1pfteaYzscgdxMqu\nv3n3lIGRszgWHl3n5pxTMli5KyCZ75jxf++lntydGh0X1Luvc9LQ/eo1lXqxD5uvm2/5NuyVRzQT\nBn+pNk1Eiin2bEmrmdUGX5Lkgmc858zNxtpQVATIr1lmjGMj8fjwSg3YSnZR28A9T17Yh3dpiafq\ngpwuL/Wc/TLABFU+OeiXzxnwzdN1dTDiYGp6PG2aVpn4FiNUr2uFZSM36X3bY9IauYBzKFpkjjeM\n0qLFKFs84BnPvbLGkZ2LTqq+AYdee42CNcH8v/VlUhTNUuRUMJNLthLRe6JBfiKscRTkLViKBvyQ\njQd9WcfaTaoZaXxNtA9pZRwxrn1KNXOTFBFf1BpcpWAzdx/1WQB4WHnHb4qzzLW3SV5AOSuBvdQ8\nIHJr5K3MLF9VtnldvGdjY77xlsQFfFOQ0tAFSftu/V49n+NMFsASCeWS6OprkJDx0JHhgsK3gn+d\ncbtfes8ExhjLRStYQVdxJcpG5FOSV4ehPhSKIsfUD+A5z/rGAAjD9QnrZpM4RKdvLAFGVFtmhec8\ns7KUsqt1nGsjepgOFyQ5ZdRWGfp+qUG73+C9Qb83r5b0/PdKFTvlnKXso/BtfVem2P+WfaX6W/jw\nUR0burr/qbsubbSrDAYIn0Q0qr42baYeg+wxZQmRek+rx4dftuyrcBBP7uAmrvoYxbwknO9+I81e\n/uCHUuo5HoXTBK2RUbMbu7f8mne/eUiSiKQr6YzS4uXW73/LcWt4pEMqExncS6UHIK5Bqg661r0D\nR88HybALVJ0hyJmRhUSCQG6LujhFJC2bUEajZvq7TBtdX5fyKvvqZwAqeCUiW1WbDGI3ojNqiPuU\nuGoVCQj7MoCIlCEk1KVK1Foiq4n7pitvkHKFaqP44l0z7NoKY98JtKm2DYgE8RxbJLlAfXtn2GWd\nJ33ZjJqy+wzdBb62VdMLRwJT+KGyNKfZsX0eOObwUVI8e5eiVfaSkwy3u6TS8uIOds/ZzdxnsHvJ\nxMUhG5nHNjmMtmWhW83clJqwC6w3omMqySL7mXsUI3lex5ksxeYhx9kRuhmoZ3IUqBlMEuA8A182\ntqnkJIDfr8hK4Jtizp7Fl41tzjMx3LBAjUouR77dMDRVoXlKPZtlOOqwn7kHQDGqcJzJ9mX8eY6Y\ndxNEkguOGWOh/ZKkgzGfBcNMt9/SSw8w2D2HDCxFq3xKjllWO+3ExERSOSbDKTwWxH1Mn8dtKmzw\nJSp85/ceVM64QtEFqHgMALYKWGKVLeZs4teyj+6jY07H3wrLfb0CZXD7Y7fFKItuUvHHvR7rhksu\nlI0OstoRM5yqlX53mO7rFQzSY59JllhFhe7WWaRMyWDFylqeZvdbDl1KhowFB1Mm0Ca9waIFbE2O\n3rjMX704tATsX+ukk7pQbkCPQU7bsUibuXJdJHg895fyjqVGbKyCi5t8t+37I3D9iytho/32ruH0\nc4+/YTTZImTQfHDfbT3k2lib4RF5gOp5Oc4RO9EM88lN1KVHG1Q9Bo0p5wuu6cQA9EG7VHdb3Xi+\ndNhoFeDaZN7qpCoK5pM+FAutTNEilT44pe6nm5qeFPlozZ5lVviahb56t04wWlqpOiVQcSrastWF\nDxFVbHlIrCOvxBZ9URQKqRBV1UJ5wBbP+RmANbCVJdlipA+6CQrVPOpj4n6kSCkqs5OUrC7PEeNh\nnY0g1lHZZaavtjofbtJxWubDYYetYI6ZaIdOctgmq1yty2FhRBrf7SaVzC0iUn0N2iQRxbBiTdnj\n7AhBFFJJxljtyeYHohTsZ+4REbtE3ao1uXJp0E7ujqzkwjJRKslechKAqWif5IWTqwhcZtj4QOIC\nDgpSWvro4cIn2+9IXsB+Vo5XjCqEycDOTa+3EhRdaU+blhcU2we2KkgScbN2SqOQpkfAcNRhJznD\nXLhl902PtRnM271VzSLTgwo3OApERmEm2qGcLNkEoDX+C5fta+NT4Z06BkCazdr8fMYvLcHQGrm+\nOwrvrFFgkXV7B1StVI1w/O/WLFzfL11RaoNX2c++fMQWD/iSDbeSrVPhtpnD+Js+F9HUH7V31bdM\nVM0pdZHTCoHvZtYjsHdYeR4z7FiZq0TZINwg4AU/DoFMYioWJ9BRcW7bjOYN73/kYLxn7SGZBI4z\n3Jt73efvG9ATuHvqzg+j1MN+D7oDQlJwW+NDgZFxyQZOj8a4d2+3r6sNkpFs1ucp5ctUmrdZyr6w\nRmHcxDqjwm1DwYxxjBqda4Pq1yzzc/4cFZBqIYxQbRLJd33CV4JUGvquY9ACfTX32y7gC1FpyGrq\nc7wx7RCfmTlKy5AEC2wYdl6ForS0o1m+SsSGBKi5yybzxhzUTTMkJXLpSkaXxr5EhZYptK7ZLycg\neGqt5QOWsct9liazr0OUp46apQAMRx1Wk0tGGBvjmPGwzn4wyWS4D8BxMNbXdyhT4suGmOp8nZuV\naw93CYNBRptdytn+oG8EnPYHotQ1MrVLzq/DwAl0c5BuQ6MgELHhdpdq5ibDnFnN+N72IW9nb3F/\nTzL7d1M3UUPyHgG3KpKdHxSzNhEJSa/Dvb1D3k7d4v72Ae9mb/b1ZDoMMdE+pJNJk6t16WYg3cDO\nDaBduEby4pJy5s63gn+pKefTykqvYSeY7rsvfpPe6unhsd3bo0DY4b4r1lK0Sic57MbnDWvQ6jhU\n0laHYWchGvMfXrmflUOiY0SJcn5JRBvxfjlWhOoGbXzqGNXz7zFoqxS9h7rqVWKZln1UHFHeC+EU\niH6Q1Ml9Zjfg6WM9sJKk9hR05fk5AmeaHdTT2e89SRP7hsUKFTuMpdE7/Dk/56esUGecXUeu0wkM\ncEndRzoMOa6IEA5Xm08pZqVnVa6XmM8L0q3ezhui8d27aYuTILGSycEfRuDPduXimju3rOB0b+41\n73bnIHXBV/deUKXAwbsSN+99jEsr7WlKmTKVsMhiILR3QW3ctpq6ygXnHWGiRJkXLPGUVZtxNWhq\nbc4nxcQNxTw/ZYV1npgW/wQ1QgYtEIK8FL4qpmYSOstv8CUqjLbDNDPsGpRSXxTVlvHVN1VCNzZo\nL7vAP2iIAoFLdmzQabBXoo8SnrR5DJIl7DCN+JR2jLGo2S/E0Da1Seww1CdHrdc6F22xk5yxYK+B\nUTf/JQ+ikKHTczayj/oz/vYrotQ1BruXvMne50HzLb30NYbbl+zlbtl3DXNGqf2BXnqA0eY5Rzkp\njeT2nNhTAG+Ltyz4KktWYah6nPGwThgMkqt0IQXvCq7mvyf2nq+n7vGw9o7XhXs83HvH4ZRkujf3\nTnk9JSUb//+/mcpxQZJ7tUO4gEZRJpkg7HEU5K1Xo+ci/45hffcrBxBCYypNRIrxximtrCvrAOXM\nHZTMN9U4oJPpv1cAvbRMIJuZ+N4uNF9xNjJAmIzhyTpGdFM9fYWyzkQ7bCX7m5O3qaBWhZ+PDX+V\n43vuamnQF8GbZA9VTdXv1olArTQVaqrvjhrQ+6JqKvGtRCeVjihTsqDvv2uAJxj3NTUm+lbmun1i\nzN7rB2wROFJmisiSnUXW+LVbWfiNdt92UsEMWmLW2KOlYOiXvx4kpMhHK+uuh0IAKwYVyu0S05ld\nKhQ5fHebW/fKTFDjN+9k0uMiJZNB4tGPBK4ftx+3H7cftx+3f/P2/ZV6/uJKyFqPDxl0frqt41GK\n+Yp1+FuMUqtOMDmxb3KmM/kdqtEEi8k1q7XtMWnZK2B4X12yLbLGLjOuZinZT4sRZpyRhI8y8ZfG\nCqureqsEwfLXrNQzyb41uioUTXtfxch085u4qvKpeh0gBJMHrq6ocDfRSAlN0GuHaSOczfEGlXjW\npStIo0tRBgUn/OVLBoM0mxf4miSRla00Q9bMuOeW81pj1eWqlswAk2jQ0liPQZ42f0Mrm7bs5RTR\nl//92kuuUrCS+8rOrYJgkbV8sZZ71Ed4moiqHCXzdg+17j0cdagm3TPxIJa5SpduFtI1IMO3MnKA\nYlNwz5WslHtuvjzl4HGWDkNWWgGoZXOMRi1ayVGKDVkJVHLyO4BWcpRCU35fzt5imDNuvWxy+HjE\nMlr/u3RFoasJ2vI93QKkm7JK8KGjE1GVTtJlz66nATAe1akmY116XTU9aQgv4evcrElxtBhlufEb\nEi7B/8vCY4bpONuTFqPNLi+yX/X1orT+reUf/5n7SBuRGQ4NdaZkQ0VqSenly76xpwbt6k6lSLpF\n1q00qho6yvHQ8T7DLmss0iOw1b/W1JdZcWJ4InymhDItq+rm6/+EDJo+vx5P32MlJlYpENCzewxY\nPFCUmTbDP0dPqelLQEiHYabZYd3paoGUiCNShuoZ45Mho3TVvB49YSJZZac+QylfZr86SWFCeEd6\nLR2GqdSLnI9nfxilHnYuIR0y+8WWiRI9nvtLymGJsUDrjEOctkeZz2xy5FAH9TDP02DV8LRvmDM8\n+LjVVgWW2GLEoGNKtNKlXdK7cSLvO2jkCa1ran1frdh6BKYVrsvdJBELbBgWWrv1uqQETFJWnX3A\nkX28Gq02eXoMssWcOWipnghIU22QkDNH7lICjtYtQbTAFdWg7FwfGw70HU+bclqCiIldsYz0Bgv4\nuumK7tCmri5taxSYbr+lkrllL4va1LUYZanxksQF/FXhERNU+aIigbMrPUzSNSl39AgYDVuUgxIP\n9wSv8HbqFvfLB3ABh1Mj0sBvNjgbGeB69dyOk27AVQYSNSCAg6ksEUn7LkIXbBvy/36Z592UwC3v\nrR/SnZXewEl+gOsVOf5JcYDrdfddGUhvw7vFm9zbO+wv97hqVzfnJqFAEEFJIm7tNSGEq4J7F9pu\nvyacTAwwdHpOLZtjkB439xwtJwVvS9KDeD11j1JYphXIuNQyV9cdL92U76oywU9qr7hKwWrusY25\nPjvR9gG7mfsUqNmYV30fabTesDq/jnOIJakVl64lNR1LEPsxfM65UEYvYNafn1BvAemFlShbyUWJ\ngb4O1iT7rLBsCDQt8/QYtB6RJh4KsVQm8y7TDs33pUFalbvij/VpdlHPi0EnWgeSEGmdX/0c1DZU\nGdKagPrIHe016MQ4yqmhD/V91FjmM4NfhEvkA5Ex3GzPM5JpGWQa4DgcoxSUeZn46b/fUk8ikfif\nE4lENZFIbHi/yyUSif8nkUi8SSQS/zyRSIx5//d3E4nEdiKReJ1IJP7k33Tc7J0qt74QaeU7c9vc\nmdvmiDyt41GrRQ9zxljmmJ1ohkrzNpXmbRaDdQv6m8wzyb6RRdZYZI1FtnhAjYLV0BWHnyTiNhVT\nUdRmphCYzqzJU6Bqtnp5jvqC4hpPDJI2xjGLrLHFA0ICxxcIeeKasrqJkmGVgB5PWWWaHaOoh46r\nqKxGJX9oFqZyEku8QNm9C2w4tXGRNljm1/Zdg/TciuKja6jFkq97TLLnhObUYnKBDZvYOq42/nl9\nXK5z3ZAWM+EuM+EuIw7JNMMOY00JUq3MCPdrB0xQE7XE9ilJIn6/9pJO5hon+QEWmq84Ik87f412\n/hrHmazg7DN6DSGZ+iXFqEK3IEGtRwBtCeQqjLafvSNZ8QlwItBM2kKcevfwJuc5yZZDBjkoZjko\nZqEJvfQAjVIa3FzwxcsG3QLcbRxyt3FIYzEtE0NbYKSiIut+bsvv0w1oLKa52zikW5BjANCARilN\no5Smlx6ApjSFQwYZazc5z8G7hzep5rJUc1lou/M+gU5ymP3sHWsEHkxlOZiSfXoEdAsCB83UL+Ne\nSkb+tDIjHGeytPPXROm0+YqT/ACdzDV+v/aS36+9JEnEaPuUCWrcrx0Yt2GsecoMO8ywg8pNz4Sy\nqttijkXWbSzoeIhr7cPGY1lgw96dlJso9rxk65gbrrb+kSIfzTsXYJlfC5TRjesFNvrMTpZ4YXFB\n4cpbzLHFHGopKXLdAuecZoenrCIqtT2zSgQJsE9YY5CQKfbsHdziAYus2bXqu67vvvaKOq7xDwKR\nHeIMZeX6q+TbiAy8Bn8Ffqgn7xYPWGORiBTHiLWmgDXEjLRHwGKwTqV5m51ohrFMvLIP3V6t41Gb\nOL7L9v+Z8ScSiZ8jjOB/eHV1teB+9w+Ao6urq3+QSCT+a+DG1dXVf5NIJOaBfwT8PvAF8C+AB1dX\nV5efHfOK9SsY7/LVF+tmh5hMRTSPxrjzhXhr+v6iuon8Qn/Q/7w5ojr8vgXiuCMb6eA55oZrwNy2\nTOOU0T7KtJKqlPotMFEp82gGoP650+yaHog2z5QwpeWcYTqmH6+DUCGWx4w51MIbVvgpc7wxNJJ+\nl0wWF5wxbIqWStLxURa6wlDdetUa0mXmCC2DjfrLU4gzNfnuAHXN0gE8F20ZvHGCGqNhi+H2Jau5\nx/ZsfNXRseYpu9l7TLbfUc/kbNmfbzesfKErklL7g5Vyrr89h7RkuoAgbtpwVYREFw6LAtW8vnHO\nu0WXqe8dQh3IwsGsLCNulZvQlN8BvCu5DH+7wTezgsv/Yq+Bh/SFIjYpXBXd6gHJ0hO+Y3YO0H/n\n4Zspd7xt+fA3s24VUD60czgoufPaFqQQTfnsu6mb3Fs/5GRBmrE3K6dcOa2qRAXIeKueLpzcH6CT\nHDY+QDlzx7LqYvvgW/caBMI63XzHcXYEVbFUr+OlxksAOplrtAIxXZmK9q3RK9aZ4+72VBgkdCiV\n2JkK6JM32OKB+Rqol63vM6AZuPoK+EqXunofokNEClUV1UlxiweW8LxxidcYx1ZG0sx/wYNmg9p2\nPgPkvVQNLYjlnc9sMutRo4DKkstnkkYW02x/hJatvOX+fGSTeXz/CXXj0nimwI0jVypTcMoYx/ZO\nyoqin4H8uZfFh29KZMePaaZv//sv9SQSiUng//AC/2vgj66urqqJROIW8C+vrq4eJhKJvwtcXl1d\n/X233/8N/L2rq6tffXa8q9zFByaSUjbR+v3wSIewO8hc9g277WnymbqRs3wtmi0e9AVPgfWNW8Cd\nYt9qdDrL1ihQcHrdEJOZdFNT5wlq9pBFF6ZnTODPSzAgD1BRD/pQtOzha5L4bN0xjm2loctC31DD\nN29QmVr9HMTmJmpZ6MtMPGDLoGa+5K9C6/zvKDi9kjfMsRytsJOcsZdSB6qWlqbbb9nN3GeEVh+T\nMHSAthaj/KT2ivMAY7cCBGF/3fn3Km8hcqWLmtTUzwMYaEsw7zDEeFinGkh91Uo0KXhbuMX99QPa\nj64JKseVOU7uitbTYPfcyFG99ADXt88lZcnC4axkt0kuyK13aT8SFMxxJsutmpRfzkUVnIFtOFjK\ncmulKZOATgp5LNAfLGe5tdrkfNZBMwPB8o+1m0QpWUhnXl3SWBSkzs3tUwnyI3AyGyN2+s73vfyu\nMSX1/swryZfeLrp7dSFlnJBBYzDrM71ZOeU8AwOhu0/lA0jCb4v3+6SSv2xsEzqQT/JC9v+rwqO+\n98IXGztl1J69lk2k9CLJVEjATLTDSnKZB2zZcdSs3R97vmy2fJd4WavExD5TqH2kWqPqikDZxess\n8rmpkv/uKKTU1w2CmMmrGlZa3vKTS0Wu5X9HSckXZQwZNDi0+mhc8G15CH0vNPYofBSwPuEek6gW\nkx/P9LrmEKMphZx3GKbezjOdcSuy5gOCdO87B/6/Kapn4urqqup+roJxp4vgFKpk+4Bk/t/apKQj\nIzBIhwTpkLHgmIlsjXJUYj6z6bDdEUOcscUDtnhAhdte+eLUkaBEx0WYh/TdvwAAIABJREFUumeO\nLi4z4rgjdDzjOXmO3EI09oOVTLtnmcoO0w5xLj6jLUZNl2SMT7aS6CGGcSXKpFy9U5QrlfDSYpkV\nllnpo6AvssYke2wyjygFypJtgQ2m2UGVCnWyW2EZZef6W5ILB9nssMGXFKhRoIZq1ZuYmOslKANZ\nMxZZAQS8cuS05IVok4jkWxI1US+2D7ggSTkTlyAmGk0mGpJp1hlnIhJWdDcjTdGtzCzpptSbE134\nam+bDkP8Xu0tJxMDtAvXuF854LAwwmFhhHo2SzeLNeKSF5fCPWg0aBTTNIppzgN53t1ZaAWjDLe7\nArMM4Hr1nOvVc5FGCFscZ7JSi89Ae+EapODm9ik3t09NRyezfkm6LDyDq5TD1r+UP+ezMNFo0l68\nJsHa+9NevEZ78RoTDRf0X8pnr1JyrHRZjp1Zl6B9o9GVoJ9y55KB63WZoI4zWUbDFq3MiPQpAulf\nDLe7tIJRurPQnZXrPg+kAVxsNARrfyHH17HazUI9m+WwMML9ygHtwjVOJgb4vdpb2+ervW0SXXku\nW5lZatkc3Yxg5SeiKhORJxvSaFpJrZy5I2OifUCxfWC4/QuSTLJH8iJi3hnA9FxxRbD4R9Yb8j2o\ntalbo8A+U05G4kvHWA/74KbxeBfjmCEHu85Tlz4FFabZYYENt8LRasCe+RpDLPK3zIpNDAJqOHLF\nzbx5a/hghzE+ccyYKzwtoHIRHYbMY3eSfePy+KugKgXyHPGM51S4basYeW/y7DHJMGf0GKTOOEU+\n2koZtDR2my0eOD8P4VfMZzYpRyXKUYmJbI2xIIZY/3W3f2fJhqurq6tEIvFvWzb8zv9TSYZBYues\n3eoMwyMdUdnMyizt42VBMolh1yRaY5EiEgTztPqaPTUKjNAy/LcSQDRDUjMGJQEJgUlMFnwjjQmq\nRkXfZYZ9Jplk3yYK32YxImXNG2UZQqxps8iakT+SXLjGqGSiPVfn/0jLyFwRSVthyD6D7jsDj6QV\nob7CgGUwiu5ZNfXGmmVa6zxxRiOCDKkyQf6iwX4wZc+nGFbYCuZMamCm8YFKLsdM4wNbuXvuuuos\nNF8x0IChqQ5R6hpfbDcYvd9iu3gHgNltyQMiknQzgoYhCeSP7drvrx/QWExzb/WQb5ZypBuQbnT5\nphSjcW5EXcaapwxsw61IMvH03qmUcFwWfnPvFIqQqTXlO4qSdZMCtJn6Hmm+ZqFbwhq3UQ4GXDlo\nQKoeZPKXnDwSzgBAK+tWEQB1GECOE6Uk67/ePqdbMjVxaLrvKwI1dy4F4D3S5EXOK1ORiYEi3Hwp\n13TrpbsGIDl7SiqSgHmWG+aLsqyCUpmIL1bl58ZSmlvrTd4u3mI43zH1z8FMIy4VXMif7dk7TEX7\nXH97TvvuNYbo2GpjIfeK4+wIW7l7JltRbDT4OjdrYyEkYDLcl/HBFPMXr6gGMascMBSL6v74zV7N\nbJXNqwmMJje+NIlu0stasUazlk2BPmy/CgRu8CVjfLLgX2fcEh4hCn5ijE8u245d525TcbyV4b4y\nqMYEyfgDiny08tQ+UwTE/tCa/A1zximj1Bln2OsDgKDd1KZzizlUEr7CbUPxDbvG9jyb7DNlVQLA\n9M16qUETufwu29808FcTicStq6urg0QicRvcFAffACVvvzvud9/aBv6n/55X3WHS6S6pXzxj8Bd/\nyPLECpvhPIPpHlvhHIvBOseMWTYPUnfXphJIPX+cI/YcBAukthiRYsRlBqO0JLi5uR1EQ0ZnXP39\nPpN9RKcZdqggXrBFKiaToKxZwGrsILO4avCovjzgyjxD9CgyTp0eAU9ZNWIYYIFeWLiRZecq5+pv\nKsegvx8kNL9YnbzUCF1NtWsUeBY5797kDB8pctutLiabH1jJ/oQvow2TWigHrmbbfsdu5j7VXJbR\nqEUnc41SGLN7z0YGaGWTjEcum8lCJVlksi1onHezN60ZDzIhRiSJUknur8fwyVQUcbCUZSw8hgo0\nltPSMHWwR3Iw4Orkh7Mj3PyzU7iLlGFcUD+cGmE47JB5fwmzSNM334/GoeDQP9uQXnHHvg5pP84E\nwIjU9K9vnEu2D1zPnnMlisAkwLRw021k3Xvigr6T9Ok+luwa4OSRQwedIBOBIFhpF6/RmRqWScv1\nJ3gLh380IisFpPREFu5tH0IGGo/T5Fa6jBWOOViS2Wo4kjLM/fUD6RO4Up+MCfl7e/aONPLbH9jP\n3ON6Vp7ReFSnMZW25zAcigJNJ3ON0ahFNZclRWTPdDPzyMbHTLTDauYnLDf/iv3sHZuolew3E+3w\nPPkM9Ui4IGl1d3XMikjZ+Oi5sa2yDr5bV4dhK2FqJUCvT1eoIiPxnBcsMU7dSqDauxtzJR6VsVbB\nOohRfOp/LM3ffSAuJ6mA2ydEDFF7jb6M9h6T1tzWpHKOLQbp2ar2iHF3jDd0GPIg3LcttiksXVcF\n2gBeDxcZWP1Tzv/sX3N+eY1i6rCvzPLX2f6mgf9/B/4z4O+7v/+p9/t/lEgk/kekxDMLHuTE27J/\n77/kvJlnNHtM9O++8Phx+3H7cftx+//NNvCLZwz84hnRRZJSsMmH/+EffqfP/3VQPf8r8EfAOJLX\n/HfA/wb8YyTn2gf+ztXV1bHb/78F/gtkYflfXV1d/bPfccyrgaMmS/lVdpixmt5xc4xStswNji17\nF1PrWIpZu+jaLAQpOWiXHLBOuc6kfm1RoU9K3ppm1wzEn/G8z21HHan8ZV6SyMxNAEPZVCgaccPH\nDENs0LzEKkmiPh/XPSvjBFY31XMOCahwG9Wb1+Ww3hMflaFZ3Sgt00bRJpTWLcdC56AUjBk5aSw8\nJgzivoRiiOca79jK3WOIjsk+z+59oFvA5IXvlQ85KQ5wlMwL6iZAUok2MSa+dshJXpqv16vnHBZj\nobV6JufuYcStSpOrdIxgweHfTxbksxfJJLntrpRpCu7/U3B+GwZc/5cAeAnO8lQw+O9dxq65RQHY\nI27YZt0orhCvLpLy+6u77nya8b5XjsuTeO9+H7nzLQLvvX1lYMKUO9cL+fzJXW/1AbAOPEaayzkY\n+Oj21Wt019WYTZOKIlmB6D1oe+fTFdhoRJJ8u8FxRrwAblZOOZkYsK+7Xj/nXUG4B2Tcd4WCGALJ\n/q9XznlXuslE+5B0Dban7hipEgSFpeNj0GnplCgThD0rMfnj6zgYM6y9AiYgds5qMWpjWFFhuo+O\n9w7D9i6ofo++OynUED7O0NUf2ReGUzMcn1ejcUDPx0cRqXGTj1RS3Z4bXs/gOc8QyWl5YIpU0ljg\nxx89Zy39+AjE2A0ubsYr0lCGQc/ec10JfWKMcrNEdyz/wyBwDRzJGzKT37Ebc0HSNGjGOGbNya2K\nxLIsZbUko+5UUsaRCeBzgbFRWga13OKBCTPpFpHiGc8JCG1g6MMETI9ej5fkghnHYNQBVXXnu86i\nBUmgryHrB+NF1nnBU25T6RP0UoywDyVTlIEOBO2JCBY4aeeQJLJ7qOqEKiynukWKcgJ5USaJrfWk\nCRcjn0B0dcKkWNTNND6wl7vFRFgjU7+0+n2eI3K1Lm8Ltyg1D6hlc3zxuiGB0wXR9qNrZDYuIQ3f\nPM5JfTpAgpor0RDCYcnp4ZSlvHFYcnDNVy5IujLPySM3iaydc/Ik/hmg+8ghVX4J3AcUfpABZ9ok\nAT7EgjvbwAL9ATsDbLhj1IjtjUa8c37rPqeTRdZ9ZtY7VoRcq04Kuu+E+zxw/jPpEaRf0Xc9+jMg\n98C7/jAZ9N0n3W6WT/vvbQjflHIxx6ArDebMq0u5xgi+eZij0GyY58D92gGNQpo648xWPtDOX6Ma\nFJhqHLCTk+c+xrGNDx+xomMJJJHZZ9L0rZQfoDBIkPdCFWo1+EP/u5PkAtETGrYavJY+fEi1aiGp\n8N5HijzlBesuC/h8ktHvuiBppEpF0Cns8pgx8/TwY4v6EWiSqEmd9iWe8wxffK7DkGd4E1tK+hBs\nGRY1VGsIhG+gZaSORcEhnrBufRLVNfqrxM9/GIH//tVLhumghiKAda0Vs7vDjINexeYNKjUbkTTE\nSsgg464LDxjqRoO/1hV9l5w3zFGgak2aObboMExAaESlBTYICE25UuzbzvpqcmNudaJU9yPyfOkR\nTyCuLxao8hHRR3/FPI/YtMxGjy01xqohaFQGAjCmof9SBPQYomOEsX5bxbqJTPkCbBNRlTAZOGp6\nyHxzm91snL0BzLW32c3ct+vzB7K+NJqlDRJyo9ElUYHzEiY5DFhDlizQhvMpERTL1C5pFwRUNty+\nJLEBJ39rQIJcG6mTNzBS18kjgUCm1+FciKgMvAAeYkxZMsArOF+EVASJvwCKMiGkvWB8lYGEBmk/\n03ffxYQch0fIysD/f+XK6P9XP/t/r35/tSDMXJKur/BKvu/qb4GzoGBg3R2njQTt13Du9Le0ydxd\nFNLZ77o3NhH+xTlXC4LD13s72L1kYM+7rqYglvT5jDVPGSjLquFTTmr8PW8FKX/61TNBkpTp9lu2\nMrO2SpxuvmMzO2tjbJJ9giikmhTm60eKNgnUiQlHCjd+4GwYP1fv1LNoMWryCspvUbi0ru5VQFHf\nrV+zzG0XW3zcvZrCfM1CX0au77G62+m77gMjRLYlYIMF1w8U2RiVowDJ1GtMGLu+RJkNFkgRu335\nrlwqzKhKoLqPkNFExlxNlapMmOMXYHynf5344x9G4L9z9cZkbyuRQ78kj6ysoM5NFYpm9gFYl/4F\nS8bIVQKENoDnHJ5YSyVqKq1LRhA9ftEIkX+rj6tPdPIfiBhdCM1632skL7OCGlGUKBsOWUkpoBre\nIuG6y7QFfP1/iBs5ftakcC6FgUkQVvFo+XuNRcap26DzVT/LlFgOV9gIFlgIN1gLJPv5Mtrgev2c\nbkZIPYrVnwz3ydQEJvjb0n1+b++tNBMLaWpMMN18RyV7UwhJSNO0lRzli3VHWFoUI5L0K0Bj/6nL\nMn91KQ1LPytVX5MT97MSrZycAnsIaxag4OCQCFzy/KEX3O+7fbSkogFYyzQX3vkUkMD82H2PLgCz\nxNn8K+JJ4cQ7hzTgsP4W4B+579WJJeVd10t3HF01pNz36LmBBHJFHb2NJ4WB1wId1S2zcSnHSSPl\no9C7Z3r+DXd+DSzjPyy5RjjQ/gO3+hqR8+k+EtawPj+QZzgatazcU2wespu9R4EquVrXzvm3U/f5\nvfJb2oVr7AeTJq2gDWCVu/g6ucCTcN3G4EqwbGPVV9IsU+KIPE+c/aZOIPrzMWMckafIR0OwaUzQ\nFauPwtEJQHWl9P1T9V1N9hS8oZ8b45gVllHD+c+lX/wkU4lpSpbUbZiOqwCcWXlWuDd5K9tquUoR\nPUpAVWMkgKfOT2OdJ+Q5cp7SFXNR0++6IMl2YvGHEfj/8OpPXee8582C71ETdA3SgoaJ2WtKSop1\n8kVHw7dDBEHkfM0Cz3hOnXHUNESDqM76m8TGFYusueWbPByla8+xZd6zW876UJEJujRUeefAIfxf\n8NTKOLrMVNllhXHtMGM6IVpi0fNW6zbV4wEJ/MN0WGXJCCmaESiCSG3cdphhga/7PGGnGoKiSVzA\nYWGEseYpZyMDVJIxz0BRB/drB7wruDpvA7ZLdwR9HbbI1B0Ru+Ky6VdI4HH1/cbjNLl1jZYibaD/\n7s5i+vTtrAvkqp+vge0t/bV8MLgjVaSEkkMmhmVvYK0iJZ0a/SWYIriKHTxBgqWe3og71ktiPFqZ\neGI4JV5ROLQPfPaZz/fXLe2+fw14QDwRQZyFO3inA7HAChLYGxickwn3Wb/2HyATnruO84JAStuF\na2SalzQK4gec3o5Px38OjcU0uZfduM7vzsueZxHaeWHxthhltvyBrpvQqpmb3Ksd8rZwy5KtY8Yo\nRhWGTh0xLTvCzdopVylMWls9iRWBNsOOjVf1tVUbTk3IllhFfXJVx0dtU9UwSd/7GgWGOGOGHUuy\nYuRbz8qtdfI85YVLnwb75JS1dKuaPXNs8TULBrHccqYz6pG87GTb+2TG2bQVv8pBlyiT58hYw1+y\nYeft2zyGBLYCURKav7Ie9iYTkInomLEfTqnnD6/+FDVC101NIZRRpyYHStoAmd0/UkS1d9QAIs8R\np16pR6Ua8hyhCn+qAQKY9+0CG3Zjxx3OV5spijkepcUnR8wQ+nXegrGel5Z6nvLCIGq6qeGKfrfo\nn6yZoQSIw4/awml5qs44k+zZd6l/gOoESfbyngpFnoQyMJMXl2xlxC8WYDdzn5DA+gcgei8XyaS5\nkqmZSiksW8ZvgTOQP92sBOzPTaxHoxbXq+d8U/Tq+w0keOFYuSeiX5P75114jDRxnYImIEEtwNi0\n6ZdIiSVNHIy1QavZciifvyq6Rqvuo83WHHH93i/X6DWNIAG5iATQt2Bl3EVi0lZIvCpIuc+CBPQs\n0pwteceoIJML9E8aWibSEpMm2a4U1NdM1rKPikJq0M+6c+zKsbqP6WMJE7rPtJ28RBd4CY0/kTJO\nrtyVCTZEJs0cVudXhvTJhKzigDjYtLtSKtNr8a6pXbhGORC/ZRVuA4Fdp6KISrJoNfiAkOn2W3sM\nOk6j1DXWgkXXfL1rgROwADrPJlVH+FLXN79sssoS82yagdE6TwxAAfSZtMi1Cez5BU/7Sj2gE4CI\nwmmJ1/fbGOOYI0f4EimK8T6AxQYLqN/vBgvGdg8dUQuwPoLq8gvWXwyR9P0apcVtKtTVics56/UY\ntIlRMP6TvEo8/WHo8VedMbJm8GpqrjOc/HvPq9sfeRoZgcucd1DfWOm2By7I1TkiT5ILo3GPU3eC\nZJKRKw1bl3n6t1q7KVJgiE5f0BcphTNjQ+4zKZhnhgVj65pJdfKO5jXJBgvWv9CM4o0zmQ7cWUOM\nYOowzCmjLLKGmjzoHx0UQSSuP+NRnSn2OQ7GOA7G6KUHCOixmXlENXOTkICAkLuNQx6W3/Gw/I7B\n7jnqnDTeOLUl5nEwZgHvqiABgQy8K94keQG59S75ZpMvVhryZ7sh2PQQvlhpcFUQDZnuY+w4qQhI\nQu7PJLu8SksdmkB+b3PIBWSal6QryKRRIG4St5GAV5D9qCBBqw2JV96gmnWf0dhy1302i2TVHnmL\nt8RZtusFMEtcmtHJou0+E3r/brv/r7n9i+4YuGO+dX+y7nPvsR6HNZl1n6Q7Bu5atIavwV6z/DLx\nJFGQe5SuyD3LNC/jySkJBHKPr9JARu597s+6kHTPoymTxsn9Aa4K8uz0Gq9XzvliW55vvtkkt94l\neSFjQAXhvnmYE3XRpkOIOaLkeOPUavJlSgx2z3lYfsfdxiHCUg+oZm6ymXnEZuYRAT166QGOA7Fb\nHI+k3h5EsZyKrPyHjOC0yJpJfSvr3d4JR6J640qtGmM0zmywwL7H6l9nkUknhawrD5FJFokJDcIT\n1BzdS4zlNUZohu/HEDVrV9z+AhuME4vZJR03/og8YhQVWLIXMmjeyVqqrrnkFWTSmWTPwCWasPmo\no7/u9r1l/D+9+pdW5tGa3ypP+dv8OapCWWWCObb6yBHPeM4aiya3MEjPfDH1ASh5QvXrI9fc1eOB\nBPgqBb5kAxUzm6BmyBcQsaUzhowUog9Is36QbGPC1dw0G89T5w0PrL6oSqA6cSWJvnXOAT2rAepL\nUifvZByk9LTFAyaoUQwrZq93HAgpRpfc+0yy0H5Jug3fFIT5qrrwitzwrSKDsCe6Ny+7QjJyEsdW\n23YB5ZslkRUeDVvxqsCxUq+yUj6iJs3dXvpaXA566Y7xCAn2FSSTrxBDLGflu84Lrtyjn3vsDRpF\n4NTph1C+Jc6w/VXKr5ASSQnJbh+5/6u4YzSQMpEf3DV4asDtV8no35Lu/PVPgAVGlBiWQ7L8ItI3\nmEICeBX4A7ePvyJYQ1YOmvXrpJinHy3k3ZtzN1ytTLbtzr2IPL+i9x2v3Lk+ljLOYPeSATehqt9w\noum+/65k861AUDDKEAZ3DNfvOJmQpnPjcdrGEsQErpBB8zkwX4Kak+POwEbmsQu+Q6SI+qwjASqB\nvKdzvKHCbXaZIU/d3hHA+mDqtgewzxSqRwUYIET086d54OTCfRCGxIgCZUqW7Wt80hLNDDsMOWtX\nwGKGLz73NQvynrp+n2b+vkjkjJOA9k3d95lCpaVBAB9PWOc5z4glteV4us8oLf4VP+cgMf3DyPh/\n3H7cftx+3H7cvp/te834fUliwLnWxOqPIYMmbay/U1ljrfFLKWeozxVrj0kCeq78IjXyUVomeAb9\nRuTqqqNaH1MuG5djSeagM/0ZQ/hm0Aqx9LHB+nvdR6npSqbSTOSMYSN0gNTrJqjxnGcss8IReT46\nYhhAKSqzk5xxhDARq1tu/5oghM2cQFvmG1Ln2Mrd42H5HdulO8yWP/C2dMtq/KWozNDpOa1smtzr\nLgcPs8YPMP2cvQMxLHkJFJ3swa9E+Mwy9baTJdDmbuikCX51HmeZU25/JWa5ej6PvCzzFZLNZpDM\ntu1+3iZu7mqN+y4xUUozf6exYysARdpouSYkbubqppm6Zu5KPvtd/+dvuiqIiFcGjgRlq4SLz/YF\nyZB1VZCnH0GkWX6Tvpq/lYX0ehX98/k9AitpXT1yq69X9NX87f5cICugAE7+wEFEA/qbuy+Jm75t\nt1/l3JBI3cdiMPN26haqjdMj4NbrJo2H0k8YbXY5GxmgnCyJr3D5wMbi65Jo/sw1nARE7j7zjbeE\nAaxkfsoYn2yVW6bETLRDOSlllNtUGKfOCssWG6oUzEhmin2G6PSpgwL2bisKx5dB8aUtFDqqsiz6\nzmsjNklk8WGPKXuvfac+31Re9ba0b7Dvml/iBjjYpyQ8zJmVYCE2dlcBOhCOwOfquC1Gv3PG/71p\nJXxirA+WBPDEESgKVLnBMSO0rFGiA0FvhjpWVbjt5FZjF6phzsz4AKQ2pjdQB8IMO9bgnWOLHWZQ\n278993Bm2DHIl1+fX3QdfpABdcooj9ik7ji7LddEVoG0ceo8YY0LkrxxxhYbLJieDuCWij0PPx2Z\ns4+SPtaST5hkj12mmY82CZMfaWVGCMJTRty17uTuWL3wt6X7TLffcn5dJk7V0+kkh7l+0qSeHSfX\n/cCtcpOT4gC59106U4LqMYZpDilNFIG7Dh740kFXcpDW2rNrdl7fOOdKyyq4xmsGCbwBEkxS8ndC\nJ4c6cb39JRK0/wOkHOPq39TcMd4jgbNGjKNXaORbb18tu9yV83TIOCn/FJCmbMH93wv3t6qrZd1n\n/4y4maubnvMfuevWYN0Anrq/dbJacj9X3c8Nd63vkcAMcc9CoaKz7v/ybj/dRycLzUlW3L/9cthq\nzBvom5h00uvKuV45ZvP1jXM5rvs9uOeZk+s8XBwxohhVDKaabsv4SBJxc++Uk7sD5CpN6MYQy9zJ\nB+rZYUpRmVZylPPrUGp/4Lel+waeqOaytBi1sdvKjDDPJkEUspmUQH6bCmvJJ5R4zyA9j7oY81kC\nekbOVP2dBTZYZ9Hg3ymEMb/FA5Z40Vc+0Rr6K+YZoUXJoQYVuq0lXKBPE6jHoMm4z7Fl/B9NJnec\nJeMm84ia6EeLYy1G2WfS3McUJaS8BohRhcpaVnWBU0b55JLlGhPMsM7/xXfbvreM/z+6+ieEHslK\nN+3gf6TIJPt2U3VVoPVszfqVuRs4MgTEqJ7YKlCaqL60sdLDxzhmx4NDbjqZYpBZWTT9T2kxIrR0\n151XaWgfv69U7QpF5tns89lVb02Fh8ZsQ8Ekq5StnqtC2MQsRppISuI4ZozF9m8AqZEWqXiwtZBS\n88BIUgSwXbhDRJLppmRYAw0g5bL49+dQh3dLN7m3etgX/M6vI6uCX3YtWFv2BxKgNDN8hATTLgJd\nVMROVY5Fzfs7IMaigwTlR8RZvdby3XkAMftVew8pfnf2PEtc06+4P4+JJ4cKgvR57+075T6rKJp1\nd9zrCPpHF3IRMVzzxJ3jojvmI+9YmoXfRVA8RffnpfezBn7d//NVygXxs7hOLCuhdf7P6/4pd8wl\nYg6EQmJ1H/15wn3HG/cdi975OEguj7xVnnv2jZ/F2fzACQaLtbGTj70RrlfO4UJkKHaz90gSMVv7\nACFG3BvsXlLO3kLtDCsUWWgLa209I3asIoUgBM4iFWdwcozvn60kUDGHuWEINoVegrzLfi9BYdwq\n4QAYpl/w/J/sXZcY5RzmGGGCGh2G+2LFJvMmuCgZf4x+E9CGY8G7fVRltG5N3sE+K1TAJC5SDgCz\n5XD8+0waMU2Rfj8YOOfs1boxVbXRqQ0VwCBLumTyXXvKlFhi1ZosKkGgnpcLbPCGBwzSM4JVxU0k\nsVPQnsGknvGcDRaYZI+eQwUBNhOfMSSNUNeMFvs4ufG/G1tfdyuMr+2adZCk3PIzScQDtnjhUt2n\nrFpDTAkfLUaZjzbNcLzOOAvtl2aZNxx22ArmmG+/imF9lUvRfGmLfvtwu8txJku+2TSDlGrmJuNh\nncHupUwQ65eGRz9/KPsMfITDh4LFZg8oSUMw88vLOINcRIJWGgkWJfezBnuIA02d2MgkcJ/TBqeS\nsPxyxlv6CVZp9/u77v9qSJBrE5+P34zVYP27SjVa+vk8eCsRbBsJzjngl8RZfwj8zP3ccJ+ZdedT\npH/C0HP2S0j6/Z+fq56vQ+Gw6q5Vz+c98YpHCWIqJ+ET0N4CfwtpbM8Sl3p8Ixl9NvpcukjDWSfq\nrvvsupxP+2euUV/GILqHhRFuvj4VnaTX2NhpL0rDGKTBfxTkmWgfkrwQr4CxdlM4HBV5YOcZSULa\nRYHxbmYeMRdu0QlimeHR9ikbmcfCwYnqbCYl0CkhEzCgwguWeMoqb5gjck1TTb78IL3Bl5QoW3P3\nd3EG9B3X1bOqfA5xZnFBDOZD9pligQ1rAMtK4siklPeZNMaxxqgegzzgDRssmPS6+GB8NG7PKkt2\nngpAkdVNx6CnMpSS/OPEf/7DKPWMI0YKKyzbDKczmWLUY5TMkdXVpRjcAAAgAElEQVTGFMYpZROx\nOruNOOEovXyfSWd+UER9ZNUH1Hf2UbllkIkgQCzWNMOeoGoZwBnDtgrpMdgH5XrGcxZZM7ZhQOio\n37Iq0CxBYVhaSzxj2Nh5pw7JpOdmE1+yX3t/NfMTftb4K1Zzj8kHR/yk9opuBkPRHE45zZv2Kbla\n18zEB2pQc1aDAT0y25d0pxAJY0XbJBGKP0AakwUmA+zBYOYyRtOABL+IGNOuZQIt/bjjELh//wrJ\nth3kkD91+2iWqcGtgjFPVXDNsuCq+78KEuh0IoAYS38fCd5+Jq/nvEpcytFSj/PXtckigwTvdfc5\nDYpt9zuQVUSTGHKqZSmXHQMxF2CJePWhKwMtYen5am/iLTGEU7WG8M7DBWRbXemqIIU8iz9115Rx\n//cr4jJa4O2vkNSGd2/09w1sIh7sXsr56mQB3HT+ygN77vrdZJ55f0nXHSuzfUnrcU+YwdsNomzS\niF+6HWdHICvuYd0s/KT2ireFW9QZNyvIX+Z+grjbpQiTgQVpfUcgLok8ZZUzhu0dG/KITiq1PMop\nPQZtta9seMAgn5p4KYt2jGOTgC5TIiB0fsEiCqeJq8aSKgXmqRn2X3X/W4zaPkUqrLJEkguqFExf\n6A2jls1Ps2MxSRNVnZS0hHXMmE1K32X73jL+P7n6p7QYpUDVoIg9BvnEmMgDOD2KGXY5Im+NSYVF\nzrjl2Q7TLPHCxJRAJBv0AS6xyhHjVLjNlCsdgdxUtShUVp/KMyguVnH7AaHBQ0c5NWwxwDyvEP39\nAvO8MpLFMJ0+KBlgZLMJqqixi87cT6I19pKTfauejpG+XUbiXoZEF14Xxcf2OCON2VxZsqirjEDy\nznOSTV1lXZ39AvNJOyiJr+1FMillnKKr6W+fczLrlupvzzm5P2B14KuMaxo2iFmwWSTYPERqzsvA\na/dd2pj0G405JPD/M8ycxPb5XMky7fbXEoTi6zVId4E/pr+BqsfS+nZIHHz1ux4igUxr/yvENXHN\n5mtIlq37+IFfUY36/wVkVaDHWP5snyl3TwrEE6S/Cvi8gZxCgrdm/7hzUKmJR+74mv1rmUsVR/V3\nFeA/REpNvnrpI7fPe/e3/+xw55p09+yBfPdVyvUO3MrhZGEgHh9uzFx/L81fLQeloohOclg8j6vy\nXVd347EJ3vhsC8GvR8BYu8l+5h4PK1KWVN/h1dxjx+PvWLzQjP+IPFPRPmvJJ/QcFj6gR9WZNgH2\n3iukWnW5hjhj02F9J6iRp84mj1zPIKLFiEEvQbww1PZRbRjHqRszH2JLSS1P7TFJkY+Mc2Q+Awox\nFyUAEX9c5anFNZDYpjDUIcR8aseVk1VCQvuh/yTxn/4wSj1/5+p/QRXwVJtCyxwgk8BPWbEyz5oD\na2tXPklkyBh139HGSZILThk1FrAuDZNcmHrmEB1ucMweU94ScMGE2UBIZqO0rIaoeiTKMIZ4lVLk\nI/tM2oSimGGQLEHxuQtssMECT1lllxm7XvUUzXNEEDpJ6lTSZfwxWmiQkNFml/3sHWYrYr/wuniP\nhzV5UVSfBVzG3kaMwEs5m2Rurpxazby9dE1E0j7HrmvgrIso2sC2HIcUcc14GwlOTeKsUbNAbfCm\n3H5t4oAEEsx0nxAJSuvErFYt32jwU9arauRofV7/hrhePoXU03PE2b1ujsBk5KtXxMFdr73tznPK\nfd8v3e9/5p3/HnEW7mf9j4hr/Brs9fFpM7hB3JT1r8E/f71GiPsSPgNZJ0b9rkXvPr4iDvb+BKuo\nKZ2MI6x8Y9elRLNZ9/OFfK/aTALyLHTychPXVcoJxK06/obrSRwuj9BjUFRZ63IO6n8MsaLo60Ic\n7LeLd5hsythuZdO2kk4SEUQhyQsnV+A4AyrJoivqaXZ4wZK9a4BxfrRpK8RRCc76Lle4bav6fSbJ\nUzcdK504RLtn1CVvgcUMwEMW7fGJMfPiVYE77V+CxI0RxA9cdcZUWbTmMjSxSRX9sCesWbnn1yx/\nq9TzXUXavrdSzwYLFKjhW5ZNs+tu+BFjHPNrlsk7AbJYmClv4kgdhs0w/AbHVipR9bpPLLLEC9QR\nSxE6+l1nDDHDjlGlJ6iiUg+ANYl89xw1V/elpMXzN2CMY1Jumag6Q4A1X9UKURtFfkD3sTzQI3lx\nyWD3kiFi7faBEH5b+H/Ze5/YNrM03e+nIkVSomjKpEy5WC2X/lglW21V5LHQLnR1TQUzwL3LuwgQ\nIMANsrirBMk6SJAAAbIIEmCAADfI4gJ3EQTILrtsZoBpoKa7OuWG3NaUPLZl2ZbK6qItWlSJEinx\nE0kpi/c85xyq695pZ2M0xh8gSCI/fvz+vuc9z/u8zzMLRWMWkJhW+lzzOzouuOXaGC7viqj7y9ZY\nk+E0MDSyeKw33zjzTTjdqejhrjqt+xcmc3z+WWQjqCwzDe6eDwFWRddIS95n6B0sePYxyEXBqUGA\nN74mZP5NQhauYPRLvIolWSxzFQYvNo+kF2bd+yqqgkE4eQyX3iXAJWWMxYPblxW3nSwhGxY0Aha4\nV93xfumOqeO2KZmJNFYMPiQMJLNuG9rHyHvAs3ieuG2pEewvCPTNNYKg3NeEAUTNWWX3fZ9hQfkx\ng1RWSS9IUtrp+vvA33TvSWiuAeezTuraLd1bjiDw0v29A0dq/hPEt2vHdGWnxZupMdqVD0imMpQ2\nO4EV5jqxOyWYa37HZvUnzG/93iiVRUv1X1Hlp/UXdCN2VT9tUhWa4Q/yfIKR+yp3vNyJpMtrfEif\nNKNOQn2cA594HmHa95JKiF3q9LzLS1hJ4SS7PjFU4bbvsPp1lgaauKbZ9kw/sObPZ1znMgeO5bjL\nAZcjlU/TFRrnB44ZZYcpGpS5GUlaNJhgjuf8v7zd8s4Cf8V13sowGQwLzzjRNVkGLvJooCNvnAOv\n1WNGyRPIWlHyxQbPGGSTJWHPSZ9K8x5MnXOLGRbYYJeKp1HFhVtp449wTIsCdSbdYBWE5a7zfKB6\nL6GnBTYG+Lji4f6c3/Bb7nLCoKWiqKYjHJPKWhEn1TtjOIHfVW767Uwn29SyVW5sfQeJDU47xat+\nMMn1WvYQV4EmlGodvq+a4qKfCTTNtDzncOdLmyb325+BYWWZ+04yeBlYczLGCRZY5GHdd+/fw+6k\nb7CAs0YoKOax4NTDaJNltx1l27j3lcl+7j4v7F7MnzqB5inIZxfr2lXAnMcyYBWHFcg7hILrjjs3\nGqjENCoRBhAF2FtYEI4L1a747QOwZkpNLNuPZw7qgp1y+7NFUBxVpq2Zx6Y75geEjmMNsPfd3xUC\nRfWlO1exOmceG+TEaMoCr8DHGjF/NPNYxq7Z7eg833XbSLnX666bF3y9ZXjN7eO88xt+iTe317nq\nzEBuK/gqHGTHvR6QPy7X23GUH+OIMXs2E7ix9R2bM6b9P51ss1n5CUcU+LP6Y7pZC/pJNuMTK9Gn\nld2fMMoJI/yc33hIJEPiu+5T9Nlgwf8vOEjiZ8HLok7dSUGLciplT7GQ7HDqnocPJho3wxZl9nz9\nYc/1BcjfY5tpDyNrEJEyb6zn86GjmANei+jUyTyAZiBhBvXHLu87d98v75f3y/vln9jyzjD+f3n+\nbzwWr9GrQt1TlWLq0reuWxcGNbhtNG35kVDOWcL7BmiRbnqkxgfhhpJ4PmGEEU6oU/G4+wIbjGEu\nXj+2TbBM/cjJKskIusCR9woAPJQEgT0k5VAtLQpMJ9s8y845iugJhXaLXNMwfDBVzZ3UFD+tv4Ce\nvb6w/x1DPXhRcQ5Ka69p3/yAfjoVjDuyrrBW91/mteG7pZDBnVdgSI1Ogm06WFZ6zdb3TVTgdd2p\nYllurBMTyyJLcKyEZdyfY9m4Mj/h+rHWjmiNriBNlUFO/Br/bgy/RcikHzKIsyfuPQnB/ZKA3asg\n/Y3bX9FV5RvSIODua+78fIbXLOJrwowELLuvuONRbeEWYVaic/hjNQBRTCFg/DVCM5g6krXEiqR1\nDH76Gps5CJ6Suqm6pKWXJHE7fZeu6zUMBmu6Y9Q+5/Bdvecr7r7aNQMcb4MZ+SCcVxxM6BRVZR6T\n6vXJPz7jxfJVZuuvOU+7jvPadx6L+IfKLFP9HWqpKjdq39Ep2gzhmJEA7SbP2c5O+6y8wYQnUGz7\nqVUgV4itIzcu4eUSR5Puliijqr8Bfva/4SijFeo+dsSNV2CzjMsEJV1tExjY7j3ussQ6j1jkiDEP\nfcexbocpPmV9gOIOgfb+/wz9x38aGH/daWs/47oP2DHf/rnrettggSW+9YH6Os98R9yi65Y1TK3m\n4RRdYNE153jGA5ZdR509lVPsUKfCMaO+OevEGcDEtMqW4+3rYqjTV4HcVDdHfJOZ1DBT9DzUk5Bh\nmQf0SfOcOVL0Wehv+O5EgOX231PLX2WhvclG3qLLaPoY+mceX7y022W6vM1heZhCs8sIxwy9tA7L\n2TUTwnq9XOTqkyavbxS41G76B39IipZgD/cNoG7TdMEUQ8KaIQRNBVcVcB9gXHEw2EDUwhwW1FTM\nvci2kQwC7r0vCRh2DRsQJIcsJcxr0WdahKCrfWljwVUB8iah+Kv9amIBS7ULQT6rbnt33P5kCd29\nFfe9agTT6ysMNmf13HtT7u877n2tU8YGi0N3bhqEAUPr3HbHLtqp/AMUnHH72SLAPM5v2NNkIchD\nH7pzG0tJ/1gvQ9sdT8+dG9UBdFy3sf6KX2CDzXz0eRWnH7t7pgQ8dQmE9qeCwWRVd++JbbRjneMA\nVzebvF4uMrv22rqE11qMlI45z8FR0QaH6WSbfOOMo+oR9A3mUdCX9Hgtf5W59gvf9LXYf8RGasEz\nZ8AIH5JDMEnmIy/7rmf7GXOe4ilsXpTy2JdXNcZxV1cc5wcHTxtkNMEeFUcf3aXCFtM+VsXbUcxS\nN3CVGmXnwQsW+OVZsMgjHjjd/x2mooJ0gKbfZnlnGf8vzv/Gu9yoYeo+d/iCXyHXHQXOEY59wN6l\n4gupB4wzyjF7rgPWG4WzwSMWvdTBXX7raZYXDV22mWaZB2Q59U0Usb9mncmBoD/Hc54z56maE65H\nQPZo4u6P84MfHPqkqVLjlMyAFVzMYjpijDqTTLPN1XqTzcpPqCY1nmXnuJ4YxWsvW6aP2ThW9/c5\nKjo7wkiauDtv0rt7JTNa6adNe6V7w5q63A4FBcsyoelI1EYtKnBWsQx9BQtQWkfduE1CkMsT2Dpg\nAUlc/FWsuKlirjjlJSxIzBOalTQIxAXgZQLVcp5BmqSWDoFTv07A3FVzmHXfl3avbUWfV6Y+5T4X\ny0HrfRVuf+z9JjaT0AxB9NcX7jWxf5YIgT+WihDb6AYB84cgMVEmDMSSnNA6m+5zMdWzzKD8NAxe\nD+H9unYQrmfFnTcNfF8SBtgpwmAoCqua4bSdz/Dext28NXp1bpknsqwfJ/Zb5jbmzkXnpllMFppd\naiXLUhI3i55IGv5ZqGWrzNd/z+uKXbhtpqmw66nWB65QCniOe8bx4VP0MGmW8JzGtq51Jtmj7Cjl\n9qzr+QcGtr3DlG8eTciw5piH0wR5+WAgf8I9fua3c+KC+QYLvuN4gj2OGR2INxkSrwAaU9rVe5Dl\nlF/xBb8d+g//NNQ51ULdJ8UGn7DBJ07fZoU6k77IC7DNjNfelq/mJLuO1VPnLvc8lRNMpC1Fn+s8\nZ9R12mlqpgYtM2If8TIMR47+aQ0eWU7J8goTY1PBZ47nTLDnmkdsnbjLb51PPRX0lCwtCs785Vsa\nlB3p09rCp9vfuX35kBofWlduYrCRGDqZzhnjHJCvnZGvnfFx7Q2zW85FqwmXXnZp5EuQhv2VHPsr\nOYafmHXfeLPlGTrdG46V4QqkHVn26YG/5N5LYYFxFgsIq1iQ7WCB7inhwYbQzCWO/WdYIEhjA8VX\nbp2v3U/cydonSCJfDNSOQuglIfIYHOPExfiMIPc8QyiwvnDbnSIENN0WKo4KdvoaGzjiwrK+S1LK\n19z2459r7qfq1os5/ioG63ilw6OB4ZX7jLqcp9z+qmlLx/LQHWOWIL/wOd5T2A+cMoWPzV3a0TVQ\nw9bX0Y80iHQNPiPAYvIW0DE1sGsurSV5Gqy675nF7pk6dg+pO7uMaf6X7L3hr6OO8Id2b443W95i\ncn8lB2mzgbz0shuKyZhY4Me1N+Rr9iyoM7iTx0OsS8k6DderU6PKdPs7dpjilc+rjR2zxLe0KAw0\nWq7zqV+rRpUDxjklS4ZTJtjz5i3iDJVp8Iqqk5loeUg366iigo1V/LX4tuCS1BOu85zrPCdF3ws0\nVnnFXe5RcVIQ5qy7OxDvBFmZTllCnUnqTLLqaKtvu7yzjP8/O//fPRanzBzwDUtHFFhhFRmViyM7\nx7M/yPiN4TPo5CX/zFXuIPEzWZdB6MpdZo0UPa+FLaN2wMs0CIt7xKKvPwhj+4K/A8wDWPWCeKQG\na8Sa6Dc4ShWoNPfpp002YbL9hqzDaZMsHOSLNCjzSfOFedtuvaFbsvZ3MHet3P5gs0vuIby+W+Tq\npntaLvLly8CWGXgPu+86Tzuv2jHsgS0Ssk5N+esElyante+zQE37swTKo3B/wRTa3mNChnmPYFW4\nwiDNMIdBC8ULP7+O3leTlLph1bkryCiFBchXwIfudXX/rkfbETVUx1YjZOk69so/8vfF/xvu2NOE\nWYr6HDpYlr9GoIdqQPoQC8jKnF9iAVUdxjou0UV/QWhK0w/u9dgbWBDUDoP2lDJ37xDqLxBmDon7\nXOL2X4Fd8BcEh7UKg/dNE8v8AVrmHzzUcy5s991n4sRBPQZ5eD1f5Oq9Jp1b+KZEMNewTskgnkzn\njOF9+G7GvICfFk3TokyD8XaTbGLPkZ6tVA/qRZs5FPpH7KXKjHIygBrI3hCCx+2v+HP/jJ+SYZFH\nAywaSTjILF2eIIoJaywTjGCCdWxChhXuA5bNmx2snRCZrv9Yxi9rVZnFr7Li4V81tf1vQ//1nwbG\n33K8dpMeNhrWh9SYpI48L6WYqaAMeMNhTcF08upUPO6lzrpTJ3u6x4Qv7ooCJgccMFNzjfjHjPju\nOTkLSZ9H5vDHjHLbcRrVBSi3+4wTgzP00Pb5hFF+SPVpUSBTtIJRiwKj+RP6aRv0+unAPx5uw2T6\nDW9mxnzBGGC814QGlHodSDq0Zz7gcCXF1a1myNLqhILky+ChOhxBB0OSOJChuEzBpQoJFqDkB1vG\ngsQnWCBWvWyVMHPYJfDhL+rQxDIGCmBx0JIcQ5ztq4NXBUzBPNKMSWHBU4MI2EDwij8UKYshUBVb\nm1i9YgwbLDYJ9Q0F0NhgReckrlPoOERP/ZrBWsQNggOXMn8NqArqr9z2Z93nVWyVaQsEauc9DJ5T\n4xTRvq0TeihUhP+x66Cl7/Zt/8K6Ug9ddn//wq3XJ0BhGiR23DpqWtPsD+CBu8+uuXuvg8l8P2YQ\nnnLY/9WtJocrw6R6fa4+aYZr0QRKmCFMNkWmeMpk+w3DbcgUQxPTaW6YfrrPcdbc67L5U98gCtBL\nmUSKnk0lgpJVB0MWRjnmNg94wG2nvWWQrXD3cQ6YoEGWU54x5/H+Ay77YBw7AEqqRaJwgprLNHzy\nus20l5CRUQzgi9CaNVgstFmE4GgNIG+7vLPAL4G1yxwMSCRsM80S675A+9yd3BgbV0fuHM94xKLP\n8BVot5nmEzbYxYzQ53juT7wUPD9hwwXxEXaY4i73vHSzNIB6pLjOc5ZY9wPJAePcYdV31+1SYYl1\ndzNZ0ahFwSsHajtS6NMAJvGoVM+mrpnOGZl0k0w+4ftqyVfuMyR+RpSrQ3fGMPyhmpmU0zyzzFWZ\nljjeLkvLJu61DqHDNQvuEENWt8ZgZ6o09uV7e48A+aimIEVNNQ8p6OSxAAUW0NQlKuGzBoNyx2Kz\nrBAGBBUQFfzkEysMugb8OYOFZNUP4m5cCagp0G5hWXYOYwwp65TPLQSNmzGsYKvC8A1wCZsFeImo\nSWdIA2mM2b9y+yINokn3etxtPOuOYYogkCbYSfusGdCU259YAgIGNYhU9FUx/4n7nSIohn5GuGax\ndPMKge+v2Uqd4Fam43qJXf8VgmSFgj/Y/aV7zn1vVgNx3Nx3Dbt3L2EsNNcbce5mUr2S3feZmQSz\nIR03KfL8qWfFjbbNHrLvBmo9b3rmwOqE/plzuLt4/OMuDGacBs8kdb7g73jslEAvCsI9YJk0fRZ5\nzJojjWyw4DV7JNL2lAWvEXSXe76RFPDy6iNO2FE9PHM8G6gV1FwTWYMJHwvjAUSy0W+7vFOtHo3I\nCvyT7F4QZ2s4GYTnPmCOcMw2M9zlHht8wgmjfEiNdDS6C+aJqVMqtKjyrlZoUbGu8wwZN2iaKShK\nXbuSSDbFPUt7p9nyUsl9UoxxxAzbA1M2TeOsMFQnRc/go+ZrT397MvOxPz83Hlrr+ne3rnC5f2A6\nKFjG1E+b3PJh1bKj/Kb5rZ4rm2+bnPKwZBLsYM2UXJn+DqHJR4XEKgEyAXvQt7CHP8ECaBrLBNXF\nuUyAe0TjjCEmCBLLKuYWscC7yaD65I7blx3C7EMDBQyKi6kpSkFYUIYCpKCpKgGqUJYJNjuZdOvJ\nD7d5YZ3aj7yudWFQpuLiNpRO6Xu0jqCyGPeXBMYM4fzfIRTVYVA5U6qgyrKV7EklU41v89ig46ST\n/XdJzlmQi66Z9lkwjxKBNXeeZgkDY/vC/t4lKJVqkJH09JR1/g7J8jI6nu48DB86HSinHdSed1Rk\nJ/3drphyZ65uelI/pMb5+KEJvT25FZ4ZsMavbsksRk2+IU3dnWhJLZRpeIh4i2laDr/XOhV22WaG\nabY8K/ARiwN6YqJin5JFxkrPuO5VNUc48UnmcSQaF8vCK4lUlt8jxSvM41tNXve4yzRbnDBKhlOe\nM8c0215VFIKM/f869N/+aRR33y/vl/fL++X98m6Wd5bx/4vz/4spdljjth8JZVEmA2RJj45y4nGv\nRR4RlPGyUWNXwOx/zMhEPHspXYKN8CoWP2KRZR64RrDfAjaNkuHDAhs+A9hgwX+XjBEWecQxo4xy\nzDOuc7v/gG9TS36fC80OB8UxrtRa0LesfKd4lcnE5r35xplvynlxyyQYJvZblgm57PA8Z2ye/Zkc\npV92zDS7+AH52lnI2DYxGCJHyOaaGB1Pi1gdyuCcGBs3CTCOiqAzBCE2SSUL+mhhGa3wfTULSTMe\ngmpkQoAWSgRjEgjwhdQuBVuoqAmh+elJtG3JJIhaCDYLkY7Pvtu2qJswmOnnMZjhw2hfdexiqHQY\nzPg184jfV83jFVYs10xL2f+uW7dHkK5W7eIGQepZdFnNKvajdeJGtLjALdjkJQEak/GMWD6CwrIE\nFVR5HaipTrMCXc8xt50sgbar49JMsEO4ZyTcpkVWlLrvviL0KGhW2HHf44Tj2tUPyDfP4CHs/4Wd\n6NJWxxQ8HeR0fs2oykeMMfvwdTiuvPlF7GYrNpM+tHP1pmrU0fFmi6Nijkcs8ml/nQep254jLxTg\nEYseXmlQ9v066ieyr0qcpes29/iZc/q6zSKPPFLwnOs+I5dHhzB6kVRiM5k4dkn2GfCsR4O1n/v6\n5Bq3PbwzzgEFjvhfhv6HP43irlmGPR9ohtql4nX6H7Hou3qXWPcYP1jTwggnXulu18k4q6ou9Uz5\nUUpvJ258EDTTYII6FUad8uYij4nVQvuk/LRsjmes86m/aIBv1BITSSyAvVTZT9nqTHJStEJxdjIh\n0+laMSo+/Qm8mLcp6mz9NdQwPR11mmIwzvlNTL3zFrAGqc/PoGYqmwD5x2eGr+5iwUkqmFK+hGDh\nJ0hFph8SAoMwtW8TBgNJClei7WxikICYKSo8ajviu2tR89A+QfdG1ocQgrkKpzG3vk+gX74kOEkJ\nEtl0x6kBSw5VwSkz0DWFdeP2WUYvEPjyVQK7BYyZo+AmKKiBBa8ONhC23Hr6LvUKqBlMzVi6nbW/\n8tFV4BVlFEKRegcbpLRvEe3R90LI/lEBP0UoBEvqOR99VrRaieF9zSBrK2HQSwAM2hH8J1pn68I6\nUhltE0x3dE/qHLp6VLtiqp6pypnvM5BC7XnReTI7yDHJwpW1FleqLfZv2eBwwLinOfdJczI2TD9t\nz5hqeqdFiwULPGUvVWaRR9SpDNTi1Nw1yrGHb5b4lnokuaxAbsneY04xCXbr7an77Qiulnqv2H6q\n18mgxYq8P3hYeYI9b/0q4cgPXQ/QYxaZYocCRz72HTDO7gDV7I9b3lngF+YtLB/wAXSXSfqkvGl6\njSpzTvlOkqi7TPKSKcy+8IAD10AFJqOgAsweZX+S7nCfNcct1IVQYVgzgRNG/HbSjr9/5Iq1B1zm\nOs/IcOpH9wJHjHHkBo6MPz4ZLeu4wDVedLrk2pBNuvRKe+S3rLh7OD/M7M5rvp+ySuD3yyU+erJv\nD7jLxt4sm99tvnPG+Syw4lgSaVfoBQsQclHawoKFcFcFUQjMlz4WbDSzUHbbILAunFAbWSxIK2jk\nCUFA5ip6XfjvfPR+LPkcY88zBOaPBjqpWYoK+mtCE9FjLNjKd/dhtF01UCkwXbRnTAjFyCVCEVpd\nqmADQmyeriAtCWYINNYl91nJKHxGGFAkeyxbxY47r+7agfv/ofuRBaKKywqiFff6L6L1VbCOz7m8\niLXv6trVPo+5z9xz36WCdoo/FGlTwfoOgRKrAbSHXVd1+aqG8opBAsEOoTgv5dQKgwJ1FXfvpu1e\nPnfnJb/u7uccvPl8zCTGy+YJ/P1yiY/q+76haXbntfeTKN/Yo9Dsmsw4XVL5gKsPKuBqNxOfxI25\nYK3mTpkpJY4FBEHWocyep3QqEaz5kRpfsL3DfU5dd+4z5rws/DPmuM0au1S8L8cDblNmz8eLSac8\nXODIS7grJmoGUuCIiQGO7B+3vLPAf+w8MZd54Bkyakc2CVMrrizwlNNIm0LuM0cUuM0zD+fElKYG\nZSZcEedTZ3ZgmjpjPqgXaHlIyQaW52RJHNRkXX0q5Eyy63+bKEwAACAASURBVKdfiaNz6kZoUWCG\n7QHf3g0+4dP+OoWmFahSpT7jzRanuQN28j9hPH/gzsEIpWxEZm9C5dI+31dKfPRw39MO39xyqpqS\ns903o/L2ygfkD89C5mwnyILRIcGndorgSgXB9alKaNKS8qayezFD4szyHvbQChp5SIBwcu590TJj\n/1oVgZWFKuvXdiXRcIfAGNHn4yIkWCAZc68ro1RQv8Yg71zOVmL3QIBLNNhJtkDcdwiNVFvut86v\nBkKtk3afkXbNCmEmApbhiqWk2YlmUhqESwS9Hx3LFnYtFDQrDFooimY7T5CguE9g9CjY62/NvtTx\nO0NoworNXCCY10h+QwN4k0F/APU/3HT7KehsJVpH95nsKaUaKwaaPBYq2D36JNL01yyxavf9m1uW\n9JCFjx7u8/2tEpXmfti3qh3vEQX6JbtIB4xTTWzUznTOyBRPmdhvMVo85tvUkp+RC365zjNeUfUd\n/sHMPfHQyjOue8JH4noBUvR5zpynfMrEPUPCEWMUaLHOEp86PR6wjv/YI9w0e37GNXa898g0W44t\ntE2VGtNss8EnTLHjO5LNrOoZb7u8M4z/Pzn/t9SoMsGetzVT00TQ1DaRoyl2vLhamr6nbj5lgR4p\nZtimwJGnazWY8GYKk+xSoc5z5pjjuT/ZMkoRjvaM65w6+ecgo1DwmhyydRQ/PzaHKHDEZH+XvVSZ\nPmkm+7v8kBrnct8C/A+pcSaSBv10it2UMQJG2x366Q84ytrNcnWtCWXrdjzO5+iTJttPuFTrsj/l\n8M5fdqwRS/CAgrLj7AP24Ir2J3w/zl4hZNZ3Cbx/PfzClTWOCtLYx4JUrOczS9CNj5tzNGBA0NIR\nVbMd/cRyvzVCwJfhi8TWwIK6GEaanfSwLFP7LvqgNO5Vk4hpzlsE56k0gX4Z6/rfdK+JyRRTL2Pq\naIfgLibKbDVaR25kynA1S4gbvwRL5dzrH7rvjJlIGjR13GOEfoe4AUvidaJ16iemfFbd9100btcx\n3o2OXRCTrr3WjwdhQXSis+q47vEHZi0DyYQ+3yTQOhuEpjIxf5at+Wv/L3KUdjocVodJUkadHm1b\n0pTbt8++Xi5SSI5I9c44zucMPumbvEKq12cvW+Zy/8A/m7upSVL0mOjbjbubmoyE20S+toRPiac6\n9UUFNRbgqWcFgtUGZfZSpuFjT51KROfcRt4jQha2mCaNeXHbZTduf48Ul90M4gfXWazF5jA9/o+h\n/+JPA+MvcORdZVQImWbLO+CofXqKHTKuexasUNon5bVuPmGDNW77z2gd88Q89TCN4KRYVRNglTss\nsc4S33LAZeSPCZaRS2NfnXctCiyz5nsGwIrPyiD6pCzTLx6EjD/fsAIsZ4yUfs/z4seM5w8GKF7f\nL5f46N4+uV3I0eHNyph9/gWUdsOsYFg0xS2CyqQwYgjF1F3s4ZnEsipJDUDA9cXXFoSibBO3vQfY\nwy9sWHrwmvLrIVd2WcSrfvrsWdj111iAV7a/S8DCH7rjEMwjI/VdAuUzRcDL8wSHKunT6NhFK50h\nBM9GtK8zbv/77vdnhEa0WPPnK7ftHCGrVmOU3hfMpVnKCsFXGIK+kAYi0Sj1ObDzL/z/BgETlxyD\n9rnozoUKxXpP2ykSGvHWseuuwCv6rTyGV90+Cl4T3IP7XwOu9j0hXBvc8d52v++416W4qqB+iwDF\nSephye2/BivdK7qHdV+nw3aG3XeWVjvQhkK+S1LK2v9a+vD9XXOYO86O0s+aXs9c87ugFgpQbTDa\nPvPP5nHJmrdEwljg6YAGzhrLjHHkO//tq6wOoGRQNotHFHjgcMkFnlKmwTpLlGlQpoFc+LSd58yx\nxLrD8es84zo/5zc8ZWEAAak4irsaW3dd3JMwm2oIb7u8s4z/X53/ax/YFZTXWPYus5ouqaFLyyMW\nuc2DAbd7mZ+roSPr+PtywVrhvp+6yaxBuH6WhDmeI/W+UU784FAlOG0lDu+zAWLc44uSlKiwS93V\nJkxzY4SJxI7rODtqbB5nQv66UmRyv2maJJrSuiz8zV0TVxt+ZQ5YJ2PDjLRsABmW6qS0UZStXiNk\nYyq+amCQi5XkiiFk2+qCvch916Lpu/BZ8b01gChbk+aNrP/uEeAg+cTGbBNxvmOLQmX5ahgSHKHl\nNhYkY7YObl31DLSj1xVAlMkrGAt7ThGgFA06H0bbuYcF8liO4hoh0K5iATzPYLcw0T5INygh1A2E\ni2sWgNsPFYIr0WvKphPsHMoAZ4Ug+SyWUdzxrHMrCeuYPfWYwPHXAJRlsElNs0Z5NUsJNZ6l6B5Q\nwqB+hPgcaOYh6emvCe5hEAbn+Ps0axIc5GpW3fnwLOjZkNjblXutAVjrvAi7pSJX682BetSb6hij\nyTF7WZNukAS7RNfqTHpZBDVWGZnjBx9TAA8Pm8TCiOPypz3zUJ7bIqYo9qxyx/cDqK6QkKHBBFL9\nVEwDqzc+cIwhMNdC8fgVo46d6czbeu6+s4zf3LAa9Nx0Cazx4TYPvF+laE59Uux5PGzP2R2WqbBL\nnzRy8opNyhtMeMbQKRn2mPDiSWBTpCPGuM0DNljwgkiAL9LabMFgnWUeMMoJT1lgsf+IH1IhA8hy\nSqHZ4aToKFbNFqO5Y5flQz7b4k11jEK7xWluOMwWmmaNCHB5v8NQA6581YJ5K/Ze+nWX4XY3FPkU\n4IXB1t3vXzLIbPnS/VY29TcMWiaqMzRLCMzK4vPROp8TJHtj/Rzh5X0CzU/YfazuqSXBBh113M4Q\nJJ+1yE9Wuvj7DFL/dglQkyAXBUztzyQW2OQdsBm9ru1IhOwBlu2ruBvPZKRHpIEvzlA1UKtZScJ2\nypTjbcrZSh27km6Yj7bzEguMUvDcwYKm4Biw67Yb7b+yWEE32n/9fkgwlc8TBvxYvx8Gr5n25xC7\nTg3C/aagrs/fwrL7ZQJjSd4FsXTIFkHhteY+t8+gtLUK1ZuYl4Hc1zRLcXIVw/sw/LW5fB3+wmwe\nr6y1/Dk5L8MPpRyltQ4ULaAelofJ5C1pOso7KnUCVBtkOmecFu05LDRt9nBSPCLjsvLL/QMepazb\nv8ye76bNkDiBRrF8TnjEIllOfYD+O77wRWDrzj1hgj2ynHqXQKOE7zHKCVlqvrlTZvD6LrN5NLZj\nOaoLaLC6zIGvCbzN8r6B6/3yfnm/vF/+iS3vLOOfc161e5S9KNoz5thz055tpllgw09pNApqVN1z\n0x01Th0z6hu+TqmywiobLFBxFfhTMiw5BxvAaWCP03MU0iW+ZZwDTlyLNeBnB6aul/bOW0cpk1sG\nm9ZlScgUT71862nuwImuOUpaG3PTqkOu1+VS/o0ZnOe6nq881IDD2WEuJZahFJrdYBauTMsZX/Ml\nDCm7UmYcUyP/mkAhjKfe8fRZRivCwMV0EY7bw+AOZXeCYu4x6OEqb1p9LkegBIJlvZsY1KJsXNr0\nOi5BT3KZklDYTUJ2K+0ecfxjGEoYvGAHFatLeIlgj9+/wDJsMXJmCeqcsaiZxNmKBCipeOF9CDx4\n0TRlwK7jkmyD+hMa0f5rmzWCNLZE5eYJMz1ROCH0Hyiz1r6tE2osqeh4dO7B7oXbbvt3CQJtEEzb\nNwm1GF1/UTvVjCX2lqBB8fNjyFFOYyqu1wiSGqpH6T4VK2ffHdcWnEcNh0O6ZkX7DtXOdOyHs8Nc\netElmz8FZ+Lyce1NYC0BVFr+/346xWkOL6cgsbfYSCmd6nsq5SD90/J9GaeMcEyZPdb51JNLRjmh\nzB4FR/OWqm+FXV+HXGHVCUyG2YTWjQ2lJmjwiEUmaDDhtrnhNIDAWI4inrzN8s4CvzR4pJUPRpuS\nDsUox+wyyQ5TLPLI4/wbfMIK972RwTpLpOizzAMPGU3QcK+tcZ87tCh43EwDSd/VF546l500fd9H\nEBd+f85vOGCc58z5anulue9vllMyZDjlSq3lm7N28mYUPVL6PWByyKe5YXK9rodqLh12oQRJ1i5y\nvt3hUq1L1+HDw4I9pO8CZnwtN6eXWJBXR63gjs3ot6CeMoMyv3mCvk6JAHGo8AeBj67gKJwfAq4s\naz8Zemjb0p4BC1gfEmAJBXwZdUDQ8pF8sRgsGtQg6Pk8cdsWdFIiDA6qe8iCUHBPLEqXI4iUCZIp\nEqAfHcNWdExx34K+KyEExbigKy4/BC5+m8CSEXwVG45LZE/MGUFdGrQlpKbX0+741T2rdcSIUuNV\nisFCu4LxLQIJIL5uEDSb1NAlBtZstJ18dP5UhFcxWMwuwXAqfH/p3ouhHtzfJXc+5Dq2BUPx/aMO\nXzcoDk2ZuYv2+VLNLEaTbIZ8qcOlzW6At9w9f5obJlfs0s0ae4cUTLV/z2nOYCMdu57n8WaLg6Ip\n/D+NBNjGOeA3/JwV7lOjSoaEtGP2PXVxzNz9Jr02mCCfIwrccQJTp2Q813+ZB6xxm3WW+IQN7jtO\nrGAk1Qk2WPBKBaKF9kn53oC3Wd5Z4BdGtchjL25knXUbToVv1LvdjHLs6ZzXee4LtCoOK4sP/Pss\nMkH4mSMij3LCeuTdK6bOMmtIFTRF3w8mYFz/3zo/TNUPeqTop0NTFhgNlT6+OcsYOz2eF01EShre\nl/JvoAmvV+xuvPp1k9JL9+Q6b9NhPRzzBAaEsrFlLED0sIAijF4KiBDwUjFA1BgUa68LY89iwVuy\nBwooEHjlkl+4hA0QdxgsSIvDD4EzLvMVu9CBPdIkuFJJJgIGTUTEUJLy58tonTaBUy8RsziISlpA\ntEkVNx8TWDBFLKiJv/7CvfYlYSD6Kjq/oo3qWLTIbGaFUFPRIKzZgGokCmgaHFRYh1DIVOATRXeK\nQdkLdSFL1qLBYOavwrFc1bIEBlVsw6hrrqxe1ya+hvrcHUIfRix7EXdOy39AKp06dg0Euk5NQl0n\nZpdpxikP5fja6/xIBuMhdp9Xnb6/zo9rVCutdiCB15+752s1yJX/kBrnuHLqY0qfNLk2QNcnVpY5\nZ4xrl44UdOn74u5vuet5+Ys84hGL9EmxwMYAnVM0b/UQSW7ht05RMNQjR72o5CjHnr0IVsy97qQa\nLjsBOdFEVSsocOQHgbdZ3lngn3RuM5JXAAvGPzDONXZ8V665ct1BDlt7jltvgTvNAaPM8Zx1PvVT\nnjus0nLbeswiy6xx6nxvNSore19niTusknIZf0LGGzKAaenvMslCf4NaqspCe5Pd/BUP9fRIUSBD\n4dJrTnPDZB1UM9ru+EatyX1LGQ8nhy3TBwrJEec3nQYJeLijvfSBKW6mCNNyLfvYw/4LLGDdJsAD\nCiQ3CdaC0n0R915ZlGMXeYVFTb/bhAFE1M37hMBQJgwYELRhlLHHuvtq5Fkl6NVfNO1QV64Cgnxg\nV91rtwhBQjMgUQQFicQyv5cIjJ1ZQiCdJQTIF9H3KZNX85aeBskr4147jNaLu58ledEjwDnKcMGu\nVxbLjiWHUXP789StI6VRDRra50NCM50GekEpugYr0TolBousMtiRnhAE3vwKds3EKlOg13KLMEMp\nu+OWMijYgCCYTQN1kdDhC2HGFHfpqh8kln5Qn8SUW0eQoGanDwhSGRrIU3au2vNOpmT9zMtQn+fs\n2TrKFmDMnjmAa/tv/HkabXc4yo9xnraZQOqSPZNq6EzTJ8lnWGhvsp3/mIX+Bs9S1wGjgUt2IbZX\nHOHYZ+pqEn3qGlRPGPX0UFEvL3PAGEf8hp+zzqcs8sjLLgtill/JKCd8yxIr3Ocedymz5+mcL/9/\naPHDO6Rz/svzf8M0Wx5qAZNcznLKCMdc5oBnXOc6z0jI+nWEac2wTYq+Y/fUyZJ43Y0DxrnOM2pU\n+YQNb5aipi3Ay52WaTi51j1OnEG71hGH/xM2BvoLFtuPOcqP+eMZb7bYKV6lTxqZJU8kDY6zNhO5\nstUKrlQOhji/6aRqFWA0DVcrvjojJwkPrqbIah5axR4iUfJwr81gD9MSQbwr9nBVkFM3ppg58RRc\nmbUMTUpuf0S9gz9sBIozfnV8xhrxsSSD+OYQBOFuuH2T16sGAx27Gq++wgY9BVIdu5P29dox0r3R\nIAgWhKVH08YC5JZ7XW5fGjQUbBTsY1MXnYcX2ED8jTsfh4RBRjpGgnw0QEgEDYLtoqiiok4+IGDq\nagSbJ8BN8j5eidaJ3b5U5xDNUfuseor09eMZAYQGq60L50CDGIRgLikQ7VeTcA/pHlY3c1xTivsT\nxPzRPfzY/a8kITYNyrlzJ6cz3XeqiTiG0HnV6ftoJgmemfZmJlA6CxzRYMInjFPN154iWmi3eJS/\n6euNCtiKV5KUlw5YgwkfoxqUvXy8MvRRjqmw6xNPk3C4zjgHPnbVqXgWI5iFrPy6zd4x8TFRCMgJ\noyRk/nQcuEwG4dRDLRA4qQ1Xyhh15gkNyl5Xu0LdK3hKndNU7jIcuafpOs/YYpoqr/wU7YQR7nDf\nSy9sMc0RBa/lc58V7rDqrBV/HDNTl1w2wTtnpXpmBzeZcyqbW2eUsh1ezxTDdtpG28wmpyTZDKWX\nHcv0RV3EKW8mWFYWc9/V3AN2I+9gN/8mFnC+wrIlPSB/SeBC/xILDl8RjFDAsrgpLACqhV/BWcXC\nmEcuqqNMOlQTkAa9OoP1sEJ4KGOIRxmhCpyCPjru+xJCgRf3W4EkG50HwTAq8CrDhpAVlwidt9Kg\nhzCrEQS17l772+h4S4Ti7mMGDd9vRtvJY9fib91rylgVSCVipsFVMgYxJVP6+S8JJjrV6Hsg1FFW\nCQFQMg6Cp/JuPWXnwvelsQSDMI5+EoI5O4QERVBNj5Bg6LgksicZCWkQiT4KYTYo2q2uaR2jbWqZ\nxQZGQZRfYgOwrpdUX+URoOu5xkAPw3kOhtz5G3LXb7+SI+tqcUk2Q+mhZVBH2QIfb72BBLIzYUo9\nvA+FdIt++gOyCaTyvR+NBWq8zLgk9T4rLPPAQy4qCitpvc8dRl1Sq56lLaZ9nJIwXMWZtihG9Un7\n+oD6DaT+q8XkJFp/sI//2PLOMv7/6Pz/5At+xREFry63wFNqVKk7V6uEDKOceLEiMGvCOhXvd6kR\ncol1X9yVuqcJwO1R5RU7TPltgA08mkYtsMEIx7QoMNXfYTVlaZS226DMXPsFtfxVg5/aDznN2RRy\npNXlefFjbtS+g8TMIgAurXf5ftkiyUdr+5xfM+aOx81dYDl3N28v5Zy11AQjbFk8bxhsabcDDeJf\nMctjnaDNM4MFjcloHTX7CAIRfACDjUWSIygSGnu+ZrDg+hmDRh9fuW0qkAg6ajOI+Up0DYJH7t8Q\nxMAEb+jhVifyPkEVU0VqfYdmQuXoHElyQItYKH0swKuWkSfMiGT7qOJwDFspIInfXvmRbej7xJTS\nvqgPQfuBOw5JJFw0im9Gn5Nyp2QiYvE8gH8WncevsKRAMNLFHo0+YQD4ksGMXwJx19znPyc06cVN\nghqYVIC+xaB0s/oS1Puw6z6jeoXWWSIUmTWgxfBmLEvSIkhdq58Da9jyz0+HMKBJNwrj+Q+9dB3y\na/scLrnn9GXXD4xPqh8z1/yOk7FhMp0u6/lbFj/ar3meD/6+IpSs9FfZSU0xxhEnTnsMnMc2DS/P\nUOCIKXao8SENJgAGJONlNSsEQ4PDKRkq1DklQ4Ej7+Gb5dTXISvUqVLjvxr6t38aGf8nPPX61+qC\nlQypZfMZJ5mcYpeKp3yekuETNjzFSvrY1rQVdHhEtRrlxE/lVlj1s4tvXXFG6p8qrPRSwc9SWhyL\nySNq+avUmWQpWecgH3h9mbR7Gtomqzy789rfqB/dCxHH0zVrgdlDzWX5QHrFQT9io8QuS+rPUCt9\nkUBrFD6qh2UHe1iVXavLMtaHWSNIJ0sNEgz2iKfqcTap4BF33C4TgigE6EHaLDAow6xBQ9RGDTaC\nN+JGsiW3D2pckq2imoAUwIVpgwWSyej41NAVC5FJhkLWhKIJlgmzpsPoGJQRQ4BKcMcg/2DtW+wd\noN8SJqsTqJ1iwejYX2DXYD7angq8uHVno88LB5dxOgSlzYcEimQPO+ca0GRHqcy/f2G/cce9zKAP\nMwwORILrNLM6ZNAZTPtzSNBhUsBWoRgC7CaZ6R2CQqy+V3TdeULhWtfU3StD85CuwtAqYabmalKH\nVRfgX3Qhcc9kNdg8vpi5yuzma3/4/TQcp0Y5zsNi8oj17BLkYTrZBuBRdtHreW2lpnlFlXEOOGaU\nBVc3TMh4hYEUfTZYcFn9Ccgu0nX2WiOrFAcSL9hml6Ln2UHfsuQ9g8vseXfByYgi+jbL+wau98v7\n5f3yfvkntryzjF8Syet86osiJ4xQo+o1chpMsOyG9Q1HxP6Ude5xl09Z54BxvuBXXob5ldtOhlN6\npFwzlh3idZ6xw1TUHPGKSeqk6A+48EzQ8FX7PmlGOOZZdo6F9iaj+RNq2arn+gJk8i4tToy2+f1U\nicqlffppyLls9c3KGFe+anEpMZ7+cMOxd16eeTbOkApjToqZeYJmvEhGErJqYKyQawxmiWAZ1X1s\nyr+GZUjF6HPgKXEe0rhEKKwp+8timViRwNBQNqVFVM6YLijY5WJzljDs2LO2Fv3ddMcg/RY1DSlT\nFzVV/QUrhOw2NoYRFVaG6xWCRAUElc9NLNv8Swx2SgjsnQ5hFpS68LcWZfsQlEV/geH92p9Y814z\nMMF3MYYvJy2Z3hTdMWqmpya5HEEWQaJ5moGogUuQU5kAtcQ1kD7BV0DHFkM90vDXeRBskhBgQBV9\nlfmr5hKrqYpq2yDAWvpfzB/JNBwSPCTA7u3ehe1IWE73rp4Vt50hzWSq0L72AfnHZ3Rl4I5975sv\nx7iy2qJTgtQlqBdLRuSIpCyO8zlvqHSULTDNNuPtJht52znD2U9cBj/KifPWzkT4fZ8UB1z22vnX\necYuk367YGxAMXgmaHDqhCR/xReeqvktd/iUdb4lSEivs0SBI8/qkSTN2y7vDOP/L8//Zwq0yJJ4\nvqy6Y8GC9wR7TGPG5YHV86GHZwockZBhhm3KNCJXrP4Az37EdcTJBB3wxgkp+t5cRTLMhSS41ifZ\njC8m/wf1TTp5SPVcgxXwfdW081/cumrOWcD3lRIjHHsFwe58WL+bdxzkCsFmEEJwUfOTHmLRBeEP\nMWzh0NJmgWC5J7pknVAwVNC9KMimOoIsFPUaBLqkvkvYLwRLxYuNg7Eg3GcEfZ772IPbxBqq1HGb\nEAqDojN2CGwW3OdVoG4RaKoQYIEVBguyUnmsMdjopGNICAH0JSHw4/ZNnz288Bo/8rrgNAV6CH4I\nwq+1PTXOQWjwUgEVAq1TtZ2aO2+xpHSOIJkNgTqZdfv11L3XJ3Rab7l9+IYgnHZxUf2pHO1/XM+A\nQansDgY/CX/XclG8TXCPBmIIcFuVIPSn7/qxGkjanSPdJ1vRdnD7okG0jkmYRzTVbt6EDvdXcpww\nykd1g2JfVK4CMPvwNd/fKvFRbZ9u3mCfXBv+vjLvmX4Fjny3/VE2iLWdkvFFV0HNSii3MGtWQdpa\nFKdEa9dAEYtEJmSo8oojCoxyzDbT7DExEOwznPI/Df2PfxoYf4EWKXq+UQuMIytf3D4pfmCcDOZ/\nqeq6XO3vcs+r2W07hk4snXqXewzaqqXpkfInLEWfu9wjRd8XhS+OnKnembVnZ01Rb7NiHbkZEibT\nxgvWDKJAC2quePRwnze3xniz4tQDn7Q4nB+m0OzajahsXgVMCDz1H6PGxdnhC0LWp2CjIicEvn6e\n4K3bZ1ByWdngFoHzL/xXD6UyR2WPwsxlqAGhsBvr/Iu9IzxYBdG/IejK3yQEfRg0VVGd4yZGOdRx\n9d13T7nXlMXPEmY7PYKVYUzFFIsHgkSDZKQl8aCsEyzQxNRULfH/cVYM4drVo9faWJYqdk+DUI9R\n+Uesqlm3zRcED1s17snQ5BrBglKDnQKkmrrU8CScPI+de7BEYJUw8xLVM44CmgV8g51P1RY0U9Ci\nGZlMdtSboeOqus+oCCtmj7p4tY02octXMzzJOONev0mod4mmGUs/qI6iDmc3Ux1uB/LEUdEcuvRM\nyszlo7V9CpXAiknI0CnCbv6K6d7n5Y9rMSCbnJLqndFPG0p+6vz4jhnlruMwx/4eGRKPOgglAMPz\n73HXB3/ZQkptGPBqwess0SdFmQY/uN4BbUtWkG+7vLPAv8MUd7nnJRoAX6D9JNLo0YxATVVPWfAD\nA1iReJRjMk4/A3CNWFmOGeEUs01b4lu2mfF6PvdZYZwfSDs+rkbeY0YYdVTNTOeMVO+MVK818Nrw\nvvGB7bvSfHfrCtf239CZx+wSs5DtJ15TpPshXPp1NwSdXWwav8ugNPBN7MGL29pvEq7SS0JhV81M\ngi1UCFTQfEwwHi8TMmAwWECNPdKjkZG4MmwF/CfReurSlEVhk8HA3yEEfWWF81iwybv1BNXUGYQF\nDgkSyrexwLMcHdeO29ZXhL4CDYjihS9hgUNsnLhQHc9uxBkvufMkPXmdn3sEhlIsfDjmXoMw2IgV\n8zWBa6/jUodrzIuXbpD2XUXiF1i2qmsnWETnMGb8yEfgAWHGqGz7CcF+8zMG6ZyCS8TxV/CPabgp\n912/IMh81AizFqJzKaquDOnVe0K0/7HSqlRltc8x82yHMEONz4/u82vRudE9rlmTWF5r7hxNunMz\nCUNuXy+td+kuw8R+i6PisDl5PdmnM2+vAXx36wp90hzlx/h46w3dEpzmLMCnemfut23vNJfi2NFH\nAJ+R22kxCvodVlnjtvf6kMGLFjV/ZTj1Afyp1xYxL/FRjlnmAfe4S3ACO/IIyFMWBrb5xy7vLPAr\n6O8w5avYhuuf0iftVPlHPfyixgc5baXoO8nkDMuscY+7fsQ9ZpQaH7rmBnPrOWLM2zmCddfJM3OR\nRxT6RyQpa6JIUnYjjNBlOHHTxf4Zfz81z3j2gCpvIkgq4XL/gKGXzhjd3eCXal3PEjn5xbDJK8tB\nSY1bCghg78ViZmA391eEzE8BTZIE4n2nou0o61UnurvLIAAAIABJREFUreAFdT1qO7IkfEKgC6rB\nDELTk7j73xCw0L92vxUsRQ+UYFnclSsTGAi0PenxaBouDX4xRDTAxV2wY+64xX4Ri0R1Dm1HTBcd\nu2Y696PzI3jnHkHOItYiiumpajyDwWYorafuV2WhciMjek89EQpssamJBuh5Ah6fI/DgIVBghf9r\noBYlFcK9Jc2ePKFnQb0ZYi7J21fZvu4VHXMKu8byLpb+kM7Dj/H6NYu5FL22FO2HoEUlDxDYU1vu\n3Op6SpcJ93nJlzzEBtrH7kd9IOuE6yT6bEzXdftzMmZS55dmu57ZlYs60S8XzZ3rlAzdEtSKVwzi\n3dkMsFgaullIUllOnK5Xtp9wlCp4OucpGeZcTVExR0oD4uiPcOyTVsUuiUaq9yjjAv1TFqhS4yVT\n3txdM5C40/dtlncW+NdYZo7n/Jzf+MaHFH2m2eI515l2nbm2k30P26Toc5s1HrDMCvc9zCPXerDx\ncJm1gWLKOAdMUo/aoVvIcKFGlXJqjz7pgdkEwO8qN73Q0vXkOfnaGe3qB37fRjg2LrCw8I555Kbo\neeeskVY3dNj2CYG8Q8hs6lh2uUqAgNJuXQWkmvtbHbNxp2rsilUlyB7IXSkOwMryVcwV/W2VIM61\nigUI6czAYEEQbFCKVBRpE4KhApu4+Mp242KvApLonRoAVAgW3g8WLGbce1J5VKdzbDSioKgsX41h\nOoZL2GAnJUsJtY0RgqiMTi7WLwRj6VhXCAFPaMFYtE4dw+MP3WsK4DGUoQFONFx1WCsY4v5XYV/3\ngD6vGZFE61QYFn0yTcDABW2JipmPfvRdWey6qgagR0GFXggUWunz6N7WbBbCwKD7VFBUzNEX1VMF\nYs2QFOx1DtWtKx9gFe/jbmzpU3Ww61jC7m3dY1X3HOZhfypHfyptBu7SY8I4/b2ZI9PfzH3Ax1tv\nmKg2+H6qNGB8stR87BGCA8ZJpXrO7tWyrxNGXaPpEaOccEo2Cub2u8ARayx7jr+onQs8ZdUVZW6z\n5tQ6TblAyqDjHPhYN8cz3xvwNss7C/yLPOIZ1zmKlDOlkvlzfsM20yzzgD5p1lnyHNkUfZ4xxyR1\nHmGc2iCfHDD6UY4xk5SEFH3GOeARi14saZwDPu2v8yBlUzG52K/sP2S3ZE/KcIL307202+W76hXy\n2TekemeM9wzEztWhU4FsAkNteLPsTKEjTZdhPcxySFrGgoVa2XHvtQjZI4QHWQ+LWB2aKUjwSrK+\n+owKxzL1EKYv6KBCUJTMu9fH3LaUaQmKEowjBs9Y9BrYg58QdFcEE8gtSoOBMj4181Sj7aieccN9\nVpDPS3ASTQH7VSYvPFtcctx3qIj6EgtgyvDjrFfMIbF38m4bGkBw+7iCXaeYtaRmrgcEkTz1FsTH\nCkEZ9ZAgNS01yrhZTLOduLCtIA8B85cY3zzBSlMDjiC5uCgrETVBK3LsarnzLBkMuWPhjmnMnZMx\nQr0DwvVqY/fHDqFe0MIGrphl9JcMdjsrIdBgJYaT2EnqadiKzo9qJ5Iv0fqCiSD0ZkwRBk6pzqq2\nU3LP4aF5V1OxBO3K1y1fB0iKUNrq0Kl0/LnYy5b5uPaGw0mLMbupSYbdwL6y/5AHpZv0SXmGIsDt\n/gO+TS05leGTgb4gJYxKJgsc+cEgRd/bLILJ1KumKbG3FD2essDP+Q1g8hB/Uhm/ihqnTg0PrLCS\ndcqckkOVk33snHXAOBkSUozw79KiNuzM3HIyJP5EC4cr0+BZ6jrTbFljVvshq/k/A/CY2T9UZplO\nttnOTjNdNlN2kmDuDNCdgX76A4bqZ5zfxII+jlGgAOBw7/NZJ6t8SKDfKdAKbtCDL9XI2NVok9C5\n+TnBW1eiZGAP2S/d339OkPdVERfsgZD/qx7wdYIeOoRCbDr6/9cMYt5xRijIQO37S9F6EgRT1jhL\nMB2HMBCmGRRemydAWLHdpLSHYpcqCMFAhT/NYlQQ1iKKaxaDZqKGHyAEi00soMUNamLaiKGyT5gB\ntRn0041lEIRjrzBIF1Unq5RYi9Frql2oSK3CfUKADDXoyX9AxuhiwsTZvCwuIUgtCObROpoBKPj/\nmkFMH8I1FvYfX++4LqHAq6LvjPv5O7fODkbnVJPcrltfWL6+S8mOBs3HDEKXumd0jUWFzTn/ClzX\nfM7Ob7cCwzv2rJ7fdFRqoF/9gG7pjNymO089C9bt8gfspGy0mk62+YfKrNfuOWaElfbv2M5/7DP+\nZ6nrTFIn7aQdRjn29UbFlh+XguhhPr6SbEh5U3clrlkSPqTmIWu5BL7t8r6B6/3yfnm/vF/+iS3v\nLOPfZZJptn2xQ4tGyIvO9gHj7/kRThi/jAi0TkLWjbVppKW9yop37wKoJjWOs6PeIPko3+Dz/d8x\n1AkenBRr1LJVflp/wWF5mCynfD/jOPo9Wyfdh+H6GfszJsKW75zBvtPVV0YiTPVLLFvtYVNtwR4Q\nYB1NjWOhNhULVeCrE7BetbBraiyGT4WQWbWwbFnZniCjLNZwlHPfEWeE4rmnsRmEMmhR5mCwoAtB\nujcu4LUYpKxK+/8zAuVT7I82lqWuE7J+ZcaSLp513ynfXXHAdexi2ci7Vf0HutOV+an9XxIUUpPE\nHe8dQmPbRT173O9fEmAKzVAeErLez9zxi167RcC8BRlJbXTS/a3ZQZ8wi+swSGOtEKiacaYu6EY1\nnli2GQL+P0bwRYg9BnDnJseg9EHOHasK9ir4SnBPcJLYPWCz2nm3Hc1MdZ+or6BOuLfU1LblzqGu\nl2YAPYJUd41w3+vY1Ssi/akUg57OD93xT8HwGp4Zdpz/gKRk8aS00+Hc1b/2p3JeTrmfTvHTujE1\nNis/4UNqFJomtPj5/u/YK41xwLhnJ87xnNHk2F+bVVZYcDIzonYqpsUUzxNGWeG+1+FJyJCQcZ8b\n9AYQcgEw+qMNGf/+5Z0FfsPee/RcgI4XYWEHjLPMGlmSAT2KBZ6Swdy69ih75o62s8KqO2EpD/mI\nLpXt20CznZ2mR4rF/iMynS5H+TFWS7e85Kr248bWd5A1u7cC+ww14fVMERIL/EM1OLw5bLjhLQfn\niNIomKIE3HJ2ibrBX2APiXBKNac8JQR18c0FZ2xhEI9YOiqCyqRD37WDPRhirwi2iZvFGgStdU2f\nhdFDCF6xsmMaGyg+i14Td196POJ1azsa2FQMfUiQYY4LeCoEFt02Erc9NaZBYD0JohJVVduRrLMC\nvnoT4uLuPXdOhHGrCCw6Je57xeuP85K42Nt3+ynXMjXI1Ql015fuf8E/6nCNeyHEa++78/nKHYcE\n+bRO1b0uaWPBYCryVt250ECUIwTKYC9h25wkdMAqiMaDeXyt1f0Lg1CPFD1fEgZgGexAuH/UkSvp\n5Trh3hDbSevkCc+Fzo8ovGpOu/hsgDUDfkO4nk+xAeCxU+wEe25EDHDJwPks5Jtn5J1q5+GXw9bp\nmzYzp4+29jmPmx6B+a3f82TmYxrFPv2i8e+n2Wa5/fdeuHErNU0622eqv0OSyjq6eTJAHEnIsMIq\nq6xwzIjRSBmjwJH3Cjkl64u4C2yQkPUFYRWb416lt1neWefuf37+V74Aq0KFDiJLwrcscY0djigw\nwjEzzqxFDVdS05xm27VMhyf01GX8YKybCRrUqA50AC8kG6xmbRZQaJsU6262QrX9mlwsRpXAkxsf\nm0dA/4BLL7t0KvgGjnz9jHblA/LNM1iD8xXLIvKPzwKGrYdE+GkRezD/msEgEdvxKYiIpQJ284me\nKDnki41GsQhXzCNPEx7GSfe+uoLFoBG+DKGDUoVIBbEGIfDLLUwFODlA6fNgD+AlQnduloBDKwMU\nDqwCtGYkX0bbk36+hMhuEfj4mqVsun1RY1kOw6hV8NQ6N7Cgo0K72EbaH2nUX1SuhBAE1RwXM2Mk\ng6zrOIUNTipONrDrHWP8kiRWzUXHpGOEMHBtumP7iiDVEWP2MS1V5ziWWlBXr+pHuO2p6IzbF3kV\na1Yk4TTdhyp4y8xH946K7xBYabuEgUV0zbgJ7qJMdI/QXAehEJ8m3KexYY0Wcf1/DfxzBqm2RNt2\nCqDtmx8w2j4zYTc3k2kXP/DPc6p3Rq5uars/pMZ91+2NJ5YIkoVOEWr5q0wmdVK9M+/R8YhFVpJV\nNrILnt9fpcYe5YHuXSWlYDFLzahjXsJm1Bd3t5jmxMWvl0zxqSsAKWb+p0P/91t17r6zwP/fnf83\nfwDRnJLhC35Fip5n7JwwygjHvHJXOUWfOZ45mlSGHaaoUGeU44GCiU2JEsY54BlzHuaZ6Fv0O0oV\nKLf3OcqPIau0P6s/5nWlyNWaRa3N6k8os8fl/Q5DL6EzD418iY/u7XO44lT/nBZIe97dLI8J/GTd\nmFsE5odojTE0AIHvrOmxHuAa4WGKJYXVZTvltq+HW4UwddsmBIaHgpgCsAqG8+69+wwGmyyhs1Q+\nAGK6QCjqxWwVZfPajmimKsDJIhCCGiYEKp6sIi9KAccZaizhK9cpGOy8XXPriwKqDFL2lQoKakDr\nwbk7P0N/yR+9nP8tDClDFtVVga1IsKysEmiatX/PPseMI21Hx91nUCJbGj76vM6nICKxoy5KQUt9\nM0+A5zRrklFKmTCbmSTcZ/p8PEDdcce/Scj4da1nCAPANQZngyoQa/YSN3IpYMfS1ppZtKPtQyBA\n6L6LG9Q0gIi1JUJAH7gEnZtRErdpTVqHN4e5tNrl+7slyu19cptw7u7ZH0o5GkwwX/s9r6tFrtab\n/K5izJ5pl5wW2i0a+RKF/hF7KRuZH7HIdecxDgGOBjw1tE6FKXY8/HPMCM+5Tp8UH1LzsVA+5PbZ\nNL/iC/5q6L//05BsOMVUnmJ9np/zGwfPGGyjqnjadbcBPpivs8RdfgvAh9RY51OPexm0c4Is0SZo\n8Jzr5vCVsu30SJFNIJu0OC3VKLf36eTts0+q5pU71/yOneJVSr3XRtNcbfFRep/Xd4tc3XIRyWms\n52tnIUjfIND7wG74XzLYUKQbV9Q2aaeLxaAML2bsSLNFbevCjeWmpO+qM2hWIS13Zc8rhO5PwQCS\nTFaghsCnFmVRblUxG0fa/1GjjDflgEC5hGBUconA3dbrMmORXEVMiYQwTddAJSphldBNK92XdUKz\n1Krtkw/qmsVUoPs3MKymrCwMKUisMyhlcBHq0N89GFIHdB9IoHsIw/9scP3zNgzpvJWj8wZhNrCP\nzTDShKQghvjE6KljAUzNWmKyiLarbFhZur4HwqxERutg91M8a1IPgGYu84ReCQ0OmwzO1r4meBYL\nLlPn9TfYLOfQfW9swLNPmAHcJdiAxnIlwvQFA4n59pDw7EgGQ4YtlWjbuo9kJCSvAweJ5taAqgV8\nzagvvezy+m6Rj9b2oedEFuvG1jtgnOnm73lS/ZgKu3TysNh+TCNf8h3AAL18iqOUafmcMOrFHwXR\nWLA3ps8xoyzxLVkSKtS5x88Ak7Axk6nsQCyMoXEhJn/F2y3vLPBLGA2Ccbn09Ec4YYVVrzxn2XzP\nvzfKCeMcsMEnfOoMWBZ5xDg/ADj/3b7vetPoOJ4ccJC1EXeUEx6VZr2Jwnj6gHzjjNx+h1L2OwA6\neWv0elG5yuyaCbDtL+e4utkM2dihZQNDbWiv2FQRGOToq2VdNM0U9sDK2xRCdj9LgCKUZSkYXyJo\ntqgBR5CJgp+mz+okrWJYrdyZwIKhgvUuIeMXdKGlSLByVLt/rEopeDGerv+CQShBbf2qQ8SSFMrY\nVK8oEorfqoUowMwTYJM2YZB8SAg2TufnvA1DWVvn/AUM5aKgrsGlBMN5gjdtEbrOLnJYRdOLnbqq\nZ4CHAbttGL6Ln8kNH0bruMF/qGy/z5sw5DL9c3dcQ6IOajC+RQhoun903MqgHxMa9RQgtR0ZnqsQ\nrcwXAiSj+2KWYDcZD2rZ6LyUCTUMJQmxdpTutwS7l5QAXHPryxFsF+P1x/TbXYJf85cEqmqTMCvU\nTOaQMPj1sWdEMwfRVmsEYsQlgrAbDPZ8aHZaxWBa98yeX4MhRxu+utlkfzlHabXDlbUWL5ZNyK1A\ni34abtTNeIkUtMsfcESBlyWLYy0K3kDldrLmY45QDMDh/WmWecABl3mFGbJ8y5LvazI/whMvYnnq\nSS2r3uTlxPUlve3yzgL/IxYZcW3H8RL0KIKZcbxeih5rLFOlRoZTdpjiEzbYZiZS5+xR4MjLpMpp\nq9zbp5C2bW+kFljZf8iz0k/IkJCvnfFmZoyJ/RZD7qHMtSHXa3Gl3eL1cpFys0npXmdw+uyCPpsY\nri9+tTBtCEJgMwQoRnIMghVqhGmuGDebBFwfQjCMblzP6IlvcCl7CqqRxEEMK5SwAeETt93bBCVJ\nGCzcQpBl6BBUKfcJhVkpNX6FSULHjJ1YsEtiXVkC3KH1XrrfyjITBjO/GM6aBR7CeQOGBHe4LHlI\n/REVJ9dbha5j/gwrGLrzcr7uZgF5SIsccbGjNc74487dNqTFhW/DeR2GlggD9U07nm4dhm84ox1X\n4PQDkeC9njsW5xvrpRW4cNw3CUEszrzVlSvGj+Al4do6LnVM9wjXKoaJ9glNZ2I6xSJ88XnQ/7p3\nPiHMMBTkYyhJ0KT2eYmg3KmGRulQxTMZ4feaSWo2FCdW19z2/hYbROoX1hHcqo5sd37yj8/89R2K\nZ9F5KN3r0L0BjWLRJ36+hpaG8zzslca4stUiM5M4FAMW91+wWrrFQn+DVO+M46xpgE2x42OSydGM\neWz/EzZ4ygKTbsAAUzeQRHxC1gtRpugjK1rj8b99gfedNnBlndqOsvl0BM1sMc2nrJPhlOfMERy3\nTknT9xZoX/ArDrjMKRmP8RdoOWca0+uRCNJGft63Ti+1H7p1jyg3m3Qd9WuoGQTYrtRNcbN98wOu\nPmlyXoHuDafdo4D0Erq3YLiF3fiaym4SptO3sJtRGjcK3DOEYLyOMQ/uYw+URNv0AIM91L8kUPsE\ndSj4Qmj6kiRuniDdoMzYZbYDMgVxwRS3vrL8FwRqaTyTEe1S9EBR/L7hDxUYRR1Uk5M03SE82I+x\nIPIVIZtV0HkSXjtvm69qdw2GLxGCxIfueAQFreKhAh/UnV7NcR1GKy7oF+F8LWKAVOB81QVnPehE\nx4jL3ldsYDlfg6GbLlvs2LYBRrPAJKRrhFmPsmcNVmrKe2Xb6tZh+JYbkFT/UW0gced80p2PuPgd\nFz4l662OYGXZqsFU3Dn+jOD+pcY03HcowegT2GaCaERH/bFCdLwdXetVt67E5vRcCNIScSDW8tGs\n55eErnBBhVkG9Zc+d+dBz1SPkDyJ8vnPsdmmZkYqpl9zxwZ0L8HwQ3yy1c0bXfvqkybtm64O8PgM\nqvCmYgGfEnRLZtTeKAZnvqX2Q7bzH5PkM0zQcNLuo56KLjvZFH1OyXDAZeZ4zq/4giU3eup90y4b\nYZk1TsnwLUue7HKxYPzHLu8buN4v75f3y/vln9jyzjL+O6yyzqdknPAQBG3pDRZYYINdJp3ZSpjK\nZEhIO72eOZ77ukCKPmtubrzEOjWqJGRIO6z/Gde52/4tj/IGUOba8KTyMQkZCrkj8o0zrrRbPvMH\nfBbST6d4fcNG3/FmK3Cf3TrDm1jWJLz8EMtYxGHfIkzTBVOkCcYYuNcSLGsV40J0y1hrRb81XZcO\nj7JwMR4k0wCDjV4QGEYtAhSQJUgL4/6fJGDC3xAUJGOcWxIUbQx3vUjnlAyy9Pa3GGRw6Hik254i\ncPelvYJ7/5bL8l0WO5wl6MUD3IPjNoxKP0ZMjxwMxXBZ7CVcgfPHlrF7aC4LJwmMCuqKM3537CcJ\njLoi9NBNtw2pYmpx4mxD0sgRrJMO+3C8A6OiXs7CsJNkHipC17GnhqWmqWJrE8OwUwQYSNddyq2a\n1Yn/DmHmp/tCBdgnF/ZbMI7qBN8QZhEQqJ6iE2t22SFoB+1j99lj7D4Sli8KsPYtTaA06xwvE6RA\nBA0KWlW/hSSetb8iQEjn5yaDs9O/JdSyBDcJgnVQ2LDqToJr5w3K6ZdSjPZdw1T1zPsGdEtwpWYH\n3C5/wK57QA9K49yof8dxfpTF9mPu5X9GlRoNyr64e0qWSXZZY9lr8DcoM8dznrmm0ssceHw/cZDQ\nEQVm2PZKoAtscPAj8g//2PLO6Jz/+vxfMcku37LEZVfMKNNgkl12mOIHxvk5v/HF2QcuqMdmBTWq\nA85bKhLrZEnJbocplnnAaLvDbv4KYLDSRzv7/MPULD/decH+VI5SvRP4vvHiOhW7N9xUMMb4BV+I\ng67OyZeE4Hfxugj3VBerFsEkKwR1zDSB8lnH9Hf+jtCcJTEqPZSiyzWwh+Ebt3+CMSDgueqWFYNo\nJVrnKwaNr8XumYr2R/o/asxRAblF6KZNEfT1VwjBZozB/oQyAbIqYQ9wvD+OdXT+whVIY+MUBWaH\ny3fvOQioGH66ToTMs3gc1bWbuOKsMGHsWM8fu4CtngsI3HAcnq+B3LG1uvfc9hVoXV2km8Dw5/8f\ne+8X22aapXf+WCRFSbREFWmTLtpyWbZVZXmsalWVp1077kk1Bt2zaWAzGyTAAFnsxe4GyFWwe5nZ\nq9xu9irY7FWwudi/wQaYADsToCczPZOuZNwod1xVmpLHf1q25bJk2qRNtkiZlCiS5l6c83zvS1dn\ntmsQbKEw/gBBEvnx4/e9f8573uc85zkEKm/b2D/g3x1z2PHvmzcICSClOg6xcuoSkzUWpH4pvvtz\nvszckoa/gqNHCGwqLYzKVJbhVh0EOS4QoBnBeSq2o7Gkc2CSWponwEswSTmWlLfiRooDaLyXCYF/\nMXTi51JcRdnKgrVePtJMVpLT2IOQGKiCMH2HceOFMYbTHUptlacpbh/w54v2sL+yfZ9Hi0WGpKl0\nn9LLT7POuyyyHdE5p/wSowSiViUulVVUoak7vJUodb7FHX7CryU2c5Ft6lT4r1L/4ptB51RG2rus\nJ6sXkEgrHGGPhtepBJJdQYlnPGAJVe8qU09E3CRnKtZPiWdW8KV/jfTwBffyZ5LdQ4lnbC6e5Gz3\nPuRgtnvAF2UrqJLyQdtam6ZYO0gwx1EGRmuuyOmTINeH1AZBMEs4eB488G4DcYng6Sp9XFr6EIyw\nDGCGgGtrsC0SvCWpVSqtXjuHuL7sx4QJvR29LmxW11VtWilqQkjk+YyQmKUgcqzDrkVGLKIhZpQv\nRufkMKOlTNsRk2UDtUiqpOSSY+gKTOt+nrsxbtlnx/fdy9az34fOdZhfht4WzJagtw6zi25gwdpe\ntYRzkFV7RHIMzY+hdAaoQO86zPjr+32Y9cUoNfLzhEv3ISspAu0oXJwsu2b31tuG2WXotWDWPfXO\nRzAvqYGHMK55gLgV7VKeE/jrm942BW9PefxisMigaZenbG+i95XgFfPctbOSMY5ZXh9jRl/jQ8lZ\n+l8OCEwaRhn0bnSf8ZjUe8oLUM6JYhowifcrWVB4vwy2ri+56wJh4dJ1NP9WsB3ix9i8ERXU7318\nBvorQXUXIBuL/BWhVZ2muH7A+BQ8LB6j0n0KOcyWAJuLJ11Z4CjP83Oc7d7ncuYan+XWElZPk6Mu\n8zDDJT5JxNZ6zPLMH2xEhtNskYvk5htUWGQ7sYfXuZRc86scX5vhr1KjRpUc/YlyiGLjSH5U5RFF\ncXrAEm9zhw1WydHnKM2JYi5gksuLbNOgTIYRG7lVyrk6fXJIG6jafkq2YwGdzfLJRBI6FenE5/qH\nVlO30YIWTG+b188WlqgFNkgFo6xgk1FMBDEcPiSUvxOPWx6yaJhi56hIirTExd3XZ7cwQ5Bjsqbr\nH/s5SgoTzAFhd1CI/hf9TRM8znLUoYCwkqpU1jDePbQJlE0Fcd8gLA7y3mSMVDBbWcC6H03KTcJk\njeQaEiPvGaTjDQuuThRr6cN8AQbbsH8As3kz+gmd1r+rfgMqyqmIqZve7yVVu7rtBtoXzNk4qH8e\nSlqocwTPVbo9QL0GFcELLb+XvN1b1ofrfIFg8PL2TOPr/qyRtzy+D6k3vE2uEqQHYiVRGT8ZNGnz\nSHJZi8cioS5BkUn2lrJmNdZUHF3KovjzSUIcbPxIejrO3O0SePkaj1H7JAlXf0yQXJajI8hIzpKS\nvSRT/jBqH42BPGGXImhKu9MbwG9i8y2u1VAhjLcVY15Nexumi5G37wvao2qRhf4ulCD1EDLFEbv5\nAnv5OU63dwBY3t5hMA/PC8a4qeWP06BChhHP3ZENtM4Z9phjm0Wq1HjsvH8wyPoOb7PALioVK69f\nZJdYYuarHF+b4S/TYIYezzialFXc5XXm2OMeZ1lgN/H211lLIt0L7NJnKqk8Y1IMJs8sHesGZSrU\nmeKQN6hxtN+knitT4hmnWk8BGKbh/uJxE2EiTandNhnlITxaNPdlikPmRnvG76051HMVBlccDwQ4\ncH0eUQQhlFiUgRxhA22RUM5OdE31WYXAbJBRksHSAqLEk3mCZHKFkFmJf0ZGrETYxsfbcAjGXwJb\n55ncGusa0raRjo+yXWHSWxOGXccmrYyEpBG0o2kTttSxHssWAZ8W3VGS0kRG3oXbUm5QO+tuPCGZ\n0NkC8Kfm/WcyMBzCvktVVy5DZQmaD6HkbdD8CLIZGLjxK13yvln2mIK326Dr3jsksFfzevhs6QN7\nxqbHHCpL1l/1P7FdQ6YLQ3+e5DpaMBvQacP8FX820V+9r1KXMBbLkreNsq5jZ6/q/SVoRlpMsfCe\nkrg8sS0ZB9qdLhF2jSOChlCeEDdQ34rBM0+AJrWAyNBHTKhkHOgQVfQSYezpfO30MtFnV/3996O2\n0XsVAsVV7bOJMYLwdhoRaKFn/LVbJJDVOAOp+xhstxzN9e2QuTs32qOXm2V3cYoT9RYnNlsMyrBb\nWKBRMLvRL0yx2H7ChdZ9HhaPMSLNan+DZ7lSQvk8ZMrtVMPRi5kEug46PFOO4S8kNlBevyCjv4wW\nP3yNrJ4NVllkmwvc9PBuLsnKPc0Ddh3jn6F9dTT2AAAgAElEQVRHmQZ1KtSpYJr9h1SoU6fsCV77\n3OMcTUo0KfFro5+w0N/193N8lltjqfWEfWZJdY13v104btoXoz3Otr9glIFHy0Wo4AUdDzm2/Zx+\nOmc0vaLTOKtWoCUphDHywQKTmY2j6JznmPEUN1oG7xQ2MC8TsmQPCNmVmpi6jjzkEoEuOsSScG74\nj4Jf8pg00RXIklCccNq4MIxUFOsEzNt3OElwcZ6Q1Toi8K9vEYrBqIKVKmVJpyXWIirC+MB+EoPv\nui496bAoAOcLV2edLy0a86eg2bQfctDzdslmYL4KsxcNopnJ2U9nHepbbtxdQ2n+CMyXDbYpVWG8\nCTsO2WUvmuder9nfarudbTuvVLXPzh8hCXCWLtlPfcu+b0bB4ot2T1npJjX9fnN2//MyijLQfk5n\nPWoLH4M9QWPqL18ExqpApTGmQKV2dxpbMt7z3ncaEy2CsZ8n5AVs+Vg4Twi2KgFL4nyN6EfXi+UT\n5Hg8JzgH97Fx+6eE4K8WrRh7F0QlgkCBIBYn/v1lJgu4FAjkg7J/p8/ZZOemOYvPY5+3WS+jmu1a\ne6Ya9tNP5zi2/dySTytmM0YZy/KfG+0xN7KE0O3CcVJd09tZaj3hs9wah+SoU6ZOmYX+Lr82+glN\nStzjXCJBU3entUKdHIf0maJOJXGUf42fWPYwDxKdspcVjn+Z42sL7v6j8d/3wij7SXB2hl6S3aZy\nYiWe8Zy5RLhIMYE0Q1Y9a7dCgxLPWPcqIVZm0YLEF0aWtTvfHNApZZk6MG0daWn00rMc32rzxdKx\nBDc7fs0jeAoEKmlpGQ6KjuvL2Iudo233NkGULdYJUQq8vGzBHxrcQyYrLI0wT19eDgR9nlMkHmkS\ncI2VN7WFjvnTMBlMPUXYHcTB6LjoiHRn8gRRsgOCSJtYSXE2roK5uh/xuDuYIVl1qYQ4XoG1zfgh\npPza448N7ui5hzx7kQQ26nUNLhmOoPIbBExd3qIHTxNDfcY8d3BGkMcpxm140IIl7bDioGzTdwWx\nqFjXXgN/PQ5ONmCrBqeLUXKWf88gwvk5BYMbHnyGYBA9xlD/E8s5mJk2qApIoLreDYOexrXJdgLP\nQZAXXDS4K/ub2BhSwt08Zmyv+W8FepcJGL3iL0sEHFyZtbHgmWQqXg6Wqi9U71ZxBQjcei06sV7Q\nJSYDyfGYlXZPhjAnxMnXPYshpITBPF/ebcjBETwpSEztliHJAxifgX7Oiy4pE5ioPfrw5LJ1dJ8p\n3tx6aqq9wOyol2iBHU5nE9sDcDN9AQhBWVMg/owmR6m7Vo9kmUdkeJs7fMZaYgNjuwgkqgV/I/Un\n3wyRtn82/jssss0d3qbifLwtTrPk3v7Qq86c416iyAmWlXuBm9zkAhlGvM8nNClRo8pZ7gLwmCoX\nRjfppWdJM+JY4zlPy1YHV9fJMOKt9n1LscdTtzdfmEBTzRYH6hbEnY4TotpMapy/5b9vEZKSKgR9\nG5gsuajtpYyDztHWW56u8P2D6Fyxax77NS8RvDlNLk3gFgEiWiFkbeLPcYug9CjDr6QcHTL+ih+o\nxGKcVXkVCx5uEyCo29E14qzTK9jCJZhD0JgnjvWuWlIVKwT9Hh2+kPauw2wRqEDzMyhVomcuQedj\nM5qZtC0MrTZULkXPfso+NzNtEFCzD0tLsLUFJTf8mQy0unDyPNRvg1fitGt53GHnNhTzv/gaGYcn\n9g+gpKzWU1C/btfSvemc+Q9IPOdm3T9TtyAweEBZxgpCEtatKFnsCiGZKm7fNQLGH2exgnnveQL9\nGCb7cxFbJLQgKstcRh9Cop8Mv5g+CgjLyegS5o0SweKxKnxf0hByiN4gMIraBCKDdn4QdkiKR0Go\n46znkuNVIugO1UmKrgOBtfSz6H/tWL2dD5Y9vleBTtVknLvLkVQLFjf8WeEMQ9KurplJbJCYh7Oj\nHjfTF3iDGvc4R5UaJZp8wvsJK1F2bkQmUem8y1l2WUgELhfYZYvT/IPU//yVDP+rBK5Xx6vj1fHq\n+Ct2fG0e/++Pf4NdXqdBOSk8sMvr7HnEaIFdlnjAkHSS8gxwh7f5df4tDSqUqbsK53BCg39IOpF/\nuMc5Vrs3SA/hXuHN5BzVzGxylMqozszzAaMM9PLTFK+qAhcB7hFzoMQkfAIh7T7GTwX3gHnVuo4Y\nMJJj0CGvXEE7KRmKYw+hCImobyoUEnu0qrD0nMnatro2hC2tPKgNgp6PYgPS5oGgzdL2e5DnFntD\ncYJU3nju4LCHvE4xXMrYruVlmYm10G7j6xYwb/qzl1Yc4hCWHHvHjmfv1OCke94J5BJrvgM7DTi5\nCFRg8zosO4e/+dB3D5AUrqk3PEAbiZzV3VuuCLbr+32csufavAbLgjLqFgs4GUN8EcQEtlPY2YKT\n7u1O7GK8TcfrBns1b0Fp2XMILjGpwyPqq+oovEGgBWv8+I5r3HYyQszQivNSNN5XCLWhXxasUy6E\nZD9UJEe7NM0F9XcspSyYVON0lSDqliMkFKovSoQxKkluCbrpnuMdhRLe1P8QxrBqLEwT8iGUbzPN\nZJwuR4gvFF66ThtaV6aZ7R6QHsL+kSz1tA0gwTCPqZqMvMcQN/IXE1Rin9nETkmXf0SGHjM0PNJe\nps6/46/xNneYY49nlMgwYovTSXAXTKLmq+rxf408fsMA0oz4WcTjn+KQEs9Y4kFSOOUBpxMlz1k3\n5gCnecADTlOmzi0uJJTPEk2O9q1s4hR9HuTfpDqyrZSkU3v518hvvaB4sAMF6FZfI//wBdONA7qX\nXJejaVLLg2XIyugLQ1TwbBMrGL2ODbYRNqAUFIOAW57CJslVbAt9kWD840xdnZfHYJNRdE6eUC5R\nkrrXCdmrbxEoeoJkRNlUb+cIWi1/kQiZFpcrBDw+TZjcQ2zRGRIKrKzY51I6/xJB5rjpXPYPmcyq\nbBImrxdKSTk8UJJhksqlFrES7NcMPpk4SjaXOzULuu7chvkIfsn6Ob1bsKw4Q9+hF9FmvU3Kntyj\n76hcgrKMRIGE7z50SWZads2e9/vssjFCel0YtqHTN/hor2sGX/fLlgWPqcEAQpBfi2cpaouRt82Q\noNoJIYEr0mrq3XAKqfr3lvVHSqUe5RQUCbCL9ISGBPxeOR2CjF4uzQgTeRBAKBaj9zS2ugSMX7o8\nGwSHR46RxpjgpREGSZ0n4PYa8ypXKpaZ4Ck5MxDG2x8ToEQtFqL6nieUgpwnxODaMPD+ynrCXnf5\nNXMQy9A99RrzDwfMO52TaeguvcaF7n2eFY+wfyRLLV1NuP1gpV9ruSqPKbHLAivcpOHlaOXkqojL\nHnM0KSWMnyUesOXc/iZHE8G2r3J8bR7/H46/w00uMMfehMG+x1ne4k5SbUaYvHivaUZJI0zRT9Tt\nLnAzkSpdbd9ir2Ajcq59wHbhOIfkJiiiJZ5xSI7j2+1Q3MQ5zCq3tlfIMv+njve3MaMqHFtY4gGh\n7JyKRogxo8QZ8ZeF9cuDkPwwhKQTDThlAMcBM3lY1wlJSHFSFkxW3FJSWYdAt4Owi4irbAlHFXNI\nvOwPsPZ5TJBn1gQX7U5cdAV3Vwn5CSskgbhx173wuJoWBJEvTdIc1K+5V+2Gf7AJ2WXnsy8boyZ1\nxozsrMZ9CbbcSO8DF877QrMImx53yABLl+yZNrfBlXSpj+CCrhNhz5sNqPh91vuw/AvOudmAil+n\nNfIFBaBi9zMElqN7uXmbCTHdpUvW1r0GzK5MPiPYc+r5eeg7EZVz1KFCIxLa8z4et12hFAJpQBTG\nDUJwV30hSqTvZhKG1hsEyqcqc6mOs2JPqswFNibUz8q0nWcyp0Jsr1NMjilPfAMCQ03zU3NiGF2n\n488vOed4hx6NjcRxukrIStfcVxvWsMXsIiH+8TOCxw90vpNlrj0gpUxsl2dW+zxZLCRGfo49dllg\nij6L7SeJXQKzTRuFFSrUuemOq2wakNi5EekJO6iqhAA/423Oco/vpn76zQju/u74B9Soco67ST3d\nt7jDc+aSwO42i4mmRc+TGqrUknq8i2yzwC6zox7p4Yj00AIs1/PvMcceVR7TpGQ8fZrsspDwXk/c\naNG6OE1mNOLn6QXerD2FGnTetSg8EGhpZwhetDIG5fmtYwHPj/y8uHxezMq4RvAoJVMrShqEgKi2\nsGJFaGsLISFHcsxio8QaO+8StqmCYKTaGBnWCYkGBedE2dOzuz5OEuhTYRfd8yqT2ZzXCbry8sqK\nDk3kvX1k8AXtYPfe/MghDq+QNGh5MFXBwqhSVgJxdZ37rutsw80anMwFbn+vC4+6cE7qq2LidKG+\n7YlcDu3suId9omga/r023OrCSb/8DrCiZK6CUScftSIop+9JWzL8zoUfN+FuC07kA1On4+Nnpw8X\nPMcjyUlQwlDsTXugvf6RBYizkuV26KlZh5IKuQj20QLg0Mq4G2U+57391WcxYeFdbJypr0VK0HOp\nEEyZkD0scoAOyThoLDcI/HoZY0Gmn/l9XyHQiBVorRHkmwV9xow0mAxWTxMWr1h3a0QoWKTdrGAk\nQU8fYvN0ze9VO1HtTCDUBC5Dp5Rl/rMBVOGL6jFeH5kDO0ynKd444NHFInvMscAuTUqkXVXYHusN\n9pjjUvdTRpnXGGXS9NKz7LKQGPkFdhmRpkaVWXrUqdgCEkk/ZBhxhD1+PfXpN8Pw/4vxf4YKrStz\nF0KN3DoVDpmiRJNVPmeDdwBY4zPnvfboMcsFblKjymm2Evjo3Oguz9KlpFRZpd9gLzfHXH8vKYow\nN9ozTu7Wc+tgbfWPkFC3BnmTacj1XXL3FpPaM2CD/SpBhEyDSTINEDjt2jKLzikDDcHbF5RxhrC4\nCM4QjVPcemXp6poQ5H+vEih7XYJQFv6dmjxDgnTzImESSS73DEH7RF6g8GAZzZZl0g5H7pViHipY\nYtNs1bXmNWmV4SnmxqYbLhfr+pJxw6UXqrC1CSf1XgFuRnGSC2v2/J2aceJvbppnvQ9c8L7Y2TI2\nDkC961ROX9QVl/i0ZV3RAd4rBumEccPeg1/wvhuHrRpUokS5VtfiDje3ontZho7v9Oark8+hZxi0\nYMf7f2kZejWYXeMXL4pA80994ZTcsDRoHkZFX0p2nWxmsp8yaZeJgFCnV3kXvigmMB4E46dsYRUV\nEuVS15EgnvIN8kxSfa8QEq5ifSBdFwKcFS8sym6Xc6EcGd27eP26JgSKaizdICdN/SV5i+tM6hqt\nwNjHQD8H6aHz+zuE3UiaZDw/XTpCbtRnLz3HQn83sT31XDnJyp2hx9FRk7vpc4ntqlLjJhcSenuP\nWc5yl3XeTWxgkxJTnscEQZb576b++TcD45+hx888HVmroGnoVxMdnxJN3uYOP+FKUkXrkBwlnvHY\ns9zqlMnRT1ZJgLtpWxjKNKjxBmcaT6gvznC80Sbf9pFQhPvVEr2lGd7sPmWwCNkt6CwHOmf2hk+Q\ndUJa/hkmi1wL679F8EZuMZF1yhVCcFU1TGMZBgjY7IhQf1WCZYKMpLcjvRsVl4j1eeTNvCw0R/Sa\nhNWeE3D880yWs4vrAMjbUpZlnHLvqpqpjHPV3auTNk7W2yclyiIOeUgzBXvG0pJnyS4bxFNvuNyB\n6Ip5M5ZDIPsGDB5DtgzLBfsfzHhmMeP6ztCaKQ7Cgr0/64vYUt8XCcf0Uz4bZgh5aqmSQTNgBrso\niiWGx6eUyNaHTtOx+wi22PP+uOCOQd2zwx/4/cxs2XUunLdnIue8/zcsLgD23PPylkvQ2vLn6oYF\ntvSB91MdOOIQWMn6MKUx9tAlKKLkuOw8wYOHpAiJXRQbr8pV0KHxKQfkIpM7XQiZv3/ROBTm723F\nGkFdU/ese7lCKNgiRdC4IJBUT2sESFV1fvF7LGAYfoGwY5b8g55LuP4BNtfv23Wk3zWtQkmn3FZs\nDCwGuA1fLJkA5Ig0x+rPmW+1oEBie/YW56jyGDAY527aYpXbLJKjT50yc+wlisNvUOOQHIts8xOu\ncInr3OQCTUoTNlLa/F/l+No8/n88/nusskHTgxsAa6x7xS1bFFbZ4DqXJso0NignC8Uec5zlbrJa\nVvtmZbZzi7zd+oK9giVs3cuf4Vca980z9QGe8mBS55Qbeg3ANJPLYZ8gQvaLlC6FlypVXt5WhrBV\nVzB1iHkSMfaoAGzM6FFlpTyBYw/mLTUJ8QJ5YVp0dL8X/V47JOJmifibnlEFrIXzS6NFHnSRgIsq\nOKesypjh4BDPoOMG2DMeY6gnWRw10UZ23abnGZSco514pkocK8COe4fFvMEr5Al95OyKuj9XZdl2\nBPMv4e2fbwdMfR94x2GKT27A+4uwtW38+44bt5PLtlsYAu9U4RO///er8Ln/ncEWgp1NWziafVha\nhE+24X3lZjTg80bw9N9ZnIwrAHRG5tHXN92Yi0EjOQOsLXtt3z2I09/1LF0/Ut5ezVtQWvX2TzNJ\nRFAfCOrxSmiDx1FCmWAf4eTL2Dh4WZwvztgVzq3MYH2P8HMFno/4d+q7PiBIRXcJY1ljD4KjI7HA\nGmFuKHgsKWXpEHnbJ+KC+P2rLrCqpmnXKdaTINtYhTTv9xmL2Glxi/sob7x+sJq99M3WKOv/z8tn\nONu9z+G0nTPXHnCn+CaL/W1quWqCWtzj3IQMQ5NSUsbxLue4xHU2WE2YkPtYrtK3Uze+GVDPH4//\nE67zPjmvjgVwhD0qNKhR5RLX+Yw1znEPIIkD5OizxjoPOJ2IF428IFms2z9LjxJNGpT5la37fLF0\njDdvP+XReQP+Tqy3LBmjC4Mc7BaOcGzzOZ0zWeY3zeMfvAFZ4dpdzMNRFmqsMCjqmgaOJBKEmyox\nRTi/gqKxkNo6k3goBPxRGHaMTyqbWFvj2BhHbIQJ2ehadI6kj1sE6mmMK8vAQsJYSXRcZADWsImr\ntPkMSbZmxyfK/IeEWrIjS7Ca90CgDFfKJ3dzw1QxOw9hftXut+73XFmzzN67LQ+wVmFn3YyuNHY6\nI1jypKty0bzxThs2+wGnByeBiO7ZNxpoJQrePWgbHg/woAunf8HfYLGD0/65etspmTkLqALcagX7\ntQMse+xhPISG7xwq52Hrti1W2YwzfxzS2fRxcK5oTJ76usckqtDZcLkKx6dLTvUdd33hLFofzH8Q\n9aMnd3U+8j4Qg2xIMGwKbK57f8oLLzLJ2ol1m2T0VdITJmWj44QrYf3qCBERtMjcwBaG2GlSUHad\nEEeDMAeF968R5pQC1DLMlwnJjmL1tAlOm+5Z87lByHSOZZkPYLAG2cfu8d8f8HT5CAvt5ybzgNXq\nnt6ER2tFTtxu8cX5Y7y59ZQ/XzpD2Sd3k1ISt8zRT0oqjkgnjvBpHrDOGn1yiVTzXc7yLutcd9yr\nSo06Zf6L1P/zzTH8dcos8SBh4zQpscY6aYbc5AJv87Mk21aZame5l7CAdlmgRpVFHlLtPuFB/k0A\nTne/oJ4/xiE5ZulxotGyzhB+DmagRpjM6rJr8UswS8ZYGuEyrJGKYmJExSmWF6LAmpg9MKkYeJ0Q\nLAro1KR8rNQMb/tnY13/mFsvqEUUPL2+Sqi7+xkhTV+BW2UretEPPmAyG1PXOWACzpnQPIfgGfpk\nHjdDAZGsjMSKXad+zaEbeaKVAFNkY6hAhxYh333dvB5u653z1n7i5H/uu6YZHDZZNoNYck+114YN\n79OyX2PZcfcssOw7hax/dR047YZ4pz9p+E/6cw2G8GBkG6cB5rVvbvr3Oz69uRWaZ1U7lqHp8pRc\nWfLmZgRPLUa8/yJ8HjGRAC6IOitjGx8eWxoInpS3nbfdBDgTaNr6bdC3OMm47VCQxpgaKK4VIeMv\nQysap25MGd4fE+BBZdrmsHEs6Y53CXOwTaD6ShgvznnQoeC21DZF6dQCEs8dsLkmMsal6JxFAqyl\nGIXkIPRcyp/RrlWMI7WPoF/tPn2n1SpPU9x0T0YMP6ckH5TNwXxULibGfoo+le5THuTf5HT3C2r5\n42xziiq1xL6B2bh7nJ3IAr7DWwn0PSLDOmtfGeN/lbn76nh1vDpeHX/Fjq/N4/+n4/8y0ZGOk7NE\n47zEdaY4TCCe076sz7KfUJ5iZbohATjNuH5/tdXiWdE0eorbB5A22hXAm9efmrsmvQ5JzxZMawNM\nlhUI0IyCPkrUAvMiOoTCzvJ0BMlAqNzUYJIaGhdH0W4krgp0n+CNx4dLDPMh5inHZRYhKBO2CGUN\n5c1AgKTK/lw1fwbxkvHvlQb6EiYJnGYS75QnVLF7Ht9yFcpygDtSwmKdljrecGG0iPq3dd2YMLOL\nBtNU5LEvR5m7ZwxPPyGIJud90A40zJNVAn7cmWTYPHKv7lxE1dzowhywB6zkYM7PbbUtWerHW/Bh\nEX7qsMy3i/CR//1dl3YuFiyAe6sfrrX6EuVTVE6ImES6T7/XnZp7+koM64c2fNSyuEPcJqUzHhfw\nXVxv2699KbTp6aKzdTR+xO33fIpew5RDUyqsAjYftLtVXGuESSFr/FSx8fkxoZjLvL+usaEKXdcI\nO2KNRY1VqbBCgBJLhBwQsORIHdpVCO7RPcdKrsL5tasWVTOupib4SLteYfp9f45t74MVP1+xLbUh\nLtesOdMlJDFCYle+uHTMaOIjaC1OMyKTJJDWisVEkwxIEA2VWAQSunqPmYSxWKXGIVMJ1CNq599O\n/fCbAfX8o/HfZ8mlRWXcG5R5n08AuMkFLnAzgXqknPkWd7jFBdKMWGOdJiVOd79gO3+Scy3LnKsX\nC16hfsgCuzSokGbEYneHtEMljYKpcwLMXx8kVMbxSlDeHJ/x6lriM8tQK0PSbnoysUTGXgsJhGCk\nYJNFwoASfCIBM20TdT1tQ3XNGAJRCUfFHiChn32p1KGE2XTPELIyxd8XBgoGFylxJzb6MevjAAa3\nnQ64QpCagBAAd2x3cNtZP0OoXzWsesu/a+k80DG9+303UgPPiPWMCjoY82XciHD+InxyO6Bfl6uw\nWXvJyC7CtW247IHAzkOYd+B9p2YLyX7fYJxS9F3LDjkMWiCx1suikWL9stkwO9HE4KCZnBtpGTOM\n6TN/Cq5twmUPJMd0z0ddWK7CtZp10fsOY202otyDsjGL5jFYKOMwFJjYHHjNgHmLFyxVPZ/gCpCJ\nlEkFkTjN0xofW2R8bAxHfp7iWlLplPGHkMynnJIqgc+v8RNDRxJr+0WlIEWRFpZeJChgwmQMAQLh\nQSQB/DOSBVkjOGiqRaHPKRjbja6nuQth/ir3xTOmk/nq9zNeNRsxPgMp0ba3oXNJYCHspecot1uM\nMrCdP8mINGXqiVEfkWGOPSqtNneLJ1ns7vAg/yYlmknt8BFpVrjJz3ibPlMJ1CPbqOMT3ufvpf6P\nb4bh/yfjv0uaIXHNSVXfejm4O0U/0a+YY48es7zNHe7wtks795iKgsRzoz3mHw7oVl+jn5tirn1A\ns2DZdMV1syxP1gocv9pOKjp1L73G1MELC9DEGL/YAQoaSblPqpwHhOCl6GwqXqJBp+IrMv6Sfzjg\nywwhxQriZDBtZqYx3XIZfjFttBuBsJOINXoUz4j18JVzIOOvAaxEskWCVwfB6IsrjV9XUg1FknJ+\nnYdBImG2CgNfaLJF07qpRJo8ADdvWOZrqQo3twNFs37bmS6QYN567HfEbV8MdMss5rC+l3fKJtBp\nBMMLYXGY8XOXXc7hUTcsGPsHcHdkHnwDXCAE7kZNuAecc/lkfXY4tECyElz3CUb9snP35/0CUt78\ntBviBEmmcRU+35xU0lBco94wL3/wGDbbcMHjRM2aZx+rLu20B4OXQtF2MApsr2b3On8KG+PqO6L+\nFbYtT/zjcI1kN7hNoHSuEFhiEPjxVW/ECPOeSOCSdx7r8McMogOsGLtiUHHSVYzNx0wcOVWxpLak\nIERHbmA735iCKmXTaSbneUzCECPPMf5BDg6nXyN//UWYyw/hyZUCx9fbtNamjYLebrNXmCbXNwc2\nX3tB51SWvfQcPWY59LKLe8zxtjN27vB2ItlQps4huV8Y3G1S4rdT/+qbYfh/f/wbNKhwlnuJ1sQu\nC3yba+Q45C5nWWWDdd5NRIrAKJwPOM0M+wC8O/qMn6cX2GWBd1o2u3v510gPXzDdhqfVI/SY4Wi/\nyV5ujlLbRubh9Gvkb73g6ZolW8x/NAjbPw2WHIHOeYswoKTZA2HQyZB+QkiEiiWJxeoB85wk+aAB\nK20T5QioKAYEw3+ESb0eBa9UmAL//BY2ec4T6gV0CfCCsnaVeHKVUN1LC4gWGOnvy+iLNQQhgFz1\n129YpuxsIbBxBjg8IwgsY2yck7HH7+JiHdez6eAGrB0M5IOuZbjerNkiMX/EdgXy6sGolFlvttW0\nwTDDkbF0JLsQB2VlmH9cM0jn08hAvleEH7Xge9Hreg2+/PpHLfhutKjAZJC43jcGUCZtUNKGe6tF\nb6P3o91ANgOd52bIITz3aS1oBVss5/EcBJznX7Ag9VLVoSNVxPKxMb5lO5IstuPqtT2T+CJhlZHE\nsWAYQSax8de4+A6B1tnEdq3ywtOE7N2OX9O17hPnYuivKds2Jj9Io0dki+dMevhxYaJpbEx/SNjV\nXgQHD+wQq2eZMDe3sbkoRyZPcL40x+WgaZ6KzikH0aGezodZ+mnrjGPrz+mumCPZLBSY6+/xLFdi\nln2O1QzqOSjAKPMas90XfF5cZoFdXh/t8ln63eSW95nhNA+YY4895rjD26zxGRusJmzHPlP8lMtf\n2eP/2hK4Mow4yz1m6SXbnxJNDsnxmCoZRjSoJB6+mD8V6pzlHj1mONe/x93cWSo0eKe1yZ2isXoW\n+9vG6snnmGOPN7efQhp2q2mroQlkqy8gA8duPA/SCVVspVctzzJBkuA7/nfZ35dRv4UZTiWVtDF4\nJEeAcVYwD+V9whZakI3OifFRZU5+B/jXhG2mBr7yASQhEWvXdwgqmDcIlL2YCSJDrsSsHEEULIaB\nugS2hXDfOsGl1WeUQLMCs5sG2Ui2YK+7IqgAACAASURBVGfbjP7OVcOwtxqw5B7/knvlN2/YfCoX\nrfD45m2nIhaC537BlR1P520RKKbNe320CUveLhV8kXEa50ct89pbwIw/+3wO5kfhvJ0aXCmYMRZ7\nOp4UqUxg+6Remi373ryttl1jp2YQ0di91f1WoGg+wO5pD3gvB9/1BXY8NGPMCB5hRnvcNKMfU0cv\nyGj2rW2ymOCbso3rDWg2gsd/sgxb67BUhh13Mk5eAa5a3ww6zjKSfs/Lxlh5HhWCtpPiMmK13Io+\nI7HAWF7kA0LN6DzBqGvuyClRGrQ+I3onTBZsPwD+U8wpEV1KR5Wgua/dwRXCvFAWus7RDmA7uo5o\nzpcITCIIc1/XUbLcfWxH0MRygdqD5LnyDRN4HF1Ok2++ID96ypPFAptVIxZP0edov8md4pu809qk\nXiywlT7Npf517ubO+iPVXIPfuP1z7CW1e+MErlKyAv7yx9ca3F1lg10WEuE0yZSWaHKWu4xIc49z\n9JhNeKxgO4MqNY6wl2D/QAIZzfZ75BsvaC1OJ+UV5z8b8OhSkROb7qZJslZ8domEyYOBkFASC6rl\nCTINOmdICDppu/sBQeK4RaBEXvPzlUmo74qxeFUZEvVRwS7JSQjqeU6AomLphw3CNjrGdGOVz0Vs\n0Df9fr/DZMH1+kvPrzaLhQDdO5QWT9PlAOaXCFmVOZNJXjpPsv3fumEGSTz15SULNNa7fl4EaXQ8\nZiAJhnnMQ25hnvZPW8HD7uAwj0/sTgOuucG/ooBr0dphq2bc+dbIPPHB0HR58CZ+BJzway572272\nw6Ypfn/FvfQHbVuQOt7OS16drNeCq37tyzmHe3wR6TUM7pnHFpJv+06iSFhwOgSZh/mlCAIrGqYP\nHhwvG4V0WQusZBT8/rdue2axBzE7W14ruBolzylAKtw77nMZY40LLQoFzBgXCDtGjS+NYXnoeULS\nYg4b54KXBKMcYRLqkTTChyQU1WSOwGT8QGJtN7yNPYM8oaMW/foKTFcJAWAtOrcI0g2idMaSKC8n\nmkkgTwuapFDKVprxxPUWnXcN1pG4WnH7gG75NXq52UQqHsyDV0H2GtWE2im9nrPcJc0oUShuUmJI\n+pvD4/9n479DmTpHaXI3kVneoslRRqSZYy/JTot5/BdGN7mZvsAUhxwylRQxbnKU1ba5IPtHPIOu\nOeBJuWAibSqDpupaQ+fXyvjFWXgadOLxC+bR9rdPqG51icBVrhFww2F0Hel6aGDLW9EghcAwcp71\nhPaJjPpVAodaPH5ppuvQdaVdouQWJdTg1xTnWjkHSmzRpBTn2bNIB489Mzf2tPQ9cTBMHl5sOMCw\n/1uemNWO2gb7jk88eDmPsWsUvFRyVr1rxnYl7Zo0znypNzypCfijGny/HBQ19/thfmodWomgF53z\nOWZkv63FIW/e+dU+/PUibHi7rRbhD/zvK56M1evCT7u2GL2DBXjrvthUPLns1igIU668dM5yGf6o\nAd9XQFb6OKNQtP3WyBaZykvtstcNz9XBA8MxuaDgiV6CKeKAq4KjSq6KF3fdrC+gE30PITtcwm2S\nPxA3HkJ+SJwsqARFjcP4eyDUeoh5/MoluUKYV3lsbK5E52j+xGw27Yjxe5uPrq15dY1JWeY+ZvBX\n/X0x5LRzUB2NWOtf5A1f9A4WPWcoY9m8UwcDmvkiaUYcb1gnqBTjzPMBG4UVSjzjaL/JRm41YTke\nMpXYO/H4wRQ55Syb8NuzryzS9rVBPaddX6LHbPJAOQ7ZY45z3E1oTU2OTsBBd9PnmIrOm+2+4DCX\n49zoLlkfUHsFy357VjaFu+L6AQxhujpIDM644CXU5OFOE2hp8uYhJD4JktHElGdziyBCpcGZ8Wto\nIReT4CKTsYJYAyVWn9QipB8dOlesBKXen2EysesIZgkUn3CIIGFyXPEf7T7EkhCWCwHPdQ8nI0hH\ndUtxT98zP1WfttN04+73urNlImWDLQ/4PgSKTkX076rfNqOlgGUlb1LHy4UgudzwZKtS1XYWn45C\nyKHsk7KISSS0gPm+GdgT/cCOAaOSVqYN+vmx3+N7GAT0wMdC5cB2At8rTBrXva69BubdDxySec/l\nHq55H73n52cyJuVwxb//bisUXn/k5+w37L7HBwYH7fj9v+fBbjAdmAa2Sxq0PKhbtvtd9vtJguFL\nHkA/b22dyVjbgwXXd7ZM5I6KLwrLXvxFRrTstY+nSeCTjCQ+BO0I1vmASWhQGlUQ9KU+Jsgfx0w3\nwGsuBY9aDkiRL8um6Acm54n+F5TZJmD/MTav+r5pP1+7hyuEsS7GnnB8wUFyACFo/bf9s6J0HpBo\nT00/d8ZPG+brA6jBiUyL1to098vHk8daYJdsa8C5I3eppyvMdl+wmNtOHOE59ribPscuCyywyz3O\nUeIZUxxGmbznJtCQX/Z4lcD16nh1vDpeHX/Fjq/N45+lxzNKNKiw6liFvP8Z9/D3OEKFhsuTWhQ7\nzZBdXucCN1loP+d68SJpRhymp5hZMvzs6KjJmYdPGBQhI4+5AI+qRU5cM5dEolbJzw3/HW/9tJ1r\nY166ZBTmCcqSvqVmmuDlS8YhF52jbad2GMOXfv+Hjvj9y4Qe62Le0SZBtx+C9orYEMvR/etoEWh1\nYiiswPijEMAc9CH7PradHzorR7sH58Sn7tu1m9pJSEWyGUoUnrxs5QgrOcOnB4+hddvrvIjzD3Qi\nSubNhuHd2aKpZ+o4geH2+nvFWTYqNLLcNXgGzLO+2jcIZqYVpJizGJQzmzdvewbzvvf7Ibg7H+UP\n/IeOAbA/ss/U++6lY/d9MoqDZLt27VbXHOK7fYOJ9v0+H2H/p/LQcRbRLfea42d9hCuJVmG/bW2U\nxXYeYP0w8DbNAtw2VtPsYoiTPNiyUpP1a7YzmC+Q7AKb7s2XTkW1ExymSZWYFGBbhMEnkP3IgtMp\niZ/FEE2cnChaZ4EAJULQ9/mYoKC67OfmXzpPMM9fZLEUZI7lRtQ+7xPmYR/rDO2yY8qnPpMmwJhd\nws5bshltzFaI0RdLqwApn++PLhc50W1BF15vHTCXfgJAtmUCkfeXjrPPLH1yXC9eZK19g6nCTW/C\nRRb4OXPsUaOaFKayBNWfA5bAJRmIr3J8bYZ/lwUqNLzOruFV2yyyygaH5DjLPeoO/q3yOZ84pWCV\nDRpUaFCmUSiTZsR7jVsc5I0elRw5S9I6caNlYklbLU7cbjGW0YopiesEetdlQhJSnpC8chHb3l4h\nFKnQOdKlF8/4GrY4aKLECSkQMMZYwVMsgpi8rYHZjc7R6wKMta3VORrwsZ6JFgGpRt7291uEReDA\nk3d8S5v1KmDjpn1Hai0637fPzZrVvC15LgSEoGLFr1O/ZtWn6Nhns0XTmT+dDmUVt7YsEHqzZtDF\ntbYhCztbIcBZxHj0K31j/5Qypnkzg3H/wYzuX3dq5dW+wbTzjqcLGy/m4ZPI4Av/n4u6J4u9/3tt\n+FtFKLqRnsvDvxSFk3BvA7+GmI/KW9gnBH73ge86JHS1HwLSopHOuIJoy2GcWMjtLmb89/tmxOV3\nXC4Y7ANG+dyqWfC2+dApq46nK2Ftft6NvtM8t7bs/NIpAge969DPGQLluGp1f3Wklhzzr8LwE8iK\nzSOqMdhNSmtKme2aDzqnxuTikCfImguei3NW9Dt2qIje07kZvmzZ+gRIqO33pHhcLJEea3UJBroU\ntYUSGdv++duEIkVxLKUB42U4cbsFORdsu9GicdEe7ES3RXo4ojJsGPW8C5+WV/hZQZRCw/hn2WeD\nVd7nOvc4xwK7bje9rgh7bLAK/JSvcnxthr9EkzQj3uUzrnnofYFdDpniGSXqlKnymD3mEu19MBrU\n++0/Y5SBvfwRGpQZ5KCZjxg77qmfuN1isAglX3HJWTlFgJn0gP0jpqfNAUFZUEFa7Bp8gLFqhE+u\nE5Kb9F3yuOOBSPR/jrAT0ABXkErHR9gAS0fXEFdYgSUNXGHtYiZ0MVaOrqP3VgmxAO1QICSkPMQG\nqxe5yG4zKXz1MKT2z3quQK9mlE1wY1pzXL9gRn+IUzF9ElQ8l2CnZtz9urB6VePCpAV6bVfIbds1\nTuSNZXPa2+NcwRKp9rpmKE9i2HOFUA7xj9zgFjEj+gA43bdu+JEbyBmMevmjtuH1V9uhu2SM5/Iw\nM4RKH662LCAM9reYrCVP/Jrphu7aA75bCN+l6+9j66xonefAs1DsaBGC0mAB6x0Cm+jDSEpiZ2SL\nyaOutZWGYa9t7Ujf2vbRpmP9zukHOFkMEg8dl53e2rLYQcdx7vmS9+um52R4ZrekOIBQYKXggnAK\n8MaKtBrzWjAq/n5MYf7A/xb/Xo7WCpPy4NNMzh91WJzYqHGfZ3KOxSqfcWJYPL/0mu98E3E51bmI\nP6cqYXGwWnkN7oR1VrPMPHf70jTJ91LXbNGJ263kufLtF9A25k952CJHnzIN5rpGB0wPYa8wTYkm\nj6kmNcjvJNmjcJTmhIzzL3t8bYYfSKicuvERaZ5Rcv2J1xmRZpXPyYxGPEuXks/tFabZZYEzjSfs\nlY8wylglmrkzdp1ausr5rS+Mu184wrHrz2ldmqZ47YCpqm3iD6dfY/7jgUk0TGOGUYNAA0qGXhx7\naZrcZ5IaCcFjjxT7EiOqYPFlgvJm/Fn9HQeDFaiK9XOUMBMzfbr+mihpbxCCVc8xz+YN/1s87BE2\nUeb9e1ax3Uys2V+17x08DhNecgcD0R5dg2XeJYGXLppB6fRhIK39qpU47GBa9hk8U7VhPHyAuy6z\nUFmEB9vu3Xddssi7fbNhtMv5ArzTd+nkaTidCVo93y/D7zXMs77ahx7mKc8SiCMVzGBeyVmSlCAd\nGX2AH3VtcZKY6U+9r89H51ztGxy2Gr02wK55RfTPthn5ut9Dz//eI5zz+y34rbI9g2ilj7rwTiEo\nnA78eZfLcLdhbVP06yhzt9dyKYtla1sVXKvXIhmeG9bGzU2DqSo5l2fuehYvdoOC5GY9C3u+amNA\nGcBZOT4aK6qpG6vf3sYMuhK53sB21OLDgo3TJWzsxlT0HKHDyv5doovKYYpJD/G8i+ee6NoQkiev\nEIx+ni/rYAnuOcAWkiEhAVPPuuzfKchnCLwVan3MfzxwJYABtKB1eZri9QOeXjrCsYZzvLtwe+lN\nqqUazyhRyrSYocexxvMkACwq5wI/5+ioyRvpmuv1P0+gnm0WJ+igv+zxtRn+OmUeU52AdN5hA9Xb\n3fOUhcdU6adzE5HrPeaoUWVUziSN863aZpIccbr7henvrz+1DxzBmD1LMK3L5F9MZuxJ9jWWNmgQ\nBqRW/D8mbOnABu+7hHqgihGUCZokb/hvcX1VFvEawahroPYxIy25iDXCBPsMszSe8JPoiceZu3pN\nGKRS+JXhS7jeuAGpFomXNmiFylk0QhLVuG1iX5nGSzVlO5i31w9SDPMrZvRLsohdqFyEXsTdrzhv\nf8d3Di1gOW8LxACTQihVLRP380b4qnNpg2nE5f9R1wy7jpPYPP+0D992OYV61zz40z7BZcSV0IU3\nu/TwwZhAWWzznCF096eEYbDi91ByyqZiSZ2IifWFn6t76XXhB3mThPjUv192qY5p+j/CFosH7cAm\neq9o7+837H7eWTSY7dbI2gyMBtrqWuZuJW9t3Nky2GhLhWpcVqS0arUPtCurb0X1CKrAthVmqW+7\ncN0pE9fTQpTs6MouA50jyTVR8lpqGhv/ZWzsSRriBoFbXyDo8yux6yNvv0x0zmdYzKFM8MLjTF55\n81f9/EsEWFYQjebgBiFBS/WyY2afdspgc/1DwmIAgfoqAbd416GjD/nmi0TrqLh+EBhMfp0v1o4l\nGmPfqm1yUIA5nrNZPpnYwzQjl6TZ5276HDn67DHHFP0J6ebMxCr4yx1fG4//p+OL3OQCFeq84Ub9\nMVV+zgJ/jX/HHa/A9Qnvs8LNpJBxP52jQTnZEqV90qWEbQNfLB/jzcZTugXX39nExKqWwgRNKZ08\n5pTHnYe/95Cwv39Zix8Mk2wQPBHFDJQsAiEB610mC6F7IBT8NaW3iy53CvOGZHmk6b9BWKRUzEKH\ntEoeErJ2Y8odBEmJGsFTq7tOjOicyjfo+z145q6MNRhNE5wiqKChYgvellubhiMPWmbwBkMzgjO5\nEJT9sePbmut7GPZ9txUKnQg++TBvCU9FXMO+AD/29/a9qYSBn0ibZ/spAY9fBWbShoHPYMZ5DsPL\nf+jXec/PuTtyQ+v38HkEC52Lrv0Dj0vsAW8SYJzTfs4Gtkjouo9GYUh1sHV3BoOJPm871o8lowF8\n5OP6ewVbEM4VQ1ayjqF/73cXLRlrv2/tnc1EQm5Fh3YkDZJ3Cuhl2Ln25T4FUwVN6IuCnxVAbUBv\nywLICZQjZ6dKiJvF+QNeqAcIGeXabaiAUDr6jMQCBSedIdTf1eI9j82rPpMFiBQshpB5+yEhoVLV\nw+IYmu5Rz6AELh11/78QvaZdQ7xYbcL4EgzTVtKVIQyWDWkAg3m+KB/jzc2nlgQ5becKwgYSO5cb\n9fl5eoFbXOB9PmGD1UTP59/y67zOLj9IffTN4PEDXOYa17mEpEkrNJIqWnvM0aDMItsc7Te5ljM3\nYZUNesxaycb8glfemuJbW8EiHZKjU8oy/5lt5LurJtYmaWYgBIS0NZVcq/B8CAFReQ2xAqDOuUVg\nu3SxwbZGyPoDs0Z9bHAqEUZbzYgJkDAKxJyR8Y+UAa18lP8vznIMB2mw9gnJZV1CxSGwwVvy+3SF\nxXHD8VwdMa/f4YDBdqS7A2xdNaN+csmYO8uO59e33bvEM0UzZtAU0N3ZMrxf1aNmMFnkT/tmOJdz\nFmiu5AJr5QdluNYwKeUWZmdK2Pvf8wX2D1r2mWt9a8K5kUEsFYKRvAUUR5MJqVnM6Gud/jHG7JGh\nljrnihtygKsjM9qn/bOxMFuiJDCye30TWxSy2I7gESHkcjlnTJ/v+UJ3kiQOnhSPKQKXo8S0oecO\nNPthV/FezqShmzXD+Fub1i/NhyEA/H451ASub1ofVc5732nBxxeHK6btM2i4WqfYLUkjWr/O+thJ\nVbGxJL57Axu/ymvxqmlJHV/sPpKi7DKkIkVoLDYJMbgSwWN38gEQ5nQ8n5XAJbNwxr9PC5EcHnHw\n9XkphQ6xeR/vGiDYA8UQ4nKORNcZmjOaHUFrzcTZ8hsvyPICgM67WQ6F1/bh8+oyOQ6TKlxAwta5\nnr7E5f41FnPbNCgnZBgwmfq/jGTD12b4BeUssk3a/ai4uvwFbnKPs3yba2zkVpP3AH61cYN/X77I\nrzZucJC3FfKLpWNJg03JFXBjnv/4BfnCAa21aYofeQ9JTVAqkfLW40SRA0KiyMstFSePDKPPpO07\nJ2QdwLamwtJl2OOgkYK2D7HB9odMViqCSeOtrF3tPuTZjJgU1bri55yKzpVl8Z0QXfO+x00vig7m\n5V+E+p+YRzhwuqV0d8DlFaYtQaiSI9GV72DQDliy0Odtq1fbawea59ZmePQ5TA5hgMEUd7twLmM4\nupr93NBsxIk8vJcxWORPccMug4QlZcWe9axfX5Wz5j3R6gf5kHGbIRRYh5CFfxWYGYWd/9VR5M1j\nhlxSCxnsWnuEYOwPu4YkzOeskhf+/rejBeTHDivtdY2908M+84NCyFp+1DUI5QG2SHyYgQd9OOdt\nhbffHJZ4Ji2f+pZBNe+7Uf1k03YvO1t2z4MbtgBXchF+v2T9unPVtX1uuKT2edvRAVR+g2RMjT/2\nndsmNvbiMa95pbrRGpMaqy1C4qQMdBVzvuL4l+JdEOJuv/nSd8VZ7oorZAhxrQ0C3HLFr/ecL1cz\n03x++YiDwrGRj4TaJpCDFXum1ofTBvXEWf9+TNHn/vJx0oyo8pi57nOmu/Dvy+Y1/WrjBk/LR5il\nx0bO6uz+lMtc4OYEhTO2jb/s8SqB69Xx6nh1vDr+ih1fG8b/v4//Npe4Tp8pRu7X5ehToplEqhXk\nVRUagKXRA+ZcBa+Xf43dnEky/0rjPgeRlzDd9oSt9RZP145wbP35JOtA2jXy5guERJJYJ+QxAZ6p\nYat5jPHHBVNepmzG9M42QeWyTcA3pYr4PubBCJNX8Crm9mcIPP0VbMuZZhK36BO25QVCDdHp6BzF\nDTx4PW54pab7hC22mBO16DXFOBrhnE7NaI2ziyTFtT+vwTtiArUDrj+bN7jmBJbk9Ilf5yReHD0P\nf7TtO2j3Zk+7pz4zbZh1XDj9AXYtMXPuEuH7uGa+vx/LGa1Erw0w732fEChuYR7/I2wn8I7fw+f9\n4PGf+AXnPcA8be0QsgR246r/fxfzzCXZUMED1/7+I78fMEonGPSl55en/1HXhsP3PdA+7hrvfweD\ndHYadq3LZQsqQ8D85wsWNH9HctpFi+8AptP/ckWrGIMHGw9pQhLhGQv+psTAgUDtPENQj1ViY+y9\nNwgxrzIhZ+ZWdI7yYCRlksa895heegWTYfZdaAIf6buWCUHkOMFRuTL6Ls1nPadUe+XNyx7Eelni\n9cc0bukTeTvKBj1acx5/rcWB78Smu/Dn5TMssMtCf5fZ7gt07BWybKVPJ5UH59hjl4VEkHKRbZqU\nuJi6/80Qafvh+EN+zgLvsj6xbZljjwecZo111lnjAjeZ8WIEANX2Uz4pfIsPGn9Gp5TlWbrEmdoT\nOhVTvwNT+Zxln2PbzxnMW4m0g6ItBmPHy1P3CYZfxrpA0LqHwNmN5ZVzTCpdFgm4oRaRlznDmiCn\nCIZaQShhmy+XXJTIVZxQ0iWoZkpArRtdF0IRFhn8EoGbrCNPwrjo3XC6pvRJdDQ9WahkOjKpFa+c\ntWZyv+Dqjz7JVLy7vmWwbJJ45bh+fcsM4+WyJV61RgHnvlI0DZ3bmAEspiND5+28nDPYYr9vC0IF\ng0VuM8mMOY0Z85U8/Muuwz4ELFwGOkPQ1LlNWADADHEFM5xzBBu0QsjuPeHfN08w+KJ7fuq/h4RF\nRUHfT4G/lQ9KoFn/fIVQTG3Wr33OnZSZnEFBm32Lk6htWiNbSPDPnS6GXINi2qiw1xrhuSqO+bc8\nM7lEKNQixo4ckq0bJp9dX7dKXuNbztTB8zZUJhESTaheA2aVJNjAYBaNXWn5NAkxKymFLmLzSY6F\nROBgUgVUPxIYVLBZFGenICekCS0k+LWVERxn8MYwbsHvpUVQFFWWr441v+5VrGZADPXEsYKi6/Uc\nmPb+dIvEFgE8XbQ6IRlGph5cH3C/epyjo6Zx/4GPy9/i/fafUSscY4499pnlJhcS2wimebbHHO+n\nbn0zgrtTHJLxQMYhU4DVmzxkire4Q403OM0D7nKOWXpc6Fsa80ZhhTn2+LS8wmr7FrnCIYwgPRwl\nxs9qeqUhZ1H0bP8Fvfw0uf4BvbxH1adfBAOdI2CD/5rQKuLTi/urAifbhE5uYgNYHpA8EyWHxOeU\n/PUWQctecZkzBOMs6VdJz8ZB2TME3fMW5slI5RCCQugWNkjlIal+LqbFnv0Nu8/ZmK7WDJ7fbNU5\n3m0zyrNu9HfWXU8f13tfBoomw7DT9iIfBAG2XiMwRE5gRn/+CJTy8MDvR3Vsf+BxgLtdOD00w1X0\nxbPh2biqazuHUTDPjQLzByyQOYcxf94jOJLq0jm/v6I37zyGuUMojrKPLRDC7rV+7xM8/o7fxxC4\nEn2+wySEPYfLO/i9vOf3diK65g8i4bf5dAgAd3z87PmzvFcMtQYejWxhkEjbj2vwRcu+a7lquRbN\n5uSOaGfLMpeXy7YQ1/21k4TELtrOxPK+PrlmC36PUPBmfhnoQ2/dd3ole+jZFYIDUoXBHxotlKo3\neBUzrNrllgnV6ooEdU85JmDj/z6hmtYGIelQh3j7yq/RvD5CcGbS2JwoEejbisfFAeFNgsSJvPpY\nKkVUajBb8SGB5aTDd/69/GvMYrZnunuQ2CIINirDyGzXyEQqZ54P+LRs7Ik59tgorPB2/w43cxfo\nMeulat9IlIsfU00IMV/l+No8/j8cf4c6Fd7mDk13HfrkSDOkQoMmJaY45Cx3yTCaKNaSZpRk+L7d\n3aSWP86Z2hO6JTPqo0yaqYMB0+K3i97VIgyETUKCBtgK/rKnrln8MSG7UFK2MsY5QsHmFmH1l3cO\nk7DMB/63aGxaQK4TdD+mMYt0w79LOIX0TjwgO1HCMaJZJp6UZJK72OCWa7zpz7Xt11j215RZCUFb\nKK5HOu9toiioq4PWt1wFOm2MkkEjBCZncqb1srUZePzLkhfwa9+sWfB1vgA/bBiDp94IyaA6xHGX\nRywYaDPixLcIzJhrwG85W0gGWwwbeeyCamJY5m+kje+v97Uz+JSwvlawBeP3RwE6Evwjho92DF9g\nC8l7Ofi9vgd8/Zyd6L6VqfugH3Y0ECQb8C5ZwXj7aiuwxWCnH0k3eDUwafODLdLjpu2ashlLoGve\ntx2A7qeiwujSslCfv8z40moqB0ZjSLDQImGcSRZEUEpMYVZuyTJ/ccnEGrYI1AgyEJo7eazzLhFg\nnmk/T8mMMYQU7yAKhHmheexZyYnE+AqBkv2BP9c8kzsHqZFCyBHwBZIigb7tduNgCQ6ns6SHI/LN\nF9yvHqfafcKd/DJHE5WCQ0akaVJigV2GXp/kkKmEyVOnzIgMfzP1h/9xPf5UKrUI/G9YV4+Bfzoe\nj/+nVCpVBP5vbC49AH57PB7v+mf+e+C/wZr7vx2Px3/48nX3mGOVz3lMlRUvHLzPLGlG3OEtL7Q+\n4jFV0owSj/9O7m3SDPlWbZOF0q4Z/cYTnlaPsOdh+zPrT0wbo9yiW3iNfPqF/e6/mKB+jTOQ0nbv\nAyYhHrABK+sjz0Rbuhg6ka7J+ei9NgHsFf1NjKEmgfKpcz70a9Si75eom7bUIwKzxymWye5AbIE1\nAm1NOKd7+2OfKCmlzRf8Ojn/XJ9ksWpueunCTUvL36pZxSz9BjfiSw4hbLnmS9cMivj+S0UzLkMM\n09/HPP3vV6MMYIyK+J579BIgDROMNwAAIABJREFUmyFUoRKXfd6N8gCTVPgj4Afep3pdqr4VzOiv\nRslZn0esinngR8B3CewcMM9dDMYikzi9DH/RzzuN/XSia+kY+PlXPMnrUzfoGYJRf4R16bfTtih8\nH5tMjwg7keHIFo8P80Emutnw3YQ/z62+e/ddM/p/5CUgO41g1Jv3PZO65Tu1boDhtENL+rX8Up9X\nYeB9mklDawNKy97IwsA1JsHGV9+F/ySH8jKPv8ykvv0twg5cjS5Hp4QZXF1/nkmHSDLLonv6909I\nNmxinahcmhzBwcLvvxGdj39ecx/C4iDaFxjkI9oqBienIsi3W3iN/PAF3dJr5HPm8TfzFn+8v3ac\nuepzzjSecL98nHP9e5b8BfxZdZkRmcTjH5FOClTd5AIAb/Ozv1Tm7v+nx59KpY4Dx8fj8XoqlTqC\nhVD+JvBfA8/G4/H/mEql/gHw+ng8/p1UKnUB+L+AX8XG4o+At8bj8YvomuMb4zPUqPIWd2hyFCDB\nvEo0E4//NFvk+ofs5tzj77bI9aGfg918gSYl3mrfp1mw4sY6nqwVOL7dZpyHlIK6LwdlHxIKmitw\ndIAtAhAKp0AoyKBdgzwV1wCijG1hlwg1PTWgNPNiD1qfj7Ng491Dk+DVaLC3MQO9iU2EISHpReeo\nKEqsISRPS8qINSyY3PHvaWDeUAyY6/tOOV//vBU1v7BslbDAywHmLAmoiRtq56PLQAo2mSOUV/yo\nZbepZlHd2E7f1p13XOMmQ8DUVzGYQgXNJVlwzrF8CHi+xNcahILpYj7f9XMkY3QN+B42SJVQCp6Y\nhS0sscf/ff/7h9HrL19Ddm3Dn/+c32s5+q32OcEk9n+3G8pFageQyVhW7oY/xxDTG/o8yh+I27Dj\nz/xh0SAyOdh7UX8UsUSwBy17Tb5FxYuR3NwKfX3hvFfvkkMS8+4VmLhBkFcA69xPCPBOvPPUrkDj\nVPNTyYgZwk0vExYGBXrn/Xvi4EvfX9cY10KmOa953MHGuuboFiE40yDk12jXXCRQMYnOO4XtJpS9\nG8uolJikT3uwfFyGlI/VJ4vBXj1ZK1Bqt/lZ4Qwlmix07XXZuWa+yEJ/l35uigcsTXj8qsD1H70Q\ny3g8fgI88b+fp1KpW9h4/S1snQX4X7G8l98B/nPgn4/H4wHwIJVK3QW+Tdh0AVZK7Cx3eUyVZz5a\nLvFJIti2y0JScGWU208CwAuZXXCcLM2IKQ7JdmEhYxXtATKjEcdrbZ4uHuHYR89hBQY5yCrRCoJn\nfomwFZUHrQ6Mk7K2sYj+cvQefn6fUPlKMEyNMPggJFoNCXSQDmGgKuO1TRiUmsFK2Nr0z0p6uYnt\nNg4ImKe2ynEAect/9FzKahS8cxGavpUt6Z4FIzWNW0/HipwTC4M1LEj5/nmTVV5yjP5E3iQYwIKL\nKzkz1mU3NGDQzi33VucJ+H0Wy9L9dtp489LQuQasdO3cLOZsZYG5rsE5YAlNV7EdwE9H5lUrI1jr\n2WlCwDaLba5amJEX0yaeFFlCoDrL5DHwbvgBoQ7PXQKmLoOvLGN12T7Bm//hyD73WzmTl7hFqObV\n8fbp9O11hXKupK2NitjuAGCvbzuLR1h7N/rW1qeLsONtvuJtLqbPfj9AQsL4P7ltgfESQNv7vONj\nQMZYhchPuZxzHUrKiBXkeBEbW3XC2CwyqfEjiEbvnfHzVc0LAtdfqp2n/BqqGQ0hEew2NofmscWi\nyKRDVGIS/sww6fH3CTsBYfy3+bLY25BQjEkLUgylrmNz0heEwbwFz1Mb8PRDQyWO19p0VrMM02kW\num2yXZgqHCZsHR2jzGv0mGUqd0iPGXZZSGKiAHUqXE6EiH754yth/KlU6jSGdl0EHo7H49f99RTQ\nGo/Hr6dSqX8CfDwej/9Pf+9/AX44Ho9/N7rO+Mb4DHUqNCklevx9lyG9x1nWWGd21ONZusQczxMY\nZ7H9hI3CCu9t3YI8SQJXjxnevG7aPE8uFai02jwrHiE36jN/3zN4T71minj4QiAcrhH9XCQMXnkJ\nLYKx3GBSaO0MNgli3RBlAAtW+AALPL2Mxy9H58QYP4QAV5FJOduX8f0hgckDYSuthUO7kW0SGEcp\n/bMfEhYbx2kHztjJpE0NsuT1fAePLVDXabh+C2ZYhlhw9UE7YoosBg2ZHcz4DTDq4Q+3LYjLMMAU\n9bYZsHdyQbK4g3nPGtJZglxD1q9bIVA2IVA0M5jhBCurCIHZsk+o0jeDGep9f18hmRnvCp0bd1d8\nzq3onAf+2jkCZBR/zwN/7eX7GvJlqmcdi1NoAXnP6ZuDqE0ETUns7fO+PUNF4m4Z+GENfrBoFFm1\n4ZxfW30kBtbpKMCcwRaMva7VBx50XIbZ+6v50GHAkct4y4GQEQR6H0WyHBXM65dHra2eSxkk7JlF\ngrcvw68MWY3TFpNsIZ0jjF+QDoS4AQQn6WM/Rxm3cfJWmsCqEx16lUA3hWDcFdfQTkc/2PcP1iDb\nd5jnoWfrnsnST1uHHW09p14scPx6my8uHWOW/SSBS8/26ZIRWLYLxxMbeHTUpJeeTVg9Z7lHjxnW\nUptfyeP/pRO4HOb5XeC/G4/HEzqgY1s9/qIV5P//CPKr49Xx6nh1vDp+4fFLefypVCoL/CvMc//H\n/tpt4Lvj8fhJKpV6A/g34/H4fCqV+h2A8Xj8P/h5fwD8w/F4fC263vi3/+E5jvGUA6a58N0Sa981\nl2OOPU7zgB4zvD7a5efpBY72m/Rztr2RNr9kGQ7J0fetj1TqFvq75DdfTDJ6+s7lj3H+PLZiL2Pe\nh2hjWrmvYvtwwSRxrEBQj7adEnySboe8aAi6O2AehIo7xEqAQ0JBGEFPSi75f9l7v+eorizf8yNn\nJikpUSaVaSQskJFsVAYa3BQmjG9RMTi63TfaD1U3oh/m/5jHmbd5nPkvZh7m4T70Q/eDa267O2DG\n1DUEpmjgIlyykUCQjRJnmpRISUlmWvOw1vesfWRXd7mjbxA1zYlQSMo8Z59fe6+99nd913eJvfAL\nP7dE0+TtVwiNFKmFFvzeJCCnpSnYUnrJz3XP7zddTQC796Py0vqKeW+P+uasHUn0iYXvy2tc7oaH\nD4Enz1TgSs+80sPuwU4l+wgBO0veoxUkcsVXVOcxTPHjsnm54sFDUDM/dfjkEwJzF99dfH1BMDp2\nnsDdBQVtY95xuo+SqrQq+JfaWfVnc4yIKXxMxAU/clhKuj8DbOXzST8CxRo4F3zfdEWknAGhjNuE\nbMTjnp3/gnvh665ztE14/4vJag18xebv95FXSjtSthViFgAuurzHW+Q98haBl68QkiKKo0mzRxz9\nESaeJl3+HuH1C8Z5C+uvn/F9XX553xp/RWzJ9wFREzjN3DtHfnUifS6tqDX+0rwAJbJpZSB1XeX4\nPPRrXCAPc/k42pk1Dn9OmBG7v96iJaBKq8zI7LEEeUGZNg3eoEm5/4Jvyo3MJv720iZXLo0c+inz\nf/6vj/5tE7gcxvk/gPbu7u7/lHz+v/tn/5sb+wN7grvvE8HdY7vJicbGxnb/fvc/sMUE20zyvnft\nMi+4y0ne4cuMunRudJ2vCscyPZ+T3WW+rh3lAM/YR5/iyHiwheF39oAhTzdTUHadyBz0Bw9ExN4L\nS2eFFSCoaikmPiRPSRPjQEHZJlHgJGUm4MfMEHCPsmx1zRDBr2WCryyMVJPSZazjyeh3k3a6RAaj\nzr1i97Hl9zypyIxyDnzQrq8YTVD3tdH2LM6i6bJPjJthF9a96FjxZMWYOMqHq2PKmGDMl7NloyiK\nqfJ4ZJm9d31iXPTiJTJoFwpWTF1MQrDi45+OwuCnQdw0UCqFzE1Ck75BGOYJDGYZ+vePCCOeMnaE\n1c+QN+qCemTMFa5JJwrtI8hJUJKuZZ2Y9KQOmt6LAr7KGP6kbxNE+kzOegxEqMk2pt6pQuy3WvYO\nro2CCjpfDpbT41GWaE0dOwbifS63PCegZsliVcWV8BKQcgpcZjvnPBC/ty6brj/T5LN2wZyO98jL\nM8v4a2a8SBhYVQpbwpwpjQvBPrNEJrBgHr0MOT1iwSleICcIglShREoJwYn5BmEPVHylg006TcLR\nE0sgzZyfIR8kTujSO3XD8kfFAsNCIRNve8YB3u4+4G7N2D3HRl9xvXAuo7gDfMk7nOQub4x1/80N\n/y+A/wcbL9r5f8bkyv8z9vhWydM5/xeMzjnEoKH/e0+bu1/snsiSGBTQsEryhu/vo8+aU172yjQ0\ny7PM9puZ5vX9xUMc4JmpbwKdOSu68vT8fg4uP7eXJ6Mtw7ZGvCCJQo0T3GSI6L2ybUWNHCdmd3Vk\n8YFTdkMaJO4QALR4wQraQmjtS/phP1FhS/GEMkEHfRMbHOeJvACwjiX+9Ypp6YNV0lKn210yb233\nPoy9admZdZ+cOr7/jFLcnxu1E5y+VzQRMDAvsO7GZttPediZKe8mUgLDUfD6wZg52/0w6o8xYyRD\nNsC81Bu9CO52CFmDdULqQLILJI9zyR+5cHrx6yF49QNvT4wfGW4I7v7QH/H7/vk1gmlbJHj9qfc/\nTawuSsQklEo7iLW495ol9yDZCTF2Bt6mgsRnffVUIp7hhYJNsof9+ImysYHSrVS02M1YBW6tGSPq\nsdND9ZwXa9YHJsqeqDXc8/7B+mbXFD7TfjNzBnbdGGf9y52hXD+U86V+KimUU5gjdoEw6hpHSojs\nYp58qsevxK6fJQ9TeTfqd6eJZZHGkGJ66hzpWF4kMt9Tx0oZxjL+Em3rEVQX/D4U19DkMYSnixar\nPHj1uRVoWduhM+eFpZafQIUsH0l2brL3XSbdACbToMnhJmd4m6/56di/scf/32MbGxvb/d3uEfbR\n5xrnswpcb9Dkn5jl56PfcKtwmpPcZbK3w7OKBWu1bdZKNAuzzI6aVJsDHs/Vme10aNZt7Xf4jkUd\nN06XqF4fREKKUrEhNDmURatAz3nC+1YWobR1wDrTLwiO0kLSBuT1eeSJSO+mSLiIorKl0JO4ysq+\nVUdP1TlFb5Py4E0/lwaTAtBpsYnjBHyka9PvkbWfeW7yjHTd03Zv655tOTNHLHvrFvQFr6Xr2aBp\nFnwVU3+84jzzwy4lcKkVxkZ8d0EXdf9sldDlKSb/b/stpQFRMMNaJQKtZwkDvTfgWsKM7gbhsQ+T\nfVb978PkPX4xf/T/OjGXd/z8ciC1YlCAV5NJej3zfg17tYXuEc/nke83TP4uEdAYmJ2p++fbwIcu\njfF4FNd8oWz1hzeIdzSDyTdLnRM8kOvwRFboRRo4kKclt5OVYo28RLJ+C5a5Rz5pUnksokcXifwW\n7bM3eCxH6GpyDYvECjyVbdBYg6A+p7IN+lyb8g1WsMnlM2Jm1kSkVcmit3WVPBMIIku5iY0v2Z4K\nbJyz9XL19gCK8PhU2K7Dax02Zs22AcyOmpnDu16vcaDXZasyzl1O8u7IMKzfFH7OGzR/dHD3pUk2\n3OQMB3jG23ydVddaY44JtrlVOO3iQ69THF9nH31u1c3d0CRxfOUBO9Nwf86ydjuz4xlWRs8ecHVp\nEPzgFmYcUzaADGnTf85go1Yd6gJm5NQpWxie9xlh/NawmX2NKO7QTvYlab9D5A94slO2cjiNWQgl\nuahdaYyA0UlXsA52HJt8+nvuaxnrbIKK5KWtkHktWytWcKW9HIW2Z04Qy08sAauE1WxtL5sxOjJt\nJf4mfTBtrLhA27Qt/0u45n4jKmeJ8VPEoIblvskwTJNPzprAnT2HNOqYkT/rq6ZL/rynCK9aHrEM\n5AxmQOsEjFPFMn2lBnWYkGBOWTmZhj4BOUF42fjvjWS/DcJZVDaxvH99Xyc/z25g2L0QiHQlsEmU\nR04LuuCff+ie74T/L8oryfEXK7DacxnnkeUCrIs91bf3sdQ1Ibd221ZjG02H9DCK7vaKsXm2OmbQ\nH7W8r7hHvd6EQdOLtMzCjPpyO2osNE54P1P8rE70RfX5EQHbTPt+n2NjSLIOK0S2vAz3GvnV+zq2\nCrlNTA7K3k1r94K9bIkRNoiiSdpnze/lM2z8itGnzua5K/T82lXTQnCx7k9Z9hWCvTSN2STCKR1S\n4Nv6OIebHe7PWfbu8ZYpS91fOMQ3dTL5+hfjJdq8zhxr3Cqc9ve+Hbr+P2J7qZINszRZY463+Rqw\nGyww5ADPaPM6Zfq83bvPeM9oUQBfld/OjP8LylZbt2L0zKy6Vhs6i+PUr+yw8YEXZNGyUrz5C1im\nbgN7aZJHqBIzt/j4DnlkhRmuEhi6glYqM6eJI4V6RljnvENei3+ZWCnUCB5zj3xNUVkOBdDmiILp\nci8Xk/3vYV6PB6h278NYSoFLBap6LtJ13AXbRMfr2aC9ezOfyHP3niduYe2vLOeZbsc8gUuGbROT\nFdgdmpHZ3jGYp00Ip532RzqJwzxu/GXg4IdhnhsEpKPtBMbfv0Hg/I+IuITgnzQge5jve/L6/2jy\n9+HkmvX/D7Ux778FA4mbL/x/ivDUJ4lXKAjoLAH34PfwPbjHjb7uSzr+t/2aGxhcMzFu8A5YNukn\nrdAr0rtKnH2D4h2WuLuSvPM0ce8MbC1bX9nqmTDb4J6t+nI1qCWBUoHd6x4MTokRNWIcaTI4QfRt\nsPG6N34AUWdXD+g+obHj15/VmwCDdGb8OEE9TUKlFqIASxkbQ+cxrO8UoeUvnL6Cjd0NQkZC7bSx\nbN4r2Fh127PxsxLVz83wdy6MU1/eYbeBVelyKOvewtFcgHeTKcvm7X7HTgW+rrxFnzINvgEsDjCi\n+KNF2l6a4f+vu3/KN87h33Z/TDUmm8zygn1Ms842k0zTyoK7bV5nrvfIArkuinb/lPFcD3StkHFp\nmayoys6CBU4qK9/Zi9LsrgQQdcJUoyaVcv0COy71nHeIgO0K1mHEwNFSV50LrPPWk7/LBK6pzF0Z\n6ptEyUXp6cjQLhGdXcvtIbEigXzG4Ro2Yfng23Dvp+oJMru3nbmTMA02fEkrVc6lTjB5bt1zKV/f\n7jbNaJQww/cVli06HIWx+XXHLqWOQT5TFfsslUSSlzpfsTq62xiufiVOlY3Bj7FgU4mQTJERrfpn\nMrZDIqiqIKiCtvOEoT5GwD+QD+Km+6WGHgISEqTzVbIf5Bk9G0SQWdAQ2L0uEhPZhv+vJC4wdpL8\nDfzva36fHymnwp+f5JqHwF86F18ef8d//jJ5R5c7dn26R0lenPT3fKsJ7x4Phg/AibrJMGy0Peib\n9J9d7/Njp4GHvpo4QwgY7if6vNgu8ogXCEJGKtLU8wemEozLRAlGCPioRggoqujJXNJOx//f65Rp\nzI5jDpyC0CkZZDnZ5z1CYl3jbm8FLsUyWnZMb+E1I6AoY79s5xgswrOayc28dedJQGNY0HetcoQG\n3zCiSItpJtiixQz7eAHALE02mfrjwfiXdo8mFbPsJhp8wxpzbDLFFJsc63/Nvp3vaNcspRmsJuWz\nSo1DK12eLBj2P/YQdhZhPGXR9GHjRCmreF/5/DvrPCm+qM6jpJB1AmIBG2l/hnW4VDtcy0EIOYRl\nbNZv+veLBJVMHswJzHq9RxRC13aHEJ8C64yXyRd01mTyFrEKSZNVkrYGHQ/kTROa6JqIeu6pnbfP\nd5sW5F25GY9ncRGWl80wnfZJa8ldQ0E0nZ5VumrMWmLXdt+DgrXQ2j9RsRKCp12K+EQl1Cmrfl+l\nomWnrvptTJTt/xS/l4H8G2wSqBOJTjLSV7D4WhUzZGL3KcALeWMsaGaR8M7BDPBF3+8GecOvSWbg\nr+cssYJYJqAj+P4kM0FIReh6NgiSllYnM349MvS/IiY0xQGqTrHU65/3zwbDUPc8mzxzyL+H96ZN\n2C17Z25o202rDlb3yRjM0APc9vc/QfSPIqbkufvQyy8KTrzqq8cKsaq+b7Ufhr6aLdWJMZD2Yw8e\nA5H4WCaozdLl0absW7Wlgu5fENF4OU09Qq9nDhu7qVZPKi2heJY0usCM+T94+7IVM0SyJYTjpjjb\nEvQ+eI3K9e/Y+MAx/qVBZvx3TsD4Muy+aVj+oRWXclgwXL8wJLOBL8Zf46vy25lM/RSbzLFGY2zn\nv08C16vt1fZqe7W92v7/sb204O6XvMMUmxzgWSY4tMoCm0xRps/rtPmm3GBm+JQDvS5rtUMAvD5q\nMzna4unCfjaZ4tBOl96J19gsT3FoZDPl08X9HGwZ7DM4BZWb30U1KbFoRMsSX/c+MbPL+1DShZgC\nDwlZ5TQfoEnogixhHouKSkDUwN1JjttL6RQL4TYB8fSJ5DL8Ok75tbfJxwyS4O5uz70pMY4U6HJm\n0tZ1D9B6QtrYot3HkZozOnxblDxlH5ZX3FMthCc4ARyZMS8RTIvnRgfe7Qe0csOThs4WzTv/qmde\n6yTGMQeYHoUmziXgcD/08LXir2IQz3kiaFr1/TNpA/KQhZLHIHD3Cf+5Dfwl8GusC6RB24E/1pL/\nPUg+1zYkdPZ1bCtpE8yxTFcAEKyblMp6loCvtKJQghb+3byfr4WtVJQXofvqYJCONP83sWd9hFAm\nXcfUO2cwuYzlvmn8d7rxDhszpsa52jOdnscjiwMsLkRVNbHjFo87q2vH+5AeAta/tjqu0S+JkXEY\nOwMl78+7XRiTbIpWzXcw6EaQogqjSPvqjv8I8tGDVi6AWHcQYw5vT0FmQURL5GWZJcM8RySFfU4+\ncKtVv0gUFcx2iPoJUajpph83Mhs0SFf40/B0ej8Hrz7nWaXG1IlNKu3vLM65YANjcrTFi3ErNjXb\ne8KoCN+UG7xOO4PHn/ETr2C4xI/ZXirGv8ZcTp3zBfuYYDvDrVRmTBgXwLHOI76qH2GSrQwiKjBk\nsrcTCVyJLs7AO2RphcC+wV6sMgq1iYKpLNh7BJ1TZdjuYEs4wS+p3k+XULwUDQ3ySVpK5NhbH2AJ\n68DqqGlugTYljCwk1yX2g+Ap0cdEJas4lq9lLDbIGz/z/xf9e8dps6LbyqDUpNYBaqa1L/z+Rgfe\ncy2Yw1gS0HrLHkFqJEuYsU0DkZsEXn4aL2wO/IUzf9KAJiRqnMnjEs4viEaYuOiSCrhOJMeJUy9G\njzj7mkzAJoVOclwK9eh6dKykmqvkef0QFM8pQhMovSYIQ3+LgLMG5APWgrz25jIsluHv+nE9F/za\n531/MZn0LraTv0t+zTOeSKd7/Is5+GLNJoThyCS26ZLPlJPW0po7GLgRF4Ti+7R/azAgs7C77N8r\nT0XtiGKdihWKMglhrNOkyr2c+XGiQMte/XvhgKnhFiW64Q9BMQoVYlEBo+uYo5WWW9W1Hfc29gad\nIbLk5XiVYeAOXymNFThsu1OHrcp4ZuMkwrbFZGbvCgxp83pWjlYElyazbDPBx2OX/zgw/v9r9z9x\nnquMKGaB2ymes8o8m0wxyRZv83XuhrU94wDz3Ues1o4wM1qn+nDA04X9HLxjXr7Kt20slqheHrB7\nBsYuk/eMK4TRVqbtfaLClTZJxYoiqdRU56/zP2DpbVXMWonalXaILvksW60gGoT3MSQvIaFrapIb\nTFmK/D8Rq4y0oMsdM84lF2fbbTqjJ+Err/9DGO/tERw5R9BGNRF1QlP/yCJQyFfnAk/bLxqeL88R\njEnyqT/nw5jX+Zn/nsaw/VLR8GWwsblEvubtMfKFxYR3i/GiTNd1wmCv+nfC1kXv1mcAv8QmmbME\nTv8+Ycjxa9nkXzb8U4Rxn8ACrooNgE0EF4C/JR/gXU720efzRBGXjp9rI2kHIraxQTB8tD32a5nB\nMHth/S1CZuIX/vdjLCi87X2mXrNJHAz73x1a0H/Ljd3kHDCK/gDeJ3w1qLKij65bzEfbcAQzf+b/\nFJ3Zo+xavFynJBxUQKXiD+CNOC5j12lloKxbXY8kEor+eZvIkZFRV0awpE7EkBONGn+wGs/KZVDy\nle5LMuhgDqBshq4JYvJQrGAZdi/a6mbjomP8y4OMFvr01H4Orjxn480S64UZ5rv2xlZrRzK7lzrA\nX/N2plYsiZvpsed/HIb/2u4pptjkLiczHv9P+ZJtJplgywuuF5lzV0BVuqZZp9x/wahYYKswaZrW\nNSL4YzszWIDt/SWq6wMz5Oe8QMJS7JMr3FwhjJ4mh4eExILgFnHmRTmZw4ywEq70k+qWKOFK0s3S\n/0g9fi1xxX5I6XAy2oKVUs1yBbCcsbPbdkVEqYZCxuipptWR7lk769eNaTMcmhaPSvmVyhb8q7pc\nxRctk19euReGsIQZrFUi+3MG44rf8kngXefxf4WNsduYsZspW+ERMB369V6UAxhg50ghkiX/7kMM\n3pGx3CCSvES5lkd9GzP0l8hr7Ss5FCL5WZMABEQzgRndD/3zS4SHru9vE8Y+bTdtW+f8EJsE1D6Y\ngVe3UN7Bqv9Oz9shVgHrfpySuMC62ozXJviVc/fTZw723PVu9F7WiaxriPc58HMsHDep5vemyfrq\nRssC+IO+ZW0f8SzhzR7MnPOGmn5Ra8YUy5g9EIbzvsGSYw2s74v4INVZtZNWnkupyHKs5MSdIu/x\naxIB6xhDIkdAzpl+wF7SG3bNXCA4+BAQrWQg0iphyip2vzOzKw3YPWF1d2WDNmbM8E88HxgK0SAo\npl3T5p8cWZmewnBEv7yPFjMZHL7GHAWGmV2Uvfyxwd2XZvj/dvfPOMld2ryeRajBZBvmWWFEkS/5\nKed6N1itHM1kHRZXHtFZGKfe3IENeHD8ID8ZPTMDr+WioBWJoyhzN83SSbNklXQlXq+i/ErUWAD+\nC8EKkpGG8NSvEwwBZRlq62GegevaZ8VSKuT1RsaJXIC3CEqnrkcunjh/ikF4p8quWTTOcSJhrGUJ\nOwCND8gkbtebobVy96rxtsEydYuO8SrJaAo46d4fONVv1ouxV+DumsE9j1rhRHWAj5xW2BYG7cZn\nPtGkl7G6QSRQnSAgkRahYXPLP9Pr0P/bhOdcJ0+v1PWkjB5NXOsEzx6sW2wSHn3q8ctv0PeLRJ5A\nSu+EoHiK7pnSR2WPlE/EkgApAAAgAElEQVQwgUFVKVor6GrCj532e1wiROw0EWki/bhgiVvv1uBG\n19VD3GBPVeDTTiS4HXGY5+ScGWAwmqbeKwV7p5vkZS8OF9ybF8ff2WHrK5bwl91YDdqfW0If00Rx\nEq1ORe3sE3041cWCfJlPSaZrbGgmbHmb0rmSpHIrOb7nx8lYS0RRTDwIuWfRqk8lL+Q/+j5i+PWJ\nUo5pMhj+v5abEE7e3poGuvY5mxC+LRzg6L2n2TV3Zsepr+ywvHCEEQXmew+4XjnLO/wuQ0lWWeAZ\nB/jzsf/6x2H4H+3W+Q0/Z4ItpnyqnKWZefYN2mwyRYNveEGZuZ4tf8ZVs7Lm5ctWOuxMmyb/wSvW\nztML+znYfG7V7XuY4XxOaHBArKM/888bhNcvz0SCTENiUpFWd6rHLwVCefsfYNZE3oJe8t66talc\ng5JQ1Pkkp5CWeUwzhy8SqqHKCYDQGLlKdD4lmWl14bGDR+7iHjlHxp2+65335KIlZw2xGrlgBTs2\nCE98lYBIFh2b7wB/kXCw/6YVsEaRKC7+qBvhiaNEMPcBMW+nXv82Ns7/mqi0tYzh2LIRJUKGQVh6\niVCsgPDShb0vEpNCSvmUF/z7DL9WOPPJ9zPEpAERA9Azukd40jpGGcSCprb89zYB8fyV7zNBePtg\n3eFocl96fsexQP0n3VA+1TYAfuUP+O9a+XcHAVvN+7mq5N8/OIXTE7pOniEjQDxKINIjFwk8Xh66\nsG+9sPOE7lXKvV8gll+/IIgXUtRUxSuNQVGzUzxfY2wj+QxsPCxgL+tz8h5/w/dLx7iy7xVD08pd\nKwZ5+yq0pGuGSCzpYpPcKasfAmbHns6azXp6Yb9p8bfg8UKdRq+T7QNm69YqJnHT5nWm2MzspF12\n+4+Hx//17iHWeJNjfJVV4HpBmX30meWf2GKCKTbZZIrX++3s2PXyNLO9J5HA9dwKr0z1N6k0reBB\nb/Y1Kpe/Y3Dei62Ii6tAEoShbRJVuNbJe9ji/QoiuY8Z4zcIjH+HKAen9O8atmzViDuHjVwFiYQ/\nlpO2BT1J10RtqewcBN55HOvsGiQQg8mXultrMHkBNi7bspxZy7YEk2vYWPZErgasXDejcXLB2Ds6\nVVZu8Tgs3wtDIF7/dt+42rc8OPiX/vnfdvIZ8jNlk1yYISpibRPGT8HdEqZCeXtkRjkN5iqQq9XH\nDPli6ZDXyZkn8P0lLPELTCr2NIG338IglQkCvXsfe3WfYIY/zaBV+x/7fUi4bRuDZN4lnLoqNsl8\nlLSVJnJpSycr4fypge8QQV8FejcxYbtPffU1IIK7hwmDv51c/4e+qlr3Nn/pL+nXnTjXu664OlE2\n3r4m+kXvCxClGIcY2+fuip1v4Vzc/EbTRN4y2YamQ4cXYcsf9KQYO1LThHBmtIIVwUKJlZpozhCz\nuQLGipn1iTiaDP6OP+jr2Iu7QHj9Wr1vEONZY7xAGH+IOESPWIHMYB1RE98sMRGJbOFsoIGfq3QV\nehdfo9L8jt6ssxKvdwN2xoK+zcohZvoGVXxTbmQ2cdLBwiZv8IIy74/d+eMw/Ku7BwHT0J/w0tO/\n4x3e5murKdnr8KxiCQyblf0cXDNv/r/NvcWfrNxnt+bJDstddmY9qeuqpkiylzy4AKU7xPLPtUSy\nurqXyYs/6XiIjFulf4+IFGx5zymrp411WMnIqtOpoywTUEwB+CnhJaTBZo3MM0lbYJOEglMKMnWB\n28lSvUaGdQ6uGjtnsOaVkmSRulZV6VEXFhZgZSXggFX3/LLl/J7A7rWeCYDpmpdXzPAK864T8r/4\na7jlv28QWjqT5AuOnyjApZHdmrJ2hwSUIVbLjD/+a3xfeVOTwAR5ATbBLZCHX+qYoZaXm2bGyku/\nTd7wq3yCjhGOr/1vJdezF1YSxJNOUOk9pNf/PoFSaILb9Gcou3WNgLk/LMCSq3Pq2XYIuih+znf9\nt6SyO8S7w69l0eNYl1rwvo+JyQTiW18OGHDe+027H30JnBosxkzDKrtlfVGBjzJwxxlBFYKWKUIF\nhDa/9K3kDAmvgnwwtQb8jhirYu0tEuOwmbR1nViRp6weVQrTWNXEJKHFOfLSLqmYohhHn2MTgMO6\ng1NQkneROINPzpudG2/Ck8UQpBzrwn9beIs/WbvP0zlbFcgmtis2a+/jBV/zNv9h7B9fJXC92l5t\nr7ZX26vt928vUZ3zZ8yxRpM3eIffAWS8/dl+M5vZnlUsVXng7k+DtiUdtaBf38eTRYuCH2p1A8bR\n7PyWC7epyMoCgUFoNq4Q6/llIklEm5T8FCjtYctA4ffJMi7TyZEnIRhmBfNE5FGU/dzPk+tZwa5f\nrqCSRKT7Aeb1iIOsoPJN4AyMaQWy5j/ucW2tOG3vs0jkkXDXfN2W5Ns4HFSDdx2eaj+0hKz2fUvq\nAUvKOb1jS3YwiYCZMlQ97V/1cq/0o3LWY/fiJwpweBSSDTNE56tjyVzvEsJsQ4IlhF1+VrBciVN7\nk7TEdBFPX4lY8sAhvGiI/IKpPe18SrB2Uz79DAE9i+l32I8vks9V0LZNYP6iVioWoXa0gJogViad\n5DjlKvyCwPI3iZUJ2PMT3r+Bdeez7uGKYjkc2eenC/aOjhF1e0WtnSjbzW90bT8lYrEBbV/6TDt1\n911p63QtoL/RtD6lbbAB2y0YeJ+eWPHEQXnhLaBhSV30sb58Huvnin+d8f/Fn9f46RAvVnEuaez8\nFBu34uzj7UvgsIV53IJK0+upexsLBIkiLbKSrrTPEPpBJwj6VIuI1+mYRbdFKWzkbR9qddlolHi2\nOEmffYwlqocN2gyqcKD7nHYtbOKBvtE8m+XZjNP/Y7aXBvX8v7tnKXopFl347KjJemGGEQWmWWeT\nKX4yeka/UM6gnuU5i3AfX3nAoG4aFofudc0IyvBvOIf/s0Hw5WWchamLCQD5gFGfWNu/hY3081in\nVFtNorOkWj2LBK/3NgEdKWtYVM6Uxy/oSQHYOvnMRDEG8Gu5mLSl3AKI4JMYEp6Nmwm0XQ/pXWZh\ncMeTbxLe/t1WnGoDz9wFVrwjLjj747IPuLPl0Hq50reV+qo/vo/93rd3jE8uyeFHGPRwgzDqJWx1\n/y6Gk//K2xFnHWJMnSbKLZbI5yuKEy92DUSQsrTnfwhevjj5shHrhOFfIg/1pAZbevYK6O7l/euY\nVX64mpfOleYZnCD0fTQJpPeu3IZ5TLfoQ//uFvbuBt6mnvERYkKbwnIoJsbhE5985719FW3X+7zR\nN8G9sQqsOMy3kATtl1t2LW28epdO4uNi0IGSM2Y2mlBNSQtyZJaJAukiT4gznyaLqd+Lebfo+ysT\nVp6CHKqUx59mzztTKdPr0VjVGJKR73lbs0lbigNc9Wu5jz1AnyhzJVIhGHqKOUwnbQEbvygZl7/q\nx/bgyXFzckt+7/cWjM24uPaIp3P7KY/6fFs4wBSbtHz0FBgxM1qnVhz8cejxL7BKk1nWmc54/N8W\nDmRCbV9zjGnWs4IrO96xDvCMgyvPMwGjQ2tdeG7qd5UlC+7SgOpDHzZKGBGjR4ydOUIJU57+kh2b\n87DBDLHol/L0NQjue1tzyT73sZetSUZBHzEaPJuRh8QbqPn5lR6uWX+aGBRDokhFBVu1eH3RXZ9A\nxipEQksNtm4aPlssJtf80CsmTZvqYt0HxwRRenGm7HzthvHDJ+v2/8R4CKdd7bsyZ98MTrUM815w\nZd2fc4nQw6/7JbQw+qbiAPK4b2FzbBszxkXCQ1dg+DZ5eukvMW68zlUlwjISabuYtHODmAjEg5fX\nnP4eePvbP/A5GIZeIrxvYf4t8rIRolxuYPZLIm31pE1NSr/E7Ir8N9m+eYJlpMB425+VqKxH/LvN\n5Nme9WPSVcj2CDZ69l0JF3brh4LnY+z/Oi6j3bIJf0szHabKuej4+VbLgsH0TLTviM+enS7MeJyr\n6PGvrTWYTAuxnCKLT43VsEngM6xPa+xJxrmJjTF538plAXuhJ+waMo69sHzF8hQrE5FD9Oou4TQV\n/HiJGq5gq/sueRRAK5Cuv4gThDCjvl/EDLqymRVo9nFRfTjIhB97J16jcvs7Dq112alDe8EM0PGV\nBzxd2M9OHcqjPs3CLBNs8TXHMunmOdb4tnAAeMqP2V6ax39zd5FJtjnAM+5yEoBjfMUmU+yjz1zX\ntClWK7aAVXGC5WmTawDos8+kTJXo5A9140TJKtwMXfnu77HlXyqnvIy93DTxSlF+QTRX/Zi3CPlY\niKIQ+PeCYxQo0upDk4ykGoZYhyt6m3vlnVMJCa1ASD4TFc3VR7NlbyrLrAlI0NR9oBNKjAAzF8ko\naBtNqC4Ya2dAaO3fWnHpgETZ8fyiKTKuEtsMxvJ53AljPYlxxsEyeGcI4w62XwuDEsBgiiLB3Zd2\nzi1CduARgaqlwVB5zGAB0f9McPnFw5dMA0TwNaViKtArz/oj7FVdwsZtOgdrnw/9XsUS6hDy1Ho+\nCvgqgDxFZAXrelaB/xEL1Gq1kgZ6dd4OZty3vD1521rxVP2a33dW1DT5542fdx3L2t3sWVuC1A77\nBd3u5CWpFxfh6rKpempb6tm9vuuMnhLG+tlYSVaVPg7WL4diK3WC/gzR/1VYRbCLclTA+rISnfSZ\nPGxtqUSC+v5930/QStFvXtnv7mVnhAyda0iMHV1nCgfd9+/PE8WNRAxJE8GmiVX3OPA72PnzREG4\n6MVYVCzKE9PunzpE2aVowGQbFluPuDdtdnC+94DCkEy77AVlptjkyFjnj8Pjtwryr/MlP+Xn/AaA\nLzjHLE2azNKuvc48qxn805m2EHqDb9hkiqPNpzyZrUENns55bV33VqvtQVaEZFwc2t8RRdHBANOH\nmLEWq0cJWDL8KsyiXADp+Wv048dJhhUy+VkSidoMHqphE5BgoN+Sl1MWN1hUzlksMzflGa8RHOZZ\na2t3mGjt3As55sEVZ1DMwvY/OH6LMyz872LRjP6xurchrBdXoOjZeD3vBuBEGSZ8n7rj9fq7VLSi\n6dPAvC97S5jBO+KUztRrVcxhahSa/V8RHu82YfjlzSvpqo4Zy48wAw1mHD8mvOD0mE/9s9NEBa4b\nRKatDDhEaeSzBB1T+4ghs4yN1dN79rlCXmit6sd9RD4GoJXDxwST+EPfN2X0QMgx65l0kmPmk306\nuBTGKNCPDbxyF5aZ3cHgt0fYhPZRLV8PeQOrd9zp2Wrg6nJM+OkKZAOgb47Cbtf60GGxZrDfA4eN\ntvtQ9WSowZUQAtxtwfCfTLZhtw1jTaIUo9pZI/DHDpbZK6//TJwrEy5cxsa24Jw0Yes04ZDJs28T\nbDfJtOszLU9FocbPKfxR16DVhVg9YhV+htmGh8B+t0UJ1FxtD7JkzqeLxlycZJtDTWvowexBGnxD\nZ3o8g3Q2K/tZZZ6+6/n8JHOcP+PHbC/N4/9i9wSzNFllnp/yJWDVZoqMmO52eFYL+lKj22UkhcHK\nQWa7Tw0H68KDMweZYpOfdHYY0/JwmhAYUyBG5dhSbP42+QzZZT9W1XaeExo7bf9cXkBa0EUv/zlZ\n6nVu5SCDKm8h5fCrgxexiUAdxQtZZMEjiAHQJrKfjvuxgoOkEviQyEL03IBcIZaGJdyUMM9vYTHK\nLUJUutrCAnabPYN92uthsKvTJvi24eqa9YrRPY+Rx6WXCDqnvH8IQ/IVZkzklC36348JfrmojAMi\nY1fBSTHkLmLKmKkq5iqBr+tcwvR/H0e/k3x2Ovk/XRWsJ5/9vnZS3F/w0jxRBwBCJVSa/BN+jWkG\nbwmbTKaSZyKGse5r6Pd6jFhNyMNP6ZyKQZ7287zvRl4TUTWprzAYWmB/o20ruFV/EJNE/xhg8M7K\nclRQA08K1IpSnHth/DLG0tVRQaIh+X4N+T6vokRv+k3IiD7ECq2r7ZTLL9xdq3atIOSpl4nxLqdL\nBVTwNp4n1yHNn/3+uQLIyigGG+cSpNM4lw1qJ+0O7fjdN+Hb+rg5tDefZijAoA7N2kFmek8zTX7R\n21V0qlWrM6TA/NjTPw6P/wDfMqLAT/mS256cPsdDWsywXpthlmZm5EdFM/hAlsy1Mw0v3ixRZET9\npr9dN+o7NRh3TG63AmMKdrpwGZBXzhTWV8M6hTpUGriF0AL+glh2voGNgnGsc1whYBqlcIs9pLqg\nF7AVhPaFyFpU2nkz+V+DYcHPocCRop91YjBpxZEEi9fvmCyDoJ5q0ZQTj6gaURF4boZb9XRn+hbs\nLWFp/NXxyNyt+jK7OrJJYGbcErm+aMGFmum3aJsoQH1kq993CeM/QbIPHngksP4GNka0n9g8YuKU\n/PENiCSv1KBpk0FOYQ/x1uXolpIf/V/0a/o1Qcv+NWGPNgjpZv2IRaR2t5N9NXlMkA/+pvpFVwnG\nj+4V8iwmBZ4FLWtlsJHc4yaRuHWWyE+Yxxk+I/fsXTrjPU/aAtNsYhRF2TvNyNzVfbVxieayY/8F\nT97SheHKnG+5ty85h1P+IOR8yeuW87NBpFmLI9/3NmWsE1G4nFbOOqFIK+G3K8QyTvpZUu51yRIu\nJOdfx8azVhzvEXkEmggW/dqUW6Bxm64u7vs1C+rpEkJtchxXYOcUjK/B2EOoP9xh+8wkG6dL7Nux\n6bMwNHu3XjHj3+h2adYOUuYFt2tGMxhRyMow/pjtpRl+ae+f4zrzDp5bKvLrnOwtUe5Ds17nWW0/\nbRqZSFG/vI9vylMcXXvK1lyBw8sdC47c/C6bKceXyZZqY7exTiDIR0Zcwaqb2IsuE0ZXL1lqfgsE\nU+Yq8ULBOkGN8EAKmGVTtB6/lt/6+T4g2DuieEJQPnV9uqZU90dB6s+x5axcwpRVcdMCbuBGvOYF\n0x/CzPloZ2LcrnNrKYw9EJ23BiccQtpqwWQttOyFB680HSP2DN4JDOq5kMBBq64Q+XHFNN516+kp\nxZ5RGCQ18inkMU8EeCcwo1YkpA02/f9BcoyMuNpRrGEaswsf+feqpqV9hNdvJ+0fJaAVGXrN9Rf9\nuj8lJgeScwt6Yc/1aVJQ5u2QkJXWhKZYQXreIWHgwWmayX12sG43IBhWlx0SOY4l7H3aDQpopxfn\najcN+nuc8GC3up7YhUE7mZSJPPleor8PTPgNz5yH9nXX8PGA6Jba7cJkH1sxy8B2CZgEbLx0yOP+\nqYwJ3u7I920RjtcHxBJt6O1+4N+L86paAfgD1DUsEgKIaRyg5udvYeO9nFyPJjQleWkV8Bw45bZI\n46vldsqfSe/Maxxe7tBZHKfasR7yYM7QjEm2Wa0cpUGbIiNmOl0OlO0B3K6cyikX/6HbqwSuV9ur\n7dX2avt3tr00j/8kd1ljjn28YIsDAKxxIJu9vq2Pc7jVYacCrcp0Jkp0vPmA0WwRylC/t8Pj4y5q\nVIMdx8LHtbZVwFZp178lZm6I6Ps0oapZITzsdf9fEXrhc3VvC8xNVURfWMNDQm8Hwhu5TlT00Qok\nzWKqY+6jgs11v0bts0Ne6MqlZwf/BUryJBZhUvdxh2zV0KiQxSd2e7akX75utLzlNfMUt4AF91q+\nuAfvOWtjEzjcCwbNmDB+19W/1Dfa32MsWLgheVrCu77mx7/vj2lAeKeCTAThbGOe6JBY1AgimSKq\nXA380QgSmfJHI4qkErrSVYG8aqEAS4REgiCiDcKzfkxeHllwSsu/30yO3SYvg3zBz62A75BQ2JTX\nn14vBKzzl0TsIg3snvA2HxAS1vjx0ubZIKQargEt9+ZTps9gaO/qUhdKrXjOH7qW/1gxqRTW9Gfv\nrLaTC/DFHesf6z2Y7Hnex5z1KTA68G4XxoYG+WQCiH2v9QyhSHvVKoOVpom4lDB1edQtv8HzmDe9\nQXj9itCL2fecgHY0LlQ5T9pcO8TLEhPJMXfWgT/3zwTZJDkM2YpAcsodDFUQUiC2IARSoFVLKgDZ\ngZ3znkY0/I7Hi3UO3+tky7tJtqk3d7g3a/XJp3rPGe9BZ3qcyZ7B2wd4xlquHNkftr00w99nH+tM\nM6LAG26RNpmiTYMXlX283bvPbtEUON/wily64oN3nvPg1EGYNq2fZ5Uak4tbVJvJIlqwiZakmgTS\nSjoF7CGLSiljnWr21DDj+17ye0gEhMTHV6T/c6xjpRziK0SmMAQDqEp+Kbof63Di8y8R5d8gGyQs\nEjDRbWfouBXdve2GedoLXUBMTP62Vz39dNEHUb0Q2bkb/nzec562WDmH61D1AO8j32ebwPuV+Xql\n+/0ShZAvYSiu/afJfhcICEfBT7F/1L5+/9qPv+zX9m7SzlVCdO0GQd2UbRDm/xH2eDeISSjl6wty\n2svjT/F7wVGb3o72E8PnUXJvmhg2iALtkK8VcIWQQP41YWtSw6/YwiNikoAQutP5dcyA6Jratwgw\nglLXnmMab9l2bH+7Zdi+ArsbnSQfoG/9Y6MJC240ix7nWvSbWbnq+j1KXND19G2iASywOTQGWmmI\njbczBEce7IVWMGP+ATamxdlPM2OfkynM8pyAjLR9jo0v5QjMEuqcekD6XEHo94jC7f/g+5z38wji\nOkXEIETCaBP08Fk/r5LPdO9O+BjvWLLpVsH4aw+OH8wu+eidpzCNKxhv0q7Ume13mOzt8HXFjInR\n34P++YduL83wl3nBea5xlffpO3gnWeZNpmhWDrFdmWSaFi8oc3TZEhQeLB6kPP2CIiMO3+lkRm03\nvZMqQXcQb14BUGGHRf/5giht5IGqDFAdx16U3MQaFmitEpZEuHtiWDMusBK3xO4RpVPysiuEB1D2\nzz/DOqw8+lTXXwZcSWDiMxdjvzH/e3fJqZx9a7t9Gao+WS2o0laLwCU9xlF1HHVF/GyncW73jfp5\nqWlBQW2XulHrVkZJjxcCL9cruIdxzZdG4UkLElXQVcFeUUohvNUZzBk87D9V8nkFHxKceRntvZ1c\n1zNByD6keQb6rEpMUiT/Qxj6vcdqwtJ5NNnJSMt4yzB/mFz/eYLL/3jPeeuEHIXOC/lJSfkHj7Ec\niWujiItAXu4ijaWkYni3gA/9/V5qGutnu2/Xe96px4+W7bgFlQBNKJzqAAvOfR/ctBVg4yI22Zy3\nSlwAYydMiCwzviPMWIoeCTH7CUdvkVG1s7EsT1oSyWlFOk0gCvJe9++HxMSxt9NewOzGBlEARuO9\nSeTg7Pg5NVkJaagn9/ALbGxpMtB1QOaFTHUHVIfdLFby+JS9+SenavTZx9HlpzxZrLGPF9ytv8UE\nW7kaJv8ayYaXZvi/5B22meDn/IbiyNzG3xZ+xhwPs0LCW0zSYpo/ad3n/qIlLJR5wRYTvLXyhJ0F\nT4gowrAMIx8p40pqSgKV3MGMul72GvZCFFmE4AOnvHmtCFIte0EtOqZA1Mf9zH8PiU7XSI77LRYJ\nvI55H3+/p90+sYK4gHV0rS7qRDBZ1FClqteind2bNqiyQVI2SKYkq9WAlZsG1QxHXq9G1DPvEY2y\nBYBXnLu/6kk7F+v5EovK/tzuB01zAmsbbLKRLjx8v+YrmPTAx0Ri04CAYFrJcYJgNgjDPrGnzQny\nkwf+W6uLj3w/lVys+vfXyFfXSiEajedj5BU8lfx0zdva9LYuJ/sMiBwBrZ5SRlH6XGSUN8gXf18n\nZKy3CMgnfYYzmPTzrwgGUTrZ6L4+dihuYxSf6x0ClPoG9Wzv2Lv+quMU2rL1BTDlzW0lLg6BHqyP\nYNgkK+m5MYKFM1BqQ0kG0qnOY+6J7y65To+o1zLcO0R+S4UwsHqoX/h5xb4TS6ePjSlBupcxmicE\nDCQ2TtHb/QVROUtMHwWvR8nnOr/0idpE7sAOIaMCGaSVlWYU06hN2ISetbVTMfZOyZPJdk7A4RV7\ng/cXLJnr/uIh3mo94b9Nv8WWV9ySsbdqhW8S68s/bHtphl86/Ld5l+2Cdf8CI57xE97pf0lh+B0v\nKmUKjNgtwlsrT7JjB3V4sHCQNzu2ChhUTXq5tLfqlTxkp55xlaCJKad/3L+TXo/EnMA6ThnrPNfJ\nY4bl5LeydqexjnSdvDF+A4OQhPWLavkZ0VmUBLZBdP6Egw/Y5NUgvJWrkbw1cItULMDYm9hkpUmh\nkU/SoWyGvdqwe57pm8jW4WHg9xv9MOxTFWj07feNTnirUz3zCFd78ZkMmbj+n3SDBSs7cXsUxU7A\nPN3HBAwjg5VKDUAYdpJHIv47hLEWw/Vdb+cTwtFaInjxgl/EEFr1fWT4L/j+neRznWuVMPw/1JbO\nNSCg5I/JQ1D4cxEaIkmaOpEDoPvWJvhJmcIpXfW8n3MVS+KaJ545/lw+6XpC1yjaAoNgwN7nkr/P\nqY5lbm/2HO6R8cP+rnat/z3uuF6Ptwtm8DVGBj455IoCYf109yZZUffdHoz1/EYkkSAju0isquXN\nyzDvEJPAZ0TezAdEtn2BqLSn6/yFP0CN93Pk2ULK6Nd3EHUwTmCdQW2lk5OWUx3MwTxPsIHStltu\njrou2bwO5b7ZNoC57pNMt2e3ZhLMBUbM9p4wKhov58vyO1lx9h+zvTTDv8kULWb4KV/S5nXAOKll\nf3pblXGONx8wqMBX9SPsq9vn20zydvcBR28+pXNmnPrODqVlf3BpyUR54dLAGRH69hCGX/RIeeUQ\nL1sJIQrIKrCalo8bT343sBG+kLQF1pnUSSvYCF8kVhRgHXRjT7tX/f80ID2N4Y2OMY79uZ0zC+6m\nE13RS9+NoHEOdt1jGxu5dk9CYz08NKMuY3PSszU3gImu/S76tanTVDEa58yOc/rx8n490+8BM4KX\n/FblgW8Dv3RpAW2CXrTPhh+j65knqJXy/jcIKRSIIO025mXPEBDI7aRded6Ca/Z6xuLE6/uP/fNL\n5PHy1JNO2xIHQDTNoV+DYhePiTjABNY9FRheIuArGfyzyXPQBKpuo+tJB/IvHebRd5qU2xi0tNyP\nguubnrwlBc/JisVysnvb8XffjUlmu2sQ4N1l1yJK+bn+3otFYGTGvHEOWLPkv8YHxExUM0Nf8lXz\n2J9jM3eHGKd/RmHeE8QAACAASURBVGjzXMfGhcZcakhbmDHuYH36OpGAASHRkGb73iYKN2jrE0Zc\nhA7ZAAhoS8FjtdUmYnqSftD51giISPdeiPMMTkHJ4dtv6+OWxIXVDb+3cJQJtnhBmfnuI0o9K8lY\n7huuX6b/r6JzvjTDX2DEiALPmeKZs3rO8FvK/Rd8WX6Hn3WW+MfZRd7tLDOikME/x1sPeDxdp7HY\nob62YwWKz0XxAiDYMrexTqLamcvEsg7/ThCL5BmuEDP3OUICOfW+U+/5cyJxpU6UmRsn1vxiAQiC\nOkFgmKn+SIG8UqjejrwWjbz3+D6gnkBRu9dDZbHxFpnSp3jZR2rG254Ug6LgSVoEdHB3GeYrUN+B\nxpsGBV1twfsJAf9yB2a60BkFLj4xzCdDTRRsUqgTeP8EZpjEd0+hkau+z/v+ucak8HLx5cV1r0IO\n4ZQXuxfDTju6mEBiwgiX1z6Ciib99yf+eZ2QkJhI2tKklSZ06Tsxj9LchNTTFotpM7mXIaEFBLaa\nKGGTQdWfwTVvLw0Mo+9cq6eanBPCwJd8kh4OAzralqfetUnhor/nax04L5aY890nxq1/SFNpTIZY\nxhXvX23rc0e88HqjYvBOKgE9Jrw9jY8peQpCXC0VPdTLleNQSI6TGThBPuDaxzpXzR+S4BsJrYGN\nyYeEAa8TK2+NNQWVxZi7QHTS1HHcwWxNGbM/Q0L2Bb+XcbuG4shs2KE7XeqjHXYc5mpX6hxvPch0\neoojMpv427rhZe/0v6Rf/iPy+G9zmmnWs+ULwIgiW+Uim0zxbX2cd3rLNOt15vpr2c3dmz7K7Khp\ntXT9ZRy62qV35jUqDVPn3PWAkAKdNLHJYG+SRQGzLnMEo+fNaDcn/Srjmx6Pt+tVhrKAq4K2smwj\n8iXbUpgojUMU93x+2T9LJ6JlbETvEB7NHsM/VoNJrVZmsIjqIhzx9tsP4chxK6g+7fDOllPy0vEH\nTtdcgQ8XHCtPknrmMTnmjxzS+puuwUbHMcMEZlDOYoZJAcptbA5T3E4etbDs9Px7NxnWNJiqVUIV\nM9K/JNixwvfPJsdPYYFhTQqa7wXjbGAG/iqh7QPBrgUzuFvJsQrMFgmZCdE969hqQfGF1EH+W4J8\nMrHn5/dtaZBWz0vP8BHhH2z6fnplF4CvHGZ7H7jVt31/lUCkn3YtlqH3fBigYn3gbDn2G/r9b2DJ\nXZNDg31aci6OQ3sZjkhiwfvgWMEdDghnSsYVrE8/JCexnkGtkkCWyGACPWWwrvB1TQS6ZhnsAqHV\nv4CNWT2gGuE0DomYA8RKAUI6oogZ8zOYkZcHcwob84rzdfz7E2QT066zocaArcprVj3QxdrG/ZxT\n45vcmz7KNOuU+y9o1uu801vO5B0AtspyRX7c9tIM/zyrHOBbfsc7zLnQzF1O8vPuNaZqm5T7Lyj4\n6B8VC7zwN3h85QGPF+rQ2GRfZUC5b8vFyvJ3bJww36Z6e2B3Ju6vZmQFmCBcNWl1XME6QZ28Ab6H\ndZYTGMSiIJE61HuYodfyUC9c8QMIyEgDTFpCZfICMX0CoqpgHV6dXfvIi1Dn1rXunTSchbR13Wrs\nDm5i+ujYHLV+z2QcaBj3egNbso8lmiR3fVVysW766i3go3rEAb5oWZ3dTe+of1WHK5385RQxL3Ni\nFAZNnrCM399hBvFDQl74ClGmEYLXn+r1bBPZtxCrFa3gUwhFUI9yABQs1arhbPIqhNVL/uFD//wS\nEStYTvbTsYKIZIwfJOfTNUyQr9lxgkAbPiX0erTy0T56ZhPJsxkSrKdLRPavJjxdSzZJFsxrTAf9\nXyXvD+x93ujAX0ybIb/cgcWO9YElGcg+vOsql/Nt27/ag8VzMON9POtfs1F2ces6TJ5KTq4xkF6Q\nDK4+EzXzPOEESTNf1z0imDMnyOpOA3lWXDlpQysGQTv4ed4j2G49zMj/GdE5RnjqMzEur/h5ZRN0\n7bqP54RX4M9wzO81U+icNXmZfhlejNub3yxMcXzlAU8WahSL5hwXhlDuv2CqbOvcA93n/Kb2PuFq\n/WHbq8zdV9ur7dX2avt3tr3U4C7ACe6y6kT3d/iSVq3OsdFXNMuzFMpD3mo+4R9nF/nTpoXwni7s\nZ7bTsej/DhFR7xofFojKU/KOlfH6+/CDAuEpV8gna0jBT6wdZRcKorlDyEkuY97IcYLvry1VCtUq\npEwsM5VNOE4Atuy5Znkpe+9jL4Ctn3HDUalY8Hfd2505BXXPJ1i/HuUTx6bhrgvCbRNa/Nc6IYZ2\nI0nkWSybfrsWVPW+FU2/Ngr4YrEGV7vm8TbK8Df9CHbKiTqLtbmMwRBi1Fwhn8AljnqacPUhIXom\nNUodk/6tVUEHQwpu+LHbBISjV/ExBhlNEHkB+N+3knbS/T7i+0XbL/pnHxEFYLTqSdk4VVw+2e9f\nAWA9ZwV09Z2ezZCAuc76c/nK//7Uj/lV2RKpwHInztcsWJ/lU3T2lKbs23u91Yp3frVr15Jq8n/R\ntGs5eRyOdKyfrV+HGYdE6p7bsn7FdXoq3hcd1862tL+mm/q4+rtW6zvY+BPdGWLciHmn/SSpDLYa\nSOlNGqPi/YOt+O8RhYwEzV5P9uljNuEKthLwPJkMmtq76dp13Yoxuj2a6g6yaxvrwXgBxsfNjk1V\nOjxd2M+hZjezgfdnDzGiyLHRV4Cpc77j6sY/Znvl8b/aXm2vtlfbv7PtpXn8U2xygG9Z4mSG8X/J\nO/y8e43btRO80/+SfTvf8Xi2zsJo1YquAIdWujxeqDNV22TfTmD8FGGz5hh/bRBYXoWYldNAaboJ\n6xN2L09CCRdK/PoHvh+gPY5h/CoiocxaVcqCPHVUdEvlD4hRIH5wAXPxJOOcrlQUkN57H8Nkn2Hy\n44lVkz3TQplJsg87XWPkzJwLjH+6ZTROIIfxv183rvWVrtdhTTD+swlGPFUxjP84oY2z3bVVwJWR\nrwgIWqbw8isExi+FzWsEhRMC097APNHD/t0l8hi/aJWicm7741YClzD3o36sMP5jybkuEQHYS+Qx\n/mO6r2S/GW9fGL+Cu5eT8ynOP0Hg8iT7KwgtjF+0U917kcDr9WyGRJ7TJQLjv+HXOYEFcLPgbsFk\nmFfxuMQILuzB+JWr8V6C8V+oWX7IUrI0eM+9+N2WBZSrfcP41Z87XZipW58b3DHK5nYfJpXxChFE\n/aGVuCyT+rvGb2qxRLEUxl8npJsVq0sSG7NyjS6TzCJZMSPw6zhOXhK9xfcx/i4h56wgc1oRbO99\naKUjW4Rf19BsVrUxsGz7H8D4D690eLJQY2G0yuPZOnPdJ7wYf40vy+8AcLq79K/C+F+a4V9lnmkm\neJuvabpK0knu8qy2n02m6Jf3URhaDykMR+wr2BO7t2Csnmp7EA++Z7Km1WVbIu36smwMsgf8PSMK\nsQx7jr3Im8nnYCNGI3YZY/+oULqe3BeYkRd/WB11SD7RRINLg0fF308k/6fyDb+P1ZPex96gGMQE\n5v9POhOodIaMjtd+CDNi9XStqPpWzwZ83a9vEzhWMcrf5Y6xeqa732f1/LoTrJ6/7uQLg+j39iiM\ncJqApKb+wn+vY0YkhTP20jnFzhGdMw3KVv3vXxIyy8qc1XG3sVc6T8BHVQye+X2sHsE7xwgb8c+x\neuZ9nwlCt+8Gweq5QRCy/jY5pxLBlIylTUlnq4RayFW/f00yH/rvR0RyV8r+AXsPe+3sX3fyrJ5f\nd+w+/8456oeBUj3P6ikW4VbTJqsOBglOVqzus1g9M87qaeB9b9n74jr54kM/RFJQfgkEa+4q/zKr\nZ5ow2kqg0tZLPtf5BPGKhFHDxrPqAst2aJLQ9k9E4FaTQFrkSQ9Y96HMe9W+IFg91eUBvUWTlR+r\nwHgFxisOWTc2ubdgrJ7CcAQFGBVNml5Q+bPafk5ylx+7vTTDf5rbfM3b/IRnjBwgKzDMItY/6exw\nq26c1S/rR7PjxOPfV+kw7g/6yXnn8bu3MQZmdB+S5/GnOB+YQb6IGfwOUbxBL/AUweMXzTPl3UOw\nDiTCJKrXDD/M408ZCyldTDrgI2LykKib9lGFLmULKtVTE5jvu+v1dSd6lqzFcWAZHnmVriMLVmT9\niLT+CzBZNGaGyGFZRufQjD6ezfnRHh7/hTKsdsMoN8pG8dR8dti9/XmCx5/FBPy3ePLydqWl80Ob\nKJjbyU/K4/+YmFQ6mHH+kHwZBnnTLSL56gL5zF0Z32XymbsyyI+ICUzHKttWnrpYQwO/hnXs+aaT\n3sfYxCIef5oU9vuegfIQIBg7eoYXsa6X8vgVarqBef0TI4OyLzj+v9yN9i6UrVC73vM1TxT8cMEc\nBjDDX/R7GWK1GqhaX5vxi350z/vZChyRJ71mJRZzPH5l2epmL2OdR/GEItbvZ5PPlJW+l8efetSi\niqbtqMzqRf9cZUxT1d3n5A23soVvJu2cIc/jV6fSbK6aAAVCZbdKjsc/NsRsUxsmp7/jyXnj8VM0\nGQdwVo94/GV4p/Mgs4lTdev1k/2tPy4e/4gCBUbsZzMTafuaY0yWt3in/yXf1sf50+Yyg4ole6mq\n/L3po7zdfUBpBcvcLexw6HqXwWKS2i5Z1tNE0FV6GeoYOwTXVy9eNTFlaNVResm+yipMS7qpGrYC\nwUX//nzSrqponSIyd7WcxI9RoDpdNqaZu2Uic1caJ/A9wz92DiZ9VdL+3HV45kxaGYAG1CU/4UGp\n3Z2AUSCfuctDS9I6VrBVQQq/VGswaJs3WcKMwqAf7WyP8jLH4FLGSeauPPMlYsK4QVLblYB2Lvu+\n+i7l8YsqmiZkaRLZu9AbJD9pwhfE/Sm5Kc3c3Ur2kayEJiIla+k+01VPei26Rvb8rXup+rn2Zu7K\niAvKgVjtSAvoAfZsryVaPJoYN7D3ofsuFq0QSonI3K3W4HDLILsJ7J0vt0zBdVWV13rWP5S5u7sD\nY1WCioxVc6MBh6VQeS8ydyf1YFTxTlCsHkgF87zBYBbIZ+5qU0B1PDlOY3AJM8R3kv1T6QStLJSD\no3MUCYdR1O1UgLHi1yGp6TXChqQZ/6JzpzphJ4hO8TD+Hhbg0PUuzFpWrioKTi90uDcdmbvDAvxp\nc5nO7Djv9C2gu1qeZ4vJPTf6L28vFeOfZp1VFtj2rl9glCVzTfZMh7rAiGOdR6bi59ugbrV23+w8\nhSZm9O+Q5+xuEBl0Spy4SizZNNK7mBH9Ia0eWQxp6buGNgvkNT3w87SxEXg9aQvM2HvJuyyRZMnb\nEL0jVRTUdSvDUFm+cj9VcasCu39v3PuBd7riDowJmxxa/VQaVgWpId3xgkE42dK3bxmWZxP8/tEy\nzNdgvWsMjWHHMjbp5ckRWy7QlWn19ILBA6bVP09eq2cI/O0oIBG9DnnvSjrau1oXtLONYfQdvq/V\nc82v6zCB839CxBNkgBt+rr3CbiT7Vfl+5q68586eY6vJ/7Ijupc6Bjd9TGD6Im5VCa2eK4RWj84N\neaaPVig6X5rwpolCz1bPXNc8hbOZyhZv+SqRZpiSvHYvnxQ+MW6Gvl6DbcE4NesfJ6dDq+eIDKm3\nMxxiGeEV73unoVHA+nCy4t1tW/yolPTlDKsHc5jkmEkF8zJ56YYqIWPe833OEYYYYlJSxb2R77NO\nXvpB8Ixk3XvetrJ5VUkvlUYZYTCwbMIw2ecmMeFoQsGP8Xso3QnZhp+M7/DgjGn1zHafcnzlAWBa\nPV/VjzCqFZjvPci0evqUM+WDH7O9NMP/FcfYZoL3uZpT5zzAt6yW55kom/ToJFuMDU2pDkyds88+\nU+ectmdX2rAHp4Ls42lyhzQ1WkSGrj4XxWqYfJbi+oJR0tRvbYmHTRebDPYT6pxKBwfDBFVb9POk\n3V8Q6pz4Pk2io6erDLAJxI0v17Es3a7dR+l8HJOpc0qSoRyiabr2dh8G62TqnCc1mcir82sfYMG/\nNrDRs8khVee81jPsdz3x8iFE4T6umTBYCmEIbpj3z/4GM4qiVg6w8bi3c8o73yDgkosERFMiVt5T\nmB3YJJ/AJZz9CnlFzX9OnVMGeIYw2BfsUWeia3vb0j6KMUiHZ8rb1ERZJ8TcRP+EvHyMErcgVgjK\ngtZ2mFDnlKd+ZZSfzLYJdU61Jfhtxifqaz2XYt4xYy91zole/v1W3TiOFczo3205hJ2oc1Z9jJRk\nBDXz+6pA6pyloj2EMe0njxr//w1sDAm6GceMfeqp3/eH9+eYcS6TV+eseBtdIkv+M2wMatX9kLw6\nr843R5RnPEfAQ0pHT1ftEHGDuh+7RsC6Mvw+cWTqnP7C+2U4umJaPfcXDlGuub1rPeEF+9hi0iTr\nHZQ9wLc5ieY/dHtF53y1vdpeba+2f2fbS/P43+FLCoz4DT9nqmAuyCxNWs4LmWCLSbaYpsWT6Rpv\nLZss84PFg0yyzeOFuhViaQBlS0XXrMk6UU5NlMxT2Kz7mX/+pn/XwZZiqRZ3mgoujHJIHs8TZCS8\nXyyecwTvUF6C2AiCgpYx91F0NJJ2HxIiblf8PEr6SBlBuibFBhKd77ET7k2dI6OIDoYw8OdTGnmh\nDOz74jrhkbmX1u6bNvvCohViUfKO6H3aBphEr+JbGfNU0EHXblV0xGF6nP/9EfbKVgnVzROEUBpE\nIRYt2BQITUXRILD3IuZVd/xconyu+/4XMQaN4gR7Sy8quLuUHPspEbZZJaig7+/5XzE+JZt9RKw+\n0msk+Z1qEFUJjR89K3n4R/2YJaKIO5jn/hH5OE0KRYE9+6vd/HvIIK1+nKtUhNJ+e9fv+3u/3ft+\nIZaqyA4VmFEVN185NABaBkEOtJ+vPtNCLJnUuQoKCadXNF6Qj8aApFVmiQBHmRizn2Njexkba+1k\nH0E4bxI4WArzqEDSNLaCEL6f6mitEHGCAqGwu7cQSwNbufzCz6v7qSW/H8L4jNE4pfw7vhKFWCbZ\nNm9/+QlPFmtM06LlD0Re/iZTzGZY8B++vTTD32cftznN67Sz0ouSZ55ik9neE8p9aNbrTLDFg0XD\nvY62nkILHpw6yINTByl6XGBytEW1511+g4BaFNDtkJ8QpGcjrZ2HmJEdEaNJ8YErvp8mEIg1/6J/\nvkEElZWFey7Z9zmxfBWDZ4G8TLQ0wpe8XVHKtAnCWiTK0ymWIPGnFoy1YGzWNPpL79n3jQ/I3vaK\ns40Wzif36pmRGz5QFubsepaXXfelbJDPh7P50ovvYv39LGFsU0hgbwnAC1hQ9yjfL70oAyWsf5u8\nRv9jb0NlUR/z/dKLl4jSi/pJJwa1lTKDdJ2pMdbcLViJ5H/tP/C2N5O2FOzVebT9UDxA16vJ5CpR\nelGhHPx+9dlUcu1pHGCCfLGZ265+eoXA+HXONPA9hU3Myrs4j7G0JrB3rdKLUz3rC2AlGSlY6cWq\n4BbI1Y5YcSO4cBEaiieVvU8KNl2O0osZY04V6iqxT07IUPWvV7CxAuYkVZLvZQcbxPi5jUGxol7W\nyeDSjG5ZJTLn38NsxR2/Nhl1eQPjRP6AxB2lKKprFgQljnOFwBzFZpoxLv9WYZIRBYZJCvDhOx2Y\nNmd3ik22meRk5z79MmxXzCXaZOpfBfW8NMNf5gUztJhnNQtOFBjSYJO53iO2KuOM93Zo9Dp8XXkr\nC/oyhKen9tsE0IHHx+sc6HUZX0uKrUNQKBV5V03OVNteRt7pihSxFytWjTzhPyOSsr7wfeSBNP3z\nh0Rd0LSmpzYFiBUs0mShqKM8k7/HOkXLr/8q0THFFLrj33uHH2zEamfstO9XIWqbasJw72bek3aW\nr1qB7M4Ihk0vtu4rgS9WrJj2ADNGjztebL1pvH+Adtvx2X5QGz9MKjxBnnIpwypj+iGxz1cYU0We\nr2xBilFrXyVFXSS48mDX+i5Gjyx5eypCthebF+4OwaaZSNoRAyf1mMUWSv9OmThS3pQBvkA+VjD0\n+7pBTArvYl1L8YltLEaQFlvXpklDq6fDSTtfYV1jglh94e2mwd1s8ilYdbRL3byyyEQZikNoNGC5\n6aUg+xG/AKAc/WNlxVZlG0Bjx/oUWMxgqkJUinOvtiRmGvbZ2Lg9gEHfCyndJFaz+E3dxMaAAqXK\neVF87ALhZaee9RLfL7a+tyb27eQBqYDRc3/IV7HZU0lc2mYxYy6nq0HeiVOcQPEKraZniYlo2Z7L\nTt24/PvmurQrdY7ee5pNnk9P7edg8znbTPKcKd7u3WdsCFv1cd7uWeHutcoRtv5ZLdcf3l6a4b/L\nyWyZIqpmg2/4mmPM8YifdHaMr++yzQ23jJ3ZcbvR/nM6x8c5vNyh9+Zr0P0umF517MWKEaOkq5+R\nJ3QPsZfVxV6+gql6ge710vbjPkiOFdST0r4URZzxtlKj/rnv9wHmJSiQlCaLaYUCoTXitUuB0CFp\nY96OH1v6j0k7N2HLr3+yTsZSaq97QQxsRVDsw+Jp2Foy4w+w1SFbqr93CnabcHLB2puUvDXmpYEZ\n96HLLh+ZhkHLZH0vJOyObb/sixVY7ZnRWyRgDMjTKqW3o/9PkN8mMKOfevIpTVTonfZ97I9dgdsl\nIkHzNuYdF4mEL7yNEkEhlbN3mAhIi57awAy14vWfEtyApeTcqwSNVKsYXWNqVLUy+DVB2awm510i\njHs6EYlKmq5ybmBdcF4wXS8gs1LR3tVRbCKf8D6z3rd26sNo68gs1Lsw6X1zt2v9gyHMVKyfzWD9\nZ9H72NaSc/SnndUzQ2b8t/RA8TbPuwMhT3mRgGT7BPxSJhR30wlE8ItWClXMiL9FeAWfY51Jqprj\nRHadINkikQChTtTwY2vJ/4KidE1V/z9N4LqKdfKfYRNJnfzqBftsfA3owmjhNQ4vd+gcH7c6I8AW\nE3RmhzRoWy3yyn7alX3Mdjr0fZw+4wBvZyDlH769NMM/zwplXjDBFrd9sT7nb+Bu5QSzlSZDCkx3\nnzNVfM56xaCe1/ttpnaeslOH4mjE48U6h2927AU43LFzCkvuGsHuaRgTb/45YbCXiRWAmDmaKCTI\nVPTPVogO8x7m9Wt0O6uGNwmscp08O+ctrAOI1SPqSQvziCAmpzPkMpKzAtMQGuBaVcwRwLo66gmY\nLJMrXr3eNIncdXlji8bamFyHSQnMPSer6gVA31L0Sx1f2hOMGtH6Fh0KKBbj+49qlhD0wJt532ms\nn/TMu9WlivcOZpyPEZILgiFSaGVIVKUSZ12e87zvI+9WjwtiUkkhGq08LmCJWPK2BRl3CD7+AwKz\nv0x4/4/9mjb9WOH5e9uZ0DNLrimFnuRv1AnpihPeVrqSkaef/q2VBsTK5zBB8xTF8xN/p/PAvHP8\nj3odhVs+ZupukIZDg2/k7av9yRosr8T1nBR9EzK4ZLJBNqtt71hS4PpV73srJuHAyJ0I3fxb/qCE\nk1fJF0MpEkZTCYeeI5AZ0Zu+z+dEvo5W3HK+JLWianuiV1eI8a4ZuYbRSN/zh9gg6nGkVE6t7GvY\nzKfrUcU+wcDjwB3YvQhjcjwbsLMI454IVln6jsdn6kyNNtlxr2i2+5QX46/xTXmK+d4DCkNo1g6y\nXq9lageAIyZRmvYP2V6a4X/GT5ilye94h9OeFK8VwHS3w7PafmZ6T2nXajS6XWZ6RnFarxxkducp\n4y0Y7w749kyBzplxftLZYcxn7nHh503X8Ukxcc9ezUooyvjqJYmWCQEPqVByh8ATNbv/E2Gs2wTH\nv0UUbxCet46N6jTrL01fl874Q8IT6RGTjPDU5wRFVd+lKoQzBH2sY4aeOkwI+xxC42fw6DqU1hzi\nWbSqSdJtWfdmtrAEnc2eGfr2ekIN9aBxu29aLCcqpucjTxUsYUjxcyVlybvVXLUX03/3/2PvfX/b\nvrI0z49MypRES3SRMZnIliPZVsXyxm6X7Ymz42ATTFf1dAaY3kUPsC8W+5ft2wX2xQLbmO0CNr1d\n1YNkUZ6Jqx3HbXstJ3IsxZIZkw4ZkzIl0SStfXHO8z2XrurZCrBYIxh/AUES+f197z333Oc85zkE\nDq2VgTj36cpA0IggkQ8J7ftdgsefZq+mtMjUW9ZP+v82BrnoPv+SMMa7/8yx6XlTTF/4fy35Dj/f\nXxL5CNMYbJMmgmkVMEtAPEcJjgAE7o/vJ1hnlYghrAI10XWxtnqvaPWWda05zzitFczrr9QC59dz\nzWHqnTW/x5kRrF83yEfnOea6PdPumdfyxCpbBrJGcNuVvKBERzW8ChwVsLEro36bMNgFP5cmg4fY\nGFshIFnRlecwI66JpkWM9xo2iQiauufXUhAXbIwu+LGCd6p+P4rh6b43k3tbdlukyXLe7VTBJGZ+\nKE8xJGe1RHxiHJTh+0KFWu8JuSG0SiVqvSdsFw9xtmPuRbNUHosL/KnbKzP8I3Lc5Qw7TPNz/+xr\n3mGeOuulRQo8Z7G4wcxoh43SMSp8D1jgt146wtu9Jzw+X+LtzSc8WTjERAuSSXCc+SLjnngkfIA1\nlgK+ecz7/3tipHSxRpYMrBpZ5eAgOmiDKKuoCUQdXMUjaoQX/z62nNUKpEt08J7f7zzWebrJPjq3\nArM3vUi1d8xBE/J1C5gN2q6TMoTGf/BBiH/eM3hmp2f8/P2WV0vyCa1bj9c4bFuN1WtrsFKIotv5\ndgh97fZtQpDxfs/74u89kDvnchUyxNs4JOTvp0wYRxmwBoFgNQghtZq/il9jUI2Mza7/LwmEXSLh\nS7j7WcKTvUokf6WYv8hSZWwiEavn75J9FCAWpq99hOerueYISEmcfwVp8c/T1c+vMZaQJgsIA17D\n7FQarH05/nDOJTMUBAZ/91gd5NtY22x4Zu9k3rx99Y2rbbjQ9mLqBbhWNzbP2lpMgIt+vZr31/2W\nXWvWNXsAeEhWwL1xDWr/ym5wcM20fwD2bxOF1h944uFZf6lyZG4SMIugGDFuEiNKPXnZHxDsHs2M\ngnyLZE4hFWyCEMPthF9bY1vXmiJsSxlrWK0K/sLvZZ5xDG8eG9/HsbyCQ36sziNbMg8TLRiV87y9\naTbtzboteMGtbwAAIABJREFUw+olC+ruFKdo8Qa1UYPt4iE2WKRfMpmGn/HUvf8n/JhtYn9//0cd\n8P/FNjExsX9zf5kZdjnMU+5yBoBT3GebWQ7SZ6HzmFEeNoqm03O6aeDBWvUYM5443+cgJ+48DqqY\nd5buyqTNnEPYW4GpfwB+jkEyaXCliRnQl2EVdYRrfswJol4uREeDSP8uYYEceR25uJ/M6A+xjpT3\nc6b3s46Naq0kpNdD8plWFFpBrCX3pX2VQajO6okt3U5opNQkctVyZsYSrN3zJbw/+611r3T1Ep1v\nbS0SpvDHOlu24K9olDN4YA8rvF5jPHgq3P9sMjnkCRpnxf++RdA5t7BxkzJcynjA2fd5D/hfMcMk\n47rCODXyFgHBLBIQTZnxJK8hUXFL0FE12ecjf1ZNGG0iLqD3s+vnPZfcj2idup8N4L8nMo5rybM9\nSq7bxqqT7fj55rDuIFhJkJGkMITl6z4g4icqsr5DBNCP+g3dbof9WiQm/FSLf7Vnz3puCe6u29/L\np6G7DnMybD4OGp/ZpDInzRolKUL0/02/ETkey4RRT6HWVCcrlTVxKmS22p7C+v2Q8MLzhJMnSFar\ndBE+VCtDY0f3mcbZNBFc9vtK4Se9o2v8IdTzNez9OUypwfJJ9S0xDPvw4N03KfA8e7QdZlhubmV1\ndwX5bJYsofU5BWbZ5thEm/39/Qn+xO11Atfr7fX2enu9/Re2vTKPf2u/TJ15GlT5hUvfDckxyzab\nLPCcAlUa7DLD/KjOwT1bDG8XD3Fk/RmPl0pG43R+fu/sAYqrVmw9C8SqwHkTm3WXCS88R/BvRdVc\nZdyz6GGzehHzDJT2DcEoeEAEiNNKOynzxxNWWCHoZMIi5UkU/fpyMZV4dp6IS6wSUrE6l9NE9z1I\nNyFWhNNTd27CzALsbCb1TuvQ2DTsf2stAnuNHizpuQrQbVqgb6djzI1u02QaFBBMvdxVTAOm+5J0\nQ5pgpSBrE5N5uOHPLlhiiyhm1iTq7ELIFW8Q3vAs5nhJ2lhB0aMEjfM2hv1rVXCDSOJaJBKvygSD\nSKyiGoEG4v+fTfYRZr/K+CpiI3neGgb9dDEcX7o8es2P/DyrmJz0y1x+iLoEp/yZviXorooVHiPy\nKPRuRVBJg8lpPGISg3M+TdRU0xXQuZIFaeeqxthRULbbss/ow3rTmD1gMaJj3ucba1BzGfOdO0kf\nlOQxZLUr9nvOALpE9OnEM6aD3eACAf1Ukpd4278X/COhxetEkFjnc5nyTGpBdTF0P5KL0DLvLT+X\nMP4eAeOKYbeC2QmN94fYuFXweA2zC6reh9+jSz/0Vg5QvP0CakbvfFqM2iNPlg4x23vG86lJ6rl5\nptmhSS1jQi6wyTazLE48+VEe/yvD+NdZJM+IGs0sAWF+VKeRq1HgefZA86M6/VyBubZ1183iYVpL\nFU6vf8ugDI8XSrzZ61BsvoiO0IXu8iRzDweB5TUZDwgpSKvYgIypgrBgHWCdkGdOgsZZx6hhDbyJ\nNXyL0OURq+c4wfLRUljwj1g9TQIOUgBJ0JOOWSM4yAUMy1yz55tQILmPdV5fZs54LsNwPbnn41B2\nNtAxBYfbsNuDRjN7hcbXH9qEQM+SuvZ7kZR1ueDyzwW43zejv+Gv72M3Brt7RvtUFu0WZgj/th/w\nq2iY5zB45a/8MyVRkTSJGD34bxl9iIll2q+j/VeTYxYJCKRKMG5SKEp0yJczX1MK6QzjPH59X2V8\n4lNy1MDvZcM/18BLmTO/xrqg6JtH/XPBSzLk01iX/lsiF+KWfzbA3u0Fv+4xAlaaxYK35Slj+tSA\nxf64Vs+ct+eNvunuzFVh3R2PJW/TuRKsbUYcYsYTt2Ygc2TKypCtu2BbBWamCK0cMHz9EkwocKuk\nrBzj5RA/898p5raZPFiNqG+hsVbyYzQG88n/BWyMKrlKs+fyS+fS/iUicfOaX0PHagZOr6XcIWGD\nfSKxTJPn8UmrH1LFbNchs2WVToc3182zurdkIpVH2s/YXigwP6rzQ87om1I4EPb/Y7dX5vH/+/2/\nYIFN6rzFO3wNwHMOcpDnzPfrbBdmOdzr8LRoL0Nbq1TizWYH2vDt6SMUeG5Zu61BBGUUrG3DftWF\nzG4SjQcxs4tB0yC09G8m+8lY9/13j2AGQGjoKyVchVL+DyJIvEmkeauTncAYB/8cxq+4RZ7wkJSU\nphoBK1hHPE94LcJLS8AD89R2PXFLbJzpqRDT2u7BVt9F2rSawLTXyyUTZKvUwutv1eM8c1VbBcj4\nX+2bV3qfCO4+GpkXqYDiShFu9ELGAcx4fEtUjWpjRmuaMGy/8/2WCarjgKjoBeHplwnhs2OMxySO\nEl5t6o0r8ApB1dQqIPX4X6Z8HiUCyHPEigJiNSSsfpGgj64k56n6PgrippRVsC4zjdnET4mgtQLi\nYO/8bd9v6PdwoWh4/GISSzmK1Uj4/Sja6kphXCNf7ToYmqKrvP2WP1jWL+S1dkyk7VghYjtggdvd\nvRDsm57y3JI0gz2POTl9IkFLCRBgfXuNkE0YkuHh2fYyxn+IcKjSfJuOX+sa8G+IIkw6l8ubZIyd\nLmbE5WhBOJK6Nwk4ankIMTEodnDH9t0vWQ6NvUTCyTsO3Ypl7/Y5aElcvs/jati/VqmU2cTZvrlf\n9cI8zznIuxMPfhoe/3m+BKBGg2kP1n7NO5zkG54WDlPptXla9ActHeLIpvGyWqUKb/Y67Fct+/fN\ntQ578/aCNFOyho2sBzB8Cybl3beJDpEuAQWhqJNogtBEoDX1GtbI3zFusJeJTNpLRMReHUqZwQ8J\nb+VrLOCs9bw8Glmatv+dMoiOYx1YXv8U1vlumycOvmR2XaJBF2aWjLI5eZ6xugODLmx1LFN3et2C\nv3Rgw+/5aM6qKdWWscHQMQNwewQfqePnLeHnEW78cfXNBMbR4+z6BEDPjM8MoW3fxiaGT71C1HtE\ndqqM6AXfT4yeNHCpVwh2DbFmuwQJQ174dLJvSg1NUyHEtFHAN/WnxOkXtHOVYBCJbppuWhEoGzlP\nVArT/Q+IgK5WGWIeQjCMGkQAfdavrQH8Uc4YVkcJnv9qz96HKJx5f3+3R15Ax9vsaj/ey9E+zOXN\nq/+0Ce/ppcxBRZDgmjkOt9ZhsRDPOTdvmbwAx0owOefyDBUY3LS/B5uevQs2lu4kjB7Jox8nVrl5\n//+h/64SvH0tGdd8/zY2Lr8mpJJlaJeJcShmnjxy9eeqn+s4NsaVmJUj1Hl1nQW/N8GqqwSMU/Wf\nzwnd/joMyzAp+6PchCmzXYd7HebqHR4vl9h35GKiAy0qvNnt8GThUGb0D/csyxfgME/5hpP82O2V\nBXdH5Nhw+swmC2yyQI4Rdd7iIM9pFI9wkD6N4hFm+jv0qgfoVQ8wzQ57VePEvnmvAx1iBvQX3nv/\nANyEwRWYvEk0tmhX8uBXCTYB2KSQw4z5OpEpeAhLwJIVeYtM2yZLqjpNQEeio2lSAeu4JazTzGMd\n8wHBBkhhoBX/rEN4PwK+5e0/xDrWHsYRLvrg6QFrsHPVpJq7az7QOrCzbj84dru0RNbpt/o2cAVt\ndEdWPu+ur1Ae9cxTL2OZu/tDy+hdrsaK+8OyMXw+7cctdzFI6AY2TkXX3MLGnJKOPnGj/8ucef8r\nmIdc9p8ZIoHsETYRnPJjtY8MpSaDhu+7gcFI5/x6Ou4Y4/V15wgoZQ6DXqZf+vm1/6T76fhP/Zzi\n2Z/y653ze9CkpAQ2ees6h465QOgSCYqa8X0W/d186+9KDvAnbvRvE9XBFIO44T+XC5Eg92nf2upD\nbzw9w3LV2nV/aP/f6Fnbg/WFu2vWL7qjMPZbcnAq1qeWlnyVWfL+1rE+2F2zPrlz1X6kd5/Fpfaw\nPq0iJUOsvytgs2rnosh4SrdgFklEjBifCKSFD2Ggy8kxp/0nTzB43iI8h19gNuAQAQOtY7ZChlwO\n4tCvkSIEbnsm3SYNrthz9d4/AFWY7W8brt8xmzbRM/u2VzWxyl71ADP9nTGbeJDnHOQ5dd4KOZsf\nsb3S4O5/5F8yzQ6zhDpnyy1RhRbbzFLhe55TYKFnqO2UsnNL0CqWObreZq/qQd+rdp4nV0zjYq/k\n2vx3CFgl5c2DYQgKFkklTzO3vIIhEWBNVftgXENftND3CV4/jCd/KD11jqCLQeD9ChSLsrZHKG82\n/Xq/w1xPTU7y/iEG0DUi5tAnU0YEsqDWlou1HdMKogp3HeY6swzra3YbytzNtFv8NBuEZ7xcgDVX\n6fyVYi3A3zbHxcF2MU34rU7k6giiEOSTBj51rV1srP8NoZG/hhlEoWeCULoExDKJjWk5rtOYcRS9\ncpnw6IWp67nm/HyPku81j2vVsZh8L7hYMZAykUxWxp5XwWcdI+9/4Pey4793CejprwmphkZynwqA\n67n0/k5jHvcnnYB+tA2Av/IX/JvmeNvBeJBaVNm0/cHt47JNAmfOk8WhtkRiAI59SBAdVPBHkIwa\n7DLWbxX8lEO2RJQt/QAbF4IiVTBJGbQQsK0acp4YY93kMwhKdA2bZFIappLF0jEuWEoevxywKhHg\nVTxP4/QD/60Vg+Cnd6Os4lQHnsybzXpyxQK4U014tFSm0mtn+4DZus3iMQ7Sp8UbzLKd2Um77RY/\nn9j6aUA9X3Kei1ynxRtZcHeTBQ7zlEXWGZGnQZUzvSdsFN9ms3gMgOXmFu2lKcr1PY5utvn29BF+\nNnrKkfqz7GmOrNsEMCWWTpUQW9LSTx1wChvdLazBFaGHkFMV42cFWwbeITqEVgySar5DePfySpSQ\npY4okTYtYSH4wU2/loJPy8Sko/W+AsqCmNoEnjjElqladSiO0TRRNXClzpZpsDQ0aS3A3WtwxoO9\njXsWCHw0MjVOsWguSr8IaNfhg3kvvVeE6U0z+lvNGIPTWP3W7Z5l+Or1C94B81b/qmCwkWAZcfpT\nSKeLJVzd8s9WGBdy0z4y8lIw6TKOu58ihNi0KSFL59lOjpXtmE3+1vfS30kDzgr2lolSkTXC2Ov5\n02sL3qkmz6fksvT6cnzTbGCwimd/24ePPZZyjIg9qhrabBF+24YvPOv2V1XD5ueqcEFQ4ZQVUj82\nD8dycHfTkriOksRScgb3nDltjsKZy4BP8LXUwJagtWqCb1SJwKuWiN9hBlVlFU/4Pq5aCYRQouJk\nypDVWIXg7Ut+IYVz5pLzqEwq2JgQVJPy9TVmxPjDX3iiKEqRIH0o0XKFiA3WibEpZ7Nt557SeK+4\nncrDkfozurVJGkuHDd/3e27PT1Fe32OzeIwROWq9J2wWF1hgM0to3WCJTRYIOsOftr0yj//3++8y\nyzZ3OZPpSf+cr9hlhml22GSBEXkW3OpphqvSoNB/ziifYyc3w5s3O1FnUyueFgyWYPfQJHONgXWq\nS7A/BROrsU9W2PwQ4e1DePwPsQ64R0wG6hzSCRDmf5lxjZ1UTuEm4SnIICsrR9f0AFDm7ctDfzm4\nqwxEp4LxBWYhvNPtt3zpfIIxlkH3JsypIy+QpaM3rptBGA5tyb7ssYvJguH+ou190YSLp2H9Xhiw\nlBIpD7iGlWwU5fNcyWR+7xMadqcwFsnfupf510VjDt0jKnCl3j7Y2Ctjwd5P/XqL/vuY7/NyoPQ2\nRpH8lIizgy2GZFSv+ncDwsmUl66A70f++aeMV+nSNT70d5GeNz23rvkRBhPp/DAekN7CxvyG/06v\nq5APhNc/SUwgpzFa5d/0YhJN3znYe1fbqF0UN5B9XPTra2WydBq+uAcXJUiG03xLlpm71rGgbj5v\nk3tNDkidrMB69yHMqW9DrIAfJFnn5wk5ZNGxdR7p4WgsaAUht7VIkDf6RKaf4noQK/fzWEeTx/5y\n4tVbds9cIQw8BBw85Q1wPDlOXr/kIWRXKrC/AhN7ZDaoW7OpevrZgEklpiXS6o/Pl5gZWfQrNxzR\nLxykSS0TqTRIfJjZRdnLysTe6wSu19vr7fX2enu9/fPbK/P4/5f9/5bLXGNEnpxP77M8Y4PFrNbu\nSb4hx5AWb3CYp9nxTznMYmeLjdIxaqMGcw8HPFk6xJE7PuU69tZdnmTuswH75xOFTnkd8hKWiapX\nDzBPOcEqs6DrCFvmieenRK7/Bvi/MJdJlC55E/JIJA6ngK2UOCsE1CPxqjsv3VOdwESVbv4ynJMW\nar9jej3SPd+veyWuBOht/Iegc+6OHOOX0qBWIG1L7gJPyslZAg7AjC/n91tWJ/WL5h/W4v2tv2cF\nUX/nv6sYhDSZDwphA/PohV23CbVOOWzX/PcF//wRgXwJOdjw7+4TmHkr+QxsBSA9HXn57xE4PISs\nwrTfR4rx6zzi/q8QuLjkmQW/3MAcx1/7eboEwqh99PkiwVpq+7W6yXnAVg/iF9xP7he/xxU/frpg\nFMruyBxfgQAf+N+PMNkG0XzLJbjhL/pi1YujVGDHIZAZh/fUH8D7RJnQoTpuGP90ohc2HLlGD0De\nKm9NJHz8Qd90erJa0kq4bGOetx9Hj4BPVHlLiZf48Z6wmFXWk4y42Hc9QlxtSKzKReXGX6zG81sE\nZ1fMNhinc14ibIbuCb8vrXCUpPYhTNyE7ofW8nNrgyye+ORdS0rtHp+kkaux2LEW2ygdy+zeUw5T\n4XtG5PmGk+y4mMks2yyyQXXi2Y/y+F+Z4f9P+3/GJgv8nK+yylvPOcg0u8xTZ5tZZtkee2CAU+0t\n7pdNr+ega1rkGDLT27MsXghBtj0YeDB3cp1YBsIf8uYhOoSSoe4xbqz3yJJOso6gyUO6/l0/r/jH\nELiikraku59CPatYJ5QB/4zILNS2RxSO0X0pQioMckTUI/DMwf3bMJFgma26qXNqMO3fdhooJuAG\nTsPLE5isMyQGzZg0brQN8//NphmqM1VLAEvpkxAURRm7Hcywbvj/ZzFjPA38ygONNT+HDG3ZjzmV\nvK5JguMOUYnrBqFiKdhHx0knZ5Uw9uLyq2so+Pv/ZvgVvG0THH4dBzEpzPpxL98TBHR0i/E8hZS0\nct/PoQlxErNVywX4TT/u54rf+6LvL50jtcVu8vek33PNcX49468W4ItNm8gloEaH6AOQJTwONhPB\ntY4XAUqclNaXlgfAPOyv+fc9YuyIeZMj4linMeMsB01KmhoHChiLVwuhrb/CONRTYjzgC1Hg6CZm\nI+aIyUF0TmXdXicmJcUBdG+n/Rypg6ctzSvwMT5wqGhS72eKLNlzrww7xanMxj3HBNh2mMnsXeoA\nyzYC1Jlnl2k+nvjsp2H4//3+XzDLNod5mmH8debZZpYCfRbYZOgBDYB60USJ3hgZ1tXPFXjKYZbr\nW/QqB9guzPLmNXM5n1w+xJHmM7qVScPS7hEULjWgl4KjgnWaeazhvyA65suSzkoB/4zA/NIErhLG\nFFASl7xsGesCQdjuYm6wRnifKM2mgG4d63ipOFyZKA4jaqeYSjCeAq+OJ+EpxyR3rnsiTVrirgOD\n72DyreRcute+abHv4oE91dMFlubHE3tutAM/hqAvfuxJP6JYXiA82SpB89zAjOM046yVSf9OPP5F\ngvkiY7ZMMHpkjDf8u0XifoTNq5KXmEDCuW8R5RuvMW74hdnvYtj7ueTY1eScMC4Pnd5HOsk8Isgf\nkwRjaYPxuOQiUR+g6ud9lDzXtH/fJN7tUb922Q3bJ52gvwvrT1dqYMl663W/bw/uTwPL6r8Q/YKk\nz6SeNWR5HzNiqUnMsEzWn/c7CZUTfwl5zPDKq84RcuhLmOM1jzk6MqKaUApYI3xALBf1ovvEJJIn\nkrfeJ9g4aQLXOja5SGJFz9chArwjLCahHB7pecihVPZv2/YfnLa4I8Bca8CT6iGOXHvG48tGRy+2\nXrA2H15+YWSz+ve5CvM909tvFK3c7KZ7en0Xabs4sfrTwPjf4StqNCjQz+pGLrLOYX5gSI7vqfBG\nv0VuaDz9hc5jFjqPObg3YCc3w5H1Z8yyzf6UFTE43OtYo+XgyNqzbDk5eQd65w/Yd/NYpzpPpIW3\nMKMomQV1xGXGU61hfBm56T8pZzjlF4tdkE44U4QRX8U6lpI95FWJM/wuoUGurOA6NunoXO8SmYUK\nUp03oz9ow/5NokgM2FL6oaXY7ygS2jNvjCmjWK7dsx9GsNaEW/dsgJ4qu8DhyCo6LRbNULUa5tVN\n5i3ha7nggWHs50LRvfehwQyniuaN7mCsnvdydoyCuh9h0sI1gqKoRK5zmCGWQexqf/+RsZsjkqna\nBJd/w1+7AsxXGZdpF1d/knDiJl/60ZYnVjLi4Vf9nKcIDv8qweFvEwwg5Qwc9fs+588ieGfOn/Wa\nf6cgrALo5wq2/4DQ1lku2Pvcwd7xqaK988HQfmreHl2sjZYL1maTeWvDiuotYO3bcNXUU2XrA7fu\n2c9a0/vHPeszTHkfEmlB2j7So4IMjty/aX1z0Hbn5DzjfTj1sNP+no6Fd4ncGuXXaBX9IcG5Xfdz\n6XwpNAqRL9NmPL9GDKIW4xIvqs0hBVHlzZwgPHgdk/Nncz3/3vkDTN4htqbbqRwc7nUorr5gf8qg\nmyPrzziy/oyd3AwH9wYsdB7ztFgiN7RCVN9TYej1eQ/zA4uZUfnTt1cK9XxPhbPcZtcXpTlGpreP\npSFLpK1KM4sDtHiDhd6WwTrOgHnw7pvM8ozDHcP4J5Xi3Ye9JRjlD1BcfxFCSWCdQjKsEEvJIeEB\nLGMrAE+Syo57WU5ZxdUVzYcQcIJxXRF1XhlvQTRKXxeNLKVyanWxSnjoab2BVJZZCShlotawc567\nzvyZm7dr7N92RkXizXR9oM5VjKa52jYjdOy0DfpzSc2Du/Vxobb7WELQcBRw0N+1IzlIdVj/rj1O\nVlJZxsWixQZ2Mdz9alyKy/7/x0RN3TXs3gSXyHOeJnLzFhnXsBf+v0h48qcI0TUIDjsv7XeUP5Sk\n3iDomveT/SAqhqX4/gb27PIPBO90sQmgS8A9gq4+wWAcxTmuYPGEaQyrh3h/n/Xi3f6l02gbCUe/\n7Z+rjT5rj8NZmkTOeDvfqsO507B1LyallbLRPrstZ4ol/Wff+/zEWeChy36nbLVDRJ8X1LlO0KIF\nLya5IPQImrU8fdGUwQysZEo2Gc8JWEjO0/b/UyHGdMxOYav6VN5ZYy+FaC4yLiMBAdFCyLSrUMsU\n9JYOkBu+YCqlincMin5aOsQ2h0xiPslP2Csbf19Qd5NqItJmMLdg8R/L439lhv/v9z9gnjqbLHCS\nbwCrwJVjyGGe0uINCvQ52XvAVA96JVuc3C+czPCt5xQ4vf6tLaMKkHcIYqIF7eUpylf36L4/ydyX\ng1iPC0u8ghVrFsdYS8g5YhJQUKmEGdA7xAgUVVPJUdf9PKt+npc7V8OPFzSTJxJX8GsoCaXHuN64\nLKQCUguEtyHvJoV77hETybynxGvJrfOJEtfzwiynXUVRcFDPBN7u3rRkrrvibd8LzX7yluSVyo+c\nKsP9dhjObeBjDxhKu2W3b8b4W9/nrL9SVXC6koMbo9DtgXFsW3DPDUKySNsK5vHe8GvXCH0cfS98\nfsM/SxOqYNzYv8244f822S+dCNJzLPpv4f1K0Drm9z9LTFYzRBMqSVsBbL3DNN5R9vu/kIOro/G4\nyWVslfE21v2mC+O6TBN5+KRp168RbZXmFFSx5CyGprWftflyZHGfOQ87a75y7Jnq6+Ce4/1yTFI6\nctEDu0p2VH8uEeNIhlVeuPqqxM5extJzybWU/Chj7fefQUdgq4QaQZ1s+b2sEB1YJIgCNobkbWiF\nARHvK2Jjt0tAsjpPC/hzP1blUeeg+4tJ5j43YLJ9ZYry2h77FRjmYNIpofeW3s6UN8Fs4qn+NxQ7\nL9grwjfFE/QpZDz+pxxmRP5HQz2vLIHL6kRClWZmyJ9yOIN9FtjkOQWeT02yU8xlmJb2PbH+mL0q\nPFh6kxP1x2xXp7JEsLfXnpAfjaCEFTpQync6Q8swCsrZIyRU5dUW/XtJM1cIj0LuV4lgC2xi+GIL\n80aU5PVl8uDHieStZYJBVMNGutfn5LifVxMJRKbuJjZg1rAJIi0UsUZAVCtYSvxb2MrFvaidNdPw\naa2a0Nbksl13RlmYQLsJ2zfhzCUL0s0BtL1wtw/cbt2440tV+3u3b3jxchV2/TyXSwYNbGCSAWt9\nw5VbbfP0wbzUOTxA6UZfwdyPfPL8tB9JXYJwLhPcfXz/gf8Wg0WevrZZxoOdSoJ69NJ+G/57kPy9\ny7jHr3wDCE79dPK9NHWUj3DK71UTgI6bZjzpS3EInUvw1keugVTG3tEVN/4Qxae0eqqWLd6yDFzz\nvrGI1dld9TZqtTzAW4gCKjtN591Xva19xdd6YH0BLPdjgLG7VLN50ilULZ/FKivez5aBdZi4QvRV\nzXRtgsV23PbLgqty0CSbcpEw1FLyVM6AvAGxdAQxKWEMAqr5BcFgU6KWOtCen9tLIrKJjflRcp4l\nbPLQxKGCSso3gKjfLRJG2+5tbnWQrY7yI6tJ+nDZqmyV63s8WHqTxd63TPnYebD0JrNsc79wkoXq\nJvnRiIM855BL1wOMyGeFqX7M9so8/q/3LQX591zOjPlb1PmOef7l6D9yK3eWM9xlprfH02KJWhKB\n2i6ZNvX8qM5cfcCjhTLz7Tb1suEpR++0YegVbq4PAmcXgwCiwk4bazhp71wmGllBHBlqiODR5/7/\nUnIOiIlFDCEYT7pSwEnytKlsg7h+dSIhTJ0IxhkJeazjK8ArL7yPWYBLBHQkzYLU49fvkZ2/0bSi\n2EkmeCy59yyTF1xjXZNM2YJ7YN7e1nqUS9RrkGG52g9lyErFBMBk2FJDfoPA+zeI5Kx88v+uP9Ik\nwXiBCJRuYOe+4MeJ5QMxv04yLuQmaEj7bPjfqVe/yB+uDBoEdKOAsuyaICAZ8gt+jfR+FomAtFhL\nA8zh1PvZ8v2Gyd+aaLRyuEaIvO0CH7lhlzoqmDCbsqPVRjWs5KbYXODBWodhGm6Aa6eJlXAqFd7y\nQuphV2tJAAAgAElEQVSSVND4yie/XbaZewQsA+b0nGW8itx5/1z7iB2n84uQcC25B/F2IajS0sUS\nxColTHnr6TjVptq/60RpVC0nBSuJ1SNq6TUiBqf3Uybsi1h2HgPsXvLg7u0B5OHRu2G7jm626c6b\nbQOTqZ/tmJvSKJs4205xiruc4dzI0vL+Y+5f8hZ1zk+s/TSCu6+319vr7fX2ens12yvz+L/YX2FE\njhG5TF1OEqPnuclB+tlyZmm0kc18O8UD1AvzzPfrFFsvoAcPlt/kME8pb5rb3V6Yonxtz2ida88C\nTx8Sy7pNgpuXcubzhPfeJCL04gWLBSRMUt64aore8WukGL80f28T7uFnjIPTXxK0NMlIfM445bJA\n4JPHCU2AO8k9pwJV60llLhWmAPZXDW/dfwATx6FxMyh/WljVRGN9Bi1/1oov67v+/27fjlvrRNr/\n0SLc78E5D6rt9wzbHySe1XBoxypY+Airv3t1ZOcYAFdct19e78scduH80uUneZ3y3oXni94Jtjr4\n1o85hTXrLMHrh+D2D/0Vv+ef/56QZNBKQvDOCuaxV4kg7ySGtyt3QPx9Yfkv3/Mk1gWE7wsi+gN8\nvwhXe7a/3uGVnMkti9U07TIK6TaZN7x/ogi3No3186g3LnO97LTb6QLMOVY+1v5gfbNjej1pv6md\nh333jLP+5UmIY/1Qq1P105SlJt2LRNMm6/daAb+PxdwUBxMN+hfJyxS7R/3uLONUzhbW+O8SnSMd\ny8vYmKoQjCH8mpJXn/Lz/7HcgmuELLSSwIbwZNmCBUeuPaN9eYry5h7thSmecpgTa4+hCL2K+eOy\nczO9F2yXJlnPLQJkMDjATc5zkm9+OsHdf9j/r9lhml1meM8B8wLPucsZ3uErhuT4hlNcGl3nfu5U\nxuo501njm9LbHOYpB+mTH43IDUcWMVcDCqIQQ0CJHGmUXo18jazafabznSaLpNr6mjxeruxTIUTc\n6kTWrdb8Yj20CO2fFIvXPUMITa35OZyCCYQe+WfY4EizgXWeDobnK2gmTnLTiqkAzKiDSkbWg8bZ\nkt2fq9ty7DdvuO/0lBl5BRSXqx7cK1oSkFIGyhikA2aMLhRM+/0RRjd8NIJznjgEZmx+60qSXQLn\nnyMM24Uc/HYEHxfgluvHK3tXzS64RMa25q9cbBqw4275fSrwK8Ot85QJ9s/LHPwUmz9FoAmaOFL8\nPo8xc3YJdlGFCPCCTUKzLz3LUT/mnDsOn/RNgjl9JxeSiRLf/5c+CZ+pwq1mFFwRy2jRYwRnvQ3a\nBLX+jOI/3p5rTc9+VvnF44zFduZcTyeDCF8OwPrvnc+8ZGOVYMtou4dh9yXCsVKGrShdHxI1KY77\nzyqR3Q4BYSoruODfS1cHAsLsEGNTuv8apyveSEPfv04YbTlxsgdTRELlecar8smh1NjbIxI3BU8N\nySCzvbIxD0f5HMNcLjPqTznMyc633C0tMyLPqdF9rucucZL75H3W+4p3OMNd3pro/DQM//+2/zFn\nuMtTDmfpxxApyDtM87PRU37IHeaNfot+wbLZvmOeCq0s8v2cAn3PdNPLONx/SnHtRSReueHeK8NU\niqmnEgnrGDNAxhWs811hXJtfnGN5EhX//rxfq09IKadFIBTEPUskhXxOJH0MsYlHMQMlvUiaGSy2\nUPf7VOq5jL+yjT/HPJ+cP1uTcUlciM6+xLhgldLjcW9Ng3vdPMCtflA7tTXu2ViZxJKC1joRZIVQ\nnay5l7qIrQo+642XLNSi6AIRzNwlFDwVxLyMJU5pAlBiF37Mez5BXMFokJf9seSFi8opL1zHLjK+\nKkgNebqP5A9SL/8/d54NYpIY+rN9TNi1X7pxVlLaADP4n/RDpC2jcfq+miAVE4FwZnf9nj50b34D\nWz2BCeG1iYD2LGbYNzrRXhUczyconMcKtkKrJWyu/ZazdBTsf1mYcJ1whFJpcEk0gPXtLzEPXnUz\nlDGuCeIE1l9/R0gyKxlR+L3GXx7z/L0ONe8TCnUQ9XZTiWclXkKMvxYZIy7LTUiLKskuaEI64Z8L\nBZCEBLA3jzmksh8J9bW3fICnhcMMPTBS4PkYo+c5BVpUeIs6hf5zvi9UMps44+tTSdz8+cR/+mkY\n/jv7J2hQo+VcfoA+B5lhN4N7ZkY7fJ+rMMsztp1PtdB5zO3SChfWV6Fo+tbbxUPsMM3b1y3L9/El\nCwZ/Xz5EYdRn7oF1697xAxQ7VpB9UPAiLcuEXLOWfmpATQCijihwqmIQECqYWnYq0PMZ0VneZ0xG\nYqzGp/a5ThSMhij8rAxbfSbj/JBQMVRuAITc7BI2al2zh00y72e/ZwN55kNi+eyB44Fz/fO5pLxe\nwTM050yZUeX1NtrOlU+MRwULACsouEVMBL9agE824WOl/Eurp2MG6lwhqkHJsMnoTWLG7IZDHFuY\nE5XKOAwINE0c+Fv+e9F/K5NWAVdJKSzG68mMuvZNmyvdZzXZZ4OQeHg5kKxMXP7IfQ2JMosKVDew\nCUfG+IJPlIPknWQsKG/3W317hlrJdZry8EkdPnZJDb3DWT+32iidtMHaMQ8seg7AXNWqtU2q+BBR\nlnM48spuqTEVHfgzcxYmiv4iBHv0iWWK+PuSYpbRTxOn0omlQ0iQa5xon1X/vMB4g2n17vIIfO77\nfEgQOrS5omamx18igs8pZxmCaCFoVz/Y9QfnjaLZKx2g+NBsTvfEJP2cNdgb7Wc0yiXevN7h20tH\nmGHXNPmV9AncWFrhbGeVzdKbmQ18Y9RiJzfDTff0TvINO0z/6ODuK+Xxq2jw9+6KXuILrnGZGg2e\ncpiDPOck95lhN6N/CvPqF8zgS7Zhr2R6F2BUqbnGwAodfPYMVtzQq6OBNaqoY/Kw1bnkkaySJYJl\nnGDhnPIk1JkLRD68ICMZbLCOJ5aQ8IEuMYGc9ut/5udYwgaGYCOIAabBIO2fdDKByBouYp1YLqgm\nhzR3wVNXW65JXFFJSk0seybOppqrlUoUZJ8tWnm/i6cti3N5PoGT/LmuNWEloXFutA3euFCAVZVn\ndIM/S7BV3nMoQ9izqJxz/r2SuN4j9OZbfU/ycs94BzNyYs1AYPobhCcu4y32ixzHjxmXYr5BeOGf\nYDZh6OdOJxIZ7EUC9xfjaAvj7qe1CK74M7T6FkdQ8pZsTJdxDX55/uXkWtvYJLDat/d5o2+Q12I5\nBNiW/fvLDtGBtetaHZbdU//intVF3u4Z7NdqJTWXlQylLNXj0HJ2W+VDMtoiELz2VA+rTGTIQ9Au\nYRyaEQMOYiWxTMAzGhuahT/0c0maRZ1Embo6fwr3CKJpEOND47hKrMQF72rce+IVK9j40WSXrkDk\nUDplfLDkPP1VePKhY/yuwT/M5UxnrEMm1zDbs0TUQj9imod5yg7TfMMpnnMwk3VoUOMy13401PPK\nePzz1PmGU/ycr7IstPucpEYj054+yHNm2abQf85zh3pywxfZOUbkeM5BBkWTdXjzZgCIj8+XeHOz\nw/5ZK3A86Yqd2TaFNdp1IplJsIr2ExWtSHD1tWzTm1MtgCrW8VTJax7rGBAejgKs4izrvGBqm1p2\narmJn1eDY4+o1amMW60kKsn+neQ4ef/zBDe67tcVDe6OD1wlfulefXA37sHSghVtqZSg5YO7VoWL\nBft+gGm8LCopyAfcLmZsZjF5gMUyfNs22EjGGMxodfs2Dn9Zgqud4PKDK1MWLTDc6Jux3CY06MEM\n9BWs9uzbRFxNMBKEZy6jfRWrsStY6OVNkggkv7VJxuETP8dvCWgJbPLYTe5B4aCq3yN+v7tYbYK/\nLsJKLwTZ5nxCK+dhrmfnK2Nxk1+61o7eofY9SpRCXCzbO9fkudq3a11rRrLdet2eS3Tdi6eBPmys\n2+qh0YTKnLX9kvqYCg11bFLgNOFEpAZStM8FrM+pUpW8eRlQOU+iW+pvCCxfAVWIKlqCQPvY7LhA\nyKgI+kyh3ZbvJ93+YfI/yX2I4NH3Z5OcirYeESAWGUMJa2CNPIU14ggmu7bf/lmy2uGPF2SvBjw+\nX6Iy7PCcg4wyPqxtueELZgo7zPR3yBUsufU5BzMbCWY3A/T707ZXZvi/4h1Ocp9VzrDCXQBmmCHH\niK/4OWe4S44RX/MOucKIM33b525xhVxxyJ/V15jNb7NTmGayb3IPD86bkNuJm4/tBRZsxizOvaBX\nOUCRF8EzvofJNaeFT/6BP2zAO/5/F+tQEoOSp14kVg8SbCoQsz6E1IJG/ucEX3kqOc+d5PzzhDqo\nVg4VIiJXJSr+SCRGfwvayRNVvq6ZBANYun3mrSjwptWMe1EtZ2wM78DSJVi/DmfehfU79htg7Y6J\nd9WWoLXuNXz7sLxsGb1gE0arDu2RebtrbTM0Z+Zh4Aa70XHhNoeM1jrBxEmTvOiZp9zE9r+MGf2P\nvU1/P7Jzy1lTMtd7LgMNZJO6vGew5v8rIsYH5kRuYYZZ8YErBMb/IZHF+1dEEDpNvJJRPlcwVtPt\nUVTb0ne3scnj45w9y6+sqQx+8dXpVb/nD4twu+fwkzOpat43bvg7q5XgWBEe1eFqO7SEAE7lTI9n\nfdOzc3vWZnfXE/zeBfnStl73PjBwRyafs+prlWUiC13GVI6DOyv7D2BCOjlKXtSqQDkhdX+5Ytqc\nT87TxlYJgnvaRBwhzZN5l3DclN/yfnItrehXiKStITZmpXArL53kGPwc+rvv55DzN8Q6Q5K8sl80\nCWZO2z31qgcotl6YLXLHVQb+wXmDcSb7Vl93tr+dlVz8p3kL6r7T/4q7hTOMyPEWdUbkuMsZAN7h\n6z+YLP6U7ZVCPQ1qvMNXWXWtPgVyDKnRpEUlg3ryjDKop0KLHCOec5DvqfBOb4160bJ3RYMa5XMc\n3BuYLkYa4JW3DgHzCPq5yh9WvJJwyucEPUyibOogBYLR0/bP1cm0FNWyMId1RtEvUx39FOOfwkar\nZCQEK6WViFKc/2WoR5m8YiYI9pHXskboAD30vwUjpZpFaaLOy/WCIUtKaax7IlQOKidMuln0zemC\nBYnX1yzDd61pkNB63ZQ9wTR/jhWsqtMnTZN4aDTttaaSLY8waGbGX+2it6XqxYoVI3jnGlaN6kY/\njLwYP4JnRLOcJAz/v3UoRd+nUI9WDjVsQvn1KLKJNVmJhvmIoI9OY/DW3/ZtwtIr3Erue9mfZ8Nl\nqZWPeZ9xqGoFW23pXYFVS9vq24Sqd7tWN+bVuhu/pWULyu72bSKcrFpGbjthB9VUYU5QpNo80Wga\nY82J+aY+lFZ5Uz8TlKqVsJxVJW5BQD1aEcixknaW1C9l5LvE2Ekxfun6ix6qRMuR/7+KvVyt5EXD\nhhjHfSK5MkfQr8HG75q/F9mKPuOl15Q4qRhemQjsut3YW4LnU5PkhiOKrRc8mH+T+d5jviou80aC\neIzI0aLCYZ5mTMfU429QZUSe/27i718ncL3eXm+vt9fb6+2f314pj79FhTPczTR2+hQo0Oct6jzF\nKEt15plhJ4N6viq8Q4E+fQqc7azSLFmqc69q1Cg7j7GD3mx2LKreeUG7OsXP2nvsFG2uK669CDaO\noJsiNrMLFnifkHNNVTDXGBdXkwqfYCMIWAgCk6xgHsBDQgtEq7QThH7QlwREIy8Hgjp2G/NolDqu\nYBaYpyHqhy81s7iAn2fQhcl/RcQ1tIxuvVRlywNZ65vmZdfOw9ZNOOb46fpNhwxyhhFLDK1GQAc7\nzcD7wSo0zR2ymMtv/H6UF/CRB4fv98ybnyuZuBsYVn0D86C3/dHmcuatipECBoGkHH/RrlOOvmrc\nbvirO5vkHICtDqpEIFhQzyki5qDvp186XrRMCDKY4ozpvciD3yXqHG90bNXUHRn6ILrrNrbqqJZN\naK3bsVXBqaJz5IFP1bbArxxG6z6zCmvpVi7CTNVWaQ1CPE4UTka+OkvaunHTVh9Likc54WGn7gFf\nxbXyjEk2DP6DMcGYJzz/HAGtqJ+eJ1YYIkBofJ0laNZa/WpsKGFLypwP7P4zCMkZaYCNQdW4LY7f\nZ7a6kC7Xy2JvUg2FkG/+nIB5tMJXbNDZQb3lA8z0XvBDeYpycy+zRQCPqyV2mKbAc6OfN1/waKFM\ntdPmdsnYHLJzgnp2mGGeOjtMZ8Hd75inT4GPJn7/0wjuPucgQ8/aVXBXwdyveYfz3OQm5znDXabZ\n4fuCwUFnO6t8Ufoz3m/+E93KpHH4cwbvaMt5TjB9OLj3Avow09tjYg9m8OCwgjcy1Hmssf81hvXb\niazjCD8Xtid+PYT8sSSeFSMQRxhiSSsJWHVUUeAgcgMUtF3FJp4e0Uo1rHNfwmCgMpHYomslpe2y\nKkMlxgLAk6KKVl2RsxrfzyiA17IM3bmKBQknVqBx1QzBuscWlpKSeeUS1MpmUFpA15fw5ZxpwTTW\nXaitYkyRdiew8CvO9vmkbsb1aM6yTlst2PD3vFyAvywaTHG/ZxNRd2RGWdnGDYJHf8GDvheIPAEw\nI9qwx8sgHMUGFv1/IRzbfqxef3oexQjmCJVM2U6F2YbJMdP2urmBBXFXfTKcxAqk1Py+T4/s2Y5i\nhh0MLtvuGTtnMWeJdEeHxtO/7+c5jbXT1bZBPGXXRLrWjOeqLRkV89F6JKfVpNOjmfG4tev6TTP+\njZtQu2LZ3urz3TWYW3JRP8hw+p2mKXUC0ITJvyCcHwmdKfPd98nKfXaxvlz280mATdCM4E3lwaTQ\nk+BVOU9yip4xHnNIdXoE0aSUzhHjE5Qo3OIUQ9TyALMVveQcqV7XHsz0XpjN6e2N2SJIbBRuu3Iv\n6HOQ3UOTXGga6Ph59c+42Pkn6qUjnOQ+u8xwlzOZbQRYZCNznH/M9so8/v95/99xiev0OZiVHCvQ\np0KLTRYYkcvKjInKBH8o3/C0cJinHOa/aj5grxjXmOrAo/kyR2+2eXL+EEduPosELBivTpUnqmel\n2Yd7GNvmLSILOC3DBiHGpOi+kkteFoJS5R7hfML35f1cxCaY49h9KiU9l5xHmKqCVIobyJWEyAYW\nD1mZg1PJPg8INkUL9puun/6AcWVSDVZ9ppqozdinWzcjPbNAFni+VbfMXDDvdDA0YzVTNEN0FDhW\ntVq94LV4y8b5/s2mO1LF8PzBjt/dMzxfwm0b2LnEtrlPyB28LHqW5vGsJJ/J4EvaAcJDl8SCMmhv\nJbGCo39kvw1CdgHG4wYvc/VFHZX0hOQoHhGGWoHk5UI8vzx96e7/KpHGaLbtmItV2PJyiil1c3fP\nsP25kmX2nlM9h3Ks9IZDz9ZW4lKP8WIkkBUXyWTLT3htBzkQEBLlJ7D+oj6YZu+qL4kBVGUci9c+\nkkbQClWSJurPDzGMXRnrwvkTTD2rpCejLy89deIUg0ifU9r+mvFlD6aS86iKV+pESuzN36Ns0KPz\nFlA4Wm+z507fVA/+7+oJDvOUw/2nzPSCuSipBlHaVY5Wk8YCm7So8O7Eg5+Gxz9PnTrzPvPZGyvQ\n5xqXOeMsn284yXtc42veyY7r5wrMDQf8Y/Vd/kXzDrlim4PF53xbPZJFt3OM+NnUU1PpLGJc/hK0\n/2KK8mc+LUv7QyXhhpiXcZXY9jCDfIdQw5Q+jrZ7vt+QrAJYFjRKz/UMG/1SHtR15amrAIs68d8T\n2bZaFVxP9lcwWBnB2kcTU8G/u+L3IeVP/Ll1b3lPsnngJRs1cH0SaKyZJz/wCWpyHrac3XHsNMyt\nwGDdPPy5CmzV7bEUUDzm2bwXSwbjLOLUz2YEFFvAVhvabcsylRf7iCgi8sui/b1SNOPV6JiRaxNJ\nTPecDnoBg5QejULPRvLO3b5nzxahmejU7DK+KlA+wTTGr4fIeoVYEegZxJ6Zw+WMgU96Hsj1rOcZ\nQs6i5sbmhl+r4rkMOwQ7Z9Zv6FHPjP21vt3jKWJFoOSscnIP601nBeESDN43Vntw7pB9n8fa6ti8\ntd20e+EzrlGztW4F1Qeb9uCTp60vgCu0yuCvwcQD70NdYuWgvJc1IqB7Hut3Yru1CQdICZSXsH4r\nB01MnkuYcVVewIdEHz6OjR+RM5Q53yNWDrcJTX0FYuWhD5P/e8T4Vv2NO8k+F/1aWrWIjZTCvHL+\nhm5zbu6ZDZp35WCguzLJD7nDplVWHJk8vSdw/WPVlk3/onmHfq7ALjPsMsPP+YrfczmrXwJwjcuc\nysDIP317ZYZ/1pX3r3OJw/wAWMoywAw7XOcSp7jPd8xztn+ba4Wwtv9YfZdZtlmrHmNEjj4H+bP1\ntezFry27T7hnP733D9AvHDQRN3W6m4wXNxc0k3L08b//2FvSZ6lHPoV1LuUHyCORyNQ65s3kCamF\nfLLPyyno1xk3/KJqJmnf2fI19aLKWGd9n0g9T2Um5kgI5fb9/k03+soZwM5Ru2znnDxtxn9/FY75\nwFm/anTAybLxvufm4FgZGnegpiV/zzzQL9YMpqgtmVFZWjZGCcD9USQdNdzLn8yHjDAYtt3G4gUN\nbM77ALM1yiSmbwb+Wt+ySgW9bBPcdnnUn/Widu3Qf4uS2cKF4rAJJOPc5wIzv6FrJ+dQZuxnPnEt\n+us92rd7qPj3vx9Fs3+k5LUinOoHiUbwj7aJvGfm+rtZLNi7ynSTPDnrlDOrttYC2hGsdNEx66WF\npI2GxtFfTrTk19dhSfAO1vYUvS94vxDMOFFx+Qbp1SjZME3eSmXJJacANhZydk2cXppl1WoT/VPe\nu4z5OrESKROeez/ZR3E5sJWHxuF1/77PeMEjxShSZl/6nX4nhj0bwwnakBV/P4+JsJ2fotB/TvH2\ni/SMPKfA8toW5OGflpYpFJ+TK44ymfp/rL7r8jUzXO5fY6OwyAKb3OUMl7KXyJjkzZ+6vTLDD2RZ\num/52uo75jNIZ5ZtqjT5goscKmxzaWQP2s8VmGGHCi1me8/IDbHKWwWyxjpIn7nWgN7ZAxzce0Hx\n9guK+T0GS0SVrnTJJyhminHFzA7jhVDE/72Z7HOcCJDK079JFEaHoIL9AvOAlP1H3HO2UtCzSKv8\nATGBTBHF4UtEpxUfH4LKViCCxKLSaZ8FbEDcxAZA05bpO5tWoAWIRDNlLZeM/re1RuZpLfm+W+uw\nfBka1yxImGr2rzu//5yLfbUeWoBxv2WccoDbm5Hk1Qa+7RvU0+hH4PYTX0F8WLTA5QDz+M+V4Lfu\nZQ6wY85hk8OcG+o0OfMsZsxJsoIHWDH4T7xNPvJ97o+sv1z2e7jViebSJHDDj73mxwrLB5/oRgEp\nHfV7OjoKo97o23e/bcNHnpQlfaOzSQ7DJ01L2tromKd/w9+X0F0lZ1Xm7d2Wi/auJ/Pm5QMw9PZY\n9jYaWlB++TJsOY59bMnaa8vb+JgMsoqOQNCgm0mAd0SsaMH6zyUi/qVziNgAwfuXAe9hs54y6NVg\nom62/P81wnDDOPVTx8rIy9H70n8ry/emP0eBiEMozyZ9Bq3EtUnjSmNJMJaO1+887E9Zda3yzT2T\nKFmG51NGLplrDfih6g9QgHPtNYY5GOVNkQCC639pdJ3vCxU2WeAiX9BIXIIdpjM6/I/ZXhnG/+v9\nf8V3zHOSb2j4UDnHbYaO7W+ywHMK1GjQp8C8Tw4HvTj7JgvUaGYpzkp5BljobdEoHuHtm08MW7v3\nLLC61DNOk7jUeKkoWpvIjFXa9styypKDVQUvqX1WiQ6kjtklRJ60pE0zZZUE8zsiuzepikUD6/jr\nhHDVh/5/ugpQ9u41P6eCyfJ+nIG0v+cToG+DPkxejn26q8GsmTgLO9c9lV/sjoRB0bhprB+A1m2o\nCOh2L279TsLjX7JAYKMXt3PZuftrwIonGn2xGR5tFwsC32iHdHPKbwdbWfyu6fo3HgRt9Cy7d9fb\n9Pc+WWo1oEXyhSTJa60f+HyeP5R7hogTLHty1g0/76nkfhS+ee+P3IsYRHnggyTeoVwFQVRgUhdX\nk+e+6Elxq6Owa7WqxU+q2DVmqpaINcbjV/8qjrdR2nYp26yxaSuRmUuO4fv76XYM4qMKg2uuDeSb\nWFgT8opTVc48tlpI1StTb34JG18fMF7x6jY2U8rpWsImkA+Se75DFGDR2LpC9HlhcloNCFq6TBj+\nKUIeHULeWbAVhOZPmRCN82P3fZxnyVuKs3ls8MlpjzUC354/Qq33hM3isUxyRhI0socLbDLLNs8p\nUGeeAn0a1DhInwVPw3/KYfKMfjoYf40mM+yyzWymqnmXM0x72sqIPLNs8xZ18qMR3+dsVjtIn1m2\nmafOieZjHlQt8+2f5pdZGm0AsFF8O6vFC8AzaF8yjf49hyBG+QMUC770EgMgTcUG6wASZFPn+HOC\nNgZB+ZT3klYQUgcSFnmZMOYtxjudKmkpcCXWzyoxOXxAyMbmfJ87/lkq96oVhipvzRHLW7BJ5TMP\nxmlAXYdJrQ6wZ55zjHfSl/XDIdTmjQ4KLtzlekG1Jbt2d8084ZZHUyseJ9jFAop5jOFTLjkVFBiu\nGRZdW4CNTa8a5UHei+4+rzUNvrlYtQlqo2O4v/B+bW0CPtlxVs92LwKlciArbrAZeeb+KNpUCV3v\n+TEy4GIB6bMBUO7Ha89jHr0mkLcdutkYwTF/r584I0lxiU/9+BqG6684W2exFAZ14Aldy27cbyWi\na5qEd9pmi5aWLYGu4cwdvXNweGfBILbdkU/sy9522skT9QbfWVt3W9b2E6Wo0jW3TDYmVHIxWzkq\nabHrn+Wwvie2zGnGV8zebzKCRIlgvoH1/V9gTk6LgDoPEUZXgd8rRMBYDpMgx0zilJBQvkRUyQKb\nQJTtm8PGuho2hXKq2GSkWgFaqRfjPL3KAXKlF0zdwXT3r7vn4fu8vf6Ee0tvMz+q80/zy7zTW2Ob\nQyw3t8hV7eEF+ewwzanRfYa5HDvMsMNMltC6yQK7zGBG6U/fXinUc5in1GhwzV2AwzzlDWf1gD34\nbc7xRu57+r4+PMxTZjt7zOQf86R6iF1myA3hDVqZCudc6dtMDO1w5xl7K1C+swdly5YDmH42sI6b\n51cAACAASURBVELstwfBCW6R6WsA1hHPY4b0EtbYKU8Yxpk7OkbLTX13mRCMkeF+eULpEYwF0UjF\nQlCHUv6AuMQk32kZ/hnWeT8nJhCJV32WHKOavQUyPDIrbA1ZsGyy7DS9qmmy79QjWKiAbve2rQzW\n113nvuAeIXa/tXct3f/YvOHJDVz335/9VNlomo1N1/QB3nPKY6sV+4B5m2L27O7ZJLHs9/ybJvzb\nMtxum9fcwIzjDrFo2gauuP7/L0sw2QmMX034S9cEuuVtLEE1Yf1ghjuft0C0mnkSy1H4rU9E0hza\nJcoi1vxnw8/9b8t237/y1VA5Z5PFrU5k8s4W7flbLbvWqSL83mMUUkHVPvQMkmt4jKA2b0FcCEy/\nctaMfqMPrTtRMxm8Pb1ddzqhw68+AIShVp85T/Dr1Z9PY96z/v+OyCvRJjlmKWUqVtVPGkzjZp7A\n1guE0YfImdG1OslvrYQvEnLPaXa9YFoYKw6fya7kGIewVB9gRLABK/asE27bu+9PMv1swO6hSabK\nA8p39thbMVuUwrOnm99CB95YbpEbwi4zPKkeYr73GIDcELZLUzzlZ+zmZvieN5hlm20OZWrFb9Ci\nTrLk+hO315m7r7fX2+vt9fZf2PbKPP4WFSq0+JJfsMgGYMuWgzzPsPsGVWbY4S3qfOE4xTx1vii9\nky2D+hSY7EOl16Z3POaxYusFj06XOXqnTfPdMkeLbeiT5QBM1GGSgc3WCtBoKaoJtIp5zmkgWMUd\nFC0sEiqXCsy+vApQopjoYkpGSbP9PmQ8uSXPuAeiz4Z+X3W/ly8xr+R3vs9b2KrvPLF0Lvs5hHNK\n/E05AyPgumf0ap+Cfb9/3RKIWALuuNyyQzQDl9CdcwXFpSXz+ucEPGPBw9pp8/YZBqun9cC1/oEN\n15bZ6EXpv0c981iH7iHdbxsEs4Jh3hOe4NXAoA2IWLpol2cxKmWjb943GLxzq2OaPZ92xqWNRdXc\n7tkqoQH8dRlWva2vlOFv/O9WH2Y8oDrrTTPr53zbz3OrYyuXybxBU5UCLPat+yiwrPtWBbMythqq\nDo2XDxbIPerNV8PeTR57V2vu3dZKrtGzZO92QOjuHEtgwMY9w/Pnlt3b9wB9tkLrebsuw4xgxndh\nupOUT7xk7U0HBmsw2cD6bZNxHX2pZHaJvqxVNFg/fQvru1VsfLyPwZsKwqgcqiCXlEUn73mP8MT9\nGbJrKV5XYNy7T6nUWj1U/NrSKjpPZOjqmp/7PSqjV2NJxAtgbtV6VH5+kEFAraLZokfvBo+/VzkA\nJbNdk32zZU2qNIu2tNpmlkU2aFHhItcd5pnmHb7OoJ4co59WAtd/2v8zvqdCk1pWiEW0pMP8wHfM\nMyRHjWaWqgyQY8hTfsYCmxzuPONm6V1yjCjQz+IDb4xazD0cMCgbK2PCE48eLZc5es1HU5pIIqxc\nlamqyedaHiqVvEnUCYWgS0qyIU3iKiT7OAsiO4+omFqezhMicqtE/d2006WdXiwJwTU6jwaegloL\nBGNJSTESgxsylmW8/1kE8AZ9mLzIOPyjWIIG3AO7n5ZTQCsJg6jh169dhrVrDv8sGXbc7pgtSGWO\nJ5O/B5hBvbgUEMSqjJ9j840RrJSNDaMkpm4zlCyvOM4/wLD5sk+e7Z4lj4FBK6m8g+byo7g+nzOR\nBPmcKwTffa1j3SA99qjft6AnsESqctGuK86+7k3blYIVPPnNJvzSJ5paEivo9n3SK1hy1Rfrdt/p\nO9N707ucw+Iok29FFnWjn7CvJMZWjPYDb8MhBh3msD4m0kiiqjn4wmIQ+0OYEFTzxyTNJXy2h40n\nSYNDlEFVYqBYOKIoa1PiVoq33yai7hJCqxMV8kqEpAmEqJwydtPkrVSyQbRn1a6uvnSeEgHVSjFP\nwnGpsqeTKR5dLnN0rW1kiuPG8gGYbEP3+CTf5yrsMkOfAiNynO/c4WnJYJxNFjjMD4zIZ9I1Dark\nGWVMyKf8DOCnI9mwwwwz7GY8VTD+/le840Z8l8P8QIs3mGGHbzgJQNV7313OcKp0n0vtO9wvH6M2\najD30Lp+e2mKBy4efpinlB/uQcdmWRmx/TxMpDQzNf5lIhiroO1pspwATmNvLfU2lDRyhej4nxGe\nhDDIdwnvIKWQ/ee21DO5mvwt7FMFJuTJPMCwfWUPr/l3KSm87D/XiIIxq5696+9n8nOiLvB8wuo4\nThbt3N+zYu2VFWh5kYzu54YLSy5465qxeAZtp4sWXRfmXuj5NNbts8F3UTP2btOOmZO3um7G71jV\nGC2PgF1nuuz7u1zrR0btbj/yAI4mWuqDngV9272YBy/gE4q33XTC1//ntknfb3Zkk9p0P6QaprUC\nKboMcwGOFux+awW7N3n8Zb/vCz17lhvtUPic87ZYdWM5N2/vZJp4R9L5mXzLvfmleJ/4O9dktTxv\n7XHMyxR26+7pP7Q2BPt8/yFMrJEVIs8yu2XY9nxl+L7VusiMu2JkMJ7k2MOWT1oRpH3/GZFvomJF\nKn2o7WX1y39ue5lrD4Hxf0Fo9IyIXIECoeCpSWXK73NIJD1qLKdJlFeIYkqppncR9itGnjhab2fx\nvh/KU5mnTsls04n1x3SPT9LI1TjV3qJeLnPfuWGWpfszmlQzFYMFNg3zd5u5yQLv8NWf8HL++Kv6\n/33bYJEqDd6glT3oIuvMsk2deWbZthRmp3ZKlOjU6D53c2eYZds+L1rR9fu5U5wt29vPj0YW7G0N\neFwt8ej8DJVem+dTk8zVHerpwN4KTG1iHU0wjLwFsAa7TFT+UcA2Zf6o3JuyYS/79wroQvCTlcWo\nt56mlIsapoSxXPJ/qvmTprCrg6Z6BO3kb2X+CqqRJzoi9E5U6AIizVzPJc3+hkEuk6lHhLOCPNVe\n3v5chaiihPHCASaXYDd5j5n+O2akvrgXeWU7vTBoO25Eq5ixb9Wt+MevcvaeG02nDvqjK0g67QZW\nE4SokSs5C9zuYuyf3b5X8+obLAM2OU12LEj7l2WY8wlhtgh/J9jHReSmexZoHWBNPp0knQ2HxvIR\nFbONnWu6YEldYKuD3/gzLOJBb4clWonw2lF/F5N5ezc7PS8i7/2n24kiKrUlb+PjMLzt2bjYez+2\n5OdXwfSet536pOd00CYTKBx+53BOKgvyLtZXFry9O5jxl6G8ihn0S3aOjFefrk6fEfUlIFa5L8um\nwLjDk44TfZbWzx0Revu6H4kZplo9Bb9PORcLBA17PjmfKJlgjXyTIE2Q3I+vjPYWYKppn3Vrkxws\nDWgVy+QYcaJpgdtuxdZrgzLcz52iwvfsFA+wyUIGYz/nIGdGd3meM12zk04+bnrJWrDJQTXHf8z2\nyqCe/2n/f+Qst3nK4QyjGpIjz4gKLU5yn5HrT6dQDxh3dZ46h9jOsn2BTL9ipr9DsfmC9sIUu8ww\nO9pm7ssBjy75sguiPJOMnXs3Y17LClF+cUgsSVNphxX/7nNseVzHBsH7WMeGKEm3hHnZQ79eKbmW\nirPkMUOuQZAj2DiHsM4r3PMZ4UVpYLT9+D7WkXtYh3zIuCbJArbsbvn9fkCwHSDSY/X8emepQL6v\nlPablrLfqrsWjOr9Yve1vg5LbpQojnP6YZzXv+SeaqNpE4JgirnjcHctuOxtDOv/fXu8POMF57Az\nNOjnmqAfGfWyvYf1+ri652AYGa6CcDLIx9/tWj/CJOn3kpFI1TXB6w3kjGp51c992WEdGa2dptUR\nnsOLy3uuglhAeq4zy9B9aO+2cc8niDKsu/H5Y9z9JRX99vtfvxfFcpizdzsYetKX39+EoA0Zw7TN\n5aSoX0jXvoTh9GK4QPQv9eHjWF8rEnBPAevnEmZTla1DjMsodLG+/iEBzWiM4Puq8ErZ71MyK1p5\nrJOVGeUQNt5K/pxiQmrlsYp589cJrSJNMprgVv1cFSJTXs6MNMCqDi9fb9P9xSTbudkMji5v7tGr\nHmCnMDNWSKXPQZ65Pawznzm8gnpOcp8cI75xZ7lFhSE5/oeJ//2nUXP3k/0PmWaXGXYypbkKrUx0\nSP9LpE2TQ40GOUbGbe1/w/3CSWo0qbU7fFW2sNpCf5PvCxWeU2CWbd7c7EDORduE8afJXCWsI50A\nviaokQrugtE9lf2nikBgHUBeSxXzME4TCSJgHUUCaIJ5HhABMQhsUtdVgsr/yXiVrhLjBWMUN5BF\nUpKY0tWHxKBT550n5GfTrMN0/adg9nnGE8QaBGy0R0hVy6tcMzhFQeKtTZN42LpqMM1601QfM4gM\nuHvHFSTKZnjW7nlMQM+q++sbxXCjZ/j+RAV+twYfuJHaqhusI+liZbe2CThYwd5Tvt9W02Cp7rPx\npKorih9UjQsPJjz3G//7l55UpWSxuUNGoTxWjSSm+w7tdPthJ7axgixz/j73h/CobQHY39XhAy+W\nstoOzZ8ZvQfHp7sdx+tP26QLFghu4dXR3ANev2kT7JZ0k9QOCx7ITwL1mWesoOXUS22tBCswI5t6\n5eLRwzjEssS46mxaClQvep3QqVhmHIuHyI8RJv+viQRHjR2IeJmCxCcYl3dW5rFieFXMY19mnDpa\nxjpLnpgQ0rEPwfV/APzcf6dQmJ6/7hh/vQ0jK7coO3aQPm/0W2wWFnin/S2NcokG1cymAcywy4gc\nDWqZONss22OZuhK1/HcTn/w0MH6rJnOSk3yTzWotKpzkPotscJ+TVGlQZ5556tS8nNU2s3zDSabZ\n5XrhEr8YfckPucPcKi/z/7D3vrFtpVma348mJUqk/pVYplyskkuyLcv2WNVyWxlXurq3ZnuAGeRD\nsgECLBAg+ZIFFgiwSb4EuzsBAmw+ToIAATZAgCD7YbHJLhJgPgRJsJhBujG9XW6UB3JbU/LIVsm2\nZLOKtmiTpX+kRInXzIdznvu+VNdsuoIJjMb4AoZt6fLy3ve+73nPec5znvNR02Zvu3iGqdZLhnbh\nZWWEp9NnebdjnbtOnC1wPGTt0F4ujpBPOoxtnNiLu0x/Ykn8/s8IHYISAtRTxLwDeVaKJDoE9sIG\nNlFVRHKTIOWqc36GTcIjAmYvrR45BDF2/xOCsFys3zNOqDSULpAkofVcn/vnpLJ4268tD4boeZex\nib7pv4/VC1VkJvXC+0EUTPxyiPR9ds0L/mrFDN2mX+fanP1ubxf2HppHP+Y/a/s+vdWy7lJbLUt8\ndhM4qXnlro/PNib01sSM8aeTdt7WbuhJe9I1G/N10xOxFdOy/3QSRmOYTPfeDUlTGXQdKU4/Dj9r\nWj+BjVp/BDLZte+ecfmJXNaS238aMZFOgA+yDud41DSVtWcFuDZu7RFnihaxjM2ZUN5XD8NzTZWd\n2XPfx/ihb7Bdl10gaO9sV43f39515s51QqGT3q3guhwhlyQnaIgQJSpCbmDrQFFl1s9XF6pYP0cQ\nSbzJDPlgiEX3u35OK7pekQDDCIrR/WwQuuTp/Fgk8Ra28ciREQdf8A4ErF7rruF/f0bwHLQ+xjFb\n4cSJvcoAnWm7obMrB7TKZxgce02WhFbpDK/yJQocMlezUsKjcSsinW8+5YvJOSbYYTbZYjmvKkuT\nsJlhi0s8StUKLvLINggXausw+Jsl2fCPe3+HLF1ykS71KPuUaFCjwhLL3GORSzxmkA51dz1G2adN\ngXnWWcdonQXaDHJMwcOo0WSfsWcntComzja6e0RjfJxBOqabgTdjv72bKmK2lkzXZ0CTFELmXq3g\nWlhEAPbSwQz1CkFuIU+/bAPYRBJDqEV/y8TTOiDCOC8QRK6isvDUIMsrahASvPjPqoRNqEiAeXQ/\nqpIUhik2k+hpYAuiRFjssfFXAlu6K+IhNu16e8+suAmsoYvolgOTnnj8Fo9/ymUa1qqGYafJSt3z\nJHzxMDz2R3NBJ2ZNyqG4OqcbSDC4Z+w83HGP9lZknLcxGCeXM4rk+74xHh6ZTo+KyS75LTyKhnAf\nE0QbHgqf7XYNDpKTrI3lTg1uCarxC2hD+6XTVk+Aa1c8AV6BLzb6HeqPTkFgaSLcGU2NmjGdYo9/\neyXS2/djoGzj1u16cdZu9O6I3q/gwyY2Lz4P1+BjbN5Vseh2k8Bukdergiwx3gT3yCvXOdP0J3ZL\n9Hv8R9gGIwaO8lZP6KsyTw2ztKr+shaOp+UatGbB4JpF/3y8zuNCS8FR4/bzk7w7kcuvw1p+Bi8+\nsWbqzcUhjslT2t1lf9zE2gCKtdfsnTf4p02BYwZpU2Cf0TRZu848BdrsM0qZbY7J84iL3GCF5Yje\n3qDE3878n29bL7493h5vj7fH2+MvP96Yx/+Hvb/HLFvMsEXNM0l1ytzkLmB0zWuskaVLlek0iXuZ\ndR5wjSwJi6zQoMRM6ynV4gdcaloYtT1pWFqWLhPsUGeKLAnTra/IuidRH59kNLHs+djySapY2btq\n+uIAvQuQUZvDI4KUcoP+hGeeAIGc5jFDyPq3/Pxpglci3ZJP/N9NPz9u8KJDDB95/HHRmUrKE8z7\nEZwTJ40VBgvTlLe/6deoEUJ9icG9h1HhsgSvX891ZFLNuax16CJPYAXJ+/GE3slDGHDoYfu2QQ2C\nemavAHuWG5CY2knX4Ry/zB7mEffqhp3PeaLu7sPgHMqbl+e+3TIJ4jtV87jBvW6PjpQTOOwYrFKK\nvmuu7PfdDMqbt8Zdtwh7LxveU6CBwTDD+YDX69hrhIjj1rS1sZyKoMSvWyEqyOHMnKZdWzIVmbJF\nNWNYVJOLOP6iag54gd7mQ4N6tmvWOYscnPgcG5BwWCy/7clewUDdxM9TLkrefoJBlGDyCxJPE+zy\nkIDpQ/D8ywQChBKwmqsq1spic/UhQfws9vg70f8VRcQaOyq2uu1/K5qOa1CKhHqAVnQ9rV0I61ci\nh856Ster309vwWxE7wJkFClXYW8pVFbsZ0cp7zZJclAtmnx8me2UziktsqnmLo8mP2C69RVbxQ8p\n0UhznglZrrLGl8zTYZBpqiTkUtuo4y43+buZ//k3I7n7P/b+gxTiGYx0+EXfXGKZQY7TTWHGLYo6\n0YjimXdL240y4zkSJtih0mzyanKELF3T4s/C08pZAD5cfmkx9jb2smWox+HEE5MDwghVwKEJFbWh\nY5pQmSg+s5JR2gTUGKJOUPYTJCMjIFgmToY9wRaHElQ6fup/q9pXEIwOUVKbhOawRYJRvoXlFMr+\nXDV/BumYQAjna9jEjo2/EoF5P3/K7rn3wIxooRxVeSqB2MIUDFdhqwmzAcpkc9lZKdMO77hWf2kO\nGv5d0ph/f9IEw9JKzN0oeVmhL8m9WQtG9utIFygzZPj2aiv08L2aD7r+zV2jOP7ppmH/f+YwyG9P\nGpYP8DuudT85bpW+kpXeJ8gpF8at1uFR89RmFN+n3+tXNS8sk0hZJ4zh103D6eMxKV3wJjmes2pX\n/dpLYUxnJp1/r/njdR29lo1h22mvGSUzwdbDOKGYKjb6mj8VAgwouuOY/1xzo47NzzvY/BHEUyfM\nVRUxQoCUSgQWG8CPo38PEdhzp8kKur4MtXITStBqbEX7FFFCaxZStlPaC/sqwUHTc/l7PPkEBrRm\n4mJISO3K06WzfFh7CQk0p4dIyPFu06h+tclJdphI7ZaEKjvk081hmmrafXDLM+IVahwzmEI9xuuf\n+M7J3TfabH2bMrNspfrSDUosskKWLmtcY54vU49fAxMng3eYoEaFaZ5Rab1gq2isnpnWU7aLZznG\ntPvfrzc5Kjq3VoZWuPckNOesGXKfeBMEtU3Xo08pZzEDZ4gwsYuYVyNuvDzr69hkmsW8HU1KyRtD\nWFSqKC5iHlBcERiXnIt1U/fvW45+vkCoXLyHeVN3CGXwHcKkl/SDMFSi66i2QVRURSdxP9QcqbRu\nrxFUHFOpXq/a3L5jBj2l901ZuT/AwHVCPkNHHNkAa8vhtoR3f1U3horUKodxrFxG0vFiGXkI9O65\nWUuYDgBzc9ZgXP7aNqalP5CzBi5i12y14IMoSbyVBHx+dg42Nvz7nbWysRmGZ6Ho7JyuSU2UnDm2\n5t97CHw07Swoj2a+8NyF7Ns1JUfjCtl4vEomhjcw5w/hCf20c9Yt0gruk45FL71db8ATe+hd+ru7\nKSEae8/Ru0mr1VUbAsEBymPz+JZf7wZhDe5iUUMOm1Mb/h0xY0gDEKvRxpLH0L92wNaanKul6Jxp\n/3wZi0g3CNImei61KtVmolyHxmeOwOMX0WIcmuUhJjd8h1XU7jmNo7K1V/y6PJkWqw7SYar1kq3i\nh8y0nlIrnqPKeSrUUvsGZuMec5Eu2dTjX+dy6vEn5Fhhkb+T+Re/GawesKqzOlNpUnbEKUunk7tT\n1FPP/zEXWWSFLWbMq6fGMXkeFy+kCp5rxatps5Y6Zd5vNdkun+XDzku+ng1aGUdX7YWM7h7xsjzC\n2d0D9hYGjOEDnFyHAbVZE6Sirh6CMrRZbBKKttRxSJNFVbt3CImim/QnjWJpZ20YFWyxLEbX0aIX\nv1kbk7wW1RtoMau3riRodU7MiBCTQsYWQpWjQuvnBDVFbQCL2ELKA9OQcZ30gWmTZwZnnTyAqR8D\niVf2epSRU5Dm9ytPdu8ZjC3YOdti/ixaRemjJkGtsW7J2/f9OnuJURy3Hxo1FAxq2eiEPrZge0xv\n1w10xyKJD8bD7w93A4Ry2sAqaZ3LwVgrqlDe8C5W+eCpn+CtGLEagbmu0Tgnx4MxvnbF4Jn3s/Ys\nQApliB10adIqpLeXDSLD2yWOnQ9dzEoLNo45ySxMelN0NV2BNHm5t+vvoOu6O9pM9LzXCe0FZfRj\nFg0EBymGYoai38tp6BASql4lnBrsBoE6KbXP+6eulSd46MuYty9DHx95wqYhWnXRrwe2NtWSNO5I\nF58zG11H0izTBD0e7Lonn8DAc9ibG2DsyQkvyyOmvOnPdVSBoQ0z9O8/bFpvkPpLdphIlQcalFgr\n2qJ9XLxAloQKNa9dMjrnDFs85mLaj+QvS+6qNuC7HG/M4//ven+XBVZpUEpDm0VWSMgyTJsvmWeB\n1bQFo+CgOmVKzqXcZ5SLPGKLWSrUqHTMSogbuz8+wODRCY+LF/it+hMrP3evJePY/N55r+aNaWOn\ny8XFnPmc4AXoULOGOwSxNmmKxJP3Z/7zjwnMAAjFLNIBymOTVhFEhYDHilraItDoVEyiiamF+zm2\nMVSw4heJ0ekZpwgsDBn9cYJRF7UzrnRUyKuFG3mGJ3uuz+8SD+l4SkMF+rHZYqTZ795hWkQkraNx\n+Mq9zkl5zNqQRJndNaYLWESxuWGFWWDFWXMeEciIHuKN4Mtw9741NdmsmoDanhv5D+bME+9iDcnv\n+v3frFgjefzrr82ZwR/Lm2jb7LQ1j7kpamTdagDU0/ejadioWpGXjr3EooXtDWcwxZz9SB68ves6\nQ+o92zIYSUfGx6vxwDcBRVYx/VbvoEmIWvPGEErF+ZYIkdwuAeKMmTbx/FskSCl3CXOjQog6yn7+\nCKneP2BrQY5Di18tjMLv02WPOU/Ie8U1CMLlBfP42HOefjmGWFNIazTuRS0INGYIFemHN1UJD/3v\nqGiUTsCkYzpmazIObf1F+QIXW09SWfjR3RPWJz9kulOllq9Qo8IMmzzmUlq5C7ZBlKlzzCCPuMQS\ny6yywGVn/hxSIEvCb2fu/2ZAPf9H78d8yTwT7KSGfMp5+3EB1zXWWGYpDW2MzjnMcyqUaDBIhxwJ\nXbIkkcWWx1/jPb5X3eDJ9DkuVF8EL3wSnlTOkSXhw/svOZmGgU3M43dZB54RQjuFe+rdGVcfKjws\nEiZnk/BdzmGn7tecwhalPFcI5eWaxHVCQYnOqRI8ozoBf1dBDYQFJBVBaaIrnwG2IWlhis6mMFoL\n5yEhcfc5AVOXYYAAJ6lzkqqRY0hNRicqImuvQOEqobLZOdUpTPHMaYsycpDy/FW4dPI89AEeeM9O\nWXsYwSbSrJEX6EZ9u+YesP9sr+Z6QLnwXWt1l47AjPKavHPfWMCaqTQwzRxVdqfXkmFoBc68jNt2\n3SiWX7jXmsJT3/JMG6rKVcGX/9le9uc6fwou27X7YATaD6CgFokyonIgYkxcVa7SrlHyXtHiMmnO\ngY+jd1rDIuAqAY6MqZFyLI4Ic6+IOS8xRVhOS1wsWKG/L0QFm5daVyqWlCOTx9apIgevzmab4KTp\nPd0mKNbKqZKTIthWNNMOliMQzAshwj5vhn5s9YSTWRiowtPrlj9MyHKh9iKlN8v2/Pn0HBWeA2bQ\nBfuI1t4lyzH51P69Ry1tVqU+u2tc+5UCrgo1/s3Mn//VQT2ZTGYIW9J5YBD433u93h9kMplJ4H/F\nFGi3gL/d6/V2/DN/APxH2ND/p71e70++7dqHFHiPGgm59EEalBimzYzj/jtMsM48P+A2q3zk434v\nTezuM8o1quluqQTIpeQRr7Il6pQZZZ9W+QwFDmmVz7AzbdHFaLLPKAec3bS2jAMPgSwG87hHcnLd\nemDml3znVrJInjeExs+x4qU8F7EgNgkTeonA8GlG1xEXXhLR8qQgFKKIB+1dkZgjYJbxm8zz7W82\nxmTzmAcm71ol5wqjFwmGIpZ21v3i//d77nWhe9cNN2bEwbDwQgV6n7tXet57tMogAGy4p/pD++92\n3eCQuLNYu+bQxoYbSOebb0QJ6Ws+Zns1e9YGlsA8JODuJziHvhklWp3xoQKtQyxY2gNmGmaUwRhF\nort3/bxeFzI+nmMlk6eIWTsn/j7WNoPnP5WzZungG8U4rHmkdc2x95Pn4XWlDXAcIpsc9w3kqjOl\ngMZnpmGkqLOgDbwGPd8cMiUvEKv6e6raxpHL+vyGYPB2ffyFp8fFbZqfG4TaD8lD6Kbz/Gr0rCM+\nR0lWzcHrfl1FRTLKt7G1U/Lzn0TnSHZFSWNFqtPRfWt+/5iwXlWgFSvaCl6dI5A4pgJS0MlD9joM\ntNxWdIPt+HDzJQAvZ0fYmxpgvzLKRGcntT2j7FP3HW2YNpWkxqPsJaappqjFGteigtZ3zGF82QAA\nIABJREFUmeARVa6lNnCHCYY5TAtaX1FijWvAn3/LQP/lx/+rx5/JZAq9Xq+dyWRyWPnQfw78O8Cr\nXq/3X2cymX8AvNPr9f5hJpO5Bvxz4N/AChH/b+Byr9d7feqavT/q/VvUqHCJRyl+f5l1Dhjl2/ru\nanesUCNLwg4Tada7kLTJdhOyXfua5eL3vT3jcxqUSMhSopGWPAO8f79J8/oQuSThm+yEZd9rsHdj\ngLGGe/zy0GMmTp2An4N5JAoR46IrTWr87zuEiapKyHECtqrCKXkckwRvJC6DF4XuAcEzuk0Iw28Q\npJqls7Lrf2sRCE5S4muZ0ONXCWAVuSgxPU3AfXXPC4RSdnmHS35eBPVIy4cLhMIxJdawe2/8zA2X\nUwJPmsaumZInquRznNxsOV6t61RhrWYJWEkitFvG6EmpkaqE/hZvXOyg9yPmz4OWdfsCa9949RRj\n5+umJ2M9gkgjCkg16XuNwOwp+Of3fP581bGKZKZhb8Xvu0h/vkXJzSHY/pnLLctj9Y26sQ2lT/1c\nEQxURCV6cisSYCsS2oTGURzYHIppzOq0FecKYtkD9cCNmFqp8dRcdgJAn/aPmEP3/L4/IUSygltq\nBDmEOKpuEqILOSuioe5i8ytmuiWEVqfKPcTFYBAg20W/V7V6FBkDP/e8/XyvNMDYvROoGFvwncQM\ndjebZfL+EV9fn0wlZxqUyLoOmT3We+wzylLrlyS5MyS5LO1sIWUsgql3JmQjSebQb1fweI6EEfb5\nUeaXf7UFXL1eT5mDQWz6fYMZ/n/qP/+nwL/r//5bwL/o9XonvV5vCyt2/O1f92beHm+Pt8fb4+3x\n///x63j8ZzCp8YvA/9Dr9f5+JpP5ptfrveO/zwDNXq/3TiaT+cfA571e73/x3/1PwL/s9Xp/dOqa\nvT/p/ZA1rqXyy2B41WMucpl1U9V06WUg7SqfJUm7dw3S4dh5r9dYS2mhC7sP2B83d2l094jq+DmO\nyfeJvZV4xTF5E3BTEsqx7p57i/vjA4x95t6/dHzGMI9BTABRv0ThmiJQOaUhLi+jQUg6xYqfEHj3\nY5iXk+NXi8KyGDyzTNDRj5O6+PWEWQvv3KOfHeR87jSxO0lgBgnK2fN/f4yNj4p2Yj1y1TcIA1WI\nvkDgYl/1n0X88ZTXH5fKSx0V+/n2nYBjg3d6moPeE8jMGXyRueBYtjzIkvHXweEdSSBMB7w8h3Pd\nt/sTrduJ4/XQ18pro24YO3h+4VvOWaub5ASEhDIAU3Y/XSwvoXtZe9jfgWt2yca6XbfcR/yMYM+p\n50/zH5Ib0CGFSEmHiLO/69EWPu4JgZCgHtJz0buQt6y8iKDM9wjQ3Oc21qmO9gNCM3VFnvF7XvHr\nSJs6zmvV6FeXbfk9aC4sYbkgrc+YkaPr7BFUOaWkuUs/iULwTxGLkDW3tPY1hjUsalDvjD1MviFi\nfe39cIDR3RPr56HchtY+JsY2SIeG98jdYcI89d0XqV0Cs02r41eZYjuFeGTTIHQpTMj22cF9gsrn\nl8xzkcd/9Y1YHKZZzGQy48AfZzKZv3nq971MJvOv2z2+9XfrzKdtwxS2bDHDIMdUmWYWa9Ayw1Zf\nImSHidSAL7DFFjNcZp1VFtINZGv8AyqdGrV8her4MHmOqSQ1Otl8Wt3bLp5hcvMoFUVrVc5QfPYa\natCuWCA0tn1i1ZtzTutsYJNASU+wRaIEcA0zkGIcyPjNEYTaVGEYa5qDLcQaNsmlodIl6KJD2EhU\nsSvD3SEkbmMNIcEtDUJCGFI9dj4mNJUW5U7GRJS6z/17h/wzkqsFWwznCQk6Ueli1cQyqYHJlN34\nSbc97o7kiTCpm06JX+0b0YAv7IyPe2YBvvqZJXP3fQxPNoMRVeeuZgu6m6GAat/zMO2mG2ivUO2K\n6qcjMfx+bsmSqWD/7jkskElIcyUlHKYqQuko6PAUSpYEHi0a/XKvY///IB81mCkZc0k1BM1l+OBT\n4Cg8K7v+/F4xPqW8RDUaQxXraQNe8o1EBYYQYJMHBAdEOSVt+KL/drF3vYlt+JOEXJMqa2PxtU1s\njmn+fE7YPBax+anak1gRVvpTU/SzmXSO6JzSzResNk5wmiS4Jn69mEKfEDYQbU7L0TOqmbrG2fMe\nKRX7AWlO4cSdpoENswut0hmKD15DGVpXz1CsvU7H8Fxrl9bsGS61vuLV5AiVpEYtW2FtfI6CN/is\ndGpsjX/AMYOsssBV1qgzRYXnrLretGzhBDupjtk+o4yyz6YTlNsUuMtN4M/4LsevzePv9Xq7mUzm\n/8JSltuZTOZcr9d7kclk3iMs9a/pL0v6wH/2K8cv/tFPOGKYFkV+53cSFn7nHXZ4h31G2GGCTWaY\nZYsOg8ywlXrqNSrcZJk6U7QZZoYtsnRTKihYFe9OfoISr9jhEvOtDbJdqI1XqE+aC/AeNTpXLIEy\nlWwzfHDCUQXac0NM3vZZ5yyKARkl8eMlIQuhXB1sQm1iC0GRANgGIKZEA5uUi3w7G0cjKYM/RjDq\nMoTn6W91px6oYEZ2BNtAxEASFS9Wl/yUkKfQz0XrJPoMBLbRLrYo45zDBoFpIXXDYkiUZhRp3Lax\nK6gyNe7EJEpdhbTDWe+ZbRQpT/0q9GqQ0QZWtQ5YpRukG+NXNRufzU2rWqXjypTd8F1NH8PCVdhY\ntlaEdJ3/Ls/PDVq9aTz9KUVKjdAHd0rPm/hn88CktZmcE9a9bcndgm+KY75JjxbtHiHUHImf37hH\nwKfdW+2t2CbQeGCVuxqbFNPWO3JFU87bGBekzirj53mYXhcy2wRqcic6R0JpeteaI1GiHQh5h1hJ\nTnMSbH5JFlzUSc0tOQ6apwt+H4omR8Kzp2sui62FDX/mcUIEIiqnIlk1T5JKLYTirN8lSJUv09+C\n9SGB3aRx8PU2oPHxyLy4+ZrmJ0MUWkcMHr1Ou2iBoQkAW/kKWRIuHjxlJveU1eL1FLnYyU+keP0M\nWwzSocAhbYbTPGSZbX7O32CaKqPs84oSBdpsMsOf/ekRX/7pC2CLuCfJr3v8a6GeTCbzLtDt9Xo7\nmUxmGFOH/68wVexGr9f7w0wm8w+BiVPJ3d8mJHcv9U59SSaT6f2T3r/PNFXWmU8z1DL2KmWeYIdL\nPCZLkoY6WbpcY401rpEj4SZ3aVCiRiXtUPOcCteSNdpZ47ierR/wsjySVgGDJUUu7z6xsmugVT5D\nceM1e1cjOue2d+lSRaFCyDgRJg/7AaFScQqbOOJzC+JRkixubqJz1PRBVLsSgQ6nc+W1PPdrqihL\n4TL0dxxXZ66rBJVOCLo9H2ObkmhtS/TDB6rI/In/v4MtKlFZpzGD/on/TDDYw+gasmwbBD0iGVLV\nDDg80b7tsI02wFiqwr269rIrb06ZkSxN0cfm2Pvciq9yLt3c3HVaqJ79vH1ueMgUKhud0CS+5IYp\nl3POvBeDTfr4N3eDRMJXD6224NuuoSKvwyPfmJ7Z924v27V0bzpnTPIYTU/S3gC2o8hBtNZY875s\n71AdygqfYHNPCpMaX226EJyVOBkqOEPuWvw+p7Fkpwy2pJLjKu88gRxQIxjOzwkaPdrktW7UQCWe\nq4IoxaoRY/E9AgzpEshUCE1dILROVdc4CHRUPdeKj1nJz1F1s6rYISSUv4z+L0jWx/loDoa8Cc1e\nZYCxBye05s5QrAf+yskYfDl+oa/aVjZIzmkhabOWvcZ71HjMJSrUKNHgLjdTGQfZuYScXyfLIy6y\nw0SqZDDBDpvM8A8y//1fHY8/k8ksYMnbM/7nn/V6vf/G6Zz/G/ZKt+inc/4XGJ2zC/xnvV7vj7/l\nur0/7P09l1Q+TCt3h2mzxjVvxvIuYLvnAaOM+C54gxWHibossEqVaaaoU+IVK9xIB2OKbapMcy0x\n/v9Y44S9khV0gXW9H032aWcLnNvc5ens2XTnPCdVLnnLqpKdg6NJyHeCkFuqd9/FJlaVIDmsCTVJ\nmHgqiGrR38i669fJErBYdRmKBapWCOXmgpCmCV6UxLWu+8/EnIBg/LQYxYyQ4ZeXB/1N44vYBqGx\nEJ9b9DfVJAjjvxHdj0r197CNYQFO/sSqe/sogmX3ZP3avc/Ny227kSpcJ21o33Yxt27iFcExPOUY\n8cmec9udlZUKlU2SRjO9XdcNEoQgA+f9FhrPvC1hFJX1NZaXJ9qxe9usuT6O3rt/z0nTaZfOCDm5\nHxVMKU/jHvH2T21jGB4KDCBBaO37UJj1yCcaJ7DK3jRanISTKgz8HjaHBPWMEeQ7ljA2jTB+GeGE\nUB/yOQHW+ZQQoQmuEdwlyC/OR4mVliM4JWKbKSK6T2iWskSArmIYUBr6oopqTXjeKL3nWYK8c0TR\nTe9ZjpcgUkGZ09G45UibGPUuGHVzSPNa7yuCuV7cshfdYZAPN1/yYtb+X0ja7GdHQ7tXtz0Aa9lr\ngGH1oqwvco8G77JNmWmqKdSTkGOede6xmNrA2C6CqR9cY41/O/PT34wCrr/f+0f8iH9F4or8YIUP\nWRdY22KGBVYZpJPy88HE2vIcp3DQO+wwyLGr+tt1fpD8gmw34V5+kSnqbFPmk+YvWZ/8kCvVp4AV\nVRxSYDqpMnxwQpKzzeD9apOX09bl/mz1gJfTI5x9eBBefJ3+kFfGWl6NsMgaYYIfEBqv7BIWlrwJ\n+FXlz9MJXujfUJYJHowWqM4RPW+EIISlAjEIm1RcDKMq3tirlPjWXULLRxk6CMJaMvIq9VeYj19f\nBkCLedXusec5kMwFApxVgvaGFx9p0WJjs7fs2Ph5zIg6JhvDQe1NM457G35u2RLFwxF+f9jx5Kh3\nZTpZiQwxloT+uun9aSumJgqudilYadNpnxLt2ouMu8+P+HvT76x7oZePhe638cD1e6ax93SBdKPe\nq8HYUjQeRS+CU6W4jilPDH/q70Sedfze1URcRXeSSdAhvH6SULQnx0d1KRIni+ejdPc1f0Th1HsX\n2WCcULgnCrBoo4p8JDEC/Ub6dGJXEE2soqmoXE6JNmHlCkSO0LU+4Vf1u2RuagTIyTfPl1dGgl2o\nHvD19CSlVpNsFw5HzLhXs9MM0+ZC9QUPpz9kvvmU25PfT20RwI3OCkkuyy+yP3DLlXDMIN8wwSxb\ngDmwHQZT+zfDJsfkWWWBGT9nhwkSst9Zj/+NGf5/1vv3HM9/hwW+AGCHdzj2xsHi8d/iDqsssOC4\nRTwYwsLaDHONtXQ3bFBigVXaFNIWZ9v5MlkSzjetyKKbher4OfIcm/TD7lMG6sAufL1k7s8gx+ST\njmXwa1h1723X6tgIz9O7ABnJzkqV8DOCN68EqESiVJa/S4BNxglG+oh+wxxDNloIuegPBFhERWbC\nPzV5ValJ9G9tLitY2C/PEALHWRtMmaA1FBfXLBK0TFr+3Qq78eeNISyV7w/RXyp/m36WhSIRbSCq\nDo0jkiLs3Q6c/dR7HreCpoGcwS7drhleCMa38cwNbRkan9u5J260SoLQtCnIuLdCwZQMfGM5fLb0\nsV9bG5HzvbUB6F5OuqFYLdV68srksU/8/7FgXixQJunjU0wSnmFGTNIhTlr4lSrqIiEabBFaFGpT\nuULIPUnC2Mcs9Yw9gZ46AGPYHFClMISNoHjq79hp2ibUyMhx6UZ/IGwsDwjRrzYVfUYbyi62xsQy\n2yVAqVWCVlADa+4ihVp/p71ciORP5qK1XoWe3/f++ACdbJ5jBnl/uWmJ3zI8Hv8wtUcdBpnefUEu\ngWeTZ0nIMtWpp+1gwZQFVlmgRIMSr1jjWpr4VT4zdnJlA+9wq4/HD2an/sPMH/1miLTVKfOKd5ll\nk7tuJS7ymH1GU4XOWMNH2Pw2U8yzzrG3HFtglRoVEnLpblrhOYM+YA1KPM9XKLNNg3c5mLRBvbz7\nhAvVF5yMQXu8QGN8nGQ8y/srTd6vGgbRKp9hJz/B2LMm5KxC7+QTGLhLMLTnIVMjYOZ1zCjI04Ww\nWIWBSr5Bksj2YCEkrhHYBXHBC5hh38YWn5K9ewSPWUUz0vSZJSz8+G2LYioFwyf09wzVZ24RhLMk\n2qbflTDDrDZ9ym+8d+paZYLuiaqApb2u5wVbtI719p5B5no4p3fbWS7eMa1XM4GxsTgycPjsRA3a\nZaCaMBYZgO3NiBmDFz7FndeqmAF86JCUnzfQImxW/vvSAqHgymmUJTfG25uWBJ76sY+ha9A0Po+g\nJxX6lb1Jfc6pqnpW/Hk3IOOsrt4Dh3ZqBAz7GYG+2/L7SwiGDsLmKw2e537fR4T5k4++V5COIJNb\n/vM6YX5BiDK3CXNMv1MSXBFE3M9Bm9cyNm/GCJu3osgpQotPGXhJhMe9sTW/xMyR5Hgs8SzoT5W/\nYJuBIk/JMD8zyeWTT7wqtwgZX8v7i1aNe7Z+ADlrpi6PvbxrdmNgz3D+tUkTjpzgG1bzFn5pc5hg\nhzJ1arxnRagcUqGWwjz2Ko5ZZ56EbEpeGWWfMttpIdgKi+m/v8vxtgPX2+Pt8fZ4e/w1O96Yx1/z\nRsIlGrxyiCYhyz6jNCjRYZAJdrjDLW5xJ/X+b7LMOvMM02aHd3hFKaU76dC5JV7xDRPc6KyQ7b7m\nsFhIpZtr42c5Hs8z3fqKufpXHBVhu3iW3vmwu3emB3m/1kyF044c+xuYNY1t8ETvKuZFSIhKIbU2\n79sEzn6DAPfE2GosTytvTtCPNvRdgvZ/h1DaLpoahHL9iImQaurHEtAStlLziTjfAKGxuxgbSiqX\nCd6Y4ACF4/LMpIcOoRm7NF0kNSHOP5gXFmPCkgB4SJoXyFzAsOEnwJDx+HvLpzzjJwE/H96051XR\nVOyJTklMLk7mKkrCmTXuPbaX+3H6giCsqp8nSqPoipFUx5R62XqRXLsKhSFL3A64p763AWOThEhm\nw5un7BK8Uj1/Qog4ZumHX+TpK9ckOrCklSHML1E8nTrbJwUeR4tLBEJBrM9/lX72l3JBsdz3A/qV\nWvXz+L3rPn4Xm8OCRM9j80/PqXoVCb8JBlRUWSHAOPcJ8KWKsHSd29ia3CasUTWewZ67twCdWevd\nkeQguQ5DEST7fq1JszJEsXFE77xRx0utJudauxz5d21Nf8AgHTrkydOh0nrBVK7OvfxiSlKpMp3a\nqVH2PdlbTiMEsFqnGUdEKtRSmCfuSChJiO96vDHDP8MWU2xzj0XeiW58iWWqTPMNE/yAX6SD03Hs\nv8G7TFPl2BB4EnLsMMEOE7zrK7dLljbDJEwxRZ07+Vss5u9xsfWE7aIp6OVI+LD6FX8xfYHfaj6h\nXR7iw/rLwAeG0FjBi2WyRRjw4pAhUdM0iWWgZeieEcJnVeXqbxmEmLevApgGwfCJhy0oRA1R9G9V\nPB7RD5c4K4WP+XYpaW0kMbwRJ9QgyEjfIMBYG4T8gsZFobxyFUOYEdCmliUkoNUKcjoaI11HeLRr\nC2XGCQYL0h4HvSfO5d+LCpz07CUTNDu545TPrieJx+HEE7QDeQKzo+MNSW6F/4Nh9b0HJr5WuE6K\nJRciSKTXcExfY5K37x2Q8YdUW+jkDgx8YgVd7Nq9nfh4jYkt48+QkaGcNP4+uNEXIWDRayOkvyQD\nLJ0o8fgPCHNAdE5JgicEKKiFvTvNDxVRSWa5RXj3N/wcVaaLurlMUGqND6m+jhMgno8JG5pgP9GW\nBTPFBYCqSPbmNIwRGHLaiFRACWHz0BqTUde/Zei930Oaf8LGK/PEGzaVYahmQo19nfJabheKkNmF\nD7svaZaHGGoe8bhs2NNvVZ9Y0pdXTLVe0i4OscINpqlS96RMh0Hn7rdTGDshR4F2ascGOabBu6nt\nE8zzC36Q2swlllPFgu9yvLHk7j/v/S1W+cgpnUbnVOvFdeaZZ522yzbUoozQDJvkSPiGCSo8R60X\n4wrgBVbZZ5QOg+RcGKlGhVutP0ubH3y//oCH5Q/pMMilzmOKDePhnhRhZ9xZPfcPUjEm1QRM7B5Y\nYleJJTVsEDVyDsPchV3Cr9Ivz2MT82eEatwqgfFwn1Ahe4rySBVjV0iw7PTWLdw/ViuUsJzYFCra\nuYcZY+/K1MfKEF5fwRbqpt+/OhlBiFz0vUoMQj+XvEPYsOJuSTJaqvY9rR+vAjE9wydw8lOnZJYJ\nKovaYJtG9Sx8QjBcpwuLnF3V3oWCJy17Ncd3dW/TTp2UImnMmHLj1m76plC1Z+k9cKNdhvYdO6eg\nqEKCa6IHR8VM7dtO2/TaBB6QevMn/u4HfkyQGVCRFqfGSrr36ulwuiuVxj4uHoT+5LwOJUX92VIV\nTmHqNfpblqr24ogw52/4dz3DvHc5RRDm9CxBSkGH5rQIBHfpp1xOYnNWUTQE9prqSj4l1AaISab1\np3qVhFAQFlNQ9/w+jyzBuzNu3PtCYjZqrHECdXh53ZqvDPh8aJXO8Ch/ETBs/kr9Kb8sX+Va6wF3\nir9NhRoNSilHP88xo+ynigMhMZynhumMv8MOXbIpq6dCjX1GKdBmnXkA5llnh4nv3HP3jWH8d1lK\njXaHQToMss8orygxzzqbzDDFdl9fXYBj8uwzyiUe85iLrtlznCZAFllhmykq1NLBtPMfsV6co0Cb\nAm2OijDffMoUdQaPXnNShJeVkVChB2lCKdtNOPdwN+2XmXr3XoV7IhbFFIHBUCUs8lksnH2ATWz9\nHS/KJ3YtnhO8pwv++SX/o/1P5ebiLW9gLKLPCBCPFpVqBraxxXmVkGgcIVTodrDN5uPojzzIXf+/\njGlsvMYIUI5kICB4eufp14+ZxZKEeWyhThNaTW5iC/IhQV9IHbc8WlK7QCrmrfPEn2PErluYJjCm\npDlzZAqhPUVJom46BJa56s3GxV4ad3gnZk0R/T/nv3doq/fAN44YTsO/57x/r5QlpZHkG0Jh2sdj\nxJ7lxOGRnss0DMSea5NQE/HQx0qS36oM1/PfIiT2RSW+TtCJwt+VIgkVT43RX+0tHf7d6I8iiY+x\nORPPC70LeeramMXDL/n3CarqYvN2g9BHV+w4GftYzlwKr+PYWlGCWlGE8/D71toDbP2J6y8Pvo6t\n2SNSQ0+evirld5sHnHu46+q/SR/Fc6BpNuOkCINHr5mizhR15ptPOSqaI7tenOMSj1Kmzij7rhxc\nY5upNGk7yHGqVXaJx1xyootYQHk6aX3SJjPMs84867yilF77uxxvDOpJyNIhn2LuOvJ0OKRAhedp\nRrtMPd0pOwxySIEGJWbYSkXdxGcF2GeEbaa8EMzyBW0KzLc20g44q8XrLHXus88o7fFhLmy+SAXa\nzlbdwHeBIhQfvObF4jil3V3L8mthgJVz72GTXaJQq/RXBNYJi0Aevwq/5EUtYN7KjwkduFQQJa/u\nmf/+pwSZaOUE4jyAeNMHhGKuhH5sHv99E5v4ikZiNkbFn0Xa5Nf9fuRNSvcFQrHXCmFR49cWXU98\nflWDqlJSdL0uFoXcJFA/df0rpMYrs2L3PVD2Pr+KQIQZ38cMzBKpjHX3uZ0y0LAxL3TsnnpdC9kz\nixG00nLWjNg6p2UJcChq07/fZSR6XZNzTkXjnIvfTWBA0Ys0kQSFSXZ72mCsAafxZkS7xL/zCmEO\nHWHMqXuECO0ZAXvfpB9fF4yTJeD5s/6uvIlNGg02sfcqL79CaNAT04rF9BKTRvkEXQdCjugCochP\n4oIQKJiKGsS4mSRAhz/GImOXoUir1ycJ3vxPschliJAr0D3pnJ8RGgXtEuTNFZHg69hzLdRhoAMn\nV6BxZZxzK7vhmVpmIyTmONCEJ7Pn0kZQU+yyWrzOfLLO4NEJ1eIHZOky4c2hwDD+fUZSoz/BN3zJ\nfKpNBqRibFm6DHPICoveovF5Cg8ZstFvQ3+d440Z/muspe0U4wIuIG00kJDlmEHydNj3t5OQY5EV\n1l0r4SNW+ZJ5ytQZ9FWZkEuTxKpsA0hyZ9jPiiO7xdrkBUbY55ACrcoZztYOAoccq9LdL46wzwgX\nVl5AF5q3vKlyVNjRK5uaYqvspdtlggGEoEi4i01YQTHCvCFQ3vb8XIXZmwQjKkxXEYbUMVWlCDbZ\nn2E8ZYmz/YT+nrsSeVvAFsAPMa9Lm5CO2ONVElMYPgQ9mfPRc3xK6Fqk59KCVlJOBl1wgyIZLVgV\nm10lLFwI/QL0s+uQuU8I1R3K6LkhB1cErbpBhVDZvAjccc0bz1VIRmFANFcVKMWGX+PsXnQ3MR4/\nRb+WtGLAxnjIv7tq+v0Zj3RSsTdFARXvFaB6hb/sueXdLtHfElAGXcnPRYIY31F0jpwOVeN+5r9T\npOaJ6LRgL4ZdctHfgrDGsQ1Ic0iEBjkUQ369ZczrrhFqDz6L7kV0T+XYVAPjxIoUwhJEGIvPaU0J\nxrnj9y/FTmx8U8hRvSASF1hzuYVe0RvSOIGiuTjE5PIR53K7PFk8B8AoB4y2DhhqmYNw9uiAVuUM\nx+RTxcy1yQumL5YdZSK3k6IM1jDFjn1GScgx6J78l8wzTZUvIjrnIivpZ/J0GGWfQY5TiRu7n0Bq\n+S7HGzP8j7jEIB0ScmnR1g/4BWAd6NVrV4d200OGaTPMDhPc4s+oMs171FjlozRXYNc1htBl1n13\nHWU4306r4toMc61pq682OUm2+5qjcWgXh9IEzMXdp2b06y94uTjC2eUDJleOeLE4zrlNn1FjzgIa\nh+LyaxvRafpFyOTtyeitEDodxQlKFW8pFK3S7xmLVy3sUgv9FiHR1iRsFEpYTtHfQEXNUlR3EIf2\npxN0SwRPVUwjLTgZXCV4JdKmkB0Cd18GSto6knPG70FenhJ38t5ksJVE1ThW/VqLBK62Xzcj3Lbu\nnnnLPHPw2gC/55MWDHT9eWrR5hAzdaB/lZwyfgN6ZiVyO74R6H4mPSGd83txjnmfVHINM4xqpCIP\nO664VaS46WMjKCQXXUdwnRyMPfohE20mqh6XUW3R/4wd/6wqtaWBo+S/kqLQJzfBFCG6UDJflblT\nhBalOqYISdsiIWekDRTMgE9hTskTQn3LQ0KuSbkOGXfJgVyInl2V9HEEVMMUeaWm6+jTAAAgAElE\nQVT4qoi9Ay/mgpf/ctFsAMCT8jkmugc8LH9ImW0KrSOy3deM5vepNIUTv+TZ5FlymHqAJOYvs57a\nFlMp6LLCDdoUWOALqkwzz5fc8RYmbYY5ZDi1fYMcU6DNMktp0ats3nc93pjhV69ciQ0B/IIf8CN+\nDpgYW9dLI7ru+YMN2A4TzPMldcpUmaaDdenKRtfKkpCQ5ZACryiFnr2J4/7ZUTp58+hrVNguTvH9\n+gN2inmu1EzWYaPyASVe0cvB2ZUDjq66rMOdJntLBhmNPTiBnMk6Z8uvje3zkH65100sZBWbRNRF\nwSvQL7MrXZpF+hdZhYDVCxOfxTwcRRcSu4Igkyv2zGmNnVhb/xMskaakrDoUKXJ5SCgck8F+hnl4\nzwgYfkyfg+DVQwjnzxMSyjokVxAv/ocEWClLyCMouf6MEDlBf2ewFQI2/MyL7MCMqEsODHgST3TO\ntNm7qLG/xtH7iRn1dCOINzmnOWaKfi8y3LFQnVRcL2BQXyxqF49lzT87ToC9NglwkGSzHcpijwA9\nxrReRTvyrKXwKqhQUaDgFOUU5ClDmFcShRNBQYJtEDZnzTnPd6QyEBD0fHSdWQLJQc6OriVdK8FX\nMTlAY1UlFGk5Oyx1HASVaSydlHF03ZAAgGLrNTRh7+oA5+7s8vUtk2M4u3JAzzeLCXbYGv+AK7Wn\nvKiMM9k64pflqwbZTBqCMdo6IEfCaLJPJWsTT3r7QjWyJK5Tdsgo+2wxm7ZlnHeVuB0maFNIbaD+\nzka86ywJP+dHwL/kuxxvC7jeHm+Pt8fb46/Z8cbonP9x77+lQJuEbArxKEmRp8MXLHA+6jYjiEYS\nzcO0OWCUGbbSzjU6jN+vfIHxYmtUUnoowHxnneX8EtdYY7R1QJI7w3a+TKX1wgo27IagAw+vfMgw\nbd5Jdhh7dsJROfIS6q8N2999DSvQW7ImL8UHr/sTnDEcMo55aH+MYaPQ3y1IpenqUxqraorGKBgn\nvi6E0FuwTdyRS17dFP3MBzV+Ed8a+rtzRQmvlNEBqRxCmkSLsX6N4QXM25OHKh69Co4geGfSP5eO\nz6fR9eKuXXGnKWkK4Z8Rs0j4sjST4sY5VzDvUFGV9HJi6Qdh4HFRG4QYWWqlRfrfq6AqsAhGRWjy\nxn8Y3Rv+fBXSJul9nnSc3FUuQFLasR4PBHE/sco0xjGVNo9573EORtx+efMVUmmJtNOW8jiah+q0\nNU4osNI81fioIHHbrxETEWIJEc3TWEJEuQMIRIEcYZ5qvsS6P2JsfYaJxh8R3ivRtV3SunX1DIXW\n69AvAmiNn0nXc7b7mqE67J0f4JvsBIfeCOrKw6dpfuNoHGrFc0x16mS7r9kvWh5yjWssdZZZz8+n\n9MsKNV5RSq8DZstkt9RJcIuZtMjrkEIqx7zJTAoZPWOajzzTLpv5G6PVM8V2mgx5xKW+3+XpMMsW\nVaZZZIU8nVNcfmtccMAoj7jIKAdk6aZY2BLLdKICrw6DLn+6Qj6xgd7KzzDBN+n/2/kCDd7luJgn\nW7RYNCHLlc2nXKk9pRc6prFTHOfcQ7dsXUgqWbj/Op1AxeXXwXBCf5gv7vkDDIZQck0T+0sCjKHF\npIWiz94nLERVecrQ1rCFqYYlCq9VvQuhrWIp+mwtOh9CQk+SzFrIMfY9QmimXfFnukp/OK+CmZ8R\nsOJidF8QxLtUVTpNKNCJi7g2/HkX/RoPCRsAmJEQzVaJPm1SMfFBxXOqOFbuJE7KatOMK1Tj6whu\nExwi+qqMOARDKQx7jsBMiQumBFtIK/4KgaUCobhPzdGlva9KcAj4tmCYmMIp+EXFYj8kqKyKJaPr\nFAk0X/0ZIrBiIGyG6juh/yeEiltp6qufhN65IE6wTVJj4zRaVgmV6/g1HhKKGgUXlqLxvUwgNUhu\n+gKB4QOhstcdlWLrNb2r9KmTJp9mYfc1xdZrXlwZ5xy7jO6eMMpLMoIR8/Bw9sMUSt5nlNH8AaPd\ng9SWTGS/YSs/w6XkEZ1s3vV0XpGQS+HoQTrkOWaZpdR27TPCLFup4T8mzxYzAN6Uyq4l2wjB8H/X\n440Z/g55N82dPpzfsK922l7RVOvaqQxpli7rXCbPcVqoFRc/ACyzxBLL6UZwTJ421sFeBm2ms0U7\nXzB97KIJxC0175M5siIugP3xITZmP2Cu/hX74wPGCJq0KELj3SvDWO2E5o+HyHeOKa6+Dvip9qoq\ncBt6n0JGPGMZnLg5hjxwSfJepb+9nqoSVc2rayjxp++axp6z5dc98GsIC5cxU9WvDGGX/v4AcdJP\njJbfpb9zl4yDjKA8Xn3ugCDRIErocvR/Xed89HwqVuoSmrpoM4hlLN6jX256m5Ag1QYY67lD6Fql\nSECb3hyBYlnHKKVK8sZKkbH0wF2/pwsEnFm8dLBNR5GNqK5i1WhulDGjOuX39h79jXh0jipsu4To\nq0g/Fq7kuyifkuc+XZyl4r86oRlLnLSO3/XyqeeHQN0tR2OkxK2inRKBhdTw62hTkFMx7c+kDmxq\nfCIHAELk18XejxyEmEqsv+f83m74d3xqipsAmZ8RIhTPm2WeQGvhDJ0fW/5wsnpEr2L03kE6fD1r\nFZCjyT5jXevjsVH5gDLbjO4eMdCC3hC8mhxhpfi9dIgv8phCp00tby+5TSHl48vwy+iPsp/WKeXp\nUKKRCrV1GEwbuawzT5uCaxT05wqSdEB//eONevxqtn56FwQYYb/v4TQ49u9jhmmzzE2mqaa0UB3H\nDKapENtaBlli2VU8fZDyRql6j5qFUK0Dbk9+n0+av0wbIj+nwkxni78oX2Cms0UnO2h8/xyp8etO\nwnHZ+vf2BOFUXMI5pmHG1a4VzCvR+RCUOOPuQtITiZkJWlzy0sTT13WmMV5zFfgbmPHbpO+eqRMM\nzO9iG8GqnxsnFLXgVVsgCqk2Di98SQ9R9+S96Yi9yVheN25Uo56xkunVWAh6UoevJ/6MSmzXCPTS\nOYI8sDxmGUPxwuURf4wZpTv0N8jR89axyOiAfiloGa+cn6eq15jKGbOdSgQWlwy+msGAzYcfEvRj\nBLeVCUVJSpTmCYndq/S/L3nSgmFkGJ13Dj4OC9G/BX3ExxHBmCsSOiKQEyDoEa2QykuwRKjUhZC4\nlRMwRejd+6+i7/sxQS8KQuGhNnNtGnIetCYUsUJg9CQElVm15FTEGEWGJ4smtQxQaL2mWLNJ3Kqc\nYfDoNQO7tgnQPeLJ7Dkmugl/4XIMM50ttvIzMF7jneSI25PfZ6n1SyaKOymCUWWa0fw+DUpkSVhi\nmVeUnLMf27GOWyezX7JpsfZOnmM37QGFUF0SiMc/yHc93mgBl2FcxyklSfINJRqoiXpCjlUW0uq0\nLAkdN+yJ84L+susL65fHv88obYYB0/P5KFnlXvYGC3zBavF6qoet3fm36k/YKH/AdFKl2HhNtpKk\n2J7kEIbqkJRf0xuHzAN4+ckIZ+8fmHSzjjGMwvcEW0TeiYpn9LeGGyN4n6oEVYs4CCwgSclOYoay\nRjASdcz41LAFNk3AeGWAxe2XETggaJfoEC4b96H9oV9fG4gMQ1y5OeSfvefnjETnlEgrVNO8g55d\nm4aKavL+rPp+6fiX6M8RxLIF6gWwSwjr5b3KSGgcxDOX4TyKxqfun79Bf3MaQUNEz6fIA4IxlDHV\n88iYtwjv7Xz0Gd23Nn9thLpnFbPVCdIDguVUMKV7vkCIYpTLaUbnaDO7QRCQiwrTABtzjfsPCR61\n3pfyKvpMxa8Z51tWMadCsIwKp0RV1eekiR/LgzykXwdI+QzJVahQLaZ87mLzWnCgOwlpp7y4MMsp\ntS+vj3D29oFBPkC2+5qBprVXBBNny5JQbLxmesp2ilq+wm/Vn/CiPA4cUeCQ1eJ1LvKIVT4C4EZy\njy+yC+ww4X10C322yIaw31m1Yc85vd3OkZqBmIwLrJKlmxZ6gfUeaUd5g1/3eGOGf41rXORx6vnr\nGKTDL/gBM2ylrRSn2E7zAAXaXGONeyyyxF22mEk3EVE+zcAXfMDDbniNtdTwj3JANTvNNM94zKUU\ng1ueDA2RTzwqSLJZ9iv7vNtpQMcLwfK2EQ3OdpjcPEq9oLMbB7y8bv19J5fNkziZ82bNKmdXklLc\nawih8TI2+a8SGpOc5vpL7kHiXkUCt15QQqzjr65Gsc76VWxxqvWejKWoeVpw8hZV0HQQ/ewAW6DC\nk6XZHxeDqWpX15eMgwwC0c9a9IttSfAOQkQg3XnlP2KIRvxtfU8sxKVDxXMyngeEjUmQmvDyZfo9\neEUIOkf39pxggEforz0QNFTyZ9LGJs9YVatqFCI4qBZ9Vu/hJoF/r2vMRec8w96BejsooS+Ib5wA\n7X1GmEsJ/ZRM1UVkCaqb+j/YfJPO023C5nk7OucqoSpZchh6VkWwgvfqBAcmR3+0qdqWuAr5iLBZ\ngm1iqt3QeEjyhPD/kzlroNRcGiIhx9mNAyu886h1aBeas0Mck2e0sw+d17zbafB1ZTJ1PNsUOPH3\nsjx5nQl2yNLlMZeY9pdazRoff58RChz2KXHKu8+SpNeU5MwOE1xjjWVvdXbDC7jaFJhiO4WAJtjh\nF/wAgIuRHMR3Od6Y4V9khQYlfsEPUkNb4hVbzKZly+qg1SWbQj0F2txjkXdpsM5lLvG4T74Z7OXU\neI9DTIY5Sxep4cWaGc+pMMgx86wzmuynnXXieoDv1x+ki+PPp+eYmN2hsvuSJC95iFFy5xPGVk9S\nr/bs/YM+tcLDkQEGbp8EfrrgngrB0OUxFoV41PLsY3aHkmmuEJoaUOn8QDDy+OfEulHDEOhvxrFH\n0LaJq3vP+71JIwWCJyh457TRl8ev58SfJc4bxAyYuIZBiopqJC4IQfczQr/wWJMgTaHxgZAAl1id\nYCF5vWKF5P1+pEOj+4AgRa3Cthi6iTF+JZ/1ObF6dI4MuthREhtTIh+CKNu4/1zOgDjteiZFNtLs\nkcHcjc7RuOldS6NJ50hnZ4HAnopzGDo+JRh0LQWdq/G5SiiKEqNIWj/6LrGphNureE9qoSvYRqFq\nZG2OkleGkBRvEaQ4NvxelN/4nJBLkP5QjVAP4/dz+PsDDLRODMYREykqeNxbGLD1TMLg0Wuezp5l\nhwm+V92ArE+gnDmEcS4yn3TIZ49T4bRjBukq8cs+25TTSt0gKjliuQDaqe0aZZ91LqfqnFIuFn8/\nEFayqcdv9lIL49c/3pjhjw21GDvDtN3wdr0+t8077PDMWzACfMl8+vA5h4pWWGSCnTRyOGaQm9yl\nzTDH5E1Vk2/YYpZFj9HvssRFHpEjsVxDdp82BWt3loS49yQPSdG8/Eudx4YBNmFw3HbuNhN8k51g\n9PxLa87sWOxeZYDRoiWEhg9OAquhRijuijsWnSc07xbr5wEhWQlBt/46/Xr9sVzzJrawnxAodOPR\nv3Ud9SmVJrsWvwykksz3CZCIDNrv+9+nYRAZ9i5hQ5vDjL+MSNH/L+kE6I8CtKF9TtCKgZC01sY3\nSfAMtYGI8aNNpRE9v/rF1gmG/Jaf58qffclLjUGs7HnaSGqTKxIS0mpTqOeS8JsKt+KfQ1DuVE8H\nsaO0uWsME8KGps1NkBWEjUQb/ZGPhyS6IWwKSsAXCXi+Dm3gv08o8CvS39c59s6lrqmqdL0LPZPo\nmzL+klLQdbTxqSJXG3Mc5UpqokSAna4SNhkJCsbd4LYJGyTAE1uHvQVrnzh2dAItK+DK+3z4JjvB\nMXkK7DDQhAoveXeokdI7AbL+/vNJh+GstU8sZNvsM0rFF1iXLI+5xE2WWeEGM2yywzt9GH+BQ+5y\n03V6dlhhkct8SS5K1kqQ8jLr3OEW56nyjUcOKuI6djjoux5vC7jeHm+Pt8fb46/Z8cYKuP6g91+m\nrJtYRz8uUx6kwxT1NDsOpAUNYvOo6CFmByVkucWdlN6ZpcsqHzHDJge+Ow5zyCUepQVhBWzXnmHL\n8D0s2ZPkztDOF9LoASwPMdV6CVgBx4X7LyxRtHLA14uTvH+/ycvrI+nznn14wN7cgDVtl0SAsFB5\nn8LrxV6QrDD0C3Y9INADFe7HGLY8NPHvBVXcJEAlMRsiTpJ2CF6pmEWzhP4CU1gkochBhVKCA2L9\n+7iuQI0yVE9wlf4+wirHFzUVPydLgDvw7/4U84Z1f5LpBfMAlUSVIJykfwXHyFtVEZW8VCV7ISSa\nI+of0E/R3Yw+o/OVN4ivo4SlqLEu9Z2+93iMi9G5EmwDe4/Cq9VoJ6Yw6jqRnDB1AqtH36Xkp+AX\nQVmxx5/1+1Zh2QXMe5Z+vZ5d9xiLwalwjOg+1FjoLgFeU+JWRVvxWCiPE4+5IJ14PcSNX+J1oyjJ\n15jqb/bHBxjbOOHlldBr4+vrk7y/0uTlYvjZk+vnqLResF0827feRfwodNqpXdjPj6a2p+3FVvbV\nWR5xiUOGGXE5hgW+6COi5Olwh1t99QAqRlVessp0ap8SspRosE05RTEg9DD5TzL/5DejgGufEUY5\noEA7DX9qVNKHHuSYd9ihQq2vUUGN98hzzB1uMco+HQaZxVo4ih0UJ04AhumSpZtCQ9A/8Jd4xKD3\n9IqPJHeGTn4wFYX7Xn2Do6KFe2rAkC8ep89ztnLA+/UmX1+fZJh2X3J3bNtgn5OiN2sXBCBDKwxV\ncrjSKxHkA7YIKwSOt8JiFf1A0HQRZi+2h+iR0K/Zj5+rJu4yyDJewsrF61fSEIL89GmMOCEkO4W5\n/h62+JWUjVU+1bRdG5ZYIg+ja6sRSIIZP+G3XQKjaQkzRA/8eQQfqDhNz6MK0D3Cpnf6GeKK0r3o\n53Gym+g5RD3VpqPnWiUkOacIXHzBHYJv4oS+6hW0oUrWeNOfRUqd8aYUv0/p9IjiKEMbK8KOEJyP\n+FAeQ4lo0SNzp86XkX5CYA+piA2Cbr02X8GbZQLGL3acKpxVBVwiMM5UzfyEgOvLMdqMrqMNV3O+\nDic3wzodOzrh5D04u3xAc2nIjH69CRVS5d+zHJDnmKFdqHRfkuRgqAV/Xg6eVzbf7WPkxHbjjlcA\nJmSpUEvh6BiW0XHMIAuskpCl7TLzqk+S7apQo81wWq9UcCj8Fe+m1zqOqJ3f5Xhjhh+w7vPehQtI\nOa2j7KeJ3rKvWGW6P2KVL1jgI1ZZZ54f8XMalCjQTrPewxz2GfpR9vmIVWpUUs5rloQf8It0RxUr\nKCFLJy9BuFxq9OdbG7woj3tzhMEU4y/xiofXP+TK/ac0rw9xSIHybpMkGtmdcYsGUjx0ElpzZ0wZ\nULip9NFVkSmRrLhQRd7aA8LibBK8QPxzdwmFUiWCtxh74fLwt6N/x0ZOTB8lwPT7OHmswqgY55dx\n0P3I071NfxOQBkHfXQtZHH7lIGQowBa1kuJSC1UC/Gp0nSZmiJr0t66Mxefk/Wtz/MzvTfccCbfR\nIjBePid4p4raRF99gFEffxLdc1yh/JCgRLlCkCYWNVWVxGLAnG51eJ1g1BICRz6ukI6luvXZXYKh\nPU+g5cbvKd70VIwXR2gJIZ+hQ0qjSs6O+T3puSK5aYYINNO4Gvs5gWAQq9U+I8x5JXPl+avbneQ/\n9IyLpA5Pa+4MRcfk0wikATufjnCWAwqtI0a7R3xdNgftwn1T3nx43RQ3Nyof2BrnmNHiPvOtDdaL\nwfgn+UOvts0Gm0E+lZ5JyHrB1TAJWT5ilW2mUtsBuOhajkM37FIb/jk/Yp51gNTOLXOTeb6kTYFt\npphhk4b3Kd9nlENnKn6X440Z/lEOeMwlrrHGY6xlmTrMrDOfRgErLDJMm0s8BuxBb3GHhJzrWF9O\n2T8x13+UDsO0KXBIiVc84hLzrKeJky9YMMkGh4uOXdbBPmM7qEKwa501asVz1JliobOaUjkBCq2j\nNMTcYYIL1Rem/DhOuijP3jmACuxdGGCsZmqeaYWvL7reuGn6s0FIhKmEXbID9wgh9WVsoW9gi0Ze\nb5PQFeljAoMnLpWvEjRtGqSyxHgTEPDPq/uVisqgv+BHFM8Y6pGUrxZllmBk5IUqIaoIpELQ8NGC\nl8epGoYpbLaqBmKIULgmCECGpxZdb5tgwCDALOM+ToKiJC+gIzaMR9G/49/H3r7gjk8InqiMp36/\n6venGgU9+xO/lpRZhwhcdDCjVvJniam3SvJCYFhpfnQJfH4lOCWPoCS1ni1+LmnlQKjQLRKiMqLf\n5f2aYh0JygLbJBOC4Zb3LyYW/qw/JdQ7qADuMmEeKCF8w6+pCFJ1Adg1e+OQcQJDcdccqoE9U9oE\nGHtyYusQGHKV3Pf3mjyZPsdk/kX6WIXWEcdFc0RHO/us5hcoF7e51DH7s5YPRadyCgG3GoY4dBik\nxnt8xCpZkrRpup1nRvrQtTnVdbDKNA1KrjtmTuUt7lBniks8Zp3LHFJI0QwRYuZZ///Uc/eNGf4v\nucyP+HkqwgYW2gjuyXNMiVcUvClLzHn9knlvRFxKO9qYgW+k15EMKrxiwh9zOeomrvqBAofMs84w\nbet2n1RZztp5CVkWWGUrP8PF1hMo2otfaN1PO3kpy08RLmy+YO/8AFRgbPWEr29ZPP/+SpNeySZf\n6gE7g0MYZDcLuYpL+GohNeg3EtJPrxEw2LiaEQIjRjIC0jiZIhg/adoIb5eB2KM/n6AwW1K+Hcx7\nlMGWpn/MevkZ/VWwMqDynCW7+xkBgnhOoPmpH+yq35tSJeJtS7ZZGkaSwMaf+YggZ90lVLjKuN0g\nYNYQ6hLEHIH+vIBYNxDyJxDYL4I7lHeJO0ypj65yGKpIjkXjJKP8hFDhKwpsLbqOIJUGQbYj7p37\ne9j7u469gx8SxlznxBuYoKzTQnTC989j80e6QA+jc/L0s5V0jzHurs2iRXhfqlPQHHvizyD2larU\n40JCMX1UE6E8hgT2MKPfzUJuyTn5yhs0DOIB6JWsccrXi4br7y3Y+r2w+aJP0iLbhULSZvDohNXi\ndcpsU2m94HHRwuZpqqyyYBW5yTK5bJI2cxKds80w79Lgnoddo+yn6IE8dXH2Jc8MJjmj7ltgME6Z\nOscMplFDm2HyHKeRg9rMftfjjRn+GbbYZ5QsCVOOHdSocMgwgxgntkCbMtvc4VbqqZeps88o7/Iq\npUIVaLNNOd1NlRi2CKLOFjM0KHGTuymPdtPFj7J0GaTDXZa4yTL3sjfSkumELKsscJl1Vorf46L3\nwcx3IMl5IjkHVzaf0qoYQWps4wTy8GJxPOQMcvDN5BD54jGd/KBh/96TNOPGJlfGlAJzBPrkCoFW\nCUHbRNroEn6bJiyWBQJ+vEEwkLuEPECVUHwjbfMr9Df2UPisn932z3xKMCQfE5puy9sXr13wgjaB\nHEHv/wmh4TWYR/eQUGikPMYRAQ6S56xFLx659Nfxe1GyN07MaqODQGv9mAADqRZBh3B3JUwlciY5\nCj2X6g8UJY0TqlQhqFuOEQy5nkOfKRE2NRWxaTNWcleJf0VtNwjNbjRmakyS+M+e+FgoqQr9Bv8T\ngnCf1GPxc9XZS5vCbb8nzStFhsLolZNYIRhRbfLTWNFbkfCepqO/JUgoWQrRerU5JASnQ5TNRb9n\n33QyXTf6ymd5F7PmkulnAbbuakcMchwaKXWgNRuIjVc2n3JUth7b+Q4MFjuMcsBK8Xu85wtMzdGz\nJNzLGlXzLkssco9YJ7/DIDe4R4c8d7mZElKU4BUM1GaYbcpMU03VBWTUX/EuHfLUKZMlocw2daYc\n4bDnOmS4T8Dy1z3emOHfZoph2nzJfIrxD9NOPf132OERl8iRUKIRJXcrWP9KG/w6ZcrUsdZkFso9\n4hKXeESNCiVe+bUP05cGMMMmhxQo0WCHd7jJMode6Xu6FaSOxHG5Tt7UPAHIQ3bygO18mYQcpSuv\nbGPqNMI5RZhcOYIhKE4eWdOPIcgIzwQyanItKKSLLQw1g4bg+V8geM3SIFHI/xNCy0ZvQsJ1QtEL\nhCbqEHjv8pK0gWiTgODxS61Sxm+SIH8rhkhcoAUB1hGjQ0lL8bwhcPrzmJEVRFCJrrOBGYYrmLG9\nQaiLkKeualbhyWKkxAypj/36YkOp6OljgriaGubkCdIZEKItCHCR9I4+J2DzMn5x3UKcNJViKQSI\nTvi7jL+wfvy5Bf8ojyGJbBl+ibjF/H1t9nrvit70nnTE0zw25solLfp3xsVrirYg5Dniojz15J3F\n5rEqrM8TnIJ4nkpJ9DP/v6KsJwSZCjkaeT8nyln9P+y932+bWZrn93G9lCiJokWLMmmzii7JkqyS\nxqqRx0K719U9vZgFdpHrAAESJFcBcpE/IUD+hAABchcgFwFyu0ACBFhkgRlsT0877Ybd1lgeuWRL\nlqpYRZu0KFOmSJESaeXiOd9zDlWzyNTeFArjFyiULVPkS/J9n/Oc7/P9cUnJdG4XfakH0/WuX2Az\n3a7/zLO9Ft/MXSVLiwYzvmCXp994a+Wkf+wsFH44AQ88e8v/vssjGsz4AJUGecbpsMOCg4/V0Y/6\njn6OfXZYIEeTFAM6TFCn4IfCAO/I0SLrG049boEdz+c3uGjy4in+/x4/WeFfYtu7zUmFtss8OZrc\noMK3ri3I0+ARd/2altDnCk0qlD20k6XFFiv+C7zPA44dhPScFZ9kr4VGx7gbCN/lES9csPsttodM\nkk7cQGVlsEU1KbHSfk4tc9XTQvsktKZalI/ecDJplM3BdMooX07de+7YDqKUvflqimyvxUTpA5fU\nRbkOs33jEzIvPwzDBHrMDYIY6gUmstEwUTecujTdYBrCxZhovFV+6H5HSl51xjqnCkYFHSMMebUQ\niQ0k1o8KyhShIKlbFiYubPjb6DHPsK5YfvOPCE6eKpAKfJepmTB1wSd6XxX32dxy56UBuHIPXhFc\nJY/dfzcIpnkQClxsbww/3BmkCZmzsZWwsHlREwW7SIk86c4RAktJi5CgjF8R1KuCrLRzU0GW+6Ze\nU92+5j4qnjFDK2Z7ya9e353OJ8MwJVWkBPlPSfwl336RAJ4RrK0FV+rfpLVS/sIAACAASURBVGCW\nKFHv6wZ2DZbdZ/Vv3OcZD6fF8BEpATv/9qLLxDj64M0Kz8csD6P1VZZrXx/xftEgnezRmXt7CUn/\nAxPpE64cdklN1UxgCVSmroUCmxlnpf2c/cznrAy22EnMMmaFLQ9NN8nxgiUSBtxim8fugp53kbGn\njLLGE4/Nb7DmLZcB1njCA+4zIMUKW9SdwleLwxWavvhXuc46j9lhgXfkuOGoo99GdhA/5vgo4Pp4\nfDw+Hh+Pf2bHTwj1FMhyTJ6Gz5oEW+VswJtmgg47zPMlm35rM0PDhxAUqJGjQ4WyOWw6dzytvAMS\nfsFDeowywQkb3PEii33mmKDDKpucOMGYLJ/1+6OcerrVdrLEPDtsZxZZar/0/H3tJEbewyB1ZswC\nLLTdr8TTts37vPrW89tb6SyZR0fDDIoxLLlL+OkTrANTxz9N8BrXIFN4q7pMOTgKkz0kpBipIxVf\nWp2joJDfELpnPV4WwnKvXCNg8zJyg+GUsSlCp68hoMJKhPmPMWzrIAaMnlPuoMKFZWcgrrp2MWJ4\n6JzF2xcvXhz52B5CNE91wOJ/q5uXF4349up+pxmmripMJx7Ay34Cdy7PMBhIcNcUIZxdj3lPMC/T\nbqzMcPesz+IG9j1p9iDIRuE7GwTnTOkQtNPTucaUSjF8tDuQLmQdu85iS+l4diSNgDyLJAjTDkR+\nQ+r8pVnRNQkhBEYUTWUgS7cAdr1fJsw5au5ndQJlcwwvGrzUg9ZXjnV3HPQz35SuegbfaMa+6Et9\nGO2eMeIozLmpJmlOzeKlfcR2ZpEyFbaTJT9A3WSVcU44ZdQPZ5Xtveqwy31m6TgYeYM7rLJJh3GW\n2eKP7ksNoespVnnKPnPkaHpHTjAGY5kKPTfc3WHecfnTHte/QpPXPyeMv06RLMdsseyx+TQ9tt3W\nSYq0CmVmaPjJ9za3WOexx+u11QLTBYAtDqJF/dEJvXI0h6hPKvQbrDHKKQvsME6HGkX/BT7iLvd5\nQJOcx91SDEj6IVBBuD8Jjulz5gv+/JGFto/04H1+xBefa4+ObLu/CIcFu+OmN7qQh7PLwJwTnsjU\nSkUiti+Ozb1uELBiDRDlUCm4RDcrBOigQSi6KmqiT8q8rE3AvG9g233x2lU0xKTQc6eixzyLfib8\neNKdowptg0DpE97/HCtgKkgv3d8fR+9bg2stViogMkOTWVeaABdoWPlLwpAYjAkj2uxvCGIsoudP\nEYpWhpBo9Vv3/OLzaxj/B4Io6wXBVx7CgFM8ftkxa2YhrrpeK/65IKyYURWrqfXZHhPSxPTee9h3\nE0M98RFDdgp/1yIbMdg8e6xM0F58RVgAtXAL7hFVVe6pMAzXaS4jYZbgIC3iN6PfT0ycpWPEJcod\nro8xXe9aOp4EhO79XRk0udw4I58+Yn/qMwCymWNOx0YYSwQDWTlM3D2eiu5x6X9+wUMecJ91HlOl\nxDw7ntGjoWyehqeCL7HNLvM0HWRz1+Floo8fOFinSY4GeW45Dj+Yk0HM4a9TpEyFJjlfx/5TBrvw\nE7N6ThklR9Nz9HeYp0CdElX2maVIzXNjJc6StfI4HXZZYJVNtlhhgzvegO01JbK02GCN61Q9swfw\nQ+JReuyywBpP2ORL+m4hiIVgRersskCLLKts8poSVUrkppq+uPdIG1OoZEOdJDOg1KsySCVmxQzQ\nh9HMWSh+GXhfNLw/7YRgZMzY7fLzM5i+MPwVw6sA566oXNIQMM8wG0dYuOwD9gjYq8RZMR9cnVaV\nYVMrmXKtE6IXdajY3MMWDbFQICxMwqelTRAerc4wNv0S00QDX/HQJXbCvb8yge0jvUOdsNt5z3Ch\n0dD2iNAZ1wgOqLGQ6w7DPPUyoUOPdws6RC2FwLLRjkZD61WsABUJA/kGw9bE6vDjrlffT0z5FOV2\nzf17jWC6BsPMn270voXpQxAG7hEaAn2X8RD9XvTzmL2kYqxdjBYiCDtPXYcy1Cu6P4vmO0XYJeo6\nlc5EM44bITmLtchT31mLn4+5xsi99vtlM11L907hEN4vjlinr0E21tlzBCMpKE7WSPoDKpnPrKiX\nGu7pC/5+Pp0a9UV1nl1fE7K0KFJnk1XKVEgYeCfOVZ4CsMEd5tnxlg8a0NYosOG2Wkts0yRHmYq3\nn1ct0wyhwzgL7rVX2DIXYVqeCgpW+Ks+EOKffvxkhX+Xec/WEXQzIMUMB9Qc9LPt+PpFahRcK3pA\nnhJVZmhQoOaFEzmaniPbJ+ER6yyxTZUSV1z3L/4t2KrcYZyUK/ZbrHhaqYp6HIZstE9TAWcHLfpJ\nCHNPc0ru6JjTKWc30f3AaSx0ymBsgYJ1GO+SHDcO30IXrxKeyHeN5++639bUiFk9y1IA+/mlBnbj\nfUWARTaix+wRhr6KmnuGdW1C1GJ/nzjiUfRI3J/vud/VMO/I/Uwd2wC7+Z9hA2AFhT8khJM8wYqe\nePkvsW38gABziUWiwbLUxl0CvKD395xA66xc+D1ZPcjaWIHqsmiAQPeUJbOssC+qjgWVED1/JvpZ\nrFMQjCOx3R+ix2tRFTQkR8s4l1dCNTGMpGLVQlQgOLIqXUvdus4t9qHXz0WL1EJ0E/s+FrHv6C4+\nONwPbrUwJNh3reFszNm/R3Aj1eKn3Y4WU6Vz3SD4LclOW7uCf4MtCILnvsBfj5eUCXCbwHQ6Al5B\n61fOXdO998uvzjjP272U6XbJHp3xTekqVwZNK/jY/TeWOYae0TVHux+YSFuBzR3Z9uB0atSHPGUH\nLbJJi1FOf0DTlL+YakmNAhN0/A5BfP2GS90SNFSPOPePWCfPAQ1mKFH1HmXz7HgYCKzehdo34xcj\n1cgZDnz9/DHHT2bS9t+e/y9+xRM7x1S6J0w4MZWSuFb9lWsBLnd4wjgnNMl5U6OYuikvDQtjGWed\nxx7a0cot3myaHvPsktB3Zm0nQ14ZIc93lCZXWOUpTXKcOHWvZQWceo7tgIQCdRNx9Ox9ddITXK0e\nezHLm8IUxcMjLsVbbbcNf3tvktzRMSOv4ey6efmLdTDyEuuK1SFW3d/jwiZxzR5hO/8Vw/45uomk\nCdA2PvbzgWEoRXBD7CUvyuPXBFrpxcKveUOFULykllUBKGCFQ7ME+c5oTgDWVWsmITgHgiBK70s/\nV9ykrJ7VGacJVgNxQepF59x27+FinKAolxBCWjKYAE1WG0TnIMaOoi1F1xTNUUeFoBmIKZxa9ETX\nVerXOsF/P941yU5Dn60WyDioRl32a0LITDp6jKIdBaUJrhHrSJ+PrgEpvlMM++eUCTsg+QKJZabn\n0ewpfj2Frmh36nD/s8VwL+jeaE45j52Hx0N04vMpqE1Pca1+NJS18LY0yUSvw0E6zwQnQ/x4MPi5\nxygpBoy7ZnKTL73CX4eUs2bONu75+XIg6Ln5pM0eN33tecTdYPYWqXxV/GU6KVbhCeM84Y7v7jdZ\n9VklcTDMCeP820v/zc/DpC1h4AYXae+jv8wWrylRpuK2MCXW3d2/zS0Av53Sh5zngG1WucdDvxrm\n3FZMYe7K9o1pmgot3uYW112Bz3JMjnf+cVWuOzHYqfvy+vyRe6yx4Vd7MNXwFiss8YIBCTOHx7Sm\neky03fCJjl3cLsShSQ6mIZkOz3HKKJ8+POTqI6vOb9cnmTk85vLfnYUu6j12gyhcZIyQxKUisYfd\n9FKeKqZRaUcQOuWb2M7gN9gNPIdJ6CGEsqhYiSrYJsAv2h0kBKy/jy00Wqt/Qyiwwo7VHaoY77mf\naQiqx5YI3i9J9L6FiQsOEdzwLdY5LxNwfgWFqJt3XaOX/os+qpASCNqGi171sR+/DMk2CF3xVwTR\nFu7Plwn2FHlCVKMWfO0ClMssh9Lp6DFz7lykOlaRjRuHdez6ULJakWEFNdh3+RuCIld5CrGthqCd\nZwQxnnQEWhzS7vkfEfKJS+7v/8o9RvBNkaCvWHXnr4VUg3ldwxoGi5Cgo25Nz0jb/PTffjHJ1UfH\nXPWdjClyJWpSmlU+fcRIpGGY6HWYaH/gSqrpaNdWkFV/DEsfd2/R5oOTtFz+hz2RmaTlHczTJ+EK\nYF2+8Hrx+SuUaZH1+H6KYB7ZIM+q8w9bYYuH3GONJzTIezpniSqrPPW1ZYltHrFOjmZEUpn9Twpi\n+ck6/v/y/H+jSokZDrzAwYyPgmhilB5X3JsUqyflF4xRXrBEn4Q59snSou9+r8EMs+z7OUGBOrvM\nM8+u/1AHJF5DIBvVU5dqr6KucAXFqwE+vF34nfkCtSgOahwkeQakKA5qvEtyXBnYAvIuyTHTazBI\nJdSSollRtLtDEY7XNo4gD91pYwQNSJEe9LhcPeOw7AbAf9M1x0Fto4Vn5wk3k7onqXmPCMra2FOn\nRwgNkZcKhCKqrjVOfVLBFUQjOOYhw+pYMXAgOEpKcNOO/otFZFUC7KHu/5jhmD5ZDMugrI91rrGR\nm1w+hRn3ovei80kRhE3aNWlnAFY8xwiOkHHylwq/3vtzwuKoblWPkbtozERKR+cGoeBpJ3edEJ2p\nhVpeQ3rfk4QOX0NdeRttEDrti2I6DZelatbnH/vw3Iveu8R6+u5jHYjejxoOLcR6Xw8JXbgWUM1M\n4t/XrvEGYU4SWZCcrZmb7eFfjTFd6fK+NEIvsVS9ibYNIsbcwPvNmuljkv4HOpkxGsxQHFg3n/QH\nHKTzXBk0/b1ZS4ok9JkZ2IVbS4o+43aUHpbHZ1s8Ff4mOd/tD0ioUPbkENWNfWY9FJSn4WtPnYIf\nyqo+5TnwC8Ies6ScJsC+9lMqlN3yYkSXd+R87QE3iKbP/37pv/95dPzCpa5T9ZhWyZmpFalxnSoV\nyt6iQVukfWYpUGOTL7nDE56ySoE6Fcqe1VOk5vE1MYPu8pgWk35bZyZx8zzgPllazLNLmh41ir7j\nn6DDNksUqZGlNdRR6EtO07M4yCRsyZ4mq3w52PSikd70ScD9E7uIWplJOozz+d5bwGLfLj8/I7ls\norFPnx16dsag7L6mgguKdsW9vfwJmd87sZduQHmhaDse+6oLWnnlHqNiowIpS2MIId2CJpzV7VDx\n+wPBxuE51nFqUdGVpa47FgvFuDgEBo3opMLxYyM3MX/UdW64c5FdAITid0igZ77CFjyxlfT49wwX\n6hTDjqLqWPsEFXOsfs5EvyPzOLFyBL8k0c/E0LpJKP4QWFsq6m3CDkjf113CoqjPQnCZsP3HhEKt\nYquhuY51gq2C5jyi1saiqj8QKK8xsyi2XNY1J/8dDay1WC1in/2N6M9VrOvvRY/ZJFBL6+6abn/w\n561g9AEpOHLeO70zvr89TbbvJtBHdv9c2zvim7mrTKRP/FtO+valGqZ/YvfkVJOnyarvzJ8kNlxd\nYMeV+rTv8pXbrU69RpEiNW+WtsKWRy3iWNdbLnPXvj5jIRapeVSiQZ4iNfokHDBDmQp7zLo8cQ17\nn1Kl5O1tCtR5R455djyFs0aRBScY+zHHT9bx/+vz/5MyFW+9ACBvavlV9JxZW46mV8OdMOFyLIuM\n0qPBjMf59ZgidZ6wRspN3P+S3wH4mEbA06JAvtcT/nnky6GV2OYHNohWv69OQKrhOfb98xWo0yTn\n5wNy3eswQbn9HWNtYy28mx5j+mu7eN8vmnPn92XzCf++MM2nXx8OqSjfLk5anm83YveosMVFwU4i\n4PwXKXsQBqyxHYOKBgRuf2wGdg8rMBFuym33PE+wIiDb45ijr1BzFVapeFX45eUTh7gIehJsIlM3\nLQyT7nNR4cH9/m0Cj10eOOLJ6zEaXq4SFq9HBHWv8Hh538QBIIJE1L2vEmwGHmHQkWCugXsP6uDF\nR1fxB/u+nkWf83P32RwTmFQFgvGa/GpkZxF/hnEQTuy6qXNWEPxLgqW2uPd3osc+I5ir3cW699gQ\nrk8IQ1FTcINhrx5dX/GhYbd2QFr85GOUXLiusc/i7e1JC0Z3VN/vvwj3CMCnlUNjxL084/CLMa4c\ndrnUh24GKhmjbk7QMfiHBi2y5Gh6/ZAaPRVeqz9pvwjEalrN/fokPrO7SY4JOkPUSjWca2x4muff\n8ms/AO6TcIcNahTYZcE/T54D39HLnFIMxiY5XxPVhGZpMUGH/+nS//ijOv6Pyt2Px8fj4/Hx+Gd2\n/GRQj1ZdYWZgStwZGt5WeY59KpQpUfXbqCs0qVEkYcANKtygQo0iZb71ONwmqyywyw7zzNDwjB9N\nxSFQNvNOCWyB7E3GOWEX8+XIuYT7AQlpekPBMermByQck6XDROD0gxv8DNyfw45GIq/TsREazJCe\ns93F5W/PeDV3zXcfn24c0l2EsSh0++rvjzlfNi+SzNEH2IDuVzC2Ae2C8y15/iFY6kIwehObA4KX\nuzj/NUKXLMxYaV8SU0kUdJfhOMSHBNaQKJBdhlWnUsfCMNYr/v1j92cJu0oETFld5jJhZyMGyKJ7\nvIbMCk7fIyR2iWmindBtgjNlzOX/FQEOki4hDqiB4Kuv9zHlfudXBEfVTcLQWkwdwVMF7Ls4ZjiE\nJuPeS4YwAL0dnZtYPRvYDECe/eruIeQq3GUYcostl0WhvYd9z4MLPwdj3ug6ESNJuwJBMpq1vMKu\nG2UFJIRuXpbguhaXCdoDXZtu8NtetlCi7m0Yc9bc7VW7nifaH7j6+2NvTte9bfcGJTzf/VX5Gjf3\n3tCe+4QGM6Smaox27R6LTdYSfzfH9My0T7A6doPYBjPuDjdufmzc2HL3unYPGiQ3yPvQqAZ5z1h8\nzF1usU2DGWZo+AGw+Pl5GsyzQ4MZ5hyutuc+RMFK78hRokqDPHPsU6Pow1piEdiPOX6ywl+gRo9R\nr9QFg2gErZjoYYdlthjllIpj8SiOcZ9ZnjgLhoQBuywMmbZVKDtYaN9n6saaAbDCnufAwzWj9Nhk\nlXv8EbB5gkVDGty061w/t4fUwikv/AK8JuDO4AlPkyA6yx51GZ06NWHJAJLLZyRT0V2Zhpsv30AP\nXt2+RrZwzMzhcaBn4kRdR9CbHiXzrAtrFg9J6QOZumMQpTCVqPJeFcX4m/BS1AmmbSpusjjQkPgl\nYfCoQqjiry36sft9sXGEK0MolloIhPsr3CPG679wf54k2D2IVRNrD8Qbl/e7GDyaS2Sw4vS1e73X\nWPESswf3GhqUijbYZ3iQ7JSgPlNXuPUmAb9vEMRkKtCThCQq3O9NEiCrPoGxo3v1C6ygy4BMiuuY\nGinL7HgAH5ut6We3CdRafeYXi78G67Jo1rxF2gMFwwgWih1j9Z0+I0CQNwgqa5ENIIjrlrHv5LeE\nwa6aixf2Opn6Byi5a3ntAzyD3l8ZPJKpdjlfdu6bdUj34O3aJC0mfXLWdDp46if0jfL5HsaSMy/O\nyh0dMz5l9+aXg02eJHdYYGcoQMXsF1K+sJvqdoGyay4hhDPNss9DfuHsGCZYYcvDv03HGWyRJeu8\n+tXAqv5UKJOl5WGkPA0OmKFC2TePIp68psQ8uyy7GeIOC56JJOv5H3v8pBh/woAmOd+FKxxF1Evx\n+OfZ9TjZOB32meMeD30qzXWqpNxzAX52EA9jNZDVl5x3O4ETxn8QvK4vsMEMRWqMckqHcVbYouro\npvtuVZ5ljzpFb+swSYs59v3MwJ4n7xV3Beok9K0jOHrj1b1fz33uP58vnpnVwze3TYRy+VsbEncL\ndnNk6h94Xxoh6Q/MybMP5644XWqb7cOICre9Wc5LEW5aIfjZf0HgfD+MvqR7BIZMnHm6RrDVVdC2\ncmTjm1qF7SXBvVPxfdfdz2Vt8C3BcrlC2Imo84dQcKVQLRNER/Hu4qImIWF46Ai2YCgnNi608WOq\n/8jP9VgIiyb/yHOondLr6DGKShT3HQI1c47w+WtXpefXwtLFCnyVIIZTHyM/ftl3iKt/cbcl8Vgs\nepM+A0KXv0EIcVEmhHYFagh0vtpBLBKsmkvYd1g23P5SNXpNMXYWzW7hPAOXvrVzaC9+wiCVWFId\ntpNN+h8Yq8P7GyZ+/PyZESK+vh3uGTA//bNpc9m03XpqCMdvkXU27IbJ7zHLscsE0WMK1Nhnjln2\nfLFWYBMYnbNG0WPxxuEP4epgFvDq0DuRD1hMAZdlg5FSmn5mME7HD50fcs/bx49yyi7znsevWqcB\n8/986X/4URj/T1b4/+vz/5Uq17lyYbgrewQp2ZR9KXFWnSL3ecAWK6zxhC1WOHEJ99r6nTDBLbbZ\nZ44iNfI02GLF7xQAbrHNKWlG6fmFZJNV1tjghdMM9ElYYNcPoPVlLbPlmUg1CqyyySlGMcs506Qe\naX/OGvQ2uUJxSIH8mmzbuMhJ30JdOhnL7e0xyoAUo/Q8rDS91+VsGlIDdyOp2EwTBC8KvOgBl6Ob\nLh72pQmd928JgzhFEUKwV+hhBVmQjrprsGLQdz/TMFDmZn+IHtMgGHpNE/zVY0M4dbDip9exzjUW\nWYmqmBCG0vLwASteGn6KLaNMYRW2Q2zhEaNJxTW2v9ZCN4kVYRWzLwiLzTGhGB5eeJ6YXvqa4IMk\ndk9CoM3Gu4HYOylD+L4UiqPQHamppSWAsEuSKZ4+49irJyEEvyiI5jnDlhbK/n0V/f33WHHX5yBj\nv2X3vn9PuIa0s4x3em6Y75uP99HzSJUrywp3TZ+7z7OfwMghHM6N+aFrggWe636faHf9/dPKTFLl\nOjNulVGnnuOdh5cbzJCmx3WnmBVErB1/0REvn7sUP+l4wO7lHeYd7fIFG6yxyqYv0oCvKy9YYpZ9\nz9VvkI/onHu8YIlxOn5HME6HFba8hcMKWzzgPgVqNFzA+iin3qkADNbO0vr5CLhOGKfoFK4xtXOW\nfRIGnkkzzy5VSp6+lDBgn1kGJOyyEIWpBMVbkbrx6am5L8qyfZWpC3iVbtnpBMS73WLZewdpKyZD\nuFF6nJLmd/wld5yM0nyArPufoEPCgB7pIWwx5VZ7MYIGJMEAKmVY5ulYQicxRtNi9Tu6U3YRn0aa\ngW6hy5g8alLWDQ1Kie0IhJfLydF5wfeWYUzdpvDXb7Ft9h2sOKhbUzg7BGdLdeNSibYJ3i8SL8mT\nvR39Xzi3HCz7hA5R2gIdona+in42xbBRWppgGKZgj791z6uuWvGEawRlsnYV6jbnCIVLmLPETDrk\ndSM2TmxjIZxbu4U0ga3ye2xB0HcxRdAIyIZCzpvaRWiRuenO9zXwl+5x8aKnc+4TdjUNhllcceCK\nfJhkvYH790fYdyM1tii22lFpAVlzfx5zz62QF72WIEI5fcYmgGDXlzQDTsDVm4OxePclWwmnnH6/\n7Hax7Q+magdGjqC7aMXU7FWaZNvHjB3By5Ixdk4zLSYGHU/d1P2mew6sbgybromtM+MxfrD7eYIO\nv+MvmaBDn8RbNIChCXfYoEWWLZY9alGm4ncF9pwFxul4h82H3GOGA9/4DUgx65iAr12ta5BnlwVf\nO9Sk2k7gxNdC1UYwOKjmO41/+vGTFf5Jl35TpOZVaIBf/RIGLLBDn4Qltj2mJfOjeXb9By6Oq77A\nCmUP9+wxS9r59IzS819OkVr0uHfsM8cpo+Rp+Q/8OlXSzp9HWz55d4hr+2v+FjAraOkGYgEIwIAO\nVwZNUsmA3NExgxT0MqNk28ekXQHspT/QydgW8CwDtcxVPt97y9k0nI5F5Ks8HJbHOCVNrn1EZuMD\nb+5Nce2lu1Nif5iCu9HG3LbavZbfBbzEipSGhbHbo3j74rk3sJtZ4ioI8XppAmUwHT2HjhhjFpUz\npiLifvZ3hC5W/ykVS9m6GQLP/TohyEPPfR0rnrIDUOCMCqTorYuYyrRPCGfRoUVJA9J29POL+bRx\nktZdhh08vyZ00hJXaQF77X5+nZC3+xVWCAcE2ApCEU8zbL6m/yAMmHVeCr2Pj4vfQ5rhkB+dp+Ce\nPPadHxGKPQQ9hxZg8HGHfnCLu876AdIZ05xC56ldXxveLE5x7eER3dvw5ospD7dOV+zB2V6L0e4H\nRg7hm7mrlPpvPfwLZsKW7llyViczTq59RNLH+2dlBy0GSeJJmqeOqy9lLcBd5xLwO/6ShL7H+lfY\nGmrkDsjzmhITnNAg77j2e37n0HDK3pqTj1YoMyBhj1nW3ZaxQd6HSRWo+98xvx5rPJvkuOXmDEts\n02OUBXY8RATWbMb18596/GSF/zUlz+pR/q3iyIrUmGWPB9z3H6CcN6VmkxhihS0vcFDBHnU2DSts\nua6+wj6znuEDuHXTtnr6s/QBWk1fU6JA3WcAz7PLDAc84Y6fFTxnhUlaLLHt1b/y9Zdm4Bc8ZCsx\ngUdzqmqLWfslW5llkkxQBK/0tmilswxS9vezaahOXfUiL9JA3wm89qy6fH/PwqMP15y692GXM8cS\nGXlmc4FkGkaikPTeIowpUlBDReWVxri7eOexB39sfyCRWB/bvgsTXsOsIGDYK6bkHj/GcKB2hlBE\nS4Rg7c3ofARxTBOGhWA7E3Xk32IF9TLBqVPKYRV2MV8E2YgFI00D9tkxTSj6Kt6xiEmqVEUtSkkd\nz0kEE8WRjRooa1fwmmBzrFjFQ4LnPoTBbQVbCONdWnzEi5RUtAPC56/Xf44tevqufk9YFNIEn395\nB+UZ1ktogK1sgRuEqEbtGMvQS9tuc6QKZ18ZFDNWhTN9X1gzcrg2xrWNI7uW9w65xhHfz7kVqd9l\n7AjofbCCz1sTV6UIXPZei83MbUYzPQakWGk/ZzuzSMohBwDZpMUttvkj99zQNOWFWWLIVChzTJYJ\nOnSY4A5POGCGbZY8mqCIRDN5NA/+FlnSnFJ1JpElqn4noIHurCOZaJERmcQsF/Z9DVP9A4ORF9hl\nnh0ecs83q7fY9lCzYmZ/7PGTYfy/Ov/3nDLKLPu+0D7mLr/md94SQavsOB0/ua5RsG7XLRoTdDhg\nhhzvPCSiHYJgnXv8kRPGhyAY0Tf3mWWNJ6Q5ZZ9Z+iRDK2g9UvI2yTHPLrvMewWwXEJ3WWCeHZrO\nuyPHO3/RDUhRojokDtPzBnuISeoUmWWfa/UjXhY+o9SrspOeZ6Fn2y4R3gAAIABJREFUHcBBOu+o\npaeUDg9pTY0w2j1jLMLdzxZtBnAwPel3F2PP4OwLZ2VrJxSskUXHu4wVrbhLXCcMGX9LsFbWY2J2\nkHxo5A+kQ8UFrKAI84/hhWmsQC5iBUVdujpdCCEwWqA0SBTWrUMDUKlChZWriN4khMtoHhAHuYAt\nMirmF11NNUz9x/5dQ1oVP6mfRXvUbGKV0BlPR5+DZhsauKsLV4hJnsBoklpWj3npfk9MJA1yFWyv\nI/4+NJvRdwfh+9SisYx9b/Jz0ucjA70BwfI7hp5+icf3zzIw8rVRMZN+MFebOTw2DN99Ft1ly7TI\nHp1RnbbCL7fMmV7D3wvVdInF+ne8KdgXJzV/lmNPr9T9KYh4lFOU120NX7hPRd+WM+YBeeoU/b0e\ne3zFz12hTIoBs+zTY9Rj84JwQrhTj3FOeMgv/POcOCaQORD3aHKFGQ6GSCFNcozSo0idGgVvDBm7\nBqc55Xf8mj9e+pcfBVwfj4/Hx+Pj8fH4jx8/WeFX7OG2CzkfkDhu7D2aXGGLFTpMsONW4wplv8JW\nKTFKj3l2GOWUJbZJc8o8O962Qds50wZM8pRVas6GVc6gJ4x7bn8vCoU5YYITJphwtCxtz7RDWGHL\nY4SjnLLFCmUq1Cl6uwnAPeKUHO/Ic0CBOi9YYpcFSgNjGO0yzy7zlNpvKFAj1z7i7wuLfkX/88pL\nmukczXSOz6tvKfbqZAfG8nmX5Bh7aU6esj1oTE1xqW4DrJGvsW1yxnme6JB7p2CaF/a7LBOw9V9i\nHXUa6+LUBXexofAd9/vqljX0XSU4hKprfeb+E8wgbYAweA0tpVlQOAcElsrt6O/rWJccB3po16PY\nPrGeYhM0WSHsEVhH99xzl6PXil0t/8q95677sw45jcpV8zZhiPoH99+ee73YRVUmZHLEFJSl85eH\n0np0Prjnj3cWgnLSeAjQ7xiW3euJEvss+k+Cqj3su5Ljqg4lut0haBTK2DWg1/oauz7E4pJ2RNeU\nrivXyY842+mxI+v8db9fqtv1Ssqu4bGXdk2DYfLZQYtir87n1bc00zn+vGJPOEqPvy8skmsfkWsf\nUaBGqf2GXebZZ5bSoMouC7xgiQJ1CtTJczBkryyYR6lWZSp+hndKmhW22Gd2qPsWdDPBCSdMeMZf\nj1HPyzfe/rjXF9Uo8JRVWkx60okGu2C7jLSrYaOuhplZTY8qJVKOYg4G63SYYIsVmlyhyRXHJtrn\nxx4/KZ0zoc8xWf/GCm6irgFq2lGXnrq0G8CHreQ5cDTJY1bYcsIrA1jFjRUFU1zXpjNdBjwsJItT\n8fnl0Q0GGU1GAoyLzwl4jE8FX26dwuyAIR+PWfZIc+q5wDqOyTLb22cnbVvLCU48e+HrkvGVS4Mq\nlaTMn9VfQd9+vnT4DZf68KpwDYCbG29oLzsu9PMz78dyfgMuxcIrpzw9m3Zun0U4L8AlbeFV/OSP\nryLfJQiUJgkiLnnaxP7tEAqdErUq2Czgt4RCdpF2KKbMIwJjp4RBN/KYV1yknCh1KHdAbpHPCBRQ\nCAI0Gbz9DYHGGqeP9fkhXVR0S9zrp7ACKDHY7wk2xRA889PuvI6wAh67ocqrHgIrSvm5glZkbqbM\nWRXri8woUWXrGDTze6xoCy6T1bXom+Lvxx5EVcL3qnnMEUGHAEE13IbzdXdd1ZyTpl5Li/mku65E\nMc4YewfMQC3z/AOv1q5xs/6G8xRsT3/OF9Vv/ML7D4WblAcVqkmJL6rfeLZbh3HfkC30dtlPzzLp\nvbGMNNJj1DPuIHhyZR2BIzhxBt+bLC1PkRQDTyQSMNj5mKxvWAvUfe1QHdN5yV04R9Prky5aR4vx\no/StFpOR/ifUugplvnRiMVG9wRawDhP835f+i58Hj/835/8uWkENi1eEmanmXnjPauVdAp4nb2HG\nlmAj2qWGInLOm2WfGQ54yqrr4Tse979Ckz3mWGKbDuNkOfZfnFJyBg7v15ctGpXOV0c8N8jSYsdN\n4fXzHE0OyPtdyR+jL1rHKpvOjdScQNO9U2Mx9OBPBQPNs7Qo9aqGce59Bz04/GLML4CAmVnFls0Z\n+L40TXbQopfYYnf12THdORu0xVbJ3d/AmIrvISECULzyi4EgA6yQKbTkCVYINxgW64jb/5gQ2KI4\nP9zP4oVigyBE0rxAu4O77v86vzuEhUgBJAUCFRFssRKurZlFrAe4GPyScj+XEjZm18ipU+rVPsPB\nKBf59xKbKS9Z5yPcPQ5OueE+Qzl5qtA+JnT/yvT9ljAH0SEffVFx04R0NL2vGNdfwxa5O9F7V+qa\n/P9l16EhP4RIxWkzQhv7LT+wgO6WYGzPDNbSgx6tJMun1cOw6wFvv/x2cdIXvOmvu5CGl3NG1dT1\n3iLLX9Sfc5Y2llsvHZovde1xPOsmq/yChx6/7zHKjKN9JwzYZokFdnzx1xGLrDpM0HCJf1pUYtah\nmjljFk5GueBLzLHHO3Ku6ljl+ZJNDlwx32fWWzvXKPoappoG1jBejxAHsRPzNHw+SY4mWVr8X5f+\nq59H4V8+f0yBOml6/gucZxd5VOdo8pwV8jQcs8fuAqnYgqOmCTOu0KTnuvgFdnjqLoJ1HnvhhKIY\nwQrtCeN+yFul5OicDX8+eQ44YQKl43QY5zUlrlP1ApEnrFl37tTGYht1mPCeILKiMNZQgSzHrPJ0\nKCg+TiOb6HVI+h9IYvodxoD4h8JNb2X9xd43vJz7jNmj7xi4DmlM/Gznm3+4OEa6d2opYBUXXBEP\nV6dd/u/zM87KxgQCoOR2A06le/5L17XFXO1DgufMcvS6+j+EZKouVrjkuaPYyPh8prCiIyqm0sNw\nv5NgHboEaIIeBMtcdPhcJ/gS6bwvEzpWFeabBAdMCMW8gtEt48IvGqYGnCmCa+grwqKi8+lig0+5\njd4gcOX1+Vx01pS7pjr6v4ref5xipexcnZsGuso4TrDCre9CkJPsm9vR/2Nh3iqB5ll1u8U/hH8+\n+8p19o6hM1Jxube1s7C7iAbMb8uWfNVLjzL9shvel3vtbsGGvvtTn7G49x1fz30+NJz9s/orziLq\n7yBl+pdO2oadokaKSn2LbTb50sMrwND9NyDFBB1KVKk51b0e02GcO2x4yuZ1B+0Ivq06da0azgZ5\nX4/0PIpb3GSVElVv7Z6nwSO/CsOXbLLDAml6vItEnmosVZNEbqlQpkGeZYde2Hu37JH/49J/9/MQ\ncK2y6SlPehO7zJMwoMEMrynxCx4yIEXaTb0BL4VWd1x39EszMrK78h05rmAhK9q2qesOH6qphiXu\nspg18/YPdCpbibdZokSVcTrkafCakscKUwzIc0CJ137RMqhq4LdsFcre6GndeXNDMI2K/6zFYpD6\nhNOxhF4yLAa7TpXsUZfG1ADSsFj9jq9Ln/NF3WweSMHbwiQUrPuf3uhCHprlUd6WXVRd9dj7wrQX\nPzGP8oJj/Qju6MPIawwOuu2YFzJyU5cpMVnMKZflsTp1YeFghUd2D3GGgARc4rIrdFxFCffam1hH\nKlXqnjtfedqICjpHSNqaImDvECAXddpiwTSic24TFqB8dM5fEYrWM2zBEO2x695fkeFISc1MlK4l\nkVocEan3Mkdg58g6GffnVYahpjF3PnqtNYKh2mWGvXe001BH3nefpfx64kMUTdkuT5na9uyr0BSM\nvMarbkfc4pE9OqOd/4TMnvOMugFUreifMsrV+jGZRtc6/NuT/uWuVo4Za8PXBQfxpN3O+ciR/aeq\nnr2TMCA96Hmhlu6VcO8MWyLE95q8c2KxZt/BLcLIq1zn1PmESVQFeK4+4JW/BiWlqVH0fj2aR86x\nR5XrjnGY93YRVUrccZzYfWZ550Sn9tgT6hQZd5GNYAuIrGXmHOVTiIEgIwhphD/m+Em9ekx4VRvy\nwXhHzlGpdqhQZoFdDsgPUZnyHHh17Q7zrPOYHeY97rXEtg9WX+eRCym+zpyTTwOeeikZdJGah2N0\nIQxIqFIiTY9VNtlh3lPGFNG2wnO3oyiwwnNPG52g47uWRsTv7TDh8Uf5cAPcGTxhLzGtgS7gjk8g\ntve+fmh33qWu4fuz7W9oZkzsIqHLecaM3M6mrSs7n3KdeqRwfVOeYmLQoZ8kTP++CyXzQbn88oz3\ni4a/Xn51xvubLvA9755X9MQX7oucwoqHLB0k69eQD4KlQw8r9KvA/0PQDugxeUKnH+1Ghoaegnhk\nByABVnwoaSzu/FXoceeqBWOaQGGVZQUEyqgeo4WrzXDMo/jrsWXBvQuPmWOYdirhWhzWfjHe8a8J\nlhoQYB+5XMaUTcFBciDVz6pYmPlmdD5pwjDWeeMMfXcQhHJHwC177fOUeUAJvnu/OhKuD3fNXP72\nDKpw+JWtMqnBgE4ywbXKkY+LPL8Rrk2Irs/2sChxP+MWAcyYEODR9G0P1apeqCE6IM/cYJ8nyR2f\ny6E5Wtw9g+3i6xR93vY4J2y5Fb9I3dm7LDPBiYOMJ72TJpibp3j6+8x6CKlG0e8KRh2hY5cFSlTZ\nY5YSr5nhgEcO4xuQeHJLQp8FdnnEXV/XwGpbgxm3g+gwQ4Md5ilT8RBWgRpXaP5oy4afrPD/i/O/\npkSVh9zzijltrXI02eBOZNZ24Ic0UrBlaXmOrrjxQc12wjqPPCafpUVC30u2wb6cR9ylSN0NYidJ\nc8oes0NBCD3MiMl2HTm/i4iHNPd5QBzHKIdOKfCE/82zg6wmxGLSzEFDbnmDaGgj3yJ7HtuKfnX4\nJx5N3ybPATfrbwxndV3421LU1afgm8JVUgz49OUh3y/aHZcw4Nqzo4DzS7YPoQjFyk9XQM9uGyvD\nwxSxGRoEv5vYwCyGFWQXIAji4tBRnkKyCdgjdL06Rw1+Yx57zOiR/YE6fzFbdD6CWTS81gIhnQAE\nW4hnDA+P47jI29HjxLGPYZv48covlrmaunyi843dUaVjiBXD2jkpeawefVZEn5+G6ILUNgnzhAgC\n9Kyn2GcIfhCefvaF6/QvKq0HhIxlwvl13XON7cGb21MMSPy11yfh8/pb/zvxtdqdsvnSq8I1Gsz4\nJuf3038xBKVusuoJICq0gklFxNhnloQB81Ec4i4Lfpa3yzwrbPmGKubEP+C+J3CssumZPYKR5Z6p\nIKg5x+HPcuwFpDUKrPPYn58ZtKd+EOjyiHUf1g78oJ5JGLbNErPs0WDG71wkaJXlw4/l8f9kUM+B\nc64b5dRj6rPOp+eUtLdM7TBOiznkudFyBXKdR9ziBVWuc8IEs+z7xWGWfR5wn1FOKVOJZNX7fnGY\nZY8JTvzP5cg3Q8Nv8eSmecI4CmFvkfWYHgTP/g2n5hXzR6u+PeYdW6ygfE0JO8bp8NjdlXd5hALg\ndeEBtrV1YP+AhPX2nziYnmSWfSZ6Hf5UWGal/Zx23pi5V/eOfUd1WBij2H5LMzPFWQHybau0tcxV\n2oufMNr9QPvGJ2Q2PlgBq5gADGw7/3Zxkqv1Yw9DnI59wkj7w3AoeYMwIC4T8HMdwqqPCAHnafcz\nBXP/HYEaqY71FUG9C2ExKBKcQm8SBtm4Pxejc+kzDN+AFVxh6C6rlTWGTezaGC4vVasKXo+wK9DO\nIzaf0wIQe/Vo0VO33yfAPkTnK++bm+656wyrqLUoyhJDYjZ91rLF/g0G84j180vC95WKnkOh9wpT\nj5Oz9F7G3Hc+92FIqPa2MMnVr485m3ONgLt22st2TYFBiD1GKbbfclZwO/X2IYeFMaartjvNHR0z\ncgjtkjlw/qmwzFJvm2z6mINpWxTW239iM3PbWH6DHhNJZ4hxo2OSFo9Z5y6PSNw9dsIEyuG2HbnZ\nGo9ySo+0h5n9jppHvtGSNbzEWbFXT5Mcq2zSIO+ZQwpOB/wsYZ857xqg7G7tHPaZ5RYvvCncPsZK\nKvHau3zKEjrtjCQT+mRpUaQWNZknzLLvjOT/6cdHAdfH4+Px8fh4/DM7fjKo5z87/7dDwgcd4ty/\ndp14lRJLbPsVt0/i/XfiSX2aU7+NUjLOClvssECOJml6Q8MfSalz0YAX8B4/YJCNWDgtJt3qe+o6\nABs2y+itRJVdh7/JQ0jdxgQn7DPrOcRLbHtmgHYFp6SpOv+iNL0hg6h4LiHv/7X23wOwmblNnFA2\nSo/y0RtOx8y3nzS8LHzGgIT5I8NNRw6BFJZT+u0ZNOCb9at8/uhtgA6mzNe/NTVmcwAHYbz/5Yj3\nSuc5gdIoL5cuhg2rg6wRQjn0/zSBXQIGv4jyOUXw8HfnAYSQEoWkC/rIE3BuDSX3CHkDVQyWuciJ\n/5bhoaogIRju3GOevTQCECwKxLdfZnhACwZDxdqDZ9GfBU/p8RK0NfihY+Zl/LDUQ03y1dffRdVc\nJzCpBLPFYrgjwi5DgT3K+tXztO183pdGuPyHM//dC7/PHnUZeY/3+vfXTt5mRYBdI33D83enPidh\nwGLdKMhKixvtfqAydY1T0mRpUaXEatsgno3MnwPBI194+ZazSp6g4+EX0cJlfSA23jZLQ1qaWfbp\nME6Kgbdpr1D2kGyV0pBxo+51q1H2xYspJCFVXDfkmWPZuIGUITfQJjn/mC1WHJHFQlh6jA6x/8Bq\ni843R9OTTPaZ9XCQ9AF/uvTrnwfUs8M8S7zglDQN9wVKEavp+zgdOoz74QjgdHhFFIhS5To5mtQo\neBZN2KKl/QJxEepZYIcaRbZZ4h4PecB976cjfv0CO0w4YcYEHTZc4pe4s2CQ0TFZRulRoO63iAkD\nnjjQeIaGXwhE4XzM+hCXf0CKJbbJ0+AB97nHQyboeHwPYJMvmWWPJjlOx0boJWnTKhwe8+20XWSn\npGlMTVGjQKo8YL79itmj76hPTXMyaTdlY8qGbrWkyOWj76AIVwZNyJvzIdjfLzfOjH6Xhvd3rOD3\nkjQcucI/R/C8lz97wwQ7Oi7pChNdMXbu1L+lCQyfZ1gB/Cts6Bg7QkJIr5I5WI1Q1LsEiqV8ehRp\nqOInJo6EXGX3OjJlA4NHlFUQ49pEj/kNAcNPueeQxkCPybjXkx5CASibBKhH/PkNQoF/TmDxwPAs\npYcNYv/G/VtkeDY0NBacpc9dR8oG9WRcqpUstXVoIT2CXjkNN85sAXjirgWAKVsU3pVzfL731q6d\nop1vLTEGwWW+482ckQiytCgcHdLNwG7hpm+IimlTso7ToXR4yOj0Ka2M8f51jNNhky8p860vfHka\nPOQe93kA4O+ThD5LvPD3luH0T93btmJ/QJ51HvuaYCaM9nonjHsIeECKqkvEMnV/YBXK6v2UUfaZ\npUqJdR7x0E3IRevecVCNXDjLVPxiVYjgHdWubW6R5djXhFM3yyxQZ49ZOowz7tw4JURNc/rzSuD6\nxfl/QBmV6uaNNdPyVMkeo/7L1c82nYpXxdWsTM3bX7i4rJg7TDDLHkXqZGnxkHsRfdKUwfqSahT9\n8GfO8wMt/3JAwgI7jHPCCeN+aAy4wfHAE8p0ZGn5x9hiMOl3Kqb4q3HChHcmBVv4itR94ReXWMOf\n8qDCTrLgF7wmV7jX/iPpHmxNGyC8cmh8we3pz/mi8g0vy5+xWPmOV+VrnhlVHlQYPz6zbv7rrrfB\ntQGUYas3997QLbjM31LU/cV2Bm0z3hqLQlveL7vH6d6dc493Yh2P8S8bWwTgUhwGskhwxJQKFcJu\n4AbWrR8R8PV4V6Ahadw9qwjGh7O48Kyai3qA+N/iQ0VUzKGYfx8ziuLHQtAd/GO7lJuEbr7tXlfv\nlej9av5x8TMCP0c4X3bsKzGpYhW1LLb37Fze/9L0G6Txxb+77L5z7eTa0S7PLbDd26YXeTV3jSzH\nJPQ5Jc21r484/CLsCk4mR6gkFjBys/LGX4tfl02JvnRoO9Ct6ZusHL6il4aHmV+Q451v9CqUWRjs\nUEnMWEEamrjw1yj4YjnnCBN1l8utRk/3tujg2gkAUU2w+1hDWKNw2z0vqmbCYCgbV/e1agio4zd1\n7YCEezykRdbj/oDbsYwyxz6jnFKj4JtM1RHZycQi1gfc97UQrEa2yPLm0vzPg9Xzi/P/4Ae7KmyP\nuMtf8juv3pXoKv6i7vOAJ6xRpO7c6059R6wvOcXA0y/Tbgi0yuZQSHGVEjUKfMkmPSzVRy54OjRo\n2WGB+zzwq/+AxAccl6lQpD6kF8jT4AW3hny1RUPVBXnxnNOc+lSuND16pGmQZ54dfxNsc4sidUq9\nKvvpWWZ7+zTTOQ9/gQ2NVtvPGGvD9wVjUpSOzNa5MnXNv1aTnOUN9E5NWPOsG0Q4ECAVV7y+X582\nfnWvFfJ9naDrfMoVmzqclW0gmGm4xzwjQEFik8iWWUV10V7rrAAjKvTPGO5mYwhIBV+F/o57TGz5\n8AesCy0ToB/c6ypP9x4hgzb22lcxD8jgDw8tCvpPRT1DsGbW7iT2KKpgO4BfusfEu4MnhEVACwD8\nENaJPpszd7mOuNyFIduMLmGXgDuHlP1uO2+D2BE3tPWLsERtNwySaaVN2frpI1GwCNnJl4P47/D2\nmL+WINiu9xilfGTZuNUpxzCr23N1MwZVxhBMrtf01zZANW336ZIjcihbW/cIGP9+xsElqiX7rmGL\nKdXKy9hlnlvOGUAsGcDVCPPPF61a9ekB9wF8A1jlOoCvGdIbATx1A9tYvCV6uQq4KKKxG7AyQYRc\n1Chwhw0ecN83kno+PSZLi7/l1z+fwn/z/JmnNAo2kX+FcLYCNW+0pEIZc3AlZ57gxK+YgINQlv2f\nFcEYe2VM0OER6yhkxcQVT3jEumfsyBbC7CDqntdvzBurErJXFfRkmOGON2zTEfv3xIo/YX5PuMMd\nnrDHrFcKLrOFcj/B8DyxjoqDGjvJAguDHVpJ9DqDFtVk2NIiTY+Vw1fGxQa603i/8pXDV+xMf+b5\nzp8+s5vyvATV6Wk+rR/yTeEqpaO3jOwRmBwQLIVd0T9fJFhFu+7wPO8ghZcYzLAMncwnZKofAoxS\nwYrcDay4TWGLSizv3yNwzTcI4qs+YZ4grnsVw7pFg9RCAGExkAisGj1eta2NYflS0cZHOvr/JIHR\n84iA36sLX2S40GtxSRMgnhJDgSSkCJ47opeCLSYSpsm/X58VhAAXF6LSLn3CRPuD7aa0oC0aL/5S\nw2iXskC+FHsHiflz6Kic7juvTl01KibWUJQOD7lUhe9vG0bXYYKFw+/8zlOZE2OHBi1tTd9EcaSx\nJUFpUPXXb3bQ8te0IKMGeQ7ID91jz52ZmrQ0c+z7+0cQjBT4qi3y5gEcfFLzrJnYqkV27gNSfnYg\nszX9boMZ77+1ziOecMfXEDCoeZ1HPjrWuv0is+x5Vg+YBmiTVY9YdBj3ljTAkB5onznqFLwXv85Z\n0PO/u/Sf/zwK/784/2ua5DwcAvYlz7Lvwo07jhlvIgt9gXkOeB3h6BJF5Tng2Fst2HBXRmga0hxj\neb6Al2qvsunplTMcUKXkMUh5e2Rp8Y6cL/4H5D2upvPSF3yXx7SY9GIyPWaXef/a2yyxxhM2uON/\ntsUK6zzyu4o+iZNj7/nXioPoZfxU5ltbtHqmCEz6H9jOLLLUtuqzmwk3nKCe0qBKP0m86tkbRvUq\noZuPu+c0dKcsDzjOSQC7WS/Xzvi+NM2nXx+GPFnnjXWWtvSlw/IY0/++C7dd8ZG1A3j4p73sgrWf\nYV35GEHhKqhDfHXn93NecgI1PeZitq+w8tiBUkX7iXs+8ejlYCoPHEVExlx1FX7RMzfcOeo5qoQd\niBYPCBDPJmHR0ufsoJ3zGy4ZTT47sT5CUJciEPMGuSi6M/P8wxC0c15wC+4zOPzXLqSn0uXsskti\ni3KJv/9i2nx0sA5ehVi+7xNthaG484neU7vwCZV0MDAUwaJAjdRgQDUJFgdpesy3Q76mrtNB6hOe\npNfcsPWGN1SEoLhdYctDJaJFq5CXqfCIde/Ro3tLu3swiHieXf87Ro085jF3/T2splCwjLr+GgWu\nRPNDuQCkXP05cLsJQUaKalWnP+ng6x6jftErUvOf1+SFxSSGeq5TpcEMLbJeHCqND+BdRJ9fuvvz\nKfwVykM8/jLfOlbLqVPHGo8/LjayQhDOn6ZHhTL3eeBxOAh+Pfd5QMMNafIceI8dFVBN96uUWOMJ\nD7nnoRUV/SW2ecIaX3ql3cAXbKWBZWkxTsd9Lac85q5f1OQJomHNPLucMsoOC56zq3mHzntAilWe\nuue3fxOb4RHrXjOQ54DdiJXUYYIJOuywwCpPmWh3qWYM4pk7tC33pb5xsXNHx5xMjlBNSn7rqC7q\nZv0N3xSuUmy/ZewQXpY/I0vLoB7BOFWHCQvjd4yQw9tjZhXhjsO18Pfuoi0g0/Uu7SlXtOofrCAJ\nrnhFYKQI+lHRr2HFfZrhXQBYF32D0D1DSPWS2vgOno0C2AIwjcEnWmQqGJRyyHDx1oLBhd+5+Hgd\nShV7gjGdYlZOvEv5liCyUmd/SIB6ioTir88kjS027n2cFWyBbRc+IXP0gcPCmBXsKAox/h4O18aY\nftYNWH6M8TuGUztvUE+LLIuV7+i6AXwtY93/q8I1v8tukqM0qDJ+bFBhc8o0IOcp2Ju266/UfkMn\nM8YmXwJ4rU4QPO54kVLMrRfDrUbBmbF9SUKfL909qPu+ToFxTlhwdu27zEdst1Pvo9Ugz10nsOox\n6hsideYyfBtgsa9PWfVWC2IKyWrhHg/ZuNDxa+FqkeWAPA1mnA/XgYeM5NOjz0Fpgz3HcAKrLXGg\ni6Jjle0NeI3Bj2X1/GSF/7PzFxScEKE6cHLqxFZyKVbrFKhS4hbbfqWUYu0x60PQifwuwNS9WVr0\nSHv8bzRaTMAm+Gts+L+n6XlfDA2Js7SGXDWzHNMkxz6zvju4x8MheEq4XryFNLbSqL8Yl9lCEZI6\nTLzWp8GMt2tucsWfP4AC35UbmuaUJ6wx4xgDYMK4ASk/GLrXe8hmepXV3iZP0oYdfDnY5HLjjG4G\n9jOfM0rPRHC9fd/x/0P5Jn+29woyJgSrU2T+6Bvb8ldsy/9bt3HvAAAgAElEQVS+ZN3hpxsuBnJt\nmnz70AqHCuQxtFc/IfOHD7z9zaQZxaWx4iUmz3uC4ldqUlESo4Dv9qpbKDY+cPaFJY1d+juC0EmC\nJuH/KrT96HwEB6lQq5uX2AoCLbRKmHWAx7WBAOlokBzTKmOGkmCcyArbnxsEeMeJ1s5/haVSfQ3t\ntSCzyWx+sOeJjdb0men8D935yeuoZ145V39rq1H7l5/Y8zjb5e4yNDLT/vsD+w6zgxaXq2d8UzaI\nb3fKTNOm611/zv8wd5M/q7yiXfiE/fQs43Q4Jc1s2wa2Y214nx/habLKnd6GvwYfpu/5a9V27X1m\naFChzAF57rAxpILXn5vk/AxMFOjYtnhAyitnrYCO8jxSz+v+U3ZGhbI3bbwImzzkHkoHNNHm5A9c\nPmMhpwm5Av3LGIBr3nBFgkydP1i9aWH2zh3GKfHa1zK9DzkabHCHPAe8cKymgpsp6rX6JLy8tPYx\ngevj8fH4eHw8Ph7/8eMnHe5O0PEDFDAYRx7YZSo+eFiDGMBvBwckZGn51V2rMBjGfxqJw/qO1aOu\nHHBD4xolXvvVX0PjbZYAGwynsSQcYX0TnNBhnDln5BZ762hr96WTfet8+lhOboGadx19zorv/AH/\n3MoVGHXMmyol7xYq6uhFSuo4HV64c5akXJ9DjQIpBlynGjyIBjV6SdrtXHqsHL1kd8o6f53zUvsl\nu5mb/v1511BHUbM/hy3olcMul6rG6lGmKjhZvlw82zYolLhMQp6J9gcubcL7X42E8JhprHN1kMj7\nZTc03ghh3SOPMZOxGEd/boEgfjdQcvCFOuOBM5wT1i5MnfBaFO15pEsY+neFsujfaxf+PRrunq86\nc7PEZiRjz+311NWDC8GJ/fO/hjPn3Cs3zO6aDWL/sc9GoSaX/+6M81U3OHef7Wj3AyN70fs6MksO\nfT+5o2NGKjYneTdtcwDBqj9wi3Xh5OCyp9uv2M4skqXFKWnmj75ha2rRX2Oz7JMe9Kgl5mnz2s3O\nitT9HADs/lGA+MmFkBF73cRTLGsUvfXBKaOePpml5Qek6vSX2eKP3BvKuO4xSoqBh3mfssqM8/IC\n/H3cJOdJFnpeXfMlqvRIs8mq8w1Lex2BakuV69QpcottX3M2Wf3BXGLUiU5jZKFCOZpDDDyUK8JI\njSILzsAS7B6foMP/e+lf/TygnpEDuxMX8jv+g++T+FCFHE3vda8oA7A3aj4X2x7S0MQ9DklX0T9h\ngnl22eaWc9wL5OoBKe7zgDQ9z+apUvJJXk9YY8mBwxa+0Pdxa7oQhAna1q7jjeDiAi1/DZsjbPCY\nu1ynygkTQ75AGsDqopD/v/B/G3j3fPG9GACjz6fKdWTwVKDmBGan/nNSQPQoPQ8tDUhRp+BfKz3o\n0Uuc2vDwO/amr1Hs1ck0PvCy9Jl7rQOm611eFa5RPnpDfSoa8Lpi2F528MKYMUA+rRwGqEfQioMk\nAJ8Z8LZsQp7Lzx291MFAvtA9OeP9nfBnsAKf9F2GgIRTEFgwEAbD4sprAHwx0GTTPYdgGjCIROf8\nyv1ePEvQYhItMn5I+230WPkNYXbHg5QtCvH70Z8B+wyi999L0kOfk44hGM1BPd+Xpz1Ti66D3Z5/\n8IEx338xTeHo0FN9b9bfcFgYo8EMi9XvaOc/oZYuMHf4hp1p+95zNP31oWvmIkx5ijUWKvanjDJJ\nyxdgcMFCvPZ07fh6jpubU9J0mKBOYcgfX8UvqOCbNMgzTofXlLjLYzYcNUpzNr2OXqtP4jH+NTb8\nzE6W8XL9jWvLNre4w4abB1Y9u0dwjxm9hQWzwzhLvGCXeW/KGNPY9T6k3NXvvmCJWfZpOF8zzTzv\nsOGbO9nT/2ww/pGDI9bzj9hhwb/R5lGO8lSFK67LBMmdQwJXioE3M6q7uzBPw6+cAAcuJEGduX6u\njhyMRyu5dp0CTXLc54H/MsF8/dPO6A3wrn8rbPmCndDnhAlPNdth3lMu5ZMtG4d1ZyC1xYpnHEjA\ndYrZvfZJ/DlrRiFcUHihPhPrkEKHBsOLTI9RLxo7ZZRcz+WHpnNkBy1aSZZcr0kvHXZH6tiWDr9h\ne/pzv5h1mGBx7zu6BRvuAXxeecv70ggHSZ6be2+CCKodFMCf19/yPu8KWu2Mt6VJ41O3j2hkIrfQ\n6pGxfST0cgPM96v2u/0kCSEeGnCm4Ox6FPeXxnB1R4N8n3eWFGIEQXD9jC0hZIegwnyRZRPh6OeO\naXPpoohMxf2iCja2mp5y9teNs/CYDXwq2dm087qPh7jufR0ujpEaDMwmO3I89efThTclc8PMtw9p\nZqZIGHC1esz7YrSINM74pnCVz/fehsFuz8RYADODhsf3i+23jNUtDUtYMhiFWdeHdollKqR7pzTT\nITNX11czbXobWRBol3uxGMtGRSQJXRuazeleED6ueyfO4dZOfJslVtjyBV6Nne550URVB3Q+onI2\nyLPFiqec61A+9xWavkl8wH1nLWFfmKxbVAvi+qNz1u5+xtHFVcPsErXnqXKdY7L+c09z6u9z7b7e\nkaNyVKaby/88Cv9n5y84OMqTm2r6rd0CO2z1VkhSAwb9hLW0rWwN8qy5qXqHcd/pb3PLT/b3mOWe\n86jb5hYWaLznuwNtE1WwH3PXe3tLHKEgdS00+nIhxDFKFSxWjyLUwL5YufbVKHqmjZR88tyoUuIu\nj9jgjufxS2Wo8HixCm65TgECdbRHmnUeoaxffSb2PEZTU77AKWlyNKlT4P7AlI47iXGdBf/MHn3H\nw6m/4MvBJjuJQWoTdOgwwUr7ObuZm7alHHR8CIaOQSqhnySkBgPLUD36wNeFz/2Qr5a5ioXS9yi2\n31LLXGVAYgVmMxTA96sjdJIJYw1tfODwnmOdqBhHw9+3i25geYHL/nbOkp4yf/hgnfd7DA4pRcW2\n72CXlwRKpawSVGi7DGfFxoXf7RwuaScg11D5COlcMQbTmFt03ued+rXtXs/BQe1fWpLU1b3jIQ3D\n299MWowmDA+9M4419bBLe81YNwATg47/PN+v2mKcMPCfOTD0PexnLLynPfWJ/w4B/z3G328nMfhV\nVMytzLK/PhYGOzxNVrl39Cf2pz7z9gevKZlOZbDDg+Q+BS+47HmyghV9oz4n9P29mKXlfetjV955\ndnnBLc+qEyR76oRbAxJ2WGCNJzx2hT72+JJSf4sVn4gl4aUO2b1ssuqVtRD8/MFqgZrCLVZ8Vy6I\nRjkad136n+DaWHsgt80lXvCQX/jXecqqRxnU/U9wwgZr5GmQo8lGb40kZd/RoJ+wkt76+UA9Y80G\nC1O7Q7jybm2BickO/X7Cl1ObTvRg/jqxgKtFlns85Alrbhpusml10aOcUqfg/blj8zNtx5SB+Y4c\nx2S9ejfLse/wm+RI0/PWrJozzLLvoaceox6Oke+/jrgYT3CCQpObXCGh788drAPQriW+qMXTheHC\nb4vMU09/E9vplDQJAzZYo0zF73BibHXUsZRS0WKz0n7OVmbZn/tSb5vt9JKXln95+JLqtAl3tqdN\ncp+n4a11X805KOjbD7y/OeIFOIsvvwPg1eI1Su03vsvP9ZrU0rZju7nxxuiFj7p8v+7gIAymULdz\n4/CtsV1eYl22MoUV5g5BsVrHunb9OQ4sEdQzBd0yjAkFmTYPeWDICO39oomcwMRpl1+6BSTaMXTn\nLjxPJXoeQT3q+hWSotqqv8dB6HpPbg5wtmgzi2+nnfI1+nykqD1cN6rmqzX7HtR559uHns5786XR\neV8ufkZxUOPyqzPaNwzKubln/3Y2bTOABnmWDr/x3/nT6UXfhXeY8NcH4K8dFWD7Kix3QmIqwYxi\n8IBBKxZ23mODO56evMmX/lqPC780PhDClvRveRrelqHKdQakyPHOn0+DGd8gXbxHQ3avQUmye9F9\np2AXsEav55opw+Nt4UrT87m8V9z8YIITX3M0y4zzNwoOAhOzR+cu6uhD7nmxWWzxXKTG0yN776nU\ngM7xBB+uTf48TNoG/ZTHrepth9EXHc1roJUzDHr1hZtgq+ipUZZTabsCFcsO48xgcYxzTg6+ziPe\nkfPmRsLRm06YpVxfM28yOfYVmtTcQEXuf4JddFFITNUgj1J3jLl7MCS8Sv9/7L1PbJvplub3U30U\nKVFUiRZpUaYtW7JUVpXKqpKvNeVGzb09F8hdDILOLLMOkk2QRRAMJkgHyGI2Gcz0JtssEwQIJrPu\nRSO4AW73vVO4rpbbKqtKtlxUSbJsWpRJmSpSlEiRVhbnfQ4/uu50ugYzKRS6PqBQtkxJ37/3vOc8\n53meQ5l17rDCQ+cim2Nofy6vdAYt0mFBdLhPn/4WH7emzEFlsNxC62Rd9m0TyB545qDsRwIX8Y2X\n2aCXeIdZdnxRllM2eWz2ZI+tsfcc3300meOjI0tXK5MTbEx8wEKmxClpou4bXrw3SZUcH5dDShsM\n0SJ6jJzA+EjDKoPaG8aLltEerEyQPTlmb9Uy07NJ4/oXj4686diNLCCNf9CkPmafb8xkbOBMYMW+\nKlrG35gbZ/rw2BSsHwSVcAjmF9f7WfwI/cAexbjs57ct0LbG3jF8PQT5d3PnnLwXGtJTb2wj+tL6\nChdjsY1BG0cq/L6a3YeTYnBMvY6PExxvN2jNpe06sLGE4ydN6jN2jQCNMdNcjNPg0tEZRzPG0e8S\n+T0rnLziYGWCcZqms8jV6SUiRk4gGgu7TBCgvVd+zhfF98i/VyN3csRpKu2umqXIXDAXj/Z4NPke\naU4pTRoGripue+wm5VSRiK5l2ol3XKw0G4NalHlrhrYoxtKMbDNPMmThcq4FkRbaA++81oIau6J8\nA2Gk6qkTGaSBAaNCgka25lliM8A8ebdEUUKUpc4paU/kZtn1Rm084zco9Ypfv+bhanNTPJF2aIZ9\n/opfME5jAJ5SA1kqfut54MmahKkGDT91rB8gnTHq+njUIDdWY4/vd/xgGf9k9zmFyCZc7dfC5KxM\ni/ZZksWJp2yfzJMbs461iaPChQaIJ85e0RxMBdG48ZF56/Qbl/0O/qAWP0HPhxrrIQuPnGWXHpE7\neQrrB1Mbq+GkILzEJodMOetAttJ6aHEBmiqHOJdY1hBpWt5w0vcBgROcdx7yLDsu877FFhopKbGb\nsFXpHOJGcQ3Gecoi93r3KUULvuCqYa6oOP7zJ9+wPXbTVYg6xLNuMM7PDh9znsIHvwOk2vBo8j3v\nyXxY/gZ68M3MNDcPQ5aZstmtr4oZ27TbNSops9qWopSETWe6uX7AyQfvmL/QjvHKFbSSZ+e+KXRG\nQhBu4vAQWFCZXD9zlXB9bMI3ifPA0R/+Gg5WJ5i+f2xZuLL7HF5dHNybYHrtmPP3TDhFyoJ59uR4\nQE17tDJCj4TBNsdAxjab5FkQOsXP95l97WjOfG/GHpum4puVcK+68KI4SZskhfYh1VTOn+nlcpPz\nMVPlfjM1zc39A4jgq+LNAcz4o6OvaQfKedS1z//N1AcD6yJukthk3J+9stUONms2T5U2KRZ6Je5H\n97gV9DPAgEma3j2tWeHuGlb0lEWuUGaXOdfB5EOTWIFfU7bWWaFF2q0U3l472kAkftIhwaO8bqY4\ndIeA+KhTzdoVtn+feyyy5Z/RuMU0p6FHMTUw8CV+aF3EG+CqLtTw3mGWHglyVAfima5rkaeu2jVY\nN03tJMf8mOkTto5vkRrpcDxy5ccB9bB+AfkzPr66zvaJYdhRosdxNcu1q/tOU4p76EPfR1/YmnBD\nCSCAgYaJrBvyVImbJNW5FPw/rrDIUypMeSNFL/4UlbChmDS7Q9LLszijQMyhPFUecsc3ILkHCvJJ\n03J3UT3kuENpija3Aua3yFPPbuLULTWT1ZjaZRbzLewzBNS8EnyVf0uYlqHhOGJc9AJ41mK/22YE\n6N41GGext8VOZN9T4JDxdoP0yRvWJm8PNOfkX549brI9YZh/bcyCVorOAARxik1imzl5Tn3MrHzf\n/eYcRmyDAHMLVTNz6Mw2iVSvzbsb5+ythEbyzisL0hNw8J5l1NP7xwN9gL2Z746ivLpz1A/uYME+\n7DcXxYDnEzD/cuxzk/Rhphy8mAs/7+sAxWjc4P4rP4eDmXBeX4ey4Bi3w76x/opvlwNrp9z0ebNq\neH8zFwL6GXx703oiqgr2x67RIWkWxwFSi99rMLHe/PEe9YkMDTID5ACNOmyNWd+gwhRzvV22okX6\nxoT92dHmfZ/1qrY/2W7Xb88Wt5xRZtYGOeJmZiJAKDs2SHfXm6LAQLM1XqVvcct7ek+55fDLYez9\nlbMl4ElXRNfVsz0S3OGhX5dYN3Fm3SFTJOl4MmgD0KsD9NAMDQocssWtcH9ehrkB5umveye2EBCj\nceZdgKp+nNak9RsHLVKUXKpKef5ihol8/XsH/p8EXD8dPx0/HT8df8+OHyzjnzh7yWiqRf04S37C\ndvcuEYeVAlOFipewHZK0emlaTcO070187g0hm3qzPdAY0SG4RxNuIAhPAovmKYveJZeg4ym3mGXX\nMTY1iOQFZAObrczULjxPKdC+LHt4xgzXQ09CJVsuoIoSYli5m0BTh3SduZgp3ArrPOWWuRyG7Nym\n9nRZDWyBvotpP9vQ/E5l/RKlxRtsn/KZi1zSwWI2FbKaOENJ5bToerKWXW2blLya6s8LmDo+4umE\nwQqXD5t8PWU9gZmT5+yPXeO9w+fOIBltnrM58R4L7TCMPmWGe5cPmxxNBUOx8hnfFvqQyO7YDd5/\nssfB+xPIK0X3avqJZb0v3jcdwcH7E7RJUjx+RS8B5bG+p8z0+jHfLg8bPfTJGXvvX+bGl684mzNY\nCkzMNLl/ZgygKdxp9KxoPvQAJMx47tLRGe2UNYb3bl/mxpNX7kkv+uXByoTJ8k8OiLrmdKmqcvrJ\n8cB5v31t+syT961q6oyYdfZRMdynYKPwasposuPtBqXUPEvHX3OaGXamFdgktvjzeDWVMcfH4284\nnLBqxT3v2zXWUqvI0jw+KU9Q5DgNf0/aJCny0ntPer8+41MnFkjspPW4zTyz7Lrt8mGwRDZfG/vM\nGnfpkWCJTba4RYIet3jKOite4avHpspCPS2zYB4UfsqKeYlNX6sPQx8gossSm2yzQBQoomlazAcv\nHZBA8pJX0pqdGxdsqud4iy22wwRAYCAWCeYBBggqpTAI3j5jRI37x5+QzpySjloOfek+K17+aGyZ\nKb2BkTbvXd3i6y0bs3Z78a/Zb8+QTVljssUozZNxlsY2vRyrtXPcTa05Ne0pi9wKbB6Vhy3S3/HY\nMHvmPvWyj+ulucd9OiQd5lEjWTh8knbgwqcoYH0JUSxFLbMy0XB+MW4OA8Yf5w1LLCLVsSAfDYZX\nlz/eS4gzc4S5SxWoElMv1yVsHkCJeebCJiYoRQrg+M+TP4gCTVz12yNiPviGD46yNK+UBD1nGKmv\nMX/yDeWxad/Q1JRqMM7q0ZcMdQ1TLlBx/P4swDAjh4Zvd0gx3m6wn5rh/R1rWznM0TXaZockU8dH\nnGb6MwTOJnAb4KGgAziYM2679wraIZgHP6C9qQD97Bz1tQfrr4yKeRKjYTJICz0bM0ro3opx4l/M\nBVjn8JUric8mw0aRMmw+osf0jvUTNKVs6CR87ticMUeb5xxOTJKkYxRPu9HWE9k54MncDWba+zRS\n9l6qz3EWft7Isf2uCgV+dviYiwSsTd72d8483W9RpEzx5IDtsZuOd+szKdp0iahzySjWYUygYJNt\n5pGzpK2zcf+/1lecxSODwlFa5Kl5wFsI6+J1oEgIcp1h35Xo8gCSW+bb2LvWzj4zTmqIq1/Vl4hr\na6aoOHMooudGifF3fZ5tUrSpYMpjQVkaE7nPjFO/E/S8+Qx4306xQPRQ+x2lcJ/N9ytNy9ejYpm0\nNEnaPGivkksZWWTzZInMWMP7iQD1dpaZ1D5fDn3yIwn8v7uABGRuvyI5EuxQ6+MUc2UXizQY57BS\nYLaw6w3ghVyJSq/ASvSQTsggdpilziW/4bPB8Exc4hUess0C8TmdDTIu3hBlVNm4grOCpZq0ymzi\n075m2WWNVVZZc76uBChxbC4+f3eDZecCC//PU+UWW9zn3gB3OEnb6V0aLNMmySJP2WWWqTCUQRnt\nOivOhZ4KbAOTlic9y9xikWUeEdEboNxZX6SvvJxhHykYxcDokHTjK22kykI6JLl7/AWNiRFfeM3Q\nkPoHh19ykYD7kx/7ualCE0vo4eQHzr2O6FHoVahGfXl/8eTAewCiixbbZR/+MVk+s+AfLJ+fTN3g\n/Z09D8qAD6UpT1wmzSmXv2xycNsycg0MATicmHQRUvHINo3ypH0NoBGNM3VsX9+fsIpi+stjXt3O\neDYW/13aXJ7MGX9e+oSzKQvWR0Vr6JZTtmEWehVaUSADnBx7PyTfq1GJCmioiDbYO0c2NDfeSG8w\nzr2jL2xIDvDXU7dJ0yIjBcjxGQ8mPh5gi8l6ZJbd7zxzJRc9okADNuV3fL6EAluPiA0+Gnj3ZGsg\nHF46FDNLHKVOlsNA4VYFq/d9gW0esuJCR+iLH+9xn6csUg0ED+lvltnwZwEMqOolgBRjD/B1LBNG\nzfJ+m9ET38hUVYhqCbh4a5wmmp89T4l17njcuEIZGctZovo6MBDTTjxZ792hEFUo1RaYye2zW5ll\nqmBOwIlY4lquFTnPT/w4Av/EmdEij0vTTiq9sfiEve1FSHT5+MYDKkxxsDfD5Rsv/eFsn8wzM7ZP\nuV1kJWUBMd4cAdymQEOMZ9jnAavcZc2zcA1dkJ2yxCNy7wMrzT4JtqsLlFx+3ibpGQkYkybu112m\nGFz0LMPe4CMnkJWYZ4HtARdNwLN9+XbEef1qTM2wjyl6k25tIWaCWE/y75GFa44qu8z5AgRbTCXm\nfbMUyyfu56OKRgtejActfl3rYm+LUmRVQJrT77Cl4r4rqV6b0eY5GxMfDNrYnjymlzBvmacTN7l1\n/A2dERskIktfY0CdMnPy3AeIVCczxtIJWS8p+KY47VYYcdhEG1qDcfLtmrGCyjZEPp71Ax6ctXG8\nmgt2EjtNnsyZhiH+7wPZfheHYVLtDtVUDg3viEM4as6N0uJm+QDaVu30SJA/avpAG7DGrcGZDeaO\nDmiNDd4rMP+jqPuGzbH+vV0+fsxpxprF8SPOYzc7hFGnAy/0St7QBYMtxFpTNRh/N+TD02fwiLn2\nmgW2B4L+LDvOp9fvljfPaViFS2H4kNZOCrNt19zrOGdfFb6cMpXpC4bRWgPcHlmVuNZoXLz1mqyv\n61tskQrBP0HPLZRXeMjn3CMX9AhLbCIRZdzeWYNjpqh47NlnxpMv+fAfhooiTk5ZbwebiVSZ/ZMZ\n5se2KVPk1d4Vpm8YffSLvWDo1E1wY36LvaEPfhyBn90OnA0zufDCv370fIpM3gJLs5rlxo1t9rYX\nyUxXyY31rYk3a0vM5PYpH19hdeIBET22uOXYmHDrBD0qFJwdM8+2B4DPuccv+G0I+UaVkuGxMiAJ\nQOR7I0M4ZcmACz60QEQfVQYDeAl7SMGzEAV9LaJlNojoUWKeVR74QImnLHqVskAJWTloJuhmmEb0\n7xKOSa0oeTzg9DrhoRoAoRnGOuxFbfMBm74gBPfYfW6hIS7zgWFkfZPXXoGkey3WotWwOVmGlG/X\nBsbr1VNGdRUuu8+MVwGPJt+za29v004lGT8+Y39iOvRfDNsVbDdz8pxe4p2+v/+3AUY5wXsH6ZMz\nKmOXfWMdpcWNr1/xzXvTLmLam7vMKWm3DZ8uWw/hoDjhG9shBfvenVcGQ319wN57lwf8l1qMUjh5\n5fMHzsYMYtK5gfnnR9037I9dC4yRWqh4ul6BNCasGiil5gfuSxwq7JEwymJsdGE1lRuoYFukWe2t\n0YrSHuw1/EjvofQfLdIO84AFwsfhz+1QDeod6RGhgUgKpGWK/p7JQiQ+i1bH2yZwCpi6h7JnKLEQ\nWG9bPsBojbthXWyHCqM/bEWiSUEsRq7uw6Ly7Wow7lRojYoUUiDhlmwaoD8HV5RpDYuKU87TtPgt\nv+AT7lMj75WTsaBsQ+sSeU9EPP0eEWvHdylOWFK8X5thKWdam9pJjuZB3oL83rzHSbBYyWzyRxL4\nf33B5f/kGa++uu6e6JO3XzAeWUZbq+Up5srsbb3PO9kT0hmDcUbHLDPPU6XUW2Ap2gxl12kMh0v6\nolXmoGlTOk4Z9dGGc+xSYsEFTB/FKGBqImtT2WWOe9x3sVh8fGSH5EAmES+h47BPmhaPWHaDKrBy\nNS7X3mY+vBxlL+u0iWlAxA6zZKn7v4MtSk3qWQ1+3lLyijp6yBR3eUCaFhpJN06DW2zxGf8QsE1G\njqTjNGmQMT+WoGoEXKAirH+ZR9bsDUPhwYzc8u0aG6nlgSb3QMbf3qSVCsKUdout1CILvRKtqF/2\nTh6eeQNT0Ec8+Os6i+0yrVSa7HGT+oRRPstR0TeH2ePn9BLWLI5XOdOHxz53tjRpQXimvU8vETl9\nda6363YG+6kZInosHD1nqGsc/nj2CyZ4irqwO2E/r9gr045Sfm663nKq+J2gL1hL16XGd4cU6V6L\nUrTAYnvL75t+1maqP1go3tAEWG5vUE1Z5qsB5lcou5gQ8MlvM+y7atsau/YOAO5WabOo/y1Pw3CS\ncRpO52yR5gF3meKQQ6ZcpQsM2DGMBnWrfnc9iC61vgQ1FqjQDU3lBD2HGwG3brkfMvEyV/iIDX9P\ndcR9buKVeXzylvpqiwF2lWOANkCbrZHyNWwQzxwLlBx60nhIbQQ1cgNxCAy/t2zfEspTRknSYbO3\nxEJkcFlVk7dORk2dWx/jxuITyrUiuVw13MMOjd44R4lrPw7lLrMXvPriOsPXvqUXPGrHowZ7X7zP\nzY+/op6w3eD24l/z5dY/oNm0h9hMdKmN5DjMTJEd68MrrcC9BXHiO9S5xGEYsThFxTN76PONjRO8\n6HilDW22DFul3Eds8DDAPdbcTfahJ+bD8GbLiGyQ+gL6tG4AACAASURBVK6zE8Awdal5t4IdtJg5\neiEqFDwzE/MhRZtnsfLQZgn3s65T0si4SRWIMNM6WTZZQvYWy2x4o8sqDhshKUikQmFgs1hjlUW2\nnMWg5vYuc57VCSbaZiFUL8Z6uhKVfTE/ZomZ1L4zHOTx0qXvkNhOJf2cWqlRFnoldqJZFk++pjNi\n4qyzMZyB0kuYBH+eEj0SA75A1VSOwskrahPWCyhHfcwcoDYxQe74mBw1xk+a1MaskfrV1E0PALPH\nz0n0DNMHXIX8ojjpNgqLR3t0I9skpO+Q0K0xFsRiXft9hV6FclSkHBUp9srUJvqq3MrYZeSf0xjL\nxDbGA3LH9pmnEzcZH2uS6PVInx2zNfYeC70S1VTO72FEjyjVxYyUo1DJ2uQqkR92U7P+XnYj45Zr\nApbWxTwl/z7Ne46/A2AQTYkFVlljg4+8SZmj5o3KFB0yNMLo0Ao9Ircg0NrJUveelAYlSVsQD9rL\nbLh3znX2nR3UH6pkWP0UFRKYWr3EPIcUvAEspe5iIEXIO6hGjg9CUrfNvDd2rZdX4ZQ0JRa4EyxR\n1BebZZc8NReOynYBcFZSvwdmJBQplKHfaFfioo0/HbXYPLE13mqmeXOWhG4CukPcXvxrq2YSXa+o\nv/niQ258/MRtp/6uxw8W+IezDc4To4xnG07V3Lv/PowED+5g6QCG/euIO3XGp2q1SA8Edfu6Bfo5\ndtCIRy2CDT6ixDyf8hmn4XvN//6KB+MaOZeh62XVwtkN2ap2bLAHvsOsN6YErci4Lc7keZsBMBXE\nHRssU6DC64AFd0h54JeUXRm8vD/iGb82AV3rIQXfACQo0+SiOXadqrnDLHIkBMIQabOlFiSk+6Ws\nRbCZPIhEjd1mwZ/FXR5wyBSfc8+9VgxaWPBG4C5z1Mmy2gubTmQy/9bYiJ9rZ8yaaZ2Rd6imcqHy\nSRiuPDYa7uUps+y4GrYydtnU2CGoQmiUhmbryAkU20dsTt4MUJPdx+ET+KJo82CjrvUNAGaOD1yV\n/GjyPT4uf01vwt6/Q6ZsoH0XamP2jpYnLvvvnj3ZozJ2mddRlsLJK8/mbeLSHPtjM65uzVKnMnaZ\nfLsvYtoes40pN1b1e6T7pb9nqXOFsjcb1a/6PLxrM+xzN8CIgmUEScYhPlUKojHG3wEgwJFrbLJE\nnSyjIQGIK9FLzFMjT4eUB3yjHvdna0igmaTjhI4eEeusDDSSBQd1SPE60CbjfvxiAB5SoBUCtZKS\nOPQkIkaSNq8D7CQiBeAJW5mie95rqp5i0S6zTgsvMe+9wTw1T6w+41NkG6FEqUiZnWDMpnOWWEub\nr2ZfZMbsnPX/VKwiaZGm1+3PxIAQN7/n8ZOA66fjp+On46fj79nxg2H87xw0edNMM3GtQivAOOdf\nvgsjcPneM15tXWc4/y1Rokuvm+A8VAUf33jgzVGwjGn7ZJ6lsU3/+VvtRZZTG85Lj0/k+g4rJTYl\nRzi/mj0fBDwvSdsHmidps8uc77iqBCoUkLT9beGGsiAdPrWKujdKxbqx5tF1JA2PNwtlpaxm8k4o\nJXskHKKpUKDMFebYZSdm5yDICxhopCrrH6XFLnPOac5SZ5kNHzL/kDusskaJea8w1PRN0uGUUR94\nM05zIEsTy8FMsbYpc4WXFL360rmthHmreq6DDKv8ABc8TqmTcZ7sO5RR67mtHH/J+oRx2VUNFo6O\neT05MjCMvnhizdTWmAmzXk8OUizj1FH9+9vfr+8FM7GL6LHLrJ/DPCU6pAagHkn1y1wZ0FwINtHX\nVFmJSQL9bFBZ8hQV974p8pJt5v39EYtNw3waZGIDQvqCScGWXSIW2GaNVe7wkEehUXqHdTZYDtm+\nVVmnoYIQzi2RojLZKSpuy6Ase4dZirykQIU1Vr3ZOseur514s1XNeNmozPDM17GYQwuUeE0WTRJ7\n+9Dg9nlKPGURCRQBb7yK6DDLDh1SPghe73OSNo9Zcn+heHUABu3GWVHxaVu6rgbjbLSXWUzZGtg8\nWWJ+bNvPBfquvl/s3WU4c9qPhdV3ubxo1/7q/nWzEf/l0I+kubt+YQZa186haThuZtZ4z81qlss3\nXnopKCGX/u2DG9a4kXgiR4393oxDRunMKQtRySlmGp6iwQqAqxGnMF6sqIgPWI0pbrXQjCOd5bWb\nT+kh94ic92vqwkXn7qohrN9TCEKZAhWKlHnGTB/KCAwB8dgNQnrmXF8wxW2c1jbDvpeXouMdBgGM\nzKhyMeGK+hpxXyIZxqkvot/1CffZ4COWeeQsik2WnOcMOFNBkJOENoIroM+d1oIT5nwYrLKgL/Kq\nk+UuD5DBXLrX4lFkwWaGfacC+jNnxu2owQQw82yjoTP7qRnfTNVIvnf8N2xMfMDSiT3T7bGb/cZk\nYBkBbKX6DcuFni36UtSHsMZpsNjuY+f6rDzrwXzrl48fc3/iZw6VpOgw09532+QkHe8RgblJ2rXm\nBrQfehc/6m3QivrurQ8CsyUbhHtb3KIQLAKFK7+dgKiJKgGgRIFgQU8sOEEjS2w6ywzw90LwXZu+\ncErJRdzDJq4k16wKe+59vF2iwFPSAyph9e4+41PX5+xzHYm1dM5aPzmqXMcGH8VnYohVF6dAt0mx\nyJbDm7pmxQ0ZGWptAWzygb+L9r6uOSW2b+9sv0dK93jsiceNUm+BVnOUdOaUmaj/zLWZp2nxeG+Z\nTL4+INxqkebVnmlgnAWZmfpxBP7h6jHnzVEmpmuDGX8CMiuvaH552XxzgRsfP6F2YtmPKE31dpZG\nfZw33YiRTIvCxKF/Jkr0mEpVPFt+O1MGCyQPWXGByCoP/OGJyw7WfZfJ2T3us8aqM16AmGf3tjec\nVFmowdkm5WZQajC9DjQ7bUSjMdqbxDkSxYhZIHqquP3CMHtEztwQd1iTf9ZYRYIuLZS4qldZWXy4\nBOC4prjncT687o82PG1CYjZVg6EWEBaZZZP3uE+DcVcxi8EUH1wj6bua1cpEs7ymwCEVpnwh6rwV\nSOIVQF+BbIZaus9x0VOcERRf4CnazLZ3nR0kO4Op46MBNs5uSt7sr2N9j5r/bt1HCdJk+qffbc9r\nMMs3GmSfCw8MXLcqMtn46ufEh4tsccuVquM0vJ8E1tgXVz5PzZ+fGHF6hrP0R3PG3wHAm7ma8ibB\nlCpJwBW6C2z7M20w7gOEwLj1h7EBScq+ldyAZcZi9OwyR9zaRGtQ78Apo0SYy+4l6k6qsPMxA8W4\nP76YS7rforSqKlQDOz6VT8ON7Bm0PWlc466vnTZJ7gRX3bcponH9xmG7QK8bkRurUTme4qyZ5p1E\nj/GsbXrZVH2Azr73RcDyz0z4CtBcv2ysyB9Lxv/OQdM61mvDDP/SSM3nX5ovbmb1Fc01C/w37j0x\nutJzyw5v3NimXCuymNsyO4J2WCSpOvsVe3nvFe7z8HiFpQkbZl4NjdVT0p71Pgzz+e6wToWpAadL\nBQbjBGc8OO4y6+wYLZREyP6l9JOs/HWsYSZqV0R3oBEbd7EUBe+UUUYDx16iHQULibsuUXcu9Tor\nfMpn/kLtMEee6gCdVAtEG9EoLTZZcoXnXR4Q0eVpGFen7ykxz2kI/ipTBZ0BLo6LD67QRhSvduS0\nat+T8kZ6n3FhTqMVppBnukQxWmSaKyxBWvy85bket/0dp8FMb5/XUZYEvQE+ujZWy+r6nknabLLU\nnTEUH5O5NXB/umyz4NVZ3CMmzi6L6Pl97RJxqVdnPxocqK1zWeEhPRJOg9SGXwu0PnlUxcWGarAX\nOHRXy62Q6ct+Qcfb8y0UaGcZHCwkodHbz1wb2igt585vsuTzr3XeYBvaEpvO0oE+pTnOQKuSZ44d\nctT4jE/dhlzn/Zos+ZiqXEI+rRU7n1NfP3Id1aGqSSIxUbgvBb1ClZw7jAoO7obM/JS0kzvi7p7j\nNNlmHo1ynA2Oovo58diyyyyjoULPB0EpwObxEncm1rlfucdMYZ96O9zbVMuFaVu1RaO0780zee3Q\nWI/337fAvxoC/5rZjPxoAj+/vzBs6toFNO18h6+FDeDgXYanDd/vnKV4czDG5G0Teh2VrjK58IKj\n0lWuLX5N/SRL+yxFaqTNlTHblWWidD0swFJvgSgybm4c41e5Gx8UoTFnYAFAD3eFdeJCMTElVBrK\n0EmeQGIcAZ5hCYLJU2WKw+/AL3EsN64wjptRKQNqk2KBEg+DDFwBSV46soyQKE0lKfQX4CgtH+gc\n9+gBXFY/FfPzETMp7huuDUjwk4J/961rj9tKdEhSJ+s0uhp5ylxhgW3nnx9SID5yU4FPG4Cxg3ac\nyQEKoq+9FNcGUGLBB3OAQRXCb9WzudN7yGfRp37NCtp5qu4TFf+zNg+NtHwY3Rn4mWBsJf3eDT5i\ngVLYHHoesCUG6hGRpuXTluI4fvy6NYJP7BhloiXmKfKSHFUeB4PAtw29lOVuskQiFvTj6nAFXWX4\nUsrGfXji70Z8iIkZltkmeRp7JoJQJXZSItImSdwPKEmHOzx0sZati4K/c3HILl49qdKLw0qHTPnM\nCl1XfMNTVSOGk9aaoNtPuD8grFJMUGKonpRQAqOG5v0z8epoi0V6vcj5+QDPQtKR5TUvT4oew7Jj\ndZ5vmWhRcW5y4QVHX17lnekTkiNtw/kPLEkeng4x83taNvxwPP4EBuWMtCEEpPPfvMvEnxxwnBkl\nnWmF2bsJ3sTPsgudsyTvLX7B/vEMixNPaYz1cVdQkEh4eVmM+nSsuIOefMDtwV3yAKlgLDxthn03\nhbqETem5EhacfEvk2S9cUFN8gADZtCkxj4RQEk5pERQ4RIPYC+6/Y5WFaJglFmK87a4Peba/x+ak\nkqAV1MN3WA+01I98c9B9EZYunF5QFPQhkQIVVwlroITuj7LHVsiMknS4x31KLJALz+IlRepc8oZv\nKrb4pQS1JnrSZxV8HqaOSWQDFmw+YJNm+FqOKj0SaMg9ECo346EL6y4xzz0+d3fFPDWWecQpadLU\n2Q7PpBtFDivlqGJmAoa/a4N6zJILhzokyWDulN0ookGGlxS9xwCwzKPgIZPjHp9zn08ctrlD3zxM\nWLuqoxxVyhQ9+GVo8Jgl34Sz1P0eSZlq3HEL+vFZFnGlbJ1LJOi5OZ+NL73jQRBMuFcn61mu3g3R\njMEgPptoZVBkPpyvqhsYhKI2+MjhnIeseAKgQ5TOFG0+41NfW/E1uBScPvW+aeMCfKi6KhgpyBtk\nKMXmVauC0YhFKY4lFtN1XaHMKWkuhUpXTWPAabCyMdGGFlfOq4LT2hynQToyaKzvcJoI1UOD3tgh\njIUhU8e3eG/xC1s7J0UXt5IwCDudOaXXjTjOqJ/Z4vjPp/m+xw+X8f/r8HtnscwfYDbMM30+DNMX\nkOhCfZjLHxvLB2Bi9oDj9Wm4dsb01TIHL4p8cHXTRR0ApeN57kyss1ZbZTG35Sq5t31v9GBajJqa\nkZLzfYHYzv6QBL2Bsi/uQpiiL+/WDh/Rc9GHFvTbal4FQuizWMwozioW2dnqe9RwUpNL1yT2BeDN\nZfUVKsGXZIZnHiD3mQnQSsGhEWWhYjStsM4ad73kFcxk12q/K0XbfYVajPrmJVM3wDcDqSQfsjKg\n9AVrhs1TQhOYVDarQQkEHvQsc+xSCdWAqhhl2A9YdYhELKA4lAL9ILEWhnFXmOIen/OAux5w1BPI\n0AgYvWH/WV77RtQMm7Y2+bs88MCuz6yy5pt5HIZSVQfEYKv+tdi4wpoHWl13OTCh1BhXhWTLaIdt\nFtx5Ug6bd1j3zxQpc597xE3XbFDRlAdjeeDIgbZN0qEWEQn2mWGVB6yzwhXKXl3pXoMxZEoDQ1au\nU6RMgYrbIOs9XWTL2WINxpmi4puVlLTyspK9uLJlwBl3ZrsyaAkRh5WUqDzkDlK/C4PXz5EJozQJ\ngndVwWo2cJGybxSW6FQHNjShCaqE5SSwVbP3eTW3xsPjFRYmtpF1+uMXSx7TAHg+wsTKAce701xe\nfMarL65D9twEXQchub8WYubs97Ns+OEy/vgZhCbuOyMdokSP88ww74SM/7yb4NX/cx0Wzvvf0wXO\nUobvV0eoTBdo1E3RBpCfqLFWM1m4shYFPeGNHZIcMsVrsu7prx1ZWbUy3B4Jb87Ik6cZsg3h5PvM\neCC2r/erjDhGLltY8w1Z9MW9zgq3eBprsjW5zz3ucd/LzCU2iUKDV8whsWn0gp8y6pVLhYK/nOM0\n+S1/DPTZStbQzPqiERUVYINlVnkAWNNL80Gn2Hds9Sm3kFLZVIw53+AURLWIwNTAeaoOg0nIsxjo\nr/Iekl9MJzThdORjDUBVYbaB2SbzKZ/5Io7PO1WPB8RaeU1cUNTDsn1hq1JDb4SB2XGKnSC4ZTYc\nShJUs8wGMhWzdy0Zqh0TSmnzqoRzA5jhWYDsVkKFsuKbm2AckQvqGE0xokea04H+g+6f3inBGdrg\noG8e1h9JaqQAzXnW9fmMhQA77TDLJeqOYRc4ZINlbrHFKWm3KLHewmu//w3G+S1/zDIb5Kk6EUIb\n/gPM778T8n3COx3vC2ij3mSJFdZ9BnUDmyJm73ON3/ILZsN9W2TLWTzx6lTKWcG3+8ywyZILNq0C\neMkpo54EyfxN1bsqhkJgA8qTqEjHhZsybNRGqMQjnvSt1VYp5CqUjufpdRPW0K2OcJpPw1kglyjb\nHzm3GDh7wXDI+N9kxgD6f+f7HT8JuH46fjp+On46/p4dPxzU85sLy/RL9He2BawCOACmw5+rwG2D\ndQAOvrrJO/kTxrMNcqka3+zd4tqNXarHOTphpxzPNphN7dJilK/3lrh9Y90bVZrvmxzpsBI99A6/\nWDdyCYR+U01DocXpFwMGcJfARZ6SpuUMCM36BdyjH3AflA/YZMBAiw3XJagh6b70ISNRg03wyjKP\n2GSJDikXmMTtoTVNSdcnKCyix33uIVdB+YrMs+3ZPFgmJXqpfi/05/P2SAw0xCJ63GJroFqIV1Gi\necZ7MWDN3Vl2fCqaREYmTB+0o7D/d/mMf0ia1gClUQ1PWQ5I6JeiPUBlXQwTk8AoeW83uFUBiF4Z\n5+7HBXuiD8Ybm3EqcJY6W9xySqNmIIuXD/j5SsQmWf6n/NsByEJVqLx4JIzT+3OLLXaZIxcYXfF3\nQJWMqqUiZda4yzIbPGXR4UN9xvD6rlefgnri9Mk+LfHUSQoauANWWd/jvmP0p4zymqxXE7qfYMyd\nbRZI0g6agY+8Ia3fPU6DCv05BGqUA85936BvBKgGt9Yd9D19VBHFqwAwszc544qpJN6+4L4OyYG4\noJih69P6WO/doXOWZH5s25vTX+6t8N6NvoPwbnuWRn2c5Eib/ESN53uz3LzxlFrb7m2jPs6b6hjT\nH35j8M+XI5DH4qVGR0yHv//8x8Lq+dcXkAFuxyCc0rBtBvHAXwfeP+fyDVNnvnpwHbIXDGcbjGcb\nHK1d5Z3ZExYLWwMUub29eT64YdRLa5R1qBxPkZ2wAHDaTjOfKiF3S3F7NTINrOwVt1wvlzBdYX75\nQHOTonCc/ji6vuufDX2Rok9BLX5Y+W4qxx1mnU0gG1hgAG/tMy7U5DRBxzhNRKdUkyvufgjyYE+j\nqWNg8IbEXHbtU943ET4tda+CUHzuQZxvHfcdj9+LFqPMBb8eqX3Bmru7zHn5rPumoAG4wd4yGwO8\ncE1Q0+eBAZxcZb024Ts8pEtEgh6PWKbAoQ/gifOzNWCjwpRvYmvcdbgj/j1vf17urvo9D7lDgYoz\nQtSf0LPQ87/PPd/M4hvaBsvI9ldNW/vepL/zFQrMsuPUYTG9BNHp89qIRcWNa0Ng0Cde6lVRevUe\nCpPWoB/ZLUNfsCf/nfi7LjtxbTJ9SmmGIi+J6Poa0iYc7y2p4S92nRTAdczW++3BR9ocAe8jjNMc\nuA9aQ/aO2XVWyZGgxxXKxIeqQ7CFD/BQfHyreio6n+32go+WLUwcurGj2E6P95a5cWPb1/hWZZE3\nu2NMrr6gUbdzPq+PQ32Iy3efmWDryTBk+W7gPwN+9f0C/w+L8SeAXw/3z+I2thl06Td3R4aZmK5Z\nwAfInzOcOSWdaZGOWhyF722TotWzm9rrRty4sc3O8SwAxYmX9Ig4a6Y5DFXBYmELcejrZKkEtZ2w\nQbCM96/4BUXKnrVJVahFcBiskvV1MSC0QQD+MqVoO6Mn/uLY7zLnTkn6H3DXRT3KJBL06IZgYHzu\nCFk2jMey0g5J7nOPAhXMBX/UjejAcNMWaTePq4bs2AKkUfUu0Vf07gb7513mABwTbTJOJuCcsqkV\n60n3NkfNaXTKVsGydgX4ONMH+gG/QcYpcotsISM+UfOq5JhlxwVKstu4xZZvRg9ZGcicxXEvUnbs\nvBCaiaqIFKjFb9eznmPXn9dTFqlQ4A4PaZNytpGyScCb5/qzKjWdm36OpP+yBS+G96tf4fRC9bAY\nMvrmQPVm91DEXTFMbFNvMu7BxkYFpvydf0nRefJqAOeo0gzNyBp535CFz4NVsPuBLqCNL80p+TDu\nRPdZhAXbtPqZt55XgYq/A+M0iOgGSnNfe9Al8ndXVbRUuqpA41WeEjfh+yIZVEN232Q83O9ZX6uq\n3lXhatTqPjMk6PlQF8Ct0w8p0A3rb5dZClTIhM1znCbFVNmCeTeCCcvwN4+X/Lpu3Nim3s4SJXok\no4D9JyAdtehlbI20gPPEKK8eXGfi9gHH9el+c7cbYnwewlL7XscPF/izENa0N3d5AmRg+Offcr7+\nLiSGoQ7HmQITt22LO/79NOeZYY5H3uU4k2N49ltyuSrfbH3ItUWzz9Xuf9ZMQ3OEMnBWHyeTr7tK\nWI6KDcaZD2KUWhBziJrVIMP1IM4yd8oFFsILpmxMzaBFTFAm8UePxACdsxgWd4UCq6zxmr7wByww\naIGnQ2a3GfP0BqP1qdrQSDyxepQ9a/Es88jZHXeDBbSy5zZJauSc+90h6Q3F/qDnZBClFRwG0Uuu\nqkAzQtUsToTzlwe7zlk0TVMu5j3ouS1zCFIqo3vY2E2V23ZdNhykwpQHF+kp4qynFB1eUgyWwNUg\nVCv7fVZTT5WF4Jw4JU8QmNwn41bVcdaKKkFBLgpkuj7ZGmu4SIUpZtmhQX/4R9we4DFLfMJ9V5xr\nE5ZzqCqypyGoRvT8HnaJAgE16ffPHDb79NINlsnQoBneeVUMcaU1GDy3wjpPQ3YuTx4F/ykOmWGf\nebadfrzPDKOceoA0GOW1n3eOGg+4O8Dm2maBUVqchuRErJ42KQ/qiRiZQjOtl4PXvjYIY5Jdcs2L\nqszP+NQ3RlVbImvMsE8Xm8ewHN4n0VjLXKFGnjQtSiywyJZXTddDYzlJ21l3gga1gcTZg5lsg729\neUayDc4OJiFjFMbeRGT0zKjFN1sfMr34DbVEnud7s25hwxnQhIk/OuD4eQF2gewwdGF4JfD3f/fu\nv1fg/+Ggnn95YVTOKjhxYxX4PfDzC/hyyLalJnAbRq6Fwdy/m7SqYAT79wy8kz2xSfN7lplRtypi\n5NoRZ9VLvJNpsVjYIi6ZFpWt3C4ylaoQ98Go9+yElqMNxy3j5mFxSwDoi6zi0vYWo76YRHc8pODe\nQIJC4gsX+h4nj4N9cVyariwsosscuy5jB5xnbAspHQzc+hXNLDvIzEzQgaZiaaMR9AEWtOLzUnPU\nHP5R8DtkCukXWqQpUAnUtUPfiGTatcjTgUHWuv86P1UVYIFOPi4K8m9bYGhUn1hJYFldnUssskWd\nLFVyfMSGQ0L2s/sGfxoEoiAf3xzifYI4BKQAIN98BRQxozQER4cwfUE4j1gmH+ABwJkweWrOaNIo\nzbjqNg5FSggYN/9T0BIjSpTaiP6QdLFO5thllFMOA7unQsF/lno6ErEJ0qmR8zUQn58raKvlZ91P\nrATNlbnCLnN+zWLj2Hm03PMerGpL0PP3pkfCBY3C93eZdU3H22snLg5rMO7V+xQVX4dGszz1tRqH\nleJ2HmWu+CYep13nqLHRWyYb1R16azHKYTuILlNlfwayjNmqLPKmmWYkb6yns+eThmxkz5m+sc9h\npcCb+pjFO/U8Q+Af+fmRff5L+ojI7RC3fzcEfwS8/2OBem5jGf4vsWAPdqFn9MuYRP+/s78wvxTy\nDJ51F96cJY3aWbedcvrjb3BVXKJHlLAXokOS6nFonIyMc1zNMn217Fhg/TjL3MSum73tT8wgr5WF\nYDLV9+KxB6hhD1Kclrnixk8SKN0KQe8X/JU1mGPUOy0Go329ZjO4/sUbiioh5Z6ZCRmFMr54A/S3\n/DEr2CD605AlG7654LBJkrYvDKN+PqDBuCudoT/8wjDy6+SosRN49nGOvoZPK3gmQ69AU5aW2HQs\nVYE+RdspqvpdUk4rc4V+8xfwwCOMX3CPjPF0DxW8d5klE5rkwsz1dWWgT7nl4zKNjmiBUaW8vGXi\ngUXXJcOtLW75hioR162YB1GNHMth81GfYZdZVyQraZAdRIUCpbChCHveYHmgZwK2obw9i8HEUsvh\nGrb8PPU9C2Es4Rqr3OM+FQq+uerctBHI1XOHOaY4pMRCTMA1xzIbnDIaMmCbeSunVr1jSdpssEyD\ncRYo+WaljbRLxG/5Y6+obJUmBrD5Zng6s+x4oBfcp6rpFlvUuYRMALUep6g46UG0UlGQ50JmPx+c\nNfUsNBxJVdil8K6o2hGs22qOUpgwOmZ2ok6KDqMp2zwfv1hiIl+nfZZkfMIqs/Fsg16m1XcXmDBB\n48EXNzmd1sAVBo9AdT/7i0lYoR8Pu/RjpGLm9zx+uMD/HNup4jtcN5zRyDlkhm13S8Bw/lvO8yZR\nJk/I9sOOl+g6/18/57Sdpn2WpDOSpLl7mQ8+/Bu+fLEM9RGvHBr1cW5e3XZMvEWapYlNNmofuUlS\nvAkkdeMus1SDnwwQxDSWMVljqum8cXHZE/RYoMRv+WMPQBpeoXJeUNASm1RDg0uDHnRI/CMOd5I2\nc+ySpDMw9k1CHmVA8eEsdl1mhaBq5pAp37i0Xfc0pwAAIABJREFUOcgrRwZYhjl3XZQChB5CegAH\n1yJRlikuOVhVMkqL12RZDqPyAK87dI1LPHYvFB2qS1Q17TPjgVUbivxuKkyRpOP+P3ErAWV1apYW\nAiwlFgn0XSyTtE1u732JvtWCsnidv3G7D5ECHHDMv03S+zoLAR7Rc7dAskSKtvsJ2X3s23aYyrhf\nNYhdpiCm+6P7aEF9ynn28Z+7QMltRfSzxG3XzxF0Y9zz9kBgBGNGqWpUb6pIeaAazFFjnRWHJGU5\nEU9kVDHJPrxDki1u0Yn9HNkrN8PGKf+qHokBmxLz6rmCHGsb/tvG/bo1P/olxbBGmw7pQH9wUpGX\n7HOdPFVnK8V1IB2SpDOnlGoLLOcesc915D0LkL56ym5lluRIm8df/QyyZ3xwdZPHpZ9xuBAqkrMk\nqZEOdE2R+85Ix7j4I7GQ3B3yoD6c/5bz7LsWE5tYjASDw9/eMP4Oxw8X+A+Aa/R3MJ3NCPC7YXgf\nyF5AZojztXdRb2k4/y2pkX4JHIWM/ug3V63DHb7W6yZon8GND59Q6RW4dnWfaiZHOhMYDmcpb3xq\nvm+HFEu5TV/oKlcPT6b4ZOw+sm+QNwfYC34aYJ02qUCfqzqVEnBmRYGKe9YLE9cLpQWoLDqixxp3\nAxHOzlkY8jbzrLDOOitojGGcRqggaRRKC+SaLQtiQYx6VtSXus95YFsKTWjrWZg99HX2PRsFK6dV\nEot2Ks90ZfSjtFhi0wdjW+bacGwY+uIjlf3yo1FjD/DmuyyEReerkhvwd1ez/Sk51rjrm5/wVzuH\nfkAXPpuk41RYuZbq33X0Yve5FywxtPGq+pK9tH6PBR/73S8pss8Mp/THhBp7pusBMB+YSPEmp9gz\nogUn6QxMYAPbHLZDVi4foxSdsF3YprbKA7a4hQbJN0LvSY1nsKAnW5EtFn3U4QzPBphsJpaaYpc5\nZ9rIakLPXcFem4fomPHNKkkb2Rp3QpNc7zbgvQitAavCHgz8HFUAStC0YWnWgL2rKd9gNNNA/49D\nfDKjExGjRZoMDR+HqJnf2ahOlDORYZoWpdqCz8HVkc6cwrUj8hM1Kr2CxaJj2/B73QRR4hRG4Og3\nV5n85Qt63cjH0Opon6U4H3nXYuA1YOQCEkMWI6EPeX/P44fD+P/8wqiaGaAU+0dx+Z9j2f0Zhv1/\nGf7dM36+s2G8kz8B4M2TMUZWLLPPTtQ5rBSIEj1mczv+a16eFBkdO6VxnGFmYpBbXutZsFyISjxj\nxv29bwXsOM4A2eotshxZdrvNPHdZ4ymLrLDuL12XyDFuYa5lrlDkpUNG69zxjC5Dw4e0zLJD3A9c\negJlRQqqsmwQrVT2yVKqQt+zf4ESU1RY584A3a7L4EuXooMGn8R56n1/oYpnSVInx+X1QJhFmvbq\nQItMTCDdcwX1ZvizZPX9Ifez/owEXylQKvgZ6ynyjXkxKKEFydg5HzokkqZFJvRbkoEVA3iVFP0t\nqVR8Y2gjp5kkzVg/QbBUhanvnEvcx0XnfUraN7K3MXwZqokCeQfToCh77oSkQ43FP3SfVZkusuWK\n1B79Ie869FzlBiqdQ3wwTHwEavz90ca4wkMOA2wVf/+M2msbmt5Tw/jnWeWBN9T1mTiHPstrNPjk\nNdkB6KdFmhUeUueSry31lPQstriFBrWbUn6LB6wODG7f6C2zGG0RH1b0NFQ0gMeDUm+BXPSWZuI4\nqO4nmpyejDqss1ubo9eNmCpUqB/37/PZ+iTvvH/Cm+pYgLj9hhJuqH29ikHja1jsq2KbgD5TAv7Z\n98P4f1Lu/nT8dPx0/HT8PTv+TkXC0NBQhO03zy8uLv6zoaGhSeD/Am5gJKP//OLioh4++z8C/yXQ\nA/7bi4uL//sP/tDnDGL7YLuZGDtnOHTDlxCa/pA/Y3ik42PIVBolR9qMTxiL5dXBGOnMKZ0zM2x6\n00zzpjvEy5Gi0zmLBduNa2c56hOXqPXyNOrjzOZ2qFdtVy7lF8hGZj08yy7rvTsUozLlXtGz/OVo\nw7MEle8z7PNbfuHCohILXg1ss0AtCESecssbgWb4ZbaySTqsscpi4CMru0pzGuChJtB0fnV8hoCG\nZ4hhYpjnqdP8AKQiFeNAzJgqeadh3mIr8KLzLLDtpm15ap4hSZugxmTfr6XuWWaOKgV6PAs4sa5V\n1Y3+LkigR4L7gaK5yprjy3GPe00Dk1Ja1y4mUJ6aV0CqPqRelVpT+oJt5r0xLagng9lzS1sQ1xf0\nKagGTzQZ53W4fzZdrO+3pN+XD/dZ1yBNCBi8MIcNn0/TIkUn2EhveMUov5caOVZZ4yF3uM895tn2\ne9gJTfU4v99YaqMO9cyxQ5e+i6WYW53Qg9A9FOd9m3mq5FzApia6fI6essgUh+QDbdYa9M1wXdc5\nZZQekesLEvQGxjwKcuyQcn1LkfIAWSERu44OSTSm0fpjVm3OYkPS61ziaaimhMurufuYJXokmGOX\n3/ILryQHqtNY9b7VW6QYlVnv3WEp6ltkpzml1FugXs2SK1S9JxhFPXcOSE3USI212a4skM60OK++\nC4kLeoUEiUQQuI10OMtCrlCjMdL27zXo2gJir5vg/CwJ2RGLgbP0DxUOZ/zHg3qGhob+KXAXGL+4\nuPgnQ0NDfwZULy4u/mxoaOh/AC5dXFz86dDQ0BLwfwL/ALgK/Bq4dXFx8eatn3fBn4bfew0QNJbF\nutdZ+uVM4gKqQ304KA+BDRa62+HPMbM3rp1BaYSJPzogmerw6qvrBivl4cbiEwD2vnqfmx9+xTcv\n5hke6XBeH2d6fidMJWqHH9nz8lXiI7dU6NlOtBCVXOGqIQ4FDpFbJfRHuq2xyipr3vSLmzbFfb2X\n2RiADHQ+EtqYWdUnriHI0B/WogbWOndY4aHPFVVDDxiAWObZdvxYzo5AkHXVvHEnPDQ+Zcl4/cbw\niOiyyRJLbJKg5/S8FqNcos5rsqQ59QUp1hBYELUF3/XyHwwKUB8gPjREkJnupcpwfb0VdAwvKXIl\nGL8pQMZHQUrAJkdWBVqNAhynyQPuDgT+uyEINshQ5xKHTDEfhvjIeljXFR91KIM0nZPuc5oW4qbr\nWtaCeZka5PEBNxUKA/dHf5ZFdYq231tTpdY88MefwwIlukT+zERxNQfancDCSrieJJ5caHOokWeZ\nR05w0Eaqd0P3Wc9MJoAanLPCQx6zFJKQqnP1y1zhHp8DeC8jPvlKEJ3uc3yWhtabTO5ELNDIUA1M\nSnNKhSk0SEnnmqJNqbfAQmQ9JK15vQOCRhUXquQ42J5jONuwIA3cvLrNN199yI0Pn7C39b5T1i9/\n+IxO2z5z/PtpWDiD5yPfhXnigbyJff8CkL+whq9gcLC4tg78d/+BLRuGhoauAf8b8D8D/zRk/E+A\nf3RxcVEZGhqaBn5zcXHxfsj231xcXPyr8L1/Afzzi4uL37/1My/4X4NlgyidEDj84f+/xHa5kXBx\nYeoY00DmHBI96EZwFutqZ6zTncnXaX55mcnVMLxl7SqTqy9IRm23PB0e6XD+/F3In8FZaiDox5ug\n1eMcCxPb7vonebiOLK/Z7c2xHG2Qos0Os3RIOaYNfaWrGo89Iuddi6e+zsoArpyg57J3fUbBN27l\nICaF9AlpWtz6A75B8rDXIaXpFJXAkf+urkA4NvSz8jxVz95r5LnHfR9Np3PIUfM/J4PUvkMy+Mln\n3HZCGaR5+M8P2Ae0g6hMAaRNijJXfHKSHFcfsezBfIV191pf546zmRRUwTI8MVL07/J7j1scS1Wd\nDs1UwD9r155zfxy5iuqzumfisUvIpZkFPSKfX6u5Deus0CXio/D5uM7hNVmKvPRm8Q6zyAVUG6Os\nuTU3QlYH4zS9ihOuL3vj+PPymcTheWp2bTU2/UuH3tO3efN1sgMDhNR/qJH3TD4+cLxFmqfcohUE\na/Gmatx+RRuP6NRxqxF7ZxPhnhpTTZRdvSdvr8E0LSoUnBUn3cVGb5nZqN9Tk4VK3EW3dDxPfsJ0\nGIoVCv6IdFIdYfjat5yfJY0u3kt5DNJxtHaVzO1XNKvZvmBLjMZQFdCN7N8OsDiZxTaJ28Bvwg/6\nI+B3wP/0H57H/78A/z3wbuxrhYuLi0r4cwXC04YifVY+2N509Q/+1CwGHt2GQMqwi6gDv6Jfwgj+\nUWnzO0y9JhpTF975lTV1o3DDmr++DNfg6M+vkvnVK6jD0YG95DJ765HgVfVdOEvx3vwjvn6xyGGi\nwJtmmhvzRv0rV4pMFewya5UcWwXLfmvtHIsp+0yLNLPRDvKmH6fBbi/PYrTlpWg1sCc0p1TDHupk\nXek4xy5XKPsgjRw1NvnAy3w758izuihkHSD7A3vp4gMtlsKAEwmdlPnJ1M02oEvUyLPK2gDUM882\nZa64D/wCJarkfXKQPWwbD6mhLRFdr0o0PEYQwH0+AQgy90Gp4Wd86lm74JQ7rFNi3hduNWT/EjLp\n88a5l8J1dECZKetpmXxBf6aBhDhij4zTGOCp32LLDczigV/no6AvfyHx5RV8oO/JLh2DBHhSdoNV\nF6Ioxq1/NfQcrMm+yRJ5qu6xH29cgiUKcaWqRlxKzAdwj88pY7MDPuNTClSohoonPptCgrxnQeg0\nx45XfmDsqSIvg8V4H+qJK4kzNNx4rUMKCQb1vO187pOkE+Cnrr8fel91HUXKyJuqSo4lHjuVF6xx\n+5Ii9/mEPDVnsJUpkg/JjiDBVFDLl3oLzEZVqgGKA5iNbIJanipb7UXGUwZd1io5CiEOZCfqlCtF\nokKPve1V3sm0eNONLIZsWxXHCGRzdSK6fW/9ug2Qav46jEq8ZnFq+Off0hux9+vNr8csriXCRtC1\n72OVPgQulONX4cGLFv89j7818A8NDf0JcHhxcfFwaGjol3/oMxcXFxdDQ0N/W9nw7/63EfosHbBd\nTVx+sDInzt7R98RZPV27YcP/+FvHxs6xr4/88ohmfZzh1W85f/IunMFB9ab9nDpWPTSHOGwX+jtz\nM02jZ9nGTGHfS/HFwpYvqsXUltO7rowZ5r/dXSCbslmty9EGj1h2jN+YCpeYYZ9FzExuOwiLVJ7G\nbQTk83OPzzlkynnYUsNmYlxoDXPRz0nTYo1VVxT+Fb/gDusDrA1zQFwOdD+bQ/qIZYq8jPnxf0Sa\nllNRFRwEaeics9SDAdkzp2XKHx1wCGWRp876gb6Jlz2qaEDfoM/EfdlneIa88WUKtsoDquQGJjaV\nucI+171nYJvWtlcXui9TVEL/JOXCuXimnqOK5h3Es9r4JLcaOdd6jNIKm2jOs0t56JcpuqhIOgKd\nzwzPyFL3RGCcBjvMumEY4NnlPtddzRthQ8V133TvVCkCQcRnjDLA+xm/5RdhdkA7wH2bAzRVVShS\nJGu6ljaQDik2WWKZR9S5xCOWmafE4xD87f1Zds0CWJLwV/yCVR74c19j1TfbVMwyo03S/anE3KlQ\nIE+Ve3zONvMDIscmGtBu74emssnfKb6+ltjkPvdYjgye3GaB7bbBklGiRy6qsnsyy9KY+RoVqJAv\nVP3duESdVKHjMSKbr5OM2qbaDSNkGYFXf3m9D1mPwPDqtzTr44z8MjgQPJkMvzPErL94tx/X4qye\nkdifg5KX/vRYS5r/PTD+/69v+RT4J0NDQ/9pOIV3h4aG/g+gMjQ0NH1xcXEwNDR0BUKqAi8g1tky\nlP4Ff+j43/85HIH14H4JN37ZV6cJ4pGFA/QvVpuBbkhQrp2fJTkPTZrhn3/L+e/fNW+MKpwnRmD2\nDKojkAn7UNPEEdMff8PBVzc57sLlj5/B2ZAPdj9iCprD3PjwCfV2luODHB/cMFx4dMwC7SlpilGZ\n/a7J/D8/ucfsmEEU8SHpcSsECV/iGLYGSYs+18LGO0b0PGsBgifILV+oqRBA9WKOBilP3Hq5jQ1m\nOY0tAk1ZWmKT7TCkG/BzzofzWWCbKjmq5Nhhljuse7N5kS0iuu6UOEqLHeYGglGeakyoZZO87vMJ\nclvUscmS+xwpe03ScV+XzdCcW6DEPUxTIchGzVRTV/fdHeM2FTM8AwhZYM0psapSrCqx8/yUz3yj\njMMZcZVshxQrrPMZn3KP+8QdQ+P2HuaD84yIHos8pUFmwL7A3gEbESlr4QW20eQmIEx067r/kiqk\nJG0eBZw7Qc9dL9dZQZOk4rDkPjPc4z4a+6kNK14VLLHJIlt0A5X2ISvIKTTeS8mH99fez5pPIVOg\n7wvNNsOmaEPvBQtCf/MCvLEtaqwC/i2exnyozBqhElTV+t4G4+7nox5Ij8jps3pXK0z5+1Ejx+7J\nLJ+M3edB6AMUI9t8R8dOfZN+vLfMxHSNbMqe195X7zukzNkQUdTj4IubkLBYAvjfLdYMQf6M89K7\n0IWzfAhcVYtTZ4Fs4upbZfX6mgK94t8fYUjJV7+Bb34Dk/C9p7DwPXj8Q0ND/wj4ZwHj/zOgdnFx\n8a+Ghob+FMi+1dz9hH5zd+HirV8yNDR0wX99QbjfffaOfHue81aDl74N6ftYlfBr4E8u4Gyo3xyJ\ns4Oywe9n1TD8kfxr2wiC4vfyvL0Qr/auMJw55bz6LpMLL0hHrb696nGWs91JMguvuDJW5usXi0xf\nLXs2pM90zlIkR9oUJg6pneSIEj1mUvu+6N7msFeY8kCrACNhl/D2uB+9XvB17pCjylzgVKv5pmHw\n9pkVz9rjATFJ27FLbTYy59KLL4wcLFMvhQ1BVrTGhqn65Ky4T41M3UxncN2vKz5CEvqDzAV76TD4\nw2ag/mEPotPQs6h6VirBjhZ3fH6sPidYKG61IAsLQTRqfMfnF8cbhHGuts5Zzfl4v0bN5bhaVGM4\n1Yg27LnrG6wajuLly+Rthn3PgGUKeMrodzxtdD4ye4P+9DdNi9IxOLawzgzPkNJYVYI8i+J+RWJ9\n9WG3HAuhoa3+BMDdGAtL73eFAlle0yHlsGZ8w5fmZZ0VF0xpMwaDlWrkWeGhixLVWNUGK83GNvP+\nDKvkPNmCvp5BWob99gy9bkRurOaiKq3j7ETd1/jBiyLvXd2y+bdAs3SZkdkjshNm597qpTkqXTVl\nbbB6cQv57RnoDjEybZ5hjLRhLQT+2xdQH+pD2j6D/AL+PFQOv8Ji4BP6vvtq7GojuBb+/F/8x/Xq\nUQD/l8C/GRoa+q8IdE6Ai4uLzaGhoX8DbIbT/G/eDvoDRwZrUoiq2cQusE4/o9cNiWP80+G/9aG+\nV8Wvgl0pmJ3z74ZhGt5J9HgTqJ/UcY+LV4kr0BwmM/uKbjfi/Mz6AEfdKTgwjG3k/SOuffy17fxf\n/QwScLA3w+FIwW0dZib22e3OsTRhzIj95gzzhZL7bwOB4WPBX8ZZRV6yxS2HaNZZ8bL6UmgoKdCK\nvSBXRBv3ZpuKDYIYbLzpUNPLAlE/aAnvl+2yZOnqIegzET12GecuD5gPQ8wPQ1MMbGOJAkVPGeE2\nCwPMH8FDd1ljPYiykrQZDY0zHRKcPQpDXN62mXgd8PIUswE2ucI9NM/Vgk2KNguU0IjMXeZ8Y9QG\not85x45XJxsso3m4YNlqv3/Sc0xamysYHKF7q2EtCvpz7PjPWWWNOln32t9nhll2/DykIFWjfopD\ntrhlOHOAg+Le+XHbjrhwLxlgG7Cqrxt6JRI2gY06FKRkswSS3pSPQ4FSvmqUaI5qeBdm/Z5INa7B\nOW+LwDRUPd4Yjov/3n5fJYTr24oI4rN+yOfcc4qx/Hj0++bYdXsIzbKokQ+znO3+qJ+hOctTqQrb\n9QXmx7bJTQRPpO5HzEzsc9gusF6/Y/45Z8N8/dXHfPDh3wDQ+LhO9TjHwf2bMB0asWcG2aTy9kxf\nfXXdqoIDM5rs5RNmLZPo8UaMxN8Pwc9DzEp0zZ5+BBgZ6ifCv8cS3gX6FHfC/7V04knx9zj+zoH/\n4uLiL4G/DH8+ot9eePtz/wL4F9//VH46fjp+On46fjr+/zh+WHfOKrZ9PA9fk0d/BsP5f4Xx97P0\nPad/BZ54xZu+fz4M/zgUF90E7/zqhDe/HzOr0zqcjwwz8v4RZ2G6TSZfp9nN0+1GnNXHDd8HGscZ\ng4SAs4NJnlcvQXeIDz78G2ssnmRp1sc53rVteX6xxHlzlO3MAvOpEvOFEmlO2e/N8PIsDLcYqyHT\npzi9MU/NsVVl+a3goyKRjDJBsIx2g2XusE6XiAesEtFlhXUXoUgQY8wYGxIi46t4id0hySlptwmQ\n1XSc0yxBVC9ALxpOIvsD8bYl8S9SZoqKs1DABC9THFKmyDIbbk4mOEt/fsAqn/IZKTp8xqdoJJ68\nhhpkyFJHzo3K8mzCmk0fK3CIjbGf8oaoPOMFkSyy5fDLMo8cb49DTzK4i1NZdehrp5hH0mG4bkE0\nwuH1WcFKET2H8w4puHfQFIfeOM1SZz0MW1cFYctCg36ayJX1Mz4l7jr6GZ8yy67baDfA3Uz713VI\nmlOfLCeoROMIwaCn+WBup0pwlzkWw3AbPfetQHc1e4VOqFJqfp+kdxHWnwz6glRouOu+Spi1Elhc\nmk6mfspDVrwf1WdEGdwj1pyqhApTzLHrcN8+Mw51VYMZ29OTHMmRDjPRPvOFkjV4Q3P3vDnKeK7B\n17sfQ+aMTL5Odsw0Ao+3fhYu7MJRg5Fsw0SjVw0yHgkoACMXFl/Img//7iScwZvs8P/L3ts0t5Vl\n6XoPiU/iQ0ASEAFRpAiJSJFJUZlUiV2S02pfRVxFuAb9AzzwwEMP/BM89MADD/wTPPDAP6AG6Qjd\niLxuOS1VU5XMEpNJpkAJTFIUQQEUKIAgAAKkB2uvvfehqvt2OW5HRoZ1IhTixyHOOfucs/ba73rX\n+9o4NvromDPF9/8YCRZx8b5+hJOraSJx87H5H4Irgb9h+/W0ev63c4F5SrhlSxx3QRvItLSI85kE\nmSRKCOQTB/6Ag3v8AVB4aANYNsWYlQjcl50i8T6n1UtOF0g5svNdUuYGhsJD8b3cTYoDzkaReOmQ\n6cyO1eUoZ6QLc0CIBCe82r7J5zOmiakhD9RyboUXx7dZSq6yyRz9XpRSTNyd9OWTpq4DrxMzaouF\n2sijMsraVKJskAZ5G5CyNC2Oq/CSUOFS9sXsETPYco8veUHFdI32iFoGiG/b6LpAE6h/KsBdnuPr\n2yfoWClnfbkVHpHGoCotUpZSp8yNhDH5UGtJtXmc42fLYlGzlAOjvKkMGNUBAmwgTtBhiVXUB7hJ\n1jJtwDWG+b9TXrxee4oWfWKUqdhJbIF1O4GorlDJ9Br0iAb6NIBAs5X/u5KZtAA70WsPgxZ1ZZKT\nZ2OCAwvL6ETu2wSCTJ4lqrZhbo9JekRJ07YQjT5H2hSlk7FfAFb/gOfctVaPShbwu5bVQnGTm8To\n00GE87TY3Dfd7o7m3La1HQ3YWv9RWDFHnbeGCeVLYUfpW0hOJxO/+VEkryeYZM+eS7VXIhrrW3nq\n1eMlbidfsNJYppyT5rWX2wvcmPnZ0pz1naoczdp3vFsdJzO/z9GaJHqjU+L3PRyEaDfTsBF3vUae\nfk6kJDx+nsaD8Uf7kZoEC7r67xvv5w8QIF3rnHVkEhjgPgfzs//5t6LHv4u7MJ3t8kg2rxNACsGv\nUhf+1hZCkMmji8yMPg0qQIsKSxH4fheqcrBTDNNnEBJMvyuuNqcrl2iHZZ/Mg33O6klS8+9Ix1oc\ndYt0d8d5acxdAPZSkxRCNXaOp9mvT8MgzM7RNOXMFuWc4MohhswmtxABs19Y7y6Qi8lDroFem2W0\nkCoNRqK5rkWxIWFL34yZh/8Ft+0LDdKaro5i6yywxCoJxOXI9wRVi0elfqpmumaZddOgpHRElZBW\n9UiAf+TvydGgQM0acwwJGferqj2WdlYWqJGnzvfcwffcFaXLBMus8ILbLLBuMWUNNsrNVvtAlSD2\nVzF1rqDNbErPLFFFPRUAG7jVDhIwmfYd23twBbFlVHVTZ/SSt7WCEEMrbaA9EzXTwar768RdpmK7\nnquUWGfBTjKaNU/y1q7w1PpPJ70aBcZMB22IIWXv/t4xE+sKy6hMx5AwagupTVO6aU1H5DGkpqPS\nDXIskbvWruYaE5RNd7dOniLFfJNZtowtYZkYPSulAE46JEedMENL4dRalo7hFrN8Yb5/YSjF2n0t\nYxi1z73WLrSpzB9n9ZJoIo5dm92bzMbc86zvXzknP3t9VIJBmFfbN0kZbH46ucPecJJ+N8bL+peW\nOJKOtRjOy3PYrl6GbIv208sS4JfVLRCxRQQID4U+DhJzmnEp2oKLSRrD9P/HuJgGwX2VuKKc/jZu\nFeBL2/wN26/rwFVB6El6gWtYaQXnxoXL/sF18V6UbvAzfq2Up5BBqWI0rHGF5C5SnKlHoCjMHzZG\nIC4BH+CoUiRS/EAi1WE4CIlEansMmhFufPUjgM3KovR5tbXA1GyFVi9NNNa3FELNznzHH2k0Clno\nI0/DFgc1eylwYOl0IJmxUus2uck0OxxQYIlVW0z9iQVuGqN2DaJR+uxxxS6fZ9niGb9ngZ9sU9Bb\nJu1SHhyDRaWAfQVJDVq+8XmTLHdZCWT/4FgidXJGarhPnjo1CrbPYYVlSry2jT7qAqUmJeCokdpq\nH6PPLBX7vY6P74CmrA5foVJZPro6UEhpml8C7CYtwvtGL2qwAwLjqMqjsFmu2W5pDZDKutFj+Kwu\nLepfPN8OY2xRtnRMEPhOu511fIQg4MYnSo8q11lmxfot18kjksYd+4wpC8snBzz3LCX1+XIG78F7\nL+cfZDs1TC9FmKGF5tb5wnLuB4RQi0/h/78wxxa9qi+MZMQqS9ZrQVee+nyppMkdVqkZ/wgdH2Vn\nKZMnxNDCfTrh69djdNjhGv1elHSsxe5WmRuzzm7Uvss/3IKs+HvH4j3bHNppJzjdv0SmvM/Rk6JB\nCc6FsbNvonb+VJLJOBLjukgsKuEKsepD4mf7fv8SOEaPGqzPI0iHUjp1nyzwv/xnlmz4t9hGRkbO\n+e8MnbOLY+xUkQucwjF8VHZUg7yxYqQ58wAqAAAgAElEQVSIDAIE4R68/1PIBFHBQjysmpujktBL\ncnNP9y8xmj8Wc2SzKrCG711pm44vHdLdGJdagWnAiM+LLdrMrQ16RC3cc2PmZ3u9r7Zv8sXMCxO8\nHM+84MEP2pk6hjgUNcmyN5ykFHptH/AKsxQ4QExbSnaprrguSAZ5wAQDxD1Il9W+GFWFMl/zHWqu\n4vcT6IurL7YyV1SLpUDNsozUzEThgBQtVo1RuTZViWGKdAYrG2TarG50S9OixGtj0u7MQXwpCpV7\n1oDYIm2biBRTv8P3lhW0zkKA6qnMnzE6fGlE3nqm7iFwRN72S6ivgq6E/HZ/X4Pm4t/q32mmvmAa\n43z9faVsara6wl2+5AXfc8deiwre+fWQixLKCToBaYMxOlYbH7CeEEus2lXTCsvkqDPNDm+ZpEaB\nJb4P6EIplKcQo5rwaIey3gtNDHTMHH8+bJ+37/jasqx0/AvULMQXZhiwddQ+hkn27IpRvYqtqc7w\nOpOhPVvDAUmstMFLz0U7ffVnLdL8tH3bvpf6jnYYs+/O9o/zYtfqvePx+UO6q+Muq44bJs7+CJS6\nwtSpJ4kUHZ2TVYPlZ4ElE3eexiXp1JYcDe4XYR6QZBdkklC7xTZOst5HQXbNz/6n3wrUoxeews1e\nmv1XCIoW+ZINKQQOKuEGQvfXz9SlkeL8JWTgBzhxI91/P8IppvD7eNwszcw+3REyDxoc7RYYf7DH\n4cpVyEK3nSA+Lx14idQJk7d+5NX2TaZmquwdSV9Ac5hlOiQv+xczL/hp+zafz6zbIqIKvU2GJEAq\n1W8a8QZI0CEbkizFd7BSKEANWEIMbRMXyFJavHJjjHFisVmfGjnHpsXw9SXvE+ULA1eAvHAnjDHL\nlsWDq5RMl65cl9LjFAZQHRgNQiBF2SEhVlg2Ab5q6Y/+ptOHLuXv8D3PuGcDQIcxxCQ+b7H1O3xv\nOovl2t+TJW9EyRR+ytKkwqzNejVYRulbvRqtZSg+HUOw4e+5wzIrFmoT7wO5F3f4nk3mrKaQ4t5+\nFq58/B2mLfddITHFlfM0jHCa3H+FZ7aYtUX9HHXU77dKiXs843vu2DqEbr5BkMJcPqykPQdqS6qm\nJb7SpfoF6D3W+oAatgBWYVNhPRVak8mhbf9OKZf+hDHGSYCsoM+r/l4lG7R2oV3E2uW7EFq391uv\nSzvIOyTYG06SDTXtalUnmZfbC3wx80ImoeE0kdQJe0dXyGcabG/L/b1x60fx254/lMaqrHTYjj94\nw2FValaZYsNl+sDZkyTxRy4RBILZ/JO4xKgiDtGAIH/fOA0yb/5uw+xTxeH7EFwRaHK7yP8nB65f\nL+P/b88NLoYrVGj2v4sMWhXXwbvqfcAyMji+3MPFjP8P5usnyOBVkTqAdt1VBNe3q4upU8nslUWE\n+fliV1YJZoYt/rtXnPQSVt75tD3mhOLi56SKdaaTO4HAtrtV5vPZv1jpgxg99mqTJFIdlpJyYZvM\nEaNH8zhLKSnibc+Ofs9/lfnHgEyAqneqiZ3in/rCKcOmT9Rmz3d5bmEfEFjgrVcsTdGSDmScJK4y\nfJTT3uQzm/kpLOCbuPQMk6hnMFndtFiYpsUWs9bQo0+Mi6qjLdL45t6+1WGDPFF6XFQkVeN53SqU\nUUG4E6Pd02HMsmhEEK5soSRtfFLeOsgKZIlVu2rQ1YuOGcgksMqSXREoa8rvhRA8vsIzw0FPGINz\nNTqXMezbusFrSqi5uCpVgshQ9InZbm/N/A+YsEE0TctCajq2aqCjXHaFTPT+aL1IkgfnaqcNUmIi\nIyu9LO/tvVZJZy1Wawdwm7TVG9Jxc/IOL3jO3cAqxfdsvvgs62Txgtu2RpSgw/919Pfcy/zJdt4C\nZJMinT7HJqvHS3TaCSYLe1bnByRxeLn1JVOzFTteO8fTtPfzguWDFUmLpE5IpDqMxTrs/0cj8aJJ\n5VIX1kw8aGI49qewGwlm4XGgfCoia4+R5FPrmrp9QzDjB2e8AhIXNSleMl93zWdprNMGrv/c6pz/\nFtvIyMg5/+O5o236IkOryOA8QQK8Ujm1mBE2v68gs6hiYxcDvy/yVjT7PyBYT3hwCk8jsHwuYkv1\nJPGpQ2n2Ak53LxGZ+mC1/0/rl2QCmT+lOCMZ0f72NMWZHQ5qBc72k+64xS43rsoLp0G4NiyIQui2\nLHtnZrYC2arPStCM5SKDQXX1NdAC9iUHCXyS8UdthrjEKs+5a7PnISGusMeQMFvM2uxQW+tBLPie\n8XvusIpa0qnglus2rliap3b2+v9AsN6C8RlQeqBOZHrtQve8wh1WUTVGLT5ftKYUjPuKZS0pnVDP\nB8TK0amBynJfMz+VJv7MQAFZ738/C+8RY4tZvuY7m/WWqNpmrlm2LGNFawsK4ek563H0f4X5lJn0\n1845a+C5EAOciXs6AO1E6bFF2Sq1gtAeJ3lr/IPd+PpG4SXELnGBny7cqaxNCmoUKPGaLcoWTumb\n1YzrkF4ygm9STD8xRWulrIJMKm9NLUIa+J6zypJlHoGsrDaZMwKATnbZn4hC+NpDUQs7qughCG1V\nGx87JGwGX5zZoT+UzyyEanal9+rNrODxJisfLYrI40ShZt/n/e1p2IhASexeAxr5Xlzo7o4LRNxO\nwIqJu/dPpYFUs/EnyASxj4tRF/F9lWro4uoAZfO3AxzZpYlMADqBPEEmhf/hkwPXp+3T9mn7tH3a\n/oXt14V6ppDlj4/3K85VJFjg3fD2aeOWPlk+zvgfeV+rAugasoRSCGgFWVHETwX2AUYXjzn7Nikz\nNsCaqcy3gaVTyQCK2Go/QCzeYyx5wrtn16B4yuWZtzRqOckAjD538eoezaMssXifUqwqDVHHJQaD\nENczVQCr7litlYgaR565wiavj0rkM5LNa/bva6GPmXKc31Slrl3Kl68jjl8KWfgccMlSPyPL+0AR\n8ju+5jYvqDBLghM6jFk9FFUGDTOkR4w7fM97sqZFvsJbJgPFOWWSqFSELul1VSCNVxNWmEt0ZHYC\nTUzOMMSZh4AUvB0//Q4lI5cwyVs6jBmI6yebhe9xhRh9y4zR/X3XLIdvXw987+9z8e/8v9EsXHj3\nUcTAPM06X3CbFwbyu2I/q8p1lvjeCrT51wtOk/6iF4MvkZCiZcdRcXyF2dzqa8HcDSEHXDESGxPU\nrPvY99whRo8BIdqkbdOZPgMg2k8vuG0JAvrsZnnvFZddP8ZbJhkQspCe9q7E6AdYPB1DFdAGLRCq\nr2b69aMc1zNVNmtz9h0BKBWq9vl9fVQiHB5SSlZltdErAdDrRslmmiKT3I0xmuqQKzR4t33FSrRc\nvvcLJ8djAfYe+8D8qRRsZaCNJr6gBaMPjzlbS8rvyireFnHx5Rsk/mjD6sVeI5/G6VM2QdAPjXfz\nBAu7uioII7Hxf/+tFHdVFln19jHfa5Van+lvzf9L5n+lNlVwbl2PccwecAOsfH4duF1crUCF3v4Q\nxjgZchZPir6P6mN3I8QfHNKtjgvzpx2BKqQeNS3G3969TLspf3955i0hBpxVk4yWjjnblQcifbXF\nfv06+dkKDXLsbn7O4tw/sdmYY7Nm5HkLYjY+UagxyR6r3TtkaXI9U2Xn2DBSkh3S9PjL0W0SqRPS\nIUH6c4bqB84IW14gESlTQTDFgxvkiNJHnZZUP0bZEYA1cFGbQKVOKoUTsBCQNldJsTTPwFBJAasV\no7iz1gXU7lC3Awo2gK9w1xZLlfIpj4xQ+5R26mupgwTjBCfsMG3pqTFDZS0bWECVMOVREuP6z2ii\ngneAlayeZYsQAxvcS7y2+PjPprCrCphqwZjlvR1vLegKDi4TzgEFO/4gE4ZOInka9pp8cxRH5+0Y\nk5QGe1yxloh6ziB1iAXEKtAFTzUc/wur3BF1WTqGZ99A3bv0GArrXKeKKKSK3r3vmSCCbwUzjk1e\n8KWlFMs9XEYNX3ylUzVS0U3pwSpz3SJNa5imYxgyX2Ze0GGM5nGW65mqncQWMuvsZbSWIsy0ndo0\nofCQcmaLtc2/Y2ruJemYjN3Rbpl0Zof9/TijU8ecVZOECjUuz7zlXeUagCRvWRjNHkvn7arh6qdO\nOC0Z/a6SkEBG433OihHOKkkXjFUr7DEC0ygJRWuMTT52DLyPY/Q8Mvuo26AG+yaOwThPsA4wwFHU\n/4bt1wv8XVw2rkG+ggRhrXLr79WpCz5W8gwjbl1+xq9Vbx1knQD84ooWXJ6MyDEUW2vCWdvM4HFh\n8LCL4PtxiNz/QHvjMqn5d3KoapJI+QOna5doNrLi6tUVT9/d6ucAVBvXYTDC7laZy7M7pKbeCSc7\n2yIXkjt4QoKX2wuMxvsUCgeks5LV+U5D6vd5PVNlggPr+gROMlhEbfsMCduuWyDQnXmTTYufCzf6\nexsAdT8xYpxgjp8D1Myqx6IBbGOXuhQpaqwUVA30z41ype+1q8dSpUU1YVE65iwV23CleHOHCVqk\nrdNWjYJlgBQ4sAXYkpE9UFE7J3TnmpAOKKCeunljJqjHUuneKH2LPcvIStDSArvuJ6JyMQ5MJy64\njlI9jq5ilNkEwpBRu0Yt7L7gdsCjIEfdsJPKtq6yzHP6RO39VTnjjgmkjv+esIH/Hs/sJKzJgTRp\nFezko05XO0yzyZxVOtUOccCuLn1JBl316TmrbLSK9mn3r19E9r14QSaUDgluh15wkJHid2VYtuy4\n9+aa0tkWQ8Ic1GTi2e9OMzVTZbZQEe9s0qSm3tEjJgqZAIMR8x6ad3Pjc/Z/uEFk6oONgpHyB04r\nl0hMdWhvXLby7qerl2xs6eYTEIezFRPwteM/i8QScAyeR0jA1q5b338oTJCN8xAnwVwnuO0jsUpj\no9YCwDGI/sbt1wv8AySbT+FanXX5oqqdWWTZ8wQXsFWr3w/uvnkL3tcXda3r3jG0F2CfYIF4GVdh\nbxp1zybwsAu7cTF334V22zjpxBHph7wwfOIl4f3u1SbtSkYtHmeuCszzrnqN3K0Gh2tXiX4lL0Ka\nFlMzVXa3yvzQvcvizCqVo1mymSappLxMW8ezLCTXA/K+Y3RY7S1RilUBBxHoC6iNK76CZ9u+smnL\nKNEinzJk7rCKmqk3yFsWh98Uo8qOMbN6UC0VdWgCrEG7MEOkK1nNTZTVo5OBZokhhrZoqMcS3vgV\n8jSY47mBgQYmw62Y2x3iPVm7SlEZ4ig9OxE1TaFVNZByRgXTnyR7RFllidu8MDRKmei02xWka/km\nm6juu35WgzxvcTaP6jlbY8I2GKnvMAhUdYU9rhvqpbBXxERdi7LqRZCmZQPnd3yN7w6W5T1i/ejc\n2dRSUsdwnQXrYOW7q5V4bbnsao2oz5iuCP1O4ml2bGezrzX1mZmcwBEaQGibamPob1Gj6TTJHqu9\nJdNpOwhQj8uhCuvHC/YdUCvUH7bv2gx7arbCmOm5OFy7SvqrDdrVy2RvvbRuettvSvIepsRZD0z2\n3kxbivdpVbpt2yuXoQnDqZD8bqoL30pQGA0POdNkdQqJRz4lE4w9LBJb6rjE0g/QvrIAuDimsUr3\n6SKxSmPgCjI5+MzDoKHdv2r79QK/DtYUbmnzEAn4ftftGnLhGrC18cofyG/M3yh+rxVzCGb9D3GC\ncDrAVfP9FG4JpX9ThbOqYersxmGqSyg8JPTAa9ZoRqAO8WV5iLrVcUjBWT3JaF7YAmcbSTLzTVrD\nNIerV5m6+5LtZ/NklvYt6+Dl7rStG2SKDds6Hsv07QtUSB7wniw9Yjyr3aNUqLJ+tMD1TJWtY4Ev\nbiY3DQNGzk9oftIG3/OW2D7d1M9ctTvzNi84MM070+xYfrpmhIDNAn2P003maJG2gVbx+tdGdx4k\n01OGBwiVdYF1y2gC55TlMuy/cIIIlP0jf0+JqmX0aDOYwh8rhja4xSxRU+fQ4BelR4Uyanf4mcnu\n11ngijlW2NROtHtVmSo/eZx47WhVtyg1mW+StQyiHjFKvKZp+gv2mLQ1Eg2Yer6TvCVK37JpdOLR\nezhGh5+NuJy/4tKvdVKdZC8wtj4n/jpVK9fcII/KJKvUMQjz54rpzdAeBLXY1Ew/Rp88DdsjkKPB\n99yxz5Bu6oIWMzBghdnAc5fghGl+4efjOaaTO6wfLTCZecuz2j1yBVl9vSfLbHLLNhL2uzH2UpPC\np9+VjL/WKHDaHmN86oDM/D7bz+aZuveS3eefM74kPlCZfJOjSpHR+WPO6klIIe9q9pT4lHHFWhmX\nIF10Nbyzqa4zRAepATaRDFyz9jiOdgkuc48TjDl+sPflGr7BxaeL2XwbiX2LSCzUmqd+Ttf83R/5\nm7Zfr7j76NzRLH06p4/zbyDBfMP7/SIi5fAItwTS5ZQG7Ee4QdOf+fIN4G5MyeyXxy3dNDHRQd7F\nNVK0EdElUxCmdC6+AFNIZrAWl2LQboTL/+Uv9rTfPbtGfP6QfjdGItWhvSsrhstzss9wGOKwchXi\np3w+s87LN4L9L159YfnKqWQLdSlqH6dZSBp9mKMJ5jLSkdggR/M4y93kc2mcOrpLIXNAiarVxonS\np8Isd1jl2fAepZAriGqg3TR+syWkSKYmKHIMCbRqRuKblmgzlEJUSv8Uc/KfDd6+ZUqMUuBUW0aR\nfXAQhq4WQCGlgp3QPsMJ1Ok5jxn6qhZFVdVSmsqcxeUdvre6Mh3GTABync3fmyKxNjrp9eaoo2Y2\nIQZUuc4dvredqfpZWhNYZoXvucM0O5wwhiqz+kXZdRbsvZE6iWg4vff2SXBCwRRB6+RY5rnN9p9z\n115rjgab3GSSt0yyR4VZJnnLzyZg53Am4VqYb5Cz1GF9NvR++vfbF59T6uYcm6gcCEB1eJ17oWdm\nDJcos2XHvkqJ2tEEy5nndmX1/Pgu2aQ576ObFDIHQg32Mnz/eS8lq6y9Ecju86ubvNw2NaJuhPHy\nG0KhIe82Ba9PTb2j004QNQSL7sY4l+/Ju/bu/74mfTsbEenT2TVZ4i6wdA7VESnUrkQctKLBW+OA\nHyuKSMKotcoqDv4pmX39LB6zbwqBnDV2qXaZwtmPkdioVPZ5ZJJQAoyezz7wv/5WePwPzl0m7wfn\nMm4pU8UJtj02+ywTxPn9Ri4f2nlIEA7SesGG9zngsXtwk4IveaqKeNo/UEUGOyvTciTuOPbDQUhW\nBOEB3SfjFsLKzO/TMnLQuUKDRk2youmCc+l698M16MJoyawS9pOQl2N8cVUC2eujknX+GRDipJfg\nqJ7li6vrNuttNrLczv3FygbH6KNmKM1jCSZfJ7/jL4ZBMiRk4Rv/JVYtnGfcY4F1PqNpVT19jL7E\na9ZZIMyQJVZRM3nF1B3XOsYS3xuw6DMOmAiInykk4TcZKSsFJOhuGYy7bQqXmknqOWtQzvI+0Cik\n2bac8xhp2mwxazWOlBOvHH01Rdfj/rWv9fsDCnzNd7YmoZozIFz/FikSnFh2FThbwovnPMlbK18Q\nZmjZU3rdDfIfjY0P6akh+zoLTHBg1h4iQCf3tGfvm8o16wpBJ+oF1lEDG61HxOjxnqwtxt/jmdUT\n0mRBnyEN6hVm+ZIXfHf8Ndlk067Q9NpAVk0vGl+SzTXJU+enNwtk8k3GYh27z4AQzSMp7P70xgT6\netxy78GsyuNinZqgw05t+qN3DSCdbXG0UYRdiD+Qfh19Z/3ttBsVYbVdXGKpsUXVgru4gFwy32vW\n78eWeRzZRDN8cHC2DzPXcTpkuu2bz3lkjqcNXJqcZpHk+f/4rQT+5XOZzbTIC1IFX8LRObWAq7Mr\nSDAv4ardFYKCbeACv0qf6qBncayeJZyeRpWgRpDWHFQY6bH5PD1WnCCDaPkUqhHR8qmOi67P/UNL\nN4vGe3SfjkP5XLx+45Ap7VuKGYiFYzrTpnWUIp9pMCDE/ptJUtkWg4G8lN39cTKlfbKxpsGbw3QY\no32cFolYZIWgRb1+L0ooPCQdatkOSYDWME001AtI4mpWqjhskywp05CkAmG+Lys4e706OWsePyRk\nncQA4y3Q5hm/B+Aef7IyEZr5fmGCvqDE2YDNnm5RM4GpnEDDKDSC3wgmJvVKA1VPAz/D1klQ9ylQ\ns6JwGmin2aFtmn38tn9f+6hPlJQJ4G3zWSpr4Dt5acDTY+8wje9KlabFFfY4oGCTAHW90slhjp9R\nxyxwXrWr3LH3S4P8T6aRTnWUdNx17FukrIeAqn22SNtGMv+eaqC/bqSndeLK0qRtmt6EsnlitYT0\nfGpM0B/GAs9ea5hmOAgRjfXtfUvTYu3NbVLZFqlkiwQnBueXd6fZy3JULRIvHhIOD2k30xSvGkG4\nIzORmvcmm2la2vRR1cgqqMd2ZcS+k/Z9LGJrcgCUTJbvv+N1JBn91gziI5xo5C4SdxShKJl9FI7W\neKZsHr9DN4sL/OBqkGVcrBsgsUkbt4o4EUufzrkKPPnUwPVp+7R92j5tn7Z/Yfv1Mv7//tzNgk/N\nL+YJyifr8ukBLlPXGVcbGxZxjQ66+VCPZv3g5BsgKOGwhsv+l3Gz+zJumVXFLcHqiFkyiJRzETF3\nfzLiXMSKxuwdnLEyiGRr1egE5eHyXYM7/odrRJY+EIv3aO9eZjQrbeDF2dcW7ugTpdYoMJkT5cy1\nzb/jq7mn9Ik6PZ9hmlYzzWl7jN/NCN6a4IQXvdtMx5y4mrJENNNPefADYDVxVOtmy+jbzOJkJlqk\nqTBLjD7Lxmg758lLA1a4LEeDFe4aqmmIuzy3NYf3qGyAkxJokbaZPwjVz8901Q2sZuiduiU4sdmy\nNjIl6AQUNjskiNGzrJ9lnhOlZ/V86uS4x5+stoyf8esY3eU5z/g9eRqWHrvCXXxj+R4xe2w9rjau\nacOXwjcgmb7KW6hyJmBXP/71q3yyL42ha6YxY6SiBX3l+yuerz65UuQVzr6Kz/WIUjasIt8jWvs4\nZAxFb0ghNl0hjXn1DWVd5Wmw05vmduyFvc4/b98DhB+fzrZIh1qGkdTnh837LM79k72ne41JCjmp\nJXUYY3/rusirNJOkpoRS3evGOF29xOV//wvvnl+T9zOOZPD1iH02yJp3cvFc1DXrSHx4YN7l5ohp\n2DL7+e97yXz9GBcXHuJYNikcRPzPyTSoaCQEoR5wTamqxqk/U8RhCSdjE8cRYrpm/7+xgevXLe6q\nbLLi7veRQVtBBlELvF2CTQpa4O0iAzKFK/CCK+42zT8t8oZxN7OEqy/o0il84TgV87Nlgg/Bhve9\nr5j38FRYPr56HpgJ5xw2Rojc/wDA6eol4suyfAVob5hmkfIHhoOQNIbEYeruS3Y3PzefI6JPxVuv\n2P/xBmS7ROJ92b8rMMBXM88tTt4fxiyGqUtugF+Ypn1sag7JBnuNSe7lnrE+XGAh5LpFdfnuKzWq\nRj1I01CPGNd5bZUia0xQ4MBSNVXnpUSVTeZQgxnABvW7PLcFYKEbrtMwbUy++5iqiIJAP6pFs2Ua\nsmYNjVNx5DQtNpljjk0bSJQf7+vaqNZRMGgNLSykLmI+W0Ypsjp5qtaMBHr1AbhCi/RfPRfF1LUG\ns8Uss2xZLSO/yUkdqNSFKmdGSjB9gWa0cCvOWTIxDwnTIm3VL1WRVfV3/HulXdOvuU4MsUn0zWzA\ndSkrNDgkZJ+ZZ417TOb2aBw7TD2VbHHNFOUV5gmFh0RDSuOVGsUP23cZjfcJhYcWXy/eegUgz3lK\nBBSn5oSpQxdGy8cWmz+tiBFKav6dWKmujBNZMu/ZU2OIMm+CvR+EU4h5yrdeV648JB/j7cqtXyHY\nNFUhCE2DU+Os4liCylTUwJ/FFXe1sKsNpjoZ+IXdivm5Fnb158vms38zevz/zblcpM6K4PB+LfDq\nLBrGFV7jZn9l3OzjcDGfv6+B/z5BrqveXKWRalOEdsQpjgZuVtfirt4IrfRj9l1CJoMyjtlTPoeK\n3IfRpWPx/kW6As82ko5VVDbj3x5htCj7RfIfLD0N4HBfXqbxorzkrWaaUu41L9/MEU917OQBYhRx\n1k6wOLsSaN6RQPYegK2e+AOrMcrm0U3LCto8EgbIl5kXVkUyxJCdnumKDFUsQ0aZPtL5eSXgWqWT\nzBgd20Fc4jU/2+AftPJTobAGOWY91o9KGKgme92wf1qkucefbCYMEpizNK2MdIMcvzedv1rgVHaM\n72OgzBpf0ljxfV9CWhUw5XwKgZ4DZRP53ggvuG3ZSJq9/8l03urn7DFp6hqr9lqe8Xub0QPG5WrW\ndh0ra0ebvwArkudbZbZIc5NNKz2hvR++fr06iWnfhXbBSh/FGJVhmeEgxHRsx94vVT79y9HtwHMz\nl/nZY1h17HPW5LPAc6grxrWtZUZTHRLGzW4wCNFtJ/j86qY0WyEFWX0H9Pk/3J2Qbtr6JfdO7ScF\nz6+MWEbN6Lx77+x+q0n3biqjx++UXcXFEkUUnhIs7n6LE5DUPqANgjGmzMdyNCkcuqGBXxk9Wq8s\n4uKYxjkt6GrAV3QCnNHL2m9FsgHk5NeQ4AqOD6sMHJ01tbgBLuhqhTxr/j3FzZR/MPuHzefdxw2w\nPzlo8UY/W5eIKg9xH1fQ9YsvXRy9ax4HO60hQR9gd8Sez9lTkYKIlD9wun/JNH+Yh0/hoCwkyh2i\n+SaHuxOMxvscrl0VZo8WiUM99p/dgAEcLBegGacfHhJOOV53NN6jOwixtvl3fDH3Zxv8RYtdGCSz\nsQrV4XUOdyf43cwz7mRWqVCm2chaFcKagSbStDg4niAa7zMXEvqeSgqPGQ35AgdWJyZPw7g/yWQ1\naTLzGD1DR5QUStkoumkHLUjg7RO1fsDyOcIUusIeTT6jxGue8XtLBdVtj0lmqVBjgjQt3jLJa0p2\nAlH9GPXVTXBgA7fKQ6jZuwtWrvNGf9YnSpMsX/Mdz7hn+xhapHnrcf1bpJlkj+/4mutGAbXGhC2m\nqjuYBnEtXqsJPDi/4j0m+dKwcS4awV80hG+Rpk6eMTp2ElZLQ2kkU+MdaSrTz9vjCqogOsEBcyEx\np68el5hISiLid4yvNxbI5prcyU0TxPcAACAASURBVKzSI8pP20IvHZ86sEHfL0rH6LG2+Xdyoqmu\npVsCQoZoxjnIF6x14WH4EsV7r6AbkwTIMHpO22OMl9+Yv4vSbiaFhhlHoJz2iDVIAVkVnG0k5T3d\nNe+c0jh9VuE8jrmnWbwvIaP08y6SrRvIll3vc/xYk/L+f4pbQWjc+sZ8xn3cZOD3HvlcfiW2KDqh\n2wPcCuBfuf16gV+xL7/5IY8EXQ3AyqZRnB9cFq44/8WOOJBmhofm67/WEYf5XoO24mTaVu03eZVw\nSz9lCC3iPAQeIxPNvPm7JeTBWTQa3XqtGzAsheQGlYDKCKk/vBPvTiQ76XVjog/ShbNSWChqVw94\n9x+Fm3wylbAP0dFqkcySmEC3swlxCrPXFuGLuT8LONBL0+tGLcMIIJGaIJtscgj2xczyXrLujMA4\nYYa85joHxxOkki0ajTzrqQXmYps2y2yQ4zPEJWuCA0tH9CUbVFpBIY0hYabZ4QW3LRykkEQL0btJ\nGSy6R9RyycUMPkaDvJHkPeGEhKkryD4lqmwxywkJi7Xn+DkwyWhz1AQHVLluaw4JOpbFMs0OExzY\nOoEvLWE9XNnigAkbBNXkpMp1C40dGMkLncSU71/gwMJceerMGnepHaY5IWHpn77GksBadV5TomEC\n+nvDqAHXkNdhjD4x03XctxOSfE6UAwPvgNpQvrXnCli5ajXp2ezN0WknyOXqHBybCT8pfQW5TF3o\nmEbzyJcPT4Q6/Hw8ZzWtovEesXifYSzEF3N/BuCnzd/RNYw1BmFojpBZ3OdotegCbRdOegnYHeHy\nvzvgXfuaCCBWRzjcvQpAZP6DZPdrSVL339H+5rLVxxnmzedrvCghHP41kVxmFcfi6yKQ8SPkfdck\nVFEBeYCC6gF+s6kmnlN8nO37dHPM3/2RjxNRH53QeuMyDt9/jKuFgkMb/sbt11Xn1OLuE/MLXR4p\n7q7FEuWvggvE2sb8EDdD+926CvUs41qn28hNBRnAPM4OLY6jc+pDpzRSH1qqEuTZPkCygBJOLTTl\n/QMpKq2OBJd/YdwDolsJ18OgVNYm7sEELt8yBSygePcV+9vTZIoNxmIu6+8PY3TaY9KOXo8wdfcl\nnWGCftfDjeN9sqEm1VqJucKmDS7aLNauZxmN95ks7NEZJsiGmjR6OcZiHeuH+uzo9yxk1knTpkmW\nreNZBoMQc5mfbbaqvsJ5GkTpWzrhBDVbLAQJWKLuKWqQeVOAVLw65gUVVW/sE7OrGX9TDfc0LVZZ\nCkArakyigmC+UqROEKoYWbY1A+cYpddVYdYqof5zn6P1B83WG+RYYjVQq/DPXVc92mDlZ/GA1deR\nbD5n1VL1nHU8dSyVSqvH8j1pm2TZPLpJODxkNrllr6tFivWjBe5l/sQmNznpJcjFGjSHWRIhuRd7\ntUnOulFS+SalZNUWyzdrc5QKVQCaw6x93qLxPolQR/D5/ClxA98kUicW7z/pJTjaz4kW/vMb9pov\n3/2Fdz/K884u7p3IE+SyV83X+k4NCMrBVJDmrOaIC65+jMB8RhkXj7Soqw1b4KBg/V/pnJr567Hq\nSKx5jKtlFnFJrg/1KIJQQgK9JrkKMVdx/Uz6c7+eMAV881uBenR2zeOyZx1AhXC00LHk/Z0WXDH/\nf4urePvMnofm90/N73Vl8I35/R/M3+6b4/7hwr7gtH3KuJtfxtUWwBV6dRnWRG7UfdzN2RhxHb+r\nhic8fw71EVskikx9EMyy2IVKHFLSzBUKD62GCNlz3j2/Rrx8SCJ1IgXabkT0g2I6JEMI9RjGQ3TD\nQwjLqqPfjdKumxnNOIYdhq8SyX+gQ4La0YTlOAPcmPmZ5jDLgBClkCh3zsU2qZO32WEs3meHa8yx\nyebRTb7MvGD9eIHNo5uUMwKtJFQ2ejhHNmSCSy9NNta0gSrE8KNAJ4E0bTPZntFv+dKog9YoMMem\nhXYAg3xPcpNNDgyGfdPY/6ki54kRDEvQ4Tu+ZsxwyQVHl5sxRsdm5CEzzejXumkArlGwRiLam6DF\nb3DMpzQtbrJJjB5VSpZl9DNzppohEsmT7AUE7wD+YqQjdPLzpTf0nHT8hmZCbPXSRGN94fkM5b5P\nh3YsA6xyNEs4PGQhuc5fjm6znBHmzw7XiMUFzktwwrWYEZYLvba9Gdl8U+wNj66wXlsgGu9RyBwQ\nCg95tXlLTszCsaek8k0SyY6RLBgSM02P0VDPNiMOByHoRmgfpxlfemPVOd89vyaJU3OEyLJHfGgD\n8+ZFbceJPPxgBRJZEiKFsO+MVHI9Ak8NUyePBM88rnMfJOYoVl/EJX1TuKCuHP4sDq24j5NdAIkB\nj8zPNAFUOFpZhXkce1AZPd/ysX6PwkDgEmB/0uviYtHfsP16Gf/iuQz6Bi6w68XkcW3PyrjRbH4J\nB8voIO7jOuwA/gGHySv8sovM7P6AKctnA6/YinsQ8jiRJb+xa9/7Whs99pEJbM2clz5gIA/HlDnH\nKm5C0CIQ2FXHaPlYGDorEUYfHHO2kiT+wGiJrEmjSWrpnQhJAZn7+6JBYnSBovGeuAS1x6AekYzp\nzQTsxhlfFkz0cD8HzThf3PozP/3wO8ieMj51wGF1ksVZSUlCDNk6nhVrOmC8tEermSaR6jAXcx6p\nYtg+ZK8xSSze42ZykxeNL1nOyee8pkSYIa1emsnYng2qe71JcrGG+Rxp2Jljk9eULCVR1BolADT5\njDk2rXbMJnNWtVIz7OcsW3+CBB379Qp37T5aNF1nIWBc7/vO1pjgS1wj3F8rTKZp8Rdum/pGzUhb\nS2avJul+N3KLNMs8t5rzztxcvr/Lip04GuTtpAbqgzuHCLGJj/IJY7zHieptMmeb+hq93EdjDZCO\niY3mdaqsNJa5nfsLPx/P0evGmMw5yWVl7CjMk862rOcsQKpYt/o5a1vLjJf2ONydgGaEL74yMM6P\nv4Nsl/FiQ7yqp7oCWz6/JpRmhM4ZCg/od2Oc1ZNkyvscPZWXOrVs1G9X5TmPLx7SfTLO6PIxZ0+S\nsHzq5NMrSRcrlLABLrBj3juNAXVcUrdIUPlX3+ddXHzRRi1w8aBufqbF1SwugVUmjyaw+v77sFLe\n/P0f+ViqYd/bp23+ToknlqrqHQvg8acGrk/bp+3T9mn7tP0L26+b8VeRZUzT+6VmwVq5XkNmRKVB\nKadeZ0KlWW7gsHnM7+8js/UuMrPrjA+ujVpxQL+24LdDz5v/K7iVxhRuSdbEmSJrVuA3kOk+CjXp\nMtEUnwK8Yl1tKG4Yhsii8/vs7o6LRlAzLtnRt0UyD/dtSzsIbjochOi0E5zWLzE191Iw2UqSyLxh\nOFQvMb70hmY9K4WywQjET0XxsCJpx8ytDUIMebW1YA2qxWjFmYjsNIz7VE4yxO03Jfnbq1WbGSu1\nc0iI2rBg4Z6D4wmuJCXLVCGug16BydiehTh6RG2BUwu3ORq22QcINq+RpjnMshBaFx38XoG52CY1\n4wwG0sC1N5xkLiQ/VwqpZuZAAIf3YRU9VyBQQ9BVRM4oVipjZnM4x2RojwlqbFGmQI3N3hwTsZot\nsK4PF8iGnJn4X7supbgKD79uz6FJ1mbzE7GaHce3x5OWgdMcZimEHKtHaZwdEoH7pZCRf0/VSEVZ\nU7tbsjy9MStOYNs/zstzuJ8T+DAs3tUgcNDh6lUipQ+cblxitHwsOvibnxPJfzDPaodQeCj1KCNH\nYp9p8xzq865e2Kdrl4LyKhDMvDUb3uWvG58otv4tweYpkNigcWRgPkNjja7MB2Yfn7t/sV6nNTw/\n218z/2vG/xQXLzSGKG1UERCNNwonPcH5+PqNqG1g5bfC4/+H848bnVI4fQstsmqDhA6Y4m/a1KWD\nU8EFfuXg3scwbMzvNfiDBHct9D7F9Q5oANZjKaNoBSeUFMctsUoEl4FaZS/huo2L5vs15Abv4+im\nes5aqfcf4ilcIUnPR8dBH0qtN+jPswbTNHLRo4umb6DcpXhVAu3+5g3Gy284rFxlau4l9aOcZf0o\nb/poo8jlr35hOAyRDrXYqU1z1o0Sz7Ysfg9QOZql342RKzQ4OR5jIimdvlpMBcGN1fRFDOV7gn03\nyvaY/W6Um8lNfj6eYyx5wnAY4nbohe0OLXDA6vESofCQ4SDEUnJVOlF7k0zG5FhXjP6MBNETK+18\nkeqo/4v5i1j7DUylQX+nBeThhTKY4v1hu5fsGTYF5RADG5gvUi11744BokAmqwXWpT5hriVHw14r\nYK+3xgSTvOXF8Dah0JCT4zFuJgV2+/l4jmi8T6uZppyrkKZFjxh7TFqYS2S1pVNcaKQnHBxPMJY8\nsWJm0XjP3t/K0SzdZprReJ/pwg6toUyModCQdz9cC4gPRuM98pmGbTbU56s490rsDitxy7xxlEbv\nWVVoJYxLrnRTqEXJFrt8/J6mcJDtwOxXxME4i0gs2Mcx75S375M12jgChzL4HuMSRmXXXIR5lOap\n22NzfA36ZRyjD1zgVw5/GTfJaF+B9ix5iWCgxwlcvPzNQD06OyvGvoFc5EPze6VIlXEqnvtIENbJ\nIowMsHJi8xf+PTE/18KvFnbBDbiPzecJ+vdqMVdXG1pLiJvzUEaPTj4ls9+i+dkyboWiLB29kVqh\nL+GKwtoIol9PnYvXrzIQwki2tCEBXZlKmUcXqjvhoV2RnA1C5lrjNBp5Go08xblXHK5dZTQrdYFu\nM810YUecjQZSaBtffCNt++0xtrelMDo1UyUcHrI3nGRvKJ6105kdzrpR8tRp715mSIjPaFqv3RZp\nw4Z5b0TMJqyTkh5rOAgxGEiQHQxC9HtRWk2x4qs2rlNtXGd9uEA03qdnJoj1oVAvlV6ao0GfGNfY\nIczQ4uNVSvSJss4C6yzYJq313oKVdB6jY81iptlhjk2ax1lOegmGw1Dg30kvwUkvQfM4yxyb1pRk\njA59s0JZ7y2w3pPzayKqln2i1lhlj0nCpqB9jR36xMjRsLWT9eECN5Ob9LpRet0o0Xif9eEC1cZ1\nYSM10/R7UTtmOm46lkqLlYliDxFwe28n3D0mjd1kiPbuZfLUOetGOetGmc7sSM1mOEk4PGRqpgrA\n9vYsnfYYnbb4GIwvvmE4CJHOtpgu7AiDDGmSGs0ec7gmQb/RyIvS5cA8i+B06b3Gw8yjfVuXG108\ntjEhkv/gErmlU3kn4uYd0bih3198/3SiUJZcHhe0/fdPMX8N5g9wKwd9tZ7iEkSlomuN0E/oNKnT\nlYYWeP1YpKQW/afn+JhgcbdrzkVrEWWcyYtuD/mNFXdT525WXjO/mMfx5bN8LNEMDn6J4+hdOjM/\n9fbpIje5aj5Hs3DNEiq4iUQzhA1c8QQc9OJn3l3cw4b5ex9m0gp9xTuWzvQ682t2oEtCCBamFO4a\nAEUjAwHSzNWMEyl+kNb2StzS2yKLXot6GFIP3onmf8Wcd7FL3CzDE6kTDr+9ahkHo/ljJgo19jdv\nMDX3EoDmcZbBICT7rl2l+NUrVJ/+7bEE1cEgRD7ToH6Uc4qIYBtrAEqh1/x58wHFuVckOLHQw4AQ\nBz3j2RqTILRXmyRXaBBiQPs4zXRyx8I+IHLCKiWs3b/aSAV8lDFHTfGv342ylJTllzKCylRsobgy\nLJML1a3huHoaJ0LBFYNPHe0ME3TaY3yZecF7sjSGecqhCntMWh5/xcA7WZr/7Pn4qxbRyu/bBiyd\nvKRvoWPPf+d4mlRS7Ac1U58s7AlNs5dlIlYjzNBCa7q62N+8we/mnlAdSlfsYUV48KoUC9j7GQ4P\nuZKUZrkQA/Z/uMH4otzXTnuMcHhINtlkd/NzinOvOKgVxOBEYZM2jD8Udk63nYD9uE2kVGOn/cTI\nlNwX61JL1Sx3rdy5NDx2oR6XFcJ+xEGvPtSjtGyFbzVIa/asGb+u/st8rPGlkMsTXJ+PZt36fuvq\nQ7N9ZSXqCh7z95q0VnCrC6V9g+sRGOAUAXQC8/sKFFYq4WJhBQePa/K8+luBeu6fO5kDhV+WcSuB\nVYJ4ls+E8Zd+yq9fxHFktblCA3+JjzG2DdwsrQG4aD5HVxRPcVoYVfO/0q4eeJ+jx1syx1Gql24D\nHDXrD+Zn3xJkHWgWoQ+xLuf0uOAmA6W0Lp/C0wjxPxg5aGC0aCig7TERgyt3xX3o22LwnPS8dFPY\nyXgAFK/uycvsSU3ocj8UkkD47sdrzNzaIEGH10clhoMwhVzN0jVBZHWzMXEfK4RqoulfKxEKD1nI\nCe1xvbHAcBBitlDh5fYCv5/5jjp5Xm3ftMyN5cIKNQoUqPGnN/f4L65+Z4Og4tnOJ2CMJp9RpsJr\nSrYnAAhg6D4fXicBEIZMnrqVNv6uITr9X+e+s8Jy2hmr7Bth3tz8Tx7rOlUqlFH5jITXgHVwPGEn\nu//nzdf8/qp0Eut1r9SWOetGuTHzM3nq/Gn7az6fkTHcqpXtmOp4lgqipV8bygSbDrXs/Wj2sqRj\nLWqNAqHwgOuZqhm7BNs/znP51gWY74L0wUShJhBOPR7McP3nSbcugtvXs5KslByrZzgIcbafFHnk\nb8bhvpFG1s9TKrVCviWCMDA4YccijjX30PxOV/lxgg5YXeS8F3GQbAoX8J+Yz1j1jgtOS+y++cw1\nnOaXTiIKMc0TrDFWCQZ+Pd4yjrOvMU2vS2sZWnvUuqfWATRe/vG3EviXzmVA6rgg6i+fdFbzcS0I\nUix9LHCXIMWyjYNxSshAF3GDukow+9agu4bD83SQdWbX+oJf7FGYRx8WcHZrVfN9GYf5l5CHQuEr\nzVr02jR70IfqIcHCdsqITWl2NHUqS2ZtP5/qii+o6W5kSpbLofCAofEotUYTTRi//8aqeSq/X8bw\nnHj+Pd3VcSKLzmoyU2zYzF5ewHOKs6/pD2OBJq/9baf0qXDB7hv52edXNyX7N2nU9tYcDEaYmnvp\nsOmjK2QzTYuxN2o5Jgt71iGqfpSjkDkIdOW2SLPXmLTqpSpG1iRLrSHBbzq3Q5463zfuEIv3GAxC\nLGee25UAwHVes9mbIxdr4Pvc9og51dFejrnYJq+5brP6laO7hMNDeqZecif3PXXy7DSmKeRqqPtV\n3/sc/3z1GmpHE+QzjcDE4a+GmkdZJjNvLXQDCLYePmdmdpMskuWri9vU1R07RrvbJQCKMzuB5ixt\npNrfui5NTilZCRwZnahI6kSychDfifpn0B2xXH1V2jx8KqsIgS8kc9dn77R+yTQqScwZTXUE/jG2\npgxC0u2uzzaIuGF7xAXbb3HJmWbhulKHoGXrPO4dVFxfs+4pHI/eT+J8nF2TS33HwTVS6QSwiJt4\n9D3VuLKEg380CfWpoxr4/diltTsIxjm/3qloiO4z4G8u7ob/07v8G21xXGOEP6gpZECXcBdZ9f4u\njGuICOOYPcu4mTuOBEwt+OjMmcfdHB1cxfrr3s/9ar8WiLXopLO3jpzi/rrq0MlsCje7g5N/8Pm4\nKW+fVZztpLIPdBLQ7QkwNeKuxwTp0fCQMz3nb+OcxZEegFRSFD0RHZQz0z5PfcTazB0+vipWkdWI\nBPh90yy2P0K3Mg5ho3441YVqnOhMn+KcU04szopF4eHKVYZLor64/8MNbnz1IwCvNm8Rpc+rH28x\ndeslY3SsZpDtWh2MmFuhHblRus00jUGYU4MdX57dcbaAjQKFXM0KjB3UJGBPFGqWYbQ3nKQUek31\nuEQq2SKXkxvc6OV4tX+TqZkqE9RYrd3h2eCeFFALIqRWo0CrmWas0LFBH5RpYzL+ZppaocA0v7Ba\nu2OLzguF7zlIyvn8aftrMsUGuVydASGqxyVuJjfZG06SDhnTl5zYP+7UFpgoSPdtPtOw1wiycsgV\nGrzbmiaSbXHaHqOfkUlAVT51HLX3oclnfH51kxMS7P4oBdcbt36EboQbcz/y6odbjC++odHLcbRa\ntLaExdnXcl/nBNpjNwKlrjwD5nnrPh2372AkLzDNaQkOVy450cHVEZiKc5qPMTTsHeKnkIpY5s/Z\nk6SFaUfDQ5kEurj3zH9WFQaZxxV4dZ8irmireL3CsiWzj5Il9L3RYOq9R5Zppz9fwxFLNJsv4d5d\nrU+CI1ropnDTfVwCuYsL2EVk4uma817BxRA9libC4GKRJsOKblyMEf/K7dcL/Ks4Rxq9UGX1aAAN\nE7Qqg49tyBZxOJxm6sq60YdhFdeeXfI+72KQf0hwUJVdtIvL4h8gN/Sh2WcX16Jdxj1IWqwGl/FX\ncaqgJYIUMC3s6mSgdQ+/mJPHTYJaiH4c4SwVcTe/LJ91tpKU7uCnEU7DEeKPDunqcr2JdDeujdgV\nUOb+PkcrRcmwQLI+A8NllvbFOel+w3oHA5DtclArMFGoESl/oNNOUMjV6JQObbcowKsfb5EqvWOv\nNslEoUa/F4WY1wlrJqcYfdRyj26E026EmTl5s7Y353kHzMxtcNpMs9seY3FmlYPjCSYLjkGkcMn2\n7iyH4Ry/u7pi6wIAq807RFIn7G6XiM5IRp3NiarlgTqU9dKctRMMC/J6OJG2qF2BnLUTNLNZhrEQ\nk4U90RGq5Wjymc2qI6kTWs00swXB/m8mN/nzm2UYhCjMSFDfOZ4mm2wyWdijeZwln2zwavsmDMKE\nTFOVdsPOzG2wvTlvrzXM0ElZmDHUMe33orRiaQ5qBVKld/Y+EBaKZ7x0SCLUodYsECl/sNd4UCtA\ntkvzKEt3Y5zx+2/od6OE8k2OnpiHpYSpHZ1zunFJnp39nNGxMUnnkhEhzI6IcODjcXkvls/l2QQX\nnJ/CWTbput81+IMjTfiEC4VD9P3SiUETrg3kPdEsHxzUojUvDe5NglphOlmsIu/4E5yUgu4Tx1m2\nDnCwbdzbB1wtoIlT8VV4SpNVzfiXzNcV73OUUTTvXb9m+DqBaLz8G7dPDVyftk/bp+3T9v+z7dfF\n+JVD6xdcF3GzvTJtHuDwc53dfHbORTplHDeTlnHUTl1h4H3t83111tUMe80c+zEO1/OPq5+jcE+Y\nYMFIPyeME457iKNn+ks5XYHo6uEfkJWFHhfzmfcJYo/7OFxSx8UYtgQMY5o41zDN9LNm3/CQ0fAw\nYDodi/dof3vZ3J8ubMSJLx8Kbc/sl8k3pdFGl59TXWFvhEV7COC0mRZ4oipso8y8rB7UeAZErhqk\nsYy4NI9t/zgPXTHXAFGEbB2lAtj27nZJsGdTf5iZ2ZKMOHzOF7Pf22w6xNBy0A93JxifOiARErXP\nZiNLOVfhpzcLlvXU78Y4aya5PPcLk+zxg5Ea/mrmuWXavNu8xmj2WLLZdoIvrq5TaZTt6gGE+aPH\nS4fE8ap5nGU6ucNPW+IPwGBEMvntWXstUzNVW+sA2Du6QjrT5uR4TMbtwhgBREpOfpiwjFsoPBRz\n8YHbx96PXQPdFLuCseszlkWasupZGISIZ1t0V8ZFF0frSHVIPXxnaxnDQcjQhkVvxz5v++aZWxtx\neLzWwwA1WAm8w1pD8wucT5F3UyGT+4jUgT7byuhp46QSDGPNZuopgu+hT8TQa68S7BECR6TQFfgj\nXCOVYvurOKKIXnv3wr8HuH4jcKKSXVzfgF87xNtX49ATPoZ2lE7a/a1g/PsA5xAecdi8FmP05inT\nRIui4JZCivErI0eZM7r5TJouDsa5uMVx9CvF/vQGFpGg/wiH132DLNH0fPzi9D7OqOERbgKrmv2X\nvGPpDdPPKXnHVUhHHyyd9OZxnYJa68ib8Xlk9tkA4hHXFJI9lyLcACfdPIi45Wc3Qvxhi279M87q\nI+6c738Qgat2RJgbRYSWtxqBeXm5j6pFW4eJl0zBL286gE1RkHiPXK5OO96z8s6h8CDAsNAOzsPU\nJYifWrhi5u6GFH7NUEzNVojRo0OC3TfTEpSaaVs8jtJjZm6DvcYkdfKkki3qRzmmMzscVky0GQi7\nZftNiVS2RSze46ft20zNVC0WTvycxbl/ok6OHzbv236HHzbv2/rG4tw/sba1TLeeZOrWS37avk0q\n3+TkeIx3TdHqmbla5bB9lcPKVXJzP7BzNE0206ROnohplJvM7RGlJ8ffLhHPtth9Mx3ofs5nGrZr\nduauBPwQQwmcRoRPezCO4lKjGQxC9Loxil+9sm5rqWSL/W6U0/YYmXntuI0Rn3esMOpw1Cxa/Lq7\nnDA1qbjHWjkVu8OnlwwX3RABvh3/mM0WHkBKDczPITXigmg24oLsY5wOl76z5nxso9UDgg1Wuin0\nUze/WybY9wOObFHC2Rk+JFhYnfL2qeMk4J8SVPUt4SaEIq6wq8fyz03HQRO9gfcz/V/jlMLR+rtd\ngtCTxjx/fBQe01rDv3L79TL+8DkMzqHsBRudsXVAdSbXWRVkcLW4o9l2luBs6c+kJYL0yq73vw66\nBtEiLuPGOw8/29AikX5Oyfyvmbd+Xfa+f4zQONu44tN9giYw+nm6AqniAr8+mFpUmse58eiDoQ/L\nPI5uumb2b/MxbW0APDC8aF0ZbXjXY7J8yqdQiRBZMuqhPgspe05mqiYTgDnX+NShSEto4bl4zNmu\nYLofZZzmnhTnXhFmyO6baSnyGdvJy3d/CbBd3v1wDQaQWdwnHWtJRr1xVQIKQHOEePmQmOlgLRWq\nvPrxFl/c+nNA2iBsDFN2t0uk8nID2vUsxRlhv+gxm3zGu81rVmLgtH6Jy3O/mNv03p7X/vZ04HN0\nIkrTsv0Kk7E9fvrxd9y49SPVWsl2SPe6USmimwl6fP4NiVCHVi/N0ZpJe8Nw+atfbPfzu+fXUPtB\nbYqaurrDgBD7mzega9Re/dWW2UanjFtV2LtX3io3U9rnaLfgPKJTpoC7ekmeBYBKxK0AqjiO+hTS\ndwLwJOI1Xv2VZxEcZXKDj+WHNUlTckYeFwi1DuZn2OASQiVx5Ani7d/gEjLF+sG97/q9nofGmIur\n7n2cvEsZx87TfTSp8RGGLk65F1wjqOL6KYK9QuBqEE9waISiAnrtGr8GvxU6J+fIvxNYSrhfrp4C\nEae3odm/Lg/14jUIKuWp9XCE0AAAE/5JREFU7e2jD1gVGTxdZurMC86L9wHuhimjaNHbJ47LAJRh\nFPb2CeOCvk42Re/vwT34ei66BFV2ErhiU8Vc9yMca0k5uwNcUSlO0DJOtyruISrh2EjzuJUDOI/P\nsuFN583f6YMaBsLnEO8Rifc5fWKyuymZCACZDJppCA8k+14bJ7NsoBw1mFkU03gbgAZIcKhHXAZp\nCvmj85JZn22Y3oF5z1d195JQWesj8veDMJdnd0jQodmTQTxalYEfX34jipBIYVp/bn+3dhXi8LnJ\nwtOZNv1e1K5SxqcOiIZ6tI/TtKuXrfLpWT1pC6WpZIv+MMbh7gSZYoNorE/rKMV0ZoeXm1/Jwbow\nvvjXz8UqpXq/y8aadEjwbmtaMuV9bdwTSmNkysgSe+Oj29lGMqhhk3fNThYGaqaFQmkMS0LhIUcr\nRVG+NOwpBmG5Vxrod0X6I/LANA0CdGPCxPIz1TrSV2KeDeuDrc+awo4DXPDThK1kvtestYwLfvq8\n++/CAEmmprz9d3GrWB9S1XdwF5f86DunEK0+8wo1aVI1wDVO6QRSxVFJ18y5aUzRyeoJ7t1OeT9v\n4sgcJVycUlKHH8vAxTklfig0rCsTAE5hKfIbauDiCEgD3rnqbF3BZfuadVe9D9CZME9wltSM/1sk\ncGoWohmu/yAs42CdJkGpCM2MFcfT6nwXt6TUB8GnjpVxD3MVNwHo8RX3VLaBQlvgqGiaOaRwN7jt\nfc48roFlH3koqriHS5fLTT6WkX5svn+IM354iusgVCxSr2sfeZnrEbs6iTyS4ANw9m1SzqOEe/GQ\nsbFBvGkopWsRIvc/SO1g43LgZbr81S+8+z+vCa10EGa8tCf+AWuXvZWVZJLFmR32/8MNIksfSGdb\ntJppS3scEGL/zSSpbItOO8F0YYftZ/MU772STBhkMquPOK+DZprx0h6JUIfOUBKQw4rIWZx1o65u\nABaLBxiN9zlrJhkvv7F/e1idJGIgF4CzalKC9mBENGue3WDm3gY7tWnrM9tupile3ZNO20bBXtPp\n6iWK/97QZrUnohqBOKQW3xGN90UqWeG7jQiX/+tfZFVkkpTU/DsHyYBAd92I8332a2n6rFTlPo4+\nNOPz+JInh2Ky+ZWIgyu1dqYQxH3vc6Zw7+IuQZljPW6bYJOUvmP6LKVwWb9m+rsEu959yLNEUCtL\nj+lDwxrw9T25WK/TgJvHvWMaW/Q81nCsP8x16oSiY7NCMPi3vWtXeOshDr5W9MK/L/5E4a80Kt7n\n1IHmbyXwl86hajBK+0AIz5f2KZQjblm3QbCpSmc/vxA0wGW+3+KcuZRm5QdeCLZw7xJUCdVMVDMM\nXWX4N00DkmYGZYJFZp3NwUEpTwlm1RfrEj5uXyYI94C8SPve103cw6HnvGSu/z7uhVoiyDPWc3xq\nvm8TlLfQ6yqaf/kurMRhykAFJuO0vH9v3CJTHySz15/pxK3L9Kxoqw8HYU5XjFn2kimSbhiISJt2\n8l3BlsF+rYb08eKhFGHXvI7SxWMSqQ7tepZMsSErj+plq/AIUrgMhYc061kmCjJhNBp5O3kA1BoF\nx/tv5P/q1xf/zv8b7SvI5puCu1eK9hxSJZNpm9VFKt+k007Y6xhdNGOxP25rC2f7STcW+r828png\nF58347GaJLIsDXvdtXG3atVnRoNH1kBvuxfhO0QSZO2SiKrtJo2qrXcvFD9fJOg+l/I+5z7u/dNV\n5yqu+x0cLXqVoDSKH/Ag+Pxo8Pch2b8Gs4Bbjej5+ImgXyvQfRS3XyS4op7yjqWwsx/0s+ZadPLU\n2p2+Qz42r59TwsUphbp8woYeS2HdFVzSFwcqZhLWeEn0NxL44+fQ/QCpS9CWpSjZS9A8h/mR4AXm\nI8GsVzG3VRzm7gd+xQ4ruAdPl6MK0eiqomS+nudjKdeLWKJm+5plg8MA47jsH1xWoZ+jE08V103s\nZyRTOC2fqvkshXtWzD66AskSnPwU9gLnz3kfeRi7uKYX/wHXcWnioKi89zl+wVwLUw+9QrHuEz+H\nJ9IhzHxXWD3+ZFU0y3/N0PyXyF+RxI0ZfXvMFocjqRMJTOZY4/NvOPzmqvQnhAfyuXFILTnmT7OR\nJZtrOgYMML70hsMnAqmMP3gjdQE9roHo4vOHpDMyQK2jlARNU2d494NY/13+ytle0pUJLJ1py/4b\n4x8/A5hzfnJVjrsqx03Nv2MsKVINgfM1fsuUZeXDhrzH438w5zwwE+uFMQLD5tHnQYOmJiv+81w2\nEJAG0aKp5ejfPPDJAOb+fjsS7LfR4KrPhr5XPowywPW2aGa9YZ4LXRVoQXSFoCyBD+02CXbUK8yT\nJ0j40ATOX1H7NSs/468SfE919d4lWDfThE/ffwjW38K41dIGLmmq4uKL/17pmGB+9y0OBgvjago6\nMWpdUVcZ9QsJ8f/b3hmFRnpVcfx3kpllmmSzaQzsaKeQhRS2EjHFUBa6LRFq3YVi9am+FQWfRAVB\nS33RN0UQfPPFClWhPlgsRSHU1R2wD2kN3XR3WmMb7ICjnW3TdnY73X52pnN9uPfMuV+62Xa32aQz\nuX8YZvLNZOae79x77jn/c+69AOsOpuSqPf7CB3/kOiG7BLwO3UkIy85pnYfyYVu8Bf6Fhktg1TA6\nMysfB1FFCuaVaKdXA6c0ziyW8FFjVA/fqd5q3Hk3w98N7MQcwndqeHYU4/njkE09gBms825gkxdY\nuKyTGVgFkHa8ufAZTfbodx8nf07oIragrR3dLx1wel9aQd6YtjoavW5glUSzeF43Hkw1YF7MwMyN\nekNSLfWN+kjpXXqVkBOYuWgrQEv0Fx0x4Q14pzpJcekiF5bLMO98maYapAzeaN8UJivx9FO4x+2a\nN/DtQB+9Vpvs7+J4aC7cvEAVvdU6CCWflP5f5YCvZpmCrDZNVjGeO+cFx1DdtCHbvNFz442iTSCL\nb/SPFrzQ8CuA9bcPzft95tvNGdoNS56+thptUDYDrBdtYibkAYJR6EzdAN0CF5bLnnevhonxKP3t\nEygU+5UfxWMhKU+kjywk9JcyX4LZiPpAW2y7g42g31ny+8xoHyhj/W4G2+U2yNWPXlewyDP2aGO6\nVfuwOmb6vRpxN7FFkV2MogUba2sYDTKBjTWw8a0euDpm6vCpDAvYEYlPkd/5F/L5CeX5NUm7HMml\n1NNR8hOi2oQJrMBDry1g+xKB0V9KeW8W8tU/AGWBpkWrHxZpAVdCQkLCPsPeUT3F0+CW8hw3l7AY\ncyxwcZdgbixf3hVzcMqvg83GGloqxaGee+yR6Mw/hc3sZYz6gfw2r+r1x7wb5PnJmOs/W4VLS9ae\nLnmecYb8KUDq8aunVMY8rzgCUZrnOPnEl4auSvuEBF/uIJfYmzqBJdxO4WmlJnlecypqF1gJbAac\nq8KtSxElED5f6XiPtU8d+KeRqXAIRxNG7g7npqreAg89Muv5eyYyv4ujhtoqVynafvoyJzGNVMJ5\nxWtFSktveLqmC8ypm47/3jiRpknwLv2tKAqF92g/XqN072f92oVaUNK8bW2dbd7IRHmTbnfU0zwa\nqut3QpT0z+y3C54iyqqhbn7Bnx3ba4zT33m2YHL2ZdV7oX1wLoN2yfIA9XGrNtkIezWdGody2N8e\nbIfNp4DXq3D/HT5aaWGRjOpTdarP+h5YaaLmrrb2IcI9XcbKitlyz8H4daVT4uIF9fi1/yutouO/\niUVlyvGHKIcl4JkqHFiyPraCUT0x9am8PliuTD1vpVPjZKpSPHEeTqMPLYxoES1gwyqalFoF28q9\nTZ6yKmBtVupJ7c3GJZgYC3IvA3dhChsfkINYOo9B9zzwOnAxPMDTPmOhU3SgMpZfCQeB93b5bL7y\n5fFjBiutKuHvVcxba/g3iyWBNaxsYlU6kK8EaJM/BOIYZvjr+EHwfNWMuBph5fDqmNE6hm3xGk8u\nqxinrwNxBlthvEl+3UP8iI21DgilbnSw6kDIsE2iCtjhMcq/62BQLnQzPP+rmh+sOkDqEQep3Gwj\nMjol6K2M28RWA2Y73ujXxr0eV0r5lZZdKC5eZOTo21ahshnaWHB9ffVWxv3ZBRW/+pZKB1owMfWW\nrzmPdjBlMcslOQ8tNMlaB8laB+l2R+HvfyWrTntDHxyE0sQlsuq0N9qFrjf6rYMcWmj6kkl1MhbD\n91dCh22UfBtaQKUT2hba3yr6djeDLFEOpLMySWfFJ1mLixfza05WSrAGvdo4vdo4I7Nve0opJBR7\nK+N9g91rjfv738Dq6Z+tel0Fioqj4XE5Xauetf8Q2r6I5aCUktE+uIKVWW6SX7y0tZ9eLmewgJ1m\nF+fp5rG97JUmmeP94/BM1WrxdUJWp6iBH6N1bBzqWCzx/iqimOOfIn8YSwnLN9Sx/JyOzWUsP/IU\ntrYgtlNqvzQXsOr8I3a4Wnhb2O4EZ2gFGKNPk18l9o7jB/pGXo1r62XgsL+22YBCxTqazpRqDHkH\numNcFtqRIF9rfIw8Fw7e89VJRWfq2fCeeuqN8LkqpnT1RBvkvZCF8Jm/kF+IoZ6GJns0j6HekEYo\ns1hHU+M8EX2PcvwFbJO3e8nnOTL8oDyFnTikkw+RvNp5FyI51YtaxDhRjRra0d9x4msDq5ueCL8z\nESLJVbES2RZwogPVoq3QDOj9cdwGrU5UTRg54b3Vzupkfz/yzsakVSk1bDuA/pnC65N+EgkDut06\n2L+HxTm/9qA08ybZ3KgvTQR/XkGQPatMQ2sUFjp+NXLoK9nmjf4UKIB6kaw0DQ24MFH2hnkTWOzk\nogKtfGq3DoaFf0V6ISndb3PFt5m69B2WzoZVRvWWx+mVffVTb3ncDKQaS71/d3fyfXmpA8vFfCXJ\nJrDo4DTmxMxhpb7qTF1O59oP6+TPmdZIdI38giXtuxrhlrFNFgmvtZhiHr8NQ0Y+IT2F9dXY0VFH\nDGwS0ElNHSzNYelvVbAV7epkKQ8PlkjVZK06YMcx/r6CTQj1cE3lVNn1sxm2Xiae+PR/tlpfdUrD\nGQ20xyxi6E+aRW8b+3gHuHqOf+8M/+gn4L1uUJAKciQkMx1UKka1qJEDuwkzY3YwgYZm9fAZ7fia\nIa9ju+Tp96iB0STnJhau6U1uY/XIy9g+HTH9oh1IJ4N2eN3DQjaNHjKspG5r0kevF7Bl4OohKFWz\njp+8utgEpp7EbHRvY/oqHoja5s3o803Ma9LwVH9LKRGNMjawpJ7SaTPRd62G9yrASog6NXmmhqBa\ntP2ZtPetF8POpg5KYoakFR3Xp1SdGjy952Vrc6c9CfOZ9/RrRYsCV0r5Gus1IZuf9onQKU+ljCxE\ni8XCfjf9ipkZH2XoNgsAnVJIWC/5dQ39E6SArBlonBp2NN56KZ94DKtgO9kBTyUp5aGJeL3P0F9H\n0uuOmoephqMSJtiS2H1UiqlatKgOrB+uiO+fjXDtGPlFi9ofVPdz5Ptq7BWrvnVymYqeG1hEof+n\nfROsD+g1nVi6GG0SRw91bIzGDEATc64aWPRRiT6j/z+HFYToJKd9XmmWZiSjGn3VRT1qtzIKmvxV\nZ7CERTM1LCG9EP2WOl1tLAldw2wbGPWjDp7awnIFGmEBbHkMmke4WuzhAq6EhISEhJ3Cx76OPyEh\nISFh75DKORMSEhL2GZLhT0hISNhn2HXDLyInRGRdRF4SkQd3+/evB0SkLiJnReSMiDwTrk2LyJ9F\n5EUReVJEpj7oez4uEJFfich5ETkXXdtWHhF5KOhzXUTu2ZtWf3hsI9+PRKQRdHhGRE5G7w2afDeL\nyGkReV5EaiLy7XB9KHR4BfmGQociUhKRp0VkTUReEJEfh+s7pz/n3K49gFGsNqSIrxW4dTfbcJ3k\nehmY3nLtp8D3w+sHgZ/sdTuvQp47gduAcx8kD/DpoMcitvxtZK9luAb5fgh89zKfHUT5ysBCeD0B\n/BO4dVh0eAX5hkmHY+FZ65qO76T+dtvjvx3YcM7VnXMd4HfAfbvchuuFrRn1LwGPhNePAF/e3eZc\nO5xzf4Nw0ohhO3nuAx51znWcc3V8p7t9N9p5rdhGPni/DmEw5Ws659bC6zbwD+AmhkSHV5APhkeH\nl8LLA3iH+U12UH+7bfhvAv4d/d3AFDbIcMApEVkVkW+Ea4edc7qy4jx+ZdogYzt5PkV+E91B1um3\nROQ5EXk4CqMHWj4RmcVHN08zhDqM5FsJl4ZChyIyIiJreD2dds49zw7qb7cN/7DWjt7hnLsNOAl8\nU0TujN90Ph4bGtk/hDyDKOsvgCP4ZTavAD+7wmcHQj4RmQAeA77jnHsrfm8YdBjk+z1evjZDpEPn\nXM85t4BfvnWXiHx+y/sfSX+7bfj/A9wc/X0z+ZlqIOGceyU8vwb8AR9mnReRMoCIfBJ4de9auCPY\nTp6tOq2EawMF59yrLgD4JRYqD6R8IlLEG/3fOOceD5eHRoeRfL9V+YZNhwDOuQvAn4DPsYP6223D\nvwrcIiKzInIAuB94YpfbsKMQkTERORhejwP3AOfwcj0QPvYA8Pjlv2FgsJ08TwBfFZEDInIEuAV4\nZg/a95EQBpLiK3gdwgDKJyICPAy84Jz7efTWUOhwO/mGRYciMqM0lYjcAHwBOMNO6m8PstUn8Vn4\nDeChvciY77A8R7D99WoqEzCN3/rqReBJYGqv23oVMj0K/Bd4F5+T+dqV5AF+EPS5Dnxxr9t/DfJ9\nHfg1cBZ4LgyowwMs33H8bjxrwWCcwW8zOBQ63Ea+k8OiQ+AzwLNBvrPA98L1HdNf2rIhISEhYZ8h\nrdxNSEhI2GdIhj8hISFhnyEZ/oSEhIR9hmT4ExISEvYZkuFPSEhI2GdIhj8hISFhnyEZ/oSEhIR9\nhmT4ExISEvYZ/g9MC1ZIVvSTLQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113accd90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False},):\n",
" plt.imshow(diff, interpolation='nearest',cmap='jet')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
},
"name": "compute N3B polarstereo areas by python.ipynb"
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment