mirror of
https://github.com/smyalygames/FiniteVolumeGPU.git
synced 2025-05-18 06:24:13 +02:00
1352 lines
1.9 MiB
1352 lines
1.9 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",
|
|
"import logging\n",
|
|
"\n",
|
|
"import pycuda.driver as cuda\n",
|
|
"\n",
|
|
"try:\n",
|
|
" from StringIO import StringIO\n",
|
|
"except ImportError:\n",
|
|
" from io import StringIO"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#Get root logger\n",
|
|
"logger = logging.getLogger('')\n",
|
|
"logger.setLevel(logging.DEBUG)\n",
|
|
"\n",
|
|
"#Add log to file\n",
|
|
"fh = logging.FileHandler('output.log')\n",
|
|
"formatter = logging.Formatter('%(asctime)s:%(name)s:%(levelname)s: %(message)s')\n",
|
|
"fh.setFormatter(formatter)\n",
|
|
"fh.setLevel(logging.DEBUG)\n",
|
|
"logger.addHandler(fh)\n",
|
|
"\n",
|
|
"#Add log to screen\n",
|
|
"ch = logging.StreamHandler()\n",
|
|
"ch.setLevel(logging.INFO)\n",
|
|
"logger.addHandler(ch)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Registering automatic CUDA context handling\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"#Finally, import our simulator\n",
|
|
"from SWESimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, IPythonMagic"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"CUDA version (9, 1, 0)\n",
|
|
"Driver version 9010\n",
|
|
"Using 'GeForce 840M' GPU\n",
|
|
"Created context handle <498737660208>\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%cuda_context_handler cuda_context"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"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": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def save_figure(fig, stem):\n",
|
|
" fig_filename = \"convergence_smooth2d_\" + 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": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def downsample(highres_solution, factor):\n",
|
|
" assert(highres_solution.shape[0] % factor == 0)\n",
|
|
" assert(highres_solution.shape[1] % factor == 0)\n",
|
|
" ny = highres_solution.shape[0] / factor\n",
|
|
" nx = highres_solution.shape[1] / factor\n",
|
|
" \n",
|
|
" if (factor == 1):\n",
|
|
" return highres_solution\n",
|
|
" else:\n",
|
|
" return highres_solution.reshape([int(ny), int(factor), int(nx), int(factor)]).mean(3).mean(1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAIAAAEwCAYAAAAtqtO0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XucZHdd5//Xp3t6LslcEsE4EQiCArK4AgaEsNxEEpT1B0R2NwgowRUUFtiEXckmuhAFDIiScIuA4gpBFMQLEERua7gkJAsRlBgCLIZICJNsApmZJNM93V3f3x/fU11nas70qeqp6q465/V8PM6jq771rVPfU9P9nupPf8/3REoJSZIkSZLUDjMbPQBJkiRJkrR+LARIkiRJktQiFgIkSZIkSWoRCwGSJEmSJLWIhQBJkiRJklrEQoAkSZIkSS1iIUCSJEmSpBaxECBJkiRJUotYCJAkSZIkqUUsBEiSJEmS1CJDFwIi4rER8aGIuCkiUkQ8re/xiIjzi8cPRMRlEfGgvj7HR8QlEbG32C6JiOOO9mAkaSOZj5JUzXyUpMmylhkBxwL/CLzoCI+/DHhp8fjDgT3AxyNiR6nPe4CHAD9TbA8BLlnDWCRpkpiPklTNfJSkCRIppbU/OSIBp6eU/qa4H8BNwEUppdcWbVuAm4FzUkpvi4gHAtcCj0wpXVX0eSTwOeBHU0pfPZoDkqRJYD5KUjXzUZI23qYR7+8+wG7gY92GlNJCRHwKeBTwNuAUYG83xIs+V0bE3qLPYUFe/Gewpa/5+4Dvjnj8kqbDDuCmVKpkRsRWYPOQ+zmYUpof6ciOzHyUtB7MxxIzUlLJNObj2Iy6ELC7+HpzX/vNwL1LfW6peO4tpef3Oxd4xVGPTlKT3BP4NuQQ333C7IE9tywPu489EXGfdQpz81HSejEfe8xISWXTlo9jM+pCQFf/+QbR11Z1PkJ/n7ILgNeX7u8Abnw0T2YTc2sepKTps8Qin+VvAfaXmjfvuWWZ66++Nzt3DLb0yb79He5z8g27yVXg9Qxy81HSWJiPlcxISU3Ix5EbdSFgT/F1N/CdUvsJ9Kq8e4AfqHju93N4JRjI08OAhe79fCoZbGKOTWGIS62yyse9Y7fnbRDLa18eZa3MR0njZT4exoyUBExzPo7NWq4asJrryUF9archIjYDjwOuKJo+B+yKiJ8s9XkEsKvUR5KG1iENta0z81HShjEfJanahOfj2Aw9IyAitgM/Umq6T0Q8BPhuSulfI+Ii4LyI+DrwdeA84C7yJV9IKX0lIv4O+MOI+NViH28HLnXFV0lHo0OHzhB9R818lDSpzEdJqrbR+bhR1nJqwMOAvy/d75539U7gTOB3gW3AxcDxwFXAaSml8vkYzwLeSG912A9y5OvKStJAllNiecBLog7ab0jmo6SJZD5KUrUJyMcNMXQhIKV0GXlhliM9noDzi+1Ifb4LPHvY15ak1QwzZWscU7vMR0mTynyUpGobnY8bZVxXDZCkddchsdzCIJekOuajJFVraz5aCJDUGG2t6EpSHfNRkqq1NR8tBEhqjLae4yVJdcxHSarW1ny0ECCpMTrFNmhfSWoL81GSqrU1Hy0ESGqM5SHO8Rq0nyQ1gfkoSdXamo8WAiQ1xnLK26B9JaktzEdJqtbWfLQQIKkx2jq1S5LqmI+SVK2t+WghQFJjdAiWj3yZ6sP6SlJbmI+SVK2t+WghQFJjdFLeBu0rSW1hPkpStbbmo4UASY2xPERFd9B+ktQE5qMkVWtrPloIkNQYbQ1ySapjPkpStbbmo4UASY3RSUEnDXiO14D9JKkJzEdJqtbWfLQQIKkx2lrRlaQ65qMkVWtrPloIkNQYy8ywzMyAfSWpPcxHSarW1ny0ECCpMdIQU7tSg6Z2SVId81GSqrU1Hy0ESGqMtk7tkqQ65qMkVWtrPloIkNQYy2mG5TTg1K4GXQdWkuqYj5JUra35aCFAUmN0CDoDnuPVoUFJLkk1zEdJqtbWfLQQIKkx2jq1S5LqmI+SVK2t+WghQFJjDDe1qzkVXUmqYz5KUrW25qOFAEmNkad2DVapHbSfJDWB+ShJ1dqajxYCJDVGZ4jrwDbpHC9JqmM+SlK1tuajhQBJjdHWqV2SVMd8lKRqbc1HCwGSGqPDTCtXfZWkOuajJFVraz5aCJDUGMspWE4Drvo6YD9JagLzUZKqtTUfLQRIaozlIc7xWm5QRVeS6piPklStrfloIUBSY3TSDJ0Bz/HqNOgcL0mqYz5KUrW25qOFAEmN0daKriTVMR8lqVpb89FCgKTG6DD4uVud8Q5FkiaK+ShJ1dqajxYCJDXGcKu+DtZPkprAfJSkam3NRwsBkhpjuOvANifIJamO+ShJ1dqajxYCJDVGh6DDoFO7mnP5F0mqYz5KUrW25qOFAEmN0daKriTVMR8lqVpb89FCgKTGGG7V1+YEuSTVMR8lqVpb89FCgKTG6KSgM+iqrwP2k6QmMB8lqVpb89FCgKTG6AxR0W3Sqq+SVMd8lKRqbc1HCwGSGqOTZugMeO7WoP0kqQnMR0mq1tZ8tBAgqTGWCZYHXM110H6S1ATmoyRVa2s+NqekIan1uhXdQbdhRcQLI+L6iJiPiKsj4jGr9D0zIlLFtrXUZ1NEvKrY54GI+JeIeHlEmM2SRmqS8rHo//SIuDYiFoqvp/c9vj0i3hwRNxb5+JWIeMHQA5OkGuPOR5jMjPTDpqTGWKZX1a3fhhMRZwAXAa8GHgp8BvhIRJy0ytP2ASeWt5TSfOnxc4BfA14EPBB4GfDrwIuHHJ4krWqS8jEiTgHeC1wCPLj4+r6IeESp24XAzwDPJufjhcCbIuKpQw5PklY1znyEyc3IkRcCBvkLV2TnR8RNRZ/LIuJBox6LpHYZc0X3pcA7Ukp/lFL6SkrpLOBbwGrV15RS2tPdgFvL+QicB9wAfCSl9M2U0vuBjwG/bD5KGqUJy8ezgI+nlC5IKV2XUroA+N/AO0r5+BxyPn66yMe3A/8IvNR8lDRK6zAjYBQZ+cmivesU4J0ppcv6MvJhgw5qHDMCBvkL18vIb8iLgIcDe4CPR8SOMYxHUkssp5mhtsKOiNhZ2rb07zciNgMnk39JL/sY8KhVhrQ9Im4opm1dSq4Gl/Pxr8mV4d8uXufBwGnA/TAfJY3QhOXjKRX9l8i52M3Hy4DHA79Z/AHpp4AfI3/INR8ljcy48hFGmpEf7ev/WeApEXGPUkbev+g3kHEUAk4BPpBS+nDfX7geBnk2ALma8eqU0l+llK4hV32PAZ45hvFIaolE0BlwS73FXm4E9pa2cyt2fXdgFri5r/1mYPcRhnMdcCbwFOAXgHly5ffvu/kI/CLwNeA3ImIR+CKQgN8yHyWN0oTl4+6K/icClPLx54rX/y3gIPB3wAHgt81HSaM0xnyE0WVkf/+XANcW4+hm5AtTSp+tPeDCOK4a8Fng1yLi/imlrxV/4Xo0vakM9yEfxEqVI6W0EBGfIlc53ta/w6LCUq6yWPmVdJi+Sm1t38I9gf2lhxZWeVrqux8VbbljSlcCV650jLicHNZP6uYjebbU/YA3AX8InAr8PrC5tB/zUdJRm6R8PEL/rwEPLeXjBcA9gN8jnx97OnA+cPvKDmryEcxISfXWIR/h6DOyv/9LgEeS/+B0A/BY4OKI+E5K6RM1YwHGUwh4LbALuC4ilskVkN9IKf1Z8Xi3klFV5bj3EfZ5LvCKUQ9UUrN0UtBJg13WpdRvf0ppX033W8lryfRXbk/g8CyrlFLqRMSHgSfQy8dNwAdTSi8BKE1vfQ7wytLTzUdJR2XC8nFPRf+rgJ/l0Hx8Z0rp1yGvkE0uBDyDQ3/pXy0fwYyUVGOM+Qijy8iV/hGxDfgd4PSU0oeLx/8pIh4C/HdgoELAOE4NOIO8euEzgZ8gf6D97xHxnL5+w1RFLiAXF7rbPUc2WkmNsczMUNugUkoHgavJf7EvOxW4YpB9FKdFPQH4AXr5eAfw0xX52P+/kfko6ahMWD5+rqL/c8i//D8T6F5W6+ePMh/BjJRUY1z5CCPNyNNK/eeKrXPYoQzx+/04ZgS8DnhNSunPi/tfjoh7kyuy7yRXOCBXOb5Tet4RqyIppQVK0y3y52lJOtQaK7qDej1wSUR8gRzQzwdOAt4KEBHvAr6dUjq3uP8K8qkBXwd2kqdw3Rd4XTcfI+IvydNdX1VMb/3x4rU+3ffa5qOkozJJ+Qi8Afh0RJwDfAB4KvkSWb9XysdPkRcNfGVEfBr4d8VzL+977VVnZpmRkuqMOR9hNBn5RPLp9qSU9hUZ+briKis3AI8Dfom8IP9AxlEIOIbVqxPXk4sBp5IXxuqupvg48hUHJGlNOszQGbAQOmi/rpTSeyPibsDLyYtaXQM8OaV0Q9HlJA7NvuOAt5OLnnvJebePnIFdLwZ+BHgE8BXgJvIsga91O5iPkkZhkvIxpXRFRDwDeBX5NKhvkLPvX0q7fQZwKblAcC35g+5+cp4C5qOk0RhnPsLIMvKMlNJVpd0+gzzj6U+B7yNn5G9QFBcGMY5CwIfIK2D/K/DP5EtjvRT4Y8gX1Y6Ii4DzIuLr5L+WnQfcBbxnDOOR1BLLKVgesFI7aL+ylNLFwMVHeOzxfffPBs4ut0XEn3B4Pj4AeH1K6ZyizznAuRFxHeajpBGZpHws2t4PvL97/wj5eG8Oz0c/P0oaqXHnIxx9RlY8vgd47poGUxhHIeDF5MrFxeTpWjeRF3X57VKf3wW2FX2OJy8Qc1pKaT+StEbrMLXraJmPkjaE+ShJ1aYgH8di5IWAIozPone5wKo+ibzy6/mjfn1J7ZXSDJ0BL/+SBuw3SuajpI1iPkpStUnPx3EZx4wASdoQywTLhy0ofeS+ktQW5qMkVWtrPloIkNQYnTT4lK3OahebkqSGMR8lqVpb89FCgKTG6AwxtWvQfpLUBOajJFVraz5aCJDUGB2CzoBTtgbtJ0lNYD5KUrW25qOFAEmNsR6Xf5GkaWQ+SlK1tuajhQBJjdHWqV2SVMd8lKRqbc1HCwGSGqPDENeBbdDULkmqYz5KUrW25qOFAEmNkYY4xys1KMglqY75KEnV2pqPFgIkNUYnDVHRbdA5XpJUx3yUpGptzUcLAZIao63neElSHfNRkqq1NR8tBEhqjLZWdCWpjvkoSdXamo8WAiQ1RluvAytJdcxHSarW1ny0ECCpMdpa0ZWkOuajJFVraz5aCJDUGG0NckmqYz5KUrW25qOFAEmN0dYgl6Q65qMkVWtrPloIkNQYbQ1ySapjPkpStbbmo4UASY2RGHwRlzTeoUjSRDEfJalaW/PRQoCkxmhrRVeS6piPklStrfloIUBSY7Q1yCWpjvkoSdXamo8WAiQ1RluDXJLqmI+SVK2t+WghQFJjtDXIJamO+ShJ1dqajxYCJDVGSkEaMKAH7SdJTWA+SlK1tuajhQBNlqj54YqZQ++nzur9U5PW9lSdDjHwqq+D9pMmhvmoo2A+qvHMSK1RW/PRQoCkxmjr1C5JqmM+SlK1tuajhQBJjdHWqV2SVMd8lKRqbc1HCwGSGqOtFV1JqmM+SlK1tuajhQCN18wsADFT+qGZLdqKr4e2lc7f6p7LVX5u//lf5fO3OsXt0jlfabm4vbxcals+vK373E6vTdOnrRVdTSnzUevIfNTUMSO1TtqajxYCJDVGGqKi26Qgl6Q65qMkVWtrPloIkNQYicEX+XUtYEltYj5KUrW25qOFAEmN0SGIFl7+RZLqmI+SVK2t+WghQFJjtPUcL0mqYz5KUrW25qOFAB2dmd5iLd2FW2LzXK9t8+Z8o6ptrvftl7q3N/X2lzblhV7STGnxl9JNAHpruhCdfCeWeo2xlBduicWlXsfidjp4sNd2cPGwttRtKy0I40Iwk62Tgmjhqq+aUOajJoj5qIljRmpCtDUfLQRIaoyUhjjHq0kneUlSDfNRkqq1NR8tBEhqjLZO7ZKkOuajJFVraz5aCJDUGG0NckmqYz5KUrW25qOFAEmN0dZzvCSpjvkoSdXamo8WAjScYmGXmWLhlti6ZeWh2Lo13yi1pW35dmfr5pW2zjH5uctbeou6LG/JK7h0Nvd+uDqb8u0022vr/9mL0nk6sZzvzCz1GmcO5tuzC73FX2YX8mItM3ct9vrN5wVeZg4s9HY4n2+n+fne6xdtnWIRGBd+mSxtPcdLE8J8zGMzHyeS+agNZ0bmsZmRE6et+WghQFJj5CAfdGrXmAcjSRPEfJSkam3NRwsBkhqjred4SVId81GSqrU1H/uvqClJUysNuQ0rIl4YEddHxHxEXB0Rj1ml75kRkSq2rX397hER746I2yLiroj4UkScvIbhSdIRTVI+Fv2fHhHXRsRC8fX0ij4PjIgPRsTeiNgfEVdGxElrGJ4kHdG48xEmMyPHUgio+2Ab2fkRcVNEHIiIyyLiQeMYi6T26FZ0B92GERFnABcBrwYeCnwG+EhN4O4DTuzb7lbOR+B6YCfws8C/Af4b8Evmo6RRmqR8jIhTgPcClwAPLr6+LyJ+rpSPB4AvA98DHl/0eyXwYvNR0iiNMx9hpBn5iFKfHwY+C1zHoRk537+/Ixn5qQERcTxwOfD35A+2twA/DNxe6vYy4KXAmcDXgN8EPh4RD0gp7R/1mLRGkb/RY3NvkZaZLXnhljhmW27ofgU6O/Lt5WN7/Rd35EVdlo7tLeqyuC3vd2lb7wdpeWu+vdxbI4bOXPG191To/9krleVmijVXZnrrtzBbrNsyO9/ruOlAvj13oPdim+7MT57b33vy7J3F4i/7D/Re/q4Dh3ztLPQWhkkHDxY3GnTy0LQZplTb67cj4pBvrIWU0sJh/XNmvSOl9EfF/bMi4knAC4Bzj/QqKaU93TtFPn6RXj4+F/h3wNkppW8Ufc4o2s/EfJxc5mPen/k4PSYrH88CPp5SuqC4f0FE/DTw58BfkPPxfwJbgd8u5eN/BH4V83HymZF5f2bkdBhvPsJoMvJxRfsvFG2vBv42pfSy0vP+ZcCjAMYzI+Ac4FsppeemlP5PSumbKaVPlkI8yAfx6pTSX6WUrgGeAxwDPHMM45HUFsNUc3sV3RuBvaXtsECOiM3AycDH+h76GPCoVUa0PSJuiIgbI+JS4Pcp5SPwOOCTwGsi4paI+GLx+uajpNGarHw8paI/wKaU0nOBL5D/wvVp4OIiH68if8Y0HyWN1pjyEUaakR/t9o+IGeDfA1+LiI92MzIinjbMYY+jEPAU4AsR8RfdD7YR8bzS4/cBdlM6uKJ68imO8GZExJaI2NndgB1jGLekKde9/MugW+GewK7SdkHFru8OzAI397XfTM6zKteR/2r1FHL1dr64/3+7+Qj8KPAi4OvAk4D3F2NY+ZOI+ShpFCYsH3dX9P9RYFNE/AV5Nul28l/8/w44jZyDxwO39o5p9XwEM1JSvTHmI4wuI8v9TyBn5P+gl5F/DfxVMXNgIOMoBNyXPM2h+8H2rcAbI+KXise7BzDMm3Euh1ZcbhzlgCU1wxrP8dqfUtpX2o40rQsOnzgWFW3FWNKVKaV3p5T+MaX0GeA/FQ/9Ir187JBz+LqUUveUAYCn9u3OfJR0VCYpH4/Q/wTyh+Wv0/sL/yxwW0rpS8DfFG3/X9/zVstHMCMl1ViHfISjz8hy/+7v8B9IKV2YUvpSSuk1wKXAr9WMY8U4Lh84A3whpXRecf+LxUIuLwDeVeo3zJtxAfD60v0dGOTjMdM7mWpmcz7BKo49ZqUtth8LQNqe25Z29hZAX9yV/4h5cGdvHws78g/L4vbeOTRLxxb9t/f+uZe3dgDobOv0xjKXb8emXr+YLT0OpOVeLSstFa+x2GubOZBvz873Xn/ujty26U4Oa9uyv/cjsXlfPp65Y3rnq23aV5zftiW3zdzR20m6M79G52DpBLPOMlpHh07Zqu87uFuBZQ7/sHkChxc1q18upU5EJPJ/HOcBRMS3gTs4PB/v0fd083ESmI8rbebjFJqsfNxT0X+GfI7tecVU2iXyKQL9+fiDfc+r+zBtRq4XM3KlzYycMuPLRxhdRpb730rOyGv7+nwFePSgAxvHjIDvUD2o7qqI3YWzBn4zUkoL5YoL4IIwkg6zxqldA+w3HQSuBk7te+hU4IpB9lGsj7JEnvLadTmwhcPzsdwHzEdJR2nC8vFzFf0XgW+X9vl58ufU/ny8re95qxZkzUhJdcaVj3nfI8vI07r9Sxn5gL4+9wduGHRs4ygEXM7qg7qeHOYrB1dUfh/HgB+oJalSGnIbzuuBX4mIXy6u23oh+QPqWwEi4l0RsXJ+WES8IiKeFBH3jYiHAO8A5oC7Svu8kLxuylJE/AjwyGJk15b2Yz5KOnoTlI/AG4DTIuKciPjRiDiHXBQt/5L+OuBhwIEiH59ctF/f7WA+ShqJ8eYjjCYjn0i+BGHX64AzIuJ5EfEjEfEi8qlTFw86qHGcGnAhcEVEnAe8D/hJ4PnFRkopRcRFwHkR8XXyuWDnkT8cv2cM45HUEsNc33XY68CmlN4bEXcDXg6cCFwDPDml1C1ynkQ+57/rOODt5NlPe8mXDfwV4G2lfLwf+a9gUezvevJiLz8bEadjPkoakUnKx5TSFRHxDOBV5Otef4O86NWrS/m4jTyLajvwZeCr5FMEnhkRH8d8lDQi48zH/JyRZOQZKaWrSn3+OiJ+jbwOyhvJGfn0lNJnBx3XyAsBKaXPFx9gLyAf7PXAWSmlPy11+11ywF9MXgH2KuA0rwEr6aitrVI72K5TupgjVFpTSo/vu382cHZ/v+JqAeV8fHFK6Q9LjwfwCsxHSaM2IflYtL2ffKWUFRFxLYfm44vMR0nrYoz5CKPJyIo+fwz88VrHNI4ZAaSULiWvWnikxxNwfrFpEhQLvHQXd4Heoi7drwCdncUCL8dvA2DhuF7/hV2zRVuvUnZwZ/66uLP307W0My9+MrujtyDKMcfkhTZ3bptfads+dxCAbZt6/TbPLh0y7IPLvW/hA0t5LHcs9hZm2XcgL0Rz4K4tK2137c/9Nu3rLUgzty+PeenY0oI0W/PtLVt6bVs2F4vEzOa2mShVBYvb5cVfOge7N1zwZT2Mu6I7CubjFDIf89jMx6lmPmpszMg8NjNyak1DPo7DWAoBkrQhhjl3a8yVX0maKOajJFVraT5aCJDUIFFsg/aVpLYwHyWpWjvz0UKApOZoaUVXkmqZj5JUraX5aCFAUnO0NMglqZb5KEnVWpqPFgLarLRISczlb4XYtq3XVtzubD9mpW1pZ144pbvAy/xxvcVSFr4v72/h+N5PyMHjiithHNdbrOW4Xfky6idsv2Ol7QeP3QvAiVv2rrTdfS4/vmu2d9n1uTh0oZfF1PsW3rucx3nr4vaVtu8s7ALgpjt3rbTdsj0/vveY3nEtb83H0ykWcgFIxWIuKXrH2HtCPsZNpYvFzSwXd5Z7jZFyv3Sw1DE1KEEmTYq8DdpXOhLzcaXNfGwI81GjZEautJmRDdDSfLQQIKkxUhr8/0j/L5XUJuajJFVraz5aCJDUHC2d2iVJtcxHSarW0ny0ECCpOVo6tUuSapmPklStpfloIUBSY0TK26B9JaktzEdJqtbWfLQQ0GbRW9QkNhXfCpvnVtrS1s3567Ze29L2fHvx2PzcxR29qtjBHfnr4s7ST0ixwMvxx/cWdbnXzryYyw9v/38rbffdlm/fa+62lbbdm3K/42YOrrRt7fvpmy9V5W7v5PHuWeot6vKtLXcD4F/mvn+l7Rub8u1vzfQWX/keefGXxWIfALGU9z2z2HuN2cV83LMLc8XX5ZXH0kLx3IO98cbB/L6mxdICNan3HI1YS6d2aQzMx5U287EhzEeNkhm50mZGNkBL89FCgKTmaOnULkmqZT5KUrWW5qOFAEnN0dKKriTVMh8lqVpL89FCgKTmaGmQS1It81GSqrU0Hy0EtFjMlKa2zMwUbb1zvtKmWQA6c722zqb8nOW54uuW3i46W/JPRmdr77ypLVvz+V3HbZtfafuBbfsAuMeW21fauud1/dDcd1fads/m86B2zfTOudoSvXPNABbS4srt4zr5vKqt8V36LXR6z7ujGPT+xd7g7zyQby9s7f1IdLZ0j7H3PnWPu/s+lN+bmeL9OuQ9XHlfe/tIvbdHo9bSINfomY/mY+OYjxohM9KMbJSW5qOFAEnN0dJzvCSplvkoSdVamo8WAiQ1Rlsv/yJJdcxHSarW1ny0ECCpOVo6tUuSapmPklStpfk4U99FkiRJkiQ1hTMCJDVGMMTUrrGORJImi/koSdXamo8WAiQ1R0sXe5GkWuajJFVraT5aCJDUHC09x0uSapmPklStpfloIUBSc7Q0yCWplvkoSdVamo8WAiQ1Rlsv/yJJdcxHSarW1ny0ENBiqdP7To5Op2jr9DosLQMws9hrm1nKz5ldLL4u9M6TmSluz8z3LkZxcH4OgNsPbF1pu3luJwDbZxdW2rbMLB42vvm0F4DjZg6utG2Nhb4+vde/vbMZgD1Lu1bavrV4NwC+vXBc7/UP7DxsTN1xlsfePZ7SMFeOu/s+lN+b7vt1yHu48r42KDUmWUsruho989F8bBzzUSNkRpqRjdLSfLQQIKk5WhrkklTLfJSkai3NRwsBkhqjrVO7JKmO+ShJ1dqajxYCJDVHSy//Ikm1zEdJqtbSfLQQ0Gapdx5SWloCIA72zrOK+XxeVRzYvNK26Y5ZAOa25B+C5bneD0OnuJ029doOzuTzpr7H9l6/Tj6H6sDS3ErbdxePBeDbW45fabv73B0A7Jq9a6VtLpYOOYTF1PsW3rt8DAC3LvZe6zsL+Vyvm+7snfN1yx358b17j+nt6PY8lrl9vbFv3l+85v5e6W/uzvyebbojv09x4PD3K5Xew+77Wn6vNUYtndqlMTAfezsyH5vBfNQomZG9HZmR06+l+WghQFJjtHVqlyTVMR8lqVpb89FCgKTmaGlFV5JqmY+SVK2l+WghQFJzDFHRbVKQS1It81GSqrU0Hy0ESGqOllZ0JamW+ShJ1VqajxYC2iz1vpPTYl6QJB040Ht8Ni/IMlN8BdjUvTl7+IqZkfIiMLHce2zmYG5bnO/t4/a78rcQGAwcAAAgAElEQVTd/h3bVtpuOmYnADu3ff9K2/a5vHDKtk29hVM2zx660MvB5d63cHfhmDsWewvT7DuwNT9215aVtuX9ud+mfbMrbd0FXjbv6+17y+35/dmyd7nUtlg8dz4f3x29RWi67135Pey+r+X3WmPU0iDXGJiPK23mY0OYjxolM3KlzYxsgJbmo4UASY3R1sVeJKmO+ShJ1dqajzP1XSRJkiRJUlM4I0BSc7R0apck1TIfJalaS/PRQoCkxmjr1C5JqmM+SlK1tuajhQBlnbyYSedgr2nmjjvzjdIiJTPF7bnl/DUObl15bHYhL7Cyab63gMqmO/MCKov7e4u/LN2ev+0Wt/f63bU1L8Ryx7btvQHMdfJrbOq9fsx2Dhl2Wu6d3ZKWitdY7LXNHMi3Z+d7r7/ljijGVnqpO4pFXfb3XmvzvvyezO3tvSndBV6iWOAl3dHbSbozt3UO9ham6b6vWkcNCmhNCPMxP2Y+Tj/zUeNgRubHzMjp1sJ8tBAgqTlaOrVLkmqZj5JUraX56GKBkhqjO7Vr0G3o/Ue8MCKuj4j5iLg6Ih6zSt8zIyJVbFuP0P/c4vGLhh+ZJK1ukvKx6P/0iLg2IhaKr6ev0vdtRT6eNfzIJGl1485HmMyMHHshoOrDbURsiYg3RcStEXFnRHwwIu457rFIarg05DaEiDgDuAh4NfBQ4DPARyLipFWetg84sbyllOZL++zm458Bzwf+CZg1HyWN3ATlY0ScArwXuAR4cPH1fRHxiFKfbj5+CHgEcBPmo6RxGGM+wngystT3afQycihjLQRExMPpfbgtuwg4HXgG8GhgO3BpRMwiSWs05oruS4F3pJT+KKX0lZTSWcC3gBes8pyUUtpT3lbG2svHa4CfAZ4HfA94HOajpBGbsHw8C/h4SumClNJ1KaULgE8W7eV8vBZ4PPAsYJGcjeajpJFahxkBI83IlXFH3AN4M72MHMrY1giIiO3An5I/3P5mqX0X8J+BX0wpfaJoezb5zXgi8NFxjUkDKC1M0lkoFlopL/SyuJTbFvLiJ3MHtq08NntXvj23b/NK2+YdcwAsHdv7P3pxW15oZWlbb/GV5a25JrW8pVeb6swVX8v/vQeHKv0wzix3x9hrm10ovs73Om460CnGXmq7s1jUZX/vybN35mOc2X+gt8O78u1UfO0sLPSGcrBYECatLSE0Ams7x2tHxCHfWAsppYVyQ0RsBk4GXtO3l48Bj1rlVbZHxA3ALPAl4H+mlL7Yl4/vBq5PKX0iIl4BPAh4pvk4gczH3nPNx+kzWfl4CnBhX9tHgbNK+fh84H3A1Smlf448kEcCzzIfJ5QZ2XuuGTldxpSPMPqMLO13hjxT4HVFRg54AD3jnBHwFuDD3bAuORmYIx88ACmlm8h/Fat8M4pTCXZ2N2DHmMYsaZqtbWrXjcDe0nZuxZ7vTv5l/ua+9puB3UcYzXXAmcBTgF8A5oHLI+J+FPlY7HcHcHnxnB3kXDYfJY3WZOXj7lX6d/PxYcVIvlQ8vqV4nYHzEcxISQMYXz7C6DOy6xxgCXjjkQ6rzlhmBETEM8i/8D+s4uHdwMGU0vf62ld7M84FXjG6EUpqojVeB/aewP7SQ4dVc0v69x4VbbljSlcCV650jLgc+AdyYN8LeBq5AHAt0P0zymZg2XyUNGqTlI+r9A/y58fnAX9NLqh2zTJ8PoIZKanGOuQjjCYjE0BEnAz8V+AnUlr7NJKRzwiIiHsBbyBP3Zqv619+Kkd+My4AdpU2F4aRdLi1VXT3p5T2lbaqIL+V/Mt6/4fNEzi8Yls9tJQ65F/6n0A+l+vHiuc/DHhJRCwBDyQvhrXUd86r+Sjp6ExWPu6p6H9/8i/7zyIvfHUCeXpsNx/vTs7Hb/Y9r+7DtBkpaXXjy0cYXUaW+z+muP+vxWfGJeDewO9XZOQRjWNGwMnFwK4unaswCzw2Il4EPAnYHBHH91V1TwCuqNph8cauvLlrOQdCa1AUmFLpHKbl4vyumeJcppjv1XpminOeZrZuWWnbtC3f7mztnfPVOSafuLW8pfd7Tve8rs7m3r9tZ1O+nWZ7banvn75cvYvlfGdmqXQ+2sF8e7Y4Vy3fXi7G2zuXa2a+OJ4DpZ/h+Xw7lY4xFW2dg8VzS+fDaQKs7Ryv+q4pHYyIq4FTyX+l6joV+MAg+yjOb304+a/+VxfNy+R87Poq8ADgsSml8jeX+ThpzMf8mubj9JisfPxc8Xj5HNifI/+BqpuPHQ7Nx9uAuwH/sW9fR8zHYnxm5EYwI/NrmpHTYUz5CCPNyNPoZd0lQP/p9x8t2v/XoGMbRyHgk8C/7Wv7X+TpXa8lL+qySD649wFExInkv469bAzjkdQSa5zaNajXA5dExBfIAf184CTgrQAR8S7g2ymlc4v7ryCfGvB1YCfwEuCHyOsFXFPabzkf/wC4H6W/WJmPkkZhkvKRPHP00xFxDvmD8FOBHweeCXy5tN9yPn4YOA64D/D5Yr/mo6SjNuZ8hNFk5BPJV0shpXQbuTjaG1fEIrAnpfTVQQc18kJASmk/h37IJSLuBG5LKV1T3H8HeerCbcB3gd8jB39/ZUOSBjfeiu57I+JuwMuBE8k59+SU0g1Fl5PIf8HqOg54O3lq117gi+S/9H+uvN9yPkbEMvDPmI+SRm2C8jGldEWxntSrgFcC3wDOSCn9VXm/ffmYyMVV81HSaI0xH2GkGXnV8K9+ZGO7fGCNs8mrHL4P2EaeRXBm31RYSRrKuCu6KaWLgYuP8Njj++6fTc66Yfb/+IjYCrwO81HSCE1SPhZt7wfeP8T+f8h8lDQO6zAjYF0yctgxrUshoOID8jzw4mKTpNEYc0V3HMxHSevCfJSkalOYj6OwUTMCNK2KhU0680Xx/WBvsZS4My/0Epvnem2b8wIvM6W22aJtbq737Ze6tzf1Fn9Jm/LiL2mmdHGL/utclCZiRyffiaVS41IeZxQL1ABQ3E7FYjXl4+iU2lLRlpZLf2hwYZfJ1tIg14QwH9EEMx+10cxINKFamo8WAiQ1Rvci1IP2laS2MB8lqVpb89FCgKTmaGlFV5JqmY+SVK2l+WghQFJjrMdiL5I0jcxHSarW1ny0ECCpOVpa0ZWkWuajJFVraT5aCNDRKS18korbabG0gMqBeQBipnRGzWxezCVmZyvaeiu5RMwc/tzoOzMnlX4aO6k7kN7Dy53ia2mc3dvltu5zXchl+jUooDXlzEdNGvNRk8SM1CRpYT5aCJDUGG2d2iVJdcxHSarW1ny0ECCpOVo6tUuSapmPklStpfloIUBSY7S1oitJdcxHSarW1ny0ECCpOVpa0ZWkWuajJFVraT5aCNB4dRd/6ZTalpZyW1X//oVcDnt85tD7h+y4QmrQT6tqtbWiqyllPmodmY+aOmak1klb89FCgKTmaGlFV5JqmY+SVK2l+WghQFJztDTIJamW+ShJ1VqajxYCJDVGW6d2SVId81GSqrU1Hy0EaLLUnY+VltdnHJpOLa3oqiXMRx0N81FNZ0ZqrVqajxYCJDVGpEQMuLjPoP0kqQnMR0mq1tZ8tBAgqTlaWtGVpFrmoyRVa2k+WgiQ1BhtPcdLkuqYj5JUra35aCFAUnO0tKIrSbXMR0mq1tJ8tBAgqTHaWtGVpDrmoyRVa2s+WgiQ1BwtrehKUi3zUZKqtTQfLQRIaoy2VnQlqY75KEnV2pqPFgIkNUdLK7qSVMt8lKRqLc1HCwGSGqVJlVpJGiXzUZKqtTEfLQRIao6U8jZoX0lqC/NRkqq1NB8tBEhqjLae4yVJdcxHSarW1ny0ECCpOVp6jpck1TIfJalaS/PRQoCkxohO3gbtK0ltYT5KUrW25qOFAEnN0dKKriTVMh8lqVpL89FCgKTGaOs5XpJUx3yUpGptzUcLAZKao6WrvkpSLfNRkqq1NB8tBEhqjLZWdCWpjvkoSdXamo8WAiQ1R0vP8ZKkWuajJFVraT5aCJDUGG2t6EpSHfNRkqq1NR8tBEhqjpae4yVJtcxHSarW0ny0ECCpMdpa0ZWkOuajJFVraz5aCJDUHC09x0uSapmPklStpfloIUBSY7S1oitJdcxHSarW1ny0ECCpOTopb4P2laS2MB8lqVpL89FCgKTmaOnULkmqZT5KUrWW5uPMRg9AkkYl6E3vqt3Wsv+IF0bE9RExHxFXR8RjVul7ZkSkim1rqc+5EfH5iNgfEbdExN9ExAPWcuyStJpJysei/9Mj4tqIWCi+nl56bC4iXhsRX46IOyPipoh4V0T84BqGJkmrGnc+wmRm5MgLAYN8sI2ILRHxpoi4tRj8ByPinqMei6SW6V7+ZdBtCBFxBnAR8GrgocBngI9ExEmrPG0fcGJp+x3gM918BM4C/hJ4JHAqeZbWxyLiD8xHSSM1QfkYEacA7wUuAR5cfH1/8WF3P3AT8Fzgj4CfAH4euD/wIT8/Shq5MeYjjCwj3xcRjyi6HEPOxldyaEZ+cJhxjWNGwOOAt3D4B9tjS30uAk4HngE8GtgOXBoRs2MYj6SWGLiaO8SiMCUvBd6RUvqjlNJXUkpnAd8CXrDKc1JKaU93A07m0Hz8fPH8b6aU/pH8wfck4OmYj5JGaMLy8Szg4ymlC1JK16WULgC+Sy6ePhJ4IvB/iv3emFK6Engx+QPvf8B8lDRCY85HGE1GfrJoJ6W0N6V0akrpfSmlr5Yy8uSaP1AdYuRrBKSUfqZ8PyKeC9xC/gD86YjYBfxn4BdTSp8o+jyb/GY8Efho/z4jYguwpdS0Y9TjltQAazvHa0fEIRO9FlJKC+WGiNhMzrDX9O3lY8CjVnmV7RFxAzALfAk4N6X0xdJ+D8lH4B7FQ79rPkoaqcnKx1OAC/vafgc4K6X0z8V++/OxO+X13EHzsehjRkpa3ZjyEUaakR+lKAQcwa5idLev0ucQ67FGwK7i63eLrycDc+SDByCldBNwDUd+M84F9pa2G8cyUklTLVIaaivcyKH5cm7Fru9O/mX+5r72m4HdRxjOdcCZwFOAXwDmgcsj4n6lPiv5GPl/k4uL++/odjAfJY3ChOXj7gH6l/NxK/C7xf0PdDsMkI9gRkqqMcZ8hPFlZG/8OSNfA7wnpbRvlUM9xFivGlB8sH098NmU0jVF827gYErpe33dV3szLij207UDg1xSv06xDdo3uyewv/TIYdXckv56cVS05Y55mtaVKx0jLgf+gTx16yX9+RgRbwHuh/koaRwmKB/r+pfzEfgq8BfAZobPRzAjJdUZfz7CCDPykMaIOeDPyX/gf2HNGA4x7ssHvhn4cfJ5XHVW+0C9QOnN7ZuGIUkA/ZXa2r6F/QNUT28Fljn8w+YJHF6xrZRS6kTE58m/7EMpHyPiTeSZA6+i91evQ4aL+SjpKExYPu6p6d/Nx8cD7wPuQ/6F/k1Vw2WVD9NmpKQ6Y8xHGE9G5rHkIkA3I58wzGwAGOOpAaUPtj+VUipXXvcAmyPi+L6nDPyBWpIqpSG3QXeb0kHgavICf2WnAlcMso/iL1wPAb5Tzkfgf5BXe30C8GXMR0njMFn5+LmK/qcBV5Ty8VTyObL3I68B8H8xHyWNw5jyEUafkd07pSLA/YAnppRuG25k47l8YETEmyk+2KaUru/rcjWwSOngIuJE4McY8AO1JFUa7+VfXg/8SkT8ckQ8MCIuJK/w/1aA4vqtF3Q7R8QrIuJJEXHfiHgI+bz/h5BXue7+4v/rwLOBZ5Knl32LnI9PLu3HfJR09CYoH4E3AKdFxDkR8aMRcQ75l/1N5Hw8Ffg94GHAs8jn13bzcWVRavNR0kiM+fKBjC4jLyr6bwLeTykjI2J3sW0edFDjODXgLeQPtU8F9kdEd1rD3pTSgZTS3oh4B/D7EXEbeRHB3yP/JewTYxiPpJYY5rIuw17+JaX03oi4G/By4ETyAlVPTindUHQ5iUPPMDsOeDt5atde4Ivk67ueRpGP9C4bc1nfy70xIvZgPkoakUnKx5TSFRHxDPLpUK8EvkHOuFPJ+biDPCsA8hVXyt4QEbdgPkoakXHmI4wsI89IKV1VdLknR87In+Lwz5WVxlEIONIH2+cCf1LcPhtYIk9n2Ea+LuKZKaXlMYxHUlsMU6ldQ0U3pXQxvZX9+x97fN/9s8lZtyJi5b+Py/qe/tyU0p8UfbYCr8N8lDRKE5SPRdv7yX/RAsxHSRtozPmYn3Z0Gdn32DfJ66MclZEXAlJKtYNKKc2TV85+8ahfX1J7RSdvg/Zdb+ajpI1iPkpStUnPx3EZ91UDJGn9rENFV5KmkvkoSdVamo8WAiQ1xzCruTYnxyWpnvkoSdVamo8WAiQ1xhqvAytJjWc+SlK1tuajhQBJzdHSqV2SVMt8lKRqLc1HCwGSmiNx6AX86vpKUluYj5JUraX5aCFAUmO0dWqXJNUxHyWpWlvz0UKApOZIDDG1a6wjkaTJYj5KUrWW5qOFAEnN0dJzvCSplvkoSdVamo8WAiQ1RweIIfpKUluYj5JUraX5aCFAUmO09RwvSapjPkpStbbmo4UASc3R0qldklTLfJSkai3NRwsBkpqjpUEuSbXMR0mq1tJ8tBAgqTlaGuSSVMt8lKRqLc1HCwGSmqOli71IUi3zUZKqtTQfLQRIaoy2LvYiSXXMR0mq1tZ8tBAgqTlaOrVLkmqZj5JUraX5aCFAUnN0EsSAAd1pTpBLUi3zUZKqtTQfLQRIao6WVnQlqZb5KEnVWpqPFgIkNcgQQU5zglyS6pmPklStnfloIUBSc7S0oitJtcxHSarW0ny0ECCpOTqJgSu1DTrHS5JqmY+SVK2l+WghQFJzpE7eBu0rSW1hPkpStZbmo4UASc3R0qldklTLfJSkai3NRwsBkpqjpVO7JKmW+ShJ1VqajxYCJDVHSyu6klTLfJSkai3NRwsBkpojMUSQj3UkkjRZzEdJqtbSfLQQIKk5WlrRlaRa5qMkVWtpPloIkNQcnQ4w4Gquneas+ipJtcxHSarW0ny0ECCpOVpa0ZWkWuajJFVraT5aCJDUHC0NckmqZT5KUrWW5qOFAEnN0dLLv0hSLfNRkqq1NB8tBEhqjJQ6pDTYuVuD9pOkJjAfJalaW/PRQoCk5khp8Eptg6Z2SVIt81GSqrU0Hy0ESGqONMTUrgYFuSTVMh8lqVpL89FCgKTm6HQgBpyy1aCpXZJUy3yUpGotzUcLAZKao6UVXUmqZT5KUrWW5qOFAEmNkTod0oAV3SYt9iJJdcxHSarW1ny0ECCpOVpa0ZWkWuajJFVraT5aCJDUHJ0E0b4gl6Ra5qMkVWtpPloIkNQcKQGDLvbSnCCXpFrmoyRVa2k+zmzki0fECyPi+oiYj4irI+IxGzkeSdMtddJQ27CGyayIODMiUsW2dZB9mo+SRmmS8rHo//SIuDYiFoqvp/c9HhFxfkTcFBEHIuKyiHjQWl5LklYz7nyE9c3IQW1YISAizgAuAl4NPBT4DPCRiDhpo8YkacqlznDbENaYWfuAE8tbSml+gH2+cA2vJUlHNkH5GBGnAO8FLgEeXHx9X0Q8otTtZcBLgRcBDwf2AB+PiOcM81qSVGuM+QjrnpE7Bh5X2qDpDRFxFfAPKaUXlNq+AvxNSuncvr5bgC2lph3AjY/myWxibl3GK2kyLLHIZ/lbgF0ppX0AEbET2Pvo+LmBM2GJRT6bLgW4J7C/9NBCSmmhv/8wmVU8diZwUUrpuCONYZV97gI+YD5KGsYU5eN7gZ0ppZ8ttf0d8L2U0i9ERAA3kTP0tcXjW4Cbge8BfzfEa5mRkjYsH4vXWc+MPCel9LaBDialtO4bsBlYAk7va38D8KmK/ueTl3J0c3Nz624/VMqIrcB31rCP/RVt5x9tZhWPnVk85wbgRuBS4KED7PNNxTjMRzc3t7Vuk56P/wqc3dd2NnBDcfu+xes9tK/PB8kn8g7zWudPwL+Hm5vb5Gzrlo8bkJEfAN456O/kG7VY4N2BWXLVouxmYHdF/wuA15fu7yB/sO6vxEwjj2VyNel4mngs3+02pJTmI+I+5LA9WlXV3GEzC+A6cjHgy8BO4L8Cl0fEg1NKX19ln3eU9j3Ia5mP06NJx+OxTKZpycfdNf13l9rK9gEx5GuZkdPBY5lMTTyW9cxHWN+MvBm4d+1ICxt91YDUdz8q2kh5msXKm5tnQwCwPxVTO6aVxzK5mnQ8DT2WQ6R87v185YOjM1BmFeO5ErhypWPE5cA/AC8GXlKzz4Ffy3ycHk06Ho9lMk1LPg7R/6jyEczIaeGxTKaGHssh1ikfYf0ycrV9HmKjFgu8FVjm8CrICRxe2ZCkjXbUmZVS6gCfB+5Xs89ji6/mo6RpsJZ83FPTf0/xtb/PDvKHXPNR0rRYz4wcKgs3pBCQUjoIXA2c2vfQqcAV6z8iSTqyUWRWsbDLQ8jnoq22z58u+piPkibeGvPxcxX9Tyv1v578QXelT0RsBh5LXnfFfJQ0FdY5Ix+3yj4Ps5GnBrweuCQivkA+2OcDJwFvHeC5C8BvceRzMaaJxzK5mnQ8HsvRWzWzIuJdwLdTsfprRLyCfGrA18lrBLyEXAj4LwPs8xzgQvOxUccCzToej2UyTUU+khfJ+nREnENe3OqpwBOBRwOklFJEXAScFxFfJ+foecBd5MX//nCN+Qj+e08qj2UyeSyjsZ4Z+Z5BB7Vhlw8EKK6V/TLy9bWvIa+O+OkNG5AkrWK1zIqIy4BvppTOLO5fCPw8edrWXuCL5BVlPzfIPs1HSdNkmHws2v4D8Cry6tffAH4jpfRXpccDeAXwq8DxwFXAf0kpXWM+Spo265mRA49pIwsBkiRJkiRpfW3UYoGSJEmSJGkDWAiQJEmSJKlFLARIkiRJktQiFgIkSZIkSWqRqSwERMQLI+L6iJiPiKsj4jEbPabVRMS5EfH5iNgfEbdExN9ExAP6+myJiDdFxK0RcWdEfDAi7rlRYx5UcWzdS1h026bqWCLiHhHx7oi4LSLuiogvRcTJpccjIs6PiJsi4kBEXBYRD9rIMVeJiE0R8ariZ+NARPxLRLw8ImZKfSbyWCLisRHxoWJcKSKe1vd47bgj4viIuCQi9hbbJRFx3PoeycabtnwEM3KSj8V83PhjMR9Hx3ycLObjZJjmfAQz8mhMXSEgIs4ALgJeDTwU+AzwkYg4aUMHtrrHAW8BHgmcCmwCPhYRx5b6XAScDjyDfI3I7cClETG7zmMdWEQ8nHwdzH/qe2hqjiUijgcuBxaBnwX+DfDfgNtL3V4GvBR4EfBwYA/w8YjYsb6jrXUO8GvkcT6QPO5fB15c6jOpx3Is8I/kcVUZZNzvAR4C/EyxPQS4ZFwDnkRTmo9gRk7ksZiPE3Ms5uMImI+TxXycKNOcj2BGrl1Kaao28jUS/6Cv7SvABRs9tiGO4fuBBDy2uL8LOAicUerzg8Ay8KSNHu8RjmE78DXgicBlwEXTeCzAa4DPrPJ4AN8Bzim1bSEH/a9u9Pj7xnop8I6+tr8ELpmmYyl+Np42zL8B+T+uBDyi1OeRRdsDNvqY1vG9m/p8LMZsRk7AZj5O3rGYj0f13pmPE7KZj5OTKcW4GpGPxbjMyCG2qZoREBGbgZOBj/U99DHgUes/ojXbVXz9bvH1ZGCO0nGllG4CrmFyj+stwIdTSp/oa5+2Y3kK8IWI+Itiyt0XI+J5pcfvA+zm0ONZAD7F5B3PZ4Gfjoj7A0TEg8nV9L8tHp+mYykbZNynAHtTSleV+lwJ7GWyj21kGpSPYEZOCvNxMo+lzHwcgPk4cczHydLUfAQzclWbNnoAQ7o7MAvc3Nd+M/kfeeJFRACvBz6bUrqmaN4NHEwpfa+v+0QeV0Q8gxzWD6t4eKqOBbgv8ALyv8nvAD8JvDEiFlJK76I35qrvuXuv2ygH81ryB4TrImKZ/LPyGymlPysen6ZjKRtk3LuBWyqeewuT+X03DlOfj2BGjntsQzIfJ/NYyszHwZiPE8J8nMhMaWo+ghm5qmkrBHSlvvtR0Tap3gz8OLnSVmfijisi7gW8ATgtpTQ/zFOZsGMpzABfSCmdV9z/YrGAyAuAd5X6TcP33BnAs4FnAv9MPr/pooi4KaX0zlK/aTiWKnXjrjqGaTm2UZrWf98uM3JymI+TeSxVzMfBTOu/b5f5ODnMx8k8liMxIytM1akBwK3k84T6qzMncHilZ+JExJvIU4l+KqV0Y+mhPcDmYuGRskk8rpPJ47o6IpYiYom8kM1Lits3Mz3HAvm8oWv72r4CdBcP2lN8nYbvudcBr0kp/XlK6csppUuAC4Fzi8en6VjKBhn3HuAHKp77/Uz2sY3SVOcjmJFM3rGYj5N5LGXm42DMx8lgPk7msTQ1H8GMXNVUFQJSSgeBq8mrppadClyx/iMaTHHZijcDPw88IaV0fV+Xq8mrjp5aes6JwI8xecf1SeDfkquF3e0LwJ+Wbk/LsUBe8fUBfW33B24obl9PDojy8Wwm/8c1acdzDNDpa1um93M+TcdSNsi4PwfsioifLPV5BHmq2yQf28hMaz6CGTnBx2I+TuaxlJmPAzAfJ4b5OJmZ0tR8BDNydRu9WuGwG3n6ykHgl8mrPF4I3AHce6PHtsqYLyavTvk4ckWqu20r9fkD4FvAT5Mva/NJ4EvA7EaPf4Dju4xixddpOxbyZUQWgfOAHyFPi7oTeFapzznFv9/p5P+M3gPcBOzY6PH3HcufADcC/x74oWK8/w947aQfC3kF4e6HggScXdw+adBxAx8hXz7mkcX2T8CHNvrfZZ3fx6nLx2LcZuQEHov5OBnHYj6O7H00HydwMx83fpvmfCzGZkau9b3b6AGs8R/8hcA3gQVyJfSxGz2mmvGmI2xnlvpsBd4E3AbcBXwIuNdGj33A4+sP8ak6FuDngC8D8+RpXc/rezyA88nTwObJK43+2EaPu+I4dpCvv3sDcAD4BvAqYPOkHyT5x/4AAAC0SURBVAvw+CP8jPzJoOMGvg94N7Cv2N4NHLfRx7YB7+VU5WMxZjNyQo/FfNz4YzEfR/pemo8TtpmPG79Ncz4WYzMj17hFcfCSJEmSJKkFpmqNAEmSJEmSdHQsBEiSJEmS1CIWAiRJkiRJahELAZIkSZIktYiFAEmSJEmSWsRCgCRJkiRJLWIhQJIkSZKkFrEQIEmSJElSi1gIkCRJkiSpRSwESJIkSZLUIhYCJEmSJElqkf8fWg4r7xv4XJwAAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[1.0, 2.0, 0.2726356370001644]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def wall_boundary_conditions(data):\n",
|
|
" data[0:2,:] = data[4:2:-1,:]\n",
|
|
" data[-2:,:] = data[-3:-5:-1,:]\n",
|
|
" data[:,0:2] = data[:,4:2:-1]\n",
|
|
" data[:,-2:] = data[:,-3:-5:-1]\n",
|
|
" return data\n",
|
|
" \n",
|
|
"\n",
|
|
"def gen_test_data(nx, ny, ref_nx, ref_ny, g, num_ghost_cells):\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 + yv**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",
|
|
" assert(nx/ref_nx == ny/ref_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",
|
|
" #hv_highres = 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
|
|
" hv_highres = 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
|
|
" hv[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(hv_highres, ref_nx/nx)\n",
|
|
" hv_highres = None\n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" #Fix boundary conditions\n",
|
|
" h = wall_boundary_conditions(h);\n",
|
|
" hu = wall_boundary_conditions(hu);\n",
|
|
" hv = wall_boundary_conditions(hv);\n",
|
|
" \n",
|
|
" scale = 0.7\n",
|
|
" max_h_estimate = 0.6\n",
|
|
" max_u_estimate = 0.1*np.sqrt(2.0)\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, ny=50, ref_nx=1000, ref_ny=500, 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": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def gen_filename(simulator, nx):\n",
|
|
" return \"shock1d_\" + 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(simulator, courant_number, nx, ny, ref_nx, ref_ny, num_ghost_cells, g=9.81, force_rerun=False, datafilename=None):\n",
|
|
"\n",
|
|
" if (datafilename and os.path.isfile(datafilename) and force_rerun == False):\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" print(\"Existing simulation exists, skipping simulation\")\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" return[0, 0, 0]\n",
|
|
" else:\n",
|
|
" #Generate high-res initial conditions\n",
|
|
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx=nx, ny=ny, ref_nx=ref_nx, ref_ny=ref_ny, g=g, num_ghost_cells=num_ghost_cells)\n",
|
|
" dt = dt * courant_number\n",
|
|
"\n",
|
|
" #Initialize simulator\n",
|
|
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
|
|
" sim = simulator(cuda_context, \\\n",
|
|
" h0, hu0, hv0, \\\n",
|
|
" nx, ny, \\\n",
|
|
" dx, dy, dt, \\\n",
|
|
" g)\n",
|
|
"\n",
|
|
" t, nt = sim.simulate(1.0)\n",
|
|
" \n",
|
|
" h, hu, hv = sim.download()\n",
|
|
"\n",
|
|
" h = h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells]\n",
|
|
" hu = hu[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells]\n",
|
|
" hv = hv[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells]\n",
|
|
"\n",
|
|
" sanity_check(h, \"h\")\n",
|
|
" sanity_check(hu, \"hu\")\n",
|
|
" sanity_check(hv, \"hv\")\n",
|
|
"\n",
|
|
" if (datafilename):\n",
|
|
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv, nt=nt, t=t, elapsed=timer.secs)\n",
|
|
" else:\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" print(\"No datafilename supplied - no data saved to disk!\")\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" \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": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 5 steps in 0.004979 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"3367"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"datafilename = \"temp_data.npz\"\n",
|
|
"elapsed, nt, dt = run_benchmark(KP07.KP07, \n",
|
|
" courant_number=0.9, \n",
|
|
" ref_nx=500, ref_ny=1000,\n",
|
|
" nx=50, ny=100, \n",
|
|
" num_ghost_cells=2, force_rerun=True,\n",
|
|
" datafilename=datafilename)\n",
|
|
"\n",
|
|
"with np.load(datafilename) as data:\n",
|
|
" rh = downsample(data['h'], 2)\n",
|
|
"\n",
|
|
" plt.figure()\n",
|
|
" plt.imshow(rh, extent=[0, 100, 0, 100])\n",
|
|
" plt.colorbar()\n",
|
|
" plt.show()\n",
|
|
" \n",
|
|
"gc.collect()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001006 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001000 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n",
|
|
"Completed warmup in 3.976818323135376 s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001001 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 3 steps in 0.001001 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 6 steps in 0.000000 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 11 steps in 0.001001 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 21 steps in 0.001001 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 42 steps in 0.006009 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 84 steps in 0.009007 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001000 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 3 steps in 0.000000 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001002 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 11 steps in 0.001002 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 21 steps in 0.002020 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 42 steps in 0.007006 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 84 steps in 0.007004 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001000 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 3 steps in 0.001001 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001001 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 11 steps in 0.002001 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 21 steps in 0.001002 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 42 steps in 0.002001 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 84 steps in 0.011009 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001002 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 4 steps in 0.001001 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001025 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 12 steps in 0.002002 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 22 steps in 0.004003 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 42 steps in 0.001987 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 84 steps in 0.025019 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 4 steps in 0.000000 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001001 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 12 steps in 0.001001 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 22 steps in 0.000984 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 42 steps in 0.002001 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 84 steps in 0.009979 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001002 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000999 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 3 steps in 0.001002 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001000 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 11 steps in 0.003003 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 21 steps in 0.005004 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 42 steps in 0.009985 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 84 steps in 0.016012 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 167 steps in 0.031051 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001000 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 4 steps in 0.000000 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001001 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 12 steps in 0.002002 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 22 steps in 0.003002 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 42 steps in 0.008007 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 84 steps in 0.014010 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Completed simulation in 144.15734195709229 s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"reference_nx = 2048\n",
|
|
"force_rerun=True\n",
|
|
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024]\n",
|
|
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
|
|
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
|
|
"simulator_names = ['LxF', 'FORCE', 'HLL', 'HLL2', 'WAF', 'KP07', 'KP07 dimsplit']\n",
|
|
"simulator_courant_numbers = [0.9, 0.9, 0.9, 0.9, 0.9, 0.45, 0.9]\n",
|
|
"\n",
|
|
"\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\") as timer:\n",
|
|
" for i in range(len(simulators)):\n",
|
|
" run_benchmark(simulator=simulators[i], \n",
|
|
" courant_number=simulator_courant_numbers[i], \n",
|
|
" nx=16, ny=16, ref_nx=16, ref_ny=16,\n",
|
|
" num_ghost_cells=simulator_ghost_cells[i], \n",
|
|
" force_rerun=force_rerun)\n",
|
|
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
|
|
" \n",
|
|
"with Common.Timer(\"simulation\") 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(simulator=simulators[i], \n",
|
|
" courant_number=simulator_courant_numbers[i], \n",
|
|
" nx=nx, ny=nx, ref_nx=reference_nx, ref_ny=reference_nx,\n",
|
|
" num_ghost_cells=simulator_ghost_cells[i], \n",
|
|
" force_rerun=force_rerun, \n",
|
|
" datafilename=datafilename)\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(simulator=simulators[i], \n",
|
|
" courant_number=simulator_courant_numbers[i], \n",
|
|
" nx=reference_nx, ny=reference_nx, ref_nx=reference_nx, ref_ny=reference_nx,\n",
|
|
" num_ghost_cells=simulator_ghost_cells[i], \n",
|
|
" force_rerun=force_rerun, \n",
|
|
" datafilename=datafilename)\n",
|
|
"print(\"Completed simulation in {:} s\".format(timer.secs))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7423fb7780>"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"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"
|
|
},
|
|
{
|
|
"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": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>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",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>LxF</th>\n",
|
|
" <td>2.109998</td>\n",
|
|
" <td>1.117344</td>\n",
|
|
" <td>1.770541</td>\n",
|
|
" <td>1.130174</td>\n",
|
|
" <td>1.398593</td>\n",
|
|
" <td>1.459872</td>\n",
|
|
" <td>1.585554</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>1.803550</td>\n",
|
|
" <td>1.058752</td>\n",
|
|
" <td>1.424818</td>\n",
|
|
" <td>0.994047</td>\n",
|
|
" <td>1.264049</td>\n",
|
|
" <td>1.354103</td>\n",
|
|
" <td>1.598773</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL</th>\n",
|
|
" <td>1.271458</td>\n",
|
|
" <td>1.218233</td>\n",
|
|
" <td>1.018041</td>\n",
|
|
" <td>1.023368</td>\n",
|
|
" <td>1.120194</td>\n",
|
|
" <td>1.259487</td>\n",
|
|
" <td>1.649370</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL2</th>\n",
|
|
" <td>2.011525</td>\n",
|
|
" <td>2.450778</td>\n",
|
|
" <td>0.885168</td>\n",
|
|
" <td>0.590706</td>\n",
|
|
" <td>0.819484</td>\n",
|
|
" <td>1.128430</td>\n",
|
|
" <td>2.156802</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>2.016446</td>\n",
|
|
" <td>2.483785</td>\n",
|
|
" <td>1.021645</td>\n",
|
|
" <td>0.705272</td>\n",
|
|
" <td>0.891656</td>\n",
|
|
" <td>0.858559</td>\n",
|
|
" <td>2.275014</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>1.560495</td>\n",
|
|
" <td>2.067524</td>\n",
|
|
" <td>1.738482</td>\n",
|
|
" <td>2.077667</td>\n",
|
|
" <td>2.065662</td>\n",
|
|
" <td>2.206142</td>\n",
|
|
" <td>2.172162</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>1.896522</td>\n",
|
|
" <td>2.258217</td>\n",
|
|
" <td>1.073543</td>\n",
|
|
" <td>0.676780</td>\n",
|
|
" <td>0.846475</td>\n",
|
|
" <td>1.155170</td>\n",
|
|
" <td>2.138188</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" 8 16 32 64 128 256 \\\n",
|
|
"LxF 2.109998 1.117344 1.770541 1.130174 1.398593 1.459872 \n",
|
|
"FORCE 1.803550 1.058752 1.424818 0.994047 1.264049 1.354103 \n",
|
|
"HLL 1.271458 1.218233 1.018041 1.023368 1.120194 1.259487 \n",
|
|
"HLL2 2.011525 2.450778 0.885168 0.590706 0.819484 1.128430 \n",
|
|
"WAF 2.016446 2.483785 1.021645 0.705272 0.891656 0.858559 \n",
|
|
"KP07 1.560495 2.067524 1.738482 2.077667 2.065662 2.206142 \n",
|
|
"KP07_dimsplit 1.896522 2.258217 1.073543 0.676780 0.846475 1.155170 \n",
|
|
"\n",
|
|
" 512 \n",
|
|
"LxF 1.585554 \n",
|
|
"FORCE 1.598773 \n",
|
|
"HLL 1.649370 \n",
|
|
"HLL2 2.156802 \n",
|
|
"WAF 2.275014 \n",
|
|
"KP07 2.172162 \n",
|
|
"KP07_dimsplit 2.138188 "
|
|
]
|
|
},
|
|
"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",
|
|
" <th>Stdev</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>LxF</th>\n",
|
|
" <td>2.109998</td>\n",
|
|
" <td>1.117344</td>\n",
|
|
" <td>1.510297</td>\n",
|
|
" <td>0.326663</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>1.803550</td>\n",
|
|
" <td>0.994047</td>\n",
|
|
" <td>1.356870</td>\n",
|
|
" <td>0.265059</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL</th>\n",
|
|
" <td>1.649370</td>\n",
|
|
" <td>1.018041</td>\n",
|
|
" <td>1.222879</td>\n",
|
|
" <td>0.199257</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL2</th>\n",
|
|
" <td>2.450778</td>\n",
|
|
" <td>0.590706</td>\n",
|
|
" <td>1.434699</td>\n",
|
|
" <td>0.694177</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>2.483785</td>\n",
|
|
" <td>0.705272</td>\n",
|
|
" <td>1.464625</td>\n",
|
|
" <td>0.703906</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>2.206142</td>\n",
|
|
" <td>1.560495</td>\n",
|
|
" <td>1.984019</td>\n",
|
|
" <td>0.222584</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>2.258217</td>\n",
|
|
" <td>0.676780</td>\n",
|
|
" <td>1.434985</td>\n",
|
|
" <td>0.599449</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Max Min Mean Stdev\n",
|
|
"LxF 2.109998 1.117344 1.510297 0.326663\n",
|
|
"FORCE 1.803550 0.994047 1.356870 0.265059\n",
|
|
"HLL 1.649370 1.018041 1.222879 0.199257\n",
|
|
"HLL2 2.450778 0.590706 1.434699 0.694177\n",
|
|
"WAF 2.483785 0.705272 1.464625 0.703906\n",
|
|
"KP07 2.206142 1.560495 1.984019 0.222584\n",
|
|
"KP07_dimsplit 2.258217 0.676780 1.434985 0.599449"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"from IPython.display import display\n",
|
|
"\n",
|
|
"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*nx)\n",
|
|
" conservation[i, j] = (np.sum(h_ref_downsampled) - 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",
|
|
"\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), 4)), columns=['Max', 'Min', 'Mean', 'Stdev'], 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",
|
|
" np.std(order[i,:])]\n",
|
|
"display(order_summary)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"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",
|
|
"\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": 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",
|
|
" h = h[int(nx/2),:]\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": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABMwAAAPpCAYAAADpcrFoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd8VFX6x/HPk5BESOgIARSColgWBYTfyupSBCy7qy4quGJZFuuKBeuKFcWuKOgKrGtB18XFBih2wQgCFkQUBSlCpAjSQi8JyfP7407GyWQSkiGF8n2/XvPK3HPPOfe5M0lgnpxi7o6IiIiIiIiIiIgEEqo6ABERERERERERkT2JEmYiIiIiIiIiIiIRlDATERERERERERGJoISZiIiIiIiIiIhIBCXMREREREREREREIihhJiIiIiIiIiIiEkEJMxERERERERERkQhKmImIiIiIiIiIiERQwkxERERERERERCSCEmYiIiIiIiIiIiIRSp0wM7MzzCypIoMRERERERERERGpaubupatolgeku/vq0PPG7r6qQqMTERERERERERGpZGWZkrkaOD703IDSZdpERERERERERET2ItXKUHckMN7MnCBZttLMYlZ098RyiE1ERERERERERKTSlXpKJoCZHQG0BN4E/gasj1XP3ceXS3QiIiIiIiIiIiKVrEwJs3Ajs7uAR9x9a/mHJCIiIiIiIiIiUnXiSpiJiIiIiIiIiIjsq0q9hpmZfU0pF/p393ZxRyQiIiIiIiIiIlKFyrLo/7iI5wcAVwJzgOmhsuOBo4Hh5ROaiIiIiIiIiIhI5Yt3DbNngBXufkdU+d3Awe7er5ziExERERERERERqVTxJsw2AO3dfUFU+WHADHevXU7xiYiIiIiIiIiIVKqEONttA06MUX4isD3+cERERERERERERKpWWdYwizQUGGFmxwGfhcqOB/oB95RHYCIiIiIiIiIiIlUhrimZAGbWG7gWODJUNBcY5u6vlFNsIiIiIiIiIiIilS7uhJmIiIiIiIiIiMi+KN4pmQCYWXuCEWYOzHX3r8olKhERERERERERkSoS7y6ZBwEvAycA60PFdYBpwHnuvrTcIhQREREREREREalE8e6S+RyQBBzp7vXcvR7BSDMDni2v4ERERERERERERCpbvCPMtgG/c/evo8rbAVPdvXo5xSciIiIiIiIiIlKp4h1htoRghFm0asDy+MMRERERERERERGpWvEmzG4GnjSz9mZmEN4AYBhwY3kFJyIiIiIiIiIiUtninZKZDdQgGFG2M1Rc8HxLZN3Q+mYiIiIiIiIiIiJ7hWpxthtQrlGIiIiIiIiIiIjsIeIaYSYiIiIiIiIiIrKvincNMxERERERERERkX1SuSbMzOwjM1tUnn2KiIiIiIiIiIhUpnjXMCvOWKBBOfcpIiIiIiIiIiJSabSGmYiIiIiIiIiISAStYSYiIiIiIiIiIhIhrimZZpYK3AJ0AxoSlXhz90N2PzQREREREREREZHKF+8Is2eAi4EpwD+BYVEPEREREYliZseY2fNmttjMtpvZZjObaWY3m1m9qo6vopnZKDPLquo4dpeZtTWzT8xsg5m5mQ2ohGtmhK7VN872t5rZn2OUdwn122V3Y6xKZtanMt6H8mZm3c3sQzP72cx2mNkqM5tkZn+IqlfLzG4zs0wzWxn63THbzP5hZgdUVfwiIvuyuNYwM7P1wB/dfWr5hyQiIiKy7zGzS4HhwLzQ1zlAEtAeuBT4xt17Vl2EFc/MDgVqufvXVR3L7jCzr4FU4FogG8hy95UVfM0MYDHwN3cfFUf7zcBr7t43qrwWcBQwx9037nagVcTMJgC/cfeMqo6lLMzsXKAjMB1YCdQDrgBOBi5095dC9X4DfAz8B8gENgO/J5j1MxXo4VqcWkSkXMW7S2Y2sK48AxERERHZV5lZR2AE8CHwZ3ffEXH6QzMbApxaJcFVAjOr4e5b3f3Hqo6lnPwG+Le7v1vVgeyuUJLss6qOY3/l7mOAMZFloeTfYuAy4KVQ8WIgw923RFSdZGZbgEeAE4BPKz5iEZH9R7xTMu8A7jGzGuUZjIiIiMg+6lbAgcuikmUAuHuOu79ZcGxmCaFpmj9ETNN60cwOimwXmp71nZl1NLNpZrbNzLLM7G+h838MTfncGpq+dWpU+0Gh6XhtzewNM9sYmmb4kpkdGFX3XDP7wMxWhK4z18weDK1tG1lvVGi6WOtQ/U3AxIhzWVH1e5nZ56HrbjWzRWb2XFSdZqGYVoVej7lmdoOZJUTUKZiyeKOZXR+a9rrZzKab2fGleZPM7DdmNt7MskNTZmeZ2V8jzvc1Myf4o/PfQ9crcVSPmf3dzL4JxbIp9J7eX5brltB3zCmuBe9rxLETjIj7a0HMZpYZOhdzSqaZnRF67baG4v4wlPgtch0zO9rMXg69h7+Y2XNmVjuq7i7f52Lusb+ZTQ6991tC38c3m1lSRJ1M4I9A84j729X7kmVmE8zs1NDPyLbQe9Mvoo6Z2TtmttbMmkWU1zCz70Pfh6mxrxA/d88F1gM7I8q2RCXLCnwR+npwecchIrK/i3eE2Q3AocAvoX+kcyNPunu73YxLREREZJ9gZonAScBX7r60lM1GEIwu+ScwAcgABgNdzKydu6+JqJsOPA88DCwDrgaeM7ODgXOA+4ENwJ3AODM7xN1/jrreWOAVYCRwdOhaR5nZb0Mf3gEOA94BhgJbgCOAfwD/F7q/SMnAm8C/gAcp5v+coQRMwQibQcB2oHlkf6HE3bRQn3cAWcCfgEcJ/j96ZVS3/YEfgIL1rAYD75hZC3ffECuO0HVaha6zCrgGWAtcAIwys0bu/jDwNr9On3sNGFJcf6E+/0Iw/fZJ4EYgH2hJMAWyLNfdXR2BSQRT+gaHyoqdfmlmfYD/Ah8A5wEpwM1Appl1c/fokUyvE7yHzwKtgQdC5f1C/e3yfS7BocBoghFWOcCxwG0E338Fya0rgadDdcsyrflYgvfwQeAX4BLgWTNb6O6T3d3N7EJgFvCKmf0+9PMwHGgB/LYgiWVmBiSW5qLuvjO6LJT8TSDYUO1y4HCCn69dKXgNvy/NtUVEpPTiTZiNK9coRERERPZdDYAaBB/4d8nMjiBIlg1396sjyr8GPgeuI0gYFKgPnOLuX4XqzSBIvtwCtCxIjpnZzwQf/M8mSOBEesPdbw49/8DMfiFImPQOfcXd742IxQjWTZoLfGJmx7j7txH9JQH3uPvzu7jd3wEGXBGVzBoV8fx6oClBcqJgNM37oUTkFWY21N3nR9TfBPzJ3fMi7vsL4DTgfyXEMoggKdc1IrH5jpnVAe4ys3+5+2pgdXD7/OLuu5rKeAKw3t2viSibGMd1i030lYa7f2Zm+cDqXcUcStw8AswGTnP3/FD5O8CPwEOh+4r0rLs/Enr+kZm1BPqZ2cWhdbVK8z4XF/v1UbFNIUgqPm9mN7h7trvPsWCN5R2leE8iNQBOcPclof4nA92APsDk0PXXhhKfmcDDZvYt8FfgEnefHdFXZ4KE5C6FkrdZUcXvAKeEnm8EznX3t3fRzzEEicyxUT9/IiJSDuJKmLn73eUdiIiIiIgA0DX0dVRkobt/YWZzCT7QRybMVhQky0L11pnZKoKF6CNHks0NfW0e45r/jTp+BXghFMt/AczsEOBeghEtDQkSIAWOBKI/sL8e6+aifFlwPTN7Fpjq7suj6pxEsCD9F1Hlo4C/h85HJszeLkiWhRTEFeu+o68zMcYowFEEybaOwHu76CPaF8BVZvYyQbJuatTowIq67u5oBTQBhhYkywDcfbOZvQ5cbqE16SLavBnVx7fAAQTfJ79Quvc5JjNrC9xNkKSL3kn2cIIkcrxmFSTLANx9u5nNJ+p7xd2nmtltBMnCHcBL7v5sVF9fAR1Ked3oEZ4QjAytAzQmGGE4xsz+6u4vx+rAgk0gJgBLCUbGiYhIOYt3hBkAZnYcwX+QnOA/Mnv1jkciIiIiFWANsJVgCldp1A99XRHj3M8UTfzE2ogpJ7rc3XNCI6MOiFF/ZVTdnWa2tiAWM0sjGNmzHbidIEG1lWDdpDeA6lH9bS3NjovuPtnM/kwwFfFFIMXMvgfui0gU1CeYhhnt54jzkdZGXWNH6L6jY4xWn+Jf81jX2SV3/4+ZVSPYBfV1IMHMvgRud/cPK+q6u2lX338JQF2C97/A2qh6Bev0VYdSv89FhNYNm0Kws+y1BN8H2wmmAT/Frt/TXYmOuyD2WP3+l2A6awrBCLxomwlGcO5SrCmZ7r4g4vBNM3sXeMrMxkQmLgHMrDnBaLadQDd312ZsIiIVIK5F/82soZlNIvhr0RME62t8ZWYTLWqBWBEREZH9WWi000TgOItatL8YBR/iG8c414QgAVfe0iMPQkme+hGxnBS6dj93fya0vtMMgumPsZS44Hqhiu7j3b0bUBvoQrAO22j7dYH5tRT/WkD5vR4Vch13f97df0dwf38kGJk3IZT02N3rbidI4ERrEE+sEfFQQkz5QHZZOy3F+xzLnwk2KzjL3V9y909D33c5Zb3+7ghN//0vwX0vIVjnLDmqWmeCdZ13+QiNDtuVLwgSk9GbbzQnmB5qBNN4l8VzTyIismvx7pL5JFALONrd67l7XYLttWsRJNBERERE5FcPEHzA/XeMD9qYWZKZnR46nBT6ekFUnQ4EI/uj18AqD+dHHfcmmImQGTouSIBF7/B5eXkF4O473P0Tfl3ovG3o60SCDQiiN5W6KBRXqdaNKoWJwElm1iSq/CKC0VRlWRuriNAuh+8C9xGsWXZ0OVw3C2hoZo0KCkLfX6fEqFvcyKlo84DlQJ/QWnUF/aYSrH83PWo6ZpmU8D7HrB76Gv6+C8V0aYy6pb2/eNwN/J7g5+Rcgs0CokeZFUzJLM0j1pTMsNA9dibYKXNtRHkzgp/JROAkd/9p925LRERKEu+UzFOB7u5esBYGocU2+xPspiMiIiIiIe4+3cz+TrC73ldmNoJgV7skgoTBZcB3wFvuPs/MngauDi3U/i6/7pK5FHi8AkI8y8x2Ah/y6y6Z3xCsZQbBLo7ZwEgzu5tgpMz5BImDuJnZPcBBBEmjZQRrOF0b6v+TULXHCZJHb5vZncBPBCO1rgRGRC34vzvuJth98+NQXOsI7vGPwM3xLLxvZv8GthFskLCCYCTfQIJdSwvW9dqd644B7gH+Z2aPEEy3vYbYuzXOJthl9fRQLJvcfV50JXfPN7ObCUZUTTCzfxGMYruJ4P25pfSvQKCU73MsHxKMJnvZzB4O3d/fCUZexbq/s0I/Z18B+aHRaLvFzHoQvGeD3X1iqGwg8KiZZbr7WAB33wSU+XpmNp7gZ20WQXKsCdCXIGHWv2D6ppk1JEgONwYuJkiUNozoaplGm4mIlK94E2YJBP/ARcsl/lFrIiIiIvssd/+3mX1BsMvlPwiSJ7kE64GNJljiosDfCXYkvBjoT5BgeQ8Y6O6x1l3aXWcR7Nb4d4JRPW8BA9w9JxT7WjP7IzAEeAnYAownGG0zczeu+znQnmAx9QMJRtTMIBg9833o2qvN7HcEo/QeIJjRsIhgd8DHduPahYQSlb8D7ufX9bHmAn9z91FxdjuFIPnRmyDJswb4FLgotOPmbl3X3Reb2Zmhtq8RJMIeI3gt74qqfm2o//8R7Nr6CcHUyFj9jjazLQSJojFAHsFIt67uPq3Ud/+rXb7PxcTxg5mdTbDZxBsECaXRoXt8N6r6MIJk7/0E0z6NwhtTlJmZNSb4fs8kSEwWeIwgofWcmX0dY8fLspgKnANcRfC9XfDa/Clql8yjgENCz1+K0c/dBD/DIiJSTizY6bmMjYK/hNQBzovYqrwpobn97t6zXKMUERERkXJnZoMIEisHxti9UURERGS/Fe9osKuAmkCWmf1oZguBxaGyq8srOBERERERERERkcoW15RMd18KtAvN6T+CYLjzHHf/qDyDExERERERERERqWxxTckUERERERERERHZV5V6hJmZXQM87e7bQ8+L5e5P7HZkIiIiIiIiIiIiVaDUI8zMbDHQPrRL0uISqrq7H1LCeRERERERERERkT2WpmSKiIiIiIiIiIhEiGvRfzO7E3jU3bdGlVcHbnL3e+Lo82DgbnfvF09MIrJnMTMDmgCbqjoWERERERER2W/UBH723RwhFtcIMzPLAxq7+6qo8vrAKndPjKPPY4GZ8bQVkT2PmTUFllV1HCIiIiIiIrLfOcjdl+9OB3GNMAMMiJVpOxZYF7OB2Rm76FPrnonsWzYBLF26lFq1alV1LCIiIiIiIrKP27hxIwcffDCUw0ynMiXMzCybIFHmwHwzi0yaJQJpwMhimo8LtbMSLqEF1UT2MbVq1VLCTERERERERPYqZR1hNoAg4fUccBewIeJcDpDl7tOLabsC6O/u42KdNLM2wFdljEdERERERERERKRclSlh5u4vAJjZYmCau+eWoflXQDuCkWYxu6fk0WciIiIiIiIiIiIVLt41zBYDjYNN8Ipy9yUxih8BUkvocyHQNc54REREREREREREykW8CbMsSl5vrMhOl+4+paQO3X0L8Emc8YiIiIiIiIjIHi4vL4/c3LJMVhP5VVJSEomJRVJOFSLehFnbqOOkUNn1wG27FZGIiIiIiIiI7FPcnZUrV7J+/fqqDkX2cnXq1CE9PZ3iZj2Wl7gSZu7+TYziGWb2M3AT8EasdmZ2CfB7INPdnzezc4FBQArwH3e/K554RERERERERGTPVZAsa9iwITVq1KjwZIfse9ydrVu3smrVKgAaN25codeLd4RZceYDHWKdMLMBwL3A+8B9ZtYEuA54HEgAbjCz5e7+dDnHJCIiIiIiIiJVJC8vL5wsq1+/flWHI3ux6tWrA7Bq1SoaNmxYodMz40qYmVmt6CKgMcFosQXFNLscuMzdR5tZW+AL4Ap3fzbU5zKgP6CEmYiIiIiIiMg+omDNsho1alRxJLIvKPg+ys3N3fMSZsB6ii76b8BS4C/FtGkOfArg7l+bWR7wWcT5KcBjccYjIiIiIiIiInswTcOU8lBZ30fxJsy6Rh3nA6uBhe6+s5g2W4HUiOPVwOZyikdERERERERERKRcxLvo/ydxNPsBOAaYG+rj4KjzRwBZ8cQjIiIiIiIiIiJSXkqdMDOzM0pb193fjFH8D2BLCc2aAf8q7TVERERERERERCpS3759Wb9+PePGjYur7QsvvFCkfMGCBbRs2bI8wpMKVJYRZqX97nCgyKpr7j61xEbuw8sQi4hEMLMrgZsINt/4Hhjg7lNKqF8HuA84C6gLLAZucPd34u1TRERERERECjv11FN5/vnnC5UdeOCBVRSNlEVCaSu6e0IpHxW3RYGIFGFm5wJDCRJgbQk20HjXzJoVUz8Z+BDIAM4BWgGXAsvj7VNERERERGR/kpmZSXJyMlOm/DqmYMiQITRo0IAVK1aEy1JSUkhPTy/0qMidHaX8VMki+2b2HLDC3W+LKLsfSHf3flURk8he7HrgWXd/JnQ8wMxOAf4ODIxRvx9QD/idu+eGyn7azT5FRERERETKbMuWklZuii0lJYVq1YJ0xs6dO9mxYwcJCQlUr159l/2mpqbGLC+rLl26MGDAAC688EK++eYbsrKyuO2223j55Zdp3LhxuVxDqlbcCTMz6wzcCBxJMA1zLvBIKadstaDo6LamQPRGACJSgtBoseOAB6NOfQD8rphmZwDTgafM7EyCHWtHAw+5e16cfWJmKUBKRFHN0t6HiIhIRdu+fTu5ubm7rigVIikpiQMOOKCqwxCRPVBaWlqZ27zyyiv06tULgLFjx9K7d286d+5MZmZmuE5GRgZr1qwp0tbd44412r333stHH33EZZddxvfff8+FF15Iz549C9WZMGFCoXs87bTTePXVV8stBqk4cSXMzOwC4HngDeAJwAg+SE80s77uPrqk9u7eNUbZX+OJRWQ/14BgzcBfosp/AdKLaXMIcBLwX+APwGHAUwS/D+6Js08IRp7dVYbYRUREKsX27duZPHkyW7durepQ9ls1atSgU6dOSpqJyD4lOTmZl156iWOOOYbmzZszdOjQInW6du3KiBEjwsflNcJNKl68I8xuA25298cjyoaZ2fXAHQSjVUSk8kT/mcRilBVIAFYBl7l7HvCVmTUhWOD/njj7BHgAeCziuCawbBdxi4iIVLjc3Fy2bt1KtWrVSEpKqupw9jsFr39ubq4SZiJSxObNm8vcJiXl14ktPXv2ZPPmzSQkFJ7ElpWVtbuhlcq0adMAWLduHevWrSuSEEtNTdWOmHupeBNmhwBvxSh/E7i/uEZmdizQDsh098VmdjTQn+AD/Fh3fz/OeET2V2uAPIqO/GpI0RFiBVYAuaFkWYG5QHpoOmY8feLuO4AdBcdmVpr4RUREKk1SUlKhD1lSeXbu3FnVIYjIHmp3R1xVq1YtvJ5ZefZbGj/++CPXXXcd//73v3nllVe46KKLmDhxYpHkneyd4n0XlwLdYpR3C50rwszOBr4CHgG+MbNuwKcE08EygLfNrE+c8Yjsl9w9h+DnqkfUqR7AtGKaTQVamlnkz//hBBtx5MTZp4iIiIiIyD5pw4YNzJo1q9Djp59+4sILL+Tkk0/mb3/7G88//zzfffcdQ4YMqepwpZzEO8JsCPCEmbUh+ADtwIlAX+DaYtrcCtzl7veZ2V+A14DH3H0wgJndQDAlTNM5RcrmMeA/ZjaDYDH/y4BmwEgAM3sRWO7uBbtbjgCuJphG/SRB0vpWgvUIS9WniIiIiIjI/iIzM5O2bdsWKjMz0tPTeeutYPJdeno6zzzzDL1796ZHjx60adOmKkKVchRXwszdR5jZSuAGoHeoeC5wrruPL6ZZK4JFxgHGAC8C4yLOjwUGxROPyP7M3ceYWX3gTqAx8B3wB3f/KVSlGZAfUX+pmZ0MPA58CywHhgEPlaFPERERERGRfd6oUaMYNWpUqeqeeeaZ7NgRXqWm1O1kzxTvCDPcfSxBkqu0NgH1gSygTuja9SPO1wfKvtqfiODuw4HhxZzrEqNsOnB8vH2KiIiIiIiI7MviWsPMzA42s4Mijv/PzIaa2WUlNPsIeMrMzgdeAN4HHjCzI8ysFcHaZp/GE4+IiIiIiIiIiEh5iXfR/9FAVwAzSydIhv0fcL+Z3VlMmxsJRpmNJBhddi4wA5gTejQBbokzHhERERERERERkXIRb8LsN8AXoee9gdnu/jugD8HC/0W4+y/u3sPda7r7H9x9o7tfDbQEjgWOcvcf44xHRERERERERESkXMS7hlkSULCSXXfgzdDzHwgWCC81d18UZwwiIiIiIiIiIiLlLt6E2ffAFWb2NtADuCNU3gRYW5oOzCwJ+CNwGLACGOvuW+KMR0REREREREREpFzEOyXzH8DlQCbwsrt/Eyo/g1+nahZiZtPMrE7o+YHAV8AY4FLg38AcM2saZzwiIiIiIiIiIiLlIq6EmbtnAg2ABu7eL+LU08AVBQdmdoKZpYQOjweSQ8/vA/KA5u5+OHAQsAy4J554REREREREREREyku8I8xw9zx3z44qy3L3VRFF7wKxRo11Bm5395WhdmuB24CT4o1HRERERERERESkPMSdMCslizr20Nc6wOKoc4sp44YBIiIiIiIiIiIi5a2iE2bRRpnZGwS7bDaPOtcYWF/J8YiIiIiIiIiIxNS3b1/MrMhj4cKFACxdupSLL76YJk2akJycTPPmzbn22mtZu7bwfohdunQJt01OTubQQw9l4MCB7Nixo8g1P/74Y/7whz9Qv359atSowVFHHcUNN9zA8uXLAcjMzIwZk5mxcuXKin9R9hOVmTB7AVgFbADGA2lR588GZlViPCIiIiIiIiIiJTr11FNZsWJFoUeLFi1YtGgR7du3Z/78+bz88sssXLiQkSNHMnHiRDp27Mi6desK9XPppZeyYsUKFi5cyMMPP8xTTz3FoEGDCtX517/+Rffu3UlPT+f1119nzpw5jBw5kg0bNjBkyJBCdefNm1ckroYNG1b0y7HfqFZZF3L3v+2iyiCCjQBERERERERERPYIKSkppKenFynv378/ycnJfPDBB1SvXh2AZs2a0bZtWw499FBuu+02RowYEa5fo0aNcD/NmjVj9OjRfPDBBzzwwAMALFu2jGuuuYZrrrmGxx9/PNwuIyODTp06sX594Ul5DRs2pE6dOuV+vxKo6ISZ77pKqKL7looMRERERERERET2LFu2FJ8KSExM5IADDihV3YSEhHDSqqS6qampcURZ1Lp163j//fe57777Cl0XID09nfPPP58xY8YwfPhwzKKXd4dvvvmGqVOnkpGRES579dVXycnJ4eabb455TSXHKldlL/ofFJp1MrP2UWXtzaxTBccjIiIiIiIiInuItLS0Yh9nn312oboNGzYstu5pp51WqG5GRkbMevGYMGFCoT569erFggULcHeOPPLImG2OPPJIsrOzWb16dbhs+PDhpKWlkZKSQps2bVi9ejU33XRT+PyCBQuoVasWjRuXbj/Egw46qFBcrVq1iuv+JLYKHWHm7jWLOZUJ/AAcFVH2H+BwILEiYxIRERERERERKa2uXbsWmlqZmprKkiVLSmzjHky4ixxddv7553PbbbexceNGHnroIWrVqlUoKejuMUejFWfKlCnUrPlr2qVatUpbdWu/UOpX08y+ppRTLN293S6qtAByo8q6EeyeKSIiIiIiIiL7gc2bNxd7LjGx8HiaVatWFVs3IaHwBLqsrKzdiitSamoqLVu2LFSWnJyMmTFnzhz+/Oc/F2nzww8/ULduXRo0aBAuq127drifl156iaOPPppnn32Wiy++GIDDDz+cDRs2sGLFilKNMmvRooWmaVagskzJHEewu+V44H3gUGAHwWixTGB7qOz9XXXk7j+5+89RZT+7+09liEdERERERERE9mKpqanFPiLXL9tV3eh1xIqrV17q169Pjx49GD58ONu2bSt0buXKlfz3v//l3HPPLXbEWFJSErfeeiu33347W7duBeCcc84hOTmZhx9+OGab6EX/pWKVOmHm7ncXPIADgSfcvaO7Xx96/A4YCjSUPNYZAAAgAElEQVSqqGBFRERERERERPYE//znP9mxYwennHIKkydPZunSpbz33nv06NGDpk2bct9995XYvk+fPpgZw4cPB+Dggw/m8ccfZ9iwYVx88cV88skn/PTTT0ydOpXLL7+cwYMHF2q/atUqVq5cWeiRmxs9mU/iFe+i/72AF2OUvwScHaMcMzvZzKpFHPcxs1lmtsXMFprZNXHGIiIiIiIiIiJSqQ477DBmzJjBoYceyrnnnsuhhx7KZZddRteuXZk+fTr16tUrsX1ycjJXXXUVDz/8cHhq6pVXXskHH3zA8uXL6dmzJ0cccQSXXHIJtWrV4sYbbyzUvlWrVjRu3LjQ46uvvqqw+93fWMFCdGVqZLYSGOjuz0eV/w140N2LjDIzszygsbuvMrOzgTHAcOAzoB1wFfA3d3+57LchInsaM6sFbNiwYQO1atWq6nBERGQ/tmnTJiZOnEj16tVJSUmp6nD2Ozt27GDbtm1069at0OLUIrL/2L59O4sXL6ZFixZFplmKlFVJ308bN26kdu3aALXdfePuXCfeLRSGAiPM7DiChBfA8UA/4J5i2kRO3L0OuM/d7wodjw4l4a4DlDATERERESkld+fbb79l+vTpnHTSSRx++OFVHZKIiMheL66Embs/aGaLgGuBPqHiuUBfd3+lFF0cBkRPwXwTuD2eeERERERE9jdr167l/fff591332XZsmUAvPnmmzz66KMcddRRVRydiIjI3i3eEWaEEmOlSY5FOsrM0oFtFF0/LQFILNpEREREREQAdu7cyWeffca7777LZ599Rn5+PgBmhruzbds2brrpJoYMGcIRRxxRxdGKiIjsveJOmMVpIr9OzTwBmBFxri2wpJLjERERERHZ4y1dupR3332X999/n3Xr1hU5H7ku8Y4dO8jLy6vM8ERERPY5ZU6YmdmVwFnAOmCku0+KONcA+MLdD4nRtEXU8eao4yTgobLGIyIiIiKyL9u2bRuXXHIJOTk5Mc/XrFmTzZs34+4kJCSQl5fHq6++SqtWrahWrbL/Pi4iIrJviJ4WWSIzuwZ4BPgB2AG8Y2YDI6okAs1jtXX3n6Iea6POv+juL5YtfBERERGRfYe7M3fuXF566aVwWfXq1Wnfvn2hemlpaeFk2KZNm3B32rZty7333ktSUhJZWVls2bKFuXPnsmjRokq9BxERkX1BWf/kdDlwqbuPBjCz4cA4M6vu7nfuTiBmVg1o4u6alikiIiIi+6WNGzdy9dVXk5eXx+LFi7njjjsAuOeee7jjjjtISkpi8uTJbN4cTNZo0qQJ3bt3p1u3bjRr1gyABx54gMaNG/Ppp58yYsQIkpKSeOKJJzj44IOr7L5ERET2NmVNmLUAphUcuPt0MzsJmGhmScDQ3YjlaGAmWvhfRERERPYDeXl5fPXVV3z33Xf06dOHAw44gNq1a9OuXTu+/PJLPv30U55++mkaNWrEmWeeyf33309OTg6LFi2iQ4cO/Pa3vyU9PZ3mzX+d4PH222/ToUMHHnnkEWbNmkWDBg1ITU2lbt26VXinIiIie5+yJszWAAcDWQUF7v59KGk2CWhafqGJiIiIiOx7Vq5cybvvvsuECRPCC/gvXbqUu+66izVr1nDcccexYMEC1q9fz8svv8xBBx3EGWecgZmRnJzMiy++yAcffMDAgQPp0KEDDz0ULAP83nvv8eijj9K4cWMOOeQQdu7cycqVKwEYNmwYt9xyC4mJ+tu0iIhIaZQ1YfYpcDYwJbLQ3eeYWTfg4+IamtnMXfRdvYyxiIiIiIjsFXJycvj0008ZP3483377bZHzX375Jddddx3ffPNNeMfLxMREOnToQIsWLXjooYf44x//SOvWrTEzWrVqhbuzZcsW8vPzmTFjBlOmTKFevXp0796dv/71rzz55JOMHz8eCBJyZsZrr71Gx44dadpUf+cWEREpSVkTZg8Cx8U6ERpp1hU4p5i2RwH/AxYXc74xcHgZ4xERERER2WP9+OOPjB07lokTJ7J9+/ZC58yM9u3b06NHD7744gs++ugjAA477DD+8Ic/0LVrV2rXrs2DDz7I+++/T61atWjdujUA6enp/O9//6NRo0YA/PTTT0ybNo0WLVpw0UUXkZiYyLXXXkudOnV44YUXmDdvHgMGDGD27Nm8+uqrDB06lMaNG1fuiyEishfq27cv69evZ9y4cYXKMzMz6dq1K9nZ2cyaNSv8vE6dOkX6GDRoEOPGjWPWrFmVFbaUgzIlzNz9W6Don8R+Pf898H0xp78DPnf3EbFOmlkb4NKyxCMiIiIisqd68skneeONN4qU165dm+3bt3PvvfeGd79s0qQJTZs25b333mPBggX8/ve/p3bt2gB069aNmjVr0rlzZwCeeuop3nnnHQYNGhROmHXp0oX33nuPRx55JLx7pruzdOlSunTpwieffMLs2bNJTU1l1apVXHfddQwdOpT09PTKeClERET2OgnxNjSzOmZ2spldYGYXRTwuLKbJp0CrErrcBEyONx4RERERkT3FTz/9VChZlpqaSmpqKgAbNmxgx44dvPrqq7z22msAHH300fTt25e6deuSlJTEwoULAcjPz6dOnTr079+fo48+Ggimd27dupXPP/883P+BBx7Is88+S7169cJlEydOZNKkSUydOpWrrrqKWrVqccghhwDwyy+/cP3117N69eqKfSFERET2UmWdkgmAmZ0O/BdIJUh0ecRpB/4T3cbdB5TUp7v/CHSNJx4RERERkT3JfffdV+h4y5YtQJA469y5MxkZGQwfPpx58+Zx1llnkZAQ/B371ltvpUGDBlSvXp0dO3bQt29fVq5cycsvvxweDXb22WfTvXv3cAItlq+++oqRI0dyxhlncMwxx9CtWzdOO+00pk2bxnfffYe7s2LFCgYMGMCwYcNo0KBBBb0SIiIlK/j9WKNGDcwMCP4wkJubS7Vq1UhJSSlSt3r16uHfm7m5ueTk5JCYmMgBBxywy7pJSUkVf1OyT4h3hNkQ4DmgprvXcfe6EY96u2osIiIiIrIvO+WUU0hOTqZBgwaYGdWqVaN79+688cYb3HTTTfTs2ZP27dvTq1cvcnNzAViyZAlZWVlUrx7shZWSkkLjxo1JTU1l8eJflwFu1qwZrVu3Dn8AjObujBkzhnXr1rF582a6desGBB8a27Zty/XXXx/+UPrzzz9z3XXXsXbt2op8OUREipWWlkZaWhpr1qwJlz3yyCOkpaVx1VVXFarbsGFD0tLSWLJkSbjsqaeeIi0tjYsvvrhQ3YyMDNLS0pg7d264bNSoUXHFOGHChHCcBY/TTjstrr5k7xHXCDOgKfCEu28tz2BERERERPYFZ599Nj179mTnzp28/vrrPP3002zevJnk5GQAqlWrxiOPPBKuP2/ePK644gpSU1P57W9/G6538803U69evfBxaZgZgwYNYvTo0Vx00UXh8m3btjFw4EBycnKoX79++MPpsmXLuP7663n88ccLTekUEZFA165dGTGi8HLsn3/+ORdccEEVRSSVId6E2ftAe2BROcYiIiIiIrJXy8vLIzExEYCEhASSk5M59dRTOeaYYzjiiCMAWL9+PZmZmaSlpdG9e3cg2BmzcePGNGvWjPXr19OwYUOAuBflr1GjBpdcckmhsmXLlrFu3Tpyc3MZPHgw99xzTzhptmTJEm644QYef/zxmDu8iYhUlM2bNwPB760CN910EwMGDAhvYlJg1apVAOGRuAD9+/fn0ksvDf/uLZCVlVWkbt++feOKMTU1lZYtWxYqW7ZsWVx9yd6j1AkzMzsj4vBt4BEzOwqYDeRG1nX3N8snPBERERGRvUNOTg69e/cmISGBevXqccUVV9C+fXvq1q1L3bp1w/WmTp3KsGHDaNGiRThhlpCQwAsvvFBha+uMHTuW//3vf9x5550kJyfTqlUrnn32Wf7+97/z888/A8GHy4KRZgU7dIqIVLSCDVEiJScnxxxZG6tuUlJSzN+dxdUVKa2yjDAbF6PszhhlDiTGKBcRERER2We98sorbNiwAYDs7GwGDhzIrbfeyscff8wpp5zCCSecAECnTp1499136dSpU6ERaRX1QS4nJ4fx48ezatUqvvnmm/AUolq1anHbbbdx1113hUeaLV68mJtuuokRI0YUGa0hIiIlmz17NjVr1ixU1qZNGyCYFj9r1qxC59LS0oqMXJM9R6kTZu4e7wYBJbJgxVFz9/yK6F9EREREpDL85S9/4e2332blypWkp6fTuXNn5s+fz5QpUzCzcMKsZs2a/POf/6y0uJKTkxkyZAgTJ06kV69e4fLs7OxwsqxJkybhkWa1a9cudkMBEREpXqdOnYqUuTsA8+fPp23btoXOde7cmczMzMoITeIQ17+EZnaRmaXEKE82s4uKaVPNzO41s0/M7O5Q2U3AZmCbmb1gZqVfzVREREREZA8yc+ZMVq5cSbVq1Xj00Ue5/PLLOfnkk+nTp0+hxferQv369endu3d4d0x3JzExkR49epCRkcGIESPCu2nOmDEj7p3kRET2NaNGjWLcuKIT7rp06YK7U6dOnfDzWA+AQYMGxTynZNmeLd5F/58H3gNWRZXXDJ17MUabu4BLgP8C55hZQ+CPwGUEibv7gQHAw3HGJCIiIiJS6dauXcuWLVsYOXIkAH/+859p2rQpAC1atODSSy+tyvCKyM/P57HHHmPu3Lk89thjXHjhhVSvXp3bb7+dY445hqeffprf/va3vPbaayxYsIBrr7220GLcIiIi+4N4E2ZGsFZZtIOADcW06QNc4u4TzGwEMA/o4+5jAMxsO8GaaEqYiYiIiMhe45ZbbmHhwoVAsA5ZQkIC//73v7ngggsK7c5WkXbu3MmcOXM47LDDdnnNdevW8dlnn5Gdnc3s2bM58cQTw+fq169P48aN+eCDDxg/fjwA27dv5+67767Q+EVERPY0ZUqYmdnXBIkyByaa2c6I04lAC4KRZ7E0Ab4BcPeFZpZTcBwyA2helnhERERERKrSjBkzwskygNzcXF5//XXy8vJo2bIlXbt2rdDrb9y4keeee47MzEw2bNhAs2bNeOCBB2jSpEmxbRo0aMCjjz5KVlZWoWRZTk4OTz75JL/88gtNmzYlKSmJ3Nxc5syZw6ZNm4osZC0iIrIvK+sIs4KJu22A9wnWHyuQA2QBrxfTdgNQB1gaOp4JbIo4n0LsUWsiIiIiInscd+fBBx8EoEaNGrRr1478/HxOPvlkpk+fTpcuXSrkunl5eXzyySeMHj2aRYsWhdfIAViyZAlXXnklgwcPpnXr1sX2kZGRQUZGRvh427ZtAAwZMoRXXnmFa665hs8++4zbb7+dNWvW0K9fP0aOHEm9evXC66CJiIjsy8qUMHP3gsX6s4Ax7r69DM3nAO2A2aG+Tog63xpYUJZ4RERERESqyvjx41m7di0A11xzDaecckr4XOfOncv9erNmzWLixIlMmjSJrVu3hsvNjCOPPJKbb76Z+++/n/nz5zNgwAAGDhxI9+7dd9nv1q1bGThwINWqVeP+++/nuuuuA+CEE06gV69evPHGG6xZs4ZLL72UFi1a8MADD5CcrL26RERk3xbXLpnu/oK7bzez48zsAjM738za7qLZFcDkEs4nofXLRERERGQvkJOTw9NPPw1Aeno6nTt3Jicnp1yvkZubi7uTn5/Phg0beOedd5gwYUI4WVavXj3++te/8s477/DUU0/RvHlzBg4cSEJCAvn5+dx333288MILhUagxbJ8+XIWLFjAvHnzWLZsWaFz9erVIy8vj1q1apGdnc3MmTO5/fbby/1eRURE9jRxLfof2uHyf0AXYD3BJgC1zexj4C/uvjq6jbvPL6lPdx8dTywiIiIiIpXt6aefDk9jzM7OZtCgQSxZsoQbb7yRdu3axd1vTk4OX375JZMnT2bq1KlcddVVjB49mkaNGtG7d29SUlLo3LkzTZs2pXHjxkXaZ2Rk0K9fP5555hkARo0aRf369fnTn/5U7DUPO+wwHnjgAQ444AAOPfTQcLm7s2rVKgDOOussPvroI37++We+/PJL7r77bgYNGkRSUlLc9yoiIrIni3eXzCeBWsDR7j4XwMyOAl4AngDOK2uHZlYNaOLuS+KMSURERESkwm3YsIGxY8eGj3fs2MHMmTPJzc1ly5YtZe5v+/btfPHFF3zyySdMnz49nIgDWLRoEcuXLyc7O5vDDz+cDh067LK/888/n6SkJEaMGAHAsmXLcPcS1x479thjCx2vW7eO2rVrc/XVV3PCCSdw3HHH0a5dO6655hoApk2bxoMPPsgdd9xR5vsVERHZG8SbMDsV6F6QLANw9zlm1h/4IM4+jybYCCAxzvYiIiIiIhXu4YcfJj8/H4DExETOPfdc2rRpwy+//FJo18nSWLhwIVdffTXbt/+6NHBKSgp/+tOf6Ny5M0cddRRt27alTZs2VK9evdT99u7dm4SEBJ566inGjBkDwCWXXMLq1atjjkyLtGLFCq6//npat27NP/7xD4477jgAWrduTb9+/XjuuecAmDRpEj169OD4448v0z2LiIjsDeJNmCUAuTHKc4lzXTQRERERkT3dkiVLmDZtWvi4d+/eXHrppaVqu3nzZqZPn05+fn54g4DmzZtjZiQnJ4fXBduxYwfnnHMO6enpAHTs2DGuWM855xwSExN54oknGDNmDIsWLWLOnDkMGjSI9u3bF9suKyuL1atXM2fOHDZt2kSdOnXC57KzswvVffzxx8MJORERkX1JvAmzScAwMzvP3X8GMLOmwOPAxFgNzGzmLvos/Z/MRERERESqwODBg8PPa9asSevWrUusv2nTJqZOncrkyZOZMWMGubm5NGrUiK5du/Lxxx/z6quvhqdgmhknnngivXv3DifLdlfPnj1JTExk5syZrF27li1btrB58+YS23Ts2JHBgwdz2GGHFUqWAZx++ul89tln5OXlsWrVKlatWsXMmTN3a902EZE9Wd++fVm/fj3jxo0rVJ6ZmUnXrl3Jzs5m1qxZ4efRvzcBBg0axLhx45g1a1aRc7m5udx+++288847LFq0iNq1a9O9e3cefPBBmjRpUmH3JbsWb8LsKmA8kGVmSwEHmgGzgQuKaXMUwUYBi4s53xg4PM54REREREQq1IwZM1i4cGGhsltvvZXzzjuPyy67rEj98ePH8+STT5KXlxcuO+iggzjwwAPp06cPa9euBeCAAw7gtNNO4+yzz6Zp06blHvcZZ5zB6aefTm5uLjNmzOD4448nPz+fhITiJ4ZEj2pbuXIljRo1okWLFowaNYoffviBa6+9FoBHH32U0aO1f5eISDy2bt3KzJkzueOOOzj22GPJzs5mwIABnHHGGcyYMaOqw9uvxZUwc/elQDsz6wEcQbBL5hx3/6iEZt8Bn7v7iFgnzawNULrx7CIiIiIilWzBggWYGe4OEB6p1aZNmyJ1s7Ky+Oc//0leXh4tWrSgXbt2rF+/nqlTp7Js2TIA6tevT8+ePTn99NOpVatWhcZeMO3z+OOPZ8iQIZgZF154If/5z3/o379/ieujffPNNwwcOJCzzz6biy++mOTkZI455hgOOuggli1bxooVK/juu+/4zW9+U6H3ICKyL6pduzYffvhhobInn3yS//u//2PJkiU0a9asiiKTeEeYAeDuHwIf7rJi4FOgVQnnNwGTdyceEREREZGKct5559G9e3d++eUXtm3bxtq1a2ndunXMUWHbt2+nUaNGNGvWjNatW/PMM8+ENwo45JBD6NWrF926dSMpKalS7+GHH37gvffeIz8/n6lTp7J+/XrmzZvH/fffz4EHHhizTVZWFtu2bWPu3Lns3LmTatWCjxCdOnUKjyx7+OGHefHFFyvtPkRk3xHP7sIpKSnh30U7d+5kx44dJCQkFEr+F9dvampqfIFWog0bNmBmMad3SuWJO2FmZp2BG4EjCaZkzgUecfcpseq7+4CS+nP3H4Gu8cYjIiIiIlLRDjzwwGITS5GOOOIInn32WbZt28ZPP/1Efn4+HTp0oHfv3hx33HGYWSVEW9RRRx3Frbfeyv3338/69etJSkpi4cKFXHnlldx77720alX079tnnnkmderUoWPHjuEPqABpaWnh50uXLmX+/PkcfrhWWBGRson8XVJar7zyCr169QJg7Nix9O7dm86dO5OZmRmuk5GRwZo1a4q0LRglXBYTJkwoEmfkdPvytH37dm655Rb69OlT4aOPpWRxJczM7ALgeeAN4AmCKZm/AyaaWV931yIGIiIiIrJPeOmll/jhhx/o0KEDxxxzDG+99RYXXXTRLv/yn5KSQkpKCrVr1+bFF1/k4IMPrqSIS9atWzcSExMZPHgwubm51KhRgzVr1jBgwABuu+02TjzxxCJtOnfuXOh4yZIlnHnmmaxevZqxY8eGy5QwE5F9UdeuXRkxovDqUp9//jkXXFDcEu7xyc3N5S9/+Qv5+fkMHz68XPuWsot3hNltwM3u/nhE2TAzux64AyhVwszMZgN/CK2JJiIiIiKyR9mwYQPPP/98eApjwRpmCxcu5IknnihU19259957OeKII/j666/p3LkzJ598Mma2xyTLCnTp0oWEhATuuecetm7dSt26dcnOzubOO+/k8ssvp3fv3sWOgnvrrbcYOnQo119/PVdffTU//PADc+fOZe7cuXTv3r2S70RE9na72rk3lpSUlPDznj17snnz5iIbmWRlZe1uaGGpqam0bNmyUFnBepTlJTc3l969e7N48WImTZqk0WV7gOK3xinZIcBbMcrfBFqUoZ8MoHIXbhARERERKSUzIyMjI/zc3alfvz79+vUrUjczM5NJkyYxcuRIpk+fzrBhw8jOzq7kiEuvU6dODBo0iGrVqrFx40ZOPPFE3J2RI0cyZMgQdu7cGbPd8uXLyc/PZ8qUYCWWiy++GIBvv/22wqYoici+KzU1tcyPyOnh1apVIzU1tcjmJcW13RMVJMsWLFjARx99RP369as6JCH+EWZLgW7AwqjybqFzIiIiIiJ7verVq7Njxw4Azj//fI488kjatm1b5IPZxo0befLJJ8P1qlevTo0aNahXr16lx1wWJ554Ivfccw+5ubn8/ve/5/XXX2f48OG8/fbb/Pzzz9x9993UrFmzUJvLL7+ck08+mUMOOQSARo0a0bJlSzZu3Ei/fv24995797gRdSIilWH27NlFfmcW7KS8bds2Zs2aVehcWloaGRkZnHPOOcycOZMJEyaQl5fHypUrAahXrx7JycmVE7wUEW/CbAjwhJm1AaYRLPp/ItAXuLYM/UwBtsUZg4iIiIhIhXF3xo8fz/Lly6lbty7nnXceNWrUiFl3xIgRZGdn07x5cy644IK96gNOx44dw8/POecc0tLSGDp0KF9//TX9+/fngQceKLQTqJmFk2UANWvWZPny5WzbFvy3/tFHH2XYsGGVdwMiInuITp06FSkr2GRg/vz5tG3bttC5zp07M2rUKN58803g1+RagY8//pguXbpUTLCySxbPDhEAZtYTuIFgl0z4f/buPKyqqnvg+HcxyaRoKmIKgTmXY74amoq96qtmZa+WmWloTtng2OiQqTmWWplYgjmWNhlvllq/EDOnnHBI1EyccRYQARHYvz8u3EAG5aZclfV5nvNwzz57n7uOXIG77j5r/71KZvgNik0pdRsTkVJAfHx8vN5/r5RSyq4uXrzIL7/8gpubW466NwXZsmULo0aNIiMjg9TUVEqXLk3//v35z3/+k6u219atWxk+fDgiwvTp06lXr97NuIwicfLkSQYPHkz58uU5efIkZ8+epVSpUrz//vu56vcApKamcvz4cY4dO8batWv5+eefcXd3Jzw83HrL1OXLl0lOTubf//53rpkXSqniISUlhZiYGAICAnB1dbV3OOo2V9DrKSEhAS8vLwAvY0zCP3keW2uYYYxZZox5yBhTNnN76FrJMhGpJyK9RCQgc/8+EZklIrNF5D+2xqKUUkoppdSNYoxh0qRJpKSkkJqaCkBcXBxLly4lIyMjR9+UlBSmTZsGWGZaTZ8+nZiYmCKP+UY5deoUcXFx7N69m0qVKlG1alW8vb1zzDDLcuDAAZ5++mnefPNNAgMD6d69OyJCUlKSdbaEUkopdbuyOWGWRUQ8RaRU9i2ffp2BrcBUYIeI/Bv4DaiGpfj/DyLyzD+NR6niSEQGikiMiKSIyFYRaV5A32ARMXlsrtn6OInI+MxzJovIQREZLSL/+GeGUkopdasLDw/n3LlzAJQtWxYPDw/KlSvHsGHDcHR0zNF3586dnDp1Cg8PDxISErhw4cItX7esIPXq1WPSpEm4urqyY8cOPDw8GDt2rLVmmzHGenuRn5+fte3EiRP4+flRrlw5AJYsWaILACillLqt2fTmV0QCROQHEbkExAMXMre4zK95eQt42xhTDugHfA1MM8a0Mca0A14HXrUlHqWKMxHpCswA3gUaYKkNuEJE/AoYlgBUzL4ZY1KyHX8dGAC8hOW269ew/P98+YZfgFJKKXULuXLlCp988gkAFStW5Msvv+TLL79k+vTp3H///bn6N27cmMmTJ3PlyhUA+vXrl3UryG2rfv36TJkyBTc3N3bs2MGUKVOs9ckWL17M+PHjSU1NxcXFhffff5/Fixfj5+eHiNCoUSMAzpw5w9SpU+15GUoppdQ/YutskcVAGaA3lpUxH87cWmV+zUuNzHEASwEP4Ltsx5cBuQsjKKWuZSgQZowJNcZEG2MGY1mt9oUCxhhjzMns21XHA4FwY8wPxphDxpivgZ+ARjfnEpRSSqlbw+zZs0lJsXyG1KdPH0QEd3d3KleunO+Y5cuXk5qayn333Uf79u2LKtSbqk6dOkydOhV3d3eioqJ44403OHToEAsWLCAiIoL169cDEBAQYK1VBuRY7OCnn37iwoX8PmQA0+MAACAASURBVEtXSimlbm22rpJZF3jAGLOvEGMuAmWBQ0DpzOcum+14WSDRxniUKpZExAV4AJh01aGfgKYFDPUUkcOAIxAFjDLGbM92/DdggIhUN8bsF5F6WFbCHVxALCWA7JWUtaqvUkqpW0rWLLD8JCQk8N13ls9zvby8mDx5MsuXL+ett97KVaw+IiKCe+65h7i4OCIjI3FwcODFF1+85nPcTqpWrcqECRMYMWIECQkJuLu7M378eHbs2EFgYCCXL1+29jXGcPDgQbp06WJNtl2+fJmFCxfSu3dvO16FUkopZRtbE2abAV+gMAmz/wM+FpGPgK7AKmCiiPQCDJbaZr/ZGI9SxVU5LEmvU1e1nwJ88hmzFwgGdgGlgEHAOhGpZ4z5M7PPZMAL2Csi6ZnPMcIY80UBsbwJvG3LRSillFI3k7OzM+7u7iQlJZGWlpZvvylTpliL+sfHxwNw9OhRHBwcrLckAsTGxjJjxgzS0tKs9coeeeQRKlasmKPfneCee+5h7Nix3HXXXbi4uFC9enWqV6+e4zrT09MZNWoU0dHRTJ06lQceeABfX18OHDjA999/T+fOnSlfvjzOzs52vBKllFKqcGxNmPUBZotIJWA3kOOjNGPMzjzGDAcWAbOx1FjqiqXm0h4sCbO/gOdtjEep4s5ctS95tFk6GrMR2GjtKLIO2IalPtkrmc1dgWeBZ4A/gPrADBE5YYyZn08ME4Fp2fZLAscKdxlKKaXUjefq6kqLFi0KnP21f/9+tmzZYt2vW7cue/bsYdasWbRp08babozh0UcfJTU1lYCAAGJiYvDx8SEkJIRSpfJc++q29+9//zvHfnh4OM2bNychIYFPP/2UMWPGUK9ePQ4ePIirqyv//ve/GTVqFM899xxpaWls376d8ePH4+rqms8zKKWUUrceWxNm5YF7gc+ytRn+fpPuePUAY8wpoM1VzS+LyHTAHdhrjMn/Iz+lVF7OAunknk3mTe5ZZ3kyxmSIyGYsK9ZmmQpMMsYsydzfJSL3YJlFlmfCzBhzGbDemyEi13UBSimlVFFwdXUtMGHTp08f6+OKFSuyYcMGEhIS8PHJ+St27ty5/Prrr7i6unL8+HEAZsyYQaVKlW5O4LeYhQsX0rNnTxo0aMCZM2c4duwYtWvXZsqUKcyYMYMKFSoAULlyZRwdHUlPT2f69OmMHj1aE2ZKKaVuK7YW/Z8LbMdSGLwKEHDV1+tmjDlojNmtyTKlCs8YkwpsJXcyug2w/nrOIZbMVn0gNluzO5BxVdd0bP+ZoZRSSt2yVq1aRVRUlHV/yJAhuLu750qWnTx5kmHDhgHg7+9PamoqrVu35qmnnirSeO2pQYMGeHt7s337dmux/3fffZfy5ctbk2UAlSpVIj09HYCMjAxeeuklu8SrlFJK2crWN7/3AK8bYzZlrqB3OPuW3yARqSwi74rIahGJFpE9mY/Hi4ivjbEoVdxNA/qISG8RqZU5a9MPy+3PiMgCEZmY1VlE3haR/4hIFRGpD4RhSZjNznbO74ERIvKIiPiLyBNYVuNcVlQXpZRSShUFYwy9evXK0TZy5Eh2796dq+8rr7xCXFwc9957L3v37sXFxYWPP/64WM2qvv/++4mMjKRkyZIcOnSIsmXLcvz4cT755BNrn2PHjuHt7U14eDju7u4ALF68mKSkJHuFrZRSShWarQmzCKBeYQaIyENANPAEsANYgKWm2Y7Mtj9EpJmN8ShVbBljlmJZvXI0lhUvWwAdsiWv/YCK2YaUBj7F8v/xJ6AS0MIY83u2Pi8DXwOzMvu9B3wCjLp5V6KUUkoVvbVr1xIbG5ujTUSoXr16jraIiAi++uorHB0dSUy0LOz+2muv5epXHNSqVYuXX34ZAE9PTwAmTJjApUuXmDhxIlWqVGHGjBk89thjTJgwAbDMMhs8ON/FtpVS6pY0e/ZsSpYsmWPBmMTERJydnWnevHmOvmvXrkVE2L9/v7VtwoQJODo6MmnSpFznnjdvHiKSawsNDb15F6QKRYzJsy54wYNE+gEjsdyauYvcRf//l8eYzcBvxpgh+ZxzOvCQMeZfhQ5IKXXLEZFSQHx8fPwdWwRZKaXUnSEyMpJZs2ZRvnx51q9fzyOPPML48eNz9ElPTyckJIQzZ87g4ODA0qVL2bp1K25ubnaK2r7OnDmDv78/SUlJ+Pj4cPLkSSZPnkxAQABPPfUU//3vf/nmm29IT0+nZMmSJCcnW5ONWstMqeInJSWFmJgYAgICbqufAfv27aNmzZps2LCBBx98EIAVK1bQr18/zpw5w/nz560zaceNG8fs2bOt9S0BqlWrRpcuXfjmm29yJNLAkjAbNGgQ+/bty9Hu5eVVbH+3XK+CXk8JCQl4eXkBeBljEv7J89ha9D/r1q3ReRzLs+g/cD+WVffy8wkwwMZ4lFJKKaWUsklQUBBBQUGAZSZU9pkEWRwdHXPU4XrrrbdwdnYuqhBvOeXLl2fAgAFMmzaNkiVLcvLkSaZMmcKBAwfYvHkzjRo1AiAtLQ1fX1/2799Peno6r7/+Oh988IGdo1dKqetTo0YN7r77biIjI60Js8jISB5//HFWr17N+vXrad26tbW9VatW1rFr1qwhOTmZsWPHsmDBAn799VdatGiR4/wikqteprp12HRLpjHGoYAtr2QZWAqKNy3gtIHkLDqulFJKKaXUTXH+/Hnmz5/P5s2bmTRpElOmTCE1NRUHBwdcXFys/f7880+SkpIwxuRIpBXnZFmWYcOG0aRJE8aNG0e1atU4d+4cM2fOtCbLAEqUKEHVqlWt+7NmzSI1NdUe4SqlblGXLl3Kd0tJSbnuvsnJydfVt7CCgoJYvXq1dX/16tUEBQXRsmVLa3tqaiobNmzIkTALCwujW7duODs7061bN8LCwgr93Mq+bJ1hlouIlDbGxBXQ5T1gtog8APwMnMIyG80Hy4p+fbDUYVJKKaWUUuqmeu6551i+fHmOtpo1a/LYY49Z91NSUnjsscdITU2ld+/efP3114SEhFhnGRR3d999Nxs3bgQsM/OeeeYZ3nvvPV588UXKlCnD5cuXOX78ONOnT6dGjRpMnz4dJycnzp8/rzMqlFJWWbUQ89KhQwd++OEH6763t3e+C4i0bNmSyMhI676/vz9nz57N1a+wZamCgoIYMmQIaWlpJCcns337dlq0aEF6ejoffvghABs3biQ5OdmaMEtISOCbb75h/fr1ADz77LM0a9aMjz76KEe5mvj4+BzX7+npycmTJwsVn7p5bJphJiKvi0jXbPtfAedF5LiI5LkYgDFmFtATaISlmPh6YEPm40ZAT2PM7LzGKqWUUkopdaMYYzh48KB1P2u22JUrOcryMmHCBPbu3culS5eYN28eUVFRrFmzpkhjvV107dqV+++/n/j4eKZNm8a6devw9/enS5cuVKtWzVrfLCUlhS+++MLe4Sql1HVr1aoVly5dYvPmzaxdu5bq1avj7e1Ny5Yt2bx5M5cuXSIyMhI/Pz+qVKkCwOeff06VKlWoV8+SHqlfvz5VqlRhyZIlOc5dsmRJoqKirFtWgk3dGmydYdafzHpkItIGaA20A54CpgJt8xqUuZrfUhFxBsplNp81xlzJq79SSimllFI3mojwzDPPMHLkSO6++24GDBjA//3f/9GpUydrn127djFx4kQAZs6cSYsWLZgxYwZDhuS5flWxlpiYyOzZs6lQoQK7d+9mxowZ9OjRg4SEBBwdHTl+/DiVK1dmxIgRDBo0iLi4ODIyMnBwsOmze6XUHSZr5eG8ODrmrPh0+vTpfPte/TPl0KFD/yiuLFWrVqVy5cqsXr2aCxcu0LJlSwB8fHwICAhg3bp1rF69mocfftg6Zu7cufzxxx84Of2dcsnIyCAsLIx+/frliDn7bevq1mJrwqwicDTzcUfgS2PMTyJyCNh0rcGZCbJYEekG/I+rVtlUSimllFLqZjl58iSTJk0CYOrUqdbkmYgAlhUx+/btS1paGo8//jidO3dGRJgwYYI9w75lnThxgtdff52MjAxq1KjBvn37CAsLY/Xq1dSvX99aEy41NZX09HTmzp3L559/zt69e3O9GVZKFT8eHh5273strVq1IjIykgsXLvDqq69a21u2bMmqVavYuHEjvXr1AiwfuGzZsoXIyEjuuusua9+4uDhatGjB7t27uf/++29YbOrmsfVjnQuAb+bjdsD/ZT4W8l4hMz+fABVsjEEppZRSSqlC6dy5M8HBwSQmJuLu7s69994LYE2WAXz88cds2rSJUqVK8fTTT+c4pnKrXr06XbtaqrWUK1eOhg0b0qpVKxo3bpxjAYWaNWuSkpLCsWPHOHDggK6WqZS6bbRq1YrffvuNqKgo6wwzsCTM5syZQ0pKirV+WVhYGI0bN6ZFixbcf//91u2hhx4iMDBQi//fRmxNmH0LfC4iPwNlgRWZ7fWBA4U4j/71oZRSSimlisS6dev49ttvWbVqFQBJSUls2bIlR5/Dhw/z1ltvAZZi0926daNnz55FHuvtJuvfbP369SxYsIB27drlOL5//36CgoL49ddfqVmzJgBffvllkceplFK2aNWqFcnJyVStWpUKFf6e89OyZUsuXrzIvffei6+vL6mpqSxatIjOnTvneZ7OnTuzaNEiXS34NmFrwmwIMBPYA7QxxmTddFwRmHUjAlNKKaWUUupGGjNmDGCZTVaxYkUAVqxYkaOPs7MzDz/8MA8++CA//vgjgK6KeR3uv/9+nnjiCYwx1ttdwZKUbNasGbVr1+bw4cM0b96c4OBgADZt2sSePXvsFLFSSl0/f39/jDFER0fnaK9cuTLGGA4csMwbcnFx4ezZszlu28xu6NChnDlzBhcXF4KDg4mLi7vpsSvb2ZQwM8ZcMca8Z4wZZIzZnq19hjEmNGtfRH4QkYoFnKo9cNyWGJRSSimllLpeaWlp1hUuu3fvzjfffEPXrl159913c/S7++67CQ8Px9/fn4SEBB544AH69+9vj5BvOyNGjAAsq8Pt3LmTCRMmMG7cODw8PHB0dGTDhg0ADBo0CDc3NwDrwgpKKaXUrUaMMTfv5CIXgXrGmIMF9KmQGcfJmxaIUqrIiUgpID4+Pp5SpUrZOxyllFLF3KeffmpNfB0+fBg/P78cx9PS0qyrmUVGRtKqVStEhE2bNvGvf/2ryOO9XXXo0IEVK1bwyCOP8MMPP+Ds7MzKlSupVauWdVbf8ePHadKkCcePWz43nzdvHs8995w9w1ZK3WQpKSnExMQQEBCAq6urvcNRt7mCXk8JCQl4eXkBeBljEv7J8xTZWs4icpeIfCMih0XkYxFxFJFQIBY4LiLrrzEbTSmllFJKKZtMmzbN+vidd97Jdbx379707NmT2NhYBg4cCMCAAQM0WVZII0eO5KmnnuLdd9+lX79+fPbZZ7Rs2dKaLAPLLL5y5crh4GB5K/LGG29wMz/EV0oppWzhVITP9R5QHZgKdAG+BqoAzYEM4ANgEqAfLymllFJKqRvm7Nmz7Nu3z7ofHR1NQkKCdQb0qlWrWLhwISJCyZIliY6Opnz58rlu11TX1rRpU5o2bQrAJ598kuv4iRMnKFOmDEuXLiUqKoru3btz8uRJVq1alWuhAKWUUsqeimyGGdAO6G+MmQl0BR4Hhhtj1hljNmBZSODfRRiPUkoppZQqBsaNG5djf+vWrSQlJQGQmJhovVUzODiYefPmAfDee+9RpkyZIo3zTpaWlsbo0aMJCAhg3rx51KhRgyeeeIISJUoAlrpmSiml1K2kKBNmXmQW+DfGnALSsNyOmeUEULoI41FKKaWUUsXAokWLrI/ff/99xo8fj4+PDwCjR4+21jQ7c+YMSUlJtGjRgh49etgr3DtCTEwMffv25a233iIkJISAgADS09NJTU21Fv93cXFh6NChAOzfv5+VK1faM2SllFIqh6K8JfNPoCPwsYi0B1KAtsDuzOP/AWKKMB6llFJKKXWH27JlC+fPnwfg3nvvtSZoAH7//Xc++OADAHr16sU777yDk5MTs2bNQkTsEu+dIjo6mtDQUDw8PGjZsiXHjh0jOjqa9evXExgYaO139uxZ6+MePXpw5swZe4SrlFJK5XKzZ5hNAM5nPp4KfCAifwLfAr2AYSKyVES+wFLDbPZNjkcppZRSShUjb7/9tvVxtWrVrI+vXLlCnz59yMjIoGvXrsyfPx+AoUOHct999xV5nHea9u3b06BBAy5duoSvry8iwrJly3B3d8/Rr0mTJtbHZ8+eZcWKFUUdqlJKKZUnmxNmItJDRNaJyAkRuSezbbCIPJ7Vxxgz0RgTl/l4MRCEJSn2sDHmG6ANcBlwBvoZYz62/VKUUkoppZT6W0ZGBj///LN1PzExkcTERAAOHDjAmTNnKFu2LL6+vhw6dAhfX19GjRplr3DvKCLCyJEjAViyZAmdOnUC/k5gpqamcuLECbp37862bdusM/p69epln4CVUkqpq9iUMBORF4BpwI9Y6o45Zh6KAwbnN84Y85sx5v3MIv8YY/YYY3oaY7oYY+bbEotSSimllFJ5+eqrr7hy5Yp1/7fffuPEiRMA1KpVi+joaL7//nsGDx5M165d+eCDD/D09LRXuHecTp06Ubt2beLj47nnnntwcHAgPDycjz/+mCpVqvD888/j7OxMgwYN6NixIwCnTp0iIiLCzpErpZRSts8wexnoa4x5F0jP1r4FqPOPo1JKKaWUUuof6ty5M6GhobRv354hQ4bQs2dPqlevbj1eunRpAgMDqVSpEkuWLOGJJ56wY7R3HgcHB0aMGAHAwoUL6dq1KwBffvklsbGx7Ny5k7i4OAAWLFhgHacLLiilbiXBwcHWWbJZvv76a1xdXZkyZQpjxoxBRBARHB0d8fX1pU+fPjlqMl64cIEePXrg5eWFl5cXPXr0sP78A3KcI/vm4eFRZNepcrM1YRYAbM+j/TJg03dUROqJSPq1eyqllFJKKXVtTk5OPP/88/z4449MmzaN+fPns2jRIhYuXIgxJkfBeXVzPPXUU1StWpVz587h7++Po6Mjv/76KzNmzODgwYOULl0asCwS4OhouWnlxIkTbNy40Z5hK6VUvkJDQ+nevTszZ87ktddeA+C+++4jNjaWI0eOEBISwvfff0/Pnj2tY5555hmioqJYuXIlK1euJCoqKseHA8OHDyc2NjbHVrt2bZ588skivz71N1sTZjFA/Tza2wN7bA8HXY5IKaWUUkr9Y8YY1qxZwwMPPMBnn30GQFJSEoMGDaJnz54sXLiQunXr0rVrV+sqmurGc3JyYuzYsYwaNYphw4ZZa5R99913lChRwtqvfv36lC1b1rr/7LPPFnmsSil1LVOmTOGll17i888/p0+fPtZ2JycnfHx8qFSpEh07duSVV17hp59+Ijk5mejoaFauXEloaCiBgYEEBgYyZ84cli9fzr59+wDw9PTEx8fHup06dYo9e/bw/PPP2+tSFeBk47ipwMci4oolydVYRLoBbwJ98hogIt9e45xegLExHqWUUkoppaz8/f05cuQIAF988QXBwcEsXbqU8+fP4+/vj7u7O6dOnWL79u25Vm5UN1a3bt2sj0eNGsWCBQuIiIhg9erVtGrViqNHj+Lr68umTZsYOHAgK1asID09nYyMDBwcbF6jTCl1m7h06RIA7u7u1gVAUlNTuXLlCk5OTjmS61l93dzcrD8frly5QmpqKo6Ojri6ul6zr7Ozs01xvvHGG3z88ccsX76c1q1bF9jXzc2NjIwM0tLS2LBhA15eXjlWBX7wwQfx8vJi/fr11KhRI9f40NBQqlevTvPmzW2KVd0YNv0GMsZ8BrwDTAHcgc+BAcAgY8ySfIY9CrgC8flsibbEopRSSimlVHZ//PGHNVkG8PPPP7NhwwZmzZoFwIABA+jSpQtbt25l/vz5Od5gqZvLz8/POivjjTfeoHnz5tSqVYsLFy7g7+/P4sWLKVWqFIcOHeK7776zc7RKqaLg6emJp6dnjtvkp06diqenJy+99FKOvt7e3nh6eub4Gf/xxx/j6emZazaWv78/np6eREdHW9vmzZtnU4wrVqxg8uTJhIeHXzNZtnfvXkJCQmjcuDElS5bk5MmTeHt75+rn7e3NyZMnc7VfvnyZxYsX6+yyW4DNH9kYY+YYY+4BvAEfY4yvMSasgCHRwDfGmF55bcDbtsailFJKKaVUlipVqlhv72vevDn169fHycmJLVu24OLiQu/evQHLbYCBgYH2DLVYiYyMpEWLFtx77724urry+++/c/z4cVJTU/ntt98AKFOmDC+//DINGjSgXLlypKam2jlqpZSCunXr4u/vz+jRo7l48WKu47t27cLT0xM3Nzdq166Nr68vixcvth7PmjmXnTEmz/Zvv/2Wixcv5qiBpuzDpoSZiASISDUAY8xZY8zpzPZqIuKfz7CtQMMCTnsZOFLAcaWUUkoppa7p999/59y5c5QsWZIVK1awbds2Zs+eDUDTpk05ffq0nSMsnrZt28batWsJCQlhwIABAFSoUIGYmBgeffRRwPIGMiIigu3bt9O6dWs6dOhgz5CVUkUgMTGRxMREypUrZ2179dVXSUxMZObMmTn6nj59msTERPz8/KxtL774IomJiYSF5Zy/c+jQIRITE6lVq5a1LTg42KYYK1WqxJo1a4iNjaVdu3a5kmY1atQgKiqKPXv2kJycTEREBFWrVgWw1iS72pkzZ6hQoUKu9tDQUDp27IiPj49Nsaobx9YZZvOApnm0N8k8lpcBwKv5ndAYE22MCbAxHqWUUkoppQCYPn06YJld5uHhQVxcHF988QUAUVFR1K9fn7Vr19ozxGKpf//+lC1blgMHDlC9enXeeecdVq5cSaVKlax9RIR27dpRokQJrly5wi+//EJMTIwdo1ZK3WweHh54eHjkmG3l4uKCh4dHjvpl2ftmr2/o7OyMh4dHrtvr8+trKz8/P9asWcPp06dp27YtCQkJOeKtWrUqAQEBuWIODAwkPj6e33//3dq2adMm4uPjado0Z1olJiaG1atX6+2YtwhbE2YNgHV5tG8k79UzMcZcNsYk2fh8SimllFJKXVNQUBDh4eEAnDt3DoBTp07RqFEj/Pz8iIuLo2LFijz44IP2DLNY8vDwYOjQoQDMnDmTkSNH4uXlZT1+6tQp0tPTGTp0KIcPH8bNzQ2ADz74wC7xKqXU1SpXrkxkZCTnzp2jbdu2xMfHX3NMrVq1aNeuHX379mXjxo1s3LiRvn370rFjx1wF/+fOnUvFihVp3779zboEVQi2JswMUDKPdi/AsaCBmbdtPicir4vIa5mPq9kYh1JKKaWUUoDltp41a9ZY9zdv3szq1aupWbMma9eupWLFigD069fvH80yULZ78cUX8fLyYs+ePdai/sYYXnrpJfz8/AgPD8fT05MKFSpYk5qzZ8/mypUr9gxbKaWssm7PjIuLo02bNsTFxV1zzOLFi6lTpw5t27albdu21K1bl4ULF+bok5GRwbx58wgODsbRscC0iioiYowp/CCR5UAS0M0Yk57Z5ggsBTyMMbnSoSLiBSzAslpmPHAaEKA8UAr4HuhpjEm4eqxS6vYjIqWA+Pj4eEqVKmXvcJRSShUDo0aNYvz48QBUrVqVc+fOceLECVxdXdm5cyf16tXDycmJI0eOWJNnquiNHj2acePG0aBBA7744gt69uzJX3/9xblz5+jfv7+13lxMTAzVqlUjPT2d+fPnawFspW5jKSkpxMTEEBAQoCsTq3+soNdTQkJC1uxlr3+aX7J1htlrwMPAPhH5TEQ+A/YBLci/TtlHQAAQaIwpY4ypYYypbowpg6UeWkBmH6WUUkoppQpt7ty5ADRs2JA///yTAwcOsGLFCs6ePUtISAgAnTp10mSZnQ0aNAgPDw+2b9/Onj17+PPPP0lKSmLu3LnW7xPAmjVrSE9PB6B37966WINSSqki5WTLIGPMHhGpC7wE1AOSscwem2mMOZ/PsMeA/xhjNuVxvk0i0h9YaUs8SimllFKqeNu/fz8nTpwALMkVgOTkZJ588kmcnJyst7e88MILdotRWZQtW5YJEyZQrlw5Hn30Ub788kvq1KmTa7W49u3b4+HhQVJSEunp6UycONG6oINSSil1s9k6wwxjzAljzFvGmEeMMV2MMWMLSJZZh9l4TCmllFJKqXyNGDHC+virr74CYM6cOaSnp+Pn50dSUhI1atSgVatW9gpRZfPKK6/wzDPP4OTkROvWrXMky65cucL58+epUKEChw8fpnPnzgDWxRyUUkqpomBzwkxESotIWxF5VkR6Zt/yGfI9MEdEGuVxrkbAbOB/tsajlFJKKaWKJ2MM33//vXV/69at/Pzzz3z66acAXL58GYABAwYgInaJUeUve0H/9957jypVqjBs2DDAMhutQ4cOgKWm2dGjR+0So1JKqeLHpoSZiDwKHAFWADOBD7JtM/IZ9jJwAvhdRM6LyF4RiRaR88AmIBZ4xZZ4lFJKKaVU8RUeHm5Nirm5uZGSksLRo0eJjY3lrrvu4siRI7i6umrR+FtQSEgIAQEBrFu3jueee45XX32VY8eOERERYf2edu/e3XpL7eTJk+0ZrlJKqWLE1hlm7wNzgZLGmNKZRfyztrvyGmCMictcPbM2MAyYj6Xu2TDgPmNMB2PMtddjVUoppZRSKpuxY8daH2/YsIFNmzaxePFiAO6++24Ann76ae66K88/U5Udbd++nePHj/Puu+/SqJHlRpS77rqLnTt3UqJECQD27t1LRkYGAGFhYXaLVSmlVPFia8KsEvChMSapsAONMXuNMZ8ZYyZmbp8ZY/baGIdSSimllCrGUlJSiIqKAqBChQrUq1cPd3d3IiIicHBwYN++fYAW+79VvfHGGzg6OrJixQoaNWqEr68v58+fZ968edY+9913H56enoDl+/3HmXOWeAAAIABJREFUH3/YKVqllFLFia0Js1VArlpk10NEKouIZx7tziLSwsZ4lFJKKaVUMTR16lSMsawdVapUKQA2b96Mi4sLderU4cqVKzRs2JB//etf9gxT5aNKlSo888wzgOV7OXLkSAAmTpxIUlISZ8+exdHRkT179ljHDBo0yC6xKqWUKl4k6w+MQg0SeR4YDXwG7AKuZD9ujMlVvF9EKgLhwANYVsRcDLxojEnMPF4BOGGMcSx0QEqpW46IlALi4+PjrW9glFJKqRvNx8eHU6dOAVC5cmWWLFlCs2bNOH36NPHx8Zw7d47Lly/TsmVLO0eq8hMdHc19992HMYZt27bRuXNnYmJiqFKlCklJSRw6dIgSJUrg6+vLsWPHcHFxsdY3U0rdHlJSUoiJiSEgIABXV1d7h6NucwW9nhISEvDy8gLwMsYk/JPnsXWG2RzAF0vS7Cvgu2zbsnzGTALSgSZAOyy1zCJFpEy2PrpskVJKKaWUui6pqakkJFj+FnZwcODYsWOUKWP509Lb25tq1arx4IMParLsFlerVi06d+4MWGaZjR49GoBDhw5x9uxZNmzYAMDgwYMBy/d98+bN9glWKaVuE8HBwXTq1Mm6HxQUZP05ai/z5s2jdOnS1v0xY8ZQv359O0ZUMJsSZsYYhwK2/GaItQYGGWO2GGP+D3gIOAZEiEhWBdbCT3dTSimllFLFkouLC4mJifzwww8cOXKERYsW4ezsDKAzkG4zI0aMAGDp0qUEBQVRvXp1MjIyGDx4MEFBQQDWRQEAhg4dao8wlVLF0NWJJ4Cvv/4aV1dXpkyZwpgxYxARRARHR0d8fX3p06cPZ86csfa/cOECPXr0wMvLCy8vL3r06EFc3N9rHmY/R/bNw8Pjhl3Ht99+y7hx427Y+W6E4cOH88svv1j38/q3tidbZ5hZicj1zqf0Ai5k7RhjLgNdgEPAasD7n8ailFJKKaWKj4SEBH7//Xfat29PpUqVqFq1KtWrVycoKIgKFSowYMAA0tLS7B2mug7169dnwoQJbNq0CX9/f8aMGQNAaGio9U1l9erVrf03btxojzCVUorQ0FC6d+/OzJkzee211wDL4iSxsbEcOXKEkJAQvv/+e3r27Gkd88wzzxAVFcXKlStZuXIlUVFR9OjRw3p8+PDhxMbG5thq167Nk08+ecPivuuuuyhZsuQNO9+N4OnpSdmyZe0dRr5sSpiJiKOIjBKR40CiiFTJbB+XWd8sLweButkbjDFpwJOZx5bbEotSSimllCp+/vrrL/r160dgYCBdunQBICQkBIBLly4RHx/Pnj17cHJysmeYqhDefPNN6yyyrl27ct999xEXF8e0adM4f/48FStWtN5OlJ6ebq1dp5RSRWXKlCm89NJLfP755/Tp08fa7uTkhI+PD5UqVaJjx4688sor/PTTTyQnJxMdHc3KlSsJDQ0lMDCQwMBA5syZw/Lly60rOXt6euLj42PdTp06xZ49e3j++fzSKzmlp6czdOhQSpcuTdmyZXnttde4ul791bdk+vv7M378eHr27Imnpyf33HMP4eHhnDlzhscffxxPT0/q1KnDli1brGMOHz7Mo48+SpkyZfDw8OC+++7jxx9/BCAyMhIR4YcffqBevXq4urrSpEkTdu3alW/c2W/JHDNmDPPnzyc8PNw6wy4yMvK6rv9msXWG2QggGHgNSM3Wvgvok9cAYAXQ7+rGbEmzKBtjUUoppZRSxcxTTz3F0qVLAdi/fz+RkZEsWbIEgA8//JCIiAgmTJhgzxDVP5CcnMw777wDwKRJk7j77rvZvHkz77//PhUqVMAYw++//27nKJVSN8KlS5cKvWWfPZyWlsalS5dITk6+rvPa6o033mDcuHEsX77cWncxP25ubmRkZJCWlsaGDRvw8vKiSZMm1uMPPvggXl5erF+/Ps/xoaGhVK9enebNm19XbO+//z5z584lLCyM3377jfPnz7NsWX7l5f82ffp0mjVrxvbt23nkkUfo0aMHPXv25Nlnn2Xbtm1UrVqVnj17WpNvL774IpcvX+bXX39l165dTJ48GU9PzxznfPXVV3nvvffYvHkz3t7ePPbYY1y5ciWvp89h+PDhPPXUU7Rr1846y65p06bXdf03i60Js55AP2PMYiyF/LPsBGrmM2YElsRYLplJs/8CVWyMRymllFJKFRPGGKKjowEQEXbv3s2SJUu4fPkyDRo04MEHH6RVq1Y89NBDdo5UFVZqaiovvvgid999N02aNKFBgwZcuXKFy5cv8/333+Pg4MDTTz8NwKpVq+wcrVLqRvD09Cz0lj0ZtGzZMjw9PWnfvn2O8/r7++c51hYrVqxg8uTJhIeH07p16wL77t27l5CQEBo3bkzJkiU5efIk3t65K1B5e3tz8uTJXO2XL19m8eLF1z27DGDGjBm8+eabdO7cmVq1ajF79uyslSIL1KFDB/r370+1atUYPXo0Fy9e5F//+hdPPvkk1atX5/XXXyc6Oto6o/fIkSM0a9aMOnXqUKVKFTp27EiLFi1ynPPtt9+mTZs21KlTh/nz53Pq1KnrSt55enri5uZGiRIlrDPtXFxcrvvf4GawNWFWCTiQz/mc8xpgjEkraElPY0y6MeawjfEopZRSSqliwhhDhQoVAMttfG+++SY///wzAH379kVEF16/XTk7O7Nz504SEhKYNm0aY8eOBaB9+/bWumaBgYHUr1+f3bt3c+BAXm9JlFLqxqpbty7+/v7WpNLVdu3aZU341K5dG19fXxYvXmw9ntfvJWNMnu3ffvstFy9ezFEDrSDx8fHExsYSGBhobXNycsqxUEpB15Ul6/dqnTp1crWdPn0agFdeeYXx48fTrFkz3n77bXbu3JnrnNnjuOuuu6hRo4b1Q67bja0Jsz+AvOYGPglstz0cpZRSSimlCvbTTz9x6NAhvLy8GDlyJEFBQRw8eBBPT09GjBjB8OHDc9VuUbcHEWHkyJEAzJ49m8aNG/PHH3/w448/4uBgeevi7e1NVFQUa9asYeDAgfYMVyl1AyQmJhZ6e+KJJ6zjn3jiCRITE1mxYkWO8x46dCjPsbaoVKkSa9asITY2lnbt2uVKmtWoUYOoqCj27NlDcnIyERERVK1aFcBak+xqZ86csSaksgsNDaVjx474+PjYFGthZK0sDX8n9fJqy8jIAKBPnz4cPHiQHj16sGvXLho1asRHH310zee5XT/IsjVh9g4wU0RezzzHf0VkDvAWMPZGBaeUUkoppVR28fHxjBo1CoDKlSvj5ubGwoULAahWrRoXLlwgOjr6tv3jXEHbtm1p1KgRycnJzJgxg9q1a+c43rJlSxo2bAjoaplK3Qk8PDwKvWVf0MXJyQkPDw/c3Nyu67y28vPzY82aNZw+fZq2bduSkPD3DXQuLi5UrVqVgIAASpQokWNcYGAg8fHxOeoubtq0ifj4+Fw1umJiYli9enWhbsf08vKiYsWKOX4epqWlsXXr1sJe4nXx9fVlwIABfPvttwwbNow5c+bkOJ49jgsXLrB//35q1syvcldOLi4upKenX7tjEbEpYWaM+R7oCnQADJYkWS3gUWPMzzcuPKWUUkoppf42cOBA64pdLi4uHD58mNDQUD777DMOHjwIwAsvvGDPENU/lH2W2cyZM7lw4QIpKSkMHz6cOnXqkJycTFhYGAAXL160rjKnlFI3W+XKlYmMjOTcuXO0bduW+Pj4a46pVasW7dq1o2/fvmzcuJGNGzfSt29fOnbsSI0aNXL0nTt3LhUrVsxVj+1aBg0axKRJk1i2bBl79+5l4MCBxMXFFeoc12Pw4MGsWrWKmJgYtm3bRkREBLVq1crRZ+zYsfzyyy/s3r2b4OBgypUrR6dOna7r/P7+/uzcuZN9+/Zx9uzZ61os4GaydYYZxphVxpiWxhhPY4y7MeYhY8xPNzI4pZRSSimlsvvuu++sj7dv387atWspUaIEjo6OxMfH4+fnV+g3GurW8+ijj1KnTh0uXrzIRx99xKxZs3j//ffZvXs3//vf/6hXrx6urq4AvPvuu3aOVilVnGTdnhkXF0ebNm2uKzG1ePFi6tSpQ9u2bWnbti1169a1zo7OkpGRwbx58wgODsbR0bFQMQ0bNoyePXsSHBxMYGAgJUuWzHHb6o2Snp7Oiy++aE0C1qhRg1mzZuXoM2nSJAYNGsQDDzxAbGws//vf/667eH/fvn2pUaMGjRo1onz58qxbt+6GX0NhSFHUdxCRutfuZWGMyV01Til12xGRUkB8fHw8pUqVsnc4Siml7gCRkZG0atUKgAEDBhAbG8uiRYvw9PSkadOmbNiwgfHjxzNixAg7R6puhKVLl/L0009TqVIlFi5cyMMPP0zdunVZu3YtpUqV4r///S/Lli3jnnvuISYmRm/DVeoWlpKSQkxMDAEBAdZkt7qzZP2OvnDhAqVLl76pz1XQ6ykhISFrhVCvghaevB5O1+6Sm4hcwHIr5tUMkIJlBc15xpjPMtujMo9JPuOyK1wqVSmllFJKFQtvv/02YFl1KyQkhC+//JL69evTvXt3NmzYgJOTU6HqvqhbW5cuXZg4cSK9evXC29ubP//801pEG6Bhw4YsW7aMw4cP880339ClSxc7RquUUupOY+stmWOBDOAH4G1gTObjDOBjYD8QIiJ9M/sHAFUyv3YGYoCBQIPMbSDwV+YxpZRSSimlckhLS+O3334DoHr16gCEhITw119/sXz5cgD++9//FsmqYqpoODo68sYbb1ChQgVEJEeyDKBfv37WmQWffvqpPUJUSqki4enpme+2du1ae4d3x7JphhnwEDDSGDM7e6OI9AfaGmM6i8hO4BVgjjHmcLY+XwGvGGN+zDZ0p4gcBcYB36GUUkoppVQ2H374oXVZewcHB7Zu3UpkZCSOjo7s3bsX0GL/d7rU1FQyMjJYsGABO3fuZObMmbz66quMGzeOdevWkZGRgYODzSWalVLqlhUVFZXvsUqVKhVhJPkLCgqiKEp+FSWbapiJSCJQ3xhz4Kr2qkCUMcZTRO4FdhpjPK7qkww0NMZEX9VeC9hmjMm5FqxS6rakNcyUUkrdSBUrVuTkyZPW/WbNmrFu3Trq1avHjh07qFmzJnv27NE6VnegHTt2MGTIEESEpk2bMn78eAD++usv4uLieOCBBwD44Ycf6NChgz1DVUrlQ2uYqRupqGqY2foRzHng0TzaH808BuABXMyjTzQwUkSsVyUiJYCRmceUUkoppZSyOnXqlDVZVqVKFapWrcqOHTsAiI+PByyLAGiy7M5UpkwZIiMjiYiIwM/PDwB3d3ecnJxo2LCh9YO50aNH2zNMpdR1uNNmICn7KKrXka0Js3HAVBH5n4iMFJERIhIOTAHeyezTBliTx9gBQGvgqIj8n4j8H3Ass/8AG+NRSimllFJ3qOHDh1sfh4eH8+qrr5KYmEjlypU5dOgQbm5uPPfcc3aMUN1Mfn5+PPzwwwAcP34cHx8fkpKS2Lp1K2BJqAFs3bqVtLQ0u8WplMqfs7MzAElJSXaORN0Jsl5HWa+rm8WmWzIBRKQZ8BJQA8vql3uBj4wx669jrDvwLFAzc+we4HNjzCWbglFK3XL0lkyllFI3SokSJUhNTcXNzY1Lly7RsGFDoqKiaNiwIdu2baN3796EhYXZO0x1Ey1atIgePXoQEBDAk08+yZQpU3jkkUdYvnw5ISEhDBw4EID33nuPYcOG2TlapVReYmNjiYuLw9vbG3d3d50VrArNGENSUhKnT5+mdOnSVKxYMVefG3lLZqETZiLiBHQHVhljTl6rv1KqeNKEmVJKqRth3bp1PPTQQwDce++97N+/n/Xr1/Ppp5/SpEkTwsLC+PTTT2nUqJGdI1U3U1JSEj4+Ply8eJGFCxfSo0cPRISwsDB69eplTapWrlyZo0eP2jtcpVQejDGcPHmSuLg4e4eibnOlS5fGx8cnz6SrXRNmACKSBNTKvvplIcf3APoDVYBAY8xhERkCHDTGhNtyTqXUrUUTZkoppW6Exo0bs3nzZuv+uHHjGDlypHXfGKOzFIqJvn37EhoaSnBwMFu2bGH37t2ULFmSCxcu0KZNG1avXg3A5cuXcXFxsXO0Sqn8pKenc+XKFXuHoW5Tzs7OODo65nv8RibMnGwctwloABQ6YSYiLwBjgRlYCv1nXekFYDCgCTOllFJKKQXAQw89xK5duyhZsiSJiYk8/vjjOY5rsqz4CA4OJjQ0lK+++orJkyfz0ksvkZGRwfnz55k2bRoNGjQALMX/J02aZOdolVL5cXR0LDDhodStwtYZZk8Ck4DpwFYgR+0xY8zOAsbuAd4yxnwnIheBesaYgyJyPxBpjClX6ICUUrccnWGmlFLqRjHGYIzhgw8+4K+//qJZs2ZcuHCBZ599Vn/HFCPGGJ577jlat27NI488gr+/P4mJiaxevZqgoCAcHR3JyMigZMmSJCT8o0kFSimlblO3wgyzpZlfP8zWZrAU8Df8PWssLwHA9jzaLwMeNsajlFJKKaXuMNu2bWPGjBn069ePpk2bMnPmTA4ePMi6deuIiorizz//ZPr06fYOUxUREWHBggXW/W7dujFnzhzCwsIICgqiRo0aREdHc/HiRZKSknB3d7djtEoppW53DjaOC8hjq5Lta0FigPp5tLfHslqmUqqQRGSgiMSISIqIbBWR5gX0DRYRk8fmelW/SiKySETOiUiSiESJyAM3/2qUUkopOH/+PC1btmThwoVMmjSJn376iYMHD+Ll5UXPnj2pWbMmffv2tXeYyo6ef/55AL766iu2b9/OkiVLrMe2bNlir7CUUkrdIWyaYWZrsf9MU4GPM9+cC9BYRLoBbwJ9/sF5lSqWRKQrlpqAA4F1WBbUWCEitY0xR/IZlgDUyN5gjEnJds4ymedajSWZfRq4F9AlbZRSShWJIUOGkJiYCMCPP/5ITEwMYKljNWTIEAYPHqz1y4qp06dPs3DhQjw9PalUqRLHjx8nODiYHTt20KhRI7Zs2cKOHTto0aKFvUNVSil1G7N1hhki0kNE1onICRG5J7NtsIg8XtA4Y8xnwDvAFMAd+BwYAAwyxiwpaKxSKk9DgTBjTKgxJtoYMxg4CrxQwBhjjDmZfbvq+OvAUWNML2PM78aYQ8aYX4wxf92si1BKKaWyy0qQOTk5YYwhOjoagBdesPx602RZ8fXLL78wfPhwJk6cSLdu3QA4cOAA6enpdO/eHYCIiAjS09PtGaZSSqnbnE0Js8yVLqcBPwKl+btmWRyWlS4LZIyZY4y5B/AGfIwxvsaYMFtiUao4ExEX4AHgp6sO/QQ0LWCop4gcFpFjIrJcRBpcdfwxYIuIfCUip0Vku4gUeN+LiJQQkVJZG1CysNejlFJKAaSnp3Po0CEAwsLC6N+/P8YYGjRowPr160lKSrJvgMquOnXqhJeXF4cPH6Zp06a0bt2azz//HAcHB3r06EHjxo357rvvmDhxor1DVUopdRuzdYbZy0BfY8y7QPaPbrYAdQoaKCIRIlIawBhz1hhzOrO9lIhE2BiPUsVVOSwJ61NXtZ8CfPIZsxcIxpIU6wakAOtEpFq2PlWwzFD7E/gPMBv4UER6FhDLm0B8tu1YYS5EKaWUyrJgwQKOHj2Kl5cXnTp1YtmyZQCkpaXRu3dvJk2aZOcIlT25ubnx9NNPA7Bs2TJ+/vlnHn/8cUSEsmXLcuyY5U+QadOm2TNMpZRSt7l/UvTf1pUugwCXPNpdgXwLlSulCmSu2pc82iwdjdlojFlkjNlhjFkLPAXsx5IIz+IAbDPGvGWM2W6M+QSYQ8G3eU4EvLJtlW27FKWUUsVZRkYGQ4cOBchaFp7evXtTs2ZNdu3ahYjQu3dve4aobgHBwcEAfP311yQkJACW105ycjKvvPIKAPHx8SQnJ9srRKWUUrc5WxNmhV7pUkTqikjdzN3aWfuZWwPgeeC4jfEoVVydxTLL8+rZZN7knnWWJ2NMBrAZyD7DLJbc/5ejAb8CznPZGJOQtQEXr+f5lVJKqexmzZpFXJxljZlz587xxRdfMHHiRNq3bw9Ahw4d8Pf3t2OE6lbQpEkTatasSXJyMl999RUTJ06kdOnSDBgwgKFDh1KiRAkyMjJYtGiRvUNVSil1m7I1YZa10mVX/l7pcgQwIfNYXqKwzEozQETmfta2FRgJjLUxHqWKJWNMKpb/P22uOtQGWH895xBL1eT6WJJkWdZx1SqaQHXgn6yQq5RSSl3TzJkzAUtR/0uXLuHi4kJycjLz5s0DYMCAAXaMTt0qRMQ6y2zevHmsX7+eixcvEh4ejrOzM97e3gCEhITYMUqllFK3M5sSZjaudBkA3Etmgi1zP2urBJQyxsy1JR6lirlpQB8R6S0itURkOpaZYLMBRGSBiFir3orI2yLyHxGpIiL1gTAsCbPZ2c45HXhQRN4Skaoi8gzQD/i4qC5KKaVU8ZOQkMD+/fsBGDNmDAMHDqR06dIsWbKECxcu8P/s3Xd01FXex/H3TSaFAAnd0EITKdKkozQVV8VFBVFEFCk21n1W1gKCK64oYkEFsQuChVWkFxuiD0VcbHQEpLdQEgKTQBJS5j5/DMxDlBoSbib5vM6Z4+/eX5lPzpGcyXduqVatWmCkmchdd91FVFQUlStX5qmnnqJx48a88Yb/o8q//vUvAJYvXx7YYVVERORcGGtPuszR2T/AmHJAyPHF+0XkwjPG/A0YBFQE1gD/tNYuOnZuAbDNWtvnWPtVoBv+aZxe/CM//22t/e8fnvlX/OuS1cY/DfsVa+1755ApGvB6vV6io6PP6+cTEZGi4YEHHuCdd94hJCSEhIQEqlevTkpKCnXr1mX9+vWMGDGCoUOHuo4pBciRI0coXvzPSyhbawkLCyM7O5uOHTvyv//7vw7SiYjIhZacnHx8DdSYY0sF5VquCmbGmKeAj621m3P9xsbUxz8KJscGANba2bl9pogUHCqYiYjIuYqMjOTo0aOUKlWK559/ngceeIBq1aqxfft2wsLC2LlzJxdddJHrmBIkGjZsyJo1a6hdu3Zg5KKIiBRueVkwy+0aZrcAvxtjlhpj/m6MKX+2Nx6bBrYS/yiYz4GZx14zjr1EREREpIhZtmwZR48eBSAkJITnnnsOgIoVKwLQrVs3FcvklNatW8eGDRt44403qFmzJmPHjuXf//43AJs2beLgwYNuA4qISNDJ7RpmjYBG+BfvfxjYbYz5whhzhzEm6gy3j8E/vesiIBW4FGgP/AJ0zE0eEREREQlu999/f+A4KSmJHTt2UKxYMVatWgXAgAEDXEWTAu6FF16gfv36PPPMM7z55pts3bqVV199lSuvvBLwT8/U4v8iInKucjvCDGvtWmvtUGttTeBK/EWw0cDeM9zaBhhmrU0AfIDPWvs9MAR4Lbd5RERERCQ4WWtZtmwZALVr16Zp06YANG7cmNTUVOrVq0f79u1dRpQC7HhhbPr06Tz00EMA7Nq1C2sttWrVAmD48OFkZ2c7yygiIsEn1wWzPzgCpAEZQNgZrg0FDh87TgQqHTveDtTJozwiIiIiEiRefvllfD4fACNHjmTNmjUA7N/v31PqgQcewBjjLJ8UbC1atKB+/fqkpaVhjKFp06ZkZmby8ccf06tXLwCOHj3Khx9+6DipiIgEk1wXzIwxNYwxTxhjfsM/nbIp8G/8O++dzhr80zkBfgQGGWOuAIYBW3KbR0RERESC0zPPPAP41y6rWbMmderUoWHDhiQmJhIVFUXv3r0dJ5SCzBhDnz59AJg4cSL9+/cHYPz48fzzn/8MXPfZZ5+5iCciIkEqVwUzY8x/gU3ArcAEoJq19ipr7ThrrfcMtz97wvv+C6gGLAY6A//ITR4RERERCU6HDx8mOdm/iVV0dDRHjhxh5cqVfPfdd8THx/Pll19SqlQpxymloLvzzjsJDQ3lhx9+oEWLFoSHh7N69Wp+/fVXKlSoAMCCBQvchhQRkaCS2xFm/ws0stY2sda+ZK3dfbY3Wmu/ttZOP3a8xVpbHygHVLDWfpfLPCIiIiIShJ588snA8aFDh5g8eTLGGMqVK0fx4sW1dpmclYoVK3LdddcBMGPGDIoVKwb4Ry/ed999AKSnpwc2kRARETkTY61188bGXAzUAhZZa9OMMca6CiMiec4YEw14vV4v0dHRruOIiEgBFR8fz3PPPcfq1auJioriySefpEaNGsTGxmrdMjknU6dO5dZbb6VRo0Z06NCBsWPHUrx4cTZv3kxsrH/VmBo1arBli1aBEREprJKTk4mJiQGIsdYmn8+zclUwM8aEAn2Aq4EK/GGkmrX2qtPcWxb4DP/Omhaoba3dYowZDxyy1j5yzoFEpMBRwUxERM4kOzubw4cPExMTw7Zt26hZsybR0dGUKlWKkiVLMmXKFOrWres6pgSJo0ePMmfOHLp06UJYWBgXX3wxW7du5cMPP+SRRx4hISEB8O+gWblyZcdpRUQkP+RlwSy3UzLHHHuF4l/Ef+UfXqfzKpAJxAGpJ/RPBq7LZR4RERERCTJff/015cuXp3///rzzzjtYa6lXrx779+9n165dxMXFuY4oQSQiIoLu3bsTERFBSEgI/fr1A/yL/w8cODBwnaZliojI2cjtCLNEoLe19otc3LsXuNZau9IYkwI0PjbCrAaw2lpb4pwDiUiBoxFmIiJyJjExMSQnJxMbG0tGRgZJSUlMnz6dK6+8klWrVmn9Msk1ay3btm2jVq1aWGtZuXIlTZo0wVrL+++/T9++fV1HFBGRfFAQRphl4N8lMzeKk3Nk2XHlgKO5fKaIiIiIBJGUlJTA7ph79+4lKSmJypUr06VLF0qVKqVimeTa+PHjufjii5k1a1ZgHbyxY8dyyy23ALB27VqX8UREJEjktmD2MvCQyd1KrIuA3ie0rTEmBHgM/+6bIiIiIlLIff/994Hj4yORRVoRAAAgAElEQVSR77jjDjwej6tIUkgcOnSILVu28Omnn9K8eXMA/vvf/9KzZ0/APyVz5syZLiOKiEgQyO2UzBn4F+1PAtbiX5MswFrb7TT31gcWAL8CVwGzgUuBMsAV1trN5xxIRAocTckUEZHTeeihh3jttdfo0qULc+bMITQ0lLJlyxIXF8eUKVOoXr2664gSpPbt20flypXJzs7m559/JikpiauvvprMzEzee+89/vGPf1C8eHEOHTqkAq2ISCFTEKZkHgJmAAuBRMD7h9cpWWt/AxoBPwHf4J+iOR24TMUyERERkcLv8OHDvPnmmwDExsZijKFp06bs37+fnTt3UqlSJccJJZhddNFFdO7cGYApU6bwl7/8hdDQUCIjI1m/fj0AaWlpHDx40GVMEREp4HI1wizXb2aMB3gCeN9au/OCvbGIXHAaYSYiIqfStWvXwJS4pKQkUlJSuO222/jxxx954oknePbZZx0nlGA3ffp0brnlFipWrMiOHTvw+XysXr2a8PBwGjVqBMDSpUtp1aqV46QiIpKXCsIIMwCMMeWNMW2NMVcYY8qf6XprbRb+tcpCz+d9RURERCR4LViwIHBcv359UlJS+PHHHzHGcO+997oLJoXGX//6V8qWLcuePXuYMGECZcqUoUWLFsydO5fY2FiAwChHERGRk8lVwcwYU9wY8z6wB/8i/ouBeGPMeGNM1Blunw90zM37ioiIiEhwS0tLw+v1r+BRvHhxOnbsyPjx4wG44YYbqFatmst4UkiEh4fTq1cvAObNm4fH48Fay7Rp06hduzYAc+fOZd26dS5jiohIAZbbVS5fAToAXYAlx/raAq/h30FzwGnu/RIYaYxpgH/h/yMnnrTWzs5lJhEREREp4MaOHYu1FmMMPp+Pffv28dVXXwEwYMDpPkKKnJt+/fqRkpJCv379+Ne//sWmTZu48cYbWbNmDS1btiQpKYk77riD5cuXu44qIiIFUG53yUwEultrF/yh/0rgM2vtKadnGmN8p3m0tdZquqZIIaA1zERE5GTKlSvHgQMHuOiii9i3bx+VKlUiPj6eatWqsXnzZkJD9VFQ8t8ll1zCxo0bKV68OImJiURGRrqOJCIieaAgrGEWBew7Sf/+Y+dOyVobcpqXPiGJiIiIFFJbtmzhwIEDAIHCWFSU/6Nj3759VSyTCyIlJYVrrrkGgLCwMCIiIhwnEhGRgii3BbP/Ak8bYwJfxRhjigFPHTsnIiIiIpLDibtfxsfHA7Bp0yYAevfu7SSTFH7Lly/nH//4B5988glxcXGUL1+e2NhYjDEcOnSIX3/91XVEEREpgHJbMBsIXA7sMsZ8a4yZD+wErgAeOtkNxpirjDG/HZum9cdzMcaYtcaY9rnMIyIiIiIF3MyZM3O0a9asCUDHjh2pUaOGi0hSBAwfPpyxY8fy3XffsXPnTo4ePcqsWbMICwsD4MUXXyQlJcVxShERKWhyVTCz1q4GagNDgBXAKuBx4GJr7dpT3DYQeO9kc0ittV7gHeCfuckjIiIiIgVbamoqBw8eBPy7YwIcOeLf+6lPnz6uYkkRcPz/rzlz5vDWW28REhLCr7/+SrNmzQCYMmUKQ4cOdZhQREQKolwVzIwxQ4Ce1tr3rLWPWGsfttaOA3oaYwaf4rbGwFeneew8oFlu8oiIiIhIwXb77bcHjo8cOUKxYsXYt28fxYsX55ZbbnGYTAq7zp07U758efbt20eVKlXo0qULALGxsYFrPvvsM3KzGZqIiBRenlzedz9wx0n61wKfAi+c5NxFQOZpnpkFnHJ3TREREREJXl988QUAkZGRjBkzho0bN5KRkUFYWBglSpRwnE4Ks7CwMO68805effVVJk6cSP/+/Zk1axaLFy8mNDSU7OxsihUrhjHGdVQRESlAcruGWSyw5yT9CUDFU9yzG2h4mmc2OsUzRURERCSIHTp0iOzsbADKli1LkyZNeOmllxgzZgyjRo1ynE6KguPTMmfPno3H4yEyMpLExMTA2nnbt28nIyPDYUIRESloclswO77A/x9dAcSf4p4vgOEn7qx53LEdNp8G5uYyj4iIiIgUUKNHjw4c7969WwusywXXqFEjmjZtSmZmJpMnTyY9PR2AUqVKBa4ZPXq0pmWKiEhAbqdkjgNGG2PCgO+O9V0NvAi8fIp7ngW6Ab8bY14HNgAWqAc8CIQCI3KZR0REREQKqIEDBwIwceJELr30UhYuXEhoaCjt27cnJCS339+KnJs+ffoQHx9PkyZNCA0N5f333+eXX34JTMt88sknKVu2LP3793cdVURECgCTm29RjH+C//PAP4DwY93pwAvW2uGnua8a8BZwLXB8kQALfA38zVq77ZzDiEiBZIyJBrxer5fo6GjXcURExJE9e/wrbhhjqFKlSmBqJsDWrVupXr26o2RS1KSnp+PxePB4/GMGOnTowKJFi4iLi2PHjh0AtG3blsWLF7uMKSIi5yE5OZmYmBiAGGtt8vk8K1cjzKy/yjbYGPMM/hFiacBGa+3RM9y3HehsjCkNXIy/aLbRWnswNzlEREREpGAbMWIEb775Jtdeey3Z2dlcdtllNG/enP3796tYJhdUZGTOlWH69+/PokWLyMz8/33JmjVrdqFjiYhIAZXbKZkAWGsPAz/n4r6DublPRERERILL+++/j7WWb7/9FoB7772XAQMGOE4lRVl2djbz58/n0ksvJTw8nD179hAeHk5GRgblypVzHU9ERAqI8yqYiYiIiIicSmpqKmlpaQBkZmYSEhJCjx49HKeSoq5ly5YsW7aMLl26BHbGrFWrFuvWrWPlypWO04mISEGhVVZFREREJF8sWLAgR7tOnTps3LhROxGKU1deeSUAKSkptGnThtjYWK6//no8Hg8JCQn079+fX375xXFKERFxTQUzEREREclz2dnZzJw5E4BixYoBsG3bNlq3bs3SpUtdRpMirk+fPgB8//33zJw5k/j4eEaNGsWyZcuIj4/n/fff54MPPnAbUkREnFPBTERERETy3Jdffsm4ceMAaNy4MaVLlyYtLY2aNWvSqlUrx+mkKGvQoAHNmzcnKyuLTz75BGMMxhhWrlzJxo0bAbj22msdpxQREddUMBMRERGRPPfUU09hrSU0NJQ5c+bQqFEjAO6++25CQvQRVNw6Psps4sSJHD58mAkTJpCSkkJoaCgAa9eudZhOREQKAqM1JEQkPxhjogGv1+slOjradRwREbnAypUrx4EDBwCoWbMmW7ZsAWDr1q1Ur17dYTIRSEpKomLFimRkZNCsWTN+/fVXAMqWLcuBAwdo1KiRNgAQEQlCycnJxMTEAMRYa5PP51n6ek9ERERE8lRmZiYHDx4EoGTJklSqVAnwL7auYpkUBGXKlOGmm24CIDY2lkqVKlG6dGnq1KkDwOrVq3nuuefIzMx0GVNERBxSwUxERERE8tQHH3yAz+cD/DsRrl+/HoC+ffu6jCWSw5NPPsnPP//M9OnT2bFjBwkJCcyYMYP69etjreWJJ55g/vz5rmOKiIgjHtcBRERERKTwSE5OZuDAgYF2SEgIiYmJlChRgm7dujlMJpJTw4YN/9RXoUIFateuzW+//UZYWBgREREOkomISEGgEWYiIiIikmcmT57MkSNHAu2KFSsCcNttt1G8eHFXsUROKzMzE2stP/30E5deeikAPp+PFi1aOE4mIiKuqGAmIiIiInnm+OLpxyUkJAD/vyuhSEGSmZlJ//79qVChAo0aNaJVq1Y899xzeDwesrOzmTRpkuuIIiLiiApmIiIiIpJnpk2bFjg2xpCRkUHNmjVp27atw1QiJxcWFsbatWs5dOgQYWFhhIeHA2CtBeCNN95g2bJlLiOKiIgjKpiJiIiISJ5IS0sjMTEx0C5XrhzgH11mjHEVS+S0jo9+TE1NZdeuXZQqVYrs7GwA1qxZQ9u2bXNMMxYRkaJBBTMRERERyROdOnXK0U5ISMAYw9133+0okciZ9ejRg4iICDZs2MCOHTvo1atXjvM+n4/ff//dUToREXFFBTMREREROW+7du3ihx9+AKBYsWJMnjyZ3377jbfffpu4uDjH6UROrXTp0nTt2hWAiRMn0q9fvz9dc9lll13oWCIi4pjHdQARERERCX5paWmB4xIlSlC7dm3q1atHvXr1HKYSOTt9+vTh008/5eOPP2bz5s2EhITg8/kAOHr0KEuXLqV169aOU4qIyIWkEWYiIiIict7mzp0bOE5ISKBkyZIO04icm06dOlGpUiUOHTrEsmXLAsWy45544okcRWERESn8zPEdYERE8pIxJhrwer1eoqOjXccREZF8lpaWxh133MH8+fOpWrUqDRo0YOjQoTRp0sR1NJGzMnr0aLxeL3Xq1KF69ep06NCBjIyMwPnrr7+eL774wmFCERE5k+TkZGJiYgBirLXJ5/MsFcxEJF+oYCYiUnQsXryY2NhYunXrxpo1awgPDycjI4PFixfTtm1b1/FEcqVHjx589tlngXZERASJiYmUKFHCYSoRETmdvCyYaQ0zEREREck1ay39+vVj06ZNgL+oMG/ePL777juuuOIKx+lEcq9///45CmZNmjRRsUxEpAhRwUxEREREci0lJYWdO3cG2u3ataN9+/a0b9/eYSqR3MnMzGTu3LnMnDmT0qVLExkZSXp6OgB16tRxnE5ERC4kFcxEREREJNfCwsI4evRooF2tWjWHaUTOT2pqKr169SItLY3Q0FCys7MD53744QestRhjHCYUEZELRbtkioiIiEiuffPNN4HjkJAQkpKSWLZsmcNEIrkXExND9+7dAWjatCnvvfcew4cPp2zZssTFxXHrrbcyfvx4xylFRORCUMFMRERERHIlMTExxxpPJUqUYMaMGfz2228OU4mcn379+gGwfv16evbsyZNPPsnq1atJSkpi2rRpTJw40W1AERG5IFQwExEREZFcGTZsGJMmTQL8o3GSk5MpWbIk3bp1c5xMJPfat29PzZo1SUlJYdq0aYB/9OSKFSsAuOaaa1zGExGRC0QFMxERERHJldmzZwP+dcwuvvhiAHr06EFUVJTLWCLnJSQkhL59+wLwzjvv8PbbbzNo0CAiIiIA+Pnnn13GExGRC8RYa11nEJFCyBgTDXi9Xi/R0dGu44iISD6oUKECCQkJgL/I4PP5+P7777niiiscJxM5Pzt37qRatWoc/1spIiIisLlFsWLFSE5OxuPR/mkiIgVNcnIyMTExADHW2uTzeZZGmImIiIjIOcvOziYpKQnwFxB8Ph8XX3wxl19+ueNkIuevatWq/OUvf6F58+a0atWKBx98kNtvvx2AtLQ0+vbty9atWx2nFBGR/KSvRURERETknPh8PqZPn052djYA4eHhpKWl0adPH4wxjtOJ5I3p06fnmF6cmZlJZGQkEydO5OOPP6Z+/foMGTLEYUIREclPGmEmIiIiIudk9uzZ3H333YG21+vFGMNdd93lMJVI3vrjWnxhYWHUr18/0L700ksvdCQREbmANMJMRERERM7JpEmTSEtLA8AYg7WWq6++mri4OMfJRPLeoUOH+OGHH4iIiMDr9Qb6tYaZiEjhphFmIoWAMeZvxpitxph0Y8yvxph2p7m2jzHGnuQVeYrrhxw7Pzr/fgIREQkmVatWDRwfXxS9T58+jtKI5J+dO3dSsWJFbrzxRjp16sS7774bOPfOO+84TCYiIvlNBTORIGeM6QGMBkYAlwGLgS+NMaf7mj8ZqHjiy1qbfpJntwDuA1bldW4REQleH3/8cY52dHQ0Xbt2dZRGJP9UrVqVevXqkZ2dTVRUFC1atAicmzdvHlOnTg0UjUVEpHBRwUwk+D0MjLfWjrPWrrPWDgR2AgNOc4+11u498fXHC4wxJYBJwL3AwXxJLiIiQefIkSMkJCQAEBLi/yjZo0ePP633JFJY9OvXD4DatWsze/ZsypYtC0B6ejq33norK1eudBlPRETyiQpmIkHMGBMONAPm/eHUPODy09xawhiz3Rizyxgz1xhz2UmueQP43Fo7/yyzRBhjoo+/gJJnc5+IiASPpKQkmjRpEmgfn5qp6ZhSmN1xxx2Eh4ezcuVKVq1axf333x84FxISwv79+x2mExGR/KKCmUhwKweEAvv+0L8PiD3FPeuBPsCNQE8gHVhijKl9/AJjzO34C3Hnslf6EMB7wmvXOdwrIiJBYNq0aWzatAmAyMhIVq9ezfbt22nTpo3jZCL5p0yZMtx8880ATJgwgeuuuy5wzufz0bx5c1fRREQkH6lgJlI4/HHxDHOSPv+F1i611n5srV1prV0M3Ab8DvwPgDGmKjAG6HWydc1OYyQQc8Kryrn9CCIiUtC1bNkycBwREcGuXbuIi4vDGOMwlUj+Oz4t87333qN9+/aUL18+cG748OGuYomISD5SwUwkuCUC2fx5NFkF/jzq7KSstT7gZ+D4CLNmx+7/1RiTZYzJAjoA/zjWDj3Fc45aa5OPv4CUc/9xRESkIPv1118Dx6mpqVSpou9GpGjo1KkTVapUISMjA2MMtWrVCpz78MMPiY+Pd5hORETygwpmIkHMWpsB/Apc84dT1wA/nM0zjH9YQBNgz7Gub4GGx/qOv37BvwFAE2tt9vknFxGRYNSwYUMAwsPDycrK4qWXXnKcSOTCCA0N5T//+Q9btmxh+/btfPvtt4SG+r9DPHjwIM2aNcPn8zlOKSIiecnjOoCInLdXgI+MMb8A/wXuA+KAtwGMMR8Cu621Q461nwKWAhuBaOAf+ItiDwJYa1OANSe+gTHmCHDAWpujX0REio4xY8awdOlSAGJjY9mxYwd169Z1nErkwmnXrl2OdteuXZk6dSoACQkJbNiwgXr16rmIJiIi+UAFM5EgZ62dbIwpCwwDKuIvdnW21m4/dkkccOJXnqWAd/FP4/QCy4H21tqfLlxqEREJJps3b2bgwIGB9ttvv03NmjWJi4tzmErEndTUVB566KFAwSw6OlrFMhGRQkYFM5FCwFr7JvDmKc51/EP7n8A/z/H5Hc94kYiIFFoZGRmEh4eTkZFBSEgIpUuXpk6dOq5jiVxw27Zt45577mHZsmX4fD6ioqJITU0lOjradTQREcljWsNMRERERE4rLi6OjIwMAHw+nxY4lyKrQoUK/PTTTxw8eBCv1xtY/H/Hjh0kJCRg7Uk3KRcRkSCkgpmIiIiInNaUKVNytBcuXOgoiYhbUVFR9OzZE4BrrrmGxYsXc/XVV3PjjTdy6623MmDAAMcJRUQkr6hgJiIiIiKn9MsvvzB27FgAPB7/ah6xsbEuI4k41a9fPwC+//57AL766iv27NnDwoUL+c9//kNmZqbLeCIikkdUMBMRERGRk7LW0r17d5YtWwZAVlYWxhjuuusux8lE3GnZsiX169cnLS2NyZMn4/F4WL16NQBt2rQhLCzMcUIREckLKpiJiIiIyEnt37+ftLQ0AEJDQwH/NLQqVaq4jCXilDEmMMpsxIgRNG7cmBIlSgAEissiIhL8VDATERERkZO66KKLMMYAkJ2dDUCfPn0cJhIpGO688048Hg87duxg1apVgYJZYmIimzZtcpxORETygtFOLiKSH4wx0YDX6/Vqq3URkSCVlZVFeHh4YOe/qKgoEhMTKVasmONkIu4NGzaM1NRUqlWrRtOmTenQoQPZ2dm0bt2ap556iuuuu851RBGRIic5OZmYmBiAGGtt8vk8y5M3kURERESkMElOTuatt97ixC9X77zzThXLRI4ZPnx4jvabb77J/fffz9KlSxk/frwKZiIiQU4FMxERERH5k0cffZTx48fn6NN0TJFTa9u2beC4SZMmDpOIiEheUMFMRERERHKw1vL111/j8/kCfZdccgmtW7d2mEqk4Dl48CDjx49n8eLFlC5dmvDwcDIyMli5cqXraCIicp5UMBMRERGRHIwxNGrUiB07dgT67r777sAGACLit3fvXh577LFAu1SpUmRkZDB37lyHqUREJC9ol0wRERER+ZN58+blaPfu3dtREpGCq169erRp0waA9u3b061bNwDS0tIYOnQoBw8edBlPRETOgwpmIiIiIhLg8/lYv349GRkZgb6rrrqKKlWqOEwlUnD169cPgP379/Pyyy8H+keOHMmMGTNcxRIRkfOkgpmIiIiIBLzwwgtcffXVgXabNm24//77HSYSKdhuu+02oqKiWL9+PevWraNMmTKBcyVLlnSYTEREzocKZiIiIiIC+Bf7nzBhAvHx8QCEhYWxZMkSbrvtNsfJRAqu6Ohobr31VgBefvllrrrqqsC5zZs3u4olIiLnyVhrXWcQkULIGBMNeL1eL9HR0a7jiIjIWVq8eDHt27cHICoqig0bNmg6psgZLFq0iA4dOgD+TTOO/41VpkwZDhw44DKaiEiRkpycTExMDECMtTb5fJ6lEWYiIiIiEjBs2LDAcVRUFJUqVXKYRiQ4tGvXjvr161O+fHk6derERRddBEBSUhJLlixxnE5ERHJDBTMRERERAWDVqlUsWLAg0C5RogTGGHeBRIKEMYaVK1eyZ88e5s2bx4svvhg417ZtW3bv3u0wnYiI5IYKZiIiIiLCa6+9FliH6corr6Rjx44MGDBABTORs+TxeAgNDQWgR48eOc799ttvLiKJiMh58LgOICIiIiJu+Xw+Xn31VbZt2wbA8OHDadu2LT6fz20wkSC0YcMGfvvtN2rUqMHWrVsBqFu3ruNUIiJyrjTCTERERKSIM8YEFvoH+Pvf/05CQgIhIfqoKHIu5s+fT926dbnllltISUkJ9E+YMMFhKhERyQ19ChIREREp4nw+H9OmTQu04+PjKV26tMNEIsGpXbt2lC5dGmstERERlChRAoCyZcuSnp7uOJ2IiJwLFcxEREREirjZs2dz5MiRQPuSSy7B49HKHSLnKiIigrvuuguANm3a8Oijj9KnTx/ee+89Lr/8csfpRETkXKhgJiIiIlKETZgwgfHjx+foGzlypKM0IsGvX79+AMyaNYsHH3yQvXv3snLlSlasWMGOHTscpxMRkbOlgpmIiIhIEeXz+Xjuuef4/PPPA33NmjWjbdu2DlOJBLfGjRvTtGlTMjMzmTRpEjt37gSgePHilCpVynE6ERE5WyqYiYiIiBRRPp+PgQMH5uj7n//5H4wxjhKJFA7HR5kNGjSIsLAwAA4fPswHH3zgMpaIiJwDFcxEREREiqjDhw/zzTffBNqhoaH07NnTYSKRwqFnz554PB4yMjLYuHFjoH///v0OU4mIyLlQwUxERESkiJowYQKzZs0KtHv37k14eLjDRCKFQ5kyZVi4cCFTpkxh7969VKpUCfD/m3vxxRcdpxMRkbNhrLWuM4hIIWSMiQa8Xq+X6Oho13FEROQPpk6dyoABA0hMTAT8o8sSEhIoXbq042Qihc+aNWto2LAhANWrV2fLli2a+iwikg+Sk5OJiYkBiLHWJp/PszTCTERERKSIsdby0EMPBYplAH369FGxTCQfWGuJjY3F4/EA4PF4yMzMdJxKRETORAUzERERkSImPT39T1MvBw8e7CiNSOG1aNEiqlSpQt26dalZsyYAmzZtyrEzrYiIFEwqmImIiIgUMTt27GDbtm2BdnR0NLVr13YXSKSQqlKlCvHx8Rw4cIB9+/YF+t99912HqURE5GyoYCYiIiJSxLzxxhs52sOGDXOURKRwq1mzJu3atQOgS5cugf6vvvqKr7/+2lUsERE5CyqYiYiIiBQh3333HatWrQq0S5cuzcMPP+wwkUjhdt999wGwZMkSypcvH+h/+umnXUUSEZGzoIKZiIiISBFhrWXAgAEsXLgw0PfNN99otz6RfNStWzeio6PZunUrzZs3D/T//vvvWGsdJhMRkdNRwUxERESkiEhOTqZBgwaBdrly5WjWrJnDRCKFX1RUFD179gRg/fr1gf4DBw6wZMkSV7FEROQMVDATERERKSL27NmTY4TL8V37RCR/9e3bF4CtW7cSFhYW6B8/fryrSCIicgZGw4BFJD8YY6IBr9frJTo62nUcERHBv+j43LlzA+0FCxbQoUMHh4lEigZrLb1792bv3r2UKFGCmTNnAuDxeNi3bx9lypRxnFBEpHBITk4mJiYGIMZam3w+z1LBTETyhQpmIiIFy9y5cwO79FWoUIGbb76Zd955x3EqkaJn9+7dVKlSJdB+6KGHGD16tMNEIiKFhwpmIlLgqWAmIlJwWGspW7YsBw8epEWLFnz//fekpqZSqlQp19FEiqQKFSqQkJAAQPXq1dmyZYs23xARyQN5WTDTGmYiIiIihdzWrVs5dOgQ4F/HbP369SqWiTiwceNG7r333uN/zAGwbds2vvzyS4epRETkZFQwExERESnk5s2bx/FZBbt27eLhhx92nEikaFq/fj3jxo1j06ZNOUaUzZ8/32EqERE5GRXMRERERAoxay2vv/56jj6tlyTixvXXX0/JkiUBqFatGgD33XcfPXr0IDMz02U0ERH5AxXMRERERAqx77//nm3btgXajz32GA0aNHAXSKQI83g8PPDAAwCUL1+ep59+mrVr19K6dWumTp3qOJ2IiJxIBTMRERGRQspay/333x9oezwenn32WYeJRKRfv34ALFu2jJCQEJYsWQLAmjVr2LBhg8toIiJyAhXMRERERAqp7du3s2fPHo4cOQJAp06dCA8Pd5xKpGirW7cul19+OdnZ2fzyyy+B/pdeeilHgVtERNxSwUxERESkkAoJCWHw4MGB9vGF/0XErT59+gAwa9YsatWqBUBmZiZpaWl4vV6HyURE5DijD04ikh+MMdGA1+v1Eh0d7TqOiEiRk5qaSpUqVUhOTiY7OxuArVu3Ur16dbfBRISUlBQqVapEdnY2devWZfny5QB89913NGrUiLJlyzpOKCISnJKTk4mJiQGIsdYmn8+zNMJMREREpBCaMGECB9vEVa0AACAASURBVA8eDBTLmjdvrmKZSAFRsmRJtmzZgtfr5b333qN27dqAf9r0q6++6jidiIiACmYiIiIihY7P5+PRRx/N0ffKK684SiMiJ1O+fHnCwsJo1qwZY8aMAfz/dpcsWcJHH33kOJ2IiKhgJiIiIlLIfPzxx6SnpwfaJUuWpF27dg4TicjJWGv56quv+OKLL/B4PAAsXbqU3r178+OPPzpOJyJStKlgJiIiIlLIzJkzJ0e7efPmjpKIyOmsWLGC66+/ntdff51LLrkE8G/WAfDMM8+4jCYiUuRp0X8RyRda9F9ExI2dO3dSo0aNwNplAPHx8VSsWNFhKhE5lQYNGrB27VoqVKjA/v37c5z75ZdfaNasmaNkIiLBR4v+i4iIiMhJTZo0KUexrHr16iqWiRRgb731FgCJiYmEhYUBYIwBNMpMRMQlFcxERERECglrLXPnzqVu3bqBvlGjRjlMJCJn0q5dOzp37ozP5yMuLg7w/1sGmDVrFitWrHAZT0SkyNKUTBHJF5qSKSJy4f3000+0atUq0A4LCyMjI8NhIhE5Gz///DMtW7bM0efxeMjKyuKWW25h6tSpjpKJiAQXTckUERERkRystTRs2JAXXngh0HfFFVc4TCQiZ6tFixa0bt0agNDQUACysrIAmDZtGmvWrHGWTUSkqFLBTERERKQQ+O9//0uVKlUYPHhwoG/SpEkOE4nIuXj++ecJCQmhfPnygb7ixYsD8Oyzz7qKJSJSZKlgJiIiIlIIjB07lqSkJADq1q3LjTfeSKVKlRynEpGz1aFDB9avX098fDxVq1YF4MiRIwBMnjyZdevWuYwnIlLkqGAmIiIiEuR2797N5MmTAZg+fTpz5sxh1qxZjlOJyLmqXbs2xhief/75P50bMWKEg0QiIkWXCmYiIiIiQW7YsGGBXfVatGjBxRdf7DiRiORWWloau3fvDqxldvy/n3zyCb///rvLaCIiRYoKZiIiIiJBLCMjgzlz5gTaVatW5bPPPnOYSETOx4YNGxg0aBDZ2dkAxMXFccMNN1CxYkV27NjhOJ2ISNGhgpmIiIhIEJsyZQoJCQk5+po1a+YojYicryZNmlC9enUAQkJC2Lp1K71792bNmjV06tTJbTgRkSJEBTORQsAY8zdjzFZjTLox5ldjTLvTXNvHGGNP8oo84ZohxpifjTEpxpj9xpiZxpg6F+anERGRc/H666/naF9yySXUqlXLURoRyQsff/wxxhh8Ph/t27fno48+onr16hw8eNB1NBGRIkMFM5EgZ4zpAYwGRgCXAYuBL40xcae5LRmoeOLLWpt+wvkOwBtAa+AawAPMM8YUz/ufQEREcstaS/Hi//+rOTw8nCVLljhMJCJ54YorrqBXr14ApKam8vnnn+P1epkyZQqTJk1i+/btjhOKiBR+5vgCsSISnIwxPwLLrLUDTuhbB8y01g45yfV9gNHW2lLn8B7lgf1AB2vtorO8Jxrwer1eoqOjz/atRETkHPz000+0atUq0O7Roweffvqpw0Qiklc2btxIvXr1AmuZAbRr147Fixdz//338/bbbztMJyJSMCUnJxMTEwMQY61NPp9naYSZSBAzxoQDzYB5fzg1D7j8NLeWMMZsN8bsMsbMNcZcdoa3ijn236RcRhURkXyQnJzzc2DHjh3dBBGRPFe7dm0aNGgAgMfjASAhIYGyZctqJ1wRkQtABTOR4FYOCAX2/aF/HxB7invWA32AG4GeQDqwxBhT+2QXG2MM8ArwvbV2zamCGGMijDHRx19AyXP5QURE5Ny8+OKLPPDAAzn6Wrdu7SiNiOSHQYMGARAVFQXA+vXr+eSTT3j00UddxhIRKRJUMBMpHP44t9qcpM9/obVLrbUfW2tXWmsXA7cBvwP/c4pnvw40wl9cO50hgPeE166zzC4iIucoMzOTV199lc2bNwf6YmJiaNKkicNUIpLXevbsyfbt23nrrbeoXLkyADfddBPLli1znExEpPBTwUwkuCUC2fx5NFkF/jzq7KSstT7gZ+BPI8yMMWPxj0S70lp7pgLYSPxTN4+/qpzN+4uIyLmbNm0ae/fuzdE3cOBAR2lEJL8YY4iLi+OOO+5g6tSpAKSlpTFq1Chmz57Na6+95jihiEjh5XEdQERyz1qbYYz5Ff9OljNOOHUNMOtsnnFsymUTYPUf+sYCXYGO1tqtZ5HlKHD0hGeczduLiEguPPfccznaoaGhDBnyp31eRKSQ2LdvH2PGjAm009PTuemmm4iMjOS2224jNvZUK3GIiEhuaYSZSPB7BbjHGNPPGFPPGPMqEAe8DWCM+dAYM/L4xcaYp4wx1xpjahpjmgDj8RfMTtxq6Q3gTuAOIMUYE3vsVexC/VAiInJyy5cvZ/Xq1Tn6mjVrRkREhKNEIpLfli1blmMH3MTERFq3bk16ejqjRo1ymExEpPBSwUwkyFlrJwMDgWHACqA90Nlau/3YJXFAxRNuKQW8C6zDv5tmZaC9tfanE64ZgH9a5QJgzwmvHvn2g4iIyFk52RSskSNHnuRKESksrrnmGqKjowPtxYsXc8899wDw1ltvsX//flfRREQKLWPtSdcFFxE5L8d2yvR6vd4cH/BERCT3EhMTqVy5MhkZGYG+iIgI0tPTHaYSkQvhl19+4fLLLyczMxOAsmXLUqJECbZv387gwYN5/vnnHScUEXEvOTmZmJgYgBhrbfL5PEsjzERERESCRHh4ON27d6dp06aBvttvv91hIhG5UJo3b86AAQMC7QMHDpCamgrA66+/TmJioqtoIiKFkgpmIiIiIkFi48aN/Oc//2HlypWBPu2SJ1J0PP7443g8/79vW2ZmJo0bN+bIkSOMHj3aYTIRkcJHBTMRERGRILFv3z4qV65MdnY2ANWqVdO0d5EiJDY2lnLlygXahw4d4tprrwX8xfODBw+6iiYiUuioYCYiIiJSwGVlZdGrVy9uu+22HOuXvfTSSw5TiciFZoyhV69eOUaZzZo1i4YNG5KSksKYMWMcphMRKVy06L+I5Ast+i8ikndefPFFBg8eDPhHmOzbtw+Px5OjeCYiRUNKSgpHjx6lWrVqgTXMrrrqKr777jtiYmLYvn378QWvRUSKHC36LyIiIlJErFu3jieffBKAQYMGMXnyZNLS0li+fLnjZCLiQsmSJSlXrhx///vfA30LFy6kbt26eL1exo4d6zCdiEjhoYKZiIiISAGVnZ1N3759AyPJtm3bRvv27YmIiODSSy91nE5EXOrWrVvg2FrLI488AsArr7xCSkqKq1giIoWG58yXiIiIiFx46enpZGZmuo5xQYWFhREZGRlov/rqq/z4449ERETg8/mYM2cODz74IK+88goREREOk4qIawsXLgwcV65cmb59+zJmzBhat25Neno6JUuWdJhORCT4aQ0zEckXWsNMRM5Heno6ixYtCqzPU1RERUXRvn17IiMjWb9+PY0bNyYjI4NixYpRuXJlNm3aBMC3337LVVdd5TitiLi0efNmateuzfG/5zZt2kRcXBxhYWGOk4mIuJOXa5hphJmIiIgUOJmZmaSmpuLxeIrMH3/Hf+bMzEwiIyP57LPPAlMxe/Towfr169m0aRMhISFceeWVjtOKiGu1atVi3bp1NGjQgKysLP72t78RGxvLBx984DqaiEihoIKZiIiIFFhhYWFFauphVlZW4HjFihUAVKpUiR49etC5c2cA3njjDYwxTvKJSMFSp04dHnnkEV544QXmzZsH+DcHyc7OZsyYMYwdO5aoqCjHKUVEgpMW/RcREREpYD755BNmzJgB+Kdp/u1vf8NaS//+/XnggQccpxORgmTIkCE5vlhYsGABXbt25f333+fdd991mExEJLhphJmIiIhIAZGdnc3DDz/M5MmTAShfvnxg3bKqVavyyiuvuIwnIgXQ4cOHOXFd6tdff50hQ4Ywf/58rrnmGofJRESCm0aYiYiIiBQQc+fOZdy4caSkpNCyZUtatWoVOFe1alVtoiIif1K5cmVatWqFx+MfC7F+/XoqV67Mp59+yqWXXuo4nYhI8FLBTERERKQAiI+P56OPPgIgIiKCSZMmsXbtWgBCQkKYOXOmy3giUoDNmDGDxx9/PFBU79evH9nZ2Y5TiYgENxXMRERERBzz+XyMGDEi8Afuddddx7hx49i6dSvgX+i/fPnyLiOKSAFWtmxZhgwZwsKFCwHYu3cvr732Gps3b+aee+5h3LhxjhOKiAQfrWEmIiIi4tiUKVPYvHlzoP3TTz8xe/ZsAFq2bKmF/kXkjKKionL8Hlm8eDEej4fx48fzzTff0Lt3b8LDwx0mFBEJLhphJiIiIuLQ7t27ee+99wAoVqwYdevWZc+ePVhrCQsL46uvvnKcUESCxQcffBA43rdvH/fccw+xsbHs2LGDDz/80GEyEZHgo4KZiIiIiEMffvhhYCrmo48+yqFDhwLn3nzzTUqXLu0qmogEme7duxMS4v8T74cffuDw4cMMGjQIgOeee47MzEyX8UREgooKZiIiIiIODRw4kJYtWzJs2DA2b97M3r17Abjsssu45557HKcTkWDSs2dPJk6cGGi3bNmSG264gQoVKrB161YmTZrkLpyISJAx1lrXGUSkEDLGRANer9cb2LFJRORspaSk8O2331KsWDEiIiJcx8kXxz+DzZs3j+eff56qVauyc+dOADweD0lJSZQsWdJlRBEJQj6fj1KlSpGSkgJAp06d+Mtf/sKgQYOoWbMmK1as0O8WESm0kpOTiYmJAYix1iafz7M0wkxERETkAvP5fIwaNYrHH38cn89H8eLFA8Uy8K9DpD9oRSQ3QkJCGDZsWKC9aNEi+vfvT8WKFdmyZQs9e/YMTAMXEZFTU8FMRERE5AKbPn06X3zxBT/99BNpaWmUKFEicK5ly5bccccdDtOJSLCrWLFi4DgjI4PPP/+cGTNmEBkZyeeff87DDz/sMJ2ISHBQwUxERETkAtq7dy/jx48HoFGjRtx8883cfffdAISGhjJnzhyX8USkEOjSpUuO6ezPPPMMLVu25KOPPgLgtdde4/XXX3cVT0QkKKhgJiIiInKBWGt56aWXSE9Pp2TJkvTv35+QkBCuv/56PvnkE0aMGEGxYsVcxxSRIBcdHc2yZcswxgCwceNG3nnnHbp3787IkSMBeOihh/jiiy9cxhQRKdBUMBMRERG5QN59912WLVtGaGgoKSkpDB06lNTUVABKly5NnTp1HCcUkcKifv36XH/99YH2kCFDABg8eDB9+/bF5/PRo0cPfv/9d1cRRUQKNBXMRERERC6ALVu2MHnyZACuvPJKKlWqxJEjR7jppptITEx0nE5ECqOnn346cHzo0CFWrVqFMYa3336bjh07cvvtt1OjRg2HCUVECi4VzEREREQugEGDBmGtJTw8nAcffJCkpCQAsrKy2LNnj+N0IlIY1a9fn9DQ0ED7yy+/BCA8PJwvvviCd999l7CwMFfxREQKNBXMRERERPLZ/PnzOXDgAACPP/44M2fOJD09ndDQUNq1a0fDhg0dJxSRwigqKooOHToE2iNHjuS3334DoFixYoE1zrKyshg3bhw+n89JThGRgkgFMxEREZF8tHfvXkaPHg1AWFgYCxYsCOxUN3ToUIYPH+4ynogUctOmTaNGjRqEhITg9Xpp3Lgxn3/+eeC8tZZbb72Ve++9N7DOmYiIqGAmIiIikm+ysrL497//zZEjR4iNjSUzM5NFixbh8/no2LEjV111leuIIlLIlSpViqlTp7J8+XKMMWRlZXHjjTeydu1aAIwxdO/enaioKFq1auU4rYhIwaGCmYiIiEg+eeaZZ9iwYQMej4eXXnqJqKiowLm//vWvDpOJSFHStGlTqlevjsfjAcDn83HTTTeRnZ0NQK9evdi0aRPdunVzGVNEpEBRwUxEREQkHyxdupRFixYB0LZtWypUqEBWVhYAkZGRNGnSxGU8ESlifvzxRzIzMwH/qLLNmzczePDgwPmKFSsGjnfs2MGGDRsueEYRkYJEBTMRERGRPJaWlsbTTz8N+ItjAwcO5F//+hcZGRkAvPLKKzl2rhMRyW+dOnWid+/ehISEYK0F4OWXX+axxx7j8OHDgetWrVpFy5Yt6dy5MwkJCa7iiog4p4KZiIiISB4bOnQo6enpAKSnp3P77bfz888/A9C5c2fq1avnMp6IFEHGGCZOnMiHH37I0KFDA9PCR40aRcuWLTly5AjgH2lWvHhxtmzZws033xz4XSYiUtSoYCYiIiKSh7766itWrFgBQJs2bYiKigr8wVmqVCkeeeQRl/FEpAgzxtCrVy9GjBhBixYtAv3r1q2ja9eupKenU758eT7//HNiYmL44Ycf6NevX2BEmohIUaKCmYiIiEgesdYyefJkAEqXLs1jjz1Gampq4PyoUaMICdHHLxFxLzw8PEf7m2++oUePHmRmZlK3bl2mTZuGx+Phk08+CUwxFxEpSvSJTURERCSPWGv561//SlRUFM8//zxPPfVU4NwNN9xArVq1HKYTEfl/jzzyyJ+mh8+ePZtevXqRnZ3N1VdfzVtvvQXA008/zaRJk1zEFBFxRgUzERERkTxgrSUkJISuXbvSvHlz5s2bx+rVqwGIiYnRVEwRKVDCwsJYvXo1HTt2/D/27jw+i+rQ//jnZCEJS0BBFpFFkbpSdwtobb3qVfS6tHLV/qSCWLVqa5HiVrderfsGtoqt+15c635LW9uLsmlBLFotVCiIUZAtBMhCkvP740meDiGBACEbn/fr9bzIM3PmzBk8MpPvnDmz3vLnnnuOc889l8rKSn7wgx9w2WWXATBy5EjefvvtJmipJDUNAzNJkqSttGDBAn74wx/y6aef8qc//YlJkybxwgsvpNePGzeOEEITtlCSNpSZmcmbb77JPvvss97yJ554go8++giAm2++me9+97uUlZXxne98h3/+859N0VRJanQGZpIkSVvphhtuYM6cOYwdO5ZvfvObZGdnp9cNHTqUPn36NGHrJKluubm5TJkyhbZt26aXxRjTLyvJyMjgiSee4OCDD2bZsmWccMIJrFixoqmaK0mNxsBMkiRpKyxfvpzFixcDsO+++9KmTRuysrKA1KOYF110UVM2T5I2KT8/n1mzZqX/7aqoqODYY49lxowZrFy5krZt2/LKK6/Qq1cv5syZkx5xJkmtmYGZJEnSFooxctddd7F69Wp23XVXzjnnHDIyMnjppZcYNGgQ9957b1M3UZLqpX///nz44Yfpt2euWLGCwYMHs8cee3DXXXfRo0cPXn/9dTp06MBf/vIXbrvttiZusSRtWwZmkiRJW+Cdd97h8ssvZ/LkyWRmZrJy5UquvvpqCgsLycnJ4aabbqJnz55N3UxJqrc99tiDt956Kz3nYllZGUuWLOGnP/0pv/nNbxgwYAATJkxg6NChXHLJJU3cWknatgzMJEmSNsPy5cu57rrruOaaa3jvvfcAOPLII1mxYgXTp0/n1VdfbeIWStKWO+yww3jmmWfS33NycgD44Q9/yJNPPsmQIUN47rnnaNeuXVM1UZIahYGZJElSPcQYef311xk+fDiTJk1KL99///0ZNmxY+vsjjzxCjLEpmihJDeL000/nqquuAqC0tJSDDjqIGCPDhw9f7w3AMUZ+8YtfMH369KZqqiRtMwZmkiRJm7Bo0SJGjx7NHXfcwerVq+nfvz8DBgzgoosu4tZbb+XOO+9Mlz3zzDPTjzNJUkv1i1/8gscee4zu3btzwQUXkJOTQ2VlJd/73vd48803Abjnnnu45pprOPnkk1m5cmUTt1iSGlZWUzdAkiSpuSovL2fChAk8+uijlJeXk5OTw8iRIzn11FPJyMjg7bff5sknn2T27Nnk5eUxduxYvva1rzV1syWpQZx11lmccsopDBkyhNLSUgDWrVvHzTffzHHHHcfIkSN58sknOe+88+jUqVMTt1aSGpaBmSRJUi0++eQTbrvtNubPn59edtRRR3HaaacBMHXqVK677rr0uosuusiwTFKrk5+fT9++fZkyZQoAeXl5PP/884QQ6NChA1OnTiUry18rJbU+PpIpSZKUUFxczL333suFF164Xlg2cOBARowYkf6+//77p39u164dxx9/fGM2U5IazcMPP8x//Md/AKl/I0eOHJmeq7GwsDBdbunSpYwbN855HCW1CgZmkiRJCb/85S95/vnn07/wdejQgauuuoqhQ4cyYcIEAFavXs1NN92U3qZt27bOWyap1crJyeH3v/89gwYNAuD1119n4MCB3HLLLey55578/e9/p7i4mMGDBzNq1CjGjRvXxC2WpK3n2FlJkqSEZPB15JFH8uMf/5iKigrOOOMMKioqmDVrFvPnz6eyshKAzMxMfv3rXzdVcyWpUWRlZfHWW29xww03cNNNN/Huu+8ya9YsysrKOProo5k0aRLnn38+Y8aMYfTo0fTr148TTzyxqZstSVvMEWaSJGm7FWPkD3/4A/fee2962ciRI+nTpw/XX3891157Le3bt+ett95KB2SffvoplZWVZGRkcMwxx/DGG2+www47NNUhSFKjyc3NXe/R9LKyMrp3784XX3zBUUcdxdChQzn//POJMXLGGWdwzTXX8OWXXzZdgyVpKxiYSZKk7daCBQu46aabeP7555k1axYAO+64I8OHD+fBBx/klVde4dRTT2X8+PHrzclz6KGH8tJLL/Gzn/2MNm3aNFXzJanR9e/fn4ceeij9PSMjg379+rFw4UKOOeYYrrrqKoYMGcLatWv5xS9+QZ8+fTjnnHP48MMPm7DVkrT5DMwkSdJ2afXq1Tz//PPp72vWrEn//Pjjj7Nw4ULuvvtuioqK0sv33HNPfvvb33LrrbeSn5/fqO2VpOZi5MiRXHTRRQAUFBSwatUqunfvzty5cxkyZAiPPvoozz33HIMGDaKsrIyHH36YAQMGcNxxxzFx4kRfCiCpRTAwkyRJ241PP/2Un/zkJ7z88sucffbZvP766wAcf/zxfP3rXwdSc5itW7duve123XVXHn74YcaPH0+3bt0avd2S1Nz88pe/5NhjjwXgq6++YvHixeTm5vLRRx/x2muvMXToUKZMmcKUKVMYOnQoGRkZ/P73v+fYY4/l61//Oo888gjl5eVNfBSSVLdgui9pWwgh5AOFhYWFjsKQtNmKior405/+RF5eHjk5OVtdX1lZGY8//jjPPPNMei4ygJ49e3LkkUfyu9/9jsGDB3PllVcCqRETZ555Jp06deLnP/85++2331a3YVNKS0spLi7mqKOOokOHDtt8f5K0tUpKSujfvz+LFi1KL7vsssu49dZbAaioqABSL0eZN28e99xzDw8++CBr1qyhX79+/OMf/yAzM7NJ2i6pdVq1ahUdO3YE6BhjXLU1dTnCTJIktWqzZs3inHPO4amnnkqHZRkZGZx++umMHz+emTNnsnr1aiZOnEhhYSEAO++8MxMmTOCll15qlLBMklqi3NxcZs6cSbt27dLL5s2bl/75zTffZOedd+aCCy5g/vz53HHHHSxatIjbbruN//mf/0mHZaWlpYwZM4Y5c+Y0+jFIUl0MzCRJUqu0evVq7rjjDi655BIWLVpE586dOfPMM+nVqxdXX301u+++O+eeey5///vf09s8+OCD6Z+7du3aFM2WpBZlp5124t13302HX88//zynn346hYWFvPTSSyxZsoT777+fo48+mh49enDZZZex3377cdppp6XrePrpp7nzzjs5+uij06PSJKmp+UimpG3CRzIlbY2teSQzxsikSZMYN24cK1asAOCkk07i3HPPZfbs2VxzzTVUVlamJ53u0qULHTt25LDDDmP48OFkZDTN/UQfyZTUkr355pscf/zx6e/du3dn+fLljB07lpkzZ/LSSy+xbNmy9PoddtiBTz75hK5duzJ9+nRuvPFGjjjiCMaMGQNAeXk5L730EqeccgrZ2dmNfjySWqaGfCQzq2GaJEmS1HRKS0v59NNPmTNnDtOmTWP69OnpdXl5eZx11lnEGHn88cfXm1NnxIgRDB06lNzc3KZquiS1CkOGDOG2227jsssuA+DLL78khMCsWbMYM2YMt99+O1dffTWvvfYaK1asYOedd06P5P3GN77BcccdR69evSgtLSUnJ4cXXniBM844g1122YWLL76Yc889l06dOjXlIUrazhiYSZKkFqW4uJh//vOf7LzzznTu3BmAP/zhD9x5550blM3KymLvvffmscce44033ljvUZ8TTjiBYcOGNVq7Jam1u/TSS5k1axZPP/00kBrxO2fOHA477DCWLVtG7969WbhwIUOGDOHaa6+loqKC4uJinnzyScaMGUNxcTH5+fmceOKJdOnSha5du7Jo0SIuu+wyrr/+es455xx+8pOfsOuuuzbxkUraHvhIpqRtwkcyJW2N6kcyKysrKSgoYN99902vGzNmDDNmzODss8/mrLPOAlKPAt12223r1dG3b1/+9a9/bVD3wIEDufTSS9lxxx236TFsLh/JlNQaVFZWMmXKFPbZZx+mTZtGZWUlJ5100npvKAbo06cPn3/+OQcccADvvfceeXl5dOjQgSVLlqTLtG/fnr333pslS5ak/z3PyMjg1FNPZfTo0QwcOLAxD01SC9CQj2QamEmtQAjhQuBSoAfwETAqxvh2HWVHAI/UsiovxliyJXXWsR8DM0mbZeXKlcycOZOZM2cybdo0pkyZwhdffAHAd77zHRYvXsy//vUvCgoKADjwwAPTo8qWLl3Kf//3f5OTk0Pfvn3ToxqS9t13X6644gp69uzZuAdWTwZmklqro446imnTptGvXz8++eQT1q1bt976EEJ6XskQAjk5OZSWlqaX3XzzzRxwwAHcddddTJw4Mb3d4MGDGT16NKecckr6pQOStm8GZpLSQginA08AFwKTgfOBHwB7KAOnNwAAIABJREFUxxgX1lJ+BDAO2CO5PMb45ZbWWUe7DMwk1WnZsmXMnDmTGTNmMH36dN599910EFZfXbp04bnnngOgoqKCo48+utZyO+ywAzfeeCN77bXXVrd7WzIwk9TaxRipqKjgo48+4pZbbuHll1+muLh4k9u1b9+erl27cvjhh7NgwQLefvttYozpQK1v374ccMABPP300+k5KWfMmEFRURF77bUX3bp126bHJan5MDCTlBZCmA7MjDFekFj2MfC7GOOVtZQfAYyNMdY5a+rm1llHHQZm0naksrKS0tJSsrKy0m8zW7lyJfPnzyc3NzcdVn3xxRfss88+6bdX1mbnnXcmMzOT4uJili5dCqTmIsvMzKS0tHS9sn/+85/TPx955JHrrWvfvj0/+9nPGDRoUIMc47ZmYCZpe/TVV1/x/vvvM3PmTCZPnszEiRMpKyvb7HpCCFx66aXccMMNtGnThlNPPZUXX3yR8847j9NOO4127drx6aefcv3119O1a1e6d+9Ojx496NatGzvttBNdu3Zd79OhQwdCCNvgiCVtSwZmkgAIIbQB1gL/HWN8KbF8HLB/jPFbtWwzAngQ+BzIBGYB18QY39/SOutoW4sJzHr27Mny5cvJy8ujTZs2QGq0yurVq8nIyODggw9Ol/3www9Zu3Yt3bt3T49mWbZsGW+++SYZGRkUFBRU/wNNv379KCgoIDc3l5ycHCAVKhQVFRFC4MADD0w/PvDxxx9TVFTEjjvumH4le0lJCS+88AIxRiZNmsQhhxwCwH777cecOXPIyclZ781+hYWFQOqxs7Zt2wIwd+5cVqxYQYcOHTj55JPTZZ9++mkqKyt54IEH0pOef+tb3+Ldd9+lTZs25OXlpcsWFRVRWVnJHnvskT62+fPn89VXX5Gbm8vQoUPTZSdMmMC6deu48sorufbaa4HUo3T/+7//S1ZWFu3atdug3r59+6bfkrVo0SIKCgrIzs7m9NNPT5d94YUXKC4uZtiwYTzwwAMAXHjhhTzyyCNkZmbSvn37dNnVq1dTUVFBz54904/eLV68mAULFpCZmcnQoUPTgc7LL79MUVERRx99NK+++ioAN910EzfccAMZGRnrhRZr1qyhvLycrl270rdvXwBWrFjB3LlzycjI4MQTT0yXf+ONN1i+fDkHHXQQ77zzDgDPPvssw4cP36DetWvXsm7dOnbccUd233339LIPP/wQgGOPPZYuXboA8Mc//pHFixez++67M3v2bABmz57NoYceCkB+fn764r64uJiysjLat2/PnnvuCaT638yZMwEYNGgQffr0oaKigr/85S988cUXdO7cmS+//DJdNisr9W6g6n5aPTKgWnZ2NpWVlVRWVqbv8rdt25Ydd9yRiooKvvrqK8rLywkhpOeuWbduXfr/s60VQuCtt95Kfz/jjDOorKykU6dOnHTSSZxwwgkt6pcdAzNJSlmxYgV//OMfee2115g8eTILFiygvLycjIyM9Plk0KBBTJ06dYNtqx/nTJbdGpmZmey111706NGDZcuWEWNk8eLFdOzYkXbt2rFw4UIqKirSIV9ubi6ZmZlUVFSQm5tLp06dyMzMpEePHsycOZPKykry8vIoLS1l3333pXPnzhQUFFBaWspXX31FXl4enTp14l//+hfl5eWUlpYSQliv3pycnPS1wS677ML7779PWVkZubm5lJSUsOeee9KrVy8WLlxISUkJy5cvJyMjg65duzJ//nzKy8vTI/vy8vLIysqivLycrKwsevToQXl5Ob179+Zvf/sbxcXF5OXlUVxczK677spee+3Fp59+SklJCYWFhZSXl9OzZ0/mzZvHunXrKCkpIca4Xr0ZGRnssssulJaW0qdPH/7+97+zevXqdL09e/bkgAMOYO7cuZSVlbFy5UpKS0vp1asXCxYsoKSkJF1vTk4Obdq0Sdfbs2dPSkpK6N27N/PmzWPFihXk5eVRUlJCt27dOPjgg5k7dy7r1q1j5cqVrFmzhr59+/LZZ5+xdu1aSktLqayspE2bNuTk5KSvW3r27ElxcTG9evWioKCAJUuWkJubS1lZGTvuuCMDBw5k7ty5VFRUUFhYyIoVK+jXrx9ffPEFq1atqrPeHj16pI955cqVLFq0KL0+Pz+fwYMH889//pPKykoKCwtZunQp/fv3Z8mSJaxYsYJ169ZRXl5OdnY2ubm56Xq7detGSUkJPXr0oLS0lHnz5pGdnU2MkbZt2zJ48GAWLFhARUUFK1euZOnSpey2227pn6vrzcrKIjc3N32916VLFyorK+ncuTMDBw7k9ttv3+r/p7Y1AzNJAIQQdiYVfB0WY5ySWP4zYHiMcY9athkI7A7MBvKBnwDHA/vFGOduSZ1V63OAnMSiDsCilhCYNeQv1AsWLKB3794NXu/dd9/NqFGjGrzeIUOG8MYbbwCpC8KGuLAE2G233fj000+B1IXrltwprk1+fn46GNxxxx03Okppc2RnZ6fbuNdee/HJJ580SL3JoGjo0KG88MILDVIvkA6oHn30Uc4+++wGrxcatq/Vt97qi77qO/vFxcV06tSJwYMHM2jQIDp16kSbNm0oLCykY8eO64W7LZ2BmSTVbeXKlSxZsoQuXbowbdo0Pv74Y8aMGdPUzZK2G+3atWP16tVN3YxNasjALKthmiSpidVMvkMty1IFY5wGTEsXDGEyMBP4MXDxltRZ5Urgunq2t0VJjoapDlVCCOk7eyUlJRQVFQGkRy4Bm7yzmZ2dnQ4OkoHSTjvtBEB5eXk6EOrRo8d629WcLDcpKyuLjIyMOuuF1OMPQHqkFKRGBm3sJJiRkZEecbRu3bp0AFJbvdWhIaSCrepRS1tbb/fu3dPLunfvvtHALISQ/u9RXl6e/m/RuXPn9N9Pdb2dOv37CeXevXtvMjCr7hPJejt27JheXl1v9Ui/6no3JTnCsfrOXvv27dOh0NKlS4kxrtfPkn8nm6o3xpjuO7m5uXTo0IGMjAyWLVuWvqtYm4yMDEII6QCwevRZr169yMjIIDMzk3/+859A6q1nu+22G5mZmcyZM4dFixZtEJp/97vfpWvXrhx00EHsvffe7L777nTp0iX93wX+/ZbMvLy89AjNpNYUlEmSNq1Tp07p8/Xxxx/P8ccfz4gRI5g4cSLz589PjyyaO3cuX331Vfrck5WVRUlJCR988EH6/BpjJDMzk5KSEsrLy+nYsSN9+vShY8eOfP3rX2fcuHFUVlaSmZlJWVkZHTt2JCMjg1WrVlFZWcm6devIyMggIyNjo9dkIYT0ObRt27asWrX+7+65ubm0b98+vXzdunWEEMjMzKxXvZA6H9a8fsvJyaFTp06sWLGCGGN6FNKm6q3++6oeIbZmzZr1bnhlZWWx0047pUfalZeXp5fXp97q0XVr165dr97MzEy6deuWvs6prrf6mndjg3yq660eXZe89k7WC/++zmzTps0m683MzEyPaCsrK1tvhH1GRgY9evRIX+9VXw9uTr3Vo+Sqj7W63m7durFs2bIN6k1ec9ZVb2VlZfoaMfk7QAiBrl27pq+bq/8/yM7OpqKiYqP1VvezzMxMdt111zrLtVaOMJNasAZ8fPIBYJcY45AtrbMljzCT1PxsKjBrjRxhJkmStHUcYSYJgBhjWQhhBnAM8FJi1THAy/WpI6SGOO1P6hHNLa4zxlgKpGfjbknzBklqvjZ1x7o12Z6OVZIkqbkzMJNavruAJ0IIfwWmAucBvYH7AUIIjwOfV7/dMoRwHalHMueSmsPsYlKB2UX1rVOStrXs7Gzatm3L2rVr13tcobVr27bteo/cSpIkqWkYmEktXIxxQgihM3At0AP4EDg+xrigqkhvIPlgeifgN0B3oBB4HzgixvjuZtQpSdtUbm4uRxxxxHY36qr6rVeSJElqWs5hJmmbCCHkA4XOYSZJkiRJagwNOYdZxqaLSJIkSZIkSdsPAzNJkiRJkiQpwcBMkiRJkiRJSjAwkyRJkiRJkhIMzCRJkiRJkqQEAzNJkiRJkiQpwcBMkiRJkiRJSjAwkyRJkiRJkhIMzCRJkiRJkqQEAzNJkiRJkiQpwcBMkiRJkiRJSjAwkyRJkiRJkhIMzCRJkiRJkqQEAzNJkiRJkiQpwcBMkiRJkiRJSshq6gZIat1WrVrV1E2QJEmSJG0HGvL3zxBjbLDKJKlaCKEnsKip2yFJkiRJ2u7sEmP8fGsqMDCTtE2EEAKwM1DUiLvtQCqk26WR9yttDfutWir7rloi+61aKvuuWqKm6rcdgIK4lYGXj2RK2iaq/nHaqkR/c6UyOgCKYow+C6oWwX6rlsq+q5bIfquWyr6rlqgJ+22D7MtJ/yVJkiRJkqQEAzNJkiRJkiQpwcBMUmtSCvxP1Z9SS2G/VUtl31VLZL9VS2XfVUvUovutk/5LkiRJkiRJCY4wkyRJkiRJkhIMzCRJkiRJkqQEAzNJkiRJkiQpwcBMkiRJkiRJSjAwk9QqhBAuDCHMDyGUhBBmhBC+2dRtkqqFEK4MIbwXQigKISwJIfwuhLBHjTI5IYRfhhCWhhDWhBBeCSHs0lRtlmpT1ZdjCGFsYpl9V81OCKFnCOHJEMKyEMLaEMKsEMJBifUhhPDzEEJBCKE4hPCXEMI+TdlmKYSQFUL4RdU1bXEIYV4I4doQQkaijH1XTS6EcEQI4dWqfhhDCKfUWL/JfhpC2CGE8EQIobDq80QIoVPjHsnGGZhJavFCCKcDY4EbgQOAt4E3Qwi9m7Rh0r99C7gXGAgcA2QBE0MI7RJlxgLfAc4ADgfaA6+FEDIbua1SrUIIhwDnAX+rscq+q2YlhLADMBlYBwwB9gZ+CqxMFLsMGA38CDgE+BL4QwihQ+O2VlrP5cAPSfXLvUj100uBHyfK2HfVHLQDPiDVD2tTn376NLA/cFzVZ3/giW3V4C0RYoxN3QZJ2iohhOnAzBjjBYllHwO/izFe2XQtk2oXQtgJWAJ8K8Y4KYTQEfgK+H6McUJVmZ2Bz4DjY4y/b7rWShBCaA/MBC4ErgZmxRhH2XfVHIUQbgEOizHWOto8hBCAAmBsjPHWqmU5wGLg8hjjrxutsVJCCOE1YHGM8ZzEsheAtTHG79t31RyFECLwnRjj76q+b7KfhhD2Av4ODIwxTq8qMxCYCuwZY/xHExzKBhxhJqlFCyG0AQ4CJtZYNREY3PgtkuqlY9Wfy6v+PAjIJtGPY4wFwIfYj9U83Au8HmP8Y43l9l01RycBfw0hPFf1GPz7IYRzE+t3Bbqzfr8tBf4P+62a1jvAUSGErwGEEPYjNXL3jar19l21BPXpp4OAwuqwrKrMNKCQZtSXs5q6AZK0lboAmaTuWCQtJvUPtdSsVN11uwt4J8b4YdXi7kBZjHFFjeL2YzW5EMIZpIKxg2tZbd9Vc7QbcAGpf2tvAg4F7gkhlMYYH+fffbO2a4c+jdZKaUO3krqp9kkIoYLUNe5VMcZnqtbbd9US1Kefdif1tEVNS2hG1w8GZpJai5rPl4dalknNwa+Ar5O6Y7wp9mM1qRBCL2Ac8J8xxpLN2RT7rppOBvDXGOPPqr6/XzXZ9AXA44lyXjuouTkdGAb8P+AjUnM6jQ0hFMQYH0uUs++qJdhUP62tzzarvuwjmZJauqVABRveiejKhnc1pCYVQvglqUeFjowxLkqs+hJoUzVRdZL9WE3tIFL9cEYIoTyEUE7qJRYXV/28GPuump8vSM2Nk/QxUP0yoC+r/vTaQc3N7cAtMcbfxhhnxxifAO4Gqufkte+qJahPP/0S6FbLtjvRjPqygZmkFi3GWAbMIPXmwaRjgCmN3yJpQ1Wv1v4V8F3gP2KM82sUmUHqbW7HJLbpAeyL/VhN60/AAFKjHKo/fwWeSvxs31VzMxnYo8ayrwELqn6eT+qXtWS/bUMqDLbfqim1BSprLKvg37+323fVEtSnn04FOoYQDk2U+QapR5KbTV/2kUxJrcFdwBMhhL+S+sf3PFJ3ke9v0lZJ/3YvqccrTgaKQgjVd9wKY4zFMcbCEMJDwJ0hhGWkXgZwBzAbqDnJutRoYoxFpCbwTwshrAGWVc/BZ99VM3Q3MCWE8DPgWVJzmJ1X9SHGGEMIY4GfhRDmAnOBnwFrgaebpskSAK8CV4UQFpJ6JPMAYDTwMNh31XxUvT1798SiXUMI+wPLY4wLN9VPY4wfhxD+F3gghHB+VR2/AV5rLm/IBAMzSa1AjHFCCKEzcC3Qg9Qvd8fHGBdsfEup0VxQ9edfaiw/G3i06udLgHJSv9zlkRrZMyLGWNEI7ZO2hn1XzUqM8b0QwneAm0ldG8wHRsUYn0oUu41Uf70P2AGYTmquvqLGbq+U8GPgBlL9sitQAPwauD5Rxr6r5uBg4M+J73dV/fkYMIL69dMzgXv499s0XwF+tO2avPlCjM1mPjVJkiRJkiSpyTmHmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmSRJkiRJkpRgYCZJkiRJkiQlGJhJkiRJkiRJCQZmkiRJkiRJUoKBmdTMhRAuDCHMDyGUhBBmhBC+uZGyI0IIsZZPbqLMESGEV0MIBVXrTqmjrr1CCK+EEApDCEUhhGkhhN7b4hglSWrNNudcXlW+Uwjh3hDCF1XbfBxCOH5z6gwh5IQQfhlCWBpCWFN1Tt+lRpneVdcEa6rK3RNCaNNwRy5JUstlYCY1YyGE04GxwI3AAcDbwJubCK5WAT2SnxhjSWJ9O+AD4Ecb2W8/4B3gE+DbwH7ADUBJXdtIkqQNbe65vCqw+gPQFxgK7AGcC3y+mXWOBb4DnAEcDrQHXgshZFbVkQm8Tuq64PCqcqcCdzbAYUuS1OKFGGNTt0FSHUII04GZMcYLEss+Bn4XY7yylvIjgLExxk71rD8C34kx/q7G8t8C62KM39+a9kuStL3bgnP5D4FLgT1jjOu2pM4QQkfgK+D7McYJVet3Bj4Djo8x/j6EMAR4DegVYyyoKnMG8CjQNca4qgEOX5KkFiurqRsgqXZVd5gPAm6psWoiMHgjm7YPISwAMoFZwDUxxvc3Y78ZwAnAbSGE35O6cz0fuLlmsFZjuxwgp8biHYHl9d23JEmNoANQEBvhrvEWnstPAqYC94YQTiYVfD0N3BpjrKhnnQcB2VXLAIgxFoQQPqwq83tgEPBhdVhW5fekzuUHAX+u5Xg810uSWoIGOdcbmEnNVxdSodfiGssXA93r2OYTYAQwG8gHfgJMDiHsF2OcW8/9diX12MYVwNXA5cBxwIshhCNjjP9Xx3ZXAtfVcx+SJDWlXUg84rgNbcm5fDfgP4CngOOB/sC9pK7br69nnd2Bshjjik2UWa+OGOOKEELZRtrmuV6S1FJs9bnewExq/mqm4qGWZamCMU4DpqULhjAZmAn8GLi4nvurntvw5Rjj3VU/zwohDAZ+CNQVmN0M3JX43gFY9Nlnn5Gfn1/PXUuStO2sWrWKXr16ARQ18q7rfS4ndR5eApwXY6wAZlQ9TnkpqcBsS+qsq0xt5TdWj+d6SVKz1pDnegMzqflaClSw4V3ermx4V7lWMcbKEMJ7pO5Ob85+y4G/11j+MalJgevaVylQWv09hABAfn6+F9GSpO3VlpzLvyA1j2hFYtnHQPeqxzHrU+eXQJsQwg41Rpl1BaYkynwjWUEIYQdSj3LW2jbP9ZKk7YlvyZSaqRhjGTADOKbGqmP498XuRoXUlez+pC6+N2e/75F6K1fS14AF9a1HkqTt3RaeyycDu1fNKVrta8AXMcayetY5A1iXLBNC6AHsmygzFdi3anm1/yQViM3Y9NFJktS6OcJMat7uAp4IIfyV1IXteUBv4H6AEMLjwOfVb9kKIVxH6pHMuaTmMLuYVGB2UXWFIYT2wO6JfewaQtgfWB5jXFi17HZgQghhEqlJf48DTgS+vW0OU5KkVmuzzuXAeFJTKYwLIfyS1CjxnwH31LfOGGNhCOEh4M4QwjJSk/LfQWqO0z9W1TGR1GjyJ0IIl5KavP8O4AHfkClJkoGZ1KzFGCeEEDoD1wI9gA9JvQ6+eqRXb6AysUkn4DekHtMoBN4HjogxvpsoczDrv/mqei6Sx0i9MIAY40tVr7W/ktQF+j+AU2OM7zTc0UmS1Ppt7rk8xvhZCOE/gbuBv5GasHgccOtm1AlwCakpFp4F8oA/ASOqH/WseuPmCcB9pEa1FZN6G+eYhv0bkCSpZQqN8EZtSduhEEI+UFhYWOi8JpKkZmHVqlV07NgRoKOjqLae53pJUnPTkOd65zCTJEmSJEmSEgzMJEmSJEmSpAQDM0mSJEmSJCnBwEySJEmSJElKMDCTJEmSJEmSEgzMJEmSJEmSpAQDM0mSJEmSJCnBwEySJEmSJElKMDCTJEmSJEmSEgzMJEmSJEmSpAQDM0mSJEmSJCnBwEySJEmSJElKMDCTJEmSJEmSEgzMJEmSJEmSpAQDM0mSJEmSJCnBwEySJEmSJElKMDCTJEmSJEmSEgzMJEmSJEmSpAQDM0mSJEmSJCnBwEySJEmSJElKMDCTJEmSJEmSEgzMJEmSJEmSpAQDM0mSJEmSJCnBwEySJEmSJElKMDCTJEmSJEmSEgzMJEmSJEmSpAQDM0mSJEmSJCnBwEySJEmSJElKMDCTJEmSJEmSEgzMJEmSJEmSpAQDM0mSJEmSJCnBwEySJEmSJElKMDCTJEmSJEmSEgzMJEmSJEmSpAQDM0mSJEmSJCnBwEySJEmSJElKMDCTJEmSJEmSEgzMpBYghHBhCGF+CKEkhDAjhPDNjZQdEUKItXxyE2WOCCG8GkIoqFp3yib2/+uqcqMa8rgkSZIkSWqODMykZi6EcDowFrgROAB4G3gzhNB7I5utAnokPzHGksT6dsAHwI/qsf9TgG8ABVt0AJIkSZIktTBZTd0ASZs0Gngoxvhg1fdRIYRjgQuAK+vYJsYYv6yrwhjjm8CbACGEOnccQugJ/Ao4Fnh985suSZIkSVLL4wgzqRkLIbQBDgIm1lg1ERi8kU3bhxAWhBAWhRBeCyEcsAX7zgCeAG6PMX60udtLkqSUbTC1QocQwtiqc31xCGFKCOGQGvXUVkcMIVyaKPOvWtbfsm3+FiRJalkcYSY1b12ATGBxjeWLge51bPMJMAKYDeQDPwEmhxD2izHO3Yx9Xw6UA/fUp3AIIQfISSzqsBn7kiSpVUpMrXAhMBk4n9TUCnvHGBfWsdkqYI/kghpTKzwI7At8n9SUCcOAP1bV+XlVmR416hwCPAS8UGP5tcADie+r63NckiS1dgZmUssQa3wPtSxLFYxxGjAtXTCEycBM4MfAxfXZWQjhIFJB24Exxlr3U4srgevqWVaSpO1Fg06tEELIA04FTo4xTqpa/POqOUcvAK6uquDLGtudDPw5xjivRpVFG5vGQZKk7ZWPZErN21Kggg1Hk3Vlw1FntYoxVgLvAf03Y7/frNrHwhBCeQihHOgD3BlC+Fcd29wMdEx8dtmM/UmS1Opso6kVskiNPi+psU0xcHgd7egGnEBqhFlNl4cQloUQZoUQrqpqsyRJ2z0DM6kZizGWATOAY2qsOgaYUp86QmpW//2BLzZj108AX6/arvpTANxO6gUAtbW1NMa4qvoDFG3G/iRJ2mbWrFnDiBEjWLBgQWPvemumVjgJ+B6pYGxyCKE/QIyxCJgKXBNC2DmEkBlCGEbqjdY1H8OsNpzUefnFGsvHAWcAR5J6yc8o4L66DiaEkBNCyK/+4PQLkqRWzEcypebvLuCJEMJfSV0gnwf0Bu4HCCE8DnweY7yy6vt1pB7JnEtqDrOLSQVeF1VXGEJoD+ye2MeuIYT9geUxxoUxxmXAsmQjQgjrgC9jjP/YJkcpSdI2cumll/LYY48xderUpmpCQ0+t8H3gYeBzUiPRZwJPAwfWsf+RwFM15kEjxnh34uvfQggrgOdDCJdXXQvU5PQLkqTthiPMpGYuxjiB1B3fa4FZwBHA8THG6tvkvVn/jnIn4DfAx6Qe+egJHBFjfDdR5mDg/aoPpEK594Hrt9FhSJLUJF5//XXGjx8PwG233dbYu98mUyvEGD+NMX4LaA/0ijEeCmQD82tuX/VGzj1IvShgU6qDut3rWO/0C5Kk7YYjzKQWIMZ4H3U8IhFj/HaN75cAl2yivr+Quru9OW3ouznlJUlqakuWLGHkyJEAXHLJJfTt27dR9x9jLAshVE+t8FJi1THAy/WpIzG1wuxa6l8DrAkh7EBqyoTLaqniHGBGjPGDeuyueq60WqdxiDGWAqWJttWjSkmSWiYDM0mSJLU6MUbOPfdclixZwr4qbkfBAAAgAElEQVT77st1113Ht7/97aZoyraYWuFYUje+/kFqNNjtVT8/ktxx1Txj/w38tGajQgiDgIHAn4FC4BDgbuCVGOPChjl0SZJaLgMzSZIktToPPvggr7zyCm3atOGpp57immuuYdasWY3ejhjjhBBCZ1JTK/QAPmTDqRUqE5tUT63QnVSQ9T4bTq3QkdTjkbsAy4EXgKtijOtq7P4MUsHaM7U0rRQ4ndScZDnAAuABoNGfW5UkqTkKMdY636gkbZWqu9qFhYWF5OfnN3VzJEnbkRgjhx9+OFOmTOHOO++kb9++nHrqqckiHave6Kyt4LlektTcrFq1io4dO0IDnOud9F+SJEmtSgiBt956i/vuu4+TTz45PY/ZxRdfvIktJUmSUgzMJEmS1Ork5ORwzjnn8L3vfY/CwkIGDRrEtdde29TNkiRJLYSBmSRJklqFqVOncv3111NeXg7A5ZdfznvvvccOO+zAb3/7W7Kzs5u4hZIkqaVw0n9JkiS1eEVFRQwbNox58+YRQmDAgAGMHTsWgMcee4zevXuzapXTlkmSpPoxMJMkSVKLN2rUKObNm0efPn04+eST+da3vgXAT3/6U0488cQmbp0kSWppfCRTkiRJLdqLL77Iww8/TAiBhx56iPPOO4+VK1fyjW98g5tvvrmpmydJklogAzNJkiS1WAUFBZx77rlAas6ywYMHM2DAAHbYYQcmTJjgvGWSJGmLhBhjU7dBUisUQsgHCgsLC8nPz2/q5kiSWqHKykqGDBnCxIkTOeCAA5g2bRpt2rQB4PPPP6dnz57rlV+1ahUdO3YE6BhjdEKzreS5XpLU3DTkud4RZpIkSWqRPvroIyZNmkRubi733nsvWVn/np63ZlgmSZK0OQzMJEmS1CINGDCAmTNn8tBDDzF69GiGDBnCkiVLNihXUVHBY489Rnl5eRO0UpIktUS+JVOSJEkt1l577UVRUREffPABbdq0Yc2aNRuUueeeexg9ejTf/va3G7+BkiSpRXKEmSRJklqUu+66i8mTJ6e/H3roobz33ntMmDCBXXfddYPyO+20E/n5+ZxyyimN2UxJktSCOem/pG3CiYAlSdvC//3f/3HkkUcSQuCjjz5izz33rNd2ixcvJjc3l06dOoGT/jcIz/WSpObGSf8lSZK03Vm5ciVnnXUWMUaGDx/Oz3/+c6ZMmVJn+eSN4W7duhFCaIxmSpKkVsDATJIkSS3Cj370IxYuXEi/fv3o1KkTEyZM4KSTTmL16tUblP34448ZPHgwH3zwQRO0VJIktXQGZpIkSWr2nnnmGZ566ikyMzO56KKLuPvuuwH49a9/Tfv27TcoP2bMGKZNm8Y111zT2E2VJEmtgIGZJEmSmrWFCxdywQUXAHDxxRdz0003AXDRRRdx6qmn1rrNQw89xLBhw7jvvvsarZ2SJKn1yGrqBkiSJEkb8/DDD1NYWMihhx7K9OnTWbp0KQceeCB33HFHndt0796dJ554ohFbKUmSWhNHmEmSJKlZu+666/j1r3/NgQceyJQpU+jQoQMTJkwgNzd3vXLl5eXOWSZJkhqEgZkkSZKatRACffr04f777wfgwQcfZPfdd9+g3O23385BBx3EzTff3NhNlCRJrYyBmSRJkpqd4uJirrzySgoLCykoKOD73/8+ABdccAGnnXbaBuVjjMydO5eKigp69uzZ2M2VJEmtTIgxNnUbJLVCIYR8oLCwsJD8/Pymbo4kqYUZNWoU48aN45BDDiEvL49Jkyax//77M3Xq1A0exUx65513OOywwwghbLBu1apVdOzYEaBjjHHVtmv99sFzvSSpuWnIc70jzCRJktSs/OEPf2DcuHEA9OvXj0mTJtG+fXueffbZjYZlAIcffnitYZkkSdLmMDCTJElSs7Fs2TJGjBgBwNChQ5kwYQIADzzwAP3799+g/N/+9jdGjx7N2rVrG7OZkiSplctq6gZIkiRJkJqH7Pzzz6egoIA99tiDRx55hEMOOYSFCxdyxhlnbFC+srKSESNG8P7771NWVsavfvWrjdZvqCZJkurLwEySJEnNwuOPP84LL7xAVlYWTz31FO3bt+eyyy6rs3xGRgY33ngjV1xxBVdfffUm6//LX/7SgK2VJEmtmZP+S9omnAhYkrQ5ysvL2WeffZgzZw7Dhg3j/vvvp127dvXaNsZYr3nLnPS/YXmulyQ1N076L0mSpFYlKyuLyZMnM2zYMJ588kkOOeQQVq2q/Tq3rKyMoqKi9Hcn+ZckSQ3NwEySJEnNQpcuXTjvvPPo0aMHhx12WJ2jlm688UYGDBhQ70cs7733XpYuXdqALZUkSa2dgZkkSZKazF//+leefPJJqqcJ+eY3v8msWbMYN25creVLS0t55plnWLBgAUuWLNlk/c8//zw/+tGP2H///Vm9enWDtl2SJLVeTvovSZKkJrFmzRrOPPNM5syZw+eff87ll18OQNeuXevcJicnhxkzZjBhwgROO+20Te5jt912Y++99+aUU05h2bJlDdZ2SZLUujnpv6RtwomAJUmbcuGFFzJ+/Hg6d+5MWVkZ48eP58wzz2zw/ZSUlFBZWcm3v/1t3nvvPXDS/wbhuV6S1Nw46b8kSZJatNdff53x48cDUFlZSVFREX/605/qLD9jxgzeeOONete/bt269M+5ubnccsst1WGZJEnSJhmYSZIkqVEtWbKEkSNHAtC7d29WrFjBPvvsw69+9atay5eWlnLWWWdxwgkn8Jvf/GaT9c+bN4/dd9+dCRMmADBp0iRuvPHGhjsASZLU6hmYSZIkqdHEGPnBD37AkiVL6Nq1KwsXLqRt27Y8++yztG3bts5tjjvuOHr06MF3v/vdTe7jjjvuYOHChem3Y5555plUVlay0047NfThSJKkVsrATGoBQggXhhDmhxBKQggzQgjf3EjZESGEWMsnN1HmiBDCqyGEgqp1p9SoIzuEcGsIYXYIYU1VucdDCDtvy+OUJLV+06dP59VXXyU7O5uvvvoKgPvuu4+99967zm1yc3O58847+eSTT+jSpcsm9zFu3Diuv/56Hn30Uc4//3wWLVpEly5d0vuTJEnaFAMzqZkLIZwOjAVuBA4A3gbeDCH03shmq4AeyU+MsSSxvh3wAfCjOrZvCxwI3FD153eBrwGvbPmRSJIEAwcO5LnnnqNt27bEGBk+fDjDhw+vtWxlZeV63+s7sXx2djbXXHMNffr0oX///mRnZ7N8+fKtbrskSdp+GJhJzd9o4KEY44Mxxo9jjKOAz4ALNrJNjDF+mfzUWPlmjPHqGOOLdWxcGGM8Jsb4bIzxHzHGacCPgYM2EdRJkrRRlZWVPPDAAxQWFrLXXntx77331ln2iiuu4Hvf+x7Lli3bZL1lZWVMmDCB5BvgMzMzue666+jevfsG4ZskSdLGGJhJzVgIoQ1wEDCxxqqJwOCNbNo+hLAghLAohPBaCOGABmhORyACK+toa04IIb/6A3RogH1KklqJRx99lHnz5nHrrbcyceJE8vLyePbZZ2nXrl2t5QsKChg3bhy//e1vmTp16ibr//nPf84ZZ5zB2WefTWlpafotmc8//zyfffYZAEOGDGm4A5IkSa1aVlM3QNJGdQEygcU1li8GutexzSfACGA2kA/8BJgcQtgvxjh3SxpRNf/ZLcDTMcZVdRS7ErhuS+qXJLVuU6dO5ZxzziEnJ4eSktQMAb/61a/Yd99969xm5513ZvLkybz66qv813/91yb30bVrV3JycjjppJO44oormDJlCk8//TQrVqwAYKeddmL8+PH07du3QY5JkiS1bgZmUssQa3wPtSxLFUw9PjktXTCEycBMUo9UXry5Ow4hZAO/JTUi9cKNFL0ZuCvxvQOwaHP3J0lqXYqKihg2bFj6kcgYI9///vc5++yzN7ntwQcfzMEHH1yv/YwaNYqhQ4cye/Zsxo4dC8Ann3zCj3/8Y7Kzs9lnn33YYYcdtvxAJEnSdsVHMqXmbSlQwYajybqy4aizWsUYK4H3gP6bu/OqsOxZYFfgmI2MLiPGWBpjXFX9AYo2d3+SpNZn1KhRzJs3j86dO1NcXMyee+7JfffdRwih1vKzZ8/myy+/rHVdbZJzlmVlZaVfIHDwwQczYMAAQghccMEFHHHEEVt3IFthG7ztukMIYWzV9AvFIYQpIYRDatTzaC11TKtRJieE8MsQwtKqt2K/EkLYpeH/BiRJankMzKRmLMZYBswAjqmx6hhgSn3qCKnfSPYHvticfSfCsv7A0THGTc+4LElSwosvvvj/2bvzOB2r/4/jrzMz1hlk60vZt8gWEYpsqaSobPFFUvYSSmWUnfJVZGvzjTKIoTEk+k6ILGNNdrIM2XczjDHLfZ/fH/fM/ZuRWc0weD8fj+uR+7o+51zn6GGuez7XWZg2bRrGGAICAggICGDu3Ln4+PjcMP7q1au0bNmSihUrpmjdsqVLl9KoUSOOHDmC0+nk1Vdf5ezZsxQuXJjNmzfz2GOPERERkd7dSpUM2u36v7i+C3QEKuNa23SZMebB6+r55bp6nrvu+ufAS8ArQF3AB1hsjPFMZTdFRETuOpqSKZL5jQP8jDGbgWCgG1AM+ArAGDMDOG6tHRj7eQiuKZn7ca1h1gdXwqx3XIXGGB+gTLx7lDTGPAJcsNb+bYzxAuYD1YHnAU9jTNwotwuxiTwREZFEnThxgq5duwLw/vvvp2iE19mzZ/H29ubq1atUqFAhyViHw0Hfvn3566+/mDx5MoULFyYoKIjs2bPTuHFjZs6ciZeXF9myZUuX/twE927XsZ/7GmOewbXb9cBEytjrd7iOY4zJAbQEWlhrf489PdQY82JsnR/GC49Mop48wOtAR2vtsthzHXDtxP0U8L+UdlBERORupISZSCZnrZ1rjMkPDMb1dngn8Jy19khsSDHAGa/IfcA3uKZxhgJbgSettRvjxdQAfov3OW7tse9xbRhQBGgee+7P65rUEFiZ9h6JiMi94JNPPuHChQvkzZuXbt26pahM8eLF2bhxI4cOHeK+++5LMtbT05MlS5YwfPhwXnzxRRo2bAjA+PHjqVKlCmvWrGHEiBF4eNy+CRXxdrv+5LpLKdrtGtfGP38CH1lrt8Ze84o9f+26MhG4RonF18AYcwbXDtergEHW2jOx1x4FshBvJ25r7QljzM7Ytv0jYWaMyQbEz0BqR2wREblrmfjrPoiIpBdjTG4gNDQ0lNy5c9/u5oiIyC0WGRlJtWrV2LNnD0888QSrV69OdN2ym7V//37atWtH3rx5CQoKwhjD1atXyZkzZ4K4sLAw8uTJA5AnqXU504sx5gHgOPCEtXZdvPO+wKvW2oduUKY2rlHg8Xe7fg5w73ZtjFkHRAHtca1p2g6YAeyPqzN2KugV4AiutUhH4Eq2PWqtjTTGtAemW2sTDMEzxgQBIdba7jdo21BusCO2nvUiIpJZpOezXmuYiYiIiEi6y5YtGwsXLuTxxx9nypQpSSbLPvzwQ6ZPn05KXuSeOHGCvXv3JjhXtmxZPvroI5YvX87777+PtfYfybLbLFW7XVtrZ1prt1lrVwNtgL9w7XYdp2NsHceBSFzLL8zGtVFQXD1zrbU/W2t3Wmt/ApoC5YBmybQ10bbh2hE7T7xDGwSIiMhdSwkzEREREUkXkZGRTJ48mejoaMCVyFqzZg1Vq1ZNtMzGjRsZNWoUXbp0YfPmzUnWb62lS5cuVKtWDX9/fy5evAjA6dOn6dSpE9ZatmzZkmEj2dIgQ3a7ttYetNbWx7VIf1Fr7WO4pleGJFHPSVyjzeLqOQVkNcbkTWnbtCO2iIjcS5QwExEREZF0MXjwYN56660EC/wnl7yqXr06Y8aM4a233qJmzZpJxl65csU9Ci1//vyUKVMGX19fWrduTViYa9bFE088cZO9SD8Zvdu1tTbcWnsyNun1DLAwiXryA0Xj1bMFiI7fNmNMYaBSStsmIiJyN9MaZiKSIbSGmYjIvWXVqlU0bNjQndCaPHkyvXv3TqZU6llr2bp1K3369GHt2rUUL16cI0dc++BUr16djRs34unpecOyt3oNM3CvJeYH9OD/d7vuClS01h5J4W7XHXGtg7YxNuYZXFMn9+Fa72wsrqmZda210bG7YQ8FfsSVICsBjMa1UVAFa+3l2Hq+xLUbdmfgAvApkB/XOmfu6Z1J9E3PehERyVTS81mvXTJFRERE5KZcunTJPSUSIGvWrDz+eFKbQMKxY8d44IEHUr2LpTGGn376ibVr15IzZ06OHTsGQPbs2VmwYEGiybLbJYN2u86Daz2xIrgSXT/i2gEzOva6A6gMdIqt7ySu3bHbxiXLYvUDYgB/IAewHOickmSZiIjI3U4jzEQkQ+its4jIvaNDhw7MmjXL/fmLL76gZ8+eicZfuXKFypUrU7JkSWbNmkXhwoWTrH/s2LFERkbywQcfsH79eurXr4/T6aRgwYKcPXsWgDlz5tC2bdsk67kdI8zuZnrWi4hIZqMRZiIiIiKSKfzwww8JkmWtW7emR48eSZbZvHkzZ86cwVqLj49PkrEHDx7E19eXmJgYSpYsia+vL06nk7Jly7J//34AXnnllWSTZSIiIiKpoRFmIpIh9NZZROTuFxkZSalSpThx4gQApUqV4o8//oh7s5ukAwcOcP78eWrVqpVknLWWWbNmsXz5cq5cucL8+fMpVKgQp06dAuCBBx5g3759ySbeQCPM0pue9SIiktmk57Neu2SKiIiISJpky5aNV199FYAsWbLg7++fomQZQJkyZZJNloFrzbIOHTowbdo0mjZtSu7cubl8+bL7WmBgYIqSZSIiIiKpoYSZiIiIiKTJpk2b+PTTTwEYN24cjz76aJLx48eP56+//kpR3fv37ycyMtL92RjDa6+9RuXKlQkPDwdg+PDh1KxZM42tFxEREUmcEmYiIiIikirbt29n6dKltGnThujoaFq2bEnv3r2TLBMUFET//v2pVq2aezplYsLCwnj66aepWbMme/bs4cKFCwBs3bqVdevWAVCzZk18fX3Tp0MiIiIi19Gi/yIiIiKSYhEREbRv355du3YBULJkSb799luMMUmWK1++PE899RQVKlSgUKFCScb+9ddf7lFkX3zxBYGBgcyePZuwsDCstXh7exMQEICHh979ioiISMZQwkxEREREUmzgwIHuZJmXl1eK1y0rVqwYQUFBREdHJxtbo0YNdu7cyfz5890j1y5dusQLL7xAUFAQUVFRFClS5OY6IiIiIpIEJcxEREREJEWCgoKYMGEC4EqWffbZZ9SoUSPJMpGRkWTLlg1wrUOWNWvWFN9v+PDhANSpU4eCBQsC0KRJk7Q0XURERCRVNI5dRERERJJ1/vx5OnfuDECvXr3YvXs3b731VpJlLl26xMMPP8zHH39MTExMkrHWWvr3709wcDBOp5POnTtz+vRpSpQoQXBwMPXq1ePgwYPp1R0RERGRJClhJiIiIiJJstbSrVs3Tp48Sfny5Rk7dixly5ZNdt2yGTNmcOjQIaZNm0ZUVFSSsXPnzmX8+PE0atSIUaNGsXTpUrJnz07btm0B14i2f/3rX+nWJxEREZGkaEqmiIiIiCRp2bJlBAQEAPDhhx+SM2fOFJV76623uO+++yhTpkyyZZ599lk6dOhAnjx5GDlyJACfffYZzZo1Y82aNbz00kv4+PjcXEdEREREUkgJMxERERFJUv369fnXv/7F6dOnOXv2bIrLGWPo1KlTimLvu+8+/Pz8uHDhAqdOneLChQv06NEDDw8PVq5cqR0xRURE5JbSNw8RERERSVLWrFnZs2cPY8aM4e233042/scff0x2CmackydPJvicL18+hg0bxrp163j55ZcJDw/Hy8tLCTMRERG5pfTNQ0RERERuaOHChVy6dAmAvHnz8t577yW7btmiRYto1aoVderUSTZptnfvXkqXLk2fPn3466+/sNYSGRlJ8+bNiYyMZNu2beTIkSPd+iMiIiKSUpqSKSIiIiL/sGnTJlq2bEnu3LnZvXs3hQoVSnHZ/Pnz07hxY7JmzZpk3JIlS4iIiGDbtm3UqlWLp556ity5c3Po0CEAGjZsqJFlIiIiclsYa+3tboOI3IWMMbmB0NDQUHLnzn27myMiIqkQHh5OxYoVOXLkCOAaNfbCCy+kuPyZM2fInTs32bNnTzZ2yZIlDB8+nA0bNvDQQw+xb98+AIoVK8bevXvTdYRZWFgYefLkAchjrQ1Lt4rvUXrWi4hIZpOez3qNMBMRERGRBPr06eNOlj3zzDM8//zzqSp///33pzj2jz/+YMOGDXh7e3P8+HEAPDw8WLx4saZjioiIyG2jMe4iIiIi4rZ48WKmTZsGQMGCBZk9e3ay65adO3eOhg0bsmHDhmTrj4iIwNfXl7CwMIKDgxk6dCgARYsW5cqVKwCMHTuWypUr31xHRERERG6CRpiJiIiICOCaStm+fXsAjDEsXLiQfPnyJVtu8ODBrFy5km7durF169Yk1x3z9fXl888/Z/ny5Zw+fRqHw0GNGjXYvHkzAPXq1aNfv37p0yERERGRNFLCTEREREQA6N69O5cvXwZg5MiR1KlTJ0XlRo4cyZUrV+jTp0+yi/S3bNmSRYsWkTNnTo4cOcKDDz7I1q1bAfDx8WH+/PnJjmgTERERyWhKmImIiIgIly9fZseOHQDUrVuXDz74IMVl8+XLx4wZM1IUW7duXfbs2cO6desICQkhKioKh8MBgL+/f6rWPxMRERHJKFrDTEREROQeZ62lR48eHDx4kCJFirBgwYJkR4oB7Nq1K8X3iFufDCBr1qw0aNCAp59+mpMnTwLQrVs3mjZtmvrGi4iIiGQAJcxERERE7mHR0dG8+eabzJ49G09PT+bMmUOBAgWSLefv70+lSpV49913k40NCAigTJkyLFiwgIMHDwJw8eJFvv/+ewBKlizJxIkTb64jIiIiIulICTMRERGRe9ibb77JF198AcCoUaN44oknUlRuy5YtAHh7eycZZ61l0qRJnD59mjFjxlC1alVmz57N0aNH8fDwIEuWLPz8889ky5bt5joiIiIiko60hpmIiIjIPer333/nm2++AeCRRx5hwIABKS47ZswYmjZtyuOPP55knDGGpUuX0qdPH6ZOnQpAzpw5qVKlClu3bmX37t1UqFAh7Z0QERERyQBKmImIiIjcgy5fvkznzp0ByJs3L0FBQSlatyy+Bg0apPheP/30k7vM1atXAShfvjzly5dP1T1FREREbgVNyRQRERG5B7399tuEhIRQvHhxDh06RMGCBZMtc+rUKfr27UtYWFiysYcPH2bOnDlYa3nttdc4deoUZcqUYc2aNfz73/9myZIl6dENERERkQyhhJmIiIjIPWbixIlMnz4dYwx+fn7cd999KSrXu3dvJkyYQMeOHZOMczgcvPrqq7Rr147mzZu71yjr3bs3MTExGGM0DVNEREQyNU3JFBEREbmHnDlzhv79+wPQvn176tWrl+Kyffr0Yffu3YwYMSLJOGstjRo14s8//yQoKAiAsWPH0rlzZ7Zu3UqhQoUoWbJk2jshIiIiksGMtfZ2t0FE7kLGmNxAaGhoKLlz577dzRERkVgnT56kcePGHDp0iAMHDlCkSJFUlXc4HHh6eqYo9uzZs4wfP57169ezZMkSsmfPDoDT6Uz1emnpISwsjDx58gDksdYmP69UkqRnvYiIZDbp+azXlEwRERGRe0jhwoXZtm0b27dvT1GyzFqbYM2ypJJlMTExxH8ZW7BgQd555x127txJ7dq1+fvvvwFuS7JMREREJDX0bUXkDmCM6WWMCTHGXDPGbDHGJDp/xhjT2Rhjb3BkjxfzpDHmJ2PMidhrL96gHmOMGRobE2GMWWmMqZhRfRQRkYy1bds2Dhw4AECWLFkoV65cisrNnDmT8uXL8/PPPycbO3ToUJ5//nlWrFhBVFQU1lpatmzJ2bNnOXDgAN7e3jfVBxEREZFbRQkzkUzOGNMW+BwYBVQDVgNLjTHFkigWBhSOf1hrr8W77g1sA95Moo73gP6xMTWBU8CvxphcaeyKiIjcJhcvXqR27do8/PDDKUp8xbHW8uWXX3Ly5Em2bduWZOzZs2f5/PPPWbJkCS1atOCJJ55g1KhRrFq1CoA6deqQL1++m+qHiIiIyK2ihJlI5tcf+NZa+19r7R5rbV/gKNAziTLWWnsq/nHdxaXW2g+ttQE3KmyMMUBfYJS1NsBauxN4FcgJtE+XXomIyC1Tv359rl27RkxMDMWLF09xOWMMy5cvZ9y4cbz33ntJxhYsWJB169ZRvHhxrly5QkREBEOHDgUgT548+Pv743q8iIiIiGR+SpiJZGLGmKzAo0DQdZeCgMeTKOpjjDlijDlmjFlsjKmWyluXBArFv6+1NhJYlcx9RUQkk/H19WXHjh0ADBs2jEqVKqWqfI4cOejXrx9eXslvrr548WKOHDlCzpw5CQ0NxeFwALBw4ULy5s2b+saLiIiI3CZKmIlkbgUAT+D0dedP40po3cheoDPQHGgHXAPWGmPKpuK+cXWn+L7GmGzGmNxxB6CpmyIit9nGjRv55JNPAKhevTofffRRisodO3aM+fPnpyg2ODiYw4cPs379egYPHgxAzZo1OXbsGABvv/029evXT0PrRURERG4fJcxE7gz2us/mBudcgdaut9bOtNZus9auBtoAfwFvZeR9gYFAaLzjWBruJyIi6eTq1as8/fTTWGvJkSMHK1asSFE5ay1du3aldevWDBs2LMnYixcv0qpVKypXrszLL7+Mw+GgQYMG7nXLypUrx9ixY2+6LyIiIiK3mhJmIpnbOcDBP0d13c8/R3/dkLXWCWwCUjPCLG7Ns9Tc92MgT7yjSCruJyIi6ezFF18kNDQUgHnz5pEnT54UlXM4HNSsWRMfHx/atm2bZGx4eDglS5bE09OTkwrYFfEAACAASURBVCdPUrRoUTZv3gy4duJcunQpWbJkubmOiIiIiNwGSpiJZGLW2ihgC9DkuktNgHUpqSN2Af9HgJOpuHUIrqSZ+76x66nVT+y+1tpIa21Y3AFcTsX9REQkHc2aNYtff/0VgM6dO9OsWbMUl/Xy8mL48OEcPnyY8uXLJxlbpEgRVq1axU8//UTt2rXJnz8/V65cAeCLL76gVKlSae+EiIiIyG2khJlI5jcOeMMY08UYU8EYMx4oBnwFYIyZYYz5OC7YGDPEGPOMMaaUMeYR4FtcCbOv4sX4GGMeib0OUDL2czFwbbEJfA74GmNeMsZUAr4DrgKzM7zHIiKSZvv27aN79+4ADBkyhOnTp6eonLUW149/l/z58ycZG8fT05N69erxyiuv8OeffwLQtGlT3njjjbQ0X0RERCRTUMJMJJOz1s4F+gKDgT+BJ4HnrLVHYkOKAYXjFbkP+AbYg2uXyweBJ621G+PF1AC2xh7gSsptBYbHi/kPrqTZF8Dm2HqettZq5JiISCYVERFBs2bNCA8Pp2HDhile5B9g6tSptGjRgpMnkx6QbK2lVatWjBs3jrVr17rPjRw5EoC8efPyww8/pL0TdyFjTC9jTIgx5poxZosxpl4SsZ2NMfYGR/Z4MbmMMZ/H7ogdYYxZZ4ypGe96FmPMGGPMDmNMuDHmROwLtgeuu9fhG9znk4z5WxAREbmzmPhvCEVE0kvsTpmhoaGh5M6d+3Y3R0TkntCqVSt+/PFHvLy82LFjR7JTKuNcvXqVYsWKcf78eSZMmECfPn0SjV20aBEtWrTA09MTh8PBqFGjeP3116lWrRqnTp1i9erVPPHEE+nVpXQVFhYWt5ZbntjlAzKcMaYt4Af0AtYC3YE3gIettX/fIL4zMAF4KP55a+2peDFzgUpAT+AE0AHoF1vncWNMHmA+MBXYBuTF9RLMy1pbI149h3GNRJ8a71ZXrLVXUtg3PetFRCRTSc9nvUaYiYiIiNwF9u7dS0BAAACPPfYYDz30UDIl/l/OnDn57bff6NGjB717904y9oUXXuDtt9/G4XAA8NBDD/Gvf/2LHTt24O/vn2mTZbdRf+Bba+1/rbV7rLV9gaO4kl2JsdbaU/GPuAvGmBxAS+A9a+3v1toD1tqhuNYf7RlbONRa28Ra62+t3WetXY9rt+xH45ZfiOfydfdKUbJMRETkbqeEmYiIiMhd4KuvvsJaS65cuQgMDMS150vKVa5cmS+//BJPT88k486fP4+/vz8AzZo1Y+fOncTExJA/f35atWqV5vbfjWI3zHkU1xIJ8QUBjydR1Cd2uuUxY8xiY0y1eNe8AE/g2nVlIoC6SdSZB7DApevOv2+MOW+M+dMYMyi2zSIiIvc8JcxERERE7nBBQUFMmDABgLlz51KwYMEUlfv777/5++9/zAq8oXXr1hEdHU2XLl04efIk5cqV4/fff2fo0KF8+umnaW77Xa4AruTW6evOnwYKJVJmL9AZaA60w5UYW2uMKQsQu5ZoMPCRMeYBY4ynMaYDUIuEa5q6xa5/9gkw+7rpKROAV4CGwGRca6Z+kVhnjDHZjDG54w4gV2KxInL3CA8PxxiDMYbw8PDb3RyRW0YJMxEREZE72HvvvUf79u0B6N27N02bNk1ROafTyauvvkqlSpX4+eefk4zdtm0bDRo0oFy5cvz0009kzZqVIUOGcOWKa/ZejRo1kiwvXL9osLnBOVegteuttTOttdustauBNsBfuKZUxukYW8dxIBLog2sXa8f19RljsgBzcH3v73XdvcZba1dZa7dba/8L9ABeN8YktkXqQCA03nEs8S6LiIjc2bxudwNEREREJG0WLlzI2LFjAShdujT/+c9/Ulz20qVLREZG4nA4kt0c4NixY+TIkcM9Gm3MmDG0bduWkJAQQkJCeOqpp9LeibvbOVxJrOtHk93PP0ed3ZC11mmM2QSUjXfuIFDfGOMN5LbWnozdCCAkftnYZJk/UBJolILFj9fH/rcMcP4G1z/GtbN2nFwoaSZy14obTRZ/VFn8P3t7e9/yNoncStolU0QyhHbOEhHJeJcvX6Z9+/b8+eefLFy4kOrVq6eqvMPhYPv27VSrVi3Z2L///puFCxfyv//9j2nTpnH//fcDYK1N9Xppt8tt2iVzA7DFWtsr3rndwEJr7cAUlDfARmCHtbZLIjF5cSXL3rPWfhN7Li5ZVhZoaK09m4J7PQ/8BBS/0Q6eN4jXs17kLpbcz3blEiQzSs9nvRJmIpIh9CVaROTWsNbidDqTXaw/PURFRVG1alUuXbrEggULqF27dobfMz3dpoRZW8AP13THYKAb0BWoaK09YoyZARyPS54ZY4bgGum1H8iNa7plR+AJa+3G2JhncE3J3IdrNNhYXFMz61pro40xXsCPQHXgeRKOZrtgrY0yxtQBagO/4ZpeWRMYD2y21rZIYd/0rBe5iylhJnei9HzWaw0zERERkTvMsmXL2LhxI+D6hSY1ybKvv/6aSZMm4XQ6k4y7fPkyLVq0YMaMGZw/75qd99Zbb7F3717Onj1L1qzaTDElrLVzcS2mPxj4E3gSeM5aeyQ2pBgJF+u/D/gG2INrN80HgSfjkmWx8gBTcG0QMANYAzxtrY2OvV4E16YBRWLveTLeEbc7ZyTQFlgJ7AaGA1NxbTQgIvcway1LliyhZs2aN7z+6quvutewFLmbaYSZiGQIvXUWEckY8+fPp3Xr1gAMHTqUIUOGpLjskSNHqFChAhEREcyfP5+WLVsmGtu/f3/Gjx+Ph4cHhQoVYsSIEbz++usAVKxYkW3btt2SUW3p6XaMMLub6VkvcndxOp0sWrSIkSNHsmXLFgCyZ8/Oa6+9xpdffpkgdvr06XTu3Pk2tFIkaRphJiIiInIPOnToUIJfUEqVKpWq8kWLFuXTTz+lRYsWvPTSS0nGDhgwgIIFC+J0OilQoAB9+/YFIGvWrPzyyy93XLJMREQSt23bNqpVq8ZLL73Eli1byJkzJ++++y4hISHuzWUAhgwZQs2aNWnUqNFtbK3IraFdMkVERETuAJGRkbRq1cq9Q1mrVq3o0KFDqurw8PCgV69e9OzZM9m1ab7//nvOnj1Ljhw5yJo1K5cvXwZg2rRpFClSJG2dEBGRTKlQoULs37+fXLlyUb58eQYOHJjgxUrczDSn08nAgQPJli3b7WqqyC2jEWYiIiIid4D33nuPrVu3Aq5fbL7++usU70559uxZHA6H+3Ni5ay17N27l40bN/LRRx8B8OKLL7J582b3n//973/fTDdEROQ2i46OZtq0aXTr1s197l//+hcBAQFMnjyZTZs28fLLL9OzZ0/3y5I4Hh4eCZJla9asSfB8EbmbKGEmIiIiksktWLCAiRMnuj/PnDmTfPnypaisw+GgRYsW1K1bl4MHDyYZO3v2bCpWrMizzz5LTEwMTZs2xd/fH4ACBQowc+bMtHdCREQyhRMnTtC9e3emTp1KcHCw+/yzzz6bYFTZV199ReXKlVmxYsUN6xk+fDj16tVj+PDhGd5mkdtBUzJFREREMrGQkJAE65b179+fxo0bp7j87t272bVrF9ZasmTJkmTs+vXrcTqdXLx4kaJFi7Jr1y4cDgfGGJYuXYq3t3dauyEiIrdJREQEy5cv5/nnnwegePHivPPOOxQsWJAqVaokiM2VK1eCz0eOHKFx48Z06NCBhg0b0q5dO3LkyAFAyZIlAdci69baFI96FrlTaJdMEckQ2jlLROTmRUVFUbduXTZt2kTp0qW5//77WbFiBdmzZ09VPUePHmXXrl08++yzycb++OOPzJs3j4iICBYtWgTAhx9+yIgRI9LUh8xEu2SmLz3rRTK38PBwvvrqK8aOHcvp06fZvn07lStXTrZcUomvOnXqsGbNGjw8XJPVNm/eTI0aNdKtzSI3Kz2f9RphJiIiIpJJffDBB2zatIm8efOyYsUKihYtmqY3+EWLFqVo0aIpim3ZsiW5c+fm6aefBqBKlSoMGzYs1fcUEZHbIywsjClTpjBu3DjOnTsHuEaVnTp1KkUJs6QEBwczevRoPvzwQ4AEybLo6GgcDkeqX+qIZFZaw0xEREQkE1q4cCHjx48HXDtWFitWLFXJspkzZ7J9+/Zk4/bt28fbb7/NrFmz3LugDRgwAIBs2bLxyy+/uEcSiIhI5nXx4kWGDRtGiRIl8PX15dy5c5QuXZpvv/2W/fv306RJkyTLh4aGEhUVdcNrrVu3ZvLkyQAMHjyYX375JcH1U6dO0bhxY3r27IlmscndQiPMRERERDKZw4cP8+qrrwLg4+NDoUKFUlV+9+7dvPHGGzidTjZt2kTVqlVvGGet5dVXX2XDhg0ArFixgi+++AIvL9dXRD8/PwoXLnwTPRERkYx27tw5xo8fz+TJkwkLc81AK1++PIMGDeKVV15x/0xPyqhRo/jkk0/49NNPE5wvUqQI33//PY0aNQJg+/btfPPNN7Rv357NmzdTqlQpAPbs2cPatWtZvXo1derUSbADp8idSq8LRURERDKZM2fO4HA4AMiSJUuqk1b58uXj2WefpUmTJv9Y0Dk+YwwtW7Z0f3722WfJli0b69atIzAwkNatW6etAyIikuFOnz7NgAEDKFGiBKNHjyYsLIzKlSszd+5cdu7cSYcOHRJNlllrE4wE8/Dw4MqVK8yYMcN9rmfPnuzevdudLAOYOHEijz32GBcvXqRly5ZcvXoVgIYNGzJq1CgA3nrrLTZt2pQRXRa5pbTov4hkCC0ELCKSduvWraNevXo4nU78/f3TlLiy1hIREUHOnDkTjTl//jxVq1bl+PHjtG7dmty5c/PZZ5/FLZZ719Gi/+lLz3qR2+fIkSOUL1+ea9euAVC9enU++ugjmjdvnuQ0+qioKObNm8f48eP54IMPaNWqFQAXLlxg8+bNNGnShP79+/PCCy+4E2UxMTEEBgYC8OKLL3Lq1CmqV6/O2bNn6dSpE9999x3GGKy1vPzyywQGBlK0aFH++OMPChQokMF/EyIJpeezXgkzEckQ+hItIpJ6UVFRREZGUrVqVUJCQujYsWOCt/3JiYmJSdHUm2vXrnHt2jVee+01AgMDKVu2LNHR0Rw+fJh27doxe/bsm+lGpqWEWfrSs17k1rp8+TK5cuVyf27UqBERERF89NFHNG3aNMl1Li9cuMDXX3/N5MmTOXHiBOAaFbZixYpk77ts2TL3+me//vorTz31FL/99htPPfUUTqeTKVOm0KtXL8C1DlrNmjXda6YtXboUT0/Pm+m2SKqk57NeUzJFREREMoG///6bsmXL8vzzzxMSEkLx4sWZNGlSistHR0dTt25dBg0aRGRkZJKxvr6+lCpVisDAQLJkycLEiRM5fvw4AHXq1LmpfoiISPq6evUqr7/+OkWLFuXs2bPu8wsWLGDdunU899xziSbL9u3bR8+ePSlSpAi+vr6cOHGCQoUKMWLECObOnZvoPa21hIeHEx4ezpw5c9zn58yZQ3h4OI899hiffPIJ3t7eFCxY0H09T548BAQEkDNnTn799VeGDBmSDn8DIreHRpiJSIbQW2cRkdTp37+/e1dMYwyrVq2iXr16KS4fEBBAy5YtyZs3L7t27Up03bPw8HCqVKnCoUOHAPjss8/o378/8+bNIzAwkJkzZ6ZqN847iUaYpS8960VuDWstjz32GJs3b+abb76ha9euycavWLGC8ePH8/PPP7vPP/LII/Tr14+2bduSLVu2JOsICQlxL+ifmEOHDuHh4UHx4sX/ce2HH36gffv2ACxatIgXXnghybpE0kt6Puu1S6aIiIhIJjB27FiyZ8/O9u3bqVKlSqqSZQAvv/wyP/74I06nM8lNAry9vdm2bRtjxozh8OHDPP300wC0bt1ai/yLiGQCO3bsYNy4cUyYMIHcuXNjjGHixIlA0qOAr127xg8//MDnn3/O9u3bAdcLmBdeeIF+/fpRv379FL8QWbt2bYpiOnTo4P586tQp8ufPT5YsWWjXrh3BwcFMmjSJjh07snnzZsqUKZOie4tkFhphJiIZQm+dRUTSxlqL0+nM8DVfrLU0adKEtWvX8u2337pHAtzNNMIsfelZL5K+/vjjD0aMGOFeYH/UqFH4+vqmqGx0dDTlypXj8OHDgOvlyGuvvUafPn0oW7ZsqtsSGRmJr68v48aNu+H10aNH079/f/dItTVr1tCqVSvatWvnHi0dFRVFw4YNWbduHVWqVCE4ODjJjWhE0oPWMBMRERG5Cxw9epQBAwawbds24l5iGmNSlSwLCgoiIiIi2bglS5YwevRo9u7dC8CkSZNYvny5e4c1ERG5PdavX0+zZs149NFHCQwMxBhD69atk53GePDgQfefs2TJQpMmTShSpAhjxozh6NGjTJo0KU3JMoCsWbPyyy+/JHq9Xbt2CaZ1njt3jtOnT7Ns2TLCw8Pddfj7+3P//fezfft2evTogQbsyJ1EI8xEJEPorbOISNKio6Np2LAha9euxdPTkxYtWuDn55eqt+9//vknNWvWpFSpUqxbt478+fPfMO7MmTM8/PDDnD9/nqxZs+Ln50f79u1xOBwUKlSIw4cPJ7uezd1AI8zSl571Ijfn999/Z8SIESxbtgwADw8P2rVrx6BBg6hQoUKi5ZxOJy+88AJLlixh06ZN1KhRA4BLly7h7e1NlixZUt2WmJgYFixYQLNmzdzPoS+++ILevXvfMP7w4cP/WLts3rx5PPfcc3h7eyc4v3LlSp566ilKly5NcHAw+fLlS3X7RFJKI8xERERE7nCDBw9m7dq1eHh44HA4iIiIIEeOHKmqIzQ0lPvvv59KlSol+QuIj48PPj4+ADz00EMMGDAAh8OBh4cHQUFB90SyTEQkM7DWsnz5cho0aED9+vVZtmwZXl5evPbaa+zdu5eZM2feMFkWFRXl/rOHhwf58uXDw8ODdevWuc/fd999qU6WXb58mfHjx1OmTBnatGnD999/777Wo0cP5s6dy6OPPsqUKVOYMmUKlStXxs/Pj2LFiv2jrtatWydIljmdTgAaNGjAggUL2LRpk5JlckfRCDMRyRB66ywikrhffvmFpk2buj8XKFCAHTt2UKhQoVTXdfHiRRwOBwUKFEg0ZuzYsbz33nvkyJGDZs2aMX/+fMC1Bs3AgQNT34E7lEaYpS8960VSzlrLL7/8wogRIwgODgZc0yi7dOnCBx98QIkSJW5Y7sSJE0yZMoWvv/6aVatWUbFiRcC1i6UxJtFyyTl69CgTJ07km2++ISzM9eOwQIECDB8+nJ49e6a4no0bN/LYY48lOGet5ZNPPmHjxo38+OOPeHj8c5yO0+m84XmRm6URZiIiIiJ3qOPHj9OxY8cE5/773/+mKVkGkDdv3kSTZeHh4WzatMm9aHSPHj3cybIaNWrwwQcfpOmeIiKSOlFRUbzxxhsEBweTPXt23nrrLQ4dOsRXX311w6TXH3/8QceOHSlRogSjR4/m/PnzCUZ/lSxZMk3JMofDQceOHSlVqhSffvopYWFhPPTQQ3z11Vf8/fffqUqWDRo0iFq1avHll18mOH/gwAGGDRtGYGAgo0ePTnDNWsvnn3/Oc889R0xMTKrbL3IrKWEmIiIicovExMTQrl07zp07554207VrV1q0aJHiOiIjI2nevDm//fZbknFOp5OmTZvSqFEjYmJiaN68OVOnTgUgR44cLF26FGNM2jsjIiKJcjgcLFy4EIfDAUC2bNkYPHgw77zzDiEhIUycOJEiRYr8o0xgYCD169fn0UcfZebMmURHR1OvXj0CAgL4+OOP09SW+LPKPD09CQ0NJSYmhgYNGvDTTz+xe/duunfvnuplAeLi33zzTZYsWeI+X7ZsWXcSbfDgwQk2Dzh27Bgffvgh//vf/5g3b16a+iNyq2hKpohkCE3TEBH5p0GDBjF69Gi8vLyIiYmhTJkybN261b2+WEqMGTOGDz74gPvvv5+QkJBENwnYsGEDjz/+OE6nk0KFClGiRAnWr18PwKJFi5Ldfe1upCmZ6UvPepEbs9by5JNPsmbNGmbPnk27du2SjL98+TLTp09nwoQJHDp0CAAvLy/atGlDv3793Iv6p9bVq1eZMWMGkydPZsmSJe51x3bu3ElUVBTVq1dPU71xrLW88cYbTJs2DW9vb1avXk21atXc13v06MHXX39N3rx52bx5M6VKlQJcmwOcOnWKN998Uy9uJN2l57PeK32aJCIiIiJJ+d///uceHeDr68vMmTOZOXNmqpJlAL169eLw4cM0btw4yR01a9Wqxdq1axk7diwPPvggkyZNAqBDhw73ZLJMRCQjRUdH4+XlhTEGYwxPP/00O3fu5MqVK4mWOXLkCJMmTeK///0voaGhgGuafffu3XnzzTd58MEH09SW06dPM2XKFL744gvOnz8PwJQpUxgzZgwAlSpVSlO91zPGuKdyLlu2jGbNmrFhwwaKFi0KwIQJE/jzzz/ZsGEDLVu2ZO3ateTMmZPWrVuny/1FMppGmIlIhtBbZxGR/3fixAkeeeQRzp49S48ePfjyyy+JiYnByyvj313u37+fChUq4HA4eOCBBwgJCSFr1qwZft/MSCPM0pee9SKuafLfffcdn3zyCZMnT6ZZs2YAXLlyBafTmei/jUOHDlGuXDn3lM1y5crRt29fOnXqlGCnydTYtWsX48aNY+bMme5dNUuUKEHfvn3p0qULuXLlSlO9yQkNDaVu3brs3LmTSpUqsWbNmriftRw7dozq1atz9uxZOnXqxHfffZdgVFloaCjDhg1jxIgRae63SHxa9F9ERETkDhETE0P79u05e/YsFSpUYPz48QCpTpYdOHAgRXEzZ85kxIgRREZGAvDee+/hcDjw8PBg2bJl92yyTEQkPUVERDBp0iTKlClDjx49OHz4MF999ZX7uo+PT4JkWUxMDFu2bHF/LlWqFHXq1KFx48YsXryYPXv20LNnzzQnja5evcrjjz/OtGnTiIqKonbt2sybN4/9+/fz9ttvZ1iyDCBPnjz8/PPPFC5cmJ07d7J06VL3tSJFijB37lw8PT2ZMWNGgg0CrLW0aNGC8ePH07VrVzSYRzIbJcxEREREMtDo0aNZtWoVWbNm5fDhw8yZMyfVdWzcuJHy5cvz+uuvJ7mr2MaNG+nUqRODBw+mcePGOJ1O96LMH3/8MRUqVEhzP0RExLX78GeffUapUqXo06cPx44d48EHH2TChAn4+/vfsMzJkycpVaoU9erVc0+RBNdU/bipjB4eqfvVPDIyksDAQHeSKWfOnHTt2tU99TE4OJhWrVrdkpHMAMWKFePnn39m9uzZvPLKKwmuNWzY0D0dtG/fvgQHBwOuKZ0jRozA09OTH374gcmTJ9+StoqklBJmIiIiIhmoffv2PPTQQzgcDiIiItzTb1JjzZo1OJ1Orl27luQvP3v37nX/8vTmm2/i4eHBrFmzCAoKYsCAAWnug4jIvS4sLIyPP/6YEiVK8O6773Lq1CmKFy/Ol19+ycGDB+nTp0+CXSbj1iQDKFSoEAUKFMDHx4ddu3a5zye1DmViLly4wOjRoylZsiQvvfQSq1evdl8bO3Ys8+fP5/HHH09jL29OtWrVEmxwEP8FT//+/WnTpg3R0dG0atWKU6dOAVCvXj3Gjh3rjlm7du2tbbRIEpQwExEREclADz74IJ6enjgcDl588UW6dOmS6jr69+/P77//zsSJExONuXDhAoMGDQKgdevWLFiwgEOHDmGMoUmTJtqJTEQkDS5evMiwYcMoUaIEvr6+nDt3jtKlS/Ptt9+yf/9+evToQbZs2QDXFMNVq1bx4osvUqJECcLCXMsnGWOYN28ef//9N08++WSa2nHgwAHefPNNihYtyqBBgzh58iQPPPAA586dc8dkpp/zJ0+epHbt2syaNQtwte3bb7/l4Ycf5sSJE7Rt25bo6GjANeqsTZs2xMTE0KZNG06fPn07my7ipoSZyB3AGNPLGBNijLlmjNlijKmXRGxnY4y9wZE9NXUaYwoZY/yMMaeMMeHGmD+MMa0yqo8iIncTh8PBxo0bAfjggw/YvXs3hQoVYurUqWn+haZu3brkz5//htdiYmLo2rUrx44do2zZspw5cwZ/f39atGihNWFERNIoLlE2dOhQLl68SPny5fHz82Pv3r106dKFLFmyABAVFYWfnx+PPvooDRo0YOHChVy6dIlly5a56ypdujTZs2dP7FaJunDhAi+99BLlypVjypQpXL16lapVqzJjxgxCQkJ4+eWX062/6WnatGls2bKFLl26sGrVKsC1rltAQAC5cuVi3bp1rF+/Hvj/ZFqFChXcybSklh8QuVWUMBPJ5IwxbYHPgVFANWA1sNQYUyyJYmFA4fiHtfZaKuv0Ax4CmgOVgQBgrjGmWjp1TUTkrjVixAhq167N66+/7h4VNn36dAoUKJDiOiIiInj33XcTrHdzIxcvXqRYsWIEBATg5eXF9OnT2bFjB+BKsmWmEQciIneSI0eOEBYWRqVKlZg7dy47d+6kQ4cO7qnx586dY9SoUZQoUYJOnTqxdetWcuTIQffu3dm9e3e6JLPy5MnDzp07sdby3HPPsXz5crZu3UrHjh1vySYu/fr1Y8WKFe7PK1asoF+/fsmWGzhwIC1btiQqKoqXXnqJvXv3AvDQQw8xZ84cVq1aRb16//++Pi6Z5uPjw6pVqxg4cGD6d0Yktay1OnToyMQHsAH48rpze4CPE4nvDFy62TqBK0DH62LOA6+nsN25ARsaGmpFRO4lTqfTdu/e3QL2vvvus4Dt3bt3qut55513LGCrV69unU5nonGDBw+2gAXsqFGjrLXWbty40bZr185GRUWluR93o9DQ0Li/q9w2Ezzj7/RDz3q5mxw7dsz26dPH7tixw33u4MGDNiAgwDocjgSxu3fvtt26dbPZs2d3//wtXLiwodgqfQAAIABJREFUHTVqlD137lya2xAaGmrHjRtna9WqZSMiItznf/vtN7tr164015tWAQEB7v61b9/eNm/e3P05ICAg2fJXr161tWvXtoAtWbKkPX36dLJl5s2b577H/Pnz06Mbco9Jz2f9bX/Q6tChI/EDyArEAC9dd34CsCqRMp1jyxwBjgGLgWqprRP4JbZsPlyjUV+JTaKVTuS+2WK/OMcdD+pLtIjcy1avXm0//PBDW7FiRRseHp7q8hs2bLAVKlSwixcvTjIuJibGvv/++7ZNmzZ25cqVaW3uPUEJs3T/nqKEmdw1XnnlFQvYV1555YbXnU6nDQoKss8++6w7oRP3UsPPz89GRkam+d5Hjhyx77zzjs2dO7e73unTp6e5vvQSFhZme/bsmaC/gO3Zs6cNCwtLUR1nzpyxpUqVsoCtVavWP56H27dvt02bNrUXL150n3v33XctYH18fOyePXvStU9y91PCTIeOe+QAHoj9x/74ded9gX2JlKkNdACqAvWA+cBVoGxq6gTyxCbNLBANhAJNkmjr0OsfpvoSLSL3kpiYmH+MQrDW2mvXrqW5zujo6BTHdu3a1QL2ww8/TPP97nZKmKX79xQlzOSOdeDAAXvs2DH35z///NPWr1/fLlu27Ibx8Uc+GWPsiy++aFetWpXkCODkbNq0ybZr1856enq66y5fvrz95ptv7NWrV9Nc7806fvy4Xb58ufvzokWL3O3z9/dPdX379u2z+fLls4Dt2rWr+7zD4bAPP/ywBWy3bt3c56Ojo239+vUtYCtUqGAvX758cx2Se0p6Puu1hpnIneH6FZvNDc65Aq1db62daa3dZq1dDbQB/gLeSmWdI4G8wFNADWAcMM8YUzmRNn6MK8kWdxRJskciIneZUaNG0bRpU3bt2kVUVJT7fNzuaSl19epV95/j1sm5nrWWIUOGEBQUBEBQUBBTp04FSHBvERFJaO/evXTs2JFy5coxbNgw9/mqVauycuVKGjduDMDp06fZsGGD+/oLL7xAmTJl6NOnD/v372fBggU8+eSTaV4n8uDBg9SsWZMffvgBh8NBw4YNWbx4Mbt27aJr167kyJHj5jqaRhs2bKBo0aK88sor7l0sGzVq5L7+3HPPpbrOcuXKERgYSPXq1d27OQN4eHjg5+dH8+bNGT16tPu8l5cXc+fO5YEHHmDPnj289957N9EjkbQz1mrnJJHMyhiTFdfosNbW2gXxzk8AHrHW1k9hPVOBItbapimp0xhTGjgAVLLW7ooXsww4YK3tkYJ75gZCQ0NDyZ07d4r6KyJyp4r7JcvpdFK2bFly5crFnDlzKFu2bKrqWb16NS1btmTSpEm0bds20bhPP/2UAQMGADBr1iy6detGeHg43t7eHD9+nDx58txUf+5WYWFhcX83eay1Ybe7PXc6PevlTrJjxw5GjhzJvHnz4kZI0qJFCwICAvDwSDiOZMWKFTRt2pSiRYuyb98+PD09AdcOyHF/Tq2rV68SHBzsTsgBPP/88+TNm5f+/ftTrdqt31fL6XSyevVqHA6HOykWExNDkSJFKF26NHPmzKFo0aKEh4fj4+MDwJUrV/D29mbmzJnky5cvVQk0p9P5j7/rpKxbt44hQ4bg5+dHoUKFUtc5uWel57NeI8xEMjFrbRSwBWhy3aUmwLqU1GFcr70eAU6mos6csf91XhfjQD83REQSOH36NO3atcPpdFKtWjX279/PgQMHyJIlS6rrmjBhAmfPnnWPHLsRp9PJd999B0DhwoWZNGkS4eHhAAQGBipZJiISzx9//MFLL71ElSpV8Pf3x1pLixYt2LRpE4GBgXh4eOB0Ojl+/Li7TK1atfD29qZgwYKcOXPGfT4tybJTp07x0UcfUaxYMZo2bcqJEyfc1xYtWoSfn99tSZYBTJ06lQYNGuDr6+s+5+Xlxd69e1m7di1Fixa9YbmlS5fSsWNHWrduzb59+1J8v/jJsoULF7J48eJ/xHz33XccOnQIgMcff5ygoCAly+T2udk5nTp06MjYA2gLRAFdgArAeFyL7xePvT6DhLtbDgGeAUrhSpRNw7UG2WOpqDMLsB/4HXgMKA28gyuB9lwK2611TUTkrudwOGyTJk3cO4DFrUPj5+eXpvqioqLsf/7zH3vp0qVEYz777DML2GzZstkBAwa415V5/fXX09qNe4bWMEv37yh61kumFRwcbJ977rkE6461bt3abtu2zR1z5coVO2XKFFuuXDlbsWLFBOuRHT9+/Kbuv2PHDvvaa6/ZrFmzuttQsmRJu2bNmpuqN63Onz9vv/zyS7t+/Xr3udOnT9t8+fLZN954I1W7KkdFRdlnnnnG9uvX74ZrdyZn2bJl1hhjc+bMaTdv3uw+P3bsWAvYRx555Iab5fj7+9sTJ06k+n5yb9Gi/zp03GMH0As4DETiGh32ZLxrK4Hv4n0ej2uHzEjgDPA/oE5q6oy9Xhb4ETgNhAPbgI6paLO+RIvIXW/kyJEWsNmzZ7fFixe3gG3btu1NLQKdlM2bN9ssWbJYwA4bNsydoCtWrFiqNgi4Vylhlu7fT/Ssl0xn1apV9qmnnnInqTw8POy///1vu3v3bnfM0aNH7fvvv2/z5s3rjsuTJ4/dv3//Td//wIED9plnnkmwCVbt2rXtvHnzbExMzE3Xn1a9evWygO3QoUOC86lJlMV3M7uCxiXcAFuoUCF7+PBha63r/8v9999vAdupU6cEz9JPP/3UArZu3bppbrPcG5Qw06FDR6Y/9CVaRO52K1eutB4eHhawDRs2tIAtUqSIvXDhQqrquXz5sp01a1aySbb169fbHDlyWMA2b97cFilSxALW09PTHjhw4Ga6cs9QwkzPerm79e7d252k8vLysq+99pr966+/3Nc3bdpk27dvb728vNxxpUuXthMnTrRhYWHp0obz58/bnDlzWg8PD9uyZUu7bt26dKk3NbZs2WL79OljDx065D4XHBxsK1eubCdPnpzu93M6nXbChAlJjo6+XmhoqK1SpYoFbMWKFe3Fixettdb+9ttv7pdBU6ZMccfv27fP5smTxw4aNOi2Jh4l81PCTIcOHZn+0JdoEbmbnTlzxj7wwAMWsI0aNXL/4rV8+fJU1xX3C163bt2SjCtXrpwFbI4cOWz79u3d95wwYUJau3HPUcJMz3q5uzidzgSjjQIDA22WLFls9+7dbUhIiLXW2piYGPvjjz/aunXrJhj1Vb9+fRsYGHhTyZdz587ZkSNH2pdffjnBeX9/f3vw4ME013uz4kbYDRs2zH0uo0Y+W2vtO++8434epmaK5tGjRxM8S+NGrcWNJvPy8rJr1651x585cybd2y53HyXMdOjQkekPfYkWkbuVw+FwTyWpUKGC3bZtm61du7Z955130lTfmDFjbLZs2eyvv/6aZNzRo0dtrVq17EcffeT+ha9evXppuue96nYlzGKXQQgBrsUug1AvidjO8X+pj3dkjxeTC/g8dgmGCFyb9tS8rh4DDAVOxMasBCpeF5MX8ANCYw8/4L5U9EvPerltli9fbh999FE7evRo9zmHw2GPHTtmrXX9ex8/frwtWbKk+99RlixZbMeOHe2WLVtu6t5//fWX7dWrl3vUL5BgbbBbJTo62vr5+dnmzZvbq1evus/PmTPHtm3b1q5cufKWtOOPP/6wefPmtd9++22qy27dutX6+PhYwHbu3Nk6nU7rdDptmzZtLGALFy5sT548+Y9y165ds0eOHEmP5stdRgkzHTp0ZPpDX6JF5G41evRo90ivHTt2WGtdv7TczHouN/pl4EYuXbpkvb29LWB9fHzSbQrRveJ2JMz4/4123sC10c7nuDbaKZZIfOfY5FWh+Md1MXOBXcCTQJnYxFgo8GC8mPeBMOBloBIwJzZ5litezFJgB1An9tgB/JSKvulZL7fNjBkzLGCLFy9+w1FiAwcOdCez8uXLZ319fW9qIX+n02l///1326JFC2uMcdf9yCOPWD8/v5t6BqSVw+Fwr5/5ww8/3PL7L1++3Pbt29daa91TKtNiyZIl1tPT0/4fe/cdHlXxNXD8e9NDCb3XFKRIUVFAxQIiKFWKIkVABAGRZgEEBUTqC5iAWJDeixSp0hSkKL0KpNACgUBCSwIhIdk97x+B+0sggWRTCefzPOdxd+7cmbkm7Gzmzp3p1auX+bOMiIiQSpUqmTeH4s8kPH/+vLzwwgtSvnx5/fxRD9ABMw0NjSwf+iVaKZUdbdu2zVxb5fvvv09VWcl5POb69evSpUsXCQ0NFRFJsCumLY9/PukyacBsN/DzfWkniLfD9X3HOgE3HlKeKxALNLov/RAw4u5rAwgGBsQ77gzcALrdfV/x7v+LmvHy1LqbVj6Z16Z9vcoQMTExMm/ePFm8eHGCtNGjR0tISIhYrVbZuXOnHDx40Dx+7tw5qVKlivzyyy+J7riYUuvWrUsw67NRo0by119/peujjvFduXJFBg8eLG+99VaCOidPnizDhg3L0NlW4eHh0r17d/P/xfLlyxMcj4yMlGXLlqWozCNHjjyQ5ufnJ25ubgKYA3Micbt7lihRQgBp2bJlhv0M1ONBB8w0NDSyfOiXaKVUdmO1WuXll18WQJo0aSK5cuWSL7/80qbdujZv3iz16tUzdwZLSvXq1QWQIkWKSGxsrHz33XcCyCeffGLrZTzRMnrADHC6O7jV/L70icDfSZzT6e45gUAQsAZ4Nt7x3Hev4Y37zvsX2Hr3tcfdPM/el2clMPvu686JDczdHVT7MIm2Od/t3+9FCe3rVXq6c+eOzJgxQ7y8vASQUqVKJTqTa+zYseYgVnypGUgJCwuTPXv2mO9jYmKkQoUK0rVr1wQ7bqan+O2/fv26ODs7C5DqR0pT488//zRntd2L+LOdo6KizPXiZs6caVMd0dHR5gzu33//3axnwYIFZp5///3X3DV63Lhxqbomlb2kZV9vh1JKKaWUeiTDMFi9ejWffPIJFy5c4ObNmxw4cAB7e/sUlWO1WunVqxebN2/G29s7yXxbt25l//79AHTu3Bl7e3u+/vpr9uzZw6RJk1J1LSrDFATsgcv3pV8m7lHLxPgSN2jWFGhD3LpnOw3DKAcgIhHEDY59YxhGccMw7A3DaA/UBIrdLeNe2Q+rtygQkkj9IQ9p21f8b72zMOIG9JRKc9HR0UyZMoWnnnqKzp07c/LkSQoUKED37t2xWCxcv36dc+fOmfmbN2+Oq6srxYoVw2KxmOmGYaS47nPnzvHFF19QqlQp3nnnHe7cuQOAg4MDR48e5ddff6VixYqpv8iH+O+//2jRogVt2rQx0/Lmzct3333H4sWL073+xERERNC1a1feeOMNAgMDExzLnTu3+drZ2ZkXX3yRPHny4OHhkeJ6wsPDadiwIbVr1+b48eM0a9aMQYMGAdClSxeOHj0KQK1atfDx8QFg4MCBbN261cYrU+ohUjvipqGhoZFYoDPMlFLZ1Ndffy2A5MuXT86fP29TGf7+/tK2bVuJiIhI9Pi1a9ekdOnSAkiDBg2kTZs2sm3bttQ0W0mmzDArfre+F+9LHwz4JrMMO+Iet5wUL80T+Ptu2bHAHmAecPzu8ZfuHit2X1lTgfV3Xw8C/BKpLwAYmERbdIaZSleRkZEyadIk83E77s6wHTdunERERIi/v7/07NlTcuTIIe+++26Cc1P7e7h37155//33zcfuAalQoYIEBASkqtzksFqtEhUVZb4/evSouUnBtWvX0r3+R9m0aZM5uy2xuJ/FYnnkDOqkREZGyksvvWSuTxccHCyxsbFSv359AaRcuXLmLEOr1Srt27cXQAoXLmxu+KCebDrDTCmllFIqg/zzzz9MnToVEWHnzp2MGjUKgClTplCyZEmbyixXrhzz588nV65cDxwTEbp168a5c+fw9PSkVKlSLFy4kMaNGxMeHp6qa1EZ7gpg4cEZW4V5cPZXokTECuwFysVLOyUirwG5gFIiUgNwJG4nToBLd//7sHovAUUSqbJQUm0TkWgRCb8XQERyrkGpR7l58ybjx4/H3d2d3r17c+HCBYoXL87EiRM5ffo01atXp23btpQvX54ff/yRyMhITp48ac7+AnBzc7Op7r179/Lqq6/ywgsvsGjRIiwWC3Xr1mXt2rUcO3YMLy+vtLrMRK1YsYKnn36aIUOGmGmVK1dm/Pjx7N+/n3z58qVr/UmJiooyX9vZ2WFnl/yhAzs7O8qUKWO+Dw4O5uTJk8k619XVlZUrV+Ll5UVgYCBNmjQhKiqKBQsW8Mwzz+Dt7Y2TkxMQN4NwypQpVK1alZCQEN57770EvxNKpVpqR9w0NDQ0Egt0hplSKhu4fv26lCxZUgCZMGGCuLu7CyAdOnRIcVk3btwQf3//R+b7+OOPBRB7e3vZvXu3uUtYvXr1bLkEFU8mLvr/031px0li0f9EzjeIGzCb8ZA8+Yhbe+zjeOcEA/3j5XEi8UX/a8TLUxNd9F9loLCwMBk5cqQUKFDAnK1UunRp+emnn+TGjRsya9YsqVat2gOL7W/evDnNFnrfv3+/AOLg4CAffPBBgo0D0kNERIRERkaa75ctWyaAeHl5ZYnF66Ojo6VHjx6SL18+uXTpkpl+/Phxef/995M1wyy+gIAAKVu2rJQtW1YuXryY7Hb4+/ubvxfNmjWT2NhYsVgsSdaRJ08eAaRXr17JrkNlT7rov4aGRpYP/RKtlMoOLBaLjB07VipVqiTt2rUTQMqWLWvTZ9tHH30krq6uMmfOnCTzhIaGip2dnQDStGlTEYnb6a1z585y8+ZNm69DxcmkAbPWwB3iFtmvCHgDN4Eyd4/PiT94BgwFGhC3cP8zwAwg5r6BrQbAW4A78CZxj2zuBhzj5Rlwd4CsOVAZWABcBHLHy/MHcJi43TFrAUeA1Sm4Nu3rVaqMHDnSHHTx9PSU6dOnS1BQkAwfPlyKFi1qHsuRI4f06NFDfH19U1VfcHCwDB48WPr3758g/eeff86Qx/mGDBkiOXPmlGnTpplp0dHRMmPGjCz176hWrVoCyA8//PDAsUct+n+/y5cvi5eXl3h5ecnp06dT1I4dO3aYj4L26dMnwbEzZ87I33//bb5ftWqV2Z758+enqB6VveiAmYaGRpYP/RKtlMpOoqOjZfbs2ZI3b16b1hKLjo6WevXqiWEYjzx/zpw58tRTT8nq1auzxGyD7CQzBswkrk/8BDgLRAP7gVfjHdsKzIr33pu4HTKjiVuAfwMProH2HnDqbp5gYDKQ5748BjDs7vEo4tY8q3xfnvzErX0WfjfmAXlTcF3a16sUCQ0NTbDD5PXr16VmzZoyd+5cOXTokHTp0kVcXFzMgY8SJUrI6NGj5erVq6mq98iRI9KpUydxcnISQJydneXy5cupvZxH8vX1TTArasyYMQJImzZt0r3u5IiKipIpU6ZIvXr1Euz4vG3bNtmyZUuSfdDGjRslR44c5s9p+fLlD63n9OnTNv//Xrx4sQDi5uYmgYGBIhL388yfP7/ky5dPTp06ZeYdPHiwOcB6b5dN9eTRATMNDY0sH/olWin1ODtx4kSiM7pS85lmtVplx44dyco7YcIEAaRJkyZJPoKiUi6zBsyya2hfr1JizZo1kjNnTqlZs2aiAzENGzY0B2Cef/55mT9/foJBnJSyWq2yfv16efPNNxPMhnrppZdk2bJlEhsbm5rLeWTd9erVEyDBLKhLly7JP//8k2VuhkRFRUmRIkUEkAULFiT7vIULF5qL8n/66acprjcgICBFfdsvv/ySYAAsKipKatasKc8//7w5iCYiEhsba/68y5UrJzdu3Ehx29TjLy37egeUUkoppZTp2rVr1K9fn9y5c7Ny5UoKFixI3rx5AdsXlYa4xYlffvnlRI8tWLCA0NBQevfuTUBAAF9++SUAFoslRQstK6VUViIiGIYBQPXq1bFYLMTExHDhwgX++OMP3nrrLUqVKgXA559/jouLC/369ePll182z7PVpEmT6Nu3LxC3CH2LFi34/PPPqVWrVuouKhHR0dHs2bOHV155BYj7vC9TpgwODg4cPnyYV199FYAiRYpQpEhie21kjH379vHHH3/wzTffAODs7MywYcO4ffs2DRs2THY577//PjExMTRv3jzRzWseZvPmzTRv3pzOnTvj4+OTrJ9zt27dErx3cHBg1apVuLm54eLiYqbb29uzYMECqlevjqurK2FhYeTJkydF7VMqPkPi7g4ppVSaMgzDDQgLCwtL1R+YSimVkUSEZs2asXr1ary8vOjatSsTJ05k9uzZ1KtXL8XlrVu3jqNHj/L555/j4JD4fcqLFy9StmxZYmJiGDx4MLNmzeLChQs4ODhw6tQpSpcundrLUneFh4ff++Mpj8Tt8qhSQft6lZTAwEDGjBlDUFAQq1evNtNPnDhBhQoVaNGiBb///jv9+/dn7NixaVLn1atXuXLlCuXLlwfg8uXLVK5cmXbt2tGnTx/c3d3TpJ773bhxAy8vL65du8b58+cpUaIEAOfPn8fZ2ZnChQunS70pFRoaSvHixYmNjWXfvn1Ur149U9qxaNEi2rRpQ926dVm3bh3Ozs4pOn/btm10796dtWvXJviZnjt3zuwv/fz8KFWqFDly5EjTtqvHQ1r29TrDTCmllFLqLm9vb1avXo2TkxOjR4+mffv2REdHExAQkOIBs/DwcLp27crFixdxcnKiX79+D+SxWq20adOGmJgY7OzsOH78OBcuXADgxx9/1MEypdRj5eTJk4wePZo5c+YQGxsLwJEjRxARSpQoQcWKFQH48MMPOXjwIJ6enqmuMyAgAG9vb2bNmkXNmjXZsmULEDebKygoKMUDMo9y7tw5Tpw4QYMGDQDImzcvlSpV4tSpUwQEBJgDZvdmzmWWGzdusHv3brOdhQoV4oMPPiA2NpbcuXOnaV1Lly5l9+7djBs37pF533//fdzc3HjjjTdS/LMREfr378+JEydo1KgRO3fuJE+ePAwZMoRx48axZcsWXnrpJXPQ9J7w8HAd1Fe2Se0znRoaGhqJBbquiVLqMbNr1y5xcHAQQHx8fKRatWoCSMOGDW1ab8ZqtcrMmTOlZs2aEhkZmWgeb29vcwHqfv36mWvs1K1bN7WXoxKha5hpX6/Sz/Tp081dfu99jo0aNUrq1KkjgAwbNszMa7FYJCYmxua6rFar/P3339K0aVMxDMOs89lnn33ojo2ptXv3bgEkf/78EhUVZaZfvHgxXddES6mzZ89Kzpw5xdnZWUJCQsz09Fg7zdfX1/wZrF271qYyQkNDk503KChISpQoIYC8/vrrEhUVJe+9954AUqxYMQkODjbzWiwW+e6776RIkSJy/vx5m9qmHj9p2dfrohhKKaWUeuJdv36d1q1bExsbS6tWrQgKCuLw4cMULFiQ6dOn27SWjmEYdOrUiX///RdXV9cHjh88eJABAwYAMHLkSKZMmQLErZMW/xEmpZTK6qKiohg4cCBWq5W6devy+eefc/78eQYNGsSWLVuwt7fn6tWrZn47O7skH1N/lI0bN1KjRg1ee+01Vq1ahYjQuHFj/vrrL/bv359ms6csFgubNm1iw4YNZlr16tUpUaIEVatW5fLly2Z6sWLFsLe3T5N6bSEiBAUFme9Lly5NpUqVeOqppxKkp3ZduMSUL1+eIUOG8OWXX1K/fv0Un//TTz/h4eHBnj17kpW/RIkSrFu3jty5c7N161a6du3KtGnTqFSpEsHBwbz33nvExMQAcOfOHZYtW8bly5dZtGhRitumVKbfmdLQ0Miegd51Vko9JqxWqzRr1kwA8fDwkFWrVpl3y3///fcUlxceHi7R0dEPzXPz5k0pVKiQANK0aVOpWbOmOUNi+/bttl6KegSdYaZ9vUof06dPF0By584tefPmNT/P8ubNK/3795dz586lWV1z584VQFxcXOTjjz+WEydOpFnZ8U2ZMkUAee655xKkR0REpEt9tvL395cqVapIqVKlEszaCwkJybDdOG2tx2KxSP369QWQgQMHpujcDRs2iL29vQAydOhQ8fX1FTc3NwGkT58+Zr5Tp07JzJkzbWqfejzpDDOllFJKqTQyadIkVq5ciZOTE9OmTeOTTz5BROjatSvNmjVLcXk9evSgRo0aHD16NMk8kydPJjQ0FIhb52b37t0A9O7dm9q1a9t2IUoplQlEBB8fHwAiIiLMRfAnT57M+fPnGTt2rM3reQUGBvL555/z66+/mmnvvfceY8aM4dy5c0yZMoUKFSqk+hpCQ0OZNGkSO3bsMNNatGhBkSJFqFmzJnfu3DHTU7orZHqwWq3m61KlShEcHMzVq1cT9DuFChVKlxlliYlfj4iwZs2ae4PqD2VnZ8fSpUv59ddfGTVqVIrqrF+/Pr/88gsA3377Lf7+/syZMweAiRMnsnDhQgA8PDzo1KlTispWypTaETcNDQ2NxAK966yUegzs2bNHHB0dBZAffvhBbty4IW3atBEvLy+bZhEEBwdLgQIFxM7OTnbv3p1kvoiICHnnnXfk9ddfN9f88fT0zLDZAE8qnWGmfb1Ke5s3bzZnlAGyZMkSsVgsqSpz9+7d0rp1a3MGUdmyZVO15tmj9O7dWwBp3bp1gvSstC6ZSNzaZB06dJAGDRokSN+xY4dcu3Ytk1r1P1arVdq1ayeATJw40eYybt++nez8gwYNkvfff988Z9CgQQJIjhw55MiRIwnyhoaGSrNmzeTQoUM2tU09HnSGmVJKKaVUKt24ccNc66RFixb07NmTPHnysGDBAnbt2mXTLIKiRYty7Ngx5s6dS40aNZLMlytXLpYuXYq/vz9WqxUHBwe2bt2aYbMBlFIqrXh7e5uvGzVqxLvvvoudXcr/zLRYLPz++++88sor1KxZk8WLF2OxWHjjjTf46aefbCozMbt376ZHjx6cPHnSTOvQoQPPP/88devWTZCSu52DAAAgAElEQVQ3M9clS4ydnR3z589nw4YN+Pn5mekvv/wy+fLly8SWxTEMgxo1auDo6GjTGnUWi4VPPvmERo0aER0dnaxzRowYwfz583FxcQFg+PDh1K9fn8jISJo3b86NGzfMvAMGDGDlypW0bNkyQbpSSUrtiJuGhoZGYoHedVZKZWFWq1VatGghgLi7u8u5c+fSfXZXbGysdOzYUY4fPy4iItOmTTNnZEyfPj1d61ZxdIaZ9vUqbfn6+iaYXbZ582aby+rZs6dZjqOjo3To0EEOHjyYhq2N89ZbbwkgQ4YMSfOy01JYWJh4e3vLt99+myD9hx9+eOgM5sxmtVrF19fXpnP9/PwkV65cYhiG/PHHHyk+32KxyKhRo+S///6TMmXKCCCNGzc2ZzxeuXLFTG/SpEmqZ0KqrElnmCmllFJKpUJERAQXL17E0dGRhQsX8sEHH9C8eXNzXbGU2rBhwyN3+Bo8eDCzZ8/mueeeIzQ0lJw5c5IjRw5atGhB586dbapXKaUy06RJk8zXVatWfWCG1sMEBwdz6dIl8327du3ImzcvAwcO5MyZM8yePZtnnnnG5rbFxsYyY8YM3nrrLW7dumWmf/zxx3zwwQc27eiYkQ4ePEi/fv0YM2ZMgh1GP/3004fOYM5shmFQvnx5831MTAwWiyVZ5z711FMsX76cxYsX89Zbb6W47oEDBzJo0CA6dOjAvHnzcHFxYc2aNYwcORKAAgUKsGzZMpydnVm9ejVjxoxJcR3qCZPaETcNDQ2NxAK966yUyuLu3Lkj27dvl7FjxwogOXPmlICAgBSXExISIoUKFRI7OzvZsGFDonl27txp7rxZsmRJc62VkydPpmitFpU6OsNM+3qVtn7++WcpUKCAFC5cWGbMmJGscw4fPiwdO3YUR0dH6dmzZ4Jjt27dSrO2Wa1W8fT0FEDmzp2bZuWmB6vVKlu2bJFVq1YlSGvdurVMmTJFIiMjM7F1trtw4YLUrl1bhg4danMZKZkFdvLkSSlYsKA5s+ze7q2GYci6devMfPdmeBuGIRs3brS5bSpr0hlmSimllFI2iL+zmKOjIzlz5uTrr78G4nbV8vLySnGZ9vb2vPnmm1SqVInXXnvtgeM3btygbdu2iAhvvvkmtWvXZtGiRYgInp6e5rorSin1uOnevTuXL18mKCiI9u3bJ5lPRNiwYQP169enWrVqzJ49m5iYGAICAu4NvgKQI0cOm9px9epV+vfvT926dc3yDMNgwIABjBo1ijp16thUbkZZsmQJderUoU+fPuZsLMMwWLRoER9//DGurq6Z3ELb/P333+zYsYOJEycmmCWXXOHh4TRo0MDc/fJRPD09WbVqlTmz7MCBA3Tr1g1nZ2euX79u5vvoo4/o0qULIkKbNm04d+5citumngxG/A8opZRKK4ZhuAFhYWFhuLm5ZXZzlFIKEaF169aUKVOGUaNGERsby/PPP8/x48d55513WL58eaoW3Q8PD3/g8+7el/HFixfj4eFBr1696NevH4ZhcPToUZ5++unUXpZKgfDwcPLkyQOQR0TCM7s9jzvt61VyLFq0iBEjRnDs2DEgbuH6li1b8vnnn1OzZk2by7VareZGABERERQpUoTbt2+za9euVJWbEUJCQrh+/br56OLt27cpX748jRo1YuzYsdnq39PYsWNp0aIF5cqVS/G5Pj4+9OvXj3z58nH69Gny5s2brPOWLVvGu+++i4gwduxYGjZsSOXKlRPkiYqKonbt2uzfv58XXniB7du34+zsnOI2qqwnLft6nWGmlFJKqSfCjh07+O2335g4cSLHjx9n4MCBHD9+nKJFizJ16tQUD5bFn60GJPoHzsyZM1m8eDF2dnYsWLCALVu2AFC+fHkdLFNKPbY2bdrEyJEjmTNnDjExMQ/Ne/jwYY4dO0auXLno27cvJ0+eZMmSJTYPah05coQmTZrQqlUrMy137tyMGTOGFStW8Oyzz9pUbkZZvHgxpUqVolevXmaaq6srp06d4ueff85Wg2UQtzOlLYNlAL1796Z3795s2rQp2YNlAC1btmTcuHFA3Lpm8XcUDQ8PR0RwcXFh6dKl5M+fn71799KnTx+b2qiyN51hppRKF3rXWSmVFS1fvpyQkBDc3d3NBYX/+OOPFC8ufG+2WvHixRk1alSijxGJCJUqVcLX15f8+fNz6dIl7ty5w9ChQxk4cCAFCxZMk2tSyaczzNKW9vVPJhGhVq1a5kYnffr0wcfHBwB/f3+8vb159913zQ0ALl68yPz58+natWuKBj3i13f79m3zc9bX15eKFSvi4ODA5cuXyZ8/fxpdWfqwWq1ERkaSK1cuAM6ePYunpycvvPACf/31l82PoT6Ojh07xpo1axgwYEC61yUifPrpp0ybNo05c+bQunVr9uzZQ8uWLRk4cCA9e/YE4jbtefvttxERZs6cSadOndK9bSp9pWlfn9pF0DQ0NDQSC3QhYKVUFrZz504pU6aMfPrppzadv3v3bgHEwcFBDh06lGS+Xbt2SbFixaRnz56P7aLN2Yku+q99vUq9mJgYGTlypOTLl08KFy4sR44cEZG4DQDubW7SoEGDNKlr6dKl4unpKZ999lmC9B9++EF8fX3TpI70tGbNGvH09Hygr/Hz88ukFmWeS5cuSa5cuQSQ3377zaYyTp8+LQ0aNJDg4OBk5Y+JiUnQR0+YMEEAqVy5sty5c8dMHz58uADi4uIiBw4csKltKutIy75eZ5gppdKF3nVWSmW2mzdv8uOPP7J06VLq16/PV199Zd7hBwgLC8PR0dHmu/vr168nICAgwWM1iVmxYgWtWrWiUqVKbNu2jXz58tlUn0o9nWGWtrSvf7JZrVYsFguOjo5ERkZSqlQprl27xttvv03//v15/fXXU1xmWFgYDg4O5MyZE4DVq1fTtGlTvLy88Pf3T9U6k5nhzz//pF69epQsWZIzZ87g4OCQ2U3KVIMGDWLPnj0sWLCAwoULp+hcEeHVV19lx44dNGvWjN9//z3F9V+4cIFZs2bx6aef3usLgLjf5aZNm7J27Vrq1q3Ln3/+meKyVdaRln29DpgppdKFfolWSmWmmzdvUrt2bQ4fPmymValShT///JNChQqla92bNm1i9erVjBs3jujoaIoWLcrt27cpV64cfn5+j90ffNmJDpilLe3r1T1Tpkyhe/fueHh44O/vj729fYrL+Prrr5kwYQLe3t50794dgJiYGH777TeaNWtmDqJlVXv37mXs2LHUrVuXTz75BIgb5Jk3bx7NmzdPcMPmSXVvB1Bbfj8ATp06RY8ePZg1axbFixdP0blHjx6lYcOGuLu7s2nTpgcW+L9+/ToDBgxgzJgxWf4xX/Vwuui/UkoppdRD/PjjjwkGyyDuy7KHhwe//PILtt4w3LVrFxEREUkeDw0NpU2bNvzwww907NiRevXqcfv2bQzDYN68eTpYppR6rE2ZMoX+/fuzbNkyc/DDarXi7e0NxC3SntzBkKNHjybYPCVfvnxERUWxY8cOM83R0ZG2bdtm+cEyiBswW7ZsGd7e3mYfYxgGH3zwgQ6W3WVvb5/g9+PYsWMp6o89PT3ZuHFjigfLIO5nER4ezvbt2/nwww+xWCxMnDiRL7/8Eoj7/fv11191sEwloANmSimllMpWfH19mTRpUqLHbt68ycKFCx/Y4TI5goODadiwIVWqVOHkyZMPHBcRPvzwQ65evQrE/SGwd+9eAL744gtq1KiR4jqVUiqriIiI4Msvv2TcuHG0atWKOXPmAHGPp/v5+eHm5kbnzp0fWY6IUKdOHapWrcrWrVvN9I4dO7J3717mzp2bXpeQZq5cucLIkSP5+++/zbSOHTvSs2dPVqxYoTdHkmHChAlUrVqVn3/+2eYytm/fzjfffJOsQbfKlSuzbNkyHBwcWLhwIV27dqVv376MHz+ehQsXJsgrIkydOpUNGzbY3DaVPeiAmVJKKaWyhVu3bvHVV1/x9NNPc/HixUTz2NvbM2fOHJseB7l06RJ58+alQIEClClT5oHjkydPZu3atTg5OdGhQweOHz8OQPny5Rk7dmyK61NKqaxk5syZ5gzbfPny8d577wFw4sQJHB0d6dKlC7lz537gvNu3b7N582bzvWEYlC9fHicnJ/NzEqBgwYI8//zzj8Vg08iRI/n6668ZM2aMmZYzZ04mT55M5cqVM7Fljxer1crBgwdtOvfixYs0aNCAESNGMH/+/GSdU69ePX799Vcg7ve5YcOGAHTp0oWjR4+a+ebNm8fHH39M27ZtCQ4Otql9KnvQNcyUUulC1zVRSmUUEWHFihX07duX8+fPA+Dq6kqJEiUSnQnm4+NDnz59bKrr5s2bXLlyhbJlyyZIP3LkCDVq1CA6OpqJEycyZswYgoODcXR0JCgoKMWLG6v0oWuYpS3t658cFouF8uXLc+rUKQAGDhzI6NGjzePBwcHY29s/8FkXHh5OmTJluHHjBmfPnjVvNly8eBEXF5fH4vE3q9XK+vXrefrpp832nzp1irZt29K7d2/atWuXyS18PIkIGzZsoEGDBjYPkk6YMIFt27axaNEiXF1dk33ekCFD+O6777Czs+PZZ59l//79eHp6sm/fPvLmzUt0dDSvv/46zZo1o3///tjZ6Tyjx4ku+q+UyvL0S7RSKiPc26Xy3mMTJUqUwGKxcOnSJdzd3WnRogVTpkzh5s2bAHh4eLBlyxZKly6dZm2IjIzk2Wefxd/fn0aNGpEnTx4WLFgAxN2l1j+msg4dMEtb2tc/OVauXMk777wDgIODA2fOnKFkyZIP5Dt16hTHjx+nSZMmZlrdunU5deoUs2fPtmnnzMz28ccfM3XqVPr27Wuu1abSh4ikePDMarWmeEBLROjQoQPz5s3jhRdeICQkhMDAQBo3bszKlSuxs7MjNjb2id/V9HGli/4rpZRS6onn7e1N5cqV2bBhA05OTnz99df4+/uze/duPDw8OHPmDN7e3uZgWdmyZVM8WCYidO3albVr1yaZ5+jRo5w5cwaA6Ohoc7CsUaNGOlimlMoW4g8Uvfvuu5QsWZIrV64keIztxx9/xMvLiw4dOhAVFWWmL168mDNnzjw2g2Xnz5/n1q1b5vtWrVrh5uamg8Lp6M6dO/Tq1YuRI0em+Nz4g2WzZs0y1w59GMMwmDZtGgMHDmTTpk0sX74cFxcX1qxZw4gRIwASDJbdunWLLVu2pLhtKhsQEQ0NjSwewCfAGSAK2A+88pC8nQBJJFxSWibwIvAXcAu4AWwFXJPZZjdAwsLCRCml0sOcOXMEkAYNGoi/v3+CY4GBgeLo6Gh+Bjo4OEhgYGCK61i0aJEA4uTkJBcuXEg0j9VqlUGDBomzs7M4OzsLIPnz55fo6Gibrkuln7CwsHu/E26SBfr3xz20r38yHDhwIMF3yj179oiIyNChQwWQfv36iUjc5+4XX3whr7zyipw7dy4zm2yzL7/8Uuzt7eWnn34y06xWq4SHh2diq7K/FStWCCD29vZy6tQpm8pYsGCBAFKoUKEk++uHmTlzpgBiGIasW7fOTA8NDZXKlSuLs7Oz7Nu3z6a2qYyVln29zjFUKoszDKM14EPcANdOoBvwh2EYlUTkXBKnhQPl4yeIiHmrLzllGobxIrAeGA30Au4A1YCUby2nlFJp4MyZMwQGBpqzFNq3b0/x4sWpW7dugkc4goKCHjjX1vVRmjZtyueff06RIkWS3MbeMAxGjhzJ2rVrOXz4MIZhsHHjRpycnGyqUymlshIfHx/z9csvv8wLL7xAVFQUP/30EwA1a9YEoHTp0vzf//3fY7Fo/z0xMTE4ODiYbS5ZsiQWi4UDBw6YeQzDSHQzA5V23nnnHT777DPq1KmDh4eHTWU0btyY5557jvr161OsWLEUnSsiXL9+nTJlyhAYGEjbtm3Zv38/Hh4e5M+fHw8PD/777z9atmzJ/v37KVCggE1tVI+h1I64aWhopG8Au4Gf70s7AYxOIn8n4EZqywR2Ad+lot1611kplWa2bdsmLi4uUqxYsSQ/V86dOyfNmzeX3LlzS5kyZQQQR0dHc6aZh4eHTbPMEhMbGyvvvfee/PHHHyIi8tdff5mzLwYOHJgmdai0pzPM0vw7ivb12dzFixfFwcHB/HxbunSpiIhMnz5dACldurTExMRkcittM3HiRClRooT8+eefZlp4eLgcPnw4E1ulUuPWrVs2nXfmzBlxdXUVQAoXLiyAVKtWzSzv+vXr4unpac5qj42NTctmqzSWln29rmGmVBZmGIYTUB3YeN+hjcBLDzk1l2EYgYZhBBmGscYwjGdTUqZhGIWBmkCIYRj/GIZx2TCMvw3DqJ3KS1JKKZvUqFGDkiVLUrFiRcLDE67fGhsby/fff0/FihVZsWIFERERBAYG4uHhwcmTJzl58iQeHh6cPn2aOnXqcO5cUpNz/+dRecaOHcuSJUto3Lgxhw8fxsXFhZIlS/L6668zatSoVF2rUkplFT///DOxsbFA3DqQ77zzDiLC999/D0CvXr3Yv38/3bt3T7Ce2ePA39+fCxcuMHPmTDMtd+7cVK1aNRNbpQDCwsKYM2dOis/LkSOH+dpqtTJlyhTu3LnzyPPKli3L/PnzMQyDkJAQcuXKxeHDh+nevTsiQt68eVm+fDmurq5s2LCB4cOHp7ht6jGV2hE3DQ2N9AugOHGj4y/dlz4I8EvinFpAe+Ien3wFWApEAuWSW+bdMgS4CnwIPAt4A9H3ykmkXmfi7jTfixLoXWellI3Onj0r/fr1SzBzITg4WKxWa4J8//77r1SrVs2c/eDu7p7obLLAwEDx8PAQQHx8fB5ad2BgoLi5uUnr1q0lIiLigeP//vuv2NnZmXWOHz9eRESuXbsmN27cSM1lq3SmM8zS/HuKzjDLxiIjI6VAgQLmZ92ECRNERGTjxo0CSM6cOeX69evStm1bAeTDDz/M5BYnbf369fL222/LmTNnzLSAgACZNWuWREVFZV7D1AMiIiLEy8srwYxGW3z88ccCSNu2bR/47pAUb29v8/fdzs5O7Ozs5MCBA+bxuXPnmsfXrl1rc9tU+tIZZko9eeS+90YiaXEZRXaJyDwROSwi24H3AH/i1iFLbpn3PhumiMhMETkoIv0AP6BzEm38CgiLFw8uIqSUUo8QHR3NqFGjqFixIt7e3vz444/msaJFi5rrzIgIPXv25KWXXuLw4cPkz5+fadOmcfLkSXx8fB7YDbN06dJs2bIFHx8f+vTp89A2bNu2jVu3bnHu3DlcXV0THAsLC6Nt27ZYrVYaN27MSy+9xJUrV4iJiSFfvnz3tjFXSqnH3vz587l69SoAuXLl4qOPPgL+t2PmRx99RN68eenWrRutWrWiZ8+emdbWRxk/fjx//PEHkydPNtO8vLzo2LEjzs7Omdgydb9cuXLRvHlzypQpk6Jdre/XsmVLcuTIwVtvvZXsdfX69OlDr15xfzLZ2dnh4+PDs8+aD+rQvn17PvnkEwDatWvH6dOnbW6fekykdsRNQ0Mj/QJwAmKB5velTwT+TkE5U4E/klsm4E7c4Fn7+/IsBuYnUYfOMFNKpcqmTZvkqaeeMu/evvrqq3L06NEk8/fp00cA6dSpk4SEhKRpW/bu3St+fn4J0qxWqzmTomzZsrJu3TqzrUuWLEnT+lX60Blmaf49RWeYZWMjRowQe3t7sbe3lz59+oiIyI0bN6Ro0aJiGIacPHkyk1uYuKCgIBk6dKhERkaaaRs2bJA+ffpk2TarhGJiYuTatWupLufy5cspPic2NlaaNGkigBQsWFBCQ0MTHI+OjpZatWoJIM8880yC3zOVNaRlX2+IJDpJRSmVRRiGsRvYLyKfxEs7DqwUka+Scb4B7AGOikjn5JR595wgYIaIfBMvz0HiBt4GJaNeNyAsLCwMNze35F6uUuoJFBQUxGeffcZvv/0GQJEiRRg/fjzt2rVLcFfYz88POzs7ypUrB0B4eDiHDh3i1VdfzZB2zp07lw4dOmBnZ8eOHTtYtmwZEyZMoHDhwly4cAEHB918PKsLDw+/Nwswj4iEPyq/ejjt67O/0NBQwsPDyZUrF0WKFAHiZgJv376devXqZXLrHiQiVKhQAX9/f3799Ve6du2a2U1SaeDq1avkz58/VTuw3rp1i127dvHGG28kK2/dunVp3749vXr1ws/Pj3HjxvHzzz/j6OhIUFAQzz33HKGhoXTq1IkZM2Y8VrvDZndp2dfrI5lKZX3fA10Mw+hsGEZFwzC8gdLALwCGYcwxDGP0vcyGYQw1DKOBYRgehmE8A0wHnrmXPzllStxI+jigt2EYrQzD8DIM4zugwt3ylFIq1WJiYhg3bhwVKlTgt99+w87Ojt69e+Pr60v79u3NL5+3b99myJAhVK1alS5dutyb2YKbm1uaDZaJCN9++y2XLl1KMs/OnTuBuMc0rl69yv/93/8xYcIEdu/erYNlSqlsqVChQnh6epqDZQDOzs7Uq1ePDRs28P3333P9+vVMa19sbCzr1q0z+wXDMOjevTuvvfYanp6emdYulXY2bdpEhQoVmDZtms1lhIeH88Ybb/DWW2+xYcOGR+bPmTMnO3fupFevXty5c4c333yT6dOnm4v9lyxZkkWLFmFnZ8esWbOYOnWqzW1TWVxqp6hpaGikfwCfAGeJW3R/P/BqvGNbgVnx3nsDgXfzhgAbgBdTUma8PAOB88At4B+gdgrarI9pKKWStGXLFqlUqZL5SOOLL74oBw8efCDf+vXrza3cAXn77bfT5XPl559/FkBKliyZ5ALQV65ckeeee07c3Nzk8OHDad4Glf70kcw0/36ifX02dObMGfnrr78e+Ez29/eX2NhY8/1rr70mgHzzzTcZ3UQRiXt0rnz58gLI33//baZbLJZMaY9KH6NHjza/J9j6s7VYLNKmTRvJnz+//PPPPyk+f968eeLu7i4XLlxIkD5mzBgBxMnJSfbs2WNT21TaS8u+PtM7Wg0NjewZ+iVaKZWYixcvmuuAcXd9kBkzZjzwJfjChQvSunVrM1/x4sVl6dKlyd7pKqUOHz4szz777CN30Dx27Jg4OztLwYIFH7q+msqadMBM+3r1aN27dzc/e3v27CkiIlFRUVK0aFHx9PQUPz8/sVqt8uuvv8pzzz0n58+fz7C2Xbp0KcH7jz/+WAoWLCgLFy7MsDaojGWxWGTy5Mly+/btVJUTHR1t0xp2MTEx5m7cAwcOTHDMarVK8+bNpUaNGnLu3LlUtU+lHV3DTCmV5em6JkqpxAwdOpThw4ebj82MGDGC/PnzJ8hz8OBBXn/9dcLDw83HNIcPH07u3LnTtW0xMTHY29tjZ/e/FSv++usvfHx8mD59Ovnz56d48eKEhITg5uZGaGgoTk5O6domlbZ0DbO0pX199tS1a1emT5+OYRjMmTOHdu3aMWfOHDp27Ejx4sU5c+ZMhn/2RUVF0apVKzZu3Mjp06cpWbIkELe2Vc6cOXFxccnQ9qjHX1BQEI6OjgkeN07K7Nmz6dSpEwBTpkyhYMGC1KlTh3z58hEREYGTk5PutpqFpGVfrwtuKKWUUipdRUVFmX/MDBgwgGPHjvHVV19RvXr1RPNXrlyZMmXK4Orqyi+//JJgS/e0Fh0dbX7JdXR0THDsypUrtG/fnuDgYFq0aEGxYsUICQkBYNq0aTpYppTKlqZOncrw4cOJiYmhaNGiiAje3t4AfPrppxn22Sci5lqWLi4u3Lp1i9jYWDZv3mwOXhQoUCBD2qKyjtmzZ3Pt2jX69etncxnHjx+nQYMGFC5cmK1btz7yhlzHjh05c+YM3377Ld27d0dEaNy4MStXrnzgXF9fXypUqGBz21TWoov+K6WUUipdXLlyhU6dOvHaa69hsVgAyJEjB0uXLk0wWBYWFsa3335LdHQ0EDdwtX79ev755590HSw7deoU7u7uTJ8+nftn3IsInTt3Jjg4GIAdO3aYu3g2b96cd999N93apZRSma1YsWKULl0aJycntm7dyqFDh3B1daVbt26sXLmSNWvWmJ/rae3WrVsMGTKEKlWqEBUVZaZ7e3vj5+dnDpapJ8+2bdvo1KkTX3zxBQcOHLC5HEdHR6Kjo4mMjCQsLCxZ5wwdOpQOHTqY3xfWrFnDiBEjzOMiwldffUWlSpVYtWqVzW1TWYsOmCmllFIqXcTGxrJixQr27NnDjh07HjguIixevJgKFSowbNgwxo8fbx4rXrw49vb26dq+SZMmERwczLx58x4YMPvpp59YvXo1jo6ODB482GxLwYIFWbJkSbq2SymlMsPu3btZs2YNfn5+CdLvzS7r2LEjefPm5csvv6RJkybMmTMnXdrh7OzMrFmzOHbsGEuXLjXTn3nmGcqVK5cudarHwyuvvMKHH37I0KFDeeaZZ2wup1y5cmzevJkdO3aYj/c+imEYTJ06lTp16phpw4YNY926debxW7duISLs27fP5rapLCa1i6BpaGhoJBboQsBKPZF8fX0TvF+8eLHs2rXrgXwBAQFSv359c2HpcuXKyZ9//plRzRSRuB3Wxo8fL6dPn06QfvToUXF2dhZAfHx85JlnnhFADMPQ3TEfc5m16D9xO1OfAaKI25n6lYfk7XTv38V94RIvjwMw4m6Zt4HTwBDALl6exMoQ4Mt4ec4mcnxMCq5L+/pswmq1yvPPP2/+Hvzwww8iErczpmEYAoivr6/cunVLvvjiCylbtqxERESkut7Y2FhZtmyZdO/ePcGmLgsXLpSlS5dKTExMqutQ2Ut6bf4TGBiYrHzXr1+XSpUqSa5cuQSQvHnzmpsJREdHyx9//JEu7VPJp7tkamhoZPnQL9FKPVlCQ0OlS5cuAjz0y2JUVJQMHz7cHJBydnaWb7/9NtW7X6WVyMhIefrppwWQBg0ayLfffmv+ATlkyJDMbp5KpcwYMANaA3eALvy5IoMAACAASURBVEBFwAe4CZROIn8nIAwoGj/uyzMYuAI0AsoCrYAIoE+8PEXviw8BK+ARL89Z4Jv78uVKwbVpX59NbN++PcHA6YkTJ0REZNSoUQJIo0aNEuS/f2djW4WEhJj9wT///JMmZaonh8ViSZObbevWrZMcOXLI+PHjk5X/7NmzcvbsWalVq5YAUq1aNbl169YD+WJiYtJtgE8lLS37en0kUymllFI2s1qt/Prrr5QvX55p06YBsHPnziTz9+rViyFDhhAdHc2bb77J0aNHGTJkSIbtcGa1WlmyZAlWqzXR40FBQYSHh2MYBidPnmTYsGEAVKlShW+//TZD2qiync+A6SIyTUROiEhf4DzQ4yHniIhcih/3HX8RWCkia0XkrIgsBTYCz8cr4P7zmwFbROT0fWVF3Jf3ZqqvWD127j12CfD222+bi5YPHDiQbdu28d133yXIH3834ZQ4deoU8+bNM98XKlSI3r17M2jQINzd3W0qUz2ZYmNjadq0KW+88Qa///57qso6duwYkZGRbN68OVlr85UpU4YyZcqwdOlSChcuzOHDh+nWrdu9GwkABAcHU6dOHX755ZdUtU1lstSOuGloaGgkFuhdZ6Wyvb1798oLL7xgzkioWrWqbN++/aHnBAQESNmyZWXhwoWZctfV29tbAGnatGmS9a9fv17y5MkjDg4O5iy4a9euZXBLVXrI6BlmgBMQCzS/L30i8HcS53S6e04gEASsAZ69L89A4maHPXX3fTXgMtAmiTKLADFA2/vSzwLBwFXgEHEz15xScH3a12cDp0+fNh+7BGTjxo2J5vv9998feOw+JU6ePCmGYYijo6NcuHDB5nKUuqdfv37i4uIic+fOTVU5VqtVFixYIHfu3EnxuYMHD37gUWYRkR9++EEAcXR0lH///TdV7VMpozPMlFJKKZVprl27Ro8ePahRowZ79+4ld+7c+Pj4sH//fmrXrm3muzf7bMCAAWaal5cXAQEBvP/++xiGkeFtz5kzJzly5KBhw4YJ6hf5313hBg0a8MorrxAbGwvA/PnzyZcvX4a3VWULBQF74gaz4rtM3OOPifElbtCsKdCGuHXPdhqGEX+187HAQsDXMIwY4CDgIyILkyizI3GPbC6/L30i8D5QB5gM9AV+SupiDMNwNgzD7V4AuZPKqx4fP/zwg/kZWLlyZerVq0dMTEyC3QMjIyP58MMPqVChAv/880+yyo2OjubIkSPme09PT2rXrk29evWIiIhI24tQT6SxY8eyf/9+2rdvn6pyDMOgTZs2ODo6mmnJ3T2zaNH/fZT37dvXnGXfs2dPWrVqRUxMDO+++y4hISGpaqPKJKkdcdPQ0NBILNC7zkplOxaLRaZPny4FCxY076a2a9dOLl68+EDeQ4cOmWt7ALJv375MaHHizp07l2B2WWxsrDRs2FAmT54sVqtVjh8/Lvb29gJIixYtMrGlKq1lwgyz4nfre/G+9MGAbzLLsCNu9tekeGnvE/dY5/tAFeAD4maJdUyiDF/gh2TU1fJuewskcXzYvX/T8UP7+sdXWFiYuXg5INOmTRMRkQULFkiuXLlk+PDhIiJy/vx5adq0qXh5eUlsbOwjyz169KgULlxYihYtKlFRUWZ6/NdKpTVbZogl5vvvv5ciRYpIQEBAsvL37dvX/DdUoEABCQ4OFhGR8PBwqVChggBSt25d3cQig+gMM6WUUkplqEOHDlG7dm0++ugjrly5QqVKldiyZQvz5s2jWLFiZr6bN2/y+eefU716dXbt2kXu3LmZOHEi1apVy8TWJxQQEMBnn31mvh83bhzr1q2jT58+rFq1ChcXF6pXr86zzz7LkiVLMrGlKhu4Alh4cDZZYR6cdZYoEbECe4H4M8zGEbeb5SIROSoicwFv4Kv7zzcM4xWgPDAtGdXtuvtfrySOjwbyxIuSybkGlXXNnDmTmzfjlq0rVKgQ7dq1Q0Tw9vbm5s2b9wZKKVmyJCtXruTIkSPY29s/stynnnoKBwcHHBwcOHnypJnu7OycPheinnhnz57lxRdfZObMmakqJzo6mrlz53L58uVkfwcYP348TZo0AeDq1as0adIEq9VK7ty5Wb58OTlz5uSvv/7im2++SVXbVCZI7YibhoaGRmKBzjBTKtuYOXOm2NnZCSA5c+aUcePGPXAX12q1yvLly6VkyZLmXdZ3331XgoKCMqnV/3PixAmpU6eO7Nu3T7p37262b/ny5bJ7925zrTJA8ufPLxEREXLnzh1dtywbyqRdMncDP92XdhwYnczzDeIGzGbES7sK9Lgv31eAfyLnzwL2JbOuxnf//yS6g2ci+bWvf4zFxsaKu7v7AzsB79ixw1y/8fLly8ku799//00we/f48eNpNuNHqUcZO3asAFKyZMlU77wdHBwsP/30U4rWWr1165ZUqVJFAClSpIiEhISYxxYvXmz+O1uxYkWq2qYeLS37+kz/o1pDQyN7hn6JVir7CAwMlBw5csh7770n58+fTzTPjRs3JH/+/AKIu7u7rFu3LoNbmbT69esLIK6urgkeIwsKChIPDw8B5J133pGXX35Znn/+ebl69WpmN1mlk0waMGsN3AE6AxWJmwl2Eyhz9/ic+INnwFCgAeABPAPMIG7B/hrx8swibkOARkBZoDkQCoy9r2434BbQPZF2vQj0u1uHO/AecIG43Te1r38CLF++3Pw8dHJyMh8ja9GihQDSpUsXEYnbCOVRP+N7g2wvv/xysh7ZVCqtWSwW6d+/vwQGBqZ52VarNVmPU166dEnKlCkjgHz33XcJjvXr108AcXNzEz8/vzRvo/qftOzrHRKZdKaUUkqpJ9h///3H2rVrzcX6S5cuja+vL6VKlUqQLzY2Fnt7ewzDIE+ePHh7e+Pv78/gwYNxdXXNjKY/ICIigsKFCwNw+/btBMe++uorTp8+TenSpRkxYgRVq1bFarXi4+PD8OHDM6O5KhsSkcWGYRQAhgDFgP+AhiISeDdLacAa75S8wK/EPcYZRtyC/q+KyJ54eXoB3xG3QH9h4CIwBbj/F/d94maoJbYZQDRxg3lDAWfiduWcCvyfTReqHjs+Pj7m6zZt2lC0aFHOnDnD77//DsQtYH7p0iWaNGmCs7Mzfn5+FC9ePNGyfH19cXV1pVKlSsl6ZFOptGZnZ8fYsWPTvNzY2Fi6d+9OVFQUc+bMwc4u6VWtihQpwvr16/ntt98YNGgQFy5cIDw8nIoVKzJ27Fj27dvH9u3badmyJbt27SJnzpxp3l6VtgwReXQupZRKobu7Z4WFhYXh5uaW2c1RSiVTcHAwZcuW5c6dO2zZsoXXX3890Xzbt2+nR48eDB8+nBYtWmRsI5NBRNi8eTNdu3YlMDAwyXyGYbB9+3aOHTtGt27dcHNzIzAwkLx582Zga1VGCQ8PJ0+ePAB5RCQ8s9vzuNO+/vF14MABqlevbr4/dOgQ1apVo1+/fvj4+FC/fn02bNjA3r176dChA/ny5Xvk7pghISFYrdYEuwYqlVkOHDjAoUOH6Ny5c6rK2bNnDy+//DJWq5WdO3dSq1atZJ138OBB3n77bXLlysW+ffvImzcvwcHBPPfcc1y6dIm2bdsyb968TNkxPLtLy75eZ5gppZRSylSsWDE++ugjLl++jIeHxwPHr1y5woABA5gxYwYAI0aMoHnz5lnqC9++ffvo27cvFSpUeGg+Ozs7RIQlS5bg7e1N4cKFcXd318EypVS2t3r1avN1nTp1qFatGtHR0cyePRvA3BjlhRde4Pjx41y5cuWRZd6bzatUZjtx4gQvvfQSsbGxVKhQgZdeesnmsmrUqMHMmTPJnTt3sgfLIG52vouLC1euXGHy5Ml8/fXXFCtWjN9++406deqwYMECatWqRa9evWxum0p/ukumUkop9QTz9fXl7bffxs/Pz0ybNGkSy5Yto3Tp0maa1Wpl5syZVKhQwRws69q1K5s3b85Sg2UAfn5+7Ny5kzVr1rBv3z569OiRaL5u3bohIgQGBmJnZ8c777yTpXbzVEqp9DJ06FB27drFwoULzcfYnJ2dOXToEKNHj6Z+/fpmXsMwKFSoUKLlBAYGcvbs2YxoslLJVqFCBVq2bEmjRo2oVKlSqstr3749zZo1M98n5ym9AgUK0K1bN8LCwhg6dCjr1q0DoHbt2owbNw6AqVOnEhMTk+r2qXSU2kXQNDQ0NBILdCFgpbK0mzdvyoABA8TR0VEAady4cZJ5jx8/Lq+88oq5OHSVKlVk586dGdjah7t69aocO3bMfG+xWGTYsGEJduj8888/zYV478XZs2clV65c4ujoKKtWrcqMpqsMlhmL/mfn0L4+e/v333/FYrE8NE/79u3F3t5eJk+enEGtUip5bt++/cjfX1tcv35d3njjDdmwYcMj81qtVvnwww/NXcb//vtvM33ixIn62ZlO0rKv1xlmSiml1BNERFi2bJm5AG1MTAxNmzZl0qRJSZ4TFBTE9u3byZEjB+PGjWP//v2perwhLW3duhUvLy/atGmDxWIB4h61HDp0KCVKlDDz1a1blx9//JECBQqYaa+++io3b95ERKhZs2aGt10ppTJaVFQUV65c4fr16wnSo6OjE7w/cuQIL774IlWrVuXOnTuJlmWxWLh69SoWiyVFj6oplRFcXFwSLNB/8uTJNCl37Nix/Pnnn3Tu3JmoqKiH5jUMgylTpvDGG29w69YtXn/9dXbs2IFhGPTu3VvXfnwM6ICZUkop9YQICAjg7bffplWrVpw/fx53d3dWr17NypUrcXd3T5D33Llz5us333wTb29vTpw4wRdffIGjo2NGNz1JVapUQUSwWq1cunQpyXxXr16lW7duXL16FXd3d6pXr25e47Bhw3TtHaXUE2HOnDmUKFGCokWLMnjwYDO9Xr16NG7cmICAACBuDajcuXNTqVIlnJycEi3L3t6edevWceLEiQQbCCiVlYgI33zzDeXLl2ft2rWpLm/YsGG0a9eOtWvX4uLi8sj8jo6OLFy4EFdXV0SEN998k+Dg4ATt+/777/nqq69S3TaV9nTRf6X+n73zDovqevr4d+kgYG8BaxA19t5iN9HExBaU2KIxaiIYW+IPu4mJGksUK7YolliiJhpb7AULxooFRBQVjaCigiB99/v+AdyXlarusgvM53nmSe655547d2XvmZ0zZ0YQBCGfExMTg5kzZ2L27NlISEiApaUlPDw8MG7cOFhbW2v1ffDgAUaOHIkDBw7gxo0bSpTWqFGjDKF6Ok6ePIlTp07Bw8MDQHKOEB8fH1SvXh2mpqZafZOSkrBjxw6QxPr16/Hff//B1tYWd+7cwZ07dwAA9erV0/rRKAiCkJ85fPiwEjGWmjvp7NmzOHnyJCwsLGBnZwcAcHV1xccff4zIyMhsx8yuwIogGBKVSoWIiAhoNBqcPHkSnTt3fqvxLC0tsWHDhte6pmTJkjh27BiaNWuGuLg4NGrUCPfv34dKpYKvry++++47AEDXrl0lWtPIUJHZJ6wTBEF4XaTUvCAYB3///TdGjhypJGXu1KkTFi1aBCcnJ61+SUlJWLRoEaZMmYLo6GiYmZnB29sbffv2NYDWGRMUFARnZ2eoVCpcvHgRdevWzbL/oUOH8MEHHyjH5ubmWLRoEdzd3aFWq2FlZYWwsLDU0uNCAUCXpeYFmevzIiRx7NgxREVFoUGDBnBwcMDnn3+OLVu2YMCAAfD29s7ROD4+PmjYsGG6RRdBMEbi4+Nx8OBBfPLJJzofOygoCBMmTMDq1asVh3NmrFy5EkOHDgUALFq0CMOHDwcATJw4EWXLloW7u7vRFVLKi+hyrpcIM0EQBEHIh9y5cwcjRozA7t27ASSXN/f09ES3bt3SGWO+vr745ptv4OfnBwBo0aIFvLy8UKtWrVzX+1XUarUSOValShX07dsXhQoVQpkyZTLsTxIxMTEAgM2bN2ud+/HHH7F7924l19mWLVvEWSYIQoFCpVKhbdu2ynFISAi2bdsGABg9ejQ0Gg3u3buXbpt+Wp48eYKOHTvCzs4O586d06qoLAjGiKWlpV6cZRqNBt27d8f169dRpEgRrFy5Msv+Q4YMwfPnz+Hh4YHRo0ejXr16aNGiBaZPn65z3QTdIDnMBEEQBCEf8vDhQ+zevRvm5uYYP348/P390b17dy1nGUl8++23aN68Ofz8/FCsWDGsWrUKJ06cMLizLCEhAXPmzEH16tW1tgStW7cOy5cvz9RhdvfuXdja2sLW1ha//fab1rkJEyYoDkRXV1d06dJFfw8gCIJgRDx+/BgPHjxAdHS0VvvixYuhVqvRtm1b1KlTBwcOHMC7776Lfv36ZTpWcHAwSpUqhfLly6NcuXL6Vl0QdEpMTAwGDRqE9evXv/VYJiYmWLNmDVq1aoWff/45R9eMHTsWrq6uSEpKQvfu3bFq1Sqt85GRkZg/fz5kJ6BxIA4zQRAEQcgnpOblApKjxObPn48rV65gxowZKFSoULr+KpUKVlZWIImBAwfixo0b+Oqrr7SqShkKlUqF1atXIygoSMvxlZ1up06dynZse3t7bNy48a11FARByCtMnjwZ7777LkqXLo3ly5cDAKKjo7FixQoAwJgxYwAk5zMjiZIlS2Y6VpMmTRAUFITt27fL9jEhz7F69WqsWbMG7u7uePbs2VuP16hRIxw7dgylS5fOUX+VSoVVq1bByckJT548wdChQ3HkyBEAyXkFmzdvjjFjxmDBggVvrZvw9kgOM0EQ9ILkNRGE3OPly5fo168f/vnnH/j7+2e5lSYwMBAklSTN0dHRuHTpElq2bJlb6mbKuXPn0LBhQ+UH2MGDB/Hw4UP0798/R068kSNHAkjOVfbrr79m2EelUuHy5cuoXbu27hQX8gySw0y3yFyfNwgPD4ejoyPi4+MBAH/88Qd69uyJpUuXwt3dHc7OzggICFDeszdv3kShQoWUoi+CkJ9Qq9UYOHAgvvzyS7Rr107n4x89ehT+/v5wd3fPsl9gYCBq1qyJpKQkWFpaws/PD1WrVsWiRYswYsQImJqa4ujRo0Zhn+U1JIeZIAiCIAgKNjY2ePHiBZKSknDixIkMHWZxcXGYOXMmfvnlFzRo0AAnT56EiYkJbG1tDW6MkUSfPn2wefNmbNu2DZ999hkAaCXszwqNRoPvvvsOCxcuBIBMt2sCQK9evcRZJghCgWL58uWKs6xChQro3r07AGDgwIEwNTVF0aJFtRYlnJ2dMxzn5cuX8PX1Rbt27SSyTMizmJqa6mQ7ZkbcuHEDnTp1QkJCApycnNCxY8dM+1atWhUbN25Er169EB8fj1atWuHq1asYPnw4zpw5g02bNqFXr164ePEiypYtqxd9hewx/J4LQRAEQRBem4MHDyIiIgJActTUsmXLcPnyZQwYMCBd3wMHDqBmzZqYNm0aEhISUKRIEbx4YTzBNSqVClWqVIGpqSkCAwNzfB1J/P3336hbty48PT2V9rCwsEyvSdtPEAQhv5OQkIDFixcrx99++y3MzJJjJmxsbPD1118rP9hfvnyZ5VjLly9Hhw4dssxvJgh5jfDwcOzcuVMnY1WtWhXDhg2Di4sLWrdunW3/nj17YtSoUQCS8wx26NABcXFxWLlyJWrWrImwsDC4uroiMTFRJ/oJr484zARBEAQhD/HgwQP07NkTH374ISZPnqy0V6lSBTVq1NDqGxoais8//xwdO3bE7du38c4772Dbtm3Ys2cPihQpktuqK8TGxmLGjBkICgpS2v73v//h2rVrmDBhQo7GOHbsGJo1a4auXbvi6tWr2Va7NDMzw7Jly2Bra/tWuguCIOQl/vjjD2URwdbWFoMHDwaAdAnFN2zYAAcHB8yZMyfTsaKjo2FlZaWXbWyCYAhCQ0NRr149uLi44MyZM289nkqlwrx587B582ZYWVnl6Jq5c+fi/fffBwBcvXoV/fr1g7W1NbZv3w57e3v4+PjAw8PjrXUT3gxxmAmCIAhCHiAhIQGzZ89GtWrVsG3bNpiYmMDCwiLTKkpXrlxBtWrVsGXLFpiYmGDUqFEICAjAZ599ZvCtNMOGDcPEiRMxfvx4pc3W1lbJq5YTjh49irNnz8LGxgYeHh4IDg7Osn9SUhK++eYb2NnZvbHegiAIeQmSmD9/vnI8aNAgFC5cGBcvXkSNGjWwZs0a5dzu3bsRGRmZZb7IKVOm4O7du+jfv79e9RaE3KJMmTJo3rw5KlWqpDP7wMTEBKampsrxmjVrcPv27Uz7m5qaYseOHfDy8oKFhQWio6MRGxsLZ2dneHt7AwDmz5+PP/74Qyf6Ca+HJP0XBEEvSCJgQdAdR48ehbu7OwICAgAkV8BcsmQJ6tSpk+k1SUlJaNKkCUxNTbF8+XLUq1cvt9TNEI1Go/wQu3btGrp27Ypp06ahb9++Obr+ypUrSEpKQv369QEkl12fPn06ypQpg/nz52PNmjU5znkmtk/BRZL+6xaZ640bHx8ftGrVCkBy5EtQUBDeffdd9O/fHxs2bECfPn3w+++/A0h+R+/fvx9NmjRBsWLFDKm2YIRER0dj6dKluHXrFpycnODm5pZvIrajoqJAUi/vsBUrVuDrr7+Gk5MTzp8/n200vK+vLxo0aACSsLCwAACMGzcOs2bNQqFChfDvv//ivffe07me+Q2dzvUkRURERHQuAOwBMDIykoIgvBn//fcfe/fuTQAEwJIlS9Lb25tqtTpd38jISE6dOpUxMTFKW2hoKJOSknJT5XRcv36dH3/8MWfOnKnVnlO9bt68yd69e1OlUrFJkybUaDRa50eMGEEA7NSpk/I5ZSTBwcGMjo5mdHS0zp5NyHtERkam/k3Y0wjmyrwuMtcbN927d1fegV27diWZPK+YmZkRAM+dO5ejcc6cOcN79+7pU1XBSPH09KS/vz/r1KmjNadWr16ds2bNMrR6eiEiIkJnYz18+JAVK1bklClT0tkvmeHn50cnJyfu3r2bt27dYmJiItu1a0cArFq1qrxvc4Au53qDT7QiIiL5U8SIFoQ3JyEhgfPmzaOdnR0B0MTEhO7u7nz27Fm6vhqNhlu2bGHZsmUJgJMnTzaAxpmzfv16AmDx4sW1nHnZERISwiFDhtDU1FQx0Hv06MFZs2bx7t27JMnExES6ubnR2tqaVapU0TLmHR0duXv3buVYHGUCKQ4zXYvM9cbL7du3td6Jx44dI0lOmDCBAPj++++TJOPj47P8IZ+UlMSqVavSzMyMe/bsyRXdBePA09OTAFisWLFMF6M8PT0NraZO+euvv1i0aFHu27dPZ2O+7vtx5MiRBMASJUrQ2tqa58+f56NHj+jg4EAA/Oyzz3LsfCuo6HKulxxmgiAIgmBE+Pj4oEGDBhgzZgyioqLQpEkTnDt3DosXL0bRokW1+t6+fRsfffQRXF1dERoaiipVqijbbwzFy5cvtZL59+nTB2PHjsXp06dhbW2d7fWPHz/G6NGjUaVKFaxcuRJqtRqdO3fGxYsXYWZmBg8PD/z8888YN24c7OzssHTpUsTGxiIkJEQZY9iwYfD390ebNm308YiCIAhGz6JFi5T/r1evHlq1aoWYmBgsW7YMADB69GgAwMyZM1GrVq1MqwQ+ffoUDg4OsLW1VRKTCwWD7t27o3Llynj27FmG5+3s7NC9e/dc1kq/HDhwAM+fP8fSpUt1NmbarZ5qtRrr16+HRqPJtP/s2bMxZswY1KxZE7Gxsfjkk08QGxuLbdu2wdzcHNu3b9epfkI2vK3HTURERCQjgaw6C8Jrc/z4cWXVtnjx4ly5cmWG2y/j4uI4bdo0WlpaEgAtLCz4ww8/MDY21gBa/z9nzpxh2bJlWbt27TfeCrpx40blM3j//fd59OhR5dyhQ4doZ2dHc3NzrRXu5s2b8+bNmxw1ahQPHz6so6cR8iMSYSZzfUEgMjKStra2yjty3bp1JEkvLy8CYKVKlZiUlESNRqNE527cuDHLMR8+fJgbqgtGxr179zKNMHNzczO0ejonLi6Ov/76KxMSEnQ+tkajUdJsjB07Ntv+kZGRrFWrFgGwRo0afP78OZcsWcI2bdowLCxM5/rlJ2RLpoiIiNGLGNGC8Pqo1Wq2aNGCQ4cOZXh4eKb9hg0bphisHTp04M2bN3NRy8wJDw9n4cKFWalSJd65cydH10RHR/PChQvKsVqtZv/+/TlmzBiWLFmSixcvZkJCAseOHUsrK6sMHWWCkFPEYSZzfUFg4cKFynuybNmyjI+Pp1qtZtWqVdNto3v+/DkXL17M+Ph4A2osGBPR0dH88ccf+eDBA5LklStXMnSYOTk58dGjRwbWNm/h7e1NS0tLbt68OUf9Q0JCWLhwYQJgu3btGBcXZ/DctHkBcZiJiIgYvYgRLQjZc/r0aXbu3JkvXrxQ2nLyoyU4OJiVK1fmpk2bDJrHws/PjwsWLNBqO3fuHOPi4rK9Ni4ujosWLWLp0qVZpkwZvnz5Uuv80qVLlVxkGTnKAgMDdfosQsFAHGYy1xcEYmNjuWzZMg4bNoy//fYbyeTolkOHDvGzzz7TmnMyIzU/pqEjl4Xc57PPPiMAfvHFFySTo8xUKpXWPJyaY7VevXo6TZJvTGg0Gi5ZsiTHzq2cEhISkuO++/fv1/rcBw4cqGX37dmzR5zdGSAOMxEREaMXMaIFIWuSkpLo5OREAJwwYUKm/dRqNZcvX84xY8aku96QBAcH08TEhCqVin5+fjm+LjExkatXr2b58uUVA7BChQocOXIkfXx8lH4LFy5UKrlJRJmgK8RhJnO9kEx2iy1HjhwhAFauXFkv29ME4yI1/UNQUBD79u1LU1NTrlq1ivfu3WPlypUJgGZmZlqFeOzt7ZX0Ca8ueuUHNm/eTAAsVKiQ3qrEvnjxgmfPns30vEajoaurq/KZq1Qq/vvvvyT/v4DHt99+qxfd8jKS9F8QChgqlcpNpVLd3AIq1AAAIABJREFUUalUcSqV6oJKpWqZRd+BKpWKGYjVm4ypSmZfyhjddP1sglCQUKvVUKvVAABTU1N4enriyy+/xMiRIzPs7+fnh/fffx9ff/015s2bh7NnzyrnTE1Nc0XntDD5BzIAoFKlSnBxcYGLi4tWQtvM0Gg02Lp1K2rWrIlBgwYhJCQEZcuWhZeXF7p164YFCxZg8uTJAIDQ0FCMHj0aSUlJAIDmzZvjxo0bOHXqFKpUqaKfhxMEQcgHaDQarXd1Zri7u6NHjx7w8/PL8HxUVBTKlSuHjz76CObm5rpWUzASgoOD4eLigl69eqFTp06oUqUKfv/9d6jVaty/fx9t27ZFcHAwKleujNu3b+P27duws7MDAERHR6NQoUI4efIkXFxckJCQYOCn0S0uLi7o2LEjfvrpJ5QrV07n4z99+hRt27ZF+/btcfHixQz7qFQqrFq1CjVq1AAAVK9eHXXr1gUANG3aFCYmJihSpEiOvvPCG/K2HjcRERH9CgBXAAkABgOoDsATQDSA8pn0HwggEkCZtPKmYwIYDWAvkr303V5Db1l1FoQ0/Pvvv2zYsCEXL16cbd+oqCh+9913ykqunZ0dFyxYwMTExFzQND1JSUlcvnw5a9WqpfWdfp2og7Q5UIoWLcoffviBMTExJMnAwECWLFmSrVq1UqIehg0bxk8++YQ3btzQ7cMIBRqJMNO5jSJzvRFx7tw5VqhQgWXLlqWXl5fyPh0zZgz/97//KYn7o6KiaGNjQwA8ceJEpuPFx8fn2+12BZ2IiAiOGDFCK2IMKRFMH3/8MXft2sV58+YpUYZpI6wCAwOVokNdunShtbU1AfDzzz83ePS7rsmo8JKuiIuLY9u2bVmyZEmeO3cuy743b95UIvpGjBhBMjn6TKLuM0a2ZIqIFCABcBaA1yttAQBmZtJ/IIAIXYwJoA6A+ylON3GYCcIbEB4ezq+//lrJ/1G+fPlMHU0ajYZ//fUXHR0dFeO1Z8+eSuJdQ5GQkEBnZ2cC4C+//JLj64KDg7WOBw0axO7du7Nw4cIcPnw4yeQtmu3bt1eeN9VoNGRuNiH/Ig4zndsoMtcbEYMGDVLepR07diRJhoWF0cLCggB45swZpe/169c5bdo0edcWMBITE+nl5cWSJUtqOcqKFCnC//3vf7x9+7ZWf09Pzwy3I549e1ap9Lhv3z6lerWXl1euPIchSExM1PoO6YKIiAjeunUrR3137typ/HvNnz+fzZo1o7+/v3I+NjY2R/kJCwLiMBMRKSACwAJAEoDur7QvAHA8k2sGplxzD8ADALsB1HvdMQHYAPAH0DXlOEuHGQDLFMM5VRzEiBYKMmq1mqtWrWLx4sUVA6dfv34MDQ3N9JqoqCiWKlWKAFipUiXu2bMnFzXWxt/fX+uH1N69e7lgwYIcJZc9f/48O3bsSHNzc969e1fr3OHDh5UV69SVaBcXFwJgnz59JHmtoFfEYaZzO0UcZkZEVFQU586dSw8PDyVybOrUqQTApk2b5miMgIAAHj16VBxp+YzIyEgOHz6cRYoUUWySqlWrsn///ly3bt1bF3dYv349v/jii3yb7+7Fixds06YNLSwslBxi+uDevXuMiorK9PzEiRMJQIkMrFixIsPCwnjnzh02aNCA3bp1k+8uxWEmIlJgBMA7KV/25q+0TwAQmMk1TQH0S4kOawlgG4AYAFVeZ0wAywGsSnOcncPsh7QrVakiRrRQELl48SKbNm2qfA9q1KjB48ePZ9g3ISFBy7jZtGkTJ0yYYNAEusOGDaNKpeKff/75Wtddv36dPXr0UJ7b1NSUXbp0obe3N8nklVR3d3eamZlRpVLx+vXrJMnbt29L1UshVxCHmc7tFHGYGTGxsbFKJNGWLVtydE2vXr0IgFOmTNGzdkJucOXKFbq6uqZL1r9gwQKdObdOnz5NBwcH7t69WyfjGSMajYY9evSgra0td+7cqZd7+Pn5sWzZsuzYsWOm/zZJSUns2LEjAShRfY0aNeKJEyeUSNLX2QmQXxGHmYhIAZE0zq1mr7RPBHAjh2OYALgMYGFOxwTQBUAQANs05yXCTBCy4fnz5xw+fDhNTEwIgLa2tpw7d26mho+Pjw9r1Kih85Llb8ukSZMIgOPGjctR/+DgYH7xxRfKc6tUKvbv359TpkwhADo6OvLrr79WjDsALFy4cJa5cwRBH4jDTOd2ijjMjIDExEQmJSWliyxZtWqVkgogNQdm//796eHhkWG0s0aj4fDhw2llZcUrV67kiu6C7omLi+PGjRu1Fu5SpXXr1rxz545O7zd8+HDFEXfjxg0mJSXx66+/5vLly3V6H0MTERGh17yqvr6+tLGxYc2aNfno0aNM+4WHh7NixYpaTrNu3brRy8uLAGhiYsLDhw/rTc+8gDjMREQKiOANtmRmMs5KAPtyOiaSiwBoUvqlCgGoARzL4T3FiBYKDBqNhmvXrlW2UwKgq6trprnHnjx5opVrplatWgYLoU9ISOCSJUsYFBSktL148SLHWw5iYmJYtGhR5Vk++OADXrt2jST54MEDlitXLl1S4aZNm9LPz08vzyMIWSEOM53bKTLXGwFeXl4sX748K1WqxK1bt5JMnpdq1KhBAJwzZw5J8tatW0o+zbTv/Fd59uxZrugt6Ic//vgjnaOsWbNmDAgI0Mv94uPj+f777xMAq1Wrxt9++40AaGZmpnPnnDGhjwIHPj4+Ofr+XbhwgVZWVlrbM0eOHMmBAwcSAEuWLMn79+/rXL+8gjjMREQKkCA5Qf/SV9r8kUnS/wyuVwE4B2B1TsdEcpL/mq8IAYwAUCmH9xUjWigQhISEKIZiqrF46NChDPtqNBquXr1aK6/ZkCFDGB4ensta/z9Dhw4lALq4uOT4mle/1xMnTmSdOnVobW3NDh068MmTJxw6dCjNzMy0DPYmTZrw8uXLun4EQcgx4jDTuY0ic72BUavVrFatmvKenTRpEkly//79SqTz8+fPSSb/wN+xYwcnTpxoSJUFHaJWq7lv3z5u375daYuPj2eDBg1YunRpVq9ePVObRJeEhYXRwcGBAPjpp59y+PDh/OOPP/R+X0MREBDAWrVq8eDBg3q9T1hYWKbn1qxZo0SUpX7/lyxZwrp16yo2V1xcnF71M1bEYSYiUoAEgCuABACDAFQHMB9ANIAKKefXpXWeAZgKoCOAygDqAlgNIBFA45yOmYkeWW7JzKC/GNFCgSAqKoqOjo60sbHhL7/8kmnSen9/f7Zs2VIrquzkyZO5rG0yaaPZrl69yjJlynDJkiXZRrlFRkbyhx9+oJ2dHY8dO6a0JyUl8c6dOzQ1NWWJEiXSOcoaN27Mixcv6u15BCGniMNM5zaKzPUGZu/evcq71tzcnA8fPiRJ3r17l99++y0nTJiQo3G2bt1aoCNS8hpPnjzh7NmzWblyZQLgO++8wz59+jAmJkbpc//+fb1EQWXGv//+S0tLywxz4OW3RPTu7u4EwNq1a1OtVuvlHjt27KCNjQ03bdqUaR8PDw/u2bOHs2bNYsOGDRkWFsbbt28rxR3c3Nz0opuxIw4zEZECJgDcANwFEA/gAoBWac4dA+Cd5ng+kitkxgN4DGA/XslXlt2YmeggDjNBYLLRt3v3bi0D6eTJkxmWXU/L0aNHCYA2NjacM2eOQSpJ3b17l3369OHs2bO12rOrTBkTE8M5c+ZoRcbVrFlT64fYsWPH0m29bNy4MS9cuKCXZxGEN0EcZjq3T2SuNzAffPCB8s7t37//G43x8OFDWlpa0tzcnDdv3tSxhoKu0Gg0PHPmDPv37684ppCSE9TOzo4AOH36dIPquHbtWkWvvXv3kkyOxG/atCkvXbpkUN10SUxMDN3c3LKsfP62jBw5kgDYo0ePbB2OGo1GK5ps9+7dyr/DunXr9KajsSIOMxEREaMXMaKF/IhGo2GXLl0IgL/99lu2/e/evat1vHDhwmwda/pk3bp1BMAiRYowOjo62/4JCQn08vLiO++8oxhezs7OnDBhAgHQ0tKSjx8/Jkk2btxY6dOoUSO9ll0XhDdFHGYy1+cnrl27prVIkVkkr0ajYd++ffnbb78xNjY23Xl/f3+2bt2azZs3z3eRQPmJ1Lk3VerXr89Vq1YxOjqav//+O3v27Mng4GBDq8lRo0bxs88+Y1RUFEmyT58+Sl4tqYidc5KSkrhs2TKlYEd2BAcH88cff6RGo+HGjRv57bffEgCtra0LXN5YcZiJiIgYvYgRLeRXfv31V1pZWXHBggWZ9rl//z579OhBGxsbgzrI4uPjtZx2arWabm5uOY766tChg2KYly5dmqtXr2ZiYiKjo6Pp7OxMOzs7PnnyhCS5a9cutm/fnr6+vnp5FkHQBeIwk7k+PzF48GDlHd26dWuSyVv1XF1defLkScX55ePjo/xwfvr0aabjyb+jcREQEKA1h58+fZqWlpZs1aoVy5Qpw5UrVxpQu8xJTEzUcrxGRESwXr16BMBy5coxJCTEgNrpBx8fH+7cuVPv93n58mWG7S9evFAKT/Xt25cAWL16dbZr144A+O677yq5DAsC4jATERExehEjWsgPaDQabt26VStfV0JCQrrIsVQSExM5b9482traEimViwwVCn/x4kU6OTmxTp06Oc5hotFotPquW7eORYoUoZmZGStUqKBsI/3555+VH2nLli3Ti/6CoA/EYSZzfX7h8ePHtLCwUN7FO3bsIEn+9NNPBMAGDRooTounT59y9uzZ6fJKCcZHQkICt23bpjg6hg0bppzz9fVNF81t7BGBGo2GmzZt4sOHD+ns7EwArFq1qhKdnh84ceIETU1NaWtrq7cIOo1Gw19++YVVqlTho0ePMuwzb948Nm7cmP/++y8dHR0JgC1atGD58uWVYgz6yrdmbIjDTERExOhFjGghr3Pjxg0lN4yzs3O2lYZ8fX2VykQA2Lx5c165ciWXtE3PkydPaG9vz9KlS2ebk0aj0fDAgQNs1KgRly1bphjgSUlJfPz4MYsVK8ayZcvyxo0bJMkNGzZoRTQIQl5BHGYy1+cXUh1jqdEjSUlJjIuLY5kyZQiAGzZsyHaMyMhIrlixosBW0jMmHjx4wKlTp2qlQDAxMWG/fv0YEhKiRA2l5kL98ccfM402MiYGDRpEAPzf//7He/fusVy5csp20oiICEOrpxMSExPZunVr9unTR9mGqmsiIiJYoUIFAuCiRYsy7KPRaJSctH5+fkpeu48//pgWFhasU6eOQauy5ybiMBMRETF6ESNayKu8fPmSEyZMoLm5uZKna+rUqRnmfUll5MiRVKlUBMCiRYty5cqVub6Kd/v2bS5fvlyrzcfHhy9evMjyulOnTrFNmzZayYO7du1KkgwMDGSvXr2UZ5s1axbJZEfaqVOn9PMggqBHxGEmc31+IC4ujqVLl1be2wsXLiT5/wnX33nnnWyLuZDkzJkzCYAdOnTQt8pCFgwbNkyraE6pUqU4ceJEBgQEcMqUKbS2tlbODRgwgA8ePDC0yjlm8+bNiu6bNm1iYGAgS5YsSQBs1aqVVlXPvEx0dLTeo/1u3LjBxYsX57j/rFmzaGJiovzd5AUHq64Qh5mIiIjRixjRQl5Do9Hwr7/+UkLXU1flbt26le21qYl4BwwYYJBtBvfv36elpSVVKlWOE7teunSJnTt3Vp7VwsKCX375pWK0d+jQQXGUpToOT5w4oecnEQT9Ig4zmevzA2krERYuXJhRUVHUaDRKlPOMGTNIJuexHDJkCH18fDL8Mb969Wo6ODgUyCp6huT58+da6Q8mTpyoOJA2bdrE2NhYent7a0WbtWzZkufPnzeg1m+Oh4eHkkPv0qVLvHjxIu3t7QmAnTt3NkjVcH2TWeoOXaJWqzN10qWmzmjfvr3yN+Tt7a2cz4+feVrEYSYiImL0Ika0kJe4desWP/74Y8WoqFChAnfs2JGpIXLjxg1ev35dOY6JiTG4M6lnz5784IMPGBAQkG3fX375RWvLx+DBg3nv3j1eu3aNNWvW1KrCBYC1atXioUOHjD5XiiBkhzjMZK7P62g0GiWBOgB+//33JMkjR46kS+y/adMmAmCZMmUyjTiLi4vLcRU+4e24cOECv/rqK1pbW3PPnj1Ke2hoKK9evUoyOR9WgwYNlH/fSpUqcdu2bXl6/k1KSmLHjh0V++rx48f08fFRIud69+6d41yrxk5iYiJHjRpFS0tLvTo4ExIS2L9/f3p4eGR4fufOncrfUGp19x9//JFqtZrTpk1j06ZN8/VWbHGYiYiIGL2IES3kBWJiYjh16lRaWloSAM3NzTlhwoRMw9ZjY2M5ZcoUWlhYsFGjRgYx8DQaDbds2cKmTZtqfb9eZ1vD2bNnCYAqlYrW1tY8cuQIP/3003SOspo1a3L//v152lAXhLSIw0zm+rzOsWPHtBY8UiNZUt/haZPE+/v7c8iQIfzll18MpW6BJzY2lmvXrmWTJk205lc3N7d0fdNGDtrZ2XH27Nn5xqnx7NkzvvvuuwTAtm3bMiEhgXv37qWZmRkB8JtvvskXtoZGo1EcVHPmzNHbffbt20ekFJfy9/fPsE9q5KK1tbVSUfW///5jsWLFCIC///673vQzNOIwExERMXoRI1owdnbv3s3KlSsrxukHH3yQZXWj/fv308nJSenfqVMnPnv2LBc1TiYhIUGpNPXTTz9l2z8sLIwjRoygh4eHVh624OBgvvfeeyxRokQ6R1mNGjW4d+/efGG8CkJaDOUwA+AG4A6AOAAXALTMou/AV7+TKWKVpo8ZgJ9TxowFEAxgCgCTNH28MxjD95V7WQJYBCAcwEsAfwNwfI3nkrk+l7l//z6HDh3Khg0b8quvviKZ/CN90aJFdHJyUoqzZMW+ffsMHhWd34mLi+PYsWNZvHhx5ftnbm7O3r17Z7pFNiIigmXKlOHXX3+daSXEvMy1a9dYqFAhmpmZ0cfHh2RyjrPU9A/z5s0zsIa64fnz51oRhPpi7ty53Lt3b6bn00b2Va5cWbFZd+zYQU9PT73rZ0jEYSYiImL0Ika0YMyEhYUpWwEcHBy4devWTJ1DDx8+5Oeff64YvO+8806W/fXB3bt3te63a9cu/vjjj4yOjs70mmfPnnH8+PG0sbFRIhGqVKmibL0JCwtjoUKFtH5MV69enbt27RJHmZBvMYTDDIArgAQAgwFUB+AJIBpA+Uz6DwQQCaBMWnmlz8QUJ1dnABUBuACIAjAyTR9vAPteGafYK+N4AXgAoAOAegCOALgMwDSHzyZzvRGRk3d3YmKisli0adOmXNCq4JD289doNKxTpw4BsHz58pwxYwbDwsKU84mJifTy8mKPHj20rsuuUE9e5++//07nrF2xYgUbNGhgkByw+Z3w8HBWrFiRSMnLGxoaysaNG7N+/fp6q+hpDIjDTERExOhFjGjB2Hh1++SsWbM4duzYLA2Ga9euKYlpTUxMOHLkyFz/m/bw8KCZmRn/+uuvHPWPiori9OnTWbhwYcUR1qBBA+X4n3/+Ifn/CWEBsFq1aty5c6c4yoR8j4EcZmcBeL3SFgBgZib9BwKIyGbM3QB+e6VtO4D1aY69AezIYozCKY481zRt7wBQA+iYw2eTud4IefbsGSdPnsz79++nOxcREcGhQ4fSwcEhy0UXIeeEhYVx+vTprFmzppbDa+/evfz7778zTN/w4MEDZeHu77//zk11jZL8moQ+MjKSrq6uPHLkiF7vEx4ezo4dO/LSpUvpzl24cIFWVlYEwBEjRig7Cz755BOGhYVx0KBBBtkxoU/EYSYiImL0Ika0YEzs37+fzs7Or70FJSkpiY0bN2ajRo144cIFPWmXNak5KNzd3bPte/ToUZYqVUorB1lq8YLGjRsTAP/44w+SyT+aWrduzT///JNqtVrfjyEIRkFuO8wAWABIAtD9lfYFAI5ncs3AlGvupUR/7QZQ75U+4wDcBeCcclwHwCMAvdP08QYQAeAxgJsAVgIoleZ8u5TPougrY/sB+DET3SxT5vdUcZC5PneIiIhgjx49+OGHH/Lo0aPKAsf69evp7e2tlevq119/VRZLMiPtFn3h9dFoNDxx4gR79+5Nc3NzZd5dvnx5ptc8ePBA63ju3LlcuHBhvnUWZce1a9fYpk0brcg7MjnibMuWLQbSSreMHz+eAFiuXDm95qMbPHgwAfC9997L0EHr7e1NpOSunTt3ruJAS63E+vHHH+crW1AcZiIiIkYv4jATjIkhQ4YQAD/88MMs+0VGRnLy5Mlaq+5hYWG5ltxfrVbz999/5+3bt7V0OnjwYI6uDw0NVYwgAPT19SVJHjp0iFZWVlSpVJw2bZpedBeEvIABHGbvpNyv+SvtEwAEZnJNUwD9UpxgLQFsAxADoEqaPioAMwFoACSm/Hf8K+O4InnLZk0AnyJ5q+U1AJYp5/sAiM/g/gcALM9Etx9S3y9pReZ6/TN37lzl83Z0dGRiYiITEhLo4OBAAFy/fr3Sd9++fWzVqpWS6FvQHVFRUVy6dGm6itJNmzbl2rVrMyzAEx4ezuHDh9PMzIzHjx83gNbGh0ajYaNGjQiALVq0UKq47t+/X8n3duXKFQNr+fa8fPmSnTt35pkzZ/R6n4iICHbu3JnXrl3LtM+wYcMIgEWKFOHixYuV3HGphRd+/PFHveqYm4jDTERExOhFHGaCIYmPj9fKhREeHs5x48Zl+veYWnmybNmyBMBx48bllqpajBo1igDYq1evbPuq1Wpu3ryZbm5uDA8PV9p9fX3Zrl07Fi9eXPmxlJqzrXLlygwNDdWb/oJg7BjQYdbslfaJAG7kcAyTFGfXwjRtnwO4n/LfWgD6A3gKYEAW45RF8hbMHinHmTnMDgJYlskYEmFmIG7evMk+ffqwbdu2XLBgAUly48aNBMDSpUtnGL3yak6tOXPm8L///ss1nfMjd+/epYmJCZFSfXDw4MGZRqDHx8dz3rx5LFKkiOJY8/DwyGWNjZfAwEAlXcQ333xDMjmy39XVlePGjZM0ETomPj6eTZs2JQDWrl2bM2bMUKLOUv+7b98+Q6upE8RhJiIiYvQiDjPBUBw+fJjVqlVjx44dc2Rs3bp1S6kiBIBOTk48cOBALmiaHj8/PxYuXJjTp0/PVHeNRsNdu3YpyYQB0MbGhk+ePOE///yjGEMA2KZNG+W6S5cu5VqknCAYK3lhS2Ym46wEsC/N8X0A7q/0mZSdEw5AEACPlP9/7S2ZGYwnc72B0Gg0bNiwIQHkKHJ43759BMBixYplGAUlpCc+Pp6bNm3ihAkTtNpHjhxJT09PPn/+PMPrNBoNd+zYwSpVqijzce3atXno0KHcUDtPsWfPHsVhk7qdNT/bKv/99x+PHj2q9/v4+/tz8ODB6bb7PnjwQEnd0bdvXyXqzNbWlgBYtGhR3rlzR+/66RtxmImIiBi9iBEt5DYPHjzQqmZZqlSpDBMepxIXF8effvpJ2cJoYWHBqVOn5lpel0ePHtHNzY2//vqrVntWRQiOHj3KZs2aKc9oZ2fHMmXKECklw9NuDwGQ40IBglBQMGDS/6WvtPkjk6T/GVyvAnAOwOo0bU8BDHul33gAN7MYpziAOABfpBynJv3vlaZPWUjS/zyBj48PAdDS0lKJqA4ODub69eszjDY7ffo033//fY4ePTq3Vc1z3Lt3jxMnTlQcCyqVKsdOhMuXL7Ndu3bKPFy6dGmuXLkyXzuB3pbUSCdzc3OePHlS61xMTAwHDhzIwMBAA2mnOwICAliqVCna29szKChIb/eJi4tjuXLlCCCds5ckjx07Rjs7O65du5aJiYkcPnw4r1+/rmyR7d27t950yy3EYSYiImL0Ika0kFskJCTw119/VVbHTExMOHz48ExXflP59ttvFYO2ffv2uW6MrV27lgBYuHDhbL8nDx8+5AcffKDoa2VlxbFjx3L9+vV0dnZO5ygrX74816xZw8TExFx6GkHIGxjIYeaa4pgaBKA6gPkAogFUSDm/Lq3zDMBUAB0BVAZQF8BqJOcpa5ymjzeSCwJ0BlARQHcATwDMSjlvC2AugGYp59sAOJ1yjV2acbyQHK3WHkA9AIeRvP3TNIfPJnO9nvn333/50Ucf8cMPP+S///6rtPfo0YMAOHjwYKVt9OjR2f7gLagJ5rNDrVbzn3/+YZcuXZQtl0hJij516lQ+efIky+tDQ0M5ePBgJVrK0tKS48eP16qaKWSMRqOhi4uL4mBMWxzBzc1NsWtCQkIMqOXbk5CQwBYtWrB27dq8deuWXu+1e/dutmjRItO/26dPn6ZrO3/+vLKAnNH5vIQ4zERERIxexIgWcoNjx46xRo0aimHbtGnTHFezDAkJ4bvvvsvff/89V/JkqNVqPnz4UOt4wIABOQrNj4+PZ/ny5ZXnHDJkiNaWzFRxdHTkqlWr5AeRIGSCIRxmTJ4T3ZBc1TIewAUArdKcOwbAO83xfCRXyIxHcoXL/UifA80OgGdKv1gAtwH8DMAi5bx1ynWPU5x191KcbOVeGccKwCIkR6zFANj1ap9snkvmej2TNnL6k08+IUnevn1bccykTfK9YMECOjo6cu/evYZSN8+SuoiVKu3ateO2bduynU9jY2M5Y8YMZdEOAF1dXfPFtrbcJCoqirVq1WLbtm21nDyPHj1SFgarVq2qlZ82L/Lo0SO+fPkyV+6VU9v20aNHDA0NpUajYaVKlQiAixYt0rN2+kUcZiIiIkYvYkQL+iQ0NJT9+vVTjNPixYtz1apVmZbEVqvVXL58OYcPH67VnltbJK5fv8569eqxXr16OSrbHRQUxDFjxtDf319pO3HiBLt06aKVPDhVHBwcuGLFCqXKlCAIGWMoh1l+FZnr9cv9+/e1op0OHz5Mkrxy5Qrbt2/PTp06pbsmMTFRa565ePEiV61aJfNDGjQaDX19fZXPk0x22JQvX54jRozQmnue/LhQAAAgAElEQVSzY/Dgwcq/T6NGjdJtKRRyTlhYWIaR8ffu3VO2GNavXz9fvW/SVmXXJ//88w//+OOPdO0XLlygo6MjW7RowWvXrimO+Fq1auWKXvpCHGYiIiJGL2JEC/ogMTGRCxYsoL29vZJX5Ouvv84ydPzy5ctaeb8MYcw+fvyY9vb2tLe3z7Lk9/379zl06FCampoq+l6+fJlkcpRZkyZNtBxlZcuWpZeXV4b5agRBSI84zGSuz0t4eHgo7/vatWunixjJSc7Nrl27EgBHjBihLzXzDC9fvuSqVatYv359xSmQ9jPN6SJaWodkYGAgK1WqxPXr1+doQUzIOWkdlzdu3GDJkiUJgK1atcoXhSs2bNjA4sWL89KlS3q9j6+vL83MzGhhYaG1rZtMrr5rb29PZ2dn3rt3Tysfbk53bBgj4jATERExehEjWtA1L1++ZN26dZWJvGHDhukm/rRERUXxu+++U5xPtra29PT0zJW8XqGhoVy3bp1W28GDBzPNJfH48WOOGTOGlpaWyvOVKVOGKpWKkydPJpns+Et7bvHixeIoE4TXRBxmMtfnFaKjo7UiitesWZNp32vXrtHX1zedQ02j0XDevHl0cHBgQECAnjU2Xm7cuMGRI0dqfZ6Wlpb84osvXivC5/79++zbty+/+uorrXZJ6K9bkpKS6O7uTlNTU620FRcvXlQWTDt37pyn009oNBp+/PHH6fIQ6oOkpCS6uLiwT58+GUaanj59WnmHpxZgAEA3Nze96qVPxGEmIiJi9CJGtKAP+vXrx6JFi9LLyytLA3XHjh1K+D4Auri4aCWR1SehoaG0tbWliYkJr1y5kmXfxMRETpkyhdbW1oqu77//Pk+cOME+ffoQSC77ncqwYcO4YMGCXKvkKQj5DXGYyVyfV1iyZIkyL5QuXZpxcXFMTEzkL7/8wtDQUK2+vXr1IgBOmzYtw7EKcgGYyZMna0VmV65cmbNnz842iX9GnD59mgBoamrKe/fu6UFbgUx2JqWm3ShRogTv3r2rnDtx4oRS3bxPnz55Oqrv6dOnnD17dq44XOPj43P0Wf3333/KNnBbW9s8G8mny7neBIIgCIJghKjVanh5eeHevXtK27x58xAYGIhvvvkGpqamGV738uVLDBs2DPfv30fFihWxZ88ebN26FQ4ODrmid5kyZdCpUyc0bNgQarU6y76mpqY4fvw4YmNjAQCfffYZTpw4gRo1auDEiRMAgHLlyin9ly5dihEjRsDKykp/DyAIgiAYFI1GA09PT+XYzc0NlpaW2LFjB8aNG6c1v5CEnZ0dLC0t0aVLlwzHMzMzyxW9jYGHDx/iyZMnynHz5s2hUqnw6aefYt++fQgKCsLYsWNRokSJbMfSaDS4dOmSctysWTNMnz4dvr6+KF++vF70FwCVSoUVK1agQYMGCA8PR7du3RATEwMAaNmyJbZv3w4zMzNs3LgRw4cPT3Xe5zmKFSuGsWPHZmrP6hILCwuYmPy/68fb21vrewIA4eHhWLt2rWJ3du3aVexNQCLMRERE9COQVWfhLRk2bBgBsEePHtn2TUhI0NqKsnXrVo4fPz5XKhHt37+fHTp00Cod/+LFiwyrE8XHx3Pp0qXcs2ePstJ36tQpfvDBB7S1tWW/fv2Uvu3bt2eJEiW4f/9+vT+DIBQUJMJM5vq8wO7du7W2Dj569IgklXycqVv10/L8+XOt48WLF/PUqVO5oq+h0Wg0PHLkCF1cXGhqasrx48cr59RqtVaEUk45fvw469evT0tLyze6Xnh7QkJClLxlvXv31rKrNm3apCSonzhxogG11A1qtZqzZs3i8ePH9X6vOXPmEAAbN26stWPhxo0bBKBEmJUqVSrPbnuVLZkiIiJGL2JEC2/L1atXWbx4cS5atCjL0tg+Pj6sWbNmupxhuUFiYiKrVKlCAPzhhx8y7ZeUlERvb29WrFhR+RG0YcMGLl68mI6OjkpbuXLllLxk9+7dy7XqSYJQUBCHmcz1eYH27dsr88KgQYNIJifuBkALC4t0WzJfJSQkhObm5gSQbWqAvMzz58+5YMECVqtWTWvbZffu3d94zFu3brFHjx7KWPb29ty1a5cOtRZeh+PHj9PMzIwAOHv2bK1zy5YtU/6dFixYYCANdYOnp6eSo/ZV57euCQgIYPHixTl9+vR09nXLli0JgIUKFWK9evV4584dveqiL8RhJiIiYvQiRrTwOqjVaq5cuTKd0ymr3Anh4eH86quvFGPpvffey5VcFo8ePdIyMHbs2MHRo0dnWKlTo9Fw27ZtrF69uqKnjY0NTUxMlMS1aeX777/Xu/6CUJARh5nM9caOn5+f1ryQ6vBydXUlAA4YMEDpe/XqVYaFhaUb48GDB/zqq6/YsWPH3FI71/nuu+9oY2OjfE62trYcNmzYGzsIIyIi+P3339PCwkKJsvnmm2+U6D7BcKTm8zM1NWVwcLDWuZkzZ7JkyZJ6rzSpb6Kjo9mgQQOuWLEiy0ViXZFZDr+1a9cSAMuXL8+rV6/ym2++4S+//KJ3fXSNOMxERESMXsSIFnLKhQsX2KRJE8UYunbtWpb9NRoN16xZw+LFiyuG8uDBgxkeHq53XWfMmEEbGxvu2LEj27779+9Xos8AsGjRouzcubOyvSCtFC5cmD/99JN8XwRBz4jDTOZ6Y+fLL79U5oYOHTqQTI44Tq34fPnyZaVv8+bNaW5uzu3bt2c4Vl5OiP4qcXFxWo6E4cOHEwBr1KjBJUuWvPHfYGJiIpcuXcoSJUoon/uHH37Iq1ev6kp14S3RaDQcNWoUd+7cmeG5x48fG0Ar3WOoaquJiYn866+/SCZXpC9cuDABcNKkSQRABweHPFcJVpL+C4IgCHme58+fw93dHQ0bNsTZs2dhZ2eHOXPmwNnZOdNrbty4gTZt2uDLL7/E06dPUbNmTZw8eRIrV65E8eLF9a5zdHQ0YmJi8Oeff2bb96+//kJQUBAAoHTp0jA1NcWePXu0kqza29vjhx9+wL179zBp0iTY29vrTXdBEATBuHn8+DE2bNigHI8ePRoAsGjRIqjVarRt2xZ16tQBAERFRSk/6Jo1a5bheGmTfOdVgoOD4eHhAQcHB5w+fVppHzNmDE6cOIGrV6/Czc3tjebP/fv3o27dunBzc0N4eDiqVauGPXv24J9//kHNmjV1+RjCW6BSqTB//vwMi1qoVCqULFlSOT516hQOHDiQm+rpjLTJ/+Pj4+Hn56f3e2o0GvTs2RPdu3fHwoULYWNjg759+wIAAgMD0b9/f0yZMgUqlUrvuhgtb+txExEREclIIKvOQiao1WquWbNGK9Kqd+/e/O+//7K91sfHR9nWOHv2bL0mI9VoNNyzZ49W+H9kZCS3b9+eYbj8hQsXuGLFCkZERJBM3hLTokULWlpaposos7W15eTJk/ns2TO96S8IQnokwkzmemPm5s2bbN26NQsXLsxq1aopEWJjx46llZVVhrm00uYYevr0KceNG5dtjjNjJykpibt27eJHH32kJHYHQDc3N52M7+/vz48//lgZt1ixYly0aFGeTXBe0Lh79y7Hjx+fLoLy/PnztLa2po2NDS9cuGAg7d6eR48esXHjxixSpAhv376t9/v9/PPPtLS0VCJVL168SAA0NzentbU1nZyccmWbqC6RLZkiIiJGL2JECxnh5+fHFi1aKEZq9erVeeTIkSyveTVfxdKlS3OlYtX48eMJgK6urln2CwgIYM+ePZVnmjZtGslkh1vqGKlSqFAhTpw4McN8Z4Ig6B9xmMlcnxeIiYlhVFSUVtuTJ0+y3WL5ww8/EACbNGmiT/X0RmxsLGfOnMkKFSpozZ0dO3bkzp07mZiY+Nb30Gg0rFOnDgHQzMyMo0ePlsWrPERMTAwdHBwIgD/99JPWufj4eHbq1ImdOnXKlSrp+iI+Pp5NmzZl0aJFefToUb3fT6PRMCgoSKutfv36SpERADx27Jje9dAl4jATERExehEjWkhLREQER44cqeRgKVSoEGfNmsX4+PhMr7l//z579OhBKyurXFlhe5XLly/T2tqaY8eOzfBHSnBwMAcMGKCU3wZAlUrFzp07k0zOCfHuu+8qEXHjxo3LNMmqIAi5gzjMZK7PDwQGBmYYDXXw4EE2b96cW7ZsMYBWb49arWalSpWUvJ/fffdduh/yb0J8fLyWvfHPP/+wS5cuDAwMfOuxhdxn5cqVit31999/a517+fJllrZlXuH+/fsGrVDp5eVFACxSpIiywL1ixQqD6fO6iMNMRETE6EWMaIFMXrXasGEDy5Qpoxg3Li4uDAkJyfSaxMREzp8/n7a2tkohgDVr1uhVz8jISE6YMIELFy7Uas8oEiw0NJSffvqp1up3165dlZX9UqVKKSubmzdv5tixY/NNQlpByOuIw0zmemNEo9Hw119/5YwZM7TSE/z77788d+6cVt+kpCRWqlSJZcuW5cWLFzMcKy9sn4qKiuKyZcvYvn17xsXFKe0bN27kmjVrsqyS/Trs37+fTk5OebLSn5A5bm5uBEA7OzsGBARk2Eej0XDu3Lm8f/9+Lmune3KrgMfWrVv54Ycf8uLFi7S2ttaydZ2dnfPEu4UUh5mIiEgeEDGiBTJ5gk+tgFmlShXu378/y/5nz55l3bp1lcm5efPm9PPz07ue69atU6pVZrc1w9PTUysXma+vL0nSxcWFADhkyJB8VZlMEPIT4jCTud4YOXLkiDKv2NjYKJ9nq1atCIBLly5V+gYFBbF06dIsWrRontx2du3aNbq7u9POzk555t9//11v91u7dq1ig+S1Sn9C5iQkJCjfD2dnZyV/bFqmT5+uREfl5Qj/S5cusVatWrxy5Yre79WpUycC4Pjx4zlgwADFNk79rp4+fVrvOugCqZIpCIIgGC1RUVGIiYkBkFyha8mSJfj5559x9epVfPjhh5leN2bMGDRt2hSXL19G0aJFsXLlSvj4+KB27do615Eknj17phz36dMHLi4uWLt2LYoUKaLV98WLF/D09MTNmzcBAN26dUOlSpVgamqKIkWKoF69egCAVq1awdLSEhUrVswXlckEQRCE3MHKygr16tVDmTJl0L17d9jb2+PixYs4ceIEzMzMtKoDOjk5ISQkBEeOHIGNjQ0AYPPmzfD29kZiYqKhHiFLEhISsGXLFrRp0wY1a9bEkiVLEBUVBWdnZ8yfPx8fffSRzu4VFhaGU6dOKcf9+vXDggULcOHCBa0qhELextzcHFu3boWjoyNu3ryJvn37Qq1Wa/Xp27cvHB0dERAQgE6dOuHFixcG0vbt+OGHH3D16lV8//33er/XyJEjMWnSJAwZMgRDhgwBAMWmB4DffvtN7zoYHW/rcRMRERHJSCCrzgWS3bt308HBgePHj3/ta1O3NA4YMECvWxhv3brF1q1bs379+llGgsXGxnL+/PlKSHrXrl05atQoWllZKSttlStXVgoQxMbG5qjSpyAIhkMizGSuN2YSEhKU7Yn9+vUjAPbt2zfLa+Lj4+no6EgAXLVqVW6o+dpcv35dmTdNTU3Zo0cPHjp0SKfbu2JiYjh9+nTa2trynXfeYXR0tM7GFoyX8+fP08rKivXr12d4eHi68wEBASxRogQBsHXr1jrb6pubPHnyhF999VWuF4zSaDSsVq0aHRwclHy9NjY26QqSGCO6nOtVTJ7sBEEQdIpKpbIHEBkZGQl7e3tDqyPkEjt37kS3bt1QrVo1+Pn5wcLCItO+N2/eRFxcnBJBFhcXh/Pnz+P999/Xq45PnjyBk5MTEhIScObMGdStW1frfFxcHNasWYMZM2bgwYMHSrupqWm61cuaNWviypUrUKlUetVZEATd8OLFCxQuXBgACpPMm+EGRoTM9frhv//+Q8WKFZGUlITz58+jQYMGAJKjp8qUKaPVNy4uDosWLcKmTZtw+vRpWFlZGUJlBY1Gg0OHDsHf3x+jRo1S2j///HNUrVoVQ4YMgaOjo87uRxJbtmyBh4cHQkJCAACNGzfG5s2bUalSJZ3dRzBefHx80LBhQ1hbW2d4/sKFC2jbti2ioqLw6aefYvv27TA3N89lLfMmISEhcHBwwPbt2+Hh4YG7d+/it99+w6BBgwytWpbodK5/W4+biIiISEYCWXUuEERHRys5vMjk1aj169dnuYIXGxvLqVOn0sLCgnXr1tVJmfiseP78Obdt26bVtmvXLt67d0+rTa1Wc+zYsTQ3N1dWwgsVKkQzMzOtpKdIWSEfOnRoujEEQTBuJMJM5npj4vnz55w8eTInTZqklWNp/PjxBMCWLVsqbVFRUSxcuDCbN2/OsLCwdGMZQzJuHx8fOjk5EQAtLCz46NEjvd7P19eXzZo1U+ZmR0dHbtiwQfKIFnAyii48fvy4skOgX79+efpvZP/+/XrPJXbhwgW6u7trvWtmzpyp5Bc2diTpv4iIiNGLGNH5G41Gwz///JPly5dn0aJFc7yF8sCBA4oxDYCdOnXKMIReVzx+/JglSpSgiYkJr169mmXfo0ePKnqpVCqampqmc5SZmJhw8ODBBi31LQjCmyMOM5nrjYnZs2cr88t7771HjUbD6OhoFitWjAD4559/Kn0PHjxIMzMzOjk5GeWP/YSEBFasWJEAaG9vz2+//ZahoaF6uVdISAj79u2rVShh2rRpebIIgqA71Go1p06dSicnpwy3L+7evVtZBHV3dzcKJ/Prsn37dqpUKjo4OOg1fUlqwa7Zs2eTTP5+Hz58WLGN/f399XZvXSAOMxGRAiYA3ADcARAH4AKAlln0Hfjqj/wUscrpmACKAVgEIBBADIAQAAuRHNaaU53FiM6nBAUF8aOPPlL+tipUqJCu7P2rhIaGsnfv3so177zzDrdu3Zorxspnn33G6tWrp1uNS0xM5Pz583n48GGSyU7Ahg0bUqVSZRhR9uWXX/L27dt611cQBP0hDjOd2ycy178hiYmJSu4xAJw/fz7J5Ip4jo6OrFy5crqqjg8fPuSZM2dIJjsHvv32W60ob0OyYsUKAmDp0qUzrFioC6Kiojh58mQltygADhw4UPKHCiSTIzYrVapEAPzggw8y3MGwceNGxc6bNGmSAbR8O168eMGqVatyyJAhjI2N1dt9vL296erqylOnTimVee3s7JR8cGPHjtXbvXWBOMxERAqQAHAFkABgMIDqADwBRAMon0n/gQAiAZRJK68zJoCaALYD+BTAuwDaAbgJYNtr6C1GdD4jJiaGU6ZMoaWlpbLdYtKkSdmu6AYEBNDe3l6J0Bo5cqTe/i58fX3ZrVs3vnjxQml7+vRpOqPpzJkzrFy5MgGwdu3aiuPu+PHjWlswTUxM+MUXXzAoKEgv+gqCkLuIw0znNorM9W/Ili1blLnGzs5O6zNMSEjgzZs3s7x+586dSjSXoZNwx8XFsXz58gRAT09PnY+vVqu5Zs0ali1bVvnMWrZsyfPnz+v8XkLexs/PjzY2NgTA77//PsM+Xl5eyt/Rr7/+mssavj36ckhnhlqtZoUKFRRnGQAWL16cCQkJuarH6yAOMxGRAiQAzgLweqUtAMDMTPoPBBChyzFTzvcEEA/ALId6ixGdj9i1a5eyageAH374IQMDA3N0rVqtZvPmzdmwYUNeuHBBbzomJSWxSpUqBMApU6akO5+QkEAfHx926dJFK3qsdOnSjI+PJ0mOGjVK2ZLZt2/fHD+jIAh5A3GY6dxGkbn+DWnatKkyD40ePTrLvhnlZAoKCuLAgQMznO9ym6VLlyrR4/qoQvj8+XNlm2rlypW5bdu2PLmdTsgd/vjjD+W79fvvv2fYZ8aMGUqf/2PvvuNruv8Hjr9OdkKWHRS1a6tRqmYVVWpW+Bql1KhVWlVtbR3UXjVqU7OoVW1Re9YmQsSKkZBNJDfjvn9/XDm/XBkSuRn4PB+Pz+Obe87nnPu++VbOue/z+bw/ixYtyuQILSszRlh6e3tLdHS0NGjQQP+9bdq0KcPf93mphJlqqr0iDbADYoE2T22fAexL5pjuT465CdwGtgFV03POJ/t7AQ/SELu6iX4JXLt2TVq2bKlfHAsXLvzMG9WwsDD59ttvzZ54379/P9HUEksIDQ01i2Xjxo3So0cPuX37tlm/xYsXS44cOcxGjnXs2FEv8H/mzBkRMU0d7dKlS7avzaAoyvNRCTOL36eoa/1zOHLkiNn1KL4u5q5duxKNiPbz85OcOXNK9+7ds+2Ijg0bNsjrr78us2fPttg5b926ZXZ9//XXX2XSpEkSFRVlsfdQXl7ffPONAOLg4JDkw1qj0SjDhg0TGxsbWb16dRZEmH6RkZHSq1cvyZUrl9y4cSND3iMwMFBmzJih/41fuXKl/rfrgw8+yJD3tASVMFNNtVekAQWf/GN/+6nt3wCXkzmmFtAFqAzUBTZgqkNWKh3nzP0kATchhVjtn9w4x7dC6ib6xRUZGSnjxo3TVxSysbGR4cOHpzjtw2g0yrp16/QpE1988UWGxjhnzhxxd3eXLVu2pNgvMDBQ7Ozs9At8u3btxNvbW+bNmyeA1K5dO0PjVBQl+1AJM4vfp6iE2XPo0KGD2TVJxDSVDJDXX3/drDbRzJkzBZB69eplVbipEh0drY/WTq/vvvtObG1ts/UIFiV7i42NlebNmwsgRYoUSfL+1Wg0ytmzZ7MgOsuIiorSa+8uWbIkQ96jcuXKAsiCBQtExFRHMP4BdOnSpbNtEt+S13obFEV5EchTr7Uktpk6ihwFjuodNe0QcAoYCAxK6zk1TXMBtgNewNgUYhwBjE5hv/ICadasGfv27QOgUaNGzJ49mzfeeCPZ/r6+vgwYMICdO3cCULJkSZo2bZqhMd6+fZuQkBCWLVtGy5Yt9e0Gg4F58+bh7OzMJ598ws2bN/Hw8ODmzZsADB8+nDJlymBra4utrS0FCxbEYDBgb2+fofEqiqIoyq1bt9iwYYP++vPPPwdg2rRpAFSvXh0HBwd9/4ABA6hevbr++siRI2zZsoUhQ4aQL1++TIr62WxtbS12LqPRSExMDDt37qR169YWO6/y6rC2tmbVqlXUq1ePoUOHkjNnzkR9NE2jUqVK+us7d+5w9+5datSokZmhPjd7e3vWr1+Pj48P7733Xoa8R+fOnbG2tiZPnjx4e3vTpEmT+IclVKtWzaL/7rOt9GbcVFNNtYxrPOf0ySTOsxD4M63nBJyBw8AunlplM4n3UCPMXiKrV6+WggULypo1a1KcfhkVFSUTJkzQR6LZ2dnJ6NGjM2TlnkOHDunTVkRMT48WL15sNtUzJCREWrVqpRdCTriaJ09W9ExYwF+trKUorxY1wszi9ylqhFkaDRs2TL8mVa9eXYxGo9y7d08fCR2/CmZymjVrJoD07ds3kyJO3pIlS2T+/PnpHlm2c+dOs9W2w8PD5c8//0xveIqS5EqZSblx44YULVpU3NzcXuhRZ5aW8B7bYDBIvnz59L9f9vb2EhwcnIXRJc+S13qrDMjBKYpiISISDZwEnn5s8B6mRNYzaZqmAVWAe2k555ORZX9jWk3zQxGJekasBhEJj2/Aw9TEp2S96OhofvrpJ1avXq1v8/T05PLly3h6emL6Tyhp33zzDd999x1RUVG8++67nD9/njFjxpg9HbeEH374gTp16jBixAh9m4uLCz169CAmJgYvLy8mTpxI8eLF+eOPPwAIDw/nzz//RNM0/TPcunULG5v/H1xdsGBBi8apKIqiKMl59OgR8+fP118PGTIETdP45ZdfiI6OplatWtSqVUvfHxcXl+gcn332GW+//TZffvllpsScnIiICIYPH06fPn1Ys2bNc53j0qVLNG/enGbNmtG/f3+MRiMAzs7ONGvWzJLhKq+ohPd8Dx48YPv27Un2y5MnD4ULFyZPnjy4urpmVngWFRwcTIcOHfDy8rLYOa2trfWf7ezs6N69OwCFCxdm9uzZGAwG7ty5Y7H3y5bSm3FTTTXVMrYBnpiSVp8AbwDTgEdA0Sf7l5NgdUtM0yKbAsUxJcoWAzFAzTSc0xnTtM5zQAmgQIJmncq41VPnF0T86lZ58+ZN81LVd+7ckVKlSsmqVasydMWq06dPi42NjfTu3dvsadfu3bvF1dVVL96fsGmaJpqmmRUnTfgEW1GUV48aYWbxexR1rU+DWbNm6dekQoUKSXR0tERGRkrevHkFkLVr1+p9T548KUWKFJHJkydnYcTJmzRpkl5zLa11jB48eCD9+/cXa2trvU7qkCFDMmR0uqKImO5XixQpInZ2dsmO4gwJCRF/f/9MjsxyunXrJoC8+eabFr8nj42NlR07dsj58+f1xUqmTp0qTk5O0rVrV4u+lyWoov+qqfaKNeAz4AZgwDQ6rF6CfXuBpQleT8NUoN8A3Af+Amqn8ZwNnk4+JGjFUhmzuonOxhJeSA0GgzRo0ECWL1+e4gU2Li5OFixYIH369Em03ZIiIyNl0qRJ8ssvv5htf3r6pNFo1IuRppQoa9asmRw7dsyiMSqK8mJSCTOL35+oa30qxcXFSYkSJfRr048//igiptUfeVKYPOH0sf79+wsg//vf/7Iq5GSFh4dL7ty5BUhTsXGDwSBTp04VNzc3/ffQqlUruXLlSsYFqyhi+vfXpk0bAcTDw0Pu3r37zGN27NghDx48yIToLCMgIEDq168vp0+ftvi5a9asKYCsX79e6tWrJ4D07t1bT9BZ+rtAeqmEmWqqqZbtm7qJzp6io6Nl8uTJUrNmzTTVHDl79qzUrl1bv8H9999/MyzG+CWr3dzcJCgoSN8eEREhkydPluHDh+vbEtaCsbKyEisrK/31e++9J4cPH86wOBVFefGohJm61meV69evS+HChUXTNHF0dNSvb5988okAiUaSRUZGyrJly+TUqVMiYlo5ctmyZdliVboffvhBAClVqlSqakQZjUbZvHmzlCpVSr9GV65cWXbv3p0J0SqKSdfzeDAAACAASURBVHh4uJQrV05fIT0qKirZvqtXrxYrKyupXr26+vsmIiNGjJBcuXLJggULZPny5XqSf+jQoTJp0qSsDi8RlTBTTTXVsn1TN9FZz2g0yq1bt2TLli0ybtw4adeunRQuXFi/WU3NU+GHDx/Kl19+qU+byJkzp0ybNi3VRVRTK+Fy3/FLgS9dulSffmk0GmXKlCl6Yiy++L+vr6+8/vrrZomyRo0ayYEDBywan6IoLweVMFPX+qwUGxsrZ86ckZMnT5ptP378eIolEa5evapf5+ITaFklLCxM3N3dBZCVK1c+s//p06elYcOG+jU6f/78snDhQrPyCoqSWXx8fPQRjr169Up2ZoWXl5fkyZNHAGnQoIE8fvw4kyNNv+vXr1vs70VoaKieYIyIiBBXV1f937Srq2u2+/2ohJlqqqmW7Zu6ic5cBoNBzpw5I8uWLZMhQ4ZIw4YN9Rvap1uePHlk0aJFzxw+vXnzZnnttdf049q1ayd+fn4WjfvWrVvy4YcfSrVq1RLF8/DhQzlx4oTs27dP3nnnHbPPEJ8w+/fff/Vt9evXl3379lk0PkVRXi4qYaau9S+isLAw+fHHH7NFraDx48cLIGXLlk0x6eXv7y89e/bUSyTY29vLiBEjJDw8PBOjVZTEdu7cqSeg586dm2y///77T5ydnQWQli1bZovRnal17NgxcXd3l9deey1DppXGTxl3cnISQBYtWiSBgYEWf5/npRJmqqmmWrZv6iY64wQHByd6YhQ/xPzpZm1tLRUrVpQuXbrI5MmTZdeuXWajuZLz+PFjfTRasWLFZNu2bRnyWQICAsTZ2Vmsra3N6oydPXtW3NzcxM7OTv8s9vb24uHhIXZ2drJp0ya979ChQ2XPnj0ZEp+iKC8XlTBT1/qscOjQITl8+LDZF+67d+8m+QVz69at0qBBgwy77qbX0aNHpUmTJrJmzZoU+3l5eemj0z09PfUHXYqSHUycOFEAKVeuXIqJsL1794qDg4MA0qVLl2xXqys5YWFhUqpUKalZs6bcvn3bouf28fGRkydP6rM+4r9vDBo0yKLvkx4qYaaaaqpl+6ZuotPPaDTKtWvX5OrVq/o2Ly8vAcTZ2dnsov3RRx+Ji4uL1KtXTwYNGiSLFi2SkydPpmnFqejoaLNzbt68WUaMGCERERGW+UBiSsTt2LHDbNuGDRvEy8vLbNvTtcn69u0r//77r9jb24uTk5Pcv3/fYjEpivLqUAkzda3PbP7+/mJrayuapkmBAgXk1q1bIiLSu3dvcXR0lPnz55v1b9asmQAybNiwrAg31VKzCt+MGTPk0KFDmRCNoqSN0WiUn3/+WUJCQp7Zd+vWrWJjYyOA9O/fP0NXhbekGzdupKlecWp8+OGHAsiuXbukWrVqZg/pXV1dU6wLl5lUwkw11VTL9k3dRKdNZGSk/Pfff/Lrr7/KwIEDpW7duuLi4iKAdO/eXe8XHR0t9vb2UqxYMQkICNC3h4eHp+sCfvDgQalQoYL8+uuv6focKQkODpbXXntNrKys5MKFC/r28PBwGT9+vLRs2VJiYmJk7dq1UrRoUf0CPHDgQBEx3dy8+eab8tZbbyVKsCmKoqSGSpipa31m279/v+TOnVtsbW2lUqVKYjQa5cGDB/qoladLCdy8eVO++eYbuXbtmty/f186dOggJ06cyKLoUy82NlY6deokW7ZseWESCoqSUEr/3a5atUqfXjxy5MhMjMpy0vIQPTn9+vUTKysrfTV7QHLkyKHfsz9r5GlmUQkz1VRTLds3dROdvPv378vff/8tP//8s3Tu3FnKly+vT1t4utnZ2UmnTp3Mjk/NlMrUCgwMlF69eunvV7p06QwtxNumTRspUqSI2cpYJ0+e1Id0J0yU2dnZiaurq9y4cUPv++DBA3UjrijKc1MJM3WtzwoGg0EuX76sjxiPrwNWrVq1FK9pI0aMEEBq1KiR5de+8ePHy9ChQ8Xf3z/J/WvXrhVA3N3dVZ0y5YViNBpl1qxZ0qNHjxT/nc2dO1e/R506dWomRpg+RqNR5s+fL4ULF053LWI/Pz/9HKGhoeLo6Gj2vaVx48aWCDndVMJMNdVUy/ZN3USLxMXFyeXLl82e6MTf/CbVcufOLe+++6588cUXsnz5cjl37lyGFRg1Go2yZMkSfQUgQHr27GnRgp0XL16Url27miX4AgIC5O7du7JlyxYJDAyUL774Qmxtbc1+Dw4ODma1y+bNm2exmBRFebWphJm61me1qKgoKVCgQKpWmfTy8pKuXbvKli1bMim6pD148EAfRbJ58+Yk+/j7+8vw4cNl0qRJmRydoqRPwnp7z0qEff/99/r96aJFizIpwvQxGAxStWpVAeS7776z6Lm//fZbGTdunOTOnVv/vSR80J1VVMJMNdVUy/btVbuJjoiIEG9vb7NtpUqVEkAOHjyob1u0aJEAUrJkSWnfvr1MmDBBtm7dKn5+fpn29Njb21vq1aunX9gqVKhgFqMlxMXFSZkyZQSQUaNG6dtv374tLi4uommaWVIsvqi/vb29/rpy5cqyadOmLH+qrijKy0MlzNS1PrMYjUbZvn27/PXXX2Yjt5ctWyaAFCpUyKy+0JIlS6R3795y8eLFrAg3RV999ZUA8uabb6prsvJSmj59ul43959//km2n9FolC+//FLvu2HDhkyM8vn5+vrKlClTLPrv99GjR/r5IiMjpVGjRgLI6NGjLfYez0slzFRTTbVs317Wm2ij0Sh3796VHTt2yI8//iienp5SpkwZvZhvQs2bNxcHBwdZu3atvu3hw4eZPlUhMDBQLl++rL8+evSoaJomTk5OMmnSJIuNYnv8+LHZhXjDhg3Spk0bs3pjmzZt0qdfJkyUxddyiU/gbdiw4YVZiUhRlBeHSpipa31m2bVrl35dK1eunMTExIjRaJQqVaoIID/++KPe12g0Svny5QWQ6dOnZ2HUifn7+4uTk5MA2XblTkVJL6PRKN26dRNAcuXKJdeuXUuxb8+ePQWQESNGZGKU2Uf//v0lZ86c8t9//+nbVq1aJYAUKVIkQ8u7pIYlr/U2KIqiKEmKjY3l8uXLnD17ljNnznDmzBnOnj3L/fv3kz0mLCwMV1dXAJYvX46rqys2Nv//pzZnzpwZFq+vry+XLl3C29sbb29vLl++jLe3N4GBgVSqVImzZ88C8NZbbzFv3jyaNm1K0aJFLfLeK1euZPjw4cyfP58WLVoA0LRpU06ePEnbtm05ffo0Dg4OlChRAqPRCIC9vT1WVlZERkYCUK5cOcaMGUO7du2wsrKySFyKoiiKkhWmTZum//zWW29hY2PD5cuXuXjxIk5OTvTu3dus/9y5c5k/fz4ff/wx8+bNw8/Pj88//5y8efNmduhmJk2axOPHj6lZsybNmzdPtP+ff/5h4sSJjBo1inr16mVBhIqSfpqmMW/ePLy8vPjvv/9o3bo1hw8fJkeOHEn2nT9/Ps2bN6dNmzZZEG36xMXFMWHCBDp27EiZMmWe6xxBQUE8evSITZs2UaFCBTZv3sz+/ftxdnbm1q1b7N69myZNmlg48iyS3oybaqqpplpSjRfsqXNYWJgEBQXprw8cOGA2PTBhs7KykjfeeEM6deokP/30k+zcuVPu3buXKXGGhobKsWPHZPny5TJr1iyzfeXKlUu2PlqZMmUydBrF8OHDBZD3339f3xYRESHu7u4CyJIlS0TENAqtUaNG+tNqQMqWLSurV6/O8qdRiqK8/LJqhBnwGXAdiAJOAnVT6Ns9mb/lDgn62AATnpwzErgGjAKsnuy3BSYC54EI4C6wHCj41HvdSOJ9fkrD53qhrvWZxdvb2+x3eu7cOX1ffB3P5ERGRoqHh4cAGbpydWrcvXtXHwG+c+fOJPvEl3gYNGhQJkenKJZ369YtyZcvnwDy0UcfpfreOTIyUnx8fDI4OsuIv2evUKGC2bTwtDh37pzs379fjEaj3L9/P1E94o8++sjCUaeNGmGmKIrynESE27dvU6BAAWxtbQEYPnw4kyZNYuTIkYwbNw6A4sWLYzAYyJEjB5UrV6ZKlSpUqVKFypUrU6FCBZycnDIl3pUrV3L48GF91Ni9e/f0fTlz5qR///5omgZA1apVsbW1pWzZspQtW5YyZcpQtmxZSpcuneQTsvQ4f/48rq6uFClSBIARI0aQI0cOXF1dERE2b97Md999R0hICAC3b98GTL9/Ly8vHj9+TOnSpRk1ahQdO3bE2traovEpiqJkF5qmeQLTMSXNDgF9gD81TSsnIreSOSwcMHv0LyJRCV4OB/oCHwMXgerAEiAMmAE4AW8C44GzgPuTGLY86ZvQKGBhgteP0vYJlafNnDlT//ndd9+lYsWK+msPDw9atmyZ7LF2dnbMmTOHpUuX0rVr1wyN81kmTZpEVFQUb7/9dpKjRQ4cOMD+/fuxtbVl2LBhWRCholjWa6+9xu+//857771HzZo1U3XMw4cPad26NRcvXuTgwYOULFkyg6NMn8GDB7NhwwZGjBiBnZ3dc50j4d+0vHnz0q9fP+zt7Zk5cyYGg4FNmzYRFBRE7ty5LRV2llEJM0VRXlrR0dFcunRJn0oZP60yJCSE06dPU6VKFQAKFy4MwM2bN/VjPTw88PHxoXjx4hk2PTAiIoIrV67oUye9vb25c+cO+/fv15Ng69atY+vWrWbHeXh46AmxqKgoHB0dAVNyLTPMmDGDoUOH4unpyW+//QaAjY0N06ZNIyQkhDlz5nDlyhUAHBwc0DRN/x07OTkxefJk4uLi+N///mc2XVVRFOUlNRRYJCK/Pnn9uaZpTYF+wIhkjhER8U/hnLWBP0Rk+5PXNzRN68STZJiIhAHvJTxA07SBwHFN04o8lah7+Iz3UtIgODiYJUuW6K8///xzAAICAsifP3+i/rNnz8ZgMNCjRw9y5cqFlZUVbdq0yRZTvYYNG0ZcXBytW7fW70sS+v777wHo0aOHfp1XlBfdO++8w7Vr1/Dw8EhV/9jYWAIDA4mIiODevXvZPmHm4eHBpUuX9IED6SUizJgxAwB/f39WrFhBbGwsK1euZPDgwRZ5j6ykvqkoivJSCA4O5uzZs2aJMS8vL2JiYhL1tbGx4fr163rCrGvXrnTq1Ik8efLofTRNs8gFT0Tw9/c3u+h+9913rFixglu3kh5Y8ODBA/LlywfARx99RMWKFfXRYmXKlNFrpGWV+vXrA2AwGIiNjcXGxoZr164RGxsLwJUrV8iRIweDBw9m3bp1XL16VU/qAXTu3DlL4lYURclsmqbZAdWAn57a9TfwdgqH5tQ07SZgDZwBRorI6QT7DwJ9NU0rLSJXNE2rDLwDfJ7COV0xTVEJfWr7cE3TRgJ+wHrgZxGJfsZHU5KxcOFCvTZn6dKlad68OcHBwZQoUYLatWuzbt063N3dAdN1dPz48dy/f5+iRYvSvn37rAw9kYIFC5qNlkvoxIkT/PXXX1hbWzN8+PBMjkxRMlbC+/aHDx8SHBycbN1fd3d3/v77b27fvk21atUyK8R0SZgse/z4MXfu3KFUqVJpOoeIMGXKFH799Ve2b99OiRIl6NmzJytWrABgwYIFDBo0KMlk+4tEJcwURXmhiAghISHkypULMBWuLFOmDL6+vkn2d3V1NZtOWaVKFcqVK4e9vb3ex83NLd1xGQwGfHx8zEaLxRfef/jwIUFBQXrMERERerIsT548ejIsviVcGCCrp2PExsayZMkSNE2jV69egKk4f7du3di8eTM+Pj5s3LiRKVOm8PDhQwBef/11jhw5Qv78+bG3t2fx4sXPPeRbURTlBZcHU9Ir4KntAUCBZI7xxlTH7DymGmGDgUOaplUWEZ8nfSZiSoB5a5oW9+Q9vhWR1UmdUNM0B0xJu99EJDzBrhnAKSAEqAn8CLwO9ErmPPaAfYJNzsl8hldSTEyMWYJp8ODBWFlZsXDhQiIiIrh//36ie44JEyawceNGWrRoQZs2bWjfvj2enp5ZOgI7/mFYSuJHl3Xu3JnixYtnRliKkumuXbtGy5YtERGOHTuGs3PSf/Ly589vNoLU29ubQoUKJds/u7h58yYffvgh4eHhnDx5Uv+ukhqaprF7924uX77MkiVLGDNmDKGhobi5uREaGkrNmjUxGo0vftmV9BZBU0011VRLqmGBQsCRkZESHh6uv96zZ4+4uLhIjRo1zPpVrFhRAClWrJi0bt1axowZI5s3b5br169btNB9fGHL/fv3y4IFC+TRo0f6vv79+ydbcN/a2tps2eVLly7JwYMH5cGDBxaLLaOsWbNGAHFzc9MXRTAajVKlShUBxNHRUf+crq6u4uLiYrbs/OPHj5+7oKiiKIqlZXbRf6Dgk/er/dT2bwHvVJ7DCtMos5kJtnXENCKsI1AR6AoEAR8ncbwtsBlTYizFzw20exJv7mT2j0nqOqeK/pusXr1a/524u7vLo0ePJDo6WgoVKmS2AE5S1q1bpx+X8N4nK/Tu3VuaN28u58+fT3L/uXPnBBBN0+TSpUuZHJ2iZJ579+5JwYIFBZBWrVpJXFzcM485duyY5MqVSxo2bCiRkZGZEOXzCwkJkeLFi0u+fPnMvquk1p49e2TRokXy8OFD8fPzEysrK/1vYJ06dTIg4tRRRf8VRXnpPHjwIFGtMW9vbyZMmMDXX38NmApxhoeHc+XKFYxGo15bbP369eTPn98iI8USOnPmDH///bfZaLHg4GB9f9WqVale3VQ7uWzZsri4uJiNFIufQlmiRAmzEW1ly5a1aJyWZjAY9Hjbt29P7dq1cXJyws7OjnPnzvHxxx9z5swZACIjIylQoADR0dH672bBggV88MEHAGZTMRVFUV5BgUAciUeT5SPxqLMkiYhR07QTQML5Mj9jWs1yzZPX5zVNK4qpJtqy+E6aptkC6zCNGmsk5qPLknL0yf+WxJSAe9qPwNQEr52B26n5HC87EWHatGn66969e5MjRw5+++037ty5Q/78+enUqVOyx7/33ntMmDABJyenLB2Vcv36dRYvXkxsbKx+//W0H374ATDdI2T3expFSY8CBQqwadMm6tatyx9//MH48eMZPXp0isdYWVkRExPDv//+i6enJ7///nu2rdnr5ubGli1bcHd3p2DBgmk+vmHDhjRs2BAwLUbWrFkzduzYAcCFCxcIDAw0K3nzQkpvxk011VRTLalGMiPMYmNjxdvbW9auXSsjRoyQ999/X39yk1T75JNP9GPj4uLk7NmzEh0dLZYQEhIiR44ckaVLl8rXX38trVu3Fi8vL33/1KlTE8WjaZoUK1ZMmjVrJidOnND7xsTEWHQ0W1bw9/eXbt26Sc2aNfUnaHFxcVKsWDEBpGjRoma/CwcHB3Fzc9NfFyxYUGbNmpXtn6YpivLqyuwRZmK6Hh4D5j61zQv4MZXHa8AJYHGCbUFAv6f6jQCuJHhtC2wCLgB5U/leLZ78foqksn+6R5O/LA4dOqRfD21sbMTPz0+MRqNUr15dABk3bpxZ/+nTp8vWrVslNjY2iyJO2ieffCKAvPfee0nuv3z5smiaJoCcOXMmk6NTlKyxePFi/d/35s2bn9n/33//FXt7ewGka9euqRqZ9jLYuHGjPlL22rVrMnPmTNm+fXumx2HJa32Wf6lWTTXVXs6W1E304MGDxcnJKdnkWKlSpeSjjz6SCRMmyLZt2+T27dvpTkLFxsaaJdj++usvqV+/vuTPnz/JGFavXq33PXjwoHTq1EnGjh0ra9eulTNnzkhERES64snOAgICxNnZWQA5cOCAiJimxb7++utmvyN7e3uzRFmBAgVkxowZKlGmKEq2l0UJM08gGvgEeAOYBjwCij7Zvzxh8gwYDTQFigNVgMVADFAzQZ+lmEZ2fQAUA9oAD4CJT/bbAH9gmrZZGdMIt/hm96RPbWDIk/d4HegA3MG0+uZzX+tfVe3bt9evi506dRIRkQMHDujXzfv37+t9AwMD9S/TR48ezaqQE/Hx8RFra2sB5PDhw0n26dGjhwDSsmXLTI5OUbLWwIEDBZCcOXPKxYsXn9l/y5Yt+r+ngQMHZvsH6zExMbJ9+3aZMGFCmo4zGo2yceNGadmypfj5+enfsTp16iSA1K9fP2MCToGakqkoygsjODgYFxcXAOzs7Hj8+DGOjo5UrFjRrBh/xYoV0zUF4dGjR1y+fDlR0X0fHx9WrlxJu3btAIiKimLfvn36cYUKFTIruh8/xRKgTp061KlT57ljyu5iYmI4fPiwvupl3rx5eeutt/j333/1FW1sbW0JDTUtqGZnZ0eOHDkICQnBYDCQL18+vv76a/r27aumXiqKoiRDRNZqmpYbGAV4YBrx1VxEbj7pUgQwJjjEDViAKbkVBpwG6onI8QR9BgLjgbmYpnfeBeYD457sLwx8+OTnM0+F1BDYCxgwJfNGYyrkfxNYCEx6/k/7agoNDdWnIQF8/rlpsdJFixYBpgV88ubNq+8XEQYNGsSZM2eIiIigffv2fPvtt1StWjVzA3/K+PHjiYuL4/3336d27dqJ9t+4cUNfAe/bb7/N7PAUJUtNmTKF8+fPs3fvXj777DP27t2bYv+WLVuybNkyunTpwqxZs3B3d2fs2LGZE+xz8PPz44MPPkDTND7++GMKFy6cquM0TWPixIkcO3aMunXr0r17dyZOnEhAQABVq1blgw8+QERe3NUy05txU0011VRLqvHkqXPCYbg3btyQS5cuPff0A6PRKH5+fvLPP/+Ir6+vvn3r1q3JjloDzJ6UBAQEyIoVK+TEiRNZXlQ3K4WFhUnZsmXF2tra7ClZhw4dBJAuXbro2wYOHCi5cuXSf5958+aVn3/+2WzRA0VRlBdBVowwe5kbaoSZ7v79+zJr1ixZsGCBvi0qKkqWLl0q3t7eyR7XqFEjAWTAgAGZEWayvL299YLdx48fT7JPv379BJDGjRtncnSKkj3cv39fOnToIHfv3k31MbNnz9bvoadNm5aB0aVf27ZtZdCgQeLn55em49asWSPDhw8XHx8fuXLligBiZWUlxYsXz5LRqJa81mtiutgpiqJYlKZpLkBYWFiYPsIsLUJCQti1a5fZaLHLly8TEREBwMSJE/nqq68AuHjxIhUqVCBfvnxmo8XiW9GiRV/8JY3T6eHDh/j7+1O0aFHs7OwAU4HhAwcO8Ouvv9KxY0eWLVvGwIEDiYyMpFy5cly8eBGAjz/+mOXLl5M7d26GDRtG//79yZkzZ1Z+HEVRlOcSHh6Oq6srgKs8uwC+8gzpvdYrpsLYP/30Ez/88ANFihTJsjgGDBjAnDlzaNmyJVu2bEmyz7lz5/jhhx/o16+fPjpdUZRnmzBhAiNHjgRgyZIldO/ePWsDymANGjTQZ/RYW1vj5+eHh4dHpr2/Ja/1akqmoihZQkS4f/++WTKsXr16tG7dGoBbt27RoUOHRMdZW1tTsmRJsymAZcuWJSgoiFy5cmVa/NlBVFQUAQEBeHh46EmwgwcP8ttvv1GuXDkGDBig9y1WrBjBwcFcuHCB8uXLA6YkmsFgYPHixYwfP54rV64AYGNjYzYVdeTIkZQtW5YBAwZk6cpdiqIoipLdhISEYG1tbZYwNBgM2NjYJPmwbvbs2TRu3FhfXbJChQqsXLky0+JNzpQpUyhXrhxvv/12sn0qVarEmjVrkt2vKK+aNWvWYG1tzUcffZRiv2+//ZaQkBCmTp1Kz549cXV1pU2bNpkUZebr1asX+/btw97eHoPBwIABAxg6dOgLWepGJcwURck0AQEBDB8+XK8zFl8bK97jx4/1hFmpUqWoVauW2UixMmXKULx4cT05FM/a2vqlSZbFxsby4MED8uTJg62tLQBHjx5lzZo1lClThn79+ul9CxcuTFBQEOfPn6dChQoAeHt788svv1C3bl2zhJmdnR02NjYcPXqU8uXLc+3aNWJiYgD4999/AcidOzflypXjwIEDPHz4UD+2ZMmSjBgxIsM/u6IoiqK8SOLi4qhevTr+/v5UrFiRlStXUrJkSebMmcPcuXOZMGECHTt21Pt7e3szcOBArK2tuXPnDvnz58/C6M3Z29vz2WefZXUYivLC+PPPP+nUqRNOTk6ULl2aypUrJ9tX0zQmT55MaGgoixcvpmPHjmzfvp3GjRtnYsSp5+Pjw9WrV3n//ffTdNyFCxdYsmQJX331FW5ubvp3vY0bNxIXF/dCJsyssjoARVFebl9//bX+s6OjI8uWLePo0aOEhoaiaRrFixenefPmDBkyhBYtWuh9nZycOHLkCEuWLGH48OG0atWKsmXLJkqWvQhEhKCgID1BBXDixAm++uorFixYYNa3cOHCFCxYEG9vb33b2bNnmTFjBsuWLTPra2VlhaZp7N+/3+y9AK5du2bWt3z58sTGxnLz5k169OhB6dKlOXXqFGBKOI4aNYpr164xc+ZM3NzceOONN1BT9hVFURQleWfOnOHmzZs8fvwYLy8v8uXLR2xsLDNnzsTX19fs4ROA0WikVatWtGzZklGjRjFq1CiCg4OzKHqToKAgYmNjU+wzduxYevXqlejeQlFeZU2aNKFJkyb6A//AwMAU+2uaxoIFC2jXrh3R0dH88ssvmRRp2uzfv5/SpUvTvXv3Z/5tSEhEaN++PVOnTmXr1q106dIFQB9pu23bNgICAjIk5oykRpgpipKhLl26pP/s4uLC5MmTKVq0KGXKlKFUqVI4ODhkYXTp8+jRIxwcHLCxMf0pPXXqFJs2baJYsWL07NlT7/faa69x584dzp49S6VKlQA4fvw4P//8M2+++Sa9e/fW+8ZfmHbt2kXFihUBU2IMTKvXJFSmTBkePHhAWFiYvi1//vxomkZQUBDFihUjPDycR48e6cm68ePH633LlSvHvXv3+PDDD/VVe6pUqcKdO3dwcnKyzC9JURRFUV5S1apV4+bNm+zZswc3NzdcXFxYc776xQAAIABJREFUv349N2/eJE+ePPoXxnjlypVj8+bNeHt7U65cOUSEjz76KEtHyffu3Zvz58+zaNEi6tatm2j/o0ePmDp1KuHh4bRo0YLixYtnQZSKkv1YW1uzevVqatasia+vL56envz111/694Lkjlm1ahXVq1dnyJAhmRht6tWuXRsPDw+qVKlCYGAgBQoUSNVxmqbRt29fDhw4QLly5ahRowazZ8/WH8DHxcWxfPlyhg0blpHhW5wq+q8oSoaILwTs7e1NmTJlsjqcVHu67sjZs2fZsmULr732mlmBzuLFi3P9+nVOnz5NlSpVAJg5cyaDBw+mYsWKnDt3Tu/r7u5OaGgoP/zwgz618ddff+XTTz8lf/78nD59msDAQAIDAxk8eDDnz5+ndevWFC1alKCgIK5evcqJEyfQNI1BgwZhMBh48OABu3fvJigoiLfffptDhw4BsHXrVj788MNkP5+joyOVKlUiLCxMH8WWK1cubt68qQr5K4ry0lNF/y1LFf1P7O233+bIkSOMHDmScePGJdknLi6OTZs2ceLECSZOnJjJEf6/06dP8+abb6JpGhcuXKBcuXJJ9jt06BCrVq1i9uzZ+kM8RVFMLly4QK1atYiIiGDIkCFMnTo1TceLCCEhIdmqvExkZKRZvejnVaNGDc6cOaMPCChZsiRXrlxB07R0nzslqui/oigvjMxcESU5cXFxaJqm3+RdvHiRbdu2UahQIbOnv2XLluXy5cscP36cGjVqALBnzx5GjRpFmTJlzBJmQUFBAPzxxx96wix+uuidO3eIjY3VnzAVLVqU0NBQbt26pR9vY2ODpmkEBARQsGDBRDFv3rw5yc/yrItw8eLFcXJywsHBAXt7e712maZpGI1GoqKiOHbsGGCa9jpw4EC+/PJLlSxTFEVRlDQICAjA2tqaPHny6NuOHTvGkSNHsLOzM6sHJiIsW7aMtm3b4uLigrW1Ne3bt6d9+/ZZEbpuzJgxAHTq1CnZZBlAnTp1XsjaQ4qSGSpUqMDy5ctp164d06ZNo2rVqnTt2jVVxxqNRoYOHcqWLVs4ePBgkt8JsoIlkmVgGiDg4eHB+PHjWbhwIVevXuXw4cMv1N8TlTBTFOWFJCKIiJ4Eu3TpEjt37qRAgQJ06tRJ71exYkUuXrzIgQMH9D/OO3bs4Ouvv6Z48eJmCbPbt28DplFa8Qmz+ML79+7dY968eQQFBREQEIC9vT0AixYtYtmyZQQGBuq1SoKDg6lfvz4PHz7kwYMH+nz9s2fP6u+VP3/+FGuEFSlShPLly2NlZYXBYODkyZPY2NhQr1493njjDfLkycOJEydYtWqV2VDp4sWL8/jxYx4/fpzsuR0dHenfvz/Dhg0jX758z/pVK4qiKIqSgL+/P0WLFiUuLo7GjRuzbt06XFxcmDZtGgD/+9//zK7Ne/fupUePHowYMYJbt27p9xZZ6b///mPLli1YWVkxatSoJPskfPinKEry2rZty8iRIxk/fjw+Pj6pPi40NJTt27dz/fp19uzZk2gad1aLiIjA39+fEiVKpOm40NBQ1q5dS48ePbCzs2PWrFk8evSIpUuXsmjRIpUwUxRFeV4iog/T9fHx4e+//yZv3rx06NBB71O5cmUuXrzIrl27aNCgAWAa6TVixAhee+01s4TZtWvXEBE2bNiAq6srgYGBetFaf39/IiMjMRgMBAYG4uLiQkREBCdPntSPj79RDA8PN1uhMt7TdcXiHT58ONG2hMOPixQpQs6cOYmLi8NgMGA0Gs363rp1y2xEWry+ffvqK+osXLiQVatWER0dre93dHSkadOmODs7kytXLtzd3cmVK5f+s7u7O5UrVyZ37txJxq0oiqIoSsrmzp2rX3sfPHiAs7Mzd+/eZcOGDQB8/vnnZv0NBgNvvPEGNWrUoE6dOgwdOhRPT88Mn5aUktGjRwPQuXPnJEtnREZGUqFCBb3OqZpyqygpGzNmDI0aNdK/m6RGrly5+Oeffzh27Bienp4ZF9xz2LZtGx07dqR69ers3bs31ceJCNWrV8fX15fcuXPrI2nbtm3L0qVLWbduHTNmzMDZ2TmDIrcslTBTFCVT+fr6smfPHnLnzk3btm317VWrVuXSpUv88ccfNG3aFIC1a9cycuRIChQoYJYw8/HxIS4ujs2bN+sXpfibzoCAABo1asT9+/cJDg4mKioKgOnTpzN9+nSzWB4/foyzszNxcXFm2xMW0U9paLS1tTWurq7Y29vz8OFDHj16pO+bMGECNWvWJE+ePKxfv54ff/yRUqVK6fuLFy9u1h9MybmEya2kfk54jk6dOtGmTRvc3NzMzrNz585kY1YURVEU5flFRkYyd+5c/fWQIUPQNA0PDw/27t3L7t27qVy5stkxzZo1o2nTpgwdOpQTJ04we/bsLP1yfPToUXbs2IG1tTUjR45Mss/ixYu5du0aGzduzNI6a4ryorCysjJLlhkMBjRN00u2JKdYsWIUK1ZMfx0SEoKjo2OWL4xWuXJlHj9+zN27d4mIiCBHjhypOk7TNDp06MDWrVuxs7MjODiY1q1b899//+Hm5qaPPuvVq1cGfwLLUAkzRVEyVIECBVi/fj0ffPABACtXrmTMmDHkzp2bli1bEhwcTGBgIN7e3hgMBmbMmMHJkycJCgriyJEjgOnp7Z49e3j06BEPHjzA1taWyMhIzp8/r79P/KqO0dHR/Pvvv0nG4uzsjJOTE1ZWVty7dw9AT5Y5OzujaRrh4eFmT3zLli2b7GeLi4tLcjl4Z2dn6tatS7169QBTvbPAwECz4ceOjo7s2bPHLBmWI0eOND1tzpkzp6o9piiKoiiZ6LffftPrmHp4eOgP9DRN45133uGdd95J8jhN0xg1ahTu7u7UqVMnS0eXbdy4EYBu3bqZPYiLFx0drSfJhg8f/swv/IqimLt37x7t2rWjSpUqZgn2Z/H396dJkyaUKFGC9evXZ+mU6Ndee42zZ89SoUKFNP+9GjNmDN9//z2apiEiBAYGYjAYiIyMBEyzZFTCTFEUBdOT2HXr1ukJs4iICMCURErqBuzPP//kzz//NNsWFxfHu+++m6hvwpFgqVlc4OHDh3qdsXg7duygYcOGODg4MGnSJIYPH262ZHrRokWpVauWntR6esTX06/d3NwS1SZp3LixPo0yoYYNGz4zZkVRFEVRsgcRMVt8Z8CAAdjZ2WE0GpNcPdJgMLBv3z4aN26MlZUV7u7uydYLy0wTJ06kadOmydYlWrFiBX5+fhQoUIBPPvkkk6NTlBffmTNnOHr0KEeOHKFq1ap8+umnqTrOx8eHK1eucP78eXr27MmSJUuydGXaihUrPtdxCb/jaZrGkiVL8PDwoFatWty7d4/jx4/j5eWV4mIj2YVKmCmKkuGuX7+u/5w3b94U+zo6OmJvb09MTAyRkZF6ba9ChQpRsGBB8ubNy61bt7hw4QJFihTRj4sv0v+0nDlzpjjFsWLFivqQ5549e9KxY0ez+l729vb6SDdFURRFUV5du3btwsvLCzDdr/Tp04e4uDiqV69OvXr1GD16NLly5dL7r1+/nq5du9KoUSN2796dVWEnomlakg8iwVTo/6effgLgyy+/zPJpYYryInr//fcZP3483333Hf3796d8+fK8/fbbzzyubt26rF+/njZt2rB8+XLc3NyYPn16lo5IBdPDgqioqDSvnmk0Gtm3bx/169fHysqKTz75hO+//x4wLZw2ZcqUjAjXsuJXmlNNNdVUs2QDXAABpGLFihJv/fr1Er89tc3a2lpOnTqln2PDhg3SuXNnWb58ub4tJiZGtm3bJocOHZJLly5JQECAGAwGURRFUZR4YWFh8dcWF8kG18oXvcVf68PCwtL8/8WL6P3339fvTfr06SMiIps2bRJA3N3d5dGjR2b9Z86cKS4uLtKkSRPx9PSUCxcuZEXYuitXrkhgYGCKfVatWiWA5M6dWx4+fJhJkSnKy8doNEq7du0EkAIFCsjt27dTfeyKFSv0vzWjR4/OuCBTYfPmzVK6dGkZOHBgmo4zGo1SpUoVAWTXrl0iIuLr66t/rmLFionRaMyIkC16rVcjzBRFyXBvvvmm/nO9evWoVKlSqqc45sqVi5w5c5o9WWnXrh3t2rUzew8bGxt92qeiKIqiKIoleXt7m5WMiF8Jc9q0aQD06dMnUVHsgQMH0rlzZ0qXLk1QUBAtWrSgfPnymRd0AiJCr169OH36NL/99hstWrRI1MdoNOqjP4YMGaLqpCpKOmiaxtKlS7l8+TIXLlygbdu27Nu3L1WjNrt06UJYWBgDBgxg7NixuLu7M3jw4EyIOjF7e3uuXLlCVFQU06dPT/UUUU3TqF27NtevX8fPz4/AwED69euHjY0NsbGxdOnSJctHzqWGJqanQ4qiKBalaZoLEHbixAlKliyZaCVHRVEURcls4eHhuLq6AriKSHhWx/Oii7/Wh4WF4eLiktXhZKh+/foxb948wDTdaseOHZw8eZLq1atjY2PDjRs3KFSoUJLHnjt3joULFzJt2rQsK+K9e/duGjdujL29PVevXqVw4cKJ+mzcuJF27drh6urKzZs34/+tKIqSDr6+vtSoUYOQkBAGDBjArFmzUn3shAkT9JVslyxZQvfu3TMoyuTFxsayZs0aWrVqhbOzc5qODQwMJEeOHDg6OmI0GilRogQ3btwATKuD+vr6ZkiNNkte67OugpyiKK+E0qVLq2SZoiiKoigvrKCgIJYuXaq/fnp0maenp1myLCQkhKtXr+qvK1WqxKxZs7IsWSYi+mIDffr0STJZJiL66LKBAweqZJmiWEiJEiVYs2YNlSpVSvMosW+//ZYhQ4YAplrLmzdvzogQU2RjY0OXLl3SnCwDyJMnj173zMrKip49ewLg4OBAmzZtiIiIIDo62qLxWppKmCnKC0DTtM80TbuuaVqUpmknNU2rm0Lf7pqmSRLNIS3n1DTNXtO0WZqmBWqaFqFp2hZN0xLfYSmKoiiKorzEFixYQFRUFADly5fnvffe486dO6xduxZA/0KbsH/p0qX54osvMj3WpPz9998cPnwYBwcHvv766yT77Ny5k1OnTuHk5JRlU78U5WXVpEkTTp06RcmSJdN0nKZpTJkyhR49emA0GvH09MxWC4ikhZ+fHx9//DFWVlZERUVRtGhRatasyc8//5zVoaVIJcwUJZvTNM0TmA58D1QFDgB/appWJIXDwgGPhE1EotJ4zulAG6Aj8A6QE9imaZq1hT6aoiiKoihKthYbG2s2herzzz9H0zTmzJlDbGwsdevWpVq1ambH+Pr6IiJs2rSJsWPH8ujRo8wOW5dwdFm/fv3w8PBIss+ECRP0Pnny5MnUGBXlVWBt/f9fof755x9u3ryZquM0TWPBggW0bduW6OhoWrVqxbFjxzIqzGT9888/tGzZksWLF6fpOBGhRYsWFClShPv37/P+++8DpkS+t7e3/uAhu1IJM0XJ/oYCi0TkVxG5JCKfA35AvxSOERHxT9jSck5N01yBnsAXIrJLRE4DXYCKQGMLfz5FURRFUZRsycbGhk2bNtGqVSu6detG586dAejbty/Dhg1LcsTWggULmDlzJtevX2fOnDlZWth6x44dHD9+HEdHR4YPH55kn4MHD3L48GHs7e2zzag4RXlZrVy5kmbNmtGmTRseP36cqmNsbGz47bffaNy4MREREQwcOJDMrkV/5swZtm3bluaEmaZp+nTOgwcP0qtXLwBOnDjB4MGDGTt2rMVjtSS1SqaiZGOaptkB1YCfntr1N/B2Cofm1DTtJmANnAFGPkl6pfac1QDbJ9sAEJG7mqZdeNLnryRitQfsE2xK+0R3RVEURVGUbOatt95KVDuoSJEiTJo0KdljPvvsM/Lly0dUVFSi1TMzk5eXFzY2NgwYMID8+fMn2ad27dqsWrWK27dvJzkCTVEUy6lbty65cuXi9OnT9O7dmxUrVqQqqW5vb8+mTZsYPHgwEyZMyPREfOfOnQkNDaVr165pPnbcuHH8+OOPFCtWjJiYGAoUKIC/vz8zZsxg7969tG7dOtuumKlWyVSUbEzTtILAHaCOiBxOsP0b4GMRKZPEMbWAksB5wAUYDDQHKouIT2rOqWna/4AlImL/1Ln/Bq6LSJ8k3ncMMPrp7a/CylmKoijKi0GtkmlZL/sqmSKSpi9xgYGBODo6ZmmCLCnXr1/HxcWF3LlzZ3UoiqIA+/bt49133yUuLo7Jkyena2RnbGxsli0o8rxGjBjBTz/9hKZpiAgnT56kSpUqFlsxU62SqSivnqcz21oS20wdRY6KyEoROSsiB4AOwBVg4POeM5V9fgRcEzS1QICiKIqiKC+sjz/+mDfeeINu3bpx69YtwDTFsUWLFuzfvz9R/7Fjx1KoUKE0T1nKaK+//nqyybLY2NhMjkZRlPr16zN9+nQAvvrqK/7555/nOs+KFSuoUaMGwcHBlgwvQ0VHR/PJJ58A6NNKmzZtyvz587MyrGSphJmiZG+BQBxQ4Knt+YCA1JxARIzACaBUGs7pD9hpmuae2vcVEYOIhMc34GFq4lMURVEURclu/Pz8WLlyJd7e3qxYsUL/Qjp16lS2b9/Oli1bzPqLCIcPHyYsLIwffviBP/74IyvC1h0+fJhz586l2Of06dO8/vrrzJkzJ5OiUhQlXv/+/c1Wv7x27Vqajo+IiOCbb77hzJkzzJs3L4OiTOzcuXN88cUXnDhxIk3HGY1GfWq4lZUVDRo00PcFBgaycOFCC0dqGSphpijZmIhEAyeB957a9R5wOPERiWmmuQRVgHtpOOdJICZhH03TPIAKqX1fRVEURVGUF1XhwoXZvXs3Xbt25dtvv6VKlSqcO3eO3bt3Y2VlxcCB5gP3NU3jxIkTvPnmm/j6+iY5Ai2zGI1G+vTpQ+XKlVmzZk2y/ebOncvt27c5dOhQJkanKAqY/mbMnTuXt956i5CQEFatWpWm43PkyMHOnTv55ptvklx8JKNMmTKFqVOnpnkkrZWVFb6+voSGhrJu3Tq9+H/86qGnT5/m7NmzFo83vVQNM0XJ5jRN8wRWAH2BI0Bv4FOgvIjc1DRtOXBHREY86T8aOAr4YKphNgjoiqlm2fHUnPNJn1+AFkB3IBiYDOQGqolIXCrifqnrmiiKoigvHlXDzLJetWt9jx49WLp0KR06dGDt2rVJ9gkKCmLmzJn06dOHggULZnKEJuvWrcPT0xNXV1euX7+Ou/vTEwZMDAYDS5cupW7dupQrVy6To1QUBeDu3bts376dXr16pbvwfVxcHCKSoTXN9u7dy5w5c/j0009p0qRJmo49evQoERERNGzYkOjoaAoWLEhISIi+f+DAgcycOTPdMVryWq8SZoryAtA07TPgK8ADuAAMEZH9T/btBW6ISPcnr6cBbTFNuQwDTgNjRORIas/5ZL8D8DPwP8AR2A18JiJ+qYz5lbqJVhRFUbI/lTCzrJf1Wh///Sjhl1d/f3+KFi1KdHQ0R44coVatWvq++M+fHVZ5i4uLo2LFily6dImxY8cyatSorA5JUZQ0SOtiI/EMBgNdunQhR44cLF682GIF9DPSV199hY+Pj74KsZubG/fu3cPBwSFd51VF/xXlFSMic0WkmIjYi0i1hIktEWkQnyx78nqIiBR90jefiDR9Oln2rHM+2R8lIgNFJLeIOIlIy9QmyxRFURRFUV5EcXFxVKtWjYIFCzJo0CB99MMvv/xCdHQ0tWrVMkuWgWnkWYUKFbJ0Gma8tWvXcunSJdzd3Rk8eHCSfcLDw4mLe+ZkAUVRMlloaCgtW7Zk27ZtaT72+PHjbNq0iWXLljF06FA98Z+dTZo0iU2bNnH69GkKFy5MaGionjzLLlTCTFEURVEURVEUBdi6dSunT5/G39+fFStWYGtrS1RUFL/88gsAQ4cONesfHh7Onj178PLyYtKkSVy/fj0rwgZMK16OHTsWgC+//DJ+hEUiX375JW+88cZzr8ynKErGmD59Otu3b6dz585cvnw5TcfWrVtXrys2Y8YMxo8fnxEh6oKDg5k3bx6BgYFpOs5oNDJt2jSqVKlCQIBpLbkqVaroK2cuWrTI4rGmh0qYKYqiKIqiKIqiANOmTdN//vTTT8mZMyeapjF+/HiaNGlCmzZtzPq7uLiwb98+AHbs2EF0dHSmxpvQb7/9xpUrV8idO3eiRQni+fn5sXTpUnx8fHBycsrkCBVFSck333zDO++8Q3h4OK1atSIsLCxNx3fr1k2vATZ69GiL1ANLzgcffEC/fv2SreeYHCsrK9auXcvZs2dZvnw5AOfPn+fhw4cA7Nq1ixs3blg63OemEmaKoiiKoiiKorzyTp06pU+rtLa21pNO9vb29OnTh7/++ivJYtqVK1fm1KlTTJ06lTJlymRqzE/Lly8fX331Fc7Ozknunzx5MjExMTRo0IA6depkcnSKoqTEzs6ODRs2ULhwYS5fvkzXrl0xGo1pOsfAgQP1kaaDBw/Wk1KW5unpSeXKlcmTJ0+aj/3mm2/45Zdf6N27NxEREdSuXZtp06bpK2YuWbLE0uE+N1X0X1GUDPGyFgJWFEVRXlyq6L9lvWzX+m7durFixQrA9GVwzZo1KfaPiYnB1tY2M0JLtYiICKysrHB0dEy0LyAggGLFihEVFcWuXbt49913syBCRVGe5b///uOdd97BYDAwcuRIxo0bl6bjRYShQ4cyffp0rK2t+f3332nVqpVFY4yLi9MTXOnVt29frl69yu7duwEoWLAgt27deu7zq6L/iqIoiqIoiqIoFnLv3j1Wr16tvx4yZAhgGq2xYMECIiMjEx1Tv359Wrduja+vb6bF+Sw5cuRIMlkGMHXqVKKionjrrbdo1KhRJkemKEpqVa9enYULFwIwfvx4Nm7cmKbjNU1jypQpdO/enbi4ODp06MCePXssGqOlkmVgWlRl165dVKtWDYC7d++ya9cui50/PVTCTFEURVEURVGUV9qcOXOIjY0FoFatWrz11lt4eXkxe/Zs+vbty71798z6e3t7c+TIEf744w8WLlyY5mlTlvT777+zYcOGFGMIDg5m7ty5AHz33XdompZZ4SmK8hy6du3KkCFDKFKkCMWKFUvz8VZWVixcuJA2bdoQHR3Nhx9+yPHjxy0ep9FoZN++fWn+G2g0Gtm2bRuenp48evQI+L/27jxMiurc4/j3ZdfogBpQcEFcUaMYQEElrjHixiUaArhcUYhiVLYoKGoAExQxAqLhKuI1ihLx3hs3UINJXCKoF1CiKC54VTQwLBJmkB187x+nZix6lp6Z7uma5fd5nn5gqk51v+dUdVX1qbPAgAEDitdPmzYtq3FWlSrMRERERESk3tq0aVPxLJjwXeuySZMmAdCzZ08OOuignbZp3749AwcOBGD+/Pk0aJDMz6otW7YwZMgQevXqVe5YRZMnT+abb76hQ4cOnHvuuTmMUESqavz48bz99tt07NixSts3atSIGTNmcMYZZ7BhwwbOPvtsFi9enLX43J1jjjmGU089lblz51ZqWzPj+uuv58knnyyeOOD4448vHieyWbNmWYszE6owExERERGReuuxxx5j7dq1ABxwwAFccMEFrFmzpng8s6IKtFT33nsvjz/+OGPHjs1ZrKmmTZvGV199RZs2bejTp0+paQoLC7nnnnsAtS4TqU0aNWrEXnvtVfz34sWL2bFjR6Xeo1mzZjz99NN06dKFtWvXcuGFFxa3ps2UmdGlSxdatGjBF198Uelthw4dytChQzn55JMpLCzkxBNPLI5NFWYiIiIiIiIJcncmTpxY/Pd1111Ho0aNuP/++9m8eTOdOnWiW7duJbaB8GP2oosuomvXrjmNucimTZu4/fbbAbj55pvL/IE5ZcoU1q1bR/v27bngggtyGaKIZMn06dPp1KkTI0eOrPS2u+22G88//zynnHIKjz76aKmz/VbVuHHjWLFiBZdcckmlt73qqquYMGEChx12GHl5efTs2bN43cyZM9m8eXPW4qwqVZiJiIiIiEi9NGfOHJYsWQKEAfMHDBjAli1buO+++wAYNmzYTi2ytm/fTseOHRk+fDgFBQWJxFxk6tSpLF++nP3335/+/fuXmmbjxo1MmDABgJEjRybWdVREMtOkSRO2bt3K+PHj087gW5o999yTl19+mS5dumQ1rpYtW2atNVjRGGbNmjXjtddeY968eXz44YdZee+q0hlTRERERETqpXjrsiuuuIIWLVrwxBNPsHLlSvbdd1969eq1U/oXX3yRRYsWMXHiRN54441ch1ts48aNjBs3DgjdLJs2bVpqugcffJDVq1fTrl07+vbtm8sQRSSLevfuzYgRI4BwrnrnnXcq/R7xyv8FCxZw/vnnFw+4nw1r1qyp0nYfffQRt9xyC926daNdu3Zs3ryZESNGcMYZZ+x0jk6CKsxERERERKTecXf69OnD/vvvT/v27Rk8eDAAhx9+OOeccw6DBg2icePGO21z5plnstdee7F9+3YKCwuTCBuA+++/n/z8fNq1a8fll19eahp3L24pd+ONN2a1G5aI5N7YsWPp3r07mzZtomfPnqxevbpK77Nt2zZ69erFrFmzuPXWWzOOa+PGjZx22mm0adOGVatWVWrbb7/9ltNPP52xY8cye/bs4tay+fn55OXl0bx584zjy4QqzEREREREpN4xM/r168eyZcv44IMPOPjggwHo2rUrs2fP5oYbbiixTdOmTVmyZAnjx4/nwgsvzHXIxTp06EDnzp259dZbS1TqFTEzXn/9dcaMGcNll12W4whFJNsaNmzIjBkzOOSQQ1i2bBk///nP2bZtW6Xfp3HjxsycOZMePXpw2223ZRzXrrvuyoYNG9i2bRuvvvpqpbZt0KAB/fv357zzzqN169b069ePBg0a8O6779K5c2eaNGmScXyZsKJBK0VEssnM8oChQYnoAAARx0lEQVSCgoIC8vLykg5HRESEwsLCoqfVzd09Z82DzOyXwA1Aa+B9YIi7/72MtP2Ah0tZtYu7b47SNAJGAxcD+wArgD8Av3X3b6M0BowCrgT2AN4CrnH392OftQcwGegRLXoWuM7d11UwX7rWJ8jdcXeNSyZSz7z//vt07dqVb775hqlTp/KLX/wiK+/r7lWeRXfBggW0bNmStm3bZvy5559/PrNmzQKgVatWfPXVV2U+GChNNq/1OruKiIiIiFQTM+sNTALGAj8E/g68YGYHlLNZIaFyrfhVVFkWGQEMBK4FjgCGEyrkroulGQ4Mi9IcB+QDL5nZ7rE0M4Bjge7R61hgepUyWstMmzaNSy65hIkTJ7JhwwYAPv74Y4YPH86XX35ZIn1hYSEnnXQSDz30ENu3b891uKUyszIry9atq1Cdp4jUQkcddRTTp09n1KhRZU74URnuzh133MGvfvUrqtqgqnPnzlWqLANKVNIVDf7foEEDVq1axd13313qeTkX1MJMRKqFnjqLiEhNk0QLMzN7C3jb3a+OLVsCPO3uN5WSvh8wyd1blPOes4CV7t4/tux/gI3ufmnUumx59D53RuubAiuBEe7+gJkdAXwAdHX3t6I0XYE3gPbu/lEF8lYrr/Vbt26lbdu25OfnA/Doo49y6aWXcs011zBlyhR69OjBM888s9M2kyZNYujQoeTl5bF06VJatmyZROhMnjyZwsJCBg0aVGaZ79ixgyOPPJL99tuPadOm0a5duxxHKSK1ycKFC+ncuTMAU6ZM4eqrr06zRfmq2lJt/fr1PPXUU/Tu3ZsDDzyw+BwNMGLEiOKJTtLJ5rVeIz+KSLVKckBcERGRuFxfk8ysCdAJSL3LnwOcWM6mu5nZF0BDYBFwq7vHp0R7HRhoZoe5+8dm1gHoBgyJ1rcjdNWcU7SBu28xs1ejz30AOAEoKKosi9K8aWYFUZoSFWZRpVt8OsbdofZd67ds2cLgwYOZOnUqrVq1onv37nz++ec8/HDoCTtgwIASeSoaeNrMcPdE8lxQUMCvf/1rCgoKaN26dYkZPIssXLiQTz/9lFWrVtG4ceNat39EpHI2bdrE6NGjGTZsGHvvvXeltz/00EMZNWoUY8aMYdy4cfTt27dKXb2//vprxowZw/z585k7d26l3mPHjh0cddRRrFixghYtWtC3b9+dZsicNm0aw4cPr9DkJdk856mFmYhUCzM7EPgs4TBERERK087dP6/uDzGzNsA/gZPcfV5s+UjgMnc/vJRtugKHAO8BecBg4Bygg7t/EqUx4HZC18wdhIq1m939jmj9icBcYF93Xx5776lAW3c/K4qhn7sflvL5HwMPF71XyrrRhHHRREREarqMr/VqYSYi1WVt9O9+wPokA8mR3YGvqD/5hfqX5/qWX6h/eVZ+676iPK9NlzDLUp9QWynLQkL3N4E3ixOazQXeJoxPNiha3Bu4BLiIMInAscAkM1vu7o9U4nNLi6HM2IA7gAkpy/Yk9+VZEfXx+M6UyqxyVF6VpzKrPJVZ5WXtWq8KMxGpbutzORNZUmL99OtFfqH+5bm+5RfqX56V37qvqrN/ZWANoQXYPinLWxHGE0vL3b81s/nAobHFdwHj3P2J6O/3zKwtcBPwCGGAf/huBs3SPjcfKK3vTsuyYnP3LcCWlMU18tipj8d3plRmlaPyqjyVWeWpzCovm9d6zZIpIiIiIlIN3H0rsBA4M2XVmcC8kluUFHW/PJadK752Bb5NSbqD7+7tPyNUiBV/bjSe2imxz30DaG5mx8fSdAGaVzQ2ERGRukwtzEREREREqs8EYLqZLSBUUl0JHADcD2BmjwL/LJox08xGEbpkfkIYw2wQocLsmth7PgfcbGbLCF0yfwgMA/4TwN3dzCYBI83sk+i9RgIbgRlRmiVm9iLwoJldFb3vVGBWRWbIFBERqetUYSYi1WULMIaSXTfqqvqWX6h/ea5v+YX6l2flt+7LeZ7dfaaZ7QX8GmgNLAbOcfcvoiQHsHNrsRaEiqt9gALgHeBkd//fWJrrgN8AUwjdLJcTZr68LZZmPLBLlGYP4C3gJ+4eHwPnYmAy382m+SxwbSb5rUHq4/GdKZVZ5ai8Kk9lVnkqs8rLWplplkwREREREREREZEYjWEmIiIiIiIiIiISowozERERERERERGRGFWYiYiIiIiIiIiIxKjCTEREREREREREJEYVZiJSZWZ2k5nNN7P1ZrbKzJ42s8NT0uxjZtPNLN/MNpjZ22b2s6RizlQF83ywmT1lZqvNrNDMnjSzvZOKORNmdrWZvRvlo9DM3jCzs2Prm5rZvWa2Jtq/z5rZfknGnIkK5PdKM3slWudm1iLJeLOhvDyb2Z7R/v3IzDaa2TIzm2xmzZOOu6oqsI8fMLNPzWxT9B1+xszaJxlzptLlOZbOzOyF6NjumUSs2VCBffxKlMf464kkY5bsiK7RbmaTUpafYGZ/i65T66JjYJek4qwpSiuvunbflg1mNrqUc0Z+bL1FaZZH145XzOyoJGNOWnllZmaNzexOM3svOsaWm9mjZtYm6biTku4YS0n7QLR+SK7jrEkqUmZmdkT026TAwm+3N83sgMp8jirMRCQTpwC/B7oCZwKNgDlm9r1YmunA4UAP4GjgT8BMM/thjmPNlnLzHP07B3DgdOAkoAnwnJnVxnPuV8CNQOfo9TfgmdiN4CTgp0AfoBuwGzDLzBomEGs2pMvvrsCLwO3JhFctystzm+h1PeH72w/oDjyUSKTZkW4fLwQuB44AzgKM8B2vrcc0pM9zkSGEc1dtV5H8Pgi0jr2uynWQkl1mdhxwJfBuyvITCOftOcDxwHHAfcC3uY6xJimrvKh7923Z8j47nzOOjq0bDgwDriUcX/nAS2a2e66DrGHKKrNdgY7Ab6J/LwAOA55NIMaapLxjDIDoYVYXYHluQ6uxyiwzMzsYeB34EDgV6EA45jZX6hPcXS+99NIrKy+gJeHH1smxZd8Al6ak+xron3S81ZFn4CfADiAvlmaPKM2Pk443S3leC/QHmgNbgd6xdW2i/J+VdJzZzm/KslOjfdoi6fhylefYul7AFqBR0nHmKL/HRPv64KTjrM48RzeSXwL7RPntmXSM1ZVf4BVgUtIx6ZXV/bsb8DHw49T9C7wJ/CbpGGvSK0151en7tiqW12hgURnrDFgBjIgtawqsA65KOvaaWGZlpD8uuvYckHTsNbW8gH0JD4SOAj4HhiQdd00uM+AJYHqmn1MbWzuISM1V1E1rbWzZ60BvC127GphZH8KNxCu5Dq6apOa5KeGCvyWWZjPhSXa3HMaVdWbWMNp/3wPeADoBjQlP7QFw9+XAYuDERILMolLyW+dVMM/NgUJ33567yKpHuvxGLUYvBz4jVCbVeqXl2cx2Bf4IXOvupXYBqa3K2ccXW+hK/r6Z/U4tQWq93wOz3f0v8YVm1orQGmOVmc0zs5Vm9qqZ1errcRaUWl6Run7fVlWHRl0HPzOzJ8zsoGh5O8KDhvi90BbgVerAvVCGyiqz0jQn3D+vy1FsNVGZ5RX1UpkO3OXu7ycXYo1TaplF5XUu8LGZ/dnCMDpvWRWGm2iU7YhFpH4yMwMmAK+7++LYqt7ATMLTye3ARuCn7v5p7qPMrjLy/CawAbjTzEYSnjzeSegC3zqRQDNkZkcTfmg2Izx5/qm7f2BmxwJb3f1fKZusJNw81kpl5TfZqKpXRfNsZnsBtwIP5DbC7EqXXzP7JTCeUMnyIXCmu29NItZsSZPnicA8d38mqfiyLU1+HydUguYDPwDuILSwOzOBUCVDUYVOJ0L321RFPzhHE7qWLwL+Hfirmf3A3T/JSZA1SJrygjp835aBtwjHzcfA3sAtwLyom3fR/c7KlG1WAm1zFmHNU2aZufvX8YRm1gwYB8xw98KcR1ozpCuvEYTv4+TkQqxxyvteNia0pL0xWj6CMKTIn8zsNHd/taIfogozEcmW+whdl1Kf2v6W0CXxx8AaoCfwX2b2I3d/L7chZl2JPLv7ajPrBfwHMIjQsuyPwNuEroq10UfAsUAL4ELgETM7pZz0Ru0eB6nU/NbxSrO0eTazPGA28AEwJpEosyddfh8HXiJUcl8PPGlmJ7l75ca9qFnK+h4fQhhvsa6NT1TmPnb3B2PpFpvZJ8ACM+vo7m8nEaxUjZntD9wD/KSM72dRb5oH3P3h6P/vmNkZwBXATTkIs8aoQHlB3b5vqxJ3fyH253tm9gbwKXAZ4UEplLzvqe33QhlJU2YTilaYWWNC17kGwC9zGmQNUl55mdmrwGCgo0d9DSXtMVY0kc8z7j4x+v8iMzsRGEhoAVohpjIXkUyZ2b2EG6qT3f2z2PKDgaXAD+LNh83sL8BSdx+Y82CzpKw8p6T5PrDd3ddZmLXlbne/K5dxVodo/31KeAL9V2DPeCszM/sH8LS7j0ooxKwqyq+7XxVbdirwMrCHu9e57gOpeY66q/2Z0NLgvFpecVRCafs4tq4J8C9ggLv/MefBVZPY93gT31XuF2kY/f13dz8199FlX5p9bIRu9Je6+8ycBydVFnWveYqdH0g1JFRUfEsYvH4pYd8+FttuJuH6fHEOw01cJcqrzt23ZZuZvUQoq7sI59KO7v5ObP0zwDp3vyyhEGucojJz96ujvxsDTxJagp6e2vKsvosdYx8RKhlLu05/6e4H5j66milWZoMJPX7GuPtvY+vvBLq5+0kVfU+NYSYiVWbBfYTZbU4vpeJo1+jf1JmodlBLzz8VyHMxd18TVZadDrSi7sz+Y4TxTBYC24h1YzKz1oQuTvOSCa1aFOW3PinOc9SybA5hgoceda2yLJJuH9fFY6AoT+MILWWPjb0AhhLGb6srytuHRd03VuQuHMmSvxJmRYsfvwsIrUSPBf6PMJvc4SnbHQZ8kbswa4x05VXn7tuqg5k1JcykvILvunfH74WaEGZVr0v3QhlJKbN4ZdmhhEmxVFkWk1Je0yl5nV5OqKw9K6kYa5p4mUXDaMwnC+d+dckUkUz8HrgI+DdgvZkVjeNQ4O6bCGP/LAUeMLPrCeNh9CTcVJyXQLzZkC7PmNnlwBJgNXACofvDRHf/KIF4M2JmtwMvEAY83x3oQ5ghsru7F5jZQ8DdZvY1YeKD3wHvAaUNJFzjlZffaP0+hPFKDok2OdrM1gPL3H1tiTesBcrLc9SybA7hR9QlQF5UgQaw2t1rXTfjNPk9iDB+zxzC93dfwrgXm4Dnk4g3G9J8j/MJP/bi6SEc02U+EKjJ0uzjg4GLCftzDXAkcDfwDjA3iXil6tx9PWGimWJmtgH4umhsUTO7CxgTtX5eROiu0x74WY7DTVy68ooqMerafVvGzOx3wHPAMsID0FuAPOARd3czmwSMjLp3fwKMJLTInpFQyIkrr8zMrBHw30BHwnHVMHY/vba2jxlaFWmOsa8J38V4+m1Afm38bZEt5ZVZlOQuYKaZvUboFdIdOJ9wP1BhqjATkUxcHf37Ssryy4E/uPs2MzuH0ILhOcLgi0uBy9y9tv74LDfP0f8PJwwivSdh2uexhEG1a6O9CU+2WgMFwLuEH9kvReuHEgYhfRLYhfD0ul9trEiJpMvvQCDe1fS16N/4/q9tysxz1PW0S5Ruacp27QjHd21TXn7bAD8ChhDG8FlJ2McnuvuqhOLNhnTHdV1T3j7eHziD0F1jN0Kl2mxCt43aet6Scrj7pGhQ8YmE6/I/CBN51OdB7EtVR+/bsmE/wni03yc8THkT6OruRS1VxhPugaYQrh1vEcaJW59ArDVFmWVmZgcCPaJ0i1K2O436OSNrumNMSiq3zNz9KTMbSBircjKha+uF7v56ZT5EY5iJiIiIiIiIiIjEqC+6iIiIiIiIiIhIjCrMREREREREREREYlRhJiIiIiIiIiIiEqMKMxERERERERERkRhVmImIiIiIiIiIiMSowkxERERERERERCRGFWYiIiIiIiIiIiIxqjATERERERERERGJUYWZiIiIiIiIiIhIjCrMREREREREREREYlRhJiIiIiIiIiIiEqMKMxERERERERERkZj/B/1eFuA14wkJAAAAAElFTkSuQmCC\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": "iVBORw0KGgoAAAANSUhEUgAABMwAAAPpCAYAAADpcrFoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3X98z/X+//HbwxizGQ2zxYjol2MRqc4Ji0Op07ff9MP0G1FC0SmKFCX5EZITJR3Vh+pQ+uFH8+Mojg5FhXSwSfmxOmqzX9j2/P7x3t5nm232fttP7tfL5X3Z+/X89Xq8rMwe7+cPc84hIiIiIiIiIiIiHtUqOgAREREREREREZHKRAkzERERERERERGRPJQwExERERERERERyUMJMxERERERERERkTyUMBMREREREREREclDCTMREREREREREZE8lDATERERERERERHJQwkzERERERERERGRPJQwExERERERERERyUMJMxERERERERERkTxKnDAzs8lmFpzzvrOZVS+7sERERERERERERCqGOedK1tDsGNDEOXfQzLKASOdcYplGJyIiIiIiIiIiUs58mSWWAAw2s+WAAZeZ2W+FNXTO/bMUYhMRERERERERESl3vswwux6YBYQDDk/SrDDOORdQOuGJiIiIiIiIiIiUrxInzLwdzEKAZOBcoNAlmc65pJMPTUREREREREREpPz5vHG/cy7FzK4A4p1zmWUQk4iIiIiIiIiISIXxZUlmaEkHdc4l+x2RiIiIiIiIiIhIBfIlYZaNZ++yE9IeZiIiIiIiIiIiUlX5siTzijzvzwKeB94A1ueUXQbcCTxeGoGJiIiIiIiIiIhUBJ83/QcwszhgjnPunQLltwP9nHMxpROeiIiIiIiIiIhI+fI3YZYGXOic+0+B8nOAzc652qUUn4iIiIiIiIiISLmq5me/vcCAQsr759SJiIiIiIiIiIhUSb7sYZbXUOB9M7sS+FdO2aXA2cBNpRGYiIiIiIiIiIhIRfBrSSaAmTUBBgLnAQZsA2Y55zTDTEREREREREREqiy/E2YiIiIiIiIiIiKnIn+XZGJmZwD3AucDDtgOzHXOHSql2ERERERERERERMqdv6dkdgE+AJKBjTnF7YF6wP9zzq0ptQhFRERERERERETKkb8Js++AdcADzrmsnLIAYCbwJ+fcH0o1ShERERERERERkXLib8IsHWjrnNtRoPxcYLNzLqiU4hMRERERERERESlX1fzs9xWevcsKOh/Y7H84IiIiIiIiIiIiFcvfTf+nAS+ZWUvgXzlllwKDgL+aWXRuQ+fcNycXooiIiIiIiIiISPnxd0lm9gmaOMAA55wL8CcwERERERERERGRiuDvDLPmpRqFiIiIiIiIiIhIJeHXDDMREREREREREZFTlb+b/hfKzCLNrGlpjikiIiIiIiIiIlKeSnWGmZltB87RvmUiIiIiIiIiIlJV+buHWVH6ArVLeUwREREREREREZFyoz3MRERERERERERE8vBpDzMz62hmAXmurUB9TTPrVVrBiYiIiIiIiIiIlDefZpiZWRYQ6ZxLzLlOBto653bnXDcC9mkPMxERERERERERqap8PSXTTnBdVJmIiIiISJVmZneZmSvi9WKedsFm9lcz+9rMUsws1cw2m9kTZhZcyLgJBcZKNbOvzOzBgis68vRpYWYzzOwHM0s3szQz22pmz5pZ4zzt3igmZu3NIiIiUoTS3vQfQD94RURERORUdjfwfYGyfeBdcfEZcDYwDRiRU98VGAXcZmZ/ds4dLND/C+DRnPdnAsOA6UAoMD5vQzP7C/B/wK/ADOBrPP8GbwPcA1wDtMvTJT3n/iIiIlJCZZEwExERERE5lX3nnNtYRN2bwHnAFc65z/OUrzCzj4FVwDzgqgL9fnfO/Sv3wsw+A34E+pMnYWZmzfEky37IuUdSnjFWmtk04IYCY2fnHVtEREROzJ+E2QVmFpHz3oDzzCwk57pB6YQlIiIiIlK1mFkHoAfwtwLJMgCcc5+b2etAPzNr75zbVNRYzrlkM/sBiC5QNQwIBgYWSJbl9nPAP07mOURERMS/hFkc+fcp+yjnq8sp15JMERERETmVBZhZvn9HO+cyge45l4uL6bsY6JfTtsiEWc74UXhmkuXVAzjo64yxgvHmyHbOZfsyjoiIyOnC14RZ8zKJQkRERESk6jguWWVmNYCmOZfxxfTNrWtaoNzyJLXOxLPfWX3gvgLtmgKbfYrWMyPtWCHlccCffRxLRETktOBTwsw5t6esAhERERERqSL6AtvzFjjnMos40LKg3EYFV2VczfFJrQHOuY/9ijC/dKBzIeXJpTC2iIjIKcmnhJmZtQLGAv2dc8kF6uoCrwCjnHO7Sy9EEREREZFKZXsRm/7/mPO1ObCjiL5n5XzdW6D8c2AoEAC0Ap4BZpjZ1gL7of2I76s+sos5pEBEREQKUc3H9sOBvQWTZQA5m47uzWkjIiIiInK6WZHz9fpi2uTWrShQnuSc2+ic2+Ccm49nr7JjwEwzy/tv9mVAIzO7tFQiFhERkUL5mjDrDLxbTP1CoKv/4YiIiIiIVE05s7iWA/ea2Z8K1pvZ5cA9wNLiTsjMGes/wAtAG6B3nqopQCqeRFrdQu5hZnaD/08hIiIi4Pum/82AxGLqf8Vzmo+IiIiIyOmoL/AZsNzMpuHZWB88Hyo/DHwP3FXCsV4EBgCjzWyhcy7LORdvZrcCC4DNZjYD+Dqn/QV4EnIGLMozTrViZqR97Zw7UsJ4REREThu+JsySgLOBojb/b0kxm4ea2cXAEOCPQASezU4PAuuAKdpbQURERESqMufcwZzk1GCgV85XgJ3AeGCqcy61hGOlmNlY4GXgDuDNnPKPzKwN8AiehFoUkI3nBM6lwPQCQwUB64u4Tauc2ERERCQPc67gAT3FNDZbCNRwzhU6zdvMPgCOOuduKaTuejxLNuPw7L1wEM+nX+F49mjoBvRyzn3g60OIiIiIiIiIiIiUFl8TZu3wfDr1EZ49FXJP/zkPGAFcA/zROfdVIX2/A+Y7554vYuzHgL7OudY+PYGIiIiIiIiIiEgp8ilhBmBmfwFeB+oXqPovcJ9z7sMi+mUA0c65H4qoPxfY4pyr5VNAIiIiIiIiIiIipcjXPcxy90xoBlyFZ88yA34Aljvn0orpugvPMdovFFF/HbDb13hERERERERERERKk88zzE44oFlj59zPhZTfBPwfnqO2l+PZw8zh2fy/O559zG51zv2jVAMSERERERERERHxQaklzMwsAhiJZ1lmUBFtLsNznPZleBJlAAfw7Iv2knOuqNN7REREREREREREyoWvm/7Xw3OsdQ/gGPA8MAMYAzwKbAUmO+feKfVIRUREREREREREyoGvCbOZwLXAAjx7mJ0PLANqAU8759aURZAiUvWYmQFnAocrOhYRERERERE5bdQB9rmTXFLpa8JsD3Cvc+4zM2sB7ASmOeeGlKDvOcB/cgM2s8vxzEprBewHpjvnPvDjGUSkEjKzxsBPFR2HiIiIiIiInHaaFLa/vi98TZgdA5o55/blXKcBHZ1z35WgbxYQ6ZxLNLMYIA74GPgXcBFwA3C1c26Zz08hIpWOmYUCSXv37iU0NLSiwxEREREREZFTXHJyMlFRUQB1nXPJJzNWdR/bV8Ozd1muLCC1hH0tz/tRwCzn3CBvpdlzwBN4lniKyCkiNDRUCTMRERERERGpUnxNmBnwhpkdybmuBcwys3xJM+fcjScY5wI8J2rm9Xfgfh/jERERERERERERKVW+JszmFbie72P/OmaWAaQDRwrUHQWCfBxPRERERERERESkVPmUMHPO3X2S9/sh56sB7YHNeepaAye1IZuIiIiIiIiIiMjJ8nWGmZeZ1QNaAg7Y5Zz7/QRdrihwvb/A9VnAbH/jERERERERERHJlZWVxbFjx07cUKqMGjVqEBAQUC738jlhZmZnAS8DV/K/jfydmS0FHnTOJRTWzzm3prhxnXMv+RqLiIiIiIiIiEhezjkOHDjA77+faF6PVEX16tUjIiICMztx45PgU8LMzKKAf+E5KfNJYDuepNn5wAPAejO72Dn3U2kHKiIiIiIiIiJyIrnJsvDwcGrXrl3miRUpH8450tLSSExMBCAyMrJM7+frDLOngR3Alc65jDzli8xsCrA0p829xQ1iZq8D+51zI/OUjQcinHP3+BiTiIiIiIiIiAhZWVneZFn9+vUrOhwpZUFBnrMiExMTCQ8PL9Plmb4mzK4CehVIlgHgnEs3syeB/yvBOM2BagXKGgNRPsYjIiIiIiIiIgLg3bOsdu3aFRyJlJXc7+2xY8cqVcKsPpBQTP3unDbFcs4VPAAA59ydPsYiIiIiIiIiInIcLcM8dZXX97bgLK8T2Qe0Lqb+Dxx/+qWIiIiIiIiIiEiV4WvC7ANgopk1LFhhZuHABGBxUZ3N7EIzu9vMmudctzazmWY2y8yu9DEWERERERERERHJ49VXXyUqKopq1aoxderUig6nyvI1YfY0UAvYlZPoGpzzmgXsBIKAsYV1NLObgE3ARGCLmXUDPgdaAWcBH5vZ7f49hoiIiIiIiIhI1XXXXXdhZpgZ1atXp2nTpjzwwAP89ttvJR4jOTmZBx98kMcee4yff/6Zfv36lWHEpzafEmbOud+AS4C3gFuBqTmvXsDbwGXOuUNFdH8CGO2cawD0A94DJjvnujvnrgIeA4b79RQipzkzG2hm8WaWYWabzKzTCdrXM7OXzWx/Tp/tZnb1yYwpIiIiIiIiJ+eqq65i//79JCQkMGfOHJYsWcLAgQNL3P/HH3/k2LFjXHPNNURGRvp9+EHu4QmnM19nmOGc+8059wCezf0jcl71nXMDnHP/LabruXgSbQALgGDyL99cBLT0NR6R052Z9caTuB4HtAPWAp+aWdMi2gcCK/DM7LwZz/+b9wM/+zumiIiIiIiInLyaNWsSERFBkyZN6NGjB71792b58uXe+qSkJPr160d4eDihoaF07dqVLVu2APDGG2/Qpk0bAFq0aIGZkZCQAMCSJUto3749tWrVokWLFjz99NNkZmZ6xzUzZs2axXXXXUdwcDDPPvssANu2bePqq68mJCSERo0aERsby6+//urtFxMTw+DBgxkxYgRhYWFEREQwZsyYfM/0+++/069fPxo1akStWrX4wx/+wEcffeStX7duHZ07dyYoKIioqCgGDx5Mampqqf65+sOnhJmZdTWz6gDOIzHn5UrQ/TD/O0GzHp4TOvOeqFkfSPElHhEBYBjwmnNujnNuu3NuCLAXeKCI9vcAYcD1zrkvnHN7nHOfO+e2nMSYIiIiIiIilZJzjtTU1Ap5lSxdUrjdu3ezdOlSatSo4X2Oa665hgMHDvDJJ5+wadMmLrroIrp168ahQ4fo3bs3n332GQBffvkl+/fvJyoqimXLltGnTx8GDx7Mtm3b+Nvf/sYbb7zBuHHj8t1v9OjRXHfddXz77bfcc8897N+/ny5dutC2bVs2btzI0qVLOXjwIL169crXb968eQQHB7NhwwZeeOEFxo4dy4oVKwDIzs6mZ8+erFu3jvnz57Nt2zaef/55AgICAPj222+58sorufHGG/nmm29YsGABn3/+OQ8++KDff26lxXz55plZFhDpnEvMuf4XcJNz7ufie4KZ/R3PfmXTgd5ADTyJs7sBB/wN+MU5d4uvDyFyusqZLZYG3OKcW5Sn/CWgrXOuSyF9PgEO5fS7DvgFz5LqCc65LH/GzKmvCdTMU1QH+CkpKYnQ0NCTfFIREZHSkZGRoWUm5axGjRrUqlWrosMQkdNERkYG8fHxNG/e3Pt3T2pqKiEhIRUST0pKCsHBwSVqe9dddzF//nxq1apFVlYWGRkZAEyePJmhQ4eycuVKbrjhBhITE6lZ83+/erVs2ZIRI0bQr18/Nm/eTLt27YiPj+ess84CoHPnzvTs2ZPHH3/c22f+/PmMGDGCffv2AZ4ZZkOGDGHKlCneNk899RQbNmxg2bJl3rKffvqJqKgoduzYwTnnnENMTAxZWVmsXbvW26Zjx4507dqV559/nuXLl9OzZ0+2b9/OOeecc9wz9+3bl6CgIP72t795yz7//HO6dOlCampqoT8/Cvse50pOTqZu3boAdZ1zySX4Yy9SdR/bW4Hr1uT/Bbk4jwLzgVl4lnf1xrPcaxuehNku4F4f4xE53TUAAoCDBcoP4lkuXZgWQFc8S6SvxpPIfhnP3wdj/RwT4HFgtA+xi4iIlKuMjAz++c9/kpaWVtGhnFZq165N586dlTQTESmBK664gldeeYW0tDTmzJnDDz/8wEMPPQTApk2bSElJoX79+vn6pKens2vXriLH3LRpE//+97/zzSjLTcilpaV59znr0KHDcf1WrVpVaLJx165d3gRYdHR0vrrIyEgSExMB2Lx5M02aNCk0WZZ7j507d/LWW295y5xzZGdnEx8fz/nnn1/kc5U1XxNmfnPOHQS6Fyh+yMymALWB751zmcf3FJESKDhV1Aopy1UNSAT6OeeygE1mdiaeQzfynnLry5gAzwGT81zXAX46QdwiIiLl5tixY6SlpVG9enXv8hYpW7l/5seOHVPCTEQqTO3atUlJqZgdoHzddD84OJiWLT3bu0+bNo0rrriCp59+mmeeeYbs7GwiIyNZvXr1cf3q1atX5JjZ2dk8/fTT3HjjjcfV5f27ueBMuOzsbK699lomTJhwXL/IyEjv+4I/U82M7OxsAIKCgoqMK/ce/fv3Z/DgwcfVNW1asVto+5owc+T/hbngtc+cc7tPpr/Iae5XIIvjZ36Fc/wMsVz7gWM5ybJc24GInOWY/oyJc+4IcCT32qzghFQREZHKoUaNGvmWskjZyruptIhIRTCzEi+LrGxGjx5Nz549eeCBB7jooos4cOAA1atX9y63LImLLrqIHTt2eBNxvvR7//33Oeuss6he3b/5VtHR0fz000/88MMPhc4yu+iii9i6davPsZUHX0/JNCDOzL4ys6/wzAxbknudp/zEA5nVMLPrzWy4mfUxs6r5X69IBXLOHQU2cfzsze7AuiK6fQG0NLO8//+fA+x3zh31c0wREREREREpZTExMbRu3Zrx48fz5z//mcsuu4zrr7+eZcuWkZCQwLp16xg1ahQbN24scoynnnqKN998kzFjxrB161a2b9/OggULGDVqVLH3HjRoEIcOHeK2227jyy+/ZPfu3Sxfvpx77rmHrKysYvvm6tKlC507d+amm25ixYoVxMfH8+mnn7J06VIAHnvsMdavX8+gQYPYvHkz//nPf/jwww+9y1Arkq8Js6eB94EPcl7PAO/muc59HcfM1plZvZz3DfH8Qr4AuB+YDWwzs8Z+PIPI6W4ycJ+Z3WNm5+csc26KZ79AzOxNM3suT/tX8JxK+5KZnWNm1wBP4NnHrERjioiIiIiISPkYNmwYs2fP5qeffuKTTz6hc+fO3HPPPZxzzjnceuutJCQk0KhRoyL7X3nllXz00UesWLGCiy++mEsvvZTJkyfTrFmzYu975pln8sUXX5CVlcWVV17JH/7wBx5++GHq1q1LtWolTye9//77XHzxxdx2221ccMEFjBgxwptwi46OZs2aNfznP/+hU6dOtGvXjieffDLfks+K4tMpmT4PbvYnYKNz7oiZZQMRzrlEM3sVuBjo6Zw7YGb1gQ/x7GOmjf9FfGRmA4ERQCTwHTDUOffPnLrVQIJz7q487S8DpgBtgZ+B18g5JbMkY5YwplAgSadkiohIZXH48GHi4uIICgrSksxycuTIEdLT0+nWrRt16tSp6HBE5DRQ3AmKcmqorKdk+upTPL+QF9ynrAswzDl3AMA5918zGwnMLeN4RE5JzrmZwMwi6mIKKVsPXOrvmCIiIiIiIiKnMl+XZPqq4K7fudPZ6gHxBeri8cxkERERERERERERqTBlPcOsoDfM7AhQA2gGbMtTFwn8Xs7xiIiIiIiIiIiI5FOeCbN5ed5/AIQUqL8J2Fx+4YiIiIiIiIiIiByv3BJmzrm7T9BkDFCyc0lFRERERERERETKSFknzEp8BKdzLrUsAxERERERERERESmJ8t7031No1tnMOhQo62Bmncs4HhERERERERERkWKV6Qwz51ydIqpWA98DF+Qp+ztwDhBQljGJiIiIiIiIiIgUp8QJMzP7mhIusXTOXXSCJs2BYwXKuuE5PVNERERERERERKTC+DLDbHGe97WAgcA2YH1O2aVAa2DmiQZyzu0ppGyfD7GIiIiIiIiIiIiUiRLvYeacezr3BTQEpjnnLnPODct5/RGYCjQqq2BFREREREREROTkHThwgNjYWCIiIggODuaiiy7ivffeq+iwKg1/N/2/BXizkPL5wE2FdTCzHmZWPc/17Wa22cxSzWynmQ32MxYREREREREREfFBbGwsO3bs4MMPP+Tbb7/lxhtvpHfv3nz99dcVHVql4G/CLB24vJDyy4GMIvp8CoQBmNlNeBJu/wTux7Pc8wUzu83PeEREREREREREqqyYmBgGDx7MiBEjCAsLIyIigjFjxgCwevVqAgMDWbt2rbf9pEmTaNCgAfv37/frfuvXr+ehhx6iY8eOtGjRglGjRlGvXj2++uqr0nicKs/fUzKnAq+YWXvgXzlllwL3AGOL6GN53g8FxjnnRudcv21mB3LK3/EzJhERERERERGRQqWmphZZFxAQQK1atUrUtlq1agQFBZ2wbXBwsM8xzps3j2HDhrFhwwbWr1/PXXfdxZ/+9Ce6d+/OkCFDiI2NZcuWLSQkJDBy5EjeeecdIiMjARg/fjzjx48vdvxPP/2UTp06AXD55ZezYMECrrnmGurVq8fChQs5cuQIMTExPsd9KjLnSnTw5fEdzXoBDwPn5xRtB15yzi0son02EOGcSzSzg0BP59xXeerPAb50ztXzKyARqVTMLBRISkpKIjQ0tKLDERER4fDhw8TFxREUFETNmjUrOpzTwpEjR0hPT6dbt27UqVOnosMRkdNARkYG8fHxNG/ePF8CDMDMiugFV199NR9//LH3Ojg4mLS0tELbdunShdWrV3uvGzZsyK+//npcO1/zLTExMWRlZeWbRdaxY0e6du3K888/z9GjR7n00ktp1aoVW7du5bLLLmP27NnetocOHeLQoUPF3qNx48beZF9SUhK9e/dm2bJlVK9endq1a/Pee+/RvXt3n+Iub8V9j5OTk6lbty5AXedc8sncx98ZZuQkxgpNjhXjAjOLwLOks+By0GpAgL/xiIiIiIiIiIhUZdHR0fmuIyMjSUxMBCAwMJD58+cTHR1Ns2bNmDp1ar62YWFhhIWFlfheo0aN4rfffuOzzz6jQYMGLF68mFtuuYW1a9fSpk2bk3+YKs7vhJmf4vjf0sw/ARvz1LUDfizneERERERERETkNJCSklJkXUBA/vk7uUmqwlSrln/+T0JCwknFlVeNGjXyXZsZ2dnZ3ut169YB/5tNlnfZpy9LMnft2sWMGTP47rvvaN26NQAXXngha9eu5eWXX2bWrFml9UhVls8JMzMbCNwIHAJmOedW5qlrgGdZZYtCujYvcF3wv9QawARf4xEREREROdVlZGSwZ88evv/+e7777jsyMjKoWbMmUVFRnHPOObRt2zbffjoiInI8X/YUK6u2J2PXrl0MHTqU2bNns3DhQvr27UtcXJw3gTdgwAB69epV7BiNGzcG8C43LZj8CwgIyJegO535lDAzs8HAc8BcoC7wiZk97Zx7LqdJANCssL7OuT3Fje2ce9OXWERERERETmV79+7llVdeYfv27fz+++8nbF+zZk3atm3LwIEDadq0aTlEKCIi5SUrK4vY2Fh69OjB3XffTc+ePWnTpg2TJk1i+PDhgG9LMs877zxatmxJ//79efHFF6lfvz6LFy9mxYoVfPTRR2X5KFWGrzPM+gP3O+feBjCzmcBiMwtyzj11MoGYWXXgTOeclmWKiIiIyGlrxYoVTJ06tcjNpvMyM++m0keOHGHDhg1s2LCBP/zhD/Tp04eOHTsWu8m1iIhUDePGjSMhIYElS5YAEBERwZw5c+jVqxfdu3enbdu2Po1Xo0YNPvnkE/76179y7bXXkpKSQsuWLZk3bx5XX311WTxClePTKZlmlgZc4JxLyFPWGs/eZHOBqcA+55zPm/eb2YXAV/70FZHKR6dkiohIZVPZT8ncuHEjTz75JBkZGfnKzYymTZty0UUX8cUXX5CYmMiQIUNo2rQpgYGBBAYGMn78eA4ePEh6enq+vsHBwQwZMoQ///nP5fkoXjolU0TKW3EnKMqpobKekvkrEAUk5BY457aaWVdgJdD4ZIIRERERETndHDlyhEceeYStW7ceV1e7dm3ee+897/5kycnJJCQk0KRJE9q1awfAO++8Q0JCAu3bt+e6665j586dpKWl8f7775Oamsq4ceOYO3cus2bNUtJKRESkhHxNmH0O3ASszVvonNtmZt2AVUV1NLOvTjC2dikVERERkdPKrl27ePbZZ/OdsNa0aVOefvppxowZQ4cOHcjMzPTWjRo16rgxOnXqRFZWFs2aNaNTp0506tSJjIwM1q1bx/79+3HOsW/fPq677joee+wxrrzyyvJ4NBERkSrN14TZ80D7wipyZppdAdxcRN8LgP8D4ouojwTO8TEeEREREZEq6f3332fmzJne08hCQkJ47bXXCA8PB+D111/3nl6WlJSUu8QEgD179hAeHk5QUBBNmjShT58+x429b98+QkJCyMjIIDMzE+cczz//POvWrWPMmDHa20xERKQYPiXMnHPfAN8UU78VOH4uucd3wAbn3CuFVZpZW+B+X+IREREREalqnHMMHTqULVu2ABAeHk56ejqRkZHepZcAR48eZfXq1Xz00Ufs37+fBQsWUL2655/vzz77LHv37uWyyy6ja9euXHLJJQQGBnr73nLLLaSmphIdHU10dDSjR49m48aNAPzzn/+kX79+zJo1i4AAbR8sIiJSGF9nmHmZWT2gIxAOVMtT5Zxzfy+ky+fAucUMeRj4p7/xiIiIiIhUdpmZmTzwwAPs3LkT8GzoP3bsWEJCQohIDQ0mAAAgAElEQVSMjKRatWrEx8ezZMkSVqxYQUpKCgABAQHs2LGD1q1bk5KSQlpaGkeOHGH16tWsXr2a2rVrc/nll9O1a1fat29PYGAg/fr189534sSJTJ8+nX/84x8A7Ny5k/vuu49XX32VGjVqlP8fhIiISCXnV8LMzK4F3gKC8SS68h616YDjEmbOuSHFjemc2wVc4U88IiIiIiKVXWZmJnfddRc///wzAI0aNWLmzJmEhYUBsG3bNmbOnJlv8//IyEiuueYarrrqKurXrw94lm7Onz+fH374gVWrVrFq1SoSExNZvnw5y5cv56qrruKxxx477t7r16/PV5aQkECfPn14/fXXCQ4OLstHFxERqXL8nWE2CXgdeMI5l1aK8YiIiIiInHIyMzO5+eabSUpK8pY1atSIkJAQ73XNmjXZunUrAQEB/PGPf+Taa6+lffv23n3M8jIzzj33XM4991z69evH1q1bWbVqFatXr+ZPf/qTt92ePXv44IMPuP766xkxYgSffPIJd9xxBwMHDiQtLY3ExERuvvlmFi1aRK1atcr2D0FERKQKMefciVsV7GSWCrRxzu0u/ZBE5FRgZqFAUlJSEqGhoRUdjoiICIcPHyYuLo6goCBq1qxZbvd1znHzzTdz6NAhAKKiomjSpAmHDh2iWbNmPP744962n3zyCZdccol3NpmvsrKyALx7k73++uv8/e9/Jzg4mKlTp9KyZUsADh06RJ8+fUhPTwc8s9YWLVrk3SOttBw5coT09HS6detGnTp1SnVsEZHCZGRkEB8fT/PmzfVBwCmquO9xcnJy7iE5dZ1zySdzn+M/riqZZUCHk7mxiIiIiMjpYOjQod5kWc2aNXn88cf59ttv2bFjB2vXriUjI8Pb9uqrr/Y7WQaeRFnejfzbt2/PeeedR2pqKiNGjGDv3r0AhIWFcf/9/ztvKyUlhX79+uHPh+kiIiKnohInzMzs/+W+gI+BiWY2xsxuyluXUy8iIiIictqbOXOm9zTMatWqMXv2bEaPHk1KSgqtW7fmzTffLNMZEBdeeCETJ06kVatW/Pbbbzz66KMcPHiQjIwM3nnnHeB/s9Hi4+MZN25cmcUiIiJSlfgyw2xxntdsIAp4Cni3QN2iUo5RRERERKTKWbNmDe+++673umPHjjz11FP88ssvREVFMW7cOBo0aFDmcYSEhDBhwgSioqJITExk+PDhpKenM3HiRG6//XZef/11mjVrBkBcXBxz5swp85hERKTivfrqq8TExBAaGoqZ8fvvvxfa7uOPP+aSSy4hKCiIBg0acOONN5ZzpBWjxAkz51y1Er4CTjza/5iHv0tDRUREREQqnR9++IExY8Z4r3v16kVqaioJCQmEhYXxwgsv5O6xUi7OOOMMXnzxRRo1asTevXuZMGECzZo14/7776dp06bMmTOH8PBwAN566y02b95cbrGJiEjFSEtL46qrruKJJ54oss37779PbGwsd999N1u2bOGLL77g9ttvL8coK45fiSoz62tmx+2UamaBZta3iD7VzexZM1tjZk/nlA0HUoB0M5tnZoH+xCMiIiIiUllkZGTwwAMPeK8feeQRLr30UrZu3Urt2rWZMGECERER5R5XeHg4L774Iq1bt2bw4MH56gICArj44ou916NHj/YeCCAiIuUjJiaGwYMHM2LECMLCwoiIiPB++LJ69WoCAwNZu3att/2kSZNo0KAB+/fv9+t+Q4YM4a9//SuXXnppofWZmZk8/PDDTJw4kQEDBnDOOedw7rnncvPNN/t1v6rG35ldc4HCPhKrk1NXmNHAfcBG4GYzewV4COiXU94VGOJnPCIiIiIilcKdd95JdnY2AJdccgl/+ctfaNeuHePHj2fs2LHekyorQpMmTZg+fTpnnnlmvvJ9+/axfPly73VycjKTJk3SIQAickpJTU0lNTU1399tR48eJTU1lSNHjhTaNvfvc4Bjx46Rmpqa77CW4tr6Y968eQQHB7NhwwZeeOEFxo4dy4oVK4iJiWHIkCHExsaSlJTEli1bGDlyJLNnzyYyMhKA8ePHExISUuwrb8LtRL766it+/vlnqlWrRrt27YiMjKRnz55s3brVr2eravxNmBlQ2E/PJkBSEX1uB+5zzj0CXIcnUTbcOfeWc+7vwDAg1s94REREREQq3Msvv0xiYqL3+s477/S+v+SSS2jfvn1FhJWPmXnfr1+/nvHjxxMREcFDDz3EE088wSWXXIKZERcXx6xZsyowUhGR0pWbNPr111+9ZRMnTiQkJIQHH3wwX9vw8HBCQkL48ccfvWUvv/wyISEh3HvvvfnannXWWYSEhLB9+3Zv2RtvvOFXjNHR0YwePZpWrVrRt29fOnToQFxcHADPPvssYWFh9OvXjzvuuIPY2FhuuOEGb98BAwawefPmYl8dOnQocSy7d+8GYMyYMYwaNYqPPvqIM844gy5dunhPfz6VVfelsZl9jSdR5oA4M8vMUx0ANAeWFtH9TGALgHNup5kdzb3OsRFo5ks8IiIiIiKVRXx8PO+99573unv37owbN44JEybQuHHjCoyscElJSYwdO5aMjAwCAgIYPnw41apVo3v37kydOpUPPviAhQsX0rFjx0qR6BMROR1ER0fnu46MjPR+EBMYGMj8+fOJjo6mWbNmTJ06NV/bsLAwwsLCSi2W3BlzI0eO5KabbgJg7ty5NGnShHfffZf+/fuX2r0qI19nmC0GPsAzw2xZzvvc1/8B/YE+RfRNAurluf4KOJznuiaFz1oTEREREanUnHP5ZifcfvvtrFq1ip9//plly5ZVYGRFq1u3Lk888QTVqlVj6dKlvPLKK95lSnfddZe33WOPPUZmZmYRo4iIVB0pKSmkpKTkO6F4+PDhpKSkMGPGjHxtExMTSUlJoWnTpt6yQYMGkZKSwmuvvZavbUJCAikpKZx//vnesrx/j/qiRo0a+a7NLN9Sz3Xr1gFw6NCh42Z5lfaSzNylnhdccIG3rGbNmrRo0SLfzLtTlU8zzJxzuZv1JwALnHMZxffIZxtwEfBtzlh/KlDfBviPL/GIiIiIiFQGixcvJi0tDYC2bduyePFiMjMziYmJ8fuXpvLQqVMnhg8fzoQJE3jvvfeoU6cOvXv3ZujQod42WVlZPPTQQ7zyyisVGKmIyMkLDg4+riwwMJDAwOPPHyysbY0aNY5LaBXXtrTt2rWLoUOHMnv2bBYuXEjfvn2Ji4ujWjXPXKgBAwbQq1evYsfwZcZz+/btqVmzJjt27ODyyy8HPHuzJSQk0KzZqb9A0KeEWS7n3DwAM2sPnI9nZtg259zXxXQbABS3610N4AV/4hERERERqSiJiYn87W9/AyAoKIiEhATS0tJo27Ytjz/+uPcXmcrqqquuIiUlhZdffpm5c+cSHBxMx44dSUpKIikpiezsbL7//ntWrVrFFVdcUdHhioiclrKysoiNjaVHjx7cfffd9OzZkzZt2jBp0iSGDx8O+L4k88CBAxw4cICdO3cC8O2331KnTh2aNm1KWFgYoaGhDBgwgNGjRxMVFUWzZs2YOHEiALfcckvpP2Ql49dPbzMLN7OVwL+BacAMYJOZxZlZw8L6OOd+cM7FFzWmc+5t59xCf+IREREREakIzjmGDBnCkSNHCAgIoEaNGvz++++0aNGCZ555ptBZC5XRzTff7J0JN2PGDDp06MDrr7/OuHHjvG2effZZv099ExGRkzNu3DgSEhJ49dVXAYiIiGDOnDmMGjWKzZs3+zXmrFmzaNeuHffffz8AnTt3pl27dnz44YfeNhMnTuTWW28lNjaWiy++mD179rBy5UrOOOOMk3+oSs78OSrazBYAZwOxzrntOWUXAPOAnc652/wYszpwpnPu1F8IK3IaMLNQICkpKYnQ0NCKDkdERITDhw8TFxdHUFAQNWvWLJUxn3vuOZYvXw5AixYt2L17N+Hh4cyYMYOGDQv9HLnScs4xc+ZM0tPTGTp0KAEBAQA8/PDDfPPNNwC0a9eOyZMnl3jMI0eOkJ6eTrdu3ahTp06ZxC0ikldGRgbx8fE0b96cWrVqVXQ4UgaK+x4nJydTt25dgLrOueSTuY9fSzKBq4A/5ybLAJxz28xsELDczzFb4zkIIMDP/iIiIiIi5eaXX37xJsuqV6/OxIkTeeGFF+jfv3+VS5aBZ2PpgQMHet/nuuOOO7wJs6+//pqffvqJJk2aVEiMIiIi5cXfDRWqUfh+ZMdOYkwRERERkSrjscceAzzJpenTpxMWFsbzzz9P8+bNKzgy/5mZN1mWmZnJunXr+PTTT/O1efTRRysiNBERkXLl7wyzlcBLZnabc24fgJk1BqYAcYV1MLOvTjBmkJ+xiIiIiIiUq08++YT4eM/2vLVr16Zly5YVEkdqaipffvklXbp0KdXDBY4dO8aAAQPYvXs3Tz75JBEREXz55Zfs3r2bgwcP8s4773DbbT7vwiIiIlJl+PtT9UGgDpBgZrvMbCcQn1P2UBF9LgC+AT4o4rXGz1hERERERMpNdnY2kyZN8l6npqbyzjvvlHscWVlZ9OnTh7Fjx7J9+/YTd/BBjRo1aNu2LQDz58/nvvvu47nnnvPWv/rqqxw9erRU7ykiIlKZ+JUwc87tdc5dBFwDTMVzUubVzrn2zrmfiuj2HbDBOfd0YS9gll9PICIiIiJSjp544gmys7O914GBgfTo0aNM75mRkcGaNWuYNm0auYd2BQQE0KFDB6KiokhJSQEgKSmJUaNGceDAgZO+55133kloaCjx8fEsWbKE8PBwrrrqKm/9ww8/fNL3EBERqaz8XZIJgHNuBbCihM0/B84tpv4w8M+TiUdEREREpCwlJyezYcOGfGW9evWiUaNGpX6vo0eP8uWXX7Jq1SrWrVtHRkYGANdccw1nn302AMOGDaNWrVrefccmTZrEF198we7du5k6dSrh4eF+3z80NJS7776bl156iblz53L55Zd7YwD4/vvvOXDgABERESfxlCIiIpWT3wkzM+sCPAqcDzhgOzDRObe2sPbOuSHFjeec2wVc4W88IiIiIiJl7ZFHHsl3fcYZZ5TqXl5Hjx5l48aN3iRZWlqaty4iIoKYmBhCQkK8ZUFB+bcBfuihh9i1axf79u1j6NChTJ069aRO7Lz22mv58MMPiY+P56233vLOZMv1xBNP8Prrr/s9voiISGXl15JMM+sDfAak4VmOOQNIB+LM7PbSC09EREREpHL48ccf2blzZ76ye++9l9q1a5/UuMeOHeNf//oXzz//PDfeeCMjR47ks88+Iy0tjfDwcHr16sUrr7zC22+/Tf/+/YudzdawYUOmTJlCZGQk+/btY9iwYfz6669+xxYQEMCgQYMA+PDDD7npppuYNWsW7du3ByA+Pp6NGzf6Pb6IiEhl5e8Ms5HACOfclDxlL5nZMOBJ4O2SDGJm3+LZ+2yvn3GIiIiIiJSLRx99NN91ixYt8u3p5Y/XXnuNDz74gMOHD3vLGjRoQExMDDExMZx//vk+n34ZHh7O5MmTGTJkCD/99BPDhg1j6tSphIWF+RVj+/bt6dSpEykpKZx55pk0bdqUiRMncsMNN5CUlMTTTz/NkiVL/BpbRESksvL3lMwWQGE/FT8EmvswzllADT9jEBEREREpFytWrOCXX34B4Oyzz6ZZs2YMHDiQgICAEo+RlZXFpk2byMzM9JYdO3aMw4cPExYWxg033MC0adNYsGABgwYNonXr1j4ny3JFREQwZcoUwsPD2bt3L8OGDeO3337zayyAxx9/nEmTJtG0aVMAzIybb74ZgJSUFD799FO/xxYREamM/E2Y7QW6FVLeLadOREREROSUMWHCBO/7adOm8dprr3mXJZaEc45+/frx6KOP8tVXX3nLr732WqZMmcLChQsZPHgwbdq08TtJVlBkZCSTJ0+mQYMG7Nmzh0ceeYTff//dr7GCgoK8BwsA7Nmzh4ULF3qv3377be/pnSIiUjX079+fs88+m6CgIBo2bMh1113H999/763fsmULt912G1FRUQQFBXH++efz0ksvVWDE5cvfn8aTgGlm9oqZxZpZHzObBbwEvOjDOGvx7H0mIiIiIlIpvfHGG2RlZQFwwQUXULt2bZ9mloFnRlabNm0IDQ3l0KFD3vLGjRvTtm1bn8crqcaNGzNlyhQaNGhAfHw8jzzyCElJSX6Pd/jwYaZPn8769euJjIykTp06APz000/8+9//Lq2wRUSkHLRv3565c+eyfft2li1bhnOOHj16eH/mbdq0iYYNGzJ//ny2bt3KyJEjefzxx5kxY0YFR14+zN9PgszsBuARPKdkwv9OyfyglGITkSrMzEKBpKSkJEJDQys6HBEREQ4fPkxcXBxBQUHUrFmzxP26detGdnY2AH369CE2NpbAwMBi+zjnmDJlCh06dKBTp06YGYcPHyYoKIjq1f0+qN5vP/74I0OHDuXQoUO0bNmSSZMm+fXzecWKFYwfP56goCCmTZtGgwYNmD59OitXrqRhw4a88847+ZJ/R44cIT09nW7dunmTayIiZSkjI4P4+HiaN29OrVq1Kjocn8TExBAdHU2tWrWYM2cOgYGBDBgwgDFjxrB69Wp69OhBXFwcnTp1AmDSpEk899xzfPvtt0RGRp70/b/55hsuvPBCdu7cydlnn11om0GDBrF9+3ZWrlx50vfzV3Hf4+TkZOrWrQtQ1zmXfDL38Xu+t3NukXPucudc/ZzX5SdKlpnZhWZ2t5k1z7lubWYzzWyWmV3pbywiIiIiImXh5Zdf9ibLABYvXkx6+okXSHz++ecsWbKEZ555hoMHDwJQp06dCkmWATRt2pTJkydzxhlnsHPnTiZNmuTXON26deO8884jPT2d999/n3r16vHAAw8A8Msvv/Dcc8+VZtgiIqUqNTXV51fefSczMzNJTU097udAUX39MW/ePIKDg9mwYQMvvPACY8eOZcWKFcTExDBkyBBiY2NJSkpiy5YtjBw5ktmzZ3uTZePHjyckJKTY19q1a4v8s5k7dy7NmzcnKiqqyPiSkpL8PkSmqjnpDRLMLMTMQvO+imh3E7AJmAhsMbNuwOdAKzyb/39sZrefbDwiIiIiIqXBOcfixYvzlcXGxuZ+cl2ktLQ0pk2bBkDv3r2JiIgosxh90axZMyZNmkTr1q0ZNGiQX2NUq1aNhx56CIClS5fy/fffc8YZZxAcHAzAypUrOXbsWKnFLCJSmk6UTCrstWjRIm//RYsWERISQs+ePfONe9ZZZxXa1x/R0dGMHj2aVq1a0bdvXzp06EBcXBwAzz77LGFhYfTr14877riD2NhYbrjhBm/fAQMGsHnz5mJfHTp0yHe/mTNneuNdunQpK1asKHIW9fr161m4cCH9+/f369mqGr8+4sqZITYDiAHyzn8zwAGFbcLwBDDaOTfOzG4F3gMmO+eeyRnzEWA48LY/MYmIiIiIlKbly5fnm1lw5plncv3115+w39y5c/n1118588wziY2NLcsQfda8eXOmT5+ebwN/51y+6xO54IIL6N69OytWrGD69Om0atXKO5PCOce4ceMYM2ZMaYcuInJaiI6OzncdGRlJYmIiAIGBgcyfP5/o6GiaNWvG1KlT87UNCwvzefbXHXfcQffu3dm/fz8vvvgivXr14osvvjhuqePWrVu57rrreOqpp+jevbsfT1b1+Dsn/K2cr/cAB/EkyU7k3Dz9FgBvAnk/slsEjPEzHhERERGRUuOcY/bs2fnK+vfvf8K9y3744Qf+8Y9/APDwww/7tFdaecmbHFu9ejWLFy9m/Pjx1K5du8Rj3H///axdu5Zt27ZxySWXEBwc7E2arVmzhszMzApbfioiUpSUlBSf++T9e/yGG24gJSXluNOMExISTjY0rxo1auS7NrN8WwOsW7cOgEOHDnHo0CHvDF/wLMkcP358seN/+umn3j3QAOrWrUvdunVp1aoVl156KWeccQaLFi3itttu87bZtm0bXbt25f7772fUqFEn9XxVib8/xaKB9s65HT70OQzUBxKAejn3rp+nvj7g+3+9IiIiIiKl7KOPPuK///2v9zo6OjrfLxiFycrKYvLkyWRnZ3PFFVfQsWPHsg7zpKSlpTF16lSSkpL44IMP8v1ydCINGzbkjjvu4LXXXmPlypW8++67zJ4927t0afz48Tz11FNlFbqIiF/yJpf8Ub169UI/DDjZcUtq165dDB06lNmzZ7Nw4UL69u1LXFycN4E3YMAAevXqVewYjRs3LrbeOceRI0e811u3bqVr167ceeedjBs37uQfogrxN2H2byAK8CVh9hnwsplNB3oDy4DnzOxuPDPUJuLZ00xEREREpELNmDEj3/XAgQNPuGzxww8/ZMeOHQQHB/u9R1h5ql27NhMmTGDZsmUn/AWrML169SI1NZVevXoRFBREv379WLx4Mc45Vq9efVrNQhARKWtZWVnExsbSo0cP7r77bnr27EmbNm2YNGkSw4cPB3xbkrl7924WLFhAjx49aNiwIT///DMTJkwgKCiIq6++GvAky6644gp69OjBsGHDOHDgAAABAQE0bNiwbB60EvE3YXYfMMvMGgPfAfl29nTOfVNIn0eB+cAsYC2epNk4YBuehNku4F4/4xERERERKRWLFi3i6NGjANx4441ERkZy7rnnFtvn119/Zc6cOQDcd9991K9fv9j2lcW5556b79mysrLIzMws0VLSwMDAfBs/16pViy5durB69Wqcc8ybN4/bb9eZXiIipWHcuHEkJCSwZMkSACIiIpgzZw69evWie/futG3b1qfxatWqxdq1a5k6dSq//fYbjRo1onPnzqxbt47w8HAA3n33XX755Rfeeust3nrrLW/fZs2aleoy1MrKnCvJ9mMFOpldimdz/rPyFDtyNv13zhW26X9RY7UAagPfO+cyT9ReRKqGnBNzk5KSkggNLfTwXBERkXJ1+PBh4uLiCAoKKjYhdO2115KSkkLNmjX59NNPS7Qh/pgxY1izZg3nnXceM2bMICCgxP8crjSysrJ47rnn+P333xk3bpzP+699/vnnPPnkk97rmjVrsnjxYjIyMujWrRt16tQp7ZBFRI6TkZFBfHw8zZs3P27jejk1FPc9Tk5Ozj3Nuq5zLvlk7lPtxE0K9TrwNXAZ0AJoXuBriTnndjvnvlOyTEREREQq2tq1a72bQt96660lSpZt2LCBNWvWUK1aNR555JEqmSwD+PHHH/niiy/YtGkTTz31lHeW3YlkZWUxcuRInnzySc477zwiIyMBOHLkCB9//HFZhiwiIlJm/E2YNQMec85tcM4lOOf25H0V1cnMmpjZODNbZWbbzWxbzvtnzSzKz1hE/j97dx4f09UGcPx3ZCURBG1Sa1SoLShtUUvstLVvbTX2JW1V0VYpRdVWS1F9NYQqb3iLrqilRFG11RIlRRWxxVJNJSSyTc77xyS3GZmETCax5Pl+PvfTO+eee+4zUpI8c85z8j2l1GtKqTNKqXil1AGlVKZViZVSfZRS2srhmq6PY+rfyzNKqVtKqdNKqXFKKVv/zRBCCCEeCDNmzDDO7yZhFB8fz5w5cwDo0qULFStWzLXYcpuPjw/Tpk3D1dWVffv2MX78+Lv6M3BwcKBEiRKA+c9s/vz5RqLx9p1GhRBCiAeFrb/8bgVqZucGpVRD4BjQCTgMLMNc0+xwalu4UupZG+MRIt9SSvUA5mCuCVgbc43ADUqpslncFgN4pz+01vHprr8LBAJDgCrASOAd4A27vwEhhBDiPrF7925u3LhhvC5T5s6f554+fZobN25QsmRJ+vbtm5vh5YmaNWsyZcoUXFxc2LNnDx988AFJSUl3vK9fv364u7tz+vRp9u/fT506dQDzLLONGzfmdthCCCGE3dlaw2wQMBbz0swjZCz6v8bKPb8CO7XWwzMZczbQUGv9VLYDEiIfU0rtBQ5qrV9N13YM+E5rPdpK/z7AHK110SzGXAdc0Vr3T9f2NRCntQ64y7ikhpkQQoj7yp1qmL3wwgvExsYC5tlWwcHBd7W8MioqisuXL1O1alW7x3yvHDhwgPfee4/ExEQaNmzI+PHjcXTMer+wZcuWsWTJEp544glGjhxJv379AHMts7/++ktqmAkh8oTUMHv45VUNM1t3yQxK/e84K9c0YO0ni+rAK1mMuQDzjBYhxF1SSjkDdYBpt136EWiQxa3uSqmzmP+uhgHva60Ppbu+EwhUSlXSWv+hlKoJNASGZRGLC5D+tw/5qVgIIcR9ydqMqcjISCNZBjB48GCSk5NJTr5zmV03Nzcef/xxEhIS7BrnvVS9enXGjx/PhAkT2LlzJx988AGjRo3KMmnWunVrQkJCOH78OLNmzTLaExISOHToEI0bN86L0IUQQgi7sClhprW2ZSnnJcy/wJ/I5Hr91D5CiLtXAnPS68pt7VcAr0zuOQ70wTw71AN4E/hFKVVTa30ytc9HQBHguFLKlPqMMVrr/2URy2hgvC1vQgghhMgLTk5OFCpUiLi4uAyJsDFjxhjnvr6+VK5cmVu3bmU61q5du3BxcTGWHj6Mqlatyrvvvsu0adPYuXMn06ZNY9iwYZnOunNxcaFRo0Zs3boVgMcee4zIyEgAhg8fzoEDB/IsdiGEECKnbJ1hloFSqqjW+noWXWYCQUqpOsBmzL/Qa8y/1LcEBpDF7BUhRJZuX1utrLSZO2q9B9hjdFTqF+Ag5vpkQ1Obe2CeEfoyEA7UAuYopSK11ksziWEq8HG614WBC9l7G0IIIUTucXV1pXHjxhlmmMXFxXHp0r+f206cOJHmzZtnOs61a9fo168f//zzD19++SXPPfdcrsV8rzVv3pwaNWrwyiuvsHPnTry9vVm4cGGmSbNHHnmErVu3cvPmTQ4dOsSIESNYvnw5Bw8e5NKlS8YOmkIIIcT9zqaEmVLqXSBCa70y9fVqoCSw4AQAACAASURBVItS6hLwnNb68O33aK3nK6X+BoYDg/l32aYJOAD00lqvsiUeIfKxa5j/Dt0+m+wRMs46s0prnZJaY9A3XfMMYJrW+svU10eUUuUwzyKzmjDTWicAxlqUtN2xhBBCiPuJq6trhnonL7/8snHu5eVFt27dsqxdVqBAAfr378+2bdvo0qXLHWt7Pei6d++Oi4sLXbt2ZfXq1bi6urJkyRKrf0YNGjRg8+bNNGnSBCcnJ7744gtWrVpFUlISHTp0YN++fffgHQghhBDZZ+sumYOB8wBKqZZAC6ANsAHzL9pWaa1Xaq3rAYWAUqlHIa11PUmWCZF9WutEzAnnlrddagnsupsxlDmzVQvLJdGFgJTbupqw/d8MIYQQ4r6ktWbdunUAeHh4sHHjxjsW+ndzc2PGjBns2rXroU+WpenQoQMrV67EwcGBFStW8N1332Xat0WLFjg5OQHmD9BKly4NwP79+0lMTMyTeIUQQoicsvWXX29SE2bAC8AqrfWPwHTgjrtcaq2TtNaXAH/A2cYYhBBmHwMDlFL9lFJVUnecLUvq5hxKqWVKqalpnZVS45VSrZVSFZRStYDFmBNmQenGXAuMUUo9r5Qqr5TqBIwAvs2rNyWEEELkhd69exvnkydPpmbNmpn2TUpKIiXl38+T0pJC+UXnzp3ZuHEjJ0+epEuXLnfsn5SUxOjRozlz5gxgTk5+9dVXuR2mEEIIYRe2Jsz+AcqknrcBtqSeK6zvkJmZBcCjNsYghMA8cxNz/b9xmHe8bIx5afTZ1C5lMSe50xQFFgLHMO+mWQporLVOv0biDeArYH5qv5mY/76+n3vvRAghhMh7ISEhgHkm1JAhQ7LsO3XqVBo1asSRI0fyIrT7UosWLfDx8bljv/3791OhQgW++eYbHn30USO5+PHHH9/hTiGEEHlp9+7dNGvWDDc3N4oWLYq/v7/VTW8SEhKoVasWSinCwsLuQaR5z9Y55N8AK5RSJ4HimJdignmWyp/ZGEeKHAlhB1rr+ZiTW9au+d/2ejjmWoJZjXcDcxJONuIQQgjx0Prmm2/Q2rxHTqFChYiNjcXNzc1q35MnTzJlyhQSEhIIDw+nRo0aeRnqfen48eOULl0ad3f3DNcqVapEdHQ0N27c4IcffsDNzY1mzZpx4MAB1q9f/1BvlCCEEA+K3bt306ZNG0aPHs28efNwdnbm8OHDFCiQcW7VyJEjeeyxxzh8OEPJ+oeWrTPMhgOfAr8DLbXWN1Pbvcnkl3YhhBBCCCHuJwMGDDDOn3766UyTZVprXn31VRISEmjVqhU9evTIqxDvW2+99RZVq1Zl4cKFVq97eHjQr18/AD799FOaNGlC2bJlAejbt2+exSmEEA8Sf39/hg4dysiRI/H09MTLy4sJEyYAsG3bNpydnfn555+N/rNmzaJEiRIWOz1nx/Dhwxk6dCijRo2iWrVq+Pr60rVrV1xcXCz6bdiwgR9//JGZM2fa/N4eRDYlzFJrkM3UWr+ptT6Urn2O1npR2mul1A9Kqaz2jm4LXLQlBiGEEEIIIWz1999/888//xivhw/PfPL1ihUrCA0NxdXVlfnz58tO0EDVqlXRWnPy5MlM+7zxxhsopdiwYQPHjx/nmWeeAeDq1av5aoaCEOL+ERsbm+kRHx9/131vX7KYWT9bLF26FDc3N/bu3cv06dOZOHEimzdvxt/fn2HDhhEQEEB0dDSHDx9mzJgxBAcH4+1tTrtMmTIFd3f3LI+0hNvVq1fZu3cvjzzyCA0aNODRRx+lSZMm7Ny50yKeK1euMHDgQP773/9SqFAhm97Tg0qlTUPPlcGVugHU1FqfzqLPo6lxXM61QIQQeU4p5QFER0dH4+Hhca/DEUIIISwEBAQY9cvKlCnDmTNnrO6O+c8///DEE09w9epVJk2axJgxY/I61PtSQkICp0+fpkqVKln269ChA2vWrKF9+/asWbPGaK9UqRInTpzI7TCFEPlQfHw8Z86cwcfHB1dXV4trWX3g8dxzz/HDDz8Yr93c3IiLi7Pat0mTJmzbts14XbJkSa5du5ahX3bzLf7+/phMJotZZE8//TTNmjVj2rRpJCYmUq9ePXx9fQkPD6d+/foEBwcbfaOiooiKisryGaVKlaJgwYLs2bOH+vXr4+npycyZM6lVqxbLli1j/vz5HD16FF9fX7TWPPfcczz77LOMHTuWiIgIfHx8OHToELVq1crWe7OnrL7GMTExFClSBKCI1jomJ8/Js32wlVKeQDBQF1gHDMVcRLwfoJVSe4EuqbtnCiGEEEIIkSu01nz//ffG6+HDh1tNlgGMGjWKq1evUqVKFd555528CvG+5+LicsdkGcCwYcNYs2YNmzdvpmzZsly8eBGTycQff/xBfHx8hl90hBAiv/Pz87N47e3tzdWrVwFwdnYmJCQEPz8/ypUrx5w5cyz6enp64unpeVfPSdv1efDgwcZS+dq1axMaGsrnn3/O1KlTmTdvHjExMYwePTqnb+uBZGsNM1vMBCoBM4BqmHfgewpoBDTEnLyblofxCCGEEEKIfOh///sfN27cAKBgwYKZ1tTatWuXUaMrKCgIZ2fnPIvxQRIREcHBgwetXvP398fPz49bt27x/vvvM2PGDONaWo0zIYTIKzdv3sz0+Prrry36Xr16NdO+GzZssOgbERFhtZ8t0nYVTqOUMpJbYP7eBNZnk2VnSWbaMs6qVatajFGlShXOnTsHwNatW9mzZw8uLi44OjpSsWJFAOrWrUvv3r1ten8PkjybYQa0AbpqrXcppVYDl4DWWutfAJRSw4GVeRiPEEIIIYTIh0aMGGGc9+3bl6JFi2bok5SUxODBg40+jRs3zrP4HiRfffUVL774IrVr12bfvn0Zljsppfjkk09wc3Ojbt26JCQk8NZbb6G1ZvXq1axYseIeRS6EyI8y29wlL/vmxKlTpxg+fDjBwcGsWrWKXr16ERoaauxqGRgYSPfu3bMco1SpUgCUL1+exx57LMPy+D/++IO2bdsC8MknnzBp0iTjWmRkJK1bt2blypVGXcqHWV4mzIqQWuBfa31FKZWMOWmWJhLI+NOKEEIIIYQQdnL8+HGuXLkCQJs2bSySZ+nNnj2bo0ePUrx4caZPn56XIT5QmjRpgrOzM/v372fr1q00b97cap80Li4uNG/enC1btpCcnMyWLVto0aJFXoYshBAPJJPJREBAAK1ataJv3760bduWGjVqMGvWLKNkQHaWZCqleOeddxg/fjw1a9akVq1aLF26lOPHj/PVV18BGLsbp3F3dwfg8ccfp3Tp0nZ8d/envFySeRJ4AUAp1RaIB1qlu94aOJOH8QghhBBCiHxm4MCBxvnXX3/N448/nqFPREQEEyZMAGDmzJmUKFEir8J74JQsWZL+/fsDMG3anaurnDp1ylhOBEhdOCGEuEuTJ08mIiLCKBXg5eXFokWLGDt2LGFhYTaNOWzYMEaPHs3w4cOpWbMmoaGhbN682er3xvwot3fJHA18prW+rpTqCSzFnBQrDbwCfALsBFKAzsAIrfV/ci0gIUSekV0yhRBC3G+SkpJwcXFBa51hh7M0WmvatWvHDz/8QJMmTfjpp5+y3FVNwNmzZ3n88ccxmUz8+uuv1K1bN0MfrTVDhw5l0aJF+Pn5ERYWRmJiImCuKZRXy5mEEA+/rHZQFA+HvNol0+YZZkqpAKXUL0qpSKVUudS2YUqpDml9tNZTtdbXU8+XA/5AENBMa/010BJIAJyAQZIsE0IIIYQQueXNN98k7cPievXqWe2TnJxMhQoVcHV1JSgoSJJld6FcuXK8/PLLAHz00UdW+yiliI6OJj4+nnLlyrFy5b+li9944408iVMIIYTIDptmmCmlXgUmAnOAMUB1rfVppVQfoLfWuqldoxRCPHBkhpkQQoj7jYuLizGrac6cObz55puZ9r18+TJeXl55FdoD7+jRo9SoUQOlFMePH6dSpUoZ+hw4cIC6devi6OhozAxITk7GwcGB5OTkexC1EOJhJDPMHn73+wyzN4CBWuvJgCld+36gRk4CEkIIIYQQwt62bt1qJMscHBzo06dPlv0lWZY91atXp127dmitM90koU6dOjRs2JDk5GSCgoLo0MG8MMVkMvG///0vL8MVQggh7sjWhJkPcMhKewJgUwECpVRNpZTpzj2FEEIIIYTInp49exrngwYNSvv02XDgwAFatGjBiRMn8jq0h8bo0aMBWLZsGRcvXrTaZ9iwYQB89tln7N2712gfM2ZM7gcohBBCZIOtCbMzQC0r7W2B320PBykSIYQQQggh7CoxMZHLly8br60txRwxYgShoaFMnjw5L0N7qNSvX5/GjRuTlJTE7Nmzrfbp0KED5cqVIyoqikKFChk14s6cOcONGzfyMlwhhBAiS7YmzGYA/1FK9cCc5HpaKTUGmJJ6LQOl1DdZHcDHQO5t2SmEEEIIIfKltFlNAHXr1qVy5coZ+nzxxRd079490+WE4u6MGjUKgAULFhAVFZXhuqOjI0OGDAHA2dmZNWvWGEmzcePG5V2gQgghxB3YVPQfQCk1EBgLlEltughM0FovzqR/ErAZuJLJkJ7AC1prB5sCEkLcV6TovxBCiPtFsWLFuH79OgDr16+nbdu29ziih5fWmlq1avHbb7/x4YcfMnbs2Ax9rl+/zpw5cwgMDMTLy4uGDRvyyy+/UKRIEePrJIQQtpKi/w+/+73oP1rrYK11OeARwEtrXSazZFmqY8DXWuu+1g5gvK2xCCGEEEIIYc3BgweNJEytWrVo3bq1xfXff89JNRFxO6WUMctsx44dVvsULVqUCRMmGBsrpPWPjo5mw4YNeROoEEIIcQc2JcyUUj5KKV8ArfU1rfXV1HZfpVT5TG47ADyZxbAJwDlb4hFCCCGEEMKabt26Gec7duygQIF/f/xdv3491apVY/Dgwdi66kJk1K1bNzZv3symTZvu2DcuLo45c+YYrz/77LPcDE0IIYS4a7bOMPsCaGCl/ZnUa9YEAu9kNqDW+pjW2sfGeIQQQgghhLCQkpLC6dOnAfOspsKFCxvX4uLieP311wEoXLiwUUdL5JyjoyMtWrS445/pnj17aN++PeHh4Ubb9u3bMZlMuR2iEEIIcUe2JsxqA79Yad+D9d0z0VonaK3jbHyeEEIIIYQQ2ZKWEIOMO2NOnDiRiIgIypQpw4QJE/I4svzjxo0bFgmx26+FhoYSHR3N3LlzKViwIDExMWzZsiWPoxRCiPxp4cKF+Pv74+HhgVIqQx3JiIgI+vfvj4+PDwULFuTxxx9n/PjxJCYmWvTbtGkT9erVo3DhwpQsWZIuXbpw5syZvHwrucLWhJkGCltpLwJkWbQ/ddlmb6XUu0qpkannvjbGIYQQQgghhFVffPGFcd6zZ0/j/OjRo8yaNQuATz/9FHd397wOLV/YsWMHZcuWpXv37qSkpGS43qJFC6pWrcqtW7fQWvPCCy8AMHDgwLwOVQgh8qW4uDjatGnDe++9Z/X68ePHSUlJYcGCBYSHhzN79myCgoIs+p8+fZoOHTrQrFkzwsLC2LRpE9euXaNz58559TZyja0Js5+B0UopIzmWej4a2GntBqVUEaXU98AJYA7QDxiQen5cKfVd6q56QgghhBBC5MiVK1eIj48HzMsxfX3//Xx21KhRJCcn07FjR9q3b3+vQnzo1axZk5SUFJKTk4mMjMxwXSllzAJcunQp9evXB+D8+fMcPXo0T2MVQoj7gb+/P0OHDmXkyJF4enri5eVlzILetm0bzs7O/Pzzz0b/WbNmUaJECS5dumTT84YNG8aoUaOoV6+e1ett2rRhyZIltGrVigoVKtC+fXvefvttvvnmG6PPwYMHMZlMTJo0iccff5wnn3ySt99+m8OHD5OUlGRTXPcLWxNmI4FmwAml1BKl1BLMibDGZF6nbB7gA9TXWhfTWlfWWlfSWhfDXA/NJ7WPEEIIIYQQOfLGG28Y559++qlxfu7cOdavXw/ARx99lOdx5SdFihRh165d/P7775QuXdpqnxdffBEnJycOHTrEL7/8W/Gld+/eeRWmECIfiY2NJTY21mKjl8TERGJjY0lISLDaN/0M2aSkJGJjY40PZO7U1xZLly7Fzc2NvXv3Mn36dCZOnMjmzZvx9/dn2LBhBAQEEB0dzeHDhxkzZgzBwcF4e3sDMGXKFNzd3bM80ifcbBEdHY2np6fxum7dujg4OLBkyRJMJhPR0dH897//pVWrVjg5OeXoWfeaTQkzrfXvgB+wCngE8/LMZcATWuvMPg5qDwzUWu+1Mt5eYDDQwZZ4hBBCCCGESG/dunWAuQD9Sy+9ZLQvXrwYrTVNmzalUqVK9yq8fKNatWo4OGRescXT05N27doB5iWcaQ4dOpTrsQkh8p+0pNG1a9eMthkzZuDu7s6QIUMs+j7yyCO4u7tz7tw5o+0///kP7u7u9O/f36Jv+fLlcXd359ixY0Zb+rIA2eHn58f48ePx9fWlV69e1K1bl9DQUAAmTZqEp6cngwYNomfPngQEBNCpUyfj3sDAQMLCwrI86tata1NcAKdOnWLevHkEBgYabeXLl+fHH3/kvffew8XFhaJFi3LhwgW+/PJLm59zv7B1hhla60it9Xta6+e11l211hO11lF3us3Ga0IIIYQQQtyVXbt2cevWLQAGDBhAgQLmH3mTk5NZvHgxAIMHD75n8eVH8fHxRhLzdr169QLMX5+0OmZaaz777LM8i08IIe4Xfn5+Fq+9vb25evUqAM7OzoSEhPD1119z69Yt5syZY9HX09OTihUrZnkULFjQprgiIyNp06YN3bp1Y8CAAUb75cuXGTBgAL179+bXX39l+/btODs707VrV4uZfA8iR1tvVEoVBZ7GPMPMIvGmtV5m5Za1QLBSqr/Wev9tY9UFgoA1tsYjhBBCCCEEwJgxY6yer1+/nosXL1KiRAk6dux4L0LLl2JjY6lcuTIXL14kLCyMmjVrWlxv27Yt7dq1o2PHjrRu3dpYvjl+/HheffXVexGyEOIhdfPmTQAKFSpktL3zzjsMGzYMR0fL9Ehakip9gun1119n4MCBGWbORkREZOjbp08fm2K8fRmjUspiqeeuXbsAiIqKIioqCjc3N+PalClTmDJlSpbjb9iwgUaNGmUrpsjISJo2bUr9+vVZuHChxbX//Oc/eHh4MH36dKMtJCSEMmXKsHfv3kzroz0IbEqYKaXaAcsBN+AGlrPDNOblmbd7A/gfsE8pdR24mtr3Ucy7a24ChtoSjxBCCCGEEAAmk4lt27YBUKFCBYvaWWk/5Pfp0wcXF5d7Ed49l5KSwt9//03JkiWNtqioKIt6NPbm5uZGw4YNWblyJR999BErVqywuO7s7MyaNf9+bu7l5cXly5f566+/uHXrls2zIYQQ4nbpk0tpnJ2dcXZ2vqu+Tk5OVutyZdbX3k6dOsXw4cMJDg5m1apV9OrVi9DQUGMmdWBgIN27d89yjFKlSmXrmRcvXqRp06bUqVOHJUuWGM9KExcXlyGBmPba2g7JDxJbl2TOAj4HCmuti6YW8U87rH631Vpf11q3BaoCbwFLMSfW3gKqaa2f01pftzEeIYQQQgghWLBggXE+e/Zs4/zcuXNs2LABgIEDB+Z5XPeDrVu3Ur58eV555RXA/IvM5MmTKVu2LIcPH87VZ7/77rsArFy5ktOnT2faLy4ujsaNGxuvZWMGIYQwM5lMBAQE0KpVK/r27cuSJUs4evQos2bNMvpkd0nm5cuXCQsL488//wTgyJEjhIWFERVlrrYVGRmJv78/ZcqUYebMmfz1119cvnyZy5cvG2M8//zz/Prrr0ycOJGTJ09y8OBB+vbtS7ly5ahdu3Ye/enkDlsTZqWAT7TWcdm9UWt9XGu9RGs9NfVYorU+bmMcQgghhBBCGD744AMAChcuTPv27Y32H374gZSUlHxV7P/q1atERkYar8uXL8/58+fZv38/N2/eRCnFwYMHiY2NZfny5bkaS+3atWnTpg0pKSnMnDkz03iDgoLYuHGj0RYUFJSrcQkhxINi8uTJREREGLOlvby8WLRoEWPHjiUsLMymMYOCgqhdu7bxQVLjxo2pXbu2Mev3xx9/5M8//2Tr1q2ULl0ab29v40jTrFkzVqxYwXfffWf8W+/i4sLGjRsf+BnCypYibEqpb4AvtdarbLi3NHBda33ztnYnoL7Weof1O4UQDxKllAcQHR0djYeHx70ORwghRD5w8eJFYwlm7969M+xQdvjwYZKSknK0Q9iDYtasWbz77rsEBgby6aefGu1btmyhYcOGuLq6AnDlyhW2bNnCyy+/jFIqV2Pavn07/v7+uLi4cPbsWR599FGL61OnTuW9996jYsWKFChQgD/++AOA8+fPWyytFUKIrMTHx3PmzBl8fHyMf+vEwyWrr3FMTAxFihQBKKK1jsnJc2ydYfYDMEMpNUEp1UUp1T79Ye0GpZS3UmofcBa4rpRaqpRyT9fFE/jJxniEEEIIIUQ+N3Tov+VwO3XqlOF6zZo1H8pkWUpKCjt27ODatWtGW/Xq1TGZTBmWP7Zo0cLil4tHH32Unj175nqyDMwzF+rVq0dCQgJz587NcP2VV15BKcWff/7Jhx9+aLT37ds312MTQgghbmdrwiwYKAOMA1YD36U7vs3knmmACXgGaIO5ltk2pVSxdH1y/zu1EEIIIYR4KH3//feAeUexF154wWiPi8t2FZEHSteuXWnSpIlFMf3mzZtz7Ngx1q9ff9fjJCYmMm/ePBITE3MjTJRSjB49GjDvqhYdHW1xvUyZMjRr1gyAEydOGEWjt27dmivxCCGEEFmxKWGmtS6QxeGQyW0tgDe11vu11luAhsAFYKtSKm2jgOyvDxVCCCGEEPnewYMHMZlMAFSuXNlItpw7d45HHnmE3r17k5ycfC9DtIu///6bBQsWWLyXpk2bUrhwYWJjY402R0dHnnjiibseV2tN27ZtGTp0KFOmTLFrzOm98MILVK1alZiYGKv1yXr16gXAsmXLeOqppwDzDLq1a9fmWkxCCCGENbbOMDMope52UXAR4J+0F1rrBKArEIF5KeYjOY1FCCGEEELkT+mXYC5btsw4//7774mNjeXcuXM4Ojrei9DsJiUlBT8/PwIDA9m8ebPR3q9fPy5fvmzM3rKFUoqBAwdSsmRJatSoYY9wrSpQoICxY+bs2bOJj4+3uN65c2cKFSrEn3/+yZ49e4z2zDYKEEIIIXKLTQkzpZSDUup9pdRF4KZSqkJq+4dKqf6Z3HYa8EvfoLVOBrqlXltnSyxCCCGEECJ/01pz7tw5wJyQSZuZBDBkyBD27NnD1KlT71V4NtFa88svv/DRRx8ZbQUKFKBLly7Url3boq+bmxuFChXK8TN79OjByZMn6dKlS47HyspLL71E2bJluXLlCkuXLrW45u7ubjy/YsWKRr213bt3Y8tmZUIIIYStbJ1hNgboA4wE0hc5OAIMyOSeDcCg2xvTJc1s2wdVCCGEEELka998841xfnuxf6UUzzzzDPXq1cvrsHLkypUrNG7cmFGjRvHnn38a7TNnzuTgwYO0bdvW7s9USqXtLAaYZ7TlBicnJ95++20Apk+fnmGpbK9evXBycqJJkyasWbMGgKSkJFavXp0r8QghhBDW2Jow6wUM0lovx1zIP81vQGbFEsZgToxlkJo06wxUsDEeIYQQQgiRT40aNco4T7/7YkJCwr0IJ9uuX79OUFAQ06ZNM9q8vLzo3LkzvXv3tujr7OycJzHt3r2bmjVrEhaWO59p9+/fnxIlShAVFcXx48ctrjVt2pRLly6xaNEiWrZsibe3N2D5dRZCCCFym60Js1LAn1baCwBO1m7QWidrrWMyG1BrbdJan7UxHiGEEEIIkQ+ZTCZjBlbFihUpVaoUAOfPn8fLy4vAwEBjM4D7VXh4OK+++iqTJ0+2KNy/atUqvvjiCypWrJjnMc2ZM4ejR4/mWpKqUKFCrF27lnPnzlG9enWLaw4ODhQvXtx4nXb9zJkzD0wSVAghxIPP1sqn4UAj4PYEVzfgUI4iEkIIIYQQ4i4NGTLEOJ89e7Zx/vnnn3P9+nVOnDhh7Jh5Pzh69ChBQUE88cQTRuwNGjSgffv2NG7c2GIZpFLqXoXJvHnzKF68OJMmTcq1Z9zNMtkvv/zSYoODtWvX0rVr11yLSQghhEijbCmeqZRqB/wXmAqMA8YDlTEv1XxBa705i9uFEPmAUsoDiI6OjsbDw+NehyOEEOIh5eTkZNTASvu51mQyUb58eS5cuMCKFSt46aWX7mWIFpYsWUK/fv2oXLkyx44du6dJsfuF1po9e/ZQv359i/aBAweyaNEiihYtSnR0NFpr2rVrZ9Q1E0IIa+Lj4zlz5gw+Pj7GxiHi4ZLV1zgmJiatHmeRrFY53g2blmRqrdcCPYDnAA1MBKoA7SRZJoQQQggh8kJ8fLyRLPP09DTaN2zYwIULFyhevDidO3e+V+GxevVqGjduzFdffWW0denShV69evHJJ5/cs7hssXv3bhITE+/cMZtMJhP169enQYMG7N692+JajRo1AKhQoYIxezA0NJTo6Gi7xyGEEPlNVFQUb7zxBpUrV6ZQoUKULVuWoUOHZvg3VimV4QgKCrLoo7Vm5syZVKpUCRcXF8qUKcOUKVPy8u3kCltrmKG13qS1bqK1dtdaF9JaN9Ra/2jP4IQQQgghhMjM4MGDjfMPP/zQOF+4cCEAffr0wcXFJc/iSUpKsnh96NAhfv75Z5YtW2a0eXh4sHTpUlq1avXAzC4bN24cDRo0YPLkyXYf28HBgWrVquHm5pah+P+LL76Io6MjBw8epEWLFhQqVIi4uDiGDh1q9ziEECK/iYyMJDIykpkzZ3LkyBG++OILNm7cSP/+/TP0XbJkCZcuXTKO2zekefPNVIBxSAAAIABJREFUN1m0aBEzZ87k+PHjrF27lqeffjqv3kqusWlJZrYfopTf3fbVWv+Wm7EIIfKGLMkUQgiR21xdXY0i8MnJyTg4OHDhwgXKlStHSkoKx48fp3LlynkSy8iRI1myZAlbtmyhZs2aAJw8eZJvvvmGnj17Urp06TyJIzesWrWKHj168PrrrzNv3jy7J/ouXbqEs7OzRaH/NO3bt2ft2rWMGjWKJUuWcOXKFQoWLEhcXJxdYxBCPDwe5CWZ/v7++Pn54erqyqJFi3B2diYwMJAJEyawbds2WrVqRWhoKI0aNQJg1qxZTJ06lSNHjhg7CufE6tWreeWVV4iNjcXR0VzyXinFt99+S8eOHa3ec+zYMfz8/Dh69Giefc+9r5dkKqX+UUpFWTn+VkpdVEptV0r1TXdLGObNANL+m9UhhBBCCCFElq5du2Yky8qXL28U9l+8eDEpKSk0adIkV39wj4qKsnh9+vRprl27xqpVq4w2X19f3n333Qc6WQbQvXt3Dh06xKeffpors+K8vb2tJssAYxZDcHAw165dA+DWrVucOHHC7nEIIR5+sbGx2T7Slv6D+cOZ2NhYbt26dVfj2mLp0qW4ubmxd+9epk+fzsSJE9m8eTP+/v4MGzaMgIAAoqOjOXz4MGPGjCE4ONhIlk2ZMgV3d/csj59//jnTZ6dNdkhLlqUZMmQIJUqU4KmnniIoKMhig5q1a9dSoUIF1q1bh4+PD+XLl2fAgAEZvk8+iGwt+j8cGANsAPYBCngKaAPMBnyAAOANrXWwUqpcuttrAzOBGUBaoYL6wFvASK31d7a9FSHE/URmmAkhhMhNAQEBhISEAPDTTz/h7+9vUex/+fLlvPzyy3Z/7o0bN2jfvj179uwhMjKSYsWKAfDrr79y7do1WrZsmeEXDXH3du7cSfny5Y0kY0JCAl5eXly/ft2iX8OGDbP8pU8IkX9lNfvIlqT/qlWr6NatG2CegdW9e3eaNGnCtm3bjD4lS5Y0kvrpZTffkva9LP2/b08//TTNmjVj2rRpJCYmUq9ePXx9fQkPD6d+/foEBwcbfaOiou6YqCpVqhQFCxbM0P7333/z5JNPEhAQYLFD8qRJk2jevDkFCxYkNDSUcePGMXr0aMaOHQtAYGAgX3zxBbVq1WLGjBmYTCaGDx9OsWLF2Lp1a7be/93Kqxlmtn43bwiM1VpbVHpTSg0GWmmtuyilfgOGAsFa67Pp+qwGhmqt16e79Tel1HngQ0ASZkIIIYQQIktr164FwM3NDX9/fwA2btyY68X+CxcuzN9//018fDw7duygQ4cOADz11FO58rz7TUxMDO+88w6DBw/mySeftOvYI0aMYPbs2QwdOpS5c+cC4OLiwosvvkhQUBCdO3dmzZo1JCcnZ9ggQAghHhZ+fpYVrby9vbl69SoAzs7OhISE4OfnR7ly5ZgzZ45FX09PT4tNcO5WTEwMzz//PFWrVmX8+PEW19ISYwC1atUCYOLEiUZ7SkoKCQkJLFu2jEqVKgHm2d516tThxIkTebZMMzfYWvS/NbDFSnto6jWA9UAFK31qAGestJ8BqtoYjxBCCCGEyCeuXLli7OLVtWtXoz2t2H/v3r1ztW7NwoULiYiIMJJl+cno0aNZuHAh/fr1s1iSYw/PPfccYLn8EuD1119n5cqVhISEGH1MJhO//PKLXZ8vhHj43bx5M9tHp06djPs7derEzZs32bBhg8W4ERERVu+1hZOTk8VrpZTFv7e7du0CrM8ms2VJ5o0bN2jTpg3u7u58++23GZ5/u3r16hETE8OVK1cAc0LP0dHRSJYBVKlSBYBz585l893fX2ydYRYFtMO8/DK9dqnXANyAG1buPQaMVUr111rHAyilXICxqdeEEEIIIYTI1EsvvWScT506FYALFy6wbt06AAYOHGjX5y1fvpxDhw4xevRoihcvTr169ew6/oNkwoQJHDx4kGnTplGggK2fvVvXvHlz6tSpw4EDB5g3bx4ffPABANWrV6d69eoAfPTRR6xZswYw19Q5dEhKIAsh7p6bm1uO7nd0dLS67D6n496tU6dOMXz4cIKDg1m1ahW9evUiNDTU+Pc4MDCQ7t27ZzlGqVKljPOYmBhat26Ni4sLa9asuasPmw4dOoSrqytFixYF4NlnnyU5OZlTp07x+OOPA/DHH38AUK5cuUzHeRDYmjD7EPhMKdUUcw0zDTwNPAcEpvZpCWy3cm8gsBY4r5Q6nNpWM3WMF2yMRwghhBBC5ANaa3799VcAPDw8jELHn3/+uVHs/4knnrDb8xISEnjvvfc4d+4c3t7evPXWW3Yb+0FUsmRJdu3alSvF/5VSjBo1im7dujFv3jzefvttChcubNFn3759xvmxY/JZuxAi/zCZTAQEBNCqVSv69u1L27ZtqVGjBrNmzeKdd94Bsrck88aNG7Rq1Yq4uDhCQkKIiYkhJsZc8qtkyZI4ODiwdu1aLl++TP369SlYsCA//fQTY8aMYdCgQbi4uADQokULnnzySfr168ecOXNISUnh9ddfp2XLlhazzh5ENn0spLUOBpoAsUBnoCsQBzTRWi9O7TNLa93Dyr37MG8KMAb4DTgCvAf4pF4TQgghhBDCqjVr1hjLXNLXWalZsybPPvssgwYNsuvznJ2dCQoK4rnnnuO1116z69gPqvTJsqioKBITE+02dqdOnfD19eWff/6xKGSttWbKlCm8++67RltCQgJ79uyx27OFEOJ+NnnyZCIiIozyA15eXixatIixY8cSFhaW7fEOHDjA3r17OXLkCBUrVsTb29s4zp8/D5iXh86fP5/69evj5+fH3LlzmThxIrNmzTLGKVCgAGvXrqVEiRI0btyY559/nipVqvDll1/a543fQ9neJVMp5Qj0BDZprS/nSlRCiAee7JIphBAiN/j4+BAREYFSCpPJlGGmk9Y6V2Y/iYw2btxI3759GTBgAB9++KHdxl20aBEDBw7kscce4/Tp08YsBn9/f7Zv387zzz/PDz/8AEDLli358ccf7fZsIcSDL6sdFMXDIa92ycz2DDOtdTLwGeBi60OVUgFKqZ1KqUilVLnUtuFKqfxXOVUIIYQQQty1s2fNm697eHhYTYzZM1mW3Q+W85ubN29y+fJlvv/+e7vOMgsICOCxxx4jMjKS5cuXG+29evUC4PTp02m/DBEaGmq35wohhBDp2Vqpcy9Q25YblVKvAh8DG4BigEPqpX+AYTbGI4QQQgghHnKbNm0yklh9+/YF4OLFi3z88cf8/fffdn3W1atXqVWrFsuXL7f7bpAPi65duxISEsK+fftwdna227guLi6MGDECMBf5N5lMxvNcXV05duwYLVu2BCAlJcUiqSaEEELYi60Js/nALKXUEKVUfaWUX/rjDve+AQzUWk8GktO17wdq2BiPEEIIIYR4yPXp08c4nzZtGgCLFy/mrbfeokePDKVzc2TOnDn89ttvzJ49W5Z4ZqFnz565suRp0KBBFClShD/++INt27YB5lmFnTp1AswJzTRjx461+/OFEEIIWxNmKzEX7v8E+AUIAw6l+29WfDLpkwDkzV6sQgghhBDigWIymbh82Vw+18XFxahrVblyZWrXrm3MOLOXMWPGMGXKFGbMmCEJs7u0atUqDhw4YJexChcuzIsvvgjAf//7X6O9d+/eABbF/i9cuGCXZwohhBDp2Zow87FyVEj336ycAWpZaW8L/G5jPEIIIYQQ4iE2Y8YM4/yNN94wznv06MHBgwd56aWX7Po8Nzc3Ro8eTdOmTe067sNq7ty59OjRg969e5OQkGCXMQMCAgD46quviI2NBaB58+Z4e3uTmJhIlSpVAEhOTmbTpk12eaYQQgiRxqaEmdb6bFbHHW6fAfxHKdUDUMDTSqkxwJTUa0IIIYQQQliYP3++cT516tQM1wsUsPVzYEv2SvbkNz179qRUqVJ07tzZbjPyGjRoQIUKFYiNjWX79u0AODo6MmjQIHr16sXixYspXrw4ADNnzrTLM4UQQog0ytbdf5RSAUAg5lll9bXWZ5VSw4AzWuvv73DvQGAsUCa16SIwQWu92KZghBD3HaWUBxAdHR2Nh4fHvQ5HCCHEA87BwYGUlBSKFy/OtWvXuHjxImvWrOHll182dky0h44dO2Iymfj444/x9fW127j5QWxsLG5u9q2wsm3bNkqXLk3FihWtXg8ICCAkJAQHBweSkpJk+awQgvj4eM6cOYOPj0+u1FgU915WX+OYmJi0nwuKaK1jcvIcmz6KS7fT5XqgKP/udHmdu9jpUmsdrLUuBzwCeGmty0iyTAghhBBCWPP9998bO1W+//77AHz++ee89tprdOvWzW7PiYiIYN26daxfv97YmVHcvfTJMq21Xf4M/f39M02Waa1p0aIFYK5xt3r16hw/TwghhEhj69z19Dtdpv9OeMedLpVSW5VSRQG01te01ldT2z2UUlttjEcIIYQQQjykBg4caJwPGTIEk8lEcHAw8G8ReHsoX748v//+O5999hlPPPGE3cbNbyIjI2nfvr2R3LSX9Ak4rTX79u3jtddeM9qkjpkQQgh7yknRf1t3uvQHnK20uwKNbIxHCCGEEEI8hBITE/nrr78A8PDwwMHBgU2bNnH+/HmKFStGly5d7Pq8SpUqMWjQILuOmd/s3buXdevWMXfuXONrlxOnT5+mU6dO1K9f32gLDw+nXr16JCQkGKUffvzxxxw/Swgh8hN/f3+UUhZH2g7FaSZPnkyDBg0oVKgQRYsWzTDG4cOHeemllyhTpgwFCxakSpUqzJ07N6/eQq6yNWGW7Z0ulVJ+Sim/1JdV016nHrWB/phrmQkhhBBCCAFYFvgfMWIEAAsXLgTMs8vsUZ8mJSXFLokdYdapUycmTJjA3r17KVmyZI7HK1q0KOvXr+fXX3/l+PHjAFSrVo1KlSphMpkYNWoUTk5OXLhwgR07duT4eUIIkZ8MHDiQS5cuGceCBQssricmJtKtWzdeffVVq/cfOHCAkiVLEhISQnh4OGPGjGH06NF8+umneRF+rrI1YWbLTpdhmGelaWBr6uu04wDmTQAm2hiPEEIIIYR4CM2ePds4f//997l48SLr1q0DsNtMsFWrVuHj48P06dPtMp6A8ePHU716dbuM5enpycKFC/ntt9+MpbJKKbp37w7Avn378PLyArBYoimEEA8af39/hg4dysiRI/H09MTLy4sJEyYA5k1QnJ2d+fnnn43+s2bNokSJEly6dMnmZxYqVAgvLy/juH0jnQ8++IDhw4dTo4b16lv9+vXjk08+oUmTJlSoUIFXXnmFvn378s0339gc0/3CpoSZ1noJ8AEwHSgErMC8Y+abWusvM7nNB3ic1ARb6uu0oxTgobX+3JZ4hMjvlFKvKaXOKKXilVIHlFKZLm9WSvVRSmkrh+tt/UoppUKUUn8rpeKUUmFKqTq5/26EEEIIM6010dHRALi7u1OgQAE+//xzTCYTjRo1okqVKnZ5zvfff09sbCyJiYl2GU9YOnv2LEePHs3RGL17987wy1pawmzDhg089thjgHmpptY6R88SQoh7aenSpbi5ubF3716mT5/OxIkT2bx5M/7+/gwbNoyAgACio6M5fPgwY8aMITg4GG9vbwCmTJmCu7t7lkf6hBvA8uXLKVGiBNWqVePtt9/mxo0bOX4P0dHReHp65nice83R1hu11sFAsFKqBFAgrXh/Fv3Ppp7aOqtNCGFF6kzPOcBrwC/AYGCDUqqq1vpcJrfFAJXTN2it49ONWSx1rJ8wL7W+ijnhfd3ub0AIIYTIxPz5843zcePGYTKZWLRoEWC/2WUAK1asoEePHsaOi8J+tm7dSseOHSlTpgwHDx7ExcXFbmNXr16dypUrc+LECfbu3Wu0z58/n9dff91uzxFCPDxiY2OzfY+LiwuOjubUSXJyMgkJCRQoUICCBQvecdz0uwffLT8/P8aPHw+Ar68vn376KaGhobRs2ZJJkyaxZcsWBg0aRHh4OAEBAXTq1Mm4NzAw0PgwITOlSpUyznv27ImPjw9eXl4cPXqU0aNHc/jwYTZv3pztuNPs3r2bVatW8cMPP9g8xv3CpoSZUmo8EKK1PqW1vmbjGFWBsty2AYDWeo0t4wmRj40AFmutF6W+HqaUag28CozO5B6ttb6cxZjvAue11n3TtUXkOFIhhBAiGz788EMAHB0defvtt9m4cSPnzp2jWLFidO3a1W7PUUrRsWNHu40n/lWzZk2jUHRUVJQxC8IWR44cYerUqRQuXJgFCxYYyzI//PBDnJ2djRmCU6ZMkYSZEMIqd3f3bN+zatUqunXrBsC3335L9+7dadKkCdu2bTP6lC9fnmvXMqZGbJnx6ufnZ/Ha29ubq1fN85OcnZ0JCQnBz8+PcuXKMWfOHIu+np6e2ZrZlX4X6urVq+Pr60vdunU5ePAgTz75ZLZjDw8Pp0OHDowbN46WLVtm+/77ja2zvboAfyil9iilhiil7rqap1KqglLqMHAU+AH4LvX4NvUQQtwlpZQzUAe4fVuoH4EGWdzqrpQ6q5S6oJRal7rxRnrtgf1KqdVKqatKqUNKqYHWBkoXi4tSyiPtAApn9/0IIYQQaVJSUrhy5QoALVq0QCll92L/R44cITk5OcfjiMwVL16cn3/+mR07duQoWQbmGRz/+9//CAkJ4ebNm8C/yzJLlChBsWLFAIiMjMxZ0EIIcQ85OTlZvFZKkZKSYrzetWsXAFFRUURFRVn0tWVJZnpPPvkkTk5OnDx5Mttx//777zRr1oyBAwcyduzYbN9/P7K1hpkf4Ie5eP8I4KJSar1S6mWlVKE73D4X8y6bjwJxQDWgMbAf8LclHiHysRKAA3DltvYrgFcm9xwH+mBOir0ExAO/KKV80/WpgHmG2kmgNRAEfKKU6pVFLKOB6HTHhey8ESGEECK9r7/+2jj/6KOPiIyMZO3atYB9lmNGRUXRqFEjatSowfnz53M8nsicr68vDg4OOR7nmWeewdfXl7i4OL791vw5e7Vq1di+fTtnz57lzTffNPqmX84rhBBpbt68me0j/ZLHTp06cfPmTTZs2GAxbkREhNV77e3UqVMMHz6c4OBg6tWrR69evSySaYGBgYSFhWV51K1bN9Pxw8PDSUpKyvYHHOHh4TRt2pTevXszefJkm9/f/cbmemJa63Ct9Xta6wpAU8xJsDlAVsu8AOoD47TWfwEpQIrWeifmX7Y/sTUeIfK52+f6Kitt5o5a79Fah2itD2utfwa6A38Ab6TrVgA4mPp3/JDWegEQjDmJlpmpQJF0R2nb3ooQQghhrlkG4ODggJ+fn92L/R89ehQHBwecnZ0t6rmI3JOSksK8efOYOHGiTfcrpQgICABg2bJlRlvjxo1xdHRkyJAhRt+pU6fmPGAhxEPHzc0t20da/TIwlwhwc3OzqF+W1bj2ZDKZCAgIoFWrVvTt25clS5Zw9OhRZs2aZfTx9PSkYsWKWR5psZ86dYqJEyeyf/9+IiIiWL9+Pd26daN27do8++yzxpjnzp0jLCyMc+fOYTKZjMRbWkIwLVnWsmVLRowYweXLl7l8+TJ//fWXXd//vWCvAvyxwC0gEXC6Q18HIC3Veg14LPX8LLcVIRdC3NE1wETG2WSPkHHWmVVa6xTgVyD9DLNLwO+3dT2Gue5gZuMkaK1j0g4g59urCCGEyJdMJhOnT58GwMvL/C0ubUaRvYr9N27cmNOnT/Pll19SoIDsSZUXtm/fztChQ/nggw9s3jXzlVdeASA0NJSLFy9aXNu0aRNKKUCWZQohHj6TJ08mIiLCKE/g5eXFokWLGDt2LGFhYdkez9nZmdDQUFq3bk3lypUZOnQorVq1YsuWLRazgseNG0ft2rUZP348N2/epHbt2tSuXZv9+/cDsHr1av766y+WL1+Ot7e3cTz11FP2eeP3kLJ122WllA/wMtATqATsAFYAq7XW0Vnc9zMwS2v9nVJqBVAMmAQMAuporavbFJAQ+ZRSai9wQGv9Wrq234HvtdaZFf1Pf78C9gFHtNb9UttWAGW01o3S9ZsNPKO1zqo2WvpxPYDo6OhoPDw8svWehBBC5G/Tp0/n3XffBcyJso4dOxIfH2+c3/7JvnhwDB48mFq1ajF48GCbE5WNGjVi586dTJ8+nXfeeQeAjz/+mKlTp1oU3V6zZg3t2rWzS9xCiAdHfHw8Z86cwcfHxy71LsX9J6uvcUxMDEWKFAEokjqRw2Y2fZdSSu0G/gS6AUuAclrrZlrrRVkly1JNSvfcsUA54GfgOWCoLfEIkc99DAxQSvVTSlVJTWyVxVx3DKXUMqWUsS5BKTVeKdU6dQOOWsBioFZa/1SzgXpKqfeUUhWVUi9jTmr/J6/elBBCiPwrrf6Jg4ODsXulq6srL730Uo6TZWfOnOHAgQM5jlHYZsGCBbz66qs5mtXXq5e5pOqyZcuMHeiio6O5du0atWv/u4+RLMsUQgiRE7Z+p/oJ8NNa19Jaz9BaX7zjHam01pu01t+knp/WWlfFXLj8Ea31VhvjESLf0lqvBIYB44AwzJtoPKe1PpvapSyQvmpjUWAh5iWWPwKlgMZa633pxvwV6IR5U4CjwPvAMK318tx9N0IIIfI7rTUxMeYPhMuXL09CQoJFQeOcGjVqFHXr1mXGjBl2G1PYxmQyceFC9vcI6tatGy4uLhw9epTDhw8D/+6WGR4eTsmSJQHYs2eP/YIVQgiR79i6S+Z7WuvwnDw4ddZKa6VUQa111J3vEEJkRms9X2tdXmvtorWuo7Xeke6av9a6T7rXw7XW5VL7PqK1bq213m1lzHVa6xpaa1etdRWtdXAevR0hhBD5WPrdDUeOHMnMmTOpXLkyK1euzPHYJpMJV1dXHBwcaN26dY7HE7aLiIjg2WefpWXLlsTHx2fr3qJFixpLLdOK/1erVo2qVauSmJhInTp1AHPyNe26EEIIkV22Lsl0UEr1V0qtUEptUUptTX/c4d7iSqlQzLvyreffmS+LlFKzMr9TCCGEEEI87N5//33jvG/fvqxatYo///yThISEHI/t4ODA0qVLiYiIwM/PL8fjCdt5eHgQERFBZGQkR44cyfb9acsyV6xYQXJyMvDvLLOzZ88a/T744AM7RCuEECI/snVJ5tzUwwHzcq3Dtx1ZmQ0kYV4mFpeufSXQxsZ4hBBCCCHEAy4hIYF//vkHgIIFC+Lk5MSuXbtYvHgx3bp1s9tzSpcubbexhG08PT35+uuvCQ8Pt2kntTZt2lCiRAmuXLnCli1bAIz/R44fP270+z97dx6nc9X/cfx1ZsZYZwaZMYhkLcvYJSJLiZI1WWeIUroVkSUtfql4kJSWO0tlS+ROiLQR3TWUkm0i2dPYtxlmzHqd3x/D9zZmbOOauWZ5Px+P69H3e77nnOszGTXzuc75nAMHDrgnYBERyXMymjDrDjxsre1mrR1yfouX87rK2NbASGvtpQULdpJyAICIiIiI5EEXrwYaNmwYAIULF6Zfv343VOzfWsuUKVM4eVJVQLKTJk2aZDh5mS9fPrp37w78b1tmtWrVqF69OtZabrvtNgASExNZv379ZecRERG5nIwmzBJIOSUzIwqTemXZBSWAG19rLyIiIiI50ieffOJcDx8+3DkB8UYtWbKEIUOGEBISQkJCglvmFPfasmVLqvp11yIsLAwvLy/OnTvnfK888cQTDBo0iLlz5+Ln5wfAxIkT3R6viIjkfhlNmL0BDDbGmAyM/S8QdtG9NcZ4AcNJOX1TRERERPKggwcPAhAQEMA777xDSEgIixcvvuF5ixUrRkhICI888gi+vr43PJ+4165du6hfvz5PPfXUdZ1sWb9+fSIjI1m8eDEXfi0ZNGgQ77zzDvXr16dp06YALFu2LFPiFhGR3M0ng+PuAloAbY0xf5BSk8xhre18hbHDgTXGmPqALzARqA4UB5pkMB4RERERycEiIiJITEz5kbJbt27MmDGD/fv3c/bs2Rueu3nz5mzcuFGry7KpSpUq0a1bN2JiYrj11luveZwxhuDg4HSfJScn06hRI1asWEFCQgK//PILd9xxh7tCFhGRPCCjCbPTQIY+7rPWbjPGhAADgWRStmh+DrxnrT2UwXhEREREJAfr3Pl/n7fee++9TJ8+naJFi/LQQw+5ZX4vLy8KFCjglrnE/T744AN8fX3J2AYWiIyMpECBAtx0000kJyfz/fffM27cOOf5ihUrlDATEZHrkqEtmdbaR670utw4Y4yPMWYMkM9aO8Za285ae7+19gUly0RERETypqSkJHbu3AmkFHO/UMssLCzshor9z507l/nz5+NyudwSp2Se/Pnzp0qWxcdfe2njkSNHUrZsWaZPnw6kbPFs3bo18fHxFCpUCNC2TBGR9EyfPp3mzZvj7++PMYbTp0+n6XPq1ClCQ0MJCAggICCA0NDQVP3WrFlDhw4dKFWqFIULF6Z27drMmzfvsu+5YMECjDF07NgxU74md8poDTMAjDGBxpi7jDFNjDGBV+tvrU0iZUum9428r4iIiIjkHp9//rlz3bRpU7744gsABgwYkOE5o6OjeeaZZ+jZsyefffbZDccoWSM+Pp7Ro0dTr149zp07d01jqlSpgrWWv/76C4CqVasSEhKCtZannnoKgM2bN7Nv377MCltEJEeKjY2lTZs2jB49+rJ9evbsyaZNm/j666/5+uuv2bRpE6Ghoc7ztWvXEhISwqJFi9iyZQv9+vUjLCws3Q8q9u/fz7PPPuvUmMzuMpQwM8YUNsZ8BBwipYj/j8BBY8yHxphCVxm+EmiekfcVERERkdxn5MiRznXDhg1JTk6mSZMmVK9ePcNz+vj48Mwzz3DHHXek2u4p2VtsbCyzZs3ijz/+SJVIvZJu3bqxZ88eZs6c6bR17doVSEmUFSlSBJfLxcCBAzMlZhERd2nevDkiOeLMAAAgAElEQVRPP/00I0aMoHjx4gQHB/N///d/QMpKLl9fX3788Uen/xtvvEGJEiU4dChjG/aGDBnCqFGjaNSoUbrPt2/fztdff80HH3zAnXfeyZ133smMGTNYvnw5O3bsAGD06NG88sorNG7cmIoVK/L000/Tpk2bNIf2JCcn06tXL15++WUqVKiQoXizWkZXmE0G7gYeBIqef3U43/bGVcZ+BYw3xkwyxvQwxrS/+JXBeEREREQkB7LWsn//fgC8vb1ZsGABcGOrywAKFSrE888/z7p16/DxyWjZXslqxYoV46OPPmLRokX06tXrmsYUKVIkzWEBFxJmK1euJCAgAIDvv//evcGKSI4TExNz2VdcXNw19710Bezl+mXE7NmzKVy4ML/88gsTJ05k7NixfPfddzRv3pwhQ4YQGhpKVFQUmzdv5vnnn2fGjBmUKlUKgHHjxlGkSJErvi5OuF3NunXrCAgISFUDslGjRgQEBLB27drLjouKiqJ48eKp2saOHUtgYCD9+/e/zn8jnpPRnx66AA9Za9dc1LbCGHMOWEhKQf/Lef/8P4em88yi7ZoiIiIiecayZcuw1gJQu3ZtNmzYQNGiRZ2Ex43KaBF58Zw2bdpkeOzx48cJCAigatWq1KpVi82bNxMZGQlAQkIC27dv5/bbb3dXqCKSwxQpUuSyz+6//36+/PJL5z4oKIjY2Nh0+959992sWbPGuS9fvjzHjx9P0+/C/9+uR0hICGPGjAGgcuXKvPvuu6xatYp7772XV199lZUrVzJgwAD++OMPQkND6dSpkzP2iSee4OGHH77i/GXKlLnmWA4fPkxQUFCa9qCgIA4fPpzumM8++4xff/2VadOmOW3h4eF8+OGHbNq06ZrfOzvI6AqzQsCRdNqPnn92WdZaryu8lCwTERERyUNGjBjhXJcsWRK4sWL/+/bto0uXLkRERLglPvGs2NjYay7Y/+ijj1KqVCm+/fZb4H+rzC5Omg4aNMj9QYqIuFFISEiq+1KlSnH06FEAfH19+fjjj1m0aBHnzp3jrbfeStW3ePHiVKpU6Yqv6/3/a3ofPFlr021fs2YNffv2ZcaMGU5ZhTNnztC7d29mzJhBiRIlruu9PS2jK8zWAS8bY8KstXEAxpiCwJjzz0RERERErshay65du4CUQu0XEh2PPfZYhuf8v//7Pz7//HPOnj3LN99845Y4xTOioqJo2LAhO3fuJDw8nDvvvPOK/YsUKUJSUhJz5szhgQceoGvXrrzwwguUL1+ev//+m+Tk5OvaiiQiuc/Zs2cv+8zbO/X6nQtJqvR4eaVee+TOQ0Xy5cuX6t4Yk+q05wtbIU+ePMnJkycpXLiw82zcuHGMGzfuivN/9dVX11x0Pzg4mCNH0q6VOnbsmPMh1wU//PADDz74IJMnTyYsLMxp3717N/v27ePBBx902i58PT4+PuzYsYOKFSteUzxZLaMJsyGk1CL7xxizmZStlLWBeKB1egOMMS2Bd4FG1troS54FAGuBgdba/2YwJhERERHJQXbv3k1ycjIA1atXZ8eOHTRs2JAaNWpkeM5Ro0Zx9uxZRo0a5a4wxUMCAgJo1KgRZ8+eTVNbKD1hYWFMmTKFpUuXEhUVRZUqVdi0aRMhISE0a9aMn376icTERP7++2/KlSuXBV+BiGQ3FyeXPNX3RuzevZtnnnmGGTNmsHDhQsLCwli1apWTwHP3lsw777yTqKgo1q9fT8OGDQH45ZdfiIqKonHjxk6/NWvW0K5dOyZMmJCmBultt93G1q1bU7W98MILnDlzhilTplC2bNlrjierZShhZq3daoypDPQGbgMMsACYZ6293PnPQ4AZlybLzs8XZYyZBjxDyqmbIiIiIpLLTZ061bnevXs3AL17976hOW+77TY+++yzG5pDso8pU6YAULRo0av2rVOnDtWqVWPbtm189tln9O/fn1q1agEwfvx4Z0XFU089xdKlSzMvaBGRTJCcnExoaCitW7fmkUceoW3bttSsWZM33niD4cOHAylbMi8ttn8lhw8f5vDhw85q761bt+Ln50e5cuUoXrw4t99+O23atOGxxx5zapINGDCAdu3aUbVqVSAlWfbAAw8wePBgunTp4tQ28/X1pXjx4hQoUCDNB2EX/pt+Ix+QZYUM1TAzxjwH9LDWzrDWDrPWDrXWfgD0MMaMvMywWsDXV5j2W6BeRuIRERERkZzFWssXX3wBpGzJuOeeeyhbtizdunXL8HyS+xQtWvSakmWQsm0pNDQUgDlz5qR69tNPPznX69apgoyI5DyvvfYa+/btY/r06UDKdskPPviAF154IcPF9KdOnUqdOnWcUgjNmjWjTp06zv+fAebNm0fNmjVp3bo1rVu3JiQkhLlz5zrPZ82aRWxsLOPHj6dUqVLOq3Pnzjfw1WYPJiM/XBhj9gE9rbVrL2m/A1hgrb01nTFxQA1r7a7LzFkJ2GqtzViFVxHJVowx/kBUVFQU/v7+ng5HRESymfDwcO666y4AevTowSeffHLZIsJXY62lXbt21K9fn2effRY/Pz93hyvZwPfff8/EiRNZvHjxZYtWHzhwgFtuuQVrLXv37qV8+fKMGzeO1157LdVpd/r5RCT3iouLY+/evdx6660UKFDA0+FIJrjSn3F0dDQBAQEAAentcLweGT0lMxg4lE77MaDUZcZEAjWvMGfIZeYUERERkVymf//+zvUbb7wBpH8S17X44YcfWLFiBRMnTiQqKsot8Un2EhcXR1hYGN988w2TJk26bL+yZcvSokULIGVVBKQU546NjaVSpUpOv8mTJ2duwCIikuNlNGF2AGiSTnsT4OBlxqwAxhpj0qR4z5+w+TKwPIPxiIiIiEgOYa1l586dAOTPn5+IiAin+H9G3H333fznP/9h/Pjx3Hzzze4KU7KRAgUKMG3aNAYOHMiQIUOu2PfC6Wxz5szBWkvXrl0B2LNnj5OUVcJMRESuJqNbMkcCw8+/vj/f3AqYCLxhrR2fzpiSwO9AMimnZe4g5XTN24F/Ad5AXWtt2jNLRSTH0ZZMERG5nN9++40GDRoAEBgYyLFjx3jiiSd4//33PRyZ5AZnzpyhZMmSnDt3jl9++YWGDRtSr149fv/9d+f7DSAmJoZChQp5OFoRcTdtycz9svuWzInAh8C/gT3nX+8Ab6eXLAM4nwhrDEQA44HFwBJg3Pm2JkqWiYiIiOR+I0aMcK4bN25M8eLF6dChw3XPk5SUdEMr0yRn27FjR7rtfn5+dOrUCcApTP3www+n6XfhVDkREZH0ZChhZlOMBAKBRqScgFncWjv2KuP2W2vvB0oAd5wfW8Jae7+1dl9GYhERERGRnMNay5o1a5z7xYsXc+jQIe69997rnmv69OmEhITw9ddXOohdcpvk5GT69etHtWrVCA8PT7fPhW2Z8+fPJyEhwdmWeWF1GaDvGxERuaKMrjADwFp71lr7q7U2wlobfx3jTp0ft95ae+pGYhARERGRnGPZsmVcKAlSsWJFjDH4+vri7e19XfNYa3nvvffYtm0be/bsyYxQJZvy9vbG5XJhrWXdunXp9mnVqhXBwcGcOHGCr7/+mgoVKlCnTh2AC1t12Ldvn1YoiuRiGSk/JTlDVv3Z+mTJu4iIiIiIAB999JFz3aNHD6y1GTod0xhDeHg406ZN49FHH3VniJIDvPXWWzz22GM0aZLeOWTg4+NDv379+PPPPylZsiQA//rXv9i7dy+tW7fm7rvvxuVyMXv2bPr165eVoYtIJsuXLx8AsbGxFCxY0MPRSGaIjY0F/vdnnVkyVPRfRORqVPRfRETSU6lSJXbv3u3c33vvvXz77bcejEjyojJlynDw4EHKly/P3r17PR2OiLjZoUOHOH36NEFBQRQqVChDH8xI9mOtJTY2lqNHj1K0aFFKlSqVpo87i/5rhZmIiIiIZJkLyTJfX18SEhK46667rnuOI0eOOKuGRE6cOMG4ceN45ZVXrunUy9jYWEqWLMnBgwf5+++/cblceHndUKUaEclmgoODATh69KiHI5HMULRoUefPODMpYSYiIiIiWWL8+P8dpp6QkABAz549r2uOf/75hypVqtC+fXs++uija0qQSO5lreW+++5jw4YNWGuZPHlymj47d+5k9erVDBgwgLi4OGbOnMnGjRsBcLlcbNq0ibp162Z16CKSiYwxlCpViqCgIBITEz0djrhRvnz5rrvuaUYpYSYiIiIimc5ay0svvZSqrVGjRlSqVOm65vnmm2+Ii4vj4MGDqk0jGGN45ZVXePbZZ+nRo0ea58eOHeO2227D5XJxzz33cPbsWQYNGoQxxikavXDhQiXMRHIpb2/vLEuuSO6jtcciIiIikun++OMPkpKSAJxaMr169bruefr378/GjRt59913VZNGAGjbti2bN2+mQYMGaZ4FBgbSunVr2rZtS0xMDDVr1qRy5cpYa+nevTuQkjATERG5lBJmIiIiIpLp3nrrLefaWou3tzfdunXL0Fy1atUiJCTEXaFJLuDj87+NMxdOT7tg+fLlrFixgpo1a2KMoUuXLgCcPXsWgL179zJv3rysC1ZERHIEJcxEREREJNPNnz8/1f19991HYGDgNY/ft28fp06dcndYksssWLCA8uXLs379eqft0u1YFxJmq1atcp698sorWRekiIjkCEqYiYiIiEim2rJli7Pq58I2yt69e1/XHAMGDKBChQosX77c7fFJ7vHll19y7Ngx3n333TTPDhw4wDfffEO9evW45ZZbOHfuHMnJyQD89ddfWR2qiIhkc0qYiYiIiEimGjdunHNtraVw4cK0b9/+msefPn2aQ4cOERMTQ/Xq1TMjRMkl/u///o9///vfTJ8+PVX7b7/9xi233EKPHj1ISEhwVpldYK1lxYoVWRmqiIhkc+bC6TAiIu5kjPEHoqKiovD39/d0OCIi4kHFixfn1KlTeHl54XK5CA0NZc6cOdc1R3JyMr///nu6hd1FriY5OZly5cpx8OBBPv/8c0qWLEmTJk0ICQlhy5YtAISEhLB582YPRyoiIjciOjqagIAAgABrbfSNzKUVZiIiIiKSac6cOUNUVBQAXl4pP3pm5HRMb29vJcvkusXFxQEp3z8Xvu/mzJlDo0aN2LFjB5s3b8bX1xeAiIgIj8UpIiLZjxJmIiIiIpJpkpKScLlcznXJkiVp1arVNY9dsmSJM17kWm3atIkWLVrwyCOPOG1hYWFASp2zU6dOUaVKFQDatGkDgMvl4ueff876YEVEJFtSwkxEREREMs3kyZOd6yFDhjB06FB8fHyuaezs2bPp1KkTbdu2zazwJJcyxrBmzRqWLFnCsWPHAKhRowa1a9cmMTGRhQsXOn2TkpKc6/feey/LYxURkexJCTMRERERyRTR0dFMmDABgFKlSvHmm28yYsSIax4fHx+Pn58f9913X2aFKLlUrVq1mDp1Kn/99ReBgYFOe2hoKIBTQ++JJ57g66+/dp4vW7YsawMVEZFsSwkzEREREckUI0eOJDExEYDHHnvsusc/+eST7NmzhyeffNLdoUke8Pjjj1O2bNlUbT179sTLy4uff/6ZnTt34nK5cLlcBAcHAxAVFUVkZKQnwhURkWxGCTMRERERyRRLlixxritVqkR8fPx1z1GiRAkKFCjgzrAkD4qJiQEgODiY1q1bA/Dxxx/TpUsXAM6dO+f0HTBgQNYHKCIi2Y4SZiIiIiLidkeOHOHw4cPOfVhYGP/88881jV2wYAHbt2/PrNAkD0lMTGTQoEGULl2aAwcOAP/bljl37lxatGhBsWLFiIqKwhgDwKpVqzwWr4iIZB9KmImIiIiI2/3nP/9xrgMDA3nooYeoWLHiVccdOXKE/v37U6NGDTZs2JCZIUoekC9fPv744w+io6OdQv8dO3akSJEi7N27l/Xr19O+fXsA8ufPD6TUzjt48KDHYhYRkexBCTMRERERcbsxY8Y410uWLEmVQLuS+Ph47rvvPho0aEDdunUzKzzJQ15//XW+//57hg4dCkChQoV46KGHgJRVZhe2ZcbFxTlj3nrrrawPVEREshVjrfV0DCKSCxlj/IGoqKgo/P39PR2OiIhkoePHjzsnE3p5eZGcnHzdc8TGxlKoUCF3hyYCwPfff0+rVq0ICAhg3759lCtXjjNnzmCMwVpLuXLl2L9/v6fDFBGR6xQdHU1AQABAgLU2+kbm8nFPSCIiIiIiKRYtWuRcV65cmaSkJHx8ru/HTiXLJDMkJCSQmJhI8+bNGTRoEB06dMDPz49hw4ZRsGBBzpw5w6uvvsrff/9NTEwMhQsX9nTIIiLiIdqSKSIiIiJudXFx/x07dvD5559fdczWrVsZO3YsZ86cyczQJA9bvHgxlStXZty4cXh5efHOO+9wzz334O3tzZgxYxgxYgQvvfSSU/x/+PDhHo5YREQ8SQkzEREREXGradOmOdeFCxemXbt2Vx0zevRoxowZwzPPPJOZoUkeZozh77//5rPPPrvsNuHo6GgKFCgAwBdffJGV4YmISDajhJmIiIiIuM3u3bs5duyYc9+lS5dr2l4ZGhrK7bffzogRIzIzPMnD2rdvz+zZs9m0aRPe3t4AbNu2jaFDhzJ37lyioqIYPXo0586dA1Jq8WWk/p6IiOQOqmEmIiIiIm7TsWPHVPe9evW6pnEPP/wwXbt2dbbDibibl5cXYWFhqdq+++473nzzTRo2bIiPjw/Tp0/Hx8eHpKQk4uPjWbt2LU2bNvVQxCIi4klaYSYiIiIibnH27FkiIiKc+5IlS9KyZctrHq9kmWSlo0eP0qNHD7p27crzzz/P/fffj6+vL0lJSbRo0QKAGTNmeDhKERHxFCXMRERERMQtVqxYkeq+R48eVzwd0+Vy0b17d7744gustZkdnggAhw8f5p577qFGjRoULlyYhQsX0r59ewICAmjdujWA83378ccfa1umiEgepYSZiIiIiLjF1KlTU9337t37iv0XLFjAp59+SlhYGFFRUZkZmojjpptuYs+ePZw6dYrw8PBUzx566CEA9u/fD4C1lokTJ2Z5jCIi4nlGn+aJSGYwxvgDUVFRUfj7+3s6HBERyWTnzp2jSJEiuFwuAKpWrcr27duvuM3y1KlTvP766wQGBup0TMlSP/30E2XLluWWW24BYMeOHcyZM4emTZvy4IMPkpSU5PQtXbo0kZGRngpVRESuQ3R0NAEBAQAB1troG5lLRf9FRERE5IbNmzfPSZZByuqyq9UkK1asGOPGjcvs0ETSuOuuu1LdT548menTpxMWFkbLli359ttvnWcHDx7EWqsaeyIieYy2ZIqIiIjIDZs5c2aq+549e162r3Y4SHZy5MgR5/t10aJFPPDAAwBUr17d6fPhhx96JDYREfEcJcxERERE5IZYa9m5c6dz37hxYypUqHDZ/uPHj6dnz57s2bMnK8ITuaxXXnmF8uXLs2vXLipXrkxMTAy+vr5ERkaybNkyp9/48eM9GKWIiHiCEmYiIiIickOMMZw+fdq5v1Kx/5iYGCZOnMj8+fP55ZdfsiI8kcsqVKgQcXFxrFq1irCwMAAWLlxI6dKlufXWWylUqBAAe/fu9WSYIiLiASr6LyKZQkX/RUTyjlOnTlG8eHEA6tevz1dffUWJEiUu23/jxo189NFHTJkyBS8vfX4rnhMTE8O6deto1aoVf//9N+XLlwdg3759BAYGcuutt3L06FEAfv75Z+644w4PRisiIlfjzqL/SpiJSKZQwkxEJG9ISkri9ttvZ9euXc5KM/13X3Kqli1bsnr1al5++WXWrl3LN9984zxr3749S5cu9WB0IiJyNe5MmOkjPRERERHJsOXLl7Nr1y4AKleufMVkWXx8fFaFJXLdEhMTnYL/H3/8MWfOnAEgX758AKxcudJjsYmISNZTwkxEREREMmzRokXOdYMGDS7b788//6Rs2bJMmjRJp2RKtvPbb79RpUoVZs6cSeHChdm5cyf16tUDcLYbx8bG8sMPP3gyTBERyUJKmImIiIhIhiQnJ/Ppp58698aYy/adOnUqx44d46effrpiPxFPqFChAsePH+fYsWO0bt0agBMnTgA4NcwAhg8f7pH4REQk6ylhJpILGGOeNMbsNcbEGWM2GGOaXqFvX2OMTedV4DL9nzv//K3M+wpERCQn+umnn0hMTATAy8uLJ5988rJ933jjDWbNmsW4ceOyKjyRa1a8eHG+/vpr9u7dy6BBgwBYsWIF9erVS7Ui8vfff/dUiCIiksWUMBPJ4Ywx3YC3gNeAOsCPwFfGmHJXGBYNlLr4Za2NS2fuBsAAYIu74xYRkZxvwoQJzvVdd93FnXfeedm+3t7e9OnTh2rVqmVFaCLXrUmTJhQqVIjmzZtTtmxZTp8+ze23356qT3JyMrt37/ZQhCIikpWUMBPJ+YYCH1prP7DWbrfWDgEOAAOvMMZaaw9f/Lq0gzGmCDAPeAw4lSmRi4hIjuVyufj222+d+1mzZqXb7+jRo6pZJjmKl5cXbdq0AXBWUF5s/PjxWR2SiIh4gBJmIjmYMcYXqAd8e8mjb4HGVxhaxBiz3xjzjzFmuTGmTjp93gO+tNZe05FQxpj8xhj/Cy/A71rGiYhIzrR27VqSk5MB8PHx4ZZbbknTx1rL/fffT8OGDdm2bVtWhyhy3ay1dOzYkRkzZvDuu+8yf/58Bg0axL///W/uuOMOIOVkWBERyf18PB2AiNyQEoA3cOSS9iNA8GXG/An0BbYC/sBgINwYU8tauxPAGNOdlERc/euI5TlgzHX0FxGRHOzmm292rvPnz59uIf8dO3awY8cOAEqUKJFlsYlklDGGMmXK4O3tTVxcHMYY3nnnHQCCgoJ46KGHOHLkCPv27aN8+fKeDVZERDKVVpiJ5A6X7nUx6bSldLT2Z2vtx9bazdbaH4GHgb+ApwCMMWWBKUCv9OqaXcF4IOCi181X7i4iIjnZ5MmTnev+/funmzC77bbb2L17NwsXLiQoKCgrwxPJsBdeeIG//vqLYcOGARAfHw9AnTr/W5D/6quveiQ2ERHJOkqYieRsx4Fk0q4mCyLtqrN0WWtdwK9A5fNN9c6P32CMSTLGJAF3A0+fv/e+zDzx1troCy/gzPV/OSIikhMkJiYyffp0537IkCGX7RsUFETbtm2zIiwRtyhVqhQVKlQAYPDgwZQsWZJVq1bRt29fp8+WLToPSUQkt1PCTCQHs9YmABuAey95dC+w9lrmMClLAmoDh843rQJqnm+78PqNlAMAaltrk288chERycmGDRvmrLopUKAAt956a6rn586dc7ZiiuRk+/btIyoqigkTJvDjjz/i45NS0Wbz5s3ExV3PQnwREclplDATyfkmA48aY/oZY243xrwJlAOmAhhj5hhjnOOcjDFjjDH3GWMqGGNqAx+SkhSbCmCtPWOtjbj4BcQAJ85fi4hIHpaUlMS0adOc+8cffzxNn7fffptq1arx4osvZmVoIm61YMECvv32W5o0acIHH3wApHz/BwUFkZCQwKeffurhCEVEJDMpYSaSw1lrPwWGAC8Bm4BmwP3W2v3nu5QDSl00pCgwHdhOymmaZYBm1tr1WRa0iIjkWGvWrCEhIcG5Ty8p9ueff+JyuahSpUpWhibiVrVq1SI+Pp6EhAQCAwNp0qQJAH5+KQeBjxo1ypPhiYhIJjPWplsXXETkhhhj/IGoqKgo/P39PR2OiIi4yYABA5gxYwYAhQoVIiYmJt1+69evp379+nh56fNZybk2btxI7dq1McYwZcoUhgwZQmBgIMeOHQMgJiaGQoUKeThKERG5IDo6moCAAICA87W1M0w/wYiIiIjINUlMTGTevHnO/cCBAy/bt2HDhkqWSY5Xp04dEhMTGTJkCBMmTABwkmUAI0eO9FRoIiKSyfRTjIiIiIhck5UrVxIbG+vcv/LKK6mez507l7Nnz2Z1WCKZytfXl9WrV3Po0CEqVqyY6tnHH3/soahERCSzKWEmIiIiItfko48+cq7r1atHwYIFnftVq1YRFhZGtWrVOHfunCfCE8kUUVFRREZGAhAXF4ePjw+FCxcG4PTp06lq+omISO6hhJmIiIiIXJO9e/c610OHDk31zFpLxYoV6dixY6pEmkhOFxAQQEhICACRkZH89NNPvPbaa87zi69FRCT3UNF/EckUKvovIpL7lClThoMHDwKQlJSEt7d3qucJCQnEx8c7pwiK5BYHDhzg8ccf56uvvuK5555j+PDhFC9eHICgoCCOHDni4QhFRARU9F9EREREspi1luPHjwMpCYJLk2WQUutJyTLJjcqWLUu/fv2AlFp9Bw4ccP4OHD9+HC1CEBHJfZQwExEREZErSkhIoE+fPk6tpjfffNN5Nn36dJYvX66EgeR6Dz74IMWKFeOff/6hS5cuJCcnA+ByuVi2bJmHoxMREXfTlkwRyRTakikiknssWbKETp06ASmryOLj4wE4ePAglStXJjY2lu+++4577rnHk2GKZLq6deuyceNGChUqlOrE2DvvvJO1a9d6MDIREQFtyRQRERGRLLRw4ULn+vbbb3euixQpwlNPPUWLFi1o1aqVJ0ITyVJhYWFAymmZgLMt8+eff/ZYTCIikjm0wkxEMoVWmImI5A7nzp2jWLFizqqyt956i8GDB6fq43K58PLS57CS+7lcLipVqsTevXsxxqTaivzBBx/Qv39/D0YnIiJaYSYiIiIiWWLFihVOsgzgqaeeStNHyTLJK7y8vHj00UcBLvxC5nj11Vc9EZKIiGQS/XQjIiIiIpc1ffp057pYsWJ4eXmxYsUKevTowb59+zwXmIiHhIaGYozh9OnTqdr/+ecfD0UkIiKZQQkzEREREUlXTEwMK1eudO5feOEFrLWMHDmSBQsW8P7773swOhHPKFu2LA0bNsQYk6o9KSlJhf9FRHIRJcxEREREJGjEY48AACAASURBVF1ffvklLpfLuR88eDDGGObOnUvnzp157rnnPBidiOd88803VKlSheDgYF577TX8/PwAmDRpkocjExERd1HRfxHJFCr6LyKS8/3zzz+ULVsWgKCgII4cOeLhiESyj0OHDhEcHIwxho4dO7J06VJ8fX1T1fwTEZGspaL/IiIiIpLp3nnnHed6yJAhJCQkeDAakeylVKlSnDlzhvDwcO677z4AEhIStC1TRCSXUMJMRERERNKw1jJ58mTnvlu3bpQvX57JkyeTnJzswchEsoft27cTHBxMmzZtGD16tNO+ZMkSD0YlIiLuooSZiIiIiKTRuXNnkpKSAPDz82P69OkcOnSIZcuW4eWlHyElfXFxcezZs4cff/yRBQsWsGrVKk+HlGmqVq1KUFAQCQkJqU7M/PLLLz0YlYiIuIuPpwMQERERkezl9OnTqVbJPPnkk7z22mtUrlyZunXrpjkdUHI/l8vFiRMniIyMJF++fFSvXh1ISZB17tyZyMhIIiMjOXHiRKpxHTp0oFWrVgDEx8czcOBARo0aRZUqVbL8a3A3Ly8v1q1bx9y5cxk5cqTTvm3bNnbt2kWlSpU8GJ2IiNwoFf0XkUyhov8iIjnX1KlTGThwoHOfmJiIj48+Z82tzp07R2xsLDfddBOQ8uc9YsQIJwkWGRnJoUOHnBp27du3Z+nSpUDK1t3ChQtz7tw5Z74CBQpQpkwZSpcuTbNmzXj11VcBGDNmDGPHjqVgwYJMmDCBf/3rX7litWJ8fDwPPvgg3333HYUKFSI2NpbmzZuzevVqT4cmIpLnuLPovxJmIpIplDATEcm5qlevzrZt24CU7ZinT5/OFYmNvCw5OZkZM2Zw8ODBVImwyMhITp06ddUkGIAxhqCgIO655x4+/vhjp33hwoUEBARQunRpypQpQ7FixdJdhXjgwAH69evHypUrAWjZsiUzZ86kXLlymfiVZ43p06fz+OOP4+vrS0JCAt7e3s6WZhERyTpKmIlItqeEmYhIznTy5ElnpRFA0aJFqVy5MvPnz6dixYoejEwuZa3lhx9+SJMAu5AUa9iwIf/5z3+cvkWKFCE2NjbduRo3bkx4eLhzP2HCBGel2IVXqVKlyJcv3w3F7HK5mDp1KsOHDyc2NhZ/f3+mTJlCnz59cuxW3//+97+0a9eOM2fOpGpfvnw5DzzwgIeiEhHJm5QwE5FsTwkzEZGcafjw4UyaNAlI2Vrn7e1NkSJF2LlzJ35+fh6OLvez1nLkyJE0SbALr6pVq/LOO+84ff38/IiJiUl3rnr16vHbb78590888QReXl7OdsmLk2EBAQFZmrDauXMnffv2Ze3atQC89NJLvPzyy1n2/u50+vRpgoODiY+PT9VetWpV/vzzTw9FJSKSNylhJiLZnhJmIiI5U4kSJZzC7c8++yzPPvssf/31F02bNvVwZDnf2bNn010JVqpUKZ577jmnn5+fH2fPnk13jrp167Jhwwbnvm3btsTHx6dKfl143XzzzZQpUybTv66MSk5OZtKkSbz++uusX7+eChUqeDqkDOvevTuffvopkLJ11VqLMQaXy+XhyERE8hYlzEQk21PCTEQk54mMjOTmm2927n///Xfq1KnjwYhyhuTk5DSrwvz8/AgLC3P63HzzzURGRqY7vk6dOvz+++/OfbVq1YiKikp3JViFChVyXfLyzJkzqVYvfvzxxzzwwAMUK1bMg1Fdn6+++or777+f4sWL89BDDzF9+nQAlixZQocOHTwcnYhI3qGEmYhke0qYiYjkPAcOHKBmzZpERUXh5eVFUlJSjq0r5S7R0dHOajBjDC1btnSetWrVih07dnD48GGSk5NTjbs0CXbbbbexY8cO/Pz80qwEq1KlCn379nX6ulyuPHvIwqpVq7jnnnsoXbo0H374IW3atPF0SNckKSmJsmXLcvjwYWbOnMkjjzwCQOXKlfnrr788HJ2ISN7hzoSZzgcXEREREQCCgoKcOkwXirMPHDjQw1FljsTERA4fPkxsbCxVq1Z12gcOHMiOHTuc7ZIXb42sXbs2GzdudO4vrCYD8Pb2Jjg42EmCVatWLdX7fffddxQtWvSa6sDl1WQZgL+/P1WqVOGvv/6ibdu2PP7440yaNIkiRYp4OrQr8vHxoXfv3kyaNIk5c+Y42zL37t3r6dBERCSDtMJMRDKFVpiJiOQsUVFR9OrViy+//NJp27p1KzVq1PBgVNfPWsu5c+coVKiQ0/bmm2+yc+fOVFsmjxw5grWWWrVqsWnTJqfv7bffnqZQe0BAAGXKlKFGjRpOnSqA8PBw8ufPT5kyZQgKCsLb2zvzv8A8IDY2lueee463334bgAoVKjBr1qxsvxV169athISEpGlfuXIlrVq18kBEIiJ5j7Zkiki2p4SZiEjO0rlzZxYvXgxA/vz5iYiIoFKlSh6O6sqstSxYsIDly5enKqJfqVIlNm/e7PSrVq0a27dvTzPex8eHGjVqpFo1tmDBApKSkpyVYqVLl872q5tyq++//55HHnmEv//+G2MML7/8Mi+++KKnw7qiunXrpvp+AmjcuDHh4eEeikhEJG/RlkwRERERcZsdO3Y4yTKAO++8M9sny44cOcKAAQP44osv0jy7tLh+v3790i2iHxQUlGb7Y/fu3TM1brl2LVu2ZMuWLTzzzDPMnDkzR5yi2adPHydhdmFb5rp165xTM0VEJOfQCjMRyRRaYSYiknP8+OOPNGvWzLlftmwZ7dq182BEV9ejRw8WLFiAr68vQ4YMoVatWqlWhV28JVNyvvXr19OgQQMn6fTnn39SsWJF8uXL5+HIUjt27BilSpVKcwjE1KlTefzxxz0UlYhI3qEtmSKS7SlhJiKSc0ycOJGRI0c698nJydm+8HxkZCS9evXi7bffTrdulORex48fp0aNGpQtW5bZs2enOWDB0zp06JBm5WNgYCBHjx71UEQiInmHOxNm2fsnIRERERHJVNZapkyZ4twXLVo0WybL1qxZw5gxY5z7MmXKsGbNGiXL8qDt27eTkJDAb7/9Rt26dZk8eTIul8vTYTn69OmTpu3YsWMeiERERG5E9vtpSERERESyzFNPPcXBgwed+9mzZ3swmrTi4uIYNmwYLVu2ZOzYsXzzzTeeDkk8rGnTpkRERNCmTRvi4+MZNmwYLVq0YM+ePZ4ODYAHHniAtm3bEhwcnKr94hNoRUQk+9OWTBHJFNqSKSKS/f366680bNjQuff29iYpKcmDEaW2ceNGevfuzbZt2wB47LHHeOONN/Dz8/NwZJIdWGuZMWMGQ4cOJSYmhsKFCzN58mQee+yxbFFgf9myZbhcLvr378+JEydo3rw5q1ev9nRYIiK5mrZkioiIiMgNe//991PdN2rUyEORpJaUlMRrr71Gw4YN2bZtGyVLlmTZsmVMnz5dyTJxGGMYMGAAW7ZsoWnTpsTExBAeHp4tkmUADz74IB06dKBjx44A/Pe//yUxMdHDUYmIyLXy8XQAIiIiIpL1Tp48ybx581K1TZw40UPRpNalSxenaHrnzp2ZOnUqgYGBHo5KsqsKFSqwevVqpk6dSq9evZz2uLg4ChQo4LG4jh8/zvz58yldujQALpeLrl27smTJEo/FJCIi104rzERERETyoFmzZpGQkODcG2No3LixByP6n759++Lv78/s2bP57LPPlCyTq/L29uZf//oXRYsWBVK2a3bp0oVu3bpx4sQJj8T0wQcf8PTTTzN58mSnbenSpWzfvt0j8YiIyPVRwkxEREQkj3G5XLzzzjup2mrWrOmhaODgwYP897//de47derEnj17CAsLyzbb6yRn2bRpE9988w0LFy6kRo0aHim4HxoaSt26dVNtw/Tx8dH3tIhIDqGEmYiIiEges3LlSvbt25eqbe7cuR6JZeHChdSsWZPOnTtz6NAhp/2mm27ySDySO9SpU4dffvmFatWqcfjwYdq1a0f//v2Jjr6h+s/XpUyZMmzYsIGwsDAA8uXLR1JSEj///HOWxSAiIhmnhJmIiIhIHvP000+nuvf29iYkJCRLYzh16hQ9e/akW7dunDx5kltuuYWYmJgsjUFyt3r16rFhwwaGDRuGMYaPPvqIkJCQLD+psk+fPgAkJycDMHz48Cx9fxERyRglzERERETykG3btrFjx45UbXfffXeWxvDdd99Rs2ZN5s+fj7e3Ny+++CLr1q2jUqVKWRqH5H4FChRg0qRJrFmzhltvvZX9+/fz+OOPk5SUlGUx1KhRg8DAQFwuF5ByGMCwYcPYv39/lsUgIiLXT6dkioiIiOQh8+fPT9N26WmZmcVay+DBg536aZUrV2bu3LnccccdWfL+knc1a9aMLVu2MHz4cHr37o2PT9b9GjRixAiOHTuWqm3y5MnExcXx3nvvZVkcIiJyfbTCTERERCSPSEhIYMaMGanamjZtSnBwcJa8vzHGKYD+5JNPsnHjRiXLJMsUKVKE999/nyZNmjht7777Li+88EKqE2PdrXfv3um2t2jRItPeU0REbpyx1no6BhHJhYwx/kBUVFQU/v7+ng5HRCTPs9Yye/ZsHnnkkVTtq1evpnnz5pn2vomJiURHRztF/GNiYvj5559p1apVpr2nyLU4ePAgFStWJC4ujtq1azNnzpxMOS3W5XJRqVIl9u7dS4kSJTh+/DgA4eHhNG7c2O3vJyKSl0VHRxMQEAAQYK29oZNetMJMREREJA/46quveOKJJwAoXLgwkLLiplmzZpn2nn/++SeNGzfm4Ycfduo3FS5cWMkyyRZKly7NnDlzuOmmm9i0aRP169dnwoQJTnF+d/Hy8iI0NBSA2267zWm/8PdRRESyJyXMRERERPKAWbNmER8fT+/evYmLiwNSEgZeXu7/cdDlcvH2229Tp04dfvvtN37//Xd27tzp9vcRuVFdu3YlIiKCdu3akZCQwKhRo2jWrBm7du1y6/uEhYUBsHbtWgoUKABAREQEn3/+OVOnTnXre4mIiHsoYSYiIiKSB8yfP58PP/yQ+++/31lBc+GXeHc6cOAArVu3ZvDgwcTFxdG6dWsiIiKoWrWq299LxB2Cg4P54osv+PDDD/Hz82Pt2rXUr1+f06dPu+09KlasyF133YXL5XJWW1pr6dKlC8OHD+fkyZNuey8REXEPJcxEREREcrlz584RHR3Nzp076dmzJwD58+dn9OjRbnsPay3z5s2jZs2arFq1ioIFC/Lee+/x9ddfU6ZMGbe9j0hmMMbQr18/tm7dSosWLRg6dChFixZ163v06dMHINUBA0WKFGHIkCF4e3u79b1EROTGqei/iGQKFf0XEcketmzZQnh4OM888wzx8fFOe/v27Vm6dKnb3ichIYE6deqwbds2GjZsyNy5c6lSpYrb5hfJKhdWgfn4+ACwefNmtmzZQu/evTHGZHjeqKgoypQpQ0xMTKr2xMRE571EROTGqOi/iIiIiFzV/v37adiwIc8//3yqZBnA2LFj3fIeFz589fX1Ze7cuYwdO5bw8HAlyyTH8vLychJY8fHxhIaGEhYWRpcuXTh69GiG5w0ICOCpp55K0/78889neE4REck8SpiJiIiI5FKbN28mX758VKtWzTkZE8DHx4datWrd0Nxnz57liSeeYOLEiU5b3bp1efHFF7VaRnINb29vunfvTr58+Vi8eDE1atRg8eLFGZ5v6NChTtH/C/7973+zbds2BgwYkGb1mYiIeI4SZiIiIiK5VPv27dm5cyedOnVK9Yt4vXr1bmjetWvXUrt2baZNm8aYMWM4dOjQjYYqki35+PgwevRo1q9fT82aNTl27BidO3cmLCwsQ4cCBAYGMmjQoFRtZ8+epX379syYMYNp06a5K3QREblBSpiJiIiI5FJnzpyhSJEirFixIlX7J598kqH5EhISGD16NE2bNmX37t2ULVuWFStWUKpUKXeEK5Jt1a5dm19//ZVRo0bh5eXF3LlzqVGjBnv37r3uuYYNG5ZmFWaFChXo1KkTLVu2dFfIIiJyg1T0X0QyhYr+i4h4Tnh4OMWLF2fp0qW89tprnD171nlWvHhxTpw4cd1zRkREEBoayqZNmwAICwtjypQpbj9JUCS7W7t2LX369KFUqVKsXr06Qydcrlixgg4dOpCcnIy1lsDAwBuqjyYiIincWfRfCTMRyRRKmImIeEZCQgLVq1dnz549lChRgqNHj1KgQAHi4uIAeOmll3j55Zeva86oqCjKlStHdHQ0N910E9OmTaNLly6ZEb5IjhATE0N0dLSzujI2NpatW7dyxx13XPMc27ZtY9euXXTo0AFIOdG2Zs2amRKviEheoVMyRURERCRdUVFRVK9eHX9/f44ePUqxYsUoU6aM8/yFF1647jkDAgJ48cUXeeCBB4iIiFCyTPK8woULp9qKPGrUKBo3bszIkSPTnEh7OdWqVeOBBx4gX758AHTt2pXo6GjGjx/P/PnzMyVuERG5dkqYiYiIiOQigYGBLFmyxCns37dvX3bv3u08u/DL+ZVYa5k5cybr16932oYOHcqyZcsIDg7OnMBFciiXy8WZM2dwuVxMnDiR+vXrs3HjxquOS0pKolatWiQmJgKwa9cuZs2axejRo3n++eeddhER8QwlzERERERymT179vD9998DsGjRIqf99ddfv+rYo0eP0qlTJ/r160doaCixsbEAeHl5YYzJnIBFcjAvLy9mzpzJ4sWLCQwMJCIigoYNG/Lqq6+SlJR02XE+Pj6ULl3auU9OTqZevXo0a9aMsWPH4uWlX9VERDxJ/xUWERERyQV2797N2LFjiYmJYdq0aVhr8fLy4u+//wbAGEOfPn2uOMfSpUupUaMGS5cuJV++fPTr14/8+fNnRfgiOV7Hjh2JiIigU6dOJCUl8eKLL9K4cWNnhWd6nn/++VT3n3zyCT/88AO9e/fO0GECIiLiPir6LyKZQkX/RUSy1kMPPcSiRYvo3r073333XZqTMOvVq8dvv/2W7tjo6GiGDBnCzJkzAahZsyZz586lVq1amR63SG5jrWXevHkMGjQIYwwRERGp6gheqk6dOs7pswULFuTIkSP4+fllVbgiIrmKiv6LiIiISCrdunWjUqVKhISEcOLEiTQrw/7zn/+kOy4yMpKQkBBmzpyJMYYRI0bw66+/KlkmkkHGGHr37k1ERASfffZZqmTZyZMn0/Tv27evc33u3Dm6dOmCy+Vi6dKl9O7dG5fLlRVhi4jIJbTCTEQyhVaYiYhkveTkZJo2bcq6deswxnDh57yCBQs6tcguZa2lTZs27Ny5k9mzZ9O0adOsDFkkz1i2bBm9evXizTffpF+/fk5NwGPHjlGyZEnn76u3tzfHjx/nlltuITo6ms8//5xOnTp5MnQRkRxDK8xEJBVjzJPGmL3GmDhjzAZjzGV/2zHG9DXG2HReBS7q85wx5ldjzBljzFFjzBJjTNWs+WpERCSjtmzZwrp16/Dy8uLiD0WHDRuWqt/mzZs5c+YMkLIaZu7cuWzevFnJMpFMNHv2bM6cOcOjjz5K+/btOXToEJByeu3dd9/t9EtOTmb58uWMGjWKUaNGcdddd3kqZBGRPE0JM5EczhjTDXgLeA2oA/wIfGWMKXeFYdFAqYtf1tq4i57fDbwHNALuBXyAb40xhd3/FYiISEbFxcVx//33s2LFCqy1vP/++wCptmOWLVuWsWPHAim/iI8fP54GDRowdOhQp09QUJBqJolksk8//ZSJEyfi6+vL8uXLqVGjBgsXLgRI9fcRUpLczz33HOPHjycwMNAT4YqI5HlKmInkfEOBD621H1hrt1trhwAHgIFXGGOttYcvfl3ysI21dpa19g9r7WbgEaAcUC/TvgoREblu7733Hl999RWPP/44R48eZd68eUBKHaQLBg8ejDGGXbt20axZM0aPHk1iYiInTpwgMTHRU6GL5Dne3t4MHz6cDRs2UKdOHU6ePEm3bt3o0aMHd955JwMGDHD6Hj16lLNnz3owWhERUcJMJAczxviSksT69pJH3wKNrzC0iDFmvzHmH2PMcmNMnau8VcD5f6atVCsiIh7Tv39/hg8fzsSJEwkICODdd9+lR48e3HPPPU6f0NBQpk2bRu3atVm7di3+/v7Mnj2bRYsWkS9fPg9GL5I31ahRg59//pkXX3wRb29vFixYwNq1a5k2bRqNG//vx7ewsDAAduzYQd++fXnvvfc8FbKISJ6kov8iOZgxpjQQCTSx1q69qH000Mdam6bumDGmEVAJ2Ar4A4OB+4Fa1tqd6fQ3wFKgmLX2SrXR8gMXH8nmB/yjov8iIlmvSJEixMTEULBgQVq0aMGKFSsAaN68ObNmzeKWW27xcIQiAvDrr7+yfPlyXn75ZQA2bNhA/fr1AfD19SU+Pp7XX3+dESNGULRoUfbs2UOxYsU8GbKISLbmzqL/Pu4JSUQ87NLMt0mnLaWjtT8DPzsdjQkHfgeeAp5OZ8i7QAhwtYqzzwFjrjFeERG5AYmJiemuDktISODpp58mJiYGgB49erBs2TLy58/P+PHjGTx4MF5e2mAgkl00aNCABg0aOPcXn2abkJBAeHg4zz77LKdOnaJ79+5KlomIZCGtMBPJwc5vyYwFulprF1/UPgWoba29+7KDU88zA7jZWtv2kvZ3gI5AM2vt3qvMoRVmIiJZpH379vj7+zNhwgTKlCnDyJEj8ff3Z9KkSZw+fRqAfPnyERcXx+rVqwkODqZ69eoejlpErqZnz57Mnz/fua9atSp//vmnByMSEclZ3LnCTAkzkRzOGPMLsMFa++RFbduApdba565hvAHWA1uttf0uansH6AQ0T2+r5jXM6w9EKWEmIuJe27Zto3r16vj4+BAREYG/vz/lypUjKSkpVb/27duzdOlSD0UpIhkRHR1NvXr12LVrl9P2ww8/0KxZM+d+586dvPLKK0yfPp0CBQp4IkwRkWzLnQkzrckXyfkmA48aY/oZY243xrxJyomWUwGMMXOMMeMvdDbGjDHG3GeMqWD+n737Do+i2v84/j7pCUkIVVoQEEGaYkGlKF0EG+bqBcEC2EAElSaKiqJiAUFE7qVLu1QBBQuKAQUpFkCkinQSIJSQ3ja78/sj7PyyECSBNODzep48ZGbOnP1OcsjOfucUYxoCU4CG7vKnjQMeBboAicaYCqe/AgvrokREJGd169Zlw4YNfPLJJ9SuXZvQ0FCGDx+Ot7e3R7kPP/ywiCIUkQsVGhrKggULPPY1b96cN998E4fDQWZmJu3bt2fmzJm88sp5n4uKiMhFUA8zkcuAMeY5YBBQEdgKvGRZ1qrTx34E9luW1e309mggAqgAxAObgDcty1qXrb5z/WHoblnWtFzGpB5mIiKF4LfffuO+++4jJibG3ufr60tGRkYRRiUiF6NVq1asXLnSY9/w4cN55ZVXiIyM5M0332TBggVUqFChiCIUESmeNCRTRIo9JcxERPJXSkoK6enp9qTfDoeD4cOHM2zYMFwul0fZZ555hgkTJhRFmCKSD5YuXcr9999vb9euXZsNGzZQokQJACzLImsGDRERyU5DMkVERESuMCNGjKBmzZrMmjULgHXr1vHmm2+elSwzxvDf//63KEIUkXxyzz33UKZMGXvb39/fTpa5XC4GDhzI3r17gaw5zn755ZciiVNE5HKmhJmIiIhIMedyufj222+JjY3F3z9rQeJzDcVq0aIFXl66xRO5lHl5efHpp59St25dALZs2WKvgDtu3Dg++ugjrr/+el544QXatm3L/fffz8GDB4syZBGRy47upkRERESKOS8vL+bOncttt93GrbfeCsD48VlrtbRu3ZqqVavaZT/77LMiiVFE8lfnzp3ZsGED3t7eWJZFixYtALj33ntp3rw5ycnJfPLJJwQEBHDbbbdRrly5og1YROQyo4SZiIiISDFmWRazZ8/mxhtv5JdffqF3797ExMQwdepUAPr27Wv3LClXrhxXX311UYYrIvkoICDA/j+9efNmoqOjqV69OitWrGDUqFH4+/uTmJjIqlWrWLx4MZqfWkQk/yhhJiIiIlJMnThxgpYtW9K1a1fi4uJo1KgRH330EX379iU+Pp4bbriBjz/+2C7/xhtvFGG0IlIQsk/u714508vLi5deeolNmzZxyy23EB8fT9euXXnllVc0n5mISD5RwkxERESkGPr222+pVasWP/30EwBDhw5l7dq1/PXXX8yfPx9jDImJiR4foJ9//vmiDFlECkB4eLj9/YwZMzyO1alTh7Vr1zJs2DACAwM5duwYt99+uxb+EBHJB0qYiYiIiBQzCxcupEOHDpw6dQpjDI8++ihvvvkmycnJ9OrVCwBvb297lTyAu+++u6jCFZECNGrUKPv7lStXsmvXLo/jvr6+vP766xw4cIBrr70WgJiYGL7++mvi4+MLNVYRkcuJ0Th3ESkIxphQID4+Pp7Q0NCiDkdELiNpaWk4HI6iDqNApaWl0aJFC1q2bEm/fv0oU6YMJUuWpFevXowfP55SpUpx6tQpvL29cTqdAKSkpBAYGFjEkYtIQWjTpg2RkZEAlCpVil27dlG2bNmzylmWxZo1awgJCaFRo0ZUrFiRzz77jFatWhV2yCIiRSIhIYGSJUsClLQsK+Fi6lLCTEQKhBJmIlIQ0tLSWLVqFSkpKUUdSr5yOBxERkbStm1bvL29AUhPT6dUqVLceeedBAQEsGrVKpo3bw5AyZIlPXqO1KhRgz179hRJ7CJS8L755hvuuecee7t37958+umn5yz/66+/8sgjj9i9UPv06cP7779PUFBQgccqIlKUlDATkWJPCTMRKQiJiYlERkbi4+ODr69vUYeTL/bv38+IESPYs2cP3bt3p1OnTqxYsYJq1apRsWJFWrduja+vLzfccAO7du2iadOmrFmzhqCgIDtxuG3bNurWrVvEVyIiBcXlclGmTBni4uKAf3NqQwAAIABJREFUrIUATpw4QenSpc95TkxMDI0bN2bfvn0A1KpVi+nTp3P77bcXSswiIkUhPxNmPvkTkoiIiEjh8fX1xd/fv6jDuCgul4vPP/+cyZMn43A4CA0NpVq1apw6dYrRo0fjdDrtuYvefvttdu3aRYUKFThy5AiAnSy7+eablSwTucx5eXnxwgsv8NZbbwFZQy9HjhzJ8OHDz3lOfHw8sbGx+Pr6UrJkSTvhPnToUK2oKyKSC5r0X0RERKSQHT16lH79+vHf//4Xh8PBbbfdxtSpU7nzzjsBaNSoEQ0aNKBq1aqkp6czf/58AJ544gn27t2Lj8//P/OcO3dukVyDiBSul19+mQYNGtjbI0aMsHuc5aRWrVosXLiQFStWsGvXLh599FFcLhfBwcGFEa6IyCVPQzJFpEBoSKaIFAT3kMzAwMBLtofZ2rVreffdd0lJSSEgIIDevXtzzz33YIzxKBcfH49lWbRu3RpjDAsWLKBz587MmDGDPn364HA4aNGiBStXriyiKxGRwmZZFn5+fmRmZgLw1ltv5am32A8//EDLli3tuRIPHTpExYoVPZLwIiKXsvwckqkeZiIiIiKFqGLFijgcDurVq8fkyZO59957z0qWAQQEBNjfBwcH0717dwIDAwkICLBXCe3Vq1ehxS0iRc8YwwsvvGBvDx8+nISE3H0ePHz4MMOGDWPDhg1A1rDuNm3acMcdd7Br164CiVdE5FKmhJmIiIhIAYuKirK/r169OmPGjGHMmDFUrlzZ3r927VqmT59OamoqAEeOHGHZsmW4XC4gq2fJypUrGTZsGJA1p9HDDz9ciFchIsVBu3bt7O/T09MZN25crs4bOnQoq1ev5sknn8TlcrFlyxaOHj3K+vXradiwIWPHjrX/3oiIiBJmIiIiIgUmOTmZDz/8kCeeeIIdO3bY++vUqWMPiQJwOBz85z//Ydq0aSxcuBDLshgzZgwTJkzg9ddfZ9euXdStW5cHH3yQvXv3AvD888/n2DNNRC5vV111lcf2e++9R1JS0nnPGzVqFP/+97/58ssv8fLy4rbbbmPLli20bt2a1NRU+vbtS9u2bdm5c2dBhS4icklRwkxERESkAGzevJmnnnqKb7/9Fsuy2Lp16znL+vj40KNHD+rVq0dERASWZXH77bcTGhpKjx49GD16NDt37rQ/FPv5+fHRRx8V1qWISDFy/fXX07x5c3s7MTGR8ePHn/e8kJAQ5s2bR40aNex9VatW5fvvv2fs2LEEBgayYsUK6tSpw4MPPojT6SyQ+EVELhVKmImIiIjko4yMDMaPH89LL73E0aNHqVChAqNHj/7H4ZPGGFq1asWnn35KUFAQXl5edOzYkYkTJxIaGsq0adMA7A+w3bp10yTdIlewwYMHe2wPGzaMlJSUPNXxxx9/8O677+Ll5cXzzz/P5s2buf/++wHw9vb26AWrheJE5EqkhJmIiIhIPtm9ezc9e/Zk3rx5WJZF+/btmTx5MjfccEOO5VevXn3WZNvuCf0B/P39mTRpEmlpaXh5/f9t25gxYwrmAkTkktCuXTtq1aplbycmJjJx4sRcn3/06FHuuOMOXnvtNf73v/8BcO211/Lll1+yY8cO3n33Xbvsnj17qF27Np9++inJycn5dxEiIsWcEmYiIiIi+WTr1q3s27ePsLAw3n77bQYNGkSJEiVyLLt8+XLeeOMN3njjDeLj4wH4+eef6datGxs3bgSyJvSeMGECgD0Zd4MGDTxW0BSRK48xhoEDB3rsy8vfhQoVKvDyyy/Tpk0b7rnnHo9j1113HbVr17a3//Of//D333/Tp08fwsPDee211zh69OjFXYCIyCXAqHutiBQEY0woEB8fH09oaGhRhyMil4nExEQiIyMJDAzE39+/qMMBsoZJuocuWZbFrFmzuPfeeylVqtQ/npeUlETPnj1p3LgxPXv2JDU1le7du3PixAm6dOnC448/zsKFC5k0aZLHeUePHj1r0m8RufKkp6dTpUoVTpw4AUD9+vXZsmVLrs+3LAun03ne4d0pKSlMnz6djz76iD179gBZ8yg+/vjj9OvXjzp16lz4RYiI5LOEhARKliwJUNKyrISLqUs9zEREREQugGVZLF26lGeeecYepmSM4bHHHjtnsiwh4f/v24KDg5kwYQK9e/fG29ubCRMmcOLECapUqcLjjz9Oeno68+bN8zi/efPmSpaJCJA1ZHvq1Kn234StW7eye/fuXJ9vjPFIli1btsxOvmUXFBREr169+Ouvv1i4cCG33347GRkZTJ48maZNm5KWlnbxFyMiUgwpYSYiIiKSR7Gxsbz66quMGjWKvXv3smTJkvOes2rVKrp06cK6devsfe7hmn/88QdfffUVAAMGDMDf3x9/f3+GDBlCYGCgXX7BggX5fCUicim77777iI6OtodjNm7c2J6TLC+mTJlChw4diIiIID09Pccy3t7eREREsG7dOtasWUPHjh3p1auX/druhwiZmZkXfkEiIsWIEmYiIiIiefDTTz/RvXt31q9fj6+vL7169aJTp07nPW/jxo0kJyfz7bffeuxPT0/no48+ArI+/GZfICA5OZnU1FQAmjRpQrly5fLxSkTkcuDt7c2TTz4JwIkTJ3jppZfIyMjIUx2NGzcmJCSEunXreiwwci5NmjRh8eLFvPPOO/a+yMhI7r//fmrWrMmYMWNITEzM24WIiBQzWo9cREREJBeSkpL45JNPWL58OQA1a9bk1VdfpXr16rk6v3fv3lStWpUHHnjAY/+MGTOIioqibNmyPPPMM2RkZHD8+HE2bNjAuHHj7HLqXSYi55I90R4SEpKrpFd2devW5c8//6Rq1aoYY3J9Xvayx48fp2zZshw4cIAXX3yRN998k549e9KnTx8qVaqUp3hERIoD9TATERERyYUJEyawfPlyvLy86Nq1K//5z3/+MVm2f/9+pk2bhnuBJV9fXyIiIuwFAgD+/vtv5s6dC8ALL7xAcHAw8+fPp1u3bnz88cd2L5EGDRroA6eInNPDDz9sf793715iYmLyXMfVV19tJ8Asy+Lvv//O0/mPPPIIBw8eZPz48Vx77bXExcXx/vvvU61aNbp3764eZyJyyVHCTERERCQXevToQb169RgzZgxPPfUUvr6+5yybkJDA888/z/Tp01m2bFmOZZxOJyNGjMDlctG8eXOaNWtGdHQ0M2fOPGsOoJ9++ilfr0VELi9hYWFMnjzZ3u7WrdsF1+VwOOjZsyc33HADv//+e57ODQwM5Nlnn2Xnzp188cUXNGvWDIfDwa+//mrP2SgicqlQwkxERETkDCkpKaxYsYIpU6bY+0qVKsXYsWOpX7/+ec8PDQ3l0Ucf5cYbb6RJkyY5llmwYAF///03ISEh9O3bF8uyGDNmDBkZGVSpUsXumdaoUaNzrropIuLWo0cPe2jmDz/8QK1atXA6nXmuxxjDoUOHSEtLY9OmTRcUi5eXFw888ACrV69m3bp1jB071h4mmpKSQtu2bZk9ezYOh+OC6hcRKQzGfTMmIpKfjDGhQHx8fDyhoaFFHY6IXCYSExOJjIwkMDAQf3//fK07Pj6eNWvWsHr1ajZs2GB/kHvzzTdp3rz5ec9PSkrC6XRSsmRJIGtIk8vl8hiC6RYdHU2PHj3IyMhg0KBBtG/fnpUrVzJs2DB8fX3x8fGxJ/uPiYmhfPny+XilInK52r59O/Xq1bO333//fV5++eU815OQkMCvv/5KmzZt8jM8AMaPH0+vXr0ACA8P58UXX+Tpp58mJCQk319LRK48CQkJ7nuxkpZlJVxMXephJiIiIle0zZs3069fPyIiIhgxYgTr16/H4XBQpUoVunTpQsOGDc9bx/79++nZsyfDhg2ze3QYY3JMllmWxUcffURGRgY33XQTd999N0lJSfYE/1dddZXHypiBgYH5eLUicjmrW7euR4J98ODBTJ8+Pc/1hIaGeiTLHA7HBfVWy8nDDz/M22+/Tfny5Tl06BD9+/cnPDycl19+mejo6Hx5DRGR/KCEmYiIiFxRDh06xNGjR+1tp9PJpk2bcLlcXHvttXTv3p2pU6cyY8YMnn76abvH2D9xuVycPHmS6Ohojh8/ft6yt956K6GhofTr1w9jDFOnTuXkyZP4+/sTFRUFQNmyZenfv//FXayIXHFWrlzpsd29e3e+/PLLC67v1KlTtG/f/oJ6quWkTJkyvPbaaxw4cIBJkyZx3XXXER8fz4cffkiNGjUuaMECEZGCoCGZIlIgNCRTRArChQzJtCyLPXv2sGrVKlavXs3+/fuJiIigT58+QFbCbPHixTRt2pSKFStecGwbN27kmmuuyVWCDSA1NdXuPTZ79mxmzJjB9ddfz2+//QbAqFGjqF69Oq1bt9ZQJRHJk9dff5133nnH3vb392fZsmW0aNEiz3V9+eWXdOzYkeDgYLZv3054eHg+Rpr1EOGbb75hxIgRlCxZkiVLltjHtm7dSr169ezVO0VEzic/h2QqYSYiBUIJMxEpCLlNmFmWxdatW/n5559ZvXo1R44csY95e3vTtm3bi+otkZSUxOjRo+nRoweVK1fO9XmZmZn4+PjkeGzbtm08//zzANx0000MHz6c1NRUJcxE5IKEhYURHx9vb4eEhLBy5UpuvvnmPNc1duxY7rzzTntRgYKS/UHCwYMHqVGjBvXr12fAgAF06tTpH1cnFhEBzWEmIiIicpbsDwEty+Ltt99m/vz5HDlyBH9/f+644w5effVVFi9efNFDi8aMGcOKFSt45513yO3Dx9WrV/Pkk0+yZcuWs44lJyczfvx4e/u55567qPhERCIjI+3vvb29SUxM5O6772bnzp15rqtPnz4FniwDPOZs3LhxIwEBAWzevJnHHnuMGjVqMHLkSI8koIhIQVLCTERERC5ZaWlprF69muHDh/P444/bk1J7eXnRrl072rRpw1tvvcXixYsZNmwYbdu2zZfeWs8++yz16tWz5yA7H8uymDlzJgcPHmT9+vUAHD9+nOeff57PP/+cTp06sXXrViBr1bhrrrnmomMUkSvbTTfdhJ+fH5A19Dw8PJwTJ05w1113cfDgwQuud8+ePdx3332cPHkyv0LNUceOHTl48CDDhw+nQoUKREVFMXDgQMLDwxkwYACxsbEF+voiIhqSKSIFQkMyRaQgJCYmsmTJEv7880/WrVvHr7/+Snp6un189OjRuVrVMq+cTie7du2iTp069j7LsvI0r05iYiJz587liSeewM/Pj6FDh7Jq1SpCQkJITEwEwMfHh0WLFhESEkJ6erqGZIrIRfnmm2+45557gKwHCTVr1mTXrl3Url2b1atXU65cuTzVZ1kWt956K7///jtdunThf//7X0GEfZb09HRmz57NyJEj2b59OyEhIRw6dCjXc0aKyJVDQzJFRETkijRr1iy6devGhx9+yOrVq0lPT+eqq67ioYce4pNPPqFBgwb5/pppaWkMGTKEvn37egynzOsk1CEhITz99NP4+fmxbt06Vq1ahZeXl8ccaD169FByTETyTYcOHejcuTOQNbl+eno64eHh/PXXX7Rv356MjIw81WeM4bPPPqNNmzaMHDmyIELOkb+/P927d2fr1q188803jBw50k6WWZZFnz59WLZsWa6HyIuI5IYSZiIiIlIs7d+/n9GjR7NmzRp7X926dcnMzKRq1ao89thjTJw4kTlz5tC7d28aNGiAt7d3vsfh7+9PQEAA3t7eeR4ClJ6ezo8//ujxIS4tLY0xY8YA0Lx5c3s+odDQUB555JH8C1xEhKwHDV5eWR/7Dhw4wKBBgyhfvrzd2zWv6tevz/Llyy9qVeELZYyhffv2PPPMM/a+1atX8+mnn9K+fXuuv/56pk+fnudEoIhITjQkU0QKhIZkisiF2LFjB4sWLWLRokVs3LgRgG7duvHZZ58BWd3sZ86cSc2aNf9xlcz8kH3IZWpqKocPH87z3GITJkxg7ty5tG/fnkGDBgHYSb7Q0FBSUlLIzMwE4OOPP/aYVFtDMkUkv0yfPp1u3boBWQsAnDhxgrCwsHype/Xq1Zw6dYr7778/X+rLq6ioKEaNGsWkSZNISkoCoFKlSvTt25dnn302365TRC4NGpIpIiIilw2Hw8GQIUOoU6cOdevW5bXXXmPjxo14eXnRokUL7rzzTrusMcZjCGNBcDqdTJo0icmTJ9v7AgMD85ws27VrF/PnzwegadOmAOzbt8/el5CQYCfL6tWrVygr0InIlemJJ54gKCgIyPobN3DgQPvYqVOn+OCDD3C5XHmud/369bRu3ZrOnTvz559/5lu8eVGlShVGjRrFoUOHeP/996lYsSKHDx9m8ODBhIeH2wuqiIjklRJmIiIiUqicTifbt2+3t319fVm8eDE7d+7Ez8+PDh06MHnyZI4ePcrKlSvp3r17ocb3559/Mnv2bGbPns3u3bsvqA6n08nIkSNxuVy0aNHCTph98803OJ1Oj6RfYGCgPURTRKSg/Pbbb/aw9SlTprBt2zYyMzNp3bo1gwcPZujQoXmu85ZbbqF169bcc8891KxZM79DzpOwsDBefvll9u/fz7Rp06hfvz4VK1b0WKzlxIkTRRihiFxqNCRTRAqEhmSKSHbp6elERkayaNEilixZQkpKCsePHycwMBCAefPm4XK56NChwz+uepaYmEhkZCSBgYEFOiTzs88+Izw8nDZt2lzQ+XPmzGHixImEhIQwbdo0SpcuDWQN81y6dCljx461e5dNmDCBWrVqnVWHhmSKSH6Lj4+nQoUKpKWlERwczMmTJ5k7dy6vvPIK3333HfXr189znSkpKQQEBNjzpBUXlmVx+PBh+wFFWloa1apVo27dugwYMIC777672MUsIhcvP4dk+uRPSCIiIiKekpKSWLZsGYsWLeKrr74iMTHRPla6dGl27tzJjTfeCECnTp2KKkwga1jRDTfcYCfwLqZXW1RUFNOmTQPgueeeo3Tp0liWhcvlIjMzk8WLF9vJsg4dOuSYLBMRKQglS5Zk+vTpdOrUiaSkJBo3bsyGDRuIiIggODj4gup0D/V0i4yMpGXLlkWejDpzCP+6des4ceIEK1euZOXKldStW5f+/fvTtWvXAp8TU0QuTUqpi4iISIH49NNPefjhh5kzZw6JiYlUqlSJ5557jh9++IGjR4/aybKi5u5d8eGHH3KxPe8ty+Kjjz4iIyODW265hXbt2rFhwwYGDhzIpEmTeOSRR9i/fz8Afn5+DBgwIB+uQEQk9x5++GF8fX0B2LhxIz///LNHsmzVqlUsWLDgguoeNmwYbdq04ZVXXsmXWPNTy5Yt2bt3L/379yckJITt27fz5JNPUq1aNYYPH86pU6eKOkQRKWaUMBMREZGLcvjwYf7zn//Qpk0b5s2bZ++PiIjgmmuuYeDAgaxbt45Dhw4xbtw4WrdubX9YKw7q1auHj48P5cqVu6BJr90SEhJ45513+OOPPwgICKBfv35s3ryZIUOGsGHDBhYuXOjxgWzKlCn2KpwiIoXFGMO4cePs7Xbt2hEfHw/A5s2badeuHV27duW7777Lc93uecx8fHwu+gFEQahatSojR47k0KFDjBgxgsqVK3P06FGGDBlCVFRUUYcnIsWM5jATkQKhOcxELm979uxh8eLFLFq0iHXr1tn7//Wvf/H555/b25Zl5WtSKL/mMHM6nfbk1wDR0dEXtfrmunXrGDlyJLGxsXh5edGvXz/Cw8N5+eWXSUtL46abbuKPP/6wE3LPPvssnTt3/sc6NYeZiBSksWPH0rdvXwBCQ0OJjY3FGEPXrl2ZO3cuQUFBLF++nCZNmuSp3s2bN18yq/5mZGQwf/58fvvtN4/FV8aPH8/NN99Mo0aNijA6EbkQ+TmHmRJmIlIglDATuTylpaXRuHFj/vjjD4/9jRs35sEHH7R7lRWU/EiY/fTTT0yePJmPP/6YMmXKXFQ8qampjBkzxu6JUbVqVQYPHkxmZiaDBg0iLS2NW265hUOHDhETEwNAgwYN+OSTT85btxJmIlLQXnjhBfvvUfny5Tl69CgOh4MHHniAZcuWERYWxqpVq2jQoMEF1e9yuThx4gTly5fPz7ALVHR0NNWrV8fhcHDnnXcycOBAOnToUORzsolI7uRnwkz/60VERCRHLpeL9evXM2nSJHtfQEAA/v7+eHt707p1a8aNG0dUVBRr165l4MCBBZosyw+ZmZlMmzaNqKgo5s+ff9H1+fj4sHv3bowxdOrUiYkTJ2JZFoMHDyYtLY3y5cvTsGFDO1kWEhLi0YtBRKQojRkzxk7IHzt2jJYtW+Ln58fChQtp0qQJcXFx3HXXXezduzfPdaekpNCpUyeaNWtGbGxsfodeYJxOJ126dMHX15dVq1Zx3333Ua9ePSZPnkxaWlpRhycihUg9zESkQKiHmcilyeFwsGrVKhYtWsQXX3zB4cOH8fHx4fjx44SFhQGwdetWKlaseNG9sy5EfvQwi4qK4rvvvqNbt24ewzJzKyUlBT8/P3x8shYb37t3L8nJyTRo0ACn08kTTzxhD/GMjo62z/Pz82PRokWUKFEiV6+jHmYiUhiWL1/OXXfdZW//+OOPNG/enFOnTtG8eXO2bNlCjRo1+Pnnn6lYsWKu642JieHWW2/lyJEjfPnll7Rv374gwi8w0dHRfPLJJ4wfP56EhKxOKuXLl2fhwoU0a9asiKMTkXPRkEwRKfaUMBO5tKxbt46JEyeyZMkSj54AISEh3Hvvvbz33ntcffXVRRhhlgtJmO3bt4+YmBhuv/32i379P/74g/fff5/27dvzxBNPnPP1pk+fTpkyZfjyyy9xOp1UqFCBsWPHUrZs2Vy/lhJmIlJYRo4cycCBA4GsRQFiYmIoV64cR44coVmzZuzdu5cGDRrw008/UapUqVzXu2XLFk6dOsWdd95ZUKEXuISEBKZMmcLHH3/MiRMnOHjwoP3AyOFwFKtFbEREQzJFRETkIiUkJJCUlGRvb9q0iWnTphEbG0vZsmV56qmn+Oabbzh+/DizZ88uFsmyC7F7926ee+453nrrLfbt23fR9Z08eZKYmBgiIyPJyMiw9zscDiBrGGv16tVp2LAhixYtwul0EhISwsiRI/OULBMRKUwDBgyge/fuQNZiLZUrV2b79u1UrFiR5cuXU6FCBbZs2cK9995LcnJyrutt0KCBR7LsYlYiLiqhoaG89NJL7N69m1WrVnn0rm7dujUPPfQQ69evL8IIRaSgKGEmIiJyhTh+/DhTpkzhnnvuoVy5csyaNcs+1rFjR/r27cuPP/7IkSNHmDRpEu3bt7+olSiLg+rVq1O3bl3q1q1L6dKlL6iO7InFVq1a0b9/fyZMmICfnx+Q1aPs8ccfZ/369QwYMIBJkyZ5TOr/0UcfXdQKnCIihWHq1Kn25P4Oh4P69euzc+dOatSowffff09YWBhr167loYce8nhgkFtHjx6ladOmfPnll/kdeqHw9fXl5ptvtrd37NjB6tWrWbhwIY0bN6ZZs2Z88cUXOJ3OIoxSRPKThmSKSIHQkEyR4uHQoUMsXryYxYsXs2rVKo+n+927d2fq1KlFGF3e5WZIZkpKCoGBgRhjgKyEV2BgYJ7nK0tPT2fy5MmsWLGCKVOm2HO4Zbd//35eeukl4uLiqFSpEocPH7aPGWN4/fXXadmyZZ5eN/vra0imiBSmzMxMgoODSU9PB7IWetm9ezeVK1dm7dq1tGnThtTUVDp37sysWbPy9Hf1tdde491336Vq1ars2rXrkn8gA1lzeo4aNYpZs2bZPY2vvfZa+vXrxxNPPEFgYGARRyhy5dGQTBERETmvhIQErrnmGl544QV+/PFHXC4XN910E++88w7bt2+/5JJlubF3716efvppFixYYO8LDg7Oc7Js+/btPP3003z++efExsayevXqs8ocPHiQfv36ERcXR/Xq1T16ovn4+DB27NgLTpaJiBQFHx8fjhw5Yi9OkpaWRq1atYiLi6NJkyYsWrQIX19f/Pz8yGvHi6FDh9KzZ08iIyMvi2QZQP369Zk6dSr79+/nlVdeISwsjL///ptevXrx1VdfFXV4InKR1MNMRAqEepiJFB7Lsvjjjz9YtGgRBw4cYMaMGfaxu+++m+TkZCIiInjwwQepVq1a0QWaD87Xw+zLL7/k448/plKlSkydOjXPH8oyMjL47LPPmD9/Pi6Xi7Jly9K/f/+zFgyIiorixRdf5OTJk5QvX57jx4/bHx4DAgKYOHEi4eHhF36hqIeZiBSdxMREypUrZ/c0Cw4O5tixYwQGBrJx40YaNmyIl9fF9b1wOp0MHjyY2267jQceeOCymDw/KSmJqVOnsnjxYpYvX26vprx8+XKqVavGtddeW8QRilz+tEqmiBR7SpiJFCyn08m6detYtGiRnShzi46OplKlSkDW8Br3Dfvl4HwJM8uyWLhwIW3btnXfLOXaX3/9xXvvvWf/LNu2bUufPn3OSlZ99dVXTJo0iYSEs+/BSpYsyZw5c/JlGI4SZiJSlGJiYqhYsaL9MCAsLIyoqCi79xlkvRetXLmSNm3a5Ln+zZs307BhQ4KDgzl16pT9XrVx40ZCQkKoWbOmPbT+UpaRkUGNGjU4fPgwHTt2ZMCAATRp0qSowxK5bGlIpoiIyBVs4sSJVK5cmTvuuIPRo0dz4MABAgMDiYiIYNasWR6JosspWZaThIQEJk6caM8dY4zhoYceylOyzOFwMHXqVJ577jkOHDhAqVKlePvtt3n11VdzTFQdO3Ysx2RZq1atWLx4seasEZHLwlVXXcX27dvt7bi4OPr27WtvZ2Zm0rlzZ9q2bcvSpUvzXH9gYCDPPfccjz/+uMd7Vf/+/alVqxbTpk2z9zkcDjIzMy/sQopYbGwsN954I5ZlsXjxYpo2bWoPb9UCASLFmxJmIiIixVhycjKLFi08OiFIAAAgAElEQVTi0KFD9r6goCBiYmIoWbIkjz32GIsXL+bEiRMsXLiQrl27ejz9v5y5XC4GDhzInDlzmDhx4gXVsXv3bnr27MnMmTNxuVy0bNmSzz77jGbNmtllNm3axF9//UV6ejorVqzg888/96ijZMmSzJo1i9dff/2y6A0hIuJ23XXXcfDgQXseyKlTp9KlSxdcLhd79uyhSpUqAB5D0Pfv38/x48fPW3etWrUYN24c48aNs/dZloW/vz/+/v4eQ+G//vprwsLCePbZZ/Pr0gpNhQoVWLp0Kdu2bePJJ5/Ez8+PdevW8a9//YvatWuzfPnyog5RRM5BCTMREZFiJi4ujlmzZhEREUG5cuX417/+xZw5c+zj9913H9999x3Hjh1jxowZdOzYkaCgoCKMuGh4eXnRrVs3KlWqRLt27fJ0bmZmJtOnT6dnz57s3buX0NBQhg4dyhtvvGH3Ttu7dy+DBw+mX79+DBs2jPbt2/P222+Tmppq19OtWze++OILKleunK/XJiJSXISHhxMfH0+tWrUAmDNnDgEBAVx33XWkpKTw3//+lxtuuMEu//rrr1OxYkXuuusupkyZQmxsbK5fyxjDsmXLiIuL47rrrrP3//LLLyQnJ59VvmPHjvTv3z9XCbqiVrduXSZPnsyBAwcYMmQIpUqVYs+ePZQpU6aoQxORc9AcZiJSIDSHWdFJSkqiRYsW+Pr62l8+Pj729y1atOCFF14AsuYe6dOnj8fx7Odcd911RERE2HVPnz4dLy+vs8r6+vpSrlw5jxvmHTt2eJTN/hr+/v4EBAQU+s+mOEtJSWHWrFksWrSIyMhIj6En1apVY8CAAfTu3bsIIyx6hw8fZs6cOezcuZOHHnrInsMsIyMDPz+/PNW1atUqhg4dCkCzZs146aWXKF26NADHjx9n6tSpfPfdd+dcBa527dqMHTu2QCep1hxmIlKcuFwuGjZsyJYtWzz2h4WFMWzYMHr16oW3tzetW7dm5cqV9nEfHx/atm1L586deeCBB/I8v6T7tbdt24afnx+1a9cG4NChQ1StWhVvb29OnTpl/5384YcfiI6OpnXr1nYPuOIoOTmZb7/9loceesje98ILL5CWlka/fv3s6xSRvNGk/yJS7ClhVnROnjxJ2bJlz3n80UcfZebMmUDWcvH/NN/Sgw8+yKJFi+xtb29vXC5XjmXvuusuvvvuO3s7NDSUxMTEHMs2bdqUn3/+2d6uUaMGJ06cOCux5uvrS4MGDVi4cKFdtmvXrsTExOSY5KtcuTIffPCBXXbUqFEcO3Ysx2RgWFgY3bp1s8tGRkYSFxeXYzIwICCAm266yS579OhRHA5HjslAHx+fXA/LS0pKIjg4GMhKmJUtW9buvVSvXj0iIiKIiIjghhtuuOyH+qWlpXkkUT/88EO+//57Bg0axF133QVk9TC4/fbbKV26NLNnz87zCpjZWZbFe++9R6NGjWjTpg3GGJKSkpgzZw4LFiyw50Q7U9WqVfnvf/9bKD36lDATkeKoRYsW/PTTTwD4+fmRkZEBQP369RkzZgytWrVi9+7dzJ8/n3nz5vHnn3/a5/r5+dG+fXs6derEfffdZ78HXoiEhASWLl3K/v37GTJkiL3/oYceYuHChbz33nsMHjwYyPp7un37dq6//np7eGlxc/LkSSpXrmyvTHr//fczYMAAmjVrdtnfA4jkJyXMRKTYU8Ks6KSnp/PDDz/YE+Q6HA6Pr5o1a9qrWWVkZDB8+PAcy2VmZnLjjTfavZosy+Lee+/NsZzD4aBJkyaMHz/ejuPqq68mISHBo5w72da8eXN+/PFHu2zZsmU5efJkjtdzyy238Ntvv9nb1apV81gRMrvrrruOHTt22Nv16tXzmLA4u/DwcA4ePGhv33rrrR6vk13p0qU94mvZsqVH/NkFBAR4DNnr0qULK1asOCu55nA48Pf393hSP2TIEEJCQnjwwQcvyyfLx44dY9euXVStWpWqVasCsGXLFlq3bo2/v7/HPG1dunRhzpw5fPjhhwwcOBDImjjZPTl0z54989RLccuWLSxYsICBAweeM/k0Y8YMPvvss7P2+/j4UKNGDUaPHl2oQ1+VMBOR4mru3Ln07ds3x6GQ/fv3Z+TIkfb2zp07mTdvHvPmzfN4jw4MDOSee+7h3//+N/fdd1++9Tz/4IMPWLJkCSNGjLBXo/z555+54447uPbaa9m1a5dd1uVy4eVVPGYpsiyLNWvWMHLkSJYsWWL3cL711lsZMGAAERERxTbZJ1KcKGEmIsWeEmaSE5fLhcPhwOVyefRsO3ToEOnp6Wcl4xwOB0FBQdx888122a+++oqEhIQck3xhYWH06NHDLjtixAgOHz6cY/KwdOnSHhMNP/PMM2zfvj3HZGBYWBi///67XbZt27asWrUKh8Nx1pC94OBgj5517dq14/vvv8/x5+Hl5cWBAweK9ZCRCxEXF8fs2bM5ceIEb7zxhr2/c+fOzJs3j5EjR9K/f38ga/hj+fLlMcaQkpJif2CKjIwkKiqKJk2acO2119p1JCYmEhkZSWBg4Fk9zOLj49m3bx/79+/n4MGD9O7d2/5w8c477xAZGcl9993HSy+9xOHDh/nzzz+Jiopi69at/P333x6JTsgadvn8889Tv379Avk5nY8SZiJSnB07dowmTZqwZ88ej/0LFizwGGboZlkWW7dutZNnu3fvBrLmLYuOjqZixYoFFuvcuXN59tlnadu2rcfCLY0bNwZg/PjxHtNKFLW//vqL0aNHM23aNLvH2QcffMCgQYOKODKR4k8JMxHxYIx5DhgIVAS2AS9alrX6HGW7AWd3oYBAy7LSLqTOc7yOEmZyRXA6nR7JuMzMTMqVK2cf379/P/Hx8WeVcTqdNGzY8B+HzxZHycnJHqtwTpo0iXnz5vHoo4/aQ1xjYmKoUKECXl5epKam2vOLDR06lBkzZvDiiy/a8+hZlsXmzZupUaNGrv5WJCYmsmTJEo4dO0Z0dLSdINu3bx+nTp3yKDtz5kyqVKmCZVnMmDGDX375hVKlSvHnn3+SlJSUY/3GGEqXLs3rr79e5B+elDATkeLOsiweeeQR5s2b57G/adOmPPXUU2zZsoXExEQaN27MbbfdxnXXXYeXlxeWZbFp0ybmzZvHkSNHmDFjhn3uQw89RIkSJXj99depWbNmvsXqdDqJj4+356tMTEwkLCwMl8vFoUOH7IdXX3/9NUuWLCEiIiLPC8rkt2PHjjFu3DimTp3Khg0bKF++PAC//fYbP/74IwEBAfa8sO5/AwMD7akMAKKiosjIyDirrI+PT1FdlkiBUsJMRGzGmE7ATOA5YA3wLPAUUNeyrIM5lO8GjAE8xntZlnX0Qus8R1xKmIlcok6ePMmOHTsoU6YMderUsffVqVOH2NhYUlJS7CTYK6+8wvvvv0/v3r359NNPgawPUJ06dSI8PJyhQ4de9N+AkydP8t5777Ft2za2bNlCdHT0OctWqFCBq6++murVq9OxY0euuuoqnn/+ebZt2/aPr1G+fHl69OjBXXfdVWzmilHCTEQuFVu3bqVp06YkJPzzZ9PQ0FAaNWrEbbfdRtOmTenQoYPH8WPHjlGxYkVcLhd79uyhRo0a9v7SpUvna5LHsiz279/Pb7/9xr///W97/zPPPMOkSZMYMGAAI0aMALJ6yE+cOJHGjRvToEGDQh/G6XQ6PYZjtmrVymNhheyCgoI8VhTt0KED33777VnlvL29CQgIICEhwb6efv36sXLlSjuxdmaSbeLEiXZP8MWLF7Nt27azEnbuf++++267J3h0dDQJCQkex93fa5ip5DclzETEZoz5BdhoWVavbPt2AF9YlvVKDuW7AR9blhWWX3Weow4lzESKuYyMDCZPnsyePXt4//337RUfX375ZT788EP69OnDJ598AmR9sChRogSpqan8/fff9lP/DRs2sHXrVm6++eZ8Gbq4bNkyxo0bR6NGjezhnElJSWcljEqVKkW5cuUoVaoU/v7+9oqsu3fv5uDBg3h5eZ1z4n63gIAAmjdvzksvvXRRCwgUFCXMRORSM2fOHJ588smzhrjn5Pbbb2fdunX29rRp06hRowYZGRls3LjRY/jh/fffz/r162nXrh1ly5YlODjY/ipRooTHtvvrqquuuqC/nStXruSbb77h/vvv54477gBg+/bt1KtXj8DAQOLj4+33y6ioKMqWLVuoK38nJyczYMAAUlJSSE9PJy0tjbS0NPt7Pz8/e1EGyFrAafny5aSlpeF0Oj3q8vX1tRdtgKyf89KlS8/52hkZGfa1d+3aldmzZ5+zbGxsLKVKlQL+PwmZEx8fH/bt22f38Bs+fDizZs3KMQnn7+/P6NGjqVSpEgDfffcdP//88zmTdnfddRdhYVkfeQ4fPsyxY8fOmQxU4u7yoYSZiABgjPEDUoCHLctanG3/GKChZVnNczinGzAZiAa8gT+A1y3L2nShdZ4jtksiYfbNN9+wZs0afvjhB+Li4khJScHhcBAQEICXlxcpKSkEBgbaN37+/v6kpaWRkZGBn58foaGhBAcHk5mZSXR0NP7+/vZXiRIl7Lm5jDFYloWPjw8BAQH2BPjumxQfHx+8vb3JzMy0y7hfLzY2Fl9fX/z9/cnIyMDf35+UlBTS0tLset1PCV0uF06n004U+Pj44OXlZT+ZDAgIwLIsAgICiI2N9YjHz8/PrtfNy8uLgIAAnE4nlmXZc3a5V4K0LAtjjF1vUFCQPSyuRIkSZGZm4uvrS2pqql2vZVl4eXnh7++Py+XCsiwyMzPt68guKCgIp9NJcHAwp06dwuVyERwcjMvlwtvbm9TUVNLT07Esy5641534cP8s3PW6Y3W5XHa9ISEhxMfH43A4CAkJsWNz33i643P/Lty/I5fLZcdwZr2ZmZmEhISQmJhIeno6wcHBeHl5YYzxqNf9s3Ane9yxuq/DHUtmZiZBQUF2/WlpaaSkpBAcHGy/vsPhOOtG2M/Pz64XsIeC+vj44OfnR2ZmJoGBgfZiBmXLliU5OZng4GAcDgdJSUkebcrdHtyxZGRk2Nfh/v07nU5SU1PtxQ38/Pzs35G7LRpj7Dbq/tm6h5A4nU77/6CXl5fdi809hNX9f6ts2bLExMScc1jlufj7+xMeHk7Xrl1p3rx5selJdi5KmInIperrr79m0KBB7Nix46y5Pt3KlStH7dq1iYqK4tChQx7vYT4+PvZ7sLe3t/0emRfVqlUjKCiI9PR0KleuzPr16/H19SUsLIzExER8fHzIyMjAGGN/ud8bXS6X/d7jvu/JzMwkICCAGjVqkJqaSkZGBidPniQ2NpZy5coREBBAfHy8XY/73i0zM9O+z3G5XPY9g8vlws/PD39/f8qVK0eJEiXsJFhgYCCJiYk4HA58fHyIjY09q173lBDu91+3zMxM/P398fPzo1y5cgQHB5OWlkZqaiqBgYEkJSXZ96bx8fH2vYZ7UaKMjAyPexL3e73L5aJEiRL4+vpStmxZ0tLS7MWd3A+pMjMzgawecSVKlMDpdOLj44PD4SAlJeWcv6uQkBD8/PwoXbo0cXFxOS4mkb1s9nukf6q3RIkS+Pv7U7p0aZKTkzly5Mg/ls3eczA5OdnjPiH7/V5gYCABAQGUKlUKLy8vEhMTycjIwNvbG29vb497/+xt131/n/2e2n2P7v45+vv7U7JkScLCwvDx8bF7APr4+BAfH4+3t7f9eu7fS2BgoB2f+57efb/prjckJITw8HB8fHxIT08nJSUFX19frr/+ek6dOsWBAwc4duwY6enphIWFeSSBr7rqKqpUqUKLFi2oUqXKWT1DixslzEQEAGNMJbISX00ty1qbbf+rwBOWZZ21zJ4x5nagJrAFCAVeADoAN1iW9feF1Hn6uD+QvYtGCBBV3BNmTZs2Ze3atecvKCKXFHcit1q1akRERNCqVatisxJabilhJiKXurS0NCZOnMi7777LsWPHijocEblITZo0Yc2aNUUdxj/Kz4SZZvoTuTycmfk2OezLKmhZ64H1dkFj1gAbgT5A3wup87RXgKG5jLfYaNy4MXFxcezatcvjCZD7idL5HioYY+zeQO4ncO797qdQF8PLy+ui6zhfve4nYPldb35wx1ZY9Z7vZ5Hb4+42kdv2dKH1nu/c3NRrjMHPz8+jx5gxxu69lv2p9ZntPXsvQzd3bwBvb2+Pp+Xe3t4evcZSU1M9YnMns7L3sMv+/8h9blBQkL0/IyOD6tWrc9NNN3HNNdcQFhZG1apVPRYlEBGRohMQEEDfvn3p27cvlmWxc+dOli5dyqZNm4iKiuLkyZNER0djWRYhISFUr16duLg49u3bR1pamsf70pnc70FnvicGBgZSokQJ4uLicDqduFwuQkJCcLlcpKamXvD9hLuXj7vXlbvn95k90i+0bvc9ifv9/szhkxdTb/Ye7O56L+b+z32fAFm9ybLHnp/1Zv8d53e9wEXfW7rvR/KjrjPrzd4rP/trXMzPwT0HYPb/NyVLlrSH8555T5z9vBIlSnDzzTcX+YJIhU0JM5FL2wnACVQ4Y395ICY3FViW5TLG/AZce5F1vgeMyrYdAkTlJoaiNHLkSEaOHFnUYYhILiUmJhIZGUlgYGCxnHdMRERyZoyhTp069mIyIiLFnRJmIpcwy7IyjDEbgLbA4myH2gJf5qYOk/X4oCFZQzQvuE7LstKB9Gz15vIqRETy7nwT+l8OroRrFBERESmulDATufSNAmYaY34H1gHPAFWB8QDGmBlAtHt1S2PMULKGZP5N1hxmfclKmPXObZ0iIkXF19eXoKAgUlJS7MmFL2dBQUH2imQiIiIiUniUMBO5xFmWNc8YUwZ4A6gIbAU6WJZ14HSRqkD2QfVhwESyhlzGA5uAOy3L+jUPdYqIFImAgADuvPPOK6b3la+vr8dKVSIiIiJSOLRKpogUCGNMKBBf3FfJFBERERERkctDfq6SeWmtry4iIiIiIiIiIlLAlDATERERERERERHJRgkzERERERERERGRbJQwExERERERERERyUYJMxERERERERERkWyUMBMREREREREREclGCTMREREREREREZFslDATERERERERERHJRgkzERERERERERGRbJQwExERERERERERyUYJMxERERERERERkWyUMBMREREREREREclGCTMREREREREREZFslDATERERERERERHJRgkzERERERERERGRbHyKOgARubwlJCQUdQgiIiIiIiJyBcjPz5/Gsqx8q0xExM0YUxmIKuo4RERERERE5IpTxbKs6IupQAkzESkQxhgDVAISizqW8wghK7FXheIfq1yZ1EaluFMblUuB2qkUd2qjUtxdSm00BDhsXWTCS0MyRaRAnP7jdFEZ/cKQldcDINGyLI0flWJHbVSKO7VRuRSonUpxpzYqxd0l1kbzJT5N+i8iIiIiIiIiIpKNEmYiIiIiIiIiIiLZKGEmIle6dOCt0/+KFEdqo1LcqY3KpUDtVIo7tVEp7q64NqpJ/0VERERERERERLJRDzMREREREREREZFslDATERERERERERHJRgkzERERERERERGRbJQwExERERERERERyUYJMxG5ohljnjPG7DPGpBljNhhj7ijqmOTKY4x5xRjzmzEm0RhzzBjzhTGm9hll/I0xY40xJ4wxycaYJcaYKkUVs1zZTrdZyxjzcbZ9aqNS5IwxlY0xs4wxJ40xKcaYP4wxN2c7bowxbxpjDhtjUo0xPxpj6hVlzHLlMMb4GGPeOX3vmWqM2WuMecMY45WtjNqoFBpjzJ3GmKWn25tljOl4xvHztkdjTCljzExjTPzpr5nGmLDCvZKCoYSZiFyxjDGdgI+Bd4EbgdXAt8aYqkUamFyJmgPjgNuBtoAP8L0xpkS2Mh8DDwKdgWZAMPCVMca7kGOVK5wxphHwDPDnGYfURqVIGWNKAWsAB9AeqAv0B+KyFRsE9AOeBxoBR4HlxpiQwo1WrlAvAz3Jan91yGqPA4E+2cqojUphKgFsJqu95SQ37XE20BC4+/RXQ2BmQQVcmIxlWUUdg4hIkTDG/AJstCyrV7Z9O4AvLMt6pegikyudMaYccAxoblnWKmNMSeA48JhlWfNOl6kEHAI6WJb1XdFFK1cSY0wwsBF4DngN+MOyrBfVRqU4MMa8DzS1LCvH3uLGGAMcBj62LOuD0/v8gRjgZcuyJhRasHJFMsZ8BcRYlvVktn0LgRTLsh5TG5WiZIyxgActy/ri9PZ526Mxpg6wHbjdsqxfTpe5HVgHXGdZ1l9FcCn5Rj3MROSKZIzxA24Gvj/j0PdAk8KPSMRDydP/xp7+92bAl2zt1bKsw8BW1F6lcI0DvrYs64cz9quNSnFwP/C7MWbB6eHtm4wxT2c7Xh2ogGc7TQd+Qu1UCsfPQGtjTC0AY8wNZPXI/eb0cbVRKU5y0x4bA/HuZNnpMuuBeC6DNutT1AGIiBSRsoA3WU9Isosh641BpEicfpo3CvjZsqytp3dXADIsyzp1RnG1Vyk0xpjOZCXGbsnhsNqoFAc1gF5k/Q0dDtwKfGKMSbcsawb/3xZzeu+/utCilCvZB2Q9FNtpjHGSdS86xLKsOaePq41KcZKb9liBrFERZzrGZfD+r4SZiFzpzhyXbnLYJ1KYPgWuJ+uJ8/movUqhMMaEA2OAuyzLSsvLqaiNSuHxAn63LOvV09ubTk9O3QuYka2c3vulqHQCHgW6ANvImuvpY2PMYcuypmcrpzYqxcn52mNObfOyaLMakikiV6oTgJOzn3yU5+ynKCKFwhgzlqwhRS0ty4rKdugo4Hd6Quvs1F6lsNxMVnvbYIzJNMZkkrVYRd/T38egNipF7whZc+lktwNwL+Zz9PS/eu+XojICeN+yrLmWZW2xLGsmMBpwz52rNirFSW7a41HgqhzOLcdl0GaVMBORK5JlWRnABrJWJMyuLbC28COSK9npJbs/BSKAVpZl7TujyAayVn1rm+2cikB91F6lcEQCDcjqDeH++h34X7bv1UalqK0Bap+xrxZw4PT3+8j6cJe9nfqRlfxVO5XCEAS4ztjn5P8/l6uNSnGSm/a4DihpjLk1W5nbyBp6fMm3WQ3JFJEr2ShgpjHmd7L+2D9D1lPo8UUalVyJxpE1POMBINEY436SF29ZVqplWfHGmCnAR8aYk2QtBjAS2AKcOfm6SL6zLCuRrAn8bcaYZOCke649tVEpBkYDa40xrwLzyZrD7JnTX1iWZRljPgZeNcb8DfwNvAqkALOLJmS5wiwFhhhjDpI1JPNGoB8wFdRGpfCdXv26ZrZd1Y0xDYFYy7IOnq89Wpa1wxizDJhkjHn2dB0Tga8u9RUyQQkzEbmCWZY1zxhTBngDqEjWh8EOlmUd+OczRfJdr9P//h979x6n5Zz/cfz1bTqnphwSpSR0RERttm2dT1nrtGKN41ItQnJq12rlfEpITpHELuu0UQ6tVSSiokglLFJJVGY6mJpmvr8/7ml+t1Epzcw1h9fz8bgfdV/397q+73v0cN3zub+HCcWOnwU8Uvj3fsBaUr8E1iE14ufMGGN+GeSTNoX/RpWoGOOUEMJxwI2k7u2fAxfHGB9Pa3YLqX+fw4BGwDuk1uZbXtZ5VSX1Ba4l9e+vMbAQuB8YlNbGf6MqS/sC49OeDy78cyRwJpv27/FU4C7+fzfN54ELSi9y2QkxVvh12CRJkiRJkqQS4xpmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2aSJEmSJElSGgtmkiRJkiRJUhoLZpIkSZIkSVIaC2ZSORdCOC+E8HkIITeEMC2E8JuNtD0zhBDX86id1qZ7COGFEMLCwteO3cC12oYQng8hZIcQlocQJocQmpfGe5QkqTLbnHt5YfuGIYR7QghfF54zO4Rw1OZcM4RQK4RwdwjhuxDCysJ7erNibZoXfiZYWdjurhBCzZJ755IkVVwWzKRyLITQExgCXA/sDUwEXvqZwlUOsEP6I8aYm/Z6PWAGcMFG+m0FvAnMAQ4A9gKuBXI3dI4kSfqpzb2XFxas/gPsDJwItAbOBRZs5jWHAMcBJwPdgK2AMSGEjMJrZABjSX0u6FbY7gTg9hJ425IkVXghxph0BkkbEEJ4B3gvxvjntGOzgX/HGAesp/2ZwJAYY8NNvH4Ejosx/rvY8SeAvBjjaVuSX5Kkqu4X3Mv7AJcBbWKMeb/kmiGETOBb4LQY45OFr+8IfAUcFWN8JYRwJDAG2CnGuLCwzcnAI0DjGBU4CeUAACAASURBVGNOCbx9SZIqrOpJB5C0foXfMHcCbir20jhg/42culUI4UsgA5gO/C3G+P5m9FsN6AHcEkJ4hdQ3158DNxYvrBU7rxZQq9jhrYGlm9q3JElloD6wMJbBt8a/8F5+DPA2cE8I4fekCl//AG6OMeZv4jU7ATUKjwEQY1wYQphZ2OYVoCswc12xrNArpO7lnYDx63k/3uslSRVBidzrLZhJ5de2pIpe3xQ7/g3QZAPnzAHOBD4EGgAXAZNCCHvFGD/ZxH4bk5q2cSVwFXAFcATwbAjhwBjj6xs4bwAwcBP7kCQpSc1Im+JYin7JvXwX4CDgceAoYDfgHlKf2wdt4jWbAGtijMt+ps2PrhFjXBZCWLORbN7rJUkVxRbf6y2YSeVf8ap4WM+xVMMYJwOTixqGMAl4D+gLXLiJ/a1b23B0jPGOwr9PDyHsD/QBNlQwuxEYnPa8PjD/q6++okGDBpvYtSRJ8O2339KhQwdyc3OpU6cOV111FX369KF69S376JqTk8NOO+0EsLxEgm66Tb6Xk7oPLwZ6xRjzgWmF0ykvI1Uw+yXX3FCb9bXf2HW810uSyrWSvNdbMJPKr++AfH76LW9jfvqt8nrFGAtCCFNIfTu9Of2uBWYVOz6b1KLAG+prNbB63fMQAgANGjTwQ7QkabM0aNCA3r17M3fuXIYNG8bOO++8xdfMzs5O4n70S+7lX5NaRzQ/7dhsoEnhdMxNueYioGYIoVGxUWaNgbfS2nRJv0AIoRGpqZzrzea9XpJUlbhLplROxRjXANOAQ4u9dCj//2F3o0Lqk2xHUh++N6ffKaR25Uq3O/Dlpl5HkqRN9f3333PeeecxZ86comO33norY8eOLZFi2eLFi2nVqhWXXXbZFl9rc/zCe/kkYNfCNUXX2R34Osa4ZhOvOQ3IS28TQtgB6JDW5m2gQ+HxdQ4jVRCb9vPvTpKkys0RZlL5NhgYFUKYSuqDbS+gOXAfQAjhUWDBul22QggDSU3J/ITUGmYXkiqYnb/ugiGErYBd0/poGULoCCyNMc4rPHYr8GQI4Q1Si/4eAfwOOKB03qYkqSqKMfL0009z4YUXsmjRImbNmsX48eMJIVCjRo0S6+e5555jyZIlvP322yV2zc2wWfdy4F5SSyncGUK4m9Qo8b8Ad23qNWOM2SGEh4DbQwhLSC3KfxupNU5fLbzGOFKjyUeFEC4jtXj/bcCD7pApSZIFM6lcizE+GULYBrga2AGYSWo7+HUjvZoDBWmnNAQeIDVNIxt4H+geY3w3rc2+/Hjnq3VrkYwktWEAMcbnCre1H0DqA/rHwAkxxjdL7t1JkqqyefPmcf755zNmzBgAWrduzaBBg4qm+ZWk3r17s+uuu1K9enUOOOCAEr/+xmzuvTzG+FUI4TDgDuADUgsW3wncvBnXBOhHaomFfwF1gP8CZ66b6lm442YPYBipUW0/kNqN89KS/QlIklQxhTLYUVtSFRRCaABkJ7RmjCSpnMrPz2fo0KH89a9/ZeXKldSoUYO//OUvDBgwgFq1apVq3zk5OWRmZgJkOopqy3mvlySVNyV5r3cNM0mSJJWZRx55hIsvvpiVK1fSrVs3pk+fzt///vdSKZZNmDCB5cvLekNMSZJUGVgwkyRJUpk5/fTT6d69O/fffz+vv/467dq1K5V+vvrqK3r06EHbtm358kv3rJEkSZvHgpkkSZJKzSuvvMLRRx/N6tWrAahRowYTJkygV69eVKtWeh9FFy1aRJMmTWjZsiU77bRTqfUjSZIqJwtmkiRJKnGLFy8mKyuLI444grFjx3L33XcXvVYaC/sXt99++zFz5kyeeOKJUi3MSZKkysldMiVJklRiYow88sgjXHrppSxdupRq1arRt29fevfuXeZZ6tSpQ9OmTcu8X0mSVPFZMJMkSVKJmDt3Ln369GH8+PEA7LXXXjz44IPst99+ZZbh7rvvZuedd+Z3v/tdmfUpSZIqH8enS5IkqURccskljB8/njp16nDLLbcwZcqUMi2WzZ07l0svvZRjjjmGiRMnllm/kiSp8nGEmSRJkn6xGGPRmmRDhgwhIyODIUOG0LJlyzLP0rRpU/r168fs2bPp1q1bmfcvSZIqjxBjTDqDpEoohNAAyM7OzqZBgwZJx5EklbDs7GwGDBhACIF77rkn6Tg/UlBQsN6F/nNycsjMzATIjDHmlHmwSsZ7vSSpvCnJe70jzCRJkrTJYow899xzXHDBBXz99deEEOjXrx+77rprYpny8/PJyMgoeu6umJIkaUv5aUKSJEmbZP78+Rx33HGccMIJfP311+y66668+uqriRbLAPr3789JJ53EggULEs0hSZIqDwtmkiRJ2qj8/HyGDh1Ku3btGD16NNWrV+evf/0rH3zwAQcddFCi2RYtWsS9997LU089xaxZsxLNIkmSKg+nZEqSJGmjli1bxsCBA1m+fDldu3blgQceoEOHDknHAqBJkya88847vPDCCxx66KFJx5EkSZWEBTNJkiT9xOrVq6lVqxYA2267LUOHDmXZsmX06dOn3K0R1rFjRzp27Jh0DEmSVImUr087kiRJStyrr75K+/btee6554qOnXLKKZx33nnlpli2dOlSvvnmm6RjSJKkSqp8fOKRJElS4r799ltOP/10Dj30UD777DNuvvlmYoxJx1qvyy67jNatW/PUU08lHUWSJFVCFswkSZKquBgjjz76KG3btmXUqFGEEOjbty/jxo0jhJB0vJ/Izc3lgw8+IDs7m6ZNmyYdR5IkVUKuYSZJklSFffbZZ/Tu3Zv//ve/AOyxxx48+OCDdOnSJeFkG1a7dm0mT57M66+/zv777590HEmSVAk5wkySJKkK+/TTT/nvf/9L7dq1ufHGG5k2bVq5Lpatk5GRwUEHHZR0DEmSVElZMJMkSapili5dWvT3ww8/nFtuuYWZM2dy5ZVXUqNGjQSTbdz8+fN56KGHKCgoSDqKJEmq5CyYSZIkVRE5OTn07duXVq1asWDBgqLjl112Ga1atUow2abp168f55xzDn379k06iiRJquQsmEmSJFUBo0ePpl27dgwdOpTvv/+ef//730lH2iwxRvbff38aNmxIr169ko4jSZIquVBetwqXVLGFEBoA2dnZ2TRo0CDpOJJUZS1YsIALL7yQZ599FoBWrVpx3333ccghhySc7JdZsWIFW2211S86Nycnh8zMTIDMGGNOiQargrzXS5LKm5K81zvCTJIkqZJ64IEHaNeuHc8++yzVq1dnwIABfPjhhxW2WAb84mKZJEnS5rBgJkmSVEnNnTuXnJwcOnfuzLRp07jhhhuoU6dO0rE2y6effsrhhx/ORx99lHQUSZJUhVgwkyRJqiRyc3N/tJj/NddcwwMPPMBbb73FnnvumWCyX+6yyy5j3LhxXH755UlHkSRJVUj1pANIkiRpy40fP57evXuz7bbb8uabb1KtWjXq1avHueeem3S0LXLHHXdQvXp1brjhhqSjSJKkKsSCmSRJUgW2ZMkSLrvsMkaMGAGkFsX/4osv2GWXXRJOVjJ23nlnnnrqqaRjSJKkKsYpmZIkSRVQjJHHH3+cNm3aMGLECEIInHfeecyePbtSFMuWLVuWdARJklSFWTCTJEmqYJYsWcIRRxxBVlYW3333He3bt+fNN9/knnvuWbeVeoX24YcfstNOOzFw4EAKCgqSjiNJkqogC2aSJEkVTGZmJt999x21atXiuuuu47333mP//fdPOlaJ+cc//sHKlSuZOXMm1ar5cVWSJJU91zCTJEmqAN577z3atWtH7dq1qV69Oo8++ig1atRg9913Tzpaibvhhhvo1KkTXbp0STqKJEmqovzKTpIkqRxbsWIF/fr1Y7/99vvRTpHt27evlMUygBACJ554IjvttFPSUSRJUhVlwUySJKmcGjNmDO3atWPIkCEUFBQwf/58YoxJxyo1L774IqtXr046hiRJkgUzSZKk8ubrr7/mpJNO4ne/+x1fffUVLVu25OWXX+bhhx8mhJB0vFIxefJkevToQceOHVm5cmXScSRJUhXnGmaSJEnlyEsvvcQpp5xCdnY2GRkZ9O/fn4EDB1K3bt2ko5WqZcuWsf3229O1a1fq1auXdBxJklTFWTCTJEkqR9q0aUNeXh777rsvDz74IB07dkw6Upk48sgjmTNnDgUFBUlHkSRJckqmVBGEEM4LIXweQsgNIUwLIfxmI23PDCHE9Txqp7XpHkJ4IYSwsPC1Y3+m//sL211cku9LkgS5ubmMHj266HnLli2ZOHEikydPrjLFsnUaNmzI1ltvnXQMSZIkC2ZSeRdC6AkMAa4H9gYmAi+FEJpv5LQcYIf0R4wxN+31esAM4IJN6P9YoAuw8Be9AUnSBr3++ut07NiRY489ljfeeKPo+D777ENGRkaCycrOVVddxcSJE5OOIUmS9CMWzKTy7xLgoRjj8Bjj7BjjxcBXwJ83ck6MMS5KfxR78aUY41Uxxmc31nEIoSkwFDgVyNvC9yFJKrRs2TLOPfdcDjjgAD7++GOaNGnCqlWrko5V5l599VWuv/56DjzwQObNm5d0HEmSpCIWzKRyLIRQE+gEjCv20jhg/42culUI4csQwvwQwpgQwt6/oO9qwCjg1hjjR5t7viTpp2KMPPHEE7Rp04bhw4cD0KdPH2bPns0RRxyRcLqyt/fee9OrVy8uuOACmjff2MDpiq0UllaoH0IYUniv/yGE8FYIYb9i11nfNWII4bK0Nl+s5/WbSuenIElSxeKi/1L5ti2QAXxT7Pg3QJMNnDMHOBP4EGgAXARMCiHsFWP8ZDP6vgJYC9y1KY1DCLWAWmmH6m9GX5JUJZx55pk8+uijALRt25YHHniAbt26JZwqOdtssw33338/Mcako5SatKUVzgMmAb1JLa3QLsa4oWF1OUDr9APFllYYDnQATiO1ZEIW8GrhNRcUttmh2DWPBB4Cnil2/GrgwbTnKzblfUmSVNk5wkyqGIr/JhHWcyzVMMbJMcbHYowzYowTgZOAuUDfTe0shNCJVKHtzLjpv8UMALLTHvM3tT9JqioOO+wwatasyaBBg3j//ferbLEsPz//R89DCAklKRMlurRCCKEOcAJweYzxjRjjpzHGvwOfp19zPef/HhgfY/xfsb6WF2trwUySJCyYSeXdd0A+Px1N1pifjjpbrxhjATAF2G0z+v1NYR/zQghrQwhrgRbA7SGELzZwzo1AZtqj2Wb0J0mV0nvvvce4cf8/q/6Pf/wjc+fO5W9/+xu1atXayJmVV4yRY489lj59+rB06dKk45SqUlpaoTqp0ee5xc75AVhvBTaEsD3Qg9QIs+KuCCEsCSFMDyH8tTCzJElVngUzqRyLMa4BpgGHFnvpUOCtTblGSH1t3xH4ejO6HgXsWXjeusdC4Fbg8A1kXR1jzFn3AJZvRn+SVKmsWLGC/v37s99++3H66aezbNkyIDWSqkWLFgmnS9a0adMYM2YMDz/8MN9++22Z9Lly5UrOPPNMvvzyyzLpL82WLK1wDHAKqcLYpBDCbgAxxuXA28DfQgg7hhAyQghZpHa0Lj4Nc50zSN2Xi2/2cydwMnAgqU1+LgaGbejNhBBqhRAarHvg8guSpErMNcyk8m8wMCqEMJXUB+ReQHPgPoAQwqPAghjjgMLnA4HJwCek1jC7kFTB6/x1FwwhbAXsmtZHyxBCR2BpjHFejHEJsCQ9RAghD1gUY/y4VN6lJFUSL730En/+85+LijMHHnjgT6YgVmX77rsvr7/+Oh999BGtW7f++RNKwFVXXcXIkSN5++23y6S/9dispRVI3cdTDUOYBLxHammFCwsPnwY8DCwgNRL9PeAfwD4b6P9s4PFi66ARY7wj7ekHIYRlwNMhhCsKPwsUNwAYuIE+JEmqVCyYSeVcjPHJEMI2pBbl3QGYCRwVY1z3NXlzoCDtlIbAA6S+uc4G3ge6xxjfTWuzLzA+7fngwj9HkvpWW5K0mb755hsuvvhinnjiCQBatGjBvffey5FHHplwsvKne/fudO/evcz6u/DCC5k6dSqXXnopxx57bJn1SwktrRBC+NHSCjHGz4DfhhDqAQ1ijF+HEJ4ktY7ZjxTuyNka6LkJ3a0r1O1KsS/OCt3I/39mgNQIM9cslSRVSqEy70okKTmFUzWys7OzadCgQdJxJKlULV68mDZt2rBs2TKqVatGv379uOaaa6hXr17S0cqNefPmkZmZSWZmZiL9xxhZvnz5uv4zC5cPKHUhhHeAaTHG89KOzQJGrxsd/jPnB+Bd4MMY49kbaNOIVLHs8hjjA8VeewToEGPcdxP6Ohp4AWixkR0809t7r5cklSs5OTkldq93DTNJkqQt1LhxY4455hj22WcfpkyZwm233WaxLE2MkaysLNq0acPrr79eZn2+9957Rc8T3IlzMHBOCOHsEELbEMIdFFtaIYRw47rGIYSBIYTDQwi7FC6X8BCppRXuS2tzeAjhiBBCyxDCoaRGjX8MjEjvuLCg9QdgePFQIYSuIYR+IYSOhdc5CbgfeH5TimWSJFV2FswkSZI20+rVq7nuuuuYN+//6wpDhw7lnXfeYZ99NrSMVNW1aNEivvnmG3JycmjZsmWZ9Dl8+HA6derEgAE/O4irVMUYnyS1mP7VwHSgOz9dWiF9sf51SyvMJrWbZlN+urRCJnAPqQ0CHgXeBA6LMeYV6/5kUuul/XM90VaTmqY5AZgFDAIeJLXRgCRJVZ5TMiWVCqdpSKqsJk6cSK9evZgzZw49evTghRdeSHL0UoWxevVqpk2bxv7771/qfX3yySd07NiRVatWcfvtt3PJJZcAJTtNQ97rJUnlj1MyJUmSytj3339P79696d69O3PmzKFx48acdtppSceqMGrVqlUmxbK8vDyysrJYtWoVBx10EBdffHGp9ylJkiofC2aSJEkbEWPkqaeeom3btjzwQGo99XPOOYc5c+bQs2dPR5dtxNSpU3n22WcpyxkN1113He+++y4NGzZk5MiRVKvmx11JkrT5/AQhSZK0ESNHjuSkk05i0aJFtG7dmgkTJvDggw/SqFGjpKOVa/n5+fTq1YsTTjiBwYMHl0mfb7/9Ntdddx0A9913H82aNSuTfiVJUuVjwUySJGkjevbsSdu2bbn66quZPn06v/3tb5OOVCGsXbuWo48+mu23356srKxS72/58uVkZWVRUFBAVlYWPXv2LPU+JUlS5eWi/5JKhQsBS6qopk+fzj333MN9991HRkYGkFoXq0aNGgknq5hWrVpF3bp1S72fP/3pTzz88MM0b96cDz74YN2Cvz/iov8ly3u9JKm8cdF/SZKkErZq1Souv/xy9t13X4YPH869995b9JrFsk1XUFDA4sWLi56XRbHs2Wef5eGHHyaEwKhRo9ZbLJMkSdocFswkSVKV98orr9ChQwduvfVW8vPz+cMf/sAJJ5yQdKwKZ/HixRx55JEcfPDB/PDDD2XS58KFCzn33HMBuOKKK+jevXuZ9CtJkio3C2aSJKnKWrx4MVlZWRxxxBF8/vnn7LTTTjz//PP861//Yocddkg6XoUTY2TGjBl89tlnTJ06tdT7Kygo4KyzzmLp0qXsvffeXHPNNaXepyRJqhqqJx1AkiQpKWeccQYvv/wy1apV48ILL+Taa69lq622SjpWhRJjJIQAwPbbb89TTz3FNttsQ7t27Uq9748++og33niD2rVr89hjj1GzZs1S71OSJFUNjjCTJElV1s0338y+++7L5MmTueOOOyyWbab//e9/dOvWjbfeeqvo2G9+85syKZYB7LHHHrz33nuMHDmyzPqUJElVg7tkSioV7pwlqbxZs2YNt9xyC/n5+QwcOLDoePoIKW2eXr168eCDD7LXXnvx/vvvl/ufo7tklizv9ZKk8qYk7/VOyZQkSZXeW2+9xbnnnsusWbOoXr06p556KrvuuitAuS/ylGe33347q1at4vrrry/Tn+PgwYPp0qULv/71r8usT0mSVLU4JVOSJFVa2dnZnHfeeXTr1o1Zs2ax3XbbMXLkSFq1apV0tArpww8/5Lbbbit6Xr9+fR577DFatGhRZhkmTpzIpZdeSvfu3fn444/LrF9JklS1OMJMkiRVOjFGnnvuOS644AK+/vprAM466yxuvfVWttlmm4TTVUwLFiygS5cu/PDDD7Rt25YePXokkmPPPfckKyuLWrVq0bp160QySJKkys+CmSRJqnS+/fZbTj/9dFauXMluu+3G/fffz4EHHph0rAqtadOm9OnThzlz5tC5c+fEcmRmZvLoo4+ydu3axDJIkqTKz4KZJEmqFNIX72/cuDE33XQTixYt4qqrrqJ27doJp6uY3n77bdq1a7du8VxuvvlmMjIyqFat7Ff1+Oyzz9hll12K/htXr+7HWEmSVHpcw0ySJFV4H3zwAV27duW1114rOnbBBRdw3XXXWSz7he677z5+85vf0KdPH9btql6jRo1EimXz5s2jU6dOHHPMMWRnZ5d5/5IkqeqxYCZJkiqsH374gQEDBtCpUyfeeecdLr/88qLijrbMXnvtBUBGRgZ5eXmJ5SgoKOCMM84gOzubxYsXU7du3cSySJKkqsOx7JIkqUJ69dVX6dOnD5999hkAxx9/PHfddVfRlD1tvmXLltGoUSMAunbtyvTp02nfvn2iP9PBgwczYcIE6taty2OPPUaNGjUSyyJJkqoOR5hJkqQKZd2C/oceeiifffYZTZs25d///jfPPPMMTZs2TTpehbRmzRr69+9P27Zti3YVBejQoUOixbIZM2bwl7/8BYAhQ4aw2267JZZFkiRVLRbMJElShTJhwgRGjRpFCIG+ffsya9Ysfv/73ycdq0IrKCjg1Vdf5ZtvvuH5559POg4Aubm5nHrqqeTl5XHMMcdwzjnnJB1JkiRVIU7JlCRJ5d7q1aupVasWACeeeCL9+vWjZ8+edOnSJeFklUPt2rV58sknmTt3Lsccc0zScQAYMGAAH330Edtvvz3Dhw93qq0kSSpTjjCTJEnlVl5eHjfddBO77747S5YsASCEwODBgy2WbYEVK1Zw5plnMmrUqKJjbdq0KTfFsv/85z8MGTIEgIcffpjtttsu4USSJKmqsWAmSZLKpXfeeYdOnToxYMAA5s2bx4gRI5KOVGk89NBDjBw5kr59+5KdnZ10nB9ZsmQJZ555JgDnnXceRx11VLKBJElSlWTBTJIklSs5OTn07duXrl278uGHH7LNNtvw6KOP0r9//6SjVRoXXHABp556Ks8//zyZmZlJxykSY6R3794sXLiQ1q1bc+uttyYdSZIkVVEWzCRJUrkxevRo2rVrx9ChQ4kxcvrppzNnzhxOO+0017DaAkuWLOH666+noKAAgIyMDB577DG6d++ecLIfe/TRR3nmmWeoXr06jz/+OHXr1k06kiRJqqJc9F+SJJUbY8aMYcGCBbRq1Yr77ruPQw45JOlIFV5eXh5du3blk08+oU6dOlxyySVJR1qvtWvXcsMNNwAwaNAgOnXqlHAiSZJUlVkwkyRJiSkoKCAnJ4eGDRsCcMstt7DTTjtx2WWXUadOnYTTVQ41atTgkksuYciQIRx00EFJx9mg6tWrM2nSJO666y4uv/zypONIkqQqLsQYk84gqRIKITQAsrOzs2nQoEHScSSVQzNnzqRXr15kZmby4osvOuWyBM2fP5/8/HxatGgBpNYGy83NrfJFyJycnHVrtmXGGHOSzlPRea+XJJU3JXmvdw0zSZJUpnJzc7nqqqvYe++9efvtt5k0aRKfffZZ0rEqjQkTJrDXXnvRs2dP8vLyAAghlNti2dSpU3nsscfwS1xJklSeWDCTJEll5rXXXmOPPfbg+uuvZ+3atRx77LHMmjWLXXfdNelolcbOO+9MQUEB+fn5LFmyJOk4G7Vq1SqysrI47bTTuPvuu5OOI0mSVMSCmSRJKnU5OTmcddZZHHzwwXz66afsuOOOPPvsszz33HM0a9Ys6XgV3ooVK4r+vvPOOzN+/HgmTZpEkyZNEkz182rWrMmpp55KixYtyMrKSjqOJElSEQtmkiSp1NWsWZNJkyYRQuC8885j1qxZHHfccUnHqvBijIwYMYIWLVowY8aMouMdO3akZs2aCSbbNNWrV+dvf/sbs2fPZuutt046jiRJUhELZpIkqVR8+eWXrF27FoDatWszcuRI3nzzTe655551i7GqBDz33HMsXbqUYcOGJR1lky1btozc3Nyi5+V1fTVJklR1WTCTJEklKi8vj1tuuYW2bdty1113FR3v2rUr+++/f4LJKp8QAg8//DCDBw+uMAWzGCNnnHEGnTt3ZtasWUnHkSRJWi8LZlIFEEI4L4TweQghN4QwLYTwm420PTOEENfzqJ3WpnsI4YUQwsLC144tdo0aIYSbQwgfhhBWFrZ7NISwY2m+T0kV35QpU9hvv/244oor+OGHH5gwYYK7H5aggoICbr/9dq699tqiY9tuuy39+vUjIyMjwWSb7sEHH+SFF17g448/LhqBKEmSVN5YMJPKuRBCT2AIcD2wNzAReCmE0Hwjp+UAO6Q/Yoy5aa/XA2YAF2zg/LrAPsC1hX8eD+wOPP/L34mkymz58uVcfPHF/OpXv2LGjBlsvfXWjBgxgtGjRxNCSDpepTFhwgQuvfRSBg4cyAcffJB0nM02d+5c+vXrB8CNN97InnvumXAiSZKk9auedABJP+sS4KEY4/DC5xeHEA4H/gwM2MA5Mca4aEMXjDG+BLwErPcX2RhjNnBo+rEQQl/g3RBC8xjjvM1+F5IqrTfeeIOsrCy++uorALKyshg8eDDbbbddwskqn4MOOojzzz+fDh06sMceeyQdZ7Pk5eWRlZXFqlWrOOigg7j44ovLPMPq1avLvE9JklQxOcJMKsdCCDWBTsC4Yi+NAza2ENBWIYQve7r18gAAIABJREFUQwjzQwhjQgh7l0CcTCAC328ga60QQoN1D6B+CfQpqQLYeuut+frrr2nZsiWvvPIKo0aNslhWQvLy8rjjjjtYtWpV0bGhQ4fSp0+fCjdy79prr2XKlCk0bNiQkSNHUq1a2X8MveGGG8q8T0mSVDFZMJPKt22BDOCbYse/AZps4Jw5wJnAMcApQC4wKYSw2y8NUbj+2U3AP2KMORtoNgDITnvM/6X9SSrfCgoKmDx5ctHzDh06MGbMGGbOnMlhhx2WYLLK5+STT+aSSy4pmsZYUb311ltcf/31ANx///00a9aszDNMnjyZO++8s8z7lSRJFZMFM6liKL5idljPsVTDGCfHGB+LMc6IMU4ETgLmAn1/ScchhBrAE6T+f3HeRpreSGoU2rpH2f82JKnUzZo1i+7du/PrX/+a9957r+j44YcfTt26dRNMVjn9+c9/plGjRhxyyCFJR/nFli9fTlZWFgUFBWRlZXHSSSclkqN///5uQCFJkjaZBTOpfPsOyOeno8ka89NRZ+sVYywApgCbPcKssFj2L6AlcOhGRpcRY1wdY8xZ9wCWb25/ksqv3NxcBg4cSMeOHZk0aRJ16tTh008/TTpWpfPDDz8wZ86coueHHHIIX3zxBX/4wx8STLVlLrroIj7//HOaN2/O0KFDE8vxzDPPcOqppybSdynsdl0/hDCkcPmFH0IIb4UQ9it2nUfWc43JxdrUCiHcHUL4rnBX7OdDCH7hJUkSFsykci3GuAaYRrEF+Aufv7Up1wipRW46Al9vTt9pxbLdgENijEs253xJlcfrr79Ox44dGTRoEHl5eRx99NHMmjUrsZFCldXnn39O586dOeyww1i6dGnR8QYNGiSYass888wzjBgxghACo0aNIjMzM7EsTZo0YdiwYWXebyntdj2c1GeB04A9SK1t+moIoWmx67xc7DpHFXt9CHAccDLQDdgKGBNCyNjMtylJUqVjwUwq/wYD54QQzg4htA0h3AE0B+4DCCE8GkK4cV3jEMLAEMLhIYRdQggdgYdIFczuS2uzVQihY+HrAC0LnzcvfL068DSwL3AqkBFCaFL4qFkG71lSOXHJJZdwwAEH8PHHH9OkSROeeuopnn/+eZo339jv+voltt12W3Jzc1mzZg2ff/550nG22MKFC+nVqxcAV1xxBd27dy/zDCtWrGDs2LFl3m8xRbtdxxhnxxgvBr4itdv1hsQY46L0x7oXQgh1gBOAy2OMb8QYP40x/h34fD3XXF3sOkvTrpMJ/AnoH2N8Ncb4PpBFqgBXcecAS5JUQiyYSeVcjPFJ4GLgamA60B04Ksb4ZWGT5qS+NV6nIfAAMJvUN85Nge4xxnfT2uwLvF/4gFRR7n1gUOHzZqQ2DWhW2OfXaY+N7c4pqZJp1aoVAL1792b27NmceOKJFW53xvJs9erVRX+vX78+o0ePZsaMGXTq1CnBVCXjpptuYunSpey9995cc801iWS4/PLLOfroo7nyyisT6b+UdruuTmpDoNxi5/xAapRYugNCCItDCHNDCA+GEBqnvdYJqJGeLca4EJi5oWzuiC1JqkqqJx1A0s+LMQ4D1juPJMZ4QLHn/YCNbqcWY5xAauOADb3+xcZel1R5ffHFFyxevJjOnTsD0KdPH7p06cK+++6bcLLKZ/LkyZxyyikMGTKE3//+9wC0a9cu4VQl59Zbb2WrrbbitNNOo2bNsh+c/J///Id7770XIMndW7dkt+sPgQbARaR2u94rxvhJjHF5COFt4G8hhNmF1zoF6AJ8knadl4CngC9JrUV6LfBaCKFTjHF1Yf9rYozLNiPbAGDgxt+yJEmVgyPMJEkSa9euZfDgwbRv356ePXuycuVKADIyMiyWlZKnn36aL774guuuu65S7t5Yq1YtbrjhBtq2bVvmfWdnZ3P22WcDcP7553PQQQeVeYZiSnq369MKr7EAWA1cCPyD1EZB667zZIxxbIxxZozxBeBIYHegx89k3WA23BFbklSFWDCTJKmKmzZtGl26dKF///6sWrWK5s2b8/333ycdq9K74YYbuOqqq3j11VcrzTTX1atXM3ToUPLy8hLN0a9fP+bPn0+rVq24+eabk4xSKrtdxxg/izH+ltQi/TvFGDuTml65wcXvYoxfkxpttu46i4CaIYRGm5rNHbElSVWJBTNJkqqoFStW0L9/fzp37sx7771Hw4YNGT58OOPHj6dp0+Kb7WlLjRs3jr59+xaNJqtZsybXXnttojtHlrSrr76avn37ctxxxyWWYcyYMUU7cz7yyCPUq1cvsSylvdt1jHFljPHrwqLX4cDojVxnG2CntOtMA/LSs4UQdgA6bGo2SZIqM9cwkySpCvr222/Zb7/9+PLL1P4hp5xyCnfccQfbb799wskqpwULFnD00UeTl5dHt27d6NmzZ9KRSsXee+9Nw4YNOeeccxLpf9WqVZx77rlAaofXbt2Kr4GfiMHAqBDCVOBtoBfFdrsGFsQYBxQ+HwhMJrUeWQNS0y07Auevu2AI4XBSUyc/BnYFbi38+4jC17cC/g48Q6pAtjNwA6kRb88BxBizQwgPAbeHEJYAS4HbSK2d9mpp/CAkSapILJhJklQFbbfdduy9d2rjvXvvvZcjjzwy4USVW9OmTbn22muZN28exxxzTNJxSs3JJ5/M4YcfTqNGxWf5lY26desyfPhwBg8ezLXXXptIhuJijE8Wju66mtSu1jP56W7XBWmnrNvtugmQTWoX6+K7XWeSWk+sGalC1zPAX2OM6+bC5gN7AKcXXu9rYDzQM8aYPo2yH7AW+BdQB/gvcGaMMR9Jkqq4UBkXmZWUvMLt5rOzs7Np0KBB0nGkKq+goIBHHnmE3/3ud2y33XZAapRZ3bp1E52yVpn961//4je/+Q077LADADHGSrNWWXE5OTkV4v/1OTk566bAZhauwaUt4L1eklTelOS93jXMJEmq5ObMmcMBBxzAn/70J/r37190fLvttrNYVkpuuOEGevbsyWmnnUZBQWrwUGUtlv3zn/9k991358UXX0wsw7fffsuCBQsS61+SJFU+FswkSaqkVq9ezTXXXMNee+3FxIkTqVu3LnvvvTeOLi99J5xwAvXr16dr165FBbPKaN68efz5z3/mm2++4d133/35E0pBjJE+ffrQvn17XnjhhY22LS/TNCVJUvnnGmaSJFVCEydOpFevXsyZMweAI488kmHDhrHzzjsnG6ySijEyd+5cWrduDUDr1q357LPPiqa/VkYFBQWcccYZZGdn06VLF/76178mkuOf//wnzz77LNWrV2ennXbaYLuXX36Z2267rQyTSZKkiswRZpIkVTL/+Mc/6N69O3PmzKFx48Y88cQTjB071mJZKVmxYgXHH388nTp1Yu7cuUXHK3OxDGDw4MFMmDCBevXqMWrUKGrUqFHmGRYuXMj556c2j7z66qvp2LHjBtu2bduW448/vqyiSZKkCs6CmSRJlcxRRx3FjjvuyLnnnsucOXPo2bNnpV0/qzyoU6cO33//PWvWrGHatGlJxykTM2bM4C9/+QsAQ4YMYbfddivzDDFGzj33XL7//ns6derElVdeudH2LVq0YMSIEWWUTpIkVXROyZQkqYKbN28eDz30EH//+98JIdCwYUM++ugjGjZsmHS0Sis/P58QAtWqVSMjI4PHHnuMRYsW0alTp6SjlboffviBU089lby8PH7/+9/zpz/9KZEcI0aM4MUXX6RmzZqMHDkykRFukiSp8nKEmSRJFVR+fj5DhgyhXbt2DBo0iMcee6zoNYtlpWfBggUccsgh3HHHHUXHmjZtWiWKZQADBgzgo48+Yvvtt+fBBx9MZPTivHnzuPjiiwG47rrraN++/Qbb/u1vf+PKK68kJ2eLdpaXJElVjCPMJEmqgN5//3169erF1KlTAejWrVuVKdgk7eWXX2bChAnMmDGDc845h8zMzKQjlZlx48Zx5513AqkRXkmt07btttty9tlnM23aNC655JINtps/fz633HILa9as4be//S2//vWvyzClJEmqyCyYSZJUgaxcuZJrrrmGwYMHk5+fT2ZmJrfccgvnnHMO1ao5cLwsnH322fzvf//jjDPOqFLFsiVLlnDmmWcCcP7553PkkUcmlqVu3boMGTKENWvWkJGRscF2TZs25ZlnnuHFF1/kiCOOYPny5WWYUpIkVWQhxph0BkmVUAihAZCdnZ1NgwYNko4jVRo9evTgxRdfBOCkk05iyJAh7LDDDgmnqtw++eQTbr75ZoYNG0bNmjWTjpOIGCMnnngizz77LG3atGHatGnUrVu3zHMsWbKEhg0bbrRItjE5OTnripyZMUbnaG4h7/WSpPKmJO/1fhUtSVIFMmDAAFq0aMELL7zAk08+abGslOXl5XHIIYfw0EMPcd111yUdJzGvvvoqzz77LNWrV+fxxx9PpFhWUFDAcccdxwEHHMDnn3/+s21Xr15dRskkSVJlZMFMkqRyKsbIiBEjuOeee4qOdevWjU8++YSjjz46wWRVR40aNRgyZAgHHHAAvXv3TjpOYg455BCGDx/Orbfeyj777JNIhjvvvJOJEycyffr0n2372GOP0b59e1544YUfHX/ggQdKK54kSapknJIpqVQ4TUPaMnPnzqV3795MmDCB2rVrM2vWLFq2bJl0rCrhvffeo3r16uy5555Fx2KMiewGqZSPP/6Yjh07kpuby3333bfR4mWMkc6dOzN16lRuuukmrrjiCgDeffddunTpsq6ZUzJLgPd6SVJ545RMSZIqqTVr1nD99dez5557MmHCBOrUqcOgQYNo1qxZ0tGqhDFjxtC1a1f+8Ic/sGLFiqLjVbVYNnr0aL7//vtEM6xdu5YzzjiD3NxcDjvsMHr16rXR9iEEXnvtNW666SYuuugiIFVE29humpIkScW5S6YkSeXEW2+9Ra9evfjoo48AOPzww7n33nsdWVaGunbtSuPGjWnXrh1r165NOk6ipk6dyoknnsgOO+zAlClT2H777RPJcdttt/HOO++QmZnJQw89tEnFy/r16xeNLAN4+umnmTRpEtWrV6/y/10lSdKmsWAmSVI58O2333LwwQeTm5vLdtttx5AhQzjllFOq7MimsjRv3jyaN28OwDbbbMPkyZPZcccdq/zPPoRAixYt6NSpE40bN04kw8yZMxk4cCCQWsPs50ZafvLJJ+y2224/Opabm8vll18OYLFMkiRtMqdkSpJUDmy33XZceeWVnHXWWcyePZs//vGPVb5gU9pijAwcOJBWrVrx2muvFR1v2rSpP3ugU6dOTJ8+nfvvvz+xn0cIgTZt2vC73/2O008/faNtp02bRuvWrfnDH/7wo8LYnXfeyRdffEFGRkZpx5UkSZWIBTNJkhLw1VdfcfzxxzN16tSiY1dffTUPP/ww22yzTYLJqo4QAgsXLmTt2rWMGzcu6TjlxurVq4v+vtVWW9GwYcPEsrRv354pU6YwcuTIny3aTZo0iRACtWvXpnr11CSKefPmMWjQIADy8/NLPa8kSao83CVTUqlw5yxp/fLz8xk2bBh/+ctfWLFiBZ07d2by5MmOaCpDBQUFVKuW+s5w1apVjBs3jmOPPTbhVOXDN998Q+fOnenfvz8XXHBB0c+prK1du7ao6LU5Zs6cSaNGjWjatCkAxx57LKNHj6ZatWoUFBSkN3WXzBLgvV6SVN64S6YkSRXQBx98wP7778+FF17IihUr6Nq16yYvYq4tl5ubywUXXMB5551XdKxu3boWywrFGDnnnHOYN28ew4cPJy8vL5Ecq1evpnPnzlxzzTWbnaFDhw5FxbLRo0czevRoQghFxbKzzjqrxPNKkqTKyYKZJEmlbOXKlVx55ZXss88+vPvuuzRo0IBhw4bx5ptv0qFDh6TjVRlTp05l2LBh3H///Xz44YdJxyl3HnzwQcaMGUPNmjV5/PHHqVWrViI5Bg4cyPvvv8+wYcPIzs7+2fb/+c9/WLx48Y+OrVixgr59+wKpQiBAnTp1uOmmm0o+sCRJqpTcJVOSpFKwZs0aatasCcCMGTO4+eabATjhhBO466672HHHHZOMVyV169aNm266iT333JM99tgj6Tjlyty5c+nXrx8AN954Y2I/n8mTJ3PrrbcCcP/997PttttutP23337LiSeeCKTWMFtXgB40aBBfffUV9erVY+XKlQAMHz6c2rVrl2J6SZJUmTjCTJKkErBmzRpee+01+vfvT9u2bbnwwguLXuvSpQu/+tWv+Pe//83TTz9tsayM5OTkcOGFF7JkyZKiY5dffjlHHHFEgqnKn7y8PLKysli1ahUHHXQQF198cSI5Vq1axRlnnEFBQQFZWVmbNFX2u+++Y9ddd6VVq1a0a9cOgPnz53PHHXcA8MMPPwCw2267ccopp5ReeEmSVOk4wkySpF9o0aJFvPTSS4wdO5Zx48axfPnyotdWr15NjJEQAhkZGbz99tsJJq2aevbsycsvv8zChQt5+umnk45Tbl177bVMmTKFhg0bMnLkyMQW+v/rX//K3Llz2XHHHbnrrrs26Zy2bdsyZcoUFi9eXJS7WbNmvPLKK5xxxhnMnz+fEALPP/+8awVKkqTNYsFMkqRNtK4Ats5vf/tb5s6dW/R8u+2246ijjqJHjx4ceuih/oKesOuvv57//e9/9O/fP+ko5dZbb73F9ddfD6SmQDZr1iyRHG+88QZ33nknkJo62ahRo00+t1q1ajRp0uRHxz7//HMWLlwIQFZWFm3atCm5sJIkqUqwYCZJ0kZ8//33/Oc//2Hs2LFMmjSJjz76qGhtsqOOOor69evTo0cPevTowb777pvY6BzB4sWLmTt3Lt26dQNgn332YdasWWRkZCScrHxavnw5WVlZFBQUcNppp3HSSSclluXLL7+kdu3a/PGPf+TII4/82fbjx4/niy++4PTTTy/677tkyRJWrlxJ/fr1ueiiiygoKKBu3brcc889pR1fksqFgoIC1qxZQ4yx6FG7dm3vg9IvZMFMkqQ0MUZmz57N2LFji4pka9euLXp94sSJHHzwwQDcfvvtFsjKiTlz5nDggQeyevVqpk+fTvPmzQH8JWEjLrroIj7//HNatGjB3XffnWiW0047jS5duvxkpNj6rF27lgsuuIBZs2bx7bffcvnllwNw2WWX8eSTT9KpU6eihf7vuece6tevX6rZJaksrFmzho8//phZs2bxxRdf8OWXX/Lll1/y1VdfkZ2dTU5ODtnZ2UU7A6erXbs29erVIzMzk2bNmtGiRYuiP9u1a0e7du3YZpttEnhXUvlmwUySpDR33XXXTxY9b9OmDT169OCoo44qGr0EWCwrR3bZZReaNWvGqlWrWLVqVdJxyr1nnnmGESNGEELg0UcfJTMzM+lI7L777pvULsbI2Wefzb333su5554LpNYM/PTTT1m1ahUTJ04EoH379pxxxhmllleSSktBQQGzZs3izTffZNKkSbz//vvMmTOH/Pz8X3S93NxccnNzWbJkCf/73//W22brrbdmn332oVu3buy///506dKFBg0abMnbkCq8sL4KtCRtqRBCAyA7Ozvbm63KpXnz5hWNIjv77LM5/vjjAZg+fTq/+tWvOOCAA4qmWu6yyy4Jp9X6fPPNNzRu3LhorbgFCxbQqFEj6tatm3Cy8m3lypXsvPPOfPfdd1x55ZXceOONieTIzs7muOOOY9CgQT8qRG+q/Pz8H40gXLt2LVtvvXXR5hvTpk1jn332+dE5OTk564qDmTHGnC3JL+/1UklasGABY8eOZcyYMUyYMOFHGwltiTp16rDjjjuyYsUKli5dSq1atahfvz4HHHAAy5Yt4+WXX97guXvttRfHHHMMRxxxBF26dHHUtiqEkrzXWzCTVCr8EK3yZu3atbz11lu8+OKLjB07lpkzZxa9lpWVxahRo4DU6JVVq1ZRr169pKJqEzz99NOcc8453HrrrUWjjLTpxo8fz5AhQ3jqqaeK1uQra2effTYjRoxgt912Y9asWVSvvvGJD+tGVmzoF7YHHniA3r17A3DooYcybty4n7SxYFayvNdLW+aTTz7hn//8J08++SSzZs360WshBFq2bMkpp5xC165dGTJkCPPnz2fOnDmbfP2MjAy22WYbpk+fzg477ECMkbp165Kbm8vkyZNp27YtAwYMYOzYsXz55ZcbvVajRo045phjOPnkkzn44IOpUaPGL3rPUmkryXu9c0kkSZVednY2/8feecfXfP1//PnJjhVBxN5bzbaIUbRaq1aLfs0qpTWqqFmUtkZVaWvUbG1q0xpVUYoasULQGEVCkIXsee/790fi88tNgoSb3IzzfDzeD7lnfV6f5Pqc83mfc96naNGiNG/enFmzZnHx4kWsrKxo0qQJM2bMYPz48XpZTdOUsywbcPPmTUJCQti4cWOq8VoUT6dly5bs3LnTYs6yXbt26VtCf/nll2c6ywDmzp1Ls2bNTE6mvXXrFmPGjOH+/fuMGjUKgDx58rBx48YM065QKBQvQkBAAN9//z2vvvoqVapUYcqUKSmcZQUKFMDGxoYbN27g4uJC+/bt2b9/P++9994z27eystJXXhsMBgICAkxiObZp0waA3bt3U6BAARYuXEiLFi2e2J6TkxMODg48fPiQVatW0bZtW4oUKcKgQYPw8PBQfbAiR6NimCkU2QBN04YAY4DiwCVghIgceULZfsCKVLIcRSQ6scxrie29nNhmFxHZkawdDZgCDAKcgZPAUBG5ZI57UigyAhHB09OT3bt38+jRI7777jsgYbBXunRpNE2jbdu2tG/fnrfeeksFuM1miIj+EvDZZ59RuHBh+vTpo6cpns6VK1ewtramUqVKFtURHBysrwocNWpUmrZjRkREMHv2bAIDAzl69ChVqlRBRBg2bBi7d+/G29tbP5xj3rx5ODs7Z+g9KBQKRXoQEY4cOcLChQvZvn07cXFxKcpYW1szZcoU3n77berUqUOdOnW4ePEinp6eepkPPviA6dOnU7p0acqVK0fZsmVT/FuqVCkA7t+/j5+fH/fu3SNfvnxAwqRg5cqVqVChgklf0Lt3b1atWmWiJ0+ePERGRhISEpJCa2hoKMuWLWPZsmVUq1aNYcOG0atXLwoWLGiW35dCkVVQWzIViiyOpmnvAWuAIcA/wEfAh0ANEfFNpXw/4EegatJ0EbmfpExboAlwFthK6g6zccBEoB9wFZgEvAZUFZFnBlVQ2zQUmUVYWBju7u7s3r2bPXv2cO/ePQDs7e0JDg7WV4vduXOH4sWLq/gb2RARYenSpfz+++/s3LlT/Q2fg5iYGBo1asS1a9fYunUrrVu3tpiWnj17smHDBqpVq8bZs2dxdHRMUz1fX19++eUXpkyZgqZpbN++nXfeeQcbGxvy5MlDaGgozZo14++//36iE1VtyTQvqq9XKJ5OTEwM69at45tvvuHatWt6eunSpRER7ty5Y1L+t99+o0OHDgBs3ryZffv28fbbb9O5c2cgoT80Go1m7wfv3LnDnj178PX1Zf/+/Xh4eOh5mqZRpEgRHj58aHJqeHIcHR0ZNGgQI0aMoFy5cmbVp1CkBxXDTKHIRWiadhI4KyKDk6T9C+wQkQmplO8H/CAiaZri0TRNSOYwS1xddjexnVmJafaAPzBORJakoV01iFZkOOPHj2fu3LkmM7V58uShVatWtG/fnl69eqntlTmAO3fuUK1aNSIiIli7di29evWytKRsR2BgIN26dePSpUt4eXlRrFgxi+jYunUrXbt2xcrKiuPHj9OgQYPnaic8PJzq1atz584dSpYsiZ+fHwDnz5+ndu3aT6ynHGbmRfX1CkXqhIaGsmTJEr799luCgoJM8jRNS3Ubo5WVFQsWLGDw4MEp8jKbmzdvsnnzZjZt2sSZM2f0dCsrK1xdXXnw4AGjRo3i2LFj+iTF43uysrKiW7dujB8/nrp161rqFhS5GBXDTKHIJWiaZkfCtsnkkYv/BBo/pWo+TdN8NE27o2naLk3T6qXz0uWBYkmvKyIxwN/PuK5CkSHExMSwf/9+Ro4cyf37+mJJXF1diYuLo2LFigwfPpx9+/YRHBzMzp07GTRokHKW5RBKlSrFokWL+O677+jRo4el5WRLXFxcOHDgAP/884/FnGWQELsMEpzdaXGWeXl54eXllSJ96tSp3Llzh/z58+vOst69ez/VWaZQKBQZTUREBDNnzqRkyZKMHTs2hbMMSOEsc3NzY/78+dy7dy9LOMsAypcvz9ixYzl9+jTXrl1jxowZ1K1bF6PRyL1794iJieHy5cscOnSImzdv0qxZMwDKlCmD0Whk48aN1KtXj06dOnHpkormosi+qBVmCkUWRtO0EoAf0EREjiVJ/xx4X0SqplKnEVAJ8AIKAJ8C7YA6InItlfKprTBrTML2z5IicjdJ+lKgrIik2MuTuALNPklSfuCOmnVWPC93797VT7R0d3cnPDwcgJ9//pn+/fsDCatmHj58SOXKlVUcqxyE0Wjku+++o1OnTlStmuIxp0gHBoMhS21hFRG2bNlCx44dsbe3f2rZmJgYXnnlFa5evcqmTZvo1KkTkLCK7OWXX9ZPzQSws7MjKCjIJLB1aqgVZuZFrTBTKBKIiYlh2bJlTJs2DX9//2eWr1atGr169aJnz55UqFAhExSahytXrugrz8aPH0/Pnj0BGDJkCMuWLWPGjBm4uLjwwQcfmNTr2rUr33zzDRUrVrSEbEUuw5x9vQr6r1BkD5J7trVU0hIKipwATugFNe0fEmKVfQIMz6jrAhNIOCRAoXghLly4QL9+/Th37pxJerFixWjXrh3Vq1fX01xcXHBxcclsiYoMZtKkScycOZMNGzbg4eGhjq5/Ad5//30KFizIt99+S548eSwtB03T6NatW5rKRkZGUqFCBfz9/WncOGFxs9FoZPB5AU+zAAAgAElEQVTgwRgMBvLnz09YWEJIzcWLFz/TWaZQKBTmRkT47bffGD58OL6+CaGFy5cvT61atThx4gQBAQF62eLFi+tOsrp162bLib6qVasyadIkJk2aZLJSrkyZMsTHx7N+/XpOnDiBtbU1Q4YM0Sc7t2zZwvbt2xkxYgSTJ09+7MxQKLI8akumQpG1CQIMJGyPTEpREuKJPRMRMQKngMrpuO7jPW/pue5MwCmJlUrH9RS5lIcPH/Lrr7+ye/duPa1EiRJ4enqiaRoNGzbkq6++4syZM/j5+fHzzz/j5uZmQcWKzGDYsGGULVuWTz/9FBsbNbf3vKxfv55169axePFii26JuXv3LkOGDOHRo0fpqufs7MyOHTs4c+aM7hj/+eefOX78OPb29rqzrFKlSvTr18/cshUKheKpXLp0iRYtWtC5c2d8fX1xdHRk6NCheHt7s3PnTvbv30+BAgXo168fBw8e5Pbt28yePZt69eplmLMsKirK5PO+ffuYMWMGJ0+eNElfuHAhN27ceKFrJb2HLl26MG7cOH744Qfs7e3p3bs3DRs2NClvMBiYM2cOFSpUYMmSJSarhBWKLIuIKFOmLAsbcBL4KVnaZWBmGutrJDjMfnlCvgCdU6lzDxibJM0OeAR8lMbrFgAkJCREFIrHGI1GuXDhgsycOVOaNm0qVlZWAshrr71mUm7Xrl0SEBBgIZWKzCYmJkYOHjyYIk3x/Pj4+IiTk5MAMnXqVIvpMBqN0q5dOwGkQ4cOL9SWv7+/ODs7CyA2NjaS2H/JlStX0txGSEjI43oFJAv08dndVF+vyI2Eh4fLyJEjJTGsiYkVKVJEjEajXtZgMLzQteLj4yUoKMgkbceOHTJhwgQ5cuSInnblyhXJkyePFC5c2KTs+++/L4B88803epqnp6cAYm9vL6GhoS+k72lMnTpV7OzspHDhwil+T4A0aNBAzp07l2HXV+RezNnXqxVmCkXWZy7woaZp/TVNq65p2vdAGWAxgKZpqzVNm/m4sKZpUzRNa61pWgVN0+oCPwN1H5dPLJNP07S6ifkA5RM/lwEQEQF+AD7XNK2LpmkvASuBSGB9ht+xIkcyevRoypUrR+3atZkwYQJHjx7FaDRSs2ZNmjZt+vjlC4D27durrZa5hNDQUJo2bcqbb75pcoy9nZ2dBVVlbwwGA3379iUkJISGDRsyceJEi2lZsWIFe/bswc7OjpkzZz67AjBmzBgmT55MbGxsivSHDx/i5OREfHw8AAMHDqRKlSpm161QKBSpsW/fPipVqsT333+vj1tq1qzJjz/+CEBQUBD//vuvXt7KKm2v25s2beLTTz/l4MGDetqVK1ewtbVN8YzbsWMHM2fO5OjRo3qas7MzkZGRBAcHm5wc3rx5c/r3789LL72kp8XFxfHmm2/SqVMnk63sCxcu5MCBAxiNxjRpfhoiwokTJ4iNjSU4OBgnJyeTOIdWVlZ4eHhQv359Ro4cSURExAtfU6HIEF7U46ZMmbKMN2AIcAuIAc4AryXJOwSsTPL5e8AnsWwAsA9wS9ZeC1KZ6UnWjgZMJWGlWTQJJ2S+lA7NatY5F3Pjxg1ZtWqVSVqHDh0EEAcHB2nXrp0sXLhQbt68aRmBiiyD0WiUbt26ibOzs+zdu9fScnIE3377rQCSN29euXbtmsV0+Pj4SP78+QWQWbNmpanOpUuX9D7pr7/+0tMPHjyop1tbWwsgefLkkcjIyHRpstQKs8R+/GZif3oGaPaUsv2e0Ec7JCmTn4SJLR8gCjgGvJok3xaYRcIBQBHAXWA1UCLZtW6lcp1v0nFfqq9X5AqCg4OlV69eJv9XrK2t5aeffpL4+HgREfnqq6/kwIEDT23HaDTKzp07ZdiwYSbpH3zwgQAyY8YMPS0wMFAAsbKyktjYWD193bp18sknn8iff/6ppxkMBvnvv/8kLCzMZIXb03isW0TkwYMHYmdnJ4B4enqmqf6zMBqNsnnzZilfvrz+OytRooQ4OjqmeL4VK1YsxUpzheJ5MWdfb3FHgDJlynKmqUF07iI2Nlb++usv+eyzz6RatWr6AOjGjRt6mcOHD8uuXbskIiLCgkoVWYHw8HCTLZcPHz4UHx8fCyrKOXh6eoqtra0AsmzZMovpMBqN0qpVKwHEzc3N5MXsWWzatEnGjh1rkta7d28BpGLFivrzZfv27enWZQmHGfAeEAt8CFRPdHSFA2WeUL4fEEJCHFHdkpXZCFwCXiPhZOypiXVKJuY7AfuB7kBVoBEJBwKdTtbOLWBysmvlS8e9qb5ekePZu3evFC9ePNVthcknB5+Fr6+v/ox2d3fX07ds2SITJkyQQ4cO6WlGo1Hu378vcXFxZruXJ+Hn5ycfffSRNG/e3CR9+fLlsmTJEnn48OFztx0VFSWzZs3SJ1AAEydaUhs2bFi6J0IUiuQoh5kyZcqyvKlBdO7g6NGj0rVrVylQoECKWdfmzZvL2bNnLS1RkcXw9PSUqlWrymeffWZpKTmOyMhIqVmzpgDSqVOnNK8yyAh++uknAcTR0TFdMcaeRHx8vIwZM0Z/xjRr1uy52rGQw+wksChZ2r88IRZposPs0VPacwTigfbJ0j2BaU+p92rivZdJknYLGPEC96b6ekWOJTw8XAYOHKg/d5KPdTRNk0WLFj2znUePHpl8HjdunIwfP/6FnFAZRfL4a6VLlxZANm7c+MJt+/v7y0cffaTHr7WxsUnxOwWkTJky4uHh8cLXU+ReVAwzhUKhUGQ6RqORU6dO6cemA/j7+7NlyxZCQ0NxcXGhb9++bNy4kaCgIA4dOkS9evUsqFiRFbl58yZXrlxh48aNhISEWFpOjmLChAlcunQJV1dXli1blmGnsD2LuLg45s6dC8DMmTPTFGPs0qVLKU53S0pkZCSbNm0CwNramrVr15pHbAajaZod8DLwZ7KsP4HGT6maT9M0H03T7miatkvTtKQPUxvAmoTtnUmJApo+pU0nEl4gkh9XOk7TtGBN0zw1TZuYqFmhyNWcP3+eGjVqsGzZMgAcHR0JDQ3V85s2bYqnpycff/zxE9uIjo5m2LBhlClTBj8/Pz39m2++YebMmRQsWDDjbuA5SdpvxMbGMnz4cBo3bkzHjh319G3btjF+/HiuXr2arraLFi3K4sWL8fT05M033yQ+Pp7Q0FAcHR0pXbo0zs7OAPj6+tKoUSPmzJljlnhqCsUL8aIeN2XKlClLzVCzzjmCR48eyebNm6Vfv37i6uoqgEyZMkXPDwkJkcmTJ8uJEyde+CQoRe5h2bJlEhgYaGkZOYp9+/bps/N79uyxtBwJCgqSr7/+Ok3PhYcPH0rJkiWlatWqJjHXjEaj/PLLLxIRESGDBg3S7y/pMyi9ZPYKM6BE4vUaJ0v/HLjyhDqNgN5AHaAZsIWEQ3cqJylzjIQYpiVIcJ71BoxPadMBOA2sTZY+EmgO1CZhy2ggsPwp92Of2L8/tpKqr1fkJIxGoyxatEiPlZjcihYtKps3b07TCl6j0ShNmjQRQH744YdMUJ85tGjRQgCZNm3ac7dhNBpl165dUrVqVf13+8UXX8g777yjr0ADpF27durUdEW6UVsylSlTluVNOcyyLxERETJ79mxp0aKF2NjYmAwU8+fPLxMmTLC0REU24vDhw/L6669n6NH1uZ2goCA9vs7QoUMtLSfdnD59WooXLy6VK1c2iXG4ZcsWAaRs2bKiaZoAUqlSpReK52NBh1nyw3cmAt5pbMOKhO2W85KkVSThMB4hYXumB7AWuJxKfVtgB3D2WfcNvJvYZuEn5E9NzYmg+npFTiAkJETeeeedVB1l1tbWMn78+KfG14qLi5M1a9aYBOg/c+bMMw8CyG5s375dOnToYBJ79MSJE9K1a1fZt29futqKjY2V+fPnS8eOHSUmJkaMRqN0795d3/IKiKurqxw+fNjct6HIwSiHmTJlyrK8KYdZ9iEqKkouX76sf46Li5OCBQvqg8SqVavKqFGj5MCBAyaB2hWKZxEbGyvlypUTIEUQd4X5eBwQv1q1ahY9VMPb21vWrl37XLHTgoOD5dKlSyZpe/fulVKlSom9vb3+PDpz5swLabSAw8wu0aHVJVn6j8Df6WhnGbA3lfS8QPHEnzcCu5Pl2wLbgfNPcoIlK18y8ffT8An5aoWZIkfi7e0tZcuWTdVZVr9+fbl169Yz23i88uqnn37KBMVZi8ergPv27fvCbR05ckRKlCghK1as0P8mmqbJvHnzLBqbU5F9UDHMFAqFQvFC3L59m8WLF9OxY0cKFy5M27ZtH78MYWNjw7hx4/jxxx+5fv063t7ezJkzh9dffx07OxXaRpF2bG1tWb16Nf369WPSpEmWlpNj+eKLL2jSpAnr1q0jT548FtEQHx/P+++/T+/evZk5c2a66xcqVIgaNWqYpLVp04amTZsSExMDQO/evalfv75Z9GYWIhILnAHeTJb1JgnbKp+JlhBUqC5wL5X2I0TknqZpzkBrYGeSerbAJqAy0EpEgtNwucex0lJcK/F6MSIS+tiAsLTcg0KRldm1axcNGjTAx8cnRd6YMWM4ffo0ZcuWfWY7Xbt2pXDhwjg4OGSEzCzN0KFDGTFiBIMGDdLT7t+/z6uvvsq8efP0MWZa2LFjB3fv3uXgwYP06tULSFjkM3z4cHr06PHUeJcKhdl5UY+bMmXKlKVmqBVmWY5Tp07J+PHjpVatWilmT0uWLCn379+3tERFDuC3336Tv/76y9Iych2WnnWfOXOmAOLk5CS+vr7PLG80GmXkyJFy8ODBJ5a5ceOGvi3cwcFBwsLCXlinhU7JfA+IBfoD1YHvgXCgbGL+apKcmAlMIcH5VYEER9kvQBzQIEmZ1kAboDwJzjdPEk7jtE3MtyHBeXabhFhoxZKYXWIZNxJimNVNbKc74AfsTMe9qb5ekW0xGo3y9ddf61v/3NzcpGXLlgKIvb29/Pbbb0+se+XKFXn33Xfl+PHjelpsbGyKEzFzM999953+e00PS5cuFXt7e9myZYuIiEyfPt1kzFq9enW5fft2RkhW5BDUlkxlypRleVODaMsTGBhoEutn6NCh+mDDyspKGjduLNOnTxdPT0+Lv2wrcgYbN24UQIoVKyb+/v6WlpOjiYuLEw8PD0vLEBERLy8vsbOzE0BWrlyZpjqP45PZ2trKnTt39PT4+Hhp27atLF26VHr16qU/s5724poeLOEwk4Q+cQhwC4ghYcXZa0nyDgErk3z+HvBJLBsA7CNlDLTuwH+JZe4BCwCnJPnlkk+MJLEWiWXqAydIODUzCvAmIUZZnnTcl+rrFdmSqKgo6dKli/7/YujQoXrYiaVLl8qVK1eeWn/AgAECSIsWLTJDbrYkKChI5s+fL9u3b9fTjEajXLhw4Zl1k/YLR44cEWdnZ5PnmLOz8wtv0VfkXJTDTJkyZVne1CA68zEajXLu3DmZNm2auLm5iaZpcujQIT3/r7/+kp49e8q6deskKCjIgkoVOZWIiAipWbOmjBw5UqKjoy0tJ0fzeFXEV199ZVEdsbGxUq9ePQGkQ4cOaXa+h4aGysCBA2Xq1Kkm6YsWLRJA8ubNq6+GbdOmjdn0WsphllNN9fWK7EhgYKDUrVtXd75omibffvvtU+uEh4ebrB67ffu2dOnSRby8vDJabo5izpw5YmVlJfPmzUtznTt37oiLi4uUKFHCxGlmZ2cnO3bsyEC1iuyKOft6GxQKhUKRbYmIiGD//v3s3r2bPXv2cPfuXZP8U6dO0bx5cwBatmxJy5YtLSFTkYM5duwYjRs3BiBPnjx4eHhYLI5WbkFE8PPzQ0QoV66cRbXMmDGDc+fOUahQIZYuXUpCuK1nkz9/fpYuXfrY6QKAv78/EyZMAMDKygovLy/y58/PL7/8kiHaFQpF7uPq1au0bNlSHy/Z2toSFxfHtGnT+PTTT1ON1bpjxw4GDx7M//73P77//nsASpUqxbZt2zJVe3ZHRPj3338xGo0YjcY019u6dSuBgYEAlC1bVo81FxsbS+fOnZkzZw4jR45Mc/+jUKQHFfRfoVAoshmPA2AD/Pvvv3Tp0oXly5dz9+5d8uTJQ4cOHVi8eDG+vr6MHj3agkoVORkRoV+/fjRp0oSNGzfq6cpZlvFomsaiRYs4ceIEvXv3tpiOu3fvMn36dAAWLlxIsWLFnlnn/v37Jp+TvuCMHj2aR48e4eTkRFhYQiz5KVOmULx4cTOqVigUuZVjx45Rv3593VlWr149zpw5g6urK0uXLn3iwUZ58+bl/v377Nu3j9jY2MyUnKPQNI2lS5fyxx9/MHz48DTXGz58OKtXr8bBwQEfHx+KFi2Kjc3/r/v57LPPGD58eLqccApFWlEOM4VCocjixMbG4u7uzsiRI6lSpQoff/yxnle/fn3c3Nz45JNP+OOPPwgODua3337jo48+onTp0hZUrcjpaJpGqVKlsLa2xs/Pz9Jycg1JV2Q1bNjQojPqJUqUYN++fYwYMYL33nvvmeVv375NtWrVGDhwIJGRkSZ5f/31F2vXrgUgJCQEgEqVKjFy5EjzC1coFLmO3bt307x5cyIiIgBo164d//zzD7Vq1eLOnTsmz7Djx4+zb98+/fObb77Jli1b8PT0VKeFvyCaptG6dWu974qLi6Nfv354eXk9tV6fPn34559/KFu2LAEBAVhbW5tM0C1YsIDu3bsTFxeXofoVuQ8t6cBLoVAozIWmaQWAkJCQEAoUKGBpOdmOu3fvsmfPHvbs2cP+/fsJDw/X80qVKoWvr69aeq7IdESEqKgofZAaHx/P+fPnefnlly2sLHewa9cuFi5cyC+//JItV10tW7aMQYMG0ahRI44ePYq1tTWQsGq2Tp06XLlyBSsrK32VgJeXFy+99JJZNYSGhuLk5AQJAfJDzdp4LkT19YrswLp163j//fcxGAx6WuvWrfnjjz9SlN22bRvvvvsuZcqU4cqVKzg4OGSm1FzHlClT+OqrryhevDg3btx45u87KCiIHj164O7uDiSsak86AdOsWTP27t1L3rx5M1S3Imtjzr5erTBTKBSKLEDyyYu33nqLgQMHsn37dsLDw3F1deWDDz5gy5YtXLp0STnLFJlOYGAgHTp0oEePHvr31cbGRjnLMgl/f3/69+/PH3/8wYIFCyyq5fz589y4cSPd9QYOHMjBgwdZtWqV7iwD+PLLL7ly5Qq2tra6s+yjjz4yu7NMoVDkPubNm0fv3r0xGAwmY6eKFSvqPycdg7Vt25ayZcvy5ptvEhUVlalacyPDhw+nVatWLFmyJE3OySJFirB3717Gjh0LQGRkJI6Ojnr+kSNHcHNz49GjRxmmWZG7UCvMFApFhqBmnZ/Nw4cP2bdvH7t37+bw4cN4e3vrnf748eM5ePAg7du3p3379tSrVw8rKzXHobAcnp6e+hbAU6dOUatWLUtLyjWICB07dmTXrl3UqlULDw8Pi616iIyMpF69evj5+bFz507eeOONF2rvxIkTNGnSxCT2jJOTE/fv38+Qe1QrzMyL6usVWZlp06YxefJkIGEroIigaRrz5s1j2LBhAKxZs4Zdu3aZxOKMiIhQK5Qykcd/l8fcvn0bFxeXZ/YBmzdv5oMPPiAiIgJ7e3uTGL9VqlThn3/+oUiRIhmmW5F1MWdfrxxmCoUiQ1CD6JSICJcuXWL37t3s3r2bY8eOmWwP2LNnD23bttXLqlVkiqzG+vXreemll6hdu7alpeQqlixZwscff4ydnR2nT5+2qLNy5MiR/PDDD5QoUYKLFy/i7Oz81PJGo5EZM2YwZMgQChUqZJL32Pl29epVrK2t9eehu7v7CzvinoRymJkX1dcrsipTp07lyy+/NEmzs7Nj7969vP766wBcv36dqlWrYjQaOXbsGG5ubpaQmmZCQkK4cuUKDRo00NN+/vlnWrZsSYUKFSyozHw8fPiQRo0aUbBgQXbs2PHM8AMXL16kU6dO3LhxA2dnZ4oXL87ly5cBKFeuHCdOnMDV1TUzpCuyEGbt60VEmTJlysxuQAFAQkJCRJHAggULBDCxGjVqyJgxY+TQoUMSGxtraYkKhY6Pj4906NBBfHx8LC0lV+Pt7S2Ojo4CyNy5cy2q5e+//xZN0wSQPXv2pKnO3LlzBZAqVapIXFycSd7w4cMFEAcHB/2Z2KlTp4yQrhMSEvL4WgUkC/SV2d1UX6/Iinz++ecpxltOTk7y33//pSi7dOlS+eSTT8RgMFhAadoIDg6WL774QpycnKREiRISFRUlIiL//fefaJommqZJ+/btZc+ePVn6PtLCqVOnxNnZWUqXLi337t1LU53bt29LhQoVBJC+fftK48aN9b97lSpV5Pbt2xmsWpHVMGdfb/GOVpkyZTnTcvMg+saNGzJ//nxp27atbNiwQU+/dOmSODg4SNu2bWXBggVy8+ZNy4lUKJ5B69atBZB27dpZWkquJTY2Vl555RUB5I033rDoi1BYWJiUL19eABkwYECa6508eVKqVasmS5cuNUn/66+/9BcaGxsb3XH26NEjc0s3QTnMVF+vyLkYjUYZP358CmdZoUKFJDAwUC+XXZxKAQEBMmHCBMmfP7/JROvVq1dFRMTLy0vvqx9bxYoVZc6cOfLgwQMLq39+rl27JufPn09XHR8fHxkwYIBERkZKZGSkuLm56b+TypUry927dzNIrSIrohxmypQpy/KWmwbRsbGxcvDgQRk9erRUr17dZODSvXt3vZzRaJSIiAgLKlUo0s5///0nrVq1SnVGXpE5TJo0SQBxdna2+Az54MGDBZAyZcqk+7keFRUlRqPRJG3//v3i6uoqxYsX15+X27dvN6fkVFEOM9XXK3ImRqNRxowZk8JZVrhwYRNn2dKlS6VNmzb6Kq2siL+/v3z22WeSJ08e/T5q164tmzdvTtXZd+XKFRkxYoQ4OTnp5R0dHeXQoUMWUG9+Dh06JFOmTEmXo/PLL78UGxsbcXFx0fuugICADFSpyEooh5kyZcqyvOWWQXRYWJg4OzubDM6sra3ltddek1mzZsnly5ctLVGhSBOXL1+WzZs3W1qGIpF//vlHrKysBJCNGzdaVMvff/+tP9/c3d3TVCc6OvqZZWbPnq232759+xeVmSaUw0z19Yqcybhx41J1liV1kvj7+0u+fPkEkCVLllhQ7dM5ffq0fg8vv/yy7NixI03OovDwcFm6dKnUrl1bnJycJCwsTM+7du2axMTEZKTsDOHBgwdSuHBhAeTHH39MUx2j0Siff/65VK5cWXbu3Kn3pRUqVJDg4OAMVqzICpizr1dB/xUKRYaQ0wIBG41Gzp49y549ewgKCmLevHl6XoMGDbh58yZt27alffv2vPXWW88MhK1QZCW8vLxo1KgRRqORU6dO8dJLL1laUq4mLCyMOnXqcPPmTfr06cPq1astqic2NpavvvqKsLAwfvzxx2eWP3/+PO3atePHH3+ka9euJnkGgwFra2tu375NpUqViI2NxdHREV9f30w5zUwF/TcvOa2vV2RP5syZw+jRo03SChUqxKVLlyhWrJhJ+uHDh9m7dy8zZszIMocr+fj4cPz4cf73v//paePHj6d58+a0adMm3TpFBB8fH8qVK6d/rlWrFkFBQQwcOJCPPvqIUqVKmfMWMpQVK1bw888/s3//fv00+acRGBhInTp1uHfvHr/88gsbNmxg//79QMLpmR4eHo/7AUUORZ2SqVAosjw5YRAdGhrK/v372b17N3v37uX+/fsA2NjYEBwcrN/XvXv3KFq0KNbW1paUq1A8N0ajkfbt2xMfH8+aNWtSvGAoMpf+/fuzYsUKypYty/nz57PMwF4kbaf39unTh7Vr19K5c2e2bdum13nw4AHNmjVj3LhxLFmyhGPHjgGwYcMGkxfFjEQ5zMxLTujrFdmb5cuXM3DgQAA+//xzbt26xd69e7lw4YLuFIqOjsbBwcGSMlPlv//+Y+bMmaxatQorKytu3LhByZIlzX6dO3fu0LBhQ+7evQuAtbU1nTt3ZujQobRo0SLLOA6fhtFoxMrKSv/s6+tLmTJlnlj+ypUrHDlyhA8//JCAgADKlClDTEwMAC+99BLHjx8nX758Ga5bYRnUKZnKlCnL8kY236YxYcIEPRD1Y8uXL5906dJFli9fbrLMXaHIjly4cEHi4+P1z6GhodkmEHJOZseOHQKIpmly+PBhi2rx9vZ+rtN7Y2Ji5Ouvv5b79++bpE+ePFkAKVq0qP5cfeONN1LEN8tI1JZM1dcrcg4bNmzQnyVjx47V08PDw/WfFy5cKNWqVctSQd+9vb2lb9++Ym1tbfIs9Pb2zrBrxsbGyqZNm6R58+YpTmtP66nHWYWVK1eKnZ2drFy5Ms11xo4da3LfL7/8skRGRmagSoUlMWdf//9uWoVCociFREdHs2/fPoYPH87t27f19JIlSxIfH0+VKlUYOXIk+/fvJygoiG3btjFgwAA1K6XI1sybN4/69eszY8YMPS1//vwms7cKy9CsWTO6d+/O+PHjadasmcV0PHjwgBYtWuDm5sadO3fSVdfOzo5Jkybh6upqkv7FF1/w6aefEhAQAICDgwNr1qzJFqsbFApF1mLPnj307NkTAE3TaN68uZ6XN29eACIiIvj222/x9vZm7dq1FtGZlDt37tCzZ09q1KjB6tWrMRgMtG3blmPHjuHu7k7VqlUz7Nq2trZ069aNQ4cO4eXlxccff0zevHm5fPmySd9vNBozTIO52LdvH7GxsVy/fj1N5R88eMCBAwcoUaKEnnbmzBk6duyIwWDIKJmKnMKLetyUKVOmLDUjC8863759WxYvXiwdO3Y0OYFo0aJFepng4GC5du2aBVUqFBnHqlWrBJAePXpk6uoeRdowGo0mq/8sQc+ePQWQatWqpWkWPjIyUjZu3PjU75PRaJRatWrpz9yffvrJnJLThFphlvFEeDoAACAASURBVHv6ekXO5ejRoyl2AZQoUSLVsjdu3JAZM2Zkib7O399fHB0dBZCOHTuKh4eHRfU8evRIli9fbrK6fPz48fL666/Ltm3bJC4uzoLqnozBYJB169aleVX8xYsXpVChQvr3JOn3ZsiQIVniu6EwL+qUTGXKlGV5y4qDaC8vL6ldu3aKU5RKlCghH374oRw7dszSEhWKDCP5qYUHDhxQg8QsxOXLl7PM32Pr1q0CiJWVlZw8eTJNdT777DMBZODAgSbpRqNRVq5cKdHR0bJixQr9uVurVi2L3K9ymOX8vl6Rs7lw4YI4ODjoz5IJEyZIkSJF5MyZM3qZwMBACyr8f06dOiVffPGFSdqqVavk3LlzFlL0dOLi4sTV1VX/3ZYuXVqmTZsm/v7+lpb2VAwGg4wePVquX7/+xDJnzpyRggULpggLAMi0adMyUa0iM1AOM2XKlGV5s/QgOigoSNauXSvbt2/X0x4+fCjW1taiaZq4ubnJtGnT5Ny5c1nmJVWhyAhiY2Nl3LhxUq9ePYmKirK0HEUqXLx4Uezt7eWdd96RiIgIi2rx9/cXFxcXAeTzzz9Pc71Zs2aJnZ2d/P777ybpj1czvvzyyzJgwAABxM7OTnx8fMwtPU0oh1nO6usVuQs/Pz9xdnZO4ehIuiJ3/vz5UrBgQTl16pSlZMqxY8ekbdu2us6jR49aTEt6uXXrlu6EfKzfzs5OevXqleYJlMzmm2++0SfAn9aHnjp1SpycnAQwuT9AFi9enImKFRmNcpgpU6Ysy1tmD6KNRqN4enrK9OnTpXHjxmJlZSWANGzY0KTcH3/8kWVmHhWKzODevXu6A2Tjxo2WlqNIhVWrVomtra20bdvWog58o9Eo77zzjr4CLPmqxGdx+/Ztk8++vr5SoEABAaRp06b6qpD58+ebU3a6UA6z7N3XK3IvoaGhUqFCBd3BUaVKlRRb8uLi4qRp06YCyJdffpnpGg8dOiRvvPGGrtHa2lr69Onz1JVPWZWoqChZvXq1NGjQQL+fTz75xNKyUsXPz09effXVNB0CcOLECcmfP78A+oqzx7Zz585MUKvIDMzZ12uS0NkpFAqFWcnMo+ZHjx7Nr7/+ip+fn0l6rVq16NChA9OmTVNBpRW5mn379hEWFkbXrl0tLUXxBM6ePUuJEiUoVqyYxTSsX7+eXr16YWNjw6lTp6hbt+4z64hIqs9XEeGtt97C3d2dKlWqcPXqVQAaNmzIsWPHLHbAhFmPmldkal+vyL3Ex8fTqVMn9uzZo6dZWVlx+/Ztk0DuAGFhYWzYsIGBAwdm2tjv7t279OjRg8OHDwNgY2PD+++/z4QJE6hYsWKmaMhITp8+zcKFCxk3bhzVqlUD4MSJE2zdupXBgwdToUIFCytM+I7Y2Njon4ODg3FycjJJe8yxY8do3bo14eHhODo6EhUVBYC1tTVHjx6lUaNGmaZbkTGYs69Xx2EpFIpsxfXr11m+fDlJnf23bt3Cz88PR0dHOnTowKJFi/Dx8eHChQtMnz5dOcsUuYrIyEgGDx7MiRMn9LTWrVsrZ1kWp379+hZ1lgG8/PLLNGzYkMmTJ6fJWebu7s5bb72Fr69virzFixfj7u6Ovb09165dAxJeRtauXatOY1UoFGlGRBg+fLiJswxg5cqVurPssUMeEk58HjRoUKaO/VxcXPD19cXOzo6PP/5YH6vmBGcZwCuvvMKKFSt0ZxnADz/8wHfffUelSpV4++232bt3r0VP2EzqGIuKiqJNmza0adOGBw8epCjbuHFj9uzZQ548eYiKisLW1hYAg8FAq1at8PHxyTTdimzAiy5RU6ZMmbLUDDNt04iJiRF3d3cZOXKkVKlSRV827e3trZc5fvy47N27V8VnUihEZPTo0QJIxYoVJTY21tJyFE/gwYMH0rp1azl79qylpZgQFxeXppPRDAaDVKtWTQAZMWKESd7169f1E4jz5cunP7e/++67jJKdZtSWzKzZ1ysUT2L69OkpDmtK+iyZO3euWFtby4YNGzJFj9FolB07dkiXLl1M+tijR4+m2Jaek9m9e7e0bt3a5O9SqVIlmTNnjjx48MCi2k6cOCF58+aVwoULy3///ffEcgcPHtRPLU166mrZsmUlNDQ0ExUrzI2KYaZMmbIsby86iP7nn3+kS5cuJi9bjzu0li1byunTp5+rXYUip/Po0SNp0qSJHDhwwNJSFE+hR48eAkiNGjVSxOHJbJ735ebq1avSo0cPCQsL09Pi4+OlSZMmAkjx4sX1Z/dLL71k8fsUUQ4zc5tymCkykl9//TWFs2z06NF6vtFolP79+wuQ4jRKc2MwGGTz5s1Sp04dXcvPP/+codfMDly9elVGjhypB9MnMQampTl//rwcOXLkmeU2b96s627UqJH+82uvvZYl+izF86EcZsqUKcvylp5BtMFgkBMnTsiNGzf0tN9//13vtFxdXeWDDz6QLVu2yKNHj57ZnkKRm3jw4IGsWbPGJE2d/Jq1WbdunR4Q+vjx4xbV4uvrK87OzjJ69GiJiYl54fZmz54tgD5r//g+LXUqZnKUw8xyfb1CkR7OnDkj1tbWJs6yd999N0U5g8Eg27Zty7B+Lz4+XtavXy81atTQdeTLl0/Gjx8vAQEBGXLN7Eh4eLgsXbpUateubbICMDo6Wn799Vez9C8vgp+fn9y5cyfVvIkTJwog5cuXl1dffVX/O48bNy6TVSrMhXKYKVOmLMvbswbRDx8+lI0bN0rfvn31E/wmTJig50dERMjUqVPl1KlTaoZHoXgCjx49krJlywoge/bssbQcRRrw8fHRZ+KnTp1qUS1Go1FatWolgLi5uUl8fPwz6wQHB8vVq1dTzbt48aLY2dmlcJgtWbLE3NKfG+Uwy9y+XqF4Hvz9/cXZ2dnEWVa9enXdKXb48OFMmRh68OCBSTgQJycnmTx5sgQHB2f4tbMrRqPRZFv/mjVr9MnvyZMnP9FplZGcPHlSihUrJo0aNUr19GeDwSATJkwQPz8/efDggYnTLC0nbyqyHubs61XUVYVCkWlERUXx7bff0rx5c4oUKcJ7773H6tWrCQwMpECBAo8H3wDkyZOHKVOm8Morr6gA0QrFE3BycqJDhw5UrFgRFxcXS8tRPAODwUDfvn0JCQmhYcOGTJw40aJ6Hgfmd3R0ZOXKlVhbWz+zzrBhw6hTpw4bNmwwSY+Li+P9998nNjaW4sWL66eONWjQgIEDB2aIfoVCkfOIi4vjzTff5OHDh3pawYIFOX36NJqmMXv2bF577TUmTZpkMm40F0nbdHZ2pnTp0hQqVIivv/6aW7du8dVXX1GoUCGzXzenoGmaSQB+o9FIiRIl8Pf35+uvv6Zs2bJ07dqVQ4cOZcjfLzUKFy5MdHQ0ERERBAcHp8i3srJixowZlChRgoIFC1KzZk09b+DAgfzzzz+ZolORNVFvoQqFIkO5fPmy/rO9vT3fffcdhw8fxmAwUL16dUaPHs3BgwcJCgpi5syZFlSqUGQP7t27R1hYmP559uzZnD17lldeecWCqhRpYe7cufz999/kzZuXtWvXpnrcfWZx48YNxowZA8DMmTOpUqXKM+tERUUREBBATExMitPfZsyYwZkzZyhQoAD+/v4A2NrasnPnTnVSsUKhSDP9+/fnwoUL+mdra2s8PDzIkycPkDCWBLCzszPrsyUmJoZFixZRo0YNAgIC9PTly5dz69YtJk2aRMGCBc12vdxC3759uXXrFps2baJ58+YYDAa2bt1Ky5YtqVWrFuHh4RmuoWLFiuzfv5/jx4/rJ6s+CU3TeOONN+jUqRNt27YlLi6O1q1bq5MzczMvukRNmTJlylIzErdpFCtWzGTZ/Jw5c2TBggUm8coUCkXacHd3FxcXF+nTp4+lpSjSyblz58TW1lYAWb58uUW1GAwGadasmQDSvHnzdG17NxgMKeKuxcXFycsvvyyAlCtXTt/Ksn79enNLf2HUlsyM6evVlkyFOViyZEmKIP87duxIUe7EiRNmu2ZkZKT8+OOPUrJkSf2aGX2AQG7Gy8tLPv74Y8mbN6+0aNHCJO/evXuZpuNJIQi8vb1F0zQBZMiQIfp3okKFChIVFZVp+hQvhophpkyZsixvjwfRJUuWtEi8AoUiJ3LkyBGxsrKSOnXqqBfUbERkZKQeMLpz584WP5Rh7ty5AkjevHnNNnkRExOjn/wJSPv27c3SrrlRDrOM6evV80jxohw9elSfVHgcC3Hs2LEiknCSobmDxoeHh8t3330nrq6u+nOrVKlSMn/+fImMjDTrtRQpefTokUk8zPv374udnZ288cYbsm3bNpM4aObm119/lRo1akhgYGCq+dOnT5exY8dKfHy8vPvuu089dEKRNVEOM2XKcpkBQ4CbQDRwBmj2lLL9ks/OJZpDetoEigFrgPtABHAW6JoOzQUAdaqlQvGCJB80/vHHH2qWM5sxfPhwebzi9kkD9Mxk1apVkj9/flm8eHGayq9fv16++eabpx4K4OnpKQULFhRAChQoIEFBQeaSa1aUw8zs4xPlMFO8MHfu3NEdV127dpX4+HjZunWriIjMmjVLAOnYsWOaDiZJC9HR0VKqVCl9jFy2bFlZvHhxqgHhFZnDxo0bxcrKSv+blC5dWqZPny7+/v5mvU50dLRUqlRJAJk4ceIzy//6668m71Pz5883qx5FxqAcZsqU5SID3gNigQ+B6sAPQDhQ5gnl+wEhiQ4v3dLbJrAf8AAaABWASYABqJdG3WoQrVC8IOvWrZMqVarI/fv3LS1F8Zzs27dPH2jv3bvX0nJ07t69m6aVbgEBAbojLPlW0qNHj8rUqVMlNDRUypcvr9/nb7/9llGyXxjlMDP7GEX19YoXIjY2VmrWrCmAVK1aVcLCwkzy9+3bJ/b29jJ9+vQXuk54eLjJ5yFDhkjFihXl559/ltjY2BdqW2Eebt26JePHj5ciRYro/YmdnZ306tVLfH19zXadCxcuyMSJE9PkgI2OjhY3Nzddj6Zp4uHhYTYtioxBOcyUKctFBpwEFiVL+xeY+YTy/YBHL9pmogOtT7IywcCANOpWg2iF4gWIiYnRXyLGjRtnaTmK5yAoKEiKFy8ugAwdOtTScp5rdYbRaJQVK1ZIq1atTFY7RkVFScWKFQWQV199VX+Z6NGjhzklmx3lMDP7GEX19YoXYuDAgfrzw9bWVg4dOpSizItsHQ8KCpKJEyeKk5OTnDp1Sk8PDQ3N0G1/iucnKipKVq1aJQ0aNBBAHBwcLLZquUOHDgKIi4uL/j11cnLKEqvFFU/GnH29OiVTocjCaJpmB7wM/Jks60+g8VOq5tM0zUfTtDuapu3SNK3ec7R5FHhP07RCmqZZaZr2P8AeOPQErfaaphV4bED+NNyiQqF4AnZ2dvz66698+eWXTJs2zdJyFM9BgQIFGDBgADVr1uTbb7+1qJaLFy9StWpV/vwz+aP/6WiaRr9+/fjzzz9NTvW0t7fn66+/pmTJkpw6dQoAFxcXFi9ebFbdCoUi57Jp0yaWLVumf46Li+Phw4csWbKEwMBAPb18+fLpbjsgIIBx48ZRrlw5pk+fTkhICKtXr9bz8+fPb9GTihVPxsHBgb59+3Ly5Ek8PDxYsGABhQsXzpBriQhz5szB29s71fzhw4djZWVFYGAg+fLlAyAkJISePXtiMBgyRJMia6FJwuyQQqHIgmiaVgLwA5qIyLEk6Z8D74tI1VTqNAIqAV4kzPx+CrQD6ojItbS2qWmaE7ARaA3EA5EkxDDb/wStU4EpydNDQkIoUKDAc9y9QpG7EBEWLFiAq6sr3bt3t7QchRmJiYnB3t7eYtePi4ujYcOGnDt3jg4dOvDbb789s05gYCBOTk7Y2dk9sczDhw9xdXUlLi4OgAMHDvD666+bTXdGEBoaipOTE4CTiIRaWk92J3GCLET19Yr0cuPGDapXr05sbCz29vYsX76cGzdukD9/fkaNGsVLL72Eh4cHjo6O6Wr33r17zJ49m8WLFxMVFQVA3bp1mTx5Mp07d8bKSq0Xyc6cO3cOFxcXSpUqZZb2pk2bxuTJk6lWrRpnz55N9fv2/fffM2rUKDRNw9bWltjYWAAmTZrE119/bRYdCvNizr5ePTEUiuxBcs+2lkpaQkGREyKyVkTOi8gRoDtwFfgknW1OA5yBVsArwFxgs6ZptZ6gcSbglMTM05MpFLmE9evXM3z4cD788EP8/PwsLUfxAgQEBOgDasCizjKAGTNmcO7cOQoVKsSSJUueWd5oNNK9e3caNmzIv//+a5IXEhJCUFAQAP3799edZYMGDcryzjKFQpE1iI6OplWrVvpzcv369fTu3ZsvvviC9u3bU7x4cfr06ZNuZ5mI8Nprr/H9998TFRXFq6++yu+//87Zs2d55513lLMsm7N9+3bc3Nzo3r273ve8KAMHDqR8+fJ8+umnODg4pFpmxIgR9OnTBxExmUSaNm0ae/bsMYsORdZFPTUUiqxNEAmB9oslSy8K+KelARExAqeAymltU9O0isAwoL+IHEh0vn0JnAaGPuE6MSIS+tiAsLToUygUCbz33nu88cYbTJs2jRIlSlhajuI5iY+Pp0uXLri5uXHt2jVLy+Hs2bP6lt6FCxdSvHjxZ9b577//8PLy4urVqylWmI0YMYKaNWuydetW3N3dAahcuTLz5s0zv3iFQpEjGTBgADdv3gSgVq1adOnSRc+rUqUKly9fZuzYseluV9M0PvnkE5o0acIff/zByZMnefvtt9E0zWzaFZajdu3aODg4cPz4ccaNG2eWNl1dXfn333/5+OOPn/g90TSNJUuW8MorrxAeHk6hQoX0vHfffZd79+6ZRYsia6IcZgpFFkZEYoEzwJvJst4EjqWskRIt4elfF7iXjjbzJP5rTFbGgHpuKBRmwWAwsH79+seBs7GxseHPP/9k+PDhanCfjbl69Sre3t5cv34dW1tbi2qJiYmhb9++xMfH07VrV95777001atcuTIXL15ky5YtVKxYUU//7bffWLlyJQEBASxfvpzw8HBsbW3ZuXOnxVfRKRSK7MH69etZv369/vnff//l+PHj3Lp1S08rWLBgmtvz9PTk7Nmz+uehQ4dy5MgRWrdurfrSHEbFihVZtWoVkLBNcuvWrWZpN2n/FRsby6VLl1KUcXR0ZNu2bRQtWpQHDx7oqx+jo6Np27YtRmPyVyZFTkG9+CoUWZ+5wIeapvXXNK26pmnfA2WAxQCapq3WNG3m48Kapk3RNK21pmkVNE2rC/xMgsNscVrbBLyB68ASTdMaaJpWUdO0z0hwqu3I4PtVKHI8IkK7du3o1asX8+fP19PVdpHsT40aNfDy8mLr1q2UK1fOolqmTp3KpUuXcHFx4aeffkrXy2OxYsVo27at/jkoKIhBgwbpeX/88QcAP/zwA9WrVzevcIVCkSO5evWq/hx5zKJFixgwYAC1a9fm0KFD6WovLCyM7t274+bmxq5duwCwtrZWjrIcTKdOnRgzZgwAH3zwgVlXcgcEBNCiRQtatGiBr69vivzSpUuzdetWbG1tiYqK0sds58+fZ+LEiWbTochaqJG5QpHFEZGNwAjgC8ATeA1oJyI+iUXKAEn32BQElgL/knDyZUngNRHxSGubIhJHwkEBgcDvwAWgLwmHAqjN+grFC6JpGm+//Tb58uWjSJEilpajMDMlSpSgVatWFtUgIty+fRuApUuX4uLi8sw6K1eu1E+8TN7Wxx9/jL+/P3nz5uX+/fsANG/enMGDB5tXuEKhyJHExsbSs2dPIiIi9LT//e9/tG/fnkKFCpEvXz5q1XpSmNzUGTZsGNeuXaNo0aI0bvy0w+MVOYnp06fTrFkzwsLCePfdd4mMjDRLu/nz5ycmJob4+Hh9y3BymjZtqk90Jl1V9s0333DkyBGz6FBkLdQpmQqFIkNQJ2cpFKZER0cTGhpK0aJFgQQnhJ+fn9lOelJYls8//5wGDRrQuXNnS0sx4cSJEzRq1OiZ5S5dukT9+vUxGAx4eHhQv359PW/+/PkMHz4cKysr/QXB0dGRW7du6d/n7II6JdO8qL5ekVaGDBnCokWL9M9ly5bl5s2baJqGwWDg5s2bVKpUKc3trV27lj59+mBlZcWhQ4do1qxZRshWZFHu3r1LvXr1CAgIYM6cOYwaNcos7fr4+BAXF/fM7+JHH33E0qVLsbe3Jz4+HoPBgJOTEzdv3sTZ2dksWhTPjzn7euUwUygUGYIaRCsU/8/169fp1q0befLk4e+//8bGxsbSkhRmZNeuXXTo0AFN07h8+TLVqlWztKR0ExwczCeffEJoaCi///67vqXp5MmTNGvWjLi4ODRN02Pu/f7777z99tuWlPxcKIeZeVF9vSItuLu78+ab/x86187Ojps3bz73ATfXr1+nXr16hIeHM3XqVKZMmWIuqYpsxMGDBzly5AgTJ07E2to6Q65hMBhSbTs2NpZmzZrh4eFBrVq18PLyAqBVq1b8+eefaluwhTFnX6+2ZCoUCoVCkcFYW1tz48YNrl69miVOTlSYD39/f/r37w/AqFGjLO4sO3z4MN26dSMgICBd9QoXLsz69evZsmWLPtAPDg6mW7duxMXF4ejoqDvL+vTpky2dZZZE07Qhmqbd1DQtWtO0M5qmPXE5jKZp/TRNk1TMIUmZ/Jqm/aBpmo+maVGaph3TNO3VZO1omqZN1TTtbmKZQ5qm1UxWxlnTtDWapoUk2hpN09IecV2heAbBwcG88847Jmnr1q1j/PjxzJ8/P93B0mNjY+nRowfh4eE0a9ZMxY7KxbRs2ZIvvvgiw5xlFy5coHbt2nh4eKTIs7OzY82aNbRo0YKNGzfSsWNHNE3D3d2dJUuWZIgehWVQDjOFQqFQKDKApC8B5cuXZ/v27Zw/f14FSM9BiAgffvghgYGB1KpVi+nTp1tUT3h4OP369WPLli3MmDEjTXWio6NNPjs4JPhkjEYjffr04fbt2xQoUICoqCgAXF1d1ctAOtE07T3gB2A6UA84AuzVNK3MU6qFkhCfVDcRSfrHWk7CQTx9gFokxCx11zStZJIyY4FRwDDgVeA+sF/TtPxJyqwn4WCgNolWF1jzfHeqUJgiIrz77ruEhYXpaT169CB//vysWbOGUaNGceXKlXS1uWLFCk6fPo2zszPr1q1TK7YVAERFRfH555/z6NEjs7U5a9YsLl++zGeffUZqu/KqVKnCwYMHqV69ukmZESNGpPt7rcjCiIgyZcqUmd2AAoCEhISIQpHbOH36tNSqVUu8vLwsLUWRgSxevFgAsbe3lwsXLlhajgwePFgAKVOmTJqevdHR0VK7dm0ZOXKkREZGmuRNmzZNALG1tRVAt3PnzmWU/EwhJCTk8b0UkMzrD08Ci5Kl/QvMfEL5fsCjp7TnCMQD7ZOlewLTEn/WgHvAuCT59sAj4KPEz9UTfxcNk5RplJhWNY33pvp6xROZP3++yfPD1dVV4uLixGg0yoIFC2T27NnpbtNgMMisWbNkx44dGaBYkV3p3LmzANK5c2cxGo1maTMkJEQ++ugjCQoKSlP5bt26SdWqVQWQatWqSWxsrFl0KNKPOft6i79UK1OmLGeaGkQrcjOdOnUSQNq0aWNpKYoMwtvbWxwdHQWQuXPnWlqO7N+/X38pdXd3T1OdLVu2CCBFixaVgIAAPf3AgQNiZWUlgBQqVEhvd+bMmRklP9PIbIcZYJfo3OqSLP1H4O8n1OmXWMcHuAPsAuolyc+feA9vJKt3HDiU+HOFxDL1kpXZCfwfe/cdHkX1NXD8O2kECC0SBJEOSqSFDpGmgDQVNCgdaVKkSxNEKYIUUfoPaYKAoQmJ0gRBShIIgUBI6L13Qgohdfe+fyTMmyUBUjZsSM7neeaRmblz52xMdmbP3jn394R/90guMZeQVOv+jNhyJFzfnyxF5VovknP69GllbW1tkjA7fvy4pcMSWdShQ4eUnZ2dAtKUiE2vyZMnKysrK/Xll18qTdMUoIYMGfLS4xDxzHmtl0cyhRBCCDNbvHgxX375Je7u7pYORWSA2NhYOnfuTGRkJI0bN2bw4MEWjSc0NFSvo/bVV1/RuHHjFB3n5ubGli1bWLZsGU5OTvp2T09PjEYjFSpUIDg4GIDq1aszcuRI8wef9RUErIE7T22/AxR+xjGniU+afQx0AKIAH03TygEopcKJT459p2naG5qmWWua1hmoTfzjmyTq+3nnLQwkV+zu7nNiGw2EJlquP6OdyMZiY2Np164dBoNB3zZ+/HjCwsKIi4tLdX9Go5GZM2cSERFhzjBFFlKjRg3mzJkDwDfffIOXl5fZz7Fz5048PDyS3VeiRAmMRiNxcXH6DJuzZs3i4MGDZo9DvGTpzbjJIosssiS3ICPMRDaya9cuNWfOHEuHIV6SsWPHKkAVKFBAXbt2zdLhqB49eihAlSlTRoWHh6e7P6PRqEaNGqWPCsmbN6+6efOmGSK1PAuMMHsj4Xx1n9r+LXA6hX1YEf+45ZxE28oAexP6jgP8gFXAyYT9rgn7ijzV12Lgn4R/jwHOJHO+c8A3z4hFRpiJF5o4caL+3lGrVi1Vt25ddfToUWVra6vq1KmjQkJCUtXf1KlTFaCqV6+uDAZDBkUtXnVGo1F17txZAapIkSLq9u3bZut79+7dysrKSuXOnVudOnUq2XPv379fKaXUzp079euno6OjioiIMFscImVkhJkQQgiRSRw7dowmTZowZMgQDhw4YOlwRAbz8fHRC+ovXLiQN99806LxhISEsGvXLjRNY/ny5Tg4ODy3fXh4OIMHDyY0NPSZbe7du8fKlf9f9339+vUUKVLkme3Fc90HDCQdsVWIpKO/kqWUMgKHgHKJtl1QSjUEHIBiSqlagC1wKaHJ7YT/Pu+8t4HXkzml07NiU0pFK6XCnixAeHLtRPYVEBDAxIkTXFBRKQAAIABJREFUAfjf//7HwYMH2b9/P9euXSNnzpwULlyYvHnzpri/gwcPMnbsWAD69u2LlZV8fBXJ0zSNX3/9lQoVKnDr1i06dOhgMsoxPerVq0ejRo1o164dJUuWTPbcdevWBaB+/fq88cYbAAQHB9OzZ0+zxCAsQ95xhBBCiHSoUqUKXbp0oWfPnlSuXNnS4YgMFBYWRpcuXTAajXTt2pXPPvvM0iGRP39+AgMDWbduHfXq1Xth+549ezJnzhzatm1rsn3Tpk18+umnBAcH07ZtW27evAnA119/zQcffJAhsWcHSqkYwJ/4GS0TawrsT0kfmqZpxM9eeSuZ/iOUUrc0TSsANCO+RhnEJ85uJz6vpml2QMNE5z0A5NM0rVaiNrWBfCmNTYjEoqOj+fjjj4mLi6Nx48Z07NhR3/fRRx8RFBTEokWLiP+VfrHQ0FDat29PXFwcn3/+uSQexAvlzp2bP//8k9y5cxMYGMi5c+fM0q+NjQ2bN29myZIl+mzSzxIcHEzZsmX13/M1a9awZcsWs8QhXj5NqaRTpAohRHppmpYXCA0NDU3VN4lCvAr++ecfGjVqpN80GQwGrK2tLRyVyGjdu3dn+fLllCxZkmPHjr2S723+/v60a9cOd3d3atWKz5NERkZSqlQp7ty5w3vvvcfu3bsBcHFxwc/PD1tbW0uGbFZhYWHky5cPIF/CCKkMp2laO2Al0Jf4JFVv4EugglLqiqZpK4AbSqnRCe3HAb7EPxqZFxgEdAHeVUr5JbRpRvxMmGeAssBPQDRQTykVm9BmFPE1x7on9DUGaET8DJjhCW22Ef/YaJ+EcBcBV5RSH6Xwtcm1XugGDBjA/Pnz9fX169cnSc6nlFKKDh06sHbtWkqWLElAQMCTv10hXmj79u04OztTvHjxDDtHYGBgsl+UDhkyhNmzZ5MvXz59NHfu3Lm5evUqjo6OGRaP+H/mvNbLCDMhhBAiFb777jtatGjBiBEj9G2SLMse3nvvPfLnz8+KFSssnhz466+/WLhwIan94rN69eqcOnVKT5YB5MyZk82bN1OjRg09WZYrVy7++uuvLJUssxSl1FpgCPA98bXIGgAtlVJXEpoU5/+L9QPkJz5xdQrYQXydsAZPkmUJ8gHziZ8gYAXgDXzwJFmWYDowC/gfcDihnw+eJMsSdAKCEs6zAwgkPjknRKr4+vqaJMty5MhBrVq1aNmyJYGBganub9myZaxduxZra2tWr14tyTKRKs2aNTNJlplzkJDRaKRfv364uLjwzz//JNn/ww8/ULJkSUJDQ8mfPz8AERERFp8gSKSNJMyEEEKIVHj33XexsrIid+7cZr0BE5lf165duXLlCvXr17doHPfu3ePLL7+kb9++LFu27IXt//33Xy5duqSvJ5cEK126tMmHWnd39wz9Zj67UUr9TylVUimVQylVXSm1L9G+RkqpbonWhyqlSiS0LaSUaqaUOvBUf+uUUmUS2hRRSg1QSoU+1UYppcYn7LdXSjVUSh1/qk2wUqqzUipvwtJZKRWSQT8GkUVFRkbSpk0bIP4LJB8fH/bs2cOUKVPYtm0bnTp1wmg0pri/mJgYvQ7apEmTqFOnTobELbKHTZs20axZM6Kjo83Sn5WVlf77fOLEiST78+TJw++//46maYSEhOhPI6xatYqtW7eaJQbx8thYOgAhhBAiM1NKce/ePQoVKgRA8+bNOX36NOXKlXvBkSIrMBqNhIWF6d8SW3pkmVKKvn37cu/ePSpVqkSnTp2e2/7o0aO0adMGBwcHvL29TX5v//rrL4oVK0bVqlVp3749MTExAPTo0YPWrVtn6OsQQmQdAwcO5M6d+HkiJk+ejKurK4D+qPeoUaNSVazfzs6O/fv3M2/ePEaOHJkhMYvsISwsjO7du/PgwQOGDh3K//73P7P0O2fOHDp27EjDhg2T3d+gQQOGDRvGjBkzsLOzIyoqCoDOnTtz6dIlGTH5CpEaZkKIDCF1TURWEBYWRu/evfH19SUgIEBPmojsY86cOUybNo3ff/+dJk2aWDoc3N3d6dSpEzY2Nhw6dAgXF5fntr9x4wYffvghTk5ObNmyRR9ddvLkSWrVqkVcXBzbtm2jbdu2BAcHU758eQICAsiRI8fLeDkvnSVqmGVlcq0XXl5eNGjQAIiv03Tt2jUKFChg4aiE+H/btm2jVatWKKVYtWrVC79oSguj0YimaSYTWkRFRVGjRg1OnDhBkSJFuHUrft6Wjz/+mL/++utZXQkzkBpmQgghxEuglMLPz48bN26wb9++Fx8gshSDwcCyZcu4efMmZ8+etXQ43Lx5kwEDBgDxtfRelCwDKFq0KF5eXqxfv15Plj169Ii2bdsSERGBs7Mz33//PcHBweTKlYtNmzZl2WSZEMK8oqKiTJIPERERHD58OE01ywC2bNmCh4eHucITAoAWLVowduxYAHr37s3JkyfN2v/Dhw/56KOPWLBggcl2e3t7Vq5ciY2NDbdu3dLr3f7999/yaOYrRBJmQgghRCKJR17ny5ePdevW4e3tzccff2zBqIQlPKnFM2/ePPr162fRWJRS9O7dm4cPH1K9enVGjx79zLZxcXEEBQXp6w4ODvrjH08e6Tx16hROTk5cuHABb29vAJYuXUrZsmUz9oUIIbKMyZMnc+3aNX29VatWBAUFUbVqVaZMmZKqvq5fv07Xrl359NNP2bhxo7lDFdncuHHjaNy4MY8fP8bNzY3w8PAXH5RC69atY+vWrYwePZqHDx+a7KtatSrjx48HTOuHtmvXjkePHpktBpFxJGEmhBBCJLh9+zbNmzc3+eavRo0a1K5d24JRCUvKlSsX/fv3N3nMwhKOHj3Ktm3bsLOz4/fff3/m7JVKKYYMGULNmjVZt25dkv0LFy7kjz/+QNM0Hj9+rH9o6N69O+3bt8/Q1yCEyDqCgoL48ccf9fU8efKwceNGTp06hdFoxNHRMcV9GQwGOnXqRHBwMDVq1ODDDz/MiJBFNmZtbY27uztFixbl9OnT9O7d22wTN/Xu3ZuhQ4eyZ8+eZB9HHjVqFLVr1yYqKgoHBwcgfqR37969zXJ+kbEkYSaEEEIkmDt3Ljt27KBfv37ExsZaOhxhIbt372bGjBmpmtUto1WrVo39+/fz66+/UqFChWe2i4uL4/r168TExGBjYzq3k7+/vz6tfbFixYiIiACgePHizJs3L+OCF0JkKQaDgc8//9zkPXLDhg3Y2dmxePFidu/enapkwOTJk9m3bx8ODg6sXr0aOzu7jAhbZHOFChVi7dq12NjYUKBAAQwGg1n61TSNX375hapVqya738bGhhUrVpAzZ04ePXrEa6+9BsDq1avZs2ePWWIQGUeK/gshMoQUAhavoujoaHr27MmYMWN45513LB2OsICHDx9SuXJlrl+/zowZMxg2bJilQ0o1g8HAvn37eO+99/RtTx7lvHTpEm+99ZZek83Gxobjx4/z9ttvWyrcl0qK/puXXOuzp4kTJzJu3Dh93c3NjT///DNNfXl5edGoUSOMRiMrV66kc+fO5gpTiGSdOXMmQ695ly9fxtPTkyFDhphsnz9/PgMGDMDe3h6DwUBsbCwFCxbk2rVr2NvbZ1g82ZEU/RdCCCHM4OLFi0yaNEkflp8jRw5WrVolybJsrH///ly/fp2yZcvSp08fS4eDh4dHigoUh4aG6v+2trY2SZYppejWrRuXLl2iSJEiJhMYrF69Otsky4QQ6Xf58mUmTpyorzs4ONC3b18GDRpEZGRkqvoKDg6mU6dOGI1GunbtKsky8VIkvuYZDAaz1jMLDg6mZs2aDB06lDVr1pjs69evH02bNuXDDz9kwoQJWFlZcf/+fSZPnmy28wvzk4SZEEKIbCk0NJSaNWvy3XffsXLlSkuHIzIBd3d3Vq9ejbW1NStXrtRrjVjKxYsX6dKlC9WqVePIkSPPbHft2jXeeecdJk6cmGxNlhkzZvD3339jY2NDcHCwvr1fv360bds2Q2IXQmQ9Sinc3NxMHmVbuXIlvXr1Yu7cuSY1zVLCw8ODa9euUa5cOebPn2/ucIV4rjt37vDBBx/Qrl07s5VgcHR0pE+fPtSoUQNXV1eTfVZWVnh6erJu3TqGDx9OkSJFAJgyZQqnTp0yy/mF+UnCTAghRLaUL18+hg4diqurKw0bNrR0OMLCrly5wldffQXAd999R506dSwaj8FgoHv37kRERFCnTh1cXFye2dbT05ObN2+ybt06Hj9+bLJv3759+oyaTk5OREdHA1CxYkVmz56dcS9ACJHlLFmyxCR537x5c9q0acOvv/5K/fr1GTlyZKr669mzJx4eHqxZs8biX1CI7OfOnTvs37+fbdu2pTrZ+zwTJkzAy8uL4sWLJ9mXK1cuNE3D1tbW5PHMPn36mG0SAmFeUsNMCJEhpK6JyIyCgoIoVKgQr7/+OhCflFBKJSmOLrIXg8FA48aN2bt3L7Vr18bb29uivxPR0dF06tSJDRs2kDt3bgIDAylduvRzj1m+fDnvvfceJUqU0Lfdv3+fypUrc+vWLWrXrs3BgweB+Bv2s2fPUrRo0Qx9HZmR1DAzL7nWZx/379/nzTff1JPu9vb23LlzR///rpSy+GzCQqTW8uXL6d69O5qmsWPHDpo0aWL2c8TFxSW5p7h58yaDBg3i6tWrBAQEEBsby5w5cxg4cKDZz58dSQ0zIYQQIpXWrVtHzZo1+eKLL/Sh99bW1pIsE/zyyy/s3buX3Llzs2rVKov+Tjx69IgPP/xQn3Hujz/+SDZZppQy+Ta6W7duJskygAIFCtCrVy/KlCmDv7+/vv3vv//OlskyIUTa9ezZU0+WAUyfPt3kPSilybLHjx/z5ZdfcuPGDbPHKERqdevWjZ49e6KUomPHjmb9vYyNjWXGjBk4OzsTEhJisi86OpotW7Zw+PBhPek8fPhw7t27Z7bzC/OQhJkQQohsoUKFClhZWWFtbZ3ksTWRfQUEBPDtt98CMHv2bMqWLWuxWMLCwmjatCk7d+4kd+7cbNmyhdatWyfbdvbs2XTu3JmoqKhn9mdtbc2QIUOIjIwkLi4OiJ/drnHjxhkSvxAia/Lx8eHvv/8G4hNj1atXZ9OmTVSpUgU/P79U9TVkyBCWLFlCixYtzFY3Soj0mDt3Li4uLty7d4927doRGxtrln6VUixdupTz58+zdOlSk32lSpVi0aJFHD16lA0bNgAQExNDhw4dzHJuYT7ySKYQIkPIYxoiMwgJCSF//vz6elBQEBUrVpTHRgQAkZGR1KhRg5MnT9KmTRs2btxo0d8Ng8FA586d2b59O9u2baN27drJtrtx4wZlypQhOjqalStXJplZLjAwkLfeegs7OztatGjBv//+i1KKpk2b8s8//2BllX2/L5VHMs1LrvVZX1xcHNWqVSMoKIiePXsydepUgoODad68Obdv3+bIkSOUL18+RX2tX7+ezz//HE3T2LlzJ++//34GRy9Eyly4cIHq1asTGhrKiBEjmD59uln63b17N5cvX+aLL7545rU3KiqKggULEhERAcC2bdto3ry5Wc6fXZnzWi8JMyFEhpCbaGFJBoOBqVOn8vPPP3Po0CHKlClj6ZBEJjR48GDmzJlD4cKFCQoKomDBgpYOidjYWK5cufLCkW67du3in3/+Yfr06SZJvqtXr1K1alVKlixJo0aN+OWXXwAoVqwYgYGBJgnk7EgSZuYl1/qsb8qUKYwZM4bXXnuNM2fO8NprrwEQHh7OoUOHUpz0unz5Mi4uLoSGhjJmzBgmT56ckWELkWqenp588803rF+/nkqVKr3Uc//8888MHz4ciJ+U6vbt29jb27/UGLISqWEmhBBCPIdSiu3bt/Pw4UNWr15t6XBEJrR9+3bmzJkDwLJlyyyWLDt+/DhDhgzRH02ytbVN0WOhjRs35qeffkoyIu7q1atomsbNmzf1ZJmdnR3btm3L9skyIUTqXL9+ne+++w6Ir4mYeIRMnjx5Upwsi42NpUOHDoSGhlK3bl3Gjx+fEeEKkS5t2rQhMDAww5JlBoOBixcvJtm+YsUKvvnmG/LkyQNAaGhoqmecFRlHEmZCCCGyHBsbG/744w9WrFjB2LFjLR2OyITy5MlDiRIlGDBggMUefTh48CANGjRg9uzZTJs27bltw8LC6NGjB3fv3n1uu3r16jF16lRu376tb3N3d6dChQpmiVkIkX107NgRg8EAwPnz5xk7dixbtmxJdT/jx4/H19eXfPny4e7ujq2trblDFcIs7Ozs9H8fOnTIbDVvL126RM2aNWnUqFGSPhs0aICNjQ3h4eH6l2Dz589PNrkmXj5JmAkhhHjlRUdHM2zYMGbPnq1vK1asGF26dLFgVCIzc3V15dixYy9MVGWUXbt20bhxYx4+fEidOnXo06fPc9v37duXZcuW0aZNG5IrpxEeHq7/N/GjTsOHD8fNzc28wQshsry///4bLy8vAEqUKEHz5s1ZsGABH374IUePHk1xP1FRUfqEAUuWLKFkyZIZEa4QZrVkyRJcXV0ZMGCAWforXLgwwcHBhIWFcezYMZN9JUuWZMyYMQDkypULAKPRSP/+/c1ybpE+UsNMCJEhpK6JeJnc3d3p1KkTdnZ2XLx4kaJFi1o6JJFJRUZGkjNnTovG4OHhQfv27YmJiaFp06Z4eHiQO3fu5x5z5swZPvvsM5YuXUrNmjVN9u3duxc3NzdWrlzJ3r179SRgvXr12LNnD9bW1hn2Wl41UsPMvORanzVFRUVRtGhRgoODyZUrFzdv3iRHjhx8++23PHz4kN9++y1V/T1+/BgPDw86deqUQRELYV67du3igw8+wGg0snTpUnr06JHuPg8dOkSJEiUoVKhQkn1RUVFUrFiRCxcukC9fPkJDQwHYsmULLVu2TPe5sxsp+i+EyPTkJlq8TEopevXqRevWrfn4448tHY7IpC5cuICrqysTJkygT58+FpkRc/ny5fTs2ROj0Yibmxt//PEHOXLkSNGxRqMxySxbp06dwtXVlZCQEOrVq0eOHDnYtWsXb7zxBkFBQTg6OmbEy3hlScLMvORanzUNHTqUWbNmAfEjbXr27KnvS+59SIisaPLkyYwdOxZ7e3sOHDiAi4tLhp5v69attGrVCisrK72uaYECBbh161aK7xNEPCn6L4QQIlt79OgRkydPJjY2FgBN01i6dKkky8RzLViwgLt377J69Wr9ZvRlunHjBv369cNoNNKjRw/WrFnz3Jvgbdu2cfz4cX396Q+pt2/fpmXLloSEhFCiRAm8vb3ZtWsX9vb2bN26VZJlQohUu3z5sj4hCsRPJJJYSpNlc+fOZdq0aRZ5rxXCHEaPHk3Lli2Jioqibdu2+qgvczh27BgHDhww2dayZUtat26N0WikQIECADx8+JBRo0aZ7bwi9WSEmRAiQ8i3ziKjKKWoU6cOfn5+MjW9SBWj0ci8efNo3bo1JUqUsEgMnp6e7N+/n2nTpj13hNvRo0epV68eNjY2+Pj4ULFiRZP9ERERNGzYEH9/fwoWLMj9+/f1fevWreOzzz7LsNfwKpMRZuYl1/qsp3Xr1nrNMYC8efPSsmVLFi1apM/i9yL+/v7UrVuX2NhYPDw8aNOmTUaFK0SGCg4Oplq1aly5coU2bdqwcePGdI9O37hxI5999hlly5YlKCjIZKKBy5cv4+zsTFRUFJqmoZRC0zQuX75M8eLF0/tysg0ZYSaEECLb0jSN4cOH8+abb9KsWTNLhyNeIVZWVgwaNOilJsuMRiM3btzQ19u0acP06dNfeMNdvHhxatSoQd26dSlfvrzJvri4ONq3b4+/vz958+blwYMH+r7vvvtOkmVCiDTZvXu3SbKsUqVKREREcPr06RQ/EhYeHk779u2JjY3lk08+oXXr1hkVrhAZztHRkfXr12NnZ4enpyeenp7p7rNx48Y4OTnh4uLCo0ePTPYlNwGAUkqu6xYkI8yEEBlCvnUW5nT//n2Cg4N566239G0REREvLJQuREREBFOnTuWbb7556b8vsbGxdOvWjb179+Lt7Z3q2eGio6OJiYkxGdWhlKJ///4sWLBA/1Y6JiYGgBYtWrB582apL/QcMsLMvORan3XExcVRtWpV/TFwGxsb7t69y7lz53BwcOCdd95JUT9du3Zl5cqVFCtWjICAAHk0XGQJCxcuJCIigqFDh5ql/un9+/cpWLBgsvsSTwBgb29PVFQUIBMApIaMMBNCCJFtHDlyhCpVqtCmTRsiIiL07ZIsEynx9ddfM2nSpJde3y4yMpJPP/0Ud3d37ty5Q0BAwAuPiYuLw9fXV1/PkSNHkkegZsyYwYIFCwBwcHDQk2VlypRh3bp1kiwTQqTJ9OnTTWomfvvttxQoUIBatWqlOFm2cuVKVq5ciZWVFe7u7pIsE1lGnz59+Prrr802WdCzkmUA9vb2zJ07F4j/Qsze3h6Abt266dd88fLIXZUQrwBN077SNO2SpmlRmqb5a5pW/zltu2mappJZ7FPbp6ZpdTVN+0/TtAhN00I0TdujaVrOjHiNQjxLsWLFUEphNBq5c+eOpcMRr4iIiAhGjhzJokWLgPgPfy9LWFiYPtrL3t4eT0/PF9bwUUoxaNAg3n33XT3mp61bt46RI0cCULp0aYKDg4H45PHOnTtxcHAw7wsRQmQLDx48YPz48fp6rly56NOnT6r6OHfuHP369QNg/Pjx1KtXz5whCpFphIeH8+OPP2IwGMzS1zfffIOPj4/J9hYtWugTADwpI3Hv3j1+/PHHdJ9TpI4kzITI5DRNawfMAiYDVQEvYJumac+r/BgGFEm8KKWiUtOnpml1gX+AHUAtoCYwD5DpjkSGSzySzMnJie3bt3P48GFKly5twajEq2Lz5s1UqFCBn376CYAxY8bw/vvvv5Rz37t3j/fee4+9e/eSN29etm/fTqtWrV54nNFoJDIyEqUUhQoVSrLf29ubLl26AFClShUuXrwIxNf027p1a6of9xRCiCd69+6tzzoN8PjxYxo2bJiqhMCRI0eIjY2lYcOGeg0mIbIao9HI+++/z7fffsu4cePS3d+ECROYNm0aAwYMSPL3NmvWLOrVq8fy5cv1UZ7Tp083meRHvARKKVlkkSUTL8BBYMFT204BU57RvhsQkt4+AV/gh3TEnRdQoaGhSojU8PT0VE5OTmrv3r2WDkW8Yq5evao++eQTBShAFS9eXP31118v7fzXr19Xb7/9tgKUk5OT8vf3T9XxRqNR+fr6Jtl++fJl5ejoqABVv359ZWVlpb/GhQsXmiv8bCE0NPTJzy6vygTX+Fd9kWv9q+/o0aP6+wmgKleurN59913l7u6e6r6OHDmirl27lgFRCpF5rF69Wv972bx5c7r6unv3rqpRo4batGnTc9stWrRIP2fv3r3Tdc7swJzXehlhJkQmpmmaHVCd+FFeie0AXJ9zqIOmaVc0TbuuadpmTdOqpqZPTdMKAbWBu5qm7dc07Y6maXs1TZPx9SLDeXp6cu/ePWbOnGnpUMQrIi4ujl9++QVnZ2c8PDywsbFh5MiRnDx58qXWLsudOzc5c+akWLFieHl5Ua1atRcec/fuXf3fmqZRu3btJG3efPNNOnbsSKVKlTh27BhGY/xA3/79+9O7d2/zvQAhRLailKJ9+/b6upWVFTt27MDLy8tk+4v6eKJq1aq8+eabZo9TiMykffv29O/fH4AuXbpw5cqVNPfl5OSEn58fH3744XPbdenSRR9JvnjxYpN6gyJjScJMiMytIGANPF246Q5Q+BnHnCZ+lNnHQAcgCvDRNK1cKvp88tzbeGAx0Bw4AuxK1I8JTdNyaJqW98kC5EmunRAvMnfuXH788UfWrl1r6VDEK8DX15caNWowbNgwIiIicHV15ciRI0ybNu2lTwyRP39+tm/fjre3N2+//fYL21+9epUqVaowePDg5z76ZG1tzaRJkwgJCSEsLH6ypxYtWjB79myzxS6EyH7++OMPzpw5o68PGTKE119/HU3TUlTc/NatW9SrVw9/f/+MDFOITOfnn3+mVq1aPHz4kM8++4zo6Og095X4by25ewGj0cjkyZO5d+8eLi4uKKXo1KlTms8nUkcSZkK8GtRT61oy2+IbKuWrlFqllDqmlPICPgfOAgNT0eeT94aFSqllSqmjSqmhwBmgxzNiHA2EJlquv+A1CYFSimXLljFixAh9m4ODA6NHj8bOzs6CkYnMTilF//79cXV15dixYzg6OrJkyRK8vLyoVKnSS4vD29ub+fPn6+uFChWiePHnlZj8f7t27eL27dvs3r2bx48fm+wzGAzMnz+fmJgYjEYj3bp148aNGwBUqFCBdevWYW1tbb4XIoTIVqKjoxkwYIC+bmdnR6lSpUxqmT2P0WikS5cu7N+/n379+pmMNBMiq8uRIwfr1q3D0dGRQ4cO8fXXX6e7z02bNuHs7JxkVm0rKyuCgoKIiIggR44cAAQGBuLh4ZHuc4oXk4SZEJnbfcBA0tFkhUg6QixZSikjcAh4MjIsJX3eSvjvyafanAKe9UlwCpAv0SJj8sULBQYG0qNHD2bMmMHu3bstHY54hWiahq2tLUopunXrxunTp+nZsydWVi/v1mbr1q188MEHDBgwgE2bNqX6+O7du7Nx40Y2b95Mnjymg3KHDx/OgAEDcHNzY9SoUXh6emI0GnF0dOSff/6RGTGFEOkyb948QkNDsbKyQtM0YmJiGDx4MOfPn0/R8dOmTWPXrl3kypWLFStWpGhEmhBZSYkSJVi1ahUAGzduTHcxfnd3d86dO8ekSZOS7Js1axYbNmxg9+7d5MqVC4Bu3bqlOMEt0s7G0gEIIZ5NKRWjaZo/0BRI/DVCU+CvlPShxd/BuABBqejzMnATePqZoreAbc+INRrQxyPLjZNIiSpVqjBmzBgcHBxo0KCBpcMRmdyZM2ewsrIW5fLlAAAgAElEQVSiXLn4/P/EiRP59NNPLfK7s3btWjp37kxcXBytWrWiSZMmKTpOKYXRaNRHh33yySfJtmvatClLlizh+vXrbN68GYgfAbJjxw6pESSESJcHDx7oH8oXLVpEq1at2LBhA1evXsXZ2fmFx/v6+vLdd98B8WUUypcvn6HxCpFZtWjRguXLl9OsWTMKFiyYrr5++uknSpUqlewssyVLltRrmFWvXh0vLy/CwsKYMmUK33//fbrOK55Pk+GzQmRumqa1A1YCfYEDQG/gS6CCUuqKpmkrgBtKqdEJ7ccRP8PlOeJnrxoEdAHeVUr5paTPhDZDgAlATyAA+AIYDlRUSl1IQdx5gdDQ0FDy5s1rjh+FyAKMRiMLFy6kQ4cO5M+f39LhiFfImjVr+OKLL6hTpw579uyxaFJ+4cKF+iNIHTt2ZPny5dja2qbo2F9++YWdO3eydu3aJKPKnta9e3eWL1+ur3t4eNCmTZv0hJ7thYWFkS9fPoB8SqkwS8fzqpNr/atp0KBBzJ07l8qVK3PkyJFUPd4dEhJC1apVuXz5Mu3bt8fd3V2+JBXiJTpx4gSVKlVCKYW1tTV3797F0dHR0mFlKua81ssjmUJkckqptcAQ4HviE1cNgJZPElvEPyJZJNEh+YFFxD8+uQMoCjR4kixLYZ8opWYR/5jlTOAY0BhompJkmRDP0r9/f7766it69eol9U5EqtStWxcbGxty585NeHi4xeKYOnUqffv2RSlFv379WLlyZYqTZXfv3uX7779n27ZtbNiwIcl+Pz8/LlyIf4s9fPgw7u7u+r7p06dLskwIkW5nz55l7ty5ABQrVixVj3QppejTpw+XL1+mVKlS/Prrr5IsEyKRNWvW0Lt3b7Pc416+fDnJtlu3btGwYUN93WAw0KdPn3SfSzyHUkoWWWSRxewL8aPbVGhoqBLiCT8/P5U3b17166+/KqPRaOlwRCZ248YNtWDBApNtZ8+etejvjZeXlyJ+chT17bffpikWPz+/ZI89d+6cKliwoHJyclJBQUGqQYMG+rn69Okjfy9mEhoa+uTnmldlgmvlq77Itf7VU7t2bf29xcrKStWpU0f5+vqm6NiIiAjVrFkzZWNjk+JjhMguLly4oGxsbBSg5s+fn+Z+IiMj1eeff65sbW3V6dOnk+xv2bKl/vf75G/53Llz6Qk9yzHntV5GmAkhhMgwsbGxnDz5/3NH1KxZkytXrtCnTx/5Vloky2AwMG/ePJydnenXrx979uzR95UrV86ivzf16tVj3LhxzJgxg0mTJqUplpo1ayY59v79+7Ro0YL79+/j5OTE6tWrCQwMBKBly5bMnz9f/l6EEOm2a9cuDh48CICTkxMFChTA19cXHx+fFB2fK1cutm7dio+PD7Vr187IUIV45ZQuXZpp06YBMGTIEPz8/F5wRPLs7e159OgRBoPB5B7oiSlTpqBpGkajUd82dOjQNJ1LvJjUMBNCZAipayLu3r3LJ598wtmzZwkICKBo0aKWDklkcocPH6Zv3774+/sDUKtWLRYvXkzlypUtFlN0dDRRUVFPamGkWlhYGL1792batGmUKFEiyf7IyEgaN27MgQMHeOONN4iLi+Pu3bsA1K5dm//++0+fEUukn9QwMy+51r86jEYjJUuW5Nq1a+TMmZM7d+4QEhLCrFmzmDx5Mvb29s881mAwpKrOmRDZlVIKNzc3PDw8KF68OEeOHOG1115LdT8XL14kPDycKlWqJLu/S5curFq1ijx58uhlKg4ePEitWrXSFX9WITXMhBBCZHr58uUjMjKS2NhYzpw5Y+lwRCYWGhrKwIEDqVWrFv7+/uTLl48FCxawf/9+iybLIiIi+Pjjj2nZsiURERFp6mPgwIGsXbuWTz75hKe/pDQajXTp0oUDBw6QN29eQkND9WRZqVKl2LRpkyTLhBBmsWTJEq5duwbAhAkTyJMnD8WKFePnn39+brIM4icJ6NmzZ5rfB4XILjRNY9myZZQpU4arV6/StWtXk5FgKVW6dOlnJssgfpZwW1tbk5quXbp0SXKfIdJPEmZCCCHMJiYmRr9Y58iRg/Xr13P06FHef/99C0cmMiOlFGvXrqV8+fLMmzcPpRSdOnXi9OnT9O3b16IjGh4+fEjTpk3ZsWMHx44d48SJE2nqZ9KkSdStW5fFixcneaxy5MiRbNiwAWtra2xtbfUPo/ny5ePff//Fyckp3a9DCCGioqIYPny4vp6aES+enp7873//47fffsPX1zcjwhMiS8mXLx9//vkn9vb2bN26lalTp6arv7t377J582aTbaVKlaJv374A+ozbZ8+eZf369ek6l0hKEmZCCCHM4sSJE1SvXp3ff/9d31amTBlKlSplwahEZnX+/HmaN29O+/btuX37NuXKlWPnzp2sWrWKwoULWzS227dv07BhQw4cOECBAgXYuXNnmh9zKFasGD4+PlSvXt1k+7x58/j5558BKFKkCA8ePADA1taWf//9lzJlyqTvRYhMRdO0rzRNu6RpWpSmaf6aptV/TttumqapZBb7RG1sNE2blNBnpKZpFzVN+17TNKtEbZLrQ2maNiJRm8vJ7E/fpzuR6cyZM8dkJMqAAQMYMmQIMTExzz3u2rVr9OjRA4Bhw4bRuHHjDI1TiKzCxcWF+fPnA6RrZu9z587x1ltv8fnnn3P16lWTfWPHjsXBwcGk/y+//JK4uLg0n08kJQkzIYQQZrFp0yaOHz/OpEmTUjVNvcheoqOj+eGHH6hYsSI7duwgR44cTJgwgcDAwEzxYezSpUvUq1ePoKAgChcuzN69e6lTp06q+ti8ebPJSIynR5b99ddfDB48GICSJUty/fp1vd3GjRupWbNmOl+FyEw0TWsHzAImA1UBL2CbpmnFn3NYGFAk8aKUikq0fxTQFxgAOAMjgRHAwERtijy19CB+1rANT53r+6faTUr1ixSZVmhoKFOmTNHXixYtSmRkJEFBQdja2j7zuLi4ODp16sTDhw+pUaMGP/7448sIV4gso0ePHvj7+5v8/aVW2bJlqVKlCs7OzoSFmZbiKlSoEMOGDQPQyzeEhYUxc+bMtActkpCi/0KIDCGFgLMfg8HAuHHjGDhwIK+//rqlwxGZVO/evVm8eDEATZs2Zf78+ZQrV87CUcU7efIkTZs25ebNm5QqVSpNI70CAgJwdXVFKYWXlxc1atQw2e/n50ejRo2IjIykRIkSXLlyRd+3bNkyunXrZo6XIp7BEkX/NU07CBxRSvVLtO0U4KmUGp1M+27ALKVU/uf0uRm4o5TqmWjbBuCxUqrLM47xBPIopRon2nY54VyzUv3CkGv9q2Ds2LFMnjxZXz9z5gxXrlzh9ddff26NyPHjxzNhwgQcHBw4evQoZcuWfRnhCpFlxcTEoGnacxPVybl37x6Ojo7JlqkIDw+nTJky3Lt3T99mb2/PgwcPsnUNVCn6L4QQwuJ8fX3p1auXXszU2tqaSZMmSbJMPNfIkSMpWbIkq1evZvv27ZkmWQZgZWVFTEwMFSpUwNvbO02PRZYtW5bGjRvTqFEjXFxcTPZdvHiRjz76iMjISEqVKmWSLJs+fboky7IgTdPsgOrAjqd27QBcn3Oog6ZpVzRNu65p2mZN06o+td8baKxp2lsJ56kC1AO2PiOO14FWwNJkdo/SNO2BpmkBmqZ9mxCzyAJu3brFTz/9pK9/9NFHvPXWWzRt2vS5ybK9e/fyww8/APDrr79KskyIdLp27RoNGzZk9Ogk35G8kJOT0zNruubJk4exY8cC4ODgAMTXLHyyTaSfjaUDEEII8eoJDQ2lWbNmhIWFUbVqVfr372/pkEQmZDQaWbJkCRcuXGDatGlAfELp3Llz2NhkvluQ8uXL899///HGG2+kaRp4iL9h9fT0JCoqKslr/Pnnn7l79y5Fixbl0qVL+vbhw4czYsSIp7sSWUNBwBq489T2O8CzivWdBroBQUBeYDDgo2laFaXUuYQ204B8wGlN0wwJ5/hWKbX6GX1+AYQDG5/aPhs4AjwEagFTgFJAr+Q60TQtB5Aj0aY8zzifyAT69eun1ymzsrJiwYIFKTouJiYGR0dHWrVqRadOnTIyRCGyBX9/f3x9ffH19cXV1ZVPP/001X0YjUaWL18OoNcWBOjTpw8zZ87k8uXLFClShFu3bjF37lxGjx4tkweZg1JKFllkkcXsC/E3+So0NFSJrGnx4sWqXbt2KiQkxNKhiEzKz89PEV8zSR0+fNjS4STL09NT/fvvv+nqIzY2Vu3cufOF7SIjI1W9evX0nwmgunfvroxGY7rOL1IuNDT0yc8+r3o518I3Es5X96nt3wKnU9iHFRAAzEm0rT1wLeG/lYAuwAPgi2f0cRqYm4JzuSXE+9oz9o9P/Pv7ZJFrfeZz9uxZk/9HBQsWVMWKFVMHDhxI0fE3btxQ4eHhGRylENnH119/rQCVN29edfbs2VQfv27dOgWofPnyqTt37pjsW7FihSpWrJiaOnWq0jRNAapPnz7mCv2VY85rvdQwE0JkCKlrkvVs376dMmXK6I9mPLl+PF3QXGRvRqMRK6v/r/gwaNAgypQpQ//+/TPdqLIVK1bQo0cP7O3t8fPz45133kl1H0op+vXrx8KFC5k+fXqSkWIPHjzA0dERTdM4d+4cH3zwAZcvXwbg448/ZsOGDZnu55KVvewaZgmPNz4GPlNKeSTaPhtwUUo1TGE/i4E3lVItEtavAVOVUvMTtRkLdFZKlX/q2PrAvoTzHXvBeYoC14E6SqmDyexPboTZdbnWZz716tXDx8cHABsbGwoVKkRYWBgXLlygUKFCyR4TFRWFvb19svuEEOkTGxvLe++9h4+PD5UrV8bX15ecOXOm+HiDwUCTJk348MMPGThwIHZ2dib7YmNjsbe356OPPmLz5s1YWVlx6dIlihd/3vwyWZPUMBNCCPFSLV68mObNm9OhQwf98Q5N0yRZJnRKKTw8PHjnnXf0hBDAnDlzGDx4cKZLCs2ePZsvvvgCg8HAZ599xltvvZWmfpRS5M6dG03TkvRx6dIlqlevzogRI7hy5QoNGzbUfzb169dnzZo1me7nIsxLKRUD+ANNn9rVFNifkj60+DdaF+BWos25AONTTQ0kf2/fE/B/UbIswZNaabeS26mUilZKhT1ZiH/MU2Qyfn5+erIMYNiwYZw/f57t27c/M1l27NgxSpcuzYYNT0+iKoQwB1tbW9auXYuTkxOBgYEMGDAgVcdbW1vz33//MWzYMJNk2ZN9T5LdXbt2BeK/wHxSi1CknSTMhBBCvFDz5s1xdHSkVq1aepF/IZ64fPkyH3/8MZ9++ilnzpzhxx9/tHRIz6SUYvz48QwZMgSAoUOHsnTp0jQnrqysrPj5558JCAigdevWJvu8vb25cuUK7u7uvPvuu9y6FZ+DqFKlCps2bUrVN8vilfYL0EvTtB6apjlrmjYTKA78CqBp2gpN06Y8aaxp2jhN05ppmlZa0zQX4gv1uzxpn2AT8K2maa00TSupadonwNeAR6I2T0Z7fwYseTooTdPqapo2VNM0F03TSmma9jmwEPhbKXXVnD8A8XIlrm+UK1cuJk6cSM6cOXF1TX6eiYiICNq3b8+tW7dYvnw58gSSEBmjaNGirF69GisrK3777Te9JllKJf6iWv3/o/K6uLg4wsPDadOmDQBLly7l9OnT6Y47W0vvM52yyCKLLMktSA2zV97T9RWerpcgRExMjJo6darKmTOnApStra369ttvVUREhKVDS5bBYFADBw7Ua/r88MMPaa4ftnnzZhUTE/PCdiNGjNDriQDqrbfeUvfv30/TOUX6vewaZur/r4lfAZeBaOJHnDVItG8PsDzR+kzgSkLbu8B2ktZAywPMSmgXCVwAJgF2T7XrTfwjofmSiaka4AuEJPRxmvgaZblS8brkWp/JbN261aR2We/evV94TK9evRSgihQpou7du/cSohQie5s0aZKqXLlymmqZKaXU8ePH1fvvv6+WLFlisv3gwYMKUJqmKRsbGwUoV1dXc4T8SjHntd7iH6plkUWWrLnITfSrKzo6WvXo0UPZ2toqf39/S4cjMql9+/apChUq6B/KGjZsqE6ePGnpsJ5r0aJFerxz585Ncz8TJkxQgPryyy+TJNxOnz6tf+AMCQlRzs7O+jmLFy+ubt++na7XINLHUgmzrLrItT5zMRqNqnLlyvp7To4cORSgvvrqq2ces2bNGv0D9n///fcSoxUi+zIYDOrx48dpPn7GjBn6fUVsbKzJvu7du6sZM2boiXAy8cRLGcWc13p5JFMIIYQJW1tbHj58SFxcHPv3p6jEjshG7t+/T8+ePWnQoAEnTpygYMGC/P777+zevRtnZ2dLh/dc3bp149NPP2XVqlWprh2SWJUqVbCysqJIkSIm248fP06DBg1o0qQJwcHB9OzZk1OnTgFQuHBhfHx8eP3119P1GoQQ4lm2bNlCYGAgOXPmZMqUKbRp0wYbGxvef//9ZNtfunSJ3r17AzBmzBjee++9lxmuENmWlZWVSVmGgICAJ19CpMigQYMYNGgQe/fuTVJS4rfffmPYsGGMHDlS39ahQ4f0B51NySyZQogMIbNkvlqUUhiNRqytrQEIDg4mKCiIhg1TNIGbyAaMRiO///47I0aM4MGDBwB8+eWXTJ06FUdHRwtH92yPHj0iZ86c+u+2Usosk1WcPn2a8uX/fzLCY8eO0aRJE+7fv4+zszNjxoxh6tSpnDhxAicnJ3x9fSldunS6zyvS52XPkpnVybU+8zAajVSvXp2AgABGjRrF1KlTAbhy5QrFixdP8r4XGxtL/fr1OXjwIK6ursl+8BZCZLxp06YxevRofv75Z4YOHWrWvitUqMDJkycB2L17N40aNTJr/5mVzJIphBDCbIKDg3Fzc+O7777Ttzk6OkqyTOhOnTpFo0aN6NGjBw8ePKBSpUr4+PiwaNGiTJ0su3//Pu+99x79+vXTv7lNS7Ls0qVLuLm5ERISom9LnCw7cuQI77//Pvfv36dChQqEhYXRtWtXfQTevn37JFkmhMhQK1asICAgADs7O4YPH65vL1GiRLLve0ajkZo1a5I/f37c3d0lWSaEheTJkwelFCNHjjSZ3TY1rl+/nmSE2ubNm4mKitLXO3funKpRbCKeJMyEECKb8/LywsPDg19++YUbN25YOhyRCV2/fh0vLy9y5crFTz/9hL+//zNnW8ssrl+/Tv369Tl8+DAeHh5cv349Tf0opWjbti0bN25k4MCBSfYfOnSIxo0bExwcTMWKFTl37hw3btxAKUX+/PnZuXOnSXJNCCHMzWAw6EmymJgYWrRowc2bN597TI4cOZg7dy6nT5+mRIkSLyNMIUQy+vXrR4cOHYiLi+Pzzz/n7t27qTr+xx9/pGzZsqxfv95k++7du7l48aL+6OeNGzfYtGmT2eLOLiRhJoQQ2Vzr1q354Ycf8PHxoWjRopYOR2QSV69e1f/dtGlTZs6cyalTpxg+fDi2trYWjOzFzp07R7169Th9+jRvvvkmXl5eFCtWLE19aZrG0qVLadCgAdOmTTPZ5+vrS5MmTQgJCaFSpUqcOXOGmJgYAPLmzcuePXuoUqVKul+PEEI8z6JFi/RH5QEOHz7M22+/bbLtibCwMAwGg74udRWFsCxN01i0aBHOzs7cvHmTjh07mvyNvkhMTAzR0dFs3brVZPuYMWPImzcvkZGR+rZhw4bJKLNUkoSZEEJkMzdu3KBXr15ERETo28aOHUv16tUtGJXILMLCwnBzc6NChQomIw6HDBlC8eLFLRhZyhw7doz69etz5coVypUrh7e3d5pGeN25c0f/t4uLC3v27OGNN97Qt/n4+PDBBx8QFhZGlSpVOHXqFLGxsQA4ODiwd+9eSZYJITJcXFwcY8aMAaBIkSL88ccfuLq60rZtW1577TWTtkajkXbt2tG4ceM0j7oVQpifg4MDGzZsIHfu3OzatYsJEyak+NhRo0bx999/s2zZMpPtr732GiNGjAAgd+7cAJw/f56//vrLfIFnA5IwE0KIbEQpRatWrVi6dKl+ERUiMQcHB27evElkZCR79uyxdDip4uPjQ8OGDblz5w4uLi54e3un+lEjo9HIsGHDqFixIufPn9e3J64BtG/fPpo1a0Z4eDhVqlTh+PHjxMXFAfE3pfv27cPFxcU8L0oIIZ5jzpw5en3FuXPn0rFjR7y9vZk/f36StrNmzeKff/7h4MGDJjUZhRCW5+zszKJFiwD44Ycf+O+//1J0XM6cOfnoo4+SrVU4dOhQXn/9dSIiIrCyik/9yCiz1JGEmRBCZCOapjFz5kxq1KjBkCFDLB2OyCT8/Pz0EYdWVlb89ttvHD16lE6dOlk4stQJDg7m0aNH1KtXjz179lCoUKFU9xEVFcWePXu4f/9+sjer//33Hy1atCAiIgIXFxeCgoL0RyccHBzw8vKiatWq6X4tQgjxItHR0Xz//fdA/KOVn376KRB/rc+VK5dJW39/f7755hsAZs6cScWKFV9usEKIF+rYsSMTJ05k+fLl1K9fP9XHR0dHm9Qyy507t/4eYWdnB8DFixf5448/zBNwNqBJdlEIkRFkqvnM49y5cwQHB1O7dm19m9Fo1L9pEtnXw4cPGTNmDAsXLmT48OFMnz7d0iGl286dO3F1dU3yYTE1bt++jbe3N23btjXZvmfPHlq0aEFUVBQ1a9YkICDA5DHMffv2SbIskzPnVPNCrvWWNnnyZMaOHauvT5kyhWHDhiWpMxkeHk61atU4f/48bm5urF+/Pk0zBgshMq+YmBiqVavGiRMn2LZtG82bN9e3Ozs7c/HiRb1t/vz5efDgQZb9LGDOa33W/AkJIYQA4h9Rq1atGm5ubibFf7PqBVKkjFKKP/74g/Lly/Prr7+ilOLhw4ev5BD933//3eQmsEmTJqlOlp07dw5PT099vXDhwkmSZQBly5bljTfeoFatWgQGBurJsrx580qyTAjxUkVGRvLLL7/o63Z2dowePZqlS5cmafvVV19x/vx5ihcvzuLFiyVZJsQr4km5h5Sws7OjefPmFClSxOSRazs7OyZNmgSAtbU1ACEhIaxYscK8wWZR8olJCCGysCpVqlC0aFHKli2rz94nsrczZ87QpEkTOnfuzN27d3F2dmbPnj2v5IeoqVOn0q1bN5o2bcrDhw/T1MfFixepW7cu7dq1w9vb+7lt33zzTaZMmcKRI0eIjo4GoFChQuzfv1+SZUKIl2rRokUEBwfr66NHj6ZGjRp069bNpN2KFStYtWoV1tbWuLu7U6BAgZccqRAiLRYvXkzZsmXZv39/io8ZP348Fy9epH379ibb27VrR9WqVU1m3xw8eDBGo9Fs8WZVkjATQogsJvHMVw4ODuzatYtdu3ZRpEgRC0YlLC0qKopx48ZRuXJl/vvvP+zt7fnxxx8JCAigYcOGlg4vVZRSjBo1itGjRwPxN4L58+dPU18lS5akUaNGVK5cmXLlyiXZ7+Hhwdq1awG4evWqXgMIoGjRonh5eVGhQoU0nVsIIdIiKiqKyZMn6+sfffQR48ePx8/PD3t7e5O2VatW5Z133mH8+PG8++67LztUIUQa+fn5ceXKFaZMmZLiYxwcHJK8B0D8kyVP+nny5WhYWFiSmTVFUlLDTAiRIaSuiWXMnTuX4cOH4+7ujpubm6XDEZnEjh07+Oqrr7hw4QIALVq0YN68eZQuXdrCkaWewWCgX79+LF68GIDp06enesbXJ/c+T24aIyMjMRqN+rTrTxw6dAhXV1eUUqxcuZKvv/6a27dvA1CsWDH27dtHyZIl0/mKxMskNczMS671ljFx4kTGjRsHxL+PXbx48bnvRY8fPyZHjhz641hCiMzv3LlzlC9fHqPRyLFjx6hcuXKqjj9w4AAODg5UqlQJiL/3adiwIV5eXuTKlYvHjx9TsGBB7ty5k+VKtUgNMyGEEMm6fv06MTExbN682dKhiEzg1q1btG/fnmbNmnHhwgXeeOMN/vzzT7Zs2fJKJstiYmLo0KGD/vjo4sWLU50sMxgMDBw4kPHjx+vbcubMmSRZBlC9enU6derE22+/zRdffKEny0qXLs2BAwckWSaEeOmio6NNRpw4OTlx586dJO2uXr2q/ztXrlySLBPiFVOuXDm9nurUqVNTdexPP/2Eq6urPhIf4pPriScJAbh//76MMnsBSZgJIcQrLnH9gUmTJrF69Wp+++03C0YkMoPAwEDKly/P2rVrsbKyYsiQIZw6dQo3N7dXrlbZE6NHj2b9+vXY2tqydu1aevXqleo+/v33X+bPn88PP/zAiRMnkm3zZASalZUVH3zwASdPntQL/Ds7O7N//36KFi2a9hcihBBpNH36dKKiovT1u3fvmnwoBti2bRtlypRh6tSpr+RkLkKIeE/KQKxdu1Z/SiAl2rRpg729PYULFzaZOKBp06ZMmzaN06dP6+Ukvv/+e5PaZsKUJMyEEOIVFRcXx/fff0+HDh30G2JbW1vat2//yiZEhPm88847lC1blpo1a3L48GFmzpz5yj8y9c0331C9enU2bdrEZ599lqY+mjdvzsSJE1m3bl2ytcd+++03unbtisFgYNOmTSYFtGvVqoWPjw+vv/56Wl+CEEKk2dOjy1q1akW3bt1MRp8YjUa+/vpr4uLiuHnzptwPCPEKq1q1Ks2bN8doNPLTTz+l+Lhy5cpx8+ZNlixZgo2Njb5d0zRGjhxJsWLF9IkBbt68yZr/Y++8w6I6vj7+vbt0ESQgFqyo2HuJPdZoTOzGGmONBY1ibFiDiaIYu4kaNfbY0J9K7L3F2IOKChEFFBFROktbds/7B3BfVkAXWfYuy/k8z3ncO3dm9jsre2f2zMyZvXt1rt1Y4BhmDMMUCBzXpODx8/NDo0aNoFQqcf78ebRv315qSYyExEPfTfQAACAASURBVMXFYcWKFZg5cyYsLS0BAOHh4ShZsmSh3oqTlJQktgdI/zGY11gbT548Qbly5TTqeRciwpo1a+Dm5gYAWLx4MRITE/Hzzz8DSHe0HTx4EFZWVh/RCsZQ4BhmuoX7ev2yaNEijS1VwcHBqFixokYeHx8f9OzZE7a2tnj+/Dn/vzBMIefy5cv47LPPYGZmhpcvX8LBwUEn9SoUCtSuXRshISGoXr06Hj16ZDSxzDiGGcMwDIM6depg1apV2L17NzvLijhEhE6dOmHBggUaqw9Kly5dqJ1lwcHBqF+/vhjgH0CeB3OXL19Gs2bNMGzYsFyPT09NTcWYMWNEZ5m9vT0WL14sOsuGDBkCHx8fdpYxDCMZqamp8PT0FK979+6dzVkGpG/ZBIDx48ezs4xhjIA2bdpg5syZuHjx4kc5y8LDw3HgwAGNtLdv32LgwIGIjY2FhYUFAgICsH37dl1JNirYYcYwDFNISE5OxowZM/Dy5UsxzdXVFYMGDZJQFWMICIKAmTNnolq1amjbtq3UcnTCo0eP0Lp1azx58gReXl4aMXvygkqlgkKhQGhoKBISErLdj4iIQMeOHbF582YAgJmZGSIjIxEXlz4hOWXKFOzYsQOmpqYf3xiGYZh8snLlSiQmJorXdnZ2iI6O1shz7do1/P333zAzM8OkSZP0LZFhmAJAEAQsWbIELVq0yHPZ58+fo3Llyhg8eDBevHghptvZ2SEgIAAxMTGwsLAAkB72gncfZocdZgzDMIWEsWPH4pdffsE333zDHVoRJyUlBQsXLsSuXbvEtD59+sDPzw+dOnWSUJluuH37Ntq2bYuXL1+iVq1auHTpkjigyyvt27fH6dOnce7cuWyrLe7du4emTZvi6tWrsLS0hEwmQ2pqqnjf09MTy5cvN5otCgzDFE6USiV+/fVXjbT9+/drPK8AiDGOhg4dijJlyuhNH1M0iI6O1gggz0hD5iFE2lChQgW0aNECjRs31nCwy+Vy/PHHHwgICBBXpUZERGD37t0611vY4REgwzBMIWHu3LlwdnbGjBkzOIhvEeb8+fOoX78+5s2bBzc3N8TExABIn4E0MzOTWF3+uXjxItq3b4/IyEg0a9YMly9fztOJlEqlEnPmzEF4eLiY1q5du2zxyw4ePIiWLVvi+fPncHBwQFJSkrhlUxAEbN68GbNmzeLvGsMwkrNjxw6EhoaidOnSiI6OxrFjx7Bq1SqNA0jevn2LU6dOAQCmTZsmlVTGCLlz5w5GjRoFJycnHD16VGo5RZb4+HhMnjwZ1apV01ht+iEOHz6Ma9euoV69ehrpbdq0gYuLC/r06SOOdSZNmsST8u/ADjOGYRgDJS4uDhcuXBCvq1WrhoCAAHzxxRcSqmKkIiIiAkOHDkXHjh0REBCAUqVKYe3atZlBTY0CHx8fdO3aFQkJCejQoQPOnj0Le3v7PNUxadIkeHp6olevXjnGLFOr1ViwYAH69euHxMRElC9fHm/fvhXvW1hY4MSJExg1alS+28MwDJNf0tLSxNhlM2bMQIkSJdCtW7dszygHBwcEBQVhx44dqFGjhhRSGSMiKSkJ27dvx6effoomTZpgy5YtSEpKwsmTJ6WWVmSxtLTE0aNHERISIoaR0AYbG5v3Tv7Z29ujdevWAICoqCgcOXIk31qNCXaYMQzDGCChoaFo2LAhvvzySzx+/FhMz3o0NFM0UKvV2LhxI6pXr45du3ZBEAS4urrC398fgwYNMqoVUPfv30dKSgp69eqFY8eOoXjx4nmuY+rUqahYsSLmzJmTbSulQqHAgAED4OHhAQCoVKmSRkyPkiVL4p9//kGXLl3y1Q6GYRhdsXHjRjx79gxyuRzt2rV7b95SpUph6NCh+hHGGCWBgYGYNm0aypUrh+HDh+PmzZswMzPDkCFDcPXqVaxfvx5AenxQf39/idUWLUxMTDB9+nQAwLJly7Jtyf4QSqUSO3bsQGxsrEb6lClTcOXKFfF63Lhx+RdrRLDDjGEKAYIguAqCECQIQrIgCHcEQWjznrzDBUGgHMziY+oU0jmRUUcvXbeNyZmyZcvC2dkZjo6OUCgUUsthJOLevXto1aoVxo4di5iYGDRs2BDXr1/Hb7/9hhIlSkgtT+fMmTMHe/bsgbe3d55ilqWkpIivq1atioCAAHTv3j1bvkGDBuHAgQMwMTFB3bp1ERwcLN6rWbMm7ty5gwYNGuSrDQzDMLpCrVZj3rx5ANIdFC1atICPj0+2fK9fv9a3NMaIUKlU4grvatWqYfny5YiKikLFihWxePFivHjxArt27UKrVq0gCAJiY2PRrVs3tGrVCs+ePZNafpFi+PDhKF26NF68eJHneGM9e/bEsGHD8Ntvv2mkly9fHgDEcdfr169x9uxZ3Qg2AthhxjAGjiAIAwCsArAIQEMAVwCcEAShwnuKxQEok9WISDxiLo91ugHgzex6IDIyUtxCJpPJ8Oeff8LX1xdNmjSRWBmjbxISEjBt2jQ0btwY169fh7W1NVatWoWbN2+iWbNmUsvTGUSEzZs3i6dXCoKAgQMH5mkl5ZkzZ1C1alXcu3dPTDM3N88xr4eHB5ycnFC+fHk8ePBATG/fvj3++ecfcdDIMAxjCOzevRtRUVEA0p+PKSkpGhMEQHr4hurVq6NTp0548+aNFDKZQkpMTAwWLVoEZ2dn9OzZE6dOnYIgCOjWrRuOHj2Kp0+fwt3dHY6OjhrlzM3NERMTg+TkZAQEBEikvmhiYWGBKVOmAAC8vLxyDD2RG4MHD0apUqXwySefaKSPHTsW9vb2GqeRz5w5UzeCjQEiYmNjM2ADcAPA+nfSHgNYnEv+4QBidFEngPoAXgAojXSnWa886LYBQLGxscR8mLNnz1Lp0qVp8eLFUkthJEStVtOhQ4eoXLlylPGdo379+lFoaKjU0nSOSqWiSZMmEQDq3LkzpaWl5bkOtVpNnTt3JgA0aNCgHPM8e/ZMfB0bG0tNmzYVP1sANHLkSEpNTf3odjCFi9jY2Mz/exsygD6+sBv39QWHWq2msmXLEgBydHSk+Ph42rx5M6nVao18y5YtIwBUo0YNUqlUEqllCiMRERFkZmZGAMje3p5mzJhBT58+1apsaGgo+fr6FrBCJidiY2OpRIkSBIAOHjyodTmlUkmJiYk53lu0aBEBIFtbW3F89M8//+hKst7RZV/PK8wYxoARBMEMQGMAp9+5dRpAy/cUtRYEIUQQhFBBEI4KgtAwr3UKgmAFYA+AiUQUjg8gCIK5IAg2mQYg78GHijAhISEIDw/Hvn378nRcNGNcKBQKjB07FqGhoahcuTKOHTsGb2/vPJ0SWRhIS0vDiBEjsGbNGgDAV199Bblcnud6BEHAvn374O7ujq1bt2rcU6lUmDJlCmrWrImbN2/i2bNn+PTTT3Hr1i2x7IoVK7B582aYmprmv1EMwzA65K+//kJYWBgAYOHChbC2tsaoUaM04lampqZi5cqVAIDp06dni9vIMJkkJCRg3bp1GodFlCxZEj/++CN27tyJ0NBQeHl5wdnZWav6nJycUL9+ffE6KSlJ55qZnLGxscGECRMAACtWrNC6nImJSbYTwzOZMGECbG1tERsbKz5jMleyFXny63FjY2MrOANQFune8ZbvpM8GEJBLmeYAvkH66rA2AA4ASARQLS91AvgdwOYs1+9dYQbAA1lWbWQazzrnTtZZYrVaTZs3byaFQiGhIkYKUlNTNf4W9uzZQ7Nnzzbav4WkpCTq2bMnASC5XE47duzIU/mUlBQ6c+bMB/OpVCrq3r07AaAWLVqQjY2N+FwqVqwYnThx4mObwBRieIWZzscpvMKsgKhcuTIBIBMTE3r58mWOebZt20YAqEyZMpScnKxnhUxh4uXLlySXywkA3b9/X6d1X7t2jZycnOjo0aM6rZfJnYiICJo+fXquz4YPcePGjWxjqblz5xIAjfHSzZs3dSFX7+iyr5e8o2VjY8vdsji3WryTPgeAv5Z1yAD4AlijbZ0AegB4AsA6y/0POczMMwbOmebEg+jc2b9/P3Xs2JEHuEWcq1evUu3atWnv3r1SS9ELcXFx1L59ewJA5ubmdOTIkTyVT0xMpPbt25NMJiMfH58P5o+MjCQ7OzsNJ36lSpXo0aNHH9sEppDDDjOdj1PYYVYAnDt3TuO51bx5c1IqlRp5VCoV1a5dmwCQl5eXREoZQyQ5OZl2795N06ZN00ifPn06rVmzRuff14kTJ4qOFn9/f53WzeiePXv2EACqVq2aRjiMN2/eULFixTSePbVr15ZQ6cfDWzIZpujwFoAK6THEsuIIQKsjkYhIDeAWgGp5qLMDgCoAYgRBSBMEIS0j/aAgCBdzeZ8UIorLNADx2ugrisTExGD8+PE4d+6ceDw3UzQ5f/48Hj58iEWLFmX++DRqBg8ejAsXLsDa2honTpxAjx498lTewsICVapUgZWVVY7bKE+ePInvv/8eRISEhASMGTMG0dHR4v127drhzp07qFmzZr7bwjAMU1B4eXlpXFevXj3bYSgnTpzAw4cPUbx4cYwdO1af8hgDJSQkBLNnz0b58uUxePBgLFu2DE+ePBHvL126FN9//z1sbGx0+r7Lly9H69atERcXh169eiEuLk6n9TMfJjU1Veu8X331FUqVKoVWrVqJhy4BgIODA8aNGwfg/0/MfPjwIR/skF+PGxsbW8Ea0gP0r3sn7RFyCfqfQ3kB6Q6zLdrWiXRnWp13jABMAlBZy/flWef34OPjQ7NmzeJg40UMtVpNr1+/Fq+Tk5Np9uzZ9PbtWwlV6Y9///2XqlSpQrdu3froOlJTU7PNYKvValq+fDnJZDICQGvXrqWTJ0+SIAjiLOnEiRP5+8bwCjPdj1G4r9cx//77r8YKjw0bNuR48Eu/fv0IQLZVREzRQqVS0fHjx+mrr77S6PPKli1LHh4eFBERoRcd4eHh5OTkRACoe/fufACFnvDz86MuXbpQr1698lQut7AfYWFhZG5urvEMatGihS6k6hXeksnGVoQMwAAAqQBGAqgJYCWABAAVM+7vyOo8A/AjgC4AnAE0ALAFgBJAM23rzEUHn5L5kajVatqwYQPdvn1baimMhPj5+VGbNm2oXr162bbWGDPvOqny2vZjx47R9OnTs50Ml0lycjINHz5cHNhVqFCBnJycqHz58gSAzMzMaOfOnR+tnzEu2GGm8zEK9/U6JtMRBoCcnJxyffalpKTQ9u3bjfIUZebDvHnzhpYuXUrOzs4azo2OHTvSwYMHJZkgunnzpuhsmT9/vt7fvyjy+PFj0VHq5+enkzonTJhAAMjKyooAkCAIHx0rTSrYYcbGVsQMgCuAYAApAO4AaJvl3kUA27JcrwQQkpE3AsApvBOv7EN15qKBHWYfycqVKwkAValSheLj46WWw+gZhUJB7u7uZGJiIg5A8rPCqjBx7949cnZ2pr///vujygcHB5OpqSkBoH379mW7/+rVK2rRooX4QyFzcJdpzs7OfOw9owE7zHQ+PuG+Xoc8evRI4xm2a9cuqSUxBoRaraZ//vmHhg4dqrEKyNbWltzc3Awiftj27dtFXf/73/+kllMk6NOnDwGgoUOH5rns69ev6ddff9VwzIeEhIhj1kxn3MCBA3UpucBhhxkbG5vBGw+i/5+oqCiqWrUqLVu2jJeoFzGOHj1KlSpVEgePPXv2pJCQEKll6YW///6bSpQoQQCoXbt2ua6S+BDLly+n4cOHZ5stv3PnDpUrV44AkIWFhcZWFAD05ZdfUlRUlC6awhgR7DDjvt6Q6dSpk8ZzbPv27dnyxMTEFKlVysz/M3v2bI2/j0aNGtEff/xhcKdqu7m5EQCytrbW2aonJndu3bpFyDh5PCgoSOtyCoVCPBjp4sWLGvdGjhxJAMTTeuVyOUVHR+tYecHBQf8ZhmEMGJVKhQsXLojXdnZ28PPzw9SpUyGT8WO3KBAaGoq+ffviq6++QnBwMMqXL4/Dhw/j8OHDqFChgtTyCpzTp0+jc+fOiImJQatWrXDo0CEIgqBV2eTkZMTH//+ZIVOmTMGWLVs0gvzv27cPrVu3RmhoKCwtLZGcnJz54x0AsGDBAvj4+MDOzk53jWIYhilAwsLCcPbsWY20pk2bZss3Y8YMVKtWDceOHdOXNEYi/P39ERISIl5/9dVXMDc3x7Bhw3Djxg3cvn0bI0eOhJWVlYQqs/PLL7+gQ4cOSEhIQK9evTQO32F0T5MmTdCpUyeoVCosW7ZM63JWVlYYMGAAmjVrlu1Qkblz5+Ls2bM4ffo0bGxsoFKp8Msvv+haeuEgvx43NjY2tpwMRXTWOSUlhTp27EgA6PTp01LLYfSMUqmkFStWkLW1tTgjN3369CK1Fdfb21vcRtm1a9c8zXxHRkZS69atqXPnzjnGX1EqlTR37lxxdj1zy0CmffLJJ3Tq1CldNocxMniFGff1hsqQIUPEZ5m1tTXdvXs3W57w8HBxK97ly5clUMnoCw8PDwJA48ePF9PUanWhWTn95s0bqlixIgGgLl26UFpamtSSjJpz586JK+7Dw8O1LpeUlPTeHQBqtVpcZWZlZUWJiYm6kFvg8AozhmEYA8XMzAzVqlWDlZUV3r59K7UcRo/cuHEDTZs2xQ8//ICEhAS0bNkS//77L5YuXQpra2up5emFP/74AwMGDIBSqUT//v1x5MiRPM18h4SE4O7du7h582a2Y8z/++8/tGnTBgsXLhTT0tLSxNft27fHw4cP8fnnn+e/IQzDMHokLi4Oe/bsEa/nzp2Lhg0bZsu3du1apKSkoHnz5mjdurU+JTIFTFhYGMLDw8XrNm3aQCaTIS4uTkwTBKHQrJx2cHDA4cOHYWlpiVOnTmHOnDlSSzJq2rdvj08//RTJycn4/ffftS5nYWHx3h0AgiDg559/RvHixZGYmIiNGzfqQm7hIr8eNzY2NracDEVo1jklJUVjFU1iYqJBBF5l9MfkyZPFGFp2dna0adOmIhevTq1WU+/evQkAjRkz5qNnk0+ePEkPHjzQSEtLSyMXFxdx1R6yrCoDQAsXLuTZa0YreIUZ9/WGyNSpU8XnmYWFBSUlJWXLEx8fL8aF5GDqxoFaraZz585R3759SS6X0w8//KBx7/nz5xKq0w179+4lANS3b1/upwuYs2fP0saNGyk5OTnPZZVKJe3YsSPb75fdu3eTjY0N1axZU1z9WhhiKPIKM4ZhGAPh6dOnaNWqFb7//nsxzdLSEtWrV5dQFaNvihUrBiLCsGHDEBAQgNGjRxe5eHWCIGD37t3YtGkTNmzYALlcrlW5w4cPIygoSLzu0qUL6tSpo5FHLpdj/PjxkMvlUKlUYnrp0qVx6dIlzJkzR+v3YxiGMSRSU1Px66+/itdmZmYaz8RMNm/ejJiYGLi4uKBHjx76lMjomJiYGKxevRo1a9ZEx44dcfDgQahUKjx9+lTMIwgCypcvL6FK3TBgwACcO3cO3t7e3E8XMB07dsR3330Hc3PzPJedOHEivv32W3h6emqku7i4IC4uDqmpqQCAhISEIrfKrGiN5hmGYXTMixcvcOfOHRw6dAhhYWFSy2H0REBAAB49eiRez507F5cvX8a2bdtQsmRJCZXpF5VKhV27dmWuNIGFhQVGjx6tdYD/9evXo3fv3ujWrRtiYmLEdCLC5s2bsWvXLgDA+fPn4eXlpTHY7tmzJx48eIC2bdvqsEUMwzD6Ze/evUhJSRGfm5aWlqhSpYpGHqVSiRUrVgAApk2bxo6HQsrdu3fx3XffwcnJCW5ubggICEDx4sXh6uqKBw8e4PDhw1JLLBA6dOgg/n0TERQKhcSKjB+VSgWlUql1/tGjR8PR0RF169bVSG/cuDGuXr2KgIAAcXzr7u4ujvuKBPldosbGxsaWk6EIbdPYunWrUSybZ7TjwIEDZGZmRk2bNi3S2wtSUlJowIABBICmTZv2UXVERERQyZIlafr06RpL/Pft20cAyNLSUiMQNjKCzv7xxx/vDVLLMLnBWzK5rzck1Go11a5dmwDQkiVLSKFQkK+vb7Z8x44dIwBUqlSpHLdrMoZLUlISbd++nT799FONvqxu3bq0fv16iouLk1qi3lAoFDRw4EBq3759jgf7MLph//79VKVKFfr111/zVO5DWzn79+8v/v0eOHAgPxILHF329ZJ3tGxsbMZpxjqI9vX1pY4dO9KbN2+klsJIRFhYGNnY2FDXrl0LzWlVukahUNAXX3xBAMjU1JT27dunVbl79+7R2rVrNdJyekakpaVR+fLls8Uqa968OT19+lQnbWCKJlI5zAC4AggCkAzgDoA278k7/N2//QyzyJLHBMDCjDqTADwDMB+ALEuebTnUcf2d9zIHsBbAWwAKAD4AyuWhXUbZ1+uLTEdY8eLFKTo6+r15//77b4P/kcr8P8nJyTR9+nSyt7cXv3+mpqY0aNAgunLlSpGc9Hn8+DFZW1uTiYkJXblyRWo5RsvatWsJAFWsWFGnjsnQ0FDxb7lMmTI6q7cgYIcZGxubwZsxDqLVajU1aNCAANDIkSOllsPoibCwMFq9erVG2rNnz4rkYJeIKDo6mlq1aiWuADtx4oRW5QIDA8nExIRkMhndunVL415ERAS5ublRYmIiKRQKmjx5ssaPfJlMRosXLy7SK/oY3SCFwwzAAACpAEYDqAlgFYAEABVyyT8cQCyA0lntnTxzMpxcXwKoBKAfgHgAk7Pk2QbgxDv1fPJOPesBhALoBKAhgPMAfAHItWyb0fX1+qRChQoEgGrVqkWJiYlSy2HySdZxgVqtpvr16xMAqlChAnl6elJ4eLiE6gyDv/76iy5fviy1DKNGoVBQyZIlCQDt2LEjz+Vv375NO3fu1Eh7/vw5lSxZUjzgCkC2sZwhwQ4zNjY2gzdjHUT7+vpS3759eYVZESAtLY1+/fVXsrGxIQB0/PhxqSVJTnh4uOg0trW1patXr+ap/ODBg6lv374UGhoqpv3vf/8TB3b9+/cnX19fMjMzEwdkNWvWpLt37+q6KUwRRSKH2Q0A699JewxgcS75hwOI+UCdRwH88U7aQQA7s1xvA3D4PXXYZjjyBmRJKwtABaCLlm0zyr5eH1y+fFljYqBFixY5rgbhz9bwSU5OpkWLFlGdOnU0tlgeP36cfHx8eLKH0Tuenp6iMz4vp7Zfu3ZNPA0zMjJSTFer1dSkSRONZ1a9evUKQrpO4FMyGYZh9MSVK1dw9OhR8bp+/fo4cOAAHBwcJFTFFDR37txB8+bNMXHiRMTFxaFp06YoU6aM1LIkJS0tDR07doSvry8cHR1x6dIltGrVKtf8YWFhcHV1RXx8vJi2detWHDhwAE5OToiOjsbQoUPRp08fvHnzBqampjh06BDatGmD1NRUyOVyeHh4wNfXFw0bNtRHExlG5wiCYAagMYDT79w6DaDle4paC4IQIghCqCAIRwVBePdLcBVAR0EQXDLepz6A1gCOv5OvnSAIEYIg/CcIwiZBEByz3GsMwDSrNiIKA+CXmzZBEMwFQbDJNADF39MG5j24ubkBgBgMvVSpUjA1NdXIc/v2bZQpUwZTp07NdFAyBoiZmRl27NgBPz8/7NmzR0z/4osv0L17dz6kIRcePnyI9u3b4/Xr11JLMTpcXV1hY2ODR48e4a+//tK6XPPmzdG4cWP07t0bycnJYrogCJgyZQoAwMTEBABw//59hIaG6la4IZJfjxsbGxtbTgYjmHU+e/YsyWQysrW1paCgIKnlMHogJiaGvv/+e5LJZASAbGxs6LfffuPZ4Qz27NlDlStXpv/++++9+bJuX54yZUq2+ydPniQnJ6ecYjQRAGratCk9ePCgoJrBFGH0vcIM6Su2CEDLd9JnAwjIpUxzAN8AqA+gDYADABIBVMuSRwCwGIAagDLj31nv1DMA6Vs26wDojvStln4AzDPuDwaQksP7nwbwey7aPHL6zhbmvl4KAgICxM9u+vTpFBISkuNzNTPI9tChQyVQyeREXFwcrVu3jtq0aaOxjdbb25u2b9/OW2u1RK1WU7NmzQgAtWrVilJSUqSWZHS4u7sTAPr000/zFEYkt7hnqamp2cZuI0aM0JVcncJbMtnY2AzejMFhlpqaSs2bN6dhw4YVqVOMiiJqtZr27dtHZcqUEQcBgwcPplevXkktTVLUajX5+/trpGl7QtuJEyeoWbNm9O+//4ppcXFxNGbMmFwdZWZmZvTLL79onJjJMLpEQodZi3fS5wDw17IOWYaza02WtIEAXmT8WxfAUACRAIa9p54ySN+C2SfjOjeH2RkAG3Kpwzyjf880p8Le10tB165dCQCZmJjkOr4IDAwUJ2/u37+vZ4XMuzx48IBcXV3J2tpa7LO2bNkitaxCTUBAANna2hIAGjdunNRyjI7w8HCysLAgAHTjxg2d1LlkyRJCxonlH3qGSQk7zNjY2AzeCqvD7MaNGxqzMAkJCRKqYfRBYGAgdenSRRwAV6tWjc6cOSO1LElRq9X0119/UZMmTcjKyooiIiLemz8+Pp6mTp1KR48e1UjPGjfj4sWLVKlSpVydZZ999tkHV64xTH6RwGFmBiANQO930lcDuJSHejYBOJHl+gWACe/kmfshJxyAJwBmZrzukPFZ2L2T5x6ABVrqKpR9vZS8fv1afO7VqVMn1wkCV1dXAkBffPGFnhUymaSkpNCePXuoTZs2Gv1V9erVafXq1R882ZT5MMeOHRMDyf/+++9SyzE61q9fT5cuXfqog6oiIiJo4cKFGhOlUVFRorMs08aOHatLyTqBHWZsbGwGb4VxED1jxgwCQOvWrZNaCqMHkpOT6eeffxZn38zMzMjDw0PrFVTGiFqtJh8fH2rcuLE4ELKysqJjx469t9xPP/1EyDgJLDk5WeNeYmIiubm55eoos7e3p927dxfZU0cZ/SJh0P9176Q9Qi5B+At6RgAAIABJREFU/3MoLwC4BWBLlrRIAOPfyTcLwH/vqcceQDKAbzOuM4P+98+Spww46H+BMmLECI1n4I8//pgtT0REhNg3XbhwQe8aizohISE0Z84ccnR0FP+f5HI59e3bl86dO8f9lY7JDFBvamqa58OEmIJBrVZT9erVc3RkZjrz5XK5+P9maDsD2GHGxsZm8FYYB9ErVqwgAOTu7i61FEYPfP/99+JAuGPHjhQQECC1JMlQq9V05MgRatSokYajbMaMGfT69esPlk9ISKB27dplc6wFBweLA66cbMKECRQTE1NQzWKYbEjkMBuQ4ZgaCaAmgJUAEgBUzLi/I6vzDMCPALoAcAbQAMAWpMcpa5YlzzYAoUiPUVYJQG8AbwB4Zdy3BrAMQIuM++0AXMsoUzxLPeuRvlqtI4CGAM4hffunXMu2Fbq+XkoUCgVZWlpqPAeXL1+eLd/8+fMJGfEc2TmjH1QqFZ08eZJ69OghboUFQGXLliUPDw+N050Z3aJWq+nrr78mAFSqVCn+rAsIhUKRp/yrVq2ixo0b06lTpzTSs8ZgzLQVK1boUmq+YYcZGxubwVthGURn7TzUajVdu3ZNQjWMPnn+/DlVqVKF/vzzzyL/g+Tly5dkZmZGAKhYsWI0c+bMXLdhpqWl0Zo1a2j06NEfrFehUJCDg0O2gVX9+vXp9u3bum4Gw3wQKRxmlN4nugIIBpAC4A6AtlnuXQSwLcv1SgAhGXkjAJxC9hhoxQGsysiXBOApgIUAzDLuW2aUi8hw1oVkONnKv1OPBYC1SF+xlgjgr3fzfKBdhaKvNxTWr18vPgfNzc3p+PHj2SYNlEqlGE/T29tbIqVFj+3bt2v0Ux06dKADBw7kGgCd0S0JCQlUt25d0VFclFf76xqVSkUzZswgGxsbevz4sdbllEplruPjr776igCI22mLFy9uUGNpXfb1AqV3dgzDMDol47j52NjYWNjY2EgtJxvx8fFwdXXF8+fPcf78eT7y28hRq9XYvHkzHjx4gLVr14rpKpWqSP7fExGuX7+OFi1aiGkzZsyAXC7H1KlT4eDgkGvZhw8fol69elCr1bh06RLatm2rcf/evXuoWbMmzp8/j4kTJyIoKAhqtRoAYG9vjyVLlmDEiBFF8nNnpCcuLg62trYAYEtEcVLrKewYel9vSKjValSpUgXBwcEAgIkTJ2r0R1l5+fIltm3bBnd3d35WFgBEhJs3b0KhUKBDhw4AgISEBNSuXRu9evXCuHHjULNmTYlVFj2ePXuGpk2bIioqCsOGDcPWrVshCILUsoyCnj17wsfHByNGjMCWLVvyXd/58+fRsWNHyOVyqFQqAMCJEyfQtWvXfNetC3TZ17PDjGGYAsHQB9GBgYFo2LAhEhMTceHChWw/+hnj4sGDB6hfvz6ICFevXkWrVq2kliQJRIQjR45gwYIF8PX1xd27d9GwYUOtymUdtHp4eKB06dIYM2YMZDKZmD5v3jwsXLgQ9vb2iIyMFNNlMhmmTp2KuXPnGuTzgCk6sMNMtxh6X29IeHt7o3///gAAQRDw6tUrlCpVSmJVRZOdO3fi22+/Rd26dXHv3j2xfyuqk2iGxNmzZ9GlSxeo1WqsXr0akyZNklqSUZA5SWpiYoJnz56hfPnyWpdNS0vD/v37UaZMGbRv3x5A+riwQYMGuH//PiwsLJCcnIzatWvDz8+voJqQJ3TZ18s+nIVhGMb4qFq1KrZv357jChnGOMic8QKAunXrYsaMGVi1ahU+/fRTCVVJg1qtxqFDh9CwYUP07t0bvr6+sLa2xuPHjz9Y1sfHBw0aNMDr16/FNA8PD4wbN07DWRYREYGjR48CgIazrFu3bggICMDSpUv5BzXDMEUWd3d38bWFhQXu3r2bLU9iYqI+JRUZAgICcPPmTfG6e/fu+OSTT8SJ00zYWSY9nTp1wrJlywAAP/zwAy5cuCCxIuOgefPmaNeuHdLS0rB8+fI8lV22bBmGDBkCd3f3zK34EAQBP/zwAwBkOqbw8OFDrcaVhY787ulkY2Njy8lgYHFNIiIiqF+/fvTo0SOppTB64PDhw1S1alXy9/eXWoqkqFQqOnjwINWrV0+My1K8eHGaM2cOvX37VqvymQcBTJo0Kdu9rVu30rZt2yg2NpaKFy+uEf/FxcWFzpw5U1BNY5iPQqoYZsZqhtbXGyp3797NFsvxxo0bGnnUajU1bNiQunbtSoGBgRIpNR6USiUdPHiQOnbsSACoWbNmGvc5Rpbholar6ZtvviEA9PXXX0stx2g4deqUeKjTmzdvtC73+vVrKl++PP38888aMf2Sk5Np48aN9ObNGzHuYp8+fQpCep7hoP9sbGwGb4Y2iM7seJs1a2ZQQSkZ3RIcHEzdu3cXf5AMHTpUakmSkpSUJA5iihcvTnPnzqXIyMj3llEqlaRSqcTr27dvk7u7u8YBGefPn6f69esTAJLJZFS1alXxMy9VqhTt2rVLow6GMRTYYWbcfb2h0rZtW/EZWbdu3RyD+Z8+fVr8Mfuh5zSTOy9fviQPDw9ycnISP3NBEKh79+6UkJAgtTxGSxITE+mXX34hpVIptRSjQa1Wi5Og8+bNy1PZtLS0997v3LmzOCbU5nT1goYdZmxsbAZvhjaIfvXqFbVr147u3bsntRSmAEhNTSUvLy+ysrIiAGRqakqzZ8/O8xHahR2VSkU+Pj4aA5tNmzbRvHnztPoBdvv2bWrUqBFt3rw5x/v+/v7iyUjvmp2dHS1btoySk5N11h6G0TXsMDPuvt4Qef36tcaz8uTJkznm69SpEwGgyZMn61lh4UetVtP58+epX79+JJfLxc+6ZMmSNHv2bAoODpZaIqMDeMI7/3h7exMAcnR01OkJsLdu3aISJUoQAJo/f77O6v1Y2GHGxsZm8Cb1IDokJIR27dolyXsz+uXKlStUp04dcYDctm1bevjwodSy9IpKpaL9+/eLn8OePXs+qp7ly5cTAHJ2dtaY1X379i1NnDhRPD48q5mamtLMmTMpOjpaV81hmAKDHWbG1dcXBkaOHKnhwMnpR/+dO3cIAMnlcnbu5IHo6GhavXo11ahRQ6Nfat26Ne3evZsncIyE1NRUmjBhAi1dulRqKYWetLQ08vDwoJCQkI8qf/fuXfLy8tJIu3z5MtWqVUvceWBhYSH5d48dZmxsbAZvUg6iQ0JCqESJEiSXy+natWt6f39GP7x9+5ZGjRolDpAdHBxo27ZtRWoGUqVS0b59+6h27dri52BjY0MbNmzQqrxarab4+HjxWqlU0qxZs+jVq1dElB6fYvny5WRpaZnNUSYIAo0ZM8Yglt4zjLaww8x4+vrCQHJyMpmamorPzerVq1NQUFC2fAMHDiQANHjwYP2LLKRMnTpVXFUOgKytrWn8+PF0//59qaUxOiZzVZRcLqdnz55JLafIEhoaSjKZjABo7Nh5+PCh+B3M/D6uWLFCQqW67etNwDAMY2SUL18eX3zxBQIDA+Ho6Ci1HEbHEBG2b9+OadOmiacxjh49GkuWLIG9vb3E6vQDEWH//v346aef8OjRIwDppxS5ublh8uTJsLOz+2AdL1++hKurK2JjY3HhwgUIggATExN4enqCiHDw4EG4ubkhNDRUo5wgCBgyZAiWLl2KMmXKFEj7GIZhjIF9+/ZBqVSK1+Hh4XBwcNDIExQUhP379wMApk+frld9hYmUlBSYmZlBEATxOjExEbVr14arqyu++eYbPonZSOnbty/c3NzQvn17VK5cWWo5RkVCQgKsra21yuvk5IQBAwZAEAQUK1ZMTK9Vqxb279+Pzz//HPXq1cPz58/x448/ws3NTfy+Fmry63FjY2Njy8mg51nngIAAjeW/8fHxlJKSopf3ZvTH48ePNYIn16lTh65evSq1LL2jVqupRYsWBIBKlChBHh4eed4SGRQURJaWlmRiYkJ37twR04ODg6lhw4Y5xinr168fhYaG6ro5DKM3eIVZ4e7rCxNqtZoaNGhAAMjT05P8/Pzor7/+ypZvxowZBIA+//xzCVQWDjw8PMje3l6jv3/27Bldvny5SK0qZxhd8eLFC+revTtVrVo1TwcrfOhAp+HDh4tjxhMnTuRX5kejy75epk/nHMMwTEHw559/okGDBpg5c6aYZm1tDTMzMwlVMQXB27dvcfnyZVhZWWHp0qW4e/cuWrVqJbWsAkelUmHv3r2Ijo4GkL7Ka+HChfjpp58QHByMH3/8ESVKlPhgPREREeLrSpUqYevWrfD19UWjRo0AAH///Td69OiBf//9V6Nc9+7dERISAm9vbzg5OemwZQzDMMbJpUuX4OvrC0tLS4wdOxa1a9fGV199lS3fggULsGnTJvz4448SqDRM1Gq1xvWLFy8QGRmJ3bt3i2mVK1dGmzZtjGMFC5MnQkJCMHv27Gx/J4z22NnZ4dq1awgMDMSBAwe0LieTvd99tHr1avG1q6vrR+szJNhhxjBMocfGxgZJSUl49OiRxtYHxjgICgoSX7du3Rrr1q3Do0ePMH36dJiamkqorOBRqVTYs2cP6tSpg0GDBmkMRDp06IB58+bB1tb2g/UolUpMmjQJlSpVwn///SemDxgwABUqVMC3336LOnXqoHXr1rh//754v3///ggKCoKPjw8qVKig28YxDMMYMVOmTAEAtGjR4r3b5C0sLDB69Gi0bNlSX9IMloiICCxZsgTOzs64c+eOmD516lQcPnxYow9kiiZJSUlo1aoVFi9eDE9PT6nlFFqKFSuGyZMnAwAWL16cuWJYayIjI+Hh4aERtuPp06fo2LGjuGAhKCgIISEhuhMtEewwYximUJKamiq+7t69O86cOYOTJ08avQOlKKFQKNC3b1/UqlULz549E9PHjx+PihUrSqis4FGpVNi9ezfq1KmDwYMHw9/fH3Z2dlqtIssJExMTPHnyBElJSThy5AiA9JAMR44cQYkSJbBz5048fPhQzDt69GiEhYVh3759qFSpkq6axTAMUyQICAiAr68vAOD8+fMYMmQI0tLSNPIolUqoVCop5BkURIS///4bQ4YMQbly5TBr1iyEhIRgy5YtYp6aNWuiZ8+eMDHh8NtFHUtLSyxYsAAAMG/ePPz1118SKyq8TJw4EdbW1rh//z6OHz+ep7LffPMNFixYgBUrVohpZcuWRXBwsMZvtJEjR+pMr1Sww4xhmEKFWq3GL7/8gvr16yMuLk5M79Sp0weXCTOFCysrK8TExECpVOLy5ctSy9Ebe/fuRe3atTFkyBDRUbZw4UIEBwfDzc1N63qeP38uDloEQcC6detw5swZTJs2DfHx8WjXrh169eolbmmQyWRwc3PD69evsWnTJg7ozzAM85FMnTpV4zo8PDybs2fTpk2oUaOGGPC/qJGQkIDff/8dDRo0QOvWrbF7924olUo0a9YM27Ztw7Jly6SWyBgoo0aNwoQJEwBAHCsxecfOzg7jxo0DkL7KLC+4ubmhYcOGaNu2rZhmaWmJ8ePHAwDMzc0BAFeuXEFiYqKOFEtEfoOgsbGxseVkKKBAwLGxsVSxYkUCQGvXrtVp3Yz0XL9+XSN4/ZMnTzSOri4KjBgxggDQJ598QosWLfqo79DGjRvJysqKFi5cKKYpFApyc3Mjc3NzMjc3F4OyWlpa0ogRIyguLk6XzWAYg4SD/heOvr4wEx0dTTKZjABQ//796cSJE/TPP/9o5ElLSyNnZ2cCQL/++qtESqXBz8+PJkyYQMWLF9foh0aOHEm3bt2SWh5TSEhNTRUPgXJxcaGYmBipJRVKXr58SWZmZgSALl++rHU5tVqd44Ebr169EuvLtF9++UWXkrVCl3295B0tGxubcVpBDqKvXbtGmzZt4pORjIioqCgaN24cCYJAEyZMkFqO3lAqlbR9+3Z69OiRmBYYGEienp75cmD9+eef4qlrr1+/psaNG2c78bJq1aq0YsUKSkpK0kVTGKZQwA6zwtPXF1amTp0qPmeDg4NzzLN//34CQPb29qRQKPSsUP+kpKTQ3r176bPPPtPoh1xcXGjlypUUFRUltUSmEPL69WsqV64cAaAvv/zygyc4MjkzZswYAkCDBg3SSX3Dhg0jAGRlZUUAqGTJknr/zcYOMzY2NoM3XQ2iU1NTaebMmXTy5Ml81cMYJmq1mnbt2kWOjo7iAHrEiBFGP+jJdJRVrVqVANCAAQPyVV9MTAz5+/uL12q1mn777TeqVKlSNkeZlZUVLV261Og/Y4bJCXaYGWZfbyykpaWJPxJdXFxyzKNWq8VJDA8PDz0rlIaHDx+KfZBcLqc+ffrQ2bNneeKTyTe3b98mCwsLAkBz5syRWk6hJDAwkH777TdKTEzMc9m0tDTau3cv7dixQ0zz9fXNNvbcv3+/LiV/EHaYsbGxGbzpahDt5eVFAMjR0ZG3jBkZ/v7+1KFDB7EzrVGjBl24cEFqWQWKUqmkbdu2iY4yAOTg4EBLly796B8ON27cIEdHR6pTpw6lpqbS8ePHyc7OLttgpVixYhoDGoYpirDDzDD7emNh9+7dGs/d33//PVue8+fPi9sQ37x5I4HKgkWlUtGpU6do1apVGukDBgyg+fPn04sXLyRSxhgrO3fuFL9z3t7eUsspUuzdu1f8nZbV4ZZ1fA+AnJyc9KpLl309HzXCMIxB8/333+PYsWOYNGkSihcvLrUcRgckJydj8eLFWLJkCVJTU2FhYYF58+Zh2rRp4lHUxoi3tzdmzZqFp0+fAgAcHBwwffp0uLq6wtraOk91paSkiAFVa9asieTkZERHR6NixYp49eqVRt6SJUvif//7H1q3bq2bhjAMwzA5smrVKo3r0NDQbHmWLl0KIP30OAcHB73o0if3799Hly5dYGZmhkGDBsHR0RFA+oE2DFMQfPPNN/j333+xYsUKDB8+HNWrV0fdunWlllUoUavVUCgUWv/m6tOnDxo1aoSePXtqnPo7ZcoUnD9/HnK5HCqVCi9fvsR///0HFxeXgpJeYPCRcgzDGBSJiYnYvn27eG1paYmLFy+ib9++EqpidMWZM2dQt25d/PTTT0hNTUXXrl3x8OFDzJ4926idZQAQFBSEp0+fwsHBAUuXLkVQUBBmzJiRJ2fZ/fv30blzZ3z99dcAgKSkJKxatQppaWl4+fKlhrOsevXqePbsGSIiIthZxjAMU8AEBATg5s2b4vX8+fPFk/wy8ff3x8mTJyGTyfDDDz/oW6JeaNCgATp37oyxY8eKpzAzTEHj5eWFTp06QaFQoFevXoiKipJaUqHj3LlzqF27dp6eTaamprh9+zbmz5+vMZ7t1q0bXFxcNJxoo0aN0qlevZHfJWpsbGwFbwBcAQQBSAZwB0Cb9+Qdjne2YmWYhbZ1AvgEwFoAAQASATwHsAaAbR4053mbRkpKCtWtW5cA0K5du7Quxxg+r169okGDBol/j2XLliVvb2+jjV+SmppKmzdvptOnT4tp8fHxtGLFCkpISPjoegMCAggAyWQy6t27d7aTiGQyGXXv3p3i4+N10QyGMTp4S6bOxye8JTOD8ePHi8/ipk2b5phHrVbTxYsXaenSpXpWp1+MtW9nDJu3b99S5cqVCQBNmjRJajmFjqtXrxIAMjU1pdDQ0HzX99tvvxEAMjExEceo+uordNnX8wozhjFwBEEYAGAVgEUAGgK4AuCEIAgV3lMsDkCZrEZEyXmos2yGTQNQF+lOuK4A/tBZw3LAzMwMffr0QenSpVGmTJmCfCtGj/j7+6N69erYs2cPZDIZJk+ejMePH6Nfv34QBEFqeTpFqVRi8+bNcHFxwejRozFjxozMH5WwtrbGlClTUKxYMa3qCgsLg7u7O37++Wcx7dWrVyhevDjUajUOHTqE1NRUAEClSpXwww8/QKlUwsfHJ89bPBmGYZiPJz4+Hps2bRKvFy5cmGM+QRDw2WefYfr06fqSphdSUlLw3XffwdfXFwCMrm9nCgf29vY4fPgwRo8ejSVLlkgtp9DRqlUrtGnTBkqlEitXrsxz+bt37+Knn34Sx73Dhg2DnZ0d0tLSAKRv91y8eLFONeuF/Hrc2NjYCtYA3ACw/p20xwAW55J/OIAYXdaZcf9rACkATLTUrdWsc1RUFL19+1a8TktLM8oguEUZlUpFLVu2pCZNmtCdO3ekllMgpKSk0KZNmzROpXR0dKRly5ZRamrqR9V59OhRAkA2NjZ07949qlWrVraVo1988QU9fvxYx61hGOOFV5jpfIzCK8yIyN3dXXwum5qa0s2bN7Pl+di+oDCwbt06cfW4MbeTYYyd48ePiwdFRUZGal0uOjqazM3NCYDG8y/z2VisWDFxTKuPU9p5hRnDFBEEQTAD0BjA6XdunQbQ8j1FrQVBCBEEIVQQhKOCIDTUQZ22AOKIKE3rBnyAW7duoWHDhhg2bFjmwBtyudwog+AWJeLi4jB37lwkJCQAAGQyGQ4fPozr16+jUaNGEqvTPUeOHIGLiwu+++47BAcHo1SpUli+fDmCgoIwdepUmJqafrCOtLQ0eHt74+jRo2JanTp1ULt2bSiVStSvXx+PHj0CAFhYWMDJyQnXrl3D8ePHUaNGjQJrG8MwDPN+iAhr164Vr5VKJWJiYjTyREVFoWLFipg2bRqSk5PfraJQk5ycjEWLFgEAZs2apVWfxzD6QK1W4+eff8bdu3elllJo6Nq1Kxo0aACFQoFff/1V63IlSpTAkCFDMGjQII2dFBMnTsTEiROxatUqyGQyxMXF4dixYwUhveDIr8eNjY2t4Azp2yIJQMt30mcDCMilTHMA3wCoD6ANgANIj0NWLR912gMIAbDwPVrNkT7TnGlOyGHWOS0tTXx9//59Mjc3pypVqlBYWBgxxkHr1q0JAE2dOlVqKXrh8OHDBIBKlSpFK1asIIVCkec6MuM81KxZk/bu3UtlypTJtpqsQ4cOtHPnTr3MzDGMscIrzHQ+TinyK8wy+wAAJJfLac6cOdlieC1cuJAAUP369Y0uvteaNWsIAJUrV46SkpKklsMwIp6engSAKlSowLFd88DevXsJANnb2+cp7u77nm0qlYpsbGwIADVs2FAXMt8LrzBjmKIHvXMt5JCWnpHoOhHtIqJ7RHQFQH8A/wH4/mPqFATBBsAxAI8ALHiPxlkAYrOYxlnqfn5+KFeuHKpVqyam1a1bF0ePHsXdu3c5ZpkRMWvWLFStWhVdunSRWorOSU1Nxe+//47NmzeLaT169MDWrVvx7NkzTJkyBVZWVh+sJzAwEP7+/uJ1r169YG1tjYCAAAwcOFDjtEu5XI7vvvsO586dwzfffAOZjLtuhmEYQ2HatGni64EDB2LhwoUaMbySkpKwZs0aAMCMGTOMKr5XUlISPD09AQBz5syBhYWFxIoY5v8ZP3486tatiwULFnBs1zzQr18/VK1aFZGRkTh48KDW5d73bJPJZBg2bBgA4N9//0VQUFC+deoLHnUzjGHzFoAKQOl30h0BvNamAiJSA7gFINNTpXWdgiAUB3ASQAKA3kSkfM9bLUb6ts1MK5f1pr29PV6+fInnz5+LwR8BoFOnTrCxsdGmKYwBkpKSgkWLFmkEO+7WrRsePXqEzp07S6hMt6SkpGDDhg2oVq0axo0bB3d3d3HLqSAIGD58uFaOMgBYt24dXFxcMGvWLLx9+xa1atWCk5MTEhISoFarxXwWFhZYvHgx4uPjsXHjxgJpF8MwDPPxBAUFITAwULyePXt2tjw7duxAREQEKlasiK+//lqf8gqcDRs2IDw8HBUrVsTIkSOllsMwGpQoUQJ3797F8OHDpZZSqJDL5Vi9ejXOnDmDoUOH5rn827dvsXHjxsxVyACA27dvIywsDJUqVQKQ7mAvLJhILYBhmNwholRBEO4A6AzgUJZbnQEc0aYOId3d3wDAg7zUmbGy7BTSA/33oCynbOaiNSUjb2Z5jfulSpXCjRs3UKlSJcjlcm2kMwbOxYsXMX78ePj7+8PGxga9evVCyZIlAcBoYpikpKRg69at8PT0xIsXLwAAZcqUgbu7O0xMtOtCU1JSkJKSIjqGP/vsMwDAmTNnxM8rK7Vr14aXlxe6du3K3xWGYRgDxs3NTXxdsmTJbM90lUqFZcuWAQCmTJliNH0jACgUCvEkwnnz5sHMzExiRQyTnaxjtTdv3uDmzZv48ssvJVRUOOjWrdtHlUtJSYGLiwuio6NRq1YttG7dGgDg7++PgwcPwtLSEgBw4MABbNmypVCsSuUVZgxj+KwAMFoQhJGCINQUBGElgAoANgCAIAg7BEEQz+gVBOFHQRC6CILgLAhCAwB/IN1htiEPdRZH+iEAxQCMAmAjCELpDPuoX/AymQzNmjWDo6OjUW1HKIpERERg2LBhaN++Pfz9/eHo6Ij169cb3WENZ86cQdWqVTF+/Hi8ePECZcuWxZo1a/Ds2TNMmjRJq07+zz//RMWKFeHp6YknT57g66+/RqNGjUBEUCgUYj5TU1OMHz8ez58/h5+fH7788kt2ljEMwxgwSUlJOH36/89PiomJybZl/vDhwwgMDISdnR1GjRqlb4kFyvr16xEREQFnZ2d8++23UsthmPcSFhaGJk2aoE+fPrh+/brUcgoVsbGxUKlUWuU1NzdHnz590KRJE40dRf369cPkyZPx559/Akg/HGXx4sW5VWNY5DcIGhsbW8EbAFcAwUhfwXUHQNss9y4C2JbleiXSA/SnAIhA+iqxFnmssx3eCTiexSppqbnIBwI2NlQqFW3cuJHs7OwIAAmCQOPHj6eoqCippRUIDx8+JEEQyMnJidauXat1MOOsQU8PHDggBoLO6fvk4uJCBw8eJKVSWVDNYBgmCxz0X+fjkyLb12/dupUAkJOTE7m7u9OaNWuy5WnZsiUBoLlz50qgsOCIj48nBwcHAkDbtm2TWg7DfBCVSkW9e/cmAFSmTBk+bExLlixZQjY2NuTt7a1syLaGAAAgAElEQVR1mQ+Nly0tLQkAWVtb51deruiyr5e8o2VjYzNOK8qDaGPk3r171KJFC9HR06BBA7p+/brUsnRGUlISrV27lmbOnKmRfuLECa0dZefOnaMOHTrQli1b6NWrV9SrVy8yMTHRcJCZmppSjx496MCBAxQcHFwQTWEY5j2ww4z7el2gVqupUaNGBIC8vLxyzRccHExTpkyh169f61FdwbN48WICQNWqVeMJH6bQEBcXR7Vq1SIA1Lx5c0pOTpZaksEzf/588WRLXZ3wO27cOHFcfPHiRZ3U+S667OsFohwP2mMYhskXGTHQYmNjYzmofyEmISEBCxYswMqVK6FSqWBtbY2ff/4ZEydO1DqGlyGTnJyMTZs2YcmSJQgLC4NcLoe/vz+qVq2a57q8vLzg7u6OYsWKwdzcHFFRURr3v/76a+zatYvjvDCMhMTFxcHW1hYAbIkoTmo9hZ2i2tdfuHABHTp0gJmZGcLCwmBvby+1JL0RFxeHypUrIyoqCrt27cKQIUOklsQwWhMYGIimTZsiJiYGo0aNwqZNmzhUzHuIjIxEhQoVkJiYiJMnT6JLly5al01LS8OZM2fQpUsXcbu6n58fPD09sWfPHgBAjRo18PjxY53r1mVfzzHMGIZhmBw5cuQIatWqhWXLlkGlUqFv3754/Pgx3NzcCr2zLCkpCWvWrEGVKlUwadIkhIWFoVy5cli7di3Kly//wfIvXrzAzJkzcePGDRw8eBDOzs6YNWsWgPRAyFFRUbC1tUW/fv2wb98+PH36FPv372dnGcMwjBHwww8/AABSU1MxduzYbPF9tI33UxhZs2YNoqKiUKNGDQwcOFBqOQyTJ6pWrYq9e/dCJpPhjz/+wIYNGz5cqAhjb2+PMWPGAECeYo6p1WrUq1cP3bp1w4ULF8T0J0+eYM+ePWKcXn9/f0RGRupWtI5hhxnDMAyTjaSkJEycOBEvXrxApUqVcPToURw4cADlypWTWlq+uX79OqpUqYLJkycjLCwM5cuXx/r16xEYGIjx48fD3Nz8g3VMmzYNS5cuRYsWLdCvXz8EBQUh64rtSZMmITIyEt7e3ujfvz+cnZ0LskkMwzCMnggPD4evr694/fDhw2zB/kePHo0ePXrgwYMH+pZX4HTu3Bmff/45PDw8+HAaplDSpUsX0fkzadIkXLlyRWJFhs3UqVNhamqKS5cu4Z9//tGqjEwmQ/v27eHg4IDw8HAxvXv37nByctKYVFi0aJHONesS3pLJMEyBUFS3aRRmlEol5HK5OPA/cuQIbty4gblz58LKykpidbojJiYGlSpVgo2NDebMmYPhw4e/10mWlpaGQ4cOoWXLlti5cye8vLwQExOTLZ+pqSmGDh0Kd3d3VKtWrSCbwDDMR8JbMnVLUezrXV1dsX79egiCgG+//RZ9+/ZF9+7dxfuhoaGoXLky0tLScPPmTTRt2lRCtQUHEfFWNqbQQkQYNGgQ9u3bB0dHR9y+fVurHQZFlVGjRmHLli3o3r07fHx8tCoTFRUlhinJyoIFC+Dh4QFLS0skJSXB1tYWUVFR2SYe8oMu+3p2mDEMUyAUxUF0YebatWsYO3Ys3NzcMGrUKKnl6IykpCT8/vvvuHz5Mg4ePCgO7m/fvo169epptUWyc+fOOHv2LGQyGdRqdbb71apVg4eHB/r27avV6jSGYaSDHWa6paj19SqVCra2tlAoFGjdunWOK1OmTZuG5cuXo127dhpbkRiGMSwUCgVatWqFe/fuoXHjxrhy5QosLS2llmWQBAQEoGbNmpDL5QgODoaTk9NH1/Xy5UtUrFhRY5XZoUOH0KtXL11IBcAxzBiGYRgdc/36dfj5+WHp0qVGEXslMTERK1euhLOzM6ZMmYJDhw7h3Llz4v0mTZrk6iwLDAzEixcvMPn/2Lvv8Ciq9uHj35Oe0CGhl4SSUESKgBJ6E1BBbD+RjgqIFEEQREERUUAEKcorSFFAFAsiFoqAgBAICCJFesAAoZhAElJJsuf9YzfzbDqBTTbZ3J/r2ovdmTOz95kNO7P3nPLKK3h7e7N161aANMkyLy8vRo0axT///MPp06fp06ePJMuEEMLBfffdd8TGxgIwffr0DOsjIyNZvHgxABMmTMjX2PLa9OnTGTduHNeuXbN3KELYRLFixVi/fj3lypXj4MGDDB06FGlMlLmAgAAWL17MqVOn7ipZduLECeP3RZUqVejZsyeAcS0+fvx42wVrY5IwE0KIIkhrzZUrV4zXo0eP5q233iIoKKhQj0kSFxfH3LlzqVmzJq+++ipXr17F19eXzz77jLZt22a7bXx8PAEBAdSpU4fq1auzYMGCNAORurm58eyzz7Jr1y5u3brFggULqFevXl5XSQghRAExefJk43nqzRRrn376KTExMdx3331069YtP0PLUzdv3mTWrFnMnTuXffv22TscIWzG19eXb775BmdnZ1avXs3SpUvtHVKBNWTIkLsak7dXr17Ur1+fzZs3G8uGDx8O/O9m9Llz5zh37pxtArUxSZgJIUQR888//9C+fXvat29PYmIiAC4uLrzzzjuUK1fOztHdvdOnT+Pn52fcAff19WXp0qWcPn2aF198MUOLsri4ODZs2MClS5fo1KkTJUqU4PTp08Z6JycnWrZsybfffstPP/1ETEwMX3/9NW3atLHpOAtCCCEKvtDQUM6ePWu8vnz5cpr1CQkJzJ8/HzC3LnOk8b1Kly7Nd999x/PPP2+0DBHCUXTs2JE5c+bQvXt3nnnmGXuHUyiEh4ffcdmaNWvi7OzMkSNHjGWdOnWiVq1aJCcnG8uGDRtm0xhtRcYwE0LkiaI2rklBFhERwcmTJzl16hQHDhxg6dKlJCcn4+XlxW+//UZgYKC9Q7xr1oMOp6Sk0LBhQxISEpg8eTL9+/fH1dU1wzYmk4nFixfzyiuvkJSUlOl+ZSwLIRyTjGFmW0XpXD9p0iRmzpwJgLe3N/v378fPz89Yv3z5cl544QWqVq1KSEhIpucfIUTBpLVGay03RHMQGxvLgAED2LhxIyEhIVSsWDHHba5cuYLJZMrQlfPDDz/ktddew9XVlaSkJJycnIiNjcXDw+Oe47Tlud7lnqMRQghRIJw7d44TJ05w8uRJI0F28uTJTO8C9ejRg4ULF1KjRg07RHrvYmNjWbRoEV9++SV79+7F09MTZ2dnfv75Z6pVq5bmh0pERATLly9n69at/Pvvv5w+fTrDGBWNGzembdu2jB49mjJlylC2bNn8rpIQQogCKikpiUWLFhmvly1bliZZBtC7d28SEhIoVqyYQyXLkpKSHKo+QmRGKWXcgNVas2bNGnr16kWxYsXsHFnB4uXlRVhYGPHx8cybN8+4iZCdSpUqZbp80KBBTJ482ejtYjKZWLhwIa+99ppNY75nqdlUechDHvKw5QMoCeioqCgtbCsiIkKvXLlSL1y4MM3y+vXrayDTR7Vq1XSXLl30qFGj9K+//mqnyO/drVu39KxZs7S3t7dRtyVLlqQpk5KSoiMjI7XJZNIbNmzQ9erVy/K4lCtXTs+dO9dOtRFC5LeoqKjU//8ldf6eE18GzgMJwEGgTTZlB2XxneVhVcYFmG7ZZzwQArwFOFnWuwKzgKNALBAGrAQqp3uvC5m8z8xc1KtInOtXr15tHJ9SpUrp5ORke4eUL8LCwnSlSpX0O++8o2/fvm3vcITIFxMmTNCAfuaZZ7TJZLJ3OAXOjz/+qAFdokQJffPmzVxtGxkZqZOSkozX/fr104D28PDQgK5SpYpNYrTluV5amAkhRAFjMpm4ePFimpZibdu2pXfv3gBcu3aNAQMGULx4cUaMGGHcEWvSpAmurq7UrVuXunXrEhAQQN26dfH39y/Ud8gSExPZvHkzu3fvZsWKFUaLuVq1ajFlyhT69u1rlF2zZg2jRo2iVKlSXLlyhYSEhAz7c3Nzo3fv3rzxxhsEBATkWz2EEEWTUupZYB7mpNkeYBiwUSlVX2sdmsVm0UCaLyittfUX2kTgJWAgcBxoBqwAooD5gBfQFHgX+BsoY4lhg6WstbeAz6xex+Suho5v4sSJxvPnnnsuw+Q4JpPJIbtyzZw5kytXrrBp0yamTJli73CEyBc9evRgwYIFtGjRwt6hFEiPPfYYDRo04Pjx4yxatIg33njjjrabOHEiH3/8MV9++SW9evUCzIP/r1692phB8/Llyxw6dIimTZvmWfy5JQkzIYSwk9jYWE6fPm10nUx9nD59mvj4+DRl4+LijIRZrVq16NChAwEBASQkJBjjbK1evTrf62BrycnJHDt2jNjYWFq1amUse/LJJ42Tae3atZkyZQoPP/wwmzdvJiwsjKSkJD744APWrFlDTEwMN27cSLNfFxcXunbtytSpU3nggQccajBmIUSB9yqwTGudOv3aGKVUV2A4MCmLbbTW+mo2+2wJ/Ki1/sXy+oJS6jksyTCtdRTQxXoDpdQoYL9Sqnq6RN2tHN6rSDt+/HiaAf4feOCBNOv37NnDkCFDeOONN+jXr19+h5dnLl26xOLFiwGYNm2anDdFkdG6dWtCQkKy7EpY1Dk5OTFp0iT69evHvHnzGDNmDF5eXjlup5QiLi6OjRs3Ggmzli1b0qhRI8qWLcuePXu4ffs27733Ht9//31eV+OOyaD/Qog8UZQGAs6O1pqrV6+mOelOnjyZVatWERqaVcMCcHV1pU6dOkZrsTZt2jjUFPWpIiIi2LdvH3v37mXv3r0EBwcTGxtL8+bN2b9/v1Gud+/elChRgs6dO/PUU0/h4uJCo0aNOHLkCB4eHpm2JHN1daVt27a88cYbtG/f3iHv/gshcie/B/1XSrkBccAzWusfrJbPBxprrdtlss0gYClwGXAGDgNTtNZ/WZV5HXMLs4e11qeVUo2ALcAYrfVXWcTS2VKmdGrdlVIXAHfADbgIfAvM1lrfvsP6Ofy5/pFHHmHjxo2AebD/q1evpmlh9vjjj7NhwwaGDBnCkiVL7BWmzY0YMYJFixbRpk0bdu7cKQkzUWTdunWLGzduFNpxf/NCcnIy/v7+nD9/noULFzJy5Mgct7l06RIXLlygVatWab5P4uLi8PLyYsyYMcyfPx8XFxeioqLuKAmXFRn0XwghCpjExETOnj3L7du3adKkCWCeYr5ChQpER0cTERFhDCQfGxtrJMu8vb2NrpPWD19fX1xcHOsrWmud5gTZuXNntm3blqFcyZIl8fHxMcrHx8dTq1YtfvvtN2bPns3YsWNZs2aN0YosNVnm6upK06ZNqVKlCmPGjKFVq1aSJBNC2Js35qTXtXTLrwFZTS92EvM4ZkcxjxH2CrBHKdVIa33GUmYWUAo4qZRKsbzHm9kkyzyAmcCadD8e5gOHgJtAC2AG4Ae8mMV+3DEn2FKVyKIODiE+Pp7Nmzcbr7/88ss0ybITJ06wYcMGlFKMGzfOHiHmidDQUD77zNxLV1qXiaIsJCSEHj16oLVm3759DntjILdcXFx47bXXePnll1mxYkWaIWKyUrVqVapWrZpheWpi7Pnnn2f+/PkkJyfzxRdfMHz48DyJPbcc69eYEELkIa014eHhGWahPHnyJOfPn8dkMtGhQwe2b98OgIeHByVLliQ2Npbz588bCbNhw4bx9NNPExAQgLe3tz2rlKciIyMJDg4mKCiIvXv3EhISwpkzZ4wTaurxCAgIoGXLlgQGBtKyZUtq1qxJWFgYSimio6OZPn06c+bMwWQy4ePjQ3Jycpr3KVOmDEuXLuXxxx/PMK6MEEIUEOm7dKhMlpkLar0P2GcUVGoP5qTWKGC0ZfGzQD+gD+YxzBoD85RSYVrrL9K8kVKuwNeAE+Zx1Kzf6yOrl0eUUjeB75RSE7XWEZmENwl4O5t6OpSPP/4Yk8kEQOnSpencuXOa9R9++CEAvXr1cqgxMd977z2SkpLo0KED7du3t3c4QtiNl5cXkZGRhIWFMWDAANatWyc3Yy0GDx6MyWRi0KBBuU6qm0wmtNZprtt9fHxo06YNf/zxB0uWLCkwCTPpkimEyBOO0E3j8OHDbNmyJU1yLP3YWNZKlixJ27Zt+emnn4xloaGhVKhQAXd39yy3cyQbN25k3bp1BAUFceLECdKfY06fPk2dOnUAuHDhAiVKlKBcuXLG+p07d9K9e3dcXV1JTk4mLi4uw3uUL1+ehg0b8tJLL9G+fXuHTjoKIWyrMHTJzGI/nwFVtdbdLa8vYp7N8hOrMpOBflrrulbLXIFvgJpAxyySYNbvUwW4BDyktQ7OZH1mLcwuFeZzfXZ8fHyMiWbefPNNpk+fbqwLCwvD19eXpKQk9u7dy0MPPWSvMG3q/Pnz+Pv7k5yczK5du2jTpo29QxLCrvbv30+bNm24ffs2U6dO5e23i8w9gzzx2WefMXPmTN5//32effZZwPx7qVatWmitjTGL9+/fT/Pmze/qPaRLphBC2NiMGTPYv38/77//PvXq1QPg999/TzMzFpgHrKxRo0aaWShTHxUqVMhwh6V69er5Vof8dOvWLfbv38/evXsZOXIkpUuXBswJr6VLlxrlatWqRcuWLY0WZH5+fsY6pRSrV6+mQYMGODk5MXHiRP766y9SUlIyTHqglCIgIIDXXnuNwYMHS/cQIUShoLW+rZQ6iHkA/h+sVnUBfryTfSjzF15jzF00U3kBpnRFUzC3IkvdLjVZVgfokFOyzKKJ5d8rma3UWicCiVbvcQe7LJz+/PNPI1kG8OSTT6ZZP3/+fJKSkmjdurXDJMsApk+fTnJyMl26dJFkmRBAixYtWLx4MYMHD2bq1Kk0atTIGLRemGmt+e+//yhfvnyOZS9dukRISAirVq0yEmbVq1c3kmOHDh0iMTGRCRMm8Pvvv+dp3HdCEmZCCIeWkpJCaGhohm6Ut2/fJigoyCj3yy+/sGfPHp599lkjYdaiRQuee+45IyEWEBBAnTp17mkQysJIa83Zs2eNgfmDgoI4duyY0U2lefPmdO3aFTBPxQ0YSTLrE6d1azOtNSNGjOCXX35BKZWhJRqYZ+GpV68e06dP5/HHH3foH2ZCCIc2F1illPoT2AsMBaoDnwIopVYCl7XWkyyv38bcJfMM5jHMRmNOmI2w2udPwJtKqVDMXTKbYJ6Nc7llHy7Ad0BT4DHAWSmVOmbaDUsiryXwEPA7EAU0Bz4CNqSbRbNIWr58OQBubm7Url2bpk2bGuuio6P59NNPAZgwYYJd4ssLZ8+e5YsvzD1633nnHTtHI0TBMWjQIP766y8WLFhA//79CQ4Opn79+vYOq0D4+++/GTBgAO7u7gQHB+d4vT5kyBB8fX2NZFmqLVu2ULx4cWOilR07dhAbG0uxYsXyMvwcSZdMIUSeyO8umTExMZw6dSrNuGInT57kzJkzmc6g6OTkRGxsLB4eHoB5IN8bN27QvXt3ateunefxFmSxsbForSlevDhg/tHwwgsvZChXo0YNAgMDeeWVV3jwwQez3eeECRNYsWIFgwYNYs+ePcbdo/Tc3Nxo164dc+bMoWHDhrapkBBCWOR3l8xUSqmXgQlAJeAYMFZrvcuybgdwQWs9yPL6I+BJzJMCRAF/AVO11nut9lcCeBd4AigPhAFfAdMsyTBf4HwW4XTQWu9QSjUFFgF1MXez/BfzWGcfaK0z9ofPvF6FfviFzNy6dYvKlSsTExPD9u3b6dChQ5r1Wmu2bdvG2rVrWbx4scOMaTRw4EBWrlxJ9+7d+fXXX+0djhAFSlJSEg8//DA7duygdu3aHDhwwOhhUZRdv36dGjVqkJCQwNatW+nUqdM97e+PP/6gbdu2AIwdO5a5c+fmeh+2PNdLwkwIkSfy6iL6ypUrHD9+nJo1a1KzZk0Afv75Z6NlU2bc3Nzw9/fP0I2ycePGDjcTZW5prblw4YIxMP/evXv5+++/WbhwoTHY5tGjR2nevDkPPPCAMTB/y5YtqVSpUqb7jIyM5NChQ3Ts2JE///yTRYsWsWLFiixjqFatGn379mXcuHEyHpkQIk/ZK2HmqBw1YbZ48WJeeukl/P39OXnyZJFo4Xzq1Cnq16+PyWS6p7GDhHBk//33H82aNSM0NJTu3bvz008/yYRTwKhRo/j444/p1KkTW7duvad9RUREUKVKFRITEylWrBgxMTG53oeMYSaEcGgJCQmcOXPG6EI5adIk42Q0btw4vvrqK2bNmmV0g0gdF6t8+fIZxhULCAjA19dXTmbphIaG8sorr7B3716uXbuWYf0///xjPG/QoAFRUVFZTlyQlJSEq6srKSkpfPrpp4waNQqtNe3bt2fnzp0ZultWrVqV7t27M3z4cO6//375bIQQQhQob7zxBgC3b98mMjKSMmXKGOu01g6ZQFu4cCEmk4kePXpIskyILPj4+LB+/XpatWrFxo0bmTx5MjNmzLB3WHY3fvx4Pv30U7Zt28aBAwfu6Dvkt99+48MPP6Rfv370798fgPDwcKpXr270QomNjWX37t20bt06T+PPjiTMhBB2obXm+vXrGcYWO3nyJBcuXEiTZOnTp4/Rmuy+++4jICAAT09PY33dunWJiIigbNmy+V6PgkxrzcWLF42WY7Vr12bkyJEAlC5dmh9//BGtNa6urjRt2tQYmL9ly5ZUrVrV2I+Tk1OmybKvvvqKMWPG4OzsTGRkZIaB+nfs2AGAh4cHNWvWpFOnTrzzzjtpfngIIYQQBcm+ffuMGbEvXLjA8ePHjR9rJpOJ1q1b065dOyZOnOhQ3bHmzJlD/fr1CQwMtHcoQhRoTZo0YdmyZfTp04eZM2fSpEkT/u///s/eYdlVjRo16NOnDytXrmTGjBmsW7cux20OHDjAli1biImJMRJm3t7etG7dmt9++80oN3LkSA4fPpxnsedEumQKIfJEZt00rl27xsSJE43kWGRkZJbbly5d2mglNmXKFCNhJrKmtWbfvn1pBucPCwsz1gcGBrJnzx7j9fLlywkICOCBBx4wxnLLysiRI9m6dStz5szh+++/Z/369dy8eTPL8mXLlqVfv34MGzaMevXqOeTdeCFE4SNdMm3LEbtkdunSha1bt6KUonLlyly6dMlY99NPP9GzZ09KlixJaGho6t+SEKIImjBhArNnz8bLy4ugoCAaNWpk75Ds6p9//qFBgwbG89RJ1LJy9epV5s+fz5AhQ9L8zlu3bh1PPfUULi4uJCcn4+TkRFRUlDG28p2QMcyEEAVe6kX08OHDWbRoEZDmyyu1DH5+fhnGFqtbty4+Pj6SZMlBWFgY//77Ly1btgTMCbOKFSty/fp1o4yzszONGzemZcuWtGvXjqeffjrbfZ4+fZoPP/wQrTWfffYZJpOJP//8k/bt22doQWbN2dmZ2rVrM3bsWPr371/kZhIVQhQOkjCzLUdLmMXGxlKqVClSUlIYMGAAn3/+eZprkbZt2/LHH38wYcIEZs2aZcdIbSciIoJSpUoV+TFdhcitlJQUHnnkEaKjo1m3bl2WY/sWJU888QTr16/nzTffZPr06Xe1j+TkZGrUqJHmpr/1UDx3QhJmQogCL/Uiun379vz+++/G8jlz5lCjRg0CAgKoU6dOji2bhFlSUhKHDx9O03osNDSUihUrEhYWZlzQv/jii1y/ft3oWtmsWbMsp2PeuHEjmzZt4oknnqB9+/YAbNu2jc6dO6OUIiAggHPnzpGUlJRhW6UUlSpVYuDAgYwdOxYfH588q7sQQtiKJMxsy9ESZjNnzmTSpEmAuTtmjRo1jHV79+4lMDAQV1dXLly4QOXKle0Vpk099dRTHD16lGXLltGmTRt7hyNEoRIVFYWHh0eW4/wWNUePHuXSpUt069btnho+TJ06lXfeeQcPDw8SEhKoVKlSmgRaTiRhJoQo8FIvok+ePElAQIC9wynURowYwYoVKzK08HJycqJhw4bs2LEj23FUEhIS+OWXXzh+/DhvvfWWsTx1+viHH36YPn36MG3aNC5cuIDJZMqwDxcXF3x9fenduzfPP/+8MdGCEEIUJpIwsy1HS5h5e3sTERFByZIluXTpEiVKlDDWPfnkk/zwww88//zzLFu2zI5R2s7NmzcJCAggPDycY8eOUb9+fXuHJEShdvjwYRo3bmzvMAqVEydO8Mknn/DQQw/Rr18/AC5duoSvry8pKSlGuT/++OOOB/+XWTKFEIWGNE/OWXJyMkePHjVaju3fv5+DBw8aF+ru7u7Ex8dTtmxZHnroIWNw/ubNm6e5mAe4ceMG+/bto1SpUrRq1QowNxl/5pln0FoTEhLCzp07uXjxonES2rJlC1u2bEmzn9QWZj179qRv3740bNhQusgKIYRwWIcPHyYiIgIw/9j666+/aNu2LQCnTp1i/fr1gHk2OEdRpkwZzp07x7Zt2yRZJsQ90FozadIkZs2axcqVK41B7IuymJgYTCZTjjdTfv31Vz755BOCgoLo27cvSimqVq1Kjx49jO9dMDcg+Pvvv/M67AwkYSaEEHZw6NAhvv/+e4KCgjhw4ACxsbFp1h84cICOHTsCMHr0aIYNG4a/v3+apFV0dDS///47Dz74oDFm2NKlS5k4cSKPPPIIjz/+OKtXr+avv/4yZh394osvMo2nTp06VKlShXbt2tG3b19q164tCTIhhBBFxrx584znnp6eaVoyzJkzB601PXv2zHEg68KmRIkS9OrVy95hCFGoKaVwc3MD4MyZM3aOxv5WrFjBuHHjePnll3Mcy2zgwIEEBwczdOjQNMuHDx/O+vXrcXJywmQyceTIEW7dupWhsUBeky6ZQog84WjdNO5WSkoKx48fZ+/evXTv3p3q1asD8PHHHzNq1CijXKlSpYzWY6ktyKxng0lISODq1av4+voay6pVq8alS5fYuXMnbdu25fLly/Tu3Zvdu3fnGJebmxt169ZlwoQJdOzYUVoCCiGKBOmSaVuOcq5PTEykdOnSJCQkAPDbb8rt2T0AACAASURBVL/RuXNnY31ISAhz586lT58+BAYG2itMmwoKCqJly5Zyc0wIGzGZTOzatcsYF7goS53pslSpUoSGht7V+cFkMuHv78+5c+eMZRMnTmTmzJk5bitjmAkhCjxHuYjOrZs3b7Jv3z5jcP7g4GBu3boFwGeffcaLL74IwPHjx5k7d66RIKtXrx5OTk6AuYtmcnKyMSHC1q1b6d69O/Xr1zeaIl+7dg1/f3+io6MpWbIkiYmJJCYmZhqTUoqyZcvStm1b+vfvT+fOnfP97owQQhQEkjCzLUc513/55ZfG2DmVK1fm0qVLDp1ICg4O5qGHHqJFixbs3r0bV1dXe4ckhMNJTExM0/KsKDGZTDRo0ICTJ0/meoZLa7Nnz2bChAlGK7MKFSpw9erVHLez5bne6V42FkKIosxkMhEXF2e83rlzJ2XLluWRRx7h3XffZevWrdy6dYvixYvTsWNHypUrZ5StXbs2L730ElWqVKFBgwZGsuyVV16hRIkSzJs3j/Xr1zN+/HjGjx9PcnIyR44cYdy4cVSuXJmKFSsSHW3+/o+Ojk6TLPPx8aFXr16sWLGCkJAQUlJSCA8PZ926dTzxxBOSLBNCCCGsvP7668bzV155xaGTZYAxAdB9990nyTIh8sCVK1fo0KEDY8aMsXcoduHk5GR8r86dO9dovZudmzdvsmDBAr755htj2eDBg3FzczMmJLt27RqHDx/Om6CzIC3MhBB5wlHuOicnJ/P3338THh5OREQE4eHhXLt2jYMHDxIcHMzw4cN5//33AfMXfbly5ahZsyaBgYEEBgbSsmVLzpw5w7Zt23jsscd49NFHAfN09X5+fri5ufHdd99x6NAhdu/ezZ49ezLMhpkdNzc3atasSdeuXenVqxcPPfSQ0TJNCCFEWtLCzLYc4Vx/6tQp6tata7zetm2bMYbo/Pnz2bVrF5MnT6ZJkyb2CtGmdu/eTZs2bXBxceH06dMy67UQeWDjxo08+uijaK1ZsmQJQ4YMsXdI+S4pKYnatWsTGhrKokWLGD58eLblU4eradCgAUePHjVuXPTu3Zu1a9fi7OxMSkoKjz32GD/99FO2+5IumUKIAq8gXUSbTCZu375tJJISEhJYu3atkQRLTYSlPu/WrRuzZ88GzDO8ZNciq1WrVsaYYdevXycwMJDw8HBu3LhhtBobPXo0CxcuZNiwYXz66afcvn2bb7/91uj+cacqVKhA586dady4MU2bNqVly5Z4enrezSERQogiSRJmtlWQzvV3q3v37mzatAkAFxcXYmJicHd3JykpiZo1a3Lp0qU0QyoUdp06dWL79u0MHTqUxYsX2zscIRzWe++9x+TJk3F1dWXHjh0OM/5hbixcuJDRo0fj5+fH6dOncXHJes7JyMhIunXrxoABAxg6dKhR9uDBg1y8eJHvv/+e1atX4+npSWRkZLZdXSVhJoQo8PLqIjopKYkbN24QERGBp6encWf01q1bTJs2LUMCLDw8nJs3bzJw4ECWL18OQGxsbJoB9dN7/PHHjWmMY2NjqVatGkopGjVqhLe3N+XKlePEiRPs3LmT1157jVmzZhEZGcnZs2d58MEH0VoTHBxMgwYNOHLkCP369SMkJARXV1e8vLyIiorKto5KKUqVKoW/vz9dunShZ8+eNG7cuEiOgSCEELYkCTPbKuwJs9TxQlNSUgBYvnw5gwcPBmDVqlUMGDCAihUrcv78eYdovb1jxw46dOiAq6srZ8+eNSYiEkLYntaaZ555hu+//56KFSvy559/UqVKFXuHla/i4uLw9fUlPDycHTt20LZt27ve199//03jxo0BWLp0KS+88EKWZW15rs86xSeEEHksPj7eSHClJreqVatGy5YtAbhx4wZ9+/ZNsz513C4w92tPTYI5OTnx4YcfZvleERERxnMPDw/at2+Pk5MT9evXx9vbG29vb/bv38/mzZupWLGiUdbNzY3IyEi01kycOJHY2FguXLjAsWPH8PDwYMmSJcyfP5/bt2+neb9+/foZib1USUlJaZJlTk5OxhhmTZs25b777qNNmzZUqVLF4cdPEUIIIextxYoVRrKsdOnSDBw4EDD/0P3ggw8A85hmjpAs01rz9ttvAzBkyBBJlgmRx5RSfP7555w6dYpjx47x5JNPsnPnTof4PrlTXl5erFixgjp16uDv739P+2rUqBF+fn6cP3+e1atXZ5swsyVJmAkh8tR7773Hgw8+yJNPPgmYuy02a9aMiIiINAPmpxo0aJCRMPPw8DC6SVhTSlGmTJk0La68vLx47bXXKFmyJD4+PkYS7OLFi/z55580b97cKJuSksKuXbswmUysWbOGChUqGLFdu3aNf/75xyibnJyMk5MTKSkpdOvWLUMsWQ1ieebMGeO5k5MTnp6eVK1alQcffJC2bdvSvn17/Pz8jG6bQgghhMhf06ZNM56PHj3aOCdv2rSJY8eOUbx4cV566SV7hWdT27dvZ9euXbi7uzNp0iR7hyNEkVC8eHHWr19P8+bN2b9/PyNGjGDp0qVF6sZ46vjNdyolJYUtW7aQlJREz549AXPCf9q0aUYDhR07dnDhwgV8fX1tHW4GkjATQuSpDz74gIEDBxoJsxIlSnDx4kVjvbOzM+XKlcPb25uyZctSs2ZNY52npyevvvoqTk5OPPLII1SuXJly5cqxd+9e1q5dy/3332+UVUqxatUqrl27xrlz5yhTpgz//fcf3333HR9//DHNmzcnNDSU//77j7CwMNzc3EhJSeHzzz9n0KBBbNq0iZ9//hmAoKAgqlSpws2bN3M1AL+7uzt+fn60atWKZs2aUbduXQICAqhYsWKROjEKIYQQBV1oaCiXLl0yXrdu3dp4ntq6bNiwYZQuXTrfY7M1rbUxM+bQoUOpWrWqnSMSouioVasWX3/9Nd27d2f58uU0bdqUESNG2DssuwgNDTWGusnKl19+ycCBA6lTpw49evRAKYVSih07dnD58mWcnJwwmUy8/fbbfPHFF3kftNZaHvKQRwF/AC8D54EE4CDQJpuygwCdycMjN/sE3IGFQDgQC2wAquYi5pKA7tixo542bZpOlZycrB999FHdpUsXffHiRW0ymbTWWs+cOVO7uLjoYcOGaWseHh4a0GfPnjWWTZkyRQM6MDAwTVkXFxcNaCcnp8zqn+nD09Pzjst7enrqqlWraj8/P92pUyf96quv6rVr1+pz587p5ORkLYQQomCLiopK/U4vqQvA+b2wP1LP9VFRUbn+LOxt/PjxxvldKaUjIyO11loHBwdrQLu4uOjQ0FA7R2kbmzZt0oD28PDQly9ftnc4QhRJs2fPNr5bduzYYe9w8pXJZNKDBg3STk5OOdb91q1bukaNGnrMmDE6NjbWWP7bb7/pNWvW6I4dO2pAu7m56ZSUlEz3YctzvbQwE6KAU0o9C8zDnODaAwwDNiql6mutQ7PYLBoIsF6gtTb6Dt7hPucBPYDeQAQwB/hZKfWA1jrlTuPfvn07Pj4+xmtnZ2c2b95McnIy77//Pkopbt68yeHDh0lOTmbt2rVs2bKFmJgY4uLijC6PCxYsoHfv3vz66698//33AMbA+tHR0cTGxpKcnAyYZ8W8U9YtyNzc3PD09MTHx4d69erh7+9Po0aNaNy4MX5+ftlOFCCEEEKIwsFkMvHtt98CMGnSJBo3bpw6QDT169dn3rx5XLlyhWrVqtkzTJvQ+n+ty4YPH07lypXtHJEQRdO4ceM4dOgQX331FU8//TQHDx4sMmMJKqXw8PDAZDIxY8YM2rVrl2XZ4sWLExISkmHYms6dOwOQmJjI9u3buX37NqtXr2bAgAF5G7vWMkumEAWZUioYOKS1Hm617ASwXmudYRAKpdQgYJ7WOss+BDntUylVCvgP6K+1XmtZXxm4CDyitd58B3GXBKIAXF1d6dy5MwkJCcTHx7Nv3747qrutuLi44OXlRcmSJSlfvjy+vr40adKExo0bU6lSJSpVqkT58uWznepYCCFE4SezZNpWYZ0lc+vWrXTp0oVSpUpx5coVPD097R1Snvnll1947LHH8PT05Pz588a4rUKI/BcXF0fr1q3566+/aNKkCbt378bLy8veYeWLkJAQ6tSpg8lk4uDBgzRt2vSu9qO1xtXVlZSUFKpWrZpmqJ9UMkumEEWEUsoNeACYmW7VFiAwm02LK6X+BZyBw8AUrfVfudjnA4CrZRkAWuswpdQxS5kMCTOllDvmbpypSqQ+SUpKYuPGjdmEe2fc3d2Nf11dXSlZsqQxrln58uUJCAjA39+fcuXKpXnIwPpCCCGESPX+++8D0Lt3b4dOlgH8888/uLi4MHLkSEmWCWFnXl5e/PDDDzRr1ozExEQiIiKKTMKsZs2a9O7dmzVr1jBz5ky++eabHLc5e/YsoaGhdOzYETD/ppwzZw6enp7ExMRw6dIlwsPD8fb2zrO4pYWZEAWYpVXXZaCV1jrIavkbwECtdUAm2zwE1AaOYh5b5BXgEaCR1vrMnexTKdUHWKG1dk+37y3Aea31sEzedyrwdvrlxYsXx8PDgxIlSuDm5oa7uztly5alcuXKFCtWDFdXV27dukXZsmWNBJe3tzfly5fHx8eHUqVKUbx4cYoXLy4twIQQQtwTaWFmW4WxhVlkZCRlypQBzLNY//nnnzRp0oTr16/Ts2dPRo4cSZ8+fRzqZtv58+cpWbIk5cqVs3coQgjg8OHD1KpVixIlSuRc2IEcPXqU+++/H6UUJ0+exN/fP8uymzZtonv37vj6+nLu3DmcnJzQWtOgQQNOnDhhlBswYECGwf+lhZkQRU/6zLbKZJm5oNb7AKPPo1JqD3AIGAWMvpt93mGZGcBcq9clgEuXL18uNBfRQgghhHBss2fPNp6bTCbKly8PwMKFCwkODkZrTd++fe0VXp7w8/OzdwhCCCuNGzdO8zoqKsoYR9GRNWzYkMcee4yff/6ZDz74gKVLl2ZZtl27dpQrV4769etz48YNvL29UUoxePBgJkyYgLOzMykpKaxfvx6tdbYzb94Lx7l1IoRjCgdSgIrplpcHrt3JDrTWJuAAUCcX+7wKuCmlytzp+2qtE7XW0akP4NadxCeEEEIIkV9Sf6DVqFGDd999lypVqhATE8Mnn3wCwIQJE/Lsh1d+CgoK4siRI/YOQwiRDa01H374IbVr1+bcuXP2DidfTJpkHoL7p59+SjP5Wnqp4y7+8ssvabpc9u/f30iWgbk12d69e/MsXkmYCVGAaa1vAweBLulWdQGCMm6RkTJf9TUGruRinweBJOsySqlKwH13+r5CCCGEEAXJwYMHuX79OgCzZs1i8uTJACxfvpybN29Su3ZtevXqZc8QbcJkMjF06FAaNWrE119/be9whBBZSEpK4rvvviM8PJw1a9bYO5x8ERgYyKpVqzhz5kyOY0hm1mW1YsWKPProowA4OzsDMHXqVJvHmUoSZkIUfHOBF5VSzyul6imlPgKqA58CKKVWKqVmpBZWSr2tlOqqlKqplGoMLMOcMPv0TveptY6ybDdHKdVJKdUEWI15XLSteV5jIYQQQggbS23Z4OnpydNPPw38bxBpgPHjxxs/wAqz6Oho7rvvPsqUKUPXrl3tHY4QIgtubm6sW7eOJUuWGAn8oqBfv365GrInJiaGgwcPGq8HDx4MYIxvvW3bNmJjY20bpIUkzIQo4LTWa4ExwFuYZ7xsCzyitf7XUqQ6UMlqk9LAEuAE5lkuqwBttdb7c7FPgLHAeuAbYA8QB/TQWqfYuo5CCCGEEHkpKSmJbdu2AZCYmMixY8cA+PbbbwkNDaV8+fIMGDDAniHaTOnSpfn66685d+6cMcGBEKJgqly5MkOGDDG6ghelSRm11pw/fz7bMgcPHqRy5cr07NmT5ORkAB599FHKly9PYmIiYG5VO2PGjOx2c9ckYSZEIaC1XqS19tVau2utH9Ba77Ja115rPcjq9VitdQ1L2fJa665a6wwdu7Pbp2V9gtZ6lNa6nNbaS2vdQ2t9MU8rKoQQQgiRB7766itMJhNg/nHl4uKC1poPPvgAgNGjR+fYPaiwkWSZEIVLZGQkPXr04Oeff7Z3KHnu8uXLNGvWjAceeIBbt7Ie+vq+++7Dw8ODYsWKERoaCoCrqyv9+/cHMGY0Th2H0tYkYSaEEEIIIYRwaJ999pnxPDAwkAYNGgAwY8YMunXrxvDhw+0Vms0kJyczceJEQkJC7B2KEOIuzJs3j19++YW+ffty6tQpe4eTpypWrEhMTAw3b95kyZIlWZZzd3cnODiYU6dOUbNmTWN5arfM1BZ5kZGRnD592uZxqqLU5E8IkX+UUiWBqKioqFz1URdCCCHySnR0NKVKlQIoZZnRWdyDwnKuv3r1KpUqmUevUEpx5coVKlSoYOeobG/lypUMHDiQihUrEhoaiqurq71DEkLkwu3bt+nUqRO7d+8mICCA4ODg1HOWQ1q2bBkvvvgilStXJiQkBHd391xt/+CDD7J/vzHqEN26dWPjxo02PddLCzMhhBBCCCGEw1q6dKnxPDAw0CGTZUlJSUybNg2AsWPHSrJMiELIzc2N7777jqpVq3Lq1Cn69etndCV3RP3796dKlSqEhYWxcuXKHMtrrblw4YLx+vnnnwfAw8MDgF27dtn8eEnCTAghhBBCCOGQtNa8//77xusRI0YA8PLLL/PWW28RHh5ur9BsatWqVZw7dw4fHx+jjkKIwqdChQr88MMPuLu78/PPPzN16lR7h5Rn3NzcGDt2LJC223xmQkJCqFevHi1atOD27dsA9O7dGw8PDxISEgCIi4tjw4YNNo1REmZCCCGEEEIIh7Rjxw7i4+ON15UqVSIkJITFixfz7rvvEhYWZsfobOP27du8++67ALz++usUK1bMzhEJIe5Fs2bNjHG93n33XdatW2fniPJO//79cXZ25sCBA5w5cybLctWqVePWrVvEx8dz5MgRAEqVKsVTTz1FlSpVKFGiBABz5syxaXySMBNCCCGEEEI4pNdff914XqVKFdq1a8dHH32EyWSiW7du3H///XaMzjY+//xzLly4QMWKFXnppZfsHY4QwgYGDBjAmDFjjOfHjh2zc0R5o3z58nTp0gWAb7/9Nstyrq6urF+/nrCwMJo1a2YsX7hwIf/++y8TJ04EICgoiOho2w1RKoP+CyHyRGEZCFgIIUTRIYP+21ZBP9fHxcVRvHhxYxa1I0eOUKlSJapXr058fDzbt2+nQ4cOdo7y3iQmJlKnTh0uXrzI/PnzGT16tL1DEkLYSHJyMl27dmX79u3UrFmTAwcOULZsWXuHZXN79uwhNjaWjh074uLiclf7uHLlCpUrVwZgypQpqa1uZdB/IYQQQgghhEjv448/NpJl1apVo2HDhnzyySfEx8fTrFkz2rdvb98AbWDZsmVcvHiRKlWqMHToUHuHI4SwIRcXF9auXYuvry8hISE899xzpKSk2Dssm2vVqhUPP/xwrpJlMTExaV77+PjQrl07ADZt2mSz2CRhJoQQQgghhHA41mPZjB07lri4OBYuXAjAa6+9hlLKXqHZREJCAu+99x4Ab775pjFTnBDCcXh7e7N+/Xo8PT3ZsmULkyZNsndIdhUeHk6PHj3w8/MzxqeMiYmhRo0a7Ny5E4ADBw7Y7P0kYSaEEEIIIYRwKOfOneP69evG66pVq7JixQoiIiKoWbMmTz75pB2js40lS5YQFhZG9erVef755+0djhAijzRq1IgVK1YAsHbtWqKiouwcke1FR0czfvx4mjRpQlJSUpblypQpw9GjRwkPDzcSZMWLF6devXp4e3vfdZfOrNh2b0IIIYQQQghhZytXrjSeFytWjF69enH+/HmGDBlCixYtbP6jKr/FxcUxY8YMACZPnoy7u7udIxJC5KVnn32WmJgYevbsmToWp0Px8vJi5cqV/Pfff2zdupXu3btnWs7Z2ZmlS5dSrVo1AgICjOVffPEFPj4+PPzww0YizRakhZkQQgghhBDCYWitWb16NQCrVq0iKioKV1dX/P39WbJkCS+++KKdI7x3n376KVevXsXPz49BgwbZOxwhRD544YUX8PHxMV470gSOLi4u9O7dG4Avv/wy27KdO3dOkywD8yzIbm5uNv9+l4SZEEIIIYQQwmHs2bOHkJAQihcvzhNPPIGzs7O9Q7K5Ro0a0axZM6ZMmYKrq6u9wxFC5LPPP/+c7t27Z9t9sbDp27cvAD/88EOGQf2zYjKZ0rx+7rnnbNriVhJmQgghhBBC5CGl1MtKqfNKqQSl1EGlVJtsyg5SSulMHh5WZVyUUtMt+4xXSoUopd5SSjlZlVFKqalKqTBLmR1KqQbp3quMUmqVUirK8lillCqdN0ch/0ycOBEAX19fXF1d2b59O3369OHw4cN2jsx2OnXqxP79+xk4cKC9QxFC5LNr164xatQoNm/ezOeff27vcGymRYsW1KpVi7i4OH788cdsy8bFxTFu3Dhq1aplJNeuX79OrVq1bJpElISZEEIIIYQQeUQp9SwwD3gPaAL8AWxUSlXPZrNooJL1Q2udYLV+IvASMBKoB0wAXgNGWZWZALxqKdMcuAr8ppQqYVVmDdAY6GZ5NAZW3VVFC4j4+HiCgoIAOHbsGKtXr+ajjz7iq6++YtmyZXaOzraUUjg5yc85IYqaChUqsGrVKt5++21eeOEFe4djM0op+vXrB+TcLdPDw4MNGzZw4cIFvv/+ewB8fHwoUaJEhlZn9xSTI/V7FUIUHEqpkkBUVFQUJUuWtHc4QgghBNHR0amDJZfSWkfnx3sqpYKBQ1rr4VbLTgDrtdaTMik/CJintc6ypZdS6mfgmtb6Batl3wNxWuv+SikFhFn2M8uy3h24BkzUWi9WStUD/gEe0loHW8o8BOwF6mqtT91B3QrcuX7+/PmMGTMGACcnJ86ePUudOnVISUnhxIkT1K1b184R3psFCxYQHR3N6NGjC8wxF0IIWzlz5gz+/v44OzsTFhZG+fLlsyz7448/4uLiQrdu3Yyu9x999BGvvvpqapF7PtcX7ulhhBAFXnR0vvweEUIIIXKU3+ckpZQb8AAwM92qLUBgNpsWV0r9CzgDh4EpWuu/rNbvBl5SSvlrrU8rpRoBrYExlvV+QEXL+wCgtU5USu20vO9ioCUQlZoss5TZp5SKspTJkDCzJN2sB4cpAQXrXL9gwQLA3B1z27Zt/PDDD6SkpNCoUSMqV65coGLNraioKN566y2ioqKoVKkSzzzzjL1DEkIUAPHx8UydOpVXX32VChUq2Duce1KhQgW6du2Kr68vN2/exMPDI8uyHTp0ACA2NtZY9vjjjzN+/HibtTKTFmZCiDyhlPIFzts5DCGEECIzflrrC3n9JkqpysBloJXWOshq+RvAQK11QCbbPATUBo4CJYFXgEeARlrrM5YyCngfc9fMFMyJtTe11jMs6wOBPUAVrXWY1b6XADW01l0tMQzSWvune//TwIrUfaVbNxV4+y4PhxBCCJGf7vlcLy3MhBB55Ybl36rALXsGkk9KAJcoOvWFolfnolZfKHp1lvo6vtQ638ipoI2lv0OtMllmLqj1PmCfUVCpPcAhzOOTjbYsfhboB/QBjmMee2yeUipMa/1FLt43sxiyjA2YAcxNt6ws+X8870RR/Pu+V3LMckeOV+7JMcs9OWa5Z7NzvSTMhBB57VZ+jRNjT+ab/UARqS8UvToXtfpC0auz1NfxWdU5v4RjbgFWMd3y8pjHE8uR1tqklDoA1LFaPBuYqbX+2vL6qFKqBjAJ+ALzAP9Y3vdKFu97Fcis745PVrFprROBxHSLC+TfTlH8+75XcsxyR45X7skxyz05Zrlny3O9TKsihBBCCCFEHtBa3wYOAl3SreoCBGXcIiNL98vGpE18eQHpB2hJ4X/X9ucxJ8SM97WMp9bO6n33AqWUUi2syjwIlLrT2IQQQghHJi3MhBBCCCGEyDtzgVVKqT8xJ6mGAtWBTwGUUiuBy6kzZiql3sbcJfMM5jHMRmNOmI2w2udPwJtKqVDMXTKbAK8CywG01lopNQ94Qyl1xrKvN4A4YI2lzAml1CbgM6XUMMt+lwA/38kMmUIIIYSjk4SZECKvJALvkLHrhqMqavWFolfnolZfKHp1lvo6vnyvs9Z6rVKqHPAWUAk4Bjyitf7XUqQ6aVuLlcacuKoIRAF/AW211vutyowC3gUWYe5mGYZ55stpVmU+ADwtZcoAwcDDWmvrMXD6Agv432yaG4CR91LfAqQo/n3fKzlmuSPHK/fkmOWeHLPcs9kxk1kyhRBCCCGEEEIIIYSwImOYCSGEEEIIIYQQQghhRRJmQgghhBBCCCGEEEJYkYSZEEIIIYQQQgghhBBWJGEmhBBCCCGEEEIIIYQVSZgJIe6aUmqSUuqAUuqWUuq6Umq9UiogXZmKSqlVSqmrSqlYpdQhpdTT9or5Xt1hnWsppX5QSv2nlIpWSn2jlKpgr5jvhVJquFLqiKUe0UqpvUqp7lbr3ZVSC5VS4ZbPd4NSqqo9Y74Xd1DfoUqpHZZ1WilV2p7x2kJ2dVZKlbV8vqeUUnFKqVCl1AKlVCl7x3237uAzXqyUOqeUirf8H/5RKVXXnjHfq5zqbFVOKaU2Wv62e9kjVlu4g894h6WO1o+v7RmzsA3LOVorpealW95SKbXdcp6KtPwNeNorzoIis+PlaNdttqCUmprJd8ZVq/XKUibMcu7YoZRqYM+Y7S27Y6aUclVKzVJKHbX8jYUppVYqpSrbO257yelvLF3ZxZb1Y/I7zoLkTo6ZUqqe5bdJlDL/dtunlKqem/eRhJkQ4l60Az4BHgK6AC7AFqVUMasyq4AAoCfQEFgHrFVKNcnnWG0l2zpb/t0CaKAj0ApwA35SShXG79xLwOtAM8tjO/Cj1YXgPOAJoDfQGigO/KyUcrZDrLaQU329FdqBkgAACjJJREFUgE3A+/YJL09kV+fKlsd4zP9/BwHdgGV2idQ2cvqMDwKDgXpAV0Bh/j9eWP+mIec6pxqD+bursLuT+n4GVLJ6DMvvIIVtKaWaA0OBI+mWt8T8vb0FaAE0Bz4GTPkdY0GS1fHC8a7bbOU4ab8zGlqtmwC8CozE/Pd1FfhNKVUiv4MsYLI6Zl5AU+Bdy79PAv7ABjvEWJBk9zcGgOVm1oNAWP6GVmBlecyUUrWA3cBJoD3QCPPfXEKu3kFrLQ95yEMeNnkAPph/bLW1WhYD9E9XLgJ4wd7x5kWdgYeBFKCkVZkyljKd7R2vjep8A3gBKAXcBp61WlfZUv+u9o7T1vVNt6y95TMtbe/48qvOVuueARIBF3vHmU/1vd/yWdeyd5x5WWfLheRFoKKlvr3sHWNe1RfYAcyzd0zysOnnWxw4DXRO//kC+4B37R1jQXrkcLwc+rrtLo/XVOBwFusUcAWYaLXMHYgEhtk79oJ4zLIo39xy7qlu79gL6vECqmC+IdQAuACMsXfcBfmYAV8Dq+71fQpjawchRMGV2k3rhtWy3cCzyty1y0kp1RvzhcSO/A4uj6SvszvmE36iVZkEzHeyW+djXDanlHK2fH7FgL3AA4Ar5rv2AGitw4BjQKBdgrShTOrr8O6wzqWAaK11cv5Fljdyqq+lxehg4DzmZFKhl1mdlVJewFfASK11pl1ACqtsPuO+ytyV/LhS6kNpCVLofQL8orXear1QKVUec2uM60qpIKXUNaXUTqVUoT4f20Cmx8vC0a/b7lYdS9fB80qpr5VSNS3L/TDfaLC+FkoEduIA10L3KKtjlplSmK+fI/MptoIoy+Nl6aWyCpittT5uvxALnEyPmeV4PQqcVkptVuZhdILVXQw34WLriIUQRZNSSgFzgd1a62NWq54F1mK+O5kMxAFPaK3P5X+UtpVFnfcBscAspdQbmO88zsLcBb6SXQK9R0qphph/aHpgvvP8hNb6H6VUY+C21vpmuk2uYb54LJSyqq99o8pbd1pnpVQ5YAqwOH8jtK2c6quUehn4AHOS5STQRWt92x6x2koOdf4ICNJa/2iv+Gwth/p+iTkJehW4D5iBuYVdFzuEKu6RJaHzAObut+ml/uCcirlr+WFgALBNKXWf1vpMvgRZgORwvMCBr9vuQTDmv5vTQAVgMhBk6eader1zLd0214Aa+RZhwZPlMdNaR1gXVEp5ADOBNVrr6HyPtGDI6XhNxPz/cYH9Qixwsvt/6Yq5Je3rluUTMQ8psk4p1UFrvfNO30QSZkIIW/kYc9el9Hdtp2PuktgZCAd6Ad8qpdporY/mb4g2l6HOWuv/lFLPAP8PGI25ZdlXwCHMXRULo1NAY6A08BTwhVKqXTblFYV7HKRM6+vgSbMc66yUKgn8AvwDvGOXKG0np/p+CfyGOck9HvhGKdVKa527cS8Klqz+H9fGPN6io41PlOVnrLX+zKrcMaXUGeBPpVRTrfUhewQr7o5SqhowH3g4i/+fqb1pFmutV1ie/6WU6gQ8D0zKhzALjDs4XuDY1213RWu90erlUaXUXuAcMBDzjVLIeN1T2K+F7kkOx2xu6gqllCvmrnNOwMv5GmQBkt3xUkrtBF4BmmpLX0OR499Y6kQ+P2qtP7I8P6yUCgRewtwC9I4oOeZCiHullFqI+YKqrdb6vNXyWsBZ4D7r5sNKqa3AWa31S/kerI1kVed0ZbyBZK11pDLP2jJHaz07P+PMC5bP7xzmO9DbgLLWrcyUUn8D67XWb9spRJtKra/WepjVsvbA70AZrbXDdR9IX2dLd7XNmFsaPFbIE0cZZPYZW61zA24CL2qtv8r34PKI1f/jeP6X3E/lbHn9h9a6ff5HZ3s5fMYKczf6/lrrtfkenLhrlu41P5D2hpQz5kSFCfPg9Wcxf7arrbZbi/n83Dcfw7W7XBwvh7tuszWl1G+Yj9VszN+lTbXWf1mt/xGI1FoPtFOIBU7qMdNaD7e8dgW+wdwStGP6lmdFndXf2CnMScbMztMXtda++R9dwWR1zF7B3OPnHa31dKv1s4DWWutWd7pPGcNMCHHXlNnHmGe36ZhJ4sjL8m/6mahSKKTfP3dQZ4PWOtySLOsIlMdxZv9RmMczOQgkYdWNSSlVCXMXpyD7hJYnUutblBh1trQs24J5goeejpYss8jpM3bEv4HUOs3E3FK2sdUDYCzm8dscRXafYWr3jSv5F46wkW2YZ0Wz/vv9E3Mr0cZACObZ5ALSbecP/Jt/YRYYOR0vh7tuywtKKXfMMylf4X/du62vhdwwz6ruSNdC9yTdMbNOltXBPCmWJMuspDteq8h4ng7DnKztaq8YCxrrY2YZRuMANvjuly6ZQoh78QnQB3gcuKWUSh3HIUprHY957J+zwGKl1HjM42H0wnxR8Zgd4rWFnOqMUmowcAL4D2iJufvDR1rrU3aI954opd4HNmIe8LwE0BvzDJHdtNZRSqllwP9v7/5BrDqiAIx/B9MIYiGCiX9AjZAgpEmjCBaSRgRtkk4hsTNd0oqNhU10UVKkThpBEVJIUmgjYsBUGi21sjImK4QlWFgcizPKsLr36br49q7fr3nLvnt3Z+6d+969Z2bOzETELLXwwRngLvCqRMLL3lB92/sfUvlKdrRdPouIOeBBZj5+6Q+OwFCd28iyK9RD1BFgbQugAfyTmaObZjyhvtup/D1XqOt3E5X34gnw+zTKuxQmXMcPqYe9fnuoNr1gh8ByNuEcfwwcps7nv8BOYAa4BfwxjfJq8TJzjlpo5oWI+B+YfZ5bNCJOAyfb6Ofb1HSdT4Gv3nFxp27S8WpBjJV23/bWIuIMcBl4QHWAngDWAr9kZkbEOeB4m959DzhOjcg+P6UiT93QMYuID4BLwOdUu1rV3U8/HnvO0MWY0MZmqWux3/4p8HCMzxZLZeiYtU1OAxci4jo1K2Q/cJC6H3htBswkvY1v2+u1eb8/CvycmU8j4gA1guEylXzxPvB1Zo714XOwzu3nT6gk0uuoZZ9PUUm1x2gD1bP1EfAfcId6yL7a3v+eSkJ6EVhN9V5/M8ZASjOpvseAfqrp9fban/+xWbDOberprrbd/Xn7baPa99gM1XcjsBf4jsrh8zd1jvdk5qMplXcpTGrXK83QOd4CfEFN11hDBdV+o6ZtjPVzSwMy81xLKn6W+l7+i1rI431OYv9KK/S+bSlspvLRrqc6U24CuzPz+UiVH6h7oJ+o744/qTxxc1Mo63Kx4DGLiK3Aobbd7Xn77eP9XJF1UhvTywaPWWb+GhHHqFyVP1JTW7/MzBtv8k/MYSZJkiRJkiR1nIsuSZIkSZIkdQyYSZIkSZIkSR0DZpIkSZIkSVLHgJkkSZIkSZLUMWAmSZIkSZIkdQyYSZIkSZIkSR0DZpIkSZIkSVLHgJkkSZIkSZLUMWAmSZIkSZIkdQyYSZIkSZIkSR0DZpIkSZIkSVLHgJkkSZIkSZLUeQb+d4Tl12wX3AAAAABJRU5ErkJggg==\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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\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": [
|
|
"boxes = np.array([\\\n",
|
|
" [[28, 35], [0.499, 0.516]], \\\n",
|
|
" [[45, 56], [0.58, 0.60]]\n",
|
|
" ])\n",
|
|
"\n",
|
|
"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": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|