FiniteVolumeGPU/ConvergenceSmooth1D.ipynb
2018-08-09 10:16:05 +02:00

1323 lines
2.3 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"This notebook sets up and runs a set of benchmarks to compare\n",
"different numerical discretizations of the SWEs\n",
"\n",
"Copyright (C) 2016 SINTEF ICT\n",
"\n",
"This program is free software: you can redistribute it and/or modify\n",
"it under the terms of the GNU General Public License as published by\n",
"the Free Software Foundation, either version 3 of the License, or\n",
"(at your option) any later version.\n",
"\n",
"This program is distributed in the hope that it will be useful,\n",
"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
"GNU General Public License for more details.\n",
"\n",
"You should have received a copy of the GNU General Public License\n",
"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Lets have matplotlib \"inline\"\n",
"%matplotlib inline\n",
"\n",
"#Python 2.7 compatibility\n",
"from __future__ import print_function\n",
"\n",
"#Import packages we need\n",
"import numpy as np\n",
"from matplotlib import animation, rc\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib import gridspec\n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"#import mpld3\n",
"\n",
"import subprocess\n",
"import os\n",
"import gc\n",
"import datetime\n",
"\n",
"import pycuda.driver as cuda\n",
"\n",
"try:\n",
" from StringIO import StringIO\n",
"except ImportError:\n",
" from io import StringIO\n",
"\n",
"#Finally, import our simulator\n",
"from SWESimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, PlotHelper"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No existing CUDA context\n",
"CUDA version (9, 1, 0)\n",
"Driver version 9010\n",
"Using GeForce 840M\n",
" => compute capability: (5, 0)\n",
" => memory: 2048.0 MB\n",
"Created context <527715955808>\n"
]
}
],
"source": [
"import atexit\n",
"def exitfunc():\n",
" #Clean up old context if any:\n",
" if 'cuda_context' in globals():\n",
" print(\"Deleting existing context\")\n",
" global cuda_context\n",
" del cuda_context\n",
" gc.collect()\n",
" else:\n",
" print(\"No existing CUDA context\")\n",
" gc.collect()\n",
" \n",
"atexit.register(exitfunc)\n",
"exitfunc()\n",
" \n",
"cuda_context = Common.CudaContext(verbose=True, blocking=False)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#Misc plotting setup\n",
"def setBwStyles(ax):\n",
" from cycler import cycler\n",
"\n",
" ax.set_prop_cycle( cycler('marker', ['.', 'x', 4, '+', '*', '1', 5]) +\n",
" cycler('linestyle', ['-.', '--', ':', '-.', '--', ':', '-.']) +\n",
" #cycler('markersize', [5, 5, 5, 5, 5, 5]) +\n",
" cycler('color', ['k', 'k', 'k', 'k', 'k', 'k', 'k']) ) \n",
"\n",
"#Set large figure sizes\n",
"plt.rcParams['figure.figsize'] = [12, 8]\n",
"plt.rcParams['figure.dpi'] = 100\n",
"plt.rcParams['animation.html'] = 'html5'\n",
"#plt.rcParams['legend.markerscale'] = 1.0\n",
"#plt.rcParams['lines.markersize'] = 6\n",
"plt.rcParams['lines.markeredgewidth'] = 1.5\n",
"#plt.rcParams['savefig.dpi'] = 400"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def save_figure(fig, stem):\n",
" fig_filename = \"convergence_smooth1d_\" + stem + \".pdf\"\n",
" \n",
" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
" \n",
" #ax = fig.gca()\n",
" #pos1 = ax.get_position() # get the original position \n",
" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
" #ax.set_position(pos2) # set a new position\n",
" \n",
" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
" # horizontalalignment='right', verticalalignment='bottom')\n",
" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
" \n",
" legend = fig.gca().legend_\n",
" if (legend != None):\n",
" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
" else:\n",
" fig.savefig(fig_filename)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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AAHQggAMAAEAHAjgAAAB0IIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABABxMF8Kq6pqoerKojVXWoqi7f5H4/VlWtqt43yXEBgD70egAY3tgBvKquSnJrkhuSXJzkniQfrKr9T7Hfs5P84mg8ADCn9HoAmI5JXgF/U5L3tNbe3Vp7oLV2bZKHkrxxox2qainJryV5W5I/f6oDVNXOqjrv5JJk7wR1AgCT0esBYArGCuBVtSPJJUkOrtl0MMllp9n1rUk+31p7zyYPdV2SL61aHh6nTgBgMno9AEzPuK+AX5BkKcnhNesPJ9m33g5V9V1JXpfk6jGOc2OSp61anjlmnQDAZPR6AJiS5Qn3a2tu1zrrUlV7k/xqkqtba49t+s5bO5rk6Kr7mbBMAGBCej0ADGzcAP5YkuM59Qz4hTn1THmSfHOSb0rygVWNdVuSVNWxJC9orX16zBoAgOnR6wFgSsa6BL219kSSQ0kOrNl0IMnH19nlT5N8e5IXrVren+T3R/9/aMx6AYAp0usBYHomuQT95iR3VdV9Se5N8vok+5PckSRVdWeSR1pr17XWjiS5f/XOVfU3SdJa+wfrAYC5odcDwBSMHcBba3dX1flZebfTZ2Sl6V7ZWvvsaMj+JCeGKxEA6EmvB4DpmOhN2Fprtye5fYNtVzzFvq+Z5JgAQD96PQAMb9yPIQMAAAAmIIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABAB8uzLmAc+77l81nes3PWZZzWzuVjsy5h03YtPznrEjblnKVFqXMxnvs9y0dnXcKm7VqQ5373tidmXcKmnLu0OM/97jmv9cjjx/KHsy5ii3rW8w/Pfa9fFP9o59/NuoQt53xzOriv3/GVWZewpVyw/fFZl7ClHHn8WD418H16BRwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoIOJAnhVXVNVD1bVkao6VFWXn2bs1VV1T1V9cbR8qKpePHnJAMC06fUAMLyxA3hVXZXk1iQ3JLk4yT1JPlhV+zfY5Yokv57ke5NcmuQvkhysqm+cpGAAYLr0egCYjkleAX9Tkve01t7dWnugtXZtkoeSvHG9wa21H2+t3d5a+8PW2p8muXp03O+fuGoAYJr0egCYgrECeFXtSHJJkoNrNh1Mctkm72Z3ku1JvnCa4+ysqvNOLkn2jlMnADAZvR4ApmfcV8AvSLKU5PCa9YeT7NvkfdyU5JEkHzrNmOuSfGnV8vB4ZQIAE9LrAWBKJn0X9Lbmdq2z7hRV9eYkr07yo621I6cZemOSp61anjlhnQDAZPR6ABjY8pjjH0tyPKeeAb8wp54p/weq6qeSvCXJD7TW/vh0Y1trR5McXbXvmGUCABPS6wFgSsZ6Bby19kSSQ0kOrNl0IMnHN9qvqn46yc8m+cHW2n3jFgkA9KHXA8D0jPsKeJLcnOSuqrovyb1JXp9kf5I7kqSq7kzySGvtutHtNyd5R5J/keQzVXXyjPrjrbXHz7B+AGB4ej0ATMHYAby1dndVnZ/krUmekeT+JFe21j47GrI/yYlVu1yTZEeS/7bmrt6e5OfGPT4AMF16PQBMxySvgKe1dnuS2zfYdsWa2980yTEAgNnR6wFgeJO+CzoAAAAwBgEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6mOhjyGbl1fv/T3adO98ln7ftq7MuYdN2bzs66xI2Zc+C1Ll325FZl7Ape+rYrEvYtN11fNYlbMrebTXrEjZld22fdQmbtnvbjlmXcFpfXj6R62ddxBb1L59179z3+kWxb/lvZl3ClrNv6fFZl7DlfMPSiVmXsKVcsLRn1iVsKV/efiI/O/B9egUcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOpgogFfVNVX1YFUdqapDVXX5U4x/ZVX9SVUdHf37isnKBQB60OsBYHhjB/CquirJrUluSHJxknuSfLCq9m8w/tIkdye5K8kLR//+ZlW9ZNKiAYDp0esBYDqqtTbeDlWfSPLJ1tobV617IMn7WmvXrTP+7iTntdZ+aNW630nyxdbaqzc4xs4kO1et2pvk4Z//8ItzzrnLY9Xb295tR2ZdwqbtrqOzLmFTdm9bjDr3Lkidu+vYrEvYtF11fNYlbMrebTXrEjZlV22fdQmbtnvbjlmXcFpffvxEnv0dn0mSp7XWvjzjcgY3y15/60delF3nLg30SM5uFy59adYlbDnfsPS3sy5hy7lw6cSsS9hSzl/aM+sStpRp9Pux0mxV7UhySZKb1mw6mOSyDXa7NMkta9b9bpJrT3Oo65K8be3Kt1zxvzdXKAD08fQkWyqAz7rXX/vSP9xcoQDQz2D9ftyXky9IspTk8Jr1h5Ps22CffWOOT5Ibk9y86vbeJA8neWaSr2y2WDZkPodnTodlPodnTod1cj6/MOtCpkCv3zrM6bDM5/DM6bDM5/AG7/eTXs+99rr1WmfdxONba0eTfO163qqvXd75la14qV9v5nN45nRY5nN45nRYq+ZzK9PrF5w5HZb5HJ45HZb5HN40+v24b8L2WJLjOfWM9oU59cz3SX855ngAYHb0egCYkrECeGvtiSSHkhxYs+lAko9vsNu964x/2WnGAwAzotcDwPRMcgn6zUnuqqr7stJwX59kf5I7kqSq7kzyyKp3SX1Xko9U1c8k+Z9J/nmSH0jy3WMc82iSt2fVpWqcEfM5PHM6LPM5PHM6rK0+n3r91mBOh2U+h2dOh2U+hzf4nI79MWRJUlXXJHlzkmckuT/JT7bWPjLa9uEkn2mtvWbV+FcleWeS5yb5dJLrW2v/40yLBwCmQ68HgOFNFMABAACA8Yz7JmwAAADABARwAAAA6EAABwAAgA4EcAAAAOhgbgJ4VV1TVQ9W1ZGqOlRVlz/F+FdW1Z9U1dHRv6/oVesiGGc+q+rqqrqnqr44Wj5UVS/uWe8iGPdrdNV+P1ZVrareN+0aF8kE3/NfV1W3VdWjo30eqKore9W7CCaY02ur6s+q6qtV9VBV3VJV5/Sqd55V1Uur6gNV9bnR9++PbGKf7xnN+5Gq+vOqekOPWheJXj8svX54ev3w9Pth6fXDmVWvn4sAXlVXJbk1yQ1JLk5yT5IPVtX+DcZfmuTuJHcleeHo39+sqpf0qXi+jTufSa5I8utJvjfJpUn+IsnBqvrG6Ve7GCaY05P7PTvJL47GMzLB9/yOJL+X5JuSvCrJC5JcneSRHvUuggnm9MeT3JSVz7a8KMnrklyV5MYuBc+/PUn+KMlPbGZwVT0nyW9nZd4vTvLzSX6pql45tQoXjF4/LL1+eHr98PT7Yen1g5tJr5+LjyGrqk8k+WRr7Y2r1j2Q5H2ttevWGX93kvNaaz+0at3vJPlia+3VPWqeZ+PO5zr7LyX5YpKfaK3dOb1KF8ckczqaxz9I8p+TXJ7k61prT3lm7Wwwwff8G5L8dJJvba092a/SxTHBnP6nJBe11r5/1br/kOTFrbVNveJztqiqluQVrbUNX9mqql9I8vLW2kWr1t2R5IWttUs7lDn39Pph6fXD0+uHp98PS6+fnp69fuavgI/OdF2S5OCaTQeTXLbBbpeuM/53TzP+rDHhfK61O8n2JF8YsLSFdQZz+tYkn2+tvWdatS2iCefz5UnuTXJbVR2uqvur6i2jX3zOehPO6UeTXHLyEtSqem6SK5P81rTq3OI26kvfWVXbZ1DPXNHrh6XXD0+vH55+Pyy9fi4M0uuXBy1pMhckWUpyeM36w0n2bbDPvjHHn00mmc+1bsrKpT4fGrCuRTb2nFbVd2XlMp8XTbe0hTTJ1+hzk3xfkl/LSuP4liS3ZeVn2L+fTpkLZew5ba39RlV9fZKPVlVlZS5/ubV201Qr3bo26kvLWXl+Hu1e0XzR64el1w9Prx+efj8svX72Bun18xDAT1p7LXyts+5Mxp9tJpqfqnpzklcnuaK1dmQahS2wTc1pVe1N8qtJrm6tPdajsAU1ztfotiR/leT1rbXjSQ5V1T/OymVqZ3tDXm3Tc1pVVyS5Psk1ST6R5HlJ3lVVj7bW3jHNIrew9eZ/vfVnM71+WHr98PT64en3w9LrZ+uMe/08BPDHkhzPqWduLsypZxhO+ssxx59NJpnPJElV/VSStyT5gdbaH0+nvIU07px+c1bePOQDKycbk4z+3KOqjiV5QWvt01OpdDFM8jX6aJInR834pAeS7KuqHa21J4Yvc6FMMqfvSHJXa+3do9ufqqo9SX6lqm5orZ2YTqlb1kZ96ViSv+5fztzR64el1w9Prx+efj8svX72Bun1M/8b8NE30qEkB9ZsOpDk4xvsdu864192mvFnjQnnM1X100l+NskPttbum16Fi2eCOf3TJN+elUvSTi7vT/L7o/8/NLViF8CEX6MfS/K8qlr9M+v5SR49y5txkonndHeStY33eFbO5Napw3kKG/Wl+7yRkF4/NL1+eHr98PT7Yen1c2GYXt9am/mSlbfDfyLJa7PyFvm3JHk8ybNH2+9McuOq8Zdl5UzDzyT51tG/TyZ5yawfyzwsE8znm5McTfLKrJzVObmcO+vHMi/LuHO6zv7vzco7VM78sczDMsHX6LOSfCXJf8xKI/7hrJztvX7Wj2Velgnm9OeSfDnJjyV5TlYayv9LcvesH8s8LEnOzd//Ut2S/OTo//tH229Mcueq8c9J8rdJbh7N/2tHz8crZ/1Y5mXR62c+n3r9wHO6zv56/RnOqX4/+Hzq9aefz5n0+pk/8FUP6Joknxk1h0NJXrpq24eTvHfN+Fdl5ezjE1m5NOVHZ/0Y5mkZZz5H49o6y8/N+nHM0zLu1+iafTXlM5zPrLzz5P9KciTJp7NyCeXSrB/HPC1jft8vJ3nbqBF/NSufCXxbVj5CZ+aPZdZLVj4zeb2fi+8dbX9vkg+v2ed7knxyNP8PJnnDrB/HvC16/ezmU68ffk7X2VfwPHoDAAAAaklEQVSvH2BO9fvh5lOvf8q5nEmvn4vPAQcAAICtbuZ/Aw4AAABnAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKCD/w+b1G2arUhmZgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def downsample(highres_solution, factor):\n",
" if (len(highres_solution.shape) == 1):\n",
" highres_solution = highres_solution.reshape((1, highres_solution.size))\n",
"\n",
" assert(highres_solution.shape[1] % factor == 0)\n",
" ny = highres_solution.shape[0] \n",
" nx = highres_solution.shape[1] / factor\n",
"\n",
" if (factor == 1):\n",
" return highres_solution\n",
" else:\n",
" \n",
" return highres_solution.reshape([int(ny), int(1), int(nx), int(factor)]).mean(3).mean(1)\n",
" \n",
"\n",
"# Test 2D downsample\n",
"a = np.arange(60).reshape((6, 10))\n",
"b = downsample(a, 2)\n",
"\n",
"plt.figure()\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(a, extent=[0, 1, 0, 1])\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.imshow(b, extent=[0, 1, 0, 1])\n",
"plt.show()\n",
"\n",
"# Test 1D downsample\n",
"a = np.sin(np.linspace(0, 2*np.pi, 40))\n",
"b = downsample(a, 4)\n",
"\n",
"plt.figure()\n",
"plt.subplot(1,2,1)\n",
"plt.plot(np.linspace(0, 1, a.size), a.flatten(), 'x-')\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.plot(np.linspace(0, 1, b.size), b.flatten(), 'x-')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def wall_boundary_conditions(data, num_ghost_cells):\n",
" data[0:num_ghost_cells,:] = data[2*num_ghost_cells-1:num_ghost_cells-1:-1,:]\n",
" data[-num_ghost_cells:,:] = data[-num_ghost_cells-1:-2*num_ghost_cells-1:-1,:]\n",
" data[:,0:num_ghost_cells] = data[:,2*num_ghost_cells-1:num_ghost_cells-1:-1]\n",
" data[:,-num_ghost_cells:] = data[:,-num_ghost_cells-1:-2*num_ghost_cells-1:-1]\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1.0, 50.0, 0.27710612593755635]\n"
]
}
],
"source": [
"def gen_test_data(nx, ref_nx, g, num_ghost_cells):\n",
" assert(num_ghost_cells >= 1)\n",
" ref_ny = num_ghost_cells\n",
" ny = ref_ny\n",
" \n",
" width = 100.0\n",
" height = 100.0\n",
" ref_dx = width / float(ref_nx)\n",
" ref_dy = height / float(ref_ny)\n",
"\n",
" x_center = ref_dx*ref_nx/2.0\n",
" y_center = ref_dy*ref_ny/2.0\n",
"\n",
" #Create a gaussian \"dam break\" that will not form shocks\n",
" size = width / 5.0\n",
" dt = 10**10\n",
" \n",
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" \n",
" x = ref_dx*(np.arange(0, ref_nx, dtype=np.float32)+0.5) - x_center\n",
" y = ref_dy*(np.arange(0, ref_ny, dtype=np.float32)+0.5) - y_center\n",
" xv, yv = np.meshgrid(x, y, sparse=False, indexing='xy')\n",
" r = np.sqrt(xv**2)\n",
" xv = None\n",
" yv = None\n",
" gc.collect()\n",
" \n",
" #Make sure that the wanted resolution is suitable\n",
" assert(ref_nx >= nx)\n",
" assert(ref_ny >= ny)\n",
" \n",
" #Generate highres then downsample\n",
" #h_highres = 0.5 + 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
" h_highres = 0.5 + 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
" h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(h_highres, ref_nx/nx)\n",
" h_highres = None\n",
" gc.collect()\n",
" \n",
" #hu_highres = 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
" hu_highres = 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
" hu[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(hu_highres, ref_nx/nx)\n",
" hu_highres = None\n",
" gc.collect()\n",
" \n",
" #Fix boundary conditions\n",
" h = wall_boundary_conditions(h, num_ghost_cells);\n",
" hu = wall_boundary_conditions(hu, num_ghost_cells);\n",
" \n",
" scale = 0.7\n",
" max_h_estimate = 0.6\n",
" max_u_estimate = 0.1\n",
" dx = width/nx\n",
" dy = height/ny\n",
" dt = scale * min(dx, dy) / (max_u_estimate + np.sqrt(g*max_h_estimate))\n",
" \n",
" return h, hu, hv, dx, dy, dt\n",
"\n",
"h, hu, hv, dx, dy, dt = gen_test_data(nx=100, ref_nx=1000, g=9.81, num_ghost_cells=2)\n",
"\n",
"plt.figure()\n",
"ax=plt.subplot(1,3,1)\n",
"im=plt.imshow(h, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,2)\n",
"im=plt.imshow(hu, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,3)\n",
"im=plt.imshow(hv, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"plt.show()\n",
"\n",
"print([dx, dy, dt])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot initial conditions \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for nx in [128, 1024, 16384]:\n",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, nx, 9.81, 1)\n",
" x = np.linspace(0.0, nx*dx, nx)\n",
" \n",
" #plt.subplot(211)\n",
" plt.plot(x, h0[1:-1, 1:-1].flatten(), marker=' ', label='h_' + str(nx))\n",
" plt.plot(x, hu0[1:-1, 1:-1].flatten(), marker=' ', label='hu_' + str(nx))\n",
" #plt.subplot(212)\n",
" #setBwStyles(fig.gca())\n",
" #plt.plot(x, hu0.T, marker=\" \", label='hu_' + str(nx))\n",
" #plt.legend(loc='upper left')\n",
" \n",
"#plt.xlim([47, 53])\n",
"#plt.ylim([0.58, 0.61])\n",
"plt.legend(loc='upper left')\n",
"save_figure(fig, 'initial_conditions')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return \"smooth1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def sanity_check(variable, variable_name):\n",
" maxval = np.amax(variable)\n",
" minval = np.amin(variable)\n",
" if (np.isnan(maxval) or np.isnan(minval)):\n",
" print(\"=== WARNING ===\")\n",
" print(variable_name + \" contains NaN values\")\n",
" print(\"=== WARNING ===\")\n",
"\n",
"def run_benchmark(datafilename, simulator, courant_number, nx, reference_nx, \n",
" ghost_cells, g=9.81, force_rerun=False, transpose=False):\n",
"\n",
" if (os.path.isfile(datafilename) and force_rerun == False):\n",
" print(\"=== WARNING ===\")\n",
" print(\"Existing simulation exists, skipping simulation\")\n",
" print(\"=== WARNING ===\")\n",
" else:\n",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, reference_nx, g, ghost_cells)\n",
" ny = ghost_cells\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
" if (transpose):\n",
" h0 = np.ascontiguousarray(np.transpose(h0))\n",
" hu0, hv0 = np.ascontiguousarray(np.transpose(hv0)), np.ascontiguousarray(np.transpose(hu0))\n",
" dx, dy = dy, dx\n",
" nx, ny = ny, nx\n",
"\n",
" sim = simulator(cuda_context, \n",
" h0, hu0, hv0, \n",
" nx, ny, \n",
" dx, dy, dt, \n",
" g)\n",
"\n",
" t, nt = sim.step(1.0)\n",
" \n",
" h, hu, hv = sim.download()\n",
" \n",
" if (transpose):\n",
" h = np.transpose(h)\n",
" hu, hv = np.ascontiguousarray(np.transpose(hv)), np.ascontiguousarray(np.transpose(hu))\n",
"\n",
" h = h[ghost_cells, ghost_cells:-ghost_cells]\n",
" hu = hu[ghost_cells, ghost_cells:-ghost_cells]\n",
" hv = hv[ghost_cells, ghost_cells:-ghost_cells]\n",
" \n",
" sanity_check(h, \"h\")\n",
" sanity_check(hu, \"hu\")\n",
" sanity_check(hv, \"hv\")\n",
"\n",
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
" \n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
" return [timer.secs, nt, dt]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=> LxF_16 7584.396839 ms\n",
"=> FORCE_16 5857.448339 ms\n",
"=> HLL_16 5091.929436 ms\n",
"=> HLL2_16 5243.288517 ms\n",
"=> KP07_16 5151.494980 ms\n",
"=> KP07_dimsplit_16 5320.673227 ms\n",
"=> WAF_16 4885.027409 ms\n",
"Completed warmup in 41.114710330963135 s\n",
"=> LxF_8 20.020962 ms\n",
"=> LxF_16 21.036625 ms\n",
"=> LxF_32 16.012192 ms\n",
"=> LxF_64 20.009041 ms\n",
"=> LxF_128 18.985271 ms\n",
"=> LxF_256 28.013706 ms\n",
"=> LxF_512 33.023596 ms\n",
"=> LxF_1024 31.055212 ms\n",
"=> LxF_2048 42.028427 ms\n",
"=> LxF_4096 81.029415 ms\n",
"=> LxF_16384 1678.168297 ms\n",
"=> FORCE_8 27.021408 ms\n",
"=> FORCE_16 27.018785 ms\n",
"=> FORCE_32 44.031382 ms\n",
"=> FORCE_64 48.034430 ms\n",
"=> FORCE_128 32.021999 ms\n",
"=> FORCE_256 35.024166 ms\n",
"=> FORCE_512 33.024073 ms\n",
"=> FORCE_1024 34.022808 ms\n",
"=> FORCE_2048 55.034399 ms\n",
"=> FORCE_4096 106.080294 ms\n",
"=> FORCE_16384 2327.248812 ms\n",
"=> HLL_8 20.013809 ms\n",
"=> HLL_16 31.023026 ms\n",
"=> HLL_32 32.022238 ms\n",
"=> HLL_64 31.021357 ms\n",
"=> HLL_128 29.021263 ms\n",
"=> HLL_256 35.024643 ms\n",
"=> HLL_512 31.026840 ms\n",
"=> HLL_1024 33.034325 ms\n",
"=> HLL_2048 52.037001 ms\n",
"=> HLL_4096 142.127037 ms\n",
"=> HLL_16384 3066.349030 ms\n",
"=> HLL2_8 22.014856 ms\n",
"=> HLL2_16 24.025917 ms\n",
"=> HLL2_32 37.019730 ms\n",
"=> HLL2_64 24.045944 ms\n",
"=> HLL2_128 25.022507 ms\n",
"=> HLL2_256 26.018620 ms\n",
"=> HLL2_512 32.016039 ms\n",
"=> HLL2_1024 39.027214 ms\n",
"=> HLL2_2048 74.053049 ms\n",
"=> HLL2_4096 201.141596 ms\n",
"=> HLL2_16384 4902.546167 ms\n",
"=> KP07_8 20.987272 ms\n",
"=> KP07_16 33.022165 ms\n",
"=> KP07_32 25.025129 ms\n",
"=> KP07_64 24.017096 ms\n",
"=> KP07_128 26.021004 ms\n",
"=> KP07_256 28.018713 ms\n",
"=> KP07_512 33.029556 ms\n",
"=> KP07_1024 44.034958 ms\n",
"=> KP07_2048 89.062214 ms\n",
"=> KP07_4096 251.171112 ms\n",
"=> KP07_16384 6784.766197 ms\n",
"=> KP07_dimsplit_8 23.016691 ms\n",
"=> KP07_dimsplit_16 30.026674 ms\n",
"=> KP07_dimsplit_32 23.990393 ms\n",
"=> KP07_dimsplit_64 42.029619 ms\n",
"=> KP07_dimsplit_128 30.026436 ms\n",
"=> KP07_dimsplit_256 28.019190 ms\n",
"=> KP07_dimsplit_512 31.049013 ms\n",
"=> KP07_dimsplit_1024 36.998034 ms\n",
"=> KP07_dimsplit_2048 70.047617 ms\n",
"=> KP07_dimsplit_4096 185.103178 ms\n",
"=> KP07_dimsplit_16384 4402.130365 ms\n",
"=> WAF_8 55.039167 ms\n",
"=> WAF_16 27.032137 ms\n",
"=> WAF_32 27.012825 ms\n",
"=> WAF_64 43.028593 ms\n",
"=> WAF_128 27.040482 ms\n",
"=> WAF_256 45.030117 ms\n",
"=> WAF_512 60.044527 ms\n",
"=> WAF_1024 63.043594 ms\n",
"=> WAF_2048 89.062691 ms\n",
"=> WAF_4096 235.169888 ms\n",
"=> WAF_16384 6115.505934 ms\n",
"Completed simulation in 53.79148244857788 s\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
"#domain_sizes = [64, 128, 256, 512]\n",
"\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_courant_numbers = [0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9]\n",
"force_rerun=True\n",
"transpose=True\n",
"\n",
"#reference_nx = 4096\n",
"#domain_sizes = [32, 64, 128, 256, 512, 1024]\n",
"#simulators = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_ghost_cells = [2, 2]\n",
"#simulator_reference = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_courant_numbers = [0.95, 0.95]\n",
"#force_rerun=True\n",
"\n",
"sim_elapsed_time = np.zeros((len(simulators), len(domain_sizes)))\n",
"sim_dt = np.zeros((len(simulators), len(domain_sizes)))\n",
"sim_nt = np.zeros((len(simulators), len(domain_sizes)))\n",
"\n",
"#Warmup to compile kernels\n",
"with Common.Timer(\"warmup\", verbose=False) as timer:\n",
" for i in range(len(simulators)):\n",
" run_benchmark(\"warmup\", \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" 16, 16, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
" \n",
"with Common.Timer(\"simulation\", verbose=False) as timer:\n",
" for i in range(len(simulators)): \n",
" # Run the simulation for all the domain sizes\n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" [secs, nt, dt] = run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
" sim_elapsed_time[i, j] = secs\n",
" sim_dt[i, j] = dt\n",
" sim_nt[i, j] = nt\n",
"\n",
" # Run reference with a low CFL-number\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i] * 0.5, \n",
" reference_nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed simulation in {:} s\".format(timer.secs))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7ae5296e10>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Elapsed time vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(domain_sizes, sim_elapsed_time[i,:], label=simulator.__name__)\n",
"plt.legend()\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Dt vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, sim_dt[i,:], label=simulator.__name__)\n",
"plt.legend()\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Number of timesteps vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(domain_sizes, sim_nt[i,:], label=simulator.__name__)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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IPjsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
"order = np.zeros((len(simulators), len(domain_sizes)-1))\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" #Read the reference solution\n",
" datafilename = gen_filename(simulator, reference_nx)\n",
" with np.load(datafilename) as data:\n",
" h_ref = data['h']\n",
" \n",
" #Compute conservation and error for subsequent resolutions\n",
" for j, nx in enumerate(domain_sizes):\n",
" #Read current resolution\n",
" datafilename = gen_filename(simulator, nx)\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" #Downsample reference to current resolution\n",
" h_ref_downsampled = downsample(h_ref, reference_nx/nx)\n",
" \n",
" #Compute error per cell\n",
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref) - np.sum(h))\n",
" \n",
" #Compute the numerical order\n",
" a = np.arange(1, len(domain_sizes))\n",
" order[i,:] = np.log2(error[i, :-1] / error[i, 1:])\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
"\n",
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
" \n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Error')\n",
"plt.title(\"Convergence\")\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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" .dataframe tbody tr th:only-of-type {\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>8</th>\n",
" <th>16</th>\n",
" <th>32</th>\n",
" <th>64</th>\n",
" <th>128</th>\n",
" <th>256</th>\n",
" <th>512</th>\n",
" <th>1024</th>\n",
" <th>2048</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LxF</th>\n",
" <td>2.046098</td>\n",
" <td>1.074325</td>\n",
" <td>1.834294</td>\n",
" <td>1.165476</td>\n",
" <td>1.412700</td>\n",
" <td>1.432408</td>\n",
" <td>1.524218</td>\n",
" <td>1.589650</td>\n",
" <td>-0.637310</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FORCE</th>\n",
" <td>1.843813</td>\n",
" <td>0.964270</td>\n",
" <td>1.528037</td>\n",
" <td>1.060302</td>\n",
" <td>1.226554</td>\n",
" <td>1.206903</td>\n",
" <td>1.225360</td>\n",
" <td>1.553093</td>\n",
" <td>1.704214</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL</th>\n",
" <td>0.959785</td>\n",
" <td>1.222461</td>\n",
" <td>1.098614</td>\n",
" <td>1.175015</td>\n",
" <td>1.078323</td>\n",
" <td>1.169317</td>\n",
" <td>1.385120</td>\n",
" <td>1.705706</td>\n",
" <td>0.523056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL2</th>\n",
" <td>2.108427</td>\n",
" <td>2.911967</td>\n",
" <td>2.415012</td>\n",
" <td>1.978696</td>\n",
" <td>0.764850</td>\n",
" <td>0.089884</td>\n",
" <td>0.008152</td>\n",
" <td>0.001766</td>\n",
" <td>0.001885</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07</th>\n",
" <td>1.469665</td>\n",
" <td>1.925327</td>\n",
" <td>1.846630</td>\n",
" <td>2.180099</td>\n",
" <td>2.103188</td>\n",
" <td>0.758878</td>\n",
" <td>0.022805</td>\n",
" <td>-0.018655</td>\n",
" <td>-0.007395</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07_dimsplit</th>\n",
" <td>2.133675</td>\n",
" <td>2.333060</td>\n",
" <td>2.385194</td>\n",
" <td>1.974368</td>\n",
" <td>1.233662</td>\n",
" <td>0.222392</td>\n",
" <td>0.038976</td>\n",
" <td>0.006282</td>\n",
" <td>0.002569</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WAF</th>\n",
" <td>2.095899</td>\n",
" <td>2.662203</td>\n",
" <td>1.905463</td>\n",
" <td>2.039412</td>\n",
" <td>1.820916</td>\n",
" <td>0.573782</td>\n",
" <td>0.126937</td>\n",
" <td>0.000318</td>\n",
" <td>0.000613</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 8 16 32 64 128 256 \\\n",
"LxF 2.046098 1.074325 1.834294 1.165476 1.412700 1.432408 \n",
"FORCE 1.843813 0.964270 1.528037 1.060302 1.226554 1.206903 \n",
"HLL 0.959785 1.222461 1.098614 1.175015 1.078323 1.169317 \n",
"HLL2 2.108427 2.911967 2.415012 1.978696 0.764850 0.089884 \n",
"KP07 1.469665 1.925327 1.846630 2.180099 2.103188 0.758878 \n",
"KP07_dimsplit 2.133675 2.333060 2.385194 1.974368 1.233662 0.222392 \n",
"WAF 2.095899 2.662203 1.905463 2.039412 1.820916 0.573782 \n",
"\n",
" 512 1024 2048 \n",
"LxF 1.524218 1.589650 -0.637310 \n",
"FORCE 1.225360 1.553093 1.704214 \n",
"HLL 1.385120 1.705706 0.523056 \n",
"HLL2 0.008152 0.001766 0.001885 \n",
"KP07 0.022805 -0.018655 -0.007395 \n",
"KP07_dimsplit 0.038976 0.006282 0.002569 \n",
"WAF 0.126937 0.000318 0.000613 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Max</th>\n",
" <th>Min</th>\n",
" <th>Mean</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LxF</th>\n",
" <td>2.046098</td>\n",
" <td>-0.637310</td>\n",
" <td>1.271318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FORCE</th>\n",
" <td>1.843813</td>\n",
" <td>0.964270</td>\n",
" <td>1.368061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL</th>\n",
" <td>1.705706</td>\n",
" <td>0.523056</td>\n",
" <td>1.146377</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL2</th>\n",
" <td>2.911967</td>\n",
" <td>0.001766</td>\n",
" <td>1.142293</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07</th>\n",
" <td>2.180099</td>\n",
" <td>-0.018655</td>\n",
" <td>1.142283</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07_dimsplit</th>\n",
" <td>2.385194</td>\n",
" <td>0.002569</td>\n",
" <td>1.147798</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WAF</th>\n",
" <td>2.662203</td>\n",
" <td>0.000318</td>\n",
" <td>1.247282</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Max Min Mean\n",
"LxF 2.046098 -0.637310 1.271318\n",
"FORCE 1.843813 0.964270 1.368061\n",
"HLL 1.705706 0.523056 1.146377\n",
"HLL2 2.911967 0.001766 1.142293\n",
"KP07 2.180099 -0.018655 1.142283\n",
"KP07_dimsplit 2.385194 0.002569 1.147798\n",
"WAF 2.662203 0.000318 1.247282"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"from IPython.display import display\n",
"\n",
"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
"display(table)\n",
"\n",
"order_summary = pd.DataFrame(np.empty((len(simulators), 3)), columns=['Max', 'Min', 'Mean'], index=[simulator.__name__ for simulator in simulators])\n",
"for i, simulator in enumerate(simulators):\n",
" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
" np.min(order[i,:]), \n",
" np.mean(order[i,:])]\n",
"display(order_summary)\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(order[i,:], label=simulator.__name__)\n",
" \n",
"plt.ylim([0, 3])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"plt.title(\"Numerical order\")\n",
"save_figure(fig, 'numerical_order')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
" \n",
" plt.plot(x, h, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
"def plot_comparison(nx, **kwargs):\n",
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"boxes = np.array([\\\n",
" [[28, 35], [0.499, 0.516]], \\\n",
" [[45, 56], [0.58, 0.60]]\n",
" ])\n",
"comparison_nx = 32\n",
"\n",
"fig = plt.figure(figsize=(12, 12))\n",
"gs = gridspec.GridSpec(2, 2)\n",
" \n",
"ax1 = fig.add_subplot(gs[0,:])\n",
"setBwStyles(ax1)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.title(\"Comparison of solutions at nx=\" + str(comparison_nx))\n",
"plt.legend()\n",
"\n",
"ax2 = fig.add_subplot(gs[1,0])\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
"plt.xlim(boxes[0, 0])\n",
"plt.ylim(boxes[0, 1])\n",
"\n",
"ax3 = fig.add_subplot(gs[1,1])\n",
"setBwStyles(ax3)\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
"plt.xlim(boxes[1, 0])\n",
"plt.ylim(boxes[1, 1])\n",
" \n",
"save_figure(fig, 'solution')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 12))\n",
"gs = gridspec.GridSpec(2, 2)\n",
" \n",
"ax1 = fig.add_subplot(gs[0,:])\n",
"setBwStyles(ax1)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.title(\"Comparison of reference solutions\")\n",
"plt.legend()\n",
"\n",
"ax2 = fig.add_subplot(gs[1,0])\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"plt.xlim(boxes[0, 0])\n",
"plt.ylim(boxes[0, 1])\n",
"\n",
"ax3 = fig.add_subplot(gs[1,1])\n",
"setBwStyles(ax3)\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"plt.xlim(boxes[1, 0])\n",
"plt.ylim(boxes[1, 1])\n",
" \n",
"save_figure(fig, 'reference_solutions')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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xEYD33nuPFi1aEBYWRoMGDRg3bhxHjx71jWtmvPjii3Tr1o2IiAgee+wxAL799lu6dOlCxYoVqVmzJvHx8ezZs8fXr23btgwZMoSEhASio6OJiYlh7NixOZ7pjz/+YODAgdSsWZOwsDDOP/98Fi5c6KtfuXIlV155JeHh4dSuXZshQ4aQmppapP9dA1GSCbPXgMMF1CcB40ooFpFTyXBgpnNuhnNuk3NuKPALcFc+7QcA0UB359wK59w259znzrkNJzCmiIiIiIhImeScIzU1tVRezrmA496yZQsffPABoaGhvufo2rUrSUlJLFq0iLVr19K8eXOuvvpq9u7dy4033shHH30EwJo1a9i5cye1a9dmyZIl3HrrrQwZMoRvv/2Wl156iVdeeYUJEybkuN+YMWPo1q0bX3/9NQMGDGDnzp20adOGCy+8kC+//JIPPviAXbt20bt37xz9Zs+eTUREBKtXr+aJJ57g0UcfZenSpQBkZmbSuXNnVq5cyZw5c/j222+ZNGkSwcHBAHz99dd07NiR66+/nq+++op58+bx+eefc++99wb8362o2Il88447uNl+4ALn3JZiu4nIacw7W+wg0Ms591a28meBC51zbfLoswjY6+3XDfgNT0L7cedcRiBjeuvLA+WzFVUCticnJxMZebwzP0RERErG4cOHtcykhIWGhhIWFlbaYYjIaeLw4cNs3bqV+vXr+/7tSU1NpWLFiqUSz4EDB4iIiChU2/79+zNnzhzCwsLIyMjg8GHPnKOnnnqKYcOG8fHHH9OjRw92795N+fJ//unVsGFDEhISGDhwIOvXr6dZs2Zs3bqVevXqAXDllVfSuXNn/vrXv/r6zJkzh4SEBH799VfAM8Ns6NChPP300742o0ePZvXq1SxZssRXtn37dmrXrs33339P48aNadu2LRkZGSxfvtzX5uKLL6Zdu3ZMmjSJDz/8kM6dO7Np0yYaN258zDP37duX8PBwXnrpJV/Z559/Tps2bUhNTc3z50de3+MsKSkpREVFAUQ551IK8Z89X36dkikiZU41IBjYlat8FxCTT58GePYNfBXoAjQCpuH59+DRAMcEzx6FY/yIXUREpEQdPnyYzz77jIMHD5Z2KKeVChUqcOWVVyppJiJSCFdddRUvvPACBw8eZMaMGfzwww/cd999AKxdu5YDBw5QtWrVHH0OHTrE5s2b8x1z7dq1fPHFFzlmlGUl5A4ePOjb5+yiiy46pt9//vOfPJONmzdv9iXA4uLictTFxsaye/duANavX8+ZZ56ZZ7Is6x4//fQTr776qq/MOUdmZiZbt26lSZMm+T5XcSvuhNk24JiP8Lz7IKU753ZmK4sFQp1zPxdzTCKnotxTRS2PsixBwG5goHMuA1hrZmcAD+JJmAUyJsDfgKeyXVcCth8nbhERkRKTnp7OwYMHCQkJ8S1vkeKV9d88PT1dCTMRKTUVKlTgwIEDpXZvf0RERNCwYUMAnnvuOa666irGjRvH+PHjyczMJDY2lk8++eSYfpUrV853zMzMTMaNG8f1119/TF32f5tzz4TLzMzkuuuu4/HHHz+mX2xsrO997p+pZkZmZiYA4eHh+caVdY9BgwYxZMiQY+rq1CndLbSLNWHmnDs/n6pE4Dvg3GxlHwON8cxsEZHC2QNkcOzMrxocO0Msy048CeuMbGWbgBjvcsxAxsQ5dwQ4knVtpjM8RESkbAoNDc2xlEWKV/ZNpUVESoOZFXpZZFkzZswYOnfuzF133UXz5s1JSkoiJCTEt9yyMJo3b87333/vS8T502/BggXUq1ePkJDA0kdxcXFs376dH374Ic9ZZs2bN2fjxo1+x1YSCr3pv5ntM7O9hXkVYrirgH65yvriWSYmIoXknEsD1gLtc1W1B1bm020F0NDMsv//vzGw0zmXFuCYIiIiIiIiUsTatm3Leeedx8SJE7nmmmu49NJL6d69O0uWLCExMZGVK1cyatQovvzyy3zHGD16NP/85z8ZO3YsGzduZNOmTcybN49Ro0YVeO977rmHvXv3ctNNN7FmzRq2bNnChx9+yIABA8jIyCiwb5Y2bdpw5ZVX0rNnT5YuXcrWrVtZvHgxH3zwAQAjRoxg1apV3HPPPaxfv54ff/yRd99917cMtTT5c0rmUGCY9/WYt2wJMNb7ytoFbvzxBnLOfeqc+yJX2RfOuU/9iEdEPJ4C7jCzAWbWxMyeBuoALwKY2T/N7G/Z2r8AVAWeNbPGZtYVeBjPPmaFGlNERERERERKxvDhw5k+fTrbt29n0aJFXHnllQwYMIDGjRvTp08fEhMTqVmzZr79O3bsyMKFC1m6dCktW7akVatWPPXUU9StW7fA+55xxhmsWLGCjIwMOnbsyPnnn8/9999PVFQUQUGFTyctWLCAli1bctNNN3HuueeSkJDgS7jFxcXx6aef8uOPP9K6dWuaNWvGI488kmPJZ2kJ6JRMM1sA/Mc5NzVX+b3ANc657sfpXxfPci8H7HLObfM7CBHxMbO7gQQgFvgGGOac+8xb9wmQ6Jzrn639pcDTwIXADmAm3lMyCzNmIWOKBJJ1SqaIiJQV+/fvZ9myZYSHh2tJZgk5cuQIhw4d4uqrr6ZSpUqlHY6InAYKOkFRTg1l/ZTMjsCIPMqXAJPy62Rmw4DhwBl4NhAHcGb2KzDFOfdMgPGInNacc88Dz+dT1zaPslVAq0DHFBERERERETmV+bMkM7vfgR55lHf31h3DzB7Bs3RzKtACqAWc6X0/FRhrZgUvoBURERERERERESlmgc4wGwPMNLO2wCpvWSugE3BHPn0GAv2cc2/nKv8VWG9mP+BJnD12TE8REREREREREZESElDCzDn3ipltAoYA1+NZXvktcLlzbnU+3aoC3xcw7A9AlUDiERERERERERERKSqBzjDDmxi7xY8ua4CRZtbfOXc0e4WZheA5pW9NoPGIiIiIiJyqMjMz2blzJ4sWLWLx4sUcPHiQkJAQwsLCOPPMM+nTpw+tWhW4PamIiIj4IeCEWV68ia8znHM/51F9H/AhsNvMPgV24TklMwa4EjgCtC/KeERERERETlbbtm3jgQceYN++fWRkZBxTf+TIEVJTU/n999/ZsGEDAEFBQXTv3p27776b4ODgkg5ZRETklBHopv/5OQ/YmleFc+5roDEwEkgB6gMNvO9HAuc45zYWcTwiIiIiIieVbdu20bdvX/r378+ePXvyTJblJzMzkzfffJNrrrmGgQMHkpKSUoyRioiInLqKdIbZ8Tjn9gMveF8iIiIiIuL1448/kpCQwB9//JGj3MxwztG8eXO6d+/Ojz/+yKJFi/j999+55JJL6NevH1999RVz5swhNTUV55xvvG7dulG7dm3++c9/lsYjiYiInLT8SpiZ2brjNAkPNBAzCwVi81nOKSIiIiJyyrr99tvZsmVLjrKzzz6bJ598kpCQEPbt20dsbCwArVu3pl+/fqxatYoqVarQpEkTmjRpQps2bbjvvvuIiIhg27ZtvnF++eUXOnXqxAsvvED9+vVL9LlEREROVv7OMDsX+Df5LLsEYvEsuwzEucA6QJstiIiIiMhpISUlhV69epGWlpajvEmTJjz//PO+66xkWZbg4GCuuOKKHGVLly5lz5497NmzB4D69euzdavn1/YjR45w++23M3jwYHr37l0cjyIiInJK8XcPs2+A1c65cXm9gBeLIUYRERERkVPO/Pnz6datW45kWbVq1RgxYgTPPvus3+P16dOHMWPG0KxZMwBfsqxcuXIAOOd44YUXuPbaa0lPTy+CJxARkZNZUlIS8fHxxMTEEBERQfPmzXnjjTdKO6wyw98ZZp8DZxdQvx/4LK+K4lzOKSIiIiJyMpk8eTKLFi3yXQcFBTF+/HguvfRSzMzv8Q4cOMCRI0do27Ytbdu25ZdffmHhwoV88MEHvo3/s/ZCS01NpWvXrixcuNCXTBMRkdNPfHw8ycnJvPvuu1SrVo3XXnuNG2+8kS+//NL34cvpzK8ZZs65oc65oQXUb3bOXZVP9bnAV8A7+bw+9ScWEREREZGT0ciRI3Mkyzp16sRHH33EZZddVuhkWVpaGuvWrWPGjBncfffddOvWjd69e/P+++8DULt2be666y5ef/11BgwYwCOPPMLixYsJD/d8Rp2ens7AgQM100xEpAxp27YtQ4YMISEhgejoaGJiYhg7diwAn3zyCeXKlWP58uW+9lOmTKFatWrs3LkzoPutWrWK++67j4svvpgGDRowatQoKleuzLp1x5vvdHooyVMys5Zz5nlCppldCNxZgvGIiIiIiJSoESNGsGbNGt/14MGDufHGG4/bLzMzk++++45169bxv//9j2+++eaYfc8AnnzySVJSUujTpw9mRrly5YiPj/fVL1q0iNGjR7N8+XK2bdvGoEGDmDhxIjExMUXzgCIiZVhqamq+dcHBwYSFhRWqbVBQkO8DiILaRkRE+B3j7NmzGT58OKtXr2bVqlX079+fyy+/nPbt2zN06FDi4+PZsGEDiYmJjBw5krlz5/r2uZw4cSITJ04scPzFixfTunVrAK644grmzZtH165dqVy5MvPnz/fNVhawrGOn/e5oVhm4GKhBrplqzrljzq02s2e8dXnOUDOzs4AZBcxQE5GTiJlFAsnJyclERkaWdjgiIiLs37+fZcuWER4eTvny5Uv8/uPHj+fjjz/2XY8YMYJOnTrl2dY5x759+4iOjgYgIyODHj16sH//fl+bqlWr0rx5c5o3b06zZs145513mDt3LgC9evVi8ODBBAXlXFDy22+/cc8995CcnJwj4fbaa68dc7BAUThy5AiHDh3i6quvplKlSkU+vohIbocPH2br1q3Ur18/RwIMKHAWb5cuXXyzdMGT7Dp48GCebdu0acMnn3ziu65evbrvwJXs/M23tG3bloyMjByzyC6++GLatWvHpEmTSEtLo1WrVjRq1IiNGzdy6aWXMn36dF/bvXv3snfv3gLvUatWLV+yLzk5mRtvvJElS5YQEhJChQoVeOONN2jfvr1fcZe0gr7HKSkpREVFAUQ551JO5D4BzTAzs+uAV4EIPPuWZf9fgQOOSZgVtJTTW78ZULJMRERERE45U6dOzZEs69OnT77Jsq1bt/LAAw8QHBzMvHnzMDOCg4Np3bo1KSkpviRZnTp1cvzxN3DgQCpXrswLL7zA66+/Tr169ejSpUuOsffv309GRgZpaWkEBweTkZEBwM0338x7771HxYoVi+HpRUSksOLi4nJcx8bGsnv3bsBziMucOXOIi4ujbt26PPPMMznaRkdH+z5oKYxRo0axb98+PvroI6pVq8bbb79Nr169WL58OU2bNj3xhznJBbokcwrwD+Bh51zeKVcRERERESExMZEFCxb4rtu3b8+gQYNITk5m3bp1rFu3jjPPPNO3NDM2Npb9+/djZuzZs4fq1asD8OCDDx73Xr179yYqKoqVK1fSsWPHY+obNGjAtGnTSEhI4JdffslR161bN5YtW3YijyoiUqYdOHAg37rg4OAc11lJqrzknr2bmJh4QnFlFxoamuPazMjMzPRdr1y5EvhzNln2ZZ/+LMncvHkzU6dO5ZtvvuG8884D4IILLmD58uVMmzaNF198sage6aQVaMKsFvCckmUiIiIiIvk7cuQIDz30kO86OjqaqKgo7rjjDjZv3uwrb9iwoS9hFhYWxrRp06hbt25Ap1h27NiRDh06+GafZWRkcOjQId/ssZiYGP7+978zcuRINm7c6OuXmZlJ586dWbx4cUDPKiJS1vmzp1hxtT0RmzdvZtiwYUyfPp358+fTt29fli1b5kvgDR48mN69exc4Rq1atQB8y01zJ/+Cg4NzJOhOZ4EmzJYAFwFbijAWEREREZFTRmZmJv3792fXrl2+sr179/LGG2/4rhs0aOBbYpldo0aNTujeWcky5xxTpkzhu+++4/HHH/fNVouKimLKlCk89thjfP75575+hw8f5vbbb2fmzJkndH8RESlaGRkZxMfH06FDB2677TY6d+5M06ZNmTJlim8Gsj9LMs855xwaNmzIoEGDePLJJ6latSpvv/02S5cuZeHChcX5KCeNQifMzOwv2S7fByab2bnlxOhnAAAgAElEQVTA10CO86idc+8WTXgiIiIiIiena6+9lkOHDuUoi4mJybFRvz97zQTi999/Z82aNezbt4+ffvrJlzADKF++PGPHjuXvf/87X375JTt27ABgy5YtLFiwgJ49exZrbCIiUngTJkwgMTGR9957D/D8PJkxYwa9e/emffv2XHjhhX6NFxoayqJFi3jooYe47rrrOHDgAA0bNmT27NnH7H95uir0KZlmVtg5ec45F3z8ZiJyKtMpmSIiUtaU5CmZEyZM4KOPPvJdN27cmNGjR/uWwpSkpKQkvv32W9q1a5dnvXOO1NRUfv75Z+655x5f+YIFC044oadTMkWkpBV0gqKcGkrqlMyg4zfxcM4FFfJ13GSZmQWbWU0zq3YiwYuIiIiIlDU7duzIkSx7+OGHefLJJ0slWQaeWQjZk2VJSUmsX7/ed21mVKxYkXPPPZe77rrLV96nT58SjVNERKQsKXTCLDsz62tmx3wsZ2blzKxvAf26mtlnQCrwK7DLzP4ws3+ZWZ1AYhERERERKSsyMzO54447fNetW7emffv2ZWZ2VXJyMgkJCSQkJPDpp58eU5/9ZM309HT69etXkuGJiIiUGQElzIBZQFQe5ZW8dccws3hgLrAWeBr4DXgCeAioDaw1sxPb3VREREREpBQNGDCAw4cPA9CqVSseffTRUo4op/DwcOrXr096ejrjxo3z7YWTJSoqiueff953/fPPP/PBBx+UdJgiIiKlLtCEmQF5bX52JpCcT5+HgTudc8Occ38FrgVuBV5yzrUFlgGPBxiPiIiIiEip+sc//sG2bdt81ykpKRR2v+CSUq5cOUaPHs21116Lc46nnnqKOXPm5IizSZMm3Hzzzb7rxx/Xr+giInL68SthZmb/M7N1eJJly8xsXbbXBmA58FE+3esCq7MunHNfAjFArLfoKeAqfx9ARERERKS0paWl8a9//StH2YMPPoiZlVJE+QsODmb48OHEx8cDMHPmTKZOnUpm5p9nfN1+++1UrFjRdz1y5MgSj1NERKQ0+TvD7G3gHTwzzJZ432e9/g0MwjNrLC+JwEVZF2bWHMgEdnmL9gKhfsYjIiIiIlLqspJPWRo1akS9evVKJ5hCMDMGDBjAvffeC8Cbb77JhAkTSE9PByAoKIiJEyf62q9cuZKNGzeWSqwiIiKlIcSfxs65cQBmlgjMc84d9qP7NGCGmbUEDgN3AP9yzmV46y8BfvAnHhERERGR0vb555+ze/du33X16tUZMWJEKUZUeD179iQqKopJkybx8ccfs3//fsaNG0d4eDhNmzblsssuY+XKlQAMGTKEZcuWlXLEIiIiJSOgPcycc7Odc4fNrIWZ3Wpmt5hZs+P0mQb8FbgC6Aq8Atybrcka4OZje4qIiIiIlF2jR4/2va9QoQIvvvgiZ511VilG5J9rrrmGiRMnEhYWxhdffMH//d//kZzs2ZZ42LBhXHLJJYDnBND77ruvNEMVEREpMQElzMyshpl9DHwBPAdMxXPK5TIzq55fP+fcC865y51zFznnRmafoeac+9E5910g8YiIiIiIlIb4+PgcG+Y//PDDREdHl2JEgbn44ouZMmUKkZGRbNq0ifvvv5/du3dTrVo1Jk2aRFCQ58+GjRs3cvDgwVKOVkREpPgFekrm34FI4DznXLRzrgpwvrfsuYI6mllFM2tjZjeaWW/v+4oF9RERERERKWu2b9/O9u3bfdfnnXcetWvXLsWITsy5557Ls88+S7Vq1di2bRvTpk3z1b344osAOOd45plnSitEERGREhNowqwTcJdzblNWgXPuW+AeoHNeHcwsxMyeBXYD/wFmA//yvt9tZs+YmTb9FxEREZGTwoABA3Jcb9y4kdTU1FKKpmjUq1ePqVOncsUVVzB8+HBf+eHDf25dvHTpUlasWFEa4YmISBF6+eWXadu2LZGRkZgZf/zxR57t3n//fS655BLCw8OpVq0a119/fQlHWjoCTZgFAel5lKcXMOYUoCdwGxDtnAtzzpUHor1l1wOTA4xHRERERKTELFiwwHeipJkBcNFFF9GkSZPSDKtI1KxZk/HjxxMVFeUrq1q1Ko0bN/ZdP/LII6URmoiIFKGDBw/SqVMnHn744XzbLFiwgPj4eG677TY2bNjAihUruPnm02P7+UATZh8Dz5rZGVkFZlYLeBrI7+icm4G+zrl5zjlf2tI594dzbh6epNktAcYjIiIiIlJipk6d6nuftYdZ3759SyucQnPO8d///pfx48ezb9++QvV555136NevH1dccUWOcR544IHiClNE5LTUtm1bhgwZQkJCAtHR0cTExDB27FgAPvnkE8qVK8fy5ct97adMmUK1atXYuXNnQPcbOnQoDz30EK1atcqz/ujRo9x///1MnjyZwYMH07hxY84++2xuuOGGgO53sgk0YXYvUAlINLPNZvYTsNVblt/ROeHAngLG/N3bRkRERESkzJo4ceIxZc2aNaNp06alEI1/zIzZs2fz8ccfs2xZfp9z/8k5x1dffcXRo0c5evQo7du399WtXbs2x1JNEZGyLjU1ldTU1ByHtaSlpZGamsqRI0fybJuZmekrS09PJzU19Zh/+/JrG4jZs2cTERHB6tWreeKJJ3j00UdZunQpbdu2ZejQocTHx5OcnMyGDRsYOXIk06dPJzY2FvD8fKpYsWKBr+wJt+NZt24dO3bsICgoiGbNmhEbG0vnzp3ZuHFjQM92sgkoYeac+8U51xzoCjyDZ6P/Ls65Fs657fl0+w/wlJnVzF3hLXsCz8w1EREREZEyyTnHmjVrfNdZyzHj4+NLK6R8HT58mHnz5jF8+HAyMjJ85d27d+f666+nRYsWvuf5+OO8fw03Mx5++GEeeeQR+vfvz5133klwcLCv/pZbtEBERE4eWUmjPXv+nMszefJkKlasyL333pujbY0aNahYsSI///yzr2zatGlUrFiR22+/PUfbevXqUbFiRTZt8m3zziuvvBJQjHFxcYwZM4ZGjRrRt29fLrroIt8HHI899hjR0dEMHDiQW265hfj4eHr06OHrO3jwYNavX1/g66KLLip0LFu2bAFg7NixjBo1ioULF1KlShXatGnD3r17A3q+k0nIiXR2zi0Flhay+d3AImC7mX0D7AIcEIPnhM1v8STgRERERETKpPnz55OcnOy7ds5x/vnnc+GFF5ZiVH9yzvmSeCEhIcydO5fk5GS+/PJLLrnkEgA6duxIx44dAVi+fDmjR4+mSpUqXHbZZYSFhR0zZnBwMO3atQOgevXq9O3bl1mzZgGwd+9efv75Z+rUqVMSjycicsqLi4vLcR0bG8vu3bsBKFeuHHPmzCEuLo66desec2pxdHQ00dHRRRZL1oy5kSNH0rNnTwBmzZrFmWeeyeuvv86gQYOK7F5lUcAJMzNrAzwANMGT+NoETHbO5Tm/zzn3i5ldAHQEWuFJlAGsAf4KfOicy8yrr4iIiIhIaTt48CDTp0/3XQcFBZGZmUl8fLwvSVVakpKSmD17Nr///jtPPPEE4EmY9evXj5CQEM4777w8+1166aXUrVuXli1bcvTo0ePe57fffmPp0pyfl995550sWbLkxB9CRKSYHThwAIAKFSr4yh588EGGDh1KSEjO9EhWkio8/M+do+65555jZtoCJCYmHtO2f//+AcUYGhqa49rMciz1XLlyJeD5wGLv3r1ERET46iZOnJjntgHZLV68mNatWxcqlqylnueee66vrHz58jRo0CDHzLtTVUAJMzO7FZgFvIlnOaYBlwHLzKy/c+61vPp5E2KLvS8RERERkZPGTTfdlGNpY2ZmJueccw4tW7YslXiOHj3q+wMvNDSUDz/8kMzMTHbs2EGtWrUAcizVyUtISAgzZ8485o+//FStWtV3z+DgYDIyMkhLS2Pz5s2cddZZJ/A0IiLFL3tyKUu5cuUoV65codqGhoYek9AqqG1R27x5M8OGDWP69OnMnz+fvn37smzZMoKCPLttDR48mN69exc4RtbPh8Jo0aIF5cuX5/vvv/cd/JKenk5iYiJ169YN/EFOEoHOMBsJJDjnns5W9qyZDQceAfJMmOVmZl/j2fvslwDjEBEREREpdr/99hspKSmA59P+oKAgMjIySmV22fr163n55ZepU6cODz30EOBJZN11112cffbZnHHGGccZIafCJsvAM6vu5ptvZuLEiYSFhZGamgp4Tlp77733/LqviIgUXtbPnA4dOnDbbbfRuXNnmjZtypQpU3jwwQcB/5dkJiUlkZSUxE8//QTA119/TaVKlahTpw7R0dFERkYyePBgxowZQ+3atalbty6TJ08GoFevXkX/kGVMoKdkNgDy+on4LlDfj3HqAUWfdhURERERKUITJkzwvb/22mvJyMigYcOGXHrppcV+7/T0dA4dOuS7DgkJYdOmTXz++ec5TmG74YYbaNq0acAJvKSkJJ5//vljTorL7aqrrqJmzZqkpqb6ljUdOHAgx2EIIiJStCZMmEBiYiIvv/wyADExMcyYMYNRo0axfv36gMZ88cUXadasGXfeeScAV155Jc2aNePdd9/1tZk8eTJ9+vQhPj6eli1bsm3bNj7++GOqVKly4g9Vxln241QL3cnsJzz7lb2Uq3wQ8IBzrlEhx9kPXOCc2+J3ECJSpplZJJCcnJxMZGRkaYcjIiLC/v37WbZsGeHh4ZQvX77Q/fbs2eP7JP2MM84gOTmZ1NRUxo4dS5s2bYorXADeeustXnnlFXr16sWtt94KeDb2X7hwIZdffnmRbe6cmZlJ37592bFjB0OGDDnuUs633nqL5557jtDQUF/SLjg4mI8++ihHuyNHjnDo0CGuvvpqKlWqVCSxiogU5PDhw2zdupX69evneZCJnPwK+h6npKQQFRUFEOWcSzmR+wQ6w2wK8JyZvWBm8WZ2q5m9CDwLPOnHOMuBQ8dtJSIiIiJSSu655x7f+2HDhjFhwgS6du1a6E2T/bFr1y7S0tJ81+Hh4aSkpPDll1/6ysyM6667rkhPQgsKCqJ37960aNGCs88++7jtO3fuTOXKlXPMcMvIyODtt98usphERERKU0B7mDnnXjCzJOD/gKwd5TYBNzrn3vFjnC6B3F9EREREpCT873//852UBvDDDz9w8803c8EFFxT5vSZOnMjSpUsZM2YMbdu2BTzLY6Kjo2nRokWR3y+36667jr/85S+FahsWFkbPnj2ZOXMmlSpVYv/+/QBMmzaN7t27F2eYIiIiJSLQGWY4595yzl3hnKvqfV1xvGSZmV1gZreZWX3v9Xlm9ryZvWhmHQONRURERESkOIwYMcL3Pioqip49exbJuBkZGXz11Vc5ymrUqAHAjz/+6CurUKECF198sV8b8wfK373PunXrRnh4OPv37/f1PXr0KN99911xhCciIlKiAk6YZTGzimYWmf2VT7uewFpgMrDBzK4GPgca4dn8/30zu/lE4xERERERKQo7duzIseQQYNasWTk24A/E0aNHiY+P5/777/edTAZw/fXXM3fuXN/my6XlyJEjLFiw4Jj9yHKrVKmSb0ZarVq1fOXjxo0r1vhERERKQkAJMzOrb2bvm1kqkAzs877+8H7Ny8PAGOdcNWAg8AbwlHOuvXOuEzACeDCQeEREREREitrdd9/tex8ZGUlycjKfffYZoaH+HfK+b98+Vq1a5bsOCQmhcePGREZGsmPHDl95dHQ0MTExJx74CVqyZAlTp05lxowZxyQMc7vhhhsIDQ1l+/btvo2Xk5KSAj6xTUREpKwIaA8z4FXv1wHALqAwR22ena3fPOCfQPZdQd8CxgYYj4iIiIhIkfn9999JSfnzcK0HH3yQkJAQMjMzCQkp/K/QSUlJ3HLLLQQHB7NgwQLfSZFDhgyhUqVKfiffSkKnTp1YsmQJHTt2PO4yzWrVqtGhQwfef/996tevz6ZNmwBISEjgww8/LIlwRUREikWgCbM4oIVz7ns/+uwHqgKJQGXvvatmq68KHAgwHhERERGRItOvXz/f+7POOovLL7/8uMkj5xzffPMNycnJXHHFFQDExMRQv359ypUrx549e3wJs6I84bKolStXjmnTphW6fZ8+fVi0aBE//fQT0dHR7N27l/T0dJKSkqhSpUoxRioiIlJ8Ak2YfQHUBvxJmH0ETDOzvwM3AkuAv5nZbXhmqE3Gs6eZiIiIiEipSUlJITU1FfBshD9o0KBCbYi/cuVKRo0aRfXq1bnssssICvLsfvLcc89RoUKFYo25NJ155pk89NBDtGjRguDgYHr06AF4TswcNWpUKUcnIiISmEA3/b8DGGFm/cyshZnFZX/l0+cBPLPMXsSTqLsR+BL41vs6A3gowHhERERERIrEHXfc4XvfrVs3xo8fz1tvvZWjzYEDB1i4cCGrV6/2lbVs2ZIaNWrQokULDh486Cs/WZNlzjnWrVvH+PHjOXr0aIFtO3ToQNWqValcuTJ169YFYMWKFcfdA01ERKSsCnSGWXXgLGBWtjIHmPfrMedeO+d2Ae1zFd9nZk8DFYDvnHMF/yQWERERESlGmZmZ/Pbbb77r1atXs3//fjIyMnK0e/vtt5k5cyYXXnghl1xyCeBZyvjaa68RHHzMr8InpfT0dB577DH27dtHixYt6NKlS6H6XXDBBWzbtg3nHAkJCUycOLGYIxURESl6gc4w+wfwP+BSoAFQP9fXQnPObXHOfaNkmYiIiIiUtoSEBN/7uLg4du7cSZUqVejQoUOOdu3bt6dBgwa0atUK5/48/+pUSZaBJwEYHx9Pjx49aNmy5XHbp6amkpCQwAcffOAr27RpE2lpacUZpoiIBGjQoEGcddZZhIeHU716dbp168Z3333nq9+wYQM33XQTtWvXJjw8nCZNmvDss8+WYsQlK9AZZnWBvzjnfvKnk5mdCdwFXAbE4JmNtgtYAbzknPslwHhERERERE7Y2rVrfe93794NQK9evXjyySfZu3cv99xzD02aNKFmzZrMnDmztMIsMVn7kRVGhQoV2L9/P0ePHqV+/fps3boVgL/+9a907ty5uEIUEZEAtWjRgltuuYU6deqwd+9exo4dS4cOHdi6dSvBwcGsXbuW6tWrM2fOHGrXrs3KlSsZOHAgwcHB3HvvvaUdfrELNGH2MXABUOiEmZldASwGfgE+9L4MqAH0AIaYWWfn3IoAYxIRERERCdj8+fN976tUqUJSUhKRkZFcffXVvPLKK6SlpREeHl6KEZZtZsbw4cOJiIggMzOT+Ph4ALZs2VLKkYmInBzatm1LXFwcYWFhzJgxg3LlyjF48GDGjh3LJ598QocOHVi2bBmtW7cGYMqUKfztb3/j66+/JjY21u/7DRw40Pe+Xr16PPbYY1xwwQUkJiZy1llnMWDAgBztGzRowKpVq3jzzTeVMCvAe8DTZtYU+BrIsZunc+7dPPo8Dcxwzg3La0DvXmbPAMef7y0iIiIiUsQWL17sex8REcG+ffu44YYbqFGjBnPnzmXNmjXUq1ev9AIsRbt37+a1114jLi6Odu3a5duuUaNGvvdnnHEGv/76KwD9+/dnwYIFxR6niEhBsk5A9kf58uUJCfGkTo4ePcqRI0cICgrK8QFKfuNGRET4fb/Zs2czfPhwVq9ezapVq+jfvz+XX3457du3Z+jQocTHx7NhwwYSExMZOXIkc+fO9SXLJk6ceNx9IxcvXuxLuGWXmprKrFmzqF+/PrVr1863f3JyMtHR0X4/18nIsu+5UOhOZpkFVDvn3DGbN5jZIeBC59z3+Yx5DvA/55w+thM5BZhZJJCcnJxMZGRkaYcjIiLC/v37WbZsGeHh4ZQvXz5H3e7du7nxxhsBqFGjBrt37yYiIoJ///vfVKxYsTTCLVNee+01pk+fTu3atZk1a1ah9mpbunRpjj/cAvm7Q0TEX4cPH2br1q3Ur1+fsLCwHHVm5vd48+fPp1evXgC8/vrr9O7dmzZt2vDJJ5/42lSvXp09e/Yc09fff/fatm1LRkYGy5cv95VdfPHFtGvXjkmTJpGWlkarVq1o1KgRGzdu5NJLL2X69Om+tnv37mXv3r0F3qNWrVo5kn3PP/88CQkJpKamcs4557Bw4ULOOuusPPuuWrWKNm3a8P7779O+fe4zHUtOQd/jlJQUoqKiAKKccykncp+AZpg55wI5LGAnnr3L8kyY4TlAYGcg8YiIiIiInIiRI0f63mfNJOjZs2dAswNORd27d2fTpk307NmzUMmy5557jrfeeovw8HAOHToEwKxZs7jtttuKO1QRkZNaXFxcjuvY2FjfnprlypVjzpw5xMXFUbduXZ555pkcbaOjo/2e/XXLLbfQvn17du7cyZNPPknv3r1ZsWLFMYmojRs30q1bN0aPHl2qybKSFOiSzGOYWWXn3B8FNHkSeNHMWgBL8Wz27/Bs/t8euAMYWlTxiIiIiIgUxr59+/jpJ8/WvKGhofz666+Eh4fTs2dPJk2ahJlxyy23FLhE5VRXoUIFxo8fX+j2Z5xxBuBZjpSVMLvvvvuUMBORUnXgwAG/+2SfkdyjRw8OHDhAUFDOOUSJiYknGppPaGhojmszIzPzz0V+K1euBP6cTZb9g51AlmRGRUURFRVFo0aNaNWqFVWqVOGtt97ipptu8rX59ttvadeuHXfeeSejRo06oec7mQSUMDOzEUCic26e9/p1oKeZ7QS6OOc25O7jnHvezH4HhgGDgKyPpjKAtUBf59z83P1ERERERIrT//3f//neR0dHs2vXLnr06EFmZibLli0jIyPDtxxHCqdr167861//Ys+ePVSsWJEDBw6QmprKvn37qFKlSmmHJyKnqROdNRwSEuKbhVyU4xbW5s2bGTZsGNOnT2f+/Pn07duXZcuW+RJ4gwcPpnfv3gWOUatWrQLrnXMcOXLEd71x40batWtHv379mDBhwok/xEkk0Blmg4BbAcysPXAN0AnoDUwGOuTVyZtgm2dmoUA1b/Ee51x6Xu1FRERERIrbL7/8AnhmEezatYuwsDB69epFVFQUzz33HF988UW++7mcbtLS0li0aBErV65k0qRJx8yyyBIeHs7111/PK6+84kuYgWcvnh9//LEkQxYROSVkZGQQHx9Phw4duO222+jcuTNNmzZlypQpPPjgg4B/SzK3bNnCvHnz6NChA9WrV2fHjh08/vjjhIeH06VLF8CTLLvqqqvo0KEDw4cPJykpCYDg4GCqV69ePA9ahgSyFxlALPCL9/21wHzn3IfAExTilEvnXLpzbifQFigXYAwiIiIiIifk9ddf5+jRowDUr18fgOuuu47KlStjZpx77rn069evNEMsU9LS0pg5cyZffPFFjk2p89K9e3fCwsJ8f2ABvqWvIiLinwkTJpCYmMjLL78MQExMDDNmzGDUqFGsX7/e7/HCwsJYvnw5Xbp0oWHDhvTu3ZuIiAhWrlxJjRo1AM/PyN9++41XX32V2NhY36tly+OmfU4JgZ6S+Stwg3NupZl9D4xyzr1uZmcDXzjnCnUknpml4Dk5c4vfQYhImaZTMkVEpKz5f/buPKyqan3g+PcFGQRyIDXUFHDMCZxSy1Q0Ba2uZalZimnm0HUIx5tTDql5TRtuNmrXzPpZVppZmRZmk16zFFJMzQFnRSJBUJBh/f44sOPIoBwFBN7P85zn7r32Wvu8G7oC71nrXbntktm9e3dSUlIQEb788kvWr19Px44dufnmm4s52hvXmjVrANuyS1fX/D/7zir+7+npSVJSEmBLSH722WeFHqdSqmzKbwdFVTrc0LtkAquB/xORP4CbgfWZ7c2BgnxsVPA9XZVSSimllLoOtmzZYtVpuemmm3B3d6dXr14AvPHGG3h5eXHfffdRqVKl4gzzhpP1NboaDz74IOvWrbOSZQCff/55YYSllFJKXVeOLskcCywG9gDdjDFZW01UB167HoEppa6eiPxTRA6LSLKI/CoiHfLpO0hETC4v92x9yonInMx7XhSRQyLyjIg4+m+GUkopdcOZNWuWdTxixAjrOD4+ntWrV/P2228TExNTHKGVKPmtWKlatSqdOnUCsGajGWP47bffiiQ2pZRSylEO/fGbWYNsoTHmKWPMzmztLxljlmadi8gXIlI9n1v1AE44EoNSykZEHgZeAuYCLYAfgPUiUjufYQnYEtzWyxiTnO36v4ARwCigETAJmAiMvu4PoJRSShWD1NRULl26ZJ2vXLmSPXv2ALaC9ePHj+fee++lQYMGxRXiDW/Xrl2MGzfuirXMevXqhYjYfb0ffvjhwg5PKaWUuiaFPVukI1A+r4vGmB+BSiLiU8hxKFWajQPeNsYsNcb8bowJw7Ypx5P5jDHGmNPZX5ddvwNYa4z5whgTbYz5GNgItC6cR1BKKaWK1r/+9S+785MnT1o7i7m6uhISEsKECROKI7QSY/v27ezcuZOVK1fm269mzZr07NkTgHLlbBVh9u7dS2pqaqHHqJRSSjnK0RpmBSYi3sASbH9wfw6MAd4EHgeMiGwDHsrcPVMpdRVExBVoBcy/7NJG4M58hnqJyBHAGYgApmefLQr8CIwQkQbGmP0iEgjcBYTlE4sb4Jat6aarfxKllFKq6KSmptrtKPbqq68SGxtL5cqVrZpm6sp69uxJfHw8vXv3zvPrlpUUCwsLY+3atdaOpFnj169fn+s4pZRSqrgVWcIMWAg0AJ4HegMfA3WADkAG8DK2P/p1326lrl4VbEmvM5e1nwHymrm5FxgE7AIqAE8BP4lIoDHmj8w+/wYqAntFJD3zPaYaY/L7CHkyMMORh1BKKaWKgouLCx4eHnzwwQdW3S1vb29q1KhBjRo1uHjxImvWrKFatWq0adMGFxeXYo74xlauXDkGDx4MwMWLF/Ps5+HhQbt27bj77rsJDw+32jds2FDoMSqllFKOKsqEWXegtzFmi4h8BJwCQowxPz0A95oAACAASURBVAGIyFjgwyKMR6nS5PJqu5JLm62jMf8D/md1FPkJ2IGtPtmYzOaHgQHAo0AUth1wXxKRk8aY5XnE8BzwQrbzm4DjBXsMpZRSqvC4u7vTsWNH7rvvPqvt9ddf5+677wYgLi6Ofv36kZKSwqZNm2jdWisRFERGRgZOTjkrvri4uODu7s6///1vkpKSeOGFF1i7di3GGPbu3cttt91WDNEqpZRS+SvKhFlFMgv8G2POiEgatqRZlpOA7tmtVMHEAunknE1WjZyzznJljMkQke1A/WzNzwPzjTEfZJ7vEhFfbLPIck2YGWNSAGs9hohc1QMopZRSRUlE7GpnLVy4kPvvvx83NzcuXbrEhAkT2LFjB0FBQfqz7CrFxsby7LPPsmPHDr7//vs8v26tWrUCoH379nh6epKSksKjjz7Kjh07ijJcpZRS6qoUdtH/7P4A7gMQkR5AMhCc7XoIcLgI41GqxDPGXAJ+BbpddqkbsOVq7iG232qbY5/A9sC2VDq7dIr23wyllFLqumvbtq3duZ+fH25uthKcN998M3PmzOHLL7/UZFkBGGNYunQpP/744xV3zARwdnambt26AOzcudNu90yllFLqRlHYM8zmAXGZx88Dy0UkDLgV23Kv/4hIW2x/mD+Ibbc/pVTBvACsEJFfgK3AMKA28AaAiLwLnDDGTM48n4FtSeYf2GqYjcGWMBuZ7Z7rgKkichTbkswW2P7/+d+ieCCllFKqsERGRtqdT5s2rZgiKT2qVq3Kiy++SJ06dejQocMV+7/44oscOnTIOr/jjjv49ddfCzNEpZRSqsAcni0iIqEi8pOInMxcqoWIhInI/Vl9jDHPGWPOZR6/DwRh+yO+izHmE2yzYFIAF2CYMeZVxx9FqbLJGPMhtt0rn8G242VH4B5jzJHMLrWB6tmGVALeAn7HtptmTaCjMebnbH1GY9uY47XMfgux7Wo7vfCeRCmllCpc77zzjt35Aw88QEBAAAArVqyw2zlTFcywYcPo2rXrVc3Mq1ixIsnJyda5LslUSqnis3XrVrp06YKnpyeVKlUiKCgo141cUlJSaN68OSJSZn5eOpQwE5Ensc1q+RLbH9/OmZfOYfvDPVfGmB+NMYuMMVszz/cYYwYaY3rnU0hcKXUFxpjXjDF+xhg3Y0wrY8z32a4FGWMGZTsfa4zxzexbzRgTkvX/yWx9zhtjwjL7lTfG1DXGTMtcAqqUUkqVSKNHj7Y7Hz9+PADnzp1j+PDhtGjRosz8EVCYUlNTrV1IczNgwADWr1/P7bffbrX99786iV0ppYra1q1b6d69O8HBwfz8889s376dUaNG5bqBy6RJk6hRo0YxRFl8HJ1hNhoYaoyZi62uUZZfgGbXHJVSSimllFLXkTGGCxcuWOe+vr60b98egISEBHr27EnLli0JDAwsrhBLheXLl1O/fn02btyYZx9XV1e6d+/OTz/9ZLWNGDGiKMJTSqkbWlBQEGPGjGHSpEl4e3vj4+PDzJkzAdi8eTOurq52tSIXLVpElSpVOHXqVB53zN/YsWMZM2YMTz/9NE2aNKF+/fr07t3bqu2ZZf369WzcuJGFCxc6/GwlkaMJM39gZy7tKYCnIzcUkUARSb9yT6WUUkoppQrmww8/JCPj7/1sBgwYYC0frF27Nh988AHbtm3TYv/XKCIigiNHjvDaa69dsa+LiwvOzraFKqmpqaSlpRV2eEqpMi4pKSnPV/al4lfqe/mSxbz6OWL58uV4enqybds2FixYwOzZs/n6668JCgoiLCyM0NBQ4uPjiYyMZOrUqSxZsoTq1W0VeObNm4eXl1e+r6yEW0xMDNu2baNatWrceeed3HLLLXTq1Ikff/zRLp4zZ84wdOhQVqxYgYeHh0PPVFI5WvT/MLYi4Ucua+8B7LmGePQ3FKWUUkopdd1NnDjR7rx///45+pQrV9j7YZV+kyZNwtfXl2HDhl2x77fffouzszPp6bbPzPv27cvq1asLO0SlVBnm5eWV57V77rmHL774wjqvVq2a3czk7Dp16sTmzZutcz8/P2JjY3P0y295el4CAgKYMWMGAPXr12fx4sWEh4fTrVs35syZwzfffMOwYcOIiooiNDSUXr16WWNHjBhB3759871/zZo1AazNV2bOnMnChQtp3rw57777LnfffTe7d++mfv36GGMYNGgQI0aMoHXr1kRHRxf4eUoyR38reB54VUTcsSW52ojII8Bk4IncBojIlX76VQQK/l+TUkoppZRS+di6dSvHjx+3zlu2bEmjRo0A+Prrr2nZsiU333xzcYVXqlSvXp2wsDxLGttp1qyZNcMM4NNPPy2ssJRSqsTI2owmS/Xq1YmJiQFsS9rfe+89AgIC8PX15aWXXrLr6+3tjbe391W9T9as6+HDhzN48GAAWrRoQXh4OP/973957rnneOWVV0hISGDy5MnX+lglkkMJM2PMMhEpBywAPID/A04ATxljPshj2D+Ar4EzeVx3zqNdKaWUUkoph2X/9B1syzEBzp8/T69evUhLSyMyMpKGDRsWR3il2oULF/JcwlOlShWGDh3Kf/7zH8A2EyMmJoZq1aoVZYhKqTIkMTExz2vZE/iAlaTKzeVF8a/nzCsXFxe7cxGxKymwZcsWAOLi4oiLi8PT8++qWPPmzWPevHn53n/9+vV06NDBWsbZuHFju+uNGjXi6NGjAGzatIn//e9/OWqatW7dmv79+7N8eeneu9HheefGmCXAEhGpAjgZY/L+r8nmd+ATY8zbuV0UkebAfY7Go5RSSimlVG7Onj1rHYsI/fr1A+DYsWPUr1+f5ORkGjRoUFzhlUr79+9n9OjRpKSk2C1butz48eN55ZVXrGVLrVu3tv5QU0qp6y17cqm4+l6LgwcPMnbsWJYsWcKqVasYOHAg4eHhVgKvIEsy/fz8qFGjBvv27bO7vn//fnr06AHAf/7zH+bMmWNdO3nyJCEhIXz44Ye0bdv2ej7aDcmhhJmI+APljDF/GGNis7XXB1KNMdG5DPsVaAnkmjDDtmGA/nRUSimllFLXzeeff273yXzXrl3tPlXfsWMHcXFxWuz/OvPw8GDz5s1kZGSwf//+PBOStWvXZuDAgdYshWPHjhVlmEopVWKkp6cTGhpKcHAwgwcPpkePHjRr1oxFixZZdToLsiRTRJg4cSIzZswgMDCQ5s2bs3z5cvbu3cvHH38M2P6Nzi6rBlzdunW59dZbr+PT3Zgc3SXzHeDOXNrbZl7LzQhgYh7XMMb8bozxdzAepZRSSimlchgyZAhgWz4zbdo0Ro4caXddRLR+WSG49dZbWbZsWb7JsiyTJk2yO58/f35hhqaUUiXS3LlziY6O5q233gLAx8eHpUuXMm3aNCIiIhy6Z1hYGJMnT2bs2LEEBgYSHh7O119/Td26da9n6CWWOLJrg4gkAC2NMQcua68H/GKMqXSd4lNKlVAiUgGIj4+Pp0KFCsUdjlJKqTLo0qVLVt2VypUrExcXZ12Lioritttuy1GzRhWPBx54gLVr1wK2OkJpaWnFHJFSqqRKTk7m8OHD+Pv74+7uXtzhqEKQ3/c4ISGBihUrAlQ0xiRcy/s4OsPMADfl0l6RKxTvF5H6IvKYiPxLRCZlHtd3MA6llFJKKaVy1a5dO+t40aJF1nFiYiJ33HEHfn5+Wi+riPz111/5Xn/66aet4/T0dBz5UF8ppZS6nhxNmP0ATBYRKzmWeTwZ+DG3ASJSUUTWAvuAl4DHgScyj/eKyKeZM1KUUkoppZS6Zjt37rSOK1eubM1aioqKwsXFBXd3d2rVqlVc4ZUZkydPpmbNmvz000959mnXrp3dTm0TJkwoitCUUkqpPDmaMJsEdAH2icgyEVmGLRHWkbzrlL0C+AN3GGMqG2MaGmMaGGMqY6uH5p/ZRymllFJKqWuyf/9+u/MnnnjCKv7ftm1bTpw4wbp167TYfxH4888/uXjxIqtWrcq33wsvvGAdv/nmm4UdllJKKZUvh3bJNMbsEZEAYBQQCFwE3gUWG2Pi8hjWEwgxxmzL5X7bRGQ48JUj8SillFJKKZVdly5drOPHH3+cWrVq4erqarW5u7tz2223FUdoZc7UqVN58MEHCQkJybdfcHAwbm5upKSkkJSUxPnz57npptyqwCillFKFz6GEGYAx5iQwpaDDHLymlFJKKaXUVTtx4gRg2x3z7bffttrj4uLw9vYurrDKJF9fX3x9fa/YT0T497//TVhYGAAdO3a0W1arlFJKFSVHl2QiIpVEJFhEBojIwOyvPIasA5aISOtc7tUaeAP4zNF4lFJKKaWUAnj++eet40ceecQ6vnDhAnXr1iUoKIiYmJjiCK3MS0tLy/drP2rUKGuZ7O7du4sqLKWUUioHhxJmIvIP4CiwHlgMvJzt9VIew0YDJ4GfRSRORPaKyO8iEgdsA04BYxyJRymllFJKqSzTp0+3jvv162cV+9+yZQsJCQkcPXqUKlWqFFd4ZdYPP/xAw4YNGTx4cJ59nJ2d+de//gXYkmvHjh0rqvCUUkopO+LIls0ish/4EphijLlQwLG3AXcAPplNp4Gtxpi9BQ5EKXXDytz1Nj4+Pp4KFXQDXKWUUkXn8kL+v//+u1Wv7NixY0RHR9OhQ4fiCK1MO3jwIA0bNsTb25s9e/bkmbTMyMigXLlyGGPo0qUL4eHhRRypUqokS05O5vDhw/j7++Pu7l7c4ahCkN/3OCEhgYoVKwJUNMYkXMv7OFrDrCbwn4ImywAyE2OaHFNKKaWUUtfd448/bnfeunVru+L+tWrVolatWkUdlgLq1q3LZ599RqdOnfD09Myzn5OTEzfffDOxsbFs2rSJjIwMnJwcriSjlFJKOcTRnzwbgBy1yK6GiNwqIl65tLuISEcH41FKKaWUUooVK1bYnffv3x+A9PT04ghHXeaee+7JN1mW5aGHHrKOZ8+eXZghKaWUUrlyNGH2BfC8iMwUkYdEpGf2V24DRKS6iPwMHAHOicjyyxJn3sC3DsajlFJKKaXKuNTUVKteGdhmKvXr14/k5GTq1KnDsGHDiI+PL8YIVXYHDhzI89rrr79uHc+fP78owlFKqTLnrbfeIigoiAoVKiAinDt3zu56dHQ0Q4YMwd/fn/Lly1O3bl1mzJjBpUuX7Ppt2LCBdu3acdNNN1G1alUeeughDh8+XJSPUigcTZgtAWoBzwAfAZ9me63JY8x8IB1oC3QHGgObRaRytj6S20CllFJKKaWupF+/fnbnXbt2xcfHhy+++IKjR4+yYcMGvLxyLHRQRSw9PZ2ePXtSv359du7cmWsfEcHV1RWAlJSUogxPKaXKjAsXLtC9e3emTJmS6/W9e/eSkZHBm2++SVRUFC+++CJvvPGGXf9Dhw5x//3306VLFyIiItiwYQOxsbE8+OCDRfUYhcahhJkxximfl3Mew7oCTxljfjHGfAPcBRwHNomId9atHYlHKaWUUkqpX3/91e58wIABADz44IN89913vPzyyzg75/Wrqioqzs7O3HTTTTg7O/PTTz/l2S/7bqcDBw4sitCUUqpYBQUFMWbMGCZNmoS3tzc+Pj7MnDkTgM2bN+Pq6soPP/xg9V+0aBFVqlTh1KlTDr1fWFgYTz/9NO3atcv1evfu3Vm2bBnBwcHUqVOHnj17MmHCBFavXm312bFjB+np6cyZM4e6devSsmVLJkyYQGRkJKmpqQ7FdaO45uqZInK1205UBP7KOjHGpAC9gWhsSzGrXWssSimllFKqbEpNTeXIkSPWuYeHB7169QJss5U6duzIAw88UFzhqcvMnTuXvXv3MmrUqDz7TJs2zTq+vDadUko5IikpiaSkJIz5e67OpUuXSEpKyjGbNatvRkaG1ZaamkpSUhLJyclX1dcRy5cvx9PTk23btrFgwQJmz57N119/TVBQEGFhYYSGhhIfH09kZCRTp05lyZIlVK9eHYB58+bh5eWV7yt7ws0R8fHxeHt7W+etW7fG2dmZZcuWkZ6eTnx8PCtWrCA4OBgXF5dreq/i5lDCTEScRWS6iJwAEkWkTmb7syIyJI9hh4CA7A3GmDSgT+a1zx2JRSmllFJKqUmTJtmd33///br88gbm5+dHvXr1rtgva1kmkKNmjlJKFVRW0ig2NtZqe/755/Hy8sqRwK9WrRpeXl4cPXrUanv11Vfx8vJiyBD7tIefnx9eXl78/vvvVts777zjUIwBAQHMmDGD+vXrM3DgQFq3bk14eDgAc+bMwdvbm2HDhtG/f39CQ0OtD4cARowYQURERL6v1q0d2r8RgIMHD/LKK68wYsQIq83Pz4+NGzcyZcoU3NzcqFSpEsePH+eDDz5w+H1uFI7OMJsKDAImAdl/cu0CnshjzHpg2OWN2ZJmEQ7GopRSSimlyriXX37Z7nzAgAGkpKRw55138vzzz3Px4sViikxdSWxsLMeOHcv12sqVK63jrl27FlVISilVbAIC7OYZUb16dWJiYgDbhwjvvfcen3zyCRcvXuSll16y6+vt7U29evXyfZUvX96huE6ePEn37t3p06cPTzzxd9rn9OnTPPHEEzz22GNs376d7777DldXV3r37m03k68kcjRhNhAYZox5H1sh/yy/AbflMWYqtsRYDplJsweBOg7Go5RSSimlyqg//vjD7pfyKlWq0K1bNz799FO2bt3Kyy+/XOKXhZRWK1euxM/Pj3HjxuV6PXvR6K1btxZVWEqpUioxMZHExESqVKlitU2cOJHExEQWL15s1zcmJobExERq165ttY0cOZLExETefvttu77R0dEkJibSqFEjq23QoEEOxXj5zysRsVvquWXLFgDi4uKIi4uz61tYSzJPnjxJ586dueOOO3jrrbfsrr366qtUqFCBBQsW0KJFCzp27Mh7771HeHg427ZtK/B73UjKOTiuJpDbPtBOQK6/jWQmxRLyuqExJh04ktd1pZRSSimlcjN27Fi78379+uHi4sK9997L0qVLERHKlXP0115VmJo2bUpSUhLR0dEkJyfj7p6zPHKtWrU4duwYaWlpJCUl4enpWQyRKqVKg9z+/XB1dbVb/p1fXxcXl1w/gMmr7/V28OBBxo4dy5IlS1i1ahUDBw4kPDwcJyfbXKgRI0bQt2/ffO9Rs2bNAr3niRMn6Ny5M61atWLZsmXWe2W5cOFCjg11ss6zJ/pKIkd/c4gCOpAzwdUHyH1vaKWUUkoppQrBt99+a3eetTtmbnVm1I2lWbNm/Pzzz7Ru3RoRybXPypUrueuuuwBo2bIl+/btK8oQlVLqhpCenk5oaCjBwcEMHjyYHj160KxZMxYtWsTEiRMB25LM7AX5r+T06dOcPn2aAwds86F27drFTTfdRO3atfH29ubkyZMEBQVRu3ZtFi5cyNmzZ62xPj4+ANx77728+OKLzJ49m0ceeYTz588zZcoUfH19adGixXX8ChQ9RxNms4AVIlIT26yyB0WkIbalmvddr+CUUkoppZTKz+7du7lw4QJg+2S9adOmtGnTppijUgVx++2353u9ffv21vH+/fsLOxyllLohzZ07l+joaNatWwfYElZLly6lb9++dOvWjebNmxf4nm+88QazZs2yzjt27AjAsmXLGDRoEBs3buTAgQMcOHCAW2+91W5sVimELl268H//938sWLCABQsW4OHhwR133MFXX33lcL20G4U4WoRNREKAKUArbEmzHcBsY8zG6xeeUqqkEpEKQHx8fDwVKlQo7nCUUkqVUrVq1eL48eMAREVF0bhxYy5dusSgQYPo27cv//jHP3IsFVFF48KFC/z2229ERkYSFRVF165d6dmzZ57909LS2Lp1Kx06dMhxrWLFiiQk2Kq7nDhxgho1ahRa3Eqpki05OZnDhw/j7++f6zJvVfLl9z1OSEigYsWKABWNMXmWBbsaDifMlFIqP5owU0opVRSyL+PL+r32k08+oXfv3vj4+HD06FEt+F/IjDEcP36cyMhIAgICrALZS5cuZejQoVY/d3d3Dhw4kGv9nMTERFq3bs3+/fvZs2cPt91mv4/Yrl27rJ3jmjZtyq5duwrxiZRSJZkmzEq/okqYFUn1UxEJuHIvG2PMb4UZi1JKKaWUKh2++uor69jT05MNGzYQEhJCq1atmDRpElWqVNFk2XV26dIldu/eTWRkpN3rr7/+AuC1117jySefBKB58+b4+PgQGBhIdHQ0+/btY86cObz++us57uvl5cVtt93G2bNn+eOPP3IkzJo1a4aIYIwhKiqq8B9UKaVUmedQwkxE/gJym5pmgGRsO2i+Y4xZltkekXlN8hiXnc6ZV0oppZRSV/TYY49Zx0lJSezbt4+QkBD8/Pz497//XYyRlQ5nzpwhMjKSmjVr0qRJEwC2bNlC586dc/QtV64ct912G25ublZbq1atOHXqFADff/89nTp1YunSpUycOJE6derkuMfixYupWLEiN910U67xtGzZkl9//RVjDEeOHMHX1/d6PKZSSimVK0dnmM0GpgLrgZ+xJcJuB7oDrwL+wOsiUs4YsyTzPEsLYCHwPLA1s+0OYDwwycF4lFJKKaVUGRMTEwPYlmU+88wzPPzww8UcUcmUnp7O3r17c8waO336NADjxo1j0aJFAAQGBuLt7U1AQADNmzcnMDCQwMBAGjdubJcsA/vlsh07diQkJIQNGzYwa9Ysli9fniOOywtKX+6LL76wdmX7xz/+wW+/6cIUpZRShcfRhNldwDRjzBvZG0VkOBBsjHlIRH4DxgBLjDFHsvX5CBhjjPky29DfROQY8CzwqYMxKaWUUkqpMmLNmjXWcadOnZg5cyapqalMmTKF/v37WzOilL1z584RGRmJm5sb7dq1A+D06dM0bdo0R18RoX79+lSuXNlqq1y5MrGxsXbJsKs1Z84cbr75ZqZPn37FvhEREVSuXNluFtktt9xiLcvUGmZKKaUKm0NF/0UkEWhujDlwWXs9IMIY4yUidYHfjDGel/W5CLQ0xvx+WXsjYIcxpmTvO6qUArTov1JKqcLl5eVFUlISYEv43HLLLXz66af06tWLatWqceLECcqVK5JyvTckYwwHDx60ZotFREQQGRnJ0aNHAejZsydr1661+tapU4caNWpYM8YCAwNp1qwZnp6e+b1NoZg3bx5Tp05l0KBBLFu2zO5au3bt2LZtG2BL/mUWdlZKKYsW/S/9bvSi/3HAP4AXL2v/R+Y1AE/gfC5jfwemicgQY0wygIi4AdMyrymllFJKKZWvrGSZiLB9+3buu+8+atasSa9evWjcuHGZSpYlJSWxa9cukpKSuPvuuwHIyMggMDCQCxcu5Ojv6+tL9erVrXMR4dChQw7NGrsWaWlpuX6funbtyvTp08nIyMAYYxfX5s2bKV/e9vn68OHD+eCDD4osXqWUUmWLo79JPIutRllnbDXMDNAGuAcYkdmnG/BdLmNHAOuAYyISmdkWmHmP+xyMRymllFJKlRFLliyxjo0xrFy5kvvuu4/bb7+d1atX48gKipLi2LFj1myxrNeBAwcwxtC4cWNrB0lnZ2fatGnD+fPnCQwMtOqNBQQEUKlSpRz3Lcpk2bFjx3j66ac5d+4cX3zxRY7rbdq0ITo6mlq1auW45u7uTq1atTh27JjdslyllFLqenMoYWaMWSIie4BRwIPYiv7vBToZY7Zk9lmUx9ifRcQfGADcljn2Q+D/jDFJjsSjlFJKKaXKjrCwMLvzAQMG2J0X9UypwpCSkkJUVBTHjx+nZ8+eVvs999zD7t27c/T38fGhTp06ZGRk4OTkBMCmTZtuyK9Famoqq1atIi0tjR9++IEOHTrk6JNbsizLPffcw5tvvsmlS5fYvHkzQUFBhRitUkqpsqrANcxEpBzQH9hgjDldKFEppUo8rWGmlFKqsGRPAlWtWpWjR4+yYsUK+vTpk+vsqRtdTExMjlljv//+O+np6bi7u3P+/Hlr6eLgwYP55Zdf7HaoDAwMpFq1asX8FAXz5JNP8sYbb3DXXXfx/fff55nYi4uL4/vvv+eBBx6w2s6ePWs9r7e3N3/++WeRxKyUKhm0hlnpV1Q1zJwKOsAYkwa8DrhdqW9eRCRURH4UkZMi4pvZNlZE7nf0nkoppZRSqvR79dVX7c779evHN998w7BhwwgICCAjI6OYIruytLQ0oqKi+OCDD+yWjQ4fPpyQkBAmTZrE+++/z+7du0lPT8fb25s77riDv/76y+r73//+l127drFixQomTJhAt27dSlyyDGDatGm4u7vz448/smHDhlz7nDhxAj8/P/r06cORI0es9qpVq1rHcXFxuQ1VSil1BXFxcYwePZqGDRvi4eFB7dq1GTNmDPHx8Xb9RCTH64033rDrY4xh4cKFNGjQADc3N2rVqsW8efOK8nEKhaM1zLYBLYAjV+p4ORF5EpgNvISt0L9z5qW/gDBgrYMxKaWUUkqpUm769Ol25wMGDCAmJoYmTZoQEhJiLUcsbufOncsxaywqKoqUlBQA7rzzTmrXrg1Ay5Yt2bNnj92MsebNm1OzZs0cM69uxCWWjqhZsyajRo1i4cKFTJ06lZCQkBzPVrNmTdq0aUNsbCyxsbH4+vpa19q3b89PP/0EkOeyTqWUUnk7efIkJ0+eZOHChTRu3JgjR44wYsQITp48yccff2zXd9myZXTv3t06v3yH4qeeeoqNGzeycOFCmjVrRnx8PLGxsUXyHIWpwEsyAUSkDzAf2y6ZvwJ2tceMMb/lM3YPMMUY86mInAcCjTGHRKQpsNkYU6XAASmlbji6JFMppVRhKF++PMnJyQDUq1eP/fv3IyIYY0hJSSny5TcZGRkcOnSIyMhIunXrZv3MmzhxIgsXLszR38vLi4CAAN544w2aNWsGkGMnyLIiNjaWOnXqcP78eT7++GMeeuihHH3+/PNPKleunCMRmpSUhJeXFwCVKlWyemVzgwAAIABJREFUm4WnlCrbSvKSzKCgIAICAnB3d2fp0qW4uroyYsQIZs6cyebNmwkODiY8PNz6kGDRokU899xz7Nq1y273Y0d99NFHDBgwgKSkJKsUgIiwZs0au6Xx2f3+++8EBASwe/duGjZseM0xXI2iWpLp6AyzDzP/9z/Z2gy2Av6Gv2eN5cYf2JlLewrg6WA8SimllFKqlNu1a5eVLAPb7LKsRJOIFPofRhcuXOC3336zZoxFRESwa9cuEhMTAVuR/c6dOwPQvHlzfH197XaoDAwMxN/fP0fypywmywCqVKnCuHHjmDVrFi+//HKuCbObb74517Genn//2XDu3LlCi1EpVbokJRV8n0E3NzcreZSWlkZKSgpOTk6UL1/+ivfN/m/V1Vq+fDnjxo1j27ZtbN26lUGDBtG+fXu6detGWFgYoaGhREZGEh0dzdSpU1m5cqWVLJs3b94Vl0KuX78+z1m5WZMdsp43y6hRo3jiiSfw9/dnyJAhDBs2zPpZtm7dOurUqcPnn39O9+7dMcbQtWtXFixYgLe3d4Gf/0biaMLM/xre8zDQnJzLOXsAe67hvkoppZRSqhQbMmSI3Xm/fv3YtGkTQUFB13UppjGG48ePExERQfPmza0dG1esWMGIESNy9Hdzc6Np06akpaVZbY8++ij9+/e/bjGVVuPGjcPNzY1Ro0bl2y89PZ2PPvqIu+66i1tvvRWw7Qx6+rRtD7IDBw5Qr169Qo9XKVWyZc1MLYhVq1bRp08fANasWUPfvn3p1KkTmzdvtvr4+fnlugTRkRV9AQEBzJgxA4D69euzePFiwsPD6datG3PmzLHqdkZFRREaGkqvXr2ssSNGjKBv37753r9mzZq5tv/55588++yzDB8+3K792Wef5e6776Z8+fKEh4czfvx4YmNjmTZtGgCHDh3iyJEjfPTRR7z77rukp6czduxYevfuzaZNmwr8/DcShxJmxpgC1y7L5nngVRFxxzYjrY2IPAJMBp64hvsqpZRSSqlSbPv27dZx27ZtOXz4MD169KB169b8/PPPDs3UunTpElFRUTnqjWUt8XvrrbcYOnQoYJs15uPjY1dnLDAwkAYNGuT4NL6szhorqAoVKjB58uQr9nviiSd45513GDlyJIsXLwZg69at+PvbPscPCQnh4MGDhRqrUkoVhYCAALvz6tWrExMTA4CrqyvvvfceAQEB+Pr68tJLL9n19fb2dmhWV0JCAvfeey+NGze2knVZshJjYPs5CDB79myrPSMjg5SUFN59910aNGgAwNtvv02rVq3Yt29fkS3TLAyOzjBDREKBEdhmm91hjDkiImHAYWNMnoX7jTHLRKQcsADwAP4POAE8ZYz5wNF4lFJKKaVU6fXBB/a/Jvbv35+TJ09SsWJF2rdvf1UJqjNnzhAZGcmtt95K48aNAVvB+K5du+boW65cOW677TZcXV2ttjZt2nDq1KlrfBKVF2MM0dHRVhIsu9DQUD799FNrth/YZnRkOXz4cFGEqJQq4bKW0BeEm5ubddyrVy8SExNzzGqOjo6+1tAsLi4uduciYrcD9JYtWwDbLpdxcXF2yz4dWZJ5/vx5unfvjpeXF2vWrMnx/pdr164dCQkJnDlzhltuuYXq1atTrlw5K1kG0KhRIwCOHj1a9hJml+10OZW/a5ad4yp2ujTGLAGWiEgVwMkYE+NIHEoppZRSqmx48cUXrWNnZ2cefvhhqlWrRr9+/bh48aJd3/T0dPbu3Ws3YywiIoIzZ84AtoL8CxYsACAwMBBvb2+7HSoDAwNp3Lix3R9JoLPGCtORI0d46KGHOHHiBAcPHsTDw8PueufOnTl27FiO5VRNmjQhKioKY0yJn8mglCp8jtQUy65cuXI5ZhRfj/terYMHDzJ27FiWLFnCqlWrGDhwIOHh4VYCr6BLMhMSEggJCcHNzY3PPvvsqmqB7ty5E3d3dypVqgTYdi1OS0vj4MGD1K1bF4D9+/cD2O1uXBI5OsNsNDA0c6fLp7O1/wLk3A4oGxHZBDxojDlnjInN1l4B+NQY08XBmJRSSimlVCkVERFhHQcHB1OtWjXA9kn89u3bcXd3p23btgAcP36cpk2b5riHiFCvXr2s3bMAW+H52NhYTYYVs+rVq/Pnn39y+vRpXn31VSZOnGh3XURyrT302WefWX+gdenShRMnThRJvEopVdTS09MJDQ0lODiYwYMH06NHD5o1a8aiRYusfzMLsiTz/PnzBAcHc+HCBd577z0SEhJISLBtKlm1alWcnZ1Zt24dp0+f5o477qB8+fJ8++23TJ06lWHDhlkfKnXt2pWWLVvy+OOP89JLL5GRkcHIkSPp1q2b3ayzkuhaiv47utNlEOCaS7s7kPtWDUoppZRSqszasmULly5dAmzFh3v37s3hw4fx9fWlW7dufPfdd/Tq1YvVq1cDULt2bWrXrs2tt95qN2usWbNmuc4C0GRZ8XN1dWXmzJkMGjSI+fPnM2zYMLvEZna7du0iIiKC0NBQ6tSpY7WfPHmyqMJVSqkiN3fuXKKjo1m3bh1g2/hk6dKl9O3bl27duln1xa7Wr7/+yrZt2wBybJpy+PBh/Pz8cHFx4bXXXmPcuHFkZGRQp04dZs+ezciRI62+Tk5OrFu3jtGjR9OxY0c8PT3p0aMHixYtusYnLn7iyK4NIrIHmGyMWSsi54FAY8whERkDPGaMaZXLmKzKdRFAFyAu22VnoDsw3BjjV+CAlFI3nMxZo/FZWxMrpZRSjqpataq1+1hqaiqbN2+mW7dutG3blm3btlG+fHkGDRrEa6+9Zo0xxmgirIRJT0+nadOm7N27lxkzZjBz5swcfSIiImjRogXu7u4cPnwYHx8fKleuzLlz5wCIiYmhatWqRRy5UupGkpyczOHDh/H397+qJYaq5Mnve5yQkJD1gUtFY0zCtbyPo/tvZ+10+TB/73Q5FZiXeS03EdhmpRlgU+Z51utXYBq2umhKKaWUUkpZspJlIkK5cuWsHTH37dsHwNNPP22XLMvqq0oWZ2dnnn32WQAWLVpkfd+zCwwM5M4776Rnz57WrMNNmzZZ13v27Fk0wSqllCr1HFqS6eBOl/7YkmuHgDbA2WzXLgExxph0R+JRSimllFKlU9ZuYAAeHh6cOHGCKVOm4O7uzvjx4/H29iYsLKwYI1TX04MPPkiLFi3YuXMn8+fPZ+FC+/LIIsKmTZvsNmRo0aKFdbx9+/Yii1UppVTp5ugMM4wxS4wxvkA1wMcYU8sY83Y+/Y8YY6KNMU7GmF8yz7NepzRZppRSSimlLte7d2/r2MXFhVtuuYXU1FRrRtnEiRN16X8p4uTkxNy5cwHYunUrGRkZOfpcvnspQP369QHbss7Ld01VSimlHOFQwkxEZohIXQBjTKwxJsaBezQWke4i0jP7y5F4lFJKKaVU6XTq1CnANrPok08+4dKlS6xcuZKDBw9SrVo1Ro8eXcwRquute/fubNiwgR9++AEnp7z/XDl37hzPPvssZ8+e5ZNPPrHa77vvvqIIUymlVCnn6C6ZDwHPiMh24D3gQ2PM2SuMAUBE6gBrgGbY6pllFZjI2n3A2cGYlFJKKaVUKbJ7927ruF27djg5OVGjRg2GDh3K4sWL8fDwyHXXS1WyiQjBwcFX7Ne7d2/Cw8NJSkpi/vz5VvvmzZsLMTqllFJlhUMzzIwxAUAAtuL944ATIvKliDwqIh5XGP4ycBi4BbgANAE6Ar8AQY7Eo5RSSimlSp/sSZOvvvqK1atXEx8fz/nz5xk5ciSDBw8uxuhUUUhMTGTt2rW5Xnvqqado0qQJ7dq1A8DPzw+AjIyMXJdyKqWUUgUhxpgr97rSTUTaA48CfQB3Y0yehSREJBboYoz5TUTigTbGmH0i0gVYZIxpkddYpVTJISIVgPj4+HitLaOUUsoh2Xe6jIiIoGHDhnz33Xf4+fnRsGHDYoxMFYW//vqLRo0aERMTw65du2jSpInddWMMxhhr2ebBgwepV68eYNtlc9y4cUUes1Kq+CUnJ3P48GH8/f1xd3cv7nBUIcjve5yQkEDFihUBKhpjEq7lfRwu+n+ZJOAitt0uXa7Q1xlIzDyOBWpkHh8B9DcfpZRSSilFdHS03bmXlxevvfYaY8aMYf/+/cUTlCpSlStXpn379hhjmD59eo7rImJX46xu3bqUL18eIMfumkoppVRBOZwwExF/EZkqInuwLadsCcwEfK4wdDe25ZwA24BJmTPUngEOORqPUkoppZQqPTp37mwdt2rVimrVqjF//nz279/PmTNnijEyVZSeffZZRIQ1a9awffv2XPtkZGTw8ccf8+abb1ozzE6dOsX1WEmjlFKq7HJ0l8ytwAFsSzCXAb7GmC7GmKXGmPgrDJ+T7X2nAb7AD8A9wBhH4lFKKaWUUqVL9hlmHTt2pF69epw9e5a6devy2GOPFV9gqkg1btyY0NBQAKZNm5Zrn40bN9KnTx8mTpzIP//5T6v94YcfLpIYlVKqpAoKCkJE7F79+vWz6zN37lzuvPNOPDw8qFSpUo57REZG8sgjj1CrVi3Kly9Po0aNePnll4vqEQqVozPMvgUCjDHNjTHPG2NOXO1AY8wGY8zqzONDxpjGQBWgmjFmk4PxKKWUUkqpUuKvv/6yOz969CgxMTEAzJgxAxeXK1UAUaXJjBkzKFeuHBs3buS7777LcT04OJiOHTsSFhbGo48+arWvWbOmKMNUSqkSaejQoZw6dcp6vfnmm3bXL126RJ8+fXjyySdzHf/rr79StWpV3nvvPaKiopg6dSqTJ09m8eLFRRF+oSrnyCBjzJRrfWMRqQfUBb43xsRJ9qquSimllFKqzOrVq5d13K5dO+rXrw/YdkHMnhBRZUOdOnUYOnQor7/+OlOnTuWHH36w2xDCycmJzZs3W22enp4kJSWRlpZWXCErpZRDgoKCCAgIwN3dnaVLl+Lq6sqIESOYOXMmmzdvJjg4mPDwcDp06ADYNjh57rnn2LVrF9WrV3foPT08PPDxybuy1qxZswB45513cr3++OOP253XqVOHrVu3snr1akaNGuVQTDcKR5dkOovIEBH5PxH5RkQ2ZX9dYezNIhIO7Ae+BLK+q0tFZJEj8ShV1onIP0XksIgki8ivItIhn76DRMTk8nK/rF9NEXlPRP4UkQsiEiEirQr/aZRSSpV1Bw4csI6HDBnCa6+9BsCCBQtwdnYurrBUMZo2bRoeHh7ceuutXLhwIcf17Am0Z555xjrOvkRTKaVKguXLl+Pp6cm2bdtYsGABs2fP5uuvvyYoKIiwsDBCQ0OJj48nMjKSqVOnsmTJEitZNm/ePLy8vPJ9/fDDD3bv9/7771OlShWaNGnChAkTOH/+/DU/Q3x8PN7e3td8n+Lm0Awz4GVgEPAFtiL+Bamo+SKQCtQGfs/W/mHmtfEOxqRUmSQiDwMvAf8EfgKGA+tFpLEx5mgewxK4bFdaY0xytntWzrzXt0APIAbbjNBz1/0BlFJKqWzS09M5ccJW7cPJyYkLFy6QkJBAQEAADz30UDFHp4pLjRo1OHz4MNWqVcu33549e9i7d691/uabb1oJV6WUSkpKKvAYNzc3ypWzpU7S0tJISUnBycnJ2pU3v/t6enoW+P0CAgKYMWMGAPXr12fx4sWEh4fTrVs35syZwzfffMOwYcOIiooiNDTUblb2iBEj6Nu3b773r1mzpnXcv39//P398fHxYffu3UyePJnIyEi+/vrrAsedZevWraxatYovvvjC4XvcKBxNmPUD+hpjvnRgbDAQYow5ftkqzD+wbQCglCqYccDbxpilmedhIhICPAlMzmOMMcaczuee/wKOGWMGZ2uLvuZIlVJKqStYtOjvBQdt2rRh06ZNPPfcc9x55504OTm8wbsqBa6ULDPG8PDDD7N7925EBGMMGRkZRRSdUqok8PLyKvCYVatW0adPH8BWG7Fv37506tSJzZs3W338/PyIjY3NMdaR3XoDAgLszqtXr27V8XR1deW9994jICAAX19fXnrpJbu+3t7eBZrZNXToUOu4adOm1K9fn9atW7Njxw5atmxZ4NijoqK4//77eeaZZ+jWrVuBx99oHP2t4xK2XTId4QnknEdtK/yf4uA9lSqTRMQVaAVsvOzSRuDOfIZ6icgRETkuIp+LSIvLrvcEfhGRj0QkRkR2isjQ3G6ULRY3EamQ9QJuKujzKKWUUlOnTrWOK1SowNq1a9m7dy8dO3YsxqjUjeTQoUNMmjQpR40yEWHMmDE88sgjdn+oLV269PJbKKXUDevyjW1ExC75v2XLFgDi4uKIi4uz6+vIkszsWrZsiYuLC3/88UeB496zZw9dunRh6NChee5qXNI4OsNsEfCUiIwyBU+Zfg8MBKZnnhsRcQImYlv+pZS6elUAZ+DMZe1ngLwqN+7FtqR6F1ABeAr4SUQCjTFZ/zLWwTZD7QVgHtAG+I+IpBhj3s3jvpOBGQ4+h1JKKQVglwSZPn06TZo04eGHHy7GiNSNJDU1lfbt23P69GkaN27MoEGD7K4PHTrUmjGRtZpl6tSpPPHEE0UdqlLqBpSYmFjgMW5ubtZxr169SExMzDHjOTo6+lpDuyoHDx5k7NixLFmyhFWrVjFw4EDCw8OteAq6JPNyUVFRpKamFngDgaioKLp06cJjjz3G3LlzCzT2RuZowuwuoDPQQ0SisNUksxhjHsxn7ERgs4i0BlyBBUATwBto72A8SpV1lyeuJZc2W0dj/gf8z+oo8hOwAxgNjMlsdgJ+ybYj7k4RaYItiZZXwuw5bAm2LDcBxwvwDEoppcq47Dtw+fn5cc899/DKK6/Qtm3b4gtK3VBcXFwYP348EydOZObMmTzyyCN2f8xe3jc1NdVayqSUUo7UFMuuXLlyVj2z63nfq5Genk5oaCjBwcEMHjyYHj160KxZMxYtWsTEiROBgi3JPHjwIO+//z733HMPVapUYc+ePYwfP54WLVrQvv3fqZmjR48SFxfH0aNHSU9PJyIiAoB69erh5eVFVFQUnTt3Jjg4mHHjxnH6tK3yj7OzM1WrVr3OX4Wi5eiSzHPAGuA7IBaIv+yVJ2PMHiAA+Bn4GtsSzdVAC2PMQQfjUaqsigXSyTmbrBo5Z53lyhiTAWwH6mdrPgXsuazr79g268jrPinGmISsF3Dt26sopZQqU55//nnr+Pjx45w/f55atWoVY0TqRjRy5EiqV6/OkSNH8lxuefbsWfz9/a3zlStXFlV4SilVKObOnUt0dDRvvfUWAD4+PixdupRp06ZZSayCcHV1JTw8nJCQEBo2bMiYMWMIDg7mm2++sduR+plnnqFFixbMmDGDxMREWrRoQYsWLfjll18A+Oijjzh79izvv/8+1atXt16333779XnwYiSOFKFz+M1EygFTgf8aY44V2RsrVYqJyDbgV2PMP7O17QHWGmPyKvqffbxgS2DvMsY8ntn2f0AtY0yHbP1eBNoaY/KrjZb9vhWA+Pj4eCpUqFCgZ1JKKVU2ZS2h8/T0JCkpibZt2/K///3vCqNUWfT666/zz3/+Ex8fHw4ePIiHh4d1zRiDv78/R44csdrc3d25ePFicYSqlCpiycnJHD58GH9/f9zd3Ys7HFUI8vseJyQkULFiRYCKmRM5HHZNWw2JSFURuUtE2ovIFefaGWPSsC3JdL5SX6XUVXsBeEJEHheRRpmJrdrAGwAi8q6IPJfVWURmiEiIiNQRkebA20DzrP6ZXgTaicgUEaknIo8Cw4BXi+qhlFJKlS1LliyxjpOSkgCyfuFVKochQ4bg5+fH6dOnWbx4sd01EaFfv360bt3aaktOTi7qEJVSSpVwDiXMRMRTRP6LbdnW98APwEkReVtEPPIfzTdAkCPvq5TKyRjzIRAGPANEAB2Be4wxWR+r1gayV22sBLyFbYnlRqAm0NEY83O2e24HegGPALuxbdIRZox5v3CfRimlVFk1ZswYu/OqVava7ZipVHaurq7MmjULgPnz5xMfb18VZs6cOWzfvp2GDRtabTt27CjSGJVSSpVsDi3JFJE3ga7AKOCnzOa7gP8AXxtjnsxn7HBgJvA+8CuQlP26MeazAgeklLrh6JJMpZRSBZG1HDPLzz//XCrqn6jCk56ezl133UVISAgTJkzAy8srR59z585RuXJlABo0aMC+ffuKOkylVBHTJZmlX1EtyXR0l8yHgN7GmM3Z2r4UkYvAKmw76eXl9cz/HZfLNYMu11RKKaWUKlOyCgdn6dmzpybL1BU5OzuzZcuWHMnW7Ly8vBARjDH88ccfRRidUkqpks7RhJkHue/AF5N5LU/GmGuqm6aUUkoppUqXhx56yDoeP348oaGhxRiNKknyS5alp6fTqFEjslbUGGM4cuQIvr6+RRWeUkqpEszR5NVWYJaIWHPfRKQ8MCPzmlJKKaWUUlfl2LG/N09ftGgRixYtKsZoVEkUHh5OUFAQx48ft9qcnZ1p164dlSpVstoGDhxYHOEppZQqgRxNmIUBdwLHRSRcRL4BjgHtgadyGyAiXURkT2Zdo8uvVRSRKBHp6GA8SimllFKqBDpx4oQ1A8jHx4cGDRowaNCg4g1KlSjGGGbNmsV3333HnDlz7K698MILnDlzxpqJtmfPnuIIUSmlVAnkUMLMGLMLqA9MxrYr32/A00A9Y0xUHsPCgCW5FV0zxsQDbwJjHYlHKaWUUkqVTMHBwdbxo48+yt69e+ncuXMxRqRKGhFh7ty5ALz99tscPHjQula1alVcXV25//77AYiPjycjI6NY4lRKKVWyOJQwE5HJwCPGmCXGmPHGmHHGmKXAIyLyrzyGBQJf5XPbjUArR+JRSimllFIlU/YZP8OGDUNE8q1LpVRuOnToQPfu3UlLS2PmzJk5rmcl1FJTU5k9e3YRR6eUUqokcnRJ5nBgby7tUcCIPMbcAqTmc880oKqD8SillFJKqRImOTnZOnZycqJBgwbFGI0q6bKWY77//vvs3r3bak9JSWH48OHWeVbyTCmllMqPowkzH+BULu1ngep5jDkBNMvnngF53FMppZRSSpVCXbp0sY4zMjIYPXp0MUajSrpWrVrRu3dvjDFMnz7dandzc8PV1dU6T0tLIyUlpThCVEqpG8pbb71FUFAQFSpUQEQ4d+5cjj5//fUXoaGhVKxYkYoVKxIaGmrXb/Pmzdx///1Ur14dT09Pmjdvzvvvv5/ne37wwQeICA888EChPNP15GjCLKvA/+XaAyfzGPMlMDv7zppZMnfYnAV87mA8SimllFKqBDHGsHXr35ure3p60rNnz2KMSJUGs2fPxsnJiU8//ZSdO3da7S+//DIjR460zhcvXlwc4Sml1A3lwoULdO/enSlTpuTZ59FHHyUiIoKvvvqKr776ioiICEJDQ63rW7ZsISAggE8++YT/Z+++w6Oq1j2Of3caCQECARICioDSIUhXEEU8hKqIBSyEolJEaSpXmpTQOwockI7g8ahIU+CKwkXh0EEQBKVIEwgRAuk9+/4Rs0/GhJCETCYJv8/zzPPsvfZae95JHJx5s9a7fv75Z1577TW6d+/O119/ne5eFy5c4L333qNFixZ2eT25zUjdlShbg1LqlA3967H9r+angGnATNM0J2cwxhc4DCQB84DfABOoCbwFOAMNTNO8lv2XISL5zV874oaFhYVRokS6zXFFROQe9+2339K2bVsgpWh7WFgYnp6eODnl9O+5IilGjx5NzZo16dq1a7r/nlLr43l6ehIZGemI8ETEzmJjYzl37hyVK1fG3T3dfJ18rWXLlvj7++Pu7s6SJUtwc3OjX79+jB07lh07dhAQEMC2bdushNPMmTOZPHkyx44dw8/vdov97mzHjh08+eST3Lx5k5IlS1rtJ0+epFatWuzdu5emTZsCsHfvXh599FF+/fVXqlevnuH9OnTogK+vL8uWLbPakpKSeOKJJ+jVqxc7d+7k1q1brF+/PkfxZvY7Dg8Px8vLC8Aro00ns8Mlh+OmAd7AP4HU+c2xwNSMkmUApmleMwyjGbAAmAykVnM1gW+B/kqWiYiIiNwbtm7dah2/8sorFC9e3IHRSGGSWVF/Z2dnkpKSiIqKIjo6mqJFi+ZhZCLiaFFRUbe95uzsbJN8yayvk5MTHh4ed+zr6emZ7RhXrlzJO++8w759+9izZw89e/akefPmtG7dmsGDBxMYGMjRo0c5f/48I0eO5LPPPrOSZZMmTWLSpEmZ3n/Lli1ZnuG1Z88evLy8rGQZwCOPPIKXlxe7d+++bcIsLCyMmjVr2rQFBQVRtmxZXn/9dXbu3Jml53e0HCXMzJRpae8bhjGelBliMcBp0zQzLQZgmuYFoL1hGKWAh0hJmp02TfNmTuIQERERkYJp8+bN1vHs2bMdGIkUZjExMbi7u2MYBlFRUZQuXZqQkBAA3n//febOnevgCEUkLxUrVuy219q3b8+mTZuscx8fH6KjozPs+8QTT7Bjxw7rvFKlSly/fj1dv5ys6PP392fMmDEAVK1alXnz5rFt2zZat27NhAkT+P777+nTpw+//PILgYGBdO7c2Rrbr18/unTpkun9K1SokOVYgoOD8fHxSdfu4+NDcHBwhmPWrFnDgQMH+Pjjj622//znPyxdupQjR45k+bnzg7ua826aZqRpmgdM0zx+p2TZ38bd/GvcfiXLRERERO49v/763w3XFy1a5MBIpLBaunQpVapUsZKzRYsWtfmyrP/uRCQ/8vf3tzn38/OzEv1ubm6sXr2ar776ipiYGObMmWPT19vbm4ceeijTR9qZcVmRupQ9LdM0M2zfsWMHPXv2ZPHixdSuXRuAiIgIunXrxuLFiylTpky2ntvRcrokU0REREQk27777ju+/PJLm7YGDRo4KBopzH777TeCg4MZOXIk7dq1w8nJifnz59OuXTsA4uPjuX79eoH7Aif1nfpwAAAgAElEQVQiOZdZ7UJnZ2eb89QkVUb+Xh/x/PnzdxVXWq6urjbnhmGQnJxsne/evRuA0NBQQkNDbZZ95vaSzHLlynHtWvrKWX/++Se+vr42bT/88ANPP/00s2bNonv37lb72bNnOX/+PE8//bTVlvp6XFxc+O2333jwwQezFE9eU8JMRERERPJEUlISgwcP5sSJE1bb1q1badWqlQOjksLq/fffZ+HChRw9epQ1a9bQpUsX2rZtyyOPPMLevXsB+Ne//sXAgQMdHKmI5JXs1BSzV9+7cfbsWYYMGcLixYv54osv6N69O9u2bbMSeLm9JPPRRx8lLCyM/fv306RJEwD27dtHWFgYzZo1s/rt2LGDjh07MnXqVPr06WNzjxo1anDs2DGbtlGjRhEREcGHH37I/fffn+V48poSZiIiIiKSJz7//HObZJlhGLRu3dqBEUlhVrp0ad577z3GjBnDBx98wHPPPYeLiwubNm2idOnSAIwYMUIJMxEpEJKSkggMDCQgIIBevXrRrl076taty8yZMxk6dCiQsiTT29s7y/cMDg4mODiYM2fOAHDs2DGKFy9OxYoV8fb2pmbNmrRt25bevXtbNcn69OlDx44drYL/O3bsoEOHDgwaNIjnn3/eqm3m5uaGt7c37u7u1KlTx+Z5U3fi/Ht7fqN9u0VERETE7hITExk7dqxNW8uWLR0Si9w7Bg8eTOnSpTl16hSrVq0CUr7EpYqKiuLGjRuOCk9EJMsmTpzI+fPnrfqL5cqVY8mSJYwaNSrHxfQXLlxI/fr16d27NwCPP/449evXZ+PGjVafTz/9lLp16xIQEEBAQAD+/v7Wv6cAK1asIDo6msmTJ+Pn52c9nnvuubt4tfmDkZNdG0RE7sQwjBJAWFhYGCVKlHB0OCIi4mDLly/ntddew9nZmaSkJAA++ugjBgwY4ODIpLCbOXMm7733HhUrVuTUqVMAuLu7W9c//vjjdEuIRKTgio2N5dy5c1SuXNnmvS6FR2a/4/DwcLy8vAC8TNMMv5vn0QwzEREREbGr+Ph4xo0bB2AlywAeeOABR4Uk95D+/ftTvnx5Ll68yPfff0+RIkXo16+fdX3YsGEOjE5ERPIrJcxERERExK6WLVvGhQsXbOqqlC9fnvbt2zswKrlXeHh4sHjxYg4ePEiHDh0AWLBggXX95s2bhIaGOio8ERHJp5QwExERERG7ql69Og0bNsTDw8NqW7BgAS4u2n9K8kb79u1p2LChTVvFihWt4w0bNuR1SCIiks8pYSYiIiIidvXkk09y4MABrly5YrW1bdvWgRHJvezChQuEhYUxZcoUq23mzJkOjEhERPIjJcxERERExO6Sk5NJ3WzK09PTZqdCkbwyY8YMqlWrxowZM2jdurXV/ssvv3Dr1i0HRiYiIvmNEmYiIiIiYhf//Oc/mTBhAhEREbz55ptW+8CBAx0YldzLqlSpQnx8PLNnzyY5ORlXV1frWkhIiAMjExGR/EaFI0REREQk14WHhzN69Ghu3LhBxYoVWbZsmXUtdcdMkbzWuXNnGjZsyKFDh5gyZQo9evRgyZIlAMTFxTk4OhERyU80w0xEREREct2HH37IjRs3qFatGq+88gpJSUkAuLq62szqEclLhmEwadIkIGUG5KhRo3BySvlKNHHiREeGJiIi+YwSZiIiIiKSq27evGkVUR83bhzTpk2zrqnYvzha69atefzxx4mLi2PixIlUqlQJgK+++orff//dscGJiEi+oYSZiIiIiOSqWbNmERYWRp06dejSpQtjxoyxrv3zn/90YGQiKbPMUmeTLVu2jObNmwOQmJhIv379HBmaiIjkI0qYiYiIiEiuuX79OnPmzAEgKCgI0zRJTEy0rt93332OCk3E8thjj9G+fXvc3d0JCAiw2nfu3Gnt5ioiUpiFhoYyYMAAqlevTtGiRalYsSIDBw4kLCzMpt/Fixd5+umn8fT0pEyZMgwcOJD4+PgM7/mf//wHFxcXHn74YZv2xMRERo0aReXKlfHw8KBKlSoEBQWRnJxst9eXG1T0X0RERERyzbRp04iMjKRBgwY8++yzbNy40bpWvXp1B0YmYmvevHl4enri4+NDYGAgALGxsRiG4eDIRETs78qVK1y5coUZM2ZQq1YtLly4QL9+/bhy5Qpr1qwBICkpiQ4dOlC2bFl27drFjRs36NGjB6ZpMnfuXJv7hYWF0b17d5566imuXbtmc23q1KksXLiQlStXUrt2bQ4ePEivXr3w8vJi0KBBefaas8vQX1BExB4MwygBhIWFhVGiRAlHhyMiInnk1KlTjBs3jm7dutGuXTv8/PwIDg4G4PDhw9SvX9/BEYqkV7FiRS5dugRAREQExYoVc3BEIpJTsbGxnDt3jsqVK+Pu7u7ocLKlZcuW+Pv74+7uzpIlS3Bzc6Nfv36MHTuWHTt2EBAQwLZt22jRogUAM2fOZPLkyRw7dgw/P7+7fv4vv/ySbt26ERUVhYuLC1u2bKFjx45cunSJ8uXLA/Dvf/+bnj17EhISYvM976WXXqJq1ao4Ozuzfv16jhw5Yl3r2LEjvr6+LF261Gp7/vnnKVq0KKtWrcp2nJn9jsPDw/Hy8gLwMk0zPNs3T0NLMkVEREQk11SrVo1PP/2Udu3aAXDjxg3r2t+XaIjkF6NHj7aO69evb+3qKiKFS1RUFFFRUTZLr+Pj44mKiiIuLi7DvmmXDSYkJBAVFUVsbGyW+ubEypUr8fT0ZN++fUybNo2goCC+++47WrZsyeDBgwkMDCQsLIyjR48ycuRIFi9ebCXLJk2aRLFixTJ97Ny587bPnTrZwcUlZTHinj17qFOnjpUsA2jTpg1xcXEcOnTIalu+fDlnz561qVma1mOPPca2bds4deoUAEePHmXXrl20b98+Rz+jvKKEmYiIiIjctYxWLUydOtX6wtCgQQMtdZN8aebMmfTu3ds6P3PmDD/88IMDIxIRe0lNGl2/ft1qmz59OsWKFePtt9+26evj40OxYsW4ePGi1TZ//nyKFSvG66+/btO3UqVKFCtWjJMnT1ptK1asyFGM/v7+jBkzhqpVq9K9e3caNWrEtm3bAJgwYQLe3t706dOHV199lcDAQDp37myN7devH0eOHMn00ahRowyf98aNG4wfP56+fftabcHBwfj6+tr0K1WqFG5ubtbs8dOnTzNs2DA+/fRTK9H2d++//z4vv/wyNWrUwNXVlfr16zN48GBefvnlHP2M8opqmImIiIjIXXvrrbeIiIggKCiIypUrk5SUxNixY63rkyZNclxwIpl4/vnnGT58uM1skNWrV9OqVSsHRiUi9yp/f3+bcz8/P0JCQgBwc3Nj9erV+Pv788ADD1ib7KTy9vbG29s7288ZHh5Ohw4dqFWrVrpZYhn9scs0TQzDICkpiVdeeYVx48ZRrVq1297/888/Z/Xq1fzrX/+idu3aHDlyhMGDB1O+fHl69OiR7XjzimaYiYiIiMhd+f3331m8eDGrV6+26kABNktWnnrqKUeEJnJHlSpVok+fPjZtX331lXbLFCmEIiMjiYyMpEyZMlbb0KFDiYyMZN68eTZ9Q0JCiIyMpGLFilbbW2+9RWRkpE0tLoDz588TGRlJzZo1rbaePXvmKEZXV1ebc8MwbJZ67t69G0jZ5TI0NNSmb06WZEZERNC2bVuKFSvGunXrbJ6/XLly1kyyVDdv3iQhIQFfX18iIiI4ePAgb7/9Ni4uLri4uBAUFMTRo0dxcXFh+/btQMrPeNiwYbz00kvUrVuXwMBAhgwZwuTJk3P0M8ormmEmIiIiIndl/PjxJCYm0rp1ax5//HEAmw/3Hh4et12mIZIfjBw5kmXLlhETEwOkzLY4evSo6u6JFDKenp7p2tzc3HBzc8tSX1dX13QJrcz65razZ88yZMgQFi9ezBdffEH37t3Ztm0bTk4pc6H69etHly5dMr1HhQoVrOPw8HDatGlDkSJF2LhxY7oC+o8++igTJ07k6tWrVp20rVu3UqRIERo2bEixYsU4duyYzZh//vOfbN++nTVr1lC5cmUAoqOjrRhTOTs723xWyI/0yUVEREREcuzUqVN88sknQEriLFVQUJB1PGHChDyPSyQ7/Pz8GDhwIFOnTrXali9fzocffujAqERE/ispKYnAwEACAgLo1asX7dq1o27dusycOZOhQ4cC2VuSGRERQUBAANHR0axevZrw8HDCw1M2lSxbtizOzs4EBARQq1YtAgMDmT59OqGhobz33nv07t3b2iGzTp06Nvf18fHB3d3dpv3pp59m4sSJVKxYkdq1a/PTTz8xa9YsXnvttdz40diNlmSKiIiISI6NHTuW5ORkOnbsSNOmTQFYtWqVzdKWtAWERfKr//mf/7GZEfLRRx/l+9kPInLvmDhxIufPn2fRokVAynLJJUuWMGrUKI4cOZLt+x06dIh9+/Zx7NgxHnroIfz8/KxHankFZ2dnNm3ahLu7O82bN6dLly48++yzzJgxI1vPNXfuXF544QX69+9PzZo1ee+99+jbt6/NH9ryI0Nr80XEHgzDKAGEpW5NLCIihc/x48fx9/fHNE0OHz5M/fr1SUpK4sEHH+TChQsANG7cmP379zs4UpGsGT9+PKNHj7bOv//+e9XfEylgYmNjOXfuHJUrV063xFAKh8x+x+Hh4Xh5eQF4maYZfjfPoxlmIiIiIpIj06dPxzRNnn/+eerXrw9AQkKCVbMEsJaJiBQE7733ns2OcIcPH3ZgNCIi4khKmImIiIhIjsydO5egoCDGjRtntbm7u7Nr1y7r/MUXX3REaCI54uHhQZMmTazz1atXOzAaERFxJCXMRERERCRHSpQowQcffEDt2rVt2hMTEwFsZuqIFBT/93//Zx3//PPPnDt3zoHRiIiIo2iXTBERERHJllu3buHl5ZUuIfbNN99w6NAh6zx1maZIQeLh4YGLi4uV+P3HP/7B2bNnHRyViIjkNc0wExEREZFs6dq1K02aNLHZlSs5OZkBAwYwduxYq+3rr792QHQid69Vq1bW8e+//87ly5cdGI2IiDiCEmYiIiIikmU7d+5k69atHDlyJHUXKgAiIiJ48sknrXNnZ2fKly/viBBF7trcuXNtzj08PBwUiYiIOIoSZiIiIiKSJaZpMmrUKADeeOMNm90wvby8GDBggHWeNnkmUtBUq1bN5nz27NkOikRERBxFCTMRERERyZJt27bx448/UqRIEUaOHJnu+rPPPmsdr1q1Ki9DE8l1nTp1so5nzZpFSEiIA6MREZG8poSZiIiIiNxR2tllffv25b777rOu7d69m6tXr3Lx4kWrzcfHJ89jFMlN8+fPt46jo6M1a1JE5B6jhJmIiIiI3NHmzZvZt28fHh4eDB8+3GpPTk4mMDDQpl5ZiRIlcHLSx0wp2CpUqICbm5t1furUKUJDQx0YkYiI5CV9khERERGRO/rss88AePvttylXrpzV/ueff+Ln52eTIFO9Jyks0m5s0bNnT0qWLOnAaERE7MM0Tdq1a4dhGKxfv97m2sWLF3n66afx9PSkTJkyDBw4kPj4eJs+8+fPp2bNmnh4eFC9enU++eSTdM9x69Yt3nrrLfz8/HB3d6dmzZps3rzZrq/rbrk4OgARERERyf8++eQTOnXqlG5Zmq+vL7t27cIwDKvt1VdfzevwROyif//+jBs3DoAHHngAJycnTNO0+e9dRKSgmzNnTob/riUlJdGhQwfKli3Lrl27uHHjBj169MA0TWs34QULFjB8+HAWL15M48aN2b9/P71796ZUqVI8/fTTAMTHx9O6dWt8fHxYs2YN9913H5cuXaJ48eJ5+jqzyzBN09ExiEghZBhGCSAsLCyMEiVKODocERGxs9QP2s7OziQmJjo4GpHcYZqmNXvSw8ODvn37Eh4eztKlSx0cmYjcTmxsLOfOnaNy5cq4u7s7OpxsadmyJf7+/ri7u7NkyRLc3Nzo168fY8eOZceOHQQEBLBt2zZatGgBwMyZM5k8eTLHjh3Dz88vR8959OhROnbsyIEDB/Dz82PdunXWJj5btmyhY8eOXLp0ySq98O9//5uePXsSEhJCiRIlaNasGc2bN2f69OnWPQcPHszBgwfZtWsXAAsXLmT69On8+uuvuLq63s2PCMj8dxweHp46O9jLNM3wu3keLckUERERkds6efIkUVFRGV47deoU8fHxfPzxx1bbgAED8io0EbszDAMXl5RFOTExMcyZM4dly5Zx7NgxB0cmIjkRFRWV7UfaPwIlJiYSFRVFTExMlu6bEytXrsTT05N9+/Yxbdo0goKC+O6772jZsiWDBw8mMDCQsLAwjh49ysiRI1m8eLGVLJs0aRLFihXL9LFz507ruaKjo3n55ZeZN2+eTbmFVHv27KFOnTo2dUrbtGlDXFwchw4dAiAuLi5d0srDw4P9+/eTkJAAwMaNG3n00Ud566238PX1pU6dOkyaNImkpKQc/YzyipZkioiIiEiGEhMT6dy5M7du3WLjxo00adLEupacnEz79u0JDw+3+Wvx2LFjHRCpiP20atWKrVu32rSNHDmSjRs3OigiEcmpYsWKZXvMF198wYsvvgjAunXr6NKlC0888QQ7duyw+lSqVInr16+nG5uTFX3+/v6MGTMGgKpVqzJv3jy2bdtG69atmTBhAt9//z19+vThl19+ITAwkM6dO1tj+/XrR5cuXTK9f4UKFazjIUOG0KxZMzp16pRh3+DgYHx9fW3aSpUqhZubG8HBwUBKAm3JkiU8++yzNGjQgEOHDrFs2TISEhK4fv06fn5+/P7772zfvp1XX32VzZs3c/r0ad566y0SExMZPXp0tn9GeUUJMxERERHJ0Keffspvv/1G6dKlqVmzps21ixcvEh0dTVxcnPUloVixYjZF0kUKg02bNqVbQvT111+zb98+mjZt6qCoRKSw8vf3tzn38/MjJCQEADc3N1avXo2/vz8PPPAAc+bMsenr7e2Nt7d3lp5n48aNbN++nZ9++inTfhnVNktby/GDDz4gODiYRx55BNM08fX1pWfPnkybNg1nZ2cg5Y9sPj4+LFq0CGdnZxo2bMiVK1eYPn16vk6YaUmmiIiIiKSTkJBgFTt///330xXmrVSpEhcvXuTNN9+0/oL+/PPP53mcIvbm4uJi84WxTp06QMosMxEpWCIjI7P9SDuDq3PnzkRGRrJlyxab+54/fz7DsTnx9wS9YRgkJydb57t37wYgNDSU0NBQm77ZWZK5fft2zp49S8mSJXFxcbGWnz///PO0bNkSgHLlylkzyVLdvHmThIQEa+aZh4cHy5YtIzo6mvPnz3Px4kUqVapE8eLFKVOmDJCS9KtWrZqVQAOoWbMmwcHB6XbczE80w0xERERE0lm+fDnnzp3D19eXt956K8M+Li4uLFy40DqfMGFCXoUnkqdSd36DlC+LLi4ubNu2je3bt9OqVSsHRyciWeXp6XlX49MmlnLzvll19uxZhgwZwuLFi/niiy/o3r0727ZtszYnyc6SzGHDhvHGG2/YXKtbty6zZ8+2drd89NFHmThxIlevXrXqpG3dupUiRYrQsGFDm7Gurq7cd999QMrGAB07drTiat68Of/6179ITk622k6dOoWfnx9ubm538yOxKyXMRERERMRGbGws48ePB2D48OEULVrU5npoaKi15CM8PGUDKicnJ+uDskhh8/3331u7fl++fJkWLVqwc+dOJk6cqISZiOSJpKQkAgMDCQgIoFevXrRr1466desyc+ZMhg4dCmRvSWa5cuUyLPRfsWJFKleuDEBAQAC1atUiMDCQ6dOnExoaynvvvUfv3r2tfxNPnTrF/v37adq0KTdv3mTWrFkcP36clStXWvd88803mTt3LoMGDWLAgAGcPn2aSZMmMXDgwLv9sdiVlmSKiIiIiI3Fixfzxx9/UKFCBfr27WtzLTk5maZNm9KkSRO2bt1qLcf8xz/+4YhQRfLE35ck79y5E29vb1atWuWgiETkXjNx4kTOnz/PokWLgJSE15IlSxg1ahRHjhyxy3M6OzuzadMm3N3dad68OV26dOHZZ59lxowZVp+kpCRmzpxJvXr1aN26NbGxsezevZtKlSpZfe6//362bt3KgQMH8Pf3Z+DAgQwaNIhhw4bZJe7cYuRk1wYRkTsxDKMEEBYWFmb99UFERAqGAQMGMG/ePBYsWEC/fv1srh0/fpwGDRrg7u7Ogw8+aH1Iv3z5ss228yKFzQMPPMDFixeBlJpC7777LhMmTKBIkSIOjkxE0oqNjeXcuXNUrlwZd3d3R4cjdpDZ7zg8PDx1AyIv0zTD7+Z5NMNMRERERGzMnTuXI0eO8Nprr6W7VqdOHf744w+++uorjh49CqTULVGyTAq7FStWWMemafLmm29aybKbN286KCoREbEXJcxEREREJJ169erdthCvj48P1apVs5Zj+vv752VoIg7x5JNP2pyvW7eOS5cu0a5dO5o2bUpiYqKDIhMREXtQwkxEREREANi0aRPnzp277fWkpCTrOG3yYOnSpXaNSyS/SC2EDbB27VquXbvG3r17OX36tE2BaxERKfiUMBMpBAzD6G8YxjnDMGINwzhkGEaLTPr2NAzDzOCR4QJ/wzCG/3V9jv1egYiIONqtW7fo1q0b1apVY//+/emum6ZJ/fr16datG1euXLFJrNWuXTsvQxVxmLTJ4d27d9O4cWN8fX0BGDduHHFxcY4KTUREcpkSZiIFnGEYXYE5wESgPrAT2GIYRsVMhoUDfmkfpmnGZnDvxkAf4OfcjltERPKX2bNnc+vWLapVq0bDhg3TXd+7dy/Hjh1jw4YNNgV2vb29cXFxyctQRRzm78synZycqF69OuXLl+fSpUt8/PHHDopMRERymxJmIgXfO8BS0zSXmKZ50jTNwcAl4M1MxpimaQanffy9g2EYxYBPgd6AKtmKiBRiN27cYPbs2UDKLBlnZ+d0fR555BEOHDjAggUL6Nu3r9X+v//7v3kWp0h+UKpUKet47NixbNiwgTFjxgAwceJEIiMjHRWaiKSRWmdTCp+8+t0qYSZSgBmG4QY0BLb+7dJWoFkmQ4sZhnHBMIw/DMP4xjCM+hn0mQ9sMk3z+yzGUsQwjBKpD6B4VsaJiIjjTZ8+nYiICB5++GGee+65DPsYhkGjRo3o1q0ba9eutdobN26cV2GK5Atpd49t0SKlCkavXr148MEHCQkJ4aOPPnJUaCJCys7NANHR0Q6OROwl9Xeb+ru2F0NZV5GCyzCM8sBloLlpmrvTtI8AepimWT2DMY8ADwHHgBLAIKA9UM80zdN/9XkJGAU0Mk0z1jCMHcCRv2av3S6WscCYv7eHhYVRokSJHL9GERGxr2vXrlGlShWio6P5+uuv6dix4x3HGIYBgLu7OzExMfYOUSRfSUxMtL6kde7cmbVr1xIeHs4nn3zCgAEDePjhhzl8+LD1PhGRvHf16lVu3bqFj48PRYsW1fuxkDBNk+joaEJCQihZsiR+fn7p+oSHh+Pl5QXgZZpm+N08nwpOiBQOf898Gxm0pXQ0zb3AXqujYfwHOAwMAAYahnE/8CEQkFFds0xMBmalOS8O/JGN8SIi4gBTpkwhOjqapk2b0qFDh3TXTdMkICCAxx57jEGDBjFy5Ejr2ssvv5yXoYrkCy4uLjRp0oT9+/ezceNGpk6dyrhx4+jatSsrVqzgpZde0pdzEQcrV64cACEhIQ6OROyhZMmS1u/YnjTDTKQA+2tJZjTwomma69K0fwg8bJrmE1m8z2LgPtM02xmG8SywDkhK08WZlARcMlDENM2kDG7z93uWAMI0w0xEJH+bOHEiU6ZMYe3atbRu3Trd9R9++IGWLVtSrFgxrly5QunSpUlISABSZqf5+PjkdcgiDrdq1Sq6d+8OpBT+T05OpkmTJuzdu1fJMpF8JCkpyfp/lhQOrq6uGdZaTZWbM8yUMBMp4AzD2AccMk2zf5q2E8AG0zSHZ2G8AewHjpmm+ZphGMWBB/7WbTnwKzDVNM3jWYxLCTMRkQLi5s2blCxZMsMv+rGxsaxbt45r164xePBgq49hGCQnJ+d1qCL5gmmaODn9txz08uXL6dGjh/X+SExM5MCBAzz66KOOClFE5J6kJZkiktYsYJVhGAeBPUAfoCKwEMAwjE+Ay6nJM8MwxpCyJPM0KTXMBgIPA28BmKYZAdgkxQzDiAJuZDVZJiIiBUvaXf/+zt3d3Vp6mboTIECrVq3sHpdIfmUYBoZhWDu19ezZ07p2/fp1mjVrxoULFzh9+jQVK1Z0UJQiInI3tEumSAFnmubnwGBgNHAEeBxob5rmhb+6VATSVkMsCSwCTpKym2YF4HHTNPfnWdAiIuJwM2bMYPv27dkaM336dOt4wYIFuR2SSIFStWpV6/jcuXMAJCcnU7RoUSpUqEB8fDzjx493VHgiInKXtCRTROxCSzJFRPKvM2fOUKNGDZKSkjh69Cj+/v7p+pimSa9evQgICOCFF17Azc0NJycnTNPUckwR4Pz581SuXBmAypUrExQUxOjRo3nllVdo3749zZs3x9nZmRMnTlCtWjUHRysicm/IzSWZmmEmIiIico8ZN24cSUlJtG/fPsNkGcDOnTtZuXIlffr0ITY2lp9++slaftamTZu8DFckX6pUqZJ1fO7cOVavXs25c+dYv349jz76KB06dCApKclmKbOIiBQcmmEmInahGWYiIvnTiRMnqFOnDqZpcvDgQRo2bJhhv6tXr7Jo0SISEhKYMGECTZs2Zf/+lNX7e/fupWnTpnkZtki+VKpUKW7dugWAn58fU6ZM4fnnn8fT05MjR45Qv359AI4cOUK9evUcGaqIyD1Bu2SKSL6nhJmISP7UpUsXvvzySzp37szatWuzPC7t7piJiYk2OwSK3Ks2btxIp06drPO/J5O7duiXlhQAACAASURBVO3KF198wdNPP83GjRsdEaKIyD1FSzJFREREJNuOHj3Kl19+iWEYjBs3LsvjTp48aR3fd999SpaJ/OWZZ56xOV+3bp3NeVBQEE5OTkRGRhITE5OXoYmIyF3Spx0RERGRe8To0aOBlFlmdevWzbCPaZqMGjWKgwcPWjXL3n77bev63Llz7R+oSAHy4IMPWsdfffUV3377LW3atGHRokVUr16dY8eOsW3bNjw8PBwYpYiIZJcSZiIiIiL3iK5du1KjRg3Gjh172z7/+c9/mDhxIk888QSRkZEA7Nu3z7retm1be4cpUqAEBQVZx2fOnGH79u1s3bqVpUuXAlCrVi1rSbOIiBQcSpiJiIiI3CNeeeUVTpw4QY0aNW7bp1SpUrz66qv06tWL4sWL88cffxAVFQVAp06dKFKkSF6FK1IgvPLKKzbnTk5OfPDBB3z22Wc27devX2fOnDmohrSISMGgov8iYhcq+i8iUrCZpolhGDa7Y0ZERFCsWDEHRyaS/7i6upKYmAhA/fr1OXz4sM31uLg4KlWqRHBwMBs2bEhX+0xERHKHiv6LiIiISJZ169aN+fPnExcXl+UxqUvIUpNlgJJlIrfRr18/6/inn37i/PnzNteLFClCz549ARg1ahTJycl5GJ2IiOSEEmYiIiIihdj27dv59NNPeeedd7h27dpt+5mmyaJFiwgJCbHabt26ZR3/9ddaEcnA3zfDWL9+PUePHuXtt9/m22+/BWDo0KF4eXlx7NgxPv/8c0eEKSIi2aCEmYiIiEghZZomH3zwAQB9+vShYsWKt+27Z88e+vbtS/Xq1a2ZaK1bt7auDxgwwL7BihRwPj4+1vG6detYvXo18+fPZ+HChQB4e3szdOhQIGXH2oSEBIfEKSIiWaOEmYiIiEgh9e2337J7927c3d0ZMWJEpn0TEhJo3LgxnTt3tgr7Hzp0yLqe+kVfRDKW9j32448/8swzz9C1a1feeustq33QoEGULVuWM2fOsHLlSkeEKSIiWaSi/yJiFyr6LyLiWKZp0rhxYw4dOsS7777LjBkzsjQuLi6OIkWKEBcXh7u7OwDly5fn8uXL9gxXpMAzTRMnp5T5CE5OTvz44480b948Xb85c+YwZMgQ7rvvPk6fPm29z0RE5O6p6L+IiIiIZGrDhg0cOnQIT09P3n///SyPS51dFhAQYLVt3Lgx1+MTKWwMw8DFxQVISZ5llCyDlA0CqlSpQseOHYmNjc3LEEVEJBuUMBMREREpZEzTZMyYMcB/l4Bl1nfr1q0kJibatO/cudM6btiwoX0CFSlkUpdfmqbJhQsXALh+/TofffQRx48fB8Dd3Z0TJ06wYMECSpYs6bBYRUQkc0qYiYiIiBQyhmGwdOlSnn/+ed59991M++7du5c2bdpQo0YNK2mWnJxMatkOLRcTybpZs2bh7OwMQGBgIDdu3GDw4MEMGjTIKv4P/53JKSIi+ZcSZiIiIiKFUKNGjVizZg3e3t6Z9vvjjz8oW7YsLVq0sJaTtW3b1rqe9ku+iGTOycmJChUqACmzNPv370+PHj1o0KABjRo1Stf/6NGjvPTSS4SGhuZ1qCIicgcq+i8idqGi/yIijpGYmGglvrIqPj6e8PBwypQpA6R86U/9jKjPiiLZ07dvXxYtWgRAmTJlCA4OtmadpWWaJvXr1+fo0aMMHz6cSZMm5XWoIiKFjor+i4iIiEg6CQkJPPzwwwwcOJBbt25leZybm5uVLIuNjbWSZB4eHnaJU6Qwmz17tnVsmmaGyTJIWTodFBQEwIcffkhwcHCexCciIlmjhJmIiIhIIfHJJ5/wyy+/8Pnnn+Pq6pppX9M0OXXqVLr2tMsxP/roo1yPUaSwK1q0KIZhAHDjxg2rPSkpiS1btnD16lWr7emnn6ZJkyZER0czefLkPI9VRERuTwkzERERkUIgLi7Omq0ybNgwPD09M+2/b98+qlevTuvWrW2WXe7evds6fuONN+wTrEghl3Zn2e3bt2OaJl27dqV9+/YsX77cumYYhrUUc+HChdbOmiIi4nhKmImIiIgUAkuXLuXixYuUL1+efv363bH/wYMHcXZ2pnz58tZsmN9//52EhAQAHn74YbvGK1KYbdmyxTp+6qmn+OGHH+jYsSOlS5dOV2PwqaeeolWrVsTHx1tJbxERcTwV/RcRu1DRfxGRvBMTE8ODDz7I1atXmT9/Pv3798/SuCtXrhAfH0+lSpUA6NixI5s2bQJg165dNG/e3F4hixR6qYlogIEDBzJt2jQAihQpkq7v3r17efTRR3FycuLEiRNUr149z+IUESlMcrPovxJmImIXSpiJiOSd2bNn884771CxYkVOnTqV4RfyO0lMTLTqnhmGQXJycm6HKXJPqVatGqdPnwagXLlyXLlyxSaJ9nevv/46/v7+9O3bF3d397wKU0SkUNEumSIiIiICQHJyMnPnzgVg9OjRd0yWmaZJeHj6z4/ffvutdVy0aNHcDVLkHrRt2zbrODg4mEOHDlnnZ86cISoqyqb/0qVLGTRokJJlIiL5hBJmIiIiIgWYk5MTe/bsYezYsXTv3v2O/Q8cOEC5cuXSLdscPXq0dazdMUXu3v3332+zW+3atWsB6NGjB1WrVmXNmjW3HasZniIijqeEmYiIiEgB5+vry5gxY2y+nN/Oxo0biYmJITIy0mozTZMzZ84A4OzszGuvvWa3WEXuJf7+/tbxqlWrgJSlmk5OTvz6668Zjlm7di21a9e22bFWRETynmqYiYhdqIaZiIj9Xb58mQoVKmRrjGma7Nmzh5IlS1KrVi2rPbW2UuPGjdm/f3+uxilyrwoJCcHX19c6P3nyJGXLliU2Nva279033niDpUuX0rJlS7Zv355p3TMREbGlGmYiIiIi97jQ0FBq1apFmzZtuHHjRpbHGYZBs2bNbJJlqbv3AfTr1y9X4xS5l/n4+Nicr127ltKlS2ea6B49ejRubm7s2LHDpg6aiIjkLSXMRERERAqgGTNmEB4eTnBwMKVKlbpjf9M0M6yLdOrUKYYPH26dazmmSO568MEHreMVK1bYXIuMjEz3vqxYsSJvvvkmACNGjEArgkREHEMJMxEREZECJiQkxCrMHxQUhJPTnT/SHTx4kIceeohZs2bZtE+cONH6wu7i4pL7wYrc4/bu3Wsdnz59mkuXLgHw7rvv4ufnx/bt29ONGT58OEWLFuXAgQNs3Lgxz2IVEZH/UsJMREREpICZOnUqUVFRNGrUiGeeeSZLY1asWMG5c+c4fPiw1ZZazyzVyJEjcz1WkXtdmTJl8PT0tM5Td8uMjY0lMjKSb775Jt0YX19fBg8eDMCoUaNISkrKm2BFRMSiov8iYhcq+i8iYh9XrlzhwQcfJDY2li1bttC2bdssjYuOjubLL7+kbt26NGjQwGp3c3MjISEBQEu/ROykX79+fPzxxwA0atSIAwcOcPr0aYKDg3nssccyLOx/8+ZNKleuTFhYGJs2baJ9+/Z5HbaISIGTm0X/lTATEbtQwkxExD4GDBjAvHnzaNasGbt27brrHfRSxxcvXpzw8Lv6XCkitxEREWF9HvLw8ODmzZsUKVLkjuM++eQTfH19CQgI0G6ZIiJZkJsJMxWqEBERESkgEhIS+O677wCYMGHCXX2BvnjxolVYHGDJkiV3HZ+IZKx48eI4OTmRnJxMfHx8umSZaZoZvp+7d++eVyGKiMjfqIaZiIiISAHh6urKzz//zNq1a3nyySezNObQoUMEBASwYcMGm/Zp06axefNm67xLly65GquI2AoMDAQgKSmJn3/+2WqfNWsWNWvW5OTJk5mODw0NJTY21q4xiojIfylhJiIiIlKAuLm50blz5yz3X7RoEd999x1ffPGF1RYTE8Mnn3xinf+1dEFE7GjJkiU4OzsDKQnqc+fOAfDjjz/y22+/sWLFituOXbhwIVWqVGHBggV5EaqIiKCEmYiIiEiBsGPHDqs4f3YMGzaMESNG8Pbbb1tta9euJSIiwjpPmzwTEftwcXGhevXqAPz222/07dsXgHfffZclS5YwatSoTMeGhYUxadIkm/euiIjYj4r+i4hdqOi/iEju+fXXX6lduzaVK1fm8OHDd/3v6pNPPsmOHTusc30eFMkbQ4YMYc6cOQD4+Phw/vx5PDw87jguISGB2rVrc/r0acaPH59pck1E5F6Wm0X/NcNMREREJJ8bO3YsycnJ1K5d+66TZWfOnLFJlvn6+t5ldCKSVRMmTLCOIyIispQsg5T6hUFBQQBMnz6d0NBQu8QnIiL/pYSZiIiISD72888/8/nnnwNYX5iz4siRI7z99ts2xcUBli1bZnO+du3auw9SRLLE09MTJ6eUr2AxMTFER0cDKbM8165dS6dOnfjzzz8zHNulSxf8/f0JDw9n2rRpeRaziMi9SgkzERERkXxszJgxALz44ovUq1cvy+MWLlzI/PnzmTJlitWWmJhoU1jcMAyaNWuWa7GKyJ09++yz1vEHH3zAxYsXMQyDyZMns3HjRj799NMMxzk5OVkz1D766COCg4PzJF4RkXuVEmYiIiIi+dShQ4dYv349hmEwduzYbI196aWXePHFF63C4gBbtmzh6tWr1vmbb76ZW6GKSBb9+9//to5nzZrFG2+8AaTUN3v//ffp2LHjbcd27NiRRx55hPj4eP7v//7P7rGKiNzLVPRfROxCRf9FRO5ehw4d2Lx5M926dWPVqlV3fb9OnTqxceNG6zw6OjrLNZREJPc4OzuTnJxsnZ89e5YqVapkaezRo0cpWrQoVatWtVd4IiIFlor+i4iIiBRyMTExxMXF4ezsbC3LvBtXr15l06ZN1rmXl5eSZSIO0q1bN5vzxYsXZ3lsvXr1lCwTEckDSpiJiIiI5EMeHh58//33nDhxgoceeijL444fP86HH36Ybhe9lStXkpSUZJ3XqlUr12IVkexZuXKlzfmyZcuIj48H4NixYwwbNoy4uLg73uf48eOcO3fOLjGKiNzrlDATERERyceqVauWrf7z589n8ODBDBgwwGozTZOlS5fa9Pvf//3fXIlPRHLG19fXOg4JCWHDhg0kJyfTvn17pk6darN8OiMfffQR/v7+DB8+3N6hiojck5QwExEREclHTNNk7ty5hISE5Gh806ZNqVevHq+//rpN+8qVK3FySvno5+fnp/qSIg42fvx4m/NFixbh5OTEG2+8wXPPPcf999+f6fiWLVsC8Pnnn3PkyBF7hSkics9S0X8RsQsV/RcRyZmtW7fSpk0bypQpw8WLF3NUZyz1851hGFbbypUr6dmzJ5AyMyXtDDQRcYy071GA06dPZ2sJ9iuvvMJnn31Ghw4d+Oabb3I7PBGRAkdF/0VEREQKIdM0+eCDDwAIDAzMcVF+wzDSfRFPmyB7++23cx6kiOQaT09Pm/PsFP8HGDduHM7OzmzatIndu3fnZmgiIvc8JcxERERE8olvvvmG/fv3U7RoUYYNG5atsadPn2bz5s02hf0BVqxYQd++fYmIiADA3d09XTJNRBzj008/tTlfvny5Vfz/1q1brFq1isxWBFWtWpXXXnsNgBEjRmTaV0REskcJMxEREZF8IDk52ZpdNmDAAHx8fLI1fs6cOXTo0MFm9phpmsyZM4dFixZZbVqKKZJ/dOrUCWdnZ+v8zz//ZP369SQkJFC1alW6d+/Onj17Mr3HBx98gJubGz/88APff/+9vUMWEblnKGEmIiIikg+sXbuWo0ePUrx4cYYOHZrt8WXKlMHb25sXXnjBpn3mzJk2M8qmTZt217GKSO7p0KGDzfnHH3+Mq6srHTt2pG7dukRFRWU6/v7776d///6ULl2aGzdu2DNUEZF7ior+i4hdqOi/iEjWJSUlUbduXU6ePMno0aMZN25cju4TGxuLm5ubtRsmpCzrKlWqFAAlS5bk5s2buRKziOSOiIiIdJ+VTp06xX333ZflJdS3bt3CyclJn7lE5J6Xm0X/XXInJBERERHJqZiYGFq1akVoaChDhgzJ8X3c3d3TtXXq1Mk6/uqrr3J8bxGxj+LFi+Pq6kpCQgIACxcuxM/PL1ubfpQsWdJe4YmI3LM0w0xE7EIzzEREsi8mJibbO2NevHiRuLg4qlatatO+du1adu3axezZs602fe4TyZ/atm3Lt99+C6TMLkv7fk5OTubw4cM0atTojvcxTZP169dTpEgR2rdvb7d4RUTyq9ycYaYaZiIiIiL5RHaTZQDTp0+nWrVq6ZZxfvjhhzbJsgceeOCu4xMR+/jmm2+spdSvv/661R4TE8NDDz1E48aN2b9//x3vs3TpUp577jkGDhxozVgTEZGcUcJMRERExEHi4+N5/fXXOXz4cI7vcfPmTZycnGjWrJnVdurUKX788Uebfvv27cvxc4iIfbm4uPDkk08CsHPnTiZNmkT//v3x8PCgWbNmlCpVipCQkDve5+WXX8bX15ezZ8+yfPlye4ctIlKoaUmmiNiFlmSKiNzZwoULefPNN/Hz8+PChQu4urrm6D6XLl2iQoUK1gyVYcOGMXXqVOu6YRgkJyfnSswiYh8///wz9erVs2n77bffKFOmDLGxsZQvXz5L95k7dy4DBw6kQoUKnDlzJsPahiIihZWWZIqIiIgUcLGxsUyYMAGAESNG5DhZBnD//fdbybKEhARWrFhhc71z5845vreI5A1/f3+b81mzZuHr64u3t3eWk2UAffr0oWLFily+fJkFCxbkdpgiIvcMJcxEREREHODjjz/m8uXL3H///fTu3Tvb4//8808iIiLStW/atIlr167ZtGl3TJGCoVy5ctaxn59f6iwJy6FDh3j22WeJjo6+7T2KFCnCmDFjAJg0aVKG/06IiMidKWEmIiIikseioqKYPHkyAKNGjaJIkSLZvsf48eMpX748ixYtsmlfunSpzXlO7i0ijrFp0ybruF+/fjbXEhISeOGFF9iwYQPjx4/P9D7du3enWrVqXL9+nTlz5tglVhGRwk4JMxEREZE8Nn/+fK5du0aVKlXo1atXtsebpsn+/fuJjIykUqVKVvvly5fZvHmzTd/Vq1ffbbgikkcaNGiAYRgAhIWFMX36dAYMGACAq6srCxcupEuXLrz77ruZ3sfFxYWgoCDq1atHkyZN7B63iEhhpKL/IoWAYRj9gaGAH/ALMNg0zZ236dsTyGjbJA/TNGP/6jMceA6oAcQAu4H3TdP8LRsxqei/iEgGIiIiqFy5Mjdu3GDFihX06NEjR/cxTZNdu3bRvHlzq37ZxIkTGTVqFE5OTiQnJ+Pp6UlkZGRuhi8idta8eXN2795t03by5Elq1KiRrfukbvSR+u+DiMi9QEX/RcRiGEZXYA4wEagP7AS2GIZRMZNh4aQk16xHarLsL08A84FHgNaAC7DVMAzP3H8FIiL3Fjc3N8aOHUvLli159dVXc3wfwzBo0aKF9WU4OTnZWo6Z+kX5hRdeuPuARSRP7dixwzp2dnYGSLf0OtXvv/9+2/s4OTkpWSYichc0w0ykgDMMYx9w2DTNN9O0nQTWm6Y5PIP+PYE5pmmWzMZzlAVCgCdM0/wxi2M0w0xExA6io6Px8PCwlm2l2r59O0899ZRNW1RUFEWLFs3L8EQkF7i5uZGQkGCde3t7c/nyZdzd3YGUGabDhg1jxowZbNmyhYCAgNveKyoqio8++oioqChrZ14RkcJKM8xEBADDMNyAhsDWv13aCjTLZGgxwzAuGIbxh2EY3xiGUf8OT5W6RVNoDkMVEZFcMnz4cGrUqMHXX39t075kyRKbc2dnZyXLRAqomTNnWsceHh6Ehoba7HZrGAbR0dEkJyezffv2TO914MABRowYwbRp0zh//ry9QhYRKXSUMBMp2MoAzsC1v7VfA8ql7w7Ar0BP4BngZSAW+I9hGFUz6mykTGGYBewyTfP47QIxDKOIYRglUh9A8ey8EBGRwu769es0atSIf//739aSyexKTk5m3bp1nDp1CldXV5v2vy/NSt2FU0QKngEDBlizSGNiYgD4+OOPbfpMmTKFLVu2MGXKlEzv1bJlS5566ikSEhIICgqyT8AiIoWQlmSKFGCGYZQHLgPNTNPck6Z9JBBomuYdq8MahuEEHAZ+NE1zYAbX5wMdgMdM0/wjk/uMBcb8vV1LMkVEUvzP//wP06dPp0GDBhw8eDDdksqsioiIYO3atXTr1s2qbwQpS7TKli3LjRs3cHV1JT4+PrdCFxEHqF+/PkeOHLFpO3HiBDVr1sz2vfbt28cjjzyCk5MTv/zyS7Y3EBARKSi0JFNEUl0Hkkg/m8yH9LPOMmSaZjJwAEg3w8wwjLmkzER7MrNk2V8mk7J0M/VxX1aeX0TkXhAcHMy8efMAGD9+fI6TZQDFixenR48eNskygGPHjnHjxg2AdLXMRKTgSVv8P9Xtiv9HRkby/vvvExqacfWMpk2b8swzz5CcnMzo0aNzM0wRkUJLCTORAsw0zXjgECk7WabVGtidfkR6fy25fBi4mrbNMIx5wHNAK9M0z2UhljjTNMNTH0BEFl+GiEihN3nyZGJiYnjkkUdo165dju5xu1UB165dIyIigscff9xqW7lyZY6eQ0TyDy8vr3SJ8ZUrV1pLNNPq2rUr06ZNY8CAAbe9X2qy/ssvv+Snn37K9XhFRAobJcxECr5ZwBuGYbxmGEZNwzBmAxWBhQCGYXxiGIZVyMYwjDGGYbQxDKOKYRgPA0tJSZgtTHPP+UA34BUgwjCMcn89PPLqRYmIFBaXLl1i4cKUf2InTJiQ49llQ4cOpWPHjuzbt8+mffTo0ZQrV46wsDAgpRi4j4/P3QUtIvnCyJEjrWMnJydu3rzJmjVr0vUbM2YMVapUoVevXre9l7+/Py+//DKAZpmJiGSBEmYiBZxpmp8Dg4HRwBHgcaC9aZoX/upSEfBLM6QksAg4ScpumhWAx03T3J+mz5ukLKvcQcrMs9RHV7u9EBGRQmrixInEx8fzxBNP0KpVqxzdIyEhgeXLl7Np0yabJVemaXLkyBGio6Ottt69e991zCKSP4wbN87a4CN1s5CMlmU2adKE3377jX/84x93vF/Xrl2ZPn167gcrIlLIqOi/iNjFXztlhqnov4jcyy5fvkylSpVITEzkxx9/pEWLFjm+16lTp/jss88YNWqUzTKtxMREmx0z9dlOpHB54403WLp0qU3b8ePHqV279m3HREVFUbRo0buqlygiUhCp6L+IiIhIAVC+fHk2b97MO++8c1fJMoBq1aoxZsyYdDWNli1bZh1XqlTprp5DRPKf+fPnW8dFixalePHinDhx4rb9t27dSo0aNfj888/veG/tpisicnuaYSYidqEZZiIi9nXz5k3c3d3x8vIiISEBgKtXr1Ku3N83ThaRgq5o0aJWsf+IiAiKFSt2277jxo1j7NixNGnShL1792Y4yyw4OJhhw4bx66+/smfPHs1EE5FCQzPMRERERPK5tHXF7kZQUBBDhgzh999/t2mfNGkSfn5+VrLMxcVFyTKRQmrcuHHW8dq1azNdej1ixAimTJnC9u3bb5sIc3JyYs2aNezbt4/169fnerwiIoWBZpiJiF1ohpmI3MuOHz9OixYtGDx4MKNHj87x7I3Y2Fgq/D97dx5nY/n/cfx1zcyZxYxhSCF7IVFIkaUiLUgo35RIWhRKq9Jir6/0laWiolRSfm1k0ELhG0YhRowt+zb2ZYxZzMyZ6/fHzNzfM9ZZzmzm/Xw8PGbu+77u6/6c6erc9/mca7n8co4ePcqcOXO46667gLTeZVdeeWWmBQDeeOMNBg4c6JX4RaTwqVChAvv378fX15f//ve/lCxZkvr16+e4vkGDBvHmm29y9dVXs2bNmjOGe4uIFEXqYSYiIiJSiA0dOpTjx4+zdu3aXA11crlcfPnllzz66KO0adPG2T9kyJBMyTJAyTKRi9yQIUMAcLvdtG3blgYNGhAVFXXB88LDw9mzZ88Z+1988UVKly7N+vXr+b//+z+vxysiUtQpYSYiIiLiRZGRkUyfPh1jTKZhVDnh6+tL27ZtmTx5stP7Y+3atXzwwQeZyjVo0CBX1xGRwu/JJ5903gdOnjxJYGAgf//993nPGTFiBJ06deKxxx47Yxhn6dKlGTBgAJCWjNMCACIimSlhJiIiIuJFgwcPBqBr167UrVvXq3Vba+nXrx9utzvT/uXLl3v1OiJS+BhjKFeunLP93HPP0a1bt/Oe07lzZ4KDg2nYsCEpKSlnHO/Xrx+XXXYZ27Zty7TiroiIaA4zEckjmsNMRPJKYmKiM9F9YbNixQpat26Nj48PK1asoGbNmjmu66OPPiIgIICHH344Yy4Ovv32W+6///5M5UqXLs2xY8dyFbeIFA3Lly+nSZMmQNpCH6dOncLH5/x9IA4dOpQp0Xa6999/n2eeeYZrrrmGv//+WytmikiR5s05zPy8E5KIiIhI3ktMTGTRokVeW4HS24YOHQpAy5Yt2bVrF7t27cpRPUlJSbzxxhvExsZSqVIl7r33XuLi4njxxReBtKGaGb3MFixY4JXYRaTwa9y4MX5+fqSkpJCSksJvv/1GlSpVuOqqq855jmeyLKOzhGdS7IknniAuLo4+ffooWSYi4kEJMxERESkykpOTiY+Px8/PD5fLVdDhZBIdHU1UVBS+vr706NGDoKCgHNdljOGBBx5g+fLltGrVCoC33nqLPXv2ULZsWY4cOQKkzV3WsGFDr8QvIkXDyy+/zIgRIwBo164dbrebNWvWcM0115z3vIMHD9KnTx9atmxJv379nP0BAQG88soreRqziEhRpCGZIpInNCRTRPJCbGws8+fPJygoiICAgIIO5wzR0dGsXbuWO++8M9d1nTp1ioSEBFq3bs3Bgwe5+uqrSUpKokyZMs4KmVFRUV6fJ01ECr/Te4I99dRTjB8//rznTJw4kd69MhvHdgAAIABJREFUe1OqVCl27dp11uezkydP0q1bN55//nlatmzpzZBFRPKFN4dkatJ/ERERES+pWLGiV5Jlp3v++edJSkqiUaNGTrKsXLlySpaJFFPXXnttpu2pU6decKh6r1696Nu3LwsXLjznl5nvvfces2bNolWrVtx222388ccfXotZRKSoUcJMREREJBestezevdtr9f3666+sXLmS1NRUAObNm8fs2bPx8/PL1OPjnnvu8do1RaRoWbFihfO7MYYTJ07wzTffnPccHx8fJkyYcN5h3D179uSpp57C5XIxf/58mjVrRvv27YmMjPRa7CIiRYUSZiIiIiK58Oeff/Lwww/zn//8J9d1JSUlMWHCBPr378/KlSuBtJXwqlWrxrPPPsvnn3/ulJ04cWKuryciRZO/v7/Tyyxjip3svifs3buXrVu3ZtpXsWJFxo8fz+bNm3nsscfw9fXlxx9/5LrrrqNLly7OYiMiIsWBEmYiIiIiOWSt5bPPPsNa65X5GhMTE2nZsiVVq1bluuuuA+DWW29l/fr1PPjgg85k/+3bt8/1tUSkaFu0aFGm7WXLlvH3339n6dz58+dTr149unbtSkpKyhnHq1atyieffMKGDRvo1q0bxhj8/Pzw9fX1SuwiIkWBEmYiIiIiObR48WI2b95MUFAQXbt2zXV9oaGhPPfcc3z66aeZPpjGxcVx4403OtszZszI9bVEpGgrVaoUZcqUybRv0qRJWTq3du3aTs+0w4cPn7NczZo1+fLLL1m7dq2zMifA1q1b6dWrFzt37sxB5CIiRYMSZiIiIiI54Ha7+eyzzwD417/+lbEik1f4+PjwwQcf8Msvv+B2uxk2bBjJyckA1K1bF5fL5bVriUjRNX369EzbX3zxBXFxcRc8r1KlSixatIilS5dSvnz5C5avW7cu1apVc7aHDRvGJ598Qs2aNXn66aeJjo7OduwiIoWdEmYiIiIiOfDf//6XHTt2EBwczH333Zfr+pYvX86+ffsAWL9+PbNmzWLSpElERkYyfvx4p9y8efNyfS0RuTi0bNkSPz8/Z/vkyZN8/fXXWTr32muvzXRudvTp04fWrVuTnJzMhAkTuOKKK+jfvz+HDh3KUX0iIoWREmYiIiIi2eR2u5kyZQoA999/PyVLlsxVfcnJybz11lt069aNtWvXUrt2bfr27UvHjh2JiIhwyvn7+1OxYsVcXUtELi7h4eGZtt97771snW+tZeLEidlauKRp06b89ttvLFiwgObNm5OYmMjo0aOpXr06I0eOzNb1RUQKKyXMRERERLJp9+7dnDhxgtDQUDp37pzr+o4fP86VV15J2bJlufrqq/H19aVDhw706NGDIUOGOOXmzp2b62uJyMWlXbt2mYZVrlmzhtWrV2f5/AULFtC7d29ef/111q1bl61rt2rVisWLF/Pzzz/TqFEj4uLiOHXqVLbqEBEprEzGZI8iIt5kjAkFYmJiYryycpyICEBsbCzz588nKCiIgICAAo0lISGB7du3c/XVV3utzsOHDxMaGoq/vz+nTp1iwYIFTq+PEiVKZGluIhEpfhYtWsQtt9zibPfu3ZsPP/wwy+f37NmT+vXr8+yzz+Ljk7M+FdZaZs2aRcuWLZ05HRcuXMjKlSvp27cvJUqUyFG9IiLZceLEiYz3oFLW2hO5qUsJMxHJE0qYiUheKEwJM2+w1pKQkOB8kBw7dix//fUX/fv3p06dOrRv3x632w3AkiVLaN68eUGGKyKFmMvlIiUlBYCoqCjq1q1boPFYa2nSpAkrVqygfPnyvP766/Tq1euieO8WkcLLmwkzDckUERERyaKkpCSWLFlCampqrutKTEzkzTffZMCAASQnJ7N582Zmz55NdHQ0xhhOnDjhJMv8/f2VLBOR8xo8eLDz+w8//JDjCfjdbjd79+7NdTzWWvr27Uu1atXYv38//fr1o2bNmnzyySfOqr8iIoWZEmYiIiIiWfTjjz8yaNAgBg0alOu6jhw5wrJly9iwYQNRUVG89957WGu59dZbadCgAU888YRTdurUqbm+nohc3AYNGkS1atUAGDJkCB07diS7o4l2795Ny5Ytad26NQkJCbmKx8fHh549e7Jp0yY+/PBDKlasyO7du+nVqxd16tRhzpw5uapfRCSvKWEmIiIikgWJiYl8+eWXADRp0iTX9V1++eUMHjyY0aNHc/jwYaKioggMDKR37978888/xMTEAODn50eXLl1yfT0RufjNmjULgNTUVP744w/GjRuXrfNDQkLYtm0be/fuJTIy0isx+fv707t3b7Zs2cLYsWMpV64cW7du1ZyMIlLoKWEmIiIikgWzZs3i6NGjlC9fnrZt22b7/IwJsbdv3+7sa9y4MTVr1mTixIkAdO/enT179vDkk086ZaZPn5774EWkWLjmmmu44YYbnO1XXnnFGdqdFWFhYXz33XesXbuWZs2aeTW2oKAgnnvuObZt28aHH37Ifffd5xz77rvvmDNnTrZ7xImI5CUlzEREREQuID4+nmnTpgHQo0cPXC5XtuuYPn06Y8eOZdCgQcTHxzv7v/jiC44cOULFihXp1KkTo0aNco65XC5atWqV+xcgIsXGU0895fyelJTEjBkzsnV+s2bNnKGdeSEkJITevXs7q3HGx8fTr18/7r77bpo2bcpvv/2mxJmIFApKmImIiIhcwIwZM4iJiaFSpUrccccdOarj9ttvp2LFirRv356goCAAdu3a5fQge/rpp5k1axb79u1zzhk5cmTugxeRYuXhhx/G19fX2X711Ved1TOza/369YwdO9ZboZ2V2+2mZ8+eBAUFsWzZMm6//XZatWrF4sWL8/S6IiIXooSZiIiIyHmcPHmSb775Bjjzg+iFZMxDBlCqVCk+/fRTHnjgAYwxWGsZP348KSkpNGnShBo1avD555875UuWLEmNGjW89jpEpPjw7FW2detWXnjhBaKiorJVx549e2jUqBEvvPAC8+fP93aIjpIlSzJy5Ei2bdvGs88+i7+/P7///js333wzd955J+vWrcuza4uInI8SZiIiIiLncfToUSpUqEDVqlWzNTzyl19+4YEHHmDlypXOvoCAAOf3pUuXsmLFClwuF08//TQTJkwgKSnJKffJJ59470WISLHSoUMHAgMDne3333+fLl26ZGui/UqVKvHII4/Qtm1brrrqqrwIM5Py5cszbtw4tmzZwpNPPomfnx/z5s1z3hdFRPKbEmYiIiIi51GlShUmTpzI6NGjs9W7LDIyksTERH777bczjiUlJfHBBx8AcN999xEdHZ1p+NHjjz9OqVKlch+8iBRby5Yty7S9YcMG+vXrl606xo0bx48//sjll1/uzdDOq3Llynz00Uds2rSJ8ePH07BhQ+fYZ599xsaNG/MtFhEp3pQwExEREbkAYwxly5bN1jkvvvgizz33HC+99NIZx7755huio6O55JJL6N69O9HR0c4xf39/7r333lzHLCLF27XXXktoaGimfZ999hlTp07Nch3+/v4YY5zthIQEr8V3ITVq1Mi0gMGOHTt48sknqVu3Lj179mTbtm35FouIFE9KmImIiIicxdGjR/nyyy8zrWh5Plu3buXLL790tv39/enYsaOzEpynEiVKEBgYSO/evQkKCuLvv/92jrVo0eKs54iIZNfu3bud3zPeV/r06cOmTZuyVU9ycjLDhg2jTp06HDt2zKsxZlVqairt2rUjNTWVKVOmULt2bZ588slMr1FExJv0NCYiIiKS7vjx4/z000+8/vrrdO3alcmTJzN8+PALnnfs2DH69evH5MmTzzoE83SdO3fmq6++4tZbb2Xfvn38/vvvQNoH2kGDBuX6dYiIAISGhtK9e3cgLeEEEBcXR5cuXbLVWyw5OZmvvvqKnTt38tVXX+VJrBdSo0YNZs6cyfLly2nTpg0pKSlMmjSJK6+8kmeffZYjR44USFwicvEy1tqCjkFELkLGmFAgJiYm5ozhACIiORUbG8v8+fMJCgrKNIF+biQnJzNjxgwiIiJYt26d86ESoGLFigwdOpSaNWtesJ4pU6awdu1aBg8enKX3PWstH330EXPnznVW0xw1ahTXX389AKdOnSIhIYHWrVtTsmTJHL46ERHw9fV13tt8fX1xu9307t2bDz/8MMt1/Pnnn2zfvt1Z6begLVmyhIEDB/L7778TEhLCtm3bKFeuXEGHJSIF7MSJExnzwJay1p7ITV1+3glJREREpGhITU3lwIEDVKhQAQA/Pz9++OEHDhw4AEDNmjVp0aIFzZs3p0aNGuf8YJix2lxwcDAADz30ENbacy4M4Ha7eeONN7j77rtp1KgRERERfPvtt87xevXqOckyERFvmjJlCg899BCQ9l4E8NFHH9GqVSu6dOmSpTpuvPFGbrzxxjyLMbtatGjBwoULWbBgATt27MiULPv000/p3LmzFk8RkVxRDzMRyRPqYSYieSGnPcySk5OJjIwkIiKCpUuXkpSUxIwZM5zkVnh4OKmpqTRr1ozLLrvsgvXt3r2bgQMHUrFiRd58880srZ45c+ZM3n33XUJDQ/n888/p06ePk6QD+PnnnwkMDHS21cNMRLwpICCApKQkIG1447Zt2wgNDWXVqlVcccUV2aorMTGR6dOn061bt7wINVcWLFhA69atCQsL46WXXqJfv36EhIQUdFgikk/Uw0xERETkAk6ePMmyZcuIiIhg2bJlmSbvDwoKYteuXVSvXh2Ajh07Zqvu+Ph49u/fT3x8PIcOHaJ8+fIXPKd169bs2rWLK664gu+//z5TsqxevXqZkmUiIt62detWKleuDMC2bduoW7cu69at4/777yciIiLLX0IkJydz44038vfff+NyubLcQy2/GGO4+uqrWb9+Pa+99hpjx47l1VdfpU+fPnqfFZFs0aT/IiIiclH69ttvefPNN1m4cCHx8fGULVuWu+++m7fffpuZM2c6ybKcqF27NsOHD2fixIlZSpYBlCxZkmeeeYZrrrmGadOmOfuNMbz//vs5jkVEJCsqVarE4MGDne0tW7YQFhbGypUrGTBgQJbrcblcdOjQgUsvvdQZkl6YtGrVijVr1vDll19yxRVXcOjQIV544QWuvPJKPvzwQ5KTkws6RBEpIpQwExERkSLLWsu2bduYOnUqvXv3ZsmSJc6x5s2bU7VqVR588EEmTJjAt99+ywsvvEDjxo3x9/fP1nUSExMZO3Zspl5hTZo0oUyZMhc8NzY2lowpMKy1vPvuu5mOf/LJJ9mKRUQkp4YNG0aVKlWAtGHf/fv3Jzg4mAYNGmSrnoEDB7Ju3TruuuuuvAgz13x9fenWrRsbNmzg448/pnLlyuzdu5fRo0cXdGgiUoRoSKaIiIgUKW63m7Vr17Js2TKWLl1KdHS0c2zJkiW0aNECgFq1avH555975Zrjxo1j7ty5/PPPP3zwwQdZXiEuNTWVl19+maCgIPr378+ePXtYtWqVc7xhw4bUqFHDKzGKiGTFkiVLnKTZoEGD2L9/f7ZXl/T39+eSSy5xtq21hWLlzNO5XC4ef/xxHnroIT7++GMuv/xyXC4XAElJScyePZt77rkHHx/1IxGRM+mdQURERIqMI0eO8Mgjj/DSSy/x/fffEx0djcvlomnTpvTv358nnnjCKevND289e/akWrVq9O7dO1v1zp07l40bN7Jp0yYCAgI4ePCgc8zX15cxY8Z4LUYRkayoXLmy06MsNTWVDz74gISEBACOHj2a7SGLS5YsoUmTJuzdu9frsXpLQEAATz/9NPfcc4+z79NPP+Vf//oX9evXZ+bMmWgxPBE5nRJmIiIiUigdOnSIzz77jJEjRzr7ypYtS+nSpQkJCeH2229n2LBhhIeHM2LECO66664sDZHMCmstu3fvdrbLly/P5MmTqV+/fpbrOHnyJB9//DEAPXr04Pjx45mGA50+NFNEJL9ERkY6vcqGDRvGgw8+SEREBPXr12fgwIFZrsdaS//+/VmxYkW2zisMrLWUKlWKqKgo7rnnHm644QZ+/vlnJc5ExKGEmYiIiBQaW7ZsYfTo0dx8882UL1+eRx99lDfeeMPp/QBpc+d88803vPbaa9x8880EBQV5NYbk5GTeeecdHnvsMTZt2uTsz+6QnSlTpnDs2DEqVarE4cOHefzxx51jjRs3pm7dul6LWUQkuzJWubTWMnPmTGbNmsWePXsIDw8nLi4uS3UYY/jss8/o1asX48aNy+OIvatPnz5s376dgQMHEhISwsqVK2nXrh0tWrRg4cKFBR2eiBQCSpiJiIhIgZs8eTL16tWjZs2a9O/fn8WLF5OamkrDhg15+eWXOXXqlFP20ksvxdfXN89i8fX15dixY7jdbv75558c1bFjxw5mzJgBQJkyZfj++++dYyVKlODtt9/2SqwiIjlVoUIFJk+e7Gy/8847jB8/nhUrVmRr9cs6deowadIkSpUqlRdh5qmwsDDeeOMNtm3bRv/+/QkMDGTp0qV6jxYRAIy6nIpIXjDGhAIxMTExhIaGFnQ4IlKIJCUlsXDhQpo0aULp0qUBGDVqFC+//DK+vr7ccsstdOrUiQ4dOlC1atVM58bGxjJ//nyCgoIICAjIsxhPnjzJP//8w3XXXZftczOGKK1atYqwsDCOHTuW6fi8efOcSafP59SpUyQkJNC6dWtKliyZ7ThERLIiMDDQ+VKiTp06rFu3LldzQC5fvpzrr7++SE6kHx0dzVtvvUWPHj244YYbADh48CB79uzJ0f1ARPLfiRMnMhL4pay1J3JTV9F7FxMREZEiJyYmhq+//poHHniAcuXK0aZNG2bPnu0cv//++5k6dSoHDx5k/vz59OvX74xkWV765ZdfmDZtmrMdEhKS4w9HixYtYtWqVRhjzkiWjR8/PkvJMhGR/OLZk3bDhg0MHToUay3jxo1j+PDh2arrxRdfpEmTJnz00UfeDjNfVKxYkffff99JlgGMGDGCRo0a0blzZ6KiogowOhHJb34FHYCIiIhcnGJiYvjqq68IDw9n4cKFmVZeu+yyy4iPj3e2q1SpQvfu3QsiTNavX+8Mv7n22mupV69ejus6efIkEyZMADhj4uhu3bpp3jIRKXSqVKnCq6++yltvvQXA8OHDqVWrFs8//zzGGJo1a8Ztt92WpboyvujYsWNHXoWbr6y1xMXFYYxhxowZ/PDDD3Tt2pWhQ4dSs2bNgg5PRPKYhmSKSJ7QkEyR4sdaS2xsrPP//L59+6hYsaJz/KqrrqJjx4507NiRJk2a5Gi4Tl4NyXzvvfcoWbIkDz/8cI7istYyb948Jk6ceEavMkgbcnr99ddnq04NyRSR/FS1alV27doFpK1I3LlzZyZNmsRll13G6tWrKV++/AXrSE1NZcWKFTRp0iSvw81X69atY+jQoc58lL6+vjz88MMMGjSIatWqFWxwIpKJN4dkqoeZiIiI5Jjb7SYiIoLw8HDCw8OpXr06v/76K5A2ofQTTzzBFVdcQceOHaldu3YBR/s/O3fupEKFCvj7+wPQr1+/HM/Zk5qaSv/+/YmMjASgXLlyHDp0yDn+5JNPZjtZJiKS33bu3ImPjw/WWo4cOYLb7aZevXpERUXRvXt35s6de8EFV3x8fC66ZBlA3bp1+e6774iMjGTw4MHMmTOHTz/9lJIlSxa51UFFJOs0h5mIiIhkS3x8POHh4TzyyCOUL1+eW265hTFjxrB161b+/PNPEhISnLITJ07k5ZdfLlTJsiVLltC7d29Gjx7tDJvMzQTXPj4+XHnllQQGBnLLLbcQFxfnHCtfvjwPPPBArmMWEckP27dvd36fPHkyzz//PCVKlGD+/PnOkM2sOn78OI8//jibNm3ydpgFpmHDhsyePZs//viD9u3b88orrzjHtm3bxsGDBwswOhHxNiXMREREJFvuv/9+OnXqxOeff87hw4cJCwuje/fufP/99+zbt4+goKCCDvG8goKCSEpK4siRIyQlJWX7/NTUVH766SfnQ+CmTZuYN28eDRo04Pfff3fmZgsLC+P//u//vBq7iEheqlq1Kp999pmz/dhjj/Hqq68CMGTIEBYtWpTlup555hkmT57Mo48+esacjkXdjTfeyOzZszMNU+3bty81atTg9ddf5+jRowUYnYh4ixJmIiIiclZbt25lzJgx3HzzzezZs8fZ365dO6pWrcozzzzD/PnzOXDgAFOnTqVz586EhIQUYMRZ06hRI8aMGcPbb7+do3nQpk6dyqhRoxg3bhyrV6/mhRdeICYmhj///NMp065dO2bMmOHNsEVE8kXPnj15+OGHne1Bgwbx4IMPkpqaSteuXTMNOT+ff//731x//fWMGjUqV714i4LY2FiOHj1KXFwcI0aMoHr16gwfPpwTJ3I1fZKIFDBN+i8ieUKT/osUPdZaVq5cSXh4ODNnziQqKso5NmHCBPr27QtAcnIyfn5+BfIBKCeT/u/evZvx48fz6quvUrp06VzHcOTIEXr37k3jxo2ZN28eKSkpmY7fd999zt8qNzTpv4gUpOrVqzurXfr4+FCrVi02btxI27ZtmTNnTpYWSLHWXvTJsgzWWmbNmsWgQYNYu3YtAGXKlGHAgAE89dRTBAcHF3CEIsWDNyf9Vw8zERER4a+//qJKlSrccMMNvPnmm0RFReHr68utt97Ku+++S4cOHZyyLperyHwAstby73//m+XLl/P+++9n+3y3283s2bN55513nH1ly5bl8ccf56effjojWdazZ0+vJMtERAratm3bnKRYamoqcXFxBAQE8PPPPzN69Ogs1eF5rzh8+DDJycl5EmthYIyhY8eOrF69mq+//ppatWpx9OhRBgwYwLRp0wo6PBHJAfUwE5E8oR5mIoXXiRMn+PnnnwkKCnISYcePH6dcuXIEBATQpk0bOnXqRLt27ShTpkwBR5tZTnqY7dixgw8//JABAwZk6/WsX7+e9957z5mrbOzYsdSvX5+hQ4eeMY+Pj48PY8eO5dprr836i7kA9TATkYJ26NAhLr30Ume7bNmyHDlyBD8/PxYtWkTTpk2zVM+cOXN49NFH6devH4MGDcqrcAuVlJQUvvrqK6ZMmcIvv/zirMq8efNmqlWrhsvlKuAIRS5O3uxhpoSZiOQJJcxECpfo6GhmzZrFzJkzWbBgAcnJyTRp0iTTvFt//vknDRo0IDAwsAAjPb+sJMwSExPZuXNnjlfmPH78OB9//DE//fQTAMHBwTzyyCN07NiR0aNH88svv2Qq36RJE0aOHJmja52PEmYiUhjMmDGDzp07O9uBgYEkJiZSo0YNNm7cmKXEz7Rp0+jWrRsNGzZk+fLl+Pn55WXIhVZycjJ16tTBWsvQoUN58MEH8fX1LeiwRC4q3kyYFc93KhERkWLi3XffZdq0aSxfvjzT/tq1a9OqVStSU1OdITc33nhjQYToVRnDX/bt28cHH3xAlSpVsnyu2+1m1qxZfPrpp5w8eRKAO+64g2uvvZbNmzdz++23Zyrv5+fHp59+SuXKlb36GkRECpN7772Xl156iVGjRgFpX0r4+Pjw8ccfZ7mXVNeuXUlNTeW+++4rtskygH/++YfY2FgOHjxIjx49GDFiBMOHD6dz585ZmhNORPKX/q8UERG5SLjd7jMSY4sXL2b58uUYY2jatCkjR45kw4YNbNy4kbfeeuuie0AvWbIkgYGBuFwuYmNjs3xeVFQUvXv35r333uPkyZNceeWVvPbaa2zfvp133nmH8PDwTOXvvPNOfv31VyXLRKRY+M9//sPatWudBFlqaiqPPfYYBw4cyNL5xhi6d++eo5WJLyZ169Zl27ZtjBw5krCwMDZu3EiXLl247rrrmD17Nhr9JVK4aEimiOQJDckUyR8JCQn8+uuvhIeHM3v2bA4dOsTGjRud4YgLFy5ky5Yt3H333ZQvX76Ao829sw3JzHiWyZhc+ujRoyQnJ3PZZZddsL6jR48yadIk5s6dC0BISAjdu3dny5Yt/Pbbb2eUr169Op988km+JBo1JFNECpuUlBRq1qyZafXM1157jQYNGtChQ4cs9Tiz1jJt2jRq1arFDTfckMcRF14xMTGMGzeO0aNHO1/w/PHHHxdFb2+RgqQ5zESk0FPCTCTvHDt2zJmPbN68ecTHxzvHwsLC+OKLL2jfvn0BRph3Tk+YJSUl8e6771KrVi06duyY5XqstUyfPp3PP/+cuLg4ANq2bUtCQgL//e9/zyhfunRppk2bRlBQkLdeygUpYSYihVWPHj2YOnVqpn2eyZ49e/ZQunRpQkJCzjh33LhxPP/88zRq1Ii//vrL2f/hhx8SFBTE3XffTdmyZfP2BRQiR44c4Z133mHdunXMmjXL2b9nzx4qVapUgJGJFE3eTJhdXOMwRERELlJut9v5fcmSJfTs2ZOZM2cSHx9PlSpVeOaZZ5g/fz4HDhy4aJNlZ7Nw4UJ++uknJkyYwOHDh7N8njGGNWvWEBcXR82aNbntttv45ZdfMiXL/P396dKlC+Hh4fzwww/5miwTESnMvvjiC8aMGZNpX9OmTfn444+x1vLss89SunRpGjduTP/+/QkPD+fIkSMAPPTQQ9SrV4/rrrsu0/mvvPIKjzzySKZhnt9//z3Nmzc/Y2GVLVu2ZGvYfWFWtmxZ3nrrrUxD/w8dOkSdOnW48847z5hqQUTyT/GdcVFERKQQs9ayatUqwsPDmTlzJu3bt2fEiBEA3HbbbTRt2pQ77riDjh070qBBA2c4YnFzxx13sH79epo3b84ll1xy3rKHDx/G19eXsLAwAGrWrMmKFSvYvHkzmzdvzlS2Q4cOPPfcc8X27yoiciHPP/88oaGhPP74486+J554ghEjRnDJJZfgdrtZsWIFK1asYPTo0QBcffXV3HzzzQwYMCBTwiw5OZkuXbqwc+fOTIu1REVFsXTpUurWrZvp2tdffz0xMTFF22j4AAAgAElEQVSsX7+eOnXqALBs2TIiIiJo3LgxLVq0yMuXnic87zeLFi0iMTGRefPmMW/ePO6++27eeOMN6tevX4ARihQ/GpIpchEwxvQFXgIqAOuA56y1i89Rtifw2VkOBVlrE3NS5zmuoyGZItmUlJTE77//Tnh4OOHh4ezZs8c5ds0117BmzZoCjC5/JScns2vXLhISEqhXr56z/7vvviM8PJwHH3yQEiVKnHGetdZZgSwsLMwZ1rN+/XpefPFFypUrx4EDB0hKSjrj3NDQUK6//noGDhxYKBJlGpIpIkVBYmIil156aaYeX8YY3n//fUqVKsXixYtZvHgxGzZsOOPcatWqcdNNN3HTTTdx1113UbFixUzHt27dSmRkJJUqVXKGe8bFxVGpUiWOHz/OyZMnCQ4OBmDYsGEMHTqUXr16MWnSJKeOxo0bExYWxpQpU5y5PA8cOEBiYiKXX355oV21c/v27QwfPpwvvviC1NRUAO677z6GDRvmJAlF5Eyaw0xEHMaY+4GpQF8gAngSeBy42lq76yzlewLvArU991tr9+e0znPEpYSZSDZYa6lVqxZbtmxx9gUHB9OmTRs6duzIXXfdRZkyZQowwuzZsWMH+/bto3r16s4HlOjoaD766CP8/PwYPHiwU/bFF19k9uzZDBkyhG7dugFpCa66detSpkwZZxgPQJcuXfjuu++46aabaNasGQcPHuTgwYMcOHCAQ4cOOR+CAPr27UuLFi144YUX2L9/P+dy2WWXMWbMmDM+qBU0JcxEpKiw1nLTTTcRERGRaX9QUBC33XYb3bp145JLLuHgwYOsWLGCxYsXExkZmWm6genTp3PvvfcCsGvXLg4dOkT9+vXPmdCKjY3N9N74/fff8/3339O2bVsefvhhIG1i/dKlSwNkKbk2bNgwKlSoQLdu3ZyyBW3Tpk0MHTqUr7/+GoDAwED27t3rPBP079+f1NRUXC4XLpcLf39/5/dq1arxr3/9y6lr5syZuN3uTOUyfpYqVSpTIm7fvn34+PicUefFtrq2XHyUMBMRhzFmGbDKWtvHY98GYKa19tWzlO8JjLPWlvZWneeoQwkzyVfWWqy1mR7kEhISOHXqFKmpqbjdblJTUzP9XqlSJad8dHQ0R48edY5nlMn42bhxY2f1rw0bNrBz585Mxz3Pad++vfOgvXz5ctasWXNGfYmJiaxZs4apU6c6vZkeeeQRfvrpJzp06ECnTp1o3bo1gYGB+fb3y4gjJiaGyMhIjDHccsstTpmJEycSGRlJz549nW/6V69eTceOHSlTpgyRkZFO2Q4dOjB79mwmTZpEr169AFi3bh316tWjbNmymeYbe+ihh/jyyy8ZNWoUffv2Ze3atezYsYPHH3+csmXLsn37du69916WLl3KwYMHvfJ6/fz8aNWqFa+99ppX6ssLSpiJSFETFRXFXXfdxa5d5/5+tUKFCtSsWZPq1avzwAMPsHTpUhYtWsQ333zjrG6ckdDq0aMHU6ZMAf7XgzgoKAg/P78s9QQ+deoUERERREdH0717d2f/gAEDGDduHIMGDWLgwIFA5uRabGyss2DBmDFjmDZtGo899hh9+jiPxqxevZrKlStTpkyZfOmVvGbNGoYMGULFihWZMGGCsz8wMJBTp06d9ZxWrVqxYMECZ7ts2bIcPXr0rGVvuOGGTPOlVa1a9az/HX19fbn22mtZtWqVs++2225jx44dZyTh/P39qVy5cqYFIgYNGsTu3bvPKOtyuShdujQvvfSSUzY8PJxDhw6dNcEXGBhIq1atnLI7duwgMTHxrIlDf3//fHuekoKnhJmIAGCM8QfigfustT947H8XaGCtveUs5/QEPgH2Ar7AamCQtTYyp3WeI7YikTD76aefmDx5MhERESQnJ2OMITk5GR8fH9xuN8nJyQQHB5OcnAykDTE4deoUxhiCg4MJDQ0lODiY6Oho55vO4OBg5+HlwIEDuN1ufH19nfMBUlNT8fX1dbrYG2NITU3Fx8eHoKAggoKCSE1NJS4ujsTERAIDAylVqhQpKSkkJSVx8uRJp3zG+Z51pKSkkPH+nvHT39/fecD08fEhPj4ef39/fH19nWTP6Q9cxhhcLpeTTElJSSE1NRXPe4evry++vr4YYwgMDCQ+Pt7ZTklJcRJEGXVk/PT393eukZSU5PwtTr++MYbQ0FDi4+Px8fHBWnvOB0OAgIAAJ76MeM+lVKlSJCQkAODj4+P0TDqbjGSZ59/hXEJDQ0lMTMRai8vlyrSK5ek8H/p9fHycelNTUzHG4OvrS0hICKmpqaSkpDgJwDJlyuDj4+O0B7fb7dTjmfwCnP/GnknFjDackVT08/PDWktYWBjWWqdXl2fbzagj479vRpvL6CGQUTYgIMBpTxntvESJEs5/64w2kVFvRpu01jpJzYy/ubXWuW5ulS1bls6dO9O1a9dc15UflDATkaIqLi6O5s2b8/fff5+3XKlSpQgICKB58+ZERERw4kTaZ9tTp06dcb/x9/d3VjU+m4yy8L/nrdKlS1OvXj0SEhLYsmULJ06cIDU1NVOvNZfLRXJyMiVKlCAmJibTcX9/f+feGxgYSGBgINZaqlWr5ry2cuXKERcXl+nLM19fXwIDA3G73YSEhDj31IznNpfLha+vL8nJyfj5+eFyuXC73dSoUYOjR486zxknTpxw7oFutxsfH59M9R4/ftx5fvX8e3neR10uF9WrVyc5OZkdO3aQkpKS6TnR8+8XEBBAcHAwJ0+edJ6PzsbHx4fg4GCqVKmCv78/UVFRzrPy2ZQoUYLg4GDi4+PP+98QICQkhEqVKlGiRAnWr19/3mezEiVKUKJECRITEzl58uQF67300kspU6YMmzZtOueiEcYYgoKCCAwMJCUlxXnmzmiHfn5+mZ7B/f39CQsLo0KFCuzdu5f4+HgSEhJITk7G5XI5z8AulyvTc7Xns6ExhpCQEFJSUgCczyEhISFUqVKFY8eO4Xa7OXr0KHFxcc7zorUWPz8/pyegy+UiNjbWeZ7KeNbLeOZOTk4mJSWFwMBAGjduTGxsLMePH2f37t3OM1tG+814lixRogShoaGUL1+e5s2b06JFC9q1a3fev3VBU8JMRAAwxlQkLfHV3Fq71GP/a8DD1traZznnRuBKYC0QCjwLtAPqW2s356TO9OMBQIDHrpLAnsKeMGvevDlLly69cEERKXICAwNp2LAhgwYNKpIrXCphJiJFXXJyMp06deKXX3457xdNIlI0NGvW7Iyh14WNNxNmhXOGQxHJrtMz3+Ys+9IKWvsn8KdT0JgIYBXQD3gmJ3WmexUYksV4C42mTZuycePGc3ZPvxDPXjae+zLoS4nCKeOb2LyoF7z/3/1c9eb2dWS034zeY577M77dzGm9fn5++Pr6Or0E4H+9ES/UQ+9cr8vlchEUFIS11vmGunz58tSoUYPrr7+eevXqUa1aNaenm4iIFCyXy8WPP/4IpPWcnj59OrNmzWLnzp1ERkY67+WXXHIJ/v7+xMfHc+zYsfPWea57xNnulRm9m0+dOuX03vEGPz8/AgICvF6vj4+P08vHmwlGHx8fp1dSXtSb8bzgreefjOeIjL+tN5+rXC7XWXvY5Za/v/9ZFxTKrYx4wbt/h4wRNBd6JoP/jTipVq2aMyVHcaEeZiJFmBeHT34MVLLWts1pnUW1h5mIFC2xsbHMnz+foKAgAgICLnxCEaYeZiIiIiLZox5mIgKAtTbJGLMSuB34wePQ7UB4VuowaV/HNSBtiGaO67TWngKciaXyY/JTESm+zjdXysWiOLxGERERkcJKCTORom8MMNUY8xfwB/AEUAX4CMAY8wWwN2N1S2PMENKGZG4mbQ6zZ0hLmD2V1TpFRAqKy+WiRIkSxMfHe3UYTGFVokQJZ8EJEREREck/SpiJFHHW2m+MMWWBwUAFIApoZ63dmV6kCuA5ML00MAkoD8QAkcDN1trl2ahTRKRABAYGcvPNNxeb3lcul4vAwMCCDkNERESk2NEcZiKSJ4wxoUCM5jATERERERGR/ODNOcx8vBOSiIiIiIiIiIjIxUEJMxEREREREREREQ9KmImIiIiIiIiIiHhQwkxERERERERERMSDEmYiIiIiIiIiIiIelDATERERERERERHxoISZiIiIiIiIiIiIByXMREREREREREREPChhJiIiIiIiIiIi4kEJMxEREREREREREQ9KmImIiIiIiIiIiHhQwkxERERERERERMSDEmYiIiIiIiIiIiIelDATERERERERERHxoISZiIiIiIiIiIiIB7+CDkBELm4nTpwo6BBERERERESkGPDm509jrfVaZSIiGYwxlwN7CjoOERERERERKXYqWWv35qYCJcxEJE8YYwxQEYgt6FguoCRpib1KFP5YpXhSG5XCTm1UigK1Uyns1EalsCtKbbQkEG1zmfDSkEwRyRPpb065yujnh7S8HgCx1lqNH5VCR21UCju1USkK1E6lsFMblcKuiLVRr8SnSf9FREREREREREQ8KGEmIiIiIiIiIiLiQQkzESnuTgHD0n+KFEZqo1LYqY1KUaB2KoWd2qgUdsWujWrSfxEREREREREREQ/qYSYiIiIiIiIiIuJBCTMREREREREREREPSpiJiIiIiIiIiIh4UMJMRERERERERETEgxJmIlKsGWP6GmO2G2MSjTErjTE3FXRMUjwZY141xqwwxsQaYw4aY2YaY2qfVibAGPO+MeawMSbOGDPLGFOpoGKW4iu9vVpjzDiPfWqfUuCMMZcbY740xhwxxsQbY1YbYxp5HDfGmKHGmGhjTIIx5r/GmLoFGbMUH8YYP2PMm+nPngnGmG3GmMHGGB+PMmqjkm+MMTcbY2antzdrjOl02vELtkdjTJgxZqoxJib931RjTOn8fSV5QwkzESm2jDH3A+OAfwMNgcXAz8aYKgUamBRXtwATgBuB2wE/YJ4xJtijzDjgHuABoAUQAswxxvjmc6xSjBljbgCeANacdkjtUwqUMSYMiACSgbbA1cCLwHGPYi8DLwBPAzcA+4FfjTEl8zdaKaYGAL1Ja391SGuPLwH9PMqojUp+Cgb+Jq29nU1W2uM0oAHQJv1fA2BqXgWcn4y1tqBjEBEpEMaYZcAqa20fj30bgJnW2lcLLjIRMMaUAw4Ct1hrFxljSgGHgIestd+kl6kI7AbaWWvnFly0UlwYY0KAVUBfYCCw2lr7nNqnFAbGmJFAc2vtWXuLG2MMEA2Ms9a+nb4vADgADLDWTsy3YKVYMsbMAQ5Yax/z2DcdiLfWPqQ2KgXJGGOBe6y1M9O3L9gejTF1gPXAjdbaZellbgT+AK6y1m4qgJfiNephJiLFkjHGH2gEzDvt0DygWf5HJHKGUuk/j6b/bAS48Giz1tpoIAq1Wck/E4AfrbW/nbZf7VMKgw7AX8aY79KHtkcaY3p5HK8OlCdzOz0F/I7aqeSPJUBrY0wtAGNMfdJ65P6UflxtVAqTrLTHpkBMRrIsvcyfQAwXQZv1K+gAREQKyCWAL2nfkHg6QNqNQaTApH+jNwZYYq2NSt9dHkiy1h47rbjarOQLY8wDpCXGrj/LYbVPKQxqAH1Ie/8cATQG3jPGnLLWfsH/2uLZ7v1V8y1KKc7eJu0LsY3GGDdpz6KvW2v/L/242qgUJllpj+VJGxFxuoNcBPd/JcxEpLg7fVy6Ocs+kfw2HriWtG+dL0RtVvKcMaYy8C5wh7U2MTunovYp+ccH+Mta+1r6dmT65NR9gC88yuneLwXlfqA78CCwjrS5nsYZY6KttVM8yqmNSmFyofZ4trZ5UbRZDckUkeLqMODmzG8+LuXMb1FE8o0x5n3ShhW1stbu8Ti0H/BPn9Tak9qs5IdGpLW1lcaYFGNMCmkLVTyT/vsB1D6l4O0jbS4dTxuAjMV89qf/1L1fCsooYKS19mtr7Vpr7VRgLJAxd67aqBQmWWmP+4HLznJuOS6CNquEmYgUS9baJGAlaasRerodWJr/EUlxl75s93jgXuBWa+3204qsJG3lt9s9zqkA1ENtVvLefOAa0npDZPz7C/jK43e1TyloEUDt0/bVAnam/76dtA93nu3Un7Tkr9qp5IcSQOpp+9z873O52qgUJllpj38ApYwxjT3KNCFt6HGRb7MakikixdkYYKox5i/S3uyfIO1b6I8KNCopriaQNkSjIxBrjMn4Ni/GWptgrY0xxkwGRhtjjpC2GMA7wFrg9AnYRbzKWhtL2gT+DmNMHHAkY549tU8pBMYCS40xrwHfkjaH2RPp/7DWWmPMOOA1Y8xmYDPwGhAPTCuYkKWYmQ28bozZRdqQzIbAC8CnoDYq+S999esrPXZVN8Y0AI5aa3ddqD1aazcYY34BPjbGPJlexyRgTlFfIROUMBORYsxa+40xpiwwGKhA2ofBdtbanec/UyRP9En/+d/T9j8CfJ7++/NACmkfBINI6/XT01rrzof4RC5E7VMKlLV2hTHmHuAt0u7t24HnrLVfeRT7D2nt8wMgDFhG2tx8sfkdrxRL/YA3SGt/lwLRwERguEcZtVHJT9cDCz22x6T/nAL0JGvtsRvwHv9bTXMW8HTehZx/jLVFfh42ERERERERERERr9EcZiIiIiIiIiIiIh6UMBMREREREREREfGghJmIiIiIiIiIiIgHJcxEREREREREREQ8KGEmIiIiIiIiIiLiQQkzERERERERERERD0qYiYiIiIiIiIiIeFDCTERERERERERExIMSZiIiIiIiIiIiIh6UMBMREREREREREfGghJmIiIiIiIiIiIgHJcxEREREREREREQ8KGEmIiIiIiIiIiLiQQkzERERERERERERD0qYiYiIiIiIiIiIeFDCTERERERERERExIMSZiIiIiIiIiIiIh6UMBMREREREREREfGghJmIiIiIiIiIiIgHJcxEREREREREREQ8KGEmIiIiIiIiIiLiQQkzERERERERERERD0qYiYiIiIiIiIiIeFDCTERERERERERExIMSZiIiIiIiIiIiIh6UMBMREREREREREfGghJmIiIiIiIiIiIgHJcxEREREREREREQ8KGEmIiIiIiIiIiLiQQkzERERERERERERD0qYiYiIiIiIiIiIeFDCTERERERERERExIMSZiIiIiIiIiIiIh6UMBMREREREREREfGghJmIiIiIiIiIiIgHJcxEREREREREREQ8KGEmIiIiIiIiIiLiQQkzERERERERERERD0qYiYiIiIiIiIiIeFDCTERERERERERExIMSZiIiIiIiIiIiIh6UMBMREREREREREfGghJmIiIiIiIiIiIgHJcxEREREREREREQ8KGEmIiIiIiIiIiLiQQkzERERERERERERD0qYiYiIiIiIiIiIeFDCTERERERERERExIMSZiIiIiIiIiIiIh6UMBMREREREREREfGghJmIiIiIiIiIiIgHJcxEREREREREREQ8KGEmIiIiIiIiIiLiQQkzERERERERERERD0qYiYiIiIiIiIiIeFDCTERERERERERExIMSZiKFnDGmrzFmuzEm0Riz0hhz03nK9jTG2LP8C/Qoc7MxZrYxJjr9WKdz1FXHGDPLGBNjjIk1xvxpjKmSF69RRETkYpade3l6+dLGmAnGmH3p52wwxrTLTp3GmABjzPvGmMPGmLj0e3ql08pUSX8miEsv954xxt97r1xERKToUsJMpBAzxtwPjAP+DTQEFgM/XyBxdQKo4PnPWpvocTwY+Bt4+jzXvQJYAmwEWgL1gTeAxHOdIyIiImfK7r08PWH1K1AN+BdQG+gF7M1mneOAe4AHgBZACDDHGOObXocv8CNpzwUt0st1BkZ74WWLiIgUecZaW9AxiMg5GGOWAaustX089m0AZlprXz1L+Z7AOGtt6SzWb4F7rLUzT9v/NZBsrX0oN/GLiIgUdzm4l/cGXgKustYm56ROY0wp4BDwkLX2m/TjFYHdQDtr7VxjTFtgDlDZWhudXuYB4HPgUmvtCS+8fBERkSLLr6ADEJGzS/+GuREw8rRD84Bm5zk1xBizE/AFVgODrLWR2biuD3AX8B9jzFzSvrneDrx1emLttPMCgIDTdpcBjmb12iIiIvmgJBBt8+Fb4xzeyzsAfwATjDEdSUt8TQPetta6s1hnI8CVvg8Aa220MSYqvcxcoCkQlZEsSzeXtHt5I2DhWV6P7vUiIlIUeOVer4SZSOF1CWlJrwOn7T8AlD/HORuBnsBaIBR4FogwxtS31m7O4nUvJW3YxivAQGAA0AaYYYxpZa39/RznvQoMyeI1REREClIlPIY45qGc3MtrALcCXwHtgJrABNKe24dnsc7yQJK19tgFymSqw1p7zBiTdJ7YdK8XEZGiItf3eiXMRAq/07Pi5iz70gpa+yfwp1PQmAhgFdAPeCaL18uY2zDcWjs2/ffVxphmQG/gXAmzt4AxHtslgT27d+8mNDQ0i5cWEcm9iIgI2rVrh7+/P3/99RdVq1Yt6JCkEIiOjiY4OJgqVaoAxObz5bN8LyftPnwQeMJa6wZWpg+nfIm0hFlO6jxXmbOVP189uteLiEihduLECSpXrgxeuNcrYSZSeB0G3Jz5Le+lnPmt8llZa1ONMStI+3Y6O9dNAdaftn8DaZMCn+tap4BTGdvGGABCQ0P1EC0i+apNmzZMnz6dXbt2cc011xR0OFIIpKSk0KZNG4KDg/P70jm5l+8jbR5Rt8e+DUD59OGYWalzP+BvjAk7rZfZpcBSjzJNPCswxoSRNpTzrLHpXi8iIsWJVskUKaSstUnASuD20w7dzv8eds/LpD3JNiDt4Ts7111B2qpcnmoBO7Naj4hIQTHGcO+99/Lcc88VdChSSERFRXHo0CH279+fr9fN4b08ArgyfU7RDLWAfdbapCzWuRJI9ixjjKkA1PMo8wdQL31/hjtIS4itvPCrExERubiph5lI4TYGmGqM+Yu0B9sngCrARwDGmC+AvRmrbBljhpA2JHMzaXOYPUNawuypjAqNMSHAlR7XqG6MaQActdbuSt83CvjGGLOItEl/2wB3Ay3z5mWKiORebGwsbreb0qWztFCwFCMNGjRg7969LFu2jDZt2uT35bN1Lwc+JG0qhXeNMe+T1kv8NeC9rNZprf1/9u48zsby/+P465rN2Ilkp7JEQraoUAklhArZUkmWRIQQ2SJCkSzZstTXFrJmCWXLmn3LvhsGYxnMcq7fH4fzm7Ev58w5M/N+Ph7nkXPf131dn+ORuc987uv6XGHGmFFAf2NMKM6i/P1w1jhddK2PBThnk483xrTFWby/HzBCO2SKiIgoYSbi06y1k4wx6YAuQCZgK87t4K/P9MoOOGJckgb4CecyjTDgX6CMtXZNjDbFiL3z1fVaJGNxbhiAtXb6tW3tO+D8gr4LeMtau9x9n05ExL169OjB6NGjGTx4MLVr1/Z2OOJj0qRJQ6lSpeJ83Pu9l1trDxtjKgDfAZtxFiweCPS5jz4BPsNZYmEykBT4E2h4fanntR033wCG4JzVdhnnbpyfu/dvQEREJH4ycbCjtogkQsaYVEBYWFiY6pqIiMft37+fp556ioiICObMmUOlSpW8HZL4iLNnz5I2bVrAWQg4derUAKk1i+rh6V4vIiK+xp33etUwExERkXjviy++ICIigldffZXXX3/d2+GIjzh+/DhZsmTh7bff5vLly94OR0REROIRJcxEREQkXlu5ciWTJ0/GGEP//v1dO/eJ/PHHH1y+fJnjx4+TNGlSb4cjIiIi8YhqmImIiEi8Za2ldevWAHz44YcULFjQyxGJL3n//fcpXrw44eHh3g5FRERE4hklzERERCTemjRpEqtXryZ58uT06NHD2+GIDypQoIC3QxAREZF4SEsyRUREJN7aunUrxhi++OILMmbM6O1wxEdYa1WzTERERB6KEmYiIiISb/Xs2ZN///3XtSxTBOCvv/4iW7Zs9OzZ09uhiIiISDylJZkiIiISrxUqVMjbIYiP+fXXXwkNDeXo0aPeDkVERETiKSXMREREJN4ZMWIEZcuWJU+ePN4ORXzQ0KFDef3113nmmWe8HYqIiIjEU0qYiYiISLyyfft2mjRpgp+fH7t27eKJJ57wdkjiY/z9/alevbq3wxAREZF4TDXMREREJF5p27YtDoeDKlWqKFkmsURHR2Ot9XYYIiIikgAoYSYiIiLxxoIFC5g7dy6BgYH06dPH2+GIjxkyZAhFixZl1qxZ3g5FRERE4jktyRQREZF4ITo6ms8//xyA5s2bkzt3bi9HJL5mxIgRbNmyhSNHjng7FBEREYnnlDATERGReGHMmDFs2bKFtGnT0rlzZ2+HIz5oyZIljBo1igYNGng7FBEREYnnlDATERERn3fhwgW+/PJLALp06cIjjzzi5YjEF6VLl4527dp5OwwRERFJAFTDTERERHxeYGAgLVu2pEiRIjRr1szb4YiPUaF/ERERcTclzERERMTnBQcH06FDB9auXUtQUJC3wxEf06xZM2rVqsW2bdu8HYqIiIgkEEqYiYiIiE+LOXvIz09fXSS2sLAwfv75ZyZPnsy5c+e8HY6IiIgkEPrWKSIiIj5r3bp1FC5cmIULF3o7FPFRqVOn5p9//uGrr77i+eef93Y4IiIikkCo6L+IiIj4JGstrVu3ZvPmzYwfP57y5ct7OyTxUYUKFaJQoULeDkNEREQSEM0wExEREZ80ffp0li1bRtKkSfn666+9HY6IiIiIJCJKmImIiIjPiYiIoF27dgB8/vnnZMuWzcsRia+x1lKlShW6dOnCmTNnvB2OiIiIJDBKmImIiIjP+fHHH9m7dy8ZM2Z0Jc5EYlq9ejWzZ8+mb9++REVFeTscERERSWBUw0xERER8SmhoKN27dwegZ8+epEiRwssRiS8qWrQokyZN4sCBA2TIkMHb4VyAI3YAACAASURBVIiIiEgCo4SZiIiI+JRx48Zx7tw5ChYsSMOGDb0djviowMBAatas6e0wREREJIFSwkxERER8SqtWrciWLRuPPfYY/v7+3g5HRERERBIh1TATERERn2KM4e2336Z06dLeDkV8UHh4OBUqVODXX39V7TIRERHxGCXMRERExCfs3r2bsLAwb4chPm78+PEsXLiQzp07Y4zxdjgiIiKSQGlJpoiIiHidw+Hg3Xff5dChQ0ydOpWyZct6OyTxUTVq1ODUqVNkzZpVS3ZFRETEY5QwExEREa+bMGECGzZsIFWqVOTPn9/b4YgPe/TRR/nyyy+9HYaIiIgkcFqSKSIiIl516dIlOnbsCECnTp149NFHvRyRiIiIiCR2SpiJiIiIV/Xv35+jR4+SI0cOPv30U2+HIz5q165d1KtXj3Xr1nk7FBEREUkEtCRTREREvObYsWP06dMHgD59+hAcHOzliMRXDRo0iF9++YULFy7w+++/ezscERERSeCUMBMRERGv6dy5M+Hh4ZQsWZKaNWt6OxzxYR9++CEXLlzggw8+8HYoIiIikggoYSYiIiJe4XA4MMbg5+fHgAEDMMZ4OyTxYUWKFGHcuHHeDkNEREQSCdUwExEREa/w8/Nj5MiR7N27l1KlSnk7HBERERERFyXMRERExKty5szp7RDEh82bN48ePXoQEhLi7VBEREQkEVHCTEREROJUZGQkLVq04L///vN2KBIP9O7dmy5dujBo0CBvhyIiIiKJiBJmIvGAMaaZMWa/MeaKMWa9Mab0Hdo2NMbYW7yCY7QpY4yZZYw5du1ctbuMP/xau1bu/Fwikjj99NNPDB48mJdeeonIyEhvhyM+zFpLkyZNeP7552nWrJm3wxEREZFERAkzER9njKkFfA98DTwLLAPmGWOy3+Gy80CmmC9r7ZUY55MDm4BP7mH8asBzwLEH+gAiIjGcO3eOr776CoAvv/ySwMBAL0ckvswYQ506dVixYgWZM2f2djgiIiKSiGiXTBHf1xoYZa0dee19K2NMRaAp0OE211hr7YnbdWitnQfMA+64K50xJgswGKgIzLn/0EVEYuvVqxehoaHky5ePjz76yNvhiIiIiIjckmaYifgwY0wQUBRYcMOpBcDzd7g0hTHmoDHmiDFmtjHm2QcY2w8YD3xrrd12v9eLiNxo3759DBw4EIB+/foREKDndnJ7Y8aMYdKkSQli2a4HSiukNMZ8f+1ef9kYs9IYU/yGfm7VhzXGtI3R5sAtzn/jmb8FERGR+EUJMxHflh7wB07ecPwkkPE21+wEGgJVgXeBK8AKY0zu+xy7PRAF3FOVZWNMEmNMqusvIOV9jiciCdwXX3xBREQEr776Kq+//rq3wxEfduXKFdq3b0/t2rWZNWuWt8N5KB4qrTASKA/UB57B+SBt0bWZ4ddluuH1AWCB324Yq8sN7Xre/6cUERFJeJQwE4kf7A3vzS2OORta+4+1doK1dpO1dhlQE9gNtLjXwYwxRYGWQENr7S3HuYUOQFiM15F7HU9EEr5Vq1YxZcoUjDH079//jsvBRSIjI2nWrBnFixenatWq3g7nYblKK1hrd1hrWwGHcZZWuB1rrT0R83X9hDEmKfAW0M5a+7e1do+1tiuwP2aft7j+TWCJtXbfDWNduKHtRfd8bBERkfhNCTMR33YaiObm2WQZuHnW2S1Zax3AWuB+ZpiVvjbGIWNMlDEmCsgB9DfGHLjNNb2B1DFeWe9jPBFJ4AoXLkyvXr1o2bIlBQsW9HY44uNSpkxJ165dWb16dbxeuuuh0goBOGefX7nhmsvAi7eJ4zHgDWDULU63N8aEGmM2GmM6XYtZREQk0Yu/30BEEgFrbYQxZj3OZRfTY5wqD/x+L30Y5zSOwsCW+xh6PLDohmPzrx0fc5tYrwJXY4x7H8OJSEKXNGlSOnS43T4lIreWAO4lD1NaYQuQCueM7xXGmELW2v+stReMMauAzsaYHdf6ehfnjtb/3abP94ALwLQbjg8ENgBngRI4H349DjS6VSfGmCRAkhiHVH5BREQSLCXMRHzfAGC8MWYdsApoDGQHhgEYY8YBR621Ha69/wr4B+eX5lTApzgTZs2vd2iMSQHkijHG48aYwsAZa+0ha20oEBozCGNMJHDCWrvLI59SRBKkyMhI/Pz88Pf393YoEk/88MMPlC5dmsKFC3s7FHe6r9IKOO/jzobGrMCZ1GqB854Oztplo4GjOGeibwB+BYrcZvwPgF9uqIOGtfa7GG83G2POAlONMe2vfRe4UQfgq9uMISIikqBoSaaIj7PWTgJa4SzKuxEoA1Sy1h681iQ7ziK916UBfgJ24FzykQUoY61dE6NNMeDfay9wJuX+Bbp76GOISCI1YMAAihQpwt9//+3tUCQe2LdvHy1btuTZZ5/lwIED3g7HHTxSWsFau9daWxZIAWSz1pYAAnHWMYvl2o6ceXFuFHA31xN1uW5zXuUXREQk0dAMM5F4wFo7BBhym3Mv3fD+M+Czu/S3FOfT7fuJIef9tBcRCQkJoVevXpw/f56DBw/e/QJJ9Ky11KpVi4sXL5IzZ05vh/PQPF1awVp7CbhkjEkLVATa3aKLD4H11tpN9zDc9Vppx291UuUXREQkMVHCTERERDyia9eunD9/nqJFi1K3bl1vhyPxwJNPPsn//vc/HA6HR/q/fPmyR/q9C0+UVqiI88HXLpyzwb699udYdUaNMamAd4A2NwZljCkFlASW4NzdujjwHTDTWnvIPR9dREQk/lLCTERERNxu+/btDB8+HID+/fvj56cqEHLvPPX/yzfffOORfu/EWjvJGJMOZ2mFTMBWbi6tEDNDeL20Qkaciax/ubm0QmqcyyOzAmeA34BO1trIG4avjTOx9r9bhHYVqIWzJlkS4CAwAuj7YJ9UREQkYTHW3rLeqIjIQ7n2VDssLCyMVKlSeTscEYljb7zxBnPnzqVatWpMnz797hdIouZwOPjxxx+pU6cO6dKl88gYGzZsoHjx4tdnr6W21p73yECJiO71IiLia86fP0/q1KnBDfd6Pe4VERERt1q4cCFz584lICCAvn01WUXubs6cOXz66acULFiQqKgot/cfFRVFo0aNPLbUU0RERBIeLckUERERt5o0aRIAzZs3J3fu3HdpLQLBwcE8++yzlC9fnoAA93897d+/P//++y9p0qTh3Llzbu9fREREEh4tyRQRj9AyDZHEy1rL1KlTKVeuHI888oi3w5F4wlpLREQESZIkcWu/4eHhPP7444SEhDBkyBCaNWsGWpLpFrrXi4iIr3HnkkwlzETEI/QlWkREfMXhw4cZNWoUn332GWnSpAElzNxC93oREfE1qmEmIiIiPmfBggWEhYV5OwyJR06fPs1vv/3mkbplMWXLlo2uXbtijPHoOCIiIpJwqIaZiIiIPLTDhw/z5ptvkjJlStauXUuOHDm8HZLEAz/99BOdOnXizTffZMaMGW7t+9ixY2zbto3y5cu7tV8REV9jrSUkJIRBgwaxYcMG6tWrx7PPPou/vz+TJk1i+/btPPnkk7z88ssULlyYdOnS6QGCyD1QwkxEREQeWseOHbly5QolSpQge/bs3g5H4omkSZOSLl063n77bbf2a62lefPmzJgxg969e/PFF1+4tX8RkbgWHR3NkiVL+OWXX5gxY4ZrRndQUBBXr16N1faPP/64ZR+9evW66ViaNGnInz8/ZcqUoXr16hQrVgw/Py1EEwHVMBMRD1FdE5HEY926dRQvXhyAtWvXUqxYMS9HJPHJ5cuXCQgIIDAw0G19RkVF0aZNG4YPH87atWt55plnAPfWNRHd60U8ae/evTRu3Jhly5YRGRl539c/8sgjWGs5e/bsfV/r5+dHlSpVqFmzJm+99ZbbN2MR8SQV/RcRn6cv0SKJg7WWsmXLsmzZMurXr8+4ceO8HZKIy7Fjx8icObPrvRJm7qV7vYj7REdH07ZtW0aOHMmFCxfu+bpixYrRuXNn8ubNS6pUqciZMycRERHs37+fnDlzcuHCBaZPn86qVauIiori4MGD/Pfffxw5cuSe60caY8iQIQPz58+nUKFCD/oRReKEEmYi4vP0JVokcZg+fTo1atQgadKk7Nq1i2zZsnk7JIkHdu3aRWRkJAUKFHB739ba29bmUcLMvXSvF3lwDoeDY8eO4e/vz2+//Ubr1q3vOpMsXbp0hIaGMn36dE6fPk3fvn2pUqUKvXv3JigoCHD+fM2SJQspUqS4Y18XL15k4sSJpEiRghIlSrB//36mTp3KiBEj8PPzI1WqVISGhsa6xhhDhQoVePfdd3n++efJnTv3w/0liHiAdskUERERr4uIiKBdu3YAtGnTRskyuWddunThmWee4dtvv3Vrv3/++Scvv/wyu3fvdmu/IiLuNHLkSPz9/cmWLRtZsmShRYsWsZJlxhjq16/PuXPnWL16tWumbGhoKOnTp+fq1as0atSI3bt3s337dnLlysXQoUO5evUqefPmvWuyDCBFihQ0atSI2rVr88QTT1CuXDmqVq1KdHQ0KVKk4PDhw4SHh/Pee++5rrHWMn/+fBo2bEiePHkwxlCgQAGOHj3q/r8kER+gov8iIiLyQMLDw3nhhRcIDw+nffv23g5H4gmHw4Gfnx/+/v5UqFDBbf2Gh4fTuHFj9u3bx5AhQ/j+++/d1reIiDvMmjWLDh06sG3bNtcxay3PPfcctWvX5tKlSzz55JMUKlSI4OBgmjRpwsSJEwEIDg6mdevWtG/f3jWjMzQ0lE2bNnH8+HGaNWvG119/Tfv27fnoo48IDg6+7/jKlCnD6NGjuXjxIkmTJgVg9OjRnD59GmMMHTt2ZNGiRQwePJiQkBAAtm3bRtasWUmRIgVDhw6lXr16D/vXJOIztCRTRDxCyzREEo/z58/r37nctxMnTpAxY0a39ff555/Tv39/smXLxrZt20iZMuVNbbQk0710rxe5u6tXr1KqVCm2bt16yyWX48ePvynJZK2lWLFibNiwAWMMDRo0oEePHrecyX358mVGjRrFN99845rplSlTJtq1a0fjxo1JlizZQ8W/Z88ecufOjTGGAwcOkD17diIiIsiePTsnT5685TV169Zl/Pjxt10eL+JJqmEmIj5PX6JFRCSurF27lpIlS+JwOJgzZw6VKlW6ZTslzNxL93qR24uKiqJx48aMGTMm1vGMGTPy2WefUbJkSfLnz0/69OkBZ2INcO1IOWfOHL7//nu+/fZbChcufNfxrl69yujRo+nduzeHDx8GYMSIETRq1OihPsfly5eZMmUK27dv55tvvnEd79q1K2FhYQQFBfHjjz9y6dKlWNcFBgbSpk0bevXqpcSZxCklzETE5+lLtEjCtXv3br788kt69epFrly5vB2OxCMbN24kR44cpE2b1m19RkZGUqxYMTZv3kydOnX45ZdfbttWCTP30r1e5GZRUVE0b96cESNGcOPv2m+//TZTpkyJdcxay5QpU/jiiy9o1qwZn3/+ues4cN/JpoiICMaOHcv48eNZuHChKwG3ZcsWHn/88Xuqb3Y3Fy9eJFOmTFy8eJHFixfz8ssvc+TIEUqXLs2BAwditfXz86Ny5cr8/vvvDz2uyL1Q0X8RERHxmvbt2zNlyhTXl3qRe2GtpU6dOmTNmpXFixe7rd++ffuyefNm0qVLp7plIuJVVapUITAwkJ9++ilWsuyll15i+fLlNyXLli9fTqlSpahVqxb79+9nzJgxOBwOwJkoe5CZWUFBQXz00Uf8/fffrmRZVFQU1atXJ2fOnPTu3Zvz5x/ueUFQUBDDhw+nbt26vPTSSwBkzZqVLl260KRJE/Lnz+9q63A4mDlzJkmSJGH58uUPNa5IXFPCTERERO7Z0qVLmTFjBv7+/vTu3dvb4Ug8cvLkSQIDA/H396dYsWJu6XPnzp10794dgIEDB/Loo4+6pV8RkfsxduxYAgICmD17dqzj9evX58yZMyxZsoQXXnjBdXzXrl1Ur16d0qVLs3r1apInT063bt1Ys2YNfn7u/xX90KFD+Pn5ERoaSseOHcmZMyc9evTg3LlzD9RfUFAQderUYcKECa6knrWWPn36MGzYMFq2bMnSpUtdu3uCc+Zb6dKlee6551xLRkV8nZZkiohHaJmGSMLjcDgoXrw4GzZsoFmzZvz444/eDkniGWst+/bt48knn3zovhwOB2XLlmX58uW8/vrrzJkz566zMbQk0710r5fE7tChQxQrVoxTp07FOu7n50fRokX5/fffyZQpU6xzI0eOpEmTJkRHR+Pn50ejRo3o1q2bWzdBuZWoqCgmTZpEz5492blzJwCpU6emZcuWtGrV6qGXykdHRzN16lTGjRvHxIkTSZkyJQ6Hgy5dutC/f38CAgK4ePGiq/1jjz3G/v37XbtxiriLlmSKiIhInJswYQIbNmwgVapUdO3a1dvhSDxkjHFLsgxg2LBhLF++nOTJkzNs2DAVlRaROPXmm2+SI0eOWMmylClTMn/+fHbv3s2qVatuSpYBrplmlStXZsuWLQwfPtzjyTKAgIAA6taty9atW5k4cSJPP/00YWFhdO/enU2bNj10//7+/tSqVYs5c+a4din28/Nj06ZNXLlyhcaNG9O5c2fXz+qTJ0+SM2dO9u3b99Bji3iKEmYiIiJyV+Hh4XTs2BGATp06aemb3JctW7YQHR3ttv4OHz5M+/btAejduzfZs2d3W98iIndy6dIlWrRowcyZM2Mdr1OnDiEhIVSoUIEnn3wSf39/HA4HY8eOpXPnzq52+fLlY8eOHcyaNStWra+4cj2xtXnzZqZMmULjxo1ddcgA/vjjj5tmzD2MDz74gPLly9O4cWO6d+/OqlWrXOdCQkIoUKAAP/zwA1FRUW4bU8RdtCRTRDxCyzREEpZ+/frRtm1bcuTIwc6dOwkODvZ2SBJPnD17lqxZs5IpUyaWLVt2yxkX98NaS5UqVZgzZw6lSpVi2bJl+Pv739O1WpLpXrrXS2LTs2dPxo4dy549ewAIDg4mODiY8+fP8/3339OiRQtX20WLFtG2bVs2btyIn58fmzdv5umnn/ZW6Pfk9OnT5MyZE2uta8fOxx57zO3jfPXVVxw5coR9+/axdOlS1/H333+f0aNHu308SVzcea8PcE9IIiIikpA1a9aMq1evki9fPiXL5L5s3ryZJEmSkDx5crcsO4qMjCRLliwkSZKEkSNH3nOyTETkQe3YsYMCBQq4drDMnDkzY8aM4dVXX+XixYvs3r3btZnJ1q1badeuHfPmzQMgVapUdOrUyW3L0T0pJCSEfPnysW7dOvr168ePP/7Ixx9/TLt27R76Ycd1S5YsoUePHq7lmn/99RfNmzcHYMyYMcyaNYv9+/eTIkUKt4wn8jA0w0xEPEJPnUVE5LpLly5x+PBhnnrqKbf1eeTIEbJmzXpf12iGmXvpXi+JwW+//Ubt2rVjLRmsX78+48aNi9Xu9OnTdOjQgdGjR+NwOAgICKBZs2Z07tyZ9OnTx3XYD8xayx9//EG3bt1YvXo1AEmSJKFx48Z06tTpoWecXbp0iY8//pgUKVIwbNgwAD755JObNhIaN24c9evXf6ixJHFy571eCTMR8Qh9iRZJGE6fPk3atGk1i0d8grX2oYr7K2HmXrrXS0IWGRlJ3bp1mTJliutYsmTJCA8PJ2fOnGzcuPH6zxPAufz8ySef5OzZs7z99tv07t2bXLlyeSN0t7DWsnDhQrp168bKlSsJDAxkz549bqkZaa0lOjqagADngrfLly8zf/583nnnnViJyaeffpqtW7c+9HiSuGiXTBEREfE4ay21atWiaNGibNy40dvhSDy0f/9+t/X1xx9/ULFiRbf2KSJyK8uWLSMoKMiVLHv00UfZtm0bly5dYtKkSWzevJnkyZMzffp0rk9ASZs2LcOHD2fFihVMmTIlXifLwLmrcYUKFVi+fDl//vknffv2jZUsGzJkCAcOHHjgvq8nywBatGhBnTp1GDFiBPny5XMd37ZtG6lSpeLy5csP/DlEHoYSZiIiInJLc+bMYfHixezcuZM0adJ4OxyJZ9avX88TTzxBlSpVXHV/HpTD4aBVq1YsXLjwpmU7IiLuNHLkSMqUKeN67+fnx9atW107Wr7zzjv89ddfFCxYkBo1ajBr1ixX23feeYfnn38+zmP2JGMMr7zyCq1atXId27hxI82bNyd37tx8+OGH7N2794H7v3r1KocPH+bKlStkzZqVbdu28fnnn7vOX7hwgVSpUrFmzZqH+hwiD0IJMxEREblJZGQkbdu2BaBly5bkzJnTuwFJvLNixQqMMaROnRo/v4f7yunn58esWbOoW7cu3bp1c1OEIiKxvfnmm3z00Ueu9wEBATgcDiZPngzAhg0bKFeuHFWqVGHHjh2kS5eOS5cueStcr/H396d8+fJERUUxevRo8ubNS8OGDdm9e/d995UkSRLmzp3L0qVLefXVVzHG8O233zJ//nzXvSMqKornnnuOOnXquPujiNyRapiJiEeorolI/Pbjjz/yySefkD59evbs2ROrTovIvdq3bx8ATzzxhJcjcVINM/fSvV4SikuXLpExY0YuXrzoOtaqVSvq1KnD3r17KVWqFJ06deKXX34BnEmeli1b0qFDh0Q9A3vVqlV0796dP/74A3A+3Hj33XcZMGAAGTJkeOB+Q0NDKV++PK1ataJjx44cPXrUdS5TpkwcO3bsoWOXhEtF/0XE5+lLtEj8FRYWRq5cuTh9+jRDhgyhadOm3g5JEqmrV6+yadMmSpQo4Zb+lDBzL93rJSHYuXNnrLpZANOnT6datWqAs55nsWLF2LBhAwD16tWjZ8+e5MiRI85j9VVr1qyhR48ezJ49m8cee4z9+/eTNGnSB+6vTZs2DBgwgDx58rBu3Trq1KnD7NmzXeeLFy/OihUrCAwMdEf4ksCo6L+IiIh4TK9evTh9+jT58uWLtTRF5F6sXLmSqVOnuqWv3r17U7JkSb766iu39CciEtOUKVNuSpZlyZKFChUqEBERAThreHXr1o2XX36ZdevWMX78eCXLblCiRAlmzZrFunXr+Omnn1zJMofDwWeffcbmzZvvq79evXrx6aefMmXKFFKmTMmsWbMYOHCg6/zatWvJnj07J0+edOvnELmREmYiIiLi4nA4XIV1+/XrF2sXK5G7WblyJWXKlOG9995j586dD9XXtm3b6NWrF9ZaV7FtERF36dSpEzVr1nS9T5UqFQ0aNKBDhw4ULFiQQYMGuc698cYb/PnnnxQtWtQbocYbRYsWpWrVqq73U6dO5fvvv6dQoULUqFHjnnfcTpIkCQMHDqRgwYKuY3nz5uXXX3/l448/BuDEiRNkzJiR0aNHu/dDiMSgJZki4hFapiESf1lrWbx4Ma+88grGGG+HI/FIdHQ0FStW5LHHHmPYsGGkTJnygft54YUXWL16NVWqVOH33393y/+LWpLpXrrXS3z1/PPPs2rVKtf7AgUKMGjQIDp16uQ6ni9fPrZu3frQm5YkZjt27KBbt25MnjyZ63mHqlWr0rlzZ4oVK3bP/ezfv58iRYpw6dIlFi1axM6dO12JM4B//vmH5557zu3xS/ykJZkiIiLiMcYYypUrp2SZ3JP169fjcDgA585pM2fOZMKECQ+cLAMYPHgwq1evJmXKlAwZMkT/L4qI23z99dexkmVPPPEEefLk4ZVXXmHVqlUkS5aMLl26sGbNGiXLHlK+fPmYOHEiW7dupU6dOvj5+TFz5kyKFy/OG2+8wfnz95bLSJcuHeXKlaNo0aKULFmSxo0bU6lSJdf5atWqsWXLFk99DEnE9BNAREREsNYyePDge/7yKgLOOjPFixenX79+rmPJkiV7qATXgQMH6NixIwB9+/Yla9asDx2niAjAhAkTYtVE9PPz49ChQ0ybNg0/Pz8aNWrEf//9R7du3UiRIoUXI01Y8ufPzy+//ML27dtp0KABfn5+nD59+p4frKRKlYopU6Ywf/58goKCAJg9ezYtW7YkW7ZsnDhxgtKlSzNr1ixPfgxJhJQwExERESZNmkSLFi149tlniYyM9HY4Ek9kyJABay379+/HHWU+rLV8/PHHhIeHU6ZMGRo3buyGKEUksYuOjqZ58+Y0aNCA6OhoGjZsyOnTp1mxYgUOh4PXX3+dTZs2MWLECDJnzuztcBOsvHnzMnbsWHbt2sWwYcNcD1fOnTtHtWrV+Pvvv297rTEm1tLvn376iVGjRtG1a1defPFFwsLCqFq1Kk8++aTHP4ckHkqYicQDxphmxpj9xpgrxpj1xpjSd2jb0Bhjb/EKjtGmjDFmljHm2LVz1W7oI9AY08cYs8UYc+lau3HGGH2DEEmArly5whdffAFAw4YNtU273NHVq1ddf/7www9ZtmwZQ4cOdcuyyQkTJrBgwQKSJEnCiBEjtBxKRB5aVFQUwcHBDBkyBGstRYsWZdSoUaRLl46SJUuyfft25s6dS4ECBbwdaqKRK1cunn32Wdf7H374gd9//52yZcvy0ksvsWTJkjs+hLHWMn36dC5evEhoaCgLFizA398fgH379vHUU095/DNI4qBvISI+zhhTC/ge+Bp4FlgGzDPGZL/DZeeBTDFf1torMc4nBzYBn9zm+mRAEaDHtf/WAPIAMx/8k4iIrxo4cCAHDx4kS5YstGnTxtvhiI+KiIigbdu2lC5dmoiICMD5xP/FF190S/8hISG0atUKgK+++oo8efK4pV8RSbyio6MpXLgwUVFRrmPr169n69atrvd58+b1RmgSQ4MGDWjatClBQUH89ddfvPLKK5QpU4aFCxfeMnFmjGH27NmMHTuWzz//nKRJkzJ9+nTX+V27dmmmmbiFdskU8XHGmNXABmtt0xjHdgAzrLUdbtG+IfC9tTbNPfZvgerW2hl3aVccWAPksNYeq7TERwAAIABJREFUuod+tXOWSDwQEhJCrly5uHDhAmPHjqVBgwbeDkl81NGjRylYsCBnzpxh2rRpVK9e3a39v/vuu0ycOJHChQuzZs0aj8x01C6Z7qV7vfiy6Oho8ufPz+7du2Mdf/XVV5k5cyZJkyb1UmRyO4cPH6Zv376MGDHCNZu5dOnSLF68mICAgDteGx0dzcsvv8yyZctcx7JkycKRI0c8GrP4Hu2SKZJIGGOCgKLAghtOLQCev8OlKYwxB40xR4wxs40xz96h7b1KDVjg3G1iTWKMSXX9BTz49mgiEme6du3KhQsXKFKkCPXq1fN2OOLDsmTJwvjx45k+fbrbk2WzZ89m4sSJ+Pn5MXLkSC0LFpGHcvToUZInT+5KlhljaN68OevWrWPBggVKlvmobNmy8cMPP7Bv3z5atmxJcHAwjz/++F2TZQA//vgjy5YtI0mSJK5jR48e5ZFHHvFkyJLAaYaZiA+7VjPsKPCCtXZljOMdgfestTfNITfGlARyAVuAVEBLoBJQyFr73y3a33WG2bX6Z8uBndbaW/5GbYzpCnx143E9dRbxXdu3b+eZZ57B4XCwdOlSypYt6+2QxIdcuXKFdu3a8d5771G0aFGPjRMdHU3evHnZu3cvbdu2pW/fvh4ba8GCBVSsWBE0w8wtNMNMfFFkZCTBwcE4HA4AMmfOzJIlS7TMOx46ceIE0dHRZMmSBQCHw3Hb2paXL1+mefPmVKhQgZQpU1K5cmXXuVKlSrFy5cpbXicJj2aYiSQ+N2a2zS2OORta+4+1doK1dpO1dhlQE9gNtHiQgY0xgcBEnD8vmt2haW+cs9Cuv7I+yHgiEnfSpElD3bp1qVGjhpJlcpPOnTvzww8/8O6773p051R/f39mzpxJnTp16Nq1q8fGuXz5Ms2a3ek2JiLxVXR0NDNnziQ6OpqMGTO6kmUASZMmjTXrSOKPjBkzupJl4eHhVK1aleHDh9+ybdKkSRk9ejS1a9fmjTfeYNq0aa5zq1atonz58nESsyQsSpiJ+LbTQDSQ8YbjGYCT99KBtdYBrAVy3+/g15Jlk4HHgfJ3ytBba69aa89ffwEX7nc8EYlbmTNnZty4cUyaNMnboYgP6tChA8WKFWPQoEEeXyKZP39+fvnlF5IlS+axMbp06cLevXs91v+deGC365TGmO+vlV+4bIxZea3WaMx+fr5FH//c0CaJMeYHY8zpa7tizzTG6IGXxCubN2+mcOHCvPnmm2TMmJEzZ84AzmR89uzZSZEiBWnS3FNpX/Fhv/zyC3PmzKFp06ZMmTLlru0rVqxItmzZXO8XLVrktk1qJPFQwkzEh1lrI4D1wI2PRMoD9zSv2BhjgMLA8fsZO0ayLDfwqrU29H6uFxHfdWM5hnupDSIJ36VLl2LtMvbII4+wZs0aXnvtNY+Md+XKFTZs2OCRvm+lfPnyrpkKcclDu12PxPldoD7wDM7apouMMTd+wD9u6KfSDee/B6oDtYEXgRTAbGOM/31+TBGviIyMpFatWmzduhVjDKdPnwYgSZIknDp1in/++Yd58+ZdX54l8VijRo1o0qQJ1lrq1q3LwoUL79g+MjKSQoUKkT59etexFStWkC9fPk+HKgmIEmYivm8A0MgY84ExJp8x5jsgOzAMwBgzzhjT+3pjY8xXxpiKxpgnjDGFgVE4E2bDYrRJYYwpfO08wOPX3me/dj4AmAoUA+oC/saYjNdeQXHwmUXEg0aNGsXbb7/ttdk24nsuXLhA8eLFeeutt2L9EuJ85uIZPXr0oHjx4vTu3fvujd2gQoUKcZqgi6E1MMpaO9Jau8Na2wo4DDS9wzXWWnsi5uv6CWNMUuAtoJ219m9r7R5rbVdg/y36vHpDP2di9JMa+BBoY61dZK39F6iHMwH3qhs+t4jHDRkyhJ07d2KMcT0M8vf3Z+/evaRNm5ZMmTKRKVMmL0cp7mCMYfDgwdSsWZPIyEiqV6/OmjVrbts+derUTJ8+nZ07dzJhwgTX8Z07d/LNN9/ERciSAChhJuLjrLWTgFZAF2AjUAaoZK09eK1JdpxPja9LA/wE7MD5xDkLUMZaG/OOUgz499oLnEm5f4Hu195nBape++9GnLPTrr/utDuniPi4Cxcu8OWXX/Lbb78xc+ZMb4cjPiJlypSUKVOGjBkzxkmtH2stR48exeFw8NRTT3l0rIsXL7r+HBwcfIeW7ueh3a4DAH/gyg3XXMY5Syyml4wxIcaY3caYEcaYDDHOFQUCY8ZmrT0GbL1dbNoRW3zJ6dOnXXUPY86cDg4OZs+ePV6KSjzJ39+fcePGUb58eS5dukSlSpXYsWPHbdsHBASQLl066taty4gRI1zHO3ToECuJJnI7SpiJxAPW2iHW2pzW2iTW2qLW2r9jnHvJWtswxvvPrLU5rrXNYK2taK1ddUN/S6215havhtfOH7jNeWOtXRpHH1tEPKBPnz6cPHmSXLly0bx5c2+HI150/vx5wsPDXe+/++47Nm3aRJkyZTw+tjGGn3/+mbVr11K9enWPjbNmzRqyZ8/OiBEjsNZ6Y4ZZepzJrRvrjp7k5vqk1+0EGuJ8cPUuzsTYCmNMbgBr7QVgFdDZGJPZGONvjKkHPEfsB2jzcM4SfwVoAxQHFhtjrmdEMwIR1tqz9xFbByAsxuvIbdqJeFyXLl04d+5crGMFChTg6tWrXLlyYz5ZEookSZIwbdo0SpQoQWhoKG+99RbR0dF3ve6JJ54gefLkrjIUDRo04H//+5+nw5V4TgkzERGRROLw4cP0798fgL59+xIUpBXWidWGDRsoUqQIn376qetY0qRJefTRR+M0jmLFinms76tXr/L+++9z9uxZli5dijGGv//+++4Xeoa7d7uuf62Po8BV4FPgV5wbBV3vZ5K1do61dqu1dhbwOpAHeOMusd42NrQjtviII0eOMHTo0FjHpk+fzpo1a5g/fz4VK1b0UmQJT2RkJAsWLKBp06aULFmSJUuWeDskUqRIwZw5cyhdujRjx47F3//uZReDgoKIjIykYMGCJEmSBGstderUYezYsXEQscRXSpiJiIgkEh07duTKlSuUKVOGatWqeTsc8aKwsDD27dvHokWLCA2Nuz1d9u7dy7vvvsuxY8c8Plb37t3Zvn07GTJkYNCgQQC88MILHh/3Bh7Z7dpau9daWxZnkf5s1toSOJdX7r9DP8eBgzH6OQEEGWPS3mts2hFbfMWNSY6BAwdSrVo1kiZNyiuvvOKlqBKO8PBwZsyYQYMGDciQIQMVK1Zk2LBhrF69mqpVq3qrHmQs6dOn56+//qJ48eJ3bwy8+OKLLFy4kBUrVjB16lTX8ffff18zEuW2lDATERFJBNatW+eq19G/f3+PFnMX3xSzxs/LL7/MxIkT+ffff0mXLl2cjd+4cWMmTpzo8eXA69evp0+fPgAMHTrU9RnjutCzp3e7ttZestYev5b0qgj8fod+0gHZYvSzHoiMGZsxJhNQ4F5jE/GGixcv8tVXX8U6ljx5ci9Fk3CcO3eOX375hbfeeotHH32U6tWrM378eM6dO0eGDBlo3LgxpUuX5tKlS2zatMnb4QKxN6ZZu3YttWrV4urVq7dtX6ZMGYKDg6lcubIrsWqt5f3338fhcHg8Xol/tI+8iIhIItC3b18A6tev79FlcOKbVqxYQdu2bZk5cybp06cHoGbNmnEaw5gxY1i8eDFJkyalX79+HhsnIiKC999/n+joaGrVqkWNGjVYtWoV8+bNY9GiRR4b9w4GAOONMetw1h5rzA27XQNHrbUdrr3/CvgH+A9IhXO5ZWHAlWU0xlTEuXRyF5AL+Pban8dcO58C6Ar8hjNBlhPohXPG23QAa22YMWYU0N8YEwqcAfoBWwCv/EWJ3M2lS5eoVq0a0dHRGGPIkiULR44cYenSpXzwwQd6GPQAtm3bxueff86ff/5JZGSk63iOHDmoUaMG1atX5/nnn8ff35+wsDBWrVrFa6+95sWIb3blyhXefPNNjh8/TnR0NJMmTbrrMs3atWuzYcMGLly4wMSJE8mcOTN9+/a9p+WdkohYa/XSSy+93P7C+SXfhoWFWRHxvkuXLtkePXrYQ4cOeTsUiWNRUVH26aeftoBt2rSpV2I4duyYTZMmjQXst99+69GxunTpYgH76KOP2pCQEHv+/HmbIUMGi7Mu1/VXKhu398RmwAGc9cbW49y9+vq5pcDPMd5/h3Pp5FUgBJgPlLqhv5rA3mttjgODgdQxzie9dl0IEHGtv59xLt+M2U8w8AMQCoQDs25sc5fPpXu9xJmIiAhbpEgRC1h/f3+7cuVK63A47JgxY2xERIS3w4s3Dh48aDdv3ux6f+TIEdfPxnz58tlOnTrZ9evXW4fDcde+QkND7cWLFz0Z7j37888/bVBQkAXsRx99dMf4IyIibNGiRS1gq1Sp4vr8yZIli8OIxVPCwsLcdq831t6upqeIyIO7tt18WFhYGKlSpfJ2OCIiidqmTZv4/vvvGTRoEClTpozz8d9++21+++03ihYtyj///OPapcwTOnXqxDfffMPEiRN555132LlzJ4ULF75xmU5q66zBJQ9B93qJS8HBwa5/xy1atHDVJpR7N2rUKBo1akTFihX5448/XMdHjx7N888/z1NPPXXPfR08eJDXXnuNXLlyMX36dI/+XL9X06ZN45133sHhcNCxY0e+/vrr27Y9evQoEydOpHXr1mTIkIHTp08DUKhQITZu3BhXIYsHnD9/ntSpU4Mb7vWqYSYiIpKAbd++/Z62W5eEZfHixcyePdv1vlChQowZM8YrybLp06fz22+/ERAQwKhRozz+S9XXX3/N9u3beeeddwDInj2765dsPz999RWJj26sTeXn56eaU3dgrWXDhg107tyZuXPnuo6XLl0aYwxRUVGx/v4++OCD+0qWARw7dowDBw6wceNGjh496rbYH0aNGjUYNmwYAL169eK77767bdssWbLQpk0bjDGsX7/edXzTpk2xdpCWxE3fGkRERBKoM2fO8OKLL1KsWDGf+TIrnrdgwQJeffVV6tevz8GDB70ay7lz51wF/tu1a0ehQoXiZNy8efO6/lyhQgXXn2/cWU9EfN/EiROZPHlyrGOTJk3i5Ml72mg20YiOjmb58uW0bt2axx9/nKJFi9KzZ09Gjx7tapMnTx5CQkJYtGjRQz9AKFWqFL///jsrV64kR44cDxu+23z00Uf07t0bgNatW8d6eHQ7WbJkoUaNGq73P/zwA9OnT/dYjBJ/eH/epIiIiHhE9+7dOXv2LFmzZiVjxozeDkfiyMsvv8xzzz3HM888w6OPPurVWNq2bcvx48fJmzcvnTt39tg4W7ZsoUWLFgwbNsw1S2L79u0sWbKEFStWAFCgQAGqVq3qsRhExP22bdtGvXr1XO/r16/Pa6+9xtNPP02mTJm8GJlviIiIYMmSJUybNo0ZM2YQEhLiOpcsWTJee+01ateuHeua6xu/uEPMBxIAISEhZMiQwW39P6j27dtz6tQpdu3a5doN806mTZvGtGnTYh2rUaMG+/bt4/HHH/dUmBIPqIaZiHiE6pqIeNfu3bt5+umniYqKYuHChbz66qveDkk8aN26dRQtWtS1Q1x4eDjJkiXzakxLlixx/aLy999/U7p0aY+MExkZScmSJdmwYQPvvPOOayZKpUqVmDdvHgABAQGcPHmSgIAAt9U1Ed3rxbMOHToUa+ZSsmTJ2Lt3b6J/ABQeHs78+fOZNm0as2bNIiwszHUuTZo0VKlShRo1alChQoU4vQ9MmTKFhg0b8r///c8nHk44HA6io6MJDAy8a1trLU2bNuWll16if//+rFu3DnAu/Y2KitLuq/GMapiJiIjIHbVv356oqCgqVaqkZFkC17FjR4oXL87w4cNdx7ydLAsPD+ejjz4CoGnTph5LlgF8++23bNiwgbRp0zJw4EDA+YtSzPo8LVq04JFHHvFYDCLiXtbam2b2fPHFF4k+WbZkyRLSp09PjRo1mDBhAmFhYTz22GM0adKE+fPnc/LkScaNG0e1atXi/D6wYMECwsPDqV27NqtWrYrTsW/Fz8/PlSyz1tKjR4/bFvM3xjBs2DBq167NypUrXX93DoeDEiVKxFnM4nuUMBMREUlg/vrrL2bMmIG/vz/ffvutt8MRD0uXLh0A+/bt83Ik/69r167s3buXrFmz8s0333hsnG3bttGtWzcABg0aFGuJ1oIFCwAIDAykf//+HotBRNyvZMmSNxX1f+KJJ7wUjXeEhITw008/8dtvv7mOFSpUiMjISHLmzEnr1q1Zvnw5R48eZejQoVSoUIGgoCCvxTtkyBAqVarE5cuXqVy5Mjt37vRaLDcaOHAgXbp04bXXXmPv3r13bBsYGMjWrVtd79etW0fbtm09HaL4KCXMREREEhCHw0Hr1q0B+Pjjj8mfP7+XIxJPiLlb3GeffcayZcvo27evFyP6f9Za12YDQ4cO9dhSvaioKN5//30iIiKoXLkydevWdZ176aWXuF525JNPPtFyGpF4pFu3bqxZswZwLqdeunQpffr0ifVvPKGKWS5p6tSpfPzxx7ES/o888gg7duxg37599O/fnxdeeAF/f39vhHqTwMBAJk+eTIkSJThz5gyvvfYax44d83ZYADRs2JBChQpx8uRJypcvz/Hjx2/b1lrL+++/H+tYv379XDOYJXFRwkxERCQBOX36NEFBQaRKlYquXbt6OxxxsytXrtCsWTNee+01oqOjAeeykxdffNHLkf0/YwyTJk3in3/+oXLlyh4bZ8CAAaxdu5Y0adIwfPhwjDFcvnyZ2rVrs2zZMgD8/f0ZMGCAx2IQEfeaMGFCrHvXyJEjKVu2LO3atfNeUB62Y8cOvv76a4oWLRpraX21atUoXrw4b775ZqxEWq5cuXz2IUDy5MmZPXs2uXPn5uDBg1SqVInz571fLjJNmjT88ccfPPnkk+zfv5+KFSty9uzZW7Y1xtChQwcyZ85MixYtXMdbtWrFoUOH4ipk8REq+i8iHqFCwCLeY61l9+7d5M2b19uhiJvt2bOHZ599losXLybqzRwcDgdlypRhxYoVjBkzhoYNGwLwzTff0KFDB1e7X3/9lXfffdf13p2FgEX3enGv0NDQm3Zw9Pf358CBA2TNmtVLUbmftZb169e7dmbctWuX61yFChWYP3++F6Nzj3379lGqVClCQkIoV64cc+fO9epy0ZhxvfDCC5w4cYIXXniBBQsW3LbW2+XLl0maNCklS5Zk9erVADz22GOcOHEiLkOWB6Ci/yIiInJbxhglyxKoXLlyMWbMGObNm+dzybLdu3dTv359QkJCPD6Wn58fS5cu5ddff+W9995zHQ8ODnb9+ZFHHomVLBMR3xZzR8zrmjZtmiCSZdHR0fz999+0atWKnDlzUrx4cXr37s2uXbsICgqiUqVKjBw5kgkTJng7VLd44oknmDt3LilSpODPP/+kYcOGN9Wk81Zc8+fPJ3Xq1KxYsYJatWpxuwlESZMmBWDFihWkTJkSgJMnT9KqVas4i1e8TzPMRMQj9NRZJG4dP36cIUOG0K5dO9cXO4n/Ll26RJs2bWjZsiX58uXzdjh3VK5cORYvXkytWrWYOHFinI9vrSUgIMD1S9mJEyd47LHHYrXRDDP30r1e3OX6zw9wJsQdDgdp0qRh79698XaH26tXr7J48WKmT5/OjBkzOHXqlOtc8uTJqVSpEjVq1KBSpUoJ9t/PggULeOONN4iKiqJNmzb069fP2yEBsHz5cipVqsTgwYNp0KDBHdtu27aNcuXKcebMGSIjIwGYPHky77zzTlyEKg9AM8xEREQkls6dO9OzZ89EURQ5MWndujXDhw+nTp06PvF0/k769u3LCy+84NFdMXfv3k3nzp1jbXpwXc2aNV1/RwULFrwpWSYivunnn392JcsA10Ofnj17xttkGcC8efOoVKkSI0aM4NSpU6RNm5b33nuP33//nVOnTjF58mRq166dYJNl4FxiOnr0aAD69+/Pd9995+WInF588UX2799/12QZQNasWUmXLh25cuVy/b9Zs2ZN1q1b5+kwxQdohpmIeISeOovEnU2bNvHss89irWXlypWUKlXK2yGJm5w4cYJKlSoxYMAAXnrpJW+H41XR0dGULVuWFStW0KRJE4YOHeo6V6dOHf73v/+53kdFRd1y5zjNMHMv3evlYYWEhMRKbpcrV44///yTp59+mo0bNxIQEODF6O7d0qVLGThwIMWLF6djx44AhIeHU6hQIcqXL0+NGjUoW7YsgYGBXo7UO/r06cMXX3wBwKpVqyhZsqSXI4rtxIkTzJ49m0aNGt3y/KFDh0iTJg1//fUXVatWBZw7uF6fcSa+xZ33+vjxE0hERERuyVpLmzZtsNZSs2ZNJcviubCwMP7++2+qVKkCQMaMGVm/fr3P7ohmreXQoUO3rD3kboMHD3bVkolZ2H/9+vWxkmWffPLJLZNlIuJ7blxqvmTJEgAGDhzo08myEydOEBgYSLp06QA4cuQIM2bM4L///nMlzJIlS8bu3bt99ud3XGrXrh1Hjx4lVapUPPfcc94OJ5bz58/z4osvsnfvXqKiomjSpMlNbbJnzw5AlSpVyJEjBwcPHiQqKopp06ZRo0aNuA5Z4pCWZIqIiMRjc+fO5c8//yQoKMijS+HE806dOkWRIkWoXr06q1atch335V+2pkyZQu7cuenVq5dHx9mzZ48rSfbtt9+6fnkB58yz65IlS8YPP/zg0VhExD2WLVvGmTNnAGfdsjZt2jB27FiaNGlCuXLlvBzdzfbv38+AAQN48cUXyZw5M6NGjXKdq1y5Ml26dLmpaL8v//yOS8YYBg4cSM+ePX3u7yRVqlSuDWKaNWvG5MmT79i+f//+rocyH3zwAfv37/d4jOI9vpu2FxERkTuKjIzk888/B6BVq1Y8/vjjXo5IHkb69OkpUaIE0dHR8WKGVGhoKC1atCAyMpKIiAiPjeNwOPjwww+5fPkyr7zyCo0bN451/sMPP3T9edmyZR6LQ0TcJzQ0lDp16gBQv359fv75Z8CZOKtXr54XI/t/1lq2b9/OtGnTmDZtGhs3box1/r///nP9OU2aNHTr1i2uQ4xXYibKLl++TMuWLenUqVOczFC+m+7du3Pq1CmGDx9OvXr1SJs2LeXLl79l2w0bNhAdHU3atGk5e/YsefLkYfv27eTOnTuOo5a4oBpmIuIRqmsi4nlDhgyhefPmpE+fnj179lyv1yDxyJkzZ0iRIgVBQUGAc2nI9S/ivq5hw4aMHTuW/Pnzs2HDBpIkSeKRcQYPHkyLFi1Injw5W7ZscSWGo6KimD9/PpUrVwagcOHC/Pvvv3fsSzXM3Ev3enkQFy9eJG3atERFRZEnTx5WrVpFYGCgT+zwbK1l3bp1riTZ7t27Xef8/PwoW7Ys/8fefYdHUX0NHP9OCoEQeu8tgEgJiCC9I4Ym5SdIEQPSpCpFioBUEekovRuRIoiCIRQpAqEHgvRm6BAgkN6z9/1jYd4sTdDdzCY5n+eZx92Zu3PPYnZn9+y957Zp04ZWrVpRsGBBAyNN2bp3787SpUupWLEi/v7+ODgYP/EtMTGRDh068PPPP5MxY0Z27dpF1apVn2lnMplYsWIFdevWxd3dHTD/bSQd7SyMJatkCiGEEILmzZvTuXNnxo8fL8myFOjAgQNUrFhRL4QM5qkhKSFZtn37dlauXImmaSxZssRmybLo6GgmTJgAmItGJx1FOXv2bD1ZBjK6TIiUInfu3CQkJABQokQJFixYQKlSpVi/fr1hMV24cIGBAwdSpEgRqlatyjfffMPFixdJly4dzZs3Z9myZQQFBbFr1y769esnybL/aOzYsVSoUIHZs2fbRbIMwNHREW9vbxo3bkxkZCSenp6cO3fumXYODg5069aNEiVKkDt3bsCcRHteck2kfDIlUwghhEihChcujLe3t9FhiH/pwYMH3LhxAx8fH8aPH4+bm5vRIb2SyMhIevXqBUD//v1tutBEhgwZOHToEPPnz+fTTz/V95tMJr2wNsD777+fYv79hEjLVq1aRXR0tH7/9OnT7Nu3j4iICCIiIpItjtjYWCIjI8mePTtgLto/Z84cADJmzEizZs1o06YNnp6eMnrSBgoWLMiJEyfsJln2hIuLC7/88gsNGzYkJCQEV1fXl7a/deuWvvLp0aNHWb16tV4PTaQOMiVTCGETMk1DCNuJj49Ps0vTp3RKKYs6Lj/99BMtWrSwi6lIr2rQoEHMnDmTwoULc+bMGUMSVZGRkXq/mqZhMple6XEyJdO65FovXseDBw8oUKAAcXFx5MyZk5kzZ7JmzRp8fHx4++23OXz4cLIkUBYsWMAXX3xBt27dmDVrFmC+rg4YMICmTZvSuHFj0qdPb/M4xP87deoU69atY/z48XaxKEBwcDCJiYn6CLIXuXr1KqVKlSI+Pl7fFx0dLX8/BpMpmUIIIUQa9tFHH9GuXTuuXbtmdCjiNezcuZO6desSFvb/n906duyYopJlR44cYfbs2QAsXLjQZsmyq1evsnv37hceb9OmjX578eLFNolBCGFdVatWJS4uDgcHB/z8/ChTpgxbtmwBYM6cOTZJlj18+JCVK1da1CLLnz8/4eHhHDp0SN/n7OzM/PnzadGihSQ7ktmjR4+oV68eEydOZNKkSUaHA0COHDkskmU7duwgPDz8mXZFixZl7dq1lClTRt/3T0k2kbJIwkwIIYRIQQ4ePMjatWtZv349ISEhRocjXlFcXBzdu3dn3759fP3110aH86/ExcXxySefYDKZ6Ny5M++9955N+lFK0aNHDxo0aKBPkUp6zNfXl+3btwNQrFgxi1UyhRD26Y033iAwMBCAESNGULJkSQYOHIhSik6dOll1avedO3eYP38+jRs3Jnfu3Hh5eVmUL2jcuDEHDx5mjN1LAAAgAElEQVTkwIEDVutT/HvZsmVj/PjxAIwePZply5YZHJElb29v3nvvPVq1akVsbOwzx1u3bs2ZM2dwcjJXuwoPD2fmzJnJHaawEUmYCSGEECmEUopBgwYB0K1bNzw8PAyOSLyqdOnSsWrVKnr27MmYMWOMDudfmTJlCqdPn9anUtnKkiVL+OOPP0ifPj2enp4Wx7y9vWnatClgLrycdISIEMI++fn5ceHCBf2+t7c3y5Ytw8/PD1dXV7755pv/3Mfff//NtGnTqFGjBvnz56dPnz788ccfJCYmUqFCBYsi/RkyZKBatWp2Vz8rLevbty8jRowAoGfPnvj4+Bgc0f974403cHV1ZdeuXXTs2PG5q2FqmmYxinHQoEHJWpNP2I7UMBNC2ITUNRHC+tauXcuHH35IxowZuXTpEvny5TM6JPESPj4+pE+fnoYNGxodyn927tw5KlasSFxcHD/99JPNihpfv36dcuXKER4ezvTp0/UE8RNvvPGG/sV7zJgxjBs37rXOLzXMrEuu9eKfKKVwcXHRazzlzp0bT09PcubMyfTp05kwYQKjRo36V+c9c+YMv/zyC7/88gsnT560OF6tWjXatGlD69atcXd3t8pzEballMLLy4sffvgBV1dXdu/ebTcrT+7cuZOmTZsSFxdHjx49WLhw4XNrrb399tv4+/sDkC9fPm7fvp3coQqsfK1XSskmm2yyWX0DMgMqNDRUCSH+u+joaFWkSBEFqPHjxxsdjvgH69evV4DKnTu3unv3rtHh/Ccmk0nVrl1bAapZs2bKZDLZrJ8mTZooQFWvXl0lJCRYHL98+bICFKCyZs36r/oIDQ19co7Myg6ulSl9k2u9+Ce1atXSX7eenp4qPDxchYSEKKWUOnDggIqKinrtc/r6+qqSJUvq5wWUo6OjatCggfr+++/VzZs3rf00RDKJi4vTrwM5c+ZUFy9eNDok3fr165WDg4MC1IgRI57b5v79+8rJyUn/u2zZsmUyRymUsu61XsahCiGEECnA7NmzuXbtGgUKFGDw4MFGhyP+QdOmTSlfvjwdOnQga9asRofzn2iaxpQpU6hWrRrz58+32QpmK1asYNu2bbi4uLB8+XIcHR0tjlepUkW//WThASGE/ZoyZQr79+8HwMXFhd9//x03N7cnIz+oXr06GTJkeOk5EhIS2L17N3/99Ze+L0eOHFy6dAkXFxdatGjB8uXLCQoKYufOnfTt25cCBQrY7kkJm3J2dmb9+vVUrlyZBw8e0KRJE4KCgowOC4C2bduyYMECACZPnsyMGTOeaZMzZ06LUWWbNm3i3LlzyRajsD5JmAkhhBB2LjExkZUrVwLmD2murq4GRySe59ixY/rtDBkycOjQIWbNmoWLi4uBUVlH9erVOXDgAIUKFbLJ+R88eMDnn38OwIQJEyhdurR+LDQ0lIYNG/Lo0SMAMmXKRJcuXWwShxDCOuLi4hg+fLh+f8qUKTg4OPDdd9+91grPI0aMoEGDBsyaNUvf9/bbb7Nhwwbu37/Ppk2b8PLyIkeOHFaNXxjHzc0NHx8fSpQoQWBgIE2bNn3uCpVG6NGjh75wz7Vr156MtLWQK1cuRo4cqd+vX79+ssUnrE8SZkIIIYSdc3R05OjRo8ybN49OnToZHY54ilKK/v37U6VKFX766Sd9f0pPbCqluHHjhn7fViPLwDxiZN68eTRt2vSZumWDBw9m165d+n0/Pz+bxSGEsI6SJUta3J84cSLbtm1jwIABlC1blvv371scDw8PZ926dXTo0MHiNd60aVNy5MhB9uzZ9X2aptGmTRsyZcpk2ychDJMnTx62bt1Krly5OH78OP/73/+Ii4szOiwAhg8fzrZt25g1a9YLr4uTJk0iT548AAQFBbFw4cLkDFFYkSTMhBBCiBQgY8aMfPrpp7Kqlx3SNE3/Mnf58mWDo7Gen376iZIlSz532om1aZpGx44d8fHxeWYq5qlTp/TbVatWpXz58jaPRwjx761YsYLr168D5tVsP//8c+bMmaOvgtipUydy5cpFcHAwK1asoGXLluTKlYv27duzZs0a1q1bp5+rTp063L17l2nTphnyXIRx3N3d8fHxwdXVle3bt9O9e/fnjuhKbpqm8e677+rJsri4OE6fPv1MuwMHDui3+/fvz71795ItRmE98qlbCCGEsGPbt2/HZDIZHYZ4jtjYWP32mDFj8PPzY8yYMQZGZF2+vr7ExsYSFRVlsz7u3btHcHDwC48HBgZy5MgRwPwl5eDBgzaLRQjx3yUkJNCtWzf9/p9//smMGTOIiorixIkTZM6cmeLFi9OoUSPy5MlD165d2bx5M7Gxsbi7uzNs2DC8vLz0xzs6OuLk5GTAMxH2oEqVKqxfvx5HR0cePHhgcd21B5GRkbRs2ZKaNWsSEBBgcax48eJ4e3sDEB8fL7X1UijNHrK0QojUR5aaF+K/27FjB++++y7vvPMO+/fvly8NdiIyMpJ+/frx4MEDNm3aZNOpikZSSrFx40aaN29OunTpbHL+Vq1acfjwYX766ScaNGhgcTwmJoY8efIQFmZeEX7ixIl8+eWX/6lPqy41L+RaL56RJ08efSRNzZo12b9/PwEBAdSuXZuIiIhn2nt4eNCmTRvatGlD2bJlU+37qfhv9u3bR7Vq1XB2djY6FAvR0dE0adKEffv2kSdPHvbv34+7u7tFm0qVKunJtA8//JDVq1cbEWqaYs1rvYwwEyIF0DStj6ZpgZqmxWia5q9pWu2XtPXSNE09Z0ufpE0dTdM2a5p2+/GxVs85j6Zp2tjHbaI1TdujaVpZWz1HIYSlxMREfTXMatWqSbLMjvz999+sXr2aLVu2cPjwYaPDsZkndYJskSwDWL16NZs2beLhw4fkzp3b4tihQ4fInTu3nixLnz79f06WCSFsy9fX12LaWf78+fnuu++oVKmSRbKsevXqTJ06lcuXLxMQEMCYMWMoV66cJMvEC9WuXVtPliml7GblyQwZMrBp0yY8PDwICgri3Xff5c6dOxZtDh06pN/eu3cv8fHxyR2m+A8kYSaEndM0rT0wC5gEVAL2Ab6aphV+ycPCgHxJN6VUTJLjGYGTQL+XnOMLYNDjNlWAu8AOTdOkwqoQyWD58uWcOnWKbNmypappfqlB+fLlWbx4Mbt27aJatWpGh2NV4eHhfPHFF4SEhNi0n7t379K/f38A/ctyUlOmTLFYFS3pFw4hhH364YcfLO6HhYVZFP/v27cvt27d4sCBAwwZMoQSJUokd4gihUtMTKRPnz5UqlSJvXv3Gh0OAFmzZmXr1q36qp5NmjTRV3UGcHFxoVevXgDcvn2bSZMmGRWq+BckYSaE/RsELFVKLVFKnVNKfQbcAD59yWOUUupu0u2pg75KqVFKqV+e92DN/BPfZ8AkpdQvSqnTwMeAK9DRKs9KCPFC4eHhjBo1CoDRo0dbrA4mkl9oaCjdu3fn6tWr+r6PPvqIunXrGheUjYwYMYKpU6fSokULm/WhlKJPnz48fPiQSpUqMWzYsJe2r1+/Ph4eHjaLRwjx323dupU1a9YAULduXY4dO8aiRYuoXbs2Q4YMoW3btnz//ffkz5/f4EhFSnf37l3i4uI4f/680aHo8ubNy/bt28mbNy+nTp2iRYsWFvU/hw4diouLCwDjxo1j+PDhRoUqXpPUMBPCjmmalg6IAj5QSm1Msn82UFEp9cy3NU3TvIAlwC3AEQgARiulTrygDwW0Vkr9mmRfceAK8FbSx2ma9hsQopT6+BVil7omQvxLo0ePZuLEibi7u3PmzBmbTYkTr6ZDhw6sWbOG2rVr8+eff6baaUN+fn7Url0bpRQ7duygUaNGNuln7dq1fPjhhzg5OXHs2LFnkmGJiYm4uLiQmJiIk5MTcXFxVvs3lxpm1iXXegHg4+ND586dCQkJoVKlSvTu3ZuePXtatFFKpdr3TpG8oqOj8fPzs9k16r/466+/qFu3LomJiezZs4e33npLP/bgwQMqVqzIrVu39Ps5cuQwKtRUTWqYCZF25MSc9Ap6an8QkPcFjzkPeAEtgQ5ADOCnaVrJF7R/nifnfuV+NU1z0TQt85MNkKmbQvwLN27cYNq0aQB8++23kiyzA5MnT6ZSpUpMnTo11X7hi42NpXv37iil6Nq1q82+iNy7d49+/czVAL788kuLZFlCQgKbN2+mSpUqJCYmAvD999+n2n9zIVKLFi1aEBISgqZp/Pzzz/Ts2ZOEhASLFZ7ldSysJUOGDBbXqIcPH1pMgTRShQoV8PHx4c8//7RIlgHkzJmTgQMH6veLFi2azNGJf0MSZkKkDE8PBdWes8/cUKlDSqkflVInlVL7gHbARaC/LfsFRgChSbab/6I/IdK88PBwKlSoQO3atWnV6pn1OEQyCA4OZuvWrfr9okWL4u/vzzvvvGNgVLY1adIkzp8/T548eZg+fbrN+kmXLh3NmzfHw8ODkSNHWhybPn06LVu25MQJ88DmnDlz6nVfhBD2acSIETyZsaSUol69esTGxjJv3jzeeecdqT8obOr69evUqlWL999/n5iYmH9+QDKoUaMGlSpV0u/fvn1bf40MHToUNzc3ACIiIvj6668NiVG8OkmYCWHfHgCJPDuqKzfPjv56LqWUCTgKvM4Isyc1z16n38lAliRbwdfoTwjx2JtvvsnBgwfZuHGj/CJvgBs3blCxYkVatWrFX3/9pe9Pzf8vTp06xeTJkwHziK5s2bLZrK+sWbOyfPly9u/f/8zoyaSjUYBUvQKpEKnBo0eP9AS7pmkUK1aMwYMHEx4ezldffcWxY8cs3keFsLbQ0FBu3brFvn376Ny5sz462V4cPHiQcuXKWRT6b9CggX77yy+/tLuYhSVJmAlhx5RScYA/0PipQ42BA69yjscF/CsCd/6pbRKBmJNmer+P66nVfVG/SqlYpVTYkw0If147IcQ/c3BwkLoWBilQoAAeHh4ULvyyhYhTj8TERLp3705CQgLvv/8+bdu2tUk/0dHRJK2b++QX9qSSfrFu2LAhxYsXt0ksQgjreP/994mPjwfMo8vatGlD//79GTNmDCEhIXh4ePDJJ58YHKVIzcqXL89vv/1GunTp2LBhA5999hn2VKPd39+fR48eMXr0aObPnw/A1KlTyZ07t96mYEEZY2DPpOi/EHZO07T2gDfQGzgI9AR6AGWVUtc0TfsBuKWUGvG4/VfAIeASkBkYAHwE1FRKHXncxg1wf9zFCcwrce4GHiqlrj9uMwzzNMuuj881EqgHlFZK/WMyTAoBC/F6Nm3axJEjRxg2bBiZMkkJwOR0//59smfPjqOjI2Cuh+Ls7Jwm/j/MnDmTQYMGkTlzZs6ePUuBAgVs0k+HDh0ICwtj0aJFz+0jJiaGjBkzYjKZcHR0JCEhwSZxSNF/65JrfdrVs2dPFi9ebLHv0qVLREVFUalSJUwmE3v27EmVqwkL+7Nu3To+/PBDlFJMnjzZrlahHDNmDBMmTEDTNNasWUO7du0AcHZ21q91mzdvpnnz5kaGmapY9VqvlJJNNtnsfAP6AFeBWMwjzuokObYHWJHk/kzg2uO294BtQPWnzlcPcy2yp7ek59GAsZhHpsUAfwLlXiPmzIAKDQ1VQoiXi42NVSVKlFCAmjBhgtHhpCk7d+5UefLkUWPHjjU6lGT3999/K1dXVwWohQsX2qyfjRs3KkA5ODioI0eOWBwLDAxUbdu2VXXq1NGvRdu2bbNZLKGhoU/6yayS/zoe+Ph66g/Ufklbrxdco9MnaZMJmPX4eh+NefR3lSTHnYEpwCkgErgN/ADkf6qvq8/p55vXeF5yrU+DIiMjn/n7bNCggTKZTKp+/foKUB988IHRYYo0ZtasWfrf48qVK40OR2cymVTv3r0VoJydnfVrnL+/vx5v+vTpDY4ydbHmtd7wRIBsssmWOjf5EC3Eq5sxY4YCVN68eVV4eLjR4aQpP/74owKUh4eHiomJMTqcZGMymVSjRo0UoOrWrasSExNt0k9wcLDKkyePAtTw4cOfOd6iRQuLL921a9e2SRxPGJEwA9oDcUB3oMzjRFcEUPgF7b0wL56TN+n2VJu1wBmgDuYR42MfP6bA4+NZgB2YF/4pDVTDPPr82FPnuQqMfqovt9d4bnKtT4OqVKnyTMLsp59+Uhs2bNC//AcGBhodpkiDhg4dqgDl5OSkfH19jQ5Hl5CQoNq1a6cAlTFjRnXo0CGVmJio3N3d9ddQ3759jQ4z1ZCEmWyyyWb3m3yIFuLVBAcHq2zZsilALV682Ohw0gSTyWRxf+XKlSoyMtKgaIyxfPly/YvtxYsXbdZP586dFaDKlCmjoqOjnzl+/Phx/ctChgwZVGxsrM1iUcqwhNlhYP5T+84Bk1/Q3gsIecn5MgAJQLOn9gcAE1/yuCqPn3vhJPuuAp/9h+cm1/o0JiAgQH/NOjs7K0Bly5ZNxcbG6gmB0aNHGx2mSKMSExNVp06d9MTU0aNHjQ5JFxsbqxo3bqwA1aZNG4sRmU+2R48eGR1mqmDNa70U/RdCCCEMNH78eB49ekT58uXp2rWr0eGkej4+PjRq1Ijo6Gh9X5cuXXB1dTUwquS3efNmAMaOHUvJkq+ziPKr+/333/nxxx9xcHBg+fLlpE+f/pk2rVq10m+vXLnymZUzU7rHC+ZUBrY/dWg7UOMlD3XTNO2apmk3NU37XdO0SkmOOQGOmKd3JhUN1HrJObNg/gIR8tT+YZqmBWuaFqBp2pePYxbiuWrWrKnfrlKlCgA9evQgXbp0rF69mh9//JFhw4YZFZ5I4xwcHFi2bBmNGjUiMjKSZs2aceXKFaPDAiBdunT88ssvjBw5klWrVqFpGnPnzqVjx456G1vVERX/nhT9F0LYhBQCFuKfXbx4kbJly5KQkMD27dtp3PjpBXGFNUVGRlKiRAmCgoKYNGkSI0eONDokw5hMJn7++Wfatm2Lk5OT1c//6NEjypUrx+3btxk6dCjffvutfkwpxb1799i7d69e/NjV1ZXIyEirx/G05C76r2lafuAW5oV3DiTZPxL4WClV+jmPqYZ5muUpzCO4BgJNAQ+l1KXHbQ5gnubZEQgCOmCuUXbpBedMD+wHziulOifZ/zlwHHgEVAUmA78ppbq/4Pm4AC5JdmUCbsq1Pm1o3Lgxf/zxBwCVK1fm+PHjKKW4dOkS7u7u//BoIZJPWFgYdevWJSAgAHd3d/z8/CxWprQnUVFRZM+endjYWAC8vb3p3LnzPzxKvIw1r/UywkwIIYQwyKhRo0hISKBp06aSLEsGGTNmxNvbm4EDBzJ48GCjwzGUg4MD7du3t0myDOD27du4urpSunRpxo0bZ3Fs/fr1FC9eXE+WARw4cODpU6Q2T/9CrT1nn7mhUoeUUj8qpU4qpfZhrkN2EeifpNlHj89xC/MiPwOAn4DEp8+naZozsAbz5/4+T/U1Uyn1p1LqL6XUEswrcn+iaVqOFzyPEZhrpT3Zbr74KYvUJDw8XE+WAQQHB6OUomHDhgQEBBAREWFgdEJYypw5M76+vhQtWpTLly8zYMAAo0N6hlKKYcOGUadOHQICAvT9af3zib2RhJkQQghhkGnTptG5c2emTp1qdCip1vr16zl48KB+v3HjxsyaNQsXF5eXPCp1Cg0NZeTIkYSHh9u8r7Jly3Ly5Ek2b95MhgwZLI6tW7eOqKgo/X61atXw8PCweUwGeYA5iZX3qf25MY8M+0dKKRNwFCiZZN8VpVRdwA0opJSqinllzMCkj32cLFsHFAMav8Iv7Yce//dFw4UmY57a+WQr+CrPQaR8SaduOzo68uDBAwDq16/PBx98QJkyZQgLs/mgTSFeWd68edm2bRuenp7MmTPH6HCecefOHZYtW4a/vz89e/Ykf/78ANy7d4+5c+caHJ14QhJmQgghhEEKFy6Mt7c3b775ptGhpEorVqzggw8+4MMPP+TRo0dGh2O4YcOGMXnyZFq3bp0s/bm6uj63PlrS+kaOjo74+fklSzxGUErFAf7A00NIGwOvNKxO0zQNqAjcec75I5VSdzRNywY0AX5L8rgnybKSQCOlVPArdPekVtozfT3uL1YpFfZkA2yffRWG++233wgKMud3XV1dmTdvHhEREeTMmZNNmzYB0KhRI5mWK+xOqVKl2LJli11Ox8yfPz9bt27Fzc2Nffv2ERcXh/ntHgYNGkRw8Ku8ZQtbk4SZEEIIkcxCQp6uuS1soU2bNpQsWZKOHTvi5uZmdDiG+9///kfx4sUZPXq0zfoYMGAAs2bNwmQyPfe4yWSyKBr+66+/4uCQ6j+OzgC6a5rWTdO0MpqmzQQKAwsANE37QdO0yU8aa5r2laZpTTRNK65pWkVgKeaE2YIkbZpomvaepmnFNE1rDOwGLgDLHx93AtYDbwOdAEdN0/I+3tI9blNd07TPNU2r+Pg87YCFwCal1HWb/6uIFKNNmzb67WPHjvHbb+a87DvvvMORI0dwc3Pj66+/Nio8IV7ZsmXLGDt2rNFh6CpXrsxvv/1GunTpePDgAZ6engDExcVRtGhRY4MTgHmVHSGEEEIkk6ioKMqXL0+NGjWYO3cuOXPmNDqkVMXf35/KlSsD5homAQEBaW4FzBdp1KgR58+fx9nZ2Sbn3759O9999x2aplG7dm39/wOYC/B6e3vz559/EhcXB5inyzRv3twmsdgTpdTaxzXBxgD5gNNAU6XUtcdNCgNJM4xZgUWYp3GGAieAOkqpI0naZME8PbIg8BDYAHyplIp/fLwg0PLx7QAs1Qf2YK591h74CnMh/2vAYuBbhHisSZMmegK8dOnSlCpVigwZMuDo6MjRo0cBcz3OfPnyGRmmEP8oICCATz75BIBatWrRqFEjgyMya9CgAatXr+aDDz5gy5YtODk5kZCQQEREBDdu3KBQoUJGh5imySqZQgibkFUyhXi+CRMmMGbMGIoUKcL58+dJnz690SGlCiaTiU8++YQVK1awadMmWrRoYXRIdiMiIsLmI+zCwsIoV64cN27cYMCAAcyePdvi+KeffsqCBQss9kVERJAxY0abxvW05F4lM7WTa33qppSyGAH6xhtvcObMGRwcHBg0aBAzZ86kRIkSnDlzJk3WhRQpz7hx44iNjWXSpEn69Ed7sWTJEnr06GGxr1evXs9cO8U/k1UyhRBCiBTozp07TJkyBYBvvvlGkmVW5ODgQJYsWXBwcODSpUtGh2M3Tpw4QaFChfj++++x5Y+kX3zxBTdu3KB48eLPnZqVdLQZwMCBA5M9WSaEeD0bNmzQbxcsWJC5c+fi4OBAYGAg8+bNA2D69OmSLBMpxpgxY/j666/tLlkG0L17d7799lsmTZqEo6MjAIsXL+bUqVMGR5a2ScJMCCGESCajR48mMjKSatWq0b59e6PDSfGUUvr0PoApU6bg5+fHoEGDDIzKfiQkJNC9e3dCQkLYu3evzb4g/PHHHyxcuBCApUuXPjcRlj17dv12rly5mDVrlk1iEUJYR3R0NEOGDAHgq6++4saNG+TOnZsrV66QLl06WrVqRaNGjWjZsuU/nEkI+5H0OhgdHU23bt04e/asgRFZGjp0KMOHD+edd94hT548mEwmatSoQUxMjNGhpVkyJVMIYRMyTUMISydPnqRSpUoopfDz86NGjRpGh5SihYaG0rNnTxwdHVm1apVd/lpstG+//ZZhw4aRLVs2zp07R548eazeR3h4OOXLl+fatWv06dOHuXPnWhxXSqFpGjly5ODhw4cA3Lp1i/z581s9llchUzKtS671qZe7uztXrlyhUKFCnD9/HldXV5o2bYqvry8LFiygV69exMbGyugykWINHDiQOXPmUKhQIQ4ePEiBAgWMDkkXFhbG2bNnqV69OmD+0UlWzXx1MiVTCCGESEGUUgwZMgSlFO3atZNkmRWcP3+eDRs28PPPP3PmzBmjw7E7ly5d4quvvgLMU6ZskSwD2LdvH7du3aJo0aL6dOMnjhw5QrVq1WjWrJmeLOvRo4dhyTIhxKsZOnQoV65cASBHjhxkyJCBhIQEwDz9vUGDBgCSLBMp2pgxYyhdujQ3btzA09PTrlYw37t3L/Xq1dPvP3z4EH9/f+MCSsNklUwhhBDCxu7evcuZM2dIly4d33zzjdHhpArvvPMO8+bNw8PDg3Llyhkdjl1RStGzZ09iYmJo1KgRXl5eNuuradOmHDt2jMjIyGcWFhgyZAhHjvz/wo5OTk4sWrTIZrEIIazju+++02+7u7ujaRpOTk60bNmS9OnTS/1NkSrkyJGDrVu3Ur16dU6dOkXr1q3ZunWrXSSCq1WrZrHgBkDNmjVlaqYBZISZEEIIYWV37txh+fLlrF27FoB8+fJx6dIlfv/9d4oVK2ZwdClTcHAwXbt25e7du/q+nj178s477xgYlX1asmQJe/bswdXVlYULF9p8uqqHh8dzR00+vbLX77//btM4hBD/3dSpU4mNjQWgTp06en3CR48eMWrUKDZu3Mhvv/1mZIhCWE3RokXx9fUlU6ZM7Nmzhy5dumAymYwOi5w5cz6zYmZsbCzTpk0zKKK0S2qYCSFsQuqaiLQkPj6egwcP4uvry9atWwkICADgrbfekiH0VtKsWTO2bNlCs2bNJPHyErdv3+bNN98kNDSU6dOn22wBhJkzZ1K/fn0qVqz4wjYTJkxgzJgxgHmVzGPHjtkkltchNcysS671qUtMTAxZs2YlNjaWChUqcPLkSQDOnTvH9OnTWbp0KWXLliUgIAAnJ5moJFKPnTt34unpSXx8PJ999hkzZswwvDbqtWvXKFGiBImJiRb7JX/zz6SGmRBCCGEnevXqRc6cOalbty7ffPMNAQEBaJpGlSpVaNGihXywsZJp06ZRqVIlJkyYYHQodq1fv36EhoZSpUoVBg4caJM+9u3bx6BBg6hatSqBgYEWxxISEjh9+knH+vIAACAASURBVDTh4eGMGzcOME/FTDo1Uwhhn4oWLaqPLvvll1/0/b1792bp0qUAzJo1S5JlItVp2LAhK1euBMx/49OnTzc4IihSpAidOnUCIHfu3Pr+qlWrGhVSmiQJMyGEEOIVxMXFsXv3bsaNG2eRBAsPDycsLIwcOXLQsWNHvL29CQoK4siRI4wdO9bwXyhTqqCgIHbu3KnfL1OmDP7+/lSqVMnAqOzbhg0b2LhxI05OTixZsgRHR0er9xEVFUW3bt0A6NKlyzNTjGfOnImHhwcVK1bUfxXfvHnzM7VYhBD2Zdu2bQQFBen3ixQpAsDVq1fZu3cvYE4qNGrUyJD4hLC1Dh066FMehw4dyk8//WRwRDBs2DAA7t+/r+87evSo1DJLRvLpRQghhHiB69evs3DhQlq3bk2OHDlo0KABY8eOtViVcdiwYRw+fJigoCBWrVpF586dyZUrl4FRp3yXLl3Cw8ODVq1acenSJX2/JB9f7NGjR/Tr1w8w/01WqFDBJv2MGjWKy5cvU7Bgwef+An/mzBlMJhN///03AB999BHvvfeeTWIRQljPhx9+qN9u1aqVPopsxIgRgPn99+m6hEKkNoMHD+bzzz8HwMvLy+KHOyO8+eabvP/++7i4uNCsWTN9/9tvv21gVGmLJMyEEEKIp2zatImyZctSpEgRevfuza+//kpERAS5cuXio48+shgt4+HhQdWqVW0ymietKlasGKVLl6Zo0aJ2UXw3JRgyZAh3796ldOnSjBo1yiZ9HDhwgFmzZgGwaNGiJ/VBLDyZPgKQLVs2VqxYYZNYhBDWs3HjRkJCQgDImzev/rpNSEjQp2a2aNECd3d3o0IUItlMmzaN9u3bEx8fT+vWrfW6tEaZMWMGV69epXnz5vq+M2fOcOHCBQOjSjtkAroQQog0LTAwEF9fX6pXr65P90ufPj1nz57FwcGBatWq4enpiaenJ5UqVZKpZTYSFBRE7ty50TQNJycn1q9fT8aMGXF1dTU6tBShTZs2/PHHHyxZsoT06dNb/fzR0dF07doVpRReXl54eno+t03S/Vu3bpXXixApQIcOHfTbR44c0ZPhPj4+xMXF4erqyrJly4wKT4hk5eDgwMqVK7l37x6nT58mISHB0HiKFy8OQI8ePbhw4YL+w1X58uWJi4szMrQ0QT7FCCGESFNiYmLYtm0bn332GaVLl6Z48eL07duXVatW6W3q1KnD2rVrefDgAX5+fowaNYrKlSvLl38b8fHxoWzZsvqHQIBcuXJJsuw1NGvWjEuXLlGrVi2bnH/p0qVcvHiRfPnyMWPGDItj169fZ8SIETRr1kyvW5Y/f34pTCxECtCsWTO90H+9evUoVKiQfmzRokUA9O3blxw5chgSnxBGcHFxYePGjRw6dMhupj86OjrSsWNHPaEdHx+vv0aF7cgIMyGEEGlCSEgIHTt2ZM+ePURHR+v7HR0dqVmzJmXLltX3pU+fnnbt2hkRZpp0/fp1goODWbduHQMGDJDpra8hMjKSjBkzApAuXTqb9dOnTx9MJhMlSpQgW7Zs+n6lFL1798bX19ei/eXLl20WixDCOhISEtiyZYt+P+l175dfftGP9ejRI9ljE8JoWbJksSg9cPLkSUqWLGnYj3n9+/fn+++/Z8SIEUyePBkw1xXt2bOnIfGkFfJTuRBCiFQnKiqKLVu28MMPP+j7smTJwsmTJ4mOjqZAgQJ0796d9evXExwczJ9//knXrl0NjDjtSbrSaO/evVm2bBl79uyRZNlrOHr0KIULF2bx4sUW/5624ODgwIABAyyKDoO5EPjTH9YnTZpEhgwZbBqPEOK/q1Gjhn7b2dmZ9u3bA3D8+HHatm0LQN26dSlZsqQh8QlhL3x9falRowbt27c3bIpm7dq1AfPIz3LlygHm1TN37NhhSDxphSTMhBBCpHhKKb2uQ5MmTciePTvNmjVjyJAhetF4TdNYsmQJf/31Fzdu3GDx4sW0bdv2uYXLhW2tX7+epk2bEh8fD5j/33Tt2hUXFxeDI0tZ5s2bx8OHD9m9e7fNVhD18fEhKirqpW2SFvYvVaoUI0eOtEksQgjrCQ0N5ejRo4D5PTg4OJjs2bOjlGLAgAF6u08//dSoEIWwG5kzZ8ZkMhEfH69PYU5ubdu2pUSJEgQHB1O6dGl9v5eXlyHxpBWSMBNCCJGiTZ06lRIlSvDGG2/w+eefs337dmJjYylUqBCtW7cmIiJCb+vp6Un58uVtllwQ/+zhw4f06NGDrVu3snDhQqPDSdGWLFnCnDlzmD17tk3Of/ToUVq2bEmFChV49OjRM8djYmIICAjgt99+0/cdO3bMJrEIIawraRmC+fPnkylTJgDWrVuHn58fANmzZ6d169aGxCeEPalZsyZ79+5l8+bNehmE5Obo6MgXX3wBwOHDh5k4cSIAt2/fpm7duobElBZIwkwIIUSKoJTi7NmzzJgxg8jISH3/w4cPCQwMxNnZmYYNGzJt2jTOnDnDtWvXWLhwIZkzZzYwavG07Nmzs2TJEoYPH06vXr2MDidFc3R0pH///uTKlcvq546NjaVr166YTCaqVq1qUbcMYMOGDbz55ptUqVJF3zd69Gj9S7cQwn4dOXKEW7duAebi5k/ei6Oiohg6dKje7pNPPrFpbUQhUpIqVarg7OwMmD+TBgQEJHsMXbp0IW/evNy8eZOCBQvqPwDv3bvX5qUZ0ipJmAkhhLBb4eHh/Prrr/Tu3ZuiRYtStmxZBg8ezO7du/U2Xl5ebNq0iYcPH/LHH38wePBg3nzzTRlFZke8vb05efKkfr9t27ZMnjxZ/+ApXp3JZGL+/PkWC1fYwsSJEzlz5gy5c+dmzpw5FseUUnz77bcEBgbqtVwyZcrE+PHjbRqTEMI6ntRCAvNr98nreOrUqdy4cUM/JsX+hXhWYmIi/fr1o3LlymzevDlZ+06fPj2DBg0CYMqUKfptgK1btyZrLGmFJMyEEELYHX9/fxo0aECOHDlo3bo1Cxcu5Pr167i4uPDuu+9aDIcvXbo0LVq0wM3NzcCIxYt89913dOnShfbt21uMDBT/zsKFC+nTpw+1atXS6/NZ2/Hjx/UVuObNm0fOnDktjmuaxvz58y32Xb9+3SaxCCGs69GjRzg5OQHmxTwGDx6Mk5MTN27cYMqUKYB55b1x48ZJsX8hnsPBwYGYmBhMJhPt27fn0KFDydp/r169yJIlCxEREfTu3Vv//NunTx8ZZWYDkjATQghhqNDQUDZs2MC+ffv0fW5ubuzevZv4+Hjc3d3p168fPj4+PHz4kG3btlG/fn0DIxavo0OHDhQuXJhOnTqRPn16o8NJ0W7evMmwYcMA+Pjjj3FwsP7HuLi4OLp27UpiYiIffPCBvlLe05KuKrtkyRKyZs1q9ViEENb39ddfExUVRbly5YiNjWXIkCGA+VpcpkwZ6tSpw/jx4xkzZozBkQphnzRNY8GCBTRt2pTo6GiaN2/OhQsXkq3/zJkzs3v3bi5fvoy7uztDhw5F0zSuXr0qI71tQJMspBDCFjRNywyEhoaGSg0pYUEpxcmTJ/H19cXX15cDBw6QmJhI27ZtWb9+vd5m6dKl1KtXD3d3d4MjFq9DKcXx48epXLmyvi8yMtKwIrmphVKKli1b8vvvv1OtWjX279+Po6Oj1fuZOHEio0ePJmfOnPqUzCfCw8M5cuQIZ8+e1VfRK1WqVLJ+UfivwsLCnqyMm0UpFWZ0PCmdXOtTlv3791OvXj0SExPZsmULnp6eFsdNJhMPHz58ZlSpEOJZkZGRNGjQgCNHjlCkSBEOHjxIvnz5kj2OhIQEOnXqxLp16wC4cOECpUqVSvY47Ik1r/WSMBNC2IR8iBZPM5lM9OzZEx8fH+7evWtxrHTp0rRr105+GUvh4uPj6dSpExs2bGDnzp3Uq1fP6JBSjTVr1tChQwecnZ05ceKExQp31nTr1i169erFRx99RPv27S2O9evXj7lz5+r3NU0jMjKSDBky2CQWW5CEmXXJtT5leVLbM1OmTDx48OCZgv4ff/wxuXLlYtCgQeTPn9+IEIVIUe7fv0+NGjW4fPkyHh4e7N27N1nfCxMSEti9ezc5cuTQf6jMlCkTYWFp+/JmzWu9TMkUQghhdSaTiePHj7Ny5Up9n4ODA2fOnOHu3bu4urrSvHlz5s6dy5UrVzh//rwky1IBZ2dn3NzccHBw4OLFi0aHk2oEBwfrI7q+/PJLmyXLAAoUKMDmzZtp166dxX6llF736IkpU6akqGSZEGnZ6NGj9dvh4eGsWLECMC/K8tVXX3H+/Hm8vb2ZPn261JsU4hXlypWLbdu2kTt3bk6ePEmbNm2Ii4tLlr5jYmJ48803effddwFwdXUF/n80uLAOGWEmhLAJ+dU57QkODmbHjh34+vqybds2goKCcHR05MGDB3p9o+3bt6NpGrVr15Z6VqmEUor4+Hh9pEJkZCTnzp3j7bffNjiy1KNLly54e3tTtmxZjh8//syoEGsIDAykWLFiL20zaNAgZs6cCUDevHm5c+eO1eOwNRlhZl1yrU858uXLx927d9E0jQoVKnDw4EHi4+MpWbIk9+7dY/bs2RQvXpzDhw8zYcIEo8MVIkXx9/enXr16RERE0LFjR7y9vW1SZ/RpnTt3ZtWqVbRr146BAwdSs2ZNANKlS0dsbKzN+7dXMiVTCGH35EN02rFu3TpmzpzJkSNHLFbtc3Nzo2HDhsycOfMfv4iLlCk4OBgvLy8KFiz4zKqJwjq2bt2Kp6cnmqZx4MABqlWrZvU+Tp06ReXKlenQoQOLFi3CxcXlmTaRkZFkzpxZf43HxMQ8t529k4SZdcm1PmVYunQp3bt3B8DHx0d/T/niiy+YOnUqpUqV4tSpUzZJxguRVmzfvp1mzZqRkJDAkCFDmDp1qs37PHXqFBUqVMDBwYHz589TuXJlwsPDAVi1ahUdO3a0eQz2SKZkCiGEMMT9+/dZtWoVt27d0vc9fPiQQ4cOYTKZKFeuHEOHDmXXrl0EBwfz66+/SrIsFQsICOD3339n+fLlBAYGGh1OqhMREUGvXr0AGDBggE2SZQkJCXTt2pX4+HhCQkKe+cJ87NgxPv74Y2rVqqUnyzZu3Jgik2VCpEWJiYn0798fAHd3d5o2bYqmaVy6dIlZs2YBMHPmTEmWCfEfvfvuuyxbtgyAadOm6a8vWypfvjzNmjXDZDIxbdo0Ll++rB/76KOPbN5/WiAjzIQQNiG/OqcOiYmJHDlyBF9fX7Zu3cqxY8dQSjF37lz69OkDwO3bt9myZQvvvfceBQsWNDhikdzmzJlDnTp1qFixotGhpDoDBw5kzpw5FClShNOnT+Pm5mb1PiZPnszIkSPJmjUrZ8+etVjhSylF5cqVOXHihL6vadOm+Pj4WD2O5CIjzKxLrvX276233tJfw1OnTmXIkCEAtGzZks2bN+Pp6Un+/PnJly8f/fr1I0+ePEaGK0SK98033zBixAjSpUvHpUuXKFy4sE37279/P7Vr1yZdunQEBgby9ttv6yUTfv75Z/73v//ZtH97JFMyhRB2Tz5Ep2w3btxg6NChbN++nUePHlkcq1ixIoMGDZJfrtKgu3fvMnz4cGbMmEH27NmNDidVO3ToEDVq1EApxbZt2/SivtZ09uxZKlWqRFxcHCtXrqRLly7PtFmwYAGffvopALlz59ZrIKVUkjCzLrnW27eEhAScnZ31+0WKFOHy5cvs2rWLJk2a4OTkxLZt22jUqBFKKS5cuECpUqUMjFiIlE8pxfDhw6lfvz7vvfdesvRZq1Yt/Pz8GDp0KKNGjXpyncPFxYWYmJhkicGeyJRMIdIYTdP6aJoWqGlajKZp/pqm1X5JWy9N09RztvSvc05N0/JqmuatadpdTdMiNU07rmla2vuJIg1ISEhg//797Ny5U9+XJUsWNmzYwKNHj8iaNSvt2rVj2bJl3L59mxMnTkiyLI363//+x8qVK+nXr5/RoaR6c+bMQSlFly5dbJIsezIVMy4ujqZNmz73NR0fH6+PJAU4fPhwik6WCZHWtG/fXr9dqlQpxo4di6OjIyNGjACgf//+7NmzB6UU9evXl2SZEFagaRpTpkyxSJbZepDSk9f0uXPnyJQpE/nz5wcgNjZWXxFX/EtKKdlkk82ON6A9EAd0B8oAs4AIoPAL2nsBoUDepNvrnhPYARwBqgLFgVFAIlDpFePODKjQ0FAl7M+tW7fU0qVL1QcffKCyZs2qAFWlShWLNosWLVL79+9X8fHxBkUp7M2xY8dU5cqV1dmzZ40OJdWLi4tT06ZNUw8ePLDJ+b/99lsFqMyZM6sbN25YHEtISFD3799XJUqUUIACVJMmTWwSR3ILDQ198pwyKzu4xqf0Ta719isuLk5//To5OanExET92N9//626du2q7t+/r/Lnz68AtWbNGgOjFSL1unjxoqpdu7a6du2azfowmUzq6NGj+v0LFy7or39HR0eb9WuvrHmtlxFmQti/QcBSpdQSpdQ5pdRnwA3g05c8Riml7ibd/sU5qwPfKaWOKKX+VkpNBEKAt6z31ERy++abb6hYsSIFChTgk08+4eeffyYkJITs2bNTqlQpEhMT9bY9evSgZs2aODk5GRixMNLNmzfZt2+ffr9y5cocPXqUMmXKGBhV2uDs7MzgwYPJkSOHTc7/xhtvkDdvXmbOnPlM7cHZs2dTuHBhrly5ApiXp9+6datN4hBC2Ebt2v8/cWDSpEk4OPz/175ixYqxbNkyDhw4wO3bt8mZMyetWrUyIkwhUr1evXqxb98+ixHb1qZpGm+//bZ+v1SpUvro9MTERLy8vGzWd2onCTMh7JimaemAysD2pw5tB2q85KFumqZd0zTtpqZpv2uaVulfnHM/0F7TtOyapjlomvYh4ALseUGsLpqmZX6yAZle4SkKG7p58ybe3t5PRgEAcOLECU6ePImmaVSpUoUxY8Zw8OBB7t27x48//oijo6OBEQt78tdff1GxYkVatWrFzZs39f0yJc92EhMTWbhwIbGxsTbvq0WLFpw/f56uXbta7DeZTKxatYro6Gh9n7+/v83jEUJYT0hICIcPHwbM79lPvixfu3bNot3ChQsB8PLykpVvhbCRH374gffff5+lS5cmS38PHjzg8OHDFgv0eHt7J0vfqZEkzISwbzkBRyDoqf1BmKdaPs95zNMyWwIdgBjAT9O0kq95zvaAExAMxAILgdZKqSsv6HcE5qmgT7abL2gnbCQuLo5du3bxxRdfUL58eQoVKkSXLl04d+6c3qZv3778+OOPBAUFceTIEcaNG0e1atUkUSaeUbp0aYoWLUqxYsWIj483Opw0Ye7cufTu3Zv69etbJLqtKS4uTr+dJUuWZxKgmqZx8eJF/X7Pnj0pV66cTWIRQtiGh4eHflspxY4dOzh16hQlSpSgc+fOxMfHc/36dXx9fQHziHIhhG0ULFiQX3/9NVlWoN2/fz+FCxemffv2KKVo0KABYP4xbMOGDTbvPzWShJkQKcPT35y05+wzN1TqkFLqR6XUSaXUPqAdcBHo/5rnnAhkAxoBbwMzgJ81TSv/ghgnA1mSbAVf0E5YmZ+fH61atSJHjhw0bNiQqVOncvr0aTRNo1q1aoSGhupt69SpQ6dOnciVK5eBEQt7FRQUpCdqXFxc2Lx5M35+fhQrVszgyNKGggULkjt3brp06WKTkXyXLl2iePHirFq16oUJuQ4dOhAREQFA5syZ9REoQoiUITQ0lOvXrwPmBHj79u1p3749AwcOJDExkdjYWJydnVm6dClKSbF/IZLbihUr6N+/v01+GKtcuTJubm5cu3aNtWvXMn78eP2YLaeEpmaSMBPCvj3AXGj/6dFkuXl2hNhzKaVMwFHgyQizfzynpmklgH5AN6XUzsfJt3HAMaDvC/qJVUqFPdmA8FeJT7ye2NhYduzYYTECJCwsjN9++42IiAj9y/bq1au5f/8+Bw8epHr16gZGLFKK9evXU6pUKZYtW6bvy5cvn0zTSUZt2rTh/Pnz9OzZ0+rnNplMdOvWjVu3bj13xaybN28yatQo1q5dq++7evWq1eMQQthW0jpG3333HWvWrGHz5s3s3r0bFxcXpk6dSkJCAkuWLAHM9ZWEEMnj4sWLfPLJJ3z//fdMmjTJ6ufPkCEDn332GWCuW1y9enU8PT0BuHfvniTN/gVJmAlhx5RScYA/0PipQ42BA69yDs08TKEicOc1zun6+L+mp9okIu8bye7vv/9m7ty5NG/enOzZs/Puu+9a1EGoV68eEydOxN/fnzt37rBy5Uo+/PBDmxULF6nT5cuXCQsLY82aNTabDiiez2T6/7fabNmyWRTntpbvv/+e/fv34+bmxpIlSyxGsCml6N69u8WH91GjRpEtWzarxyGEsJ27d+9y+fJlAJycnOjTpw8xMTEMHjwYgKFDh1K0aFG2bNkixf6FMECpUqWYPXs2AKNHj7b4kdJa+vTpQ6ZMmThz5gxbtmxhy5Yt+o+f8+fPt3p/qZ188RXC/s0Aumua1k3TtDKaps0ECgMLADRN+0HTtMlPGmua9pWmaU00TSuuaVpFYCnmhNmCVz0n5jpol4GFmqZV1TSthKZpgzEn1X618fMVQGRkJAMHDqR06dKUKFGCfv364ePjQ1RUFPny5SNjxox62wwZMvDll1/y1ltv2eSLtki9kibGvvjiC5YsWcKWLVuksH8yunfvHmXLlmX16tU2S1ReuXKF4cOHAzB16lSKFClicVwpxV9//aXfL168OBMmTLBJLEII20lab/Cjjz5CKcXMmTMJDAykQIEC+vvAokWLAOjatauMIhYimfXr109/Lfbs2dOiOL81ZM2alU8//RSAyZMno5SiZcuW+vEno0vFq9HkV2Qh7J+maX2AL4B8wGngc6XU3sfH9gBXlVJej+/PBNpgnnIZCpwAxiqlDr7qOR8fLwl8A9QC3DAn0KYppV5pmZXHK2WGhoaGkjlz5n/3xNOQy5cvExgYSOPG5oF/JpOJ/PnzExQUhJOTEzVr1uS9997D09OTChUqSEJD/Gc//PADGzduZMOGDZJoNVCHDh1Ys2YNHh4eHDt2DCcnJ6ue32Qy0aBBA/7880/q16/PH3/88cz/70uXLuk1jFxcXIiKikq1fxNhYWFkyZIFIMvj8gHiP5Brvf0wmUwWC/hUrFiRzZs388YbbxAZGcmPP/5Ip06duH79OsWKFcNkMnHhwgWpXyaEAZRSfPzxx3h7e+Pq6sru3bupWrWq1c5/584dihYtSlxcHHv37qVGjRpkzJiR2NhY3n//fX79NXWPf7DmtV4SZkIIm5AP0S8XFRXFnj178PX1xdfXlytXrpAnTx5u376tf1Fdvnw5WbJkoWHDhk/e9IWwitu3b1OyZEmioqJYuXIlXbp0MTqkNOn333+nRYsWODg4cPjwYYvaQ9Yyd+5c+vXrR8aMGTl16tQzCziYTCYyZ85MZGQkACdOnKBixYpWj8NeSMLMuuRabz9+/vln2rVrh6OjI23btqVr165kzJiRDz74gOLFi+Pn54emafj5+dGtWzcKFCjArl27jA5biDQrPj6e5s2bs337dnLmzMmBAwcoWbLkPz/wFfXq1YsVK1YwY8YMevXqRdGiRbl16xYAZ8+epUyZMlbry95IwkwIYffkQ/TzrV69mhUrVvDnn38SGxur73d2dqZWrVqsW7eOnDlzGhihSCtWrlzJ9evXGTlypMWoBJE8wsLCKFu2LDdv3mTIkCFMnTrVJv0MGzaMb7/9lu+++45+/fpZHNuwYQNeXl76qpi9evViwYIFzztNqiEJM+uSa719MJlMeHh4cPr0acaMGcO4ceP0Y2FhYQQHB1sky5VSPHz4UGqdCmGw8PBw6tevj7+/P8WKFePgwYPkyZPHKue+c+cOSiny588PgLe3N19//TXnz58nS5YshISEWKUfeyQJMyGE3ZMP0RAREcHu3btp1KgRGTJkAMx1op58MS5cuDCenp689957NGzYkEyZMhkZrkjFlFIsXryY+vXrW/XXS/Hv9e3bl3nz5lGiRAn++usvXF1d//lB/9KxY8eeqXGYmJiIm5sbMTExALi5uREenvoXNzYqYfa4DMJQzGUQzgCfKaX2vaCtF7D8OYcyKKViHrfJBEwAWmNe5foEMFApdTTJeTT4P/buOyyK62vg+HdQiopYsMSIKPaaoMbeO5oYNYk1xhK7sWBNbImJDRMjthgbGqKipqnxp1hj7zX2XigqKCii0pa97x8r87KCLS4s4Pk8zzzu3rlz5yzCzu6ZW/gG6A3kAg4CXyilziSqkwuYBSRMcPM3MFAp9VLfpORanzbUqlWLffv24eTkxPXr12XBDiHSkZCQEGrWrMnVq1epVKkSO3bsSLHvBH5+fnz66acAfPDBB6xbty5FzmNtkjATQqR5b+KHaKUUZ8+eZePGjfj7+7N7925iY2PZsGGDvqTz8ePH2b59Ox4eHpQpU0bmIhOpYtKkSYwdO5aKFSuyf/9+meTZyvbs2UOdOnUA2LZtGw0bNkz1GG7evEnBggX15yEhIeTLly/V40ht1kiYaZrWHlgK9Af2An2AnkBZpVRAMvW7ATOBUonLlVK3E9VZBZQH+gE3gc7AkCdtBj+p8yUwBugGXATGAnWBUkqpyCd1/AEXTEk1gAWY5kVt+ZKv7Y271qc1t2/fpkCBAgDY2dlx7NgxLl26xKNHj+jUqZPZ54xt27ZRs2ZN/SaeECJtuHTpEjVr1uTu3bs0bdqUdevWYWdnZ7H2T5w4gbOzM4UKFUqySnZGZMlrfcac0VUIIVLRpUuX9LkBypcvz/Dhw9m2bRuxsbG4ubnpw50AKlasyNChQylbtqwky0Sq6datGwUKFODTTz/F1tbW2uG80aKjo+nZsycAPXr0SJFk2Y0bN/jwww+5evXqM+tUvXtV+QAAIABJREFUq1ZNfzx//vw3IllmRUMBH6XUIqXUOaWUJxCIKdn1LEopdTvxlrBD07QswMfASKXULqXUZaXUeOBaQptPepd5ApOUUn8ppU4DXYGsQKcndcoAHkBPpdT+J4sD9QI+0DTNLFkn0q7OnTvrj2NjYwkKCmLkyJF07tyZJUv+v6NiQEAATZs2xcXFhXv37lkjVCHEM5QoUYL169eTNWtWNm/eTM+ePS2WzPrmm2+oWLEiU6ZMAaBx48b6vr59+1rkHBmZJMyEEOIVKKU4efIkp06d0svi4uJYsGABAQEB2Nvb06xZM2bMmMGFCxe4cuUKbdu2tWLE4k2klOL48eP684IFC3Lp0iWGDRuWYVc/TC8mTpzIhQsXeOutt1Jk3jKlFL169WLdunX6svKJrVq1ij59+hAUFARA8+bN6d27d5J6wjI0TbMDKgObn9q1Gaj5nEMdNU27oWlakKZp/9M0rWKifZmBTED0U8dEYVrZGsAN02rZ+nmVUjHAzkTnrQFEKKUOJqpzANMK28nGpmmavaZpTgkbIHMJWFFsbCy7d5tG9hYuXJjx48cTGxvLpUuXyJEjB+3atdPrXrt2DRcXF9zd3WXIphBpUNWqVfn999/JnDkzZcuWtVi7DRo0AGDx4sWEhIRQseL/X04WLFhgsfNkVJZdu1wIITKgiIgItm7dir+/Pxs3biQ4OJh27dqxatUqAMqUKcOYMWOoVasW9erVS9G5iIR4kaioKNq3b8/GjRvZu3cvVapUASBbtmxWjkycPHmSqVOnAqbVK1PiS6uPjw9btmzBwcGB2bNnm+3bt28fHTt21O9aFyhQgA0bNlg8BmEmD6bkVshT5SGYElrJOY9pGOUpwAkYDOzVNO1dpdQlpVSkpmn7gXGapp170lZHoBpw6UkbCW0nd97CieqEJnP+0OfENgrTvGgiDRg2bBixsbFomsaePXtwcXGhUaNGAPTq1QtHR0e9br169bh69Sp37961VrhCiBdo0aIFFy5coGjRohZrs169elSvXp0DBw4wY8YMhgwZwvLly7l58yZKKbp168Yvv/xisfNlNHKbWQghkqGUYurUqdStWxdnZ2c++eQTfHx8CA4OJkuWLGbD2jRNY+LEiTRv3lySZcLqHBwcsLOzw8bGhosXL1o7HPGEwWCgR48eGAwGPvroIz766COLnyMoKIhhw4YBpp5sJUuWNNsfFxenJ8vs7e05ffq0xWMQz/T02BotmTJTRaUOKKWWKaX+fbIwQDtMc5ANTFTtsydtBAMxwCDAD4h/xfMmF8MzYwOmADkSbS7PqCdS2KNHj5gzZw4A9evXx8XFhX///Zd//vmHTJkyMXDgwCTHZMqUyWIr8AkhUkbiZFlkZCQ7dux4rfY0TeOrr74CYO7cuWTNmpUbN27o+319fV+r/YxOEmZCCAHcu3ePf/75R3+uaRp//vknu3fvJj4+nlKlSuHp6cmmTZsIDw9n2bJlVoxWCHNGoxGDwQCYfncXLVrEwYMH9ZWQhPXNnDmTI0eOkDNnTv1LriUppejduzcPHjygevXqeHp6mu2Pjo7We54ArF+/nty5c1s8DpHEXUxJrKd7bOUjae+vZCmljMBhoESisitKqXqAI1BIKVUVsMU0jxlAwpxnzzvvbSC57EneZ8WmlIpRSj1I2ICMv7RqGlW6dGn9caFChYiPj2fGjBkAfPzxx7i6uur7d+/eTVxcXKrHKIT47+7du0f9+vXx8PBg165dr9VWy5YtKVOmDA8ePGDevHlkzpxZH4EAMG/evNcNN8OShJkQ4o1kNBo5evQoEydOpFatWuTJk4dmzZrx4MH/L6QyZMgQfvrpJ65evcr58+fx9vamadOmODg4WDFyIczdvn2bZs2aMXbsWL0sZ86cvPvuu1aMSjzt7bffJnfu3EybNk1f0c6SfH198ff3x97ensWLF5MpUyYAYmJi2L59OxUqVCA+3tT5qFSpUmbJM5FylFKxwFGgyVO7mgD7XqaNJxP4uwO3kmn/kVLqlqZpuYBmwNonu65hSog1SdSOHVAv0Xn3Azk0TauaqE41TD3HXio2YR3x8fH6PIQAt27d4s6dO/j5+QGmzy8JAgICqF+/Pq6urkRERKR6rEKI/8bJyQlXV1ecnJxee2VbGxsbvvzySwC8vb2Jjo5mzZo1+v7E7xnCnMxhJoR4o+zatYtFixaxadMmQkPNp24pXbo0AQEBlC9fHoCOHTtaI0QhXsmBAwfYunUr+/fvx9PTk7feetbUQ8KaOnbsSNOmTVOkV5dSisWLFwPw7bffUqZMGb28V69eLF26VK+bKVMmzp49a/EYxHNNB5ZqmnYEU5KqN+AKzAPQNO1XIFgpNerJ82+AA5jmI3PCNNzSHfgioUFN05phGjp5ASgO/PDk8RIwLbGpadoMYLSmaZeetDUaeIxp6CZKqXOapm0EFmqa1udJ0wuA/ymlLqTMj0JYwocffqg/7tWrF3379uXu3btUrlwZpRTVq1fX9/v4+GA0GilTpgw5cuSwRrhCiP8gU6ZM+Pn5cfv2bdzc3F67vU6dOjFu3DgMBgMXLlzQb6KBqRf6b7/9ZrZQiDCRhJkQIsOKj4/n6NGjuLm5kTdvXgBOnz6tf3l0dHSkcePGNG/enGbNmlG4cOHnNSdEmtS6dWu+//57PvjgA0mWpUFGo1FfmdTZ2TlFzqFpGlu2bMHHx8dsxcvEQ3UTHD58WFZKTWVKqVWapjkDXwMFgNNAC6VUwiQyroAx0SE5MSWu3sK0YuVxoK5S6lCiOjkwzSfmAoQDfwJjlFKJx919D2QB5gK5gINAU6VU4mGUnwKz+P/VNP8GBrzWCxYpymg06ot1ODg4mK1yt2/fPrOe8gaDAR8fHwD69OmDECJ9yZIli1my7Pjx4xQpUuQ/LRpka2uLv78/xYsXx97eHjC9L8yfPx+ATz/9VBJmydASJn8VQghLerLcfERERAROTk6pdt7Q0FA2b96Mv78/mzZtIiwsjJ9//pm+ffsCcOPGDebOnYuHhwe1atXCzs4u1WITwhICAwP5+uuvmT17ttkKaCLtuXXrFo0bN2bixIm0adMm1c8fHx9PlixZ9LmLvvzyS7y8vFI9jrTkwYMHCb1scjyZg0u8Bmtd699ktWvXZu/evQBmn2+S8/fff9OqVSvy5MlDUFCQ/iVZCJH+bNmyhdatW1O5cmU2b95ssSliihcvzpUrVwCYM2cOX3zxxQuOSPssea2XW4xCiHTv7t27fP3111SpUoW33nqLzz77DD8/P8LCwnBycjK721q4cGGmTp1KgwYNJFkm0h2lFB988AG//PILI0aMsHY44gW8vLw4e/YskyZNMhv6YCm3bt1i6tSpSSbzDg4ORilFpUqV9H0FChR445NlQqR38fHxerIMoGzZsiilmD9/PuHh4UnqJ/Q+6969uyTLhEjn8ufPT+bMmdm9ezedO3d+rc8V8fHxrF+/HqUUe/bs0cvHjRtniVAzFOlhJoRIESl51zkkJISQkBDeeecdAO7fv0+ePHn0C0fFihXx8PCgefPmVK9eHVtbW4ueXwhr2rVrFyNHjmTZsmUUL17c2uGI54iOjmbChAm0a9fO4oswKKVo06YNa9eupVu3bixZsgSAq1evUr16dYoWLcrBgwcB05DNuLg4fSGAN5n0MLMs6WGWulq3bs3atWv158eOHSMsLIwmTZqQL18+AgMD9ZuBAQEBuLm5YTQauXDhAiVLlrRW2EIIC9m+fTseHh7ExsYyYMAAZs2ahWldmJdnNBp57733OH78OBs2bKBZs2YUKlSImzdvAnD58mWKFSuWEuGnGkte62UOMyFEmmcwGDhw4AD+/v5s3LiRY8eOUa1aNQ4cOACYVgQcM2YMbm5uNGvWLEVWoBPCWq5evcqdO3eoVq0aAHXr1mX//v2v/AFJpD4HBwcmTZqUIm2vXLmStWvXYmtra7a61b59+7hz5w537tzRy7Zu3SrJMiEygMTJshUrVlCxYkXef/99ANq1a2fWcz5hsv8GDRpIskyIDKJBgwb8+uuvdOjQgTlz5lCwYEG++uqrV2rDxsaGBg0acPz4cby8vGjWrJnZFB+9e/dm27Ztlg493ZIeZkKIFGGJu84rV67kr7/+YsuWLdy/f99sX5UqVdi7d6/0HhMZ2sGDB2natCnZsmXj33//1RevEGnb5s2badiwIZkzp8x9yZCQEMqWLUt4eDjffvstX3/9tdl+e3t7YmNjAejfvz8//fRTisSRHkkPM8uSHmapZ/DgwcyaNQuA9u3bs3LlSs6fP0+ZMmXQNI2LFy/qvY4NBgNFihQhODiYlStX0r59e2uGLoSwsBkzZug3y3x9fenSpcsrHR8cHIybmxtxcXHs3buXwMBAfvzxRw4fPgzA/v37zVbbTW9kDjMhRIaT8IadOIn/559/8vvvv3P//n1y585Nx44d8fX15fbt2xw6dEiSZSLDK1++PAULFsTNzU1PgIi0bceOHTRr1oxatWoRExNj8faVUvTv35/w8HDc3d0ZNWoUSil9Ncw+ffrovyuVK1eWZJkQGcTs2bP1x8uXLwdg5syZALRs2dJsiL6/vz/BwcHkyZOH1q1bp26gQogU5+npyfDhwwHo0aMHmzZteqXjCxYsqCfZvLy8aN++Pbt27dL3N27c2HLBpnMyJFMIYTWBgYFs3LgRf39/tm7dSmRkJOfOnaN06dIAdO3alXLlyuHh4UGVKlVkSJF4I4SEhJA/f34AsmXLxpYtW8iXL58kiNOBqKgoevXqBUClSpVSZJLt33//nb/++ovMmTOzZMkSbG1tmTZtGhs2bKBjx476JN+Ojo76nWIhRPo2cuRI/YZi7ty5AQgLC8PX1xfAbFg2wPz58wHo1q2bTPYvRAY1depUbt26xfLly/n444/ZuXMnlStXfunjR4wYweLFi1m3bh2nT5+mfPny2NraEhcXx+PHj4mPj5fvXkgPMyFEKjt//jwjRoygfPnyuLq60rt3b1avXk1kZCR58+bl2rVret0PPviA8ePHU716dXnDFm+EX3/9lWLFivH777/rZQULFpRkWToxfvx4Ll++TMGCBZk6darF24+Li9PvKI8ePRp3d3fu3r3LhAkT2L59O71799brnjlzRua5EyKD8PPz0x83btyYTJkysXDhQqKionB3d6devXr6/oCAAPz9/QH0BL4QIuOxsbFh8eLFNG7cmEePHtGiRQuuXLny0seXKlWKjz76CIDvv/8eQF9NWynFn3/+afmg0yFJmAkhUlRAQADBwcH68ytXrjBt2jTOnDmDjY0NNWrU4LvvvuPQoUPcvn2b5s2bWzFaIazr3LlzPHr0iJUrV1o7FPGKjh07xo8//gjAzz//nCLzOdna2rJlyxY+//xzxowZA0CePHnYsWOHWb2JEyfi6upq8fMLIVJfWFiYPo/rJ598oifjw8PD9UU/EifHFy9eLJP9C2EBmzZtol27dpw5c8baoTyTnZ0df/75J+7u7oSGhuLh4WG26M+LJCwYcP36dQwGAxEREfq+yZMnI/Pdy6T/QogUkjARMJjejKdMmQLAo0ePGDhwIM2aNaNJkyb60AIhhGmiZl9fX7p16ya9KtORuLg4qlatyokTJ/TJuFNTrVq12LdvHwDlypXj9OnTqXr+9EQm/bcsmfQ/5Y0fP55vv/2WihUrcvToUbPk2M2bN3F2djYbdhkeHs7SpUspVaoUHh4e1ghZiAxh1apVdOjQgaZNm77yHGGp7fbt29SoUYPr168zduxYJkyY8NLHnjhxgnfffRdN07h79y79+vVj7dq1xMXFUa1aNQ4cOJCCkacMS17rJWEmhEgRCR+ibWxs6N69O4sWLbJ2SEKkKUop5s+fz+7du1m2bJkMn0vHvLy8GDVqFLlz5+bcuXPky5fPou2HhYVx6dIlfcWqyMhIPv/8c6ZMmcLGjRsZOHAgYJq3LDIy0qLnzmgkYWZZkjBLWdu3b6dRo0YopVi1ahXt2rWzdkhCZEgXL15k2rRpVK5cmT59+gBw9epVSpYsydq1a3n//fetHOGLXbx4kSVLljBx4sTXvumaNWtWoqKiANNNwZRa9TulyCqZQoh049q1a5IsEyIZV65cYdCgQfj5+bF27VprhyP+o4sXLzJ+/HgApk+fbvFkGcCgQYOoWbMmM2bMAGDo0KH88ccfeHh46JN929vbExoaavFzCyGsp0WLFkmGRJ07dy5NDxETIj3atm0bCxcuZOrUqcTHxwNQtGhRDAZDukiWAZQsWZIpU6boyTKl1CsNqbx37x47d+4ETAuGJGjVqpVF40xvJGEmhEhROXPmtHYIQqRJxYsXx9vbm2nTpvHhhx9aOxzxHxiNRnr16kVMTAxNmzbVl2i3pLVr1+Ln54emadSqVQuACRMmUL16da5evYrBYCBTpkzs2LGDLFmyWPz8QgjrePDgAdHR0frzKlWqADB27FjKly+Pt7e3Wf3AwEBq166Nr6+vzDskxHPExsaybNkyfSoDgK5du9K5c2d+/fVXbGzSf4okLi6Orl278vXXX79U/dOnT+Pq6kqbNm2IjIzku+++0/dt2LAhpcJMF9L/b4MQQgiRDiilmD17NoGBgXrZF198wbBhwzLEh7M30cKFC9m1axdZs2Zl/vz5Fh9WGx4eTt++fQHT8u8JX5idnZ05evSo/qV4xowZ+nBNIUTGMHjwYP3xsmXLcHNz49q1a6xZswaAZs2amdX38fFh7969+Pr6yhB/IZ7j22+/5bPPPuPbb7/Vy7JmzcrSpUupXbt2kr+fyMhI5s2bx+bNm1M71P9s8+bNLF26FC8vLy5cuPDC+mXLlqVgwYLcu3ePBQsWEBISYrY/8fvRm0Y+oQshhBCp4KuvvmLQoEF06tQJg8Fg7XDEawoODmbkyJEATJo0iSJFilj8HJ6enty+fZvSpUtTq1Ytdu7ciVIKV1dX4uLiAGjcuDEDBgyw+LmFENZjMBjw8/MD4P333+fTTz8FYNasWRiNRpo2bUrZsmXNjunbty9Tpkxh+PDhqR6vEGnZtWvXuHXrlv68Z8+euLi4UL9+/Zfqjent7U2/fv2YPHlySoZpUe+//z5Tpkzh77//plSpUi+sb2Njo3+mmT59OsWLF8fT01PfP3v27BSLNc1LGNsqm2yyyWbJDXACVEREhBJCKHX58mWVL18+NXfuXGU0Gq0djnhNffv2VYCqVq2aMhgMFm07Pj5ejR49WgHKxsZGrVixQmXPnl3Z2tqqqlWrKkABys7OTn6XXlFERETCz89JpYFrZXrf5FqfMt577z397zwgIEApZfrdzZ49uwKUv7+/lSMUIn3w8vJSNjY2atCgQWblr3LdDgwMVOXKlVPe3t7p+pr7othjYmJUwYIFFaAWLVqklFLK3d1dfy/69ttvUyNMi7DktV56mAkhhBApID4+nhMnTujPixUrxtWrV+nXr58Ml8kApk2bxvDhw1m0aNFrr0b1tEOHDjFlyhQAJk+eTKtWrfDw8KBIkSIcOnRIrxcaGiq/S0JkMPHx8Rw5ckR/nrCQiI+PD5GRkZQpUybJcEwhhEl8fDyxsbH680qVKmE0GgkKCkpI8gO80nXbxcWFU6dO4enpmW6vuZcvX6ZatWqcO3fumXXs7OwYNmwYgL74wY4dO/T9U6dOTekw0yRJmAkhhBAW9uDBA5o1a0bNmjXNVjPLli2bFaMSlpQtWzZ++OEHypcvb/G2q1evzvTp01myZAlffvklWbJkYejQoVy6dEmvs2bNmoQl04UQGUi/fv30x4ULF8be3p74+HhmzZoFkORLe2BgII0aNWLVqlWpHqsQacmKFSsoVaoUixYt0ssaN27M2bNn+fPPP18r2ZVeE2UJhg0bxuHDh/Hw8ODmzZvPrNerVy9y5crFpUuXWL16NdmzZ+ftt98G4PHjx5w6dSq1Qk4zJGEmhBBCWJijoyOZMmVC0zSzJIdI/7Zu3YrRaLR4uxcvXiQgIEB/PmjQIFxcXAAICwujZs2a+r4JEya88cu8C5FRLVmyRH+c0Lvj0qVLPHr0CGdnZz777DOz+j4+Pvzzzz/Mnz8/NcMUIs0JCwvjypUr/Prrr3qZpmmUKVPGIu0bjUa2bdvGzp07LdJealq8eDGlSpUiICCA5s2bExERkWw9R0dHBg4cSObMmblw4QKapuHk5KTv/+CDD1Ir5DRDEmZCCCGEBRgMBj2RYmNjw9KlSzly5AitW7e2cmTCUrZs2UKTJk2oV6+ePum+JezatYsaNWrwwQcf8ODBAwBGjx5NkyZNGDt2LC4uLvpQkjJlyjB27FiLnVsIkXb4+vrqi8K0bdtWX0ykdOnSBAQEsHnzZrJkyaLXNxgMem+a3r17p3q8QljLyZMn6datG9u3b9fLunfvzs8//8y2bdtS5Jxz586lcePGfPXVVynSfkpydnZm48aNvPXWW5w8eZLWrVsTExOTbF1PT0+uXLnCmDFj0DSNyZMn6yMkAgICuHr1amqGbnWSMBNCCCFeU2BgIA0aNMDLy0svy5cvn8Xuaoq04c6dOzg6OuLu7o6tra1F2ly+fDlNmjQhPDycrFmzEhMTg1IKOzs7wHRXODo6GgB7e3vOnj1rkfMKIdKexEmvxL1kABwcHKhUqZJZmb+/P8HBweTJk4c2bdqkSoxCpAULFy7E19eXH374QS/Lli0bffv2TbHpL9q2bYuzszMVK1Y0myctvShSpAj+/v5kz56dHTt20KVLl2R7zOfKlQtXV1f9eZs2bdi6dav+vGrVqqkSb1qR2doBCCGEEOnd9u3b2bNnD2fOnKF///7kzJnT2iGJFNCpUyfq1Kljkf9fpRQTJkzgm2++AeDjjz9m6dKleu+R7777jlOnTrFmzRrANKwkPDz8tc8rhEibli9frn8Jd3JywsHBAYBjx47h7u6OjU3Sfg4LFiwAoFu3btjb26desEKkopiYGJYvX06jRo0oXLgwYOoFFRoaqk9Snxry58/PzZs39Rta6ZG7uzurV6+mefPm/PbbbxQsWJDp06c/s/7p06extbWlevXqZMqUifj4eMLCwoiPj7f4gkdplfQwE0IIIV7TZ599xoQJEzh8+LAkyzK4QoUKkT179tdqIzY2lu7du+vJshEjRvDbb78RERGh3+0NCgpi7dq1+jEXLlwga9asr3VeIUTa1bNnT/1xhw4dAAgODqZatWqUKlWK+/fvm9UPDAxkw4YNgGmibiEyqi5dutCjRw9mzpyplxUrVoxVq1alem+n9JwsS9CoUSN8fX0B8Pb25scff0y23syZM6lQoQKjR48GMBuKmrCS95tAEmZCCCHEK7py5Qqff/65Pv+DpmmMHTuWYsWKWTkyYWmxsbF8+OGHbNmyxWJtDh06FF9fXzJlysS8efP4/vvvCQsLo1atWrRr14579+5RrFgxfd6yVatWUaJECYudXwiRtly7dk0feu3k5MT48eMBmDNnDgaDgbfffjvJzRgfHx+MRiMNGjSgZMmSqR2yECnm4sWLPH78WH/evXt3XFxcKF68uBWjMnfjxg0OHTpk7TD+s44dOzJt2jQAhg8fjp+fX5I6TZo0AWD16tWcP3/ebKjr83qlZThKKdlkk002i2+AE6AiIiKUEBlJXFycKlasmALUyJEjrR2OSGHfffedAlTevHlVZGSkRdoMCgpSZcqUUf7+/nrZhg0blJ2dnXJ1dVVOTk4KUIDq16+fRc4pTCIiIhJ+tk4qDVwr0/sm13rLKFiwoP43f+LECaWUUg8fPlS5cuVSgFq9erVZ/bi4OP2YFStWWCNkIVLEgAEDlKZpat68eXqZ0WhUsbGxVozK3B9//KE0TVMVK1ZURqPR2uG8liFDhihA2draqq1btybZ36pVKwWo7t27q3v37qkmTZro71VffPGFFSJ+OZa81ksPMyGEEOIVZM6cmVmzZlGnTh0GDBhg7XBECjp37hwTJ04EYMaMGTg6Ov7ntm7fvq0/LliwIKdOncLDw0Mva968ORs3biQ0NFRfKdPV1ZW5c+f+53MKIdK+qKgogoODAdPE/u+++y5gmvT/3r17FC1alJYtW5odI5P9i4zCYDAkJN8B9N7VZ86c0cs0TbPYQjuWUL9+fezt7XF2diYyMtLa4byWadOm0aFDB+Li4mjTpg0nT540258wDHPZsmVERkayefNmfe6yN+XziSTMhEgHNE3rr2naNU3TojVNO6ppWp3n1O2maZpKZnN41TY1Tauhado/mqY90jTtvqZpOzRNy/J0PSEyuvPnz3P8+HH9eYsWLdi5cyeFChWyYlQiJRmNRnr27ElsbCwtWrSgY8eO/7mtP/74g6JFi7Jq1Sq9LOEDp8Fg0MtWrlypD8tycHB445ZuF+JN5O7urj/+5JNPANP7z4wZMwAYPHhwksm1ZbJ/kRHMnTuXYsWKsXPnTr2sR48enD9/nlmzZlkxsudzdnYmICCALVu24OTkZO1wXouNjQ2//PILDRo0wN3dPcnn2urVq1O/fn3i4uLw9vYGoGjRooBppGJgYGCqx5zaJGEmRBqnaVp7YAYwCagI7Ab8NU1zfc5hD4ACiTelVPSrtKlpWg1gI7AZqApUAeYASdcfFiID2759O5UrV+bjjz8mIiJCL9c0zYpRiZQ2d+5c9u3bh6OjIz///PN/+v9WSvHDDz/Qtm1boqKi+OOPP8zupC9fvpwaNWpw8+ZNVq1apX8JtrGxITQ09I1ZgUqIN9mVK1f0x9WrVwdMPcguXryIk5MT3bt3N6svk/2LjOL06dMEBASwcOFCvSx79uyUKlXKilG9nLx581o7BIuxt7dnzZo1bN68mVy5ciXZn9DLbMGCBYSFheHv76+v2vvzzz+naqzWIAkzIdK+oYCPUmqRUuqcUsoTCAT6PecYpZS6nXj7D216A7OUUl5KqTNKqUtKqT+UUjGWfHFCpHUSY6GBAAAgAElEQVQVK1YkX758uLm56ZP8i4wtICCAUaNGAeDl5YWr6/PuTyTPYDDQr18/Ro4cCcCAAQNYuXKlnniLioriyy+/5MiRI0ycOJHOnTsDpmTZuXPnXnslTiFE2nfy5Eni4+MBU2+xLl26ALB+/XrAlBB7+r0gYbL/+vXry2T/It04cuQIn376qVmPpKFDh7Jw4UIWLVpkxcheT1RUFOfPn7d2GK/NyckJBweHZPc1bdoUd3d3smXLxtmzZ81u/P300088evQotcK0CkmYCZGGaZpmB1TG1Msrsc1Azecc6qhp2g1N04I0TfufpmkVX6VNTdPyAdWAUE3T9mmaFqJp2k5N02q/5ksSIl0IDQ3VH+fMmZOdO3eyefNm8uXLZ8WoRGpQStGvXz8ePnxIrVq16NfvefcmkvfgwQM++OAD5s+fj6ZpzJw5k9mzZ5v1GMuSJQs7d+6kU6dO/PzzzxgMBmxsbFi3bp18CRbiDZEw7LJt27YsWbJET4799NNP7Ny5E09PzyTHxMbGkiVLFvr06ZOqsQrxOkaOHImfn5/ZUMvixYvTs2dPsmRJn7O97Nmzh7fffpuPP/7YLImUnh0/fpwePXqY9frTNI3ffvuN69evU6dOHYoXL86IESPImzcvDx48oG7dulaMOOVJwkyItC0PkAkIeao8BHjrGcecB7oBHwIdgWhgr6ZpJV6hzaJP/h0PLAQ8gGPAtkTtmNE0zV7TNKeEDZDuESJdmjdvHkWKFGHjxo16maurqwyPe0OsWLGCDRs2YGdnx6JFi/RhBy/r8ePH1K5dm02bNpE1a1bWrFnDoEGDkq3r6OjIihUr9OeLFi2iRYsWrxW/ECJ9WLRoEUuWLAFgyJAhZvs0TaNu3bq4uLgkOW7y5MncvHmTjz76KFXiFOJVPX78mIULF+pzcoIpYda5c2e9N3VGUKFCBWJjY3n8+DG3bt2ydjgWsXfvXhYvXsycOXPMkoAlSpQwS2x6eXmRNWtWAI4dO5ahe5lJwkyI9OHp2xZaMmWmikodUEotU0r9q5TaDbQDLgIDX6HNhPeG+UqpJUqp40qpIcAF4PNnxDgKiEi0Bb3gNQmRJp06dYqoqCizCdrFm+Hu3bsMHjwYgHHjxlG6dOlXbiNr1qw0b96ct956i127dvHhhx/q+2JjY/nss884ceIEcXFxuLi46B9Ie/bsmWSuIiFExtW3b1/9cXh4OGDqnZqwSu7z5MyZEzs7uxSLTYjXUadOHXr37s2yZcv0Mg8PD5YuXaqvApsR5MiRg4MHD3L58mXefvtta4djEZ9++indunVj9uzZye43Go2sW7eO2NhYsx74jRs3Tq0QU50kzIRI2+4C8STtTZaPpD3EkqWUMgKHgYSeYS/TZsJtkrNP1TkHPGsynylAjkRb0tuiQqQDP/74I4sXL2bx4sXWDkWkMk9PT+7evUuFChX0ucdeVsI8RABTpkzhxIkTVK5c2azOxIkTWbZsGc2bNydv3rz6Cpn58+c3G/4ghMjY7t+/b/aekTC3obe3Ny4uLsyZMyfJMSEhIWarNQuRVly6dMmsN1KnTp1wc3MjW7ZsVowqdZQvXz5DjUDIlSsXS5YsoW7duskudtSkSRM+/PBD/Pz8GD58uF5+4MCB1AwzVUnCTIg0TCkVCxwFmjy1qwmw72Xa0Ezvdu48SYK9ZJvXgZvA08vUlARuPCPWGKXUg4QNiHyZ+ISwJqUU3t7e9O7dWy9zcHCge/fusgrmG8bf35/ly5djY2ODj4/PK/XemD17No0aNdKHn9jY2JA/f/4k9YYOHUrTpk1xdHTUV1y1t7fPMEM5hBAvJ/EQzAkTJuDh4UF0dDRz584lMjKSPHnyJDnm559/plKlSvTv3z81QxXimZRStGnThpIlS7J37169fMCAAVy6dImOHTtaMbrUpZQiJOSl+jKkax4eHgBMnToVMPV2TZCwmmZGIwkzIdK+6UBPTdM+1zStjKZp3ph6ec0D0DTtV03TpiRU1jTtG03TmmmaVlTTNHfAB1PCbN7LtqlMt4l+AAZpmvaJpmnFNU2bAJR+0p4QGcLJkycZPnw4Cxcu5J9//rF2OMKKQkJCyJo1K56enlSpUuWljomPj2fw4MEMGjSInTt3snz58ufWz5kzJ/b29ly+fBmATJkyER4eLslZId4g8fHx+tyFLVq0YOzYsdjY2LBixQpCQ0NxcXHh448/TnLcgwcPsLW1pU6dOqkdshA6o9GoP9Y0jbx586JpGvv379fL7e3tM1Svqxc5d+4c7777LrVr1zb7+aRnp06dYuDAgaxevdqsvE+fPuTIkYPz58+zbt06FixYoO/74YcfUjvM1KGUkk022dL4BvTH1OsrBlPvsLqJ9u0Afkn03BtTL7AYIBTYBNR4lTYT1fkKCAQeYep9VvsVYnYCVEREhBIiLfPy8lJz585VRqPR2qEIK7ty5Yp6+PDhS9WNjIxULVu2VJjmflReXl7J/g4dPHhQ/f3330oppb788ku9PqDu3Llj0fjFi0VERCT8/J1UGri+p/dNrvWvrnXr1vp7wNWrV5VSShmNRlWhQgUFqKlTpz7z2NDQUBUdHZ1aoQqhi4+PV1OmTFGFCxdWgYGBenlAQIC6fPmyFSOzvocPHyonJyeVJUsWdebMGWuHYxHffPONAlSjRo2S7Bs9erQCVNWqVZXRaFSFCxfW39NWrFhhhWiTsuS1XlMqYyyBKoRIW56slBkRERGBk5OTtcMRAjDd2Z8xYwZdunQhb9681g5HpFM3b96kZcuWHDt2DHt7e5YuXUrbtm2T1AsODqZy5cqEhoYyaNAgZs6cqe/7559/aNCgQWqGLTD10smRIwdADmWaPkC8BrnWv7qEHqWapnH69GnKli3Ltm3baNy4MVmzZiUoKIhcuXJZOUohkqpXrx67du3im2++Yfz48dYOJ03ZsWMH7777bob5271x4wZubm4opbh69Spubm76vpCQEIoUKUJ0dDT//PMPLi4ulCxZEgBnZ2fu3r1rrbB1lrzWy5BMIYQQb4wBAwYwfPhwunTpgtwwEjExMbRq1YqdO3e+9DGnT5+mevXqHDt2jDx58rB9+/Zkk2UA+fLlo1WrVri5uZkly6ZNmybJMiHeQNOnT9cfJ74GeXt7A9C9e/ckX7hDQ0M5d+5c6gQoxBP79u3j888/JyYmRi/79ttv8fX1ZfTo0VaMLG2qX79+hkmWARQuXJhGjRoB8Msvv5jty58/P59//jkAXl5elChRQl/gISwsjIcPH6ZqrClNEmZCCCHeGP3798fZ2ZkOHTrIvFECb29v/v77bzp06EBUVNRLHWNra8vDhw8pVaoUBw4coEaNGs+t+80333D16lW97IsvvmDYsGGvHbsQIv355ptv9MfTp0+nbNmy3L59m02bNqFpGoMHD05yzNy5cylbtqzZQgFCpCSDwUD79u1ZsmSJPt8emJJCXbp0eaVFcd5EiZOM6VmPHj0AWLJkidmqvgDDhw8nU6ZMeoLso48+0vd98sknqRpnSpOEmRBCiAzLYDBw6tQp/XmFChW4ceMGXbt2tWJUIq3o27cvffr0Yfbs2WTJkuWljilVqhSbN29m3759FCtWLMl+pRRbt25FKYXBYKBMmTL6vv79+zNnzhyLxS+ESD8uXLig97yoVKmSngB76623uHz5MgsXLqREiRJmxxgMBnx8TGstVatWLXUDFm+MyMhI/Pz89OeZM2dmxIgR9OjRg+rVq1sxsvTl1q1bfPLJJ5QrVy5Jgik9at26Nbly5SIwMJBt27aZ7XNzc+PEiRMcPnwYR0dHZsyYod+I3rRpU4ZZ/ACQOcyEEClD5jUR1hYWFkbr1q05efIkx48fp2jRotYOSaRDRqORMWPG0LBhQ5o0afLC+jNnzsTT05O+ffuyfPlyIiMjAWjWrBkbN25M6XDFC8gcZpYl1/qX5+rqSmBgIGCaAyhfvnwvPOZ///sfLVu2xNnZmeDgYOzt7VM6TPGGiY6OpkiRIoSEhLBv377n9poWzxcdHU3BggUJDw9n165dGWJF24EDBzJnzhzatWvHqlWrnlvX09NTn37Cw8MDf3//1AgxWTKHmRBCCPECTk5OGI1GlFJcvnzZ2uGINOTcuXMvNYddVFQU7du3x8vLi7Zt277URLYJ7S5cuFBPlpUpU0aSZW84TdP6a5p2TdO0aE3Tjmqa9sxvUpqmddM0TSWzOSSqk1nTtIlP2ozSNO2qpmlfa5pmk6hOcm0oTdNGJKpzPZn9Xin3k3gzPXr0SE+W2draYmNj+m960Vw/8+fPB6Bbt26SLBMWExQUpD92cHCgRYsWlCxZUr9mif/GwcGBRYsWcerUqQyRLAP0ucrWrFlDWFhYsnUePHiAv78/Xl7/f+nYvHlzqsSXGiRhJoQQIsOIi4vTExa2trasXLmS48eP07RpUytHJtKKa9eu8d5779GsWTMiIiKeWS80NJSGDRvyxx9/YGtry5w5c8iTJ88L2/f09MTe3l4fjpE7d27Onj1rsfhF+qNpWntgBjAJqAjsBvw1TXN9zmEPgAKJN6VUdKL9XwJ9gQFAGWAkMAIYmKhOgae2zwEF/PnUub5+qt7EV36R4rlq1qypPzYajdjY2BAXF0fZsmX58MMPuXXrVpJjAgMD2bBhAwC9e/dOtVhFxvXw4UMaNWpEsWLFzH7nZsyYwblz5+SzkgW0adOG8uXLWzsMi6lYsSIVK1YkNjbWbNhugqCgIFxdXWnVqhVhYWG88847gOl97ujRo6kdboqQhJkQQogM4cqVK9SsWZO5c+fqZYUKFUp2ninxZlJK0adPHx4/fkxsbCzZs2dPtt758+epXr06Bw4cIFeuXGzZsoXOnTs/s927d+8SFxcHQIsWLfQJfx0cHAgNDbX8CxHpzVDARym1SCl1TinlCQQC/Z5zjFJK3U68PbW/BrBWKbVeKXVdKfUHsBl4L1EDTx/fCtiulLr6VFuRT9XNWEucpQEnT57UH0+fPp3cuXPz+++/ExgYyKFDh8idO3eSYxYvXozRaKR+/fqULFkyNcMVGUji3tSOjo7ExMQQHx9vtjq0k5OT3utRWE5GmfoqoZeZj49Pktfk4uJChQoViIuLY8aMGfpCAUCyi5ikR/KXIYQQIkPYsGEDR44cYdKkSS+94qF4s/z6669s2bIFBwcHFi5cmOwXhB07dlCjRg2uXbtG0aJF2b9/P/Xq1Xtmm48ePaJZs2Y0b96coUOH6nN2ODo6cu/ePTJlypRir0ekfZqm2QGVMSWzEtsM1Ex6hM5R07QbmqYFaZr2P03TKj61fw/QSNO0kk/O8y5QG9jwjDjyA+8DPsns/lLTtDBN005omjbmSczCQsaPH68/7ty5M4MGDUIphbe3N2BaOffp4ZYGg4FFixYB0rtM/DePHj3iu+++o3LlysTGxurlP/30E1evXqVDhw5WjC5je/DgAaNGjaJSpUr6zbT0rFOnTtjb2/Pvv/9y/PjxJPu/+uorAObNm0fr1q0pVKgQAHv37jVbJTzdUkrJJptssll8A5wAFRERoYRIDUajUY0bN04FBARYOxSRBt2+fVvlypVLAcrLy+uZ9Xr16qUAVbNmTRUaGvrCdvfv36+yZs2qMA11U4DKlSuXevz4sSXDFxYSERGR8P/kpFLnWvj2k/PVfKp8NHDhGcdUBzoD7wJ1gD+Ax0CJRHU0YApgBOKe/DvqOXGMBMIBh6fKhwD1gHeAnsAdYNFz2rF/cn1P2ArKtf75MmfOrL83xMbGKqWU2rNnjwKUvb19su8z69atU4BydnZW0dHRqR2yyABiYmJUgQIFFKD8/PysHc4bJSYmRuXLl08BavXq1dYOxyI6dOigANW/f/8k+4xGo6pQoYIC1IQJE9Tjx4/197x8+fJZIVrLXuulh5kQQoh06fz58/Tp0weDwQCApml89913+p0tIRIbNGgQ9+7do2LFigwbNuyZ9ebMmcOkSZPYtm0befPmfWG7bm5uZM6cWX+eP39+AgMDyZIli0XiFhnG02NztGTKTBWVOqCUWqaU+lcptRtoB1zEfH6y9piSap2ASkBXYLimaV2fcf7PgeXKfB40lFLeSqmdSqmTSqlFmOZF66FpmvMz2hkFRCTagp5RTwA7d+7Ur1HOzv//I03oXda5c+dk32cWLFgAyGT/4uUopdixYwejRo3Sy+zs7Pj+++9ZsWIFbdu2tWJ0b56En/1ff/3F+++/b+1wLCJhWOalS5cSbp7oNE3Te5nNnDnTlGR60oM/I0xLoT39goUQwhJkqXmRkqKjoylatCi3bt1i4sSJjBkzxtohiTTs77//plWrVmTKlIlDhw5RqVIlfV9MTAzz5s1jwIABLz188sGDB9y+fZscOXJQunRp7t+/D5jmgbl58ybZsmVLkdchXp8ll5p/GU+GNz4G2iqlVicqnwm4K6WePd7XvJ2FgItSqvmT54GAl1Lqp0R1xgKdlVKlnzq2DrDryfn+fcF5CmJKglVXSh1MZr89pl5mCbIDQXKtT17evHn11XXz5ctHcHAwgYGBFC9eHKPRyKlTp5JMEB4YGEiRIkUwGo2cP3+eUqVKWSN0kY6EhIRQqFAh4uLiOHjwIFWrVrV2SCKDMRqNnD179pkLGhgMBkqUKMH169eZPXs2Fy9eZPbs2YBpDscKFSqkZrgWvdZLDzMhhBDpjoODA9OnT6dRo0ZmE4wK8bSIiAj69+8PwLBhw8ySZeHh4TRt2hRPT0+GDx/+Uu3duHGDGjVq0LBhQ8qUKaMnywD+/fdfSZYJM0qpWOAo0OSpXU2AfS/ThqZpGuAOJF5KMSumYZiJxZP8Z/sewNEXJcueSJgrLemyjYBSKkYp9SBhAyJfos03klKKt956C4Bs2bIxadIkMmfOzPz58zEajTRp0iTZL5+JJ/uXZJlITkREBBs3btSf58+fn549e9KvXz/y5ctnxchERmVjY/Pc1T8zZ87MiBEjsLGx4caNG7z3nr7+jJ44S6+kh5kQIkVIDzNhaSdPnsTW1pYyZcroZUopTN8lhUhev379mDdvHsWLF+fkyZP6UMnLly/z/vvvc/HiRZycnPjjjz9o0uTpnEZS9+7do3Llyly7ds2s/PDhw2YfEEXalNo9zAA0TWsPLMU03HE/0BvoBZRTSt3QNO1XIFgpNepJ/W+AA8AlTPOEDQI+A2oppQ49qfML0BjoA5zBlOhaACxWSn2Z6NxOmJJfw5RS856Kqwam+dK2YxpeWQXwBo4opVq95GuTa/0z7Nu3j1q1auHg4EBQUJA+JPPRo0f8+uuvlCtXjrp165odEx8fT5EiRQgKCsLPz4+OHTtaI3SRhgUEBFCuXDliY2MJCAggf/781g5JPENcXBzLli1j1apVrF27NsMMr75//z5GozHJ6r5RUVHcunWLokWLEhUVRalSpQgMDMTOzo5t27ZRu3btVItRepgJIYR4o6xfv56qVavStm1bHj9+rJdLskw8y6NHj5gwYQLz5plyBAsXLtSTZfv27aNGjRpcvHgRV1dX9u7d+1LJMjANO4iIiDAr27FjhyTLxDMppVYBnsDXwAmgLtBCKXXjSRVXoECiQ3JiSn6dw7SaZkGgbkKy7ImBmBYDmPuk3jRgPjDuqdN3wDRf2opkQovBNBfaDuAs8B2wEJAsjQV4eXkB0LFjR7P5y7Jly0a/fv2SJMvA1Itj9erVDBgwgDZt2qRarCJtSxjWC1CoUCHKlStHiRIlCAqSKQTTMk3TGDduHJs2beKvv/6ydjgW8f3331OgQAFmzpyZZF+WLFkoWrSo/vj69etkzpyZ2NhYGjdunNqhWkzmF1cRQgghrOu9994jV65cFClShJiYGLJmzWrtkEQadvv2bSpVqsStW6ZRZV988QX169cHYNWqVXTt2pWYmBgqV67MunXrKFCgwDPbMhgMfPnllzRq1IgqVapQvnx5wsPD9f1HjhyhcuXKKfp6RPqnlJqLKbmV3L76Tz0fgmn1yue1F4kpCef5gnoLMCXfktt3DFMPM2FhkydPZt26dQD6sEqj0Yimac+90aNpGu+9954k4AVgmgKgc+fOXL9+natXr2Jra4umafz999/kzZtXbhqmcZkzZ2bMmDFERkam64RRYoUKFSI6OprDhw8/t96FCxd49OgR9vb2GAwGYmJiuH//Pjlz5kylSC1HhmQKIVKEDNMQrys0NNRsLo4bN27g6uoqHxDFS2natCmXLl1i8uTJtG/fHhsbG0JDQylatCiPHj2iVatWLF++/IVzjs2ePZtBgwbh6OhI1qxZzVZ8WrNmDa1avdTINZFGWGNIZkYm1/rk2dnZERcXB0CNGjXYt28ff/31F+PGjWPs2LEy1FK8lJiYGAoXLkx4eDg7duygZs2a1g5JvOGio6M5deoU77333jM/jy9dupSuXbtSvXp1Ro8eTcuWLQFwd3fn+PHjqRKnDMkUQgiRYSmlmD59OkWKFGHPnj16eeHChSVZJpJ16NAh3n//fe7cuaOX+fr6cv78eTp27Kgvb54vXz6WLVvGkCFD+PPPP19qgv4+ffrQqFEj7OzszJJlq1atkmSZECKJiIgIPVnm6OjIiBEjAPD29ubs2bOcPn062eN++OEHevbs+cz9ImMLCwtj7NixfPzxx3qZvb09fn5+XL9+XZJlIk1wcHCgSpUqz/083rhxY+zs7Ni/fz8XLlzQy0+cOJEaIVqcJMyEEEKkOcePHycqKorffvvN2qGINE4pRf/+/dmwYQOTJk3SywsUKIC9vT0RERFmX0Bbt27N9OnTyZQp0zPbvHDhAgk98O3s7HBwcDAbhrly5UratWuXAq9GCJHejR49GjDNRxYSEkKbNm04cuQIe/bswdbWli+++CLJMfHx8cyaNQsfHx9OnTqV2iGLNCAqKoqpU6fy119/mfXCadiwIW+//bYVIxOvSynFnj176Nmzp9k8vOndw4cPefToUZLyAgUK0K1bNwC2bNmizx8L6DcQ0hNJmAkhhEhTNE1j7ty5+Pr6JjupqBB37tzRP6Rpmsb3339P165dGTp0qFm9GzduULNmTZo0acKNGzeSayqJhQsXUr58eX766SfANCRz/fr1+v5t27bRvn17C70SIURG4+vrC0D9+vX1+Ta9vb0BaN++fbLJDxsbG/z8/OjVq5dM9v8GUEqxefNm5syZo5e5uLjw3Xff8eeff/LOO+9YMTphaUopunTpgo+PT4a5ETxlyhQKFCjA4sWLk90/YsQIbGxs2LRpE//8849e/uOPP6ZWiBYjCTMhhBBWFR8fz8SJE82SHdmzZ6dLly4yBFOYefz4MZMnT6ZYsWJMnz5dL2/YsCG//PILrq6uetnhw4epVq0aZ8+excbGJsnKls9y//59DAYDu3fv5quvvmLQoEEA+kTLDRs2tOyLEkJkGK1atdKT+YMHDwYgODhY/5I8ZEjyazlomkadOnVYsGABDg4OqROssJqDBw/SrFkzRowYYTaVwKhRo/joo4+e2wNapD82NjYMHjyYHj16ZJhFgrJnz87Dhw/x8fEhuTnxixUrpvfEnzVrFgULFgRMycN///03VWN9XTLpvxAiRchEwOJl7d27l9q1awOmuaiqVKli5YhEWhMfH4+vry/jxo3j5s2bANStW5cdO3Ykm1Rds2YNnTp1IioqinfeeYf169fj4uLyUudSSuHn58fgwYMJCwvTy3fu3EndunUt84KE1cik/5Yl13pzNjY2+pfHzp07s3TpUkaPHs2UKVOoW7cuO3futHKEwhrCwsK4cuUKVatWBUzXmUaNGvHOO+8wevRoswWOhEgPwsPDKVCgALGxsRw9epRKlSolqXPixAkqVqyIjY0NO3fupE6dOgCUK1cuxedqlEn/hRBCZBi1atVi3Lhx/PLLL5IsE2aUUqxfv553332XHj16cPPmTQoXLszy5cvZvn17kmSZUgpvb28++ugjoqKiaN68OXv27HlusuzSpUv0798fg8EAmHp6/P7772bJMn9/f0mWCSGe69ixY3qyLEuWLAwcOJDHjx8zf/584Nm9y6ZPn87AgQO5ePFiqsUqUs/evXtxdXWlbdu2ZteZbdu2MWPGDEmWiXQpd+7c+vBxHx+fZOu4u7vj4eFBzpw5zeblO3PmDEajMVXitAillGyyySabxTfACVARERFKiMTi4uLU1KlT1f37960dikjDDh06pOrXr68ABahcuXKpH3/8UUVHRz/zmAULFuj1+/Xrp+Li4p57jujoaFWoUCEFqHHjximllBo8eLDeBqAOHDhg0dclrCsiIiLh/9ZJpYFrZXrf5Fr//4oUKaK/byT8PIxGo9q0aZPq3r27MhgMSY6Ji4tTLi4uClB+fn6pHbJIAUaj0ezv4fHjxypv3rzK3d1dXb9+3YqRibQgKChITZgwQT148MDaoby2zZs3K0DlzJlTPX78ONk6N27cUA8fPlRxcXEqZ86c+ntkr169UjQ2S17rZUimECJFyDAN8SydO3dm+fLltG3bllWrVsk8ZcLMlStXGDNmDKtWrQLA3t6ewYMH89VXX5ErV67nHvvw4UPq169Pp06dGDJkyEv9bv31119MmzaN77//ngULFrB06VIAMmfOzKlTpyhduvTrvyiRZsiQTMuSa72JwWDA1tYWgPz583P79u2XOu5///sfLVu2xNnZmaCgIJm/LJ07fvw4ffv2xdHRkW3btunlAQEBFCpUSD7vCMqXL8+ZM2eYN28effr0sXY4r8VoNOLm5kZAQADLly+nU6dOz60fHBxMoUKFEm62kJJ5KBmSKYQQIt0aOHAgzs7OfPLJJ/LhUeju3r2Lp6cnZcqU0ROpXbp04eLFi0ydOvWZybLw8HD9Q5ejoyP79+9n6P+xd9/hURXdA8e/k4Q0IEDoLYIBAkoLKEhHIDTpRaR3KSL9FSmCCCoCUkQMIgQUKQIC0ouoSN5qFxkAACAASURBVK8BQ0cMkEIVkhAJKbvz+yPk/rKQhEDKJuF8nuc+7927M3fP+pK7u+fOnBk5MtF/WzExMRY/Ztu1a8fEiROpX7++kSxzdXUlODhYkmVCiGSJX8g7selJCVm4cCEAPXv2lGRZFpA3b16OHz/OgQMHCAoKMo67ubnJ9x0BQL9+/ahbty4lSpSwdigpZmNjQ+/evQESXS0zjtaakydPWqwAu3Tp0rQML9VIwkwIIUSaioqK4syZM8bj6tWrc+XKFWP1HCEAVq5cydy5c4mOjqZJkyb4+vry/fffW6x8+bhTp05RsWJFPvvsM+NY3CiPhNy7d4/mzZvTsGFDwsLC0Dq25lmzZs0wmUwAlCtXjsDAQPLnz596b04IkaX99ddfxn5crZ5OnTrx4YcfcuvWrQT7BAQEsGXLFgDefffdtA9SpKrg4GD+97//MXbsWOOYm5sbq1at4urVq8aqgELEN2zYMPbs2UOTJk2sHUqq6NWrl1GT78qVK4m2e+edd2jRooVR9wzg66+/TocIU04SZkIIIdLM9evXqVWrFm+++aaxuiHEjgQSLzaTycTVq1eNxwMGDKBt27bs3LmT7du3U6lSpST7b926ldq1axMUFMSKFSuIiIh46mtGRERw5swZrly5wrFjx+jbty8jR440nn/ppZc4ffo0Tk5Oz//GhBAvlPgjKxwdHenTpw9+fn6sXr2aGTNm8ODBg0T7mc1m6tWrh4eHR3qFK1LJhQsXmDlzJnPnzrVYJKZDhw5SyF8kKquNNCxRogQNGzYEYMmSJYm2a9GiBRCbJIsbTXvq1CljIYyMTBJmQggh0kyePHmIjo7GZDJx+fJla4cjMojz589TuXJlGjduTHR0NAD29vasW7cOLy+vp/b39vamZcuWhIeH06BBA/bv35+sJFeRIkXYuHEjmzZtYvz48RZf7lxdXbl8+TI2NvLVSAiRfO+//76xHx4eTpEiRZgzZw4QO+U7oalXMTExLFq0CJDRZZmB2Wxm8+bNbNiwwThWv359Bg4cyOrVq59aX1OIx0VGRrJy5Uru3btn7VBSrE+fPkBswixutP7j3nnnHdzc3Lhz5w7Ozs5A7HVw+vTp6Rbn85JvhUIIIVJVVFSUse/o6MjPP//MyZMnqVOnjhWjEhlJ0aJFuXnzJrdu3bKYrvs0ZrOZ0aNHM3jwYMxmM7169WLbtm3kzp070T7e3t4cOHDAeGxnZ0e3bt04dOiQcax48eLcuXMHW1vb53tDQogXUmhoqDGCrGDBgtja2nLr1i2WL18OwIgRIxLst337dgIDA8mbNy/t2rVLt3jF8/nxxx9p2bIlI0eONBICSim8vb1p0aKF3GgRz6xZs2Z06dLFqJ2ambVp04bcuXMTEBBgsdhFfNmyZWP06NEAODs74+7uDsCECRPSLc7nJX/dQgghUs25c+d47bXXLL4AuLu7U7x4cStGJazN39+fjz76yCjOnzNnTjZs2MDly5epXLlyss6htaZz5858+eWXAEydOhUfHx/s7e0T7ePj48PgwYNp27Ytt27dYv369VSvXp3r168bbby8vLh27VqWmyYhhEh7np6exv727duB2CR9ZGQk1apVo0aNGgn2k2L/GdutW7e4ePGi8bhDhw64u7vToUOHZE3/F+JpOnToQNGiRbPE37+TkxNdu3YFki7+37dvX/Lly0dgYCCFCxcGYr/bZfRRZpIwE0IIkWrWrVuHn58fkydPNqbaiRfXv//+y4gRI/Dw8GDq1KmsXbvWeK5mzZq4urom+1xKKby8vLC3t2fFihWMHz/+qUmuTp06UaVKFYYPH86CBQto164dkZGRxvMtWrRg586dz/7GhBCC2JsB8fcfPnzIN998A8SOLkvoGiXF/jO2n376CTc3N4YMGWIcc3Z25sKFC0yfPl1qsIpU0bdvX65cuZJlrgF9+vShTp06tGrVKtE2zs7ODBs2DIgdnRvn8OHDaR5fSkjCTAghRKr58MMPGTt2LPv27UtytUKRtUVERPDFF1/g7u7OnDlziI6OxsvL67kKW8eNSoPY5dgvXrxI586dE21/9+5dYz979uz8/vvvnDp1ikmTJlm0GzVqFJs2bXrmeIQQAmITX3GcnJxo1qwZK1eu5NatWxQrVoz27dsn2E+K/WcsWmuLUWPVqlUjOjqasLAwiwUbZMq+SE0ODg7Y2dlZO4xUU6VKFf7880+6dOmSZLv33nuPHDlyYDabjZVkT5w4gdlsTo8wn4skzIQQQjy3U6dOMWTIEOODztbWls8++4xChQpZOTJhDSaTiaVLl1KmTBk+/PBDQkNDqVSpEjt27GDnzp1UrFjxmc63e/duqlWrxp07d4xjL730UqLtd+3ahbu7OytXrjSO5ciRg19//dWi3Q8//MDMmTOfKRYhhIgvbtGQ2rVrExISgqOjI3Xr1mXIkCF88MEHCd40kmL/Gctvv/1GlSpVGDNmjHGsZMmSnD17loMHDxrFyYVIS8ePH7dYaTUry5MnD8eOHeOvv/4yRmteuXIl0dpnGYEkzIQQQjyX+/fv8+abbzJ//nzmz59v7XCEFWmt2b59O56envTu3ZvAwECKFy/ODz/8wIkTJ2jcuPEzn9PHx4emTZty7Ngxpk6dmqw+v/32GyEhISxatAitNWazmUqVKhlfRB0dHfH396d79+7PHI8QQsSJiYnhu+++A2DgwIFGLUV3d3fmzZtnsXJmfDdu3KBw4cJS7D+DMJvNnDx5kp9++sliwSIPDw+paynSRZ8+fXjttdeSrP2Vmdy+fZvZs2dz+vTpRNt4eHhgY2ODj4+PMYWzWbNm6RXiM5OEmRBCiOeSM2dOpk2bRosWLZKcIieythMnTuDl5UWzZs3w8/Mjd+7czJgxg4sXL9K9e/dnXj3MbDYzfvx4+vbtS0xMDJ07d2batGnJ6jt16lTmzp1L165d6dq1K9mzZze+tOXMmZM7d+5QokSJZ32LQghhoXLlygQGBpI9e/ZEp14mpFixYhw5coTTp09niWLfmYm/vz/Dhg2zSEw0bNgQb29vzp07l+QCMkKklVq1amFvb59lRpgNGzaMkSNHsmDBgqe2rVixolHv2GQyPVE6I6NQ8WuDCCFEalFKuQChoaGhuLi4WDsckUqOHDlCvnz5ePnll4H/ry8ld2JfPFprevXqxQ8//ACAvb0977//PuPGjXumYv7xPXz4kN69e7Nq1SoAPvroIyZPnpzov6+7d++ycOFCxowZY7S5fPkypUqVsmiXL18+rl+/nqXqhYjnExYWRq5cuQByaa3DrB1PZveiftbHvyadO3cOGxsbJkyYwIgRIxJdGVNY19dff83777+Pu7s7Fy5ckJpkIkOIiIggPDyc/PnzWzuUVLFr1y7Gjx/PkCFD6NGjR6LtwsLCcHd3tyi54eDgwMOHD1MljtT8rJdvjkIIIZJl9erVdO3aFU9PT/bt24e9vb0kyl5gSimj/kTXrl2ZOnVqikZv3blzhzZt2rB//37s7Oz47rvv6NWrV6Lto6OjqVOnDmfPnkVrzdixYwHYs2ePRTtPT09OnDjx3HEJIUR8O3bsMPbz5MmDh4cHQ4YMYc2aNURERCS6mMjRo0cpXbo0uXPnTq9QX1gmk4lffvmFYsWKUa1aNQB69+7NH3/8wYABA5555LMQacXJyQknJydrh5FqGjVqhJeX11Pbubi4UL9+fdauXYuNjQ1ms5nIyEj+/fdf8ubNmw6RJp9cLYQQQiTLG2+8Qc6cOXnppZeIjIy0djginUVERDB9+nT8/PyMY5MmTeL48eP8+OOPqTLV8caNG+TKlYsdO3YkmSwDyJYtGyNGjKBEiRJUrFiRixcvMnr0aPr27Wu0+fDDDyVZJoRIVXHThvLkycM///zDvXv3WLp0KQAjRoxIsI/JZKJ9+/YUKVKEgwcPpleoL6zJkyfTvn17iyle2bNnZ+3atXh5ecnNPpEh3b59m3v37lk7jBR5lr+tuMU24q+Q+eabb6Z6TCklCTMhMgGl1GCllL9S6qFS6rhSqk4SbXsppXQCm+PznFPF2vboHG1S+72JjO3WrVvGvpubGydOnGD16tXkzJnTilEJaxg1ahRjxoyxWE2sQIECVKlSJVXOny9fPrZu3crBgwdp0KBBgm201vz333/G4379+vH111/TrVs3KlasyJdffgmAnZ0dW7du5fPPP0+V2IQQAiA8PJwjR44A0L9/f3Lnzs13333HgwcPqFixYqI/9oKCgsiVKxfOzs54enqmZ8gvhODgYG7evGk87tmzJ/nz5+e1116z+DEuREY1depUihUrlmUW0QoJCcHb25urV68m2ua1116jUaNGFsfi35TNKCRhJkQGp5TqBMwBPgU8gb3ANqWUWxLdwoDC8TettTEp/BnPORyQYocvGLPZzNSpUylZsiS+vr7G8RIlSsid2ReE1tqilsSoUaNwd3enU6dOpFb90xUrVrB48WLjcZkyZShXrlyCbaOjoxk4cCANGzbk4cOHaK2ZP38+LVq0ICQkxBj16OHhwbVr1zL0iktCiMypWrVqxvVv0qRJREdH8/XXXwOxo8sS+3x0c3Pjr7/+wtfXV4r9p7JZs2ZRokQJi8Vh3N3dCQoKYsqUKTL9UmQKJUqUICoqKsuMiu/SpQuDBw9myZIlSbb78MMPAcuRaXHHMgq5ggiR8Y0EFmutF2mtz2mthwMBwKAk+mit9Y342/OcUylV6VHbPqn3dkRmoJTi6NGjPHjwgJ9//tna4Yh05uvrS+PGjXn33XeNY+7u7ly8eJGePXumOGmqtWbKlCl07dqVAQMGcPz48af2CQoKYs2aNRw5coSdO3cyaNAghgwZYtFm9OjRnDt3jsKFC6coPiGESMi5c+eMfa01P//8M4GBgRQsWPCpq0UrpShevHhah5jlaa2JiYkxHr/66qtER0dz8eJFi5s52bJls0Z4QjyXDh06cOzYMdatW2ftUFJF9+7dAViyZAkmkynRdg0aNOD111+3+NvNaKPsJGEmRAamlLIHqgI7H3tqJ1Azia45lFJXlVKBSqnNSilj/H9yz6mUcgZWAkMSSLglFKuDUsolbgNkzl4mppRiyZIlLF++nKlTp1o7HJFOrly5Qrdu3ahSpQq//vora9as4caN///zT4079VFRUfTu3ZuJEycCsaMykjNFqUSJEqxZs4Zly5YxY8YMvv32W4vn+/Xrx4wZM2QEpBAiTSxYsMDYL1q0KM7OzsyePRuAwYMH4+DgkGA/X19fwsPD0yXGrO7nn3+mfPnyLFq0yDjWuHFjTpw4wZYtW+T6LzItR0dHqlatau0wUk2bNm3InTs3165d47fffku0nVKKUaNGoZQyrqHh4eGEhoamV6hPJQkzITK2fIAtcPOx4zeBQon0OQ/0AloBnYGHwH6lVOlnPOds4IDW+pdkxjoWCI23BSazn8gAYmJiGD9+vJHEAHB1daVLly5WjEqkl7t37zJ69Gg8PDxYvnw5EDuc/uzZsxQqlNil5tndu3ePpk2b8v3332Nra4u3tzczZsxINBG3fft2i3oWjo6OjBo1in379lm027x5M999912qxSmEEI8bP368sX/kyBHMZjOdO3emXLlyDBw4MME+JpOJ1q1bU6RIEY4ePZpeoWZZgYGBnD171iJhppSSunAiS4mJicn0SXYnJye6du0KYFF6IyFt2rQhICDAoiRHmzYZqGy21lo22WTLoBtQhNj6YTUeOz4eOJ/Mc9gAJ4GvkntOYpNtl4Ac8Z7XQJskXscBcIm3FQV0aGioFhnftm3bNKCVUvrs2bPWDkekk4iICD1jxgydO3du/ehvXDdo0EAfO3Ys1V/rn3/+0WXLltWAzpEjh962bVuS7deuXattbGx0iRIldEBAgB49erQRY9yWP39+HRgYmOqxiqwrNDQ07t+Pi84An/OZfXv0eZ/lP+vDwsKM606pUqUsnjObzYn227x5swZ03rx5dURERFqHmaVcuHBBDxw4UO/Zs8c4FhYWpr/88ksdEhJixciESDvLli3TRYsW1RMmTLB2KCl2/PhxDWh7e3v977//PrX95s2btZ2dnXGtTYnU/KyXEWZCZGx3ABNPjiYrwJMjxBKktTYDR4G4EWbJOWcDwB0IUUrFKKXiikX8rJT6I5HXidRah8VtwP3kxCcyhqZNmzJy5EhWrVqVaNF1kXWYzWaWLVuGh4cH//vf/wgJCaFChQps27aNX3/9NU2mBaxfv57z589TtGhR9u3bR9OmTZNsX79+fUqWLEmlSpVo2LAhM2fOtHi+bt263Lx5k6JFi6Z6rEIIEV/8lXtXr15t8VxS0wDjpo737NlTiv0/ozlz5rBgwQJmzJhhHMuZMycjR44kV65cVoxMiLTj4OBAUFAQGzdujLspkWlVqVKFypUrExUVZcxeSMpbb71Fu3btjMeTJk1Ky/CSTWX2/yOEyOqUUoeB41rrwfGOnQV+0VqPTUZ/BRwB/LTWfZJzTqVUIWKnbsbnBwwDNmmt/ZPxui5AaGhoKC4uLk99nyJ9RUVFMWvWLIYOHYqzs7O1wxHpaNeuXXzwwQecPHkSgGLFijFlyhS6d++Ora1tmr2u1prPP/+cnj17Jprkio6OtijUvH37dpo3b/7El8Yvv/ySkSNHplmsIusKCwuL+7Gd69HNHZECL8pnffykmNlsZv78+eTKlYtOnTphb2+fYJ/AwEBeeuklzGYz586do2zZsukVbqYTHR3N2rVrqV27trEwwqVLlxg1ahSjRo2iXr16Vo5QiPQRFRXFL7/8QqtWrRKti5iZzJs3j6FDh1K5cmV8fX2TbNu/f3+L6dY5cuTg/v3nG3+Rmp/1MsJMiIxvFtBPKdVHKVVOKTUbcAMWACilflBKfR7XWCk1SSnVRCn1slKqMrAYqBzXPjnn1LEra56Ovz3qdy05yTKR8XXo0IGxY8cybNgwa4ci0tGhQ4do3LgxJ0+exMXFhWnTpnHx4kV69eqV6skyrTVLliwx6nAopRg3blyiybIzZ87wyiuvsG3bNuNYSEiIRbLM0dGRv/76S5JlQoh04+3tbeyXLFmS8PBwxo8fT48ePZIsZu3j44PZbKZevXqSLHuKnj170qVLF+bOnWscK126NBs3bpRkmXih2Nvb07FjxyyRLAPo2rUr9vb2nDx58qkJs2LFigEY7/3BgwdER0eneYxPIwkzITI4rfVPwHBgIrG1yOoCzbXWVx81cQMKx+uSG1gInCN25cuiQF2t9ZFnOKfI4oYNG0b+/Plp1aqVtUMRaSwiIsLYr169Ok2bNmX48OFcvnyZMWPG4OTklOqvGRMTw6BBg+jTpw+dO3fGbDY/tc+CBQv4+++/effddwkLC+P111+nc+fOxvP9+vXjwYMHVKhQIdXjFUKIxPzvf/8z9v/88098fHwICwvDw8ODxo0bJ9jHZDIZIyXefffddIkzM7l27RoPHz40Hnft2pUCBQpQpEgRK0YlRMZjMpmsHUKKuLq60rZtW+Dpxf+7d+8OQGRkJBA7mvfxchzWIFMyhRBp4kWZppFZREREcPXqVYu73OHh4eTIkcOKUYm0FBERwcSJE1m2bBlnzpwhb968QOwXkMRWpUwNYWFhvP322+zYsQOlFLNnz07WSMaoqCjKly/PpUuXUEoZI8tsbGz4/vvv6datW5rFLF4cMiUzdWX1z/oHDx6QPXt2IPaH361btyhdujT+/v54e3snujrmli1baNGiBXnz5iUwMFDql8UzevRooz5Zv379gNjPpaioKPnvJMQjv//+OxMnTqRGjRpMnz7d2uGkyM6dO2nSpAm5c+fm+vXrSf6d161bl7179+Ls7MyDBw/IlSsXISEhz/yaMiVTCCFEsl25coXq1avTuHFj/v33X+O4JMuyNgcHB3bt2sXNmzdZsWKFcTwtk2UBAQHUrl2bHTt24OzszPr16xNNlh08eJDhw4cbiTF7e3sKFiwIYBzLnj07165dk2SZEMIqvLy8jP0VK1awceNG/P39cXV1pUePHon2k2L//89sNltMrS9atCgmk4ljx44Zx2xsbF74/05CxHf//n327dvHsmXLMv0os4YNG+Lm5kZISAjr169Psm3cdTXuRkVoaCjz589P8xiTIgkzIYTI4vLmzcvDhw+JiorC319K0GVVZrOZVatW8eDBAyD2B8jXX3/Nli1bGDJkSJq//okTJ6hevTp+fn4UKlSIP//8k9atWyfY9s6dOzRo0IC5c+fy0Ucfce/ePYoXL86+ffuMNv379yc8PFxWwRRCWM2BAweM/SZNmjB79mwABgwYkOiCOYGBgWzZsgWIvY69yHx8fChbtqzFtb1v3774+vqyYMGCJHoK8WJr3rw506dP5/jx42m6IFN6sLW1pVevXsCTqww/rmPHjjg6OnL79m3jmLVXy5SEmRBCZEHxi2TmzJmTDRs2cPLkSV577TUrRiXSyq+//sprr71G586dmTNnjnG8du3aNG/e3GKFt7QQExNDp06duH79OuXLl+fw4cNUrVo10fZ58+alcePG2NnZ8fnnn1OwYEECAwOB2H+vfn5+LFy4ME1jFkKIpBw/ftzYL1SoEMePH2fv3r3Y2dnx3nvvJdpv8eLFmM1m6tat+8IX+z98+DCXLl2yWDjBxcWFypUrWzEqITI+Ozs7/ve//2WZun79+vVj1apVrFy5Msl2uXLlok2bNsY+WH9GjCTMhBAiizl58iQVKlRgw4YNxrFXXnmFQoUKWTEqkRZOnTpF06ZN8fLywtfXl5w5cxrD2NOTnZ0dK1eupE2bNuzbtw83NzeL548dO0b9+vW5cuUKwcHBvPXWW2zcuJGYmBjMZjPR0dEopejTpw+hoaGUL18+3d+DEELEd/ToUSB2dMQff/wBwJtvvkmnTp0SHfkav9j/gAED0iXOjOLMmTP07dvXuPkBMHLkSObOnSs3QIR4wRUvXpxOnTola+r1sGHDWLx4MZ6engBcvXqVEydOpHWIiZKi/0KINJHVCwFnZGPGjGH69OlUrFgRX1/fNK1ZJazj2rVrfPTRRyxbtgytNdmyZWPQoEFMmDCB/Pnzp0sMJpMJPz+/ZI0UaNSoEbt376ZGjRqcPXuW0NBQi+dbtmzJzJkzKVOmTFqFKwQgRf9TW1b+rH/ttdc4fvw4s2bNYsSIEcbxqKgo7O3tE+wTV+zf1dWVoKCgF6ouV/369dmzZw8ffPABX3zxhbXDESJLOHfuHDNnziR//vxMmzbN2uGkCq01Wuun/j7ZvHkzAwYMIDg4mIYNG/Lrr78m+zWk6L8QQohETZkyhQ8++IDffvtNkmVZTEhICGPGjKFMmTL88MMPaK3p1KkT586dY+7cuemWLPvvv/9o164dNWvWNEZhxKe1tihSO3nyZIoXL87BgwefSJZ16NCBDRs2SLJMCJFhbNq0iePHj2Nvb0/37t0tnkssWQaxI9CWLl3KlClTsnSyLCoqih9//JGHDx8ax0aPHk379u1p166dFSMTImu5du0aPj4+LFiwwKhRm5nNmzeP0qVLs3v37qe2bdGiBe+//z4Au3fvZu3atWkdXoLkl5QQQmRyR44cYdSoURarDX7xxRfkzZvXypGJ1BIZGcmsWbNwd3dn+vTpREZGUq9ePQ4fPsyqVatwd3dPt1iuX79O3bp12bhxI2az2WL6DYCfnx9169Y1aqlt3LiRVq1aERAQYNHOxcWFS5cusWbNGknsCiEylFatWgGxi6c4OTkxdepUbt68+dR+zs7O9OzZk8GDB6d1iFZVp04dunfvblGPqEWLFqxdu5bq1atbMTIhshYvLy+GDRvG1q1bcXJysnY4KXb+/HkuX77MsmXLkmxnMpmYO3euRZKsT58+aR1eguQbqhBCZGK3b9/mzTffZNasWU/98BGZ07p16yhbtiyjRo3i7t27vPLKK2zatInff/+datWqpWssfn5+VK9enRMnTpAvXz5+//132rZta9HmyJEj7Nu3j+nTp9OlSxdat27N3bt3jedtbGyYMWMGoaGhlCpVKl3jF8JalFKDlVL+SqmHSqnjSqk6SbTtpZTSCWyO8drYKaWmPjpnhFLqH6XURKWUTbw2SxM4x6HHXstBKTVPKXVHKfWfUmqjUqpY2vxXyBxOnz5t7NvY2PDjjz/y0UcfUb9+fV7UUjaP3/Do0KEDRYoUkZsdQqQxGxsb5syZQ82aNdN8Aaf08N5777FkyRK++eabJNvZ2tri4+PD8ePHsbOzA+D+/ftWuQbLVU4IITKx/PnzM3nyZDp27GjcERdZy7Vr17hy5QpFihRh0aJFnDp1ihYtWqT7F6edO3dSq1YtAgIC8PDw4NChQ9SoUQOttUVCrHfv3nTt2pXIyMgnVkMqUqQIwcHBjB49Ol1jF8KalFKdgDnAp4AnsBfYppRyS6JbGFA4/qa1fhjv+THAQGAIUA74APgf8P5j59n+2HmaP/b8HKAt8A5QG8gBbFZK2T7bu8w6ZsyYYeyvWLHCGC07YMCARK+7JpOJxo0bM3v27CwxbSqO1pquXbvy0ksvceDAAeP4kCFD8Pf3p2fPnlaMTgiR2bzyyiv06tUrWStf9ujRA7CcBt+7d+80iy0xkjATQohMZu/evQQHBxuPR40axU8//UTu3LmtGJVILX5+fuzfv994PGjQIGbPns2lS5fo27evcactPR04cIDmzZtz//596tWrx4EDB3B3d+fq1at4eXnh5eVl1Cwzm80cOXLEolaZjY0Nn376KUFBQRQsWDDd4xfCykYCi7XWi7TW57TWw4EAYFASfbTW+kb87bHnawC/aK23aK2vaK3XAjuB1x5rF/nYeYzstlIqF9AXGKW1/lVr7Qt0AyoAjVL2ljOv9evXA9C8eXPs7e05f/48OXPmTHI60Pbt29m1axdTp07N9KOu4o/gUErh5OSE1tpYKRTAyckpyVpuQojUZSZAiQAAIABJREFUdfv2baZNm8Ynn3xi7VBSzdNGi3Xt2hUbGxuLmxA//vhjWof1hMx9RRdCiBeMj48P9evXp1u3bkaCQimVJYZpC/j555+pVKkSffv2JSYmBgAHBweGDx+Os7Oz1eKqXr06b731Ft27d2fHjh24uroC4OjoyLFjxzhz5gwrVqxg7Nix2Nvbc+nSJSD232bfvn2Jiopi3LhxVotfCGtRStkDVYlNZsW3E6iZRNccSqmrSqlApdRmpZTnY8/vAxoqpco8ep1KxI4Q2/pYu/pKqVtKqYtKqe+UUgXiPVcVyBY/Nq11MHA6sdgeTeF0iduAnEm8h0zn559/5v79+wB8/vnnzJ49G4B+/foluQponTp18Pb2ZtKkSZm22L/ZbGbu3LmUK1fO4qbchAkTOHPmjFzDhbCiM2fOMHbsWGbMmGFcozKzb775hooVK+Lr65tom0KFCtGkSRMA43unyWTi/Pnz6RJjHEmYCSFEJlKrVi2cnJwoXrw4UVFR1g5HpLJGjRqRL18+KlasSFhYilbBTpF///2XDz74wChybWtry+rVq1m6dCkXL1402hUsWJC5c+fi7OxMjx49mDZtmnHHsESJEly/fp1FixZha/vCzu4SIh9gCzxeMf4mUCiRPueBXkAroDPwENivlCodr80XwErgvFIqGvAF5mit48+D3gZ0BRoAo4DXgd+UUg6Pni8ERGmt7z1DbGOB0HhbYCLtMqW3334biL3mmc1mdu3ahY2NDUOHDk2yn4uLCwMHDnxqu4zMxsaGNWvWcOHCBRYuXGgcL1GiBK+88ooVIxNC1KtXj3feeYd58+aRLVs2a4eTYn/++SenT59m8eLFSbaLm5YZ/0bEm2++maaxPU4SZkIIkcHdunXL2Pfw8MDPz4/vv/8+S6yW8yKLjIxk7ty5tGrVykgy5cqVi3PnzrF69Wrjblp6ioiIYNq0abi7uzNjxgymTJli8XzLli2pXLkyJ0+eBGKnCHzxxRfcu/f/v7dtbGyYPXs2/v7+Mv1SiP/3+NwTlcCx2IZaH9Ja/6i1PqW13gu8DVzEsj5ZJ2KnT3YBqgA9gdFKqZ7xzvPToymbp7XWm4BmQBngrafEmmhswOdArnhbllkgIDAwELPZDMROFZo3bx4Abdu2pUSJElaMLG34+voyePBgi5tvkydPZsGCBYwZM8aKkQkhHqeUYuXKlfTq1SvTjmKNL26K+/Lly3n48GGi7Vq3bo2LiwvBwcHGzdfkrFicmiRhJoQQGVRMTAzjxo2jVKlSXLhwwThesmRJK0YlUspsNrNq1SrKlSvH8OHD2bRpE1u2bDGez5s3b7rHZDKZ8PHxoXTp0owdO5bQ0FAqVapksZCEg4MDOXLkwMbGhrFjxzJo0CAKFSrEuXPnjDa9e/cmOjqa4cOHp/t7ECKDugOYeHLEVgGeHHWWIK21GTgKxB9hNgOYprVepbX201ovA2YTOwIssfNcB67GO88NwF4plSe5sWmtI7XWYXEbkPnnBj3Sq1cvY3/cuHE4Ozvj4ODAiBEjEu1jMplo2bIlCxYsSPJHX0YTExNDixYt8Pb2ZtWqVcbxhg0bMmDAALkhJ4RIUw0bNsTNzY2QkBA2bNiQaDsnJye6d+9O+/btefXVV4HYGxrLly9Pr1AlYSaEEBmVUopDhw5x//59fvnlF2uHI1LB77//TvXq1encuTP+/v4ULlyYhQsX0rRpU6vFtG3bNqNuWlBQEC+99BLLli3jxIkTaK0JDw8HYn8Yenp6opRi+/btLFiwALPZjFKKWrVq8d9//+Hj45PpC14LkZq01lHAccDrsae8gANP9niSii1SWRm4Hu+wM2B+rKmJJL7bK6XyAsXjnec4EB0/NqVUYaB8cmPLSuKK2js4ODBlyhTmzZtHcHAwNWsmXmpu+/btbN68mfHjx6dTlM/n4cOHxmIGAHZ2dowYMYLOnTtTuXJlK0YmhHgW0dHRrFu3zqivmFnZ2toaNymeNi1z3rx5rF271hj1C6TvjVmttWyyySZbqm+AC6BDQ0O1eH7BwcF67dq11g5DpNBff/2lmzdvromd5qRz5Mihp0yZosPDw60dmh46dKgGdJ48efSXX36pIyIiLI5/8MEH+o8//tAFCxY04o/b6tWrp4ODg638DoRIvtDQ0Lh/vy46/T4POwFRQB+gHLEjwcKBlx49/wPwebz2k4AmwMvEJsp8iE1sVYvXZimx9cPeAkoAbYHbwBePns8BzCR2Nc0SQH1ik2CBQM545/EmdsXOhoAnsBs4Cdgm871lic/6Xbt2Gde1gQMHJrtfq1atNKBHjBiRhtGlzMOHD3WxYsU0oA8dOmTtcIQQKXDw4EENaEdHR3337l1rh5Mi//zzjwa0Ukr7+/s/tb3ZbDauZYCOjIxMtG1qftbLbWAhhMggIiMjGTFiBDNnzjSOFS5cmPbt21sxKpESgYGB9OnTh0qVKrF161bs7Ox47733uHz5MhMmTCB79uzpHtOlS5cspvhOmDCBcePG8c8//zBy5EijNoaXlxe2trasXLmS+vXrW9SMyJEjB5cuXeKPP/6gcOHC6f4ehMhMtNY/AcOBicQmo+oCzbXWVx81cQPi/yHlBhYC54hdwbIoUFdrfSRem/eBtcA3j9rNBL4FPnr0vAmoAPxCbP2z7x/9bw2tdfxplCOADcBqYD/wAGiptTal+I1nIq1btzb2O3XqxIkTJ57aJygoiM2bNwPw7rvvpllsz+P27dvGvoODA40aNcLNzY07d+5YMSohREpVr16dxo0bM2LECKPmYmZVsmRJGjZsiNaapUuXPrX933//bSzMAlC3bt00jC6elGbcZJNNNtkS2sgid53T008//aQBnS1bNn3t2jVrhyNSICQkRI8dO1Y7Ojoad8I6dOigL168aLWYbty4oQcPHqzt7Ox0o0aNnnh+9+7d+rffftNaax0eHq4HDRr0xIgypZT+6KOP0jt0IVKNNUaYZeUtK3zWx8TEWFznypcvrwH9/fffJ9lv8uTJGtB169ZNp0ifLjw8XLdo0UI7Ojrq69evG8fv3r2ro6OjrRiZEEI8afny5RrQbm5u2mQyJdouICBAA9rGxsa4Vjs5OSXaXkaYCSFEFtSxY0cGDhzIzz//TPHixa0djnhO4eHheHh48Pnnn/Pw4UNq167NwYMHWbNmDaVLl376CdIgnsmTJ1OqVCm++eYbYmJisLe357///jPaLF++nIYNG9KnTx/mz5+Pi4sL3t7eFudp1aoV0dHRfPLJJ+n9FoQQIs106tTJ2K9QoQKnT5/G2dmZFi1aJNrHZDKxaNEiAAYMGJDmMSZX9uzZuXPnDpGRkfz666/G8Tx58mBnZ2fFyIQQ4klt27Yld+7cXLt2jd27dyfarlixYtSqVQuz2czLL78MxK7sHn80bVqRhJkQQlhJREQEn3/+ubGku1IKb29vWrZsaeXIRErkyJGDNm3aULZsWX755Rf+/PNP3njjjXSPIzo6Gm9vb0qVKsXHH39MeHg4r7/+Or///jtbtmyxmA7aunVrChQowPXr1xkyZIjFMP/SpUtz7949fvnlF2NJbyGEyCrir9BWokQJAHr27Imrq2uifbZv305AQACurq60a9curUNMUEREBDNmzKBmzZpER0cbx7/++msuXLhAt27drBKXECJ9+Pn5sWTJEmuHkSJOTk506dIFAB8fnyTb9ujRAyBudDMQW1YkrUnCTAghrEBrTbNmzRg3bhxjx461djgiBfbs2UONGjU4ffq0cWzGjBn4+fnRqlUrYhe4S38rVqxg8ODB3Lx5E3d3d3766ScOHz5M/fr12bdvn/ElQ2vNtGnTuH37NpGRkUb/3Llzc+LECS5evEju3Lmt8h6EECIt+fv7YzLFlmvz8PAwapINGzYsyX4LFy4EYhNrcXUf05uNjQ2zZs3i4MGDrF271jhetWpVq4xmFkKkn/Pnz1OxYkUGDBjArVu3rB1OivTt2xeA9evXc/fu3UTbdezYEQcHB/z9/SlXrhyAMdI3LUnCTAghrEApxfDhwylYsCDNmjWzdjgiBebNm8ehQ4f4+OOPjWM5c+a0yvSXkJAQY79Lly7Url2br7/+mrNnz/L222+jlOLatWvUr1+fTz/9lHbt2mFnZ8enn35q3LHLnz8/hw8f5t69e3h6eqb7exBCiPRSp04dY7927dporXnrrbfw8PBItE9gYKBViv0fPnzY4nPGwcGBzz77DB8fH6uNchNCWEfZsmWpVasWrVq1Ijw83NrhpIinpyeVKlUiMjKSFStWJNouT548tGrVCsC4kWs2m/nwww/TND4Vf0ibEEKkFqWUCxAaGhqKi4uLtcPJEMLDw7lx4walSpWyOJYjRw4rRiWeVVBQELa2thQqVAiAixcvMnfuXCZOnEjBggWtEtPZs2f58MMPOXv2LGfPnsXe3h6IHT2W0Ai3GjVqcOjQIYtjTk5OfPfdd3Tt2jVdYhbCGsLCwsiVKxdALq11mLXjyewy+2d9/Oujk5MTERER/PrrrzRs2DDRPp988gmTJk2ibt267NmzJz3C5NatWxQtWpSYmBiOHj3Ka6+9li6vK4TIuGJiYrJMbcKvvvqKzz77jAkTJjBkyJBE223ZsoUWLVpQoEABY2Sdh4cH58+ft2iXmp/1MsJMCCHSwYULF6hatSrNmzfn/v37xnFJlmUeYWFhTJgwgdKlS1tMoy1Tpgzz58+3SrIsKCiI/v37U6FCBTZt2sSVK1fYv3+/8bxSiqNHj+Ll5cWtW7c4duwYRYsWtUiW2djY8N577/HgwQNJlgkhXhhBQUHGfvbs2XF1daVChQo0aNAg0T7pVez/v//+448//jAeFyhQgJ49e9KzZ0+ZIi+EAMgyyTKIHa0bEBCQZLIMoHHjxhQoUIDIyEjq1q0LxF7L03IQWNb5ryyEEBlYvnz5ePDgAQBXr16lfPnyVo5IJFdUVBTffvstn3zyCXfu3AHg8uXLREdHky1bNqvEFBoayhdffMGcOXOIiIgAYlca+uyzzyhbtqzRTmvNoEGDOH78OG5ubhY1ypRStG/fnp9++gkbG7l/JoR4saxZswaA8uXLs3//fpycnAgMDEyy7mRcsf+8efOm2TTIgIAAKlWqREREBNeuXSN//vwAfPfdd1ariSmEyLju3bvHvn37MvWiYcmtBZktWzZ27NiBh4cHvr6+1KpVi/DwcPbu3Wsk0FKbfEMWQog0En/Vqrx587J582ZOnjwpybJMQmvNmjVreOWVVxg6dCh37tzBw8OD9evXs2fPHqsly4KDg3F3d+fzzz8nIiKCWrVqsX//ftatW0fZsmUxm83GKpfLly/n1KlTAEayzNnZmb59+xIVFcWaNWskWSaEeOForY3V5QYOHIiLiwvZsmWjZMmSSfa7desWefLkSfVi/6GhocZ+sWLFKFWqFEWLFsXf3984LskyIcTjbty4QdGiRWnbti3BwcHWDifFTCYTO3fu5OHDh4m2qVy5Mk5OTtSsWdOYPt+6des0i0m+JQshRBo4fPgwZcuWZffu3caxSpUqkTdvXitGJZLrzz//5I033uDtt9/m8uXLFCxYkAULFnD69GnatGlj1R8uRYoUoWrVqpQtW5YNGzawd+9eatasCcCpU6eoU6cOQ4YMwcHBge7duxMTEwPE/tgaNmwYYWFhLFq0KEsN5RdCiGfRt29f/vrrLwAKFixoXCefpnfv3gQHBxurDKdUQEAAjRs3plKlShbX6g0bNnDhwgWqVauWKq8jhMiaChUqRNWqVXn11VezRMKsXr16NGnShA0bNjy1rdbamIoZEhLC3r170yQmSZgJIUQaWLJkCf/88w8TJ05M03n1InWdPXuWVq1aUa9ePY4cOUL27Nn5+OOP+fvvvxkwYIBVkky7d++mfv36FsuGL1u2DD8/P1q3bm2RvJszZw4HDhzA29ubqKgo47i7uzv3799nzpw52Nrapmv8QgiR0SxdutTY79ixI6+++qrFqPCkODo6kidPnlSJI3/+/Jw8eZKAgACL2pJFihSRa7UQIlk2bdrEyZMns8RiIA0aNCBPnjzcu3cvyXaHDh2ibNmyFiuEduzYMU1iktvLQgiRBmbNmoWLiwvjx4+XaRSZQHBwMB9//DGLFy/GbDZja2tL//79mTRpkrEaZno7deoUY8aMYceOHQBMmzaNWbNmAbEFoCF2Gs/t27fx9/enZcuWFjXKAIoWLcrhw4cpWrRo+gYvhBAZ1N27d5+4kVW7du0kp9mbTCb27dtH3bp1n/szPSQkhPnz53PmzBlWrFgBxCbfli1bRpkyZZ46HVQIIRKSlRYCGT16NOPGjXvqlHc3Nzf+/vtvzGYzdnZ2xMTEcPPmzTSJSUaYCSFEKvjzzz8ZP3688djZ2Znp06fHLWksMjhfX1++++47zGYzbdu25cyZM3h7e1slWXb16lV69OiBp6cnO3bsIFu2bAwdOtRiZU6Abdu2UbhwYcqWLUvjxo0tkmWFCxfmxo0bBAYGSrJMCCHi+fjjj584Nnz48CT7bN++nfr161OzZs3nHjUeFhbGpEmTWLlyJb6+vsbxJk2aSLJMCJFiJpOJI0eOWDuMFHFxcUlWfcgiRYrg5eUFYLHY1aeffprqMUnCTAghUiggIIBGjRrx2WefsX79emuHI5IhOjra4gdL8+bNGTZsGPv27WPdunV4eHhYJa5x48ZRpkwZli1bhtaad955h3PnzjF37lzy589v/FC7desWY8aMISIiApPJZPTPmTMnFy9eJDg4mIIFC1rlPQghREa2cuVKAONmQsOGDalQoUKSfQICAsiRIwdvvPHGc48wc3NzY8KECfz444+8+uqrz3UOIYRIyP379ylVqhRvvPEGV65csXY4Kaa1Zt++fcYiVgnp0aMHgMW0zE8++STVY5EpmUIIkULFixfnww8/5Nq1a8bdDpFxXb16lUaNGnHnzh0uX76Mq6srSinmzJlj7dAIDw8nKiqKN998k+nTpxv1KP7++2+mTJlCREQEx44ds1g5DeDll19m06ZNvPLKK9YIWwghMoUffviBO3fuABg1ckaMGPHUfgMHDqRbt25Jrtz2OLPZTJcuXXjzzTfp0aMHTk5OCY5uE0KIlMqZMyfu7u6EhoZy9uxZSpQoYe2QnpvWmurVq3P06FF27tyZ6G+rNm3akCNHDq5cuULOnDm5f/8+UVFRz3SdTg4lxaiFEGlBKeUChIaGhuLi4mLtcFLd7t278fT0xNXVFYj9YmxjI4N2MwOTyYSnpyc3b95k/fr1xgqT1ohj2bJleHp6UqlSJQBu377NsWPHaNq0qcUohlWrVtG5c+cnzuHh4cHWrVt5+eWX0y1uITKzsLCwuKnyubTWYdaOJ7PLbJ/1jo6OFtPXPTw8OHv2bJp8fu/fv5/atWvj4uLCrVu3cHBwSPXXEEKIOFevXqVAgQI4OTlZO5QUe++99/jmm2945513jFHBCenTpw9LliyhWbNmbNu2DYidNbJy5cpU+6yXX3dCCPGMvvrqKxo1akTv3r2NKXKSLMu4zp07R9++fYmIiADA1taWNWvW8Pfff1slWaa1ZuvWrXh6etK7d28++OAD47n8+fPTtGlTdu/ezYYNG7h06RKVK1d+IllWsGBB/Pz8OH/+vCTLhBAiGbTWTyyMMmzYsCQ/v00mE4cPH36uumUlS5Zk2rRpjBo1SpJlQog099JLL2WJZBnEJsIA1q9fz927dxNt17NnTyD2BkXcjeadO3emaizyC08IIZ5R3bp1cXBwoEiRIslehl6kv+vXrzNgwADKly+Pj48PX331lfGch4cHOXPmTPeYjh49SoMGDXjrrbfw8/Mjd+7cNGrUyKJGw5o1a/Dy8qJt27aUKVOGU6dOGc/ly5ePCxcucOPGDcqXL5/u8QshRGYVfzpkjx49OHTokFEDJzE7duzgjTfeoEGDBs+cNCtSpAhjxoxh4sSJzxOuEEI8t6CgIGuHkCJVqlShUqVKREZGGqsKJ6ROnToMHTqUdevW4e7uDkBMTEyq1nGThJkQQiTD7du3jf3KlStz9uxZvL29sbe3t2JUIiH3799n0qRJlCpVioULF2I2m2ndujWtWrWyWkyXL1+mU6dOVKtWjT/++AMHBwdGjx7N5cuXGT58ONevXwfgm2++oWvXrhZ97e3tadSoETdu3OD27duUKVPGGm9BCCEytdmzZwOglGLp0qVUr16d7NmzJ9ln4cKFAHh6ej53sX8hhEgv0dHRNG7cmOLFi3Pp0iVrh/PclFLGKDMfH59E29nY2DB37lwaNmzImjVrjOPt2rVLtVgkYSaEEEmIiopi+PDheHh4cPXqVeO4TIPLeKKjo/H29qZUqVJ88sknPHjwgDfeeIO9e/eyYcMGypUrZ7XYtm/fzurVq1FK0aNHDy5evMiMGTM4ffo0pUqVolatWtja2vLee+8RExNj9OvYsSMhISHs2rVLVr0UQojndO/ePe7fvw9AuXLlkpX8CgoKYvPmzQD079//mV5v06ZN7Nmzx2IVYyGESGvZsmUjW7ZsAOzZs8fK0aRM165dsbe3x9fX12Jl+8RUrlzZGMhw+fLlVItDEmZCZAJKqcFKKX+l1EOl1HGlVJ0k2vZSSukENsfknlMp5aqUmqeUuqCUeqCUuqaU+koplSst32dGdfDgQe7du8fWrVutHYpIgNaadevWUb58eQYPHsytW7coVaoUa9eu5cCBA9SuXTvdY/rvv/84c+aM8bh///707dsXX19fvv/+e9zc3DCbzcycOZNr165x9epVi2mZZcuWJTQ0lNWrV2eZehRCCGEt1apVM/YvXrzIkiVLntrHx8cHk8lE3bp1n+mGi9aakSNHUr9+fdatW/dc8QohxPOaOXMm/v7+9OvXz9qhpEjevHlp06YNkPQoM4itVzxy5EiqVq2a6nFIwkyIDE4p1QmYA3wKeAJ7gW1KKbckuoUBheNvWmtjjd1knLPIo200UAHoBTQFFqfaG8sk7O3tWbVqFZs2bWLQoEHWDkc8Zv/+/dSqVYv27dtz8eJF8ufPz9dff83Zs2dp3759uk+hiYmJ4dtvv6VUqVK0adPGqHFnb2/Pp59+ysqVKxk5ciRvvPEGtra2bNq0yaJ/jRo1iIyM5Ny5c5lixTkhhMgM/v77b2M/JibmqTUgTSYT3333HQDvvvvuM71WREQEtWvXpkiRIjRt2vTZgxVCiBQoV64cL730krXDSBVx0zKXL1/Ow4cPE233xx9/MHv2bB48eJDqMajnWfVFCJF+lFKHgRNa60Hxjp0DNmitxybQvhcwR2udO7XO+ej5jsCPQHatdUxCbR5rn6mWmo8TERHB8OHDqVq16jN/SRbpq2/fvsYdJ2dnZ0aNGsXo0aOt8u9Na82GDRsYO3YsFy5cAGKn7W7fvp3SpUsDsHnzZlq2bJlg/3bt2rFmzRpZbVWINBYWFpZqS82LzPFZv3//fouRxjVq1ODAgQNJ9tm6dStvvfUWrq6uBAUF4ejomGT7hJjNZrmmCyGsKiIiIlPPVDCZTJQsWZKAgABWrlzJO++8k2C7u3fvUrhwYaKiosiTJw/37t2LeyrFn/VyFRciA1NK2QNVgcfXx90J1Eyiaw6l1FWlVKBSarNSyjMVzpkLCEtOsiwzW758OQsXLmTEiBHcuXPH2uGIJLzyyivY2NjQv39/Ll26xCeffGKVH2xxP8batWvHhQsXyJcvH3PnzmXt2rVcuXKFf/75hzJlyjyRLLOxsaFPnz5orfn555/lh5UQQqSBt99+2+LxqFGjntrn22+/BaBnz57PlSwD5JouhLAarTVDhw6lYMGCFiVCMhtbW1t69eoFJD0t09XV1fieXaFChVSNQa7kQmRs+QBb4OZjx28ChRLpc57YKZStgM7AQ2C/Uqr0855TKZUX+Aj4NrFAlVIOSimXuA3ImVjbjKxPnz706tWLX375hXz58lk7HPFIeHg4kydPtqgj995773H69GkWLlxIkSJFrBLXyZMnqV27NgcOHMDJyYnx48dz+fJlXn75ZapUqULjxo1xd3e3WKkoV65cbNq0CZPJxOLFL9wsZyGESFfBwcHGfokSJYyaOIlJSbH/O3fuWLyeEEJYg1KKoKAg7t+/b7F6ZGbUu3dvAH799VeLBdge16NHDyC2TmVqLs4mCTMhMofH506rBI7FNtT6kNb6R631Ka31XuBt4CLw/vOc81HyawtwFpicRIxjgdB4W2ASbTOM+/fvM23aNGMlKxsbG5YsWUKjRo2sHJmI78svv+Tjjz9m9OjRxiqSjo6OVln5MjIy0tivXLkyzZo1o1+/fhw7dowpU6awdu1aunfv/kS/QoUKcfLkSUJCQmjRokV6hiyEEC+ksWMtq0wMHToUW1vbJPv4+PhgNpufudg/wMKFCylWrBijR49+5liFECI1TZgwgd9++41JkyZZO5QUKVmyJA0aNEBrzdKlSxNt17RpU/Lly8eNGzfIkydPqr2+XaqdSQiRFu4AJp4c+VWAJ0eIJUhrbVZKHQXiRpgl+5xKqZzAdiAcaKu1jk7ipT4HZsV7nJMMnjQzm83Ur1+fEydOEBUVxcSJE60dknhEa01ISIjxgTd8+HC2b9/OyJEjn/pjJ62EhYUxffp0Fi9ezF9//UX+/PkBmDx5MgMGDKB+/frExMTEr5sAxI5o+OOPP7JMAVYhhMgsvvzyS4vH3bp1S7J9Sor9A1y+fBmtNWXLln3mvkIIkZo8PT2f3iiTGD58OLVq1TJGkSXE3t6ezp07M2/ePAoXLpxqry0jzITIwLTWUcBxwOuxp7yApCvWPqJilwmsDFx/lnM+Glm2E4gCWsVfZTORWCO11mFxG3A/OfFZk42NDcOHD6dYsWI0aNDA2uGIRw4cOEDt2rVp0aIFcQvT5MqVi4MHD9KxY8d0X/kyKiqKr776Cnd3dz5P/il5AAAgAElEQVT99FNu3LjBDz/8AMQO+37rrbfw9fXl9u3bRrLM2dmZ/v378/DhQ/z9/SVZJoQQ6UxrjbOzMwB2dnZ8++23xo2OxOzYsYOAgABcXV1p3779M7/m4sWLCQgIeKJumhBCWFNmX+ixZcuWfPLJJ5QsWTLJdj179qRAgQLGglupQVbJFCKDU0p1ApYBA4GDwLtAf+BVrfVVpdQPQFDc6pZKqUnAIeAS4AIMBboDtbTWR5J5zpzALsAZaAv8Fy+k21prUzLizpArZ4WEhBASEkKJEiWMY+Hh4eTIkcN6QQkgNvk0duxY1q1bB4CTkxMnTpyw2p16s9nMmjVrGDduHP/88w8ApUuXpnbt2ty7d49t27ZZTM8EKFq0KEuXLpUpvUJkULJKZurKqJ/1AMeOHeP111/HycmJGzduJCu+1q1bs3HjRkaMGMGsWbOe2l4IITK6+fPnM2/ePFasWEGVKlWsHU6a0lpjMpl48OBBqn3Wy5RMITI4rfVPj4ruTwQKA6eB5lrruKqHboA5XpfcwEJip1yGAr5A3bhkWTLPWRWo/mj/78dCKglcSZ13l77++usvWrduTa5cuTh06JCx8pUky6zr5s2bTJ48mYULF2IymYzVIydPnmy1Yv4mk4m6dety4EDsoMtChQoxfvx4fHx8WLJkyRPtnZycWL9+PU2aNEnvUIUQQiQgbiRwmzZtkp3MmzFjBh4eHvTp0+eZX89sNsvKmEKIDGffvn1cuHCBxYsXZ+qEmdaajRs38v3337No0SJcXV2faKOUws4udVNcMsJMCJEmMuJd5+DgYCpXrkyOHDnYuXMnpUqVsnZIL7Tw8HBmzZrFjBkzCA8PB2KHXE+bNu3/2rvv+Kiq9I/jnyeNDmKQXhQUBUQDiKLADxURsMAuFrCt2AWxoWtbxYqoiKI/dQUVfy4i2BfERWMDpQmIqAgCooSQ0EMvSZic3x93MjvpIZnJpHzfr9e8mJl75t7n3Bly7zxzznNp3759hKODESNGBC4AMX/+fLZt25anTYsWLZgzZ06RQ8RFpHzQCLPQKo/HeoD169cHpsK3b9+eZ555hvPPPz9s29uwYQOdO3dm4MCBTJgwQYkzESk3Fi9ezNKlS7n88supU6dOpMMpMeccCQkJ/Pzzz7z00kvccsstBbYNqoOsEWYiIoXJzMwkNjYWgKZNmzJr1iyOPfbY7C9MEgGHDh1i0qRJPPzww2zatAmArl27MnbsWHr16hWRmNavX8+oUaO44447SEhIyDGke8aMGTnamhl//etfef/99/WlSESkHAo+lqxYsYKkpKRCWpfejBkz2Lp1KytXrtRxQUTKla5du9K1a9dIh1FqZsbIkSNZvnw5ffrkLsWd0w033BCy7SphJiKV1pw5c7j66quZNm0a3bp1A6BLly4Rjqrqyh5Kfd999/Hbb78B0Lp1a8aMGRORYv4AO3bsYMyYMbz44oukp6eTlJREvXr1mDlzJj5fzlJ9NWvW5IknnuDOO+8s8zhFRKT4co8IHjRoUKHtP//8c15//XVGjBhRoh9ubrzxRk444YQKX1hbRKQ8u/rqq4vVrk+fPnzwwQch2aYSZiJSaU2YMIGkpCQeffRRZs2aFelwqrw//viDQYMGkZWVRYMGDRg1ahQ33XQTcXFxZR7LwYMHeemll3jyyScDV7YEmD17do52UVFR9OjRg48//jjfWgkiIlK+rF+/PjDNH6Bnz540bty40Nf885//ZPr06bRo0aJECbOYmBhdbVtEyrXPPvuMl156iQcffDAwkKCyuuCCC0K2LiXMRKTS+uc//0nz5s0ZNWpUpEOpsrZv3058fDwAbdq0YcSIEdSuXZt77rknYtNiP/zwQ+68806Sk5MBb4h37lEBsbGx3HnnnYwZM0bTa0REKpBHHnkE+O/f9ksvvbTI1zz22GM0b96cG2+8MczRiYhExrRp0/j0009p0KBBhU6YZWVl8eWXX/LOO+/w6quvBi7iFiyUF3RT0X8RCYtIFAL+/PPPWbJkCf/4xz/KZHtSMJ/Px+23384bb7zB0qVLadeuXaRDCujVqxfffvttvssaNGjAJ598UqFPJESkYCr6H1rlseh/VFRU4EcQM2PDhg1hveLyyJEjadKkCUOHDuWoo44K23ZEREpj8eLFvPvuu9x44420bds20uGUmM/n45hjjiE5OZmpU6cyZMiQPG1CeazXz+YiUimsXLmS/v378+CDD/LVV19FOpwqLzo6mpSUFA4ePMhHH30U0Vi+++47pk2bRteuXTGzHMmy6Ohojj/+eEaPHk1mZiZbt25VskxEpIJ69NFHc4wY7t69e1iTZWlpafzv//4v99xzDzt37gzbdkRESqtr1648++yzFTpZBt65+9ChQwGYNGlS2LenEWYiEhaR+NX59ttvJzMzk3HjxlGjRo0y2aZ4Dh06xJtvvkn//v1p3rw5AGvWrCElJYUzzzwzIjH98ccf9OzZk9TU1HyXd+vWjQ8++IBmzZqVcWQiEikaYRZa5W2E2RFHHMGuXbsAOP7447ntttsYPnx4ge0TExOZPHkyw4cP5/TTTz/s7e3Zs4e3336bpUuX8tprr5U4bhERKb4//viDNm3aYGb8+eeftGrVKsfyUB7rlTATkbAoi5PoWbNm0aNHD+rUqQN4c9pVb6psOef45JNPuO+++1i5ciXXXnstb7zxRsTi+e2339i0aRMDBgxgz549eZZHRUUxZMgQ3nzzzYhcbEBEIksJs9AqTwkz51zgHKBBgwb8+eefRdaxGThwIDNmzOCOO+7g+eefL4swRUQiatWqVUyYMIGLLrqI7t27RzqcEuvduzdff/01jzzyCA8//HCOZZqSKSJV3ujRoznvvPMYNmxYYPqFkmVl6/vvv6dXr14MHDiQlStXEh8fT6dOnSISS0ZGBi1atKBdu3acddZZeZJlrVu35ocffsDn8zFlyhQly0REKpnRo0cH7k+cOLHIZFlKSgozZ84EULF/Eakynn/+eZ5//nleeumlSIdSKtdeey0Ab775JllZWWHbjr5dikiF1KtXL2JiYmjUqFFY/0hKXr///juXXnop3bp147vvvqN69ercf//9rF27lhEjRpRJDBkZGXz++ed8+OGHNG3alGrVqrFhw4YcbaKiorj++uvx+XysXbuWzp07l0lsIiJS9saMGRO4f9pppxXZftKkSWRlZdGzZ88SXZhmwYIFfPLJJxw8ePCwXysiEik333wzF154IVdffXWkQymVQYMGUa9ePZKSkvj666/Dth0lzESkwti6dWvgfo8ePVi1ahXjxo0jOjo6glFVHVu3buXWW2+lXbt2vP/++5gZ11xzDWvWrOHJJ5/MHvocdqtWraJGjRr069ePiy++mI0bN+ZY3rFjRzZt2oTP5+O1117TyEMRiTgzG25mf5rZQTP7wcx6FtJ2qJm5fG7Vg9rEmNkT/nUeMLM/zGyUmUX5l8ea2dNm9ouZ7TOzVDP7l5k1zbWtdfls56nw7Ynw2Lt3L/v37w88btGiBVu2bCmwffbxAUo+uuzZZ59lwIABOUa2iYiUdwkJCcyYMYN+/fpFOpRSqVGjBpdffjkQ3uL/+hYhIuXegQMHuOmmm+jYsSObN28OPN+6desIRlV17N+/n9GjR9OmTRteeuklDh06xHnnncdPP/3EpEmTAkX+wyU5OZl//vOfPPDAAxx11FGccMIJeUYVNm/enO+++w7nHD///DONGjUKa0wiIsVlZoOB8cBooBPwHTDLzFoW8rLdQJPgm3MueCjTvcDNwAigHXAP8HfgVv/ymkBn4HH/v4OAtsCMfLY1Kte2njjsTkZYnz59cjw+7bTTaNiwYYHtP//8c5KTk6lfvz4XX3xxibbZtm1bmjVrxqBBg0r0ehERKZ3rrrsOgI8++ogdO3aEZRsxYVmriEgIOeeYN28eW7ZsITExkauuuirSIVUZH3/8MSNGjAhcabJLly4888wznH322WHfdlpaGgMHDmTu3LkFtjEzPv74YwYOHBj2eERESmgk8IZz7nX/4zvMrC8wDLi/gNc459ymQtZ5OjDdOfep//E6M7sMOMX/4l1AjiySmd0KLDKzls659UGL9hSxrXJv0aJFOR4XlQSbOHEiAFdffTXVq1cvtG1BxowZw+jRozGzEr1eRCSSdu/ezZQpUzj55JM544wzIh1OiXTu3JmTTjqJn3/+mXfeeYdbbrkl5NvQCDMRKfdq1qzJe++9xxdffKFkWRmLjo4mNTWVY445hnfeeYdFixaFLVmWlZXFrFmz6Nu3L3FxccTHxxeaLLvuuutITk5WskxEyi0ziwO6AIm5FiUChX1DqW1mSWa2wcxmmlnuK6rMBXqbWVv/dk4GegD/KWSd9QAH7Mz1/L1mtt3MlpnZP/wxVxgbNmzIM+q4sIRZKIv9R0VFKWEmIhXSww8/zPDhw3n22WcjHUqJmVlglFm4pmUqYSYi5c6ePXu46qqrmDZtWuC59u3b07t37whGVTUsWrSIDz74IPD4wgsvZMqUKaxcuZLLLrssLPXAfD4f999/PzVq1OC8884jMTGRzMzMwHIzy1Gn7oILLmD58uW8/vrrNGvWLOTxiIiEUAMgGtic6/nNQOMCXvMbMBQYAFwGHATmmdlxQW2eBqYCv5lZJvAjMN45NzW/Ffrrnz0FvOOc2x206AVgCHAW8BJwB/BKQZ0xs2pmVjf7BtQpqG1ZyV2H57TTTqNly4Jnu06aNAmfz1fiYv/p6emsXr36sF8nIlKeXH/99bRr165MZo2E0xVXXEFcXBxLly5l2bJlIV+/pmSKSLnz2muv8fbbb/Ppp59y/vnnU6dOxM/Hq4Svv/6a3r17U79+/cC/ZhYoqBlK27ZtY9iwYfznP//JUag5WLNmzXjrrbfo3bs3DzzwADVr1qRv37507do15PGIiISZy/XY8nnOa+jcQmBhoKHZPGApXn2y2/xPDwauBC4HfgUSgPFmluqceyvHhsxigWl4P5QPz7Wt54Me/mxmO4APzOxe59z2fMK7H3i4kH6WuV9//TXH48JGl/l8Pl5/3ZsZW9LRZYmJiQwYMID+/fvzn/8UNqBPRKT86tChA7/++muFHyUbHx/PwIED+fDDD1mwYAEJCQkhXb8SZiJS7tx2220sWbKE4cOHK1kWZllZWYFRY7169aJjx4507tw5xwivUMnMzOS9997jiSee4LfffiuwXcOGDenfvz+vv/46MTHeYerJJ58MeTwiImVgG+Aj72iyhuQddZYv51yWmS0GgkeYjQWecs5lD8X+xcxa4SW0Agkzf7LsPeAY4Oxco8vyk52oOxbIL2E2Bngu6HEdYENx+hEOCxcuzPNcYQmzxMRE1q9fX6pi/6tWrSImJoZjjz22RK8XESkvKnqyLNuTTz7J888/H5aZJ0qYiUjE7dy5k9dee427774bMyMmJoZ33nkn0mFVavv372f8+PFMnTqVxYsXU716daKjo1m0aFGJCyDntnnzZubOncuDDz5YaIIsOjqanj17cscdd3D66acXemUzEZGKxDmXYWY/4BXg/zhoUR9genHWYd43mgTgl6CnawJZuZr6CCq3EpQsOw44q4ARY7ll10rbmN9C51w6kB60jWKsMnzWrl0buD9t2jSqV6/O0UcfXWD7CRMmAKUr9n/33Xdz7bXXkp6eXnRjEZFyLisri2+++YY6depw6qmnRjqcEgnnDxhKmIlIRGVmZtKtWzdWrVpFbGwsd9xxR6RDqtR8Ph9vvfUWDz30UODKl1OmTAkUzCxtsuyzzz7jjTfe4OuvvyYtLa3Adh06dOC6665j+PDhVKtWrVTbFBEp554DJpvZEmABcCPQEngVwMz+BaQ45+73P34Yb6TXGqAu3jTMBCD48l+fAP8ws/V4UzI74V2Nc5J/HTHAB0Bn4AIg2syyR7ml+RN5pwPdgG+AXUBX4HlgRq6raJZbU6ZMAWDUqFEMHjy40LY+n4+MjAzMrNTF/o888shSvV5EpLx46qmn+Mc//sF5553Hp59+WvQLyrmtW7eG9LuFEmYiElGxsbHceuutPPfcc/To0SPS4VR4Bw8eJCUlpcDbH3/8waZNmwA4+uijGT16NEOGDDns7ezdu5dFixYxb948brjhBpKTk7nmmmvy1JIJVqtWLZ5//nluuOGGEvdPRKSicc69a2bxwCigCbAcOM85l+Rv0pKco8WOACbiTePchVfQ/3+cc4uC2twKPI5XoL8hkApMAB7zL2+Od9EAgNxVkM8CZuONFBuMV5OsGpAEvAY8U/Lelp0tW7aQmOhdfPSKK64osn10dDT/+c9/SElJKfG0neAyBiIilcGll17KM888Q+vWrSv037iMjAwGDBjAl19+GdLi/+ZcvvVGRURKxX/1rF3z58/npJNOolatWgCsWbOGmTNncsEFF3DccV45Fucc+/bto3bt2hGMuHxzzpGenh4YAXbgwAGefvppUlNTefXVVwMHt8GDB/Pee+8Vuq769evz0EMPHdboruTkZObNm8e8efOYP38+y5YtIysr92ygnJo2bUpCQgKjRo3itNNOK9Z2RETCaffu3dSrVw+gXjHqeUkRso/1u3btom7dumW67Tp16rB3716ioqLo3Lkzd955Z1guUpPN5/Nx3HHH0aVLF15++WWVDxCRSuPgwYMhK8kSSWeffTbffPMNL7/8MrfccguE4FivhJmIhEX2STTAt99+S8+ePQH46KOPuOiiizjjjDOYPXs2sbGxkQyzXMjIyGDjxo2kpKSwYcOGAkeHDRo0KFDb7dChQ1SrVo2srCw2btxI48beTJuRI0fy6quv0qxZswJvHTt2LDQ5mZmZSUZGRiDJmf2eFYeZ0b59e6ZNm8aJJ55Yyj0jIhJaSpiFViQTZrnrpz311FPce++9+bZdvXo1tWvXpmnTpiXe3ty5c+nZsyf169dn8+bNOn8RESlnli1bRt26dWnQoEHIjvWakikiYdWgQQMOHToUeNy6dWsuu+wy4uPj2bJlS1iuZlKeZGVlsXLlSlJSUujduzfR0dEAjB07lqlTp5KSksKWLVuKta4NG/57IbKYmBhGjhxJnTp1cpy0P/3004wbN+6wCjHv2LGDBQsWMH/+fObNm8eiRYt46KGHuPfee1m2bFmBX0Cy1ahRg379+jFp0iSOOOKIYm9XRESkJObMmZPnucKuennPPfcwc+ZMJkyYEKjZebi6d+/O4sWLWbdunZJlIlIprVu3jt27d3PSSSdFOpQSSUhIALwfx0JFI8xEJCwi+atzWTh06BCbNm3KdyTY8ccfz4MPPhholz0SLDU1lSZNmgBw11138dxzzwXWFxcXR9OmTfMdEda8eXOaNWtG06ZNQ1bEMi0tjfvuu4958+axYsWKPMtjY2PJzMws8PVHHnkkQ4cO5cknn1TRfhGpMDTCLLQidazv27cviYmJ1KxZk/3799OpUyeWLl2ab9tDhw7Rp08fZs+ezYoVK2jXrl2ZxSkiUlG89dZbXHPNNZx99tl8+eWXkQ6nVEJ5rNcIMxGRQnz33XfMnTs3T1Js06ZNBdbw6tmzZyBhFhMTQ7t27TAz9uzZE0iYDR06lLPPPjuQFGvQoMFhjQorroMHD7JkyRLmz59PnTp1GDZsGAC1a9dm8uTJHDx4EPBGiWVmZgZGA+ZOlkVFRZGQkMDbb7+tLxsiIhIxzrnACLN69eqxf/9+LrnkkgLbx8TE8M033/Dnn39yzDHHlFWYIiIVyllnnUVUVBTR0dGkp6dX2B/E9+7dy2WXXRay9SlhJiJVRlZWFlu2bAkkvapXr865554LeCfgCQkJrFu3jhUrVgSmik6fPp1x48blu77o6GiaNGmSZzTYCSeckKPd8uXL87y2Y8eOdOzYMcQ9hM2bNwemVs6fP58ffviBjIwMADp06MC1117LK6+8wrPPPhtIloF3EYHcGjduzA033MCoUaOIidHhQkREIu+qq64iPT0dgI0bNwIUmjDLVppk2fjx49m+fTtDhw6lTZs2JV6PiEh51bJlS5KTkwM/7ldUtWrVIikpqeiGxaRvQCJSKRw4cKDAYvnZxfQ3btyYo55a9+7dAwkzMyMtLY3du3fnuOT8GWecwbZt2/KdKtmwYcNATbJIyMrKYv369Rx99NGB53r27MmaNWtytKtduzZZWVmsWLEi3yvgmBm1atWiYcOGdOvWjbvuuovOnTuHO3wREZHDNnXq1ByPExISOPbYY/Ntu3btWurVq0eDBg1KvD3nHC+88ALr1q2jU6dOSpiJSKVV0ZNl4H2vueqqq7jvvvtCsj4lzESkXHPOsW/fvhxXdXziiSdYt24dTz75ZOCy7g8//DBjx44tcn1RUVE0atSIZs2a5bmK40cffUSdOnVy/Ao9aNAgBg0aFKLelM7evXv5/vvvAyPIFi5cSFZWFjt27Agk7rp3786BAwfYvXt3oODl3r17811fVFQUXbp0YcKECXTq1KnM+iEiIlIShw4dCpRDiImJYcCAAXTv3r3A9nfddRezZs3itdde429/+1uJtpmVlcXjjz/O9OnT6devX4nWISJSkezfv59NmzbRunXrSIdSIoMHD1bCTEQqvoyMDFJTU/OMBAt+nJqaSpcuXZg3b17gdRMnTiQ5OZnrr78+kDBr1qwZNWvWLLBgfvatcePGBU4v7Nq1a5n0+3C9+uqrTJw4kZ9++ilP3bRatWoxceJEJk+ezJo1a9i2bVuh6zr22GO5++67ueGGG4iKigpn2CIiIiEVfNXmxMREzjrrrALbpqSkMHPmTHw+X6mO79HR0Vx55ZVceeWVJV6HiEhFkZiYyODBg+nQoQNz586NdDglcuSRR4ZsXUqYiUhYffnll/Tp04c6deoA8Oabb/Liiy+SkpLC1q1bi7WO1NTUHI9vueUWMjIyaNy4ceC5ESNGcNttt4WlcH5ZyMzM5KeffgrUHnvxxRdp1KgRAFu2bOHHH38EoHnz5jRs2JDNmzeTkpLCvn37GD58eL7rjIqK4qijjuKee+7h0ksvpXnz5mXWHxERkVCbOHEi4E25KSxZBjBp0iR8Ph89e/bUxWpERIqpY8eO7Nmzh9TUVHbu3MkRRxwR6ZAiSgkzEQmriy66iPnz53P66acDsGfPHpYtWxZYHhcXV+BosOxb7vn0wb8wZ4tkLbGS2LVrF3PnzmX+/PnMnz+fRYsWsX///sDywYMHc8455/DCCy/wxhtvUL16dXw+Hxs2bGDDhg35rrN27dq0aNGChIQE7rvvPk466aSy6o6IiEhY7dixI1BioHnz5qxevZq2bdvm29bn8/H6668DcOONN5Z4m3/88QcLFizgggsuoF69eiVej4hIRdGkSRMWL17MySefrNkoKGEmImHWvn37HIX2L7zwQo499thAMiw+Pr7CjgorLucca9asoV69eoFRYzNmzMhTT6V69erExMSQnp7ORRddVOg6Y2Ji8Pl8xMTE8PTTT3PnnXeGLX4REZFICx5RlpyczPHHH8/atWvzrbGTmJjI+vXrqV+/PhdffHGJtzl58mQeeeQRBg4cyL///e8Sr0dEpCJRbeP/UsJMRMJqwYIF1K1bN/D4mGOOKdWl3SuCgwcPsmTJksD0yvnz57Nt2zaeffZZ7rrrLrKyskhPT6dGjRocOnSIzMzMwOsKExsby7vvvst5551HtWrVSEtLo379+pU+4SgiIvLzzz/neNyxY8cCC1JPmDABgKuvvjrfq0MXV+PGjTnhhBP4y1/+UuJ1iIhUVM450tLSiI+Pj3QoEWPOuUjHICKVkJnVBXbt2rUrR8KsMktKSmLIkCH88MMPgSRYsNjYWA4dOkRx/u7WqlWL7t2788gjj9C5c2ceeOABzj33XM4555wKN/1URKS82L17d/bUunrOud2RjqeiK6tj/ZYtWwIjtGvWrMn+/ft59NFHGTVqVJ62KSkptGrVCp/Px4oVK0JSvywrK0tTk0SkSlm6dGngR4fFixdHOpzDEspjvUaYiYgUQ3p6Ort372b37t2kpaXxww8/MG/ePI4//ngefPBBtm3bxvvvv8/ChQsBryBx7sRYfkk08GqPnXDCCdx///38/PPPvPDCC4wcOZKHHnoo0GbcuHHh65yIiEg5NmDAgMD9AwcOAHDJJZfk2/bNN98MebF/JctEpKpp0aIFq1evJjo6muTkZFq0aBHpkCJCI8xEJCzKywizzMxMdu/ejc/no2HDhoHnp02bxo4dOwJJsF27dgXuH3fccYwdOzbQtkmTJmzatKnUsZgZTZs2pWfPntx333089thjNGrUiMcffzww1DkzM5OYmBhNsxQRCQONMAutsjrWR0VF4ZwL/BjVoUMHli9fnqedz+ejdevWrF+/nsmTJ3PllVeWeJu//vor7du31/FYRKqszz77jG7dulW4K2VqhJmIVAnOOZKSkvIktLLvt2jRgssuuyzQvm/fvqSlpeVok/1L9DnnnMMXX3wRaDts2DB27tyZ73bbtWtHtWrVWLhwIUlJSSVKlnXt2pVzzjmHLl260KhRI5KSkkhISKBDhw6BNh9++GGe18XGxh72tkRERCqr5cuXB0ZsV69enQMHDhRYyD+42H9RF88pzLp16zjxxBNp06YNy5cvL1UdNBGRiqpfv36RDiHilDATkbBauHAhTZo0oWPHjoA3guqxxx4LJL9yJ8N69eoVKNYL0Lp16wJrfvXp0ydHwmzRokUFJsHS09MB7xeHlStX0qhRI6pVq0ZMTAz79u1j3759gSmTK1euZPTo0cXqX1xcHA0bNqRXr14MHz6cVq1a0bhx4zx1xnr06FGs9YmIiMh/XX755YH72VMjC5qOOXHiRMAr9l+jRo0Sb/OXX36hZs2aNG/eXMkyERG873BV8Yd9JcxEKgAzGw78HWgC/Arc4Zz7roC2Q4E381lUwzl3MKhdoes0s2rAs/uapbAAABrdSURBVMBlQA3gK2C4c27D4cTet29fLrnkEt577z0AoqOjGT16dIFJsFatWgX3hUaNGuGco27duoFbvXr1qFu3LieddFKgrXOOF154gY0bN7J69WpWrFhBamoqaWlpHDhwgLlz55ZoWkWNGjXIyMigevXqtG7dmt69e3P55Zdz8sknExcXd9jrExERkeLr2LEjv/zyC/Hx8SQnJzNnzpwco7Wzpaam8sknnwBwww03lGqbF154IVu3bmXz5s2lWo+ISEWXlJTEyJEjWbduHUuWLKly09SVMBMp58xsMDAeGA7MA24CZplZe+fc+gJeths4PviJXMmy4qxzPHAhMATYDowDZppZF+ecr7jxH3300TnmvUdFRTFkyBAA2rdvT3x8PPXq1WPbtm2sWrWKjh07kpmZya5du0hLS+PUU09l586dnHnmmWzcuJHff/+d+fPns3XrVgD+/ve/F+uqkwU54ogjaN68OXFxccTFxfHnn3/Ss2dPpkyZooSYiIhIBO3fv5/p06cDMHPmTGrUqFHgFKGGDRvywQcfMH/+fNq3b1/qbdesWZNjjjmm1OsREanI6taty6xZszhw4AC//PJLjgELVYGK/ouUc2b2PbDUOTcs6LmVwL+dc/fn034oMN45V2B1xqLWaWb1gK3AVc65d/3LmwLJwHnOuc+LEXddYBdAfHw8bdq0IT09ndjYWJYsWQJ49bp8Ph/OuVIlvYojNjaWWrVq0bhxYzp06ECnTp1o0aIF3bp1o23btmHdtoiIlA8q+h9a4S76/3//939cc801tGrVij/++KNMrlaZlZWlq2KKiASZMmUKJ598MieeeGKkQykWFf0XqSLMLA7oAjyVa1EicEYhL61tZklANLAMeMg59+NhrLMLEOt/DgDnXKqZLfe3yZMw80/hrBb0VJ3sO9u3b2f79u15gsyuGVYccXFxxMbG4pzj0KFDZGRkEB0dTatWrWjSpAnnnHMOSUlJHHvssZxyyim0atWKhg0bUr9+/So3dFhERKQyuOaaawBIS0ujQ4cO3HrrrQwfPjys2+zfvz8AY8eOrXIjKURE8nPFFVdEOoSIUcJMpHxrgJf0yl1EYzPQuIDX/AYMBX4B6gK3A/PM7GTn3JpirrMxkOGc23EY270feLiwzphZYFRZ9iXiwZumGRcXR40aNTjyyCOpVq0ajRo1omXLlrRp04ZWrVpxyimnaCSYiIhIFfH55//9bc7n8/Hbb7+xcePGfNvecsstHHXUUQwbNoxGjRqVeJvbt2/nyy+/JCsri1dffbXE6xERkcpBCTORiiH3fEXL5zmvoXMLgYWBhmbzgKXArcBtJVlnMduMAZ4LelwH2BCuaRoiIiJSeU2dOjVwPyMjA4CLL744T7vU1FQmTJiAz+fj0ksvLVXCLD4+npUrVzJnzhzVLxMRCZKWlsYzzzzDggULmD17dpWZwaOEmUj5tg3wkXdUV0PyjhDLl3Muy8wWA8cdxjo3AXFmVj/XKLOGwPwCtpMOpGc/rip/REVERCT0Zs6cCcCJJ57I8uXLOe644/KdIhkfH8/bb7/NwoULQ1Lsv23bthrRLiKSS2xsLC+//DJ79+7l22+/pVevXpEOqUyooqVIOeacywB+APrkWtSHAhJXuZmXuUoANh7GOn8AMoPbmFkT4MTibldERESkJFatWhWofZp9pe1LLrkk3x/jqlWrxpAhQxg/fnyZxigiUpXUqVOHp556io8//pju3btHOpwyoxFmIuXfc8BkM1sCLABuBFoCrwKY2b+AlOwrZprZw3hTMtfg1TC7DS9hdktx1+mc22VmbwDjzGw7kAY8i1cX7cuw9lZERESqtNNOOy1wf/HixYCXMAunf//733zzzTdcddVVnHLKKWHdlohIRXTLLbcU3aiSUcJMpJxzzr1rZvHAKKAJsBw4zzmX5G/SEsgKeskRwES8KZe7gB+B/3HOLTqMdQLcCRwC3gNqAF8BQ51zvtD3UkRERMSza9euwP309HTatGnDySefnKfd7bffTtOmTbn++uuJj48v1TbffPNNZsyYQf369ZUwExERQAkzkQrBOfcK8EoBy87M9fhOvGRXidfpX34Q70IBtx5OrCIiIiIllZiYGLjfrl07unXrRtu2bfNMx0xNTeXll1/G5/Nx4YUXljphdvPNN1O/fv2wj2QTEanI0tPTmTJlCp9++invv/8+UVGVu8qXEmYiIiIiIlIuDBs2LHB/+fLlBX4ZmzRpEj6fjx49eoSk2H///v3p379/qdcjIlKZ+Xw+7rrrLnbu3MkXX3xB3759Ix1SWClhJiIiIiIi5cKff/4JeFe/LChZ5vP5eP311wG46aabyiw2EZGqrmbNmtx///0AdOnSJcLRhJ8SZiIiIiIiEnHjxo3DOQdAnz59WLJkCV26dMkzHfOLL74gKSmJ+vXrc9FFF5Vqm/v37+df//oXf/nLX2jcuHGp1iUiUhXcc889kQ6hzFTuCaciIiIiIlIhPPjgg4H7H330EV27duXHH3/M027ChAkA/O1vf6NGjRql2ubnn3/OsGHD6N69eyBZJyIiAkqYiYiIiIhIOXDw4MHA/YyMDI4++mg6deqUo01qaiqffPIJADfeeGOptxkXF8epp57KX//61zwj2UREJH/OOb777juGDx/OoUOHIh1O2GhKpoiIiIiIRNQrr/z3wt3t27dnxYoVXHzxxXmSWKEu9n/++edz/vnnk5WVVep1iYhUFRkZGQwaNIht27bRt29fBg4cGOmQwkIJMxERERERiagHHnggcD8pKQmASy65JEeb4GL/oRhdFqygCwyIiEhe1apVY8SIESQnJ3PcccdFOpywMc3VF5FwMLO6wK5du3ZRt27dSIcjIiLC7t27qVevHkA959zuSMdT0YXyWJ89kqx69eocPHiQli1bsm7duhwjzD777DP69+9P/fr1SUlJKXX9slWrVtGmTRtiYjSGQESksgjlsV4/pYiIiIiISMQ89thjgftHHnkkQL7TMUNZ7D8zM5MzzjiDJk2asHr16lKtS0REKiclzEREREREJGKC65dlz37JPR0z1MX+f//998D91q1bl3p9IiJVVUpKCmPGjCEjIyPSoYScxh+LiIiIiEjEdOjQgc2bN3PSSSfx/fffs3DhQk499dQcbdauXUuTJk04+uijQ1Lsv127dmzevJnff/9dUzJFREooKyuL008/neTkZNq0acOll14a6ZBCSkcHERERERGJiM2bNzN79mwApk+fTvXq1TnzzDPztOvZsyfr1q1j8+bNIdt2TEwMJ5xwQsjWJyJS1URFRTF06FDmzJlDgwYNIh1OyClhJiIiIiIiEfHKK6+QlZVF165dadmyZaFto6Ojadq0aam3mZWVpatiioiEyCOPPFJp/6ZWzl6JiIiIiJQTZjbczP40s4Nm9oOZ9Syk7VAzc/ncqge1iTGzJ/zrPGBmf5jZKDOLCmpjZvaImaX628w2sw65tlXfzCab2S7/bbKZHRGevZC/7IL/a9asoWXLlowePTpPmwULFpCZmRmybd51112cfvrpfPbZZyFbp4hIVVVZk2WghJmIiIiISNiY2WBgPDAa6AR8B8wys8KGU+0GmgTfnHMHg5bfC9wMjADaAfcAfwduDWpzDzDS36YrsAn4wszqBLV5B0gA+vlvCcDkEnW0BF544YXAfeccKSkpbN26NUeb1NRUevbsSatWrdixY0ept+mc46OPPmLhwoWVskC1iEikpKenM3XqVA4ePFh04wpCCTMRERERkfAZCbzhnHvdObfSOXcHkAwMK+Q1zjm3KfiWa/npwHTn3KfOuXXOuQ+AROAU8EaXAXcAo51zHznnlgNXAzWBy/1t2uElya53zi1wzi0AbgAuMLPjQ9b7Qnz99deB+9kjyC6++OIcbVatWkV8fDxt2rShfv36pd6mmbFgwQJefvllzj333FKvT0REPD169ODyyy/n/fffj3QoIaMaZiISVrt37450CCIiIkDZH5PMLA7oAjyVa1EicEYhL61tZklANLAMeMg592PQ8rnAzWbW1jm32sxOBnrgJckAjgEa+7cDgHMu3czm+Lc7AS/ptss5931Qm4VmtsvfZlU+/akGVAt6qg6UfL9+9dVXAJx22ml8//33NGrUiBNPPDHH+rp06cKvv/7Kli1bQvb+1a5dmyuvvJKMjAyNMhMRCZF+/fqRkpLCvn37IvodMJTbVsJMRMLlSIAWLVpEOg4REZHcjsSb9hhuDfCSXrkv7bgZL6GVn9+AocAvQF3gdmCemZ3snFvjb/M0UA/4zcx8/m38wzk31b88e935bbdVUJst+Wx/SyGx3Q88nPvJ0h7rv//ey9lt3rw5JKPIREQkcoYNG8awYYUNoi4zpT7WK2EmIuGS5v+3ObAnkoGUkTrABqpOf6Hq9bmq9ReqXp/V38ovu89pRTUMMZfrseXznNfQuYXAwkBDs3nAUrz6ZLf5nx4MXIk3vfJXvNpj480s1Tn31mFsN78YCowNGAM8l+u5Iyn7/VkcVfHzXVraZ4dH++vwaZ8dPu2zwxeyY70SZiISbnucc5V+XqZXLgaoIv2FqtfnqtZfqHp9Vn8rv6A+l5VtgI+8I7Yaknf0V76cc1lmthg4LujpscBTzrlp/se/mFkrvBFgb+EV+Me/3Y0FbHcT0CifTR5VUGzOuXQgPdfT5fKzUxU/36WlfXZ4tL8On/bZ4dM+O3yhPNar6L+IiIiISBg45zKAH4A+uRb1AeYXZx3+Av4J5Ex81QSycjX18d9z+z/xEmKB7frrqfUK2u4CoJ6ZnRrU5jS8qZ7Fik1ERKQy0wgzEREREZHweQ6YbGZL8JJUNwItgVcBzOxfQIpz7n7/44fxpmSuwathdhtewuyWoHV+AvzDzNbjTcnshHc1zkngXWLTzMYDD5jZGv+6HgD2A+/426w0s8+A18zsJv96JwIznXN5Cv6LiIhUNUqYiUi4pAOPknfqRmVV1foLVa/PVa2/UPX6rP5WfmXeZ+fcu2YWD4wCmgDLgfOcc0n+Ji3JOVrsCLzEVWNgF/Aj8D/OuUVBbW4FHgdewZtmmYp35cvHgto8A9Twt6kPfA+c65wLroFzBfAi/72a5gxgRGn6W45Uxc93aWmfHR7tr8OnfXb4tM8OX8j2mTlXUE1PERERERERERGRqkc1zERERERERERERIIoYSYiIiIiIiIiIhJECTMREREREREREZEgSpiJiIiIiIiIiIgEUcJMRErMzO43s8VmtsfMtpjZv83s+FxtGpvZZDPbZGb7zGypmV0cqZhLq5h9bmNmH5vZVjPbbWbvmVmjSMVcGmY2zMx+9vdjt5ktMLP+Qcurmdn/mtk2//s7w8yaRzLm0ihGf280s9n+Zc7MjohkvKFQWJ/N7Ej/+7vKzPab2Xoze9HM6kU67pIqxns8wczWmtkB///h6WZ2QiRjLq2i+hzUzsxslv+z/ZdIxBoKxXiPZ/v7GHybFsmYJTT8x2hnZuNzPX+6mX3tP07t9H8GakQqzvIiv/1V2c7bQsHMHsnnb8amoOXmb5PqP3bMNrMOkYw50grbZ2YWa2ZPm9kv/s9Yqpn9y8yaRjruSCnqM5ar7QT/8jvKOs7ypDj7zMza+b+b7DLvu9tCM2t5ONtRwkxESqMX8DLQDegDxACJZlYrqM1k4HhgANAR+Ah418w6lXGsoVJon/3/JgIOOBvoDsQBn5hZRfybuwG4DzjFf/samB50Ijge+CswBOgB1AZmmll0BGINhaL6WxP4DHgyMuGFRWF9buq/3Y33/3co0A94IyKRhkZR7/EPwDVAO6AvYHj/xyvqZxqK7nO2O/D+dlV0xenva0CToNtNZR2khJaZdQVuBH7O9fzpeH+3E4FTga7AS0BWWcdYnhS0v6h8522h8is5/2Z0DFp2DzASGIH3+doEfGFmdco6yHKmoH1WE+gMPO7/dxDQFpgRgRjLk8I+YwD4f8w6DUgt29DKrQL3mZm1AeYCvwFnAifjfeYOHtYWnHO66aabbiG5AUfhfdn6n6Dn9gJX5Wq3Hbgu0vGGo8/AuYAPqBvUpr6/zTmRjjdEfU4DrgPqARnA4KBlTf397xvpOEPd31zPnel/T4+IdHxl1eegZZcA6UBMpOMso/6e5H+v20Q6znD22X8imQw09vf3L5GOMVz9BWYD4yMdk24hfX9rA6uBc3K/v8BC4PFIx1iebkXsr0p93lbC/fUIsKyAZQZsBO4Neq4asBO4KdKxl8d9VkD7rv5jT8tIx15e9xfQDO8HoQ7AOuCOSMddnvcZMA2YXNrtVMTRDiJSfmVP00oLem4uMNi8qV1RZjYE70RidlkHFya5+1wN74CfHtTmIN4v2T3KMK6QM7No//tXC1gAdAFi8X61B8A5lwosB86ISJAhlE9/K71i9rkesNs5d6jsIguPovrrHzF6DfAnXjKpwsuvz2ZWE5gKjHDO5TsFpKIq5D2+wryp5L+a2bMaCVLhvQx86pz7MvhJM2uINxpji5nNN7PNZjbHzCr08TgE8t1ffpX9vK2kjvNPHfzTzKaZWWv/88fg/dAQfC6UDsyhEpwLlVJB+yw/9fDOn3eWUWzlUYH7yz9LZTIw1jn3a+RCLHfy3Wf+/XU+sNrMPjevjM73VoJyEzGhjlhEqiYzM+A5YK5zbnnQosHAu3i/Th4C9gN/dc6tLfsoQ6uAPi8E9gFPm9kDeL88Po03Bb5JRAItJTPriPdFszreL89/dc6tMLMEIMM5tyPXSzbjnTxWSAX1N7JRhVdx+2xm8cBDwISyjTC0iuqvmQ0HnsFLsvwG9HHOZUQi1lApos/PA/Odc9MjFV+oFdHfKXhJ0E3AicAYvBF2fSIQqpSSP6HTBW/6bW7ZXzgfwZtavgz4G/CVmZ3onFtTJkGWI0XsL6jE522l8D3e52Y10Ah4EJjvn+adfb6zOddrNgOtyizC8qfAfeac2x7c0MyqA08B7zjndpd5pOVDUfvrXrz/jy9GLsRyp7D/l7F4I2nv8z9/L15JkY/M7Czn3JzibkQJMxEJlZfwpi7l/tX2CbwpiecA24C/AO+bWU/n3C9lG2LI5emzc26rmV0C/BO4DW9k2VRgKd5UxYpoFZAAHAFcBLxlZr0KaW9U7DpI+fa3kifNiuyzmdUFPgVWAI9GJMrQKaq/U4Av8JLcdwPvmVl359zh1b0oXwr6f3wsXr3FylafqMD32Dn3WlC75Wa2BlhiZp2dc0sjEayUjJm1AF4Azi3g/2f2bJoJzrk3/fd/NLPewLXA/WUQZrlRjP0Flfu8rUScc7OCHv5iZguAtcDVeD+UQt7znop+LlQqReyz57IXmFks3tS5KGB4mQZZjhS2v8xsDnA70Nn55xpKkZ+x7Av5THfOPe+/v8zMzgBuxhsBWiymfS4ipWVm/4t3QvU/zrk/g55vA/wOnBg8fNjMvgR+d87dXObBhkhBfc7VpgFwyDm307yrtoxzzo0tyzjDwf/+rcX7Bfor4MjgUWZm9hPwb+fcwxEKMaSy++ucuynouTOBb4D6zrlKN30gd5/909U+xxtpcEEFTxzlkd97HLQsDtgBXO+cm1rmwYVJ0P/jA/w3uZ8t2v/4O+fcmWUfXegV8R4b3jT6q5xz75Z5cFJi/uk1H5PzB6lovERFFl7x+t/x3tu3g173Lt7x+YoyDDfiDmN/VbrztlAzsy/w9tVYvL+lnZ1zPwYtnw7sdM5dHaEQy53sfeacG+Z/HAu8hzcS9OzcI8+quqDP2Cq8JGN+x+lk59zRZR9d+RS0z27Hm/HzqHPuiaDlTwM9nHPdi7tO1TATkRIzz0t4V7c5O5/EUU3/v7mvROWjgv79KUafA5xz2/zJsrOBhlSeq/8YXj2TH4BMgqYxmVkTvClO8yMTWlhk97cqCfTZP7IsEe8CDwMqW7LMr6j3uDJ+BrL79BTeSNmEoBvAnXj12yqLwt7D7OkbG8suHAmRr/Cuihb8+V2CN0o0AfgD72pyx+d6XVsgqezCLDeK2l+V7rwtHMysGt6VlDfy3+ndwedCcXhXVa9M50KlkmufBSfLjsO7KJaSZUFy7a/J5D1Op+Ila/tGKsbyJnif+ctoLCYEf/s1JVNESuNl4HJgILDHzLLrOOxyzh3Aq/3zOzDBzO7Gq4fxF7yTigsiEG8oFNVnzOwaYCWwFTgdb/rD8865VRGIt1TM7ElgFl7B8zrAELwrRPZzzu0yszeAcWa2He/CB88CvwD5FRIu9wrrr395Y7x6Jcf6X9LRzPYA651zaXlWWAEU1mf/yLJEvC9RVwJ1/Qk0gK3OuQo3zbiI/rbGq9+TiPf/txle3YsDwH8iEW8oFPH/eBPel73g9uB9pgv8QaA8K+I9bgNcgfd+bgPaA+OAH4F5kYhXSs45twfvQjMBZrYP2J5dW9TMxgKP+kc/L8ObrnMCcHEZhxtxRe0vfxKjsp23lZqZPQt8AqzH+wH0QaAu8JZzzpnZeOAB//TuNcADeCOy34lQyBFX2D4zsxjgA6Az3ucqOuh8Oq2i1wwtiSI+Y9vx/i8Gt88ENlXE7xahUtg+8zcZC7xrZt/izQrpB1yIdz5QbEqYiUhpDPP/OzvX89cA/+ecyzSz8/BGMHyCV3zxd+Bq51xF/fJZaJ/994/HKyJ9JN5ln0fjFdWuiBrh/bLVBNgF/Iz3JfsL//I78YqQvgfUwPv1emhFTKT4FdXfm4Hgqabf+v8Nfv8rmgL77J96epq/3e+5XncM3ue7oimsv02BnsAdeDV8NuO9x2c457ZEKN5QKOpzXdkU9h63AHrjTdeojZdU+xRv2kZF/bslhXDOjfcXFX8e77j8E96FPKpyEft8VdLztlBojlePtgHejykLgW7OueyRKs/gnQO9gnfs+B6vTtyeCMRaXhS4z8zsaGCAv92yXK87i6p5RdaiPmOSV6H7zDn3sZndjFer8kW8qa0XOefmHs5GVMNMREREREREREQkiOaii4iIiIiIiIiIBFHCTEREREREREREJIgSZiIiIiIiIiIiIkGUMBMREREREREREQmihJmIiIiIiIiIiEgQJcxERERERERERESCKGEmIiIiIiIiIiISRAkzERERERERERGRIEqYiYiIiIiIiIiIBFHCTEREREREREREJIgSZiIiIiIiIiIiIkGUMBMREREREREREQny/9yfOw7xg0NCAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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FhjrnznHOdXTOdcry6lyUAYrIyZnZ7WYWZ2ZHzGyjmbU7Sf3qZjbPzBK8bbaYWc/C9CkiIiIiIiKF0717dxISEoiPj2fhwoW88cYb3H777QVuv2PHDtLS0ujVqxfR0dEBb36QuXnCn1mgCbOjwCdFGYiIBMbM+gNzgOl4RnmuBd4xswZ51C8PrAIaAdcBZwG3ALsC7VNEREREREQKr0KFCkRFRXH66afTtWtX+vfvz/vvv++7npiYyPDhw6lTpw4RERF07tyZTZs2AbB48WIuuOACAJo0aYKZER8fD8Abb7zBRRddRMWKFWnSpAlTpkzh+PHjvn7NjPnz59O7d28qV67MtGnTAPjuu+/o2bMnVapUoW7dusTExLBv3z5fu44dOzJy5EjGjx9PZGQkUVFRTJ48OdszHTx4kOHDh1O3bl0qVqzI+eefz5tvvum7vm7dOtq3b094eDj169dn5MiRpKSkFOn3NRCBJsyeAO4qykBEJGBjgeedcwudc1ucc6OBncBtedQfCkQCVzvnPnHO/eyc+9g5t6kQfYqIiIiIiJRKzjlSUlKC8nLOBRz3Tz/9xLvvvktYWJjvOXr16sXu3bt5++232bhxIy1btuTyyy9n//799O/fn9WrVwPw2WefkZCQQP369XnvvfcYOHAgI0eO5LvvvuPZZ59l8eLFTJ8+Pdv9Jk2aRO/evfnmm28YOnQoCQkJdOjQgQsvvJAvvviCd999l99++41+/fpla7dkyRIqV67Mhg0bePTRR5k6dSqrVq0CICMjgx49erBu3TqWLl3Kd999xz/+8Q9CQ0MB+Oabb+jWrRvXXHMN//vf/1i2bBkff/wxd955Z8Dft6JigfzwzGwl0Bn4HdgMZBur55y7pkiiE5F8eUeLpQJ9nXMrs5Q/AVzonOuQS5u3gf3edr2BvcBLwCPOufRA+vRerwBUyFJUFfglMTGRiIiIQj6piIhI0Thy5IimmZSwsLAwKlasGOwwRORP4siRI8TFxdG4cWPfe09KSgpVqlQJSjzJyclUrly5QHUHDx7M0qVLqVixIunp6Rw5cgSAWbNmMWbMGD744AP69OnDnj17qFDhjz+9mjZtyvjx4xk+fDhff/01LVq0IC4ujkaNGgHQvn17evTowX333edrs3TpUsaPH8+vv/4KeEaYjR49mtmzZ/vqTJw4kQ0bNvDee+/5yn755Rfq16/P1q1badasGR07diQ9PZ21a9f66lx66aV07tyZf/zjH7z//vv06NGDLVu20KxZsxOeedCgQYSHh/Pss8/6yj7++GM6dOhASkpKrv9/5PYzzpSUlES1atUAqjnnkgrwbc9TuQDbHQReK8yNRaRI1AJCgd9ylP8GROXRpgmehPeLQE/gTGAenveDqQH2CZ7dcyf5EbuIiEiJOnLkCB999BGpqanBDuVPpVKlSrRv315JMxGRAujUqRPPPPMMqampLFy4kG3btnHXXZ4Jfhs3biQ5OZmaNWtma3P48GG2b9+eZ58bN27k888/zzaiLDMhl5qa6lvn7OKLLz6h3X//+99ck43bt2/3JcCaN2+e7Vp0dDR79uwB4Ouvv+b000/PNVmWeY8ff/yRF1980VfmnCMjI4O4uDjOOeecPJ+ruAWUMHPODSnqQESkUHIOFbVcyjKFAHuA4c65dGCjmdUDxuFJmAXSJ8DDwKws51WBX04St4iISIlJS0sjNTWVcuXK+aa3SPHK/J6npaUpYSYiQVOpUiWSk5ODdm9/VK5cmaZNmwLw5JNP0qlTJ6ZMmcJDDz1ERkYG0dHRrFmz5oR21atXz7PPjIwMpkyZwjXXnDgZMOt7c86RcBkZGVx11VU88sgjJ7SLjo72Hef8P9XMyMjIACA8PDzPuDLvceuttzJy5MgTrjVoENwltAMdYSYipcM+IJ0TR37V4cQRYpkSgDRvsizTFiDKOx0zkD5xzh3FsyEI4HmTFBERKY3CwsKyTWWR4pV1UWkRkWAwswJPiyxtJk2aRI8ePbjtttto2bIlu3fvply5cr7plgXRsmVLtm7d6kvE+dNuxYoVNGrUiHLlAksfNW/enF9++YVt27blOsqsZcuWbN682e/YSkKBF/03sy/NrIb3+Cvvea6v4gtXRLJyzh0DNgJdclzqAqzLo9knQFMzy/rvvxmQ4Jw7FmCfIiIiIiIiUsQ6duzIeeedx4wZM7jiiito3bo1V199Ne+99x7x8fGsW7eOCRMm8MUXX+TZx8SJE3nhhReYPHkymzdvZsuWLSxbtowJEybke+877riD/fv3M2DAAD777DN++ukn3n//fYYOHUp6enq+bTN16NCB9u3bc+2117Jq1Sri4uJ45513ePfddwG45557WL9+PXfccQdff/01P/zwA6+//rpvGmow+bNL5v/xx+iR/3jP83qJSMmZBdxsZkPN7Bwzmw00AOYDmNkLZvZwlvrPADWBJ8ysmZn1Au7Hs45ZgfoUERERERGRkjF27FgWLFjAL7/8wttvv0379u0ZOnQozZo14/rrryc+Pp66devm2b5bt268+eabrFq1iksuuYRWrVoxa9YsGjZsmO9969WrxyeffEJ6ejrdunXj/PPPZ9SoUVSrVo2QkIKnk1asWMEll1zCgAEDOPfccxk/frwv4da8eXM+/PBDfvjhB9q1a0eLFi148MEHs035DJaAdskUkdLFzG4HxgPRwLfAGOfcR95ra4B459zgLPVbA7OBC4FdwPN4d8ksSJ8FjCkCSNQumSIiUlocOnSI2NhYwsPDNSWzhBw9epTDhw9z+eWXU7Vq1WCHIyJ/AvntoCinhtK+S6aIlCLOuaeBp/O41jGXsvVAq0D7FBERERERETmVFThhZmYHyH+HPB/nXGTAEYmIiIiIiIiIiASRPyPMRmc5rglMAN4D1nvLWgPdgIeKJjQREREREREREZGSV+CEmXNuSeaxma0AJjrn5map8qSZ3QlcgWdtJBERERERERERkTIn0DXMugH35FL+HvCPwMMREREREZGcMjIySEhIIDY2lpUrV3L48GHKlStHeHg4p512Gn379qVNmzbBDlNEROSUEWjC7HegD/BYjvKrvddERERERKQQ4uPjGTduHAcOHCA9Pf2E60ePHiUlJYV9+/axadMmAEJCQrjyyisZOXIkoaGhJR2yiIjIKSPQhNkk4Hkz68gfa5i1AroDNxdBXCIiIiIif0o7duxg8uTJxMXF+d02IyOD119/nddff53GjRsza9YsqlevXgxRioiInNoCSpg55xab2RZgJHANYMB3QBvn3IYijE9ERERE5E/h+++/55577iEpKSlbuZnhnGez+mrVqnH48GGOHTvmuz5q1CiOHz/Ov/71Lw4dOuSrGxcXR58+fWjQoAFLlixBRERECi7QEWZ4E2M35lfHzO4F5jvnDgZ6HxERERGRU92QIUOIj4/PVta0aVOefPJJQkNDmTBhAj169KB9+/akp6ezefNmNm7cyLZt2/jb3/5GSEgI1113HdOnT2f16tXZ+tmxYwfdunVj/vz5NG7cuASfSkREpOwKOGFWQPcDywElzEREREREckhKSuK6664jLS0tW3mdOnWYP3++bx2yRx991HctNDSUFi1a0KJFC19ZYmIiycnJ7NmzJ9f7HDt2jKFDhzJs2DAGDhxYDE8iIiJyagkp5v6tmPsXERERESmT1q9fT+/evU9IlpkZZ511FikpKfm2z8jIYOPGjUydOpW+ffsycOBAOnTowCuvvML48eO5/PLLqVGjRrY2zz//PL169TrhniIi8ueze/duYmJiiIqKonLlyrRs2ZJ///vfwQ6r1CjuEWYiIiIiIpLDI488wrvvvputLCQkhG7dunH99dfToEGDPNv+/vvvvPvuu7z99tv8+uuv2a499dRTpKamcuONN9KjRw+cc/z3v/9lxowZOOfIyMggNTWVXr168cYbb1ChQoVieT4RESn9YmJiSExM5PXXX6dWrVq89NJL9O/fny+++CLbKOY/q+IeYSYiIiIiIlk88MAD2ZJlISEh9O3b1zcyLLdkWXp6Op9++ikPPvgg/fr1Y+HChfz6669UrlyZv/3tbzz33HPcdNNNgGcU2XPPPYdzDjOjc+fOLFu2jFWrVhEeHg5AWloaQ4YMybZ5gIiIBFfHjh0ZOXIk48ePJzIykqioKCZPngzAmjVrKF++PGvXrvXVnzlzJrVq1SIhISGg+61fv5677rqLSy+9lCZNmjBhwgSqV6/Ol19+WRSPU+ZphJmIiIiISAkZN24cX3zxhe+8ffv23H333UREROTbLjExkQceeICMjAwAzjvvPK688ko6dOjgS4KdeeaZVKpUiWeeeYbVq1fTr18/35TMmjVrAvD2228zbdo0YmNjSUhI4KabbmLWrFlER0cXx+OKiJQq+U11Dw0NpWLFigWqGxIS4nvvza9u5cqV/Y5xyZIljB07lg0bNrB+/XoGDx5MmzZt6NKlC6NHjyYmJoZNmzYRHx/PAw88wMsvv+x7D58xYwYzZszIt/933nmHdu3aAdC2bVuWLVtGr169qF69OsuXL+fo0aN07NjR77hPRUqYiYiIiIiUgClTpmRLlk2dOtX3R0tWx48fZ/369WzdupWbb74ZgMjISLp3706lSpXo2bNnnrtd9uvXj4iICM4+++wT1i/LdOjQId/x7t27ueGGG3jxxRepV69eYR5PRKTUq1KlSp7XevbsyVtvveU7r1OnDqmpqbnW7dChA2vWrPGdN2rUiH379p1Qzznnd4zNmzdn0qRJgOeDkLlz5xIbG0uXLl2YNm0aq1evZvjw4WzevJmYmBj69OnjaztixAj69euXb/+nnXaa73jZsmX079+fmjVrUq5cOSpVqsTKlSs544wz/I77VFTcCbO1wOFivoeIiIiISKn21FNPZfvj6pZbbsk1WQawb98+Jk2ahHOOHj16+P64GTduXIHu1b1792zn3333HU2bNqV8+fIA3H333fz9739n586dvjo33ngjb7zxRr5/TIqISPFr3rx5tvPo6GjfDsjly5dn6dKlNG/enIYNGzJnzpxsdSMjI4mMjCzwvSZMmMCBAwdYvXo1tWrV4j//+Q99+/Zl7dq1XHDBBYV/mDLOr4SZmV3knNtY0PrOuZ7+hyQiIiIicur4+eefee2113zn9erV49prrwXg2LFjrF27lp9//pmhQ4cCEBUVRZcuXahZs2a26UGB+PLLL7n33nu54IILmDZtGuHh4dSpU4ennnqKe++9l++//95Xt3fv3sTGxhbqfiIipVlycnKe10JDQ7OdZyapchMSkn05+Pj4+ELFlVVYWFi2czPzTccHWLduHQD79+9n//792aZ9+jMlc/v27cydO5dvv/2W8847D4C//OUvrF27lnnz5jF//vyieqQyy98RZp+bWRzwPLDEObfLn8ZmdjpwG/BXIApwwG/AOmC+c25nPs1FRERERMqUo0ePcvfdd/vOK1asyMyZM0lISOCtt97i/fffJykpiZCQEK666ipq164NwH333Vck9zczQkNDqVy5sm+EGUC1atWYNWsWEydO9E0TzcjIoHv37ifs3ikicqrwZ02x4qpbGNu3b2fMmDEsWLCA5cuXM2jQIGJjY30JPH+mZGZON82Z/AsNDc2WoPszC2RKZiwwEphiZu8BC4E3nHPp+TUys7bAO8BO4H3vy4A6wNXAXWbWwzn3SQAxiYiIiIiUKhkZGQwdOpTff//dV3b11Vczbdo0Nm/e7CurXbs2PXr0OGFUQVFo0aIF8+bN4/TTTz9h9ER4eDjTp09n+vTpfPTRR4AnwTds2DCef/75Io9FREQCl56eTkxMDF27dmXIkCH06NGDCy64gJkzZ/qm7PszJfPss8+madOm3HrrrTz++OPUrFmT//znP6xatYo333yzOB+lzAgkYTYBuB3oDQwF/g3sM7MlwD+dc1vzaDcbWOicG5PbRTObDcwBLgkgJhERERGRUqV3797Zpv+UL1+eV155BfB8ot+6dWt69erFpZdeekIyqyg1adLEd+yc44UXXqBnz57Url2b8uXLM3HiRBYuXOiL7aeffmLlypXZFpIWEZHgmj59OvHx8bzxxhuAZ/r+woUL6devH126dOEh4kCVAAAgAElEQVTCCy/0q7+wsDDefvtt7r33Xq666iqSk5Np2rQpS5YsoWdPra4FYP7s2mBmGUCUc25PlrLT8CTOBgONgE+cc+1zaXsYuDCvhJqZnQ185ZwLz+26iJQtZhYBJCYmJhIRERHscERERDh06BCxsbGEh4dToUKFYr3XQw89xAcffHBCeXR0ND179qR79+7UqlWrWGPIzb/+9S/++c9/UrduXWbOnJltt7T//e9/jBo1yne+YsUKvxaPzs3Ro0c5fPgwl19+OVWrVi1UXyIiBXHkyBHi4uJo3LhxodeBlNIpv59xUlIS1apVA6jmnEsqzH1CTl4lmxOya865Xc65h5xzZwBd8Uy5zE0CnrXL8tLaW0dEREREpMz65ZdfTkiWtWvXjscff5ylS5cycODAoCTLALp27crpp5/Ob7/9xqhRo4iLi/Nda968OSNGjPCd9+3bF38+XBcRETmV+Jsws/wuOudinXM35nH5cWC+mc01s95m1srMLvMezwWeAR71Mx4RERERkVLDOcfNN9+crezhhx9m6tSpXHTRRScsrlzS6tatyxNPPEGTJk34/fffGT16NFu3/jEBpH///r7FqzMyMrj++uuDFaqIiEhQ+fs/didgfyA3cs49DQwCLsaz7tk6YL33+GJgkHNO+5aKiIiISJk1ePBgjh49CkCrVq247rrruOyyy4IcVXaRkZHMnj2bc845h6SkJMaOHcumTZt81//v//7Pd7xnzx7efvvtYIQpIiISVH4lzJxzHzrnjgd6M+fcMudcK6AScJr3Vck518o5tzzQfkVEREREgm3BggXs2LHDd96jRw/uuOMOzPKdpBEUERERPP7447Ro0YLU1FTGjx/Phg0bAAgNDeWRRx7x1X3sscc0NVNERP50/B4TbmaVzewWM1tkZu+Y2dve45vNrHJB+nDOpTnnEryvNP/DFhEREREpPdLS0njppZd855deeint2rULYkQnV6lSJR5++GFatWrFsWPHmDBhAmvWrAE88Tdr1sxX99577w1SlCIiIsHhV8LMzM4FtuFZa6wGsAP4xXv8GLDVW8dvZnaGmZ24lZCIiIiISCl3ww03ZDtv2LBhkCLxT4UKFXjooYfo3Lkzx48f56GHHuKdd94B4Omnn/atufbZZ5/x7bffBjNUERGREuXvCLN5wEdAXefc1c65W51zw51zVwN1vdfmBRhLFaBDgG1FRERERIJizZo17Nu3L1vZgQMHSuVUzNyUK1eO+++/n169epGRkcGjjz7KihUrCA0N5cEHH/TVGzVqVBCjFBERKVnl/Kx/GXCxc+5YzgvOuWNmNgP4LLeGZjbyJH2f5mcsIiIiIiJBN2XKFN/xyJEjiYqKolGjRsELKAChoaHcfffdVKpUiVdffZVnn32WNm3a0LFjR/773//y0UcfkZGRwR133MG8eYF+Pi4iIlJ2+JswOwCcCXyXx/Wm3jq5mQMkACck27zK+xmLiIiIiEhQDRw40HfcuHFj+vTpE8RoCsfMuO2226hSpQpNmjQhKioK8CQEL7/8cjIyMtiyZQupqalUqlQpyNGKiIgUL3+nZC4AlpjZ383sL2YWZWZ1vcd/B/4JPJtH25+BMc65xrm9gF6FeA4RERERkRK1Y8cOdu3a5TufPXt2EKMpGmbGoEGDaNu2ra9s7969PP300wA455g1a1awwhMRESkxfiXMnHOTgYeBscBXwC7gV+/xWOAfzrmpeTTfCFyUX/dA2VjoQURERET+9IYNG+Y7rl27NjExMWzatCmIEfnn8OHDbN26FedcnnUSEhK4/fbbeeWVVwgNDQUgNjaWTz75pKTCFBGRYvLcc8/RsWNHIiIiMDMOHjyYa7233nqLyy67jPDwcGrVqsU111xTwpEGh78jzHDOPeKcqwecAbT1vs5wztVzzj2aT9OJwKv5XP8OaOxvPCIiIiIiJe3VV1/l+PHjAISFhbF3714AzjjjjGCGdVIZGRm+4yNHjnD77bfz73//O8/627dv58CBA8TFxRETE+Mrz7oZgIiIlE2pqal0796d+++/P886K1asICYmhiFDhrBp0yY++eSTE3aGPlX5nTAzs6pm1gU4B/jBObfeORd3snbOue+cc1/kcz3NOfezv/GIiIiIiJS0zCmKABUrVgRgwIABVKlSJVgh5eubb75h7NixPProH59v//777wC88sorvuRfTm3btuXhhx/m8ccfZ+DAgYSHhwOeqZl333138QcuIvIn0rFjR0aOHMn48eOJjIwkKiqKyZMnA54dmcuXL8/atWt99WfOnEmtWrVISEgI6H6jR4/m3nvvpVWrVrleP378OKNGjeKxxx5jxIgRNGvWjLPOOovrrrsuoPuVNX4lzMysOfA98B7wJvCjmV1RHIGJiIiIiJRG06ZN8x1XqFCBQ4cOUbNmzVK14P/u3bs5cOCPvbjMjK+++oqPP/7Ylxxr3Lgx/fr1Y+7cuZQrl/deYJdccgm1atUiNDTU94cbwJdffsmRI0eK7RlERIpaSkoKKSkp2aaiHzt2jJSUFI4ePZpr3awjc9PS0khJSTnhvS+vuoFYsmQJlStXZsOGDTz66KNMnTqVVatW0bFjR0aPHk1MTAyJiYls2rSJBx54gAULFhAdHQ3AjBkzqFKlSr6vrAm3k/nyyy/ZtWsXISEhtGjRgujoaHr06MHmzZsDerayxt8RZv8AduCZhnkx8CEw19+bmtlEM7s9R9ntZjbR375EREREREqKc45PP/3Udx4WFgbAoEGDfCPNgm3evHkMGDCAN99801d27rnnctddd7FgwQJfciw0NJRbb73V94dWQSQnJ2c7/7NMyxGRU0Nm0mjfvn2+sscee4wqVapw5513Zqtbp04dqlSpwo4dO3xl8+bNo0qVKtnWsARo1KgRVapUYcuWLb6yxYsXBxRj8+bNmTRpEmeeeSaDBg3i4osvJjY2FvB8YBMZGcnw4cO58cYbiYmJyfZhzYgRI/j666/zfV188cUFjuWnn34CYPLkyUyYMIE333yTGjVq0KFDB/bv3x/Q85UleX+UlLuLgZ6ZUyvNbCiwx8yqOOeS82+azRDgR+DpLGXX4lnDLK9NA0REREREgmrp0qWkpKQAUKtWLfbt28dpp51Gz549gxLPzz//zNq1a7n22mt90yUbN26MmbFnzx5fvZCQkJMu0nz06FEqVKiQb52oqKhs5wcOHCA+Pp5GjRoF9gAiIpJN8+bNs51HR0f73s/Lly/P0qVLad68OQ0bNmTOnDnZ6kZGRhIZGVlksWSOmHvggQe49tprAVi0aBGnn346r776KrfeemuR3as08neEWS08I8wAcM79DqQCtf3pxDnX2DnXJUfZ5c65Jn7GIyIiIiJSIlJTU1m0aJHvPDNxNnTo0HynNBYX5xz3338/zz//PBs2bPCVd+rUiX//+98FXmPs2LFjzJ8/n/79+590xMC55557wlo3w4cP9z94EZEgSE5OJjk5mVq1avnKxo0bR3JyMnPnZp88t2fPHpKTk2nQoIGv7I477iA5OZnnn38+W934+HiSk5M555xzfGWDBw8OKMbMkcuZzCzbVM9169YBsH///hPes4t6SmbmCORzzz3XV1ahQgWaNGmSbeTdqcrf/9kdUNXMMifsWpayCF8l55KKKD4RERERkVLh+uuv9617Ex0dTUJCAk2bNqVjx47Ffu/ExEReeeUVtm/fziOPPIKZYWZcfvnlbNu2jWrVqvnqhoeH+0abFURYWBibNm0iMTGR2NhY+vbtm2/9AQMGZJuWmpaWxrZt22jWrJn/DyYiUoIqV658Qln58uUpX758geqGhYWdkNDKr25R2759O2PGjGHBggUsX76cQYMGERsbS0iIZyzUiBEj6NevX759nHbaaQW+30UXXUSFChXYunUrbdu2BTzv+fHx8TRs2DDwBykj/E2YGbAtl7Kvshw7ILRAnZnVAJoCCc65X/yMRURERESkROzZs4dDhw75zvfu3QvAzTff7PtDpShlZGRw6NAhXyIsLCyMFStWkJaWxk8//cQZZ5wBeEa3FZaZ+UZNXHbZZSetf8EFF3DeeedlW/R57Nix2dZMExGRopWenk5MTAxdu3ZlyJAh9OjRgwsuuICZM2cybtw4wP8pmbt372b37t38+OOPgGdH5apVq9KgQQMiIyOJiIhgxIgRTJo0ifr169OwYUMee+wxgJN+uHIq8Ddh1inQG5nZDGCacy7VzMKAecAwvEk2M/s/4AbnnLbaEREREZFSZerUP5bZbdOmDZ988gnNmzfn0ksvLfJ7rV+/nscff5yzzjqLGTNmAFCpUiWGDh1KVFQU9erVK/J7nn/++QWua2Zcf/31PPjgg76ylJQUPv/8cy655JIij01ERGD69OnEx8fzxhtvAJ41JRcuXEi/fv3o0qULF154od99zp8/nylTpvjO27dvD3jWKcucUvrYY49Rrlw5YmJiOHz4MJdddhkffPABNWrUKPxDlXKWdTvVk1Y2C3PO5bs3qpmd75z7NpfydCDaObfHzO4HRgMjgE+BlsB84Fnn3EP+PICIlE7eadqJiYmJREREnLS+iIhIcTt06BCxsbGEh4efdHH7rBISEny7QdavX59du3aRkZHBU0895VeiKTdpaWl89dVX1KtXj9NPPx2AuLg4hg4dSo0aNVi2bFmxTOvJz/Hjxzly5AhVqlTJs05GRgZDhw7l559/9pWFhIT4dnLLdPToUQ4fPszll19O1apViy1mEZFMR44cIS4ujsaNG5ea3YulaOX3M05KSsocnV2tsMuF+Tt+/GUzs7wumtn5QGxel7Mc9wXudc695pz71Tn3JjAWGOBnPCIiIiIixWrkyJG+45iYGCIjI/nrX/9a6GQZwMyZM7nnnnuyTWds1KgRM2fODEqybOPGjdx0003Mmzcv33ohISH0798/W1lGRgYrV64szvBERERKjL8Js8uAZ3O7YGbn4UmWfZRP+8zhbPWBz3Jc+ww49VeNExEREZEyY9OmTezbt893fumll7J06dIC70CZyTnHhx9+yEMPPURiYqKvvHXr1tSoUSPbIv1mRsuWLUs8WQaeqZ+//vorX3zxBYcPH8637hVXXJFtpzmAp59+ujjDExERKTH+rmHWFfjIzPY75+7NLDSzc/Akyz4Brs+n/S1mlgwcBXJOeK3mLRcRERERKRUyF1IGuPbaa32L8BdkSmd6ejqhoZ69sMyMpUuX8uOPP9KyZUt69eoFQNu2bWnbtq2vXrCdc845TJw4kVatWp10p82wsDD69u3LM8884ys7fvw43333Heeee25xhyoiIlKs/Bph5pzbAvQEbjez8QBmdjbwAbAB6OucS8+j+Q7gFmAMcAzPumVZdQK2+hOPiIiIiEhx2bFjB2lpfyzfW79+fdLT8/pV9w/79u3jvvvuY+DAgWRkZPjK//a3v9G/f3/OO+88X1loaGipSZZl6tSp00mTZZmuvPLKE9Y6y7oZgIiISFnl7wgznHOfm9nVwJtmVglPEuwL4Lp8kmU45xqdpOtPgQ/9jUdEREREpDjccccdvuMaNWowZ84cDh48yE033ZSt3oEDBzh48CCNGzcGoFq1anzzzTekpKTw/fff+0ZbXXXVVSUXfBHZuXMn9evXz/N6pUqV6N27Ny+++CIVK1bkyJEj7N+/n02bNvGXv/ylBCMVEREpWv6uYQaAc+4D4AbgAeBr4JqT7Z5ZgD4/dc59VZg+RERERESKwt69e0lOTvad9+nThzp16pyQ9Prggw+47rrreOKJJ3xlYWFh3HPPPSxatKjMTk1MT09nwoQJDBo0iK1b858Ect111zF37lwWLFjgKxs/fnxxhygiIlKs/BphZmYH+GPh/kztgN+ybp7pnIv0NxAzqwFc5Zx7wd+2IiIiIiJFafDgwb7jm266iZiYGDp37szq1as5//zzfYmwc889l4yMDI4ePUpaWppvof527doFI+wiExoaSuXKlQkJCeHbb7/lrLPOyrNu9erVqV69OgC1atVi3759HDt2jL179xIREVFSIYuIiBQpf6dkji6WKDwaAIsAJcxEREREJGgOHTpEamoq4Fms/8Ybb+S3337jrrvu4sCBA1x55ZW+hFlUVBSvvvrqCbtFngqGDRvGwIED852SmdPjjz/uSzbOnj2bSZMmFVN0IiIixcuvhJlzbok/9c1sAPC6cy7FzE728VJVf/oWERERESkOw4YN8x2feeaZfP7557Ru3ZpXXnmFBQsW0LRp02z1T8VkGUCdOnX8qv/uu+8yZ84cwsPDOXz4MJ9++inHjh0rpuhERESKV0BrmPnhWaCu9/ggcCCf10fFHIuIiIiISL4yMjLYu3ev73zbtm3Mnj2bY8eOUb58ee644w66desWxAiD4+DBg/z888/51mnSpAlHjx71TcN0zmktMxERKbOKO2FmWY4PAfcBnfN4DS/mWERERERE8jV69B8rkJQvXx6A66+/ngoVKgQrpKBbv349AwYM4JFHHsG5nMsZ/6FZs2bMnz+fF154gcz1jb///nuNMhMRKaVuvfVWzjjjDMLDw6lduza9e/fm+++/913ftGkTAwYMoH79+oSHh3POOedk2+TmVFfcCbOsvgRwzn2Y2wv4nOwJNhERERGREvXNN9/4jo8dO8Zpp53G8uXLGTVqFAkJCUGMLHjOOussnHNkZGSQlJR00rrly5enY8eOvrL777+/mCMUEZFAXHTRRSxatIgtW7bw3nvv4Zyja9eupKenA7Bx40Zq167N0qVL2bx5Mw888AD33Xcfc+fODXLkJaMkE2YvAUfyub4bmFJCsYiIiIiIZLNo0aITynr06MG+ffv46aefqFmzZhCiCr7IyEjmz5/PM888Q7Vq1QrU5uabb/Ydb9++vbhCExE5pXTs2JGRI0cyfvx4IiMjiYqKYvLkyQCsWbOG8uXLs3btWl/9mTNnUqtWrYA/0Bk+fDjt27enUaNGtGzZkmnTprFz507i4+MBGDp0KE8++SQdOnSgSZMmDBw4kCFDhvDaa68V9lHLBH93yQyYc27BSa7/hhJmIiIiIhIk77zzTrbzpk2bMmDAALp27UpcXJxviuafUaNGjQpcNy4ujrvuuitb2bBhw1i+fHkRRyUi4p+UlBS/21SoUIFy5Typk+PHj3P06FFCQkIIDw8/ab+VK1f2+35Llixh7NixbNiwgfXr1zN48GDatGlDly5dGD16NDExMWzatIn4+HgeeOABXn75ZaKjowGYMWMGM2bMyLf/d955h3bt2p1QnpKSwqJFi2jcuHG+uyMnJiYSGRnp93OVRSWWMBMRERERKa1++eWXbIv9A9xyyy2EhIRQu3ZtateuHaTISpf09HTWrl1Lu3btCA0NzbVOgwYNqFatWrY/IF999dWSClFEJE9VqlTxu83y5cvp27cvACtXrqRfv3506NCBNWvW+Oo0atSIffv2ndA2v3Uf89K8eXMmTZoEeHZqnjt3LrGxsXTp0oVp06axevVqhg8fzubNm4mJiaFPnz6+tiNGjKBfv3759n/aaadlO3/66acZP348KSkpnH322axatSrPD4jWr1/P8uXLeeutt/x+rrKouKdk/gyk5Sw0swZmFp2jLNrMGhRzPCIiIiIiJ8i5zlbz5s25+OKLgxRN6eScY9SoUUyZMoUPPvggz3qhoaH0798fwLf4P8DixYuLO0QRkTKvefPm2c6jo6PZs2cP4NmMZunSpaxYsYLDhw8zZ86cbHUjIyNp2rRpvq+sI+MAbrzxRr766is+/PBDzjzzTPr168eRIyeuprV582Z69+7NxIkT6dKlSxE/delUrCPMnHPn53EpHvgeODdL2QdAMyD3j6pERERERIrBgQMH2LlzZ7ayW265hXHjxlG3bl0GDx5MnTp1ghRd6WFmtG7dmp07d3L8+PF863br1o3Fixdz4MABX9mdd97J4MGDizlKEZG8JScn+90m6y7Jffr0ITk5mZCQ7GOPMtf8KgphYWHZzs2MjIwM3/m6desA2L9/P/v378827TOQKZnVqlWjWrVqnHnmmbRq1YoaNWqwcuVKBgwY4Kvz3Xff0blzZ2655RYmTJhQqOcrSwqcMDOzA0CBxhM65042obUTkJqjbBBQqaDxiIiIiIgUhb///e/Zzv/6179StWpVvvzyS0JDQ7nllluCFFnpc+2113L11VefdF2eChUqcM011/D8889jZjjnSElJYf/+/X+atW9EpPQJZE2xrMqVK+dbz6wo+y2o7du3M2bMGBYsWMDy5csZNGgQsbGxvgReIFMyc3LOcfToUd/55s2b6dy5MzfddBPTp08v/EOUIf6MMBud5bgmMAF4D1jvLWsNdAMeOllHzrkPcyn73I9YRERERESKxI4dO3zHZsawYcNo0KABTzzxBD/++CM1atQIYnSlS8WKFQtct3fv3rz00kscPnzYV9amTRu2bNlSHKGJiJzS0tPTiYmJoWvXrgwZMoQePXpwwQUXMHPmTMaNGwd4pmQW9EOJn376iWXLltG1a1dq167Nrl27eOSRRwgPD6dnz56AJ1nWqVMnunbtytixY9m9ezfgmXr/Z1jbs8AJM+fcksxjM1sBTHTOzc1S5UkzuxO4ApidX19m1hCIwjNi7Tfn3M9+RS0iIiIiUgReeeWVbNMLr7jiCpo0aQJ41pHJuZaM/OGHH35g3759tG7dOtfrVatWpWfPnqxYscJX9v3335dUeCIip5Tp06cTHx/PG2+8AUBUVBQLFy6kX79+dOnShQsvvNCv/ipWrMjatWuZM2cOBw4coG7durRv355169b5liF49dVX2bt3Ly+++CIvvviir23Dhg2LdBpqaWWB7NpgZsnAhc65H3OUnwl85ZzLdesJMxsDjAXqAZkrgDrgV2Cmc25Obu1EpOwxswggMTExkYiIiGCHIyIiwqFDh4iNjSU8PNy3Jk3Xrl1JS0sjJCSE7t27M3DgQKKjo0/Sk3z22Wfcc889REZG8uKLL+Y58mzXrl0MHjw4W1Lyqquu4vXXXy+pUEXkT+bIkSPExcXRuHFjv0bFStmR3884KSmJatWqAVRzziUV5j6B7pL5O9Anl/KrvddOYGYPApOBucBFwGnA6d7jucBkM/vzrB4nIiIiIkH18ccfk5bm2dA9OjqacePGER0dzbx583j55ZdJTEwMcoSlV4sWLahXrx4tW7bMdTe1TLVq1aJ9+/bZyt56663iDk9ERKTQAt0lcxLwvJl15I81zFoB3YGb82gzHLjJOfefHOW/Al+b2TY8ibNpAcYk8qdlZrcD44BoYDMw2jm3No+6g4FFuVwKd84d8dYphyfBfSOe6dMJwGJgmnMuI5e2IiIiZc7UqVN9xxMnTgQ8O2auXLmS9PR0WrVqlfkpteQQFhbGwoULCQ8PP2ndq6++mg8++MB3npGRwebNmznvvPOKM0QREZFCCWiEmXNuMfBX4CBwDXAtkAi08V7LTU1gaz7dbgO0oqqIn8ysPzAHmA60ANYC75hZg3yaJeFJrvlemckyr3uAEcCdwDnAeDwJubuK/AFERESC4Pjx477RZYBvYf+KFSsyZswYrrzySho3bhys8MqEgiTLAOrXr0+vXr2ylcXExBRHSCIiIkUm0CmZOOc2OOdudM61dM618B5vyKfJZ8AD3pEr2XjL7vfWERH/jAWed84tdM5tcc6NBnYCt+XTxjnndmd95bjeGvg/59xbzrl459y/gfeBi4vnEURERErW3Xff7TsODQ31JX/Cw8Pp1atXtuuSv6SkJP75z3+SlJT3UjFjxozJdv7VV19lW9dMRESktAl0SmauvImves65HblcvgvPH9x7/p+9e4/PsYwfOP757mgHpuWwJedTThtRkTBkRklyKDI5RPyKUBQKyaEcCuGniJ9SSSmlUrRSIlLZMOfDSE5pbIbNbNfvj2e722PPxh622fZ9v17Pq+u+7+u6n+9tme37XNf3EpGfgJPYCv4HAM2BJKDNjYxHqcJORDyw1QF87YpLa7DNAs2Kr4gcBlyBSOBlY8zWDNd/AQaKSA1jzF4RCQbuA4ZmE4sn4JnhVPFrfxKllFIq7yQnJ7N9+3br+IUXXsDd3Z2kpKR8jKrgGj16NNHR0SQnJ9O7d2+7a+mz+O6++25WrlzJgQMHrGTkgw8+yLfffpvX4SqllFLX5IYmzIA6wJ/Yfgm3Y4zZLiI1gJ7Y6p2lz3E/AYwBPrzeHQyUKoJKYfv7dvKK8yexJaMd2Q30BrYDJYBngQ0iEmyM2ZfW53XAD9gtIilp7zHGGPNRNrGMwlbfUCmllLopubu74+3tzbJly0jfKb5ChQrcddddXLx4kTVr1lC8eHEaNWqEu7t7PkdbcHTo0IHz589TrVo1Ll68mOm6t7c37u7udOzYEYDnn38eYwxr1qzJ61CVUkqpaybpPyzckJvZZqH8aYzJlDBTSt14InIb8DdwrzHm1wznxwDhxpg7ruEeLtgS3T8bY4aknXsMmIatblk0UB9bnbThxpglWdzH0Qyzo3FxcZQoUcKZx1NKKaVuuMTERIoXL24tB/ztt9+44447SExMpEaNGpw9e5YvvviCli1b5nOkBYcxBmMMLi6Oq724u7tTrFgx67hTp06sXGnbB2zPnj3UqFEjT+JUShUNiYmJHDp0iMqVK9t971GFR3Zf4/j4+PQNe/yud1JWjmaYicifV+lybZU/Hd/bHVvhcUfLOZVSjp0GUsg8m6wMmWedOWSMSRWRLUD1DKenAa8ZY5alHW8XkYrYZpE5TJgZY5KwLa0GQESu6QGUUkqpvJaeLPPw8OCuu+4CICUlhaeeeoqffvqJBx54AFdX/fw3N+zfv5+oqCjr+Omnn2bt2rX5GJFSSinlWE6XZNYGlgGHsrgeCDj7EVFtsljOqZRyzBhzSUT+wFb/7/MMl9oAX1zLPcSW2aqPbSkgNesAACAASURBVIlmOm8g9YquKVzHRiFKKaXUzeDuu++22sOHD7faJUuW5LXXriwJqnIiNTWV5cuXc+jQIUaNGuWwT8WKFUlJSUFEMMbw/fffc/nyZdzcbnSlGKWUUur65PRfph3AZmPM/zq6KCL1gf7XHZVSKifeAN4Xkd+BX4EBQAVgPoCIvAf8bYwZlXY8DtgE7MNWw2wItoTZ0xnuuQrbrrZHsC3JbIBtN85FefFASimlVG7JWOx/7Nix+RhJ4bN582a6d++Ou7s73bt3p1KlSpn6uLu788UXXxAZGUmfPn0AaN26NT/99FMeR6uUUkplL6ezRX4BamZz/Rzws6MLIvJndi9sM9eUUjlkjPkY2+6VY7HteNkcaG+MOZzWpQK22Z/pSgLvALuw7aZZDmhujPktQ5/BwKfAvLR+04G3gZdz70mUUkqp3LVw4UKr7ePjg5eXrZrI999/z44dO/IrrEKjSZMmdOnShbFjx3Lrrbdm2a9+/fp2u2n+/LPDXx+UUkrlgV9//ZVWrVrh4+NDyZIlCQkJcbiBS1JSEvXr10dEiIyMzIdI894NLfqf7RuJJHL15Zz9dcMApQoHESkBxGnRf6WUUjcLHx8fLly4AMC8efMYNGgQxhiqV6/OgQMHWLlypbWTo8p9d9xxB3v27AFg9erVhIWF5XNESqnCQIv+X7tff/2VsLAwRo0aRYcOHfDw8CAqKooOHTrg6elp1/fZZ59l3759rF69mq1bt1K/fv18ivomLfp/nXQ5p1JKKaWUyhfGGLtPzJ988kkA4uLiCA4O5syZM9x///35FV6Rk5qaio+Pj3XcqVMnhzMalFKqKAkJCSEoKIhixYqxcOFCPDw8GDhwIOPHj2fdunWEhoYSERFBs2bNAJgxYwZTpkxh+/btBAYGXuXumQ0bNowhQ4bw4osvWueqV6+eqd/q1atZs2YNK1asYPXq1c4/YAHjdAFvESkpIqEi0lNEemV8ZTHE6eWcSimllFJKXY8lS5aQvrKicePGuLu7A7Zi/ytWrODo0aN2CRx1fXbs2EHnzp2zXOrq4uJC06ZNrePExMS8Ck0pVYSdP38+y9eV34ey63tlgj+rfs5YsmQJPj4+bN68malTpzJhwgTWrl1LSEgIQ4cOJTw8nLi4OKKiohgzZgwLFiywkmWTJ0/G19c329f69esBOHXqFJs3b6ZMmTLce++9lC1blhYtWvDLL7/YxXPy5En69+/P+++/j7e3t1PPVFA5tSRTRDoAHwA+2BJdGW9ijDH+NyY8pVRBpUsylVJK3UzKlCnDP//8A9hqlrVu3TqfIyrcunXrxieffMIjjzzCihUrHPaJiYmhcuXK1nHnzp359NNP8ypEpVQhld1yPRHJclz79u35+uuvreOMy/iv1KJFC9atW2cdly5dmtOnT2fql9N8S0hICCkpKVZSC2y7O7dq1YrXXnuNS5cu0bhxY6pXr050dDRNmjRhwYIFVt/Y2FhiY2OzfY9y5crh5eXFpk2baNKkCf7+/kyfPp369evz3nvvMW/ePHbs2EH16tUxxtC+fXuaNm3KSy+9ZH3f1iWZ2ZuBbbe80cYYx/8HKaWUUkopdRPYtGmTlSxzc3OjZcuWAOzevZuAgABKliyZn+EVSuPHj7f7ryOVKlXi8ccf54MPPgDgs88+y4PIlFLq5hYUFGR3HBgYyKlTpwDw8PBg6dKlBAUFUbFiRWbOnGnX19/fH3//a5u/lJqaCsBTTz1l7VrcoEEDIiIiWLRoEVOmTOGtt94iPj6eUaNGXe9jFUjOJszKAbM1WaaUUkoppW52Dz/8sNUODw/HxcVWlaR///78/vvvLFu2TIv932C1a9dm+fLlV+03cuRIK2FmjOHUqVOUKVMmt8NTShVRCQkJWV5zdbXffzA9SeVI+r8j6WJiYq4rrozSSwakExEruQWwceNG4L/ZZBnLCUyePJnJkydne//Vq1fTrFkzaxln7dq17a7XqlWLI0eOAPDDDz+wadOmTBsANGrUiMcff5wlS5bk8OkKFmcTZt8BjYCDNzAWpZRSSimlbrj02WVg2+ULbPVm4uLiuHTpEnfddVd+hVZkGGMcLoUKCgqiVatW/PDDDwA0bdqUffv25XV4SqkiIie1KnOr7/U4cOAAw4YNY8GCBSxfvpxevXoRERFhJfAGDhxIt27dsr1HuXLlANss39tuu83arTjd3r17adeuHQCzZ89m4sSJ1rVjx47Rtm1bPv74Y+65554b+Wg3pWtOmInIQxkOvwamiUhtYDuQnLGvMebLGxOeUkoppZRSzlu1apX1yfxtt91mLXXx8fEhKiqKffv2cdttt+VniIVafHw8b775JpGRkXz++ecO+4wdO9ZKmO3fvz8vw1NKqQIjJSWF8PBwQkND6dOnD+3ataNevXrMmDGDESNGADlbkikijBgxgnHjxhEcHEz9+vVZsmQJu3fvtupJVqhQwW6Mr68vAFWrVuX222+/gU93c8rJDLOVDs6NdXDOAK4OziullFJKKZWn+vXrZ7Wfe+45u1lOIkKNGjXyI6wi4+zZs0yePJlLly6xYcMGu50x0zVv3hwfHx9rR7k5c+bwzDPP5HWoSil1U5s0aRIxMTGsWrUKgICAABYuXEi3bt1o06aNU0X4hw4dSmJiIsOGDSM2Npbg4GDWrl1L1apVb3T4BZJTu2Re95uKuAKlgBRjTOatJJRSBZ7ukqmUUiq/JSYm4uXlBdiWoBw9ehSAM2fO4Ofnl6kGjcod06ZNo1KlSnTu3DnLP/Nly5bRvXt3wFa/59KlS3kZolKqEMluB0VVOOTVLplO/ZQgIr1ExNPBeQ8R6ZXNuAdE5GfgPHAMOCkiZ0XkfRGpkNU4pZRSSimlcqpRo0ZWe/78+VZ74MCBVKlShdWrV+dHWEXOiBEj6Nq1a7YJyow1d5KTk7Psp5RSSuUVZz9WWwz4OThfPO1aJiISDnwE/AG8CfwDTAVeBMoDf4hIdSfjUUoppZRSyk50dLTVfvDBBwFISkpi3bp1HD58mICAgPwKrchKSUnB0QoXFxcXHnnkEev41VdfzcuwlFJKqUycTZgJtlplV7odiMtizGigvzFmmDFmFPAg0BN42xgTAkQArzsZj1JKKaWUUpbt27fbHZ86dQoAT09PYmJi+OKLL2jQoEF+hFZkffXVVwQHB2dZ/P/999+32tOmTcursJRSSimHcpQwE5GtIvIntmRZhIj8meEVBawHvs9ieEVgc/qBMeZ3IAAITDv1BtAypw+glFJKKaXUle6//36r3apVK8qUKWMde3l58dBDDzkapnLRb7/9RnR0NG+88YbD697e3pQtWxaAc+fOER9/XaVnlFJKqeuSk10y4b+dMusD3wEJGa5dAmKAFVmMjQEapf0XEbkTSAVOpl2PBdxzGI9SSimllFKZpM8oc3FxYe3atQCkpqZqof98NHz4cFxdXXn22Wez7PPLL79QvbqtSkvz5s2JjIzMq/CUUkopOzlKmBljXgEQkRjgY2NMYg6GzwUWishdQCLwJPC+MSYl7fo9wN6cxKOUUkoppdSVpk6darX79u1rJclGjBhBVFQUY8eOpXnz5vkVXpFVsmRJxo0bl22fatWq4eLiQmpqKjt27MAYg4jkUYRKKaXUf5z6iM0Ys8QYkygiDUWkp4g8LiLZFoEwxswFRgH3AQ8A/wc8k6HLb0APZ+JRSimllFIq3dixY632O++8A9iKzS9dupSIiAjOnTuXX6GpDBISEhyeHzlyJGD7mq1cudJhH6WUUiq3OZUwE5EyIvIDsAWYDczBtstlhIiUzmqcMeZ/jTFNjTGNjDFjMs5QM8bsM8bsdiYepZRSSiml0iUlJVnt9OWYrq6ubN68mSlTptC2bdv8Ck1hWy7bvXt36tWrZ/e1Svfcc89Z7SlTpuRlaEoppZTF2SIObwElgDrGGH9jzC1A3bRzs7MbKCK+ItJCRB4VkW5pbV8n41BKKaWUUsryxBNPWG13d3eaNWtmHVeqVIkXX3wRN7eclvFVN1Lx4sX56aefiImJ4Ycffsh0vVSpUnh7ewNoDTOllFL5xtmEWRgwyBizK/2EMWYn8DTQztEAEXETkVnAKeBHYAnwflr7lIjMFBEt+q+UUkoppZz2wQcfWO3HHnsMLy+vfIxGOeLl5cW7775LZGQk7do5/NXBOp+cnGwtq1VKKaXykrMJMxcg2cH55GzuOQPoDPQB/I0xxYwxnoB/2rlHgGlOxqOUUkoppYq4S5cukZKSYh336GErjzt//nwGDRrE9u3b8ys0dYV27doRHByc5fW3337bag8dOjQvQlJKqSLnnXfeISQkhBIlSiAinD171u56TEwM/fr1o3Llynh5eVG1alXGjRvHpUuX7Pp99913NG7cmOLFi1O6dGk6d+7MoUOH8vJRcoWzCbMfgFkiclv6CREpB7wJRGQxpgfQyxjzsTHG+ioYY84aYz7GljR73Ml4lFJKKaVUEde1a1er7e3tTevWrTHGMHv2bObPn8+mTZvyMTqVlbNnz3L+/Hm7c7feeiuurq4AXLx4kZMnT+ZHaEopVahduHCBsLAwRo8e7fD67t27SU1N5e233yY6Opo333yT+fPn2/U/ePAgHTt2pFWrVkRGRvLdd99x+vRpHnnkkbx6jFzjbMLsGaA4ECMiB0RkP3Ao7dzgLMZ4Aaezuee/aX2UUkoppZTKsT///NNq9+7dG3d3W7WPt956i169evHoo4/mV2gqC4sWLaJKlSrMnDkz07XevXtb7cceeywPo1JKqfwREhLCkCFDGDlyJP7+/gQEBDB+/HgA1q1bh4eHB+vXr7f6z5gxg1KlSnH8+HGn3m/o0KG8+OKLNG7c2OH1sLAwFi9eTGhoKFWqVOGhhx7i+eef57PPPrP6/Pnnn6SkpDBx4kSqVq3KnXfeyfPPP09UVBTJyY4WJhYcTiXMjDF/GWPuBB4AZmIr9N/eGNPQGHM0i2E/Am+ISNkrL6Sdm4pt5ppSSimllFI5kpSUxNGj//0Y2r17dwBEhNatW7NkyRJKlCiRX+GpLHh5eXHmzBlWr16NMcbu2ltvvWW1161bl8eRKaUKo/Pnz3P+/Hm77zeXLl3i/PnzmXbtTe+bmppqnUtOTub8+fMkJiZeU19nLFmyBB8fHzZv3szUqVOZMGECa9euJSQkhKFDhxIeHk5cXBxRUVGMGTOGBQsWEBgYCMDkyZPx9fXN9pUx4eaMuLg4/P39reNGjRrh6urK4sWLSUlJIS4ujvfff5/Q0FDrg6uCytkZZgAYY9YaY94yxsw2xnx/le7/A5QFjorIVhH5VkRWi8hW4Gjatf+5nniUUkoppVTR9Oyzz1rtgIAA7r333nyMRl2rRx99lBUrVvDTTz8hInbXvLy88PT0tI5Pn85usYpSSl1detIo4/eTadOm4evryzPPPGPXt0yZMvj6+nLkyBHr3Ny5c/H19aVfv352fStVqoSvry+7dln7IvJ///d/TsUYFBTEuHHjqF69Or169aJRo0ZERNgqX02cOBF/f38GDBjA448/Tnh4OJ06dbLGDhw4kMjIyGxfjRo1ciougAMHDvDWW28xcOBA61ylSpVYs2YNo0ePxtPTk5IlS3L06FGWLVvm9PvcLJxOmIlICxFZJSL7RWSfiHwpIs2y6m+M+QsIBh4CvgQOA0fS2h2ABtnMTlNKKaWUUipLGXdS7NWrFy4uLqxevZo33niDU6dO5WNkKjsuLi488sgjVr2yK3388cdWOywsLK/CUkqpfBMUFGR3HBgYaP075uHhwdKlS1mxYgUXL17MtJzd39+fatWqZftydvfoY8eOERYWRteuXXnyySet8ydOnODJJ5/kiSeeYMuWLfz00094eHjQpUuXTDOHCxo3ZwaJSE9gMfAZtuWYAtwLRIhIb2PMh47GGWNSgdVpL6WUUkoppa7bnj177H4oT98dc8aMGURERHDu3DnGjRuXX+Gpa5Samkp0dDT16tWzznXs2NFqb926NT/CUkoVIgkJCYBtY5h0I0aMYOjQobi52adH0pNUGRNMTz/9NP3798+U5I+JicnUN2Mdxpy4chmjiNgt9dy4cSMAsbGxxMbG4uPjY12bPHkykydPzvb+q1evplmzLOc6OXTs2DFatmxJkyZN7D6gAtusuxIlSjB16lTr3NKlSylfvjybN2/Osj5aQeBUwgwYA4w0xryZ4dwsERkOvAw4TJhdSUS2Y6t99peTcSillFJKqSLu+eeft9o1atQgKCgIYwxdu3bl3LlzPPHEE/kYnboW//77L23atGHXrl0cPHjQqscDULFiRQ4fPkxqaiqxsbF2tXOUUionMiaX0nl4eODh4XFNfd3d3R3W5cqq74124MABhg0bxoIFC1i+fDm9evUiIiICFxfb4sGBAwfSrVu3bO9Rrly5HL3n33//TcuWLWnYsCGLFy+23ivdhQsXMiUQ048zJvoKImeXZFYBVjk4/yVQOQf3qQQU7CpwSimllFIqX6XXdgEIDw9HRBARnnrqKTZv3kylSpXyLzh1Tfz9/fHy8sLd3T3TTLLp06db7ZzOilBKqcIiJSWF8PBwQkND6dOnD4sXL2bHjh3MmDHD6pPTJZknTpwgMjKS/fv3A7B9+3YiIyOJjY0FbDPLQkJCKF++PNOnT+eff/7hxIkTnDhxwrrHAw88wJYtW5gwYQL79u3jzz//pE+fPlSsWJEGDRrk0Z9O7nB2htlfQGtg/xXnW6ddU0oppZRSKtdFR0dz8eJFAO68805rd0xVsIgIixYt4tZbb6VUqVJ21zp37my1d+7cmdehKaXUTWHSpEnExMSwapVt7lJAQAALFy6kW7dutGnThvr16+f4nvPnz+eVV16xjps3bw7A4sWL6d27N2vWrGH//v3s37+f22+/3W5seimEVq1a8eGHHzJ16lSmTp2Kt7c3TZo04dtvv3W6XtrNQpwpwiYig4CZwCJgI2CA+4DewLPGmLev8T7fAP2MMcdzHIRS6qYmIiWAuLi4OEqUKJHf4SillCqkypUrx7FjxwDbJ+GBgYFERUXx119/ERYWlqkmjco7xhiOHj3Ktm3b2LlzJ82aNXO6lk3x4sWt2kMnTpygbNmyNzJUpVQhkpiYyKFDh6hcuTLFihXL73BULsjuaxwfH4+fnx+AnzEm/nrex6klmcaY/wUeA+phS5zNAuoCj15rsiztPu01WaaUUkoppZyVniwTEavu1fTp0+nQoQMjR47Mz9CKlPPnz/Pbb7/Z1avp168fFSpU4MEHH2TkyJGEhYVZy3yuZteuXRw+fNg6/uqrr6x2xo0AlFJKqdzibA0zjDGfG2PuM8bcmva6zxjzRXZjRCRYRPqISOW04zoiMk9E5otIW2djUUoppZRSRc/atWutdo0aNax2xYoVKV26NI8++mh+hFWopaamcvDgQVauXMmECRPo0qULNWrUoHjx4txzzz0cPHjQ6lu9enXc3NyoV68et912G3FxcUybNu2q7zFr1izq1q3LmDFjrHMtWrSw2r///vuNfSillFLKAacTZulExFdESmR8ZdGvM/AHMA2IEpHWwC9AdWzF/78WkR7XG49SSimllCoaevT470fHMmXKWO2JEydy9OhR7r777vwIq9CIj49nw4YNxMf/t6JlwoQJVK1alU6dOjFu3DhWrFjBvn37MMYQEBDA8eP/LR4ZPHgw58+fZ9u2bbz9tm0RyqxZs+yKRTty3333kZqaysWLF0lJSbHO16xZE7AVvo6Li7uRj6qUUkpl4lRRh7QZYnOAECDjglHBVs/M1cGw0cA4Y8wkEXkM+BR4wxjzato9nwNGAB86E5NSSimllCpaTp8+bbUHDhxod83DwyOvwymwUlJS2L9/P9u2bbN7xcTEAPDNN9/Qrl07AOrUqYOnpyd16tQhKCjIetWrV88uaQng6+trtR944AEaN27Mpk2bmDFjRrYzzRo2bMi+ffuoVq2a3flvvvmGqlWrWvf75ZdfbsTjK6WUUg45WwX1g7T/9gVOYkuSXU3NDOM+Bt4DVma4/jkw3sl4lFJKKaVUEfLZZ59Z7dDQUHr06MHff/9NQkKCNRNJZfbvv/+yfft2qlWrZu14tnTpUnr37u2w/+233865c+es444dO5KQkJDjzRREhNdff51ffvmFIUOGXLX/lckygCpVquDu7k5ycjIbN27M0fsrpZRSOeVswiwIaGiM2ZODMeeAW4EYoGTae9+a4fqtQIKT8SillFJKqSIkPDzcan/yyScAzJ49m6lTpzJy5Ehef/31/ArtppCcnMzevXuJioqymzX2999/A7Y/q8GDBwMQFBSEt7c3devWzTRrzN/f3+6+1zNzr3nz5jRv3jxHYxISEvjqq6947LHHALj77rvZsGEDxhji4+N1J26llFK5xtmE2RagPJCThNn3wFwReQt4FPgOmCIifbDNUJuGraaZUkoppZRS2bpw4QIALi4uFC9eHIDY2FhcXV1p3LhxfoaW506ePMm2bdsICAigXr16APz222/cd999DvtXrlwZEbGOg4ODiY+Px9XVUVWV3JGamkpCQkK2Ca/z589To0YNjh8/TsWKFWnSpAnffvut9fXu16+flSxVSimlbjRnE2ZPAvNFpBywA0jOeNEYs83BmOeBpcB8YD22pNkkYCe2hNkBoJ+T8SillFJKqSJi3rx5VltESExMxMvLiwULFjBhwgRuvfXWbEYXXJcvX2bHjh1s27bNbubYqVOnABgyZAizZs0CoF69evj5+WWaNVa3bt1MSSoXl+veByxHfv/9d5566imqVKmSbcLLx8eH9u3b8/PPP3Px4kXAVhfNzc2Ny5cv8/XXX+dVyEoppYogZxNmpYGqwOIM5wzZFP03xpwE2lxxerCIvAl4A7uNMZedjEcppZRSShURI0aMsNo9evTAy8vLOg4MDMyPkG4oYwx///0327Ztw8fHhxYtWgC2+mMNGjTI1F9EqF69ut3yyRIlSnDmzBm7mWQ3i2LFirF161b+/PNP/vjjDxo2bJhl3xkzZuDj42NXM+2RRx5h+fLlXLx4kQMHDlgbASillFI3khhzLfX6rxgkshPYBUzFQdF/Y8zhGxKdUqrAEpESQFxcXJzWF1FKKXVDZUwCffPNNzRr1gxjjLVUryBJTU3ljz/+yDRr7MyZMwC0b9/ebiZV7dq1KVOmDEFBQQQHBxMUFESdOnXw9vbOr0dwSnh4OEuXLiUsLIzVq1fnaGxcXBwlS5YEoFy5chw9ejQ3QlRKFVCJiYkcOnSIypUrU6xYsfwOR+WC7L7G8fHx+Pn5AfgZY+Kv532cnX9dEXjBGLPZGBNjjDmc8ZXVIBG5XUQmiciPIrJLRHamtSeKSHknY1FKKaWUUkVE+pJDADc3N+6//37effddAgICmDRpUj5Glj1jDIcOHeKLL77g008/tbvWunVrnnzySd566y1++uknzpw5g6urK3Xq1Mm0W+TOnTtZt24ds2fPpl+/ftx1110FLlkGMH78eNzc3Pj222/5+eefr9rfGMNXX33FL7/8kv6LEIC1iYFSSqmciY2NZfDgwdSsWRNvb28qVKjAkCFDiIuLs+snIple8+fPt+tjjGH69OnUqFEDT09Pypcvz+TJk/PycXKFs0syfwCCgf3XOkBE7gNWA38Ba9JeApQBOgFDRKSdMWaDkzEppZRSSqlCbvz48Va7X79+uLu78/PPP3PhwgVr1tHNYPPmzWzdutWaObZ9+3bOnTsHQI0aNejSpQtgqx/WqlUrzp8/b9UZCw4OplatWnh6eubnI+SqqlWr0q9fP95++23GjBnDzz//nO3y0VmzZjFs2DAaNmzIli1bqFatGvv3234V2bNnDzVr1syr0JVSqlA4duwYx44dY/r06dSuXZvDhw8zcOBAjh07lumDncWLFxMWFmYdZ/zgAuDZZ59lzZo1TJ8+nXr16hEXF8fp06fz5Dlyk7NLMgcALwGLgO1kLvr/pYMxW4BfjDHDsrjnm8B9xpi7chyQUuqmo0sylVJK5QZPT08uXboEwPr167nvvvswxrBp0yZq1aqVp0mzlJQUDhw4wLZt2zh58iRPP/20da1BgwZERkba9ffw8KB27drUr1+fRYsW3ZT1xfLS33//TdWqVUlKSmL16tV2v4xd6Z9//qFu3br06dOHV155hT179hAcHAxA6dKlrY0PlFKqIC/JDAkJISgoiGLFirFw4UI8PDwYOHAg48ePZ926dYSGhhIREUGzZs0AW53HKVOmsH379htSw/OTTz6hZ8+enD9/3qodKSJ8/vnnPPzwww7H7Nq1i6CgIHbs2JFnH17k1ZJMZ2eYpc+/G+vgmsOi/0BdoGc293wbGOhkPEoppZRSqpCLjIy0kmUlS5bk3nvvBWw/zDdp0iTX33/Lli1s2rTJqjO2Y8cOLly4ANiSYQMGDMDd3R2wLbMMDAy026GyZs2a1nVlqz/2zDPPMGPGDJYtW5Ztwqx06dIcOXLEmnUXFBRkXfvnn39yPValVOFw/vz5HI/x9PS0kkeXL18mKSkJFxcXuw1nsrqvj49Pjt9vyZIlDB8+nM2bN/Prr7/Su3dvmjZtSps2bRg6dCjh4eFERUURExPDmDFj+Oijj6xk2eTJk6+6FHL16tVWwu1K6ZMdMm60AvDMM8/w5JNPUrlyZfr168eAAQOsHZZXrVpFlSpV+OqrrwgLC8MYw/3338/UqVPtNqMpiJxKmBljnKl9dhy4F9iTxfUmaX2UUkoppZTKpG/fvla7f//+GGMwxtzQmVqXL19m7969bNu2jejoaF555RXrl4KpU6dmWqbi5eVF3bp1CQoKIiEhgVtuuQWA6dOn37CYCrMXX3yRxo0b07lz56v2vXKJ6q233sq///4LwL59+6hevXquxKiUKjx8fX1zPGb58uV07doVgM8//5xu3brRokUL1q1bmojtEgAAIABJREFUZ/WpVKmSwyWIzqzoCwoKYty4cQBUr16dOXPmEBERQZs2bZg4cSLff/89AwYMIDo6mvDwcDp16mSNHThwIN26dcv2/uXKlXN4/t9//+XVV1/lqaeesjv/6quv0rp1a7y8vIiIiOC5557j9OnTvPTSSwAcPHiQw4cP88knn/Dee++RkpLCsGHD6NKlCz/88EOOn/9m4uwMs0xEpKQx5mw2XaYD80WkIbCW/3bXDADaAE8CQ29UPEoppZRSqnDZunWr1X788cf57LPPGD16NM899xwDBzq3UGHr1q38+OOP1qyxnTt3kpSUZF3v27cvlStXBqBVq1ZcunTJbtZYtWrVcHV1tLhCXYtSpUpZ9dyu1YEDB/jf//1fVq5cac2SePDBB9mzJ6vP5ZVSquDIOIMWIDAw0Fp27uHhwdKlSwkKCqJixYrMnDnTrq+/v79Ts7ri4+N54IEHqF27tpWsS5eeGAOoX78+ABMmTLDOp6amkpSUxHvvvUeNGjUAePfdd2nYsGGBrzHpVMJMRF4AYowxH6cdfwJ0FpHjQHtjTNSVY4wx80TkX2AY8BT/LdtMAf4AehljljsTj1JKKaWUKtwyzuwqXrw4QUFBjB8/nv379/PXX39lOzYpKYndu3dbSbGRI0dSunRpwDZz4LXXXrPr7+vrS7169QgODrabvTZo0CAGDRp0A59KZXTu3DkOHDhg/ULmSHJyMs2aNeP48ePUrVvXOp++AYBSSmUnISEhx2Myzm7t1KkTCQkJ1szjdDExMdcbmuXKpfsiQmpqqnW8ceNGwLbLZWxsrN2yT2eWZJ47d46wsDB8fX35/PPPr1o6oHHjxsTHx3Py5EnKli1LYGAgbm5uVrIMoFatWgAcOXKk6CXMsCW8egKISBvgfiAM6AZMA0IdDUpLsH0sIu5AqbTTp40xyY76K6WUUkopBfDGG29Y7ZEjRyIivP/++6xYsYLmzZvb9d25cyerVq2yEmS7d+/m8uXL1vXQ0FDatGkDQLNmzdi3b5/drLFKlSpl+mVI5a4//viDdu3a4e3tzZ49e7LcIdTd3Z3hw4fzww8/EBwczO23387Ro0dJTU3l+PHjN6TotVKq8HKmplhGbm5umep73Yj7XqsDBw4wbNgwFixYwPLly+nVqxcRERHWv1k5XZIZHx9P27Zt8fT05Msvv7ymTRK2bt1KsWLFrE12mjZtyuXLlzlw4ABVq1YFYO/evQBUrFjRqee8WTibMAsE0j/KexBYboxZIyIxwOarDU5LkB0Xke7Al1yxy6ZSSimllFIZ/f7771a7e/fugG0m2N13382sWbPo168f9erVA2DTpk28+OKLduNLlixpJcTKli1rnW/fvj3t27fPgydQ2alduzbu7u4cPnyYBQsW8Mwzz2TZ97nnnuP5558HYN68eTz00EOAbcnsrl278iRepZTKaykpKYSHhxMaGkqfPn1o164d9erVY8aMGYwYMQLI2ZLMc+fOERoayoULF1i6dCnx8fHEx9s2lSxdujSurq6sWrWKEydO0KRJE7y8vPjxxx8ZM2YMAwYMsD7YuP/++7nzzjvp27cvM2fOJDU1laeffpo2bdrYzToriJxNmJ0BymNLmoUB6YtaBcc7ZGblbWwJtoNOxqGUUkoppQq59evXk5xs+3y1c+fO1ifYcXFx3HfffcTGxlKzZk0rYXb33Xfz2GOP2c0au/3222/o5gDqxvLy8uLll19m0KBBTJw4kT59+mQ5YyPj1/HBBx+02rt37871OJVSKr9MmjSJmJgYVq1aBUBAQAALFy6kW7dutGnTJtvl7I788ccfbN5sm+9UrVo1u2uHDh2iUqVKuLu7M2/ePIYPH05qaipVqlRhwoQJPP3001ZfFxcXVq1axeDBg2nevDk+Pj60a9eOGTNmXOcT5z9xZtcGEZmDbWbZPqABUMkYkyAijwIvGGPuvMb7nAOCjTGaMFOqkBGREkBc+tbESimllLNuvfVWYmNjAdsn7Js2beLVV1/Fz8+Pjz/+mGrVqvHee+/RpEmTfI5UXY9Lly5Rq1YtDh48yJQpUzLNErzShQsXmDdvHqNHj7YSqrGxsdZOpUqpoikxMZFDhw5RuXLla1piqAqe7L7G8fHx+Pn5AfgZY+Kv532cLc4wDJgD7ATaGGPSK+cFAvOuJyCllFJKKaUySk+WiQguLi4sWrSIb7/9ls8++wywFTnWZFnB5+HhwSuvvALA66+/ztmzZ7Pt/8knnzBixAi7ekK9evXK1RiVUkoVHU4lzIwxycaY6caYZ40xWzOcn2mMWZh+LCJfi0h2lTfbAX87E4NSSimllCr8NmzYYLWDgoIAeOGFF2jSpAnJyckEBwfTuXPn/ApP3WDdu3enTp06nD17lunTp2fbt0ePHrRp04Y5c+ZY59auXZvbISqllCoicnv7n+aAV1YXjTG/ACVFJCCX41BKKaWUUgXQI488YrUHDBgAgJ+fH1FRUQBMmDBBd7QsRFxdXZk4cSIAp06dyravu7s7a9asoW/fvlaR66SkJGt5plJKKXU98uynCxHxF5EVInJYROaKiKuILASOA3+LyMarzEZTSimllFJFTMakSY8ePQCYPXs2Fy5c4K677qJDhw75FZrKJR07dmTnzp2888471zxm+fLlVrtnz565EZZSSqkixtldMp0xHagBTAO6AJ8CVYBmQCowC3gNeCIPY1JKKaWUUjep9FlkAM2aNePff/9l3LhxdO/eHT8/Pxo2bKg7XxZCIkKtWrWuub8xhpSUFOt4xYoVuRGWUkqpIiYvE2ZhQBdjzEYR+QTbzLK2xpgNACIyDPg4D+NRSimllFI3sdDQUKv93XffMXnyZGbPns3u3bv57rvv8jEylVcOHDjATz/9RN++fbPtl3FHzZSUFFJTU3WprlJKqeuSl/+K+JFW4N8YcxK4jC1plu4YUDIP41FKKaWUUjexjMsxvby8aNq0KV26dLFqmanCLSYmhjvuuIMBAwawd+/eLPuJCJMnT7Zbnrto0aK8CFEppVQhlpcJs33AgwAi0g5IBEIzXG8LHMrDeJRSSiml1E1q//79VvuWW24B4LPPPmPv3r2ULVs2v8JSeahSpUqEhYWRkpLCuHHjsu0bFhbGRx99ZB2//vrruR2eUkqpQi63E2aTgdi09jRglojsAz4D+gDPicjHIvIRthpm83M5HqWUUkopVQC0adPGas+dO5eDBw+yePFitm3bpnXLipD0HTOXLVtmV9POER8fH6pUqQLYJ1yVUkopZzidMBORcBHZICLHRKRi2rmhItIxvY8xZoox5mxa+wMgBFtSrJUxZgXQBkgC3IEBxpi5zj+KUkoppZQqLGJiYqx269at6d69O5cvXyYsLIymTZvmX2AqTwUHB/PYY48B8NJLL121f3h4uNV+6qmnci0upZQqDEJCQhARu1f699x0kyZN4t5778Xb25uSJTNX0YqKiqJ79+6UL18eLy8vatWqxaxZs/LqEXKVUwkzERkEvAF8g63umGvapbPA0KzGGWN+McbMMMb8mna80xjTyxjTxRizxJlYlFJKKaVU4RIbG2u1fX19mTt3Lr/99hsAEyZMyK+wVD555ZVXcHV15auvvmLjxo3Z9q1QoYLVXrx4cW6HppRSBV7//v05fvy49Xr77bftrl+6dImuXbsyaNAgh+P/+OMPSpcuzdKlS4mOjmbMmDGMGjWKOXPm5EX4ucrZGWaDgf7GmElASobzvwP1rjsqpZRSSilVZHXsaC1YYNasWURERABQp04d7rrrrvwKS+WTGjVq0KdPHwDGjBmDMSbLvp07d7aW7CYnJ+dJfEopdaOEhIQwZMgQRo4cib+/PwEBAYwfPx6AdevW4eHhwfr1663+M2bMoFSpUhw/fjyLO16dt7c3AQEB1svPz8/u+iuvvMKwYcOoV89xqqdv377Mnj2bFi1aUKVKFXr27EmfPn347LPPnI7pZuFswqwysNXB+STAx5kbikiwiKRcvadS6koi8j8ickhEEkXkDxFplk3f3iJiHLyKXdGvnIgsFZF/ReSCiESKSMPcfxqllFJFXXR0tNVu2LChNavovffey6+QVD4bO3YspUuXpmXLlqSkZP0rg5+fHy1btrSOX3755bwITymlbpglS5bg4+PD5s2bmTp1KhMmTGDt2rWEhIQwdOhQwsPDiYuLIyoqijFjxrBgwQICAwMBmDx5Mr6+vtm+MibcAD744ANKlSpFnTp1eP755zl37tx1P0NcXBz+/v7XfZ/85ubkuENAfeDwFefbATuvIx6t4KpUDonIo8BM4H+ADcBTwGoRqW2MOZLFsHigZsYTxpjEDPe8Je1eP2L7e30KqIpt2bVSSimVa1JSUjhz5gxg2yXxww8/xBhD165dufPOO/M5OpVfypcvz19//YWnp+dV+7733nvcfvvtgG23zFdffTW3w1NKFRDnz5/P8RhPT0/c3Gypk8uXL5OUlISLiwteXl5Xva+PT87nEwUFBVk7A1evXp05c+YQERFBmzZtmDhxIt9//z0DBgwgOjqa8PBwOnXqZI0dOHAg3bp1y/b+5cqVs9qPP/44lStXJiAggB07djBq1CiioqJYu3ZtjuNO9+uvv7J8+XK+/vprp+9xs3A2YTYNmJs2I0WAu0WkOzAKeNLRABG52nw8PyDr+dVKqawMB941xixMOx4qIm2BQdj+TjpijDEnsrnnC8Bfxpg+Gc7FXHekSiml1FWMHTvWak+ZMgV/f38aN25M7dq18zEqdTO4lmQZ2P8yqMsylVIZ+fr65njM8uXL6dq1KwCff/453bp1o0WLFqxbt87qU6lSJU6fPp1pbHZLyLMSFBRkdxwYGMipU6cA8PDwYOnSpQQFBVGxYkVmzpxp19ff3z9HM7v69+9vtevWrUv16tVp1KgRf/75p1MfUkVHR9OxY0fGjh1rt9t1QeXUkkxjzGLgFWAq4A18CAwEnjXGLMtiWAegGBCXxSvBmViUKspExANoCKy54tIa4N5shvqKyGEROSoiX4lIgyuuPwT8LiKfiMgpEdkqIv0d3ShDLJ4iUiL9BRTP6fMopZRSr732mtUuVqwYbdu2ZcqUKdSsWTObUaqoMMawZs0aevbsme3SzIy/MK5cuTIvQlNKqRvC3d3d7lhESE1NtY7TyxTExsbabZIDzi3JzOjOO+/E3d2dffv25TjunTt30qpVK/r3739NuxoXBM7OMMMYswBYICKlABdjzKmrDNkFrDDGvOvooojUBx50Nh6liqhS2HapPXnF+ZNAQBZjdgO9ge1ACeBZYIOIBBtj0r8zVsE2Q+0NYDJwNzBbRJKMMVkVkBkFjHPyOZRSSikA65cCNzc3/vrrL2655RZatGiRz1Gpm0VCQgKPPvooZ8+epW3btoSHhzvsN336dPr27QvAiBEjePjhh/MyTKXUTSohIefzdDLObu3UqRMJCQm4uNjPPYqJibne0K7JgQMHGDZsGAsWLGD58uX06tWLiIgIK56cLsm8UnR0NMnJyVZNtGsVHR1Nq1ateOKJJ5g0aVKOxt7MnEqYiUhlwM0Ys88YczrD+epAsjEmxsGwP4A7AYcJM2wbBmRVb0kplb0r5/qKg3O2jsZsAjZZHUU2AH9i2/12SNppF+B3Y8zotOOtIlIHWxItq4TZFGwJtnTFgaM5eAallFJF3OzZs6121apVGT9+PIsXL9aEmbIUL16cF154gVGjRjFu3DgeffRRPDw8MvXr06ePlTDbv39/XoeplLpJOVNTLCM3NzerntmNvO+1SElJITw8nNDQUPr06UO7du2oV68eM2bMYMSIEUDOlmQeOHCADz74gPbt21OqVCl27tzJc889R4MGDWjatKnV78iRI8TGxnLkyBFSUlKIjIwEoFq1avj6+hIdHU3Lli0JDQ1l+PDhnDhhq/zj6upK6dKlb/CfQt5ydpfM/8Pxcq970q45MhAYkdUNjTG7jDGVnYxHqaLqNJBC5tlkZcg868whY0wqsAWonuH0cTJv4LELqJDNfZKMMfHpL+D6t1dRSilVpLz++utWe8+ePZw7d47g4GBKliyZj1Gpm83gwYMpW7Yshw4dYtGiRVn2K1++vNXesmVLXoSmlFK5ZtKkScTExPDOO+8AEBAQwMKFC3nppZesJFZOeHh4EBERQdu2balZsyZDhgwhNDSU77//HldXV6vf2LFjadCgAePGjSMhIYEGDRrQoEEDfv/9dwA++eQT/vnnHz744AMCAwOt11133XVjHjwfiTNF6EQkHrjTGLP/ivPVsM1K0Z9qlMojIrIZ+MMY8z8Zzu0EvjDGZFX0P+N4AX4Dthtj+qad+xAob4xplqHfm8A9xpjsaqNlvG8JIC4uLo4SJUrk6JmUUkoVTbZ/kmzLX5KSkhg0aBDz5s3L56jUzWjOnDkMHjyYwMBADhw4YLdbXbpNmzbRpEkTAG655ZZMtX6UUoVTYmIihw4donLlyhQrViy/w1G5ILuvcXx8PH5+fgB+aRM5nObsDDOD44LeftjqKWVJRKqLyBMi8oKIjExrV89ujFIqW28AT4pIXxGplZbYqgDMBxCR90RkSnpnERknIm1FpEpa7cB3gfrp/dO8CTQWkdEiUk1EegADgLl59VBKKaWKlvRPzAGSkpIA2LVrl1M7jKnCr3///lSsWJHjx48zd67jH0/uueceq33mzJm8Ck0ppVQh4WzCbD0wSkSs5FhaexTwi6MBIuInIl8Ae4CZQF/gybT2bhFZmTYjRSmVA8aYj4GhwFggEmgOtDfGHE7rUgHIWLWxJPAOtiWWa4ByQHNjzG8Z7rkF6AR0B3YALwNDjTEf5O7TKKWUKqqGDh2a6dxtt91mzTpTKiNPT0/Gjx8PwJQpU4iPzzyJQETs6ptp0kwppVROOLskszbwM3AWW/IMoBm2HfdaGWN2OBjzHrZZLP2NMZuvuHYPtl/gI40xT+Q4IKXUTUeXZCqllMqJjIkxLy8v1q9fT8mSJalatWo+RqVuZpcvX+aRRx7h8ccfp2vXrpl2rQP46KOP6NGjBwAdOnTgyy+/zOswlVJ5TJdkFn55tSTTqYQZgIjcBjwDBAMXgW3AHGOMw+IAInIWaHtlsizD9cbAt1r/TKnCQRNmSimlrtXatWsJDQ21jkeOHGm3AYBSzkpNTbWKVxcrVoyLFy/mc0RKqdymCbPCL68SZpn3Q71GxphjwOicDnPymlJKKaWUKqT69u1rtTdu3EiNGjXyMRpVUKWkpNjt7Abg4uJC3bp12bFjB4mJiSQnJ+Pu7p5PESqllCpInK1hhoiUFJFQEekpIr0yvrIYsgpYICKNHNyrEbaC4zpHWimllFKqiPn7778B27LM9u3bM3r0aFJSUvI5KlVQpKamMmfOHKpVq2b9v5TRhx9+aLU7dOiQl6EppZQqwJyaYSYiHYAPAB/gHPazwwzwnoNhg4GPgN/SlmeeSutbFtvumt8BQ5yJRymllFJKFUwnTpywdsIsU6YMJ0+eZO/evZlmCimVFRFh+fLlxMTE8OqrrzJ//ny76/Xq1bPaGzZsyOvwlFJKFVDOFv3fC3wDjDbGXMjh2DuAJkBA2qkTwK/GmN05DkQpddPSGmZKKaWuReXKlYmJiQFg7ty51K5dGzc3N+677778DUwVKOvXr6d58+a4ubmxa9cuqlWrZne9Zs2a7N27FxEhNTU1n6JUSuUFrWFW+OVVDTNnl2SWA2bnNFkGYIzZbYxZbIyZkvZarMkypZRSSqmiKT1ZBtCzZ09CQkI0WaZyrFmzZrRr147Lly8zfvz4TNd79bJVjTHG8Pnnn+dxdEoppQoiZxNm3wGZapFdCxG5XUR8HZx3F5HmTsajlFJKKaUKmPj4/z749fLy0hnJ6rpMnDgRsNUs2759u921YcOGWe2nn346T+NSSilVMDmbMPsamCYi40Wks4g8lPHlaICIBIrIb8Bh4KyILLkiceYP/OhkPEoppZRSqoBp2LCh1Q4MDGTatGlcunQpHyNSBdmdd95Jly5dMMbw8ssv213z9vbG29sbgOPHj+NMWRqllCps3nnnHUJCQihRogQiwtmzZzP1OXPmDOHh4fj5+eHn50d4eLhdv3Xr1tGxY0cCAwPx8fGhfv36fPDBB1m+57JlyxARHn744Vx5phvJ2YTZAqA8MBb4BFiZ4ZXVHOfXgBTgHiAMqA2sE5FbMvQRJ+NRSimllFIFSFJSEvv377eODx48yLvvvou7u3s+RqUKugkTJuDi4sKXX37Jvn377K716NHDaqfPRlNKqaLswoULhIWFMXr06Cz79OjRg8jISL799lu+/fZbIiMjCQ8Pt65v3LiRoKAgVqxYwbZt2+jbty+9evVi1apVme51+PBhnn/+eZo1a5Yrz3OjOVX036k3Evkb6GSM+S3t2BP4GKgItAbcgWPGGN0SSalCQIv+K6WUys6cOXMYPHgwAO7u7sydOxcfHx+7pIZSzpg9ezbNmjWjQYMGdueNMbi42OYL+Pr6cu7cufwITymVywpy0f+QkBCCgoIoVqwYCxcuxMPDg4EDBzJ+/HjWrVtHaGgoERERVsJpxowZTJkyhe3btxMYGOj0+65bt46WLVty5swZSpYsaZ3ftWsXtWvXZtOmTdxzzz0AbNq0iSZNmrB7925q1qzp8H4PPPAAZcuWZdGiRda5lJQUWrRoQZ8+fVi/fj1nz55l5cqVTsWbV0X/3a5nMICIFDPGJF5DVz/gTPqBMSZJRLpgm6H2I9DzemNRSimllFIFw88//2y1p0yZQv/+/fMxGlWYDBkyxOF5kf8WsyQkJORVOEqpm8j58+ezvObq6mqXfMmur4uLC15eXlft6+Pjk+MYlyxZwvDhw9m8eTO//vorvXv3pmnTprRp04ahQ4cSHh5OVFQUMTExjBkzho8++shKlk2ePJnJkydne//Vq1df8wyvX3/9FT8/PytZBtC4cWP8/PzYuHFjlgmzuLg4atWqZXduwoQJlC5dmn79+rF+/fprev/85lTCTERcgdHAQKCsiNQwxhwUkVeBGGPMuw6GHQSCAGtutDHmsoh0xZY0+8qZWJRSSimlVMGT8Yfl5557Lh8jUYXZ0aNHKVeunJUsq1ChAkeOHAFsy4juvffe/AxPKZXHfH0z7T9oad++PV9//bV1XKZMGS5cuOCwb4sWLVi3bp11XKlSJU6fPp2pnzMr+oKCghg3bhwA1atXZ86cOURERNCmTRsmTpzI999/z4ABA4iOjiY8PJxOnTpZYwcOHEi3bt2yvX+5cuWuOZYTJ05QpkyZTOfLlCnDiRMnHI759NNP2bJlC2+//bZ1bsOGDbz77rtERkZe83vfDJytYTYG6A2MBDJWZt0OPJnFmNXAgCtPGmMuA12BgvUnp5RSSimlnJb+g7anpycrV67k8uXL+RyRKmxeeOEFqlSpwldf/fe5/I8//rfHWNu2bfMjLKWUylZQUJDdcWBgIKdOnQLAw8ODpUuXsmLFCi5evMjMmTPt+vr7+1OtWrVsXxlnxl2LjLNz0xljHJ5ft24dvXv3ZsGCBdSpUweAc+fO0bNnTxYsWECpUqVy9N75zdklmb2AAcaYCBGZn+H8NuCOLMaMAbwdXUibafYIcLuT8SillFJKqQJg6dKldkmLpKQk+vXrx7Fjx3Bzu+5qIf/P3r3H91z3fxx/vLeZnRzDjBAlIZMWV6VCvws5laukS12TDqLI4YqczyFkUTpSUZRcrnSiA5ZKyTFSKedDzoyNbez0/v3x3T7XvsxsX9u+mz3vt9v31vvz/rzfn++Lhe31fb9fbxGHj48PycnJDBs2jHbt2uHj40OtWrWc+6dPnyYlJUX/34kUI9ltx/b1dS+nnpGkykpGPcQMu3fvvqS4Mjv38BtjDGlpac71jz/+CEBMTAwxMTFu2z7zektm5cqVOXz48Hn9R48eJTQ01K3v22+/pUOHDkRFRdG1a1enf8eOHezevZsOHTo4fRm/Hj8/P/7880+uvvrqHMVT0Dz916EqsD2Lfh9cxfvPk76S7IIF16y1qcAeD+MRERERkUIuNjaWPn36cOKEU9aWAQMGUKpUKUqWLOnFyORyNHDgQF577TU2b97Mhx9+SJcuXQCoVq0a+/btA+DkyZNFbsWDiHguNzXF8mvspdixYwf9+/dn5syZLFiwgK5du7J8+XIngZfXWzJvueUWYmNjWbNmDU2aNAFg9erVxMbGum1pX7FiBe3bt2fSpEk88YT7xsLrrruOzZs3u/UNHz6cU6dOMX36dKpVq5bjeAqapwmz34DbOT/BdT/w8yVFJCIiIiKXpRdffNEtWebn58eUKVO8GJFczsqXL8/AgQMZPnw4I0eOpFOnTpQoUYL//ve/zg9+rVq1YsOGDV6OVETk4lJTU4mMjKRVq1Y88sgjtGnThgYNGjB16lQGDhwIuP7eK1++fI6feejQIQ4dOsT27a71UJs3b6ZUqVJUr16d8uXLU7duXe666y66d+/u1CR74oknaN++vVPwf8WKFbRr146+ffty3333OSUX/P39KV++PAEBAVx//fVu75txEue5/YWNpzXMxgAzjDGD0p9xrzFmJq6DAMbmVXAiIiIicnmIiYnhxRdfdOvr3bu3l6KR4qJv375UrFiR7du3M3v2bAAaN27s3P/5Z33WLyJFw/jx49m9ezdvvvkm4NouOWvWLIYPH+5xMf3XX3+dRo0aOSdV33HHHTRq1IhPP/3UGTNv3jwaNGhAq1ataNWqFeHh4bz33nvO/dmzZ5OQkMDEiRMJCwtzXvfee+8l/GoLB+PJqQ0AxpjWuBJkEbiSZhuAsdbar/MuPBEpqowxpYHY2NhYSpcu7e1wRETEy4YOHcrEiRMJDAwkMTERgI0bN9KwYUMvRyaXu+nTp9OvXz+uvPJKtm3bRkBAAIGBgZw5cwZwrY5o1qyZl6MUkbxy5swZdu2BVxNSAAAgAElEQVTaRc2aNQkICPB2OJIPsvsax8XFUaZMGYAy1toLlgXLCU9XmGGt/cpa28xaG2KtDbLW3qZkmYiIiIic68iRI7z00ksATrIMoEmTJpw8edJbYUkx0aNHD6pVq8bJkyedFWXjxo1z7nfq1MlboYmISCFWIEfCGGPCLz7KxVr7S37GIiIiIiIFa9KkScTHx9OgQQOn8G9wcDB33323U8dEJL8EBASwYMECrr76aipWrAjAM88849T8OX78uDfDExGRQsqjhJkx5gSQ1V5OC5zBdYLmbGvtO+n9G9PvmQvMy8z3IvdFREREpAi54447+Oqrr9wSE+vXr+faa6/1YlRSnNx8881u18YYgoKCSEhIwNMSNSIicnnzdEvmWCANWAyMAkant9OAV4CtwGvGmO7p42sCtdL/ex+wC3gKaJT+egrYkX5PRERERC4j99xzD5s2beLAgQNOX506dTDGeDEqKa6++eYbjh8/Tq9evZy+jz76yIsRiYhIYeRpwuw2YLi1NtJa+7K19iVrbSQwHIiw1nYHBgJ9AKy1ezJeuA4K6GOtfcNa+0v66w2gHzDi0n9JIiIiIlLYZF7Fo8NgxFuefvpp7rzzTiZPnszzzz/v9Pfq1UtbM0VExI2nCbPWwLIs+pen3wNYgmtV2bka4Fphdq5dQD0P4xERERGRQmbo0KFERUWRmJhIz549nf6EhASOHDnixcikuGrd2vWjyssvv8zhw4czTlLj0KFDzJs3z5uhiYhIIeNpwiwG6JBFf4f0ewDBwKksxmwBhhtjnLM/jTElca1O2+JhPCIiIiJSiOzcuZMpU6bwzDPPsGHDBt555x3nXpMmTahUqZIXo5Piql27dtxyyy0kJiYyfvx4txMyf/vtNy9GJiIihY2np2SOw1WjrAWwBlch/yZAWyDj48OWwLdZzO0JfAbsM8ZsSu9rmP6M9h7GIyIiIiKFyNixY0lJSaF169Y0bdqUtLQ0wHVi4eeff+7l6KS4MsYwYcIEWrRowZtvvsmWLVt46623ANi+fbuXoxMRkcLEoxVm1tqZQDMgHrgX6AQkAM2stW+lj5lqrX0gi7lrcBX/Hwb8AmzGVdesZvo9ERERESnC/vzzT9577z3AlTgbNGiQc69Pnz6UK1fOW6GJ0Lx5c1q2bElycjLjxo0jIMC18eX777/3cmQiIlKYmNweo2yM8QMeAr6y1h7Kl6hEpMgzxpQGYmNjY1XcWUSkmOnSpQvz58/n7rvv5pNPPsHf35/k5GTAvfi/iLesXbuWJk2a4OPjw1133cWSJUsA+OOPP6hTp46XoxORS3HmzBl27dpFzZo1nYS4XF6y+xrHxcVl1KcsY62Nu5T3yfUKM2ttCvAaUNLTNzXGRBpjVhpjDhhjaqT39TfG3OPpM0VERETE+3799Vc+/PBDwLW6DHCSZQB79+71SlwimTVu3Jh//OMfXHXVVW4HUlx33XVs3rzZi5GJiBSMmJgYnn76aerUqUNQUBDVq1enT58+xMbGuo3bu3cvHTp0IDg4mAoVKtCnTx+SkpKyfOYPP/yAn58fN9xwg1t/SkoKw4cPp2bNmgQGBlKrVi3Gjh3rlGsorDytYbYaaATsye1EY8yTwFhgGq5C/77pt04A/YBPPIxJRERERLxs1KhRWGvp1KkTDRs25N1333XuBQQEcOWVV3oxOpH/efPNNylTpgwlSpRw61+6dCkNGjTwUlQiIgXjwIEDHDhwgBdeeIF69eqxZ88eevbsyYEDB1i4cCEAqamptGvXjooVK7Jy5UqOHz/Oww8/jLWWl19+2e15sbGxdO3alf/7v//j8OHDbvcmTZrE66+/zpw5c6hfvz7r1q3jkUceoUyZMvTt27fAfs25lestmQDGmPuB54EXgfW4apk5rLW/ZDP3d2CotfZjY8wpoKG1dqcx5npghbW2Qq4DEpFCR1syRUSKp19++YXRo0czbtw46tevT9myZZ1Pqzds2ECjRo28HKHI+UJDQzly5AgACQkJBAYGejkiEfFUUd6S2bx5c8LDwwkICGDWrFn4+/vTs2dPRo8ezYoVK2jVqhXLly/n9ttvB2Dq1KlMnDiRzZs3ExYWdsnv/5///Id//etfxMfH4+fnxxdffEH79u3Zt28fVapUAWD+/Pl069aNI0eOuP2c989//pPatWvj6+vLxx9/zMaNG5177du3JzQ01DlkBeC+++4jKCjIqXmaG4V2S2a6D3EV7n8J+AHYCPyc6b/ZqXmBMWeBYA/jEREREZFCIDw8nI8++oj69esDcOrUKcB1OqGSZVIYJSUl0blzZ+f6tttu82I0IpKf4uPjiY+Pd6unmZSURHx8PGfPns1ybOZtg8nJycTHx3PmzJkcjfXEnDlzCA4OZvXq1UyePJmxY8eydOlSmjdvTr9+/YiMjCQ2NpZNmzYxbNgwZs6c6STLJkyYQEhISLav7A44yVjs4Ofn2oy4atUqrr/+eidZBtC6dWvOnj3L+vXrnb533nmHHTt2MGrUqCyfe9ttt7F8+XK2bt0KwKZNm1i5ciVt27b16PeooHiaMKuZxatWpv9mZxdwQxb9bYDfPYxHRERERLwoqzokBw8edPoffvjhgg5JJEfGjBnDjBkznOsNGzZ4MRoRyU8ZSaNjx445fVOmTCEkJITevXu7ja1UqRIhISFutTdfeeUVQkJCeOyxx9zGXnXVVYSEhLBlyxanb/bs2R7FGB4ezqhRo6hduzZdu3blpptuYvny5QA899xzlC9fnieeeIKHHnqIyMhI/vGPfzhze/bsycaNG7N93XTTTVm+7/Hjxxk3bhw9evRw+g4dOkRoaKjbuHLlyuHv78+hQ64zILdt28bgwYOZN2+ek2g716BBg+jSpQvXXXcdJUqUoFGjRvTr148uXbp49HtUUDyqYWatzXXtskymAK8YYwIAAzQxxnQBhgCPX8JzRURERMRLOnToQNWqVRkzZozzSXfmVTuDBg3yVmgi2erVqxdRUVFuK0ZuvPFG1qxZc8Ef/kRE8kt4eLjbdVhYmLNl3N/fn7lz5xIeHk6NGjWYNm2a29jy5ctTvnz5XL9nXFwc7dq1o169euetEjPGnDfeWosxhtTUVB588EHGjBnDtddee8Hnf/jhh8ydO5f333+f+vXrs3HjRvr160eVKlUK9Qdqnq4wyzjp8odzTrrsd7GTLq217wBjgMlAEPA+0BPoa62d72k8IiIiIuId3333HUuWLOGdd95xSzqsXLnSadeoUcMboYlcVJUqVc5bWfLzzz87KzpE5PJx+vRpTp8+TYUK/yudPnDgQE6fPu220hTgyJEjnD59murVqzt9vXr14vTp0261uAB2797N6dOnqVu3rtPXrVs3j2I89yASY4zbKu4ff/wRcJ1yGRMT4zbWky2Zp06d4q677iIkJIRFixa5vX/lypWdlWQZTpw4QXJyMqGhoZw6dYp169bRu3dv/Pz88PPzY+zYsWzatAk/Pz+io6MB1+/x4MGD+ec//0mDBg2IjIykf//+TJw40aPfo4Li0Ucm55x0OYz/nXR5khycdGmtnQnMNMZUAHystUc8iUNEREREvMtay4gRIwB4/PHHqVmzJoDbkfMhISEqoi6F2qBBg3jjjTecmnuBgYE0b97cu0GJSJ4LDj6/bLq/vz/+/v45GluiRInzElrZjc1rO3bsoH///sycOZMFCxbQtWtXli9fjo+Pay1Uz5493VZ3Z6Vq1apOOy4ujtatW1OyZEk+/fTT8wro33LLLYwfP56DBw86q8e//vprSpYsSUREBCEhIWzevNltzquvvkp0dDQLFy50vidISEhwYszg6+ubZTmHwsTTNcZPA93TT7ocnKl/HfBCdhONMdHAvdbak9baY5n6SwMfW2vv9DAmERERESlgy5cv57vvvqNkyZIMGzbM6e/Tp4/TXrp0qTdCE8mxChUq8MwzzzB69GgAEhMTKVmypHeDEhHJJDU1lcjISFq1asUjjzxCmzZtaNCgAVOnTmXgwIFA7rZknjp1ilatWpGQkMDcuXOJi4sjLs51qGTFihXx9fWlVatW1KtXj8jISKZMmUJMTAwDBgyge/fuzgmZ119/vdtzK1WqREBAgFt/hw4dGD9+PNWrV6d+/fr8/PPPREVF8eijj+bFb02+uZSi/56edNkcOD99CwHA7R7GIyIiIiIFLPPqsh49enDllVc69z744APA9QnyzTff7JX4RHKjf//+bitC3njjDS9GIyLibvz48ezevZs333wTcG2XnDVrFsOHD2fjxo25ft769etZvXo1mzdv5pprriEsLMx57du3D3D9G7548WICAgJo2rQpnTt3pmPHjrzwQrbrpM7z8ssv06lTJ5566inq1q3LgAED6NGjB+PGjct13AXJZD5ONceTjPkdGGKt/cQYcwpoaK3daYzpAzxsrY3IYk5G5bqNwJ1A5s22vsBdQA9r7VW5DkhECp30VaOxGUcTi4jI5WfJkiW0a9eOwMBAdu7cSeXKlZ17GUWC69Wrx2+//eatEEVyZfLkyc4BFb6+vowYMeK8AtgiUridOXOGXbt2UbNmzfO2GMrlIbuvcVxcHGXKlAEoY62Nu5T38XSFWcZJlw/wv5MuhwET0u9lZSOuVWkWiE6/znitB4bjqosmIiIiIkXAlCmub/t69+7tlix74oknnPbQoUMLPC4RTw0YMMBpp6amMnHiRGJjY70YkYiIeItHNcyste8YY/xwP+lyP9mfdFkTV3JtJ9AEOJrpXhJwxFqb6kk8IiIiIlLwFi5cyIsvvki/fv3c+t955x2n/dBDDxV0WCIe8/HxoX79+s6qyMzJXxERKV482pLp9gCddCkiWdCWTBGR4itjO6avry8pKSlejkYkdxISEpwT7ypWrMiRI/oxR6Qo0ZbMy19Bbcn0aIWZMWYUMNdauyPzSZe5fEY9oDrnHABgrf3Uk+eJiIiISME4duwYV1xxhZMYy+zVV1912vfee29BhiWSJ4KCgjDGYK3l6NGjnDhxgnLlynk7LBERKWCe1jC7D9hqjPnJGNPbGFMxpxONMbWMMZuAX4HFwMfpr0XpLxEREREppFJSUrjtttto3rw5O3fuPO9+3759nfaCBQsKMjSRPPO3v/3Naffs2ZPo6GgvRiMiIt7gUcLMWhsOhOMq3v9vYL8xZokx5kFjTNBFpk8HdgGhQAJQH7gDWAc09yQeERERESkY8+bN488//+TXX3+lQoUKbvc2bdrkbMH09fX1RngieWL+/P+VZV6wYAHPPvusF6MRERFv8HSFGdba36y1Q621tYAWuJJg04BDF5l6CzDSWnsUSAPSrLUrgSHAS57GIyIiIiL5Kzk5mbFjXYeaP/vss+fVqDxx4oTTbtmyZYHGJpKXatSo4XZ95swZ1eMTESlmPE6YnSMeSMR12mWJi4z1BU6nt48BVdLbe4A6eRSPiIiIiOSx2bNns3PnTipVqkTv3r3Pu9+lSxen/d///rcgQxPJc61atXLaW7du5cCBA16MRkRECprHCTNjTE1jzDBjzO+4tlPeCIwGKl9k6q+4tnMCrAaeNcY0BUYC5xfCEBERERGvO3v2LOPGjQNgyJAhzimCmR069L+NBkFBF6vSIVK4RUVFOe3k5GTGjx/vxWhERKSgeXpK5iqgCbAZeAd431q7P4fTnwMyvsMaDnwOfA8cBx7wJB4RERERyV+zZs1i3759VKlShZ49e7rds9a69VWpUuXc6SJFTv369fHx8SEtLY2goCB69uzJoUOHqFz5YusDRETkcuDpCrNvgHBr7Q3W2im5SJZhrf3KWvtRenuntbYeUAGoZK3V8TMiIiIihdDChQsBGD58OAEBAW731q1bx5tvvulcL1u2rEBjE8kvZcuWBSAhIYGIiAimT5/u5YhERPKetZY2bdpgjOHjjz92u7d37146dOhAcHAwFSpUoE+fPiQlJbmNeeWVV6hbty6BgYHUqVOHd99997z3OHnyJL169SIsLIyAgADq1q3LkiVL8vXXdak8WmFmrR16qW9sjLkGuBr4zlobY4wxl/pMEREREckfS5cuZcGCBXTq1Om8e5UqVXK7rlu3bkGFJZKvevTowcSJEwHXD5R79+4lMTGRwMBAL0cmIpJ3pk2bRlYpmdTUVNq1a0fFihVZuXIlx48f5+GHH8Zay8svvwzAa6+9xpAhQ5g5cyaNGzdmzZo1dO/enXLlytGhQwcAkpKSaNmyJZUqVWLhwoVceeWV7Nu3j1KlShXorzO3jLU295OM8QW6Af8HVOKclWrW2juzmXsFsADXyZoWqG2t3WmMeQs4aa19JtcBiUihY4wpDcTGxsaed4qaiIhcXqy1+Pi4vh0MDAwkISHByxGJ5J2MHyJ9fX35+9//jp+fH59//rmXoxKRCzlz5gy7du2iZs2a562ILuyaN29OeHg4AQEBzJo1C39/f3r27Mno0aNZsWIFrVq1Yvny5dx+++0ATJ06lYkTJ7J582bCwsI8es9NmzbRvn171q5dS1hYGIsWLaJjx44AfPHFF7Rv394pyQAwf/58unXrxpEjRyhdujS33norTZs2ZcqUKc4z+/Xrx7p161i5ciUAr7/+OlOmTOGPP/6gRImLnRN5cdl9jePi4ihTpgxAGWtt3KW8j6dbMqenv3xxFfHfdM4rOy8CyUB1IPN3Ux8Cd3kYj4iIiIjkgw0bNnD27Nlsx4wePdppv/HGG/kckUjBykgGp6amsnTpUhYvXswPP/zg5ahExBPx8fG5fqWkpDjzU1JSiI+PJzExMUfP9cScOXMIDg5m9erVTJ48mbFjx7J06VKaN29Ov379iIyMJDY2lk2bNjFs2DBmzpzpJMsmTJhASEhItq/vv//eea+EhAS6dOnCjBkzsqzPuGrVKq6//nq32qStW7fm7NmzrF+/HnAdCnRu0iowMJA1a9aQnJwMwKeffsott9xCr169CA0N5frrr2fChAmkpqZ69HtUUDzakgn8E+hsrfVkw2kroLW19q9zlvxtA2p4GI+IiIiI5LG4uDhatmxJcHAw0dHRXHPNNW73rbVMmjSJl156yemLjIws6DBF8tUtt9ziJMgaN27M6tWrGTJkCN9++22WW5hEpPAKCQnJ9ZwFCxZw//33A7Bo0SI6d+5Ms2bNWLFihTPmqquu4tixY+fN9WRHX3h4OKNGjQKgdu3azJgxg+XLl9OyZUuee+45li1bxhNPPMFvv/1GZGQk//jHP5y5PXv2pHPnztk+v2rVqk67f//+3Hrrrdxzzz1Zjj106BChoaFufeXKlcPf3985Gbt169bMmjWLjh07cuONN7J+/XrefvttkpOTOXbsGGFhYezcuZPo6GgeeughlixZwrZt2+jVqxcpKSmMHDky179HBcXThFkSsN3DucG4ryzLUAHI/uNLERERESkw06ZNIyYmhtDQUGrWrHne/ZUrVzJkyBDn+sorryzI8EQKxDfffIO/vz/gOuAC4Pvvv2fp0qW0atXKm6GJyGUoPDzc7TosLIwjR44A4O/vz9y5cwkPD6dGjRpMmzbNbWz58uUpX758jt7n008/JTo6mp9//jnbcVl9MGCtdfpHjBjBoUOHuPnmm7HWEhoaSrdu3Zg8eTK+vr4ApKWlUalSJd588018fX2JiIjgwIEDTJkypVAnzDzdkjkV6Othof7vgK6Zrq0xxgcYiOv0TRERERHxspiYGKZOnQq4tlxmfNObWVBQkNuqs6FDL/lcKJFCJ3O9nczbh4YNG+bR6hER8Z7Tp0/n+pV5Bdc//vEPTp8+zRdffOH23N27d2c51xPn1vgyxpCWluZc//jjj4Dr3+mYmBi3sbnZkhkdHc2OHTsoW7Ysfn5++Pm51lPdd999NG/eHIDKlSs7K8kynDhxguTkZGflWWBgIG+//TYJCQns3r2bvXv3ctVVV1GqVCkqVKgAuJJ+1157rdv3EnXr1uXQoUPnnbhZmHi6wuw2XEX72xhjfsNVk8xhrb03m7kDgRXGmJsAf2AyUB8oDzT1MB4RERERyUNTp04lLi6O8PDwLE/GBIiIiGD//v3O9ZNPPllQ4YkUqIiICKdez7hx43j++edZt24dH3/8sdsP0yJSuAUHB1/S/MyJpbx8bk7t2LGD/v37M3PmTBYsWEDXrl1Zvny5U2sxN1syBw8ezOOPP+52r0GDBrz44ovO6Za33HIL48eP5+DBg06dtK+//pqSJUsSERHhNrdEiRLOSvP58+fTvn17J66mTZvy/vvvk5aW5vRt3bqVsLAwZwVvYeRpwuwksMiTidba340x4cCTQCquLZofAa9Yaw96GI+IiIiI5JGjR48yffp0AMaMGeN8c5uVjMLHeXHqlUhhFR0dnXHqGq+88gr//ve/GTduHLNmzVLCTEQKRGpqKpGRkbRq1YpHHnmENm3a0KBBA6ZOncrAgQOB3G3JrFy5cpaF/qtXr+6UYWjVqhX16tUjMjKSKVOmEBMTw4ABA+jevTulS5cGXImvNWvW8Le//Y0TJ04QFRXFr7/+ypw5c5xnPvnkk7z88sv07duXp59+mm3btjFhwgT69Olzqb8t+cqjhJm19hFP5hlj/IBhwNvW2lGePENERERE8tekSZOIj48nIiIiy0LAaWlpzJs3j6uvvtrp69WrV0GGKFKgMn4wBFcR7GeeeYYqVarw6KOPejEqESlOxo8fz+7du/nss88AV8Jr1qxZdO7cmZYtW3LDDTfk+Xv6+vqyePFinnrqKZo2bUpgYCAPPvggL7zwgjMmNTWVqVOn8ueff1KiRAlatGjBjz/+yFVXXeWMqVatGl9//TX9+/cnPDycqlWr0rdvXwYNGpTnMeclcyn77o0xFYE6gAW2WmuP5mDOaeB6a+1uj99YRAo9Y0xpIDY2Ntbtm0wRESncrLV07tyZhQsXsmTJEtq0aXPemGXLltGyZUv8/PxISUkBICUlJcs6ZyKXi9DQUKfw9r///W9+/PFHvvjiC8qWLevlyEQkszNnzrBr1y5q1qxJQECAt8ORfJDd1zguLi5jRXAZa23cpbyPR0X/jTHBxpi3gYO4ivh/DxwwxrxljAm6yPRlQHNP3ldERERE8pcxhv/85z9s3LiRu+66K8sxZ86coXbt2k6yrGTJkkqWyWVv3rx5Tnv69On89NNPLFq0iOTkZLZs2eLFyEREJD94WsMsCmgGdAB+SO+7DXgJ1wma2VV8/QKYaIy5HlgPxGe+aa391MOYRERERCSPNGzY8IL32rdvT926dZ0TMvNjG4hIYfP3v//daaempvLaa69Rt25d6tWrR3x8PNu3byco6GJrB0REpKjwaIUZcB/wmLX2C2ttXPprCdAdyPoYpf95DQgF/g3MAz7O9PLoIAERERERuXTz58/nwIEDORp7++23O+1PPvkkv0ISKVQyTokDuOeee7jxxhtJSUnh4MGDvPLKK16MTERE8pqnCbMg4HAW/UfS712QtdYnm5fW8ot4wBjzlDFmlzHmjDFmvTHm9mzGdjPG2CxeWW7wN8YMSb8/Lf9+BSIi4m07d+4kMjKSq6++mr1792Y5JjU1le+++w5rLQcP/u9w89DQ0IIKU8SrXnvtNac9cuRI/P39GT16NADPP/88sbGxXopMRETymqcJs1XAmMw/YBtjAoFR6fdEpIAYYx4ApgHjgUa4agp+YYypns20OCAs88taeyaLZzcGngB+yeu4RUSkcBk3bhwpKSk0a9aM6tWz/ifkiy++oFmzZtx8881OX4UKFQoqRBGvy3xq7OLFi/nss8/Ytm0bdevWJSYmhqioKC9GJyIiecnThFk/4FbgL2PMcmPMMmAf0BTom9UEY8ydxpjf00/OO/deGWPMb8aYOzyMR6Q4+zfwlrV2lrV2i7W2H64/j9nVErTW2kOZX+cOMMaE4No23R04kS+Ri4hIofDnn3/y7rvvAjB27NgLjtu3bx8hISEcO3bM6Vu+fHm+xydSmJQrVw6AgwcP0rFjR8aPH0/v3r0BiIqK4ujRo94MT0TSWWu9HYLkk4L62nqUMLPWbgZqA0OAjbhWnwwGrrHW/naBaf2AmVkd62mtjQXeAPp7Eo9IcWWM8QcigK/PufU1rqT2hYQYY/YYY/4yxnxujGmUxZhXgMXW2mU5jKWkMaZ0xgsolZN5IiLifWPGjCEtLY0OHTrQpEmTC4578sknOXDgALt27XL6wsPDCyJEkUKjW7duTrtZs2b069eP9u3bExERwenTp3n++ee9F5yIUKJECQASEhK8HInkl4yvbcbXOr94dEqmMWYIcNhaO/Oc/keNMRWttZOymNYQGJTNY78GBngSj0gxVgHw5fyagoeByheY8wfQDdgMlMa1KvQHY0xDa+02AGPMP3El4m7KRSxDcG3LFhGRIuTXX39l/vz5QParyzKUKlXK+WQ3JCQkX2MTKYymTJnCiy++CMCWLVuIjo4GYPz48dx11138+eefWGsxxngzTJFiy9fXl7Jly3LkyBEAgoKC9OfxMmGtJSEhgSNHjlC2bFl8ffO3DL5HCTOgB/BgFv2/AfOBrBJmoUByNs9MASp6GI9IcXfumlSTRZ9roLU/AT85A435AdgAPA30McZUA6YDrbKqa5aNiUDmwh2lgL9yMV9ERLxg1KhRWGvp1KkTN9xwQ5ZjkpOTOXjwINWrV+fhhx92+sePH19QYYoUGr6+vtSqVYudO3dy6NAhzp49S8mSJWnVqhWrV6/OdpWmiBSMypVdawcykmZyeSlbtqzzNc5PnibMKgMHs+g/iquAeFb2Aw2A7Re4H36BZ4rIhR0DUjl/NVklsj7J9jzW2jRjzFpc26zBtbKsErA+0ycxvsAdxpjeQElrbWoWzzkLnM241qc4IiKFX1paGjVr1iQ4ONg56S8rn376KZ07d+aRRx5h3rx5Tn+fPn0KIEqRwqdXr14888wzgKsGoL+/P3/99VLfQS8AACAASURBVBd///vfvRyZiIDrZ5GwsDAqVapEcnJ263akqClRokS+ryzL4GnCLKPA/65z+psCBy4wZwkw1hjzxbmrVtJP2BwDfO5hPCLFkrU2yRizHmgJLMp0qyXwSU6eYVyZrRtwbdEEWI4ruZ3ZO7i2ck7KKlkmIiJFk4+PDy+88AIjRoygTJkyFxy3Zs0a0tLSCA0NJTXV9c+An5+n30aKFH19+vRxEmYtW7bkyJEj1KhRg127dmGM4ejRo3z11Vf861//8nKkIsWbr69vgSVX5PLj6Xc6s4BpxpgSQHR63/8Bk4GpF5jzHHAvsNUYMwP4E9eWsbpAL1wrWLSuXyT3ooD3jDHrgFXAE0B14HUAY8y7wH5r7ZD061G4tmRuw1XDrA+uhFkvAGvtKeDXzG9gjIkHjltr3fpFROTykF2yDGDSpEk8+uijvPDCC05fz5498zsskUIrc8L4yJEjlCtXjuuvv54TJ06QlpbGNddcw6lTp2jYsCENGpz7OaSIiBQFHp2SiSsx9hbwKrAz/fUy8JK1dmJWE6y1h3Gd2vcrrlpHi4CPgQnpfU3Tx4hILlhrP8R1Cu1IXKfW3gG0tdbuSR9SHfet0mWBN4EtuA7bqArcYa1dU2BBi4iI1w0bNoxVq1bleHydOnWYM2eOc/3SSy/lR1giRUatWrWc9ksvvcTnn39O+fLlqVChAnfddRfWWkaMGOHFCEVE5FKYjFOOPJpsTAiuFWKJwLb0GkY5mVcOuAZXYfJt1toTHgchIoWSMaY0EBsbG0vp0qW9HY6IiGTy/fffc8cdd+Dn58e+ffsuWDg3KSmJtLQ0AgICgP/Vp/T19SUlJaXA4hUpjLZt28a1114LuFZpnjx50rn3xx9/UL9+fdLS0vjpp5/429/+5q0wRUSKlbi4uIyV82WstXGX8ixPV5gBYK09ba1da639NafJsvR5J9LnrVGyTERERKTgZF718thjj2V7ytR//vMfqlatyqRJk4iOjnb6hw8fnu9xihR2tWvXdtqxsbGkpqZy+vRpDh48yHXXXeecKDts2DBvhSgiIpfgkhJmIiIiIlK0REdH8+233+Lv73/RH+Q/+eQTYmJiSEpKonv37k6/tpmJuJQqVcppDxkyhEqVKjFkyBAARo0aRYkSJVi+fDnLly/3VogiIuIhJcxEREREiglrrbM6rEePHlSrVi3b8R988AGLFy+me/fu7Ny5E4CAgACdOCaS7p133nHa8+fPJzExkc2bN2OtpUaNGs7hGMOGDeNSSuGIiEjBU8JMREREpJj44osv+OmnnwgMDHRWwWTH19eXtm3bcuTIEacvPDw8P0MUKVLuu+8+p71v3z7WrFnDunXrnHp/Q4cOpWzZskRERHDmzBlvhSkiIh7wu/gQERERESnqrLWMHDkSgF69ehEWFnbBsampqfj4+Dg/9Gfejvnll1/mb6AiRUyNGjXYs8d1OLkxxvlzA1C5cmX27t3rtnVTRESKBq0wExERESkG0tLS6NmzJ/Xq1ePZZ5/NduycOXNo1KgRCxYsAGDTpk0A+Pv7U65cuXyPVaQoGThwoNN+6qmnAFeCOjU1FUDJMhGRIkoJMxEREZFiwNfXl8cff5xff/2VihUrZjv2nXfeYdOmTezZs4ft27dz9qzrMPSWLVsWRKgiRUqvXr2c9tq1a3njjTe49tpree+999zGbdy4kSeeeILk5OSCDlFERDyghJmIiIhIMZJ5u9iFfPLJJ0RFRdGtWzc6derk9H/44Yf5GZpIkZX5IIzffvuN7du3s3DhQqcvKSmJNm3aMHPmTGbPnu2FCEVEJLeUMBMRERG5jKWkpNC2bVtmz55NSkpKjuaUL1+e/v37U7FiRWc7JkBwcHB+hSlSpD3yyCNOe+vWrcydO5f58+c7ff7+/s5BG2PGjNEBACIiRYDR8cYikh+MMaWB2NjYWEqXLu3tcEREiq13332Xhx9+mPLly7Nr165c/Z184MABqlatCriKlx88eDC/whQp8jJWb/r5+WW57fLs2bPUrl2bffv2ERUVRf/+/Qs6RBGRy15cXBxlypQBKGOtjbuUZ2mFmYiIiMhlKjk5mTFjxgCuwuQXS5bNnDmT+++/n1WrVgHQokUL517m1TIicr6yZcsCrlWdMTEx590vWbIko0ePBmDChAmcOnWqIMMTEZFcUsJMRERE5DI1Z84cdu7cSaVKlXj66aezHWut5eWXX2bhwoWsXbsWcG0ty9CsWbN8jVWkqOvXr5/T/v3335k/fz7t27dn586dTn/Xrl259tprOXbsGNOmTfNGmCIikkNKmImIiIhchs6ePcu4ceMAGDx48EXrjxljeO+99+jVqxeRkZHExsY696688sp8jVXkcjBy5Ein/dBDDzFr1iwWL17stjrTz8/P+XP5wgsvcPz48QKPU0REcsbP2wGIiIiISN5766232Lt3L1WqVKFnz545mtOwYUNmzJgBwE033eT0L168OF9iFLmcGGPw8/MjJSXFqVPWtGlT7r//frdxnTp1onXr1rRt25aQkBAvRSsiIhejhJmIiIjIZSYpKYnx48cDMHToUAIDA3P9jA0bNjjt8PDwPItN5HLWu3dvpk2bhrWWP/74w6khmJmPjw9ffvmlF6ITEZHc0CmZIpIvdEqmiIh3fffdd7z66qvMmTOHkiVLZjv27bffZseOHfTo0YPq1atnPmGKkJAQFScXyaG0tDR8fX0BqFChAkePHr3oHGutc8KmiIhcGp2SKSIiIiLZuuOOO5g/f/5Fk2XWWiZNmsSECRP44osvAPi///s/5/68efPyNU6Ry4mPjw8VK1YEIDY2Fmsta9euZdSoUZy7UMFay4IFC2jYsKHbwQAiIlI4KGEmIiIichlJTk7O1XhrLRMmTKB9+/Y8+OCDAKxbt865f/fdd+dpfCKXuzZt2gCuP4urV6/mzjvvZOzYsaxatcptnDGGt956i82bN2e5dVNERLxLWzJFJF9oS6aISMGLi4ujQYMGdOnShZEjRxIUFJTrZ+zcuZOrr74agNKlS7udlikiFxcfH+8U8w8NDaVjx46cPHmSIUOG0LBhQ7ex69ato3Hjxhhj2Lx5M/Xr1/dGyCIilw1tyRQRERGR80ybNo29e/fyySefXHQr5oV06NDBab/66qt5FZpIsREcHOy0Dx8+zNSpU5k/f/55yTJwnUZ77733Yq1l5MiRBRmmiIhchBJmIiIiIpeBEydOEBUVBcDo0aOdwuPZmTdvHnPmzCExMRHAOdkvw0MPPZQ/wYpc5jKfLDtz5sxsx44bNw5jDB999JHbdmgREfEuJcxERERELgNTp04lNjaWBg0acP/99190fFpaGsOHD6dbt24sWLAAgFWrVpGWlgZA8+bN8zNckcvaV1995bQHDRoEwLFjx4iOjj5vbL169YiMjARg+PDhBROgiIhclGqYiUi+UA0zEZGCc/ToUWrWrEl8fDyLFi2iY8eOF51z5swZpk2bxn/+8x9WrlxJYGAgN998M6tXrwbgl19+oUGDBvkdushlyxjjtH/++WcaN25MYGAghw8fJjAw0G3srl27qFOnDsnJyaxbt46IiIiCDldE5LKgGmYiIiIi4pg8eTLx8fFERERwzz335GhOQEAAgwcPZv369QQGBnL27FknWebj46Nkmcglyjg8A2DLli2EhYVxzTXX8Ndff503tmbNmkyaNImvv/6aG2+8sSDDFBGRC9AKMxHJF1phJiJSMBISEqhatSonT55k8eLFtG3b1qPn/Pe//6VTp06ATscUyQt79+6lRo0aAFx55ZX88ssvlCtXzstRiYhc3rTCTEREREQACAoKYtOmTUycOJE2bdrkaM7HH3/Mjz/+SOYPTp977jmnPWXKlDyPU6S4qV69unP4xl9//ZWrDxBjYmKceoIiIuIdSpiJiIiIFHHVq1dn8ODBbjWTLiQlJYVevXrRtGlTPvvsM8B1wubGjRsB8PPz44knnsjXeEWKizp16jjtuXPnApCamsqRI0cuOCcqKoqaNWuycOHCfI9PREQuTAkzERERkSIqq1pIFxMXF0fr1q2pUaMGrVu3BnDbJtaoUaM8i0+kuFu2bJnTfvLJJ1m6dCnVqlVzTsXMyunTp4mLi2PEiBGkpKQURJgiIpIFJcxEREREiqBdu3ZRq1YtOnbsSGJiYo7nlS9fnrfffpvt27dTsmRJAIYPH+7cz9wWkUsTFhbmtBMTE7nqqqs4ePAgGzZsICEhIcs5/fv3p0KFCmzdupV33323oEIVEZFzKGEmIiIiUgSNHTuW5ORkEhMTCQwMzPV8Pz8/pz1x4kSnfffdd+dJfCLictVVVznttWvX8s0337B//36CgoKyHF+qVCmGDBkCwOjRozl79mxBhCkiIudQwkxERESkiMm88mTcuHE5nhcdHc2BAwfc+kaMGOEUF/f398+7IEUEgHXr1jnt/v3707x584v+WXvyySepWrUq+/bt44033sjvEEVEJAtKmImIiIgUMWPGjCEtLY327dvTpEmTHM1JSkrin//8J9WrV+enn34CXMXHM5+IOX78+HyJV6Q4u+KKK5wE2bnF/jOfVJtZYGAgI0eOBFx/Lk+fPp2/QYqIyHmUMBMREREpQn777Tc++OADwLUtM6cOHTpEnTp1qFy5MjfddBMAPj4+JCcnO2MGDBiQt8GKCACdOnVy2vv372fx4sXccccdTJo06YJzHnnkEa6++mqOHz/Od999VxBhiohIJuZCn2qIiFwKY0xpIDY2NpbSpUt7OxwRkcvG/fffz8KFC7nvvvtYuHBhrufHxMRQvnx5wLXqLKPwf5kyZTh58mSexioiLnFxcZQpUwaAiIgInnrqKR577DEaNGjAL7/8csF5P/zwA6GhoVxzzTUFFaqISJGW6e/bMtbauEt5lt/Fh4iIiIhIYRAbG8uqVaswxjBmzBiPnpGRLANo27at037//fcvOT4RyVrp0qXx8fEhLS2NjRs3cu+99xITE8MDDzyQ7bymTZsWUIQiInIubckUERERKSLKlCnDtm3b+Oyzz6hfv36O523cuJGkpCS3vnnz5hEdHe1cZ06eiUjei4yMBFy1A5ctW8aAAQOoVq1ajudv3rz5vBpoIiKSf5QwExERESlCAgMDadeuXY7HJyYm0qJFC6pVq8a2bduc/ldffdUpOJ6xVUxE8s+sWbOc9tNPP52ruc899xwNGzbUwRwiIgVICTMRERGRImDp0qWkpqbmet7WrVsJDAwkKCiIWrVqAbBz505+/PFHZ8x7772XZ3GKSNb8/PyoWrUqAIcPH8Zay3fffcfjjz/OmjVrsp176623Yq3l9ddfZ8+ePQURrohIsaeEmYiIiEgh9/3339OqVStuuukmt1Mtc6Jhw4bs2bOHr7/+Gl9fX+D8BFmHDh3yLFYRubCOHTsCYK1l0aJFzJo1i7feeuuiSes777yTO++8k6SkpFydjisiIp7TKZkiki90SqaISN6w1tKiRQu+/fZbnnjiCd54441Lfl7VqlU5ePAgAFWqVGH//v15EaqIXER8fDwhISEAlCpVikWLFvHhhx/SrVs3br311mzn/vTTT9xyyy34+Pjw+++/U6dOnYIIWUSkSMnLUzK1wkxERESkEIuOjubbb7/F39+f4cOH52rugQMHzuv74YcfnGQZwEcffXTJMYpIzgQHB+Pj4/oR7NSpUwQFBfHmm29eNFkGcPPNN3P33XeTlpbGyJEj8ztUEZFiTwkzERERkULKWsuIESMA6NGjR65O1Dt16hR16tShSZMmbifrzZkzx2kbY/jb3/6WdwGLyEW1b9/eaffp0ydXc8eNG4cxhgULFvDzzz/ndWgiIpKJEmYiIiIihdSXX37JqlWrCAgIYMiQIbmau3r1as6ePUtsbCwVK1YEXCdmvv/++86YwYMH52m8InJxCxcudNrr1q0jJiaGvXv38sILL5CYmJjt3PDwcLp06UKFChXYu3dvfocqIlKs+Xk7ABERERE5X+bVZb179yYsLCxX8//+97/z119/sWfPHowxAHzyySckJCQ4Y4YNG5Z3AYtIjpQoUQIfHx/S0tIA16rP6dOns2fPHmrWrMl9992X7fyoqCiCgoIoVapUQYQrIlJsaYWZiIiISCF0/Phx/P39CQ4O5tlnn/XoGZUqVaJx48bO9ezZs512uXLlCA4OvtQwRcQD//rXv5z2888/zwMPPECzZs1ydFBSaGiokmUiIgVAp2SKSL7QKZkiIpfOWsv27dupXbt2ruYlJiYSGBjo1nfw4EGqVKniXN9+++189913eRKniORexspPcB3u0aJFi1zNt9ayaNEiKlasyO23357X4YmIFEk6JVNERESkGDDG5DpZduLECapWrUpkZCTx8fFO/7x589zGLVmyJE9iFBHPZNQWBHj11VdzPT8qKor77ruPfv36oUUQIiJ5TwkzERERkUIkNTWVqKgoTp486dH8xYsXc+LECTZt2kRQUJDTv337dqddtWpVQkJCLjlWEfFcRo1CcB0EcPjwYc6ePcvKlStzNL9r166EhISwYcMGPvroo/wKU0Sk2FLCTERERKQQ+eCDD3jmmWe46aabSE1NzfX8f/3rX6xdu5Zp06a5bflq1KiR0/a0JpqI5J2nn37a7XrGjBlUrlyZZs2acfjw4YvOr1ixIv/+978BGD58uEd/X4iIyIWphpmI5AvVMBMRyb3k5GTq1q3Ljh07mDhxIoMHD86zZwcFBZGYmAhAWlqaWzJNRLwjODjYObm2atWqhIWFceDAAebPn5+jumSxsbHUqlWLmJgYZs+ezcMPP5zfIYuIFGqqYSYiIiJyGXr33XfZsWMHFStWpHfv3rmen9UHocnJyWzfvt1JlgUGBipZJlJIvP/++057//799O3bl7179+a4iH+ZMmWcxPro0aNJSkrKlzhFRIojJcxERERECoGzZ88yduxYAAYPHpzrGmNHjx6ldu3ajBkzhpSUFKf/q6++cjs4oG/fvnkTsIhcsnvuuQcfn//9SLZgwQJ8fX1z9YxevXoRFhbG7t27mTVrVl6HKCJSbClhJiIiIlIIvPXWW+zdu5ewsDCefPLJXM+fO3cuO3bsYPHixfj5+Tn9q1atchs3ceLES45VRPJOs2bNnPYNN9zgrBSNjY3N0fygoCBGjBhBo0aNqFOnTr7EKCJSHKmGmYjkC9UwExHJucTERK655hoOHDjAjBkz6NWrV66fcfbsWf773/9StmxZ2rZt6/Tv3buXGjVqAHDFFVdw7NixPItbRC5dpno73HHHHcyYMYPIyEjS0tL45ZdfcvSM1NRUjDFuq9VERIqjvKxhpoSZiOQLJcxERHLu+PHjDBw4kBUrVrBlyxZKliyZZ89u0qQJa9euBSA6OpoWLVrk2bNFJG/4+/uTnJyMMYbjx49TuXJl0tLS2L59u5PwFhGRi1PCTEQKPSXMRERyLzExkcDAwDx73qlTp9z+Dtb3fSKFU+vWrfn6668BeOGFF0hNTeWxxx7jiiuuyNVzTp8+zUsvvUSJEiUYOHBgfoQqIlKo6ZRMERERkcuQJ8myAwcOcOedd/LBBx+4JcS2bt1K2bJlnetq1arlSYwikvcWL17sbKccMGAAy5Yty3WyDGDp0qUMGzaMMWPGcOTIkbwOU0SkWFHCTERERMRL4uLieOSRR/j99989fsZbb73FN998w6uvvooxxul/7733SEtLc67XrFlzSbGKSP7x8/MjIiLCub711ls9WhHasWNHIiIiiI+P5/nnn8/LEEVEih0lzERERES8ZPr06cyePZv777/f4+2Sjz76KKNHj2bAgAFOX1paGnPmzHGujTFUrlz5kuMVkfzz6quvOu29e/eyfv16OnfuzKBBg3L8DGMMEyZMcJ63b9++PI9TRKS4UA0zEckXqmEmIpK9EydOULNmTWJjY5k/fz4PPPBAnj17xYoVbsX9H3jgAebPn59nzxeR/JGxStQYw+LFi2nbti2VKlVi//79+Pn55egZ1lpatGjBt99+S/fu3XnzzTfzM2QRkUJFNcxEREREiripU6cSGxtLgwYNuP/++/P02ZlXlwFKlokUERUrVgRcSa/Nmzfz4IMPsmTJEnx9fXP8DGMM48ePB+Dtt99m27Zt+RKriMjlTgkzERERkQJ29OhRpk+fDsCYMWOcYt+5sWfPHrp37866devc+uPj4/nwww+d67w8dVNE8teXX37ptAcNGsS+ffuIiIhwq0+YE02bNqVdu3akpqYyevToPI5SRKR4yNm6XhERERHJM5MnT+b06dPceOONdOzY0aNnzJw5k1mzZrFr1y6WLVvm9C9atIjExETnOnPyTEQKtxtvvBFjjFPT8Pvvv+e3336jfv36pKam5mql2XPPPUdISAgjR47Mr3BFRC5rSpiJXAaMMU8BA4Ew4Degn7X2+wuM7Qa8k8WtQGvtmfQxQ4B7geuAROBHYJC19s+8j15EpHg5dOgQr7zyCgDjxo3L9cqRDO3bt2fXrl3nbed89913nXbZsmXp0KGD58GKSIFr0qQJq1evdq4z/r6IjY1l7ty5Of4744YbbtB2bBGRS6Ci/yJFnDHmAeA94CngB6AH8DhQz1q7N4vx3YDpQJ3M/dbaQ5nGfAnMB9biSqyPBxqkPzM+h3Gp6L+ISBbi4+N55ZVX+P777/n00089Tphl5a+//qJatWrOdb9+/XjxxRfz7Pkikv+SkpIoWbKkcx0cHExiYiLWWtauXUtERIRHz01JScnxwQEiIkVVXhb9V8JMpIgzxqwGNlhrn8zUtwX42Fo7JIvx3YBp1tqyuXiPisARoJm19rsczlHCTESkgE2aNInBgwc710lJSZQoUcKLEYmIJ/z9/UlOTnauH3zwQR5++GFatWqV62ft37+foUOHcuDAAZYuXZqXYYqIFDo6JVNEADDG+AMRwNfn3PoauDWbqSHGmD3GmL+MMZ8bYxpd5K3KpP83xsNQRUQkj2zfvp3Jkydz9OhRt35rrdvpmL6+vkqWiRRRUVFRbtdbt271KFkGkJqayvz581m2bBnLly/Pi/BERIoFJcxEirYKgC9w+Jz+w0DlC8z5A+gG3A10Ac4APxhjamc12Lj2CkUBK621v14oEGNMSWNM6YwXUCo3vxARkcvdrl27aNy4MZ988gmXssL/9ddfZ9CgQTz++ONu/evXr2fLli3O9bhx4zx+DxHxrt69e7tt1163bp1zIu6JEyd47bXXcvys6tWr07NnTwCGDh16SX//iIgUJ0qYiVwezv3Ox2TR5xpo7U/W2rnW2k3pBwN0BrYCT1/g2TOAcFzJtewMAWIzvf7KYewiIsXCuHHjWLduHTNmzLikumWNGzemcePGdO/e3a3fx8cHf39/wLWda8iQ83bli0gR0rBhQ7frN954g4SEBG666Saeeuop5s6dm+NnDR06lKCgINasWcOnn36a16GKiFyWlDATKdqOAamcv5qsEuevOsuStTYNV3H/81aYGWNexrUSrYW19mIJsIm4tm5mvK7MyfuLiBQHW7dudU6vvNSVXw888ABr1qyhXbt2bv1JSUkkJSUBcNddd13Se4iI961YscLt+v333yc5OZmuXbty9dVXU7du3Rw/KzQ0lH79+gEwfPhwUlNT8zJUEZHLkhJmIkWYtTYJWA+0POdWS/h/9u48Tsd6/+P463vPvtlFttSQrbJnyRJpwa8FKU4nWUpZzumkok0RTsmSoyxJJXRUyOR0UB1OIZQ1SxQzKMY6GIPZ7+/vj3vmOvdYx+zL+/l4zGPu67q+1/f63OPrXj7Xd2FNZupIG3LZADjkvc8Y8y7QFWhvrd2biVgSrbWn03+AuEw+DRGRIm/kyJGkpqbSuXNnmjdvniN1nt9LzXt+o5kzZ+bINUQk/5QsWRIfHx9n+9y5c8yZM4dXXnmFTZs2XfVqmc899xylSpVi+/btfPrppzkdrohIkaOEmUjhNxF43BjT1xhTxxjzNlANmA5gjJltjHkjvbAx5jVjzN3GmBuMMQ2AD/AkzKZ71TkF+DPwJyDOGFMx7Scor56UiEhRsWPHDubNmwfA66+/nuV6du/eTUREBCkpKRcc++CDD4iL89yncLlclC9fPsvXEZGCw3vVW/DMYehyuTKsQH7q1KlM1VW6dGmGDh0KwOTJk3MuSBGRIkoJM5FCzlr7GfA34FVgC9AG6GSt3Z9WpBpwrdcppYAZwE48q2lWBtpYa3/yKjMAz7DK7/D0PEv/eTjXnoiISBE1YsQIrLV07dqVRo0aZbmeyZMn06VLF5588skM+48fP55hAYD+/ftn+RoiUrCMHj06Qy+z3377jd27dzvbX331FeHh4Xz++eeZqu+vf/0rY8aM4dtvv83xWEVEiholzESKAGvtVGttdWttgLW2sbV2pdex2621vb22n7HWXpdW9hpr7d3W2rXn1Wcu8TMr756ViEjh98svv7BgwQKMMYwcOTJbdVWsWJHy5cvTo0ePDPsPHz6cYftqVs8TkYLvkUcecR4PHz6cG2+80dles2YNJ06cYPr06Zla/TIkJISXXnopQw81ERG5OKNlhUUkNxhjSgCxsbGx+lAmIsWWtZbFixezcePGbA3HTJeYmIifnx8u1//ueb733ns89dRTANSoUSND7xMRKfwSEhIICvLMinH+//GUlBTeffddBgwYQEBAwFXVa61l3759XH/99Tkar4hIfjp9+jQlS5YEKJk2t3aWKWEmIrlCCTMRkbzh7+9PcnIyAMeOHaNcuXL5HJGI5LTg4GDi4+MBT6IrNjY2/QthlkRHR9O1a1f27NlDVFSUPquJSJGRkwkzDckUERERyQXpX26zKyoqih07dlz02MqVK51kma+vr5JlIkXUq6++6jyuUaMGTZo0we12ZyhjreXDDz9k8eLFV6zvmmuu4dSpU8TExDBp0qQcj1dEpChQwkxEw+i+9AAAIABJREFUREQkh61evZqqVavy9ttvZ7uuN998k5tuuokRI0Zk2J+amspdd93lbL/88svZvpaIFEwvvPACFSpUACAyMpKoqCi2bduWocy8efPo168fjz32GNHR0Zetz9fXl1GjRgEwfvx4YmJicidwEZFCTAkzERERkRw2fPhwYmJi2LlzZ7brSkhIwMfHh/bt22fYv2LFChITE53t8xNqIlK0DB8+3Hn8l7/8hfr162c4/uCDD9KyZUuGDRtGxYoVr1hft27daNiwIXFxcYwdOzbH4xURKew0h5mI5ArNYSYixdWKFSu444478Pf3Z/fu3VSrVi3bdR46dIiKFStijHH2XX/99ezbtw+ARo0asXHjxmxfR0QKLrfbjZ+fH263G5fLRUpKSobXBPAsAuDr65vpOpcuXUqnTp0IDAwkMjKSSpUq5XTYIiJ5SnOYiYiIiBRA1lqnF0j//v1zJFkGcO2112b4Yrx161YnWQawbt26HLmOiBRcLpeLsmXLAp7k2X/+8x/OnDmToYx3ssztdl9x1dx77rmHVq1akZCQwOjRo3M+aBGRQkw9zEQkV6iHmYjkloSEBGei+4Lm22+/pVu3bgQGBrJ169ZMDYu6lOjoaEqWLHlBHdZaatasSWRkJAClS5fmxIkT2YpbRAqHdevW0aJFCwB8fHyoUqUKkZGR+Pj4ZCh34sQJevTowaZNm9iyZQtVqlS5ZJ2rVq2iTZs2NG7cmLVr1+Ln55erz0FEJDflZA+zzPfXFREREclnCQkJrFy5knPnzuV3KBew1jJs2DAA7rrrLnbs2HHJ1S0z4x//+Adr165l8uTJ9O/f39n/ySefOMkygOXLl2c9aBEpVJo3b46Pjw+pqamkpqayf/9+lixZwr333puhXEhICDExMcTHx7N169bLJsxat27Nf/7zH9q1a4fLpQFIIiLplDATERGRQiM5OZlz587h6+tb4HpB7N69m8jISAIDA/nTn/5EUFBQlutKTU3l4MGDJCYmUrNmTWf/yZMnGTx4sLPdqFEjGjZsmK24RaRwGTJkCOPGjXO2p0+ffkHCLCAggM8//5zExETq1q17xTrvuOMO53F8fHy2Xr9ERIoKDckUkVyhIZkikhvi4uJYvnw5QUFBBAQE5Hc4F9i3bx9RUVEXrGiZFQkJCezYsYMnnnjCeR196qmneO+995wyO3fupHbt2tm+logULt5zGhpjiIqKonr16tmu9+zZs9SqVYvOnTszfPjwy/ZMExEpiDTpv4iIiEgBVL169RxJloHnS3B4eLjzxXjt2rUZkmWlS5dWskykmKpfv77z2FrL+++/f9nyu3fvpmPHjhw+fPiy5RYvXszBgweZMWMGNWrUYMiQIRw7dixHYhYRKWyUMBMRERHJhvThkzklLi4Ot9udYV9KSgpPPfVUhn1du3bNsWuKSOGyfv36DNszZ84kKSnpomWttfTp04dly5bx9NNPX7benj17smrVKlq3bk1iYiJvv/02N9xwA8OHD+fUqVM5Fr+ISGGghJmIiIhINqxYsYJevXoxderUHKlvwoQJ/PnPf2bDhg3Ovn/84x9s3bo1Q7mZM2fmyPVEpPDx8/PL0Mvs6NGjREREXLSsMYb333+fjh07MnHixCvW3apVK77//nuWLVtG48aNOXPmDKNHjyY8PFwr8opIsaKEmYiIiEgWpaam8vHHH+N2u9Pny8iWxMREfv75Zw4dOkSZMmWc/W3btqVOnTrO9vkTfItI8fPdd99l2J4+ffoly9apU4clS5ZQuXLlTNVtjOHuu+9m/fr1LFy4kDp16tChQ4cMr0vn94QVESlqlDATERERyaKvv/6agwcPUqpUqRwZIhkQEMC8efMYNWoUN9xwg7O/QYMG/PHHH4Dni+wXX3yR7WuJSOFWqlQpwsLCnO3//ve/7Nq1K1PnbtiwIVNzkxlj6Nq1K9u2bcuQkNu7dy+1a9fmo48+IiUl5eqDFxEpBJQwExEREcmC5ORkZs+eDXjm/QkKCsqRegMDA2nVqpVzDYDJkydz5swZAOrVq4evr2+OXEtECrdFixZl2L5cL7N0c+fOpWXLljz22GOZ7iXm4+ND6dKlne23336b3bt307dvX2666Sbmz5+vHmciUuQoYSYiIiKSBUuWLOHIkSOULVuW+++/P9v1nd9LIz4+nqeffppRo0bx/PPPO/u/+eabbF9LRIqGO+64Ax8fH2d7xowZxMfHX/acW265BR8fH4KCgkhISMjSdd98803GjRtHmTJl+PXXX3nooYdo3LgxS5YswVqbpTpFRAoaJcxERERErlJiYiJz584F4JFHHiEgICDbdY4YMYLnn3+ePXv2AJ75iQ4dOsSHH37o9Nzw9/fn2muvzfa1RKTo8O5lFh8fz6effnrZ8rfccgsbNmxgwYIFBAcHZ+mawcHBPPfcc+zdu5cRI0YQFhbGli1b6Ny5M506dVLSTESKBCXMRERERK5SVFQU8fHxXHPNNXTu3Dnb9cXGxrJu3To2bNiAv78/APfccw9Dhw4lNjbWKff1119n+1oiUrTce++9lC1b1tmOi4u74jn16tXDGONsZ3U4ZYkSJXjttdeIiori+eefJzAwkKZNm2aoW0SksFLCTEREROQq1alTh08//ZTXX3/dSXBlR8mSJZkzZw7PPPMM1apVAzyTbVepUsUZqhkUFMTtt9+e7WuJSNEzb9485/G///3vTJ+XnJzMCy+8wIMPPpitXmHlypXjrbfeIjIykueee87Zv2LFCrp27cqOHTuyXLeISH4x6i4rIrnBGFMCiI2NjaVEiRL5HY6IFBFxcXEsX76coKCgHBkGWRBt2bKF66+/nsDAQB544AFnjqEffviBli1b5nN0IlJQ+fn5OQn2zH7H27FjB40aNSIpKYkVK1bQrl27HI2pVatW/PDDDxhjeOSRRxgxYgTh4eE5eg0REW+nT5+mZMmSACWttaezU5d6mImIiIhk0tmzZ/nxxx9zbH6e/fv3s2DBAmf7xIkTDB8+nF69erFjxw4nWebn56dkmYhc1ksvveQ8btGiBcePH7/iOfXq1WPKlCnMnz8/x5Nl4FmEoFu3blhrmTt3LrVr12bAgAEcPHgwx68lIpLTlDATERERyaSFCxfywgsv8Oabb2a7rhMnTjBw4ECmTJnC999/D8D06dM5c+YMFSpUYNSoUU7ZTz75JNvXE5GibeTIkVStWhWAdevW8dRTT2XqvMcff5wHH3wwV2KqW7cuCxYsYP369dx9992kpKQwffp0atSowcSJE3PlmiIiOUUJMxEREZFMiIuL4/PPPwfg1ltvzXZ9ZcqU4b777qN+/frccsstbNq0iW+//RZjDI8++iinTp0CwNfXl+7du2f7eiJS9C1cuNB5vHjx4kwtAODtzJkzTJs2LcdXuWzSpAnLli3j+++/p1WrViQkJFCxYsUcvYaISE7zze8ARERERAqD+fPnc/bsWa6//vosD106d+4cxhiCgoIAT88Oay1ut5tJkyYB0LlzZ0aOHOmc89lnn2U/eBEpFpo2bcott9zC1q1bSU5OZty4cbz++uuZOjc5OZnbbruNrVu3YozJdA+1q9GmTRtWrlzJd999R9u2bZ39s2fP5vDhwwwePJjg4OAcv66ISFaoh5mIiIjIFcTGxjpzjfXu3RuX6+o/Qh04cICBAwcyduxYp/eGj48Pvr6+zJs3jz/++IMyZcqQlJREamoq4Jm77M4778y5JyIiRd6QIUOcx6NGjWLfvn2ZOs/Pz49evXpRqVIl6tatm0vReVYAbteunfM6eu7cOV544QWGDRtGeHg4U6ZMISkpKdeuLyKSWUqYiYiIiFzBp59+Snx8PDVr1qR169ZZquPkyZMcPHiQHTt2ZJiM+8CBA84cZQ8//DDffPONc+yNN97IXuAiUuw89thj+Pj4ONvNmjXLdALqmWeeYfv27bRp0ya3wrtAQEAAb7zxBtWrV3d6mdWqVYuPP/7YuXkgIpIflDATERERuYwTJ06waNEiAPr06YMxJkv13Hzzzbz22mtMnz6d8uXLA2CtZdKkSSQnJ9O4cWNWrVrllA8LCyM8PDz7T0BEip30+RYBjh49Sr9+/TJ1nsvlonTp0s726dOnc3w+s/P5+Pjw2GOP8euvvzJlyhQqVqzIvn376N27NzfddBMrV67M1euLiFyKEmYiIiIilxETE0PFihWpW7cuzZs3z/R58fHxTJo0iZiYGGdfq1atKFu2rLO9YsUKNm7ciJ+fH61atWL79u2Ap8fFzJkzc+5JiEix0rVrV/z9/Z3tuXPn8uGHH15VHd9//z21a9dm1qxZORzdxfn7+zNw4EAiIyMZO3YsZcqUYdeuXYSEhOTJ9UVEzqeEmYiIiMhl1KxZkw8++IBRo0ZdVe+y8ePH8+WXXzJq1KiL9tA4c+YMU6ZMAaBnz54ZvpT26tWLkiVLZjt2ESm+1q5dm2F7wIAB/PTTT5k+f82aNRw6dIipU6fidrtzOrxLCg4OZujQoURFRfHPf/6Txo0bO8emTp2aoSeuiEhuUsJMRERE5Ap8fHwoU6bMVZ3Tt29fqlWrRr9+/S6aaHv//fc5efIkVatWpXz58sTGxgKeibd79OiRI3GLSPHVqFEjSpQo4WwnJSXRrVs3jh49mqnzhw0bxoQJE/juu++ytNBJdpUsWZKePXs627///jvPPPMMbdq04Z577mHjxo15HpOIFC9KmImIiIhcxC+//MLnn39OYmJipspbazlw4ICzXblyZT788ENuvvnmC8ru3buXf/3rX4BnRTvvL36tW7fOly+nIlL07N+/P8P2gQMHeOihh0hOTr7iuS6XiyFDhhSYIZEBAQH07dsXX19fvv76a5o0aUK3bt345Zdf8js0ESmi9GlMREREBE/Ca9++fcydO5cnn3ySQYMGMW3aNN56660rnpuUlMQbb7zBE088QVRUlLPfe6U6b9WrV+ell16ie/fuVKlSxZnU2uVyMXz48Jx5QiJS7JUqVSpDLy3wzE02dOjQq65r/vz5GRYTyGsVKlRg2rRp7Nq1i0cffRRjDF988QU333wzvXr14tChQ/kWm4gUTUqYiYiISLEWFxfHe++9R69evejTpw8ffPABv/32G8YYGjRokKnV5Xx8fIiJiSEpKYnffvvtiuWNMXTo0IG77rqLgQMHOvMDjR07NtvPR0TE2z//+c8LhoVPmjSJuXPnZrqOr776ioceeoi+ffsSGRmZ0yFelfDwcGbPns22bdvo0qULbrebhQsXqmeuiOQ43/wOQERERCQvJScnc/ToUSpXrgx4VmaLiIggISEBPz8/GjduTKtWrWjZsiWlS5fOVJ0+Pj68+uqr7Nu3j/r161+y3IkTJ/D39yc0NJSkpCSef/55Tp06BUCdOnVo0qRJ9p+giMh5pk+fzpNPPplhX//+/bnpppto0KDBFc/v2LEj7du3p1mzZlSrVi23wrwq9erV44svvmD9+vXs3LmTChUqOMdmzJhB165dKVeuXD5GKCKFnbnYqk0iItlljCkBxMbGxmaYcFZEJDvi4uJYvnw5QUFBBAQEZPq8c+fO8dNPP7Fq1Sp+/PFHypUrl2FVygULFlCuXDluvfVWgoODr1iftZbFixeTlJRE9+7dMx3H8OHD2bFjBy+99BI7d+7kww8/dI4tWbKEoKAgZzsxMZH4+HjuuOMOwsLCMn0NEZGL8ff3d+YuCw8PJzIykurVq7NhwwbKli17xfNTUlLw9S34/S1WrlxJ27ZtCQsL49lnn+WZZ57RZ1GRYuT06dPpK42XtNaezk5dBf8VT0RERCQLTp48yZo1a1i9ejUbN27MMMl1QEAAsbGx6R+oePDBB6+q7s2bNzNp0iRcLhcNGzakRo0aVzwnLi6O/fv3c/r0adxud4Zk2c0335whWSYiktMiIyOd3mFRUVFUr16d+Ph4fv/990wlzLyTZdZaIiMjM/Xal9d8fX1p2LAhmzdvZsSIEbzzzjsMGzaMQYMGZeqGiIhIOg30FhERkSLp/fffZ/z48axbt47k5GSqVKlCjx49ePfdd5k/f76TLMuKhg0b0rlzZx5//HHCw8MzdU5YWBgzZ85k7NixzJkzx9lvjGHy5MlZjkVEJDOqVq3K008/DXgSXqmpqWzcuJGGDRteVT1nzpzhwQcfpHHjxvk+n9nFtGzZkg0bNvD5559Tq1YtYmJiGDp0KDVq1GDatGmZWiFURASUMBMREZFCzFrLnj17+Oijj+jXrx+7du1yjrVu3Zobb7yRfv368eGHHzJ79myefPJJ6tWrl6XJoffs2eN80TLG8Oyzz9KzZ88LJtO+HH9/f9xuN9u3b3f2zZgx46pjERHJikmTJlGmTBkA/vjjD6Kjo51j8fHxmaojMDCQI0eOEB8fz4YNG3IlzuxyuVx0796d7du389FHH3Hddddx6NAh3nrrLTQlkYhkloZkioiISKGSmprKtm3b+PHHH1m9ejWHDx92jq1atYratWsD0KJFC1q0aJEj1/zmm28YP348HTt25JlnngHIdKJs7969/PTTT3Tr1g1rLS+99JJz7Oabby6QQ5pEpOjavHkz1113HQDNmzcnNTWVBQsW8Je//IVvv/2Wm2666bLn+/r6Mm/ePA4fPkzTpk3zIuQs8/X1pXfv3vTs2ZOZM2dSsWJF/P39Ac8CMMuWLeP//u//rurGh4gUH0qYiYiISKGxe/du+vbty+nT/5vD1d/fn6ZNm9KqVascS5CdLywsjJSUFE6ePHlVE1+73W4mTpzI9u3biYmJoUKFCqSkpACelTU1FFNE8lq1atWoX78+P//8M263m1deeYW1a9dy+PBhJk2axMyZM69YR9WqValatWoeRJszAgICGDRoUIZ9H330EU8++SSNGzdmzJgx3HXXXUqciUgGSpiJiIhIgXTq1Cn+/e9/k5SURJ8+fQC4/vrrsdYSGhpKy5YtadWqFU2aNMn1CfNbtGjBP/7xj6sezrl06VK2b99OUFAQ7dq1Y+DAgc6xSZMm5UaoIiJXtGXLFsqXL8/x48cZM2YMgwcP5vbbb+fFF1+86roOHDjAoEGDeOedd5xFBQqD+Ph4QkJC2LhxI/fccw9t2rRhzJgxtGrVKr9DE5ECwmgMt4jkBmNMCSA2NjZWS3mLSKZFR0fz5ZdfEhERwYoVK0hJSaFKlSr8/vvvGGOIi4tj1qxZ3HDDDYSEhORaHL/++iszZsxg5MiRhIaGZqmOU6dO0atXL+Li4njiiSf44IMPcLvdANx6662MHTv2sucnJiYSHx/PHXfcQVhYWJZiEBG5lOjoaKpWreq8Lq1evZrbbrvtquvp1KkTS5cu5e6772bZsmU5HWauOnr0KG+++SZTp04lMTERgI4dOzJ69GgaNWqUz9GJSFacPn06fWGnktba01cqfzma9F9ERETy3cyZM2nRogWVK1dm4MCBfPPNN6SkpFC3bl169epFQkKCU7Zq1aqZHhKZFampqYwZM4ZNmzbx/vvvZ7meadOmERcXx/XXX88nn3zifCkNDg6+YrJMRCS3VapUiSlTpjjbbdu25cSJEyQlJTF48GAWL16cqXqmTJlC+/bteffdd3Mr1FxzzTXXMHHiRPbs2UP//v3x9fVl6dKlDBs2LL9DE5ECQD3MRCRXqIeZiFyKtZaNGzdSv359/Pz8AHj66aed+byaN29Oly5deOCBB7jxxhsznBsXF8fy5csJCgoiICAg12LcvXs3n3zyCc8991yWepht3ryZIUOGAFCiRIkMc659++23mUr4qYeZiOSFgIAAkpKSAKhbty6PP/44Q4YMoUSJEvz000/UqlUrnyPMO5GRkYwYMYJBgwbRvHlzAGJiYjh9+jTXX399PkcnIpmhHmYiIiJSqCQnJ7N8+XIGDx5MtWrVaNq0KatWrXKO9+nTh2nTphEdHc3atWsZOnToBcmy3BQbG8uuXbuc7Zo1azJixIgsJcuSkpJ4++23AQgKCsqQLHv33XdztXeciMjV+u2335zHv/zyC4cOHaJ169acPn2aLl26EBcXd1X17dixg+jo6JwOM0+Eh4czZ84cJ1kG8Pe//51atWoxePBgDh06lI/RiUheU8JMREREcsW5c+dYtGgRvXr1okKFCnTo0IEpU6Zw4MABQkJC2Lt3r1O2QYMGPPXUU1x77bV5Hmd0dDQDBgxg2LBhOfJl6LPPPuOPP/4APJNKp3vkkUeoV69etusXEclJ1113HS+88IKzPW7cOF555RUqVarEzp076d27N5kdlfTll1/StGlT/vSnPzkrAhdm1lp2795NcnIyU6ZMITw8nGHDhhETE5PfoYlIHlDCTERERHKM95eqXbt20bVrV+bMmcPJkycpX748/fr141//+hfHjx+nX79++Rjp/5QtW5YSJUoQGhrqTPqcFdZaVq9ezezZsy84Nnz4cB5//PHshCkikmveeOMNqlSp4mz36tWLhQsX4u/vzxdffMGbb76ZqXrq1KmDj48PAQEBnD17NrfCzTPGGBYvXsyKFSto0aIF8fHxvPXWW9xwww28/vrrV937TkQKF81hJiK5QnOYiRQfv//+O19++SWLFi3ihhtuYObMmYAngXT77bfTuHFjunTpQsuWLfHx8cnWtXJqDjNrLcYYZ/vYsWMEBARk+fUqMjKSKVOmsHnz5guOde/enYEDB151nZrDTETymsvlcm589O/fnyZNmtC/f3+MMSxZsoR77rnninVs376dunXr4nIVrb4Z1lqWLFnCyy+/zM8//wzAs88+y/jx4/M5MhHxlpNzmClhJiK5QgkzkaLLWsuOHTuIiIhg0aJFbNq0yTlWpkwZjh49mu3E2KXkRMLszJkzjB49mttvvz1TX/4yY/r06Xz22Wf4+PjgcrlITk4GoGLFisybNy9LdSphJiJ5bd++fRkmt//kk0/47rvveP/99yldujQbNmzghhtuuKo63W53kUqeud1u5s+fz5tvvsmSJUucqQSOHDlCmTJlnMVsRCR/aNJ/ERERyTf33XcfN998M8OHD2fTpk0YY2jdujUTJ05k/fr1uZYsyynLli3jxx9/ZMqUKZw5cyZLdSQnJ3P8+HFnu0qVKtSoUQO32+0ky0qVKpXlZJmISH6oXr06s2bNcrYfeeQRunbtSrNmzTh58iRdunTJ9FBLt9vN3//+dzp37ozb7c6liPOey+Xi4YcfZtOmTRnm3ezbty+1a9dmzpw5pKam5mOEIpJTlDATERGRi0pKSmLZsmUMHDiQc+fOOfvr16+Pv78/nTt3ZubMmRw+fJiVK1fyzDPPXHXPg/zQtWtX7r//fiZMmJClVTB//fVX+vbty8iRI7HWsmjRIiZMmMCePXucoUwdOnRg0aJFOR26iEiue+yxx+jdu7ez3bFjR2bNmkWFChXYunUrTzzxRKYWAdi3bx9jxoxh2bJlLF68OBcjzh/nD+vfuHEjUVFR9OrVi1tuuYVFixZlerEEESmYNCRTRHKFhmSKFE5xcXEsXbqURYsWsWTJEk6f9vRkj4iI4P777wfgxIkT+Pn55cswwawMyXS73axYsYL27dvnyLCgY8eO0atXLwIDA+nQoQMLFizIcPz//u//ePbZZ7N9HQ3JFJH8VK9ePX755RfAkxz6/vvvad++PSkpKUyYMIEhQ4ZcsY65c+eSnJxM7969MySYiqKzZ8/yzjvvMHbsWE6dOgVAkyZNGDNmDHfeeWeRf/4iBYXmMBORAk8JM5HCZevWrbz44ov85z//ISkpydl/7bXXcv/99/PUU09Rv379fIzQIysJs1GjRrFixQp69epFnz59rvqasbGxrF69ms6dOzv71q9fzxdffMG6desylM3qBP8Xo4SZiOS3wMBAZ/Xga6+9lhdeeIGnn36aMmXKEBkZSalSpfI5woLn1KlTjB8/nkmTJjnDVz///HO6d++ez5GJFA+aw0xERESyJSoqyuk5ABAUFMSSJUtISkqiZs2aDB06lLVr13LgwAGmTZtWIJJlWXXrrbfi5+dHxYoVr+q8lJQUFixYwJ///GfGjx/Pli1bADh8+DAjR47MkCwzxjBu3LgcS5aJiBQECQkJziT2hw4d4o033uCVV15hzZo1V50sS0xMZPr06UVqPrOLKVWqFKNHjyYqKoq//e1v3Hjjjdx3333O8czOASci+U89zEQkV6iHmUjBYq1ly5YtzsqW27Zto2vXrixcuNApM3XqVG6//Xbq1KlTYIeOZLaHWUpKCr6+vs72kSNHqFChQqavs27dOqZOncoff/wBQHh4OEOGDOHrr7++YC6eOnXqMHXq1Kt8JlemHmYiUhAkJCRQsmRJp/dxpUqVOHjw4FXV4Xa7adOmDT/88APjxo3jueeey41QC6Tk5GQn6ZiSksJNN93ELbfcwuuvv07t2rXzOTqRoicne5j5XrmIiIiIFFYrV65k0aJFREREsG/fPme/j48PycnJWGud5FhR6B1lreXTTz9l5cqVTJo0yUmqZTZZtm/fPqZNm8ZPP/0EeHoK9OzZkxMnTjBo0KAMZV0uF9OmTePGG2/M2SchIlKABAYGcurUKcqVK8e5c+eIjo4mJCSEuLg4vvvuO7766ismTJhw2RstLpeLXr16sWvXLurWrZuH0ee/9GQZwKpVq/jtt9/49ddfWbhwIY899hivvfYa1113XT5GKCKXoh5mIpIr1MNMJH+c37OqRYsWztDBoKAg7r77brp06ULnzp0pW7ZsfoWZZVfqYXbixAn69u1LbGwsw4YN45577slUvadPn2bWrFl8+eWXuN1ufH19uffeezl58iTffffdBeXbt2/P8OHDs/t0Lks9zESkIElJSSE4OJjk5GQAKlasyJEjR7DWsn//fqpVq3bZ8621xMTEUK5cubwIt8DaunUrw4cPd3or+/n58eSTT/Lyyy9f9dQBInIhTfovIgWeEmYieedOlvFRAAAgAElEQVTUqVP8+9//ZtGiRSxfvpyoqChKly4NwPTp01m3bh0PPPAAd911F8HBwfkcbfZkZkjmli1b+P333zPMGXMpKSkpLF68mFmzZhEXFwdA8+bNKV26NMuWLeP8z0mVKlXi448/zpCUzC1KmIlIQZOSkkLNmjUz9Fh2uVxERERw7733AjB8+HCuu+46OnbsSOXKlS9Z13PPPUd8fDx//etfqVWrFkCGXs9F3Y8//sjLL7/M8uXLAc9NrW3bthEeHp7PkYkUbkqYiUiBp4SZSO6Kjo7myy+/ZNGiRfz3v/8lJSXFOTZv3jx69OiRj9HlnoslzDZu3EhoaKjzhSuzfvrpJ6ZOncr+/fsBuO666yhRogTbtm27oGypUqX45JNP8jThqISZiBRUzz//POPHj8+wr1evXrz++uuEh4eTmpoKwC233EKnTp3o1KkTLVq0yHCzoVKlShw6dIj169fTpEkTABYsWMDgwYO5//77ee+995yy27Zto3z58lSoUKHIJdRWrFjByy+/TGBgICtWrHCen9vtxuXSGn0iV0tzmImIiBRj8+fP56GHHsqwr169ejzwwAN06dKFRo0a5VNkeW/16tW89tprlCtXjunTpzs96zJj8eLF7N+/n7CwMGrVqsXGjRsz9Cjz8fHhgQceoHfv3oSGhuZG+CIihdK4ceOoU6cO/fr1c/bNnj2bJUuW0KNHD/bs2cNPP/3E1q1b2bp1K2+++SYlS5bkrrvuolOnTtx9992MHj2ayMhIatas6dQRFRXFkSNHLlhJsmPHjhw8eJB169bRrFkzwDO0ceXKlTRu3JgWLVrkzRPPBe3bt2fNmjWcOnXKSZbFxMTQrFkzBg0axIABAwgMDMznKEWKJyXMRERECii3282GDRuIiIigQYMGTpLstttuw+Vy0axZMydJ5v2Fozhp0KABlStXpk6dOlfs/XXmzBlSU1MpWbIkJ06cICAgAB8fH+Li4tiwYUOGsp06dWLIkCH4+PjkZvgiIoVW3759sdby+OOPO/uOHz/OJ598ws6dOylXrhxff/01S5Ys4euvvyYmJob58+czf/58ABo3bkzHjh355ZdfaNasGS6XiwEDBtChQ4cMQ+5TUlLw9/fH5XJlGK749ddfM3ToUHr27JkhYfbQQw9RokQJXn/9dSpVqgRAampqgX49N8ZkuOEzY8YMIiMjGTJkCBMmTODVV1+lT58+GRYQEJHcpyGZIkWAMWYg8DxwLbAD+Ju1dtUlyvYGPrrIoSBrbUJW6rzEdTQkUyQLkpOT+f7774mIiCAiIoKDBw8C0KFDB7799lun3PHjx4vlxMm///47X331FeHh4c4XqvTXmfQ784mJiRw9epTQ0FDnC8jPP//Miy++SFBQECdPnrxgbjKA0NBQmjRpwquvvloghvxoSKaIFAbx8fFUqFDBmQcSPAmgf/7zn3Tr1s0ZVrh+/XqWLFnC0qVLM9ykCA0N5fjx485remJi4kXnqExKSsLPz895fV64cCFz586lQ4cOzirGCQkJBAcHY63lyJEjXHPNNQBMmDCB0aNH89RTT/HGG284da5evZoqVapQrVq1AjX8MSUlhY8//piRI0fyxx9/ABAeHs7IkSPp0aNHgU7+ieQ3DckUEYcx5mFgEjAQ+AF4ElhqjKlrrf39EqedBjJM9nNesiwrdYpINqTfpV+0aBEnT5509oeGhtKxY0e6d++eoXxBT5ZZa4mPj8fHx8f54hMXF8eqVatITU11JocGzzCetWvX0r17d9q3bw/A/v37ueeee/Dx8WH79u1O2aFDh/LZZ5/Rp08fKleuzNGjRzl27BhHjhzh2LFjHD16lNjYWAAGDhxIy5Yt+etf/8qJEycAzxe781WqVImxY8dSpUqVXPt7iIgUVUFBQZw+fZo+ffowa9YswPMe0LNnT/z9/UlOTqZBgwY0atSI+vXrM3HiRCpWrMiaNWtYunTpBYu4NGjQgBIlSvDxxx9Tu3ZtZ7+/v3+G63br1o1u3bpdEM/s2bPZt28f5cuXd/ZFRUVx6tSpDEmxpKQk2rZti9vt5vDhw1SoUAHwzCm2efNmWrduza233pojf6Or5evrS79+/XjkkUeYMWMGY8aMITIykj//+c9MmDCBH3/8ET8/PxITE1m9ejW+vr74+fnh5+fnPPb19aVMmTJO0tBaS2xsbIayBSlJKFIQqYeZSCFnjPkR2GStHeC1bycQYa198SLlewOTrLWlcqrOS9ShHmZSLFhrcbvdzm+3201AQIBzBzwhIYHExETnWPpPYmIiW7ZsybCS41133cW3335L+fLluf/++3nggQe444478nzukrNnz/Lbb7/hdrtp3Lixs3/BggXs3LmT++67j/r16wPw22+/MWDAAMLCwoiIiHDKdunShYiICN577z369+8PwM6dO6lbty5lypQhJibGKfvoo48yd+5cxo0bx6BBg9ixYwd79+7loYcewtfXl6SkJB566CHWrl1LdHT0RXuHXS1/f3/uvPNOnnvuuWzXlVvUw0xECpukpCRq1qzJ779f+f7qddddx9y5c2nVqhXgec07fPgw1atXx9fXl5iYGOczZEREBPHx8dx2220EBwcTEBBAQEBAhh5nl3Pu3Dn27t1LWFgY1apVAzyL57Rr145jx44RExPj1DN48GCmTJnCCy+84PRGS05Opl27dlSvXp0ZM2Y4UwAkJCRkeM/PLWfOnGHy5MmMGzeOhx9+mOnTpzvP4XIrkfbr14+ZM2cCnt7YpUpl/PhvjHGSZw8//DAffPAB4OnhVrt27QzJN+/frVu3ZvTo0U49jzzyCECGMumP69SpwxNPPOGUnTx5MqmpqRnKpZetUKECd9xxh1P2hx9+uKBs+uOQkJAMN7ri4uJwuVxOuYLQU1zyh1bJFBEAjDH+wDmgu7V2kdf+fwANrLVtL3JOb2AmcBDwAbYAw621m7Na5yViKxQJsyVLlvDBBx/www8/kJycjDGG5ORkXC4XqampJCcnExISQnJyMuD5YJGYmIgxhpCQEEqUKEFISAjR0dHExcURFhZGSEgIAQEBJCUlceTIEWfeDGutcyfP7Xbj4+OD2+126k0vFxQURFBQEG63m7Nnz5KQkEBgYCAlS5YkJSWFpKQkzpw5k2H1JGMMxhin3uTkZCepkP7b39/f+QBhjOHcuXPOHE6pqamkpqaSkJDg1Jcer6+vr7PMe0pKihNzOl9fX2fVK39/f86dO4evr6/zN0xNTSUlJSVDkiP9A1r645SUFGdFLe8y6UMOQkJCOHfuHC6XC5fLRXJyspN4Ov99LCAgwNmXfv3zuVwurLWUKFGChIQErLX4+PhctPdROu8PX5eqN11YWBiJiYlYa/H19b1svb6+vk696e3A5XLhdrudv0FoaKhzzfTkW+nSpZ32evbsWVJTU5160v+9vK+R/m+Q/u/qcrkIDg4mISGBhIQE598w7QOGk9BK/zdIjy39b+Xd5tL/Fun703sUpP9fAk8PhPR2d35b8P6dnnhMj9s7IZld5cqVo2fPnnTt2jXbdeUFJcxEpLCKj4+nffv2rFu37rLl0j8zNW3alP379/Prr7/i6+vrfJ4Bz/tC+uewy3G5XBne+0JCQujYsSNJSUns27eP7du343a7nSGbKSkppKSkZHivjY+PJykpiZSUFFwuF4GBgYSEhOB2uzl+/DgAZcuWpV27dvj4+PD9999z+PBhfHx8nCRacnIyiYmJuFwuAgICCAsLIyEhgXPnzjn1BgQEEBISgsvlcnqVh4SE0LZtW0JCQti8eTN79uzBWktAQAAul4ukpCSSkpIwxhAQEEBoaCgJCQmcPp0xH5D+GQ4878thYWHcdttthIaG8tlnn132bxgUFERoaCjJycmcOnXqsn/r0NBQmjdvTpUqVfjwww8vW29gYCBhYWG43e4MN8zOl/75ukmTJtSsWZNZs2Zd9t8+MDDQWZQn/d/nUkJCQrjpppto2LAhn376KbGxsc7npfS/WfrfLf3fx8fHhxMnTjifc9ITcumfnVNSUggICKBGjRo0a9aMVatWsX//fpKSknC5XAQFBTntLD3xFxQUhL+/P3FxcSQlJQE47c/Pz4/k5GTnM2+VKlVo27YtkZGRbNu2jdjYWFwuF/7+/s73lJSUFPz8/JyemnFxcc5nvvS/Z3rvzPTPvGXKlKFdu3YcOnSI6OhoDhw4QGJiovO80r+3GGMIDg6mRIkSVKxYkdtuu41WrVrRqVOny/6t85sSZiICgDGmEp7E123W2jVe+18CHrPW1rrIOc2BGsA2oATwNNAJqG+t3Z2VOtOOBwDeE06EAQcKesLstttuY82aNVcuKCKFijGGoKAgmjZtyrBhwwgKCsrvkK6aEmYiUthZa3n66aeZOnXqZW80iUjh0LJlS3744Yf8DuOyNIeZiJzv/My3ucg+T0Fr1wHO7T5jzA/AJuAvwF+zUmeaF4HXMhlvgdGiRQt27drlzG90tbx72XjvS6ebEgWT993XnK4Xcv7f/VL1Zvd5pLff9N5j3vvTewhmtV5fX198fHycnnbpdfr4+Fy0p2Jm+Pv7ExQUhLWWs2fPYq2lcuXK1KtXj5YtW1KtWjUqVaqkVcRERAoIYwyTJ09m8uTJgGfi/88++4xdu3axevVqTp8+jTGGihUrEhQURGxs7BV7Cl3qve9i75XpQxDj4uJyNGFXsmRJfH19iY2NJSUlJcfqDQ0NJTg4mBMnTuRovem9hI4fP56j9QYFBVGqVCmOHTuWo/UGBARQrlw5jhw5kqP1pg/7PHz4cI62B5fLRcWKFZ2RJTnFGEOFChU4deqUMwokp5QrV46zZ886IxeuFIefnx/Vq1enefPmORpHQaeEmUjhdhxIBSqet/8a4EhmKrDWuo0x64Ga2azzDWCi13YYcCAzMeSn8ePHM378+PwOQ0QyKS4ujuXLl18wSbSIiBR8TZs2pWnTpvkdhohIpihhJlKIWWuTjDEbgTuBRV6H7gS+zEwdxnM7rgGeIZpZrtNamwgketWbyWchInL1MjOfTWFXHJ6jiIiISEGlhJlI4TcRmGOM2QCsBfoD1YDpAMaY2cDB9NUtjTGv4RmSuRvPHGZ/xZMwG5TZOkVE8oufnx/BwcHO5MlFXXBwsIaYioiIiOQDJcxECjlr7WfGmLLAq8C1wHagk7V2f1qRaoD3wPRSwAw8Qy5jgc1AG2vtT1dRp4hIvggMDKRNmzbFpveVn58fgYGB+R2GiIiISLGjVTJFJFcYY0oAsQV9lUwREREREREpGnJylUxXzoQkIiIiIiIiIiJSNChhJiIiIiIiIiIi4kUJMxERERERERERES9KmImIiIiIiIiIiHhRwkxERERERERERMSLEmYiIiIiIiIiIiJelDATERERERERERHxooSZiIiIiIiIiIiIFyXMREREREREREREvChhJiIiIiIiIiIi4kUJMxERERERERERES9KmImIiIiIiIiIiHhRwkxERERERERERMSLEmYiIiIiIiIiIiJelDATERERERERERHx4pvfAYhI0Xb69On8DkFERERERESKgZz8/mmstTlWmYhIOmNMZeBAfschIiIiIiIixU4Va+3B7FSghJmI5ApjjAEqAXH5HcsVhOFJ7FWh4McqxZPaqBR0aqNSGKidSkGnNioFXWFqo2FAtM1mwktDMkUkV6S9OGUro58XPHk9AOKstRo/KgWO2qgUdGqjUhionUpBpzYqBV0ha6M5Ep8m/RcREREREREREfGihJmIiIiIiIiIiIgXJcxEpLhLBEam/RYpiNRGpaBTG5XCQO1UCjq1USnoil0b1aT/IiIiIiIiIiIiXtTDTERERERERERExIsSZiIiIiIiIiIiIl6UMBMREREREREREfGihJmIiIiIiIiIiIgXJcxEpFgzxgw0xuw1xiQYYzYaY1rnd0xSPBljXjTGrDfGxBljjhpjIowxtc4rE2CMeccYc9wYc9YYs9gYUyW/YpbiK629WmPMJK99ap+S74wxlY0xc40xMcaYc8aYLcaYxl7HjTFmhDEm2hgTb4z5zhhTLz9jluLDGONrjBmd9tkz3hgTZYx51Rjj8iqjNip5xhjTxhjzr7T2Zo0xD5x3/Irt0RhT2hgzxxgTm/YzxxhTKm+fSe5QwkxEii1jzMPAJGAM0BBYBSw1xlTL18CkuGoLTAGaA3cCvsA3xpgQrzKTgC5AD6AVEAp8ZYzxyeNYpRgzxjQF+gNbzzuk9in5yhhTGvgBSAY6AnWBZ4FTXsWGAkOAwUBT4DDwrTEmLG+jlWJqGPAUnvZXB097fB74i1cZtVHJSyHAz3ja28Vkpj3+E2gA3JP20wCYk1sB5yVjrc3vGERE8oUx5kdgk7V2gNe+nUCEtfbF/ItMBIwx5YGjQFtr7UpjTEngGPCotfaztDKVgD+ATtbar/MvWikujDGhwCZgIPAKsMVa+ze1TykIjDFvArdZay/aW9wYY4BoYJK1dmzavgDgCDDMWvtengUrxZIx5ivgiLW2n9e+hcA5a+2jaqOSn4wxFuhirY1I275iezTG1AF+AZpba39MK9McWAvUttb+mg9PJceoh5mIFEvGGH+gMfDNeYe+AVrmfUQiFyiZ9vtE2u/GgB9ebdZaGw1sR21W8s4U4N/W2v+ct1/tUwqC+4ANxpj5aUPbNxtjnvA6fj1QkYztNBH4HrVTyRurgTuMMTcCGGPq4+mRuyTtuNqoFCSZaY8tgNj0ZFlamXVALEWgzfrmdwAiIvmkHOCD5w6JtyN43hhE8k3aHb2JwGpr7fa03RWBJGvtyfOKq81KnjDG9MCTGGtykcNqn1IQ3AAMwPP6+XfgVmCyMSbRWjub/7XFi733X5dnUUpxNhbPDbFdxphUPJ9FX7bWzks7rjYqBUlm2mNFPCMizneUIvD+r4SZiBR3549LNxfZJ5LX3gVuwXPX+UrUZiXXGWOqAv8A7rLWJlzNqah9St5xARustS+lbW9Om5x6ADDbq5ze+yW/PAz8GfgTsAPPXE+TjDHR1tqPvcqpjUpBcqX2eLG2WSTarIZkikhxdRxI5cI7H9dw4V0UkTxjjHkHz7CidtbaA16HDgP+aZNae1OblbzQGE9b22iMSTHGpOBZqOKvaY+PoPYp+e8Qnrl0vO0E0hfzOZz2W+/9kl/GAW9aaz+11m6z1s4B3gbS585VG5WCJDPt8TBQ4SLnlqcItFklzESkWLLWJgEb8axG6O1OYE3eRyTFXdqy3e8CXYH21tq95xXZiGfltzu9zrkWuAm1Wcl9y4Gb8fSGSP/ZAHzi9VjtU/LbD0Ct8/bdCOxPe7wXz5c773bqjyf5q3YqeSEYcJ+3L5X/fS9XG5WCJDPtcS1Q0hhzq1eZZniGHhf6NqshmSJSnE0E5hhjNuB5se+P5y709HyNSoqrKXiGaNwPxBlj0u/mxVpr4621scaYD4AJxpgYPIsBjAe2AedPwC6So6y1cXgm8HcYY84CMenz7Kl9SgHwNrDGGPMS8DmeOcz6p/1grbXGmEnAS8aY3cBu4CXgHPDP/AlZipl/AS8bY37HMySzITAE+BDURiXvpa1+XcNr1/XGmAbACWvt71dqj9bancaYZcD7xpgn0+qYAXxV2FfIBCXMRKQYs9Z+ZowpC7wKXIvny2Ana+3+y58pkisGpP3+7rz9fYBZaY+fAVLwfBEMwtPrp7e1NjUP4hO5ErVPyVfW2vXGmC7AG3je2/cCf7PWfuJV7C087XMqUBr4Ec/cfHF5Ha8US38BRuFpf9cA0cB7wOteZdRGJS81Af7rtT0x7ffHQG8y1x4fASbzv9U0FwODcy/kvGOsLfTzsImIiIiIiIiIiOQYzWEmIiIiIiIiIiLiRQkzERERERERERERL0qYiYiIiIiIiIiIeFHCTERERERERERExIsSZiIiIiIiIiIiIl6UMBMREREREREREfGihJmIiIiIiIiIiIgXJcxERERERERERES8KGEmIiIiIiIiIiLiRQkzERERERERERERL0qYiYiIiIiIiIiIeFHCTERERERERERExIsSZiIiIiIiIiIiIl6UMBMREREREREREfGihJmIiIiIiIiIiIgXJcxERERERERERES8KGEmIiIiIiIiIiLiRQkzERERERERERERL0qYiYiIiIiIiIiIeFHCTERERERERERExIsSZiIiIiIiIiIiIl6UMBMREREREREREfGihJmIiIiIiIiIiIgXJcxERERERERERES8KGEmIiIiIiIiIiLiRQkzERERERERERERL0qYiYiIiIiIiIiIeFHCTERERERERERExIsSZiIiIiIiIiIiIl6UMBMREREREREREfGihJmIiIiIiIiIiIgXJcxERERERERERES8KGEmIiIiIiIiIiLiRQkzERERERERERERL0qYiYiIiIiIiIiIeFHCTERERERERERExIsSZiIiIiIiIiIiIl6UMBMREREREREREfGihJmIiIiIiIiIiIgXJcxERERERERERES8KGEmIiIiIiIiIiLiRQkzERERERERERERL0qYiYiIiIiIiIiIeFHCTERERERERERExIsSZiIiIiIiIiIiIl6UMBMREREREREREfGihJmIiIiIiIiIiIgXJcxERERERERERES8KGEmIiIiIiIiIiLiRQkzERERERERERERL0qYiYiIiIiIiIiIeFHCTERERERERERExIsSZiIiIiIiIiIiIl6UMBMREREREREREfGihJmIiIiIiIiIiIgXJcxERERERERERES8KGEmUsAZYwYaY/YaYxKMMRuNMa0vU7a3McZe5CfQq0wbY8y/jDHRacceuERddYwxi40xscaYOGPMOmNMtdx4jiIiIkXZ1byXp5UvZYyZYow5lHbOTmNMp6up0xgTYIx5xxhz3BhzNu09vcp5ZaqlfSY4m1ZusjHGP+eeuYiISOGlhJlIAWaMeRiYBIwBGgKrgKVXSFydBq71/rHWJngdDwF+BgZf5rrhwGpgF3A7UB8YBSRc6hwRERG50NW+l6clrL4FqgMPArWAJ4CDV1nnJKAL0ANoBYQCXxljfNLq8AH+jedzQau0ct2ACTnwtEVERAo9Y63N7xhE5BKMMT8Cm6y1A7z27QQirLUvXqR8b2CStbZUJuu3QBdrbcR5+z8Fkq21j2YnfhERkeIuC+/lTwHPA7WttclZqdMYUxI4Bjxqrf0s7Xgl4A+gk7X2a2NMR/h/9u48zsby/+P46zIzGMaSfV+yl61sEfJNFCV7+FqjjW80SQtSokgIEYkWS4qIFmtK2UmWbCHL2NfsM2bMnOv3xxnnNzO2wZm5z5l5Px+P86h7u67PmeS+53Nf1+fiJ6CgtfZw7DmtgS+BXNbac174+iIiIn4r0OkAROTaYt8wVwLeT3BoEVDjBpeGGGPCgABgI9DPWrvhFvpNAzwOfGCMWYj7zfVeYHDCxFqC69IB6RLszgb8m9i+RUREkkEm4LBNhrfGt3kvfxJYBXxsjGmMO/E1DRhirY1JZJuVgKDYfQBYaw8bY7bEnrMQqA5suZIsi7UQ9728ErDkGt9H93oREfEHXrnXK2Em4rty4E56HUuw/xiQ5zrX/A10AjYDmYGXgBXGmArW2l2J7DcX7mkbbwBvAq8DjwHfGWP+Y639/TrX9QbeTmQfIiIiTipAnCmOSeh27uV3Aw8DXwENgRLAx7if2wckss08QJS19vRNzonXhrX2tDEm6gax6V4vIiL+4o7v9UqYifi+hFlxc4197hOtXQ2s9pxozApgPdAd6JHI/q7UNvzeWjsi9t83GmNqAC8A10uYDQY+jLOdCTh44MABMmfOnMiuRUTu3LBhwxg4cCBPP/00I0eOdDoc8SHnzp2jYMGCAOeTuetE38tx34ePA89Za2OAP2OnU76KO2F2O21e75xrnX+jdnSvFxERn+bNe70SZiK+6yQQw9VveXNx9Vvla7LWuowxf+B+O30r/UYD2xLs3467KPD1+ooEIq9sG2MAyJw5sx6iRSRZDRgwgMaNG1OgQAH9/SNOu517+RHcdURj4uzbDuSJnY6ZmDaPAmmNMXclGGWWC1gZ55xqcRswxtyFeyrnNWPTvV5ERFITrZIp4qOstVHAn0C9BIfq8f8Puzdk3E+yFXE/fN9Kv3/gXpUrrpJAWGLbERFxUqVKlcidO7fTYUgqd5v38hVA8diaoleUBI5Ya6MS2eafwOW45xhj8gJl45yzCigbu/+K+rgTYn/e/NuJiIikbBphJuLbPgSmGGPW4X6wfQ4oBHwCYIyZDBy6ssqWMeZt3FMyd+GuYdYDd8Lsf1caNMaEAMXj9FHUGFMR+Ndauz9231BgujFmKe6iv48BjYA6SfM1RUTu3Jw5cyhXrhzFihVzOhTxUSdPnnSi21u6lwPjcJdSGGWMGY17lHgf4KPEtmmtPWuM+QwYbow5hbso/zDcNU4Xx7axCPdo8inGmFdxF+8fBkzQCpkiIiJKmIn4NGvtdGNMduAtIC+wBfdy8FdGehUCXHEuyQp8inuaxllgA1DbWrs2zjmVib/y1ZVaJJNwLxiAtXZ27LL2vXE/oO8Amltrl3vv24mIeM+xY8do3749kZGRrF69mvvvv9/pkMTHhIeHU7ly5WTv91bv5dbaA8aY+sAI4C/cBYtHAUNuoU2Al3GXWJgBBAO/AJ2uTPWMXXHzcWAs7lFtEbhX4+zl3Z+AiIiIfzLJsKK2iKRCxpjMwNmzZ8+qromIJLnnn3+eTz/9lCpVqrB69WrSpFHVCYnv559/5rHHHsPlcgFk0SiqO6d7vYiI+Jpz586RJUsW8MK9Xk+TIiIi4te2bNnCxIkTAfjwww+VLJNrqlevHn/99ZfTYYiIiIif0BOliIiI+LVevXrhcrlo3rw5NWtedzFfkSvLzIuIiIjclBJmIiIi4rcWLFjAwoULCdvFigEAACAASURBVAoKYsiQITe/QFKlc+c0+1JERERujRJmIiIi4peio6Pp1ctdn7x79+5aHVOuaePGjeTNm5cePXqg2r0iIiKSWEqYiYiIiF+KiYmhdevWFC5cmDfffNPpcMRHzZo1i/DwcE6cOIExxulwRERExE9olUwRSRJaOUtEksvly5cJCgpyOgzxUdZafv/9d3LlykWBAgW8tnKW6F4vIiK+x5urZAZ6JyQRERERZyhZJjdijKFOnTqAapmJiIhI4mlKpoiIiPiV/fv3U6NGDX799VenQxEfdvnyZWJiYpwOQ0RERPyUEmYiIiLiV/r06cOqVasYMGCAirjLdX3xxReUKFGCKVOmOB2KiIiI+CElzERERMRv/PHHH3z11VcYY/jwww9VxF2ua8qUKezdu5dTp045HYqIiIj4IdUwExEREb9graVnz54AtG/fnvvvv9/hiMSXLVy4kKlTp9K6dWunQxERERE/pISZiIiI+IXZs2ezfPlygoODee+995wOR3xchgwZeO6555wOQ0RERPyUpmSKiIiIz4uMjOS1114DoFevXhQoUMDhiMRXRUdHOx2CiIiIpABKmImIiIjPmzFjBrt37yZPnjyexJnItTz33HPUr1+fP//80+lQRERExI9pSqaIiIj4vHbt2pE2bVoCAgIICQlxOhzxUefPn2f69OmEh4czYMAAp8MRERERP6aEmYiIiPg8YwytWrVyOgzxcZkyZWLr1q3Mnj2bBx54wOlwRERExI9pSqaIiIj4rCNHjnD+/HmnwxA/UqRIEV5++WWnwxARERE/p4SZiIiI+Kxu3bpRvHhxFixY4HQo4uNcLpfTIYiIiEgKooSZiIiI+KTff/+dOXPmcOrUKQoXLux0OOLDrLVUr16d7t27c+LECafDERERkRRACTMRERHxOS6Xi549ewLuVQ/LlCnjcETiy5YuXcratWuZNGkSadOmdTocERERSQFU9F9ERER8ztSpU1m/fj2ZM2emf//+TocjPq527dosXryYffv2kSVLFqfDERERkRRACTMRERHxKeHh4fTp0weAPn36kCtXLocjEl9njKFu3bpOhyEiIiIpiKZkioiIiE8ZPnw4hw4donDhwrz00ktOhyM+zlrrdAgiIiKSAilhJiIiIj7l8OHDALz//vukT5/e4WjElx0/fpzy5cszZswYYmJinA5HREREUhAlzERERMSnjBs3jr/++otWrVo5HYr4uAkTJrBlyxamTJlCmjR6rBURERHvUQ0zERER8TnlypVzOgTxA6Ghodx1110ULVoUY4zT4YiIiEgKoldxIiIi4jhrLe+++y579uxxOhTxIxkzZqRbt240aNDA6VBEREQkhVHCTERERBw3f/58+vXrR8WKFTl37pzT4YiIiIhIKqeEmYiIiDgqOjqaXr16AfDCCy+QOXNmhyMSX/fzzz/ToEEDlixZ4nQoIiIikkIpYSYiIiKOmjBhAtu3byd79uz06dPH6XDED4wYMYIFCxYwZ84cp0MRERGRFEoJMxEREXHMuXPnePvttwHo378/WbNmdTgi8QejR4+me/fu9OjRw+lQREREJIXSKpkiIiLimMGDB3PixAlKlSrF888/73Q44ieKFSvGRx995HQYIiIikoJphJmIiIg4Yt++fYwYMQKAoUOHEhQU5HBEIiIiIiJuSpiJiIiII3LlykXfvn1p1KgRTzzxhNPhiB8YMWIEoaGh7Nu3z+lQREREJIXTlEwRERFxRIYMGejXrx/WWowxTocjPi4yMpIhQ4Zw7NgxqlWrRpEiRZwOSURERFIwjTATERGRZGWtxeVyebaVLJPESJs2LZMnT6Zt27a0aNHC6XBEREQkhVPCTERERJLVzJkzqVy5Mr///rvToYgfMcZQv359pk6dqnp3IiIikuSUMBPxA8aYbsaYvcaYS8aYP40xtW5wbidjjL3GJ32cc2obY340xhyOPdbkJv2Pjz0v1JvfS0RSn8jISF5//XU2bNjAkiVLnA5HREREROSalDAT8XHGmFbASOA94D5gGTDfGFPoBpedA/LG/VhrL8U5nhHYBLyYiP6bANWAw7f1BURE4hg9ejR79+4lb968vPrqq06HI36ie/fujBs3jvDwcKdDERERkVRCRf9FfF9P4DNr7cTY7VBjzKNAV6D3da6x1tqj12vQWjsfmA83rh1kjMkPjAEeBebeeugiIv/v5MmTvPvuuwC89957ZMyY0eGIxB/8/fffjBkzBmMM9erVo3jx4k6HJCIiIqmARpiJ+DBjTFqgErAowaFFQI0bXBpijAkzxhw0xvxkjLnvNvpOA0wBhlprt97q9SIiCb3zzjucPXuWihUr0qFDB6fDET9RoEABPvroI1588UW/TZYlQWmFTMaYkbH3+ghjzEpjTJUE7VyrDWuMeTXOOfuucfz9pPkpiIiI+BeNMBPxbTmAAOBYgv3HgDzXueZvoBOwGcgMvASsMMZUsNbuuoW+XweigY8Sc7IxJh2QLs6uTLfQl4ikcDt27OCTTz4BYPjw4QQEBDgckfiLkJAQunfv7nQYty1OaYVuwArgedylFe6x1u6/zmXngFJxdyQorTARKAu0x10yoR2wOLbNQ7Hn5E3QZgPgM2BWgv1vARPibF9IzPcSERFJ6ZQwE/EPNsG2ucY+94nWrgZWe040ZgWwHugO9EhMZ8aYSrgTbfdba6/ZzzX0Bt5O5Lkiksp8/vnnREdH06hRIx5++GGnwxFJTl4trWCMCQaaA42ttUtjd/ePrTnaFXgztoGjCa5rDCyx1u5J0OT5G5VxEBERSa00JVPEt50EYrh6NFkurh51dk3WWhfwB1DiFvqtFdvHfmNMtDEmGigMDDfG7LvONYOBLHE+BW6hPxFJ4d5//32+/vprhg4d6nQo4ieioqLo0KEDS5YsIfHvbnxLEpVWCMQ9+vxSgmsigJrXiSM38DjuEWYJvW6MOWWM2WiM6Rsbs4iISKqnEWYiPsxaG2WM+ROoB8yOc6ge8H1i2jDuqv4VcU/RTKwpwOIE+xbG7v/iOrFGApFx+r2F7kQkpTPG0Lp1a6fDED/yzTffMGXKFH755Rf27t1L2rR+mcfxemkFa+15Y8wqoJ8xZntsW21wr2h9vdILHYHzwHcJ9o/CPQr9NFAV98uvosAz12pE5RdERCQ1UcJMxPd9CEwxxqwDVgHPAYWATwCMMZOBQ9ba3rHbb+OekrkL94N2D9wJs/9dadAYEwLErZxc1BhTEfjXWrvfWnsKOBU3CGPMZeCotXZHknxLEUmR/vzzT0qWLEmmTPq9Wm7Ngw8+yP/+9z9KlCjhr8myuLxdWqE98DlwCPdI9PXANOD+6/TfGfgqQR00rLUj4mz+ZYw5Dcw0xrwe+yyQkMoviIhIqqGEmYiPs9ZON8Zkx12UNy+wBWhorQ2LPaUQ4IpzSVbgU9xvrs8CG4Da1tq1cc6pDCyJs/1h7D8n4X6rLSJyxy5evMiTTz5JTEwMCxcupEKFCk6HJH6kWLFijBkzxukw7pRXSisYY+KVVrDW7gYeMsZkBDJba48YY6YDexNeH7siZymgVSK6u5KoK06CF2exBvP/zwzgHmF2MDHfQ0RExN8oYSbiB6y1Y4Gx1zlWJ8H2y8DLN2nvN9xvt28lhiK3cr6IyLBhwzh8+DBFixalVKlSN79AJIVJ6tIK1tqLwEVjzF3Ao8Br12iiC/CntXZTIrq7UivtyLUOqvyCiIikJir6LyIiIl53+PBhPvjgA8Bd8D99+vQORyT+YufOnfTq1YuwsLCbn+wfPgSeMcZ0NsaUMcaMIEFpBWPM4CsnG2PeNsY8aoy5O7Zcwme4E2afxDnnUWPMY8aYosaYerhHje8gQZ1RY0xmoCUwkQSMMdWNMS8bYyrGtvMUMB74wVq738s/AxEREb+jEWYiIiLidf369SM8PJzq1avTsmVLp8MRPzJy5EjGjRvHrl27+P77RA3C8mlJVFohC+7pkQWAf4FZQF9r7eUE3bfGPaL862uEFol7mubbuAv5hwETgA9u75uKiIikLMZfl+kWEd8W+1b77NmzZ8mcObPT4YhIMtq4cSP3338/1lpWrVrFAw884HRI4kcWLVrE0KFD6dOnD//5z3+82va5c+fIkiULQBZr7TmvNp4K6V4vIiK+xpv3eo0wExEREa+x1vLKK69graV169ZKlsktq1+/PvXr13c6DBEREUnlVMNMREREvObSpUvkzZuX9OnTM3jw4JtfICIiIiLig5QwExEREa8JDg5m6tSp7NmzhyJFijgdjviRefPmMWHCBCIiIpwORURERERTMkVERMT78ubN63QI4kestfTr14/169dz+vRpXnvtNadDEhERkVROI8xERETkjp05c4YuXbqwd+9ep0MRPxQTE0O7du0oU6YMXbp0cTocEREREa2SKSJJQytniaQur732GkOHDqVixYqsX78eY4zTIYkfstYm6Z8drZLpXbrXi/gGay1Hjx7lu+++Y9OmTbRt25Y8efJgreXrr7/m77//pkyZMtSpU4cyZcqQK1cu3aclxfLmvV4JMxFJEnqIFkk99u7dS+nSpYmKimLu3Lk0bNjQ6ZBErkkJM+/SvV4k+cTExLB06VKmTZvGd999x+nTpzHGEBgYSFRU1G23GxISQvHixXn44Ydp2bIlVapUISAgwIuRiyQvJcxExOfpIVok9WjVqhUzZszgkUceYdGiRXprLbfks88+o0SJEtSqVSvJ/+woYeZduteLJJ19+/bx/PPPs2TJEi5fvnxL1wYGBpIxY0bSpEnD6dOnb7lvYwyPP/44rVu3pkWLFqRLl+6W2xBxijfv9aphJiIiIrdt1apVzJgxA2MMw4cPV7JMbsnp06fp0aMHDz30EKtWrXI6HBERx8TExNCzZ0+yZMmCMYaiRYuyaNGiGybLAgMDadu2LXPnzmXv3r1s376dBx54gOjoaL755hv+/fdfwsLCePPNNwH3aLJatWpRqFAhgoODr9uutZaffvqJdu3akT59etKkSUPOnDlZu3at17+3iC/TKpkiIiJyW6y19OzZE4DOnTtTvnx5hyMSfxMZGUn79u3ZtGkT1atXdzocEZFkd+DAAWbMmEHv3r2vmxxLkyYN2bJlo2nTprRo0YLSpUuzc+dO6tWrxx9//MHUqVM95+bJk8fTLkChQoXo2bMn9957LyVKlKBSpUoAHDt2jLx582KtZcuWLVhr+eGHHxg9ejTh4eGkS5eOEydOAO77/cmTJ6lWrRp16tShTZs2VK1alYoVKyblj0bEcZqSKSJJQtM0RFK+mTNn0rJlSzJmzMiuXbvImzev0yGJn3K5XKRJk/QTHzQl07t0rxe5Pb/99hstWrTA5XJdc8qkMYY2bdowdOhQ8uXLR+PGjfnhhx8YO3YsXbt2BWD//v3UqlWLMmXKMH/+fM8I76NHjxISEkJISMhN4zhw4AArV66kVatWnn0dO3Zk8uTJvP/++3Tv3p2uXbsyefLk67ZRunRpfvnlF/Lly3erPwaRJOHNe71GmImIiMhtadCgAf379ydjxoxKlskdSY5kGbinPImIOGXOnDn07duXbdu2xdv/0EMP8dRTT3HixAn69+9P2rRpmTJliufvxieeeIKCBQty7733ekZ7FSxYkLCwsKv6uDLCLDEKFiwYL1kGcPHiRdKkSUONGjXIkCEDkyZNolu3bnz00Ud07NiRDRs2MHr0aA4dOgTA33//Tf78+QkODmbEiBE8//zzt/pjEfFZGmEmIklCb51FROR6rLWMGjWKFi1aUKBAgWTrd9SoUYSGhoJGmHmF7vUiNxcVFUXVqlXZuXMnERERVx1v3bo1X3/9NQDR0dGMHz+e4sWLU7duXQID449vWbVqFaGhoaxdu5ZChQrRrFkz+vfvf2U0jdecPHmSu+66y7Na5uDBg+nTpw/169dn4cKFREdHU6FChasSf1e0a9eOKVOmeDUmkcTSKpki4vP0EC2ScoWHh3uKAIvcjmXLllG7dm0yZcrEkSNHyJgxY7L0e/To0SujIZUw8wLd60Wu7/Lly7Rq1YrZs2fH2583b15CQ0OpVKkShQoVolixYje9nx44cIA33niDadOmxdufPXt2jh496kms7d69m8KFC1+VaLtT8+fP55NPPqFZs2Z07NgRcD8LVKlShSJFirBmzRpOnToV75rAwEB69OjBsGHDtCCQJCtNyRQRERHHvPrqq6xevZpx48ZRtWpVp8MRP5Q2bVrq1KlDyZIlky1ZBpAhQ4Zk60tEUqfo6GjatWvH9OnTrzpWokQJduzYcUsJpEWLFtGkSRMiIiIwxvD000/z5ptvsmnTJk6dOuVJjllrefjhhwkPD6dJkyY0b96chx9+mLRp097xd2rQoAENGjSIt2/hwoVs27aNixcvcuLECc9Iur/++gtw/xw+/PBDRo4cSaNGjZgzZ84dxyGS3DTCTESShN46i6RM27dvp1y5csTExLBkyRLq1KnjdEjixy5fvkxQUFCS97NmzRoqV67MxYsXVfTfi3SvF4mvXr16LF68ON6+wMBAWrVqxebNmxk2bBj16tW7pTbPnDlDiRIlKFOmDCNGjPCscplQWFgYlSpVijfSK2vWrDz55JM0b96c+vXrkz59+lv/UtcRHh7OggULiIiIoG3btp79pUqVYu/evVet+BkUFMTixYupXbu212IQuRZvjjDTXAoRERFJtFdffZWYmBgaN26sZJncseRIlm3atIlatWrx0EMPcf78+STvT0RSn88++4yAgIB4yTJjDOPHj+fy5ctMnTqVjRs3JipZtnr1anr06MGVgS1Zs2Zl7dq1/P7779dNlgEULlyYo0ePsnjxYrp27UqePHk4c+YMkydPpnHjxrzxxht3/kXjyJAhA82aNYuXLDt69CjHjx8HYOPGjZQrV85z7PLlyzz00ENUrlyZ/fv3ezUWkaSihJmIiIgkyuLFi5k7dy6BgYF88MEHTocjfujMmTN88cUXXLp0KVn6i4qKomPHjly+fJkcOXIQEhKSLP2KSOqwd+9esmXLxjPPPIPL5Yp3LCAggLp163q2bzYN88CBA7Rr147q1aszevRoZs2a5TlWtGjRRE3jDAwMpG7duowdO5aDBw+ydOlSXnrpJQoUKEDTpk095y1fvpymTZsydepUzp49m9ive1N58uTh2LFjrFq1igoVKvDXX3+xZs0agoODPef8+eefFC5cmNy5c19zEQQRX6KEmYiIiNxUTEwMr7zyCgDdunWjZMmSDkck/mjixIl07tyZxx9/PFn6e/fdd9m0aRPZs2dn/PjxKjwtIl7TsGFD7r77bk6fPu3ZV7p0aY4dO0bHjh0ZP348RYsWvWk74eHhvPPOO5QqVYqvvvrKU6fswQcfvKP4AgICqFWrFiNHjmT//v3UqlXLc2z69OnMmTOH9u3bkzNnTho2bMjnn39+VeH+25E2bdp4I+GqVq3K//73P/Lly0doaKjn7+Hjx49TqFAhdu3adcd9iiQVJcxERETkpr788kv++usvsmbNyltvveV0OOKnsmXLRsGCBeNN4Ukq69atY9CgQQCMHTuW3LlzJ3mfIpLyXbp0iT59+jB//vx4+3/44Qe2b99Orly5+PLLL+ncufMNV790uVx89dVXlCpViv79+xMREUHNmjX5448/+Pzzz6+s6OsVxph4sTz//PO8+eablC5dmsuXLzN//ny6dOlC7ty5eeSRR7ySOItr6NCh7N69mxEjRrBixQrP/pMnT1KhQgU++ugjoqOjvdqniDcoYSYiIiI39eOPPwLQr18/smfP7nA04q86d+7M7t27ad++fZL2c+nSJTp27EhMTAxPPfUUTz31VJL2JyKpw4ABA7jvvvsYPHgw4B5NdWUVyn/++eeW2nK5XAwePJiDBw9SuHBhZsyYwdKlS29Yp8xbypYty8CBA9m+fTtbt25lwIABVKhQgZiYGHbu3Em2bNk85/78888cOHDgjvu8suBA9erVWb58OQEBAWTPnp2IiAheeuklgoKC6Nix4x33I+JNWiVTRJKEVs4SSVlcLhffffcdjRo1Il26dE6HI3JDr7/+Oh988AG5c+dmy5Yt5MiRA/Duylmie72kHps3b6ZChQqeQvx58uRh7NixNG3alJkzZ7JlyxbeeOONm65CefDgQXLkyOE575dffmHNmjX07NnTqytY3q5//vmHsLAwT+21y5cvkydPHv7991+qVatG8+bNad68OXffffcd9TNz5kzat2/Pf/7zHxo2bEj37t09x3LkyMH+/fvj1T0TuRXevNcrYSYiSUIP0SIicsWWLVs4e/YsNWrUSPI6YqtWraJmzZq4XC6+//57nnzySc8xJcy8S/d6SQ1mzpxJmzZt4k0Z/PHHH3niiScS3UZ4eDhDhw5lyJAhvP3227z++utJEarXHTp0iNatW7NixQri5g0qVqxI8+bNadWqFSVKlLittv/66y/y5ctHjhw56NWrF8OHD493fPLkyUk+GllSJm/e6zUlU0RERK7ru+++48KFC06HIX6uf//+1KxZk/feey9J+wkPD6djx464XC46dOgQL1kmInIrYmJiaNWqFS1btvQky66MAkvsStHWWqZNmxavTtnvv/+OvwxayZ8/P8uWLePQoUOMHTuWunXrEhAQwMaNG+nXrx9ffvml51yXy3VL36t8+fKe0b/Dhg3j5ZdfjvdCpUOHDtx7771e+y4it0MJMxEREbmm9evX07x5c0qWLMmZM2ecDkf8lMvlInv27KRPn56mTZsmaV+9e/dm165d5M+fn1GjRiVpXyKScv32228EBgYyY8YMwD1NcOvWrRw+fJgePXowe/bsm7axdu1aatSoQdu2bT11yqZPn87cuXP9bsXevHnz0rVrVxYvXszRo0eZOHEiDRo0oEWLFp5zfvrpJ0qWLMkbb7zBH3/8cUvJs+PHjzN+/HistRQvXtyzf9u2bWTKlImLFy969fuIJJamZIpIktA0DRH/Zq3l4Ycf5rfffuO///0vX331ldMhiZ87e/bslSkSSeK3337jP//5DwDz58/nscceu+ocTcn0Lt3rJSUaN24c3bp182xnzpyZU6dOERgYmOg2Ro0aRWhoKAAZM2akd+/e9OzZM0XX5ercuTNffPGFZ7tQoUI0a9aM5s2bU6NGjRuuGAqwYcMGZs+ezYABAxg5ciQvv/yy51hAQABLly6lRo0aSRa/pByqYSYiPk8P0SL+7fvvv6dJkyakT5+eHTt2UKhQIadDErmhunXr8uuvv/Lss8/y6aefXvMcJcy8S/d6SWkaNmzI/Pnz4+0LDg5m9+7d5M2bN9Ht7Nixg/Lly9OmTRsGDRpEvnz5vB2qz7lw4QLz5s1j1qxZzJ07N96osDx58rB582bPFMzEWLduHdWqVcPlcnn2NW/enJkzZ3o1bkl5vHmvT3yaXERERFKFqKgoXn31VQBefvllJcvkti1fvpy77747WX5Z/P777xk0aBC9e/dO8r5EJGU5f/48efLkITw83LNv2LBhpE2blgYNGtwwWWatZfr06Wzbto0BAwYAUKpUKfbs2UP+/PmTPHZfERISwlNPPcVTTz1FREQECxcuZNasWfz4449kz549XrLsk08+oXDhwtStW5e0adNes71JkybhcrlInz49ly5dAmDWrFnkypWL48ePJ8t3EtEIMxFJEnrrLOK/PvroI1566SVy5crFrl279P+w3Jbo6GiKFSvGkSNHWLRoEXXq1HE6JI0w8zLd6yUl2LZtW7zi8mnSpGHNmjVUrlz5ptf+8ccfhIaGsnLlSowxrF+/nooVKyZluH4nKiqK/fv3e2qThYeHkzNnTsLDw8mSJQtPPvkkzZs3p379+vGmrP7555+0atWKjz76iHnz5vHxxx97jlWtWpUVK1bc0jRZST20SqaIiIgkidOnT/POO+8AMGDAAP0SLLft2LFjFCpUiKxZs1KtWrUk6ePMmTNMnDgx3pQdEZHE+vbbb69aifHjjz++abLs0KFDdOzYkapVq7Jy5UoyZMjAO++8Q8mSJZMyXL+UNm3aeIX8L168SKdOnciTJw9nz55lypQpNGnShJw5c9KqVSt++eUXACpVqsS2bdto2LAhY8aMYc6cOZ421q5dS9GiRTl58mSyfx9JXZQwExEREY+oqCgee+wxypYtS5cuXZwOR/xY/vz5WbZsGZs3b06yQtehoaE8++yzPP/880nSvoikXK+//jpPPfWUZztbtmz88ssvvPDCC9e9JiIigoEDB1KyZEkmT54MQIcOHdi5cyf9+vUjQ4YMSR63v8uZMycff/wxhw4dYtmyZYSGhlKwYEEuXrzIjBkzWLdunefcmJgYzp49C0CtWrUoUKAAISEhABw8eJCcOXPyySefOPI9JHVQwkxEREQ8cufOzVdffcXq1as11UG8Infu3EnSrrWWSpUqERISQqdOnZKkDxFJmapVq8YHH3zg2a5Tpw4nTpzg4YcfvuF1ly5dYtSoUYSHh1O9enXWrFnDpEmTUlWtMm9JkyYNNWvWZMSIEYSFhbFmzRpee+01WrZs6Tln1qxZ5MyZkyeeeILVq1cTEBBA7ty5ef/99z3ndO3alcWLFzvxFSQVUA0zEUkSqmsiIpJ6LV68mNq1a1+3mLM3nT59mrvuuitR56qGmXfpXi/+aPDgwfTp08ez3alTJ7744ovrnr9t2zbKlCmDMQaAr776ioCAAFq1auXZJ0mje/fujBkzBoCCBQsyf/58AgICKF26NM2aNWP27NkA5MiRg0WLFnHfffc5Ga74CNUwExEREa9asWIFrVu3Zt++fU6HIn5u2LBh1KtXjyJFinD69Okk6ePKimlAopNlIiJTpkzhzTff9Gw3bdr0usmyw4cP06lTJ+6999549bPatm1L69atlSxLBqNHj2br1q2UKlWKAwcO0KZNG8+Kpd99RW1FOwAAIABJREFU9x09evQgMDCQkydP8p///IeffvrJ4YglpVHCTEREJJVzuVz07NmT6dOnM2TIEKfDET/XpEkTsmTJQteuXZMkmTVz5kzuvfdeli1b5vW2RSRliomJ4bnnnqNDhw64XC6efvpp/v33X2bNmnXVuREREbz33nuULFmSSZMmAe7VMFO7S5cusW7dumRfZOWee+5hwYIF5MmTh82bN9O0aVMiIyOx1rJs2TKio6PJly8fZ8+epVGjRhQqVChZ45OUTQkzET9gjOlmjNlrjLlkjPnTGFPrBud2MsbYa3zSxzmntjHmR2PM4dhjTRK0EWSMGWKM2WyMuRh73mRjTL6k/J4i4oxvvvmGtWvXEhISQv/+/Z0OR/yMtZZ//vnHs128eHF27dpFv379vN7X8ePH6dq1K3v27GHhwoVeb19EUp6YmBjSpUvHhAkTAOjRowcTJ07krrvuijdKzFrLjBkzKFOmDG+++SYXL1701CkbNGiQU+E77sKFCwwfPpyiRYtSpUqVeLXfkkuRIkWYN28eISEhLFmyhKeffhqAn3/+mV69erFlyxbSpHGnNg4cOECxYsWSPUZJmZQwE/FxxphWwEjgPeA+YBkw3xhzo9cn54C8cT/W2ktxjmcENgEvXuf6DMD9wMDYfzYDSgI/3P43ERFfFBERQe/evQHo3bt3khVol5QpIiKCdu3aUb58ebZt2+bZnzNnTq/3Za3lhRde4OTJk5QvX5633nrL632ISMoSExNDuXLliImJ8eyrWLGiJ7kS1zPPPEOrVq0ICwujQIECTJs2jRUrVlC1atXkDNlnnDlzhnfffZciRYrQq1cvjh49Svbs2XnppZcciee+++7ju+++I126dNSoUQNjDNmzZ2fo0KHcddddrFmzxnPunj17KFy4sCNxSsqihJmI7+sJfGatnWit3W6tDQUOAF1vcI211h6N+0lwcL619k1r7XfXufistbaetXaGtXaHtXY10B2odJNEnYj4mZEjR7J//34KFizIyy+/7HQ44mfSpUvHiRMniIqKivfLSlKYNm0as2fPJigoiMmTJyfLggIi4r9iYmKoVKkS27dvByAwMJAqVarEW4Uxrqeeeorg4GDeeecdduzYQZs2bVJlnbITJ07Qt29fChcuTL9+/Th16hTFixfns88+4/DhwwQHBzsWW7169fjnn3948cWr3/lXrlw53kjA/fv3kydPnuQMT1IgrRcv4sOMMWmBSsD7CQ4tAmrc4NIQY0wYEABsBPpZazfcYThZAAucuU6s6YB0cXZlusP+RCSJHTt2zPNwOWjQIEcfgsV/WGux1pImTRrSpEnDlClT+Oeff3jwwQeTrM9Dhw55fkF66623qFChQpL1JSL+LyIigoIFC3Lq1CkA2rVrx5QpU4iKiiJt2rRcunSJESNGkClTJs/fLY8++ihhYWFJMkLWHxw6dIhhw4bx6aefEh4eDkDZsmXp06cPLVu2JDDw/1MHLpeL/v37U7duXR566KFkjbNAgQKef//333/ZsGEDdevWBdyjBH/44QdWr14NuJ9zsmTJwtmzZ5M1Rkk5NMJMxLflwJ30OpZg/zHgeq9M/gY6AU8CbYBLwApjTInbDSK2/tn7wLQbLM3bGzgb53PwdvsTkeQxdOhQLly4QOXKlfnvf//rdDjiB06dOkWTJk3iLQ6RO3fuJE2WWWt59tlnOXPmDJUrV+aNN95Isr5ExP9dunSJjBkzXpUsAwgKCuLbb7+lTJky9OnThz59+nDy5EnPtakxWbZ3715eeOEF7r77bkaOHEl4eDiVK1dm9uzZbNq0iTZt2sRLlgGMHTuWgQMH0rRpU8/PObmdOHGCmjVr8vjjj7N06VLA/d9vxYoVbN682XPeuXPnuPfeex2JUfyfRpiJ+AebYNtcY5/7RPf0ydWeE41ZAazHPaWyx612bIwJAr7BnWDvdoNTBwMfxtnOhJJmIj6tf//+ZMyYkUceeeSa9VxEEpo/fz4//PADixcv5plnnkmWXy4///xz5s+fT7p06Zg0adJVv7iJiFzhcrnInTs31v7/Y3JAQAAA69evJzQ01LPCbv78+RkyZAjZsmVzJFZfsG3bNsqXL++p8VarVi369u1L/fr1bzgdtUuXLnz77bc8/fTTZM+ePbnCjSdbtmyUKlWK7du307hxY5YvX869995LmjRpKFu2LJs3b6ZcuXKA+3tWr16dVatWORKr+C89HYv4tpNADFePJsvF1aPOrsla6wL+AG55hFlssmwGUBSod4PRZVhrI6215658gPO32p+IJK+QkBDeeecdatW67sK7IvG0bduW3r17s3z58mRJloWFhXlq6w0cOJB77rknyftMCkmw2nUmY8xIY0yYMSbCGLPSGFMlQTtfXqON1QnOSWeMGW2MORm7KvYPxpgCiPghay358+fn3Dn342pgYCBZsmShWbNmdO7cmcqVK7Ns2TKCg4Pp378/O3bsoG3btqnuhVHcEXVlypShcuXK1K9fn99//52lS5fy6KOP3rR2W3BwMEuWLKFTp05JHO31BQQEMG3aNGrUqMGZM2do0KABhw4d8hwvW7YsK1as8GyvXr2aKlWqXKspketKXX87iPgZa20U8CdQL8GhesDKxLRh3He8isCRW+k7TrKsBPCItdaZ8dYi4nVHjhzB5XI5HYb4gSNHjtC9e3ciIyMBMMYwaNAg7rvvviTv2+Vy0aVLF86fP0+NGjXo2bPnHbe5e/duL0R2a5JoteuJuJ8F2gPlcNc2XWyMyZ+gnQUJ2mmY4PhIoCnQGqgJhAA/GWMCbvFrijiuUKFCHD3qXucqQ4YMnD17lrCwMEqWLMnkyZOx1tK2bVt27tzJ22+/TcaMGR2OOHmdPn2aRo0aUbx4cc6ccZckNsawePFiFi5cSO3atW+pvbiJxuPHj/PWW28l+7NFcHAwP/zwA6VKleLAgQM0aNAgXr2yGjVq8PXXX3u2161bR/HixZM1RvFvSpiJ+L4PgWeMMZ2NMWWMMSOAQsAnAMaYycaYwVdONsa8bYx51BhztzGmIvAZ7oTZJ3HOCTHGVIw9DlA0drtQ7PFAYCZQGWgLBBhj8sR+tCyZiB+LiYmhfv36VKtWjR07djgdjvgwl8vFI488wpgxY+jbt2+y9//JJ5/wyy+/EBwczJdffumZVnW7XC7XNVdWSwZeXe3aGBMMNAdes9Yutdb+Y63tD+y9RpuRCdr5N047WYAuwCvW2sWxiwO1w52Ae8QL31sk2eTIkYODB92VQIKCgpg7dy4ZMmQgS5YslC5dmpEjR7Jq1SqmTp0ar2h8apIlSxb27t3L+fPn+fXXXz37Q0JC7qjd6Oho6tSpw8CBA3nttdfuNMxblj17dhYsWECePHnYvHkzTZs29bzkAWjdujXr1q3zbO/evZt33nkn2eMU/6SEmYiPs9ZOB0KBt3CveFkbaGitDYs9pRDut8ZXZAU+BbbjfuOcH6htrV0b55zKwIbYD7iTchuAAbHbBXAvGlAgts8jcT43Wp1TRHzc559/zpYtW9i9e3eqLG4siZcmTRo++OADKlSowDPPPJOsfYeFhfHqq68CMGTIEEqUuO11azyuJACTU5zVrhclOJSo1a6NMQeNMT8ZY+IO6QvEvSDQpQTXROAeJRZXHWPMcWPMTmPMBGNMrjjHKgFBcWOz1h4GtlwvttgpnJmvfNCK2OID7r///niF5wMCAnj44YfZtGmTZ9+LL77IAw884ER4jrDWMnfuXBo1auRZ8TJNmjRMmDCBv//+m2bNmnmtr8DAQPr16wfA8OHD+fjjj73WdmIVKVKE+fPnkylTJvbs2eMZaXhFpUqV+O233zzb/fv3Z+rUqckcpfgjE7cgooiIt8Q+SJ89e/YsmTNndjocEQHOnz9PiRIlOHbsGCNGjCA0NNTpkMTH7Nu3j3PnzlG+fHnPvpiYmDse3XWrYmJi+PDDD1myZAk//fST12oMbdmy5UoR6Cw3qsvpLcaYfMAh4EFr7co4+/sAHa21pa5xzQNAcWAzkBl4CfdUygrW2l2x56wEooD/4q5p2gaYDOy60mbsVNALQBjuWqQDcSfbKllrI40x/wW+sNamS9D/ImCvtfb5a8TWH3g74X7d68UpjRo14qeffrpqf/r06ZkwYQLt2rVzICrnuFwuvvvuOwYNGsSGDe734sl1vx80aBB9+/YlTZo0fP/99zzxxBNJ3mdCy5cvp1ixYuTNm/eaxxs2bMj8+fM921OmTEl1f0ZSg3PnzpElSxbwwr1eI8xERERSiSFDhnDs2DGKFy9Ot243WvRWUqOVK1dy33330axZM0/RbCDZk2VX+nz11VeZO3fuHSfLrLVERUUB8O6773ojvNsKI8H2DVe7ttZOtdZustYuA54CduJe7fqK9rFtHAIica+CPQ33QkFX2plurZ1rrd1irf0RaACUBB6/SazXjQ33ithZ4nxS59w28QnPPPPMNZNlbdq0YefOnakqERIdHc2UKVMoW7YsLVu2ZMOGDWTMmJFevXrRqlWrZImhd+/edOnSBZfLRatWrfjzzz+Tpd+4atasGS9ZFncRAIBp06bRrFkz0qVzvydo3749Y8aMSdYYxb8oYSYiIpIKHDhwgOHDhwPwwQcfkDatyhFKfPfccw9ZsmQhZ86cXLhwwZEYDh06REREhGf7Ziu1JcbUqVO57777WL16NZUqVbrj9m5Rkqx2ba3dba19CHeR/oLW2qq4p1fuvUE7R3CPNrvSzlEgrTHmrsTGphWxxVe8/fbbfPbZZ/H2Va1alZUrVzJt2jQKFizoUGTJKzIykk8//ZRSpUrRoUMHtm/fTpYsWejXrx9hYWEMHTr0uqOtvM0Yw7hx46hXrx7h4eE88cQT7N+/P1n6vpavvvqKYsWK8e2333r2Zc2alVmzZjFnzhzPvu7du3Px4kUnQhQ/oISZiIhIKtC3b18uXbpE7dq1adKkidPhiI+IW/cna9as/PrrryxdupR8+fIleyzR0dE0b96c+++/n82bN3ulzWPHjhEaGsq2bdv49ddfWbhwoVfaTaykXu3aWnvRWnskNun1KPD9DdrJDhSM086fwOW4sRlj8gJlExubiBPOnz9/1WjRe+65hxUrVlC9enWHokpe4eHhjBo1imLFivH888+zZ88ecuTIwaBBgwgLC2PAgAFkz5492eMKCgri22+/pVy5chw9epTHH3883qqVyWn16tVERkbSrl07li5dGu/YY489Fm8EYqdOnbR6uFyTEmYiIiIp3KVLlzwrYg4fPtwro3bE/02aNIkiRYrESyLdfffdBAUFORLP3r172b9/P0eOHOGuuxIOero93bt3599//6VChQoYY/jll1+80u4tSorVrh81xjxmjClqjKkHLAF2AF/EHg8xxgwzxlQ3xhQxxtQBfsQ94m02gLX2bGzbw40xdWMXFpiKu3ba4qT9kYjcnujoaFq1aoXL5cIYQ+bMmcmfPz9jx44lMDDQ6fCSXHh4OO+//z5FihQhNDSUQ4cOkS9fPkaMGMG+ffvo3bv3ldpNjsmSJQtz584lb968bNmyhRYtWnD58uVkj2PkyJE0bdqUqKgoGjduzNatW+Mdf+WVVzxT/mfOnEmvXr2IiYm5VlOSiilhJiIiksKlT5+eVatWsXz5cipXrux0OOIj1qxZw4ULF5g0aZLToQBQokQJtmzZwvfff0+BAndeGmv27Nl8++23pEmThsDAQPr27euFKG9dEq12nQX4GPgbd7H/5UB9a+2V30pjgHK4R5ztBCbF/rO6tTbuNMqXgTnADGAFEA40stbqt0bxOZGRkTzzzDPMnz+f4OBgVq9ezYEDB1i1ahUPPfSQ0+ElC2stw4cP58SJExQtWpTx48ezZ88eQkNDyZgxo9PheRQsWJC5c+eSMWNGFi9ezAsvvEByLzYYEBDAV199xYMPPsiZM2d47LHHOHjwoOd4hQoVaNWqFdWqVQPciyOEhIQka4zi+7RKpogkCa2SKSLi2yIiIpg0aRLPPvusI4X9k9Lp06e55557OHr0KE2aNIlXryZWsqySmdLpXi/JKV26dJ4FPJ555hn69+9P/vz5HY4qaR09epQpU6bEGw31+eefExQURJs2bXx+VN28efNo1KgRLpeLd99915EXF6dOnaJmzZr8/ffflCtXjmXLlnlG4UVFRREUFESuXLk4efIkAGXKlGHbtm3JHqd4j1bJFBERkZuKiopi2LBhjhVwF99hrWX06NG88MILnn3BwcG88MILjifLhg8fzpQpU7w6+uCVV17h6NGjlC5dmk8//dSz/05X3BQRZ7Ro0cKTLAOYOHEi5cqV4/Tp0w5GlbSioqKoUKECr732WrzVQDt37kz79u19PlkG0LBhQ0aPHg3A119/HW9Rl+SSPXt2FixYQN68edm8eTMTJkzwHEubNi3GGPbt2+fZt3379nj3Sknd9NQgIiKSQo0dO5ZXX32V2rVrJ/tUCPEtmzdvJjQ0lPHjxztVx+ua1q9fzxtvvEGHDh2uKsp8uyIjIwkLC8MYw8SJE2nWrJnnmK9MPxWRxPvmm2+YNWvWVfs7duzotXqHviIsLMxzv06bNi2dO3fmgQceIFu2bA5Hdvu6devGhAkTWL58OcHBwY7EULhwYebNm0f//v155ZVXrjqeMWNGOnfu7NkeP348M2bMSM4QxUdpSqaIJAlN0xBx1r///kvx4sU5ffo0n376Kc8++6zTIYnDBg8eTEhICC+++KJPLPwQGRlJpUqV2Lp1Ky1btvTqLyfWWn777TeKFStG4cKFAbj33ntZuXKl16ZpiO71kvS2bt1KhQoViImJIVu2bDRr1oyJEydStGhRNm/e7FN1u+7Eli1bGDRoENOnT+fnn3/m4YcfBv5/yqAv/J3tTZcuXSJ9+vSOxuByueKNOp4wYQLPPfdcvHP++ecfihUrltyhyR3SlEwRERG5oYEDB3L69GnKlSsX762ppA4xMTF8+OGHnDhxwrOvd+/edO/e3Wd+8erfvz9bt24lV65cjB071qttG2P4/vvvKVmyJOAu/uytEWwikjx2795N2bJliYmJISgoiLFjxzJx4kTAndxICcmydevW0bRpU8qVK8fXX3+Ny+Xit99+8xy/MmUwJRk1ahTlypXj+PHjjsUQERFBixYtGDVqlGffs88+y7p163j88cc9+0qUKKER+qmcEmYiIiIpzK5du/j4448BGDZsmOM1qiT5de/enVdeeYVOnTr55MP+6tWr+eCDDwD31JccOXLccZsrVqygW7dunDt3jgsXLvDpp58SGRkJuGua+fOUJpHUxlpLiRIlPNs1a9akX79+AHTp0oW6des6FZpXLFu2jMcee4wqVaowZ84cjDG0bNmSDRs2MGDAAKfDSzIXLlzgo48+4p9//mHKlCmOxTFz5kxmz57Nyy+/zLfffuvZX6lSJX788UfP/cJaS8WKFZ0KU3yAEmYiIiIpzOuvv87ly5dp0KAB9evXdzoccUDXrl3Jnj07LVu2dDqUq0RERNCpUydcLhft2rWjSZMmd9zmpUuX6NKlC+PGjeOdd94hY8aMnuLSQUFBDBky5I77EJHkU7FixXjJ/tOnT7Nr1y7y5s3LsGHDHIzs9llrWbRoEbVr16Z27dosXLiQgIAAOnTowNatW5kxY0aKT86EhIQwb948RowYQc+ePR2Lo127drz44otYa2nXrh2///6755gxhp07d3pG9v3111+EhoY6Fao4zPeX1hAREZFEW7p0KbNnzyZNmjQMHTrU6XAkmVy+fJlt27ZRoUIFAMqVK8e+ffsICQlxOLKr9e3blx07dpAvXz4++ugjr7Q5YMAAduzYQZ48eXjzzTepU6eO51j37t290oeIJI/XX3+dv/76C4B06dIxdepUHnnkEQYOHEjt2rXJmjWrwxHeGpfLxY8//si7777LunXrAPdUy6effprXXnuNu+++2+EIk1epUqUoVaqUZzthLbHkYIxh5MiRHDp0iNmzZ9O4cWOWL19O2bJlAThy5Ahp06b1jFIeNWoUhQoVcjTJJ85Q0X8RSRIqBCzijLCwMN544w2yZs3KuHHjnA5HksGJEydo3LgxW7duZePGjRQtWtTpkK5r2bJlPPTQQ1hrmTdvHg0aNLjjNjds2ECVKlWIiYlh1qxZFCxYkKpVqwLu2mXR0dGec71ZCFh0rxfvmzx5Mh07dvRs79u3z7Nwhz+KjIykWrVqbNq0CYDg4GCef/55evXqRf78+R2Oznnnz5/nqaee4oknnuB///tfsvcfERFBvXr1WLFiBQUKFGDVqlUUKFAAgO+//54tW7bw5ptves4PCwujUKFCyR6n3BoV/RcREZFrKly4MF9//TVjxoxxOhRJJldGWxhj2L17t8PRXN+FCxc8NdW6dOnilWTZ5cuX6dy5MzExMbRs2ZKgoCBPsgzcv3yLiH84efJkvGTZuHHjOHHiBC6Xy8Gobl3ceNOlS0eZMmXIlCkTvXv3Zt++fYwYMULJslhff/01CxYsoEePHvz000/J3n9wcDA//PADpUuX5uDBgzRv3twzFbhx48b07ds33r2qSpUqyR6jOEsJMxERkRQg4YhxFfpP2SIjIz3/zYOCgvjmm2/YsGEDjzzyiMORXd/rr7/Onj17KFSoEB9++KFX2hw6dCgbN24kW7ZsjB49mvHjx3uOZcuWjf/+979e6UdEkl7ckWSBgYGUKVOGBx98kFq1anH27FkHI0scay1jx46lePHi/PPPP579w4YNIywsjEGDBpErVy4HI/Q9zz77LF26dMHlctG6dWvWr1+f7DFky5aNBQsWUK5cOUaOHHnVqqTz5s3zLExz/PhxTctMZZQwExERSQEGDx5MmzZt2Ldvn9OhSBLbsWMH1apVY+zYsZ59hQoV8umpmL/88osn3s8//9wr0/ciIiI8q8GOHDmSXLlysWDBAs/x7du333EfIpI86tSpQ3h4OOCu77V27Vr69OlDVFQUWbNm9Yspv8YY5s2bx969exk9erRnf/78+bnrrrscjMx3GWMYN24c9erV4+LFizzxxBPs378/2eMoXLgwGzdupHr16tc8fqU+KMCIESOYPXt2coUmDlPCTERExM8dPXqUwYMH880337Bq1Sqnw5EktnDhQjZt2sSQIUO4dOmS0+EkyqVLl8iRIwfdunWjbt26XmkzODiY9evX8/7779OuXTvatm1LTEwMAOXLl9dIDhE/MWHChHirFIaFhbFixQpWrlxJSEgIn3zyyVWjfnzBmTNnGDhwIAcPHvTse/vtt/n444+1Mu8tCAoK4ttvv6Vs2bIcOXKExx9/3JERhXEXHtiwYQPvvvuuZ/uTTz7hwQcf9Cyk06xZM9auXZvsMUryU9F/EUkSKgQsknyee+45JkyYQNWqVVm9erVP/mIh3mOtZcCAATz77LPky5fP6XAS7dixY2TMmDFJVu5ctGgRjz76qGc7Ojr6mtOSVfTfu3Svlzt1+PDhePW8ZsyYQZUqVShbtiwXL15k7NixdO3a1cEIr3bixAlGjBjBmDFjOH/+PC+99BIjR450Oiy/t3//fh544AGOHDnCI488wrx58wgKCkr2OI4fP06JEiU4d+4cH/4fe/cdHlW1NXD4dxISEkINvZfQQTpSpAjSAlIE6R1pQqQjAlJFDSA1Ih1CERC4lCuGS0cpEUIJgiIBCQFCbwmkJ7O/P4acL6EoyJmclPU+zzx35syevdfIzZyZdfZee/Zshg8fDljPvdu3b+eDDz4Ant9URiQfUvRfCCGEEACcPXuW5cuXAzB79mxJlqVC/v7+9OnTR/9irmkakyZNShHJsoQXZnPnzm1IsuzKlSts27ZNf3z79u1EybJBgwZJDT8hUoiyZcvq9/Ply8eHH37IgAEDCAsLo169egwYMMDE6BILDg5m+PDhFC5cmK+//prHjx9Tvnx56tata3ZoqUKhQoXYsWMHLi4u7N27l4EDBz5XnzUp5MqVi/HjxwMwYsQINm7cCFjPvW3atKFkyZIAxMXFsXnz5iSPTyQtSZgJIYQQKdioUaOwWCx8+OGHvPPOO2aHIwwWHh5OkyZNWLlyJbNmzTI7nNfy4MEDKlWqZOgPCqUU/fv354MPPtCXy+zevVt/PkOGDHpdMyFE8vbzzz/rS+/s7e357bffWL16Nbt378bJyYmlS5cmWiZnlsuXLzNgwACKFSvG3LlziYiIoHr16mzbto0zZ87Qrl07s0NMNapUqcIPP/yAnZ0dK1as4KuvvjIljtGjR+Ph4QFA9+7dEy0ZXr16NenSpQOgT58+BAUFmRKjSBrmfwIJIYQQ4l/53//+x+7du3FwcMDT09PscIQNZMiQgXnz5tGqVSv69u1rdjivZdasWfz22298/vnnREdHG9Knt7c3e/bswcnJiY4dOwIkqhV06NAhQ8YRQtjW/fv36datGwC9e/cmNjaW7NmzU7FiRSpXrsyUKVP0mTxmOX/+PD169KBkyZIsWbKE6Oho6tWrx65duzh27BitW7dOFgm91KZFixb6pgmff/4533//fZLHoGkac+fOpW3btkRHR9O6dWvOnTsHoP9/NEuWLDx+/Bg3NzcCAgKSPEaRNKSGmRDCJqSuiRC216hRI/bt28fIkSP55ptvzA5HGOTo0aNky5aNMmXK6MeUUiluuW10dDRffPEF77//PjVq1Hjj/m7evEnZsmV59OgRM2bMYPTo0Ylql1WoUIEzZ878bR9Sw8xYcq4X/0ZoaCjZs2cnNjaWkiVLcvLkyUTLtWNiYtA0TZ/Fk9T8/f358ssv+c9//qMvCWzatCnjx4+X5ZdJaNSoUcyaNQtHR0d2795N/fr1kzyGiIgIGjduzJEjRyhQoAC+vr4UKFCABw8ecPfuXUqXLg1YNwyI33RGmM/Ic70kzIQQNiFfooWwvSdPnjBnzhw8PDxky/pUYuMA4u2wAAAgAElEQVTGjXTp0oUyZcpw/PhxnJ2dzQ4pWVBK0bZtW7Zt20a1atXw9fXlxIkT1K1bV6/t9vjx43+skSYJM2PJuV78G87OzvoOvwMHDmThwoVEREQki887pRQVK1bk7NmzALRp04bx48dTrVo1kyNLeywWCx06dOD48eP89NNPvPXWW6bE8eDBA9555x0KFy7Mpk2byJQpk/5cvnz5uHnzJgBvv/02x44dMyVGkZgU/RdCCCEEGTNmZMKECZIsS0Xq169Pjhw5qFChQoq8Wq2U4ocffiAmJsbQfjdv3sy2bdtIly4dy5cvx97ensaNG+vJstatW9tk900hhLHWrl2rJ8sAatasyYMHDyhZsiQTJ040bPn2q1JKceDAAcLDwwHrUrzx48fTuXNnzp49y9atWyVZZhI7OzvWrFnDsWPHTEuWAbi6unLgwAF+/PHHRMkygOvXr+v3jx8/zqZNm5I6PGFjkjATQgghUpgzZ85gsVjMDkMY5OrVq/r93Llzc/r0adauXZsiE0AbNmygU6dOiWZ+vamwsDC9+PK4ceOoUKECDx484MmTJ4D1B27CXTOFEMnTnTt36NOnDwA5cuRg/fr19OjRg5EjR3L9+nU2bdqU5Lsidu3alYYNG7J06VL9WMeOHVm3bh3ly5dP0ljE85ydncmbN6/+2M/Pj4iIiCSPI0+ePDg4OADWJOvWrVuxWCzY2dnRvn17vV2HDh0SJYRFyicJMyGEECIFCQoKokaNGtSsWZOHDx+aHY54AxaLhXHjxlG8eHGOHDmiH8+bN2+Kq1cG1hpjgwcPBsDd3d2w+kMuLi54e3vj7u7OuHHjAOuP3HhLliwxZBwhhG1Vr16dmJgY7OzsOHr0KJ06dWL37t14e3ujaRorVqwgffr0No3BYrEkSua/++67pE+fntBQWaGd3G3atIk6derQvXt3Uy8aDh8+nLZt2zJ69GgA1q1bl2gWYo4cOcwKTdiAJMyEEEKIFGTcuHFERUXh4uJC1qxZzQ5HvAFN0wgKCiImJobdu3ebHc4bUUrRv39/Hj58SJUqVfTEllHc3d3x8fEhffr0BAcHs2vXLgCKFi2a4nYPFSItcnNz02fTfvXVV5QoUYLHjx/Tv39/AIYMGUKtWrVsNn5sbCxr1qyhXLlyrFq1Sj/es2dPrly5woQJE2w2tjBG7ty5AWvSM6mX7iYUnxybPXs2c+bMIV26dBw/fly/SBQWFiYbMaUiUvRfCGETUghYCOMdP36cGjVqoGkaJ06coEqVKmaHJP6FhDtePn78mP3799O6dWuTo3oz3t7e9O7dG0dHR06ePGnIUqbHjx8TGhpK/vz59WMBAQFUrVqVJ0+eYGdnx82bN8mVK9cr9ylF/40l53rxKg4ePEiDBg30x/GF/ocMGYKXlxdFihTh7NmzNlmGHhUVhbe3N9OnTycwMBCwznQ7fvy44WMJ2zt58iSVKlXC3t7e1DhmzJjBmDFjAGspgo4dOxIcHEyBAgX0NvK5aB4p+i+EEEKkMUopRowYAViviEuyLOWJjIzEw8OD4cOH68cyZcqU4pNl165dY+jQoQBMmTLFsLo/Y8aMoWzZsmzcuFE/1rBhQ7122bhx414rWSaESHpKKRo3bqw/zpYtG8OGDePIkSN8++23ACxdutTwZFl4eDhz587Fzc2NgQMHEhgYSM6cOfH09GTv3r2GjiWSTtWqVfVkmVKKCxcumBLH6NGj+eSTTwDo0aMHBw8eJH/+/HTp0kVvU6JECVNiE8aShJkQQgiRAvznP//hyJEjZMiQgWnTppkdjvgXjh49yoIFC5g/fz7nz583OxxDKKXo27cvoaGh1KhRg1GjRhnS788//8zChQsJDQ3V68Hcvn2b4OBgwFrX7IsvvjBkLCGE7bzzzjt6zbAPP/yQmzdvUqpUKQIDA3F2dqZPnz40atTIsPFCQkL4+uuvKVKkCMOHDyc4OJj8+fMzb948rly5wpgxY2TWTyoQFRVFjx49qFq1KqdPn07y8TVNY86cObRt25bo6GjatGnDuXPn+P777/Xk7507d2jbtm2SxyaMZUw1ViGEEELYTFRUlD71f/To0YmWqImUo2HDhkydOpVq1apRpkwZs8MxxJIlS9i9ezdOTk6sWrXKkEL/ERERel2yfv360bBhQwAqV66st5k/f/4bjyOEsC1PT098fX0B626HGzdu1Jejd+vWjdq1a5MtWzZDxrp//z7z5s1j/vz5hISEANYah5999hk9e/a0+WYCImnZ2dlx69YtwsLCaNGiBceOHaNgwYJJGoO9vT1r166lSZMmHD16FH9/f8qXL8/Vq1dxdXUFYOvWrVy8eFFmm6VgUsNMCGETUtdECOMEBQXRrl07bty4wcWLF3FxcTE7JPEKnjx5wtSpUxk/fnx8LY1U5fLly1SoUIGwsDBmz56daKnpm/j000+ZOXMm+fPn5/fffydz5sysXLmSjz76CLDOLotflvm6pIaZseRcL14mOjo6UZJq06ZNfPjhhzYZa+rUqcyYMYOwsDAAypQpw7hx4+jUqZNhu/WK5CckJIQ6depw7tw5ypcvz+HDh0051z548IATJ07QpEkT/diYMWOYMWMGYN2s4NatW0keV1omNcyEEEKINKRw4cIcP36cw4cPS7IsBfnwww+ZOXMmgwYNMjsUw1ksFvr06UNYWBh169bVa5i9KT8/P2bNmgXAwoULyZIlCxs3btSTZYA+Y0UIkXwVK1Ys0ePTp08TExNDhw4d+OWXXwwdKyIigrCwMCpVqsTmzZs5d+4c3bp1k2RZKpclSxZ++ukn8uTJw7lz52jfvj0xMTFJHoerq2uiZNn9+/eZOnWqvhrg9u3bzJw5M8njEsaQhJkQQgiRAtjZ2T33A0Qkb5MnT6ZIkSIMGDDA7FAM5+Xlxc8//4yLiwsrV67Ezu7Nv1JGR0fz0UcfYbFY6Ny5My1btgTQN7sAqFSpEm+99dYbjyWEsJ1Fixbp9QbTpUvH8OHDmTBhAt988w2bNm2ibdu2/3qWaEBAAH369OHAgQP6seHDh7Njxw5OnTpFu3btDPk8EilDoUKF+Omnn3BxcWHPnj18/PHHmLmCLjAwkNq1a9OjRw8uX76Mo6MjYN2kRmaZpUzyaSKEEEIkUwEBAUyePFlfZiKSt4cPH3LixAn9cc2aNQkICKBevXomRmW8uLg4Vq9eDcDMmTNxc3MzpF+LxULjxo3JnTs38+bNA6xLXW7cuAFYiywn/O8rhEh+oqOj+fjjj/XHp06dYvbs2Vy5coUpU6YAMHv27H+9K6aXlxcrV65MtOlHrly5aNGihV4fTaQtVapUYcOGDdjZ2bF8+XK+/vpr02K5cuUKgYGBbNy4kbFjx7Jv3z4AYmNjKVCggGlxiX9PEmZCCCFEMvXpp58yZcqUVLmkL7UJCAigUqVKNG/enJs3b+rHHRwcTIzKNuzt7Tl8+DALFy5k4MCBhvXr5OTErFmzCAgIIGfOnACUKlVKf378+PHY29sbNp4QwngJN6Vxd3fnrbfewmKx0LdvX6KiomjWrBndu3d/5f78/Pz4448/9MejR4+mdevWfPXVV4bGLVK2999/Hy8vL8B6rli3bp0pcTRo0ABvb2/Amhj28/OjQoUKgPViU9euXU2JS/x7kjATIgXQNG2QpmmBmqZFapp2UtO0un/TtpemaeoFN6cEbeppmvajpmk3nj7X5gX9aJqmTX7aJkLTtIOappWz1XsUQiR28OBBtm/fjr29PZ999pnZ4Yh/UKhQIbJmzUrmzJm5f/++2eHYnLOzMwMHDjRkRkdcXBwWi0V/nDlzZkJDQxk8eDD37t0DwNHRMdGMEiFE8vPjjz/qf7MA9evXB+C7777jyJEjZMyYkcWLF7/S58Yvv/xC06ZNefvttxk7dqx+vFChQmzbto2aNWsa/wZEijZo0CBGjhwJQO/evQ2vlfequnTpohf8HzFiBKNGjdKf27dvnyl11sS/JwkzIZI5TdM6AnOBL4HKwCFgp6Zphf7mZaFA3oQ3pVRkguddgDOAx9/08Skw4mmb6sAtYI+maZn+5VsRQrwii8Wi120aMGAAZcqUMTki8SKhof+/8ZKTkxPbt2/n1KlTlC9f3sSobOf3339n5syZxMXFGdrv/PnzqVevHhcuXNCPffbZZ3z33Xf6Yyn0L0Ty98MPPyR6XLlyZYKCgvSLPtOnT6dQoZd/fVVKsWvXLurWrUv9+vXZvXs39vb2ZMuWjdjYWJvGLlKHGTNm0K5dO6Kjo2nTpk2i80pSGjVqFEOGDAGgb9+++sY1t2/flos/KY1SSm5yk1syvgHHgIXPHDsPfP2S9r2AR6/RvwLaPHNMA24CYxIcSw88Aga8Yr+ZARUSEqKEEK/H29tbASpz5szqzp07ZocjXmDPnj0qT548as2aNWaHkiRiYmJU1apVFaA+/fRTw/q9dOmScnZ2VoBasmSJfrxWrVrq6flJ1axZ07DxQkJC4vvNrJLBOT6l3+RcL+Lt2LFDAcrOzk79+uuv6vTp00oppSZPnqwAVadOHRUXF/fC18bFxamtW7fqnzGAcnR0VAMHDlSXL19OyrchUoHw8HBVs2ZNBagyZcqo2NhYU+KIjY1V7dq1U4CqXLmyKly4sP438tlnn5kSU1ph5LleZpgJkYxpmuYIVAV2P/PUbqD237w0o6ZpQZqmXdc0bYemaZVfc+iiQJ6E4yqlooCf/2FcIcQbCgsLY/z48YC1Dkd8LSeRvBw9epRbt26xYMGC+MRBqmZvb8/gwYMpUqQIQ4cONaRPpRT9+vUjIiKCBg0a0LdvX8A6w9LPzw+w7g575MgRQ8YTQtjGjh076NatG2DdsbJGjRpUqlQJgIkTJ7J27VqWLVv23O6VcXFxrF+/ngoVKvDBBx9w8uRJMmTIwPDhw7l8+TILFy6kaNGiSf5+RMrm7OzM9u3bqV69OosXLzat9qW9vT1r165l0KBB7Ny5k0uXLpErVy4sFguenp48fPjQlLjE60lndgBCiL+VA7AHbj9z/DbWhNaL/Il1ltlZrFd+hwJHNE2rqJS6+Irjxvf9onELv+gFmqalxzoLLZ4s3RTiX5g9ezbBwcEULlxYn84vkp/x48eTMWNGPv744zSxM5umafTu3Ztu3boZtpHB0qVLOXDgAM7OzixduhRN01BKUbt2bX351dy5c5/7kS2ESF5atWqFUgpN0xgzZkyi5zRNe67QeXR0NGvWrMHT05NLly4B1tqFHh4eDBs2TC4UiTeWK1cujh07Zvr52cnJiQULFuiP+/Xrx5dffglA0aJFefTokVmhiVck30CESBmenb6gveCYtaFSvyql1iqlziilDgEdgADgE1uOC4wFQhLcrv+L8YRI87p160bHjh2ZPn06Tk5O//wCkSS2bdtGt27d9OL09vb2jBgxAmdnZ5Mjs62oqKhEX+iNSpZdv35dL4T85Zdf4ubmxsmTJ6lUqRLHjh0DIHv27Hzyyb85dQkhksrYsWP1WbZKKSZPngxYC/2/bAbNgAED6Nu3L5cuXcLV1ZUvvviCoKAgvvzyS0mWCcMkTJadPXsWT09PE6OxKl68uH4RKCQkhNmzZ5sckfgnWlpYRiBESvV0SWY40F4ptTXB8XlAJaVU/VfsZylQQCnl/oLnFPCBUmpbgmPFgL+AKkqp0wmOb8daH63nC/p50Qyz6yEhIWTOnPlVwhRCiGTp1q1bFC1alMjISFauXEmvXr3MDinJjB8/nlWrVuHt7U2jRo0M6VMpRcuWLfnpp5+oWbMmhw8fxt7ennr16nHo0CG93cWLFylevLghY8YLDQ0lS5YsAFmUUqH/1F78PU3TMgMhcq5Pmx4+fEju3LmJiYkhffr0lCpVil27dnHkyBE+/PBDChYsyJ9//klcXBwxMTG4uroC1k082rZty6hRoxgwYAAZM2Y0+Z2I1OzOnTuUKFGC0NBQVq9eTffu3U2J4969e7i5uSXaMAisS5NlJrWxjDzXy7+MEMmYUioaOAk0fuapxsDRV+lDs15eqYS1iP+rCsS6K6Y+7tPkXf2XjauUilJKhcbfgMevMZ4QaV50dLTZIYiXyJMnD3PnzmXkyJF06dLF7HCSzPHjx/H09CQ4OJiQkBDD+n306BE3btzA0dGR5cuX6/VlcuTIobepVauW4ckyIYSxWrduTUxMDHZ2dgQEBODv74+joyODBw8GoEePHmzZsoXChQszdepU/XW1atUiKCiIkSNHSrJM2FyuXLn49NNPqV+/Pi1atDAtjhw5crBlyxbSpUtcFatAgQImRSRehSTMhEj+ZgN9NU3ro2laGU3T5gCFgEUAmqat1jTt6/jGmqZN0jStqaZpxTRNqwQsx5owW5SgTUZN0yo9fR6g6NPHhQCUderpXGCcpmkfaJpWHvDGOtttnc3fsRBpjFKKFi1a0LVrV27cuGF2OAJYt24dgYGB+uMBAwbwzTff4OjoaGJUSSciIoKePXtisVjo3Lkz7dq1M6zvbNmycezYMfbv30/ZsmUBiIyMZPv27YAU+hciJejVq5c+I3TYsGEUKlQITdMYOXIkt2/fpnTp0nz++efkzp2bhw8fcvDgQeLi4vTXp5XPUpE8jBs3jj179uizHM3y3nvvsWrVqkTHbt68yY4dO0yKSPwTSZgJkcwppX4AhgETAX+gHtBcKRX0tEkhIG+Cl2QFlgDnse5ymR+op5Q6nqBNNeD00xtYk3KngakJ2szAmjT7DjjxtJ8mSimZOSaEwXx8fNi7dy+bN28mKirK7HDSvBkzZtC1a1c6deqUZmf+TZgwgT///JM8efLw7bffGt6/g4MD77zzDnFxcVy4cIE2bdro9eF27NhheqFmo2maNkjTtEBN0yI1TTupaVrdv2nbS9M09YKbU4I2mTRNm/t0R+wITdOOappWPcHzDpqmTdc07aymaWGapt14eoEt3zNjXXnBOOYX+hHJWnh4eKIf/U2bNgVgy5YteHt7o2kay5cvx8nJiUaNGvHTTz9x8uRJ03YrFELTtEQ1OJcvX87Vq1dNiaVLly7MmDEj0bEOHTqYEov4Z5IwEyIFUEp9p5QqopRKr5SqqpT6JcFz7yqleiV4PFwpVfhp21xKqaZKKd9n+juolNJecEvYj1JKTVZK5VVKOSml6iulziXF+xUiLYmJidGLnw8bNoyiRYuaHJHo2LEjOXLkoEWLFmnyB97hw4f1QsRLly417Ir8jh07mDhxYqKk8IIFCyhbtiy7du0CoE6dOri7P1duM0XTNK0j1gtQXwKVgUPAzvhZ3S8RivVimH5TSkUmeH4Z1rIJ3YG3sF4g26tpWv6nz2cAqgBfPP3ftkBJ4L8vGGviM2NNe/13KdKSWrVqJXocEBDAkydP6NatG2BNiJcvXx6wJiqaN2+eJj9LRfI0Z84c+vbtS4sWLQwtN/A6Ro0alWgn9IiICEaPHm1KLOIfKKXkJje5yc3wG5AZUCEhIUoI8XILFixQgMqRI4d69OiR2eGkSRaLRZ09ezbRsbT6b/HkyRPl5uamANW7d2/D+n348KHKly+fAtT06dP14507d1ZYd19WGTJkUFFRUYaN+SIhISHx42VWSXc+PAYsfObYeeDrl7TvhXWDnZf15wzEAi2eOe4PTPub11V/+t4LJTh2BRj2Bu9NzvVpzK+//prob3bOnDkqLi5O9e/fXz++ceNGZbFYzA5ViBcKCgpSefPmVYBq3Lixio6ONiWO2NhYVbJkSf3vRj5LjWPkuV5mmAkhhBAmCQkJYdKkSQBMnjw5fkcfkYQiIiJo3749VatWxd/fXz+eVv8tPvvsM/766y8KFizInDlzDOt39OjR3LhxgxIlSvDJJ5/oxxP+N581a1aqq2v0dMOcqlhngCW0G6j9Ny/N+HS55XVN03ZomlY5wXPpAHsg8pnXRAB1/qbPLFh/QDx65vgYTdPua5rmr2na+KcxC/FC7777rn7f39+fYcOGJdrhr3r16rRv3z7VLasWqUehQoXYsWMHLi4u7Nmzh48//jj+AkCSsre3x8/PL9FmQvnz5/+bVwgzSMJMCCGEMMlXX33FvXv3KF26NP379zc7nDTJycmJ6OholFL89ttvZodjqn379un1ypYvX25Y0nDfvn0sW7YMgGXLluHs7AzAwYMHOX/+PADp06dn4MCBhoyXzOTAmty6/czx20Cel7zmT6yzzFoBnbEmxo5omlYCQFlrifoCEzRNy6dpmr2mad2AGiSuaap7Wv/ME1inrDtZx5sHdAIaAN9irZn63cvejKZp6TVNyxx/AzK9rK1IferUqUNkpDVP27RpU0qUKAFAaGgo69evB+CLL74wLT4hXlWVKlXYsGEDdnZ2LF++nK+//vqfX2QDmTNn5vvvv9frqz158oQVK1aYEot4MUmYCSGEECaIiorihx9+AGDmzJmJitEK27JYLPpubZqmsXLlSo4ePUqPHj1Mjsw8oaGh9OnTB4CBAwfSuHFjQ/oNCwujX79+AAwaNIh69epx8+ZNJk+eTKNGjfR2hw8fNmS8ZOzZ6QvaC45ZGyr1q1JqrVLqjFLqENABCAA+SdCs+9M+goEoYAjWXazjnu1P0zQHYAPW7/2DnhlrjlLqZ6XUb0qpZcBA4CNN07K/5H2MBUIS3K6//C2L1CQ0NDTR7rXxdczOnj3LypUrefz4MaVLl6ZJkyZmhSjEa3n//ffx8vICYPz48XrS1wwJL9gNHDhQT0wL80nCTAghhDBB+vTpOXv2LEuXLqVFixZmh5Nm3Llzh+bNmzNlyhT9WPbs2alWrZqJUZlv5MiRXL16laJFizJz5kzD+v38888JDAykUKFCeHpaN1/08PBgypQpetKyYsWKqfm//z2sSaxnZ5Pl4vlZZy+klLIAfkCJBMf+UkrVBzICBZVSbwMOQGDC1z5Nlm0EigKNn5ld9iK/Pv3f4i95/musSzvjbwVe5T2IlM/NzU2/r2karVq1wt/fn8qVKzNu3DgAhgwZIksxRYoyaNAgRo4cCUCvXr04dOiQKXG4ubmRPbv1OkVMTAy1atXSd44W5pKEmRBCCGGSTJky0bdvX/mBkYR+/vlndu3axezZs7lz547Z4SQLvr6++pLJlStXkjFjRkP6vXfvnt7v4sWLyZTJunov4QwUOzs7Tp06Zch4yZFSKho4iXVHy4QaA0dfpQ/N+gFRCbj5gv7DlFI3NU3LBjQFtid4XXyyrATQSCl1/xWGi6+V9txYT8eLUkqFxt+Ax6/yHkTKtnXrVu7duweAi4sLwcHBlC9fnj59+hAXF0d4eDhZs2ZN07N0Rco1Y8YM2rZtS3R0NG3atOHChQtJHoODgwOdO3fWvw/6+/szYcKEJI9DPE8zo8CdECL1e1rbJCQkJITMmTObHY4QyYZSip07d+Lu7i6JMpNMmzaNDz74gHLlypkdSrJgsVhYtGgR169f56uvvjK078uXL7N161b9Cj5Yf3CHh4cDsHnzZtq1a2fomH8nNDQ0vjZblleYbWUITdM6AmuwLnf0BfoD/YBySqkgTdNWA8FKqbFP20/COtPrItZdKIdgXYL5jlLq+NM2TbEuybyAdTbYTKxLM+sopWI0TUsH/AeoArxP4tlsD5RS0Zqm1QJqAgewLq+sDswBTiilWr/ie5NzfRpgb2+vz3a5cuUKhQsXxtPTk7Fjx5IuXTpiY2MZNWqUobNThUhK4eHhNGzYkGPHjlGsWDF+/fVXcubMmaQxPHr0iD/++IN33nlHPxYWFkaGDBmSNI7UwMhzvSTMhBA2IV+ihXixjRs30rFjRxo0aMC+ffskaWZj165dY/LkyXh5ecmXTpPFxMQwfPhwFixYAECOHDm4e/duksZgRsIMQNO0QcCnWIvynwOGK6V+efrcQeCKUqrX08dzgLZYl3GGAKeByUop3wT9dcC6PLIA8ABrcmy8Uirk6fNFeGZ5ZgINlFIHNU2rgrXAf2kgPRCEtdbZDKVU+Cu+LznXp3KNGzdm7969AFSoUIEzZ85w4cIFKlasSFRUFGCdKXr58mUKFy5sZqhCvJE7d+5Qs2ZNAgMDqVmzJvv379c3qUlKzs7Oeg2zKVOmMHHixCSPIaUz8lwvSzKFEEKIJBIZGcmYMWMAqF+/viTLbMxisdCsWTNWrFjBZ599ZnY4yc6pU6d4/Nj4FXXnzp3jl19+SXRs165dlClTRk+WAfz111+Gj51cKaW+U0oVUUqlV0pVjU+WPX3u3fhk2dPHw5VShZ+2zaWUapowWfa0zUallNvTNnmVUh7xybKnz19RSmkvuR182uaUUqqmUiqrUspZKVVaKTX5VZNlIvVTSunJMoBGjRphsVjo27cvUVFRFCxYEIA2bdpIskykeLly5cLHx4ds2bJx7Ngx9u/fb0ocx44d0+/PnTsXmeBkLkmYCSGEEEnEy8uLK1eukC9fPkaNGmV2OKmenZ0d8+fP5+2332bo0KFmh5Os3Lt3D3d3dypUqEBAQIBh/cbGxtKrVy/q16/P8uXLAeuP7qlTpyZKkH388ccyI0mIZG7Tpk36/WLFijF58mQWLlzI4cOHcXFx0etAyuerSC1Kly7N1q1b2bp1q2kbMmXLlg07O2ua5uHDh5w7d86UOIRVOrMDEEIIIdKCu3fvMm3aNAC+/PJLXFxcTI4odbp48SKPHj2ievXqALz33nv4+vrqXz6F1fXr13F2diZDhgwUKlTIsH5nz57NyZMnyZo1K82bNwesO+oNHDiQo0etNe5dXV357rvvDBtTCGG8sLAwvfbg5MmTmTRpEgDly5fHzc2NwYMH4+TkxIEDB6hbt66ZoQphqPr16yd6HBcXh729fZKNX7BgQXr27Mnu3bsJDg6mdu3a3L17FycnpySLQfw/qWEmhLAJqWsiRGIeHh4sWLCAypUrc+LECUng2MDhw4dxd3cnW7Zs+Pv74+rqanZIyVpoaCh37p4tWkwAACAASURBVNyhePHihvQXEBBAxYoViYyMZOXKlfTq1Ut/Lnv27Dx48ACw1pUrUKCAIWO+LrNqmKVWcq5PvYoUKUJQUBBFihThjz/+SFTLKTw8HCcnJzmPiVTvypUrtGrVCk9PT/0iUFKIjY3lr7/+onTp0gDkzJlTdvZ+DVLDTAghhEhB/vzzTxYtWgTArFmz5EeGjVSsWJG8efNSrFgxoqOjzQ4n2cucObNhyTKLxcJHH31EZGQkTZo0oWfPnkRGRnLo0CG6d++uJ8v69etnWrJMCPFqhg4dSlBQEABubm44Ozsn+kzNkCGDnMdEmuDl5cXZs2cZMWIEsbGxSTZuunTpKFWqlP53dvfuXc6cOZNk44v/J590QgghhA3cunVLL9QaERFBxYoVadWqFQ0aNDA5stTl1q1b+v1MmTKxf/9+9u3bR548eUyMKnlSStGtWzcWLVpkeBHhRYsW6XWNFi9ejKZpTJ06lXr16rF27VrA+gNgyZIlho4rhDCWUoqFCxfqj7t168bt27cpXrw48+fPJy4ujr59+7J06VIiIiJMjFQI2/P09MTDw4O9e/eSLl3SV7OKv9gKUKNGjSQfX0jCTAghhDBEXFwcvr6+TJgwgapVq5I3b15+++03ACpXroyfnx+rVq0yOcrUZfHixRQtWpTt27frxwoUKJCktUZSkjVr1vD9998zZMgQLl26ZFi/t27d0nd/9fT0pEiRIiilePToUaJ2P/74o2FjCiFsw9PTk5iYGMBaA7JXr154eHhw7do1Vq1axcmTJ1m+fDmDBg3i4cOHJkcrhG05ODjg5eWVaGZ0Upa0KlGihH4/KiqKefPmJdnYwkoSZkIIIcS/9PDhQ9auXUvXrl3JlSsXtWvXZtq0aZw6dQqAEydO6G3t7OzImjWrWaGmSgEBAURGRrJ582azQ0n2rl+/zpAhQwBrAe+EX8LfVO7cuVm4cCGtW7dm0KBBgLXQf86cOfU2FSpUoFmzZoaNKYQwXmRkJFOmTAGsF3r27t3Lli1b2Lx5M/b29ixfvpxSpUoxa9YsRowYQb58+UyOWIiktWnTJtq0aaMnlW3t3XffpUOHDvrjYcOGJcm44v9J0X8hhE1IIWCRGlksFsLDw8mYMSMAe/fupXHjxvrzWbNmpWnTpri7u9OsWTNy585tVqipllIKTdMAiI6OZsOGDXTr1k3q6fwNpRTu7u7s2rWLt99+myNHjth8aUlYWBhZsmQhLi6OdOnSERUVlSz+jaTov7HkXJ+65MyZk3v37gFw6dIlXF1dKVu2LLdu3WLcuHF8+eWXJkcohHnu3r1LsWLFePLkCX379mXJkiX69xFbS7hxTq1atfRdp8WLSdF/IYQQIok8ePCADRs20LNnT/LkycPEiRP15+rWrUutWrUYO3Yshw4d4u7du3pbSZYZy2KxMHPmTHr06KEvh3B0dKRHjx7JIhGTnC1btoxdu3aRPn16vL29DUuW3bt377klWRcuXKB///60bNmSuLg4ALZt2yb/RkIkczt37tSTZfb29ri5uTFy5Ehu3bpF6dKlmTBhgskRCmGunDlzsm7dOuzs7Fi2bBmenp5JNvaWLVv0+76+vkk2w03IDDMhhI3IVWeRUiml8Pf3Z+fOnfj4+ODr64vFYtGfr1q1aqKlliJpnDt3jsqVKxMbG8vu3bsTzewTL3flyhXeeustnjx5wjfffMPIkSMN67t9+/YcPnyYtWvX8t5776GUon79+hw6dEhv06VLF77//nvDxnxTMsPMWHKuTz2yZMlCaKj1T2Ly5MnUrl2bJk2aoGkahw4dolq1arRt25bOnTvTsWNHHBwcTI5YCHMsWLAADw8PANatW0fnzp1tPqZSijx58nDnzh0AqlWrhp+fn83HTalkhpkQQghhoOjo6ESPW7Zsyfjx4zly5AgWi4Xy5cszevRoDhw4INPgTVK+fHm++eYblixZQqNGjcwOJ0WwWCz07t2bJ0+eUKdOHUNrn8TXNbp79y7Zs2cHrHXLunfvrrfJkiULa9asMWxMIYRtrF+/Xk+WFSpUiAkTJnD+/HnSpUuHh4cH77zzDhs3bsTHx0ff4EOItGrw4MGMGDECgF69eiW6SGQrmqYlOoefOHGC4OBgm48rZIaZEMJG5KqzSM6UUpw7dw4fHx927tzJhQsXuH79ur674vDhwwkMDMTd3R13d3cKFSpkcsRpT2xsLDNmzKB3797kzZvX7HBSJC8vL4YMGUKGDBn47bffcHNzM6Tfhw8fUqZMGW7fvp2orlFcXBzOzs76UpGjR49Sq1YtQ8Y0iswwM5ac61MHR0dH/e/23r17ehL8zJkzuLm54eLiQvXq1Tl58iTTpk1j/PjxZoYrhOksFgvt27dny5YtuLq64uvrS8mSJW0+7uTJk/WNORwdHYmKirL5mCmRked6SZgJIWxCvkSL5Obx48fs27dPT5Jdv3490fMnTpygatWqJkUnnjVw4EAWL15Mw4YN2bNnj9TAek0XL16kYsWKRERE8O233zJ48GDD+u7duzfe3t6ULl2a06dPkz59ekJDQ+nduzdbt24FIE+ePNy8edOwMY0iCTNjybk+5XvvvffYv38/YJ1d/d///ve5NkeOHKFOnTqkT5+ea9euJdoBV4i0Kjw8nIYNG3Ls2DHc3Nzw9fVNkr+NzJkz8/jxYwDWrFlDt27dbD5mSiNLMoUQQoh/oJRKVHts+vTpfPDBByxdupTr16/j5ORE8+bN8fLy4tKlS5IsS2aGDx9O3rx56devnyTLXlNcXBy9evUiIiKChg0b8vHHHxvW965du/D29kbTNJYvX46TkxOrV6+mcOHCerIM4PLly4aNKYSwjZiYGD1ZBjBu3Di6dOnCmTNnErWbN28eAF27dpVkmRBPZciQgf/+978ULVqUv/76i9atWxMREWHzcSdPnqzf/+yzz2w+Xlon30CFEEKkGmFhYezYsYNBgwZRrFgxduzYoT/n7u5OsWLF8PDwwMfHhwcPHvDTTz/h4eFh2FI18e9FRUVx/Phx/XGpUqW4fPkynTp1MjGqlGnOnDkcPXqUTJkysWLFCsMSjo8fP6Z///4AfPLJJ9SuXRulFEuXLiUkJERvN23aNJydnQ0ZUwhhO1WqVNHv586dmx9//JH169fTsmVLfYnmtWvX9B36hg4dakqcQiRXuXLlwsfHh6xZs+Lr60uPHj0SXay1hfgdqAGCg4PZu3evTcdL6yRhJoQQIkW7ePEi8+bNo1mzZmTPnp2WLVuycOFCrly5ws6dO/V2tWvX5tKlS3h5eeHu7i4/6JORu3fvUrt2bRo2bEhAQIB+3MnJycSoUq7y5cuTL18+Zs+eTeHChQ3rNy4ujnfffZeiRYvqdcs0TUtU46948eJS30iIFODevXucO3cOAHt7e7Zt28aMGTMAmDt3rr4L5oIFC/S//QoVKpgWrxDJVenSpdm2bRsODg5s3rzZ5rO++vfvn+g7bI8ePWw6XlqXzuwAhBBCiH/r8uXLzxVZLVy4MM2bN8fd3Z2GDRvqxzVNS+rwxCtydXUlc+bMODk5ERwcnCSFc1OzZs2acf78eTJlymRov1mzZmXVqlU8evSIjBkzAta/wfXr1+ttTp06ZeiYQgjbKFeunH5/7dq1DB48mNjYWNq1a0fbtm0Ba42mJUuWADK7TIi/U79+fVauXEm3bt1wcHBAKWWz751ZsmThk08+0RPcN2/epF69evzyyy82GS+tk4SZEEKIZO/KlSt6sf6sWbOyZs0aAIoVK0aZMmXImzevniQrU6aMJMdSgPDwcJycnLCzs8Pe3p5169YRFxdHgQIFzA4txYqIiNCvOhtZgD02NhZ7e3v97ypr1qw8fPiQPXv20KtXL73d+PHjDU/SCSGMd+jQIe7cuQNY6zAFBQVx6tQpsmXLxrfffqu3+/7773n48CFFixalZcuWZoUrRIrQtWtXypcvT8WKFW0+1rBhw5g7dy7R0dGA9W9a2IYsyRRCCJHsREVFsW/fPkaOHEnZsmUpWrQogwcPZseOHWzfvl3/ggDw22+/JWorybLk7+zZs1SrVo3Zs2frx/LmzSvJsjdw5swZChcujLe3N0bvgD5hwgRatWpFcHCwfmzkyJF07NhRL3Ds4uLCtGnTDB1XCGEb7733nn6/cuXKTJo0CbDWP8yTJw9g3Tgnvti/h4cH9vb2SR+oEClMwmRZREQEFy9etMk4efPmpWfPnomOJSxDIowjCTMhhBDJTvPmzWnUqBGzZ8/m/Pnz2NvbU69ePTw9PTl8+LBeWwUgXTqZLJ3S+Pr6cv78eby8vJJkR6m0wMvLi7t377J9+3ZD+z116hQzZ85kx44d+Pn5AdYf0tmyZUvU7tq1a4aOK4SwjUePHunnUDs7O/Lly0dUVBRNmzZNVAtp//79/P7777i4uNCnTx+zwhUiRbp37x7vvfce7777rs3Oj6NGjUr0uH///jbfcCAtkl8ZQgghTBETE8PRo0fx8fFh165dHDhwQP8R3qBBA/744w/c3d315FnWrFlNjlgYpV+/foSEhNCzZ0/ZfMEgixYtokyZMnTr1s2wWZYxMTF89NFHxMXF0aFDB9q0aQNY6wEm3JXru+++ey6BJoRInqZPn054eDhly5bF398fOzs76tSpQ+vWrRN9dsTPLuvZs6ecf4V4TQ4ODoSGhhIeHs7169cpWLCg4WOULFmS2bNnc/36debOncv169eZNm0aEydONHystEwzetq+EEIAaJqWGQgJCQkxtJaOSNlu3LjB//73P3x8fNizZw+hoaH6cz/88AMdOnQAIDIyEkdHR+zsZCJ0anD8+HFmzZrFmjVrcHR0NDsc8Yq++uorxo8fj6urK+fPnydXrlwALFy4kEGDBgFQpEgRAgMDzQzztYSGhpIlSxaALEqp0H9qL/6enOtTll9//ZX69esTHR3Ntm3baN269QvbWSwWhg0bhre3N35+fpQqVSqJIxUi5QsKCiIiIoLSpUvbdByLxUKnTp3YtGkTABcuXEjzmycZea6XXyJCCCGSxMaNG8mfPz8fffQR//nPfwgNDSVHjhx0796d9evX07hxY71tfDF4kfJFRETQsmVLNm7cyMyZM80OJ1WJjIxkxowZREZGGt73+fPnmTJlCmCdaZIrVy6OHj1Ks2bN9GSZpmn88ccfho8thLCNWrVqER0dTaZMmbh16xbh4eEvbGdnZ8f8+fO5deuWJMuE+JcKFy6cKFkWHBxseI1RsP69xp+XAapXr274GGmZ/BoRQghhqDt37rB69Wo6derEypUr9eO1atVC0zSqV6/OpEmTOHbsGLdv39bbypKu1MnZ2ZnFixfToUMHPDw8zA4nVZk0aRJjxoyhRYsWhvYbFxfHRx99RHR0NM2bN6dr164opRg8eDC7du3S23399deypFaIFGLcuHH6/cePHzNw4EBq1KhBbGzsS1+TIUOGpAhNiFRv3759lCtXjunTpxved3h4OOvXr9cfh4aGcuLECcPHSaukhpkQQog3EhcXx4kTJ/Dx8cHHxyfRSTo0NJTevXsDULBgQe7evUv27NnNClUkkfh6dJUqVQKgTZs2ev0rYQxfX1+++eYbAIYOHWpo3zdu3OD27dtkypSJRYsW6XWNypQpg7+/PwB58uRhzJgxho4rhLCdFStW6PcdHByIiYmhS5cuz22c87///Y9MmTJRu3Zt2XVaCIP8+eefhISEMHbsWIoUKUKnTp0M69vZ2Zljx44lOlanTh2bzD5Pi6SGmRDCJqSuSdoQExNDkSJFuHHjRqLjlStXpnnz5rz//vvUrFnTpOiEGTZs2ECXLl0oUaIEJ06cIFOmTGaHlOqEh4dTqVIlLl68SI8ePVi1apVNxvD396d27dqANfmdLVs2fQeuyMhI0qdPb/i4tiY1zIwl5/qUYfHixQwcOBCw/pA+fPgwlSpV4vjx44l2nbZYLJQqVYpLly6xbt06OnfubFbIQqQ6I0aMYM6cOTg6OrJv3z7q1KljWN/r1q2ja9euiY6tX7/e0MRcSmLkuV4SZkIIm5Av0amLxWLB398fHx8fAgMDWb58uf5co0aN8PPzo0mTJjRv3pxmzZqRN29eE6MVZrp//z6VKlWiadOmzJs3DxcXF7NDSnWGDh3K/PnzyZ8/P+fOnbPpDnaxsbHcuHGD1q1b67PL/vvf/9KyZUubjWlLkjAzlpzrk7/Y2FgyZcpEZGQk+fLl48aNG9jb2+Pn50flypUTtQ0NDWX48OH4+Phw8eJFMmbMaFLUQqQ+cXFxtG/fnq1bt+Lq6oqvr69hxfljY2MpXrw4QUFB+jE7Ozvi4uIM6T+lkYSZECLZky/RKd+jR4/Ys2cPPj4+7Ny5k9u3b+vP3bx5kzx58gDW5Vs5c+ZMdJVapC0XL16kRIkS+uN79+6RI0cOEyNKvQ4ePEiDBg0A69Kppk2bGtb32rVrefDgAR4eHvqmGzNmzGDcuHH6l+5WrVqxfft2w8ZMapIwM5ac65O/8uXL8/vvvwOQMWNGnjx5wtixY/nqq69e+pqoqKgUOYNUiOQuPDycBg0acPz4cdzc3PD19SVnzpyG9O3l5cWQIUOws7PTZ4Nv3LiR9u3bG9J/SiIJMyFEsidfolO2qVOnMnXq1ERXpjJmzEijRo1o3rw5HTp0iD8RiTTMYrEwcuRI5s+fz549e2jYsKHZIaVqjx8/pkKFCly5coX+/fuzePFiw/q+ceMGZcuWJSQkhNWrV9O9e3eUUtSoUQM/Pz8A8ufPz7Vr11J0XSNJmBlLzvXJW2xs7HMXs0qXLs3p06dxcnIyKSoh0rbbt29Tq1YtAgMDqVWrFvv27TNkA52wsDAKFy7M/fv39WPp06dPk7XMjDzXyy6ZQqQAmqYN0jQtUNO0SE3TTmqaVvdv2vbSNE294Ob0On1qmpZH07Q1mqbd0jQtTNO0U5qmfWir9yjMERoaytatW+nXrx9//vmnfrxo0aLExcVRpkwZRo4cyb59+7h//77eVpJlAqzT/Z88eYLFYuHIkSNmh5PqjR49mitXrlCkSBG94L8RlFIMGjSIkJAQqlevrtctit/QI97hw4dTdLJMiLQm4WYrhQoV4r333mPZsmUvTJatWbNGX3YthLCd3Llz89NPP5E1a1Z8fX3p2bOnPiPsTbi4uOi7kccnyqOiomxS5zQtkRlmQiRzmqZ1BNYAg4AjwACgL1BWKXX1Be17AfOAUgmPK6VuvU6fmqbtAbIAHsA9oAswBaimlDr9CnHLVedkSCnFH3/8wc6dO/Hx8eHQoUP6lvIzZsxg9OjRgHUmy/379ylSpIiJ0YrkKi4uDnt7e8C6vODw4cM0adLE5KhSt927d+vLL/fv368vyzTCxo0b6dixIw4ODpw8eZK33noLgJIlS3Lx4kUAmjRpwq5duwwb0ywyw8xYcq5PvmJiYnB0dATA0dGRqKiol7Z98OABBQoUICIigpMnT1KlSpWkClOINOvgwYM0adKEmJgYPv30U6ZPn/7Gfd67dw8vLy9atGhBjRo1ALC3t9e/66cVMsNMiLRlBLBcKbVMKXVeKTUMuAZ8/DevUUqpWwlv/6LPWoCXUuq4UuqyUmoa8AiQb1Ep1Pnz5ylSpAjly5dn9OjRHDhwgNjYWEqWLMnQoUOpX7++3jZTpkySLBPPCQ8Pp1+/fnz88f9/VGTIkEGSZTb26NEjPvroIwA++eQTQ5Nl9+/f169Ijxs3jrfeeourV6/Stm1bPVnm6OiYKpJlQqQl8TvcgrW20d9ZtmwZERERVKxY8bmNAIQQtvHuu++yYsUKwHrR2ogyCzly5GDKlCm8/fbbvPvuu4D1Imffvn3fuO+0SmaYCZGMaZrmCIQD7ZVSWxMcnwdUUkrVf8FregHLgGDAHvAHJsTPCnvVPjVN+x8QC/TAmijr8LTfikqpv14wbnogYYXYTMB1ueqc9JRSBAQEsHPnTjJmzKifJCMjI3F1dUUpRYMGDXB3d8fd3Z3ixYubHLFIKQ4dOqQnVs+ePUu5cuVMjiht6N27N97e3hQvXhx/f39Ddx7t3r07a9eupVy5cpw6dQoHBwcaNWrE/v379Tbnzp1LNf/WMsPMWDLDLHl69OgR2bJl0x9369YNb29vfWZwQrGxsbi5uXH16lVWrFhB7969kzJUIdK8L774gokTJ2Jvb8+hQ4eoVauWIf1GR0frm3ektR0zjTzXpzMmJCGEjeTAmvS6/czx20Cel7zmT6AXcBbIDAwFjmiaVlEpdfE1+uwI/ADcx5o4Cwc+eFGy7KmxwKR/fkvCFiIiIjh48CA+Pj74+Phw+fJlAMqWLasnzJycnPj5558pV64cGTJkMDNckULVrVuXmTNnUrly5VSTQEnuwsLCOHPmDHZ2dqxatcrQZNmlS5fYsGEDdnZ2rFixAkdHRywWC0ePHtXb9O3bV/6thUhhKlSokOhxTEzMC5NlANu3b+fq1avkzJlTr18ohEg6n3/+OZcvXyZdunRUq1bNkD5Pnz7NiBEjyJ49O/fv38disbB9+3Zat25tSP9piSTMhEgZnp0Kqr3gmLWhUr8Cv+oNNe0IcAr4BBjyGn1OA7IBjbDWMGsDbNI0ra5S6uwLhv4amJ3gcSbg+kvejzBQ79692bBhQ6JdcBwcHKhfvz7u7u5YLBbs7Kwr8KtXr25WmCIFCgkJ4fPPP2fKlCm4uroCMHLkSJOjSltcXFw4duwYBw8eTLTEygjFixfHz8+PQ4cO8fbbbwPWmSjxnyWZM2dm6dKlho4phLCtR48ece3aNf1xxowZ+e67717aft68eQAMGDBAds4UwgSaprF06VLs7e0N21jHzs6OgwcPJjo2YMAASZj9C1LDTIjk7R4Qx/OzyXLx/AyxF1JKWQA/oMSr9qlpmhvWYv99lFL7lFJnlFJTgBPA4JeME6WUCo2/AY9fJT7x6qKiotizZw9jx45NtJuOnZ0dkZGRFCxYkP79+7Nt2zbu37/Pnj17GDFihJ4sE+J1derUiW+//Zb+/fubHUqa5uDgQOPGjW3Sd6VKlfjkk08AOHLkCOvXr9efu3Llik3GFELYzrMF+729vfULHs86ffo0hw4dIl26dIlqUwohkla6dOn0ZFlsbCxff/01oaH/fiVhxYoV9Y2CihYtCsDt27f18714dfIrSohkTCkVDZwEnv2l1Bg4+vwrnqdZP30rATdfo8/49XrP7nEch3xuJKmgoCAWLVpEq1atcHV1pUmTJnh6enLy5Em9zejRozl79ixBQUEsXryY1q1bkylTJhOjFqnFl19+SalSpRg1apTZoaQ5//nPf5g4cSLR0dGG933s2DHOnDmT6NgPP/xAnTp19Meff/55ohpIQojk78aNGwQGBuqP27VrR7t27V7aPn52Wfv27cmXL5/N4xNC/LMBAwYwbtw4OnXqxJvUmx8zZgwAN2/exMHBAYBvv/3WkBjTEin6L0Qyp2laR2ANMBDwBfoD/YBySqkgTdNWA8FKqbFP20/CuiTzItYaZkOA7sA7Sqnjr9inA/AH1iTbKKx1zNoAM4H3lVI+rxC3FAJ+Azt37mT06NH8/vvviY7nzZsXd3d3RowYIXWFhOHu3r1LQEAA77zzjn4sLi7upbVvhG2EhIRQvHhx7t27x7x58xgyZMg/v+gVhYeHU6FCBYKCgtiyZQstW7bEYrGQIUMGoqKiAOtSzfgdMlMbKfpvLDnXJy+urq48fPhQfxwYGPjSHa9v375NoUKFiI6O5tdff6VGjRpJFKUQ4u+cOHECd3d3Fi9eTNu2bf91P0opatSogZ+fHyVLliQgIACAlStX0qtXL4OiTZ6k6L8QaYhS6gdN07IDE4G8wDmguVIq6GmTQiSeCZYVWIJ1yWUIcBqoF58se5U+lVIxmqY1BzyBH4GMwCWg56sky8TrCQ4OZufOnVSqVEkv9uni4sLvv/+OnZ0dtWvXpnnz5ri7u1OxYkXD6hsIkdCFCxdo2LAhERER+Pv7U6hQIQBJlpkgS5YsLFiwgCVLljBw4EBD+540aRJ//fUX+fPnp169egBcvHhRT5alT5+eCxcuGDqmEML2YmNjEyXLypYt+9JkGcDixYuJjo6mRo0akiwTIhmpVq0agYGBZMyY8Y360TSNMWPG8OGHH3Lnzh2cnJyIjIxk8+bNqT5hZiSZYSaEsAm56vxysbGx+Pr64uPjw86dO/WlUYMHD9anSsfExLBlyxaaNGkiy6JEkoiOjqZOnTo8fvyYLVu2UKZMGbNDSvOUUoYmyP38/KhZsyYWi4UdO3bQokULlFJkzJiR8PBwAPz9/alYsaJhYyY3MsPMWHKuTz5WrVpFr169sLe3p3Xr1sycOZNixYq9sG10dDSFCxfm1q1brFu3TnbHFCIZu3r1KmfPnqVFixav/dq4uDjKlCnDxYsX9R0zAU6ePPlcvcPURGaYCSFEChQWFkafPn3YvXs3jx490o9rmvZ/7N13fM3X/8Dx10mQSELsUErsXUWJoChae/1Q1G7svUpbVb6t0WnvPVrUaGmJ1dibULOUxIoRq5LITu75/XHl01wS8yY3iffz8biP3ns+5/P5vBPpvZ/7/pzzPnh4eFhMsUyfPj1t2rSxRZjiNXLv3j2yZcuGUooMGTLw22+/kSVLFpydnW0d2mspMDAQOzs7cubMCWDVZFlUVBQff/wxJpOJjz76iEaNGhEUFESVKlWMZFmvXr3SdLJMiLQqNjaWcePGATB+/HiGDx/+1P6rVq3i1q1bvPHGG7Rq1So5QhRCvIQrV65QpUoV/v33X/7880+LWqPPw97enm+//ZaHDx+SIUMGvvvuO44dO0bNmjUJCZH12Z6HFO8WQogkEBsby4EDB1i5cqXR5uTkxJEjR3jw4AHZs2enffv2/Pzzz9y+fZsDBw7IClUiWW3cuJHixYszf/58oy1v3rySLLMRrTUff/wxpUuXREJkkAAAIABJREFUxsfHx+rHnzBhAqdPnyZHjhxGoe+yZcty7tw5AFxcXJg1a5bVzyvMlFJ9lFKXlFIRSilfpdS7T+nbRSmlE3g4xuuTSSk1WSl1RSkVrpTar5Sq9NhxlFJqjFLqxqM+O5VSpR/rk1UptUwpFfTosUwplcX6vwGRlDw9Pblw4QIuLi507979mf0PHToEQJ8+fYxi4EKIlCdfvnxUqVKFyMhImjVr9lL1RVu0aEHHjh1p06YNn3zyCQAPHz58qRFrryOZkimESBKv4zSNO3fusGXLFjZt2sTmzZu5f/8+rq6u3L17l3TpzAN6N2zYQI4cOahUqZLUhhI29d133zFixAiqVavG7t27sbOTe2i2tGDBArp164aDgwO+vr5WXdTj/PnzlC1blujoaFasWEHbtm05f/48JUqUMPrcvn3bGNmWltliSma8hXb6APuAnkA3oJTW+moC/bsAU4Di8du11rfi9fkFKAP0Bm4AHYDBj455/VGfEcBIoAvwD/AFUAMorrUOedRnE5AP8+I/YK6Bellr3eQ5f7bX7rM+pbl586bFCpelS5fm1KlTzxyheuLECfLly0f27NmTOkQhxCsICwujVq1aHDlyhCJFinDgwAFy5MjxUseKjo4mQ4YMxuu0mguy5me9XB0LIcQrWrRoEVWqVMHNzY2OHTuyfPlyI1lWr149iyK8jRs3pkqVKpIsEzY3bNgwZs6ciY+PjyTLbOzKlSsMHjwYgK+//trqK+AWKVKE77//nnbt2hlTvd9//31j++zZs1+LZJkNDQEWaK3na63/1loPAq5hTnYlRmutb8V/xG1QSmUEWgLDtda7tdYXtdZjgEtxx1TmbMkgYJzW+let9WmgM+AEfPSoT0mgPtBNa31Aa30A84rZjZVSFsk6kXI9Xn/sgw8+eK7p3OXKlZNkmRCpgJOTE3/88Qfu7u5cvHiRZs2aERER8cLHWbBgAUWLFuWtt94y2qy9sFBaJFfIQgjxAu7fv8/KlSsJDv7vZsXVq1c5dOgQWmvKlSvHZ599xp49e7h79y6//PKLfBEVKcIvv/xCixYtiI2NBcDOzo7evXvj4OBg48hebyaTCS8vL0JCQqhatSpDhgyx+jns7e0ZOHAgy5cvJzY2ljFjxnDt2jUA6tWrR8+ePa1+TmGmlMoAVAS2PrZpK1D1Kbu6PJpuGaCU2qCUKh9vWzrAHnj8G1M4EFfgpiDm1bKN82qtI4Fd8c7rCQRprQ/F63MQ8wrbCcamlHJQSmWOewCZnvIziCQWGRnJ/v37jddKKQYMGJBo/3v37nH79u3kCE0IYUVubm54e3uTJUsW9u/fT+fOnTGZTC90jPPnz3PlyhXu379vtM2dO9faoaY5kjATQoin0Frz119/MX78eKpXr07OnDlp164d27ZtM/q0bduW+fPnExAQYNE3bhqmELYWGBiIl5cX69atY/HixbYOR8Qze/ZsfHx8yJgxI4sXL7bq6NObN28aBf0BI6n/v//9D4DcuXOzefNmq51PJCgH5uRW4GPtgZgTWgk5h3kaZVOgHebE2D6lVFGAR9MpDwCjlFJvKKXslVIdAA8gz6NjxB37aefNDSSUPbn9lNg+w5xQi3sEJNJPJINhw4YRHR1tvG7WrBnu7u6J9v/xxx958803+eGHH5IhOiGENZUsWZLffvuN9OnTs2rVKj7//PMX2n/gwIGkT5+egIAA3NzcAPN1QdeuXZMi3DRDEmZCCJEAPz8/vLy8yJs3L+XLl2fkyJHs27cPk8lE6dKlLe7qFC9e3OgrRErk5ubGrFmz+OKLL+jcubOtwxGP+Pn5GQV4v/nmG4oWLWq1Y5tMJtq1a0e5cuXw9fUFYP78+Zw9exYABwcHzpw5Y7XziWd6vFCMSqDN3FHrg1rrn7TWJ7TWe4APMdcg6x+vW8dHx7gORAIDgOVA7AueN6EYEo0NmAC4xnvkS6SfSGIhISFMnz4dwJhW/7TRZQAnT54kKiqKwoULJ3l8Qgjrq1WrFgsXLgTg22+/Zc6cOc+9b968eenYsSMAHh4eRrvcSH06SZgJIV57WmtOnz7N8ePHjTZ7e3sWLlzIzZs3cXJyomnTpsyePZsrV65w+vRpWrdubcOIhXg6rTXz58/n/PnzRlvHjh35+uuvZeRjCmEymejatatRzLdfv35WPf68efPYtWsXN27cIFu2bISGhlrUKvH29iZbtmxWPadI0F3MSazHR2zl4snRXwnSWpuAI0DReG1+WuuagAvwpta6MpAecx0zgLiaZ0877y3ALYFT5kwsNq11pNY6OO4BhDzPzyCsr3jx/8rMmUwmypQpQ61atZ66z4YNGzh8+DBNmzZN4uiEEEmlQ4cOxkjxvn37smnTpufe95NPPkEpxe+//07ZsmWN9hdJvL1uJGEmhHgtPXz4kPXr19OzZ08KFChA2bJl+fLLL43t7u7ujBs3jm3btnH//n2jb/78+W0YtRDP59tvv6V79+60adPmpQrDiqQ3ZcoU9uzZg4uLCwsXLrTqwgsBAQHGyLXx48dTsGBBypQpY4yMLVGiBLVr17ba+UTitNZRgC/w/mOb3gf2P7nHkx4V8H8buJnA8UO11jeVUlmBesD6R5suYU6IvR/vOBmAmvHOewBwVUpVjtfHA/PIseeKTdhGTEwMN29a/jn079//uYr9yyrdQqR+o0aNonPnzsTGxvLhhx/y119/Pdd+JUqUoFmzZoB5imecQYMGJUmcaYEkzIQQr5Vp06ZRt25dsmfPTvPmzZk7dy7Xrl3D0dERR0dHi+WVP//8c+rWrStF0UWq06lTJ/LkycNHH31ksXy4SBnOnz9v1B758ccfKViwoNWOrbWmV69ehISE4OnpScuWLSlbtiyXL18GIF26dDIVM/lNBLoppT5WSpVUSk0C8gOzAZRSS5VSE+I6K6VGK6XqKaUKKaXeBhZgTpjNjtennlKqvlKqoFLqfWAHcB5YBOYlNoHJwOdKqRZKqTLAYiAM89RNtNZ/A5uBeUqpKkqpKsA8YIPW+r/hqSLFadCggfG8W7duHDhwgPbt2yfa/9KlSxYrdgshUjelFHPnzqV27do8fPiQMWPGPPe+w4cPB+DXX3812iIiIli9erW1w0wTVPwvh0IIYS2PVs8KCgoKInPmzDaJISwsjKNHj1KjRg2jrVatWuzatQuAwoUL07BhQxo2bEjNmjXJmDGjTeIU4lVprTl27BgVK1Y02kJDQ3F2drZhVCIhMTExVK9enUOHDlGvXj02bdr0XKNCntfy5ctp3749GTJk4Pjx43Tp0oUjR44Y248dO0b58uWfcoS0LTg4GFdXVwDXR1MKk4VSqg8wHHNR/tPAYK317kfbdgKXtdZdHr2eBPwf5umUQcBxYIzW+kC8432IuZ5YPuA+sBYYqbUOitdHAaOBnkBW4BDQV2t9Ol6fbMBUzAsMAPwO9NNaP3jOn8vmn/WvG5PJZIwQy5gxo8XCHolp2rQpPj4+LFiwgLZt2yZ1iEKIZPLgwQO++uorxo4di5OT03PvN2rUKBo3bsy6dev45ptvAPMNtfiLiKRm1vysl4SZECJJ2Ooi+uLFi3h7e+Pt7c3OnTuJiooiMDCQnDlzArBmzRquX79Ow4YNrVpgWwhbCQ8Pp3Xr1mzZsoW9e/daFHIVKc+qVato06YNrq6unD59mnz5rFcz/fbt25QqVYp79+7x9ddfM2LECDJmzEhsrLkO/KeffsqECROecZS0zVYJs7RKEmbJz8PDg8OHDwMwa9Ysi9qECfHz86No0aJorTl37pxF7TMhRNqjtX6hG3HFihXjwoULAEydOpX+/fs/Y4+Uz5qf9VL5VwiR6h0/fpzFixfj7e3NxYsXLbYVKFCAS5cuGQmzVq1a2SJEIZKMo6MjTk5O2Nvbc/HiRUmYpXCtW7cmIiKCDBkyWDVZBhAbG4uHhwcBAQGMGDGCsmXLGsmyN95447VPlgmR2sXGxhrJMoDBgwejlKJnz56J7jN9+nS01tSvX1+SZUKkYVprvvrqK27cuMHs2bOfO2m2f/9+43vSl19+mSYSZtYkI8yEEEkiKe86X7p0CRcXF+PNffHixXTt2hWA9OnT8+677xpTLUuUKGHV6U5CpASxsbGYTCbSp08PQFBQEFeuXOGtt96ycWTC1rTWrF69msOHD/Pjjz8C5lon0dHRUugbGWFmbTLCLHnVq1ePrVu3WrRt376d9957L8H+ISEh5MuXj+DgYDZt2kT9+vWTI0whhA34+vpSqVIltNbs2LHjmavmBgUFMXLkSDZu3IjJZOLq1asAXLhwgSJFiiRDxEnHmp/1UvRfCJHiRUZG4uPjw9ChQylZsiSFChVi6dKlxvb69evTrVs3fv31V+7evWvRV5JlIq25ceMGdevWNYrGA7i6ukqyLIVbt25dkhXdjhtFBuYRtx07djSSZQA+Pj6SLBMiDXg8WVamTJmnfilevHgxwcHBFCtWjA8++CCJoxMibTh37hxDhgzB29vb1qG8kIoVKzJ16lTmzJnzzGQZgJOTE7///juXL182VtEG6NGjRxJGmfrIlEwhRIoUGhrKzz//jLe3N3/++SehoaHGNnt7e65fv268zp07N/PmzbNFmEIku6NHj7Jz5058fX0ZNmwYbm5utg5JPMOxY8do3bo1uXLlwtfXl9y5c1v1+L169SImJoaJEyeSM2dOi6K9/fr1S3T0iRAi9ejevbvx3MXFhYcPH9K/f/9EbwyaTCamTZsGwIABA7Czk3ESQjyPJUuWMGnSJM6ePUvDhg1tHc4L6dev33P3TZ8+PUOGDGHw4MHExsZSrVo19u3bx44dOzhw4ACenp5JGGnqIe+cQogUITo6mitXrhivlVIMHDiQ9evXExoaipubG126dGHVqlXcvXuXiRMn2jBaIWynadOm/Pjjjxw9elSSZamE1prChQtTtWpVq/+b/fnnn8yfP5/Fixdz5swZxo0bR1y5jUqVKhlfmIUQqdv8+fON5w8fPiRr1qy0b98+0f6bNm3iwoULuLq60rlz5+QIUYhU58yZMwwcOJDTp43Fg+nWrRvNmjVj4MCBgHklyjNnztgqxJd29+5dmjdvbhT0T0i3bt3ImjUrN2/epE+fPkZ7nTp1kiPEVEFGmAkhbObmzZts3rwZb29vtm7diru7OydOnADMw4T79euHq6srDRs25O2335a7o+K15O/vzxdffMGcOXPIlCkTAEOGDLFxVOJFVKxYkePHjxMREWHVaeKhoaHGqJN27dpx7do15syZA4CzszOHDh2y2rmEELYzePBg43nGjBkJDw/Hy8sLZ2fnRPeZMmUKAF5eXri4uCR5jEKkRqNHj2bt2rVorZk6dSoAhQsXZt26dQBs3ryZli1bUqJECY4ePZqqSr0MGDCA9evXc+bMGQ4cOECOHDme6OPi4kLfvn0ZO3YskydPxsHBgcjISCIiIoiJiSFdOkkXSdF/IUSSSKwQ8NGjR1m3bh3e3t4cP37cYp+cOXMad0OFEOYpNeXKleP06dP06tWLWbNm2Tok8QKS+mJz0KBBTJkyBVdXV4KDg4l/TXf58mUKFCiQZOdOraTov3VJ0f/kkSdPHm7dugVg3Dz08/PD3d09wf5nz56ldOnS2NnZcfHiRQoWLJhcoQqRYp04cYIFCxbwv//9j6xZswLmUdqzZs2ib9++1K5d+4l97t69S758+ShatCg7d+4ke/bsyR32SwsMDKRKlSpcvnyZqlWr4uPjg6Oj4xP9bt++TYECBYiIiGDgwIFGsn358uW0a9cuucO2Cin6L4RINe7cuWNRSHL69OmMGzeO48ePo5SiUqVKjB49mkOHDnHz5k1JlgkRj52dHbNmzaJGjRp89tlntg5HvICwsDDeeecdfvjhB4ui/NZy4MAB4254qVKlLJJlX3/9tSTLhEgj7t27R3Cw+fte69atuXbtGsuWLUs0WQYY7w1NmzaVZJkQmEsjdOrUiWnTpvHTTz8Z7XXr1mXt2rUJJssAcuTIwcmTJzl58mSqSpYBuLm54e3tTZYsWdi/fz+dO3e2+E4WJ1euXHz88ccAbNmyxWifMGECMrhKEmZCiCRWpEgRY5olQMuWLWnbti1Lly7l1q1bHD58mDFjxlC5cmVZxU0IzCMD9u7da7yuXr06O3fuJH/+/DaMSryokSNHcuLECSZNmkRISIhVjx0ZGYmXlxdaazp37mxR5L9cuXJ88cUXVj2fEMJ2pk+fTlhYGOXLl+eXX37hjTfe4KOPPkq0//37942VxONqMAnxujl27BiffvqpkSBSStG3b19at27NO++880LHKlasWKqaihlfyZIl+fXXX0mfPj2rVq1i5MiRCfYbOnQow4cPZ926dXTt2hUHBwdOnTr1wr+rtEimZAohkkTcNA2A2bNn07NnTxtHJETKt2fPHurVq4erqysnTpwgV65ctg5JvITdu3dTq1YttNZ4e3vToEEDqx7/1KlT1K1bF6UUgwYNMkYfuri4WD05l9bIlEzrkimZSevPP//kgw8+QGvN4sWLn6t4/5QpUxg0aBBvvfUWf/31V6r9oi/Ey4qMjCR37tw8ePCAzZs3U69ePasc12QycenSJQoXLmyV4yWnZcuW0alTJwDmzJlDjx49ntrfycmJ8PBwwLwwW2qrZSZTMoUQqcb58+clWSbEc6pYsSIFCxbkrbfesnUo4iU9fPiQLl26oLXGy8vL6skyMBckzpMnD1WrVmXUqFEAODg4EBgYaPVzCSFsp1GjRsaUqDFjxvDBBx9w+fLlp+7Tp08fVqxYwfjx4yVZJtI8rTVHjhzhxx9/NNocHBzo1q0bbdu2tdrK1OfOnaNo0aLUqFHDYlR3atGxY0fGjBkDmN8jNm/e/NT+8RcasVbCMbWSEWZCiCQhd52FeD5XrlyxqDcVGBhIzpw5ZVXYVKpPnz7MmjWL/Pnzc+rUqSR5/1u+fDnt27c3Xtvb27Nnzx48PT2tfq60RkaYWZd81iedeH+rKKXQWpMlSxYCAgKeujqmEK+T69ev8+abb6K15sKFCxQpUiRJzhMZGUn+/PmJiopi165dqfLGptaaLl26sHTpUlxcXNi7dy/lypWz6OPr68vnn3/Om2++yYIFCyz2TU1khJkQQgiRBkydOpWiRYvyyy+/GG1ubm6SLEul4lbbAli4cKHVEwgzZsxg+fLlNG3a1OJvZO7cuZIsEyKNGTBggPG8QoUKAHh5eT01WZYUC4wIkVJorTl06JBF0f68efPSvHlz2rdvn6RJHQcHB7y9vQkICEiVyTIwJ97nzZvHe++9x8OHD2nUqBEBAQEWfR48eMDWrVstfsfAaz1bSEaYCSGShNx1FuLZRo0axdixY+ncuTOLFy+2dTjiFQQFBVG2bFmuXbtGnz59mDFjhlWPf/78ecqVK0dkZCSZMmUyapXVq1fvmVMrxH9khJl1yWd90oiOjsbFxYWoqChq1arFzp07UUrh5+eX6KqXx48fp3nz5gwaNMhiOpUQacX+/fupVq0amTJl4ubNm0byWGst049fwIMHD6hWrRpnz56lXLly7Nmzh0yZMgHm32WlSpXw9fU13nvipKa8kYwwE0IIIVKp+Bcco0ePZtWqVSxatMiGEQlrGDJkCNeuXaNQoUJ8++23Vj22yWSiTZs2REZG4urqaiTLMmTIIMkyIdKgt99+m6ioKABjyn6TJk0STZYBzJs3j6tXr3L48OFkiVGIpKS1Zv/+/WzZssVo8/T05K233qJFixYEB/+XA7FFsuzevXvJfk5ryZIlCxs3bsTNzY3w8HDu379vbFNKMXz4cABOnjxpMXr9888/T/ZYUwIZYSaESBJy11kIS7GxsYwbN44TJ06wZs0auRuahmzcuJHGjRujlGLXrl28++67Vj3+5MmTExwxcv/+fbJmzWrVc6V1MsLMuuSz3vpiY2ONFemUUjg5OREaGsqff/5JnTp1Et0vIiKCFStWUL58ed5+++3kCleIJPHzzz/ToUMHSpQowdmzZ41rptjYWOzt7W0W14MHD2jTpg379u3j2rVrqfoz+OTJk+TNm5fs2bNbtMfGxlK8eHH8/PyYOHEiQ4YMAczTUiMiImwR6guTEWZCCCFEKvPPP/8wbtw4fv31V7Zu3WrrcISV3L9/n+7duwMwaNAgqyfLrly5YqyEGd/atWtT9YW6ECJhnTp1Mp6XKVOG0NBQSpUqRe3atZ+6n6OjI127dpVkmUh1tNbs2bMHX19fo61JkybkzJmTKlWqEBoaarTbMlkG4Orqys2bNwkLC7OYrpgavfXWWxbJsrgVeO3t7Rk2bBgAkyZNwt3dHTAvfHDo0KHkDtPmZISZECJJyF1nIZ40d+5cMmbMSMeOHW0dirCSDh068PPPP1O8eHGOHz9OxowZrXZsrTUNGjSwmJIC8PXXX/PFF19Y7TyvExlhZl3yWW996dKlIzY2FqUUQUFBrF27FldXV1q0aJFg/7i+sliMSK3Gjx/PyJEjadKkCb///rvRHhUVRYYMGWwYWcIOHjyIm5vbU6dIpzazZ8+mf//+/Pzzz3z44YeEh4fj7u7O7du3KVSoEP7+/gDkypWLwMBAG0f7bDLCTAghhEjhoqKiGDVqFFevXjXaevToIcmyNKZ79+4UKVKEJUuWWDVZBjBy5MgnkmWlSpWSZJkQadSsWbOMlS67detGpkyZ6NKlS6LJMoAVK1ZQsmTJJ1a1EyIl0lqzc+dOrly5YrT93//9H87OzrzxxhsWdV5TYrIMoEqVKmkqWQZw7tw5YmJi2L59OwAZM2Zk/PjxLFiwgGnTphkj2m/fvs3ff/9ty1CTnYwwE0IkCbnrLF53PXv2ZO7cuVSrVo3du3fL3f80LCYmxqg5ZC0rV66kXbt2KKWMLxAZMmQgMjLSqud53cgIM+uSz3rrihtdBuaVMp/1vqK1pnLlyhw9epSxY8cycuTI5AhTiJfWq1cv5syZw9ChQ/nhhx+M9rCwMJycnGwY2cuJiIjA0dHR1mG8stjYWNasWcOHH36YYI3dS5cuUahQIQAyZ85MUFBQcof4QmSEmRBCCJHCjRgxAnd3d4YOHSrJsjRGa83NmzeN19ZOloWEhFChQgVcXFyMZJlSin///deq5xFCpByLFi0ykmW5c+emdOnSTJ8+/an7HDx4kKNHj+Lg4ECPHj2SI0whnpvJZMLHx8diRcvGjRvj4uJC+vTpLfqmtmSZyWRi4MCB5M6dm4sXL9o6nFdmb29PmzZtEl2QqkCBAsa1TnBwsPFe9TqQK3ghhBDCCsLDw9mzZ4/xulChQvzzzz9PnUojUqeVK1dSpEgRZs+ebfVjz5w5kyJFihAYGMjDhw+N9r///jvVfaEQQjy/Xr16Gc89PDz4559/2LZt21P3mTJlCgAfffQROXPmTNL4hHhRTZs2pW7duqxYscJoa9CgATdv3mTChAk2jOzV2dnZceHCBYKCgvjll19sHY5V3bp1iwMHDhiv58+fT7FixSzeo8aNG2eL0GxCEmZCCCHEK7pz5w4eHh588MEHnDp1ymh//A6qSBvWrl1LWFgYt2/fttoxY2Nj6dOnD3379uX27du89957xrbVq1dTvHhxq51LCJGyXLx4kaioKACyZMnCn3/+CUD//v0T3ScgIIA1a9YAMHDgwKQPUoinMJlMbN++HZPJZLTVqVOHzJkzW9z8sbe3x8XFxRYhWt3//vc/tm3bxueff27rUKxmx44d5MuXj/bt2xv/lnv37sXPz8/ipvCkSZNsFWKyk4SZEEII8YqyZ89Ovnz5yJw5s0ybew2sWrWKZcuW8dlnn1nleCEhITRt2pRZs2YB5lplcdMdevXqRatWraxyHiFEyvTuu+8az/v3709oaCglS5akTp06ie4zc+ZMYmNjqVmzJuXKlUuOMIVIkNaaChUqUKdOHXbu3Gm09+jRgxs3bjB06FDbBZeEKlWqRN26dROdxpgaeXh44OzszKVLl9i9ezcAw4cPB+DEiRO8//77ADx48ICePXvaLM7kJAkzIYQQ4iWEhIQYSQ07OzuWLFnCiRMnqFGjho0jE0nNzs6ODh06WGUE4bVr13j33Xfx9vY2LrrjRprkz5/fSKIJIdKmsLAwbt26BZjrOC1fvhyAAQMGJPpFPDw8nLlz5wIyukwkv9jYWI4cOWK8Vkrh6emJq6urxcrgzs7OODs72yLEZKe1Ji0spujk5ETbtm0Bc11FMK/O3aRJE8Bcy8ze3h7AeA9K6yRhJkQqoJTqo5S6pJSKUEr5KqXefUrfLkopncDD8UWPqZTyVEptV0qFKqUeKKV2KqUyJsXPKERq4uvrS/ny5S1qcOTMmZPcuXPbMCqRlK5du8bgwYMtppa8qn/++QcPDw9OnDiBm5ubcecWwNHREX9/f6udSwiRMpUpU8Z43rJlS/z8/HB1daVDhw6J7vPzzz9z79493N3dadq0aXKEKQQADx8+pEiRInh4eHD58mWj/auvvuLGjRt06dLFZrHZyrx58yhZsqTFlMXUrGvXroC5HETcgg0jRowAYOnSpZQuXdro6+fnl/wBJjNJmAmRwiml2gCTgXFAeWAPsEkplf8puwUDeeI/tNYRL3JMpZQnsBnYClQGKgHTgf+KEwjxmjpz5gx+fn4sXLiQ8PBwW4cjkpjWGi8vLyZPnkz37t2tdtz8+fOTP39+SpcuzahRo9i6dStgHsF2+/Zt4y6uECLtunLlivH82rVrAHh5eSVa50lrbRT779evn7xPiCQVGxvL2bNnjdcuLi4ULlyYLFmyWLTnzJnztV2Y5siRI5w/fz7NjLjy8PCgRIkShIeHs2rVKgCqVatGtWrViIqK4t133yVDhgzAf6PQ0jKVFoYOCpGWKaUOAce01r3jtf0NrNNaP1FARynVBZistc7yKsdUSh0EtmmtR71k3JmBoKCgIDJnzvwyhxAiRZsxYwZ8ha38AAAgAElEQVTt2rUjW7Zstg5FJLHZs2fTu3dvHB0d+euvv16pAH/ctA07OzuuXLmCh4cH7dq1Y/r06cTExGBnZ8e5c+coWrSoFX8CESc4OBhXV1cAV611sK3jSe3ks/7VnDlzxhhh1qdPH9q0acPUqVP57rvvKFSoUIL7bN++nTp16uDs7ExAQABZsiR6uSfEK/H396dmzZo8fPiQGzdukDGjeZLJlStXcHNzw9HR8RlHeD2cPXuWnTt30rFjRzJlymTrcKzi+++/Z/jw4Xh6erJ//34Afv/9d5o1a4aLiwsRERHExMSQOXNmbty4keKm3lrzs15GmAmRgimlMgAVMY/yim8rUPUpu7oopa4opQKUUhuUUuVf5JhKqVyAB3BbKbVfKRWolNqllKr+ij+SEKnSnj17aNKkCRERxkBN+vbtK8my14C/vz/Dhg0DYMKECa+ULIuOjqZHjx6MHDkSgGXLlhEYGMjkyZONZNkff/whyTIhXhMTJ04EoEWLFsyYMYMaNWqwZs2aRJNlgDG6rHPnzpIsE1YVExNjMc3S3d0de3t77O3tLUaTFShQQJJl8ZQqVYo+ffqkmWQZQMeOHbG3t+fAgQOcO3cOgMaNG9O7d2+8vb0ZO3Ysbm5uBAcH4+npaeNok5YkzIRI2XIA9kDgY+2BQGLFks4BXYCmQDsgAtinlIr7BvY8x4y7UhsDzAPqA8cAn3jHsaCUclBKZY57AGnnU0O81sLDw/nwww/ZsGED3377ra3DEcnIZDLx8ccfExoaSo0aNRgwYMBLH+vBgwc0aNCA+fPn89133/H333/TuXNniz5LliyhYcOGrxq2ECIVmDFjBgsXLgR47lUE/fz8+OOPPwDzappCWMvBgwcpUKAATZs2NYrX29nZ4e3tzfXr16lYsaKNIxTJKXfu3DRo0AD4b9qlnZ0dM2fO5N1332XEiBFG0vTUqVNGrbO0SBJmQqQOj8+dVgm0mTtqfVBr/ZPW+oTWeg/wIfAP8PiV1dOOGffeMEdrvUhrfVxrPRg4D3ycSIyfAUHxHgHP+JmESBUyZszIokWL6NSpU5pdGl0kbNq0aezatQtnZ2cWLVqEnd3LXTb5+/vj6emJj48Pzs7OrF+/noIFC1qMIunZs+dTi3wLIdKW+An43bt3M3jw4Gcu9JE5c2ZGjhxJhw4dKFGiRFKHKNKw6Ohobt++bbwuXrw49+/f5+bNm9y4ccNoL1WqFA4ODrYIMdXZtWsXTZo0YeXKlbYOxSo+/tj8lW/p0qXExMQ8sX38+PHG83ffTXQ9ulRPEmZCpGx3gVieHE2WiydHiCVIa20CjgBxI8Oe55g3H/337GN9/gYSW2xgAuAa75HveeITIiXavHkzhw4dMl7Xr1+fJUuWJFqEWaQ958+f59NPPwXMtTyeNkXqafbv34+Hhwfnzp0jX758jBgxgk2bNuHm5mZcgLq5uTF79myrxS6ESNnu3buHyWReQ0kpxYIFC5g8eTJbtmx56n45c+bk66+/ZtmyZckRpkijNmzYQP78+end2yhlTNasWdm5cyfXr18nb968Nowu9dq9ezcbNmxg6tSptg7FKho1akSOHDm4deuWxXvT/fv3GTJkCD/++KPRdvLkSVuEmCwkYSZECqa1jgJ8gfcf2/Q+sP95jqGUUsDbPEqCPecxLwM3gMeL9RQDrpAArXWk1jo47gGEPE98QqQ0K1eupEGDBrRt25YHDx7YOhxhA7GxsXTp0oWIiAjef/99evXq9VLHWblyJbVr1+bu3btUqFCB33//nfHjxzNz5kxj+oKjoyM3b958xpGEEGnJkCFDjOfDhw/Hz88PV1dXOnbsaMOoRFoVFRVlMWWuQIEC3Lp1i8OHD1vUZvXw8DBWPxQvrnv37gwcOJDFixfbOhSryJAhgzHyPW76OED69OlZtGgRx44ds6jl+yplK1IySZgJkfJNBLoppT5WSpVUSk3CPMprNoBSaqlSakJcZ6XUaKVUPaVUIaXU28ACzAmz2c97TG0uXvA9MEAp1UopVUQp9TVQ4tHxhEizGjRoQKFChWjUqJEUtX1N/fDDDxw8eJDMmTOzYMECzPcdXpzWmsjISJo1a8bu3bspX748pUqVMrbb29tz7969lz6+ECL1iY2N5ZdffgHMRbRPnDgBmKc/JTaK2WQy4eXlhbe3tzEyTYjnsWTJEt58802++eYbo61s2bJs27YNf39/uc6xoty5czN58mSKFStm61CsJm5a5h9//MGdO3cAyJQpE3369AEgV65cRt/p06cnf4DJQBJmQqRwWutfgEHAl8BfQA2godY6bqRXfiBPvF2yAHMxT5/cCuQFamitD7/AMdFaT8Y8zXIScAKoA7yvtfZLgh9TCJs6deqU8dzV1ZVjx44xffp0uZB8DZ0+fZovv/wSgMmTJ/Pmm2++9LHatWvHtm3bWLt2Lc7OzgwfPpxjx44Z2wMDA3FycnrlmIUQqUfz5s2JjIwEYPDgwWzevBmlFH379k10n82bN7Nw4UI++ugjwsLCkitUkQpFRkYaf19grnt3+/ZttmzZYhTzB6hbty7p06e3RYgiFSlbtiyffPIJv/32G1mzZjXaBwwYgIODA+fOnaNgwYKA+Sbh0qVLbRVqkpGEmRCpgNZ6ptbaXWvtoLWuqLXeHW9bLa11l3ivB2utCzzqm0trXU9rfeBFjhmvzzda6ze11s5a66pa671J9kMKYQMmk4k+ffrw1ltv4e3tbbS7urraMCphK9HR0XTu3JmoqCgaN25Mly5dXmj/u3fv0qZNG4uCye+99x4TJkxg1qxZfP/990b7jh07yJ49u7VCF0KkEhs2bADMtctWrVoFmEeaFS5cONF9ypQpw5AhQxg8eLDU0hSJmjhxInnz5mX58uVGW+PGjVm/fj2HDh2S0czJ5NKlSwwdOpSZM2faOhSr+O6772jUqBHp0qUz2tzc3IxrpCJFihjtaXH1XkmYCSGEeG3Z2dkZFwBx02LE6+v+/fs4ODiQNWtW5s6d+0JfLs6dO4eHhwerVq2iU6dORvuoUaMYNWqUMX0BzF9qatWqZc3QhRCpQPxpcS4uLvz000/As79k5s+fnx9//JHRo0cnaXwidYmIiLAYNRYdHc29e/dYt26d0ZY+fXqaNm1qkewQSWvnzp1MnDiR7777jtjYWFuHk2SGDRuGUopt27aROXNmAIKDgwkKCrJxZNYlCTMhhBCvFa010dHRxuvvv/+eXbt28dlnn9kwKpESuLm5sWfPHvbu3UuePHmevcMj27dvx9PTE39/fwoWLMi0adOMbZUqVbLo279/fwYPHmy1mIUQqcfYsWON50uXLqV3795UrVqVunXr2jAqkRp98cUX5M2bl3379hltXbt25ffff2ft2rU2jEy0bduW1q1bM3PmzDQzqu/q1at8/vnnfPXVV0ZbkSJFaNmyJWBO6sdp1KhRsseXlFT8rLQQQliLUiozEBQUFGTcdRDC1kJCQujTpw9KqTRZZ0G8HK31S1/ULly4kJ49exITE4Onpyfr1q0ziuBGRUWRI0cOQkLMiwb37t07zUzRSK2Cg4Pjply7PlrRWbwC+ax/fmfPnqV06dIAVKlShQMHzNUynvb+8++//9KzZ0969+5NrVq10syXb/HiYmJiLEaJeXl5sXDhQvr162dxk0aIpLB161bq1atH1qxZuXHjhlHj19fXl59//plevXpRqlQpY0SdyWSy6fuVNT/rZYSZEEKI18bp06dZsWIFy5cv5/Tp07YOR6QQX375JcOGDSM8PPy59zGZTHz66ad4eXkRExND27Zt2b59O7ly5eLSpUtcunSJ7NmzG8myunXrSrJMiNfYBx98YDzfsmWL8fxpXyrnz5/P6tWrGTRoUJLGJlKu2NhYBg4cSJ48ebh+/brRPnToUDZu3MjkyZNtGJ14XdSpU4eOHTsyd+5c7O3tjfaKFSsyceJEihUrxoQJE4z2999/3xZhJglJmAkhhHhteHp6Mm3aNHbt2kWZMmVsHY5IAS5fvsyECRP48ccf2b59+3PvFxYWZhTv/vLLL1m+fDmOjo4EBwfTsGFDChUqxMOHDwEoXbo027ZtS5L4ReqglOqjlLqklIpQSvkqpd59St8uSimdwMMxXp90Sqmxj44ZrpTyV0p9qZSyi9cnoWNopdQn8fpcTmD7N4/HJF5NWFiYkexwcHBg8uTJ+Pj48LSZPjExMUyfPh0wr0gno8teHyaTyXhub2/P8ePHuXv3LitXrjTaS5UqRcOGDS2SFyJlCQ0NZc6cOfzwww+2DuWV2dvbs3TpUlq1apXo6qrDhg0znr/I9VRKJ1MyhRBJQqZpiJTg/v37fPLJJ4wfPx43NzdbhyNSqI0bN+Lj48PEiRNfaL/Lly9z4MAB2rVrZ7TduHGDvHnzGq+zZ8/O3bt3rRareDW2mJKplGoDLAP6APuAnkA3oJTW+moC/bsAU4Di8du11rfi9RkJDAY6A2eAd4BFwBda6ymP+uR+7NANgAVAEa21/6M+lx+1zYvX76HW+uFz/mzyWf8cypQpw5kzZwBzouPs2bMopfD398fd3T3BfdauXUurVq3Inj07165dI2PGjMkYsbCFoKAgRo4cyZYtWzh9+jQODg4A7Nq1i8jISOrWrYudnYx3SS22bdvGBx98QKZMmbh+/TqZMmWydUhJxtfXl9GjR3Pq1CmuXjV/rB05coR33nnHJvFY87NelssQQgiRZnXo0IFNmzZx584dfv/9d1uHI1KoRo0aPVeR2pMnT3L48GG6desGgLu7+xNfduO2ATg6OnL79m2rxipSpSHAAq31/EevByml6gG9gcRWG9HxE2QJ8ATWa603Pnp9WSnVDnPiLO4AFvsrpZoBO+KSZfGEPONc4hXFJcvAPOL07NmzNGrUKNFkGcCUKVMA6NmzpyTL0rD4NeycnZ1Zt24d169fx9vbmxYtWgBQs2ZNW4YoXlLdunVp1KhRmkp0BgQEsGjRInLnzk337t2N9gsXLrBx40ZcXFyMtoEDB1osSpFapY1/OSGEECIB33//PeXKleN///ufrUMRKcyJEycs6sE8i7e3N9WqVaNHjx5s3rz5ie3379/ns88+Y9OmTQC4uLjw4MGDNHORLF6OUioDUBHY+timrUDVp+zqopS6opQKUEptUEqVf2z7XqCOUqrYo/OUA6oD3onE4QY0wjya7HEjlFL3lFJ/KaVGPopZWMkXX3xhPO/atavx/jFgwIBE9zl+/Dh79uwhXbp09OnTJ8ljFMnvxo0b9OrVi9q1axtt6dKlY9KkSWzbto1mzZrZMDphDUopNmzYwKBBg3B2drZ1OFbh4+PDl19+yXfffWcxpbxVq1YULFiQhw8fkiNHDgD279+Pn5+frUK1GrmKE0IIkWbcunXLom5C6dKlOX78OOXLP/5dU7zOQkNDadmyJaVLl36uu58zZsygSZMmPHz4kFq1auHh4WGxfdu2beTIkYNvvjGXfsqaNSuBgYHGdBrxWssB2AOBj7UHAo9PmYxzDugCNAXaARHAPqVU0Xh9vgVWAOeUUtHAcWCy1npFIsfsDIQAvz7WPgVoC7wHTAcGAYmuTqGUclBKZY57AGl3jpGVfPvtt8bzcuXKERISQsmSJalbt26i+8SNLmvVqpXFFG+RdmTIkIFFixaxc+dO/vrrL6O9devWaWpEkkhbWrVqhYuLCxcvXmTv3r1Ge7p06Rg6dCgATk5ORvvj10upkfyfKIQQIk04f/485cqVo3nz5hZ3tKRQsnjcp59+ip+fH5kzZ37q4g9xq5P169cPk8lkjA7JmjWr0ScqKooWLVoYd1rd3Ny4du2axQWjEMDjRYNVAm3mjlof1Fr/pLU+obXeA3wI/AP0j9etDdAB+AiogDkhNkwp1TmR838M/Ky1jnjsXJO01ru01icfTRntBXgppbIncpzPgKB4j4BE+gnMyfSYmBgA8uTJw4wZMwDo169fop9NgYGBrFhhznsOHDgweQIVSerixYv06NGDHj16GG05cuQwFpspV66cDaMTSU1rzY4dO/juu+9sHcorc3Z2pk2bNgAsXLjQYlvXrl3JkSMHV69eNRK+9+7dS/YYrU0SZkIIIdKEwoULU6xYMdzd3YmNjbV1OCKF2r59u7Hy3IIFC+KKwj4hJCSEZs2aMXXqVAAmTJjAggULyJDhv9lqMTExlChRgtDQUAAyZcqEn59fmpl6IaziLhDLk6PJcvHkqLMEaa1NwBEg/giz74FvtNYrtdantNbLgEkkUBPt0YqcxYH5j29LwMFH/y2SyPYJgGu8R77n+RleV3FfLMFc7P/ChQtkzpyZTp06JbrP3LlziYqKonLlylSpUiU5whRJLDg4mHnz5rFkyRKLBEK/fv1477335MZeGnfhwgVq167NZ599xpUrV2wdzivr2rUrAKtXrzZWAwfzyLK4qeZx0zLBXAIjNZOEmRBCiFTr5s2bxsiedOnSsXbtWg4dOkSxYsVsHJlIiYKDg/n4448B6NWrF++//36ifdevX8/GjRtxdHRk9erVfPrppxZfau7fv0/JkiW5dOmS0Xbq1ClJlgkLWusowBd4/I/tfWD/8xxDmf/w3gZuxmt2AkyPdY0l4Wt7L8BXa/0831ri5q/fTGij1jpSax0c98A8zVMkQGtNtmzZAPOojA8//JASJUrg5eVlURg7vqioKGbONM+IldFlqdPp06fx8vKymIpboUIFRo4cybZt24y/CfH6KFasGM2aNaNnz57Y29vbOpxXVrVqVYoVK0ZoaCirV6+22NanTx+cnJwsFjyKu/GYammt5SEPecjD6g8gM6CDgoK0EEnh119/1VmyZNFTpkyxdSgilejevbsGdMGCBXVISMgz+48aNUofOnToifa///5bp0+fXmOeUqcBffTo0aQIWVhZUFBQ3L9ZZp18n4dtgCjM0yJLYh4J9hAo8Gj7UmBCvP6jgXpAIcyJsoVANFA5Xp/FmKdDNgLcgRbAHeDbx86dGQgFeiUQlycw+NE5CmKe+nkd8+qb8ln/inx8fDSgXVxcjN+PyWTSoaGhie7z008/aUDnyZNHR0ZGJleowopWrlypAZ03b14dHR1t63BECmEymWwdglVNmDBBA7p69epPbPv222/19OnTdenSpTWg06VLp3fs2JGs8Vnzs15GmAkhhEiVAgICePDgAb/++ism0+MDLYSwtGnTJubNmwfAokWLEhzhsWnTJv7991/j9VdffUXlypUt+phMJurXr090dLTRtmfPHipWrJhEkYvUTmv9C+Zi+l8CfwE1gIZa67i5OfmBPPF2yQLMBf7GvJpmXqCG1vpwvD79gTWYC/T/DfwAzAFGPXb6tpjrpSW0GEAk5mTeTuAs8BUwD/NCA+IVxdUr6tixI5kzZwbMNTUTq2+otTaK/ffu3dti+rdImY4ePUqXLl1YtWqV0da8eXN69uzJL7/8kiZGEwnrSGvTbjt16oSdnR179+7ln3/+sdg2fPhw+vbty6lTp0iXLh0xMTHUq1fPRpG+OkmYCSGESDW0/q9Gdr9+/Vi8eDHbtm2T1aTEU/37779069YNME9zqlmzpsV2rTXff/89jRo1olWrVhbJsMf7Va1a1aIGyV9//UX16tWTLniRJmitZ2qt3bXWDlrrilrr3fG21dJad4n3erDWusCjvrm01vW01gceO16I1nrQo34ZtdaFtdZfaPMU0Pj95mqtnbTWQQnEdExrXUVrneXRMUporcdorcOS4FfwWhkzZgxbtmwBoGTJksyfP5+wsKf/WsPCwsibNy9OTk707NkzOcIUr2jz5s0sWbLEWMwBwMHBgdmzZ1OtWrU0lyQRr+7KlStMmTLF4no2NXrjjTeMJNjixYsT7BP/BkFUVBRBQU98DKUK8g1DCCFEiqe1ZvHixdSvX99YcUwpRefOnUmfPr2NoxMp3cCBA7lx4wZFixZl/PjxFtuio6Pp0aMHw4cPR2tNyZIln/iSExMTw/fff0/16tU5dOiQ0b5hwwZZ3UwI8YRx48YZz318fOjevftTayaCuc7Zb7/9RkBAALly5UrqEMUL2rdvHx07duTIkSNGW9euXenatSvffPONDSMTqcXDhw8pVaoUgwYN4vDhw8/eIYWLqwm7dOnSJxbb0lqzcOFCsmTJYrSl1kVM0tk6ACGEEOJZ7ty5w8CBAwkODmbx4sXGaCEhnmX9+vUsW7YMOzs7lixZYjEd6sGDB7Rq1QofHx/s7OyYNGmSscJTfB9//DHLli2zaFuzZg2NGjVK8viFEKlLUFCQcWPH2dmZ06dPA9C+ffvn2j9r1qxJFpt4eXPmzOGnn37CwcGBSpUqAZA3b14WLlxo48hEauHi4kLr1q0JCAhIEzMjmjRpQrZs2bh+/Trbtm2jfv36xjalFGvXruXq1atG27lz52wR5itL/f9SQggh0rxcuXIxf/58xo4dayxnLcSznD9/nu7duwMwbNgwPD09jW3+/v54enri4+ODs7Mz69evTzBZBubVWONbvXo1LVu2TLrAhRCp1meffQaAvb09P/30E35+fmTOnJlOnToluo+3tzf+/v7JFaJ4hp07d9K+fXsCAwONtt69e9OtWzd69eplw8hEajd//nz+/PNPI+mamjk4OBg3AhJKHI8YMeKJtn79+iV5XNamUvv8WSFEyqSUygwEBQUFGcVuhXheWmtmzJhBzZo1KVu2rK3DEanU7t27qVmzJqVKlcLX1xdHR0fA/PdVuXJljh49Sr58+RKcWhkZGYmDgwMzZsywuMDbsWMHtWrVSs4fQ1hRcHAwrq6uAK5a62Bbx5PayWe9Ja01Li4uhIWFUadOHTJkyMCmTZsYNGgQkyZNSnCf8PBw3nzzTe7fv8/evXupWrVqMkctHufp6cnBgwf55ptvEvzSL4QwO378OBUqVKB48eKcPn2adOn+m8AYV/f14MGDRptSKlkW6rLmZ72MMBNCCJHifPPNN/Tv3582bdoQHh5u63BEKnHnzh28vb2N1zVq1GDMmDFs2LDBSJaB+YJt0aJFvPfeexw6dOiJZNnSpUuNOiNxyTKlFBs3bpRkmRAiUU2aNDGK+3fs2JFNmzahlKJv376J7nP37l0qVaqEu7s7Hh4eyRWqwLzqcVyNufiLvQwYMICePXvSoEEDG0Yn0rLw8HB++uknY/p2alW+fHn27dvH2bNnLZJlYL5uejzhrLXm+PHjyRniK5MRZkKIJCF3ncWruHPnDpUrV2bw4MH0799fVpoSz3T+/HneeecdTCYT/v7+uLm5WWzXWnPy5MlnFumPjIykQoUKnD171qJ9165d1KhRw+pxi+QlI8ysSz7rLcX/rGrYsCHe3t40btyYP/7445n7hoSEkClTpqQMTzwmOjqaN998k8DAQH799VdatGhh65DEa0BrTenSpfn7779Zs2ZNmi7xYDKZKFWqFOfPnzfaihQpwoULF5L0vDLCTAghRJpiMpnYu3ev8TpnzpycO3eOAQMGSLJMJCr+Tb9ixYpRqlQpSpYsyZ07dyz6RUZG0rFjRypVqsTu3bufekwHBwfc3d0t2ry9vSVZJoR4qqNHjxrPM2XKhLOzMwD9+/d/rv0lWZa0TCYTW7Zs4fPPPzfa0qdPz4ABA+jTpw+lSpWyYXTidaKU4v/+7/8oUKBAqh9hFl9UVBQPHjywaLOzs+OTTz6xaLt48eITq2qmZDLCTAiRJOSus3heERERNGnShO3bt7Njxw5JTIhnioqKYsGCBcyaNYu9e/ca7zF37twhR44cFknWu3fv0qJFC/bu3Uu6dOlYsGDBE8W3AwICOHfuHHXr1mXw4MFMnjzZ2HbgwIFUuxS6eJKMMLMu+az/T4ECBYwV4UJDQ3FycuLixYsUKlQo0RXxli1bRu3atcmbN29yhvpaCgwMJF++fMTExHDy5EmpjypsKiwsDAcHB+zt7W0dilUsXbqUoUOH0r59e4trKDDftOzSpQs+Pj7GDc3OnTuzePHiJIvHmp/16Z7dRQghhEg6jo6OvPHGGzg6Oj6xGqEQ8cXGxrJixQpGjx5trCg3e/Zshg8fDphHJsZ37tw5GjVqhL+/P66urqxZs4a6deta9PH396d69eoEBQXRvHlzli9fDkC6dOk4ceKEjDoQQjxTTEyMkSzLkycPTk5OgHnqUWL8/f3p3Lkz6dKl4+rVq+TOnTtZYn0dxMbGsnXrVi5evGiM8HNzc6Nz5844OTm99sldYXtx7xFpRc6cObl79y7bt29Ha21x49LBwYEVK1YQFBREtmzZMJlMLFmyJEkTZtYkUzKFEEIku+joaCIjI43XM2bMwNfXlzZt2tgwKpFSaa1Zt24d5cqVo2PHjkaNsmnTpjFw4MAE9/Hx8cHT0xN/f38KFizIgQMHnkiWAeTPn58yZcoQHR1tJMuyZcvGzZs3JVkmhHgub7/9tvF8woQJBAQEPHOf6dOno7Wmdu3akiyzMl9fXxo2bMjw4cP5999/jfb58+czdepUChQoYMPohPiP1pp9+/YRFBRk61BeyQcffMCmTZs4duxYoqVUXF1dqVy5svF62bJlyRXeK5GEmRBCiGR15coVatasydChQ402FxcXSpQoYcOoREr1559/UqVKFVq0aMGZM2fIkiULEyZMwM/Pj379+uHg4PDEPr6+vtSvX58HDx5QtWpVDh06RMmSJY3tWmuj/ll4eDi7du0yVkjLnz8/AQEB5MiRI3l+QCFEqnfmzBnj+bx583B3d3/q6ImQkBAWLFgAkGjSXzyfmJgYNmzYwJo1a4y2SpUqUatWLXr16mWx+qUQKU379u2pXr16qhltlRh7e3vq16//xEqZ8d27d4+qVasar6dNm5Ycob0ymZIphBAiWZ07d44DBw5w9uxZvvjiC7mzLhJ08OBBRo4cyfbt2wHz9IXBgwczbNgwsmTJ8tR9K1SoQKtWrQBYtGgRjomD/U0AACAASURBVI6OxraIiAi8vLwoX748rVu3pmDBgkbyLHv27Fy6dCnRekNCCPG4WbNmGc+zZcvGvn37UEpRvXr1RPdZsmQJwcHBFCtWjHr16iVHmGnW6tWr+eijjyhQoAD/93//h52dHUoptm/fLosGiRSvZs2a/Pbbb08Uy0/NYmNjiYqKImPGjBbtUVFRFkmy48ePExMT89QkW0ogV4RCCCGSVb169Zg1axbHjx+XZJl4wqlTp2jWrBmenp5s376dDBkyMGDAAPz9/Rk7dmyiybKwsDDCw8MB8wpUS5YsYfny5RbJMoDffvuN5cuXM2LECNzd3Y1kWaZMmbh9+7Yky4QQL2TIkCHG8w4dOgDQsGHDROuXmUwmpk6dCsCAAQPkPecFxMTEsH79eovVjps3b06RIkVo2bIlYWFhRrsky0Rq0KlTJ65fv87o0aNtHYpVLFiwgPz58xvvcfHlyZOHLl26GK9jYmL4f/buOzyKqnvg+PcmgRBS6IRQAiYUCSCEIgg/MKCELkpvAokKSlVQeKlKlSJVFOlFpHelS5Hea6QECIQQWkBSSWXn90fImCXFAMluEs7nefZ5du7cnTmR993ZOXPvuZMnTzZhdC9HVskUQmQIWTlLJLhy5QqDBw9m8eLF/zkySLze4uLiKFWqFIGBgVhYWNCtWze+/fbb/6w3c/fuXVq2bEnJkiVZtWpVqjegmqbRsGFDdu/erbc5OTkRGBgoN1ivAVklM3297tf6R48e6dO3nZycCA8PJywsjO3bt6c4cmzr1q00a9aMPHnycPv2bezs7EwZcpY2fvx4hg0bxnvvvceff/6ptz9fZFwIYR4LFy7kk08+oWzZsly+fDnJ/y99fX0pV66cvq2UwmAwpHsc6Xmtl0caQgghMoymabRr145NmzbxzTffmDsckQndvXuXp0+fAvErUw4fPpy2bdvy999/s3Dhwv9Mlp0/f56aNWty4sQJ9u7dy40bN5L02b9/P7GxsWiahpeXl1Gy7N133+XOnTtysyWEeGHu7u76+08++YSwsDDKlStHw4YNU/xMwsiLTz75RJJlqYiNjWX9+vVcvnxZb+vcuTNFihShevXqRjfZ8v0tsoM7d+5w//59c4fxStq2bUvu3Lnx9fXlyJEjSfaXLVuWVq1a6duapjFp0iRThvjCJGEmhBAiwyilmDdvHo0aNWLUqFHmDkdkMmPGjMHFxYVVq1bpbT179mT16tVpWgRi69at1KlTh4CAAMqWLcvRo0dxdXU16jNr1iw8PDzo2bMn1atXZ8mSJfq+Jk2asG/fvnT7e4QQr5eAgAD9/cqVKwHo06dPiqNcL1++zI4dO7CwsKBPnz4miTGr6tWrF61btzaa2lWyZElu377NhAkTZCqryFYmTpxIyZIls8QUxdTY29vTrl07IH60WXIGDx5stH3q1KkMj+tVyDeNEEKIdHX27Fm9UDvA22+/zfbt2ylatKgZoxKZkaWlJVFRUWzfvl1vS+tIgVmzZtGiRQvCw8OpX78+R48eTbZm0BtvvAHE38yePn1abx8wYABbt259xb9ACPG6SjyatXjx4ty9exd7e3u6deuW4mcSkj8ffPCB/t0k4ouBr1mzhkePHultHTt2xNHRkeLFixv1tbS0NHV4QmS4ihUrEhcXx7Vr18wdyivz8vICYNWqVURERCTZ//bbb1O3bl19++jRoxkyLTO9SMJMCCFEutm/fz+1atWiffv2BAYGmjsckYlERkYydepUo7oz/fr1Y+vWrUajvtJi5MiR9O3bF4PBgLe3N9u3bydfvnzJ9m3WrBl58+bVFwQAmD9/PlOmTHm5P0QIIUD/3qpfvz7+/v7cvn2bzZs3Y29vn2z/x48f65/p16+fyeLMClq0aEG7du1YunSp3ubh4UFAQABDhw41Y2RCmEaTJk04f/48GzduNHcor6xu3bq4uroSHh7OunXrku0zYsQInJycALh165bRb8PMRhJmQggh0k3NmjVxc3OjVq1aSVYnFK+n2NhY5s2bR5kyZRg4cCCDBg3SnyTa2dnRpEmTF64/07hxY3LlysWECROYP38+OXPm1PddunSJpk2b8vjxYzRNo1KlSjx+/BiAHDlycPXqVT755JP0+wOFEK+duLg4FixYAECPHj2wsLAgb968eHh4pPiZBQsW8OTJE956661U+2V30dHRrF27Vq9dCfDRRx/h5OSEtbW13mZhYUGOHDnMEaIQJmdhYUGlSpXMHUa6UErpo8xSmpbZsGFDdu7cSevWrYH4hGFmJQkzIYQQr8TX15eEFZetra3ZtWsXmzdvpkCBAmaOTJiTwWBgxYoVuLm50aNHDwIDAylRogR9+vThZVboTnxzVbt2ba5fv87gwYONkm0Gg4EOHTqwbds22rZti62tLT4+PkB8cu7Ro0fJTtsUQogXUalSJX2Fy2rVqqXpOy1hBEW/fv1e2yL1mqZRpUoV2rZtazQV38vLi1u3btGrVy8zRidE5hAdHZ3li/937doVpRR//fUX169fT7ZPxYoV9VWGDQYD3333nQkjTDtJmAkhhHhpP/zwA25ubkbTKAoUKPDa3gyI+Bui33//HXd3dzp16sS1a9coXLgwM2bM4OrVq3h7e79wDZqTJ0/i5ubGuXPn9LbkauJZWFiwZMkSChYsyO7du/VpmAULFiQ4ODjFqVJCCPEiElZuDA8Pp2rVqtSoUYN79+6l+pmtW7eybds2OnXqZIoQM4WoqCh27NihbyulaNq0KcWKFSMsLExvt7a2xsrKyhwhCpGpbNq0CWdnZ/r372/uUF5JiRIl9NWCFy9enGK/xCP+J06cmNFhvRRJmAkhhHhp0dHRPH36lIMHD5o7FJEJ7Nu3jzp16vDBBx9w/vx58uTJw7hx47h+/Tr9+vUzmm6TVhs2bKBevXr4+vomW8smLi5Ov3kFOH/+PA8fPtS3q1atSlBQkBSKFkKki507d+rvixYtSnh4OGFhYRQuXDjVz1lYWNC4cWNsbGwyOsRMISIiAmdnZxo3bsyVK1f09u+++46bN2/SoUMHM0YnROZUsmRJHjx4wLFjx4iOjjZ3OK/E29sbiK/3mHiWQGKHDh3S30dFReklNDITSZgJIYR4IYkvev/73//4/fffmTt3rhkjEuZ24sQJPD09qV+/PkeOHMHGxob//e9/+Pn5MXToUOzs7F74mJqmMXnyZFq3bk1kZCRNmjRhxYoVRn1CQ0Np1qwZderU4fr16wwdOtRohbr+/ftn+uXKhRBZy7fffgtA3rx5sbW1BaBv375YWCR/WxUUFGS06Eh2FRkZyZEjR/RtW1tbatWqhbOzM7du3dLb7e3tZTSZECmoUqUKu3btwtfX96UeMmYmLVu2JG/evAQEBLBnz55k+3z22WdGs1IyY31HSZgJkQUopXoppW4opaKUUqeUUnVT6dtdKaUl88r1MsdU8bY9O8aH6f23iawjNjaWoUOH0rx5c71ou6WlJc2bN5cpmK+xWbNm8fbbb7Nr1y5y5MhB7969uX79Ot9//z358+d/qWPGxsbSo0cPBg0ahKZp9O7dm82bN+Pg4GDUL0eOHAQHB+vTor7//nsArKys2Lp1K9OnT3/lv08IIRJERERw/PhxIL5o9dWrV7G3tzdK1D9v8ODBlChRgtWrV5sqTJO7ceMGRYsWpWHDhoSGhurtCxcuxM/PT5+aJYT4b++//362WPAiV65c+hT0lIr/29raGk3LPH/+vEliexGSMBMik1NKtQemA+MAd+AAsE0p5ZzKx0IBp8QvTdOiXvKYXwIvXqFbZDs3btxg+vTpbN++3WhKinj9JC5w3axZM3LlykW3bt24cuUKs2bN0pcKfxlhYWE0btyY+fPnY2FhwcyZM5k1a1ayIxJsbGyoU6cOMTEx+k1a6dKl8ff3z9QrLgkhsqaqVavqD4wSanB5eXmlWB8xLi6Ow4cP8+jRI5ydU/vZlrVEREToC6oAlCpVCkdHRwoVKmRU4LtgwYIyHV6IV5A4AZ0VeXl58eabb1KrVq0U+wwbNsxoe+TIkRkd1gtRL7NSlRDCdJRSx4DTmqZ9kajtErBR07QhyfTvDkzXNC3vqx5TKVUZ+AOoAdwFPtI0bWMa43YAQkJCQpKMChFZ19KlS7GxsaFt27bmDkWYwf379xk9ejShoaH8+uuventQUBCFChVKl3PExsbSvHlzDh8+zMqVK2nWrJnR/kWLFmFhYUHnzp159913OXz4sL6vVatWrF27VkY8ihSFhoaSJ08egDyapmXtO5FM4HW71if+blFKoWkavr6+lClTJsXPxMXFsXfvXt5///1s8d10+PBhmjRpQuHChfH19dX/plu3blG8ePEUp6YKIdLu3Llz9OjRAysrK6M6X1lNQq7pv777/u///k//O+3t7V85UZie13r5RhMiE1NK5QSqAc8P59kJ1E7lo3ZKKX+l1G2l1B9KKfcXPaZSKjewAuijaVrqSz/F97dWSjkkvABZji6Li4qK4uuvvzZ6Wty1a1dJlr3G7t+/z+zZs1m2bBm+vr56e3olyyB+muXq1as5fPhwkmTZjh078Pb25tNPPyVfvnxGybKOHTuybt26bHFDKoTIfH788Uf9fbFixdA0jSZNmqSaLIP4KeINGzbMst9N4eHh3Lx5U99+66230DQNg8FAYGCg3u7s7CzJMiHSiaOjI2fOnOHkyZNGNQCzGqVUmr77unTpor8PCwsjPDw8I8N6IfKtJkTmVhCwBO4/134fKJLCZy4D3YEPgI5AFHBIKZXwiy6tx5wGHNY0bVMaYx0ChCR63U7j50Qm9eWXXzJlyhQ6duyoT0ERr5fw8HC2bt2qb7/11luMGTOGvXv3UrZs2XQ7z/Lly/nqq6/0J5F58uShUqVKSfo1bNiQBg0aEBcXZ/Rjas2aNSxfvjzd4hFCiOclniZ0+fJlNm7cqC8AkBx/f39iYmJMEVqG2bBhA0WLFqVXr156m52dHSdOnODq1asUL17cjNEJkX0VKVKEVatWERAQkC2mcz958oTffvuNq1evJru/bdu2+iIqAK1btzZVaP9JEmZCZA3Pz51WybTFd9S0o5qmLdM07ZymaQeAdoAv0Detx1RKfQA0IL5+WVp9D+RJ9JJfUVncsGHDePPNNxk1apQ8NX7NREVFMWPGDFxcXGjZsiXXrl3T9w0bNizdVjHSNI1Ro0bRuXNnpk+fzubNm5P0uXfvnp6wHTBggNFKS7a2tgQEBNCmTZt0iUcIIZITGhpKcHAwAG5ubtjZ2dGyZUtq1qyZbH9N02jbti2lSpXiwIEDpgz1lYSFhREUFKRvV6pUibCwMPz8/IxW+ixXrpz8LhAig3300UcULlzY3GGki88++4wuXbrwyy+/JLu/QIEC/Pnnn3q92sxUK1m+6YTI3B4CT0k6mqwwSUeIJUvTNANwAkgYYZaWYzYAXIFgpVScUiruWfs6pdS+FM4TrWlaaMILCEtLfCLzCA8PN7pAlShRAh8fHyme/hqJi4tjwYIFlC1bli+//JKgoCBKlSrF/ftp+rp5IVFRUXz88cd89913AHzzzTe0aNHCqM/Ro0epUqUKAwcOxMnJiRkzZuj7KlSoQFhYmIxwEEJkuHfeeUd/v3Llyv/sf+zYMU6cOMGjR48oV65cRoaWbn755RecnJwYO3as3la6dGlOnz7NpUuXsLGxMWN0QrzeYmNjzR3CK+nQoQOlSpVKdbRcrVq1aN++vb49btw4U4T2nyRhJkQmpmlaDHAKeH497obA4aSfSErFTxyvQnzR/rQecwLw1rPPJbwAvgK8XuiPEFlCUFAQ1atXp3nz5pw6dUpvl9WtXg8Gg4FVq1ZRoUIFPv30UwICAihWrBhz587l4sWL1KlTJ13PFxQUxPvvv89vv/2GlZUVc+fOZdKkSUlGLFy9epX79+8zffp07t37t5TikCFD8PHxybI1gYQQWcvFixf1956enkyZMiXV/gnJ/U6dOmXaESIhISFERETo26VKlSIiIoITJ04YrYTs7u4u37VCmMn9+/fp0qULlSpV4unTp+YO56U1a9aM69ev079//1T7zZo1S38/adKkjA4rTSRhJkTmNxX4VCnlrZQqr5SaBjgDvwAopZYqpb5P6KyU+lYp1Ugp5aKUqgIsID7h9Utaj6lp2j1N03wSv5597pamaTcy/C8WJlewYEHKly9P4cKFs3zNFZF2mqaxdetWqlWrRocOHfD19aVgwYJMnTqVa9eu8dlnn5EjR450Pefly5epVasWhw4dIk+ePGzbto3PPvss2b5FihgPhLWysuL8+fOMHz8+XWMSQoiUTJ06VX+fL18+7t27h7+/f4r9AwMDWbt2LQD9+vXL8PhexpgxYyhatCiLFi3S2xo2bMjBgwc5dOiQJMiEyCQcHBzYtm0bV65cYf/+/eYO56VZWFikaRr3wIED9ffh4eHExcWl0ts0JGEmRCanadoq4muJjQTOAvWAppqmJfxacwacEn0kLzAXuET8ypfFgHqaph1/gWOK10BwcLB+IVJKsXDhQs6ePWs09URkXwcOHKBevXo0a9aMs2fPYm9vz6hRo/Dz8+Orr74iV65cGXJePz8/bt68yRtvvMGRI0d4//339X2RkZGMGDGC8PBw6tevj6enp76vUaNGxMTEJLsYgBBCZJThw4fr7x8/fgxAnz59Uuz/888/ExcXR926dXF3d0+xnyk9fvzYaPGevHnz8uTJE/bt26e3WVpaUqdOHUmWCZGJ2NjYMHv2bE6cOEH9+vXNHc4ri4mJYf369Tx48CDZ/R06dNDfGwwGfvjhB1OFliKVeMitEEKkF6WUAxASEhKCg4ODucMRzzl69CgdOnSgc+fOmaZGgDCN4OBgOnbsyPbt2wHIlSsXffv2ZfDgwRQoUMAkMaxZswYPDw8KFSpk1N6oUaMkhV6VUkyfPj3TjtQQWUtoaCh58uQByPOs3qZ4Bdn9Wh8eHo69vT0Qf+MaGRlJkyZNjFYPTiwyMpISJUrw6NEj1q5dmylWeuvfvz9z585l06ZN+kOI4OBg/v77b2rXri0JMiGEyTRt2pRt27YxefJkvv766yT7nz59SuHChfnnn3+A+FXTExZceRHpea2XEWZCCPEaCggIwN/fnzVr1vDkyRNzhyNMKE+ePDx69AgrKyu++OILrl+/zqRJkzIsWWYwGPSRawnatm2bJFkGGNXTgfhk3tWrVyVZJoQwi3r16iVp69v3+UXH/7V8+XIePXqEs7MzLVu2zMjQUhQeHm60rWkaUVFR+kMSiB9hJqPJhMh6svpgp48++giAhQsXJvu3WFpa0rVrV307JCSEOXPmmCy+5MgIMyFEhsjuT52zg0WLFtG6dWv598nm/P39mTx5MuPHj9f/rc+dO4ednR2urq4Zeu4nT57QpUsXNmzYQPny5Tl79iw5c+Y06vP48WOsrKyoXr06vr6+envz5s35/fffMzQ+8fqREWbpK7tf659PKJUpU4bLly8nW4tH0zQqV67MhQsXmDRpEt98842pwgTiR2Z4e3uzZs0afHx8cHFxAeDGjRvcv3+fmjVrSoJMiCwqOjqaiRMnsnLlSo4dO6aPfM1qQkNDKVKkCJGRkRw9epSaNWsm6XPy5Elq1KihbxcuXPiFV2uXEWZCCCFeyO7du3nvvfeMRvB4eXllyxsc8S9N02jRogU//fQT06dP19srV66c4cmyu3fv8u6777JhwwZy5szJsGHDjJJl//zzD7Vr16ZAgQIULFhQT5blypWLQ4cOSbJMCGFWR44c0d8nfHf17ds3xcLV+/bt48KFC+TOnZtPP/3UJDFGR0fr7y0tLXnw4AGRkZFs2rRJb3/jjTeoVauWJMuEyMJy5MjBb7/9xqVLl1ixYoW5w3lpDg4OtGnTBogfZZacatWqUa5cOX3b2trarCPrJGEmhBDZXFRUFN26dWPPnj1MnDjR3OGIDPb48WP9JkopxfDhw3nvvfdo3LixyWI4d+4cNWvW5OTJkxQoUIDdu3fTuXNnfX9kZCRfffUVR44cQdM0YmJiUErRunVrIiIiqF27tsliFUKI5Jw4cQKIX533r7/+omfPnnTr1i3F/jNmzACga9eu5MuXL0NjCwkJoWPHjpQoUcLoQdjYsWM5ceIEX375ZYaeXwhhWhYWFowfP57ffvuN7t27mzucV+Ll5QXAypUrky0Lo5Qy+s0YEBCgfx+bg0zJFEJkiOw+TSOr2bdvHytWrGDatGnkzp3b3OGIDBAREcHMmTOZNGkSo0eP1uvsaJpm0pEFW7dupX379oSHh1OuXDm2bNmCq6srBoOBP/74g0KFCuHp6WlUZ6dixYosX75cVsAUGU6mZKav7Hqt1zSNKlWqcP78eWbNmkXv3r1T7e/n50fp0qXRNI2LFy9Svnz5dI8pLi4OKysrIL42ZNmyZbl+/XqmWVxACCHSwmAw4Orqys2bN1m2bJlRcixBUFAQx44do0+fPvj7+1OvXj3++uuvNJ9DpmQKIYRI1aZNmzhw4IC+7eHhwZw5cyRZlg1FR0fz448/4urqytChQwkODjaajmPKZJnBYGDs2LGEh4dTv359jhw5gqurK5qm4enpScuWLaldu7ZRsqxhw4acP39ekmVCiExj/fr1nD9/Hmtrazp16vSf/WfPnq1/z6V3siwgIIB27dpRvXp1fVqShYUFP/30EydPnpRkmRAiS7GwsNBHmaU0LbNQoUI0b96czz//HID9+/ezbds2k8WYmIwwE0JkiOz61DkrWLFiBZ06daJYsWKcO3cuw1Y/FOYVFxfHr7/+ynfffcetW7cAcHFxYdSoUXTs2BFLS0uzxHXv3j2mT5/O6NGj9bo/p06dolatWsTFxen9rKysOHDgALVq1TJLnOL1JCPM0ld2vdYnPGiwsrKic+fODB48ONVE2OPHj1m4cCHVqlXDw8Pjlc9vMBj0WmmhoaE4OTnx5MkTTp48SbVq1V75+EKIrGv16tX89NNP/Prrrzg7O5s7nJfi7+/PG2+8gaZp3Lhxg1KlSiXbLyYmBmtrayB+lffg4OA0HV9GmAkhhEhRixYtePPNN+nQoUOWXUVHpMxgMLB27VoqVaqEt7c3t27dwsnJidmzZ3Pp0iW6dOli0mRZWFgYy5cv17eLFCnC6NGjmTVrFufPn6dx48ZUr17dKFnWqVMnYmJiJFkmXhtKqV5KqRtKqSil1CmlVN1U+nZXSmnJvHIl6mOllBr77JiRSik/pdRIpZRFoj6LkznG0efOZa2U+lEp9VApFaGU2qyUKp4x/xWyhvPnz+vv4+LiWLJkCTdv3kz1M/ny5WPgwIGvnCy7dOkSbdq0oX379nqbg4MDc+fO5cyZM5IsE0IwZ84c9u/fzy+//GLuUF5ayZIladCgAQCLFy9Oto/BYDAaQRsSEmKK0JKwMstZhRBCpKvjx4/z9ttvA2BnZ8fJkyextbU1c1QiPWmaxs6dOxk6dCinT58GIH/+/Pzvf/+jd+/eZplue+vWLZo3b86FCxcwGAx06dIFgAEDBvDTTz8l6Z87d26OHTtGxYoVTR2qEGajlGoPTAd6AYeAnsA2pZSbpmm3UvhYKFAucYOmaVGJNgcDnwPdgL+B6sAiIASYkajfdsAr0XbMc+eZDrQAOgCPgCnAH0qpapqmPU3r35idTJ061Wi7TJkyNGrUKNm+6VEj8vljrFu3Tl/xsnDhwgDJ1vgRQryeBg0aRN26denZs6e5Q3klXl5e7N69m8WLFzNy5MgkKxBbWFjw9KnxZejzzz83eaJQRpgJIUQWpmka3t7e1KxZk/Xr1+vtkizLXo4cOYKHhweNGzfm9OnT2NnZMXLkSPz8/Pjmm2/Mkiw7ceIEb7/9NhcuXKBIkSL6EuCapvH3338n6f/JJ58QEREhyTLxOhoALNA0bb6maZc0TfsSCAC+SOUzmqZp9xK/ntv/DrBJ07Qtmqbd1DRtLbCT+MRZYtHPHeefhB1KqTzAJ8BATdP+1DTtDNAFqAS8/2p/ctaVcC1NuI726dMnyY1cgu3bt1OzZk3WrVv3wuc5ceIEH330EUOHDtXbypcvz9SpUzlz5oyeLBNCiMQaNWrEd999h5OTk7lDeSWtWrUiT548+Pv7s3fv3mT7PP+wYMGCBaYIzYgkzIQQIgtTSlGoUCEsLCzw8/Mzdzgig+zevZv9+/djbW3NgAED8PPzY9SoUQn1GUxu/fr1vPvuu9y/fx83Nzdat27Nn3/+ybRp08iRIwf79u3T+9atW5eoqCjmz59vlliFMCelVE6gGvHJrMR2ArVT+aidUspfKXVbKfWHUsr9uf0HgfeUUmWfnacy8H/A1uf6eSilHiilfJVS85RSibMw1YAciWPTNO0O4JNSbM+mcDokvIBsNe9/7dq1hIWFAfErD9vZ2dG9e/cU+//8888cP36cgwcPvvC57t69y8aNG5k/fz6xsbF6+1dffSWLoAghsj0bGxs6dOgApDwts2XLlkYPhePi4v5zinx6kymZQgiRxWiaRnR0NLlyxZezGTt2LK1ataJmzZpmjkykF19fX8LDw6latSoAX375JQ8fPmTgwIGUKFHCbHFpmsbkyZMZPHgwAE2aNKFTp058/PHHSfrmy5ePgwcP4ubmZuowhchMCgKWwP3n2u8DRVL4zGWgO3ABcAD6A4eUUpU1Tbv6rM9EIA9wWSn19Nk5hmmatiLRcbYBawB/4A1gDLDn2XTL6Gfnj9E07fELxDYE+DblPzdra9eundG2l5dXqosZLFiwgLlz5/7nSpr79u1j6tSptGzZkk8++QSApk2bMnToUDp37kyOHDlePXghxGvlzJkzzJo1i88//5waNWqYO5yX0qtXLypUqJDid6idnR0ffvihUa3cevXq6YtdmYKskimEyBDZdeUscwsODubTTz8FYM2aNa9cO0VkPqtXr6ZTp05UqVKFEydOx7PduQAAIABJREFUZKp/48OHD1OnTh0gfprSmDFjeO+99/Saagm+/vprJk+ebI4QhUiVqVfJVEoVBQKB2pqmHUnUPgz4WNO0N9NwDAvgNLBf07R+z9o6AJOBb4ivYVaF+HpkAzRNW5LCcZyIT5510DRtvVKqE7BI0zTr5/rtAq5rmvZ5MsewBhL3twduZ4dr/a1btyhZsqRR25UrVyhbtuwrH3vKlCl8/fXXVKtWjZMnT77y8YQQolu3bixdupSPP/6YpUuXmjucDLN161aaNWumbyulMBgMqX4mPa/1MsJMCCGykOvXr7N582YALly4wFtvvWXmiER6SFz0uX79+tjY2ODk5ERISAh58+Y1c3T/evPNN6latSqBgYFYWVlRsGBBo4KsNWrU4MiRIyZdpVOITO4h8JSkI7YKk3TUWbI0TTMopU4AZRI1TwYmaJq28tn2BaVUSeJHgCWbMNM07a5Syj/Rce4BOZVS+Z4bZVYYOJzCMaKB6ITtzJTQf1WJa+W0bdsWOzu7FJNlBoMhxbpmyenWrRt3797VH3gJIcSr6tu3L7GxsXzxRWrlMLO+hg0bUrBgQR4+fAjE/2Zev349rVq1Msn5ZYSZECJDyAizjLNo0SIqVqyYZYdfi38FBwczZcoULly4wMaNG/X2O3fuULRoUTNG9q9Tp05RvHhxHB0defz4MY6Ojkb1dgCqVKnCrl27KFiwoJmiFCJtTD3CDEApdQw4pWlar0RtF4kv2j8kDZ9XwHHggqZp3s/aHgHDNU2bnajfEMBL07RkszxKqQLEj3broWna0mdF/4OALpqmrX7Wxwm4DTTVNG1HGmLLNtd6S0tLDAYDNjY2PHnyJNW+U6ZM4ffff2fkyJE0aNAg2T6xsbFYWVllq6SiEEJkhCVLljB37lzmzZuXbCmPWbNm8c8///Dtt/EVAQoXLsz9+yk/c0rPa70U/RdCiEzswYMHdOrUicDAQL3Ny8tLkmVZ3JMnT5g4cSIuLi6MHTuWTZs2cfjwvwM6zJ0s0zSNffv20ahRI6pXr07Lli0ZP348BQoUMEqW1ahRAz8/P86cOSPJMiFSNhX4VCnlrZQqr5SaBjgDvwAopZYqpb5P6KyU+lYp1Ugp5aKUqgIsIH7K5S+Jjvk7MEwp1UwpVUop9RHxq3FueHYMO6XUD0qpd57t93j2mYcJfTRNC3l27ClKqfeeLSywjPjaaX9m4H+PTOf333/Xp/j06tUr1b5Pnz5l1qxZ/PXXX9y4cSPFfjNmzMDV1ZW5c+ema6xCCJHdrF+/nsOHD7No0aJk9/fp04eRI0fqK4M+ePAgycPbjCJTMoUQIhPz8vJi69atBAcHs3Xr84ufiawmJiaG+fPnM2bMGO7duweAm5sbY8eO5Z133jFzdPHTjP744w++//57jh49qrcfP36cY8eO6dsWFhasXr2a1q1bmyNMIbIUTdNWPRvdNRJwIn4Vyqaapvk/6+IMJC7IkheYS/w0zhDgDFBP07Tjifr0Jb6I/8/ET6G8A8wBRj/b/xSoBHR9dry7wF6gvaZpYYmO8xUQB6wGbIDdQHdN057yGklc7L9WrVrExcVhZZX8bdLmzZu5efMmBQoUSLXY/7Zt27hx4wYxMTHpHq8QQiR4+PAh8+fPx93dnUaNGpk7nJfSv39/6tSpk+wiUonNmjVL/+3p4eHBoUOHMjw2mZIphMgQ2WmahjldvXqVrl27Mn/+fCpUqGDucMRLevr0KcuXL+fbb7/VRySUKlWKUaNG0blz50xR82vbtm0MGjQIHx8f4N/pSc//TmjRogUbN258ofo9QmQW5piSmZ1lh2t9bGwsOXPm1Lft7OwIDAxM8e/x8PDgr7/+YsiQIYwfPz7F40ZERLBr1y5q1apFkSIpLToqhBCvZvjw4YwbNw4PDw/27t1r7nAyTHBwMMuWLaNv374A2NvbExqa/GVciv4LIUQ2FRAQwIULF2jatCkAZcqU4fDhw1IDJYvSNI2NGzcyfPhwLl68CICjoyMjRozgs88+M7pJM7d//vkHHx8fbGxssLS0JDw83Gh/+fLlOX36NLly5TJThEIIkf6eHynbvXv3FJNlZ8+e5a+//sLS0vI/p27a2try4YcfplucQgiRnJ49e7Jr1y66detmtIhUdnP//n09WQYQFhZGUFAQhQoVytDzyuNhIYTIJK5cuUKVKlVo27Ytly5d0tuz64UvO9M0jT///JOaNWvSqlUrLl68SL58+ZgwYQLXr1+nd+/eZk2WhYaGMmnSJKNaEXv27AEgMjLSKFmWL18+/P39uXjxoiTLhBDZzpYtW4y2+/Tpk2LfmTNnAtCmTRuKFy+eoXEJIURalChRgmPHjtG9e/csfc+gaRrLli3D09OTBw8eJNlfrlw5qlevbtQ2dOjQDI9LEmZCCJFJlC5dGnd3d9zc3LC2tjZ3OOIVXLt2jYYNG3LixAlsbW0ZPnw4fn5+DB48GFtbW7PFFRQUxPDhwylZsiSDBw9m5MiRREdHM2LEiCSFVnPmzMnWrVv5559/cHZ2NlPEQgiRcXx9ffVi/wCNGzemXLlyyfYNCgpi+fLlQHy9nZRERETQsmVL5s6dS1xcXPoGLIQQ2ZRSih9//JFdu3bx22+/Jdunc+fOAPpv6QULFmR4XJIwE0IIM7p165b+Y93S0pLVq1dz6NAhXFxczByZeFEJRfwhfiptt27d6N+/P9evX2fMmDHkzZvXbLEFBATQv39/SpYsybhx4wgODsbR0ZHixYtja2vL2LFj9Vpl1tbWrFq1iujoaJo0aWK2mIUQIqO9++67RtuJp/s8b86cOURHR1OjRg1q1aqVYr+dO3eyefNmJkyYkCnqUwohXg9xcXGsX7+eDRs2mDuUl+bl5QXAwoULk9TQBejQoQMWFhZEREQA8aPSMnqUmSTMhBDCTFatWkWFChWYPHmy3pY/f/5MVddK/Lfo6Gg6d+5MyZIl8fPz09sXLVrE9OnTcXR0NGN0MHv2bFxcXJg5cyaRkZFUr16d+vXrc//+fY4ePcrTp/GL4dnY2DBnzhyioqKMVowTQojsKvGDDldXVxo3bpxsv5iYGH7++WcgfnRZatOeqlatyrhx4/jqq6+y9PQoIUTWsnTpUlq3bs3gwYONRs5mJR06dCBXrlz4+Phw6tSpJPuLFCnCe++9Z9T2/LT69CYJMyGEMJPw8HDCw8PZtWtXlr2wifgRWY8ePSImJoZt27bp7ea8UUo8DahGjRrExcXh4eHBnDlzePDggdEqSkopvvjiC548eUKPHj3MEa4QQpjc7du39fc5c+akX79+Ka7+u3btWu7evYuTkxNt27ZN9bglS5Zk6NChqY5WE0KI9NauXTtKly5NmzZtiI6ONnc4LyVv3ry0atUKiB9llpznp2VeuXIlQ++jJGEmhBAmlPgL3dvbmzVr1rBjx44Uf6SLzOfhw4cMHjyY+/fv621Tp07l9OnT9O7d22xxaZrG3r178fT0pF+/fnq7m5sbHTt25MSJE/Ts2ZNbt24B8YmySpUqERUVpY+cEEKI18W6desAqFChAsHBwakW+58xYwYAX3zxhYwCF0JkSnZ2dvj6+jJ+/HhsbGzMHc5LS5iWuWLFCqKiopLs/+ijj3BwcNCnxkdHR7N169YMi0fu0IQQwgQ0TeOXX37h3XffJSYmBohPWLRp00ZqnGQRoaGhfPfdd7i4uDBp0iTGjx+v73Nzc8Pd3d0scRkMBjZv3kzt2rVp0KABu3btYunSpYSFhXHp0iUcHR1ZsWKFXu/BxsaGrl27EhMTw/nz5+XmTwjxWlq8eDEQnwSzsbFJ8cHV0aNHOX78ODlz5qRnz56pHnPTpk0cOHBAn+ouhBCmlB2mgTdo0ABnZ2eCg4PZuHFjkv0ODg7cvXuXP//8kw8//BD4d9RZRpCEmRBCmMCjR48YNmwYBw8e1H+ki6whMjKSKVOm4OLiwqhRowgLC8Pd3Z1mzZqZNa64uDh+++033nrrLVq2bMnRo0extramV69erFy5kpIlS+Lm5kZ4eLj+GU9PT8LCwliyZAlWVlZmjF4IIczHy8uLs2fPAqRYtyxBwYIF8fLywtvbm8KFC6fYT9M0vvzyS+rVq8cff/yRrvEKIcSLuHDhgj6KNquxsLCge/fuQMrTMnPnzg1ASEgIEP9Q+9ixYxkSj0pu9QEhhHhVSikHICQkJAQHBwdzh5Mp/P777/j6+vLVV1/JFMwsIDY2lkWLFjF69GgCAwMBKFeuHGPHjqVVq1Zm/zf8/vvv9ZWB7O3t6dWrFy1btqRBgwZJhrDnz5+f8+fPU6xYMXOEKkSmERoaSp48eQDyaJoWau54srqseq1PPAqjcePGRvUnU6JpWqqjNyIiIvjiiy/YvXs3vr6+en0dIYQwpYMHD1K3bl3y5cvH7du39eRSVnLjxg1cXFxQSnHz5k2cnZ2T7Xf69GmqVasGQNGiRfXf6+l5rZc7NiGEyAAGg4HJkycbrfDSokULBg4caPZEi0idwWBg+fLllC9fnp49exIYGIizszMLFy7Ex8eHNm3amOXfMCwsjBs3bujb3t7eODs7M27cOI4cOcLcuXOpXbu2UbLMwcGBv//+m0ePHkmyTAghgODgYKPttBbn/6+pTra2tixdupSAgABJlgkhzOadd96hTJkyNGjQgMePH5s7nJfyxhtv4OHhgaZpLFmyJNk+kyZN0pNlAHfu3MmQWOSuTQghMsDEiRMZNGgQ7du312tHicxN0zQ2b95MlSpV6Ny5M9evX6dw4cLMnDkTX19fvLy8zDKNMSgoiBEjRuDs7Mxnn32mtzs6OrJnzx6mTZtGxYoVjX4U5c6dm8uXLxMSEoKbm5vJYxZCiMxq9OjR+vuiRYumOCUzKiqK3r1761M300oeigkhzMnS0pILFy6wdu3aLP2wNKH4/+LFi5NdBfOdd94BMKoFPX369HSPQ77RhRAiA3z++eeUK1eOQYMGZcmh0K+jjz/+mJYtW3LhwgXy5s3L+PHj8fPzo2/fvlhbW5s8nlu3btG/f39KlizJ2LFjCQ4OJjAwkODgYB48eMDbb79N6dKlefjwof6ZXLlycezYMSIiIihXrpzJYxZCiMxu2bJl+vtBgwalmOBavnw5P//8Mx9++OF/FvEPCQkxWjlZCCHMyRy/W9Nb69atsbe3x8/Pj/379yfZX6dOHZydnY2+n4cMGZLucUjCTAgh0kFcXBy7du3St/Ply8eFCxfo0aNHtlixJrtKXMezefPm5M6dmyFDhuDn58eQIUPMMq0mYTSbq6srM2fOJDIykmrVqrFu3Trmz59PlSpVcHR05MSJE/pn7O3tOX78OJGRkbz99tsmj1kIIbKCxYsXExQUBMTfUCYUlk5O1apV6dChA19++eV/rmb966+/4uTkRJ8+fdIzXCGEeCWPHz/OsouQ2Nra0r59e3Lnzs3Vq1eT7LewsKBTp07Av6PMoqKiiImJSdc4pOi/ECJDZNVCwC8jKioKT09PDhw4wI4dO/D09DR3SOI/XLx4kWHDhvH+++/Tu3dvIL52WVBQEI6OjmaNbfHixfow9Pr16zNkyBDc3NxwdXUlOjraqG/p0qVZtWoVVatWNUeoQmQ5UvQ/fWW1a721tbV+M9W1a9cUa+O8qN69e/Pzzz/zww8/MHDgwHQ5phBCvIo7d+5QpkwZYmJi8Pf3p2jRouYO6YXdvXsXW1vbFK8vf//9NxUrVjRqa9euHfPmzZOi/0IIkVnkypULNzc37O3tCQ8PN3c4Ig327dvHxo0b+f7774mNjQXin1SZOlmmaRr79u1jy5Ytelvnzp3x9vbmyJEj/PbbbwwfPpzixYsbJcscHR3x8fHh6tWrkiwTQog0MBgMRiMP0jOx9dNPPxEQEJDqiDUhhDClokWL4u7uTvny5TOsIH5Gc3JySvVhTIUKFahcubJR24YNG9I1BkmYCSHES4iOjubJkyf69rRp0zhz5gytWrUyY1QiJXfu3OH48eP69qeffsoXX3zBrl27yJEjh8njMRgMbN68mdq1a1O/fn369OmjJ+6srKwoUaIEdevWpVixYkZx29racubMGe7du0eFChVMHrcQQmRVw4cP19/37NmTt956K9l+N27coFevXly+fPmFjl+8eHEKFCjwSjEKIUR62rx5M+fOnaN69ermDuWV+fr6JtveuXNnIH4AA0BsbCx3795Nt/PKlEwhRIbIatM0XsS1a9fo0KEDlStXZsGCBeYOR6Ti0aNHTJw4kR9//JFixYpx6dIlsyTIEsTFxbFq1SomTJiAj48PED9FyNvbm++//56dO3fy8ccfG40ms7Kyok6dOqxYsQInJydzhS5EtiBTMtNXVrrW29nZERERgVIq2RXXEgwcOJCpU6fi6enJjh07/vO4mqZJrVIhhMggsbGx1K5dm5MnT3L58uUki1rdvXuXffv28cYbb+grZ5YvX55Lly6BTMkUQgjTu337NqdPn2bjxo3p+gRDpJ+wsDDGjBmDi4sLkydPJioqiiJFivDgwQOzxbR9+3bKli1Lly5d8PHxwd7ensGDB3Po0CH8/PwoUKAA7dq1M0qW1a5dm+DgYPbt2yfJMiGEeEmPHj0iIiICAHd39xT7hYeH6w/C+vfv/5/HjYqKokyZMnz66aeEhYWlT7BCCJHOnj59yoEDB8wdxkvJkSMHjo6O5MyZk5MnTybZ7+TkRMeOHalVqxZWVlYACcmydCEJMyGyAKVUL6XUDaVUlFLqlFKqbip9uyultGReudJ6TKVUfqXUj0qpK0qpJ0qpW0qpmUqpPBn5d2YVHh4eLFq0iHPnzkkSI5OJiopi+vTpuLq6MnLkSEJDQ6lcuTJbtmzhwIEDFCtWzGyx5cmThxs3blCwYEHGjRuHv78/wcHBVK9enR07dhgti12qVCkePnzIoUOHzLJSpxBCZCc1atTQ37do0SLFfkuWLCEkJIQyZcrQuHHj/zzunj17uH79Otu2bZPvaiFEphQTE0OFChWoV68eZ86cMXc4L2X69OncuXNHn36ZktS+31+WJMyEyOSUUu2B6cA4wB04AGxTSjmn8rFQwCnxS9O0qBc4ZtFnr6+BSkB3oDHwWs4/9PHxwdPTk4cPH+pt3bp1o3jx4maMSiQWFxfH/PnzKVOmDF999RVBQUGUKVOGlStXcvr0aZo2bWrSKTNBQUGMGDGCkSNH6m3vvPMOq1at4tdff2XPnj3kz5+fOXPmGH2uSpUqREVFcePGDamFI4QQ6eTGjRv6+zZt2iTbx2AwMHPmTAD69u2LhcV/3ya9//777Nq1i6lTp6apvxBCmFrOnDlxd3cnX758XLt2zdzhvJTSpUv/5+/iqVOncuXKlXQ/t9QwEyKTU0odA05rmvZForZLwEZN04Yk0787MF3TtLzpdcxn+9sCywBbTdPi0hB3lqlrkhpN06hWrRpnzpyhe/fuLFq0yNwhiUQMBgOrV69m5MiRXL16FYASJUrw7bff0q1bN31otqkEBATwww8/MG/ePCIjI7GxscHf359ChQoRHh6Oo6Oj0WIRCRo3bsyWLVvkhkuIDCY1zNJXVrjW//XXX3h4eADxdcxSmjq5bds2mjZtioODA7dv38be3t6EUQohRMa5e/cuefLkIXfu3OYO5ZXdvXs32Rk+rVq1YsOGDeTOnTvxb22pYSZEdqaUyglUA3Y+t2snUDuVj9oppfyVUreVUn8opfSCHa9wzDxAaFqSZdmJUopFixbx4YcfMnHiRHOHIxK5cOECVatWpWPHjly9epVChQoxffp0fH19+eSTT0yaLLt8+TJeXl64uLgwc+ZMIiMjqVatGosWLSIsLIw333wTe3t7o2SZUoqOHTuiaRrbtm2TZJkQQmSAdu3a6e937nz+p8+/ZsyYAYC3t7cky4QQ2YqTk1OWT5aFhYVRu3ZtvWzJ87p06QKQ7ot7ya9zITK3goAlcP+59vtAkRQ+c5n4KZQfAB2BKOCQUqrMyx5TKVUAGAHMSW7/sz7WSimHhBeQZX9tHj9+nK1bt+rblStXZsOGDRQuXNiMUYnnOTo6cu3aNRwcHBgzZgzXr1+nf//++rLSprJkyRLc3NxYvHgxcXFx1K9fn23btpE/f346dOiAq6ur0RBxW1tbli9fjsFgYPny5SaNVQghXjeJF3upVatWsn0uX77Mjh07UErRt2/fNB13/vz5TJkyhYCAgHSJUwghTMHX19eobm5WYW9vT0xMDDExMcn+fm7atCl58uQhJCQER0fHdDuvJMyEyBqenzutkmmL76hpRzVNW6Zp2jlN0w4A7QBf4PlfgGk65rPk1xbgIjAqlRiHACGJXrdT6Ztp7d+/nzp16tCpUydu3rxp7nBEIqdOnWL48OH6duHChVm/fj03btxg+PDhJhsRoGma0ZSehg0bYm1tTcuWLTl8+DDt27enY8eO7Nq1y+hzjo6OnDlzhvDwcDp27GiSWIUQ4nU2aNAg/X316tVTrGWZULusRYsWuLi4pOnYU6ZM4euvv+bw4cOvHqgQQphAhw4dKFeuHNu2bTN3KC/Fy8sLgIULFybZlytXLr1GZXqWHZOEmRCZ20PgKUlHfhUm6QixZGmaZgBOAAkjzNJ8TKWUPbAdCAc+0jQtNpVTfU/8tM2EV5asiP/OO+9QvXp1GjZsSN68KZaBEyYWFBRE7dq1GTduHHv37tXbPT09yZ8/v0liMBgMbN68mdq1axtN8XFycmL27NmcPHmSRo0a8fnnnxMcHKzvd3Z2xt/fn3v37lGlShWTxCqEEAKmTZumv+/atWuyfR4/fsySJUsA6N+/f5qO+/TpU3r37k3Dhg3TtJqmEEJkBiVKlEApxenTp80dykvp2LEjOXPm5Ny5c8mu+JmwimZy9YJflhT9FyKTe1ag/5Smab0StV0ENqVUoP+5zyvgOHBB0zTvtB7z2ciyHUA00FTTtBf65skKhYATXLhwgYoVK+pPnkNDQ7G3tzfpqooiqYcPH1KwYEF9u1+/fgQHBzN69GhKlSplsjji4uJYtWoVEyZMwMfHB4h/inX9+nWePHlC3bp1uXfvntFnbG1t6dKlCzNmzMDa2tpksQohUidF/9NXZr7Wa5pGvnz5CAkJwdLSksjIyGRr2/zwww988803VKxYkfPnz8u1XwiRbd27d4/IyEjeeOMNc4fy0jp06MCqVavo06cPP/74o9E+g8GAs7MzgYGBCU1S9F+I18BU4FOllLdSqrxSahrgDPwCoJRaqpT6PqGzUupbpVQjpZSLUqoKsACoktA/jce0J34RAFvgE8BBKVXk2csy4/9k0xk3bhyVK1dmzpx/y7M5ODjID2YzunfvHn369KFYsWJGT49mzJjB0qVLTZYsi4qKYvbs2ZQtW5YuXbrg4+ODvb09/fv3p23btri6ulKmTBmjZJmjoyN79+4lPDycX375RZJlQghhJmfPniUkJARra2sePnyYbLIsLi6OWbNmAfGjy+TaL4TIzooUKZKlk2Xw77TM5cuXEx0dbbTPwsKCTz/9lLZt26bb+Uy3hJgQ4qVomrbqWdH9kYAT4EP8iC//Z12cAUOij+QF5hI/5TIEOAPU0zTt+AscsxpQ89n7a8+F9AZwM33+OvPLnTs3mqZx4cIFc4fy2nv8+DGTJk1ixowZREZGArB+/Xrc3eMXeTX1jcyKFSvo1St+EGbBggXp378/Bw8e1FdSS8zGxoYNGzbQqFEjk8YohBAieUuXLgXi65KlVGLh/v37ODo6Eh4erk/l+S8PHz7k+PHjNGjQwOSLzAghRHoJDQ0lR44c2NjYmDuUF/L+++9TvHhxbt++zebNm5Mkx7777jtCQ0NZs2ZNupxPpmQKITJEZp6mERsbqz9p1jSNPXv28N5775k5qtdXeHg4M2fOZNKkSYSEhABQs2ZNxo8fT4MGDUwWR1BQEP7+/lSvXh2A6Oho6tevj7u7O+vWreP+/aRlA4sVK8b+/fvTXCRaCGFeMiUzfWXWa72/v78+Grlz584sW7Ys1f537tyhaNGiaTr2vHnz6NGjB++++y779u17xUiFEML0JkyYwLhx45g0aRJffPGFucN5YcOGDWP8+PE0btw42QUM0vNaL1MyhRCvjZiYGAYMGICnp6e+nLJSSpJlZhIdHc3MmTNxdXVl2LBhhISEULFiRTZt2sSRI0dMliwLCAigf//+lCxZko4dO+r/21i6dClHjx7l559/TpIsa9q0KU+fPuX27duSLBNCiEymXr16+vtr154fKJ9UWpNlEF/wv1ixYnh6er5UbEIIYW65c+cmPDycnTt3mjuUl5IwLXPnzp3cvn07Q88lCTMhxGvj9u3bzJs3j3379mXZC0R2EBcXx8KFCylbtiz9+/fnwYMHuLi4sGzZMs6ePcsHH3xgkumXly9fxsvLCxcXF2bOnElkZCR2dna0aNGCHDly0KNHD6NlqW1sbJg4cSKaprFlyxYsLOQSKoQQmdHDhw/198OHD0+2z/bt23n8+PELH/vzzz8nICCAAQMGvHR8QghhTt26dePPP/9k/fr15g7lpZQuXZq6detiMBj06feJ3blzJ93OJVMyhRAZIrNO01izZg3W1tZ88MEH5g7ltaNpGmvXrmXEiBFcuXIFiH+qP3LkSLy9vZMtyJwRLl68yMiRI1m/fr2eEKtYsSKXLl3SR5clUErh7u7Ojh07jFbsFEJkTTIlM31lxmv9zZs39aLWefLk4Z9//knygCMoKIgSJUpgaWnJ33//bdKVl4UQQry6RYsW4e3tTenSpfH19TV62C5TMoUQIg2ePHlC7969uXTpkt7Wtm1bSZaZiVKKefPmceXKFfLnz8/kyZO5du0aPXv2NFmyDOJvlNatW4emabz11ls4ODjg4+NjlCzLkSMHX3/9NXFxcZw6dUqSZUIIkUV8++23+vuuXbsmOxr49u3blC1bFjc3N0qWLJnmY//zzz/3yLJuAAAgAElEQVTpEqMQQmQWBoNBX2wrK2nbti22trZcu3aNgwcPZth5ZJVMIUS2NWDAAObMmcOhQ4c4ffq0TKEzg4MHD1K2bFkKFy4MwPjx46lduzYDBgwwyWgEg8HAH3/8wZ07d/j8888B8PX1xcrKiri4OM6fP2/U397ens2bN+Ph4ZHhsQkhhEh/v/76q/7++dXTEri7u3Pu3DkePXqU5hIAsbGxuLq64uzszJYtWyhevHi6xCuEEOayceNGBg8eTJs2bRg3bpy5w3khdnZ2fPbZZ0RGRuLo6Jhh55EpmUKIDJEZpmncu3ePJk2aMGXKFJOutijiffPNN/zwww98+eWXTJs2zaTnjouLY9WqVUyYMAEfHx9sbGyoXLkyx44d4/nrXsmSJenSpQujRo3C0tLSpHEKIUxLpmSmr8xwrU8sYeU0ACsrK6KiotLte/3UqVPUrFmT/Pnzc/fuXbleCCGyvPXr19O6dWtcXV25evWqSWoIm4JMyRRCiGSEhITw+++/69tFihTh9OnTkiwzE09PTywtLTEYDCY7Z1RUFLNnz6Zs2bJ06dIFHx8fACIjIzl69KhRsqxMmTJcunSJmzdvMnbsWLn5EUKILG7mzJn6+44dOyb7vb5q1SrCw8Nf+NjVqlXj/v37bNy4Ua4XQohs4YMPPmDevHmcOXMm2yTL0puMMBNCZAhTP3V++PAhNWvWxN/fnwMHDvDOO+9k+DnFv27dusXo0aNxcXFh6NChQHyR/9u3b1OiRAmTxLB79246derEgwcPUuxjYWFBy5YtWblyJTlz5jRJXEKIzENGmKWvzDTCTNM0vfSCo6Mjd+7cSVKK4dixY9SqVQtHR0du3rxJrly5zBGqEEKIdKJpGkeOHOHAgQMMHjwYSN9rvdQwE0JkCwUKFKBmzZoYDAasrOSrzVQePHjA+PHjmT17NjExMTg4ONC3b1/s7e1RSmV4skzTNJRSaJrGoEGDUkyWOTs7s2bNGt5+++0MjUcIIYR5jBgxQn+/ZMmSZOuWzpgxA4DGjRtLskwIIZ7z9OnTLDeC9t69e9StWxeDwUCrVq0oU6ZMuh5f7iqFEFnWw4cPsbe3x9raGqUUv/zyCwaDgbx585o7tGwvODiYKVOmMG3aNCIiIgDw8PBg/Pjx2NvbZ/j5/f39+eabbwgMDCQwMJBbt24lqU1mYWFBt27dmD9/viz4IIQQ2dyUKVOA+BWZPT09k+wPDAxkzZo1APTv3/+Fjv3DDz9w4sQJ+vTpQ926dV89WCGEyETOnj3L8OHDKVSoEIsWLTJ3OC/EycmJjz76CFtb2wyZVip3EEKILGn//v1UrlyZ//3vf3qbg4ODJMsy2JMnT5g4cSIuLi6MHTuWiIgIatSowa5du9izZ0+GT4W9fPky7dq1o1SpUqxZs4bDhw/j7++vJ8uUUtSvX5979+7x9OlTFi5cKMkyIYTZKaV6KaVuKKWilFKnlFIpZl2UUt2VUloyr1yJ+lgppcY+O2akUspPKTVSKWXxbH8OpdREpdQFpVSEUuqOUmqpUqroc+e6mcx5JmTcf4mMERoaSlRUFBA/8njv3r1J+syePZu4uDjq1q2Lu7v7Cx1/2bJlrF69Gj8/v3SJVwghMpOYmBi2bNnCypUrCQkJMXc4L2zNmjUsWbKE0qVLp/uxZYSZECJLCgkJ4c6dO+zYsYOIiAhsbW3NHVK2FhPz/+3deXxU1fnH8c+ThbCHpAIBjCIgCIogKihqilRExAWRuiEWLFVRAX+KKy5FqbVQUbFWca8iIHVDXKjUFoIUES0ooiCLCUsA2RIQyEJyfn/cyXSyLzPJZPm+X695Ze69Z859zp1J7s0z55ybzQsvvMDkyZPZsWMHAN26dWPy5MkMGTKkSicKXb58OQ8++CDr1q0jNTW12DIJCQnMnj2bfv36VVkcIiKVYWZXAk8CNwNLgRuBj82sm3Nucwkv2w90CVzhnMsMWLwbuAn4DbAGOA14BcgAngIaA72AR4CvgThfDO/7ygZ6EHghYLniM+KH2a9+9Sv/8+jo6CK9wDIzM5kxYwZQ8d5lADNmzGDevHkMHjw4uEBFRGqg3r17M2XKFIYMGZI/91etUpX/h2jSfxGpElUxEXD+fFX55syZw8UXX6xkWRXKzc3ljTfe4KGHHiIlJQWA4447jkmTJnHNNdeEfJ6DAwcOsGzZMtq3b09iYiLDhw/n3XffLbZsdHQ01113HTNmzKh18y2ISHiEY9J/M1sO/Nc5NyZg3ffAe865e4spPxJ40jlXYpdpM/sA2Omc+23AureBQ865ESW85nTgC+DY/ESdmaX49vVkJdtWIyb9D7wj87XXXsvrr79eYPsrr7zC9ddfzzHHHMPGjRs116mISB20cuVKVq1axeWXX65J/0Wkfvnwww+ZPHky//jHP/wX5VdddVWYo6r7Zs6cyciRIwGvF9cDDzzA6NGjQ3aHyb179/LZZ5+RnJzM4sWL+eqrr3DOERkZSW5ubpHyHTt2ZPDgwUyePLla5koTEQmGmTUATgUKD3P8BOhbykubmlkqEAmsAh5wzq0M2P4ZcJOZdXbO/WBmPYCzgdtKqTMWcEB6ofV3m9kDwBbg78BU51x2GU2rMTZv3uxPlgEMHz68wHbnnH+y/1tvvVXJMhGROui7776jV69eNGjQgHPPPTdk9eqMISI1XlZWFrfccgupqalMmTKFyZMnhzukOss5x+7du2nZsiUAV199NU8//TRXXHEFt956K40bNw7Jfnbs2MGAAQP49ttvi91eOFk2aNAg5syZE9YeDCIilXAUXtJrZ6H1O4GEEl6zFhgJrAaaA+OBpWbWwzm33lfmT3gJsLVmluvbx0Tn3OziKvTNf/YYMKvQt+1PAf8F9gG9gT8CxwGjS6gnBogJWBX2by4GDhzof960aVP69+9fYHtycjJff/01jRs3ZvToYptVoj179vD0008zZMgQevbsGZJ4RURqqh07djBlyhRSU1N5++23wx1OhXTr1o2ePXuyatUq3nrrrZDVq4SZiNR4MTExzJ49mzfffLPAbeMltFJTUxk5ciRbt27lu+++Izo6mgYNGrBixYpKzQ3gnCMlJYXk5GSSk5Np2bIljz3mdbLIy8tj7dq1pb6+VatWvPLKK1x44YWVao+ISA1SeA4UK2adV9C5z4HP/QXNluIltcYC43yrrwSuBa7Bm8OsJ/CkmaU55/5WYEdm0cAcvJt93VxoX08ELH5jZvuAt8zsbufcnmLCuxd4qJR2VrvAc8nll19epAd0fu+yESNGEBcXV6G6P/zwQyZNmsS7777L119/HXywIiI1WE5ODk899RR5eXl8//33dO3aNdwhVcioUaMYP348M2fODFmdSpiJSI00d+5c4uPjOe+88wA488wzq/wOjPVdfHw8a9asISMjgy+//NJ/vCuSLFu7di2LFy/2J8m2bt3q33bMMcfQvXt3Jk+ezLp16yhuDs3Y2FimTJnCDTfcEHyDRETCbzeQS9HeZK0o2uusWM65PDNbARwfsHoq8Jhzbo5vebWZHYuX0PInzHzJsrl4vcb6l2Mul/xEXSeguITZH4FpAcvNgK3FlKsWy5YtK7A8bNiwAsspKSnMmzcPgHHjxlFRiYmJDBkyhD59+lQ+SBGRWiIxMZHJkyfTs2dPunTpUvYLaphrrrmGCRMmhPQLDiXMRKTGmTVrFsOHD6dVq1asXr2aVq1ahTukOmn9+vW8+uqrTJ48GTOjWbNmzJo1i86dO3PMMceU+frc3Fw2btxI586d/euuuuqqAiepqKgoYmNj2bt3L5s3b+baa68tUk+LFi249957ueuuu0LTMBGRGsI5l21mXwEDgMA7mAwA5pWnDvO+teiJN0QzX2Mgr1DRXLxeZPmvy0+WHQ+cW0KPscJO8f3cXtxG51wWkBWwj3JUWXW2bNnif/78888zYMCAAtv/8pe/kJeXx4ABA+jWrVuF6z/33HNDOheOiEhNd++9Re5FU2scddRRXHrppRqSKSJ122WXXUaPHj246KKLiI+PD3c4dc7WrVt5+OGHefnll8nNzaVXr15cfvnlAP4efcXJzs7mq6++8vce++yzz8jMzCQ9PZ1GjRoBcMEFF9CkSROaNWvGunXrSE1NZc+eov+jnXjiidx2220Vnk9GRKQWmga8bmZfAsuAG4BjgOcAzOw1YFv+HTPN7CG8nl7r8eYwG4eXMLsloM75wEQz24w3JPMU4HbgZV8dUcBbQC/gIiDSzPJ7ue31JfLOBM4A/g1kAKcDTwDv599Fs6Z74403ALjvvvv43e9+V2BbXl6ev3fZ+PHjqz02ERGpfqNGjVLCTETqFuccS5YsISkpCYBGjRqxfPlyYmJiynillMQ5x759+9i2bZv/kZaWxsaNG5kzZw5ZWV4HgcGDBxfoIVacuXPnMmPGDJYtW8bhw4cLbGvWrBkbNmwgOzubkSNHsmbNmmKHWoI3GfO0adOK/FMjIlKXOefeNLNfAA8CbYBvgQudc6m+IsdQsLdYC+B5vGGcGcBKIMk590VAmbHAI8Bf8YZ3pgEzgId9248GLvE9X1UopHOBRXg9xa7Em5MsBkgFXgCmVL611Wfv3r189NFHQNE7YwJERETwzTff8M477zBo0KAK179ixQq6dOmim82ISL1z+PBh/va3v7FgwQLeeecdIiIiyn5RDXH++efTunVrdu4s16wHZbKS/rEREQmGmTUHMjIyMkq92HTOMWLECN544w1mzpxZ7EWvFJWbm8uyZctIS0tj2LBh/hPZQw89xMyZM0lLSyMzM7PE1yclJfHoo49y1lln+ddlZGSwdOlSkpOTueWWW0hMTARg2rRp3HHHHYDX1TkpKYmzzz6bH3/8kVmzZhXbgwygXbt2dO/enfvvv7/AfkREwmX//v3ExsYCxJZjPi8pQ3nP9VWhSZMmHDp0CIC7777bf1OZUMjNzaVNmzakp6ezfPlyTjnllLJfJCJSR/z888+0a9eO/fv3849//IPzzz8/3CFVyO23384TTzwBITjXq4eZiISVmdGpUyciIyPZvXt3uMMJK+ccu3fvLtIrLP95z549efTRRwFvqElSUhLOOXbs2EHr1q0BL+m1adMmf52/+MUvaNeunf/Rtm1bkpKS6N+/P7t27eLtt9/2D7H8+uuv/b3DunXrxnXXXQfAJZdcQpMmTejZsydPP/00b731Fu+8806xbYiIiKBXr1688847/oSbiIhIqOUny8Cb3D/Qnj17iIuLq3SviLS0NOLi4sjJyeGkk04KJkwRkVqnadOmTJw4kZiYmFp505Nrr702P2EWNCXMRKRaHTp0iA0bNtCmTRtatmwJwP3338+QIUPo2bNnmKOrOocOHaJRo0b+CZI/+OADPv300wJJsbS0NLKzs0utI190dDR9+vQhOjq6wDDJMWPGMGzYMNq1a0ebNm1o2LChf9uRI0eIivL+7C9YsKDYISqdOnUiKSmJjh07AvDtt99y1VVXsWbNmhLjatiwIQMGDODVV1/VnHMiIlLlFi9eXGC58N0xR4wYwaZNm3jxxRc5++yzK1x/YmIi69atY8eOHURHRwcVq4hIbVSbb8bVqVOnkNWlIZkiUiXyh2k0bdqU1157jcsuuwyAzz77jHPOOYfBgwczf/78sN9hK1h5eXn89NNPBRJf8fHxXHHFFf7trVu3Zvfu3aSlpdGmTRugQFfhIlq1auXvDRbYO+z444/3z/NWFuccGzZs8PceS05OZtSoUTz44IMA7Nq1i9atW3PiiSeSlJREUlIS55xzDitXrmTChAls376djIyMEuuPjY1l/PjxPPjgg0RGRlbkkImIhI2GZIZWuIZknn/++SxcuBCAxo0bs2vXLho3bgzAvn376NChAxkZGWzYsIEOHTpUW1wiIhJ+oTzXq4eZiFSpn3/+mQMHDviXmzdvTqtWrdiwYQOrV6/m5JNPDmN0Zdu2bRvr1q0rMDQycLjk9u3bOXLkSIHXnHPOOf6EWUREBA0aNPDXlZ8wO++884iKiiowVDK/V1h++YrKzMzkpZde8ifIduzYUWD7kiVL/M9btmzJTz/9REpKCocPH+axxx5j9OjR/Pzzz8XWHRUVxdlnn8306dPp3r17peITEREJlnOO5ORk//KFF17oT5YBxMXFsXnzZhYtWlSpZFl2djbR0dG1/gs9EZFgOef497//zcsvv8zzzz9f4G9tfaEeZiJSJfK/dV65ciXHH388TZo0CXdIfkeOHGHnzp1kZmb6hx4CjB49mtTUVGbOnOmfE+yOO+5g2rRppdZnZiQkJPgTX6eccgq///3v/ds3bdpEfHw8sbGxIbsAP3LkCCtXrmTv3r0MHDgQ8CYpjouL8ycoGzRoQO/evf09yPr27UuTJk2YPXs2DzzwAD/++GOp+0hISODGG2/k/vvv9w/lFBGpzdTDLLTC0cNs2LBhvP322/7lOXPmcOWVV4as/j/+8Y88//zzTJw4kdGjR4esXhGR2iY3N5dOnTqRkpLCSy+9xPXXXx/ukMpFPcxEpNbo0KFDtSXLnHPs37+/yGT5hXuF7dixg7y8PM4+++wCva4WLFjAtm3b2Lx5sz9h1qlTJ7p06VJgaGTh4ZIJCQmlJpRCMRwkMzOTL774giVLlpCcnMzSpUs5ePAgnTp1Yv369QBERkYyduxYGjVqRFJSEr1796ZBgwZMnTqVK664gp9//pm8vLxi62/cuDGtW7emX79+3HnnnXTt2jXomEVEREIt8KYzMTExXHjhhf7l7du3k5CQENSXUx999BEpKSklni9FROqLyMhIJkyYwHfffVdv73ivhJmI1Drz5s0jNTWVESNGEBcXB8Cf/vQnHnnkEQ4ePFiuOiIjI4tcDP/hD38gIiKC9u3b+9eNGTOGMWPGhCz2yhg1ahSzZs0qckOAuLg4unbtSlZWFjExMQCMHz+eqVOnMnr0aDZt2kRubm6J9UZFRXHhhRcyZcoUunTpUqVtEBERCdaRI0f8d3OOjIxk9OjRNGvWDPB6QvTt25fY2Fjmzp1L586dK7WPBQsW8Mknn1TqZgEiInXNLbfcEu4QwkoJMxEJK+cc+/btK7ZXWP5yYmIi7733nv81Y8eOZcuWLZxxxhn07t0b8L5lzk+WtWjRothJ8wOXW7VqVWSy+t/85jfV1/BC9u7dy2effUZycjLLly/n008/9c9l1rBhQ7Kzs0lISPAPr0xKSuLEE08kMzOTjz/+mMcee4yNGzeye/fuEvcRFRVF27ZtueOOO7j11luJiIioruaJiIgE7bbbbvM/X7p0KX369PEvv//++6SkpBAfH8/RRx9d6X00adLEf6MiERGp35QwE5EqlZKSQufOnWnYsCEAH374ITNnziyQHMvMzCy1jr179xZYvuCCC9i3bx+NGjXyrxs+fDiDBw+mbdu2NWq+tJL89NNPLFq0yD9B/+rVqwts//LLL+nbty8AEyZM4Pbbb6dTp07s3buXl19+mauvvpo1a9aUuo+IiAji4+OZMGECd9xxh+YhExGRWu3VV18FvPNbYLIM4KmnngLghhtuqJcTU4uIVKXU1FSeffZZxo8f77+JWX2g/55EpEr16NGDZcuWccYZZwCwYcMG5syZU6RcfHx8kXnC8nuFJSYmFij7/PPPF3l9y5YtadmyZdU0IkjOOVJTU4mPj/dPivzKK69wzz33FCh3wgkn+HuPnXDCCRw+fJinn36a5557jrS0NHJyckqdU6Vp06Z0796dCRMmMGTIEPUgExGROmPPnj3+nuQdOnQgJyeH6OhoAFatWsXixYuJjIzk5ptvrlT9+/fv59prr+Wiiy7it7/9bZFe6CIi9dmIESNYsmQJjRs35sEHHwx3ONVGCTMRqVINGjQo0EOsX79+/PnPfy6SFMvvgVYXOOdYt26dv/dYcnIyW7ZsYdasWVx99dUA/PKXv6Rnz54F7mC5cOFCpk2bxhtvvFHmXGzR0dFER0fTvn17Hn30US699NLqaJqIiEhYBE44nf/l24gRIwCYPn06AJdffnmRL9nK6+OPP2b+/Pn88MMP3HDDDcEHLCJSh9x8883ExMT4O0HUF5Y/caaISCjl32o+PT09/7a+dd769eu59957SU5OZteuXQW2RUVF8cgjj3DPPfeQk5PDnDlzmDJlChs3buTw4cNl1h0REUHHjh2ZMmUKF1xwQZ1KMIqIVJdQ3mpe/neuz8jI8PegrioRERH+Cf+jo6PZuXMncXFx7Nq1i8TERLKysli6dKl/OoOKSklJYfbs2cTFxXHTTTeFMnQREalGoTzXK2EmIlWiOi+iq1t2djZfffUVycnJdOzYkWHDhgGwbds2/0TDDRs25Mwzz6R3794sWbKEr7/+mtzcXLKysijP393GjRtz+umnM3nyZN2pS0QkRJQwC63qOtfv2LGjwJw5gwYN4qOPPgK8O1zff//9nHbaaXzxxReYWZXFISIiNV8oz/Uakiki9VJ2djbp6ens27ePffv2+Z+np6eTkJDgv0OWc46BAweyZ88ef5mMjAz/XGL9+vVj2LBh7Nu3j2eeeYbo6GiOHDlCixYtSE5O5t///nepcZgZTZs2pWvXrtx1110MGDCARo0a+edlERERqe8uvvjiAsu//vWvAcjJyeGvf/0rAOPHj1eyTESkih0+fJjZs2fTp08fTjzxxHCHU+XUw0xEqkRVf+vsnCMnJ4cGDRoAkJuby/z58wskvgJ/9urVi0mTJgGQl5dHVFRUiT29BgwYwCeffAJAVlYW8fHxHDp0KOiYIyIiSEhI4JxzzmHixIl079496DpFRKT81MMstKqrh1ngcMyoqCh27txJfHw8s2fP5pprrqF169akpqYSExNTqfrfeecdWrZsSd++fTXZv4hIKUaNGsWrr77K6NGjeeGFF8IdTrHUw0xE6oScnBwyMjIK9PKKj4/ntNNOAyAzM5Px48cXmwBLT09n6NChzJ07F/B6ag0dOrTEJFhWVpb/eUREBLGxsaSnp9O8eXPi4uKIi4sjJyeHvXv3kpmZycSJE1m+fDmbN2+ucLKsYcOGnHrqqZx55pmceuqpXHzxxTRp0qSSR0lERKT++uabbwqc2/v37098fDwATz31FABjxoypdLLMOce4cePYtm0bH330EYMGDQo+aBGROuq3v/0tixYt4uSTTw53KNVCCTMRqVJ33303ffr0YeTIkQAcOHCAbt26kZ6ezs8//1yk/BVXXMGbb74JeHfYfOGFF0pMgqWnp/ufR0RE8Ktf/YqoqChatGjhT4I1bNiQrKwsjjvuOMDrXZaamkpERAQASUlJ/Pjjj2zcuJEDBw4AsH37dpYsWVJm28yMFi1aEB8fz8CBA5kwYYJ/PyIiIhK8K6+8ssBy/ryhy5cvZ/ny5TRo0CCoSfoPHDhA//79WbRoEeeee25QsYqI1HVnnXUWGzZsqDe9cZUwE6kFzOxm4E6gDbAGuM05V2xGx8xGAq8Us6mRcy6zvHWaWQzwZ+BqoBHwKXCzc25rRWJ/7rnn2LNnjz9h1qRJE7Zt21YgCdasWTN/givwdvARERHcc889mBmdOnWiZcuWtGjRgr1797Ju3To6d+7sL+uco127dnz//fc0bdqU5ORkdu7cSXp6OkeOHAFg9OjRReL74IMPSo2/UaNGREZGkpCQQOfOnbn00ku57rrrdJdKERGRanD66aezdu1ajjrqKBYuXMixxx4LwPTp0wG46qqraN26daXrb968Oa+99hrOOc2BJiJSBjOrN8kyUMJMpMYzsyuBJ4GbgaXAjcDHZtbNObe5hJftB7oEriiULCtPnU8CFwNXAXuAx4EPzOxU51xueeM///zzC0wIGRERwdChQ8nOzubxxx/nuOOOIyoqihdffJGHH36YgwcPkp6ezsGDB9m6dStPPPEEmZmZ3HLLLWRnZ7Nu3TpWrVrF/v3789tSpAfaF198Ud7waNGiBa1btyYmJob4+HiccwwZMiSo4R0iIiISvMOHD/Pee+8BMG/ePHr27Onf9sgjj5CQkMC1114bkn0pWSYiUn7OOZYuXUrDhg390+nURZr0X6SGM7PlwH+dc2MC1n0PvOecu7eY8iOBJ51zLSpbp5nFAruAEc65N33b2wJbgAudc/8oR9zNgQzwepV17NiR7OxsoqOjWb16dbnaHgpmRnR0NK1ataJx48Z07dqVQYMGcckll5CQkKALZBGRekST/odWVU/6P3PmTEaMGEFiYiIpKSn+6RRCZd++fWRnZwfVQ01EpD6aOnUqd911FxdccAEff/xxuMMpQJP+i9QTZtYAOBV4rNCmT4C+pby0qZmlApHAKuAB59zKCtR5KhDtWweAcy7NzL71lSmSMPMN4QzsktUs/8nBgwf55ptvSgm3bA0bNiQyMhLnnP8OmTExMSQkJNC2bVvOPfdcjj32WPr160f79u1DflEtIiIi1WvEiBEAbNmyhVGjRvHKK6+E9Pz+8ssvc+eddzJu3DiefPLJkNUrIlLXDR06lEmTJpGYmEhubm6dHaaphJlIzXYUXtJrZ6H1O4GEEl6zFhgJrAaaA+OBpWbWwzm3vpx1JgDZzrl9FdjvvcBDpTUmIiLCP8yxQYMG5OXl4ZwjMjLSf7fKDh06EB0dTadOnTjttNPo0aMH7du3r7N/hEVERKSowj0W8nuYvfbaa7z77rvceeed9O1b2neHZfvhhx9wztGxY8eg6hERqW86duzIzp07adKkSbhDqVJKmInUDoXHTlsx67yCzn0OfO4vaLYU+C8wFhhXmTrLWeaPwLSA5WbA1qoapiEiIiJ119///vcCy/l3x3ziiSdYtWoVZ555ZtAJsxkzZnD//ffTtGnToOoREamP6nqyDEBjlkRqtt1ALkV7dbWiaA+xYjnn8oAVwPEVqHMH0MDM4sq7X+dclnNuf/4DOFCe+EREREQKe//99wssDyJ/46gAABYJSURBVB06FIA33niDm2++udg7X1dGYmIicXGFL3dERKS8tm3bxooVK8IdRpVQwkykBnPOZQNfAQMKbRoA/Kc8dZg3q31PYHsF6vwKyAksY2ZtgJPKu18RERGRyli7di179uzxL5911lm0a9cOgG7duvHMM88QHx8f1D504zMRkeB9+OGHHHvssVx//fV18u+qEmYiNd80YLSZXW9mXc3sCeAY4DkAM3vNzP6YX9jMHjKzgWbWwcx6Ai/hJcyeK2+dzrkM3+seN7NfmdkpwEy8edH+WeUtFhERkXrr9NNPL7CcPxwzVA4dOkSHDh0YPXo0Bw8eDGndIiL1yVlnnUXDhg2Jj49n377C01/XfprDTKSGc869aWa/AB4E2gDfAhc651J9RY4B8gJe0gJ4Hm/IZQawEkhyzn1RgToB/g84AswFGgGfAiOdc7mhb6WIiIiI5+effy6wPHToUCZOnMiPP/7Ifffdx0knnRRU/QsXLiQlJYVPP/2Uxo0bB1WXiEh91qJFCzZs2EBCQkn3havdrC52mxOR8DOz5kCGJv0XEZGaYv/+/cTGxgLE+ubblCBUxbl+3rx5DBkyBID27dtzzjnn8Oyzz3L00UeTnp7OBx98wODBg4PaR05ODosXLyYjI4PLL788FGGLiEgNEcpzvXqYiYiIiIhIjTBu3P9u6L1p0ybMjGeffZb09HQ6derEoEGDgt5HdHQ05513XtD1iIjI/2RlZbF27Vp69OgR7lBCRgkzERERERGpETZv3gxAy5YtMTPy8vKYPn06AGPHjiUiQlMwi4jUNN999x39+vUDYMuWLcTExIQ3oBDRGUdERERERMLu0Ucf9T+/9NJLOXjwIAsXLmTt2rU0a9aMkSNHBr2P5557jmnTprFt27ag6xIREU/nzp2JiYmhQYMGrF+/PtzhhIx6mImIiIiISNg9/PDD/ucvvvgiHTt2JDk5GYDrr78+6HnSnHNMnTqVTZs20b59e4YOHRpUfSIi4omKiuKf//wnHTt2JCqq7qSZ1MNMRERERETCLisrq8DyKaecwscff4yZMXbs2KDrz83N5bbbbmPgwIGcf/75QdcnIiL/06VLlzqVLAMlzEREREREJMwef/zxAss9evRg/vz5AFx00UV07Ngx6H1ERUUxduxYFixYQNOmTYOuT0REipeSkhLuEEJCCTMREREREQmrwOGY4CXJXn31VQDGjx8fhohERKSi0tPT6d27NyeccAK7du0KdzhBU8JMRERERETCav/+/QWWc3JyOHjwICeddBL9+/cPuv6dO3fy0UcfkZmZGXRdIiJSvNjYWJxzOOf4/PPPwx1O0JQwExERERGRsJk4cWKB5RNPPJG5c+cCMG7cOMws6H289dZbDB48mIsuuijoukREpHhmxksvvcTWrVu5+OKLwx1O0JQwExERERGRsHnhhRcKLHfv3p2UlBTi4+MZPnx4yPbTtm1bLrjggpDVJyIiRZ188sm0bNky3GGERN26hYGIiIiIiNQq3bp1Y/HixZx88sm8++67fPfdd+zdu5dTTz2Vxo0bh2Qft9xyC2PGjCEnJyck9YmISNnS09Np0aJFuMOoNHPOhTsGEamDzKw5kJGRkUHz5s3DHY6IiAj79+8nNjYWINY5t7+s8lK6UJzrt2/fTrt27XDOkZKSwrHHHuvflpeXR0SEBsSIiNQ2eXl5jBo1ijlz5rBq1Sq6du1abfsO5bleZyAREREREQmLZ555Buccp59+eoFkGRCyZNmePXtCUo+IiJRPREQEBw4cIDs7m/nz54c7nEpTwkxEREREpAqZ2c1m9qOZZZrZV2Z2TillR5qZK+bRMKBMlJlN9tV52Mw2mdmDZhYRUMbM7PdmluYrs8jMTiy0rzgze93MMnyP182sWsfO/OEPfwBgxYoVDBo0iLvuuou0tLSQ1Z+VlcVxxx1Hjx492L59e8jqFRGR0k2aNIkVK1Zw1113hTuUStMcZiIiIiIiVcTMrgSeBG4GlgI3Ah+bWTfn3OYSXrYf6BK4wjmXGbB4N3AT8BtgDXAa8AqQATzlK3MXcDswEvgBuB9YaGZdnHMHfGVmAUcD+TPhPw+8DlTLrc0ef/zxAssrVqxgwYIFLFmyhGXLloVkH6tWreLQoUPs3r2b1q1bh6ROEREpW/fu3cMdQtCUMBMRERERqTq3Ay855170Ld9mZgOBMcC9JbzGOed2lFLnmcA859yHvuUUM7saL3GGmRlwG/AH59w7vnW/AXYC1wAzzKwrXqLsDOfccl+Z3wHLfEm1dZVsb7ktXry4wPJ5551HWloav/vd70K2jz59+vDTTz+xfv16zYcmIhImOTk5REZG1rq/w0qYiUiV2r9fcyqLiEjNUN3nJDNrAJwKPFZo0ydA31Je2tTMUoFIYBXwgHNuZcD2z4CbzKyzc+4HM+sBnI2XJAM4Dkjw7QcA51yWmS327XcGXtItIz9Z5ivzuZll+MoUSZiZWQwQE7CqGVT+uP7rX/8CvLlu8vLyGDNmDKeccgrOuZC+V1FRUXTt2lXXJCIiYfCXv/yF6dOn89xzz9G/f/8q319Izx8hq0lEpKB4gMTExHDHISIiUlg83rDHqnYUXtJrZ6H1O/ESWsVZizeMcjXQHBgPLDWzHs659b4yfwJigbVmluvbx0Tn3Gzf9vy6i9vvsQFlfipm/z+VEtu9wEOFVwZ7rs/LywOgX79+QdUjIiI112WXXVbduwz6XK+EmYhUlb2+n0cDB0orWEc0A7ZSf9oL9a/N9a29UP/arPbWfflt3ltWwRBzhZatmHVeQec+Bz73FzRbCvwXGAuM862+ErgWb3jlGqAn8KSZpTnn/laB/RYXQ4mxAX8EphVaF0/1H8/yqI+f72DpmFWMjlfF6ZhVnI5ZxYXsXK+EmYhUtQPOuTo/BsKbLgaoJ+2F+tfm+tZeqH9tVnvrvoA2V5fdQC5Fe2y1omjvr2I55/LMbAVwfMDqqcBjzrk5vuXVZnYsXg+wvwH5858lAIG3hgzc7w6guFnwW5YUm3MuC8gqtLpGfnbq4+c7WDpmFaPjVXE6ZhWnY1ZxoTzX164Z10REREREagnnXDbwFTCg0KYBwH/KU4dvAv+eFEx8NQbyChXN5X/X9j/iJcT8+/XNp/bLgP0uA2LNrHdAmT54Qz3LFZuIiEhdph5mIiIiIiJVZxrwupl9iZekugE4BngOwMxeA7Y55+71LT+ENyRzPd4cZuPwEma3BNQ5H5hoZpvxhmSegnc3zpfBu8WmmT0J3Gdm63113QccAmb5ynxvZguAF8zsRl+9zwMfVMcdMkVERGo6JcxEpKpkAZMoOnSjrqpv7YX61+b61l6of21We+u+am+zc+5NM/sF8CDQBvgWuNA5l+orcgwFe4u1wEtcJQAZwEogyTn3RUCZscAjwF/xhlmm4d358uGAMlOARr4yccBy4HznXOAcOMOB6fzvbprvA7cG094apD5+voOlY1YxOl4Vp2NWcTpmFReyY2bOlTSnp4iIiIiIiIiISP2jOcxEREREREREREQCKGEmIiIiIiIiIiISQAkzERERERERERGRAEqYiYiIiIiIiIiIBFDCTEQqzczuNbMVZnbAzH4ys/fMrEuhMglm9rqZ7TCzg2b2XzMbFq6Yg1XONnc0s3fNbJeZ7TezuWbWOlwxB8PMxpjZN7527DezZWY2KGB7jJk9bWa7fe/v+2Z2dDhjDkY52nuDmS3ybXNm1iKc8YZCaW02s3jf+7vOzA6Z2WYzm25mseGOu7LK8R7PMLONZnbY9zs8z8xOCGfMwSqrzQHlzMw+9n22h4Qj1lAox3u8yNfGwMeccMYsoeE7Rzsze7LQ+jPN7F++81S67zPQKFxx1hTFHa+6dt0WCmb2+2L+ZuwI2G6+Mmm+c8ciMzsxnDGHW2nHzMyizexPZrba9xlLM7PXzKxtuOMOl7I+Y4XKzvBtv62646xJynPMzKyr73+TDPP+d/vczI6pyH6UMBORYPwSeAY4AxgARAGfmFmTgDKvA12AS4DuwDvAm2Z2SjXHGiqlttn38xPAAf2Bs4AGwHwzq41/c7cC9wCn+R7/AuYFXAg+CVwGXAWcDTQFPjCzyDDEGgpltbcxsAB4NDzhVYnS2tzW95iA9/s7ErgAeCkskYZGWe/xV8AooCswEDC83/Ha+pmGstuc7za8v121XXna+wLQJuBxY3UHKaFlZqcDNwDfFFp/Jt7f7U+A3sDpwF+AvOqOsSYp6XhR967bQmUNBf9mdA/YdhdwO3Ar3udrB7DQzJpVd5A1TEnHrDHQC3jE93Mo0Bl4Pwwx1iSlfcYA8H2Z1QdIq97QaqwSj5mZdQQ+A9YC/YAeeJ+5zArtwTmnhx566BGSB9AS75+tpIB1PwMjCpXbA/w23PFWRZuB84FcoHlAmThfmfPCHW+I2rwX+C0QC2QDVwZsa+tr/8Bwxxnq9hZa18/3nrYId3zV1eaAbb8GsoCocMdZTe092fdedwx3nFXZZt+F5BYgwdfeIeGOsaraCywCngx3THqE9P1tCvwAnFf4/QU+Bx4Jd4w16VHG8arT122VPF6/B1aVsM2A7cDdAetigHTgxnDHXhOPWQnlT/ede44Jd+w19XgB7fC+EDoRSAFuC3fcNfmYAXOA14PdT23s7SAiNVf+MK29Aes+A640b2hXhJldhXchsai6g6sihdscg3fCzwook4n3TfbZ1RhXyJlZpO/9awIsA04FovG+tQfAOZcGfAv0DUuQIVRMe+u8crY5FtjvnDtSfZFVjbLa6+sxOgr4ES+ZVOsV12YzawzMBm51zhU7BKS2KuU9Hm7eUPI1ZvZn9QSp9Z4BPnTO/TNwpZm1wuuN8ZOZ/cfMdprZYjOr1efjECj2ePnU9eu2yjreN3TwRzObY2YdfOuPw/uiIfBaKAtYTB24FgpSScesOLF418/p1RRbTVTi8fKNUnkdmOqcWxO+EGucYo+Z73gNBn4ws3+YN43OcqvEdBNRoY5YROonMzNgGvCZc+7bgE1XAm/ifTt5BDgEXOac21j9UYZWCW3+HDgI/MnM7sP75vFPeEPg24Ql0CCZWXe8fzQb4n3zfJlz7jsz6wlkO+f2FXrJTryLx1qppPaGN6qqVd42m9kvgAeAGdUbYWiV1V4zuxmYgpdkWQsMcM5lhyPWUCmjzU8A/3HOzQtXfKFWRnvfwEuC7gBOAv6I18NuQBhClSD5Ejqn4g2/LSz/H87f4w0tXwVcB3xqZic559ZXS5A1SBnHC+rwdVsQluN9bn4AWgP3A//xDfPOv97ZWeg1O4Fjqy3CmqfEY+ac2xNY0MwaAo8Bs5xz+6s90pqhrON1N97v4/TwhVjjlPZ7GY3Xk/Ye3/q78aYUecfMznXOLS7vTpQwE5FQ+Qve0KXC39pOxhuSeB6wGxgC/N3MznHOra7eEEOuSJudc7vM7NfAs8A4vJ5ls4H/4g1VrI3WAT2BFsDlwN/M7JellDdq9zxIxba3jifNymyzmTUHPgS+AyaFJcrQKau9bwAL8ZLcE4C5ZnaWc65i817ULCX9HnfCm2+xrs1PVOJ77Jx7IaDct2a2HvjSzHo55/4bjmClcswsEXgKOL+E38/80TQznHOv+J6vNLNfAdcD91ZDmDVGOY4X1O3rtkpxzn0csLjazJYBG4Hf4H1RCkWve2r7tVBQyjhm0/I3mFk03tC5CODmag2yBinteJnZYmA80Mv5xhpKmZ+x/Bv5zHPOPeF7vsrM+gI34fUALRfTMReRYJnZ03gXVEnOuR8D1ncENgAnBXYfNrN/AhucczdVe7AhUlKbC5U5CjjinEs3764tjzvnplZnnFXB9/5txPsG+lMgPrCXmZl9DbznnHsoTCGGVH57nXM3BqzrB/wbiHPO1bnhA4Xb7Buu9g+8ngYX1fLEURHFvccB2xoA+4DRzrnZ1R5cFQn4PT7M/5L7+SJ9y0ucc/2qP7rQK+M9Nrxh9COcc29We3BSab7hNe9S8AupSLxERR7e5PUb8N7bmQGvexPv/Dy8GsMNuwocrzp33RZqZrYQ71hNxftb2ss5tzJg+zwg3Tn3mzCFWOPkHzPn3BjfcjQwF68naP/CPc/qu4DP2Dq8JGNx5+ktzrn21R9dzRRwzMbjjfiZ5JybHLD9T8DZzrmzylun5jATkUozz1/w7m7Tv5jEUWPfz8J3osqllv79KUeb/Zxzu33Jsv5AK+rO3X8Mbz6Tr4AcAoYxmVkbvCFO/wlPaFUiv731ib/Nvp5ln+Dd4OGSupYs8ynrPa6Ln4H8Nj2G11O2Z8AD4P/w5m+rK0p7D/OHb2yvvnAkRD7Fuyta4Of3S7xeoj2BTXh3k+tS6HWdgdTqC7PGKOt41bnrtqpgZjF4d1Lezv+GdwdeCzXAu6t6XboWCkqhYxaYLDse76ZYSpYFKHS8XqfoeToNL1k7MFwx1jSBx8w3jcYKQvC3X0MyRSQYzwDXAJcCB8wsfx6HDOfcYby5fzYAM8xsAt58GEPwLiouCkO8oVBWmzGzUcD3wC7gTLzhD08459aFId6gmNmjwMd4E543A67Cu0PkBc65DDN7CXjczPbg3fjgz8BqoLiJhGu80trr256AN19JJ99LupvZAWCzc25vkQprgdLa7OtZ9gneP1HXAs19CTSAXc65WjfMuIz2dsCbv+cTvN/fdnjzXhwGPgpHvKFQxu/xDrx/9gLLg/eZLvELgZqsjPe4IzAc7/3cDXQDHgdWAkvDEa9UnnPuAN6NZvzM7CCwJ39uUTObCkzy9X5ehTdc5wRgWDWHG3ZlHS9fEqOuXbcFzcz+DMwHNuN9AXo/0Bz4m3POmdmTwH2+4d3rgfvwemTPClPIYVfaMTOzKOAtoBfe5yoy4Hp6b22fM7QyyviM7cH7XQwsnwPsqI3/W4RKacfMV2Qq8KaZJeONCrkAuBjveqDclDATkWCM8f1cVGj9KOBV51yOmV2I14NhPt7kixuA3zjnaus/n6W22fe8C94k0vF4t33+A96k2rVRa7xvttoAGcA3eP9kL/Rt/z+8SUjnAo3wvr0eWRsTKT5ltfcmIHCoabLvZ+D7X9uU2Gbf0NM+vnIbCr3uOLzPd21TWnvbAucAt+HN4bMT7z3u65z7KUzxhkJZn+u6prT3OBH4Fd5wjaZ4SbUP8YZt1Na/W1IK59yTvknFn8A7L3+NdyOP+jyJfbHq6HVbKByNNx/tUXhfpnwOnOGcy++pMgXvGuiveOeO5XjzxB0IQ6w1RYnHzMzaA5f4yq0q9LpzqZ93ZC3rMyZFlXrMnHPvmtlNeHNVTscb2nq5c+6ziuxEc5iJiIiIiIiIiIgE0Fh0ERERERERERGRAEqYiYiIiIiIiIiIBFDCTEREREREREREJIASZiIiIiIiIiIiIgGUMBMREREREREREQmghJmIiIiIiIiIiEgAJcxEREREREREREQCKGEmIiIiIiIiIiISQAkzERERERERERGRAEqYiYiIiIiIiIiIBFDCTEREREREREREJIASZiIiIiIiIiIiIgH+H3UooIV7baspAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for simulator in simulators:\n",
" fig = plt.figure(figsize=(12, 12))\n",
" \n",
" gs = gridspec.GridSpec(2, 2)\n",
" \n",
" ax1 = fig.add_subplot(gs[0,:])\n",
" setBwStyles(ax1)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
" plt.title(str(simulator.__name__))\n",
" plt.legend()\n",
" \n",
" ax2 = fig.add_subplot(gs[1,0])\n",
" setBwStyles(ax2)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[0, 0])\n",
" plt.ylim(boxes[0, 1])\n",
" \n",
" ax3 = fig.add_subplot(gs[1,1])\n",
" setBwStyles(ax3)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[1, 0])\n",
" plt.ylim(boxes[1, 1])\n",
" \n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
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