mirror of
https://github.com/smyalygames/FiniteVolumeGPU.git
synced 2025-05-18 06:24:13 +02:00
1323 lines
2.3 MiB
1323 lines
2.3 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"```\n",
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"This notebook sets up and runs a set of benchmarks to compare\n",
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"different numerical discretizations of the SWEs\n",
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"\n",
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"Copyright (C) 2016 SINTEF ICT\n",
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"\n",
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"This program is free software: you can redistribute it and/or modify\n",
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"it under the terms of the GNU General Public License as published by\n",
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"the Free Software Foundation, either version 3 of the License, or\n",
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"(at your option) any later version.\n",
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"\n",
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"This program is distributed in the hope that it will be useful,\n",
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"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
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"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
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"GNU General Public License for more details.\n",
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"\n",
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"You should have received a copy of the GNU General Public License\n",
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"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
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"```"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Lets have matplotlib \"inline\"\n",
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"%matplotlib inline\n",
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"\n",
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"#Python 2.7 compatibility\n",
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"from __future__ import print_function\n",
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"\n",
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"#Import packages we need\n",
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"import numpy as np\n",
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"from matplotlib import animation, rc\n",
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"from matplotlib import pyplot as plt\n",
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"from matplotlib import gridspec\n",
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"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
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"#import mpld3\n",
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"\n",
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"import subprocess\n",
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"import os\n",
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"import gc\n",
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"import datetime\n",
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"\n",
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"import pycuda.driver as cuda\n",
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"\n",
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"try:\n",
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" from StringIO import StringIO\n",
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"except ImportError:\n",
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" from io import StringIO\n",
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"\n",
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"#Finally, import our simulator\n",
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"from SWESimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, PlotHelper"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"No existing CUDA context\n",
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"CUDA version (9, 1, 0)\n",
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"Driver version 9010\n",
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"Using GeForce 840M\n",
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" => compute capability: (5, 0)\n",
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" => memory: 2048.0 MB\n",
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"Created context <576620512016>\n"
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]
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}
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],
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"source": [
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"import atexit\n",
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"def exitfunc():\n",
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" #Clean up old context if any:\n",
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" if 'cuda_context' in globals():\n",
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" print(\"Deleting existing context\")\n",
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" global cuda_context\n",
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" del cuda_context\n",
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" gc.collect()\n",
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" else:\n",
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" print(\"No existing CUDA context\")\n",
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" gc.collect()\n",
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" \n",
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"atexit.register(exitfunc)\n",
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"exitfunc()\n",
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" \n",
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"cuda_context = Common.CudaContext(verbose=True, blocking=False)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Misc plotting setup\n",
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"def setBwStyles(ax):\n",
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" from cycler import cycler\n",
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"\n",
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" ax.set_prop_cycle( cycler('marker', ['.', 'x', 4, '+', '*', '1', 5]) +\n",
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" cycler('linestyle', ['-.', '--', ':', '-.', '--', ':', '-.']) +\n",
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" #cycler('markersize', [5, 5, 5, 5, 5, 5]) +\n",
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" cycler('color', ['k', 'k', 'k', 'k', 'k', 'k', 'k']) ) \n",
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"\n",
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"#Set large figure sizes\n",
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"plt.rcParams['figure.figsize'] = [12, 8]\n",
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"plt.rcParams['figure.dpi'] = 100\n",
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"plt.rcParams['animation.html'] = 'html5'\n",
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"#plt.rcParams['legend.markerscale'] = 1.0\n",
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"#plt.rcParams['lines.markersize'] = 6\n",
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"plt.rcParams['lines.markeredgewidth'] = 1.5\n",
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"#plt.rcParams['savefig.dpi'] = 400"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"def save_figure(fig, stem):\n",
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" fig_filename = \"convergence_smooth1d_\" + stem + \".pdf\"\n",
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" \n",
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" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
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" \n",
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" #ax = fig.gca()\n",
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" #pos1 = ax.get_position() # get the original position \n",
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" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
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" #ax.set_position(pos2) # set a new position\n",
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" \n",
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" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
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" # horizontalalignment='right', verticalalignment='bottom')\n",
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" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
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" \n",
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" legend = fig.gca().legend_\n",
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" if (legend != None):\n",
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" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
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" else:\n",
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" fig.savefig(fig_filename)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"data": {
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"image/png": 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AAHQggAMAAEAHAjgAAAB0IIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABABxMF8Kq6pqoerKojVXWoqi7f5H4/VlWtqt43yXEBgD70egAY3tgBvKquSnJrkhuSXJzkniQfrKr9T7Hfs5P84mg8ADCn9HoAmI5JXgF/U5L3tNbe3Vp7oLV2bZKHkrxxox2qainJryV5W5I/f6oDVNXOqjrv5JJk7wR1AgCT0esBYArGCuBVtSPJJUkOrtl0MMllp9n1rUk+31p7zyYPdV2SL61aHh6nTgBgMno9AEzPuK+AX5BkKcnhNesPJ9m33g5V9V1JXpfk6jGOc2OSp61anjlmnQDAZPR6AJiS5Qn3a2tu1zrrUlV7k/xqkqtba49t+s5bO5rk6Kr7mbBMAGBCej0ADGzcAP5YkuM59Qz4hTn1THmSfHOSb0rygVWNdVuSVNWxJC9orX16zBoAgOnR6wFgSsa6BL219kSSQ0kOrNl0IMnH19nlT5N8e5IXrVren+T3R/9/aMx6AYAp0usBYHomuQT95iR3VdV9Se5N8vok+5PckSRVdWeSR1pr17XWjiS5f/XOVfU3SdJa+wfrAYC5odcDwBSMHcBba3dX1flZebfTZ2Sl6V7ZWvvsaMj+JCeGKxEA6EmvB4DpmOhN2Fprtye5fYNtVzzFvq+Z5JgAQD96PQAMb9yPIQMAAAAmIIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABABwI4AAAAdCCAAwAAQAcCOAAAAHQggAMAAEAHAjgAAAB0IIADAABAB8uzLmAc+77l81nes3PWZZzWzuVjsy5h03YtPznrEjblnKVFqXMxnvs9y0dnXcKm7VqQ5373tidmXcKmnLu0OM/97jmv9cjjx/KHsy5ii3rW8w/Pfa9fFP9o59/NuoQt53xzOriv3/GVWZewpVyw/fFZl7ClHHn8WD418H16BRwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoIOJAnhVXVNVD1bVkao6VFWXn2bs1VV1T1V9cbR8qKpePHnJAMC06fUAMLyxA3hVXZXk1iQ3JLk4yT1JPlhV+zfY5Yokv57ke5NcmuQvkhysqm+cpGAAYLr0egCYjkleAX9Tkve01t7dWnugtXZtkoeSvHG9wa21H2+t3d5a+8PW2p8muXp03O+fuGoAYJr0egCYgrECeFXtSHJJkoNrNh1Mctkm72Z3ku1JvnCa4+ysqvNOLkn2jlMnADAZvR4ApmfcV8AvSLKU5PCa9YeT7NvkfdyU5JEkHzrNmOuSfGnV8vB4ZQIAE9LrAWBKJn0X9Lbmdq2z7hRV9eYkr07yo621I6cZemOSp61anjlhnQDAZPR6ABjY8pjjH0tyPKeeAb8wp54p/weq6qeSvCXJD7TW/vh0Y1trR5McXbXvmGUCABPS6wFgSsZ6Bby19kSSQ0kOrNl0IMnHN9qvqn46yc8m+cHW2n3jFgkA9KHXA8D0jPsKeJLcnOSuqrovyb1JXp9kf5I7kqSq7kzySGvtutHtNyd5R5J/keQzVXXyjPrjrbXHz7B+AGB4ej0ATMHYAby1dndVnZ/krUmekeT+JFe21j47GrI/yYlVu1yTZEeS/7bmrt6e5OfGPT4AMF16PQBMxySvgKe1dnuS2zfYdsWa2980yTEAgNnR6wFgeJO+CzoAAAAwBgEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6mOhjyGbl1fv/T3adO98ln7ftq7MuYdN2bzs66xI2Zc+C1Ll325FZl7Ape+rYrEvYtN11fNYlbMrebTXrEjZld22fdQmbtnvbjlmXcFpfXj6R62ddxBb1L59179z3+kWxb/lvZl3ClrNv6fFZl7DlfMPSiVmXsKVcsLRn1iVsKV/efiI/O/B9egUcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOpgogFfVNVX1YFUdqapDVXX5U4x/ZVX9SVUdHf37isnKBQB60OsBYHhjB/CquirJrUluSHJxknuSfLCq9m8w/tIkdye5K8kLR//+ZlW9ZNKiAYDp0esBYDqqtTbeDlWfSPLJ1tobV617IMn7WmvXrTP+7iTntdZ+aNW630nyxdbaqzc4xs4kO1et2pvk4Z//8ItzzrnLY9Xb295tR2ZdwqbtrqOzLmFTdm9bjDr3Lkidu+vYrEvYtF11fNYlbMrebTXrEjZlV22fdQmbtnvbjlmXcFpffvxEnv0dn0mSp7XWvjzjcgY3y15/60delF3nLg30SM5uFy59adYlbDnfsPS3sy5hy7lw6cSsS9hSzl/aM+sStpRp9Pux0mxV7UhySZKb1mw6mOSyDXa7NMkta9b9bpJrT3Oo65K8be3Kt1zxvzdXKAD08fQkWyqAz7rXX/vSP9xcoQDQz2D9ftyXky9IspTk8Jr1h5Ps22CffWOOT5Ibk9y86vbeJA8neWaSr2y2WDZkPodnTodlPodnTod1cj6/MOtCpkCv3zrM6bDM5/DM6bDM5/AG7/eTXs+99rr1WmfdxONba0eTfO163qqvXd75la14qV9v5nN45nRY5nN45nRYq+ZzK9PrF5w5HZb5HJ45HZb5HN40+v24b8L2WJLjOfWM9oU59cz3SX855ngAYHb0egCYkrECeGvtiSSHkhxYs+lAko9vsNu964x/2WnGAwAzotcDwPRMcgn6zUnuqqr7stJwX59kf5I7kqSq7kzyyKp3SX1Xko9U1c8k+Z9J/nmSH0jy3WMc82iSt2fVpWqcEfM5PHM6LPM5PHM6rK0+n3r91mBOh2U+h2dOh2U+hzf4nI79MWRJUlXXJHlzkmckuT/JT7bWPjLa9uEkn2mtvWbV+FcleWeS5yb5dJLrW2v/40yLBwCmQ68HgOFNFMABAACA8Yz7JmwAAADABARwAAAA6EAABwAAgA4EcAAAAOhgbgJ4VV1TVQ9W1ZGqOlRVlz/F+FdW1Z9U1dHRv6/oVesiGGc+q+rqqrqnqr44Wj5UVS/uWe8iGPdrdNV+P1ZVrareN+0aF8kE3/NfV1W3VdWjo30eqKore9W7CCaY02ur6s+q6qtV9VBV3VJV5/Sqd55V1Uur6gNV9bnR9++PbGKf7xnN+5Gq+vOqekOPWheJXj8svX54ev3w9Pth6fXDmVWvn4sAXlVXJbk1yQ1JLk5yT5IPVtX+DcZfmuTuJHcleeHo39+sqpf0qXi+jTufSa5I8utJvjfJpUn+IsnBqvrG6Ve7GCaY05P7PTvJL47GMzLB9/yOJL+X5JuSvCrJC5JcneSRHvUuggnm9MeT3JSVz7a8KMnrklyV5MYuBc+/PUn+KMlPbGZwVT0nyW9nZd4vTvLzSX6pql45tQoXjF4/LL1+eHr98PT7Yen1g5tJr5+LjyGrqk8k+WRr7Y2r1j2Q5H2ttevWGX93kvNaaz+0at3vJPlia+3VPWqeZ+PO5zr7LyX5YpKfaK3dOb1KF8ckczqaxz9I8p+TXJ7k61prT3lm7Wwwwff8G5L8dJJvba092a/SxTHBnP6nJBe11r5/1br/kOTFrbVNveJztqiqluQVrbUNX9mqql9I8vLW2kWr1t2R5IWttUs7lDn39Pph6fXD0+uHp98PS6+fnp69fuavgI/OdF2S5OCaTQeTXLbBbpeuM/53TzP+rDHhfK61O8n2JF8YsLSFdQZz+tYkn2+tvWdatS2iCefz5UnuTXJbVR2uqvur6i2jX3zOehPO6UeTXHLyEtSqem6SK5P81rTq3OI26kvfWVXbZ1DPXNHrh6XXD0+vH55+Pyy9fi4M0uuXBy1pMhckWUpyeM36w0n2bbDPvjHHn00mmc+1bsrKpT4fGrCuRTb2nFbVd2XlMp8XTbe0hTTJ1+hzk3xfkl/LSuP4liS3ZeVn2L+fTpkLZew5ba39RlV9fZKPVlVlZS5/ubV201Qr3bo26kvLWXl+Hu1e0XzR64el1w9Prx+efj8svX72Bun18xDAT1p7LXyts+5Mxp9tJpqfqnpzklcnuaK1dmQahS2wTc1pVe1N8qtJrm6tPdajsAU1ztfotiR/leT1rbXjSQ5V1T/OymVqZ3tDXm3Tc1pVVyS5Psk1ST6R5HlJ3lVVj7bW3jHNIrew9eZ/vfVnM71+WHr98PT64en3w9LrZ+uMe/08BPDHkhzPqWduLsypZxhO+ssxx59NJpnPJElV/VSStyT5gdbaH0+nvIU07px+c1bePOQDKycbk4z+3KOqjiV5QWvt01OpdDFM8jX6aJInR834pAeS7KuqHa21J4Yvc6FMMqfvSHJXa+3do9ufqqo9SX6lqm5orZ2YTqlb1kZ96ViSv+5fztzR64el1w9Prx+efj8svX72Bun1M/8b8NE30qEkB9ZsOpDk4xvsdu864192mvFnjQnnM1X100l+NskPttbum16Fi2eCOf3TJN+elUvSTi7vT/L7o/8/NLViF8CEX6MfS/K8qlr9M+v5SR49y5txkonndHeStY33eFbO5Napw3kKG/Wl+7yRkF4/NL1+eHr98PT7Yen1c2GYXt9am/mSlbfDfyLJa7PyFvm3JHk8ybNH2+9McuOq8Zdl5UzDzyT51tG/TyZ5yawfyzwsE8znm5McTfLKrJzVObmcO+vHMi/LuHO6zv7vzco7VM78sczDMsHX6LOSfCXJf8xKI/7hrJztvX7Wj2Velgnm9OeSfDnJjyV5TlYayv9LcvesH8s8LEnOzd//Ut2S/OTo//tH229Mcueq8c9J8rdJbh7N/2tHz8crZ/1Y5mXR62c+n3r9wHO6zv56/RnOqX4/+Hzq9aefz5n0+pk/8FUP6Joknxk1h0NJXrpq24eTvHfN+Fdl5ezjE1m5NOVHZ/0Y5mkZZz5H49o6y8/N+nHM0zLu1+iafTXlM5zPrLzz5P9KciTJp7NyCeXSrB/HPC1jft8vJ3nbqBF/NSufCXxbVj5CZ+aPZdZLVj4zeb2fi+8dbX9vkg+v2ed7knxyNP8PJnnDrB/HvC16/ezmU68ffk7X2VfwPHoDAAAAaklEQVSvH2BO9fvh5lOvf8q5nEmvn4vPAQcAAICtbuZ/Aw4AAABnAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKADARwAAAA6EMABAACgAwEcAAAAOhDAAQAAoAMBHAAAADoQwAEAAKCD/w+b1G2arUhmZgAAAABJRU5ErkJggg==\n",
|
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"text/plain": [
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"<Figure size 1200x800 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
|
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"image/png": 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m4xPuAQCIF49ua9T6Hcfkdhl9547ZykyLffvblNJc/eijc5XmdmnDG8269/dvyFoSdwDJhaQdV2xtbb3uXb9zWPm4tVZf/NU29fuCF87O3sToNVu1sHLYlPiPLZio4pw0He3oU5YDNyMAAMSjYx29+udH6iRJn715imaNL3Aslhsqi3T/B2dJkn76wiH9cOMBx2IBgGggaccVW1FdpoqirGF93w9uPqiXDp6UJI3Jz9CK6jEOR3l5stI8umtpcNr9fz69j345AEDKCwSs/uHXO9TZ59OscflxsRXmXdeM1d3vnClJ+vofd+ux7UcdjggARg5JO65YeUGm1q2eF0ncl3yrRv/6+52SpPxMr379qfkJveP8wzdWaEx+hpo6+/Sz0BR8AABS1f9sOaSNb7Yow+vS/R+cLa87Pm4nP76wUh9bMFGS9Pe/3K4tB1qdDQgARkh8/JZFwgsn7l63kW/IEJhHP70goRN2ScrwuvW3t0yVJP3Xs/vV3e9zOCIAAJyx/8QpfePxXZKkf7ptpiaX5Dgc0WnGGN39ziq9o7pMA/6AVj/0svY2dzkdFgBcMZJ2jKihs1/cLiOvJzn+id1+/ThNGJWl1u4B/WRTvdPhAAAQc4P+gL7w8Db1DQa0aGqx/nLeBKdDOovbZfSdD87W9RMK1dnn051rX1RzZ5/TYQHAFUmOjAqOC+84D5+yG0n+gE2a3eZet0tfWD5NkvTfzx9QR8+gwxEBABBb33tmn7Yf6VB+plf33T5LxhinQzqnDK9bP/qrOZpUnK2jHX268ycvqauP6zaAxEXSjisWTtgb2nrkCl2/731v9VnD6RLdu68Zq+mjc9XV59OajfudDgcAgJjZdrhd36vZJ0n6yvuqVZaf4XBEF1aYnaafrrpBxTlp2nWsU3f9/FUN+gNOhwUAl4WkHVdsQ12TGtp6VJSdpoAN9revvGH8sOF0G+qanA7zirlcRl94W/C0/SebDqrlVL/DEQEAEH29A3594eFt8ges3j1rrN4za6zTIV2U8UVZWnvnXGWlubXxzRb9429eZ4c7gIRE0o4rtmphpf75nTOVkx7cY/6xBRPlcbsiw+nueVeVVi2sdDjKkfG2qtGaNS5fPQN+PVDDaTsAIPl98/FdOtDSrdF56frKe69yOpxLcs24An3/w9fJ7TL6zatH9J0n9zodEgBcMpJ2jIhJJTlqaOtVbrpHH5w7PvL58oLMpEnYpeBk2uryfEnSz7Ye0rGO02X/je29WlvLkDoAQPLY+OYJ/fSF4LrT+26fpYKsNIcjunTLZpTqq++rliR995l9Wvdig8MRAcClIWnHiPhR7QFJ0oduGK/cDK/D0UTP2tp6/Xxrg9I9Lg34Avru08H+vnBf/73rd5K4AwCSQkfPoL70qx2SpI/eNEGLp5U4HNHlW3lDhf725imSpLsfqVPN7uMORwQAF4+kHVds59FObdrXKrfL6KPzJzodTlStqC5TRVGW+n3BYTYPv9SgrQdaI4P4KoqytKK6zOEoAQC4cv/8aJ2aOvs0qSRb//iOmU6Hc8U+v3ya/vy6cfIHrO76+avacaTd6ZAA4KKQtOOK/Th0svyO6jKNK8xyOJroCvfpVxQF/54BK33oh6cT9nWr56m8INPhKAEAuDKPbT+qx7YfDe49v2O2MtPcTod0xYwx+uafX61FU4vVO+jXqgdfUkNrj9NhAcBbImnHFWnu7NNj2xslSZ9YNMnhaGIjnLh7QvvtrJU8LkPCDgBICk0dfbr7d69Lkj6zbIpmjS9wOKKR43W79MBHrtPMMXlqOTWgO3/yok52DzgdFgBcEEk7rshDLxzUoN9qzoRCzU6ii/rFMOb0/x5ghQwAIAlYa/WlX29XZ59P14zL12dCfeDJJDfDqwc/Nldj8zN0oKVbn3joZfUN+p0OCwDOi6Qdl61nwKefbw1OYP3EouSZEP9WwkPnBv1W7tBpe8BKH/rvF9TY3vsW3w0AQPz6ny2HtPHNFqV7XLr/jtnyupPzVnF0XoYeXHWD8jI8euXQSX3uf4N76AEgHiXnb2LExG9ebVR7z6DGF2VqeVVqDF8LJ+zhHvbnvrRU4woyJEmHTwa/RuIOAEhE+0+c0tf/uEuS9OV3zNCU0hyHI4quaaNzteav5ijN7dKf3mjSV9bvlKVyDkAcImnHZQkEbGS12aoFlZET52S3oa5p2NC5cYVZ+si8iZKkNI9LDW092lDX5GyQAABcIp8/oC/8crv6BgNaOKVYf3XTRKdDiol5k0bp23fMkiQ9uPlgZLguAMQTj9MBIDE9s/u46lu6lZvh0R1zxjsdTsysWhhsA1hRXRYZOvfn15fr/z2xRwO+gP5myeTIawAASBTfr9mv7YfblZfh0X0fuEauFHkYL0nvmTVWTR29+vofd+urf9il0XkZevessU6HBQARnLTjsvyo9oAk6cM3Vig7PbWe/axaWDlsSnxpboZumVkqSer3McgGAJBYth9u13efeVOS9JX3VWtMfuptQvnrRZN05/yJkqQv/nK7th5odTYgABiCpB2XrK6xQ1sOtMnjMpELXKr70A0VkqTfvdbIBFoAQMLoHfDr878MDmF71zVj9N7Z5U6H5AhjjP75XVVacdVoDfgD+uuHXtabzV1OhwUAkkja8RbW1tafNVgt3O81Y0xuSj6NP5fFU0s0Jj9D7T2D2vAGPe0AgMTwb3/arQMnujU6L11ffV+10+E4yu0y+o8PXavrKgrU2efT7T94QdsPt5/1usb23shcHwCIBZJ2nNfa2nrdu37nsInoTR19emxboySprrGTi1aI22X0gVBv/8MvHXY4GgAA3trGN0/owc0HJUnfun2WCrLSnA0oDmR43frRR+eqKDtNHb2Duv0Hm4eduIe3yNy7fif3QABihqQd57WiukwVRVlqaOuJJO7fq3lT/tA2lIqiLK2oTo1VbxfjjjnjZIy0eX+rDrV2Ox0OAADn1dEzqC/9aock6S/nTdCSaSUORxQ/irLT9N9/cb1cRhr0W737e7U61Np91tpX7oEAxApJO86rvCBT61bPiyTuS+6r0c+2NEiSinPStG71vGED2VLduMIsLZoavOnhtB0AEM/ueaxOTZ19qizO1pdvm+F0OHFnbmWR1vzlHBlJfYMBLf32s1p6X82wta/cAwGIFZJ2XFA4cfe6jXzhI3ZJv7trARerc1g5N1gi/6tXjsjnDzgcDQAAZ/v99qN6dNtRuV1G998xS1lpqbUF5mLdWjVa37r9akmStcFTd6/bkLADiDmSdlwyl1FK7W+9FLfMHK1R2Wk60dWvZ3YfdzocAACGaero092P1EmSPr1siq6tKHQ4ovg2f0qJuOUB4DSSdlxQuH9rcMgpe8Bq2HA6nJbmcen268dJokQeABBfrLX6h9/sUEfvoK4Zl6/P3jzF6ZDiWvgeKHD6FkiDfss9EICYI2nHeQ0duJKX6ZUk3TSp6KzhdBjujlCJfM2e42rq6HM4GgAAgn625ZCe33tC6R6X7r9jtrxubgPP58yhcwunFkuS8jO93AMBiDl+W+O8NtQ1RS5WeeluSdIH51YMG063oY6d5GeaXJKjGyqLFLDSr17mtB0A4LwDJ07pa3/cJUn6x3fM0JTSHIcjim9D74HWrZ6n98waK0kanZfOPRCAmGPyCM5r1cJKScHVbp946GVleF1aXjVa2ekerVs9TxvqmiKvwXAfmjteL9a36eGXD+vTy6YwAwAA4BifP6DP/3K7+gYDWjBllD5600SnQ4p74fubFdVlKi/I1M0zSmWMtLf5lH77qfnadrideyAAMcNJOy5o1cJKbd7fKklaXlWm7PTgc57ygkwuVhdw29VjlJvh0ZGTvdq0v8XpcAAAKeyBZ/dr++F25WZ4dN/ts3iQfJFWLayMTIkvzknX9aGhfW8c7eAeCEBMkbTjgvwBq9/vOCpJem+oNAxvLcPr1p9dWy5J+l8G0gEAHLLjSLu++/SbkqSvvLdaY1lVdtlurRotSXpiZ7PDkQBINSTtuKAtB1p1oqtfBVleLZ5W4nQ4CeWDoYF0T7zRpLbuAYejAQCkmr5Bvz7/8Db5AlbvvHqM3jubh+9XYnkoad9yoFVdfYMORwMglZC044Ieea1RUrDcO83DP5dLsfVAm2aU5WrQb/XbV49EPt/Y3qu1tfUORgYASCZra+vPOcn87kfqtP9Et0pz0/XV91XLGMrir8TkkhxNKsnWoN/qub0nnA4HQAohC8N59Q369afQZFRK4y/N2tp63bt+p453BVe+/e9Lh2WtjayQuXf9ThJ3AMAVC19vzlxB9shrjfr1K8EHxrfOLFVhdppTISaV5TODp+1PUSIPIIZI2nFez+45rq5+n8bmZ2juxCKnw0koK6rLVFGUpbbuQRlJ+46f0p/qmobtfF1RXeZ0mACABBe+3gzdHb67qVNf/NV2SVJOukefvnmqw1Emj3CJ/DO7j2vQH3A4GgCpgqQd5/XotuAAunfPHsuk2UtUXpAZ2WdvQ5+76xevDtv5Ws4wIADAFRp6vWlo69HS+2r0jv/YKH/AyuMyeuTT87nejKBrKwo1KjtNnX0+vVTf5nQ4AFIESTvOqbNvUE/vPi5Jeu+scoejSUzhGylP6IGHtZLHZUjYAQAjKny98bqNBv1WNvS0+PsfuU5TSnOdDS7JuF1GN88olSQ9uYsSeQCxQdKOc/pTXZMGfAFNLc3RzDFc8K/E0Lk/4RspAEg2xpi7jDH1xpg+Y8wrxphFF3jts8YYe46PPwx5zYPn+PqW2PxtEp/LSNXl+U6HkZTCq9+e3Nksy4UdQAyQtOOcHguVxr939limzV6m8NC5Qb9VuLvAb+1Zw4IAINEZYz4o6d8lfU3StZI2SnrcGFNxnm95v6QxQz6qJfkl/eqM1/3pjNfdNuLBJ4Gh15uwgBXXmyhZNLVY6R6Xjpzs1Z7mLqfDAZACSNpxluOdfdq8v0WS9B5K4y9L+AYq3MP+0KobIl8bOiwIAJLEFyT92Fr7I2vtLmvt5yQdlvSpc73YWttmrW0Kf0haLqlHZyft/UNfZ62lifgMQ683RaEJ8VeX5581nA4jJyvNo0VTiyVJT75BiTyA6ItJ0k7JXGJZv+OYAla6rqJAFaOynA4nIW2oaxo2dG7BlGJNKsmWJI3KSVNDW482hNbpAUAiM8akSbpe0hNnfOkJSfMv8m0+Lul/rbXdZ3x+qTHmuDFmrzHmh8aY0gvEkW6MyQt/SEqJ3q6h15uqsXmSpBVXjR42nI7rzci7Nbz6jb52ADHgifYPGFIyd5ekTZI+qWDJXJW1tuEc3/J+SUOXiY6StF3nLpn72JA/D4xY0Cnu0e3h0nhO2S/XqoWVkoKreMJD595+VZkeeHa/ZpUXaOHU4shrACDBFUtySzoze2mW9Ja7LY0xNyhYHv/xM770uILX/kOSKiV9RdIzxpjrrbX953irL0v6l0sLPfGFryXLZpTond+tlSQtnV4aGU63oa6J600U3DJztIx5XduPdKi5s0+j8zKcDglAEovFSTslcwmkvqVb2w+3y+0yuu3qMU6Hk9BWLawcNiX+7aG97FvqW/XhG8/X5gkACevMiVzmHJ87l49LqrPWvjjszax92Fr7B2ttnbX295LeIWmapHee532+ISl/yMe4Swk+ka1aWKkjJ3vVM+BXaW66rgqduJcXZJKwR0lJbrpmjy+QFBxIBwDRFNWknZK5xBMeQLdgSrFKctMdjia5XF2er/KCTPUM+PX83hNOhwMAI6VFwSFyZ56ql+rs0/dhjDFZkj4k6Udv9UOstccUPHWfep6v91trO8MfklJqQljN7uB1Zdn0UgbIxsjyKkrkAcRGtE/aR6pk7syL+eOSPiLpZklflDRXwZK582WZX5bUMeTjyEXGn1KstXp0e6Mk6b2zxjocTfIxxmjFVcF/9n96g/5CAMnBWjsg6RUFK+OGWi5p81t8+x2S0iX97K1+jjFmlKTxko5dRphJr2bPcUnBMnnExttCSfvmfa061e9zOBoAySxW0+MpmUsAbxzt1IET3Ur3uLSi+i2fqeAyhEvkn9rZrEF/wOFoAGDE3C/pE8aYVcaYmcaY70iqkPQDSTLGPGSM+cY5vu/jkh6x1rYO/aSYBzO/AAAgAElEQVQxJscY821jzE3GmInGmKWSfq/gqf7vovo3SUD1Ld2qb+mW1220YEqx0+GkjMklOZo4KksD/oA2UkEHIIqinbRTMpdAHt0WPGW/tWq0ctKjPqMwJV0/oVDFOenq7PPphf2tb/0NAJAArLUPS/qcpHskbZO0WNJt1tpDoZdUKLhnPcIYM03SQkk/Psdb+iVdLelRSXsl/TT0P2+y1nINP8OzoVP2uROLlJvhdTia1GGMiZTI09cOIJqimrRTMhff1tbWR3a3+gNWj4Wmxi+cUqy1tfVOhpa03C6jt10VvMBTIg8gmVhrH7DWTrTWpltrr7fWPj/ka0uttXee8fq91lpjrX3yHO/Va61dYa0ttdamWWsnWGvvtNYejsFfJeE8sztUGj/9vON9ECXh1W/P7DkuHxV0AKIkFuXxlMzFobW19bp3/U6tXLNFje292lrfqubOfuWku/VAzT7du34niXuUvD3U1/7EG83yBy6mSwQAgHPrGfBp64HgAp1lM0jaY+36CYUqzPKqvWdQLx866XQ4AJJU1JN2Subi04rqMlUUZamhrUcr12zRuq0NkoKDBg6f7FVFURZ97VFy0+RRysvwqOVUv17hAg8AuAKb97VqwB/Q+KJMTS7JdjqclONxuyIPSyiRBxAtMRlER8lc/CkvyNS61fMiifvvdwQ7C7r7/aooytK61fOG7RjHyPG6Xbo11AP3pzpK5AEAl++ZPadL41n15oy3DVn9Zi0VdABGXqymxyMOhRN3t+v0Rd7rNiTsMRAukd/wRhMXeADAZbHW6tlwPzul8Y5ZNLVEaR6XDrX26M3jp5wOB0ASImmHAiSNMbd4Womy0txqbO/V640dTocDAEhAe5tP6WhHn9I9Lt00aZTT4aSs7HSPFkwO/t+fEnkA0UDSnsIa23u1cs0WhXN2t8to0G8jw+kQPRled2TKLyXyAIDLEZ4aP3/yKGV43Q5Hk9qWVwUr6EjaAUQDSXuKCifsDW09kqTsdLee+eKSYcPpSNyjKzzo7091lMgDAC5dTaif/WZK4x13y8zgf4Nth9t1vKvP4WgAJBuS9hS1oa5JDW09ysvwSAoOsJkwKnvYcLoNnABH1c0zSpXmdulASzc9cACAS9LROxjZQLKU/eyOG52XoVnjCyRJT+867nA0AJINSXuKWrWwUve8q0qleRmSTj8hDg+nu+ddVVq1sNLJEJNeTrpHi6YWS6JEHgBwaTa+eUL+gNWU0hyNL8pyOhxIWj6T1W8AooOkPYWtqC7TvuOn5DLSkmmnn9KXF2SSsMdIuET+cZJ2AMAlqNl9QhKl8fEk3Ndeu69FPQM+h6MBkExI2lNYeIDNdRWFKspOczia1LR85mi5XUa7jnXqUGu30+EAABJAIGD13N7gNXzp9BKHo0HYtNE5qijK0oAvoOf3tjgdDoAkQtKewp7ZFSzfumXmaIcjSV2F2WmaN6lIUnBnOwAAb+X1xg61nBpQTrpHcyYUOR0OQowxujV0T/XULkrkAYwckvYU1TPg06b9rZJO97PDGW+/ihJ5AMDFC0+NXzilWGkebuXiyfKqYNL+zO7j8gfYDANgZPCbPkVt2teqAV9A4wozNbU0x+lwUtqKq8pkjPRaQ7uaOlgTAwC4sJo99LPHq7kTC5Wf6VVb94BebTjpdDgAkgRJe4p6ZneoNH5GqYwxDkeT2krzMnRdRaEk6YmdnLYDAM6v5VS/dhxplyQtoZ897njcrsjDFKbIAxgpJO0pyFob2SF6M/3sjltbW6+bJo2SJD3++umkvbG9V2tr650KCwAQh57bc0LWSleNzdPo0NpWxJdwX/uTO5tlLSXyAK6cx+kAEHtvHO3U8a5+ZaW5I0PQ4Iy1tfW6d/1OjS0I3nhtrW9VW/eAegf9WrlmixraeiSJFXwAAEmn+9kpjY9fS6aXKM3tUn1Lt/af6NYU2hABXCFO2lNQ+JR90dRipXvcDkeT2lZUl6miKEtH2/vkdRsFrPSrlw9HEvaKoqzILncAQGrz+QN6fm+wn33pdJL2eJWT7tFNk4MVdJTIAxgJJO0p6OlIPzul8U4rL8jUutXzVFGUpUF/sITum4/vjiTs61bPU3lBpsNRAgDiwasN7ers86kwy6vZ4wucDgcXcGsVq98AjByS9hRzvLNPO450SJKWzmCATTwIJ+4eV3AgoJXkcRkSdgDAMOHS+CXTSuR2MUQ2nt0aWqf7asNJnejqdzgaAImOpD3FhC/4s8blqzSXATbxZOgQf8bWAADOVLM7eA1fRj973BuTn6mry/Nl7en/bgBwuUjaU0y4n/0WpsbHjcb2Xq1cs0WDfqvwwYk/YLVyzRY1tvc6GxwAIC4cbe/V7qYuuYy0eCqVcolgeahE/gn62gFcIZL2FNI36NfGN1skMXU2XoQT9nAP+7f+/BpJkttl1NDWQ+IOAJAkPbsnOIDu2opCFWanORwNLkZ49VvtvhPqHfA7HA2AREbSnkK2HGhV76Bfo/PSddXYPKfDgaQNdU3Dhs7dds0Ypbld8gesxuRnqKGtRxvqmt76jQAASe2ZcGn8dE7ZE8XMMbkqL8hU32BAtftanA4HQAJjT3sKCV/wb54xWsYwwCYehPevr6guiwydu6GySLX7WnTHnPHKz/Syox0AUly/z69NoaSPVW+Jwxij5VWj9eDmg3pyZ1OkXB4ALhUn7SnCWnu6n53S+LiyamHlsCnxi6cVS5K2H2knYQcA6MX6NvUO+lWaS6Vcogkn6k/vOi5/gDGzAC4PSXuK2NPcpcb2XqV7XFowpdjpcHABi6cFSx+3HGhV3yA9cACQ6k6XxpdSKZdgbqgsUm6GR63dA9p2+KTT4QBIUCTtKSJ8yr5gSrEy09wOR4MLmT46V6Pz0tU3GNBLB9ucDgcA4LDwELplM+hnTzRet0vLQi0NT+5k9RuAy0PSniJO97NTGh/vjDGRdT7PhW7UAACpqb6lW/Ut3fK6DZVyCSpcIv/kTgbLArg8JO0poK17QK82BEuySNoTQ7hE/vk3SdoBIJXVhB66z51YpNwMr8PR4HIsmV4ir9to/4luHThxyulwACQgkvYU8Oye47JWmjkmT2OHDDxD/Fo4pVguI+1tPqVjHexpB4BUVbPndD87ElNehlfzJo2SJD21q9nhaAAkIpL2FBDuZ791Jhf8RFGYnaZrxhVIkp7fy2k7AKSingGfth4IzjZZRqVcQjtdIk/SDuDSkbQnobW19WpsD57ODvgCkaTv6vJ8ra2tdzI0XIIl4RL5vS0ORwIAcMKmfa0a8Ac0vihTk0uynQ4HV+CWmcGk/ZVDJ9V6qt/haAAkGpL2JLO2tl73rt+plWu2qLG9Vy8fbFNXv08FmV599Q+7dO/6nSTuCSLc1167r0U+f8DhaAAAsTa0NJ5Vb4mtvCBTV43NU8CeHg4MABeLpD3JrKguU0VRlhraerRyzRY9uu2oJGnQH1BDW48qirK0orrM4ShxMWaNy1dehkcdvYPafqTD6XAAADFkrdWz4f3slMYnhVtDp+30tQO4VCTtSaa8IFPrVs+LJO4Pv3xYktQ94FdFUZbWrZ6ncobRJQSP26VFU8Ml8vS1A0Aq2dt8Skc7+pTucemm0BAzJLZwX/vze1vUN+h3OBoAiYSkPQmFE3eP63QpncdtSNgT0OJpwZ28rH4DgNQSLqGeP3mUMrxuh6PBSLhqbJ7G5meod9CvTfuYVwPg4pG0J7GAtZH/nU64xBTua99+uF3tPQMORwMAiJVwP/vNlMYnDWOMbq2iRB7ApSNpT0KN7b1auWaLAqGc3WWkQb+NDKdD4hiTn6lpo3MUsMGBdACA5NfRO6hXDp2UJC1lP3tSWR5J2o8rELBv8WoACCJpTzLhhL2hrSdyuv7Dv5ozbDgdiXtiWRzqa39uDyXyAJAKNr55Qv6A1ZTSHI0vynI6HIygGytHKTfdoxNd/dp+pN3pcAAkCJL2JLOhrkkNbT0anZcuKyk/06ul00uHDafbUNfkdJi4BOES+effPCFreSoPAMmuZnfwIS2l8cknzePSkunB6/qTOymRB3BxSNqTzKqFlbrnXVV6zzVjJQUH2LhdJjKc7p53VWnVwkqHo8SluKGySBlel5o7+7W3+ZTT4QAAoigQsHpub7CffWkouUNyWU5fO4BLRNKehFYtrNSOxuBe7/lTiiOfLy/IJGFPQBlet26sDK77Cd/IAQCS0+uNHWo5NaCcdI/mTChyOhxEwdJppfK4jPY2n9Kh1m6nwwGQAEjak1DPgE+vNQT7pBYOSdqRuCIl8nsZRgcAySw8NX7R1GKlebhNS0b5WV7dUBl8IEOJPICLwdUgCb108KQG/AGNzc/QxFEMsEkGS0JJ+4v1beoZ8DkcDQAgWmpCQ0eXMTU+qYVL5EnaAVwMkvYktDm0GmzBlGIZw4b2ZDC5JFvlBZka8Ae09UCb0+EAAKKg5VS/doQmitPPntxunRlM2l862KaT3QMORwMg3pG0J6HaIUk7koMxRounBf97PreX1W8AkIye23NC1krV5XkqzctwOhxE0fiiLM0oy1XAnm6JAIDzIWlPMm3dA9p5rFOSNH/KKIejwUhaMmT1GwAg+YSTN0rjU8PbKJEHcJFI2pPMC/tbZa00bXSOSnN5Sp9M5k8plttldOBEtw639TgdDgBgBPn8AT0fqqRaStKeEm4NJe3P7T2hvkG/w9EAiGck7Ulm035K45NVXoZX144vkMRpOwAkm1cb2tXZ51NhllezQ7/rkdyuLs9XWV6Gegb8euFAq9PhAIhjJO1JZlO4n30ySXuyWVtbH0nan9tzOmlvbO/V2tp6p8ICAIyAcGn8kmklcrsYIpsKjDG6tSpYVUGJPIALIWlPIkdO9uhQa4/cLqMbJxU5HQ5G0Nraet27fqd+v+OYJGnz/lYN+gNqbO/VyjVbdO/6nSTuAJDAanaH+tlnUBqfSsJT5J/e1axAwDocDYB4RdKeRDbvC5ZWzRqXr9wMr8PRYCStqC5TRVGWmjr75DLSqX6fnnyjWSvXbFFDW48qirK0orrM6TABAJfhaHuvdjd1yWWkxVNZ9ZZKbpo8StlpbjV39uv1xg6nwwEQp0jak0h41dtC+tmTTnlBptatnqeKoiyFH8R/Zt2rkYR93ep5Ki/IdDZIAMBleTbU8nRtRaEKs9McjgaxlO5xa8n04IOap3ZRIg/g3Ejak4S1VptDQ+jmk7QnpXDi7jbBXseAlbxuQ8IOAAnumXBp/HRO2VPRcla/AXgLJO1JYk9zl1pODSjT69a1FUydTWZmyHwiS/sbACS0fp8/MkSWVW+padn0UrldRrubuljpCuCcSNqTxKZQP/vcyiKle9wOR4NoCA+d8w0ZVOMLWK1cs0WN7b0ORgYAuFwv1repd9Cv0tx0XTU2z+lw4ICCrDTNnVgoidN2AOdG0p4kNkX62Uc5HAmiIZywh3vY339tuSQpN92jhrYeEncASFCnS+NLZQyr3lLV8qrgMFmSdgDnQtKeBAb9AW09EDxpn89+9qS0oa5p2NC5W0IrYkrz0lVRlKWGth5tqGtyOEoAqcwYc5cxpt4Y02eMecUYs+gCr73TGGPP8ZFxue+ZqMJD6JbNoJ89lS0PXddfPNimjp5Bh6MBEG88TgeAK7f9cLu6B/wqzPKqagyldclo1cJKScHVb+UFmUr3BJ+37T/RrfWfXagX69sirwGAWDPGfFDSv0u6S9ImSZ+U9Lgxpspa23Ceb+uUNH3oJ6y1fVf4ngmlvqVb9S3d8rqNFjBENqVVjMrS9NG52tPcpZo9x/W+UEUdAEictCeFcD/7/MnFcrkorUtWqxZWRqbEF+eka9roHEnS4bYeEnYATvuCpB9ba39krd1lrf2cpMOSPnWB77HW2qahHyPwngmlJlQaP3dikXIzvA5HA6fdWhUcRPgkq98AnCEmSTslc9EV7mfnKX1qmTcpOL9gS6g1AgCcYIxJk3S9pCfO+NITkuZf4FtzjDGHjDFHjDHrjTHXjsB7JpSaPaf72YFwX/tze06o3+d3OBoA8STqSfuQ8ravSbpW0kYFy9sqLvBtnZLGDP04T8ncpbxnUuru9+m1wyclSQsYQpdSbgol7S+QtANwVrEkt6QzjwebJZWd53t2S7pT0nskrZTUJ2mTMWbq5b6nMSbdGJMX/pCUe4l/j5jqGfBp64E2SdKyGSTtkK4pz1dpbrpO9Z/+twEAUmxO2imZi6IXD7Zp0G81rjBTFUVZToeDGLoxlLTvbT6lllP9DkcDALJn/Nmc43PBF1q7xVr7M2vtdmvtRkl3SNor6bOX+56SviypY8jHkUuIPeY27WvVgD+g8UWZmlyS7XQ4iAMul4kMmmWKPIChopq0x0vJXKI9fb8Um8Ol8ZOLWRWTYoqy0zSjLPhPmSfyABzUIsmvs0/AS3X2Sfk5WWsDkl6SFD5pv5z3/Iak/CEf4y7mZztlaGk812+Eva0qmLQ/tatZ1p7v+RSAVBPtk/a4KJlTgj19vxS1oSF0C6bSz56K6GsH4DRr7YCkVyQtP+NLyyVtvpj3MMGsdbakY5f7ntbafmttZ/hDUtdF/yVizFqrZ8P72SmNxxA3TR6lrDS3jnX06Y2jnU6HAyBOxGp6vNMlcwn19P1itZ7q165jwV/o8yfTz56K5tHXDiA+3C/pE8aYVcaYmcaY70iqkPQDSTLGPGSM+Ub4xcaYfzHGrDDGTDLGzJb0YwWT9h9c7Hsmsj3NXTra0ad0jysynwSQpAyvW4unlkiSnqBEHkBItJP2uCiZS6Sn75di8/5gojajLFfFOekORwMn3FhZJEnad/yUTnTR1w7AGdbahyV9TtI9krZJWizpNmvtodBLKhQcLBtWIGmNpF0KtreVS1psrX3xEt4zYdXsPiEp+MA9w+t2OBrEm1vDJfIk7QBCopq0x0vJXLLavJ9Vb6mucGhfez2n7QCcY619wFo70Vqbbq293lr7/JCvLbXW3jnkz5+31k4IvbbUWrvCWvvCpbxnIgv3s99MaTzO4eYZpXIZaeexTh052eN0OADiQCzK4ymZi5La0BC6hSTtKe2mUGvEC/tJ2gEg3nX0DOqVQ8FVrUvZz45zKMpO05wJwUq6p3cddzgaAPEg6kk7JXMjZ21tvRrbeyVJDa09OtzWK4/LaFxhptbW1jscHZzCMDoASBwb952QP2A1pTRH41nVivNYXsXqNwCneWLxQ6y1D0h64DxfW3rGnz8v6fNX8p7JaG1tve5dv1MPbj6odavnaVOoNL5qbJ4+/tOX1dAWLJ9atbDSyTDhgBsri2SMtP9Et4539qk0L8PpkAAA5xHuZ6c0Hhdya9Vofe2Pu7TlQKs6egeVn+l1OiQADorV9HhcoRXVZaooylJDW49WrtkSGU5yqLVHDW09qijK0orq8228QzIryErTzLI8SdKWeva1A0C8CgSsntsbLHdeOr3E4WgQzyqLszWlNEe+gNVze084HQ4Ah5G0J4jygkytWz0vkrg/Hdrv2tE7qIqiLK1bPU/lBZkORwmn0NcOAPHv9cYOtZwaUE66J9KzDJwPJfIAwkjaE0g4cfe4TORzXrchYUekr30rfe0AELfCU+MXTS1WmodbMFzYrTODSfuze45rwBdwOBoATuKKkYCsdToCxJsbJgb72g+0dKu5s8/pcAAA51ATqpJbxtR4XIRrxxeoOCdNXX0+vUj7G5DSSNoTSGN7r1au2SJ/KGt3GWnQb7VyzZbIVHmkpvwsr64aG+pr57QdAOLOia5+bT/SIYl+dlwcl8volhnB0/andlEiD6QykvYEEU7YG9p6FK6O/97K64YNpyNxT23zKln9BgDx6vnQMLHq8jy2fOCiDe1rt5RaAimLpD1BbKhrUkNbj8bkZyhgpTSPSzfPLB02nG5DXZPTYcJBDKMDgPgV7menNB6XYuHUYmV4XWps79XOY51OhwPAITHZ044rF96/PuDz65t/2qPZ4wuU4XVHhtNtqGtiR3uKmzOxSC4jHWzt0bGOXo3JZzghAMQDnz8QOWlfStKOS5DhdWvR1BI9ubNZT+08rqvG5jsdEgAHcNKeQFYtrNTe5lOSpBsrT6+KKS/IJGGH8jO9kYs5JfIAED9ebWhXZ59PhVlezR5f4HQ4SDCREvldVFQCqYqkPcFsDU0PvaGS/a44W7hEfst+pswCQLwIl8YvmVYi95C1rcDFuHlGqYyR6ho7dayD+UVAKiJpTyBHTvaosb1XbpfRdRWFToeDODRvUvBhzpZ6TtoBIF5EVr3NoDQel644J13Xh+77ntrJFHkgFZG0J5CXDgZPT6vL85WdzjgCnG1uqK/9UGuPjrJNAAAcd7S9V7ubuuQy0uKprHrD5bk1UiJ/3OFIADiBpD2BvBgqjb+R0nicR26GV1eX09cOAPHi2T3BAXTXVhSqMDvN4WiQqMJ97S/sb1FX36DD0QCINZL2BBLpZ59I0o7zm8fqNwCIG8+ES+Onc8qOyze5JEeTSrI16Ld6LrSJAEDqIGlPECe6+nXgRLeMCZZAA+czb1JoGB197QDgqH6fX5v2tUiinx1XbvnM4Gk7fe1A6iFpTxDhfvbpo3OVn+V1OBrEs7kTi+R2GR1u69WRkz1OhwMAKevF+jb1DvpVmpuuqjF5ToeDBBcukX9m93EN+gMORwMglkjaEwT97LhYOemeIX3trH4DAKecLo0vlTGsesOVubaiUKOy09TZ54sc5gBIDSTtCeL0fvZRDkeCRBApkWcYHQA4JjyEjtJ4jAS3y+jm0L+lJymRB1IKSXsC6OgZ1O6mTknS3Er2s+PC1tbWa9roHEnDh9E1tvdqbW29U2EBQEqpb+lWfUu3vG6jBVN44I6REV799tSuZllrHY4GQKyw7DsBvHyoTdZKk4qzVZqb4XQ4iGNra+t17/qdGl+YKbcJJuqH23rkchmtXLNFDW3BHvdVCysdjhQAkltNqDR+7sQi5WYwiwYjY9HUYqV7XDrc1qs9zV2aUcasBCAVcNKeAF6MlMbTz44LW1FdpoqiLB0+2Su3O/j/3n+sOxZJ2CuKsrSiuszhKAEg+dXsOd3PDoyUrDSPFk0tliQ9+QYl8kCqIGlPAFtJ2nGRygsytW71PFUUZWnAF5ws+83Hd0cS9nWr56m8INPhKAEgufUM+LQ1NAiUfnaMtFtnni6RB5AaSNrjXHe/T3WNHZJI2nFxwom72xWcVGyt5HUbEnYAiJFN+1o14A9ofFGmJpdkOx0OkswtM0fLGGn7kQ41d/Y5HQ6AGCBpj3OvNbTLF7AqL8jUuMIsp8NBAhm6XYhZNQAQO0NL41n1hpFWkpuu2eMLJHHaDqQKkvY492J9cPo3p+y4WI3tvVq5Zot8fqvwraIvYLVyzRY1tvc6GhsAJDtrrZ4N72enNB5Rsjw0RZ7Vb0BqIGmPc/Sz41KEE/ZwD/vtc8ZJknLSPWpo6yFxB4Ao29PcpaMdfUr3uHTTJFa9ITreFkraN+9rVXe/z+FoAEQbSXsc6/f59drhdkkk7bg4G+qahg2duzk0tXh0XroqirLU0NajDXVNDkcJAMmrZvcJSdL8yaOU4XU7HA2S1eSSHE0claUBf0DP7z3hdDgAoow97XFsx5EODfgCKs5J06RiBtngrYX3r6+oLlN5Qaa87mCB/IGWbj3+d4u0eV8rO9oBIIrC/ew3UxqPKDLGaHnVaP1wY72e3Nmsd1w9xumQAEQRJ+1xbOh+dgbZ4GKtWlgZmRJfmpuhiaOyZK10rKOPhB0AoqijZ1CvHDopSVrKfnZEWXj12zN7jsvnDzgcDYBoImmPY1sOhIbQTaQ0HpdvTujfz0uhh0AAgOjYuO+E/AGrKaU5Gl/ExhdE1/UTClWY5VV7z6BeDj0sApCcSNrjlM8fiDytv6GSQTa4fHMnFkqSXj7IBR0Aoincz05pPGLB43ZFNhQ8xRR5IKmRtMepN452qmfAr7wMj6aX5TodDhJY+KR925F29fv8DkcDAMkpELB6bm+wn33p9BKHo0GqCE+Rf3JXs6y1DkcDIFpI2uNUuJ997sQiuV30s+PyTSrO1qjsNA34Aqpr7HA6HABISq83dqjl1IBy0j2aM4G2NsTGoqklSvO4dKi1R/uOn3I6HABRQtIep9jPjpFijNGcUIn8S5TIA0BUhKfGL5parDQPt1eIjex0jxZMDrZRPkGJPJC0uKrEoUDA6qWDJO0YOXNDJfIvH2QYHQBEQ83uYNK+jKnxiLHlVWWSpCdJ2oGkRdIeh/Ye71JH76AyvW5Vl+c7HQ6SQLiv/eVDJxUI0PMGACPpRFe/th8Jth/Rz45Yu2Vm8EHRtsPtOt7V53A0AKKBpD0OhfvZr59QKK+b/0S4cleNzVOG16X2nkHtO0HPGwCMpOf3BqfGV5fnqTQvw+FokGpG52Vo1vgCSdLTu447HA2AaCAjjEP0s2Oked0uXTs+3NdOiTwAjKRn9lAaD2ctn8nqNyCZkbTHgbW19Wps75UkWWsjJ+2TSrK1trbeydCQRNjXDgAjz+cPRE7al5K0wwFra+s1a1zwpL12X4t6BnySpMb2Xu4jgSThcTqAVLe2tl73rt+pBzcf1LrV8zTgC+hEV7+8LqN/e3y3Dp8MJvOrFlY6HCkSXbivnZN2ABg5rza0q6vPp8Isr2aHSpSBWAnfR1YUZWlsfoaOdvRp45stqi7P18o1W9TQ1iOJ+0gg0XHS7rAV1WWqKMpSQ1uPVq7Zog1vHJMkuVxGh0/2qqIoSyuqyxyOEsngugmFchnpyMleHevodTocAEgKz4Smxi+ZViK3yzgcDVLN0PvIrv7gCfuj2xojCTv3kUByIGl3WHlBptatnhf5hftvf9ojSer3BVRRlKV1q+epvCDT4SiRDHLSPaoamyeJEnkAGCnPhvvZZ1Aaj9gbeh/Z1RdM2v/4elMkYec+EkgOJO1xIPwL1+s2sqFtXG6X4Uk706YAACAASURBVBctRtycCexrB4CRcrS9V7ubuuQy0uKprHqDM4beR4ZxHwkkF5L2OGKHrM+mwA7RMDfS185JOwBcqZrQKfu1FYUqzE5zOBrgNDv0phJAwiNpjwON7b1auWaLfIHTv2B9AauVa7ZEpsoDI2FOaIL8rqZOdfYNOhwNACS2mt3BqfHLpnPKDueE7yMH/VZuEzz2CVhxHwkkEZJ2h4V/0Ta09Sg3PTjM//3XlQ8bTscvXIyU0XkZqijKkrXSq4c4bQeAy9Xv82vTvhZJ9LPDOUPvIyuKsvTzv74x8jXuI4HkQdLusA11p4eFjA31HS2ZVjJsON2GuiaHo0QymcO+dgC4YlsPtKl30K/S3HRVjclzOhykqKH3ketWz9ONlUUqzU2XJJXmpnMfCSQJ9rQ7LLw3c9HUYr39PzZKCu7TDg8V2VDXxG5NjKgbJhbpt682sq8dAK5AuJ992fRSGcMkGjgjfI+4orosMnTuxkmj9PvtR/XuWWNVXpDJfSSQBDhpjwOrFlbqxKl++QNWZXkZGpufIUn8okVUzAkNo9t2uF0DvoDD0QBAYnp2T6ifndJ4OGzVwsphU+JvqAxe53cd6+Q+EkgSJO1x4pVQqfL1Ewt5Yo+omlySrcIsr/p9AdUd7XA6HABIOPUt3apv6ZbXbbRgyiinwwGGmRdK2l9tOMnDeSBJkLTHiZdDQ8HmTCh0OBIkO2NM5LSdfe0AcOlqdgdL4+dOLFJuhtfhaIDhppTmaFR2mvoGA9pxpN3pcACMAJL2OBAIWL3aEE7aixyOBqlgbmgY3Yv1DKMDgEsV7me/mdJ4xCFjTKREfms9D+eBZEDSHgfePH5KXX0+ZXrdmjEm1+lwkALCJ+2vHGpTIGAdjgYAEkfPgE9bDwQToaXTSdoRn24kaQeSCkl7HHj5UPAX6uzxBfK6+U+C6Ksem68Mr0snewZ1oOWU0+EAQMLYtK9VA/6AxhdlanJJttPhAOd046TgrIVXDrbJ56evHUh0ZIhxIDyELrw/G4i2NI9Ls8cXSJJeYl87AFy0SGk8q94Qx6aPzlV+plfdA37VHe10OhwAV4ikPQ6Eh9BdzxA6xNDc/8/evUdHeed3nv/8qlS6lG6lQoBAUCAwYLB84WKQbdwGt91kOp3MZjI5CdOTOb1sQi47Z3dPLp3TmRNvx0m2d7OZ3iST6TNDz7DZ9G5ITzLZ2Y2zadxuX2VbYMA2lrkYG4FAIJAodEGlS6nqt3889ZQE5q6qeqqeer/OqeOjuvFVt87zPN/n9/t+v5kt8sxrB4C7Y63V65kmdNuoZ0cRCwRM9jx/4PQVj6MBMFck7R67PDqh3nhCxkjrYyTtKJyZDvKstAOYO2PMrxpjeowxE8aYw8aYp2/z3l80xrxljLmaebxijNl8w3v+3Bhjb3h05f83ubWTl0Z1YXhC1aGAnljBqDcUt44Vznn+IHXtQMkrSNJeDify+3Uks8q+eoGzjQkolA2xiAJG6o0ndGlkwutwAJQwY8zPSvpjSX8gab2ktyT9gzEmdouPbJO0T9J2SU9I6pX0sjGm9Yb3/UDSolmPL+c8+Hvw2okBSdKTK5tVHQp6GQpwR1vanBtLB8/ElaLpLFDS8p60l8uJ/H65q5wbqWdHgdVXh/RgS4MkVtsBzNmvSfqP1tr/YK09bq39HySdk/QrN3uztfar1trvWGs/sNaekPSLcq5JvnjDWyettf2zHp4uGbr17NvXzPcyDOCurFvcoLqqCo1OTOv4ReragVJWiJX2sjiR3y+3nn0T9ezwgDuvnbp2APfLGFMpaaOkl2946WVJT97l14QlhSTdeDDaZoy5bIz5xBjzXWPMLQvJjTFVxpgG9yEppzNUhxNJHc6csxn1hlIQDJhsk2NGvwGlLa9Je7GcyIvVRDKljy8MS6IJHQpvb2ePVi6ok3R90t43NK69nT1ehQWg9DRLCkq6dMPzlyS13OV3/M+S+iS9Muu5f5D0VUnPSvp1SY9LetUYU3WL7/iGpOFZj/N3+W/f0t7OHvUNjUuS3vp0QKm01QML6hQIGI6TKAnuFnma0QGlrSLP35/PE/lfSzorqU3S78k5kW+01k7e+AWZE/zsk3xO777fr6Pnh5VMWTXXVSkWDXsdDsrI3s4evfjSMbVGaiRJxy+OaHQiqZGJae3c06XeeEKStGtrm5dhAigtNxbNmps89znGmK9L2ilpm7U222DDWvv9WW/rNsYcknPe/3FJf3uTr/qWpG/P+rlec0jc3ePkn79zRvt2d2Tr2Tcvj3KcRMnY4jajOxNXOm0VCDCmEChFheoeP9cT+T+58URurf17a223tfbvJP0jSavlnMhvJud333Ph0FlndXPTsiZmvaKgdrS3KBYNq29oXMGAUdpKPzx2KXshGouGtaP9bu+rAShzg5JS+vzN+AX6/E376xhjfkPSb0v6krX26O3ea629KCdpX3WL1yettSPuQ9LoXcZ/U+5xsjee0M49XXr1hPOrvHL8EsdJlIyHWxsVrgxqKJHUqcvXvA4HwH3Kd9JeFCdyOXffG2c9ltwx8gI4nGn+tYkmdCiw1kiN9u3uUCwaznaU/Y2//jB7Ibpvd0d2FR4AbsdaOyXpsKTnb3jpeUnv3OpzxpjflPQ7kn7MWnvoTv+OMWaepKWSLt5/tHdv9nGyN57Q1URSknR5dJLjJEpGKBjIlmAe6GGLPFCq8pq0F8uJPNd333PBWqvDvU7SvoF6dnjAvSANZnZ5pK0UChouRAHcj29L+gVjzC5jzFpjzP8mKSbp30mSMeYvjDHfct+c2Un3+5J2STpjjGnJPOoyr9cZY/7IGPOEMWa5MWabpL+Tsxjwfxfql3KPk7N3FHOcRKnZvNzZIn/gNM3ogFKV75p2yTmRfy9Ti/aupN264UQuqc9a+43Mz1+XU6P+z5Q5kWe+55q19lrmhP5NSf9ZTpK+XNL/pAKfyOfqs4ExDSWSqqoIqH1xo9fhoIyZuypWAYBbs9Z+P3MD/QU5Y1i7JX3ZWns285aYpPSsj/yqpEpJf3PDV/2unHN8StLDkv6FpIic8/1rkn7WWlvwG+8BY5S2HChRmrasyDSj67kiay0lmUAJynvS7vcT+f06nKlnf3RJRJUVhWotAMzoGxrXzj1dmk7PXIgmU1Y793SxigTgnllrvyPpO7d4bdsNPy+/w3eNS9qRq9ju1+zjZCjoJDocJ1FqHl3aqKqKgAavTemzgTE9kJkcA6B0FCRbzMxdX26trbLWbrTWvjnrtW3W2q/N+nm5tdbc5PHNzOvj1tod1toF1tpKa+0ya+3XrLXnCvG75MqhTD37RurZ4QH3QtStYd/c5mydawqHsk2X3DFHAFCObjxOvv6b2/X6b26/rjkdx0mUgqqKoNbHIpKoawdKFUu8HnHr2TfGSNpRePu7+69rOvfUymZJTlNE94J0f3e/x1ECgHduPE62Rmo+15yO4yRKhTuv/WAPde1AKSpETTtuEB+b0umBMUnKdvQECsmdK7yjvUWtkZrs3+Hxi6P6/i89of3d/cweBlDWbjxOutzEneMkSsmWFVHpR04zOuragdJD0u6Bw2edVfaV82vVVFvpcTQoV7MvNh9d2ihjpPNXxxUKGC5EAUC65bGwNVLDcRIlZf3SJoWCRv0jE+qNJ7RsXq3XIQG4B2yP98ChTBO6TcuiHkcCOOqrQ1qzsF6SdCRTugEAAPyhpjKoR5dk6toZ/QaUHJJ2DxzJrLSzNR7FxP17dHeCAAAA/9iywlks6qIZHVBySNoLbHI6pQ/PD0uiczyKC0k7AAD+RTM6oHSRtBdYd9+IpqbTitZWakUz9UQoHm7S3t03oolkyuNoAABALm1c1qRgwOj81XHGFQIlhqS9wA5n6tk3xJro3ImiEouGNa+2UlOptD6+MOx1OAAAIIdqqyrU3tooSTpwmi3yQCkhaS+ww9Szo0gZY7Qh83d55OyQx9EAAIBc62hz6tppRgeUFpL2ArLWZpP2TdSzowhR1w4AgH+5zegO0IwOKCkk7QV09kpCg9emVBkM6OHM9iSgmGST9t6rstZ6HA0AAMilTcujChjpzJWELo1MeB0OgLtE0l5AhzKrl+2tDaoOBT2OBvi8h1sbFQoaDYxO6vxVmtQAAOAnDdUhrVvcIEk6QBd5oGSQtBfQzNb4qMeRADdXHQpq3WJnFwhb5AEA8J/Ny53RbzSjA0oHSXse7e3suW6khts5fvm8Wu3t7PEqLOC2NsYyzeh6SdoBAPCbmbp2VtqBUkHSnid7O3v04kvHtHNPl/qGxjWcSOqTS9ckSf/2tU/14kvHSNxRlGhGBwCAf23O7Pj89PI1DV6b9DgaAHeDpD1PdrS3KBYNqzee0M49XfrhsX5JUkXAqG9oXLFoWDvaWzyOEvi8DcsikqTjF0c0NjntcTQAACCXmmor9WBLvSTpIKvtQEkgac+T1kiN9u3uyCbuX//PRyVJ02mrWDSsfbs71Bqp8ThK4PMWNdaoNVKjtJU+PMe8dgAA/GZLZl47STtQGkja88hN3ENBo3RmelbQGBJ2FL31MWe1nS3yAAD4z5YVTjO6LprRASWBpL3AjPE6AuDO3Lp2mtEBAOA/j2fq2k9eGtVQYsrjaADcCUl7HvUNjWvnni4lUzb73HTaZpvTAcVqJmkfUjpt7/BuAABQSubXV2nl/FpZyxZ5oBSQtOeJm7D3xhNqCockSY8vb7quOR2JO4rV2kUNqg4FNDye1OnBa16HAwAAcszdIs/oN6D4kbTnyf7ufvXGE4pFw9q03Fm1fOqB5uua0+3v7vc4SuDmQsGAHllCXTsAAH7lNqM70ENdO1DsSNrzZNfWNr3wlXXat7tDJ/pHJUkbYk3Z5nQvfGWddm1t8zhK4NaY1w4AgH9taXNW2o9dGNHIRNLjaADcDkl7Hu3a2qbKYEDn4uMyRnos05G7NVJDwo6itzE2U9cOAAD8paWxWsvmhZW20uEz3KAHihlJe5653bdXLahTQ3XI42iAu7chs9L+6eVrdJYFAMCH3C3yXWyRB4oaSXueHclsLXa3GgOlIlpbqRXNtZKk91ltBwDAd9wt8gdO04wOKGYk7XnmrrSvj5G0o/S4f7fUtQMA4D9bVjgr7R/1DWtsctrjaADcCkl7Hk1Np3X0/LAkpwkdUGpoRgcAgH8taQqrNVKjVNpmF5oAFB+S9jw6fnFEk9NpNdaEstuMgVLiJu0fnh/SdCrtcTQAACDX3NV2tsgDxYukPY/c1ckNsYgCAeNxNMC9W7WgTvVVFUpMpbKjCwEAgH8wrx0ofiTteeRuM2JrPEpVIGC0fpk7+o1tcwAA+I3bjO7Dc8OaSKY8jgbAzZC055HbcXsDneNRwjbEIpKoawcAwI+WzQtrYUOVplJpbtADRYqkPU/6hyfUNzSugJEeXRrxOhzgvtGMDgAA/zLGMPoNKHIk7Xni3qlc09KguqoKj6MB7t9jSyMyRjp/dVyXRya8DgcAAOSY24zuYA9JO1CMSNrz5MisJnRAKauvDmnNwnpJ1LUDAOBHbjO6I71XNTlNXTtQbEja84QmdPCLvZ09erDFSdpnb5HvGxrX3s4er8ICAAA5snJ+nZrrKjU5ndbR88NehwPgBuzbzoPJ6ZS6+0Yk0YQOpW1vZ49efOmY5tVWSppJ2vuGxrVzT5d64wlJ0q6tbZ7FCAAA5sYYo81tUf1/H/XrwOkrenx51OuQAMzCSnsedPeNaCqVVrS2Usvnhb0OB7hvO9pbFIuGdWVsSpL00flh9QxeyybssWhYO9pbPI4SAADMVbYZHXXtQNEhac+D93tn6tmNMR5HA9y/1kiN9u3uUCzq3HxKpq2e//ab2YR93+4OtUZqPI4SAADMlduM7vDZq0qm0h5HA2A2kvY8cOvZ11PPDh9wE3f39tN02ioUNCTsAAD4yOoF9YqEQ0pMpdTdR107UExI2nPMWput+6UJHfyETSMAAPhXIGCytexskQeKC0l7jl0YntClkUkFA0aPLm30Ohxgztymc2k781wyZbVzT5f6hsa9CwwAAOSUO/rtwOkrHkcCYDaS9hxz57OvXVSvcCXN+VHaZneJX9pUo2BmtX1xpFq98QSJOwAAPtKxwmlGd+jMVaVm360H4CmS9hxjPjv8ZH93f7bp3F/90hNat9jZPbL7CysVi4bVG09of3e/x1ECAIBcWLuoQfXVFRqdnNaxCyNehwMgg6XgHDvSOySJpB3+4M5f39HeotZIjTbEIvqob1hnBse0b3eH9nf3M6MdAACfCGbq2l89cVkHeq7o4SWUegLFgJX2HJpIpnTsgtNtk6QdfrFra1u2S/yGZc7f9fu9V9UaqSFhBwDAZza30YwOKDYk7Tn0Ud+wkimr5roqLY0yCgv+496M+vjCiCaSKY+jAQAAueY2o3vvTFxp6tqBokDSnkNHsqPeIjLMx4IPLWmqUXNdlabTVh8xwxUAAN9pb21UuDKooURSJy+Neh0OAJG051S2Cd0ytsbDn4wx2hCLSJq5SQUAAPwjFAxoY+ZaltFvQHEgac8Ray1N6FAW3BO5e5MKAAD4izv6jbp2oDiQtOfI+avjGhidVEXA6BE6bcLHNmST9iFZS60bAAB+4zajO9gT51wPFAGS9hxxVx0fWtyg6lDQ42iA/Hm4tVEVAaOB0UmdvzrudTgAACDHHlnSqKqKgK6MTemzgWtehwOUPZL2HHHre9ezNR4+Vx0K6qHFDZLYIg8AgB9VVQSz5Z5dp9kiD3iNpD1HsvXsNKFDGXBvTr2f+bsHAAD+smUF89qBYkHSngOJqWkduzgiaaZJF+BnG2hGBwCAr21pyzSjO32FunbAYyTtOXD0/LBSaauFDVVa3FjtdThA3rlj345dGNFEMuVxNAAAINfWxyKqDAZ0eXRSZ68kvA4HKGsk7TmQnc8ea5IxxuNogPxrjdRoQX2VptNWR88Pex0OAADIsepQUI8udSYiHehhXjvgJZL2+7C3s0d9QzNds4+cdep6V86v097OHq/CAgrGGJNtUMMWeZSbG88Brr6hcc4BAHxlZos8de2AlwqStBtjftUY02OMmTDGHDbGPH2H9/+0MeaYMWYy89+fuuF1Y4z5pjHmgjFm3BjzujHmofz+Fo69nT168aVj2rmnS31D47LWZpOWvz58Ti++dIyLNpSFDcucLfLu5ASgHNx4DnD1DY1r556usj4H+OlcD8BBMzqgOOQ9aTfG/KykP5b0B5LWS3pL0j8YY2K3eP8Tkr4v6XuSHs389z8ZY7bMetvXJf2apH8p6XFJ/ZJ+aIypz9fv4drR3qJYNKzeeEI793TpYE9c8bEpSdKlkUnFomHtaG/JdxiA52ZW2odoUIOyceM5oG9oPJuw98YTZXsO8Nu5HoBj47ImVQSM+obGdS5OXTvgFZPvi21jzAFJR6y1vzLrueOS/ou19hs3ef/3JTVYa//RrOd+IOmqtXancYrGL0j6Y2vt/5J5vUrSJUm/Za3993cRU4Ok4eHhYTU0NNzz7zT7Ai0YMEqlnf8NY9Gw9u3uUGuk5p6/Eyg1E8mUHv7mfiVTVm/+5nbF5oW9DgkoiNnngFDQ6WOSTNk5nwNGRkbU2NgoSY3W2pHcRZx/fjzXA3D81Hfe1vu9Q/qjn3lU/3TjEq/DAUra/Z7r87rSboyplLRR0ss3vPSypCdv8bEnbvL+/bPe3yapZfZ7rLWTkt641XcaY6qMMQ3uQ9Kc7tK3Rmq0b3eHQsGZhD1gRMKOslIdCmrdYqdBDXXtKCfuOSAYMEqmrJIpq1DQlO05wK/negCOzW3OFvmDNKMDPJPv7fHNkoJy7ozPdknOyfhmWu7w/pZZz93td35D0vCsx/nbRn0f6BqPcuSOfiNpRzmiLCSrbM71QDnqcJvRUdcOeKZQ3eNvvLIxN3nuXt9/L9/5LUmNsx5z2tvjbo1MpqwqAkZB46y439iYCPA7OsijHLnngMxGKwWNs+LOOcBf53oAjk3LmxQw0tkrCfUPT3gdDlCW8p20D0pK6fN3xRfo83fPXf13eH9/5r93/Z3W2klr7Yj7kDR6F7Hf1I0Nh974+na9+VvbP9eYCCgHG5Y5Sfvxi6NKTE17HA2Qf7PPAe7+qr1f21Tu5wDfnesBzKivDumhxcxrB7yU16TdWjsl6bCk52946XlJ79ziY+/e5P1fmvX+Hjkn8+x7MvV0z9zmO3Nmf3d/NmF36xfd+kb3om1/d/+dvwjwgcWN1VrYUKVU2uro+WGvwwHyzj0HtDRWy0qqq6rQ1lXzy/oc4MdzPYDrbcnUtXcxrx3wREUB/o1vS/qeMeaQnJP0bkkxSf9OkowxfyGpb1Z32T+R9KYx5rck/T+S/rGk5yRtlSRrrTXG/LGk3zbGnJJ0StJvS0pI+st8/zK7trZJcsb+zG445Cbu+7v7s+8B/M4Yow2xJv1Dd7+O9F5Vx4p5XocE5JV7fE9MTeuPXv5Ejy2NKBgwnAN8dq4HcL3NbVH9h84emtEBHsl70m6t/b4xZp6kFyQtktQt6cvW2rOZt8QkpWe9/x1jzM9J+n1JvyfpM0k/a609MOtr/1BSjaTvSGqSdEDSl6y1BdkKd6sLstZITblerKGMZZP2s0NehwIUxK6tbfq1//SBpJlmjFJ5nwP8eK4HMGNzW1TGSJ8NjGlgdFLz66u8DgkoK4VYaZe19jtyTro3e23bTZ77G0l/c5vvs5K+mXkA8JBb1/5+71VZa5mkgLLwfq9zk2p95u8fnOsBP4uEK7VmYb1O9I/qYE9cP/7IIq9DAspKobrHA/Cp9tYGVQYDujI2pd54wutwgLyLj02pZ3BMkrRhKUk7gPLglsDRjA4oPJJ2AHNSVRHUQ60Nkhj9hvJw5Kzzd/7Agjo1hkMeRwMAheE2oztAMzqg4EjaAcxZdl47de0oA+7Nqdn17ADgd49nkvaTl0YVH5vyOBqgvJC0A5izbNLOSjvKwEzSztZ4AOWjua5KDyyokyS9d4bVdqCQSNoBzNmGZc6K44n+USWmpj2OBsif6VRaH54bljTThBEAygVb5AFvkLQDmLNFjTVa1FitVNpmExrAj070j2o8mVJ9dYUemF/ndTgAUFBbaEYHeIKkHUBOsEUe5cD9+14fa1IgwHhDAOWlI7PSfuziiIbHkx5HA5QPknYAObE+05TrfZJ2+JjbOZ4mdADK0YKGarU118pa6RB17UDBkLQDyAm3vvdI75CstR5HA+THkV5nQgJN6ACUq83LM3XtPSTtQKGQtAPIiYcWN6gyGFB8bEpnryS8DgfIuYHRSfXGEzJGeoyVdgBlassKknag0EjaAczZ3s4eDV6bUntrg6SZut++oXHt7ezxMjQgZ9y/69UL6tVQHfI4GgDwhtuMrrtvWNcmmRgDFAJJO4A52dvZoxdfOqade7q0ekG9JCe56Rsa1849XXrxpWMk7vCF7Hz2ZayyAyhfrZEaLWmqUSptdfgsfWyAQiBpBzAnO9pbFIuG1RtP6JUTlyQ581t37ulSbzyhWDSsHe0tHkcJzN37Z5169vXUswMoc1vaMqPfTjP6DSgEknYAc9IaqdG+3R2KRcMavDYlSTp1+Vo2Yd+3u0OtkRqPowTmZmo6rQ/P04QOACRpSxt17UAhkbQDmDM3cQ8FZ+ZWBwOGhB2+cfziiCan02qsCWlFc63X4QCAp9xmdEfPD2l8KuVxNID/kbQDyAvGvsFPsvXssYgCAXOHdwOAv8WiYbU0VCuZsnq/l7p2IN9I2gHMmdt0LpmycvOZtJV27ulS39C4t8EBOcB8dgCYYYzJrrZ3sUUeyDuSdgBz4ibsbg37np/fJEkKGKk3niBxhy8cOet2jidpBwCJZnRAIZG0A5iT/d391zWde2bNfFWHAkpbaVFjtXrjCe3v7vc6TOC+XRqZUN/QuAJGenQp494AQJI2Z5rRvX9uSBNJ6tqBfKrwOgAApW3X1jZJzug3t+ncI0siOtgT19eeWq5QIJB9D1CK3FX2NS0NqqvitAkAkrRyfq2a66o0eG1SH54b0pYV87wOCfAtVtoBzNmurW3XdYnfmNlC3DMwRsKOkje7CR0AwGGMyY5+O0hdO5BXJO0Acs5t1nX4LB1lUfpoQgcAN+c2o2NeO5BfJO0Acs5dkTx1+ZqGE0mPowHu3+R0Sh+dH5ZEEzoAuJHbjO7w2atKptIeRwP4F0k7gJybV1eltuZaSdKRc6y2o3R9fGFEU6m0orWVWj4v7HU4AFBUVi2oU1M4pPFkSkczNzgB5B5JO4C8cLcSH2GLPEpYdtRbLCJjjMfRAEBxCQSMHl/ubpFn9BuQLyTtAPLCbUbnNvECStH7mXr29dSzA8BNuV3jaUYH5A9JO4C82LDMqWv/oHdI09S5oUQdzq60k7QDwM24HeQPnbnK+R7IE5J2AHmxakG96qsqNDaV0slLo16HA9yzC0Pj6h+ZUDBg9OjSRq/DAYCitHZRg+qrK3RtclrHLo54HQ7gSyTtAPIiGDB6LNNFnrp2lCK3tOPBlnqFKys8jgYAilMwYLTZrWs/zRZ5IB9I2gHkjVvXzrx2lKIjZ5169o2MegOA29rcRjM6IJ9I2gHkzUwzuiGPIwHu3eFe6tkB4G7MbkaXSluPowH8h6QdQN48tjQiY6TeeEKXRye8Dge4axPJlI5dcGYOk7QDwO21L25QbWVQIxPTOtlPHxsg10jaAeRNfXVIaxbWS5rZagwUq72dPeobGpckdfcNK5myaq6rVCDgvAYAuLmKYEAbmdcO5A1JO4C82sC8dpSAvZ09evGlY9q5p0t9Q+PZv9e1ixr0z757QC++dIzEHQBuwx39RjM6IPdI2gHk1cYYzehQ/Ha0tygWDas3ntDOPV3qPDUoSfro/LB64wnFomHtaG/xOEoAKF4dK5yk/eCZuKylrh3IJZJ2AHnlNqP76PywJqdTHkcD3FxrpEb7dndkE/c3PLsUVgAAIABJREFUM0n70HhSsWhY+3Z3qDVS43GUAFC8Hm6NqDoUUHxsSqcuX/M6HMBXSNoB5NWyeWFFays1lUrr4wsjXocD3JKbuFcETPa5UNCQsAPAXaisCGQbdx7oYYs8kEsk7QDyyhiTPYkfYYs8SgCbOgHg/mxpc0a/HThNMzogl0jaAeSdu0WeunYUs76hce3c05WdMRwwUjJls83pAAC3t2WF20GeunYgl0jaAeSdm7QfOnuVkziKkpuw98YTCgWd7fG/+5Pt1zWnI3EHgNt7bGlElcGABkYn1TM45nU4gG+QtAPIu0eWNKoiYDQwOqnzV0l8UHz2d/erN57QkqYaTaecG0tfemjhdc3p9nf3exwlABS36lBQjy2NSKKuHcglknYAeVcdCuqhxQ2SmNeO4rRra5te+Mo6/fqXVsvKaUq3sKE625zuha+s066tbV6HCQBFL7tFnrp2IGdI2gEUxIZlNKNDcdu1tU1nBhOSpE3Lm7LPt0ZqSNgB4C5lm9FR1w7kDEk7gILINqNjpR1FzN0JsmlZ0x3eCQC4mQ3LIqoIGF0cnqAkDsgRknYABeEm7ccvjmpsctrjaIDPS6Wt3u8dkiRtXBb1OBoAKE3hygo9sqRRktTFFnkgJ0jaARTEosYaLW6sVipt9eH5Ia/DAT7nRP+Irk1Oq66qQmta6r0OBwBK1uZZW+QBzB1JO4CCWZ9ZbXdXM4FicjjTb2F9LKJgwHgcDQCUrpl57ay0A7lA0g6gYDbGMnXtNKNDEXL/LjdSzw4Ac7JpWZMCRjoXH9eFIeragbkiaQdQMG4ydKT3qtJpOsqiuBw64zaho54dAOaivjqk9lanrv0gW+SBOSNpB1Aw6xY3qDoU0FAiqdODY16HA2T1D0+ob2hcASM9Fot4HQ4AlLwtbWyRB3KFpB1AwYSCAT2yxEmImNeOYnLorLMS9GBLg+qqKjyOBgBKX3Ze+2lW2oG5ImkHUFAbqGtHEXL/Hjctp54dAHLh8eVRGSOdHhzT5ZEJr8MBShpJO4CCml3XDhQLmtABQG41hkN6sKVBEqPfgLkiaQdQUBsy9cKnLl/TcCLpcTSAlJia1scXRiRJm5bThA4AcsWta6cZHTA3JO0ACmZvZ48mptNqa66VJB0556xu9g2Na29nj5ehoYx9cG5IqbRVS0O1FjdWex0OAPhGB/PaUaL2dvao7ybjCr26ZqXbDoCC2NvZoxdfOqY/f+eMHlrcoJ7BMR05e1WrF9Zr554u9cYTkqRdW9s8jhTlxm2KuHF5k4wxHkcDAP7xeGb30ieXrik+NqVobaXHEQF3Nvuadd/uDrVGaiQ5CbtX16ystAMoiB3tLYpFw+qNJ7J33N/5dDB78ItFw9rR3uJxlChHh9wmdNSzA0BOzaur0qoFdZKkg6y2o0TMvmbduadLfUPj1yXsXlyzkrQDKIjWSI327e5QLBpWfMypZT/cO5Q9+M2+kwkUSjptsyvtm5ZRzw4AubYls0W+i9FvKBGzr1l74wk984evadv/+pqn16x5TdqNMU3GmO8ZY4Yzj+8ZYyK3eX/UGPNvjDEnjTEJY0yvMeZPjTGNN7zP3uTxy/n8XQDMnXsQDAVntiBXBAwJOzxz6vI1jUxMqyYU1NpF9V6HAwC+k53XTjM6lBD3mrUiYDSdtkqmrKfXrPleaf9LSY9J+rHM4zFJ37vN+xdnHr8h6WFJX8t87j/e5L3/taRFsx7/R66CBlA41nodAcqZO+rtsaURVQTZfHY/uEEP4HbclfYT/SNMjUHJmX2Z6mXbm7xdoRhj1spJuH/BWvuutfZdSb8o6SvGmDU3+4y1ttta+9PW2r+z1n5mrX1V0r+S9BPGmBub5g1Za/tnPT7f3g9AUXHrgZIpq0DmwJeyNlsvBBTaobPOys+m5dSzzwE36AHc0oL6aq1orpW10ntnWG1HaXCvWVNpJ20PGCmZ8u6aNZ/LCk9IGrbWHnCfsNZ2SRqW9OQ9fE+jpBFr7fQNz/+ZMWbQGPOeMeaXjTG3/F2MMVXGmAb3IYk9kECB3djA409+br0kKWh0XaMPoJDclfaNNKG7L9ygB3A3Nrcx+g2lY/Y1q7vI9Cc/t/5zzekKKZ9Je4ukyzd5/nLmtTsyxsyT9DuS/v0NL/2OpJ+R9Jykv5L0ryX99m2+6htybha4j/N38+8DyJ393f3XNfB4bu1CVQSMUlZaHKlWbzyh/d39XoeJMjIwOqmzVxIyRlofI2m/T9ygB3BHW7Lz2llpR/Fzr1kXNlQrbaX6qgr9WHvLdc3pCn3Nes9z2o0x35T0P97hbY9n/nuzalVzi+dv/HcaJP29pGOSfnf2a9ba35/14weZubovSJr9/GzfkvTtWT/Xi8QdKCh3luWO9pZsA4/21kZ9cG5Iv7C1TZJhRjsKyl1lX72gXo01IY+jKVn5vkH/I0njkr4o5wZ9s259rv+G7nx9AsADbjO67r5hjU4kVV/NMRfFy70ePXc1of/97TN6enWzQsFAtjnd/u7+gl+z3s9K+59JWnuHR7ekfkkLb/L5+ZIu3e4fMMbUS/qBpGuSfspae6euFV2SGowxN/v3ZK2dtNaOuA9Jo3f4PgB5sGtr23UdNx/P1BF/OjBGwo6CO5ypZ99IPfvnGGO+eYtGcLMfmzJvz9sN+syW+w+stf9azs3537zN131Lzoq9+1hyx18UQEEsjtRoabRGaTtzwxQoZru2tmX/VretWZB9vjVS48k16z2vtFtrByUN3ul9xph3JTUaYzZbaw9mntsi50T6zm0+1yBpv6RJST9prZ24i7DWS5qQNHQX7wVQJDYtj+q7b/XoPbbLwQOHsvPZSdpv4s/klJ/dzhlJj8iDG/TW2s99t7V2Us61g/v9d/g6AIW0pW2ezsXP60BP/LokCChGA6OTOnp+WJK0bc18j6O5j6T9bllrjxtjfiDpu8aYX8o8vUfSS9bak5JkjGmVs/XtX1hrD2ZO4C9LCkv653JOzg2Zzw5Ya1PGmJ+Qs+XuXTlb5rZL+gNJezInbAAlwk2WTl2+pqtjU2qqrfQ4IpSLiWRK3X3OyXjTsqjH0RQfbtADyLUtbVH9zeHzOnCaZnQofq+fdCq/Hm5t1IL6ao+jyf+c9q9K+khOIv6ypKOSfn7W6yFJa+Qk6ZK0UdIWOSNgPpV0cdZjaeY9SUm/KidpPyrpv5ezZe7X8/h7AMiDeXVVWjG/VhLb5VBYH/UNK5myaq6r0tJozZ0/gJuy1h6Xs1r+XWNMhzGmQ9J3dcMNemPMCWPM5szP7g36Wkn/jZwb9C2ZRzDznp8wxvyiMabdGLPSGPML4gY9UNLcuvaj54eVmLqx5yRQXF4/OSBJ2l4Eq+xSHlfaJclaG5ezYn6r18/IqXtzf3599s+3+MwP5FwgAPCBzcujOj0wpvfOxvXcupu2pQBy7tCZma3xbKOes69K+lM5ibgk/b+S/uWs1291g15ybtDP1iZn2717g/7bchYYTsu5Qf9vcxs6gEJZGq3RosZqXRye0JGzQ9q6qtnrkICbSqbSevNUJml/sDhKOfKatAPAnWxaHtVfvXcum0QBheA2odtEE7o54wY9gLthjNGWtqj+ywcXdKDnCkk7itaRs1c1OjGtaG2lHlkS8TocSfnfHg8At+V2kD96fkgTyZTH0aAcWGuz5RgbaUIHAAWzZYWzRZ557Shmr2bq2Z9ZPV/BQHHsxiNpB+CpWDSs+fVVSqZstksnkE+nB8d0NZFUVUVADy1u9DocACgbW9qcxp8fnONGPYrX6yeKa2u8RNIOwGPGmOxq+3tnuPOO/DucKcV4dElElRWcBgGgUNqaa9VcV6Wp6bQ+OMcgCBSfvqFxnbw0qoCRvlBEJRxcrQDwnDtyi6QdhXAoU8++kXp2ACgoY4y2rHDO+QdOc85H8XnthLM1fkOsSZFw8YwiJmkH4LnHlzsn8MNnryqVth5HA787dHamczwAoLA6MlvkD/Qwrx3Fx53PXkxb4yWSdgBFYO2ietVWBjU6Ma1PLo16HQ58Zm9nj/qGxiVJ8bEpnR4YkyQtaqzW3s4eL0MDgLKyt7NHbc21kqQjvVc1NZ2W5GxJ5ngMr00kU3r7U+dm0vY1xZW0M/INgOcqggFtWNakt04N6tCZuNYuavA6JPjE3s4evfjSMf35O2e0b3eHjl8YkSTFojX65f/ziHrjCUnSrq1tXoYJAL7nHo9j0bAaa0IaHk/qo74htTTWaOeeLo7H8NyBnrjGkyktbKjS2kX1XodzHVbaARSFmbp25rUjd3a0tygWDas3ntDOPV16LbPt7crYlHrjCcWiYe1ob/E4SgDwv9nHY3eF/eWPL2UTdo7H8Jpbz759zQIZUxyj3lwk7QCKgttB/hDN6JBDrZEa7dvdkb1Q/MsDvZKkscmUYtGw9u3uUGukxuMoAcD/Zh+PxzPj3va8eTqbsHM8hteKtZ5dImkHUCQei0UUDBhdGJ7Q+asJr8OBj7gXiqGgkdvmsCJguEAEgAJzj8cVAWcV00oKBTkew3unB67pzJWEQkGjpx4onlFvLpJ2AEUhXFmh9sVOLfshtsgjD+yswQRFtusNAMrK7GMwQ2NQDF47OSBJ2twWVV1V8bV9I2kHUDQ2LWdeO3Kvb2hcO/d0aTpzZWiMlExZ7dzTle0qDwDIP/d4nEzZbOKeSnM8hveyW+OLrGu8i6QdQNGYqWtnpR254V4g9sYTqg45p7z/7tlV1zWn40IRAPJv9vE4Fg3rxZ9sl+SUK3E8hpfGJqd14LSzYFSM9ewSSTuAIuKutJ+8NKrhRNLjaOAH+7v7sxeIwcyyzvPrFl7XnG5/d7/HUQKA/80+Hu/b3aGf2tCqymBA02mrRY3VHI/hmbc/HdRUKq1YNKwVzbVeh3NTxbdhH0DZaq6r0ormWp0eHNPh3riefXCh1yGhxLnzfpc3h7Xrzw+pvqpCaxc1KJhpRLe/u5+ZwABQAO6xdkd7S7bpXMfKeXrzkwH9V4+1an59FcdjeMKtZ3/2weIb9eZipR1AUdmU2SLPvHbkyq6tbToz6Ewk2LS8ScFM1+LWSA0XiABQQLu2tl3XJf75dc7N+QM9VzgewxPW2mw9+7Y18z2O5tZI2gEUlWwzuh6a0SF3Dmb+nja3zfM4EgCA67m1Tv3w++eGNDA66XE0KEcn+kd1cXhC1aGAOlYU7zUCSTuAovJ4Jmk/en5YE8mUx9HAD6y1OnjGTdqjHkcDAHAtaqzRw62NslZ69cQlr8NBGXots8r+1MpmVYeCHkdzayTtAIrK8nlhNddVaiqV1kd9w16HAx/4bOCa4mNTqg4F9HBro9fhAABmcbfI//AYSTsK77UTma3xRdo13kXSDqCoGGO0aRnz2pE7BzJb4zfEmlRZwWkPAIrJc2udpP2tU4Man2KHHQpnOJHU4bNOD6XtRVzPLpG0AyhCj2e2MDOvHbkwU8/O1ngAKDZrF9WrNVKjyem03jo14HU4KCNvnhpQ2kqrF9ZpSVPY63Bui6QdQNF5PNNB/tCZuNJp63E0KGXWWh04TdIOAMXKGJPdIv/KcbbIo3Dcevbta4p7a7xE0g6gCK1b1KBwZVAjE9P65PKo1+GghJ2/Oq7+kQmFgkbrlzZ5HQ4A4CbcpP1Hxy8rxc16FEA6bfVGZj77NpJ2ALh3FcGA1scikpjXjrlx69kfWRJRTWXxdoUFgHK2uS2q+uoKXRmb0vu9nPeRf0f7hnVlbEr1VRXatLz4b+qTtAMoSm4zukM0o8McHOy5Iomt8QBQzELBQHaL8g/ZIo8CcLvGP726WaFg8afExR8hgLLkzmunGR3mgiZ0AFAaGP2GQnLr2Utha7xE0g6gCO3t7NHChioFA0Z9Q+PqGxqXJPUNjWtvZ4/H0aFUXBqZ0JkrCQWMtHFZ8W99A4By9sya+QoFjU4PjOmzgWtehwMfGxid1NHzw5KkbUU+6s1V4XUAADDb3s4evfjSMcWiYa1aUKcT/aPOFvnlUe3c06XeeEKStGtrm8eRoti5q+zrFjeooTrkcTQAgNtpqA6pY8U8vXVqUK8cu6SVz9R5HRJ86o1PnAZ0D7c2akF9tcfR3B1W2gEUlR3tLYpFw+qNJ7Ir7G+cHMgm7LFoWDvaWzyOEqUguzV++TyPIwEA3I3n1jL6Dfnn1rNvL5FVdomkHUCRaY3UaN/uDsWiYY1OTEuS/vb9vmzCvm93h1ojNR5HiVJAPTsAlJbnMnXth89e1ZVrkx5HAz9KptJ681Rm1NuDpVHPLpG0AyhCbuJeETDZ5yoChoQdd+3q2JROXhqVJD1eAqNcAADO+f+hxQ1KW+lHmdVQIJeOnL2q0YlpRWsr9eiSiNfh3DWSdgBFy8zk7LLehYES9F5mVOCqBXWaV1flcTQAgLuV3SJPF3nkwauZrvHPrJ6v4KzFoWJH0g6g6PQNjWvnni4lU1bu8TSVttq5pytb5w7cDlvjAaA0uaPf3jo1qIlkyuNo4Devn8hsjS+henaJpB1AkXETdreG/Xe+sk6SFAoa9cYTJO64KwfPkLQDQCl6aHGDFjdWazyZ0tufDnodDnykb2hcJy+NKmCclfZSQtIOoKjs7+6/runcjz+8SJKUTFktaapRbzyh/d39HkeJYnZtclrdfc78VZJ2ACgtxphsQ7ofskUeOeR2jd8Qa1IkXOlxNPeGOe0Aioo7f31He0u26dyK+bU6PTCm/3b7AxqfSjGjHbd1+OxVpa0Ui4a1qJHGhQBQap5bu1B/8e5ZvXL8stJpq0AJ1R6jeL2eqWffXkJd412stAMoOru2tl3XJb5jhTNn+9SlayTsuKODPVckscoOAKWqY8U81VdVaPDapD44P+R1OPCBiWRKb3/qXB9sX0PSDgA590QmaX/39BWPI0EpoAkdAJS2yoqAnsk0CmOLPHLhQE9c48mUFjZUae2ieq/DuWck7QCK3pYVTvJ1on9EQ4kpj6NBMZtIpvThOaeefQtJOwCULLeLPKPfkAtuPfv2NQtkTOmVW5C0Ayh6C+qr9cCCOlkrdZ2Oex0OitgH54Y0lUprYUOVYtGw1+EAAO7TttULVBEwOnX5ms4MjnkdDkpcKdezSyTtAEpER2a1vYst8riNma3x80ryTjoAwNEYDmXLnF45zmo77t/pgWs6cyWhUNDoqQeavQ7nvpC0AygJbjM6knbcDvXsAOAf7hb5l9kijzl47eSAJOfaoK6qNIenkbQDKAlu0n6if1TxMera8XnJVFqHz16VRD07APjBc2udpP3QmTjnfty37Nb4Euwa7yJpB1ASmuuqtGpBnaSZkV7AbN19wxpPptQUDumB+XVehwMAmKOl0bAebKlX2s40EgPuxdjktA5k+iGVaj27RNIOoIQ8sTIz+u0zknZ8nrs1/vHlUQUC1LMDgB98KbNFntFvuB9vfzqoqVRasWhYK5prvQ7nvpG0AygZM3XtdJDH51HPDgD+81wmaX/z1IAmkimPo0GpcevZt6+ZX9INaknaAZQMt0755KVRXbk26XE08Nrezh71DY1LklJpq4NnnKS9rblWezt7vAwNAJAjD7c2amFDlRJTKXba4Z5Ya0t+1JuLpB1AyZhXV6U1C+slSQd6WG0vZ3s7e/TiS8e0c0+X+obGdbJ/VKMT0wpXBvXNv/tYL750jMQdAHzAGJNtSPdDRr/hHpzoH9XF4QlVhwLZ3ZqliqQdQElhXjskaUd7i2LRsHrjCe3c06WXP+6XJKWt1bn4uGLRsHa0t3gcJQAgF9zRb68cu6R02nocDUrFa5lV9idXNqs6FPQ4mrkhaQdQUmhGB0lqjdRo3+6ObOL+J6+ekiRNJJ1mM/t2d6g1UuNxlACAXHhi5TzVVgZ1eXRSR/uGvQ4HJeL1E5l69hLfGi+RtAMoMZvbnKT91OVrGqSuvay5iXsoaGQzCy8VAUPCDgA+U1UR1DNr5ktyVtuBOxlOJHW496okadvq+R5HM3ck7QBKSrS2Ug+2OHXtbJGHpGzCLkkl3BgWAHAbzzP6DffgzVMDSqWtVi2o09Jo2Otw5oykHUDJmRn9RtJezvqGxrVzT5emM/WNRlIyZbPN6QAA/rF9zQIFA0YnL42q90rC63BQ5Nx69md9sDVeImkHUIKoa4ebsPfGE6oJOaeyX9m28rrmdCTuAOAfkXClHl/eJIku8ri9dNrqjcx89m1rSNoBwBNb2qIyRvpsYEyXRye8Dgce2N/dr954QkujNTKZPfFffnjRdc3p9nf3exwlACCX3NFv1LXjdo72DevK2JTqqyq0KXOjp9SRtAMoOZFwpR5saZAkHTjNvPZytGtrm174yjr9qy+vVWIqpUg4pHWLGrLN6V74yjrt2trmdZgAgBz60jpnlOfBM3ENJaY8jgbF6rUTztb4p1c3KxT0R7qb19/CGNNkjPmeMWY48/ieMSZyh8+8boyxNzz+aq7fC8BfnsjUtb9LXXvZ2rW1TZ9cuiZJenLlPAUCzop7a6SGhB0AfCg2L6w1C+uVSttszTJwI/dvwy9b46X8r7T/paTHJP1Y5vGYpO/dxee+K2nRrMcv5eh7AfhEx4qoJJrRlbvOTwclSU890OxxJACAQnhunZOIvXKMpB2fNzA6qaPnhyVJ29aU/qg3V96SdmPMWjkJ9S9Ya9+11r4r6RclfcUYs+YOH09Ya/tnPYZz9L0AfGJL2zwZI50eGNOlEeray1FialrvZ2awPrWSpB0AysHzmS3yr5+8rMnplMfRoNi88YnTgO7h1kYtqK/2OJrcyedK+xOShq21B9wnrLVdkoYlPXmHz37VGDNojPnYGPNHxpj6HH0vAJ9ozNQwS6y2l6uDPXElU1atkRotm1f6M1hLFaVwAArpkdZGLaiv0thUSl30tcEN3Hr27T5aZZfym7S3SLrZvpXLmddu5f+StFPSNkm/J+mnJf3tXL7XGFNljGlwH5Lqb/Y+AKXlCea1l7V3MiP/nnpgXraDPDxBKRyAggkEjL6Y6SL/w2NMCcGMZCqtN09lRr35ZD67656TdmPMN29yd/zGx6bM2+3NvuIWzzsfsPa71tpXrLXd1tq/kvRPJT1njNkw+233+L3fkLMS7z7O3+HXBFACOrJJO3fay1HnKerZvUYpHAAvPD+rrt3aW6YVKDNHzl7V6MS0orWVenSJvzZm3c9K+59JWnuHR7ekfkkLb/L5+ZLuZbjiEUlJSasyP9/P935LUuOsx5J7+PcBFKnH26IKGKlncEz9w9S1l5P42JSOXRyRJD1JPbuXiqYUjl11QPl4cmWzwpVB9Y9MqLtvxOtwUCRezXSNf2b1fAUD/tqBd89Ju7V20Fp74g6PCUnvSmo0xmx2P2uM2SInaX7nHv7JhySFJF3M/HzP32utnbTWjrgPSaP38jsDKE6NNSE9tLhRElvky807nzmr7A+21Gt+fZXH0ZS1oimFE7vqgLJRHQrqC6ucmmW2yMP1+onM1nif1bNLeaxpt9Yel/QDSd81xnQYYzrk1K+9ZK09KUnGmFZjzAk3ATfGrDTGvGCM2WSMWW6M+bKkv5b0vqS37/Z7AZQPRr+Vp7c/df7/ZpU9P0q0FI5ddUAZeW5dpq79OKPfIPUNjevkpVEFjLPS7jf5ntP+VUkfSXo58zgq6ednvR6StEaS2/Z3StIXJe2XdFLSn2Y+95y1dvZMhzt9L4AysLezR6sX1kmS3p2VtPcNjWtvZ49XYaEA3s7MZ9+6ap7HkfhWyZXCsasOKC/PPrhAASMdvziic/GE1+HAY69ntsZviDUpEq70OJrcq8jnl1tr45L++W1ePyPnrrn78zlJz8z1ewH4397OHr340jEtaaqRkXT2SkIXhsZlJe3c06XezAl819Y2T+NE7p2LJ9QbT6giYLS5jaQ9H6y1g5IG7/Q+Y0y2ZM1aezDzXE5L4eb4vQB8KlpbqU3Lojp4Jq4fHb+krz3F+b6cZUe9+axrvCvfK+0AkBc72lsUi4Z1/uq4QkHnUPaD7ovZhD0WDWtH++1KalGq3FX2x5ZGVFeV13vPuANK4QB46fnsFvl72dgDv5lIprJlc36sZ5dI2gGUqNZIjfbt7lAsGtZUKi1J+v2/P55N2Pft7lBrpMbjKJEPb2fmsz/JqLdiQSkcAE+4de0HTsc1PJ70OBp45WBPXOPJlBY2VGndogavw8kLligAlCw3cf/CH76mVNoqbaVQ0JCw+1g6bfWOW89O0l4UKIUD4JW25lo9sKBOn16+ptdPXtY/fqzV65DggVfdrfFrFsgYf416c7HSDqDkzT4+21v2q4YfnLw0qitjU6oJBfXY0ojX4QAAPJbdIn+MLfLlym1Ct22NP+vZJZJ2ACWsb2hcO/d0aTpls8t402mrnXu61Dc07mlsyA+3nn3LiqgqKziFAUC5e26tk7S/cXJAU9Npj6NBofUMjunMlYRCQaOtq/y7A48rHgAlyU3Y3Rr23V9YIUmqCQXVG0+QuPuUm7Q/xXx2AICk9Usjaq6r1OjktA70XLnzB+Ar7tb4zW1RXzenJWkHUJL2d/df13TuJx5dnHnFamlTjXrjCe3v7vc0RuTW1HRaB3rikqSnqGcHAEgKBIy++KCz2v4KW+TLjrs1fruPt8ZLNKIDUKLc+es72lvUGqnRooZqzaut1JWxKX39xx7UwOgkM9p95sPzQ0pMpRStrdSDLfVehwMAKBLPr1uo7x86px8eu6Rv/uRDvm1GhuuNTU7rwGnnZr5f57O7WGkHULJ2bW3LdokPBIyeztQyHbs4QsLuQ52nnK3xT66cp0CACzIAgGPrqmZVhwK6MDyhYxdHvA4HBfL2p4OaSqUVi4a1ornW63DyiqQdgG88s2a+JOnNTwY8jgT58M5nmXp2tsYDAGapDgX19CrnGoAu8uXjtZPO9d72NfN9v7uCpB2Ab7gn7I8vjGhgdNLjaJBLY5PTer93SBJN6AAAn8fot/JirZ2pZ/f51niJpB0EPemiAAAgAElEQVSAjzTXVemhxQ2SpLdOsdruJwd74ppOWy2N1ig2L+x1OACAIvPsgwtkjHPj/gLTY3zvRP+oLg5PqDoUUMeKeV6Hk3ck7QB85ZnVbJH3o05GvQEAbqO5rkobY02SpFeOs9rud69lVtmfXNms6lDQ42jyj6QdgK98wU3aTw0qnbYeR4Ncyc5np54dAHALz7FFvmy8fiJTz14GW+MlknYAPrMh1qTayqDiY1P6+AIdZP1g8NqkTvSPSnI6xwMAcDNuXXvX6SsamUh6HA3yZTiR1OHeq5KkbZnFGr8jaQfgK5UVAT2ZWY19k7p2X3jnsyuSpLWLGjSvrsrjaAAAxWrl/DqtmF+rZMrqjZNcA/jVm6cGlEpbrVpQp6XR8uhzQ9IOwHfcLfKcsEvT3s4e9c1qIvR2Zj77o62N2tvZ41VYAIAS8PxaZ7Wdunb/cuvZny2TrfESSTsAH3omM/rtSO9VjbI9rqTs7ezRiy8d0849XeobGpe1NtuE7kcnL+vFl46RuAMAbsndIv/aictKptIeR4NcS6dndlFsW0PSDgAlKzYvrLbmWk2nbXZrNUrDjvYWxaJh9cYT2rmnS++diWdX3QdGJxWLhrWjvcXjKAEAxWp9rEnzais1MjGt93riXoeDHDvaN6wrY1Oqq6rQpuVNXodTMCTtAHzpC6ucuvY3GP1WUlojNdq3u2NW4n4g+1osGta+3R1qjdR4GCEAoJgFAya7bfplusj7zmsnnK3xT69qVihYPqls+fymAMrKM2tm5rVby+i3UuIm7qGgUSrz/13AiIQdAHBX3NFvrxy/xDWAz7yeqWcvl1FvLpJ2AL7UsWKeKoMBnb86rtODY16HgzkKGON1CACAEvH0qmZVVTjXAO7IUJS+gdFJfXh+WFL5jHpzkbQD8KVw5Uyt05tskS8pfUPj2rmnS8nUzOrIdNpmm9MBAHA74coKPZ0pk/shW+R9wy15bG9t0IKGao+jKSySdgC+9czqmS3yKA1uwt4bT6ihukKS9KV1C65rTkfiDgC4k+cY/eY72VFvZdQ13kXSDsC33Hnt756+oolkyuNocDf2d/erN55QLBpWU22lJOknHm29rjnd/u5+j6MEABS7L65dKGOko+eH1T884XU4mKNkKp1dhNlWZvXsEkk7AB97sKVeC+qrNJFM69CZq16Hg7uwa2ubXvjKOv3Rzzyis1cSCgaMvrB6frY53QtfWaddW9u8DhMAUOTm11fpsaURSay2+8GRs1c1OjGtaG2lHl0S8TqcgiNpB+Bbxpjsavubp9giXyp2bW3TxxdGJEmPL29SY01IktNVnoQdAHC3ns90kaeuvfS9dtK5jntm9XwFA+XXnJakHYCvuUn7GydJ2kvJq5k5rF98cKHHkQAAStWXMkn7u59d0bXJaY+jwVy489m3rSmvrvEuknYAvvb0A80yRjp5aZSathJxbXJaXaevSJKeXVt+dWsAgNxYOb9Oy+eFNTWrHhqlp29oXCcvjSpgZpoMlxuSdgC+1lRbqUcytU9skS8Nb30yoGTKqq25Vivn13kdDgCgRBlj2CLvA69nusZviDUpEq70OBpvkLQD8L1nMrNa3+Aue0n4UWYL3LNl2B0WAJBb7ui3V09c1nQq7XE0uB/u1vjtZXxdQNIOwPeeydQ/dZ4aVCptPY4Gt5NO2+zJ+YtlfHIGAOTGxmVNagqHNDye1HtMkik5E8mU3v7UKZkr13p2iaQdQBl4dElE9dUVGh5P6uj5Ia/DwW18eH5IV8amVF9VoU3Lo16HAwAocRXBQHaFltFvpedgT1zjyZQWNlRp3aIGr8PxDEk7AN/7i3fPamOsSdL1W+T7hsa1t7PHq7BwE27X+C+sma/KCk5RAIC5+9KsunZr2XFXStzrgu1rFsiY8hv15uKKCICv7e3s0YsvHdPRvmFJynaP7Rsa1849XXrxpWMk7kXkleNsjQcA5NbTq5wbwb3xhE5dvuZ1OLgHbhO6bWvK+7qApB2Ar+1ob1EsGlZ8bEqS9H7vkE5cHNHOPV3qjScUi4a1o73F4yghSReGxnX84oiM4eQMAMid2qoKPbVyniS6yJeSnsExnbmSUChotDXTVLhckbQD8LXWSI327e5QLBqWJFlJP/5vOrMJ+77dHWqN1HgbJCTNbIHbEGtStLY8R7oAAPLj+XXODfqXSdpLhntdsLktqrqqCo+j8RZJOwDfcxP3QKYUKpW2CgUNCXuRcU/OX1zLKjsAILfcc8uH54Z0eWTC42hwN9yt8dvZfUfSDqB8lHMDk2I3PpXS258OSpK++OBCj6MBAPjNwoZqPbo0ImmmfwqK19jktA6cjkuiZE4iaQdQBtymc7NntCdTVjv3dKlvaNzDyOB6+9NBTU6n1Rqp0eqFdV6HAwDwoefXMvqtVLz96aCmUmnFomGtnF/rdTieI2kH4Gtuwu7WsD+/zjlh11dXqDeeIHEvEj+atTWeHREAgHxw69o7Px3U2OS0x9Hgdl476Uz72b5mPtcFImkH4HP7u/uvazr3T9YvkSTVVQUVi4bVG09of3e/x1GWN2utXj3hrHo8y6g3AP9/e3ceH2V173H8cyZ7gCSEnUAgyG5kqYqAqGD14r60LqXVqrjUtnq7Xe3VVuvFtrbaW7tobamilV6XalsXXNBaQKIgggJGQFmCgUAgISQhZCGZOfePmYmTjWTCTJ5Zvu/X63lBZp6Z/OYQcp7fc875HZEwGTuoN7nZ6Rxp8rBya7nT4UgHrLWfb/Wm6wIA4rsMn4jEvPmz8gDv1m85WWn0TU8iNcnF3qoGHr/uJIrKapvPEWd8vKeafdUNpCcnMH1UP6fDERGRGGWM4awJg1j0ThFvbtrHOdryNSJ9su8Qe6vqSU1yMUPXBYBG2kUkDsyflddcJT49OZEzxg4A4MPPKpWwRwB/1fhZo/uTmpTgcDQiIhLLzp7oLXb67y37aHJ7HI5G2uO/Lph5nK4L/JS0i0jc8d9Zf03T4iPCW9rqTUREesjJI/uSmZbEwdpGPiiudDocacfyLZ+vZxcvJe0iEnfOHD+IpATD1v01bNtf43Q4cW3/oXo27PJeNGkfVhERCbfEBFdz/ZQ3N+nmfaSpqm1kXfFBQFu9BVLSLiJxJzMtiZnH9Qdg6cfqsJ3kv5s+eVgmAzNSHY5GRETigX+K/Jub9mGt7eRs6Ulvby3D7bGMGdib4dnpTocTMZS0i0hc8k+Rf11T5B31VnPV+EEORyIiIvHi9LEDSE5wsfNALdvLNOMukizzVY2fo6rxLShpF5G4dPbEQbgMfFRSxe6DtU6HE5camtzNW+5oPbuIiPSU3imJzDjOW5X8zU37HY5G/Dwey4rm/dl1XRBISbuIxKX+vVM4eWQ2AEs/3udwNPFhUUERJZV1zV+/t6OC2iNu+vdOZk3RAQcjExGReHNW8xR5zbiLFBtLqjhw+Ai9UxI5aWRfp8OJKEraRSRufT5Ffq/DkcS+RQVFLFiyiXkLVzcn7m9t9t4sqW/0sGDJZhYVFDkZooiIxJGzfDO8PtxVSdmhBoejEYBlvt1kThvTn6QEpamB1BoiErfmHu9N2td+dpD9h+odjia2zc0fTG52OsUVtcxbuJrdB2tZ6hvdqGloIjc7nbm+mygiIiLhNiQzjRNyMrHWu2e7OG+51rN3SEm7iMStoVlpTB6ehbXeCrISPjlZaTx90/TmxH32A8sprfKObAzv630uJyvN4ShFRCSeBFaRF2eVHWpgw+4qAGaP1f7srSlpF5G4dq6qyPcYf+KelGBo8ni32DHAM9+YoYRdRER6nD9pX7m1nLojboejiW8rPvUWoMvPydAWsO1Q0i4icc0/RX7V9gNU1h5xOJr44zLG6RBERCROjR/ch5ysNBqaPKzcWuZ0OHHNv9Xbmaoa3y4l7SIS1/L692L84D40eSxvbda2L+FUUlnHvIWraXTb5sfc1rYoTiciItJTjDHNo+3/2qwp8k5pdHt42zfSPlvr2dulpF1E4p6/ivxrmiIfNv6Evbiilsy0JACm5WW3KE6nxF1ERHqaP2l/a/N+3B7bydkSDh98dpBD9U1k90pm8rAsp8OJSEraRSTu+ZP2t7eWcbihyeFoYtPSwlKKK2rJzU4nMy0RgCtPGt6iON1S3TQREZEeNi0vmz6piRw4fIQPiw86HU5cWvaJd5T9jLEDSHBp2Vx7wpq0G2P6GmMWG2OqfMdiY0yHt0+MMSONMbaD4/KA89p7/uZwfhYRiV3jBvVhZL90jjR5WP6J1rSFw/xZedx9wUTuuWgixRV1pCS6mJs/uLk43d0XTGT+rDynwxQRkTiTlOBijm8d9ZuaIu8I//7ss8epanxHwj3S/hQwBTjHd0wBFh/l/F3AkFbHT4DDwGutzr2u1Xl/CWXgIhI/jDGckz8EgNcK9zocTeyaPyuPVdsPAHDWxEH0TvGOuOdkpSlhFxERx2jrN+eUVNbxyb5DuAycPkZJe0fClrQbYybgTdRvsNaustauAm4ELjDGjGvvNdZat7W2NPAALgWetdbWtDq9stW5WgwpIt3mnyK/bMt+6hu17Us4uD2WlzbsAeDiyUMdjkZERMTrjHEDSEow7Cg7zPay1imHhNNyX9X4qbl96dsr2eFoIlc4R9pnAFXW2vf8D1hrVwNVwMyuvIEx5kS8o/OPtfP0Q8aYcmPM+8aYm40xHX4WY0yKMSbDfwB9gvokIhLzJuVkMiQzlcNH3LyzrdzpcGLSmqIK9lU3kJGayBmaAhcztBRORKJdRmoS00f1A+BfGm3vUf6p8WeqavxRhTNpHwy0t3/Sft9zXXE9sNla+26rx+8CLgfOAp4B/he48yjvcwfemwX+Y3cXv7+IxAmXyzTv2a4q8uHx0oYSAM47YQgpiQkORyMhpKVwIhL1tPVbz6tvdPPONu+yOa1nP7qgk3ZjzD1HuUPuP07ynd7evgmmg8dbf5804Ku0M8purf2pb8r9emvt/wJ3A7cd5e3uAzIDjmGdfX8RiT/+KfL/2ryPRrfH4WhiS0OTm1c2eusFXDRFU+NjhZbCiUis+OIEb9K+7rODHKhpcDia+LCmqIK6RjeDMlKYOCTD6XAiWndG2h8CJnRyFAKlwKB2Xj8A6MotrMuAdODJLpy7GsgwxrT3/bDWNlhrq/0HcKgL7ykicaawpIqstCQqaxtZU1TR/HhJZR2LCoocjCz6rfikjOr6JgZnpHJKXj+nw5HQiZilcCIixyInK43jh2bgsfDWlvYmC8uxWlRQREnl5/del/nWs08bmc3j7+x0KKrokBjsC6y15UCnCz6NMauATGPMNGvtGt9jp+Ad6W493b091wMvWWu7sv/SVKAeqOzCuSIibSwqKOKnr2ymd4p32vZrhXs5dXR/SirrmLdwNcUVtQCqct5NL/oK0F04eYj2YI0t4V4K9xZQB3wR71K4/sBP23sTY0wKkBLwkOrXiEhQzp44iI/3VPOvTfu44qThTocTUxYVFLFgySaeeHcnT980nZystOb17Kt2HOBl32w8XWe1L2x3rK21m4HXgT8bY6YbY6YDfwaWWGs/ATDG5BhjthhjpgW+1hgzGjgdeLT1+xpjLjTG3GiMyTfGHGeMuQH4GbDQWqu5LCLSLXPzB5ObnU5Ng7dy/KsflbKrorY5Yc/NTmdufldzEAlU09DUXNjn4ik5DkcjXRGlS+FUv0ZEjslZvinyK7eWayeZEPNfZxX7rq1W7zjAzgPeAZHymiO6zupEuKeZfQ34CHjDd2wErg54PgkYh3cafKD5QInvNa01At8CVvne7zt4O/IfhDJwEYkvOVlpPH3TdIb3TQOg4vAR5vxqeXPC7r8rLMF74+NSGpo8jBrQi+OHas1alIi6pXCofo2IHKPjh2YwNDOVukbtJBNq/ussf+L+1T+vbn5O11mdC2vSbq2tsNZeZa3N8B1XWWsrA57faa011trlrV53p7V2uLW2TSUoa+3r1tqp1to+1tpe1toTrLW/tdY2hfOziEjsy8lK45lvzMD4Zm83eSxJCUYdyTF6Yb1/b/YcjNHU+GhgrS231m7p5KjHewM9M3DGnFNL4VS/RkSOlTGGs3xV5N/U1m8h50/ckxIMHt9cLJdB11ldoIIuIiKtuJRYhkzZoYbm0YqLVTU+5mgpnIjEms+3ftuPx9PpKh/phsBm1TVX1yhpFxHx8Redcwf0Jo1uy7yFq1tUO5Wue/Wjvbg9lsnDsxjZv5fT4Uh4aCmciMSMU/L60SclkfKaBtbvVo3rUCqprOPyP77bfJ3lMt5ZjbrO6pySdhERaFElPjc7naum5wKQmuRqLpqiDiV4L64vAeDiyRplj1VaCicisSQ50cUZ4wYAmiIfSv7rrD2V9QBMHJLB8v+a3aI4na6zOqakXUQEWFpY2qLo3PWzRgHQ0OhhaFYqxRW1LC0sdTjK6FJ8oJYPiitxGbhg0hCnwxEREemS5inyStpDxn+dBZCSaHjoq1PJ7derRXE6XWd1LOh92kVEYpF/X9C5+YObi6FMH5XN6h0VnJs/hJysNO0dGqSXNnhH2Wce15+BGakORyMiItI1s8cNJNFl2Lq/hp3lh7W8KwROH9ufBJfB7bH8+PyJjBrQG/i8ON3SwlJdZx2FRtpFRHzmz8prUb103jTvFPnXC0u5ZuZIh6KKTtbaz6vGqwCdiIhEkcy0JE4ZlQ3AvzZrtP1YNbo9fO/ZDbg9ltPHDuCq6SNaPK+Bkc4paRcR6cDc4weTmZZESWUdBdqvNSib9x5i2/4akhNdzM0f7HQ4IiIiQTlrgneK/BuaIn/Mfv/WVj4qqSIzLYkHLpuk7V+7QUm7iEgHUpMSuHRqDgDPrCl2OJro8qJvavwXxw8kIzXJ4WhERESC40/a1+6soOLwEYejiV4fFh/k4eXbAfjpJfkM0nK5blHSLiJyFFeePBzwVpAtr9H20O1ZVFDUouKrx2N52Tc1vneqSqeIiEj0eXPTPo4b0AuPhWVb9jc/XlJZx6KCIgcjix61R5r4/t+80+IvnjKUC7WTTLcpaRcROYoJQzKYPDyLJo/l7+t2Ox1OxFlUUMSCJZtabNXy/s4K9lTVY4Dn1u7WxY2IiEQVf99Wdsh7s96/9Zt/27IFSzapb+uC+17dQlH5YQZnpLLgonynw4lqStpFRDoxzzfa/uz7u7DWOhxNZJmbP7jNHqtP+ZYSWCA3O11r2kVEJKr4+7bq+iYAln+6nx1lNcxbuLp5e1j1bUe34tMyFq/+DIBfXT6ZzHQtlTsWStpFRDpxweShpCcnsKP8MGuKKpwOJ6L4t2rxJ+6zH1jGi76p8QP7pPD0TdNbVOQXERGJdIF9G0B9o4ezH3y7OWFX33Z0lbVHuO25DQBcO3Mks8b0dzii6KekXUSkE71TErnItw7r2fd3ORxN5PFf3CQlGBrdn89E+Ps3Z+qiRkREopK/b3P5Cp27PZakBKOEvRPWWn70QiH7DzUwakAvfnjOeKdDiglK2kVEusBfkO6Vj/ZSVdfocDSRz2XA5dKWLiIiEt0CtyfzaIVcp17asIdXNu4lwWV48IoppCUnOB1STFDSLiLSBVOGZzFuUB8amjy8uL7E6XAiir8wT+Aou8fSojidiIhINPH3bW6PxQSMtn/5D++qb+vA3qo67nqhEIBbzxzN5OFZDkcUO5S0i4h0gTGGr0zzjrY/vUYF6fz8FzXFFbX0TvFu7zZrdL82xelERESiRWDflpudzr9/cAZfyPUmoKXV9Vz+RyXurXk8ltue20h1fROTh2fx7TmjnQ4ppihpFxHpokun5pCc6GLz3mo+KqlyOpyIsLSwlOKKWob1TaPR7Qbg23PGtChOt7Sw1OEoRUREus7ft/mLzuX1783j101jVP9eAOyprOfFDzXrLtCTq3ZSsK2c1CQXD14xmaQEpZmhpNYUEemirPRkzvVt8fKMCtIBMH9WHndfMJHzTxhCQ5Pl+KEZTB+V3VzA5+4LJjJ/Vp7TYYqIiHSZv28LLDqXmZbEX284hQG9UwBY/mkZ9Y1uJ8OMGNv213Dfa1sAuPO8CYwa0NvhiGKPknYRkSD4C9K9tH4PhxuaHI4mMnxtei7/8I043HBaXnPRnpysNCXsIiISlebPymtTJX5oVhpPXj+NPimJrCmq4AfPbcAT59XpGt0evv+39TQ0eThtTH+unj7C6ZBikpJ2EZEgzBjVj5H90qlpaOKVj/Y6HU5EeHnDXsoONTA4I5XzTxjqdDgiIiJhM2FIBn+8+kQSXYZXNu7lvtc2Ox2Sox769zY27q4iMy2JBy6b3KLavoSOknYRkSAYY5qnfT2zprjFcyWVdSwqKHIiLMdYa3l05Q4Arpk5kuREdSsiIhLbTh3dn/svmwTAn1cW8fg78dX3+63fVclDy7YBcO8l+QzOTHU4otiV6HQAIiLRZFFBEf/esh+AD4or+XTfIcYO6tOi0iwQN9PC391+gC2lh0hLSuCr03KdDkdERKRHfOkLw9hbVc8DSz9hwZJNDMlM5Zz8IU6H1WPqjrj5/rPrcXssF04eykWTNdMunDQkIiIShLn5g8nNTm/++tGVRW22hpnrK1YXD/yj7FecNIzM9CSHoxEREek535p9HF87JRdr4TvPrGftzgqnQ+ox9722mR3lhxmckcq9Fx/vdDgxT0m7iEgQ/FXRB/TxVo/929pdzH5gWYutYVoXrolV2/YfYtknZRgD150aHzMLRERE/Iwx/M9Fx/PF8QNpaPJww5Nr2V5W43RYYff2p2U8ueozAB64fBJZ6ckORxT7lLSLiAQpJyuNf3xzZvPXjW5LUoKJq4Qd4LGCnQCcPWEQI31714qIiMSTxAQXv//qVCYPy6SytpFrH19D2aEGp8MKm8raI9z2/AYArpkxgtPGDHA4ovigpF1EpBtcLoMrjgukHqhp4B8f7AbghtNGORyNiIiIc9KTE3ns2pPJzU5nV0Ud8594P2a3hb3rxY/ZV93AqAG9+O9zJzgdTtxQ0i4iEiT/GvbArVkb3ZZ5C1dTUlnnXGA96P/eK6ahycOkYZmcPLKv0+GIiIg4qn/vFP4yfxp905P4qKSKW576gCa3x+mwQurF9SW8vGEPCS7Dg1dMIS05wemQ4oaSdhGRILQuOneDr0p8ostQXFEbF4l7faObJ1ftBOD6WXnak1VERATI69+Lx649mZREF8s+KeOuFwux1nb+wiiwt6qOu14oBOCWOaOZPDzL4Yjii5J2EZEgLC0sbVF07rtnjyW7VzJNHkt2r2SKK2pZWljqdJhh9dL6PZTXHGFIZirnnRA/29uIiIh05gu5ffndvKkYA0+v2cXDvn3Mo5nHY7n9+Y1U1zcxaVgmt5w52umQ4o6SdhGRIMyflcfdF0xsLjrXOyWRb55xHABJCYY7zxsf03u0W2t5tMC7zdt1p44kKUHdiIiISKC5xw/mfy7yboP2qzc+5fl1ux2O6NgsXv0ZK7eWk5rk4sErp6jvd4BaXEQkSPNn5bWoEn/1jBEMykhhX3UDKYmxvb5r5dZyPt1XQ6/kBK48OdfpcERERCLS12eM5BtneAu1/vffN7Jya5nDEXXP9rIa7nttMwB3nDuB4wb0djii+KSkXUTkGKUmJXDLmWMAeGjZNuqOuB2OKHQWFRS1WKP/aEERAOdNGsLfo3zkQEREJJx+OHc8F00eSpPH8s2/fsCmPdVOhxSURreH7z+7nvpGD6eN6c/V00c4HVLcUtIuIhICV540nGF90yg71MBfVu10OpyQWFRQxIIlm5qL631Seoi3Py3DAO9sLWfBkk0s8iXxIiIi0pLLZXjg8klMH5VNTUMT1z2xJqqK1T68bBsbdleRkZrIA5dNxhXPe906TEm7iEgIJCe6+O5ZYwH444rtVNc3OhzRsZubP5jc7PTmqvi/f2sr4J1ZsKeqntzsdObmD3Y4ShERkciVkpjAn64+ibGDerOvuoFrF62hqjbyrxE27Krk9//2FtG795J8BmemOhxRfFPSLiISIpdOzeG4Ab2orG3ksZXRPwKdk5XG0zdNb07cl3y0F4C6Rndz9fzAtf0iIiLSVmZaEo9fN41BGSls3V/DTYvX0tAUuUvp6o64+d6z63F7LBdMGsLFU3KcDinuKWkXEQmRBJfh+2ePA+CxgiIqDh9xOKJj50/cA2fEJSUYJewiIiJByMlK4/Frp9E7JZH3iir4r+c24vFE5h7uv3htMzvKDzMoI4WfXpLvdDiCknYRkZA6N38wE4dkUNPQxB9XbHc6nJD4aHclEXpdISIiEjUmDs3gj1edSKLL8PKGPfxy6RanQ2pj5dYy/rLqMwDuv2wyWenJDkckoKRdRCSkXC7DbXO9o+1/eXcn+6rrHY7o2OwsP8ytT38IgDHeUfZGt20uTiciIiJdN2tMf+6/bBIAf1qxg7+8u9PZgAJU1TZy23MbAfj6jBGcMXaAwxGJn5J2EZEQmz1uACeO6EtDk4eHfEVcolFJZR0XP/wOjW6Ly8Art85i+W1zWhSnU+IuIiISnC99YVjzDf57Xv6Y1wtLHY7I664XCymtrmdU/17cce4Ep8ORAEraRURCzBjD8UMzAHjm/WJ2VdQ2P1dSWRc126Q9/V4xVXXeCrc/Pn8CE4dmtilOtzRCLjRERESiybdmH8e8ablYC9955kPWfXbQ0Xhe3rCHlzbsIcFl+PWVU0hLTnA0HmlJSbuISIgtKijiyVWfkZrootFt+a1vq7SSyjrmLVwdFfubW2tZv6sSgJNH9uW6U/Oan/Mn7ndfMJH5s/I6egsRERHpgDGGey8+njPHD6ShycMNf3mfHWU1jsRSWlXPj18oBODbc0YzZXiWI3FIx5S0i4iEmH9/8/omDwB/X7ebd7aVM2/haooraqNif/MX1pdQsK2clEQXv7p8MsaYFs/nZKUpYRcRETkGiQkuHvrqVCYNy+RgbSPXPv4+5TUNPRqDtZUEgq4AABQ2SURBVJbbnt9AVV0jk4ZlcuuZo3v0+0vXKGkXEQmxwCnkABa46rH3mhP2SN8u7eDhI9y7ZDMA//nFMYzo18vhiERERGJTenIij11zcvOys+ufeJ/aI0099v0Xr/6MlVu9N+l/fcUUkhKUHkYi/auIiISBP3FP9G1wbi0kuqJjf/Ofv7qZisNHGDeoDzedPsrpcERERGLagD4pPHHdyfRNT2LD7ipufepDmtyesH/f7WU1/PxV7036O84dz+iBvcP+PaV7lLSLiIRR4KzyJo+lqvaIc8F0wartB3hu3W4Afv6lfN1xFxER6QGjBvTm0WtOJiXRxVtb9nP3Sx9jrQ3b92tye/j+3zZQ3+hh1uj+fH3GyLB9Lzl2uhoTEQkDf9G5RrdtHm0H+NIf3qX4wGEHI+tYfaObH/3zIwC+dkouJ47IdjgiERGR+HHiiL789itTMQaeeq+YPyzfHrbv9fCy7WzYVUlGaiIPXD4Jl8t0/iJxjJJ2EZEQ8yfs/jXsK26fw+L50zBAfZOH839f4Pj+5osKitrE8Mjy7ewoP0yvlARuP2e8Q5GJiIjEr3PyB3PPhccD8MDST/jHB7tD/j027q7kd//27mxz7yX5DMmM7GV7oqRdRCTklhaWtik6d9rYAdx7ST4Ah+qb+NXSTxyLb1FBEQuWbGLewtXNifu2/TX8Ydk2AA43uPn7utBfJIiIiEjnrpk5km/4asrc/vxGCraWh+y96464+d6z63F7LOdPGsJFk4eG7L0lfJS0i4iE2PxZedx9wcQ2Reeumj6Cr8/IBeC1wr0UllQ5Ep9/S7riilrmLVzNropafvDceho93rVz0bAlnYiISCz74TnjuXDyUJo8lpv/uo7Ne6tD8r6/fH0L28sOM7BPCj+7JL/Nlq4SmZS0i4iEwfxZee1Wif/JhfnMHjeA+kYP31i8jorDPV+YLnBLuuKKWmY/sJwNu7w3EIZmpUZFhXsREZFY5nIZfnX5JE7Jy6amoYnrHn+fPce4tG7l1jKeeHcnAPdfNoms9OQQRCo9QUm7iEgPSnAZfvuVqYzsl05JZR23PPVBj2zr0lrglnRuX3Val4Hnbp6phF1ERCQCpCQmsPDqkxgzsDel1fVc+/gaquoau/VeVbWN3PbcRgCunj6C2eMGhjJUCTMl7SIiPSwzLYmFXz+JXskJvLv9AD/6Z2Gbc0oq61hUUBTWODbvqabJ8/l2MgmqHCsiIhJRMtOTeGL+NAb2SeHTfTV8Y/FaGprcQb/P3S8VUlpdT17/XtxxnorNRhsl7SIiDhg7qA/nTRoCwLNrd7GoYEfzc/7q8wuWbApb4v73dbu48cm1ABgg0WVodNsWxelERETEeTlZaTx+3cn0Tklk9Y4Kbn9+Ix5P1/dwX7JxDy+u30OCy/DrKyaTnpwYxmglHJS0i4g45LtnjSUj1dtxLliymX9v2ddmu7hwFIR7dOUOfvDcRiyQmuTije+dzorb57QoTqfEXUREJHIcPzSTR676Aokuw4vr9/DAG13bhWZfdX3zjL5vzz6Oqbl9wxmmhImSdhERh+RkpfHKf55GapL3V/H8J9Zyxv3L2mwXFyrWWh5Zvp2fvrIZgPTkBF7/zumMGdSnTXG6pYWlIfu+IiIicuxOGzOAX3x5EgCPLN/O4lU7j3q+tZbbnt9IVV0jJ+RkcusXx4Q/SAkLJe0iIg4anp3OC98+tfnrJo8l0WW6nbAvKihqd5R8V0UtV/5pNb98fQsAM4/rx9Lvns7I/r2az/En7ndfMJH5s/K68WlEREQknC47cRg/OHssAD956WPe+Ljjm+x/Xf0Zb39aRkqiiwevnExSglK/aKV/ORERh/VJTSIxoAhck8fy19WfUd8YXKGZRQVFLFiyqc309h1lNcz9zdus2VkBwF0XTOSpG6czPDu9zXvkZKUpYRcREYlgt5w5mnnThuOx8J/PfMiHxQfbnLOjrIafveqdWffDc8YzemCfng5TQkhJu4iIg/xr2Js8tkX19keWb+f0+5fxt7W7cHtshyPogVXm5+YPbrMu/ZPSas797Upqj3hvANxz0fFcr6RcREQkahljuPfifOaMG0B9o4drH3+fneWHm59vcnv49lMfUt/o4dTR/bh25kjngpWQCGvSboz5kTHmXWNMrTGmsouvMcaYe4wxe4wxdcaY5caY41ud09cYs9gYU+U7FhtjssLzKUREwqN10bm3b5/Dytvn0K9XMgD7DzVw+/MbmXHfW+2OoLeuMt96XfoZ9y9j7m9W0tDkwQC/+8oUddwiIiIxIDHBxSl5/QCoqmvka4+u5kBNAwC/eG0Lm/dWA3DSiGxc2tI16oV7pD0ZeA54JIjX3A58H7gFOBkoBd40xgTO6XgKmAKc4zumAItDEbCISE9ZWljapujc8Ox0Xrp1FsP7etezpya52H/I2wkXV9TypT+8Q0llXZuE/7Qx/fmg+CArPinjpJF9MdBiD/ZF153ERVNynPiYIiIiEgYXThnaXP+mpLKeqx5bw6sb9/KobwZev17JXHHycCdDlBAx1nZ9j79ufxNjrgV+Y6096mi4McYAe3zn/tL3WAqwD/ihtfZPxpgJwCZgurX2Pd8504FVwHhrbaf7HxhjMoCqqqoqMjIyjuGTiYgcm0UFRczNH9ym6FxJZR1LC0v58heG8YcV21hUUESj2/v72hhwGYPbY0lLSqBfryRKqurp6Nd5osuw4vY5Ia1EL6FXXV1NZmYmQKa1ttrpeKKd+noRiQcllXVc9si77K2qb/F4enICb3zvdIb1bVu/RpzT3b4+0ta05wGDgTf8D1hrG4AVwEzfQzOAKn/C7jtnNVAVcE4LxpgUY0yG/wBUiUFEIsL8WXntJtP+gnCZ6Uncce4EVtw2h/NP8O7Zbi24faPodY1udld6E/aBfVKYlpfdvPd7osuQlGBo8ljtvS4iIhKDcrLSeP6bM1sUtAV4/uYZSthjSKQl7YN9f+5r9fi+gOcGA/vbee3+gHNauwNvUu8/dh9bmCIiPWtoVhp3nj+xRadsDNx65mj+74ZTWPfjs/jnt0+ltKqe6vomcrPTWXH7HJbfNqdNcTqRUFL9GhER55mAnD3BZchMT3YuGAm5oJN2XydrOzlOOsa4Wk/yNK0ea28SaOtzAt0HZAYcw44xPhGRHhVYZT4pwTuCbi28uH4PI/v3ol/vlHbXyLcuTre0sOP9XEW6SfVrREQc4r8+aHR/fn3g1gy7mJPYjdc8BDzTyTk7u/G+4O20wTtivjfg8YF8PvpeCgxq57UDaDtCDzRPsW/wf22MKiiKSPRoXXTu6ZumAzQ/Nm/hap6+aXrz/uqt18j7E/elhaXag11Czlr7E2iuX9MpX/2a7wI/s9b+w/fYNXj78K8C/vo159Cyfs2NwCpjzLiu1K8REYl1Xb0+UE2b6Bf0SLu1ttxau6WTo77zd2pXEd6k/Gz/A8aYZOAM4F3fQ6uATGPMtIBzTsE7gv4uIiIxJpgR9M7WyItEgLDUrxERiTeaYRc/ujPS3mXGmFwgG8gFEowxU3xPbbPW1vjO2QLcYa39p7XWGmN+A9xpjNkKbAXuBGrxTpPDWrvZGPM68GdjzDd877cQWKI77yISizSCLjHmaPVrRgScE1T9Gt9uMykBD6norIjENF0fxI+wJu3AAuCagK8/9P05B1ju+/s4vKPkfvcDacAfgL7Ae8B/WGsPBZzzNeB3fH6X/iW86+JERGJSR52uRtAlHIwx9wA/6eS0k621a4/h24S6fs0ddB6ziEhM0fVBfAhr0m6tvRa4tpNzTKuvLXCP7+joNRXAVccan4iIiLQr6urX4C06++uAr/ug3WJERCQGhHukXURERKKMtbYcKA/T2wfWr/kQWtSv+aHvnOb6NdbaNb5zjlq/RkVnRUQkVkXaPu0iIiISRYwxub6aNc31a3xH74BzthhjLoXmGXX++jWXGmPygSdoVb8G8NevmW6MmQ78GdWvERGROKSRdhERETkWql8jIiISRsZ7wzu+GGMygKqqqioyMjKcDkdERITq6moyMzMBMq211U7HE+3U14uISKTpbl+v6fEiIiIiIiIiEUpJu4iIiIiIiEiEUtIuIiIiIiIiEqGUtIuIiIiIiIhEKCXtIiIiIiIiIhFKSbuIiIiIiIhIhFLSLiIiIiIiIhKhlLSLiIiIiIiIRCgl7SIiIiIiIiIRSkm7iIiIiIiISIRS0i4iIiIiIiISoZS0i4iIiIiIiEQoJe0iIiIiIiIiEUpJu4iIiIiIiEiEUtIuIiIiIiIiEqESnQ7ASdXV1U6HICIiAqhPChe1q4iIRIru9knGWhviUCKfMSYH2O10HCIiIu0YZq0tcTqIaKe+XkREIlhQfX28Ju0GGAocCsHb9cF7UTAsRO8XD9RmwVObBU9tFjy1WfBC3WZ9gD02HjvnEAtxXw/6/xEstVfw1GbBU5sFT20WPMf7+ricHu9roJCMYnivCQA4ZK3VHLwuUJsFT20WPLVZ8NRmwQtDm6ndQySUfT3o/0ew1F7BU5sFT20WPLVZ8CKhr1chOhEREREREZEIpaRdREREREREJEIpaT92DcD/+P6UrlGbBU9tFjy1WfDUZsFTm8UP/VsHR+0VPLVZ8NRmwVObBc/xNovLQnQiIiIiIiIi0UAj7SIiIiIiIiIRSkm7iIiIiIiISIRS0i4iIiIiIiISoZS0i4iIiIiIiEQoJe1dYIz5ljGmyBhTb4xZZ4w5rZPzv2yM2WSMafD9eWlPxRopgmkzY8yNxpiVxpiDvuNfxphpPRlvJAj25yzgdV8xxlhjzAvhjjHSdOP/ZpYx5mFjzF7fazYbY87rqXgjQTfa7LvGmE+MMXXGmF3GmAeNMak9Fa+TjDGnG2NeNsbs8f0fu6QLrznD1671xpgdxpibeyJWCQ3198FRXx889fXBU18fPPX1XRctfb2S9k4YY64EfgP8DJgKrAReM8bkdnD+DOBZYDEw2ffn34wxp/RMxM4Lts2A2cDTwBxgBlAMvGGMyQl/tJGhG23mf90I4Fe+8+NKN/5vJgNvAiOBy4BxwI1ASU/EGwm60WZfA36Bd5uTCcD1wJXAfT0SsPN6ARuAW7pysjEmD3gVb7tOBX4O/M4Y8+WwRSgho/4+OOrrg6e+Pnjq64Onvj5oUdHXa8u3Thhj3gM+sNZ+M+CxzcAL1to72jn/WSDDWntuwGOvAwettfN6ImanBdtm7bw+ATgI3GKtfTJ8kUaO7rSZr51WAI8DpwFZ1tpO7w7Gim7837wZuA0Yb61t7LlII0c32uwhYIK19osBj/0vMM1a26XRoVhhjLHApdbaDke5jDG/BC6y1k4IeOyPwGRr7YweCFOOgfr74KivD576+uCprw+e+vrui+S+XiPtR+G7W3ci8Earp94AZnbwshntnL/0KOfHlG62WWvpQBJQEcLQItYxtNndQJm19rFwxRaputlmFwGrgIeNMfuMMYXGmDt9F0Qxr5ttVgCc6J/CaowZBZwHvBKuOKNcR7//TzLGJDkQj3SR+vvgqK8Pnvr64KmvD576+h7hSF+fGK43jhH9gQRgX6vH9wGDO3jN4CDPjzXdabPWfoF3GtO/QhhXJAu6zYwxp+KdvjQlvKFFrO78nI0CzgT+D29nNAZ4GO/vwQXhCTOiBN1m1tpnjDEDgAJjjMHbVo9Ya38R1kijV0e//xPxtv/eHo9Iukr9fXDU1wdPfX3w1NcHT319+DnS1ytp75rWawhMO48dy/mxqFttYIy5HZgHzLbW1ocjsAjWpTYzxvQB/grcaK0t74nAIlgwP2cuYD9wk7XWDawzxgzFO40uHjpyvy63mTFmNvAj4FvAe8Bo4LfGmL3W2nvDGWQUa69923tcIpP6++Corw+e+vrgqa8Pnvr68Orxvl5J+9GVA27a3pkaSNs7LH6lQZ4fa7rTZgAYY/4LuBM4y1q7MTzhRaRg2+w4vAVWXvbeEAV8S12MMU3AOGvt9rBEGjm683O2F2j0deJ+m4HBxphka+2R0IcZUbrTZvcCi621j/q+/sgY0wtYaIz5mbXWE55Qo1ZHv/+bgAM9H44EQf19cNTXB099ffDU1wdPfX34OdLXa037Ufj+Y68Dzm711NnAux28bFU75//HUc6PKd1sM4wxtwF3AedYa9eGL8LI04022wKcgHe6nP94CVjm+/uusAUbIbr5c/YOMNoYE/h7byywNw468e62WTrQurN2472jbNqeHvc6+v2/Nl4LIkUL9ffBUV8fPPX1wVNfHzz19T3Cmb7eWqvjKAfeLQ+OAPPxboPwIFADjPA9/yRwX8D5M/HeafkhMN73ZyNwitOfJYLb7HagAfgy3jtX/qO3058lUtusndc/gbcqqOOfJVLbDBgOHAJ+j7cDPx/vXecfOf1ZIrjN7gGqga8AeXg7qW3As05/lh5qr958frFsge/5/p7re/4+4MmA8/OAw8Cvfe0739feX3b6s+jo0r+3+vvwtpf6evX1PfFzpr5efX2w7RUVfb3jDRUNB941Hjt9nc064PSA55YDT7Q6/zK8d0iP4J2S8yWnP0Mkt5nvPNvOcY/TnyNS26yd18ZdR96dNsNb8XM1UA9sxztFM8HpzxGpbYZ3CdVPfJ13Hd59lR/Gu+WQ45+lB9pqdge/m57wPf8EsLzVa84APvC1bxFws9OfQ0dQ/+bq78PUXurru/cz1uq16uvV14e8zdTXR0dfr33aRURERERERCKU1rSLiIiIiIiIRCgl7SIiIiIiIiIRSkm7iIiIiIiISIRS0i4iIiIiIiISoZS0i4iIiIiIiEQoJe0iIiIiIiIiEUpJu4iIiIiIiEiEUtIuIiIiIiIiEqGUtIuIiIiIiIhEKCXtIiIiIiIiIhFKSbuIiIiIiIhIhFLSLiIiIiIiIhKh/h+Bv/4p3OX7dQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def downsample(highres_solution, factor):\n",
|
|
" if (len(highres_solution.shape) == 1):\n",
|
|
" highres_solution = highres_solution.reshape((1, highres_solution.size))\n",
|
|
"\n",
|
|
" assert(highres_solution.shape[1] % factor == 0)\n",
|
|
" ny = highres_solution.shape[0] \n",
|
|
" nx = highres_solution.shape[1] / factor\n",
|
|
"\n",
|
|
" if (factor == 1):\n",
|
|
" return highres_solution\n",
|
|
" else:\n",
|
|
" \n",
|
|
" return highres_solution.reshape([int(ny), int(1), int(nx), int(factor)]).mean(3).mean(1)\n",
|
|
" \n",
|
|
"\n",
|
|
"# Test 2D downsample\n",
|
|
"a = np.arange(60).reshape((6, 10))\n",
|
|
"b = downsample(a, 2)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.subplot(1,2,1)\n",
|
|
"plt.imshow(a, extent=[0, 1, 0, 1])\n",
|
|
"\n",
|
|
"plt.subplot(1,2,2)\n",
|
|
"plt.imshow(b, extent=[0, 1, 0, 1])\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Test 1D downsample\n",
|
|
"a = np.sin(np.linspace(0, 2*np.pi, 40))\n",
|
|
"b = downsample(a, 4)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.subplot(1,2,1)\n",
|
|
"plt.plot(np.linspace(0, 1, a.size), a.flatten(), 'x-')\n",
|
|
"\n",
|
|
"plt.subplot(1,2,2)\n",
|
|
"plt.plot(np.linspace(0, 1, b.size), b.flatten(), 'x-')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def wall_boundary_conditions(data, num_ghost_cells):\n",
|
|
" data[0:num_ghost_cells,:] = data[2*num_ghost_cells-1:num_ghost_cells-1:-1,:]\n",
|
|
" data[-num_ghost_cells:,:] = data[-num_ghost_cells-1:-2*num_ghost_cells-1:-1,:]\n",
|
|
" data[:,0:num_ghost_cells] = data[:,2*num_ghost_cells-1:num_ghost_cells-1:-1]\n",
|
|
" data[:,-num_ghost_cells:] = data[:,-num_ghost_cells-1:-2*num_ghost_cells-1:-1]\n",
|
|
" return data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[1.0, 50.0, 0.27710612593755635]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def gen_test_data(nx, ref_nx, g, num_ghost_cells):\n",
|
|
" assert(num_ghost_cells >= 1)\n",
|
|
" ref_ny = num_ghost_cells\n",
|
|
" ny = ref_ny\n",
|
|
" \n",
|
|
" width = 100.0\n",
|
|
" height = 100.0\n",
|
|
" ref_dx = width / float(ref_nx)\n",
|
|
" ref_dy = height / float(ref_ny)\n",
|
|
"\n",
|
|
" x_center = ref_dx*ref_nx/2.0\n",
|
|
" y_center = ref_dy*ref_ny/2.0\n",
|
|
"\n",
|
|
" #Create a gaussian \"dam break\" that will not form shocks\n",
|
|
" size = width / 5.0\n",
|
|
" dt = 10**10\n",
|
|
" \n",
|
|
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
|
|
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
|
|
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
|
|
" \n",
|
|
" x = ref_dx*(np.arange(0, ref_nx, dtype=np.float32)+0.5) - x_center\n",
|
|
" y = ref_dy*(np.arange(0, ref_ny, dtype=np.float32)+0.5) - y_center\n",
|
|
" xv, yv = np.meshgrid(x, y, sparse=False, indexing='xy')\n",
|
|
" r = np.sqrt(xv**2)\n",
|
|
" xv = None\n",
|
|
" yv = None\n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" #Make sure that the wanted resolution is suitable\n",
|
|
" assert(ref_nx >= nx)\n",
|
|
" assert(ref_ny >= ny)\n",
|
|
" \n",
|
|
" #Generate highres then downsample\n",
|
|
" #h_highres = 0.5 + 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
|
|
" h_highres = 0.5 + 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
|
|
" h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(h_highres, ref_nx/nx)\n",
|
|
" h_highres = None\n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" #hu_highres = 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
|
|
" hu_highres = 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
|
|
" hu[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(hu_highres, ref_nx/nx)\n",
|
|
" hu_highres = None\n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" #Fix boundary conditions\n",
|
|
" h = wall_boundary_conditions(h, num_ghost_cells);\n",
|
|
" hu = wall_boundary_conditions(hu, num_ghost_cells);\n",
|
|
" \n",
|
|
" scale = 0.7\n",
|
|
" max_h_estimate = 0.6\n",
|
|
" max_u_estimate = 0.1\n",
|
|
" dx = width/nx\n",
|
|
" dy = height/ny\n",
|
|
" dt = scale * min(dx, dy) / (max_u_estimate + np.sqrt(g*max_h_estimate))\n",
|
|
" \n",
|
|
" return h, hu, hv, dx, dy, dt\n",
|
|
"\n",
|
|
"h, hu, hv, dx, dy, dt = gen_test_data(nx=100, ref_nx=1000, g=9.81, num_ghost_cells=2)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"ax=plt.subplot(1,3,1)\n",
|
|
"im=plt.imshow(h, extent=[0, 100, 0, 100])\n",
|
|
"divider = make_axes_locatable(ax)\n",
|
|
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
|
|
"plt.colorbar(im, cax=cax)\n",
|
|
"\n",
|
|
"ax=plt.subplot(1,3,2)\n",
|
|
"im=plt.imshow(hu, extent=[0, 100, 0, 100])\n",
|
|
"divider = make_axes_locatable(ax)\n",
|
|
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
|
|
"plt.colorbar(im, cax=cax)\n",
|
|
"\n",
|
|
"ax=plt.subplot(1,3,3)\n",
|
|
"im=plt.imshow(hv, extent=[0, 100, 0, 100])\n",
|
|
"divider = make_axes_locatable(ax)\n",
|
|
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
|
|
"plt.colorbar(im, cax=cax)\n",
|
|
"\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"print([dx, dy, dt])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"#Plot initial conditions \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"\n",
|
|
"for nx in [128, 1024, 16384]:\n",
|
|
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, nx, 9.81, 1)\n",
|
|
" x = np.linspace(0.0, nx*dx, nx)\n",
|
|
" \n",
|
|
" #plt.subplot(211)\n",
|
|
" plt.plot(x, h0[1:-1, 1:-1].flatten(), marker=' ', label='h_' + str(nx))\n",
|
|
" plt.plot(x, hu0[1:-1, 1:-1].flatten(), marker=' ', label='hu_' + str(nx))\n",
|
|
" #plt.subplot(212)\n",
|
|
" #setBwStyles(fig.gca())\n",
|
|
" #plt.plot(x, hu0.T, marker=\" \", label='hu_' + str(nx))\n",
|
|
" #plt.legend(loc='upper left')\n",
|
|
" \n",
|
|
"#plt.xlim([47, 53])\n",
|
|
"#plt.ylim([0.58, 0.61])\n",
|
|
"plt.legend(loc='upper left')\n",
|
|
"save_figure(fig, 'initial_conditions')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def gen_filename(simulator, nx):\n",
|
|
" return \"smooth1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def sanity_check(variable, variable_name):\n",
|
|
" maxval = np.amax(variable)\n",
|
|
" minval = np.amin(variable)\n",
|
|
" if (np.isnan(maxval) or np.isnan(minval)):\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" print(variable_name + \" contains NaN values\")\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
"\n",
|
|
"def run_benchmark(datafilename, simulator, courant_number, nx, reference_nx, \n",
|
|
" ghost_cells, g=9.81, force_rerun=False, transpose=False):\n",
|
|
"\n",
|
|
" if (os.path.isfile(datafilename) and force_rerun == False):\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" print(\"Existing simulation exists, skipping simulation\")\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" else:\n",
|
|
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, reference_nx, g, ghost_cells)\n",
|
|
" ny = ghost_cells\n",
|
|
" dt = dt * courant_number\n",
|
|
"\n",
|
|
" #Initialize simulator\n",
|
|
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
|
|
" if (transpose):\n",
|
|
" h0 = np.ascontiguousarray(np.transpose(h0))\n",
|
|
" hu0, hv0 = np.ascontiguousarray(np.transpose(hv0)), np.ascontiguousarray(np.transpose(hu0))\n",
|
|
" dx, dy = dy, dx\n",
|
|
" nx, ny = ny, nx\n",
|
|
"\n",
|
|
" sim = simulator(cuda_context, \n",
|
|
" h0, hu0, hv0, \n",
|
|
" nx, ny, \n",
|
|
" dx, dy, dt, \n",
|
|
" g)\n",
|
|
"\n",
|
|
" t, nt = sim.step(1.0)\n",
|
|
" \n",
|
|
" h, hu, hv = sim.download()\n",
|
|
" \n",
|
|
" if (transpose):\n",
|
|
" h = np.transpose(h)\n",
|
|
" hu, hv = np.ascontiguousarray(np.transpose(hv)), np.ascontiguousarray(np.transpose(hu))\n",
|
|
"\n",
|
|
" h = h[ghost_cells, ghost_cells:-ghost_cells]\n",
|
|
" hu = hu[ghost_cells, ghost_cells:-ghost_cells]\n",
|
|
" hv = hv[ghost_cells, ghost_cells:-ghost_cells]\n",
|
|
" \n",
|
|
" sanity_check(h, \"h\")\n",
|
|
" sanity_check(hu, \"hu\")\n",
|
|
" sanity_check(hv, \"hv\")\n",
|
|
"\n",
|
|
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
|
|
" \n",
|
|
" gc.collect() # Force run garbage collection to free up memory\n",
|
|
" \n",
|
|
" return [timer.secs, nt, dt]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Warmup\n",
|
|
"=> LxF_16 6434.595823 ms\n",
|
|
"=> FORCE_16 4949.302912 ms\n",
|
|
"=> HLL_16 4885.749578 ms\n",
|
|
"=> HLL2_16 4799.744129 ms\n",
|
|
"=> KP07_16 5301.300764 ms\n",
|
|
"=> KP07_dimsplit_16 6271.675587 ms\n",
|
|
"=> WAF_16 6690.733433 ms\n",
|
|
"Simulating\n",
|
|
"=> LxF_8 21.024704 ms\n",
|
|
"=> LxF_16 18.023252 ms\n",
|
|
"=> LxF_32 30.022621 ms\n",
|
|
"=> LxF_64 22.022724 ms\n",
|
|
"=> LxF_128 19.989014 ms\n",
|
|
"=> LxF_256 25.992393 ms\n",
|
|
"=> LxF_512 33.017397 ms\n",
|
|
"=> LxF_1024 30.017614 ms\n",
|
|
"=> LxF_2048 39.021492 ms\n",
|
|
"=> LxF_4096 86.036205 ms\n",
|
|
"=> LxF_16384 1692.272425 ms\n",
|
|
"=> FORCE_8 18.007755 ms\n",
|
|
"=> FORCE_16 22.015810 ms\n",
|
|
"=> FORCE_32 19.013882 ms\n",
|
|
"=> FORCE_64 20.016432 ms\n",
|
|
"=> FORCE_128 28.022289 ms\n",
|
|
"=> FORCE_256 24.017334 ms\n",
|
|
"=> FORCE_512 28.022051 ms\n",
|
|
"=> FORCE_1024 31.024218 ms\n",
|
|
"=> FORCE_2048 66.052198 ms\n",
|
|
"=> FORCE_4096 113.092661 ms\n",
|
|
"=> FORCE_16384 2336.951971 ms\n",
|
|
"=> HLL_8 23.990870 ms\n",
|
|
"=> HLL_16 22.017241 ms\n",
|
|
"=> HLL_32 21.989584 ms\n",
|
|
"=> HLL_64 31.026363 ms\n",
|
|
"=> HLL_128 29.021263 ms\n",
|
|
"=> HLL_256 22.011518 ms\n",
|
|
"=> HLL_512 21.036625 ms\n",
|
|
"=> HLL_1024 74.055433 ms\n",
|
|
"=> HLL_2048 55.038452 ms\n",
|
|
"=> HLL_4096 134.097338 ms\n",
|
|
"=> HLL_16384 3129.385948 ms\n",
|
|
"=> HLL2_8 56.042194 ms\n",
|
|
"=> HLL2_16 37.028313 ms\n",
|
|
"=> HLL2_32 15.994072 ms\n",
|
|
"=> HLL2_64 15.008211 ms\n",
|
|
"=> HLL2_128 14.005899 ms\n",
|
|
"=> HLL2_256 23.010492 ms\n",
|
|
"=> HLL2_512 26.020288 ms\n",
|
|
"=> HLL2_1024 42.031288 ms\n",
|
|
"=> HLL2_2048 68.046808 ms\n",
|
|
"=> HLL2_4096 196.173429 ms\n",
|
|
"=> HLL2_16384 4863.662958 ms\n",
|
|
"=> KP07_8 23.046494 ms\n",
|
|
"=> KP07_16 42.031765 ms\n",
|
|
"=> KP07_32 15.011787 ms\n",
|
|
"=> KP07_64 22.021294 ms\n",
|
|
"=> KP07_128 24.016857 ms\n",
|
|
"=> KP07_256 49.036741 ms\n",
|
|
"=> KP07_512 23.010969 ms\n",
|
|
"=> KP07_1024 49.036503 ms\n",
|
|
"=> KP07_2048 86.066484 ms\n",
|
|
"=> KP07_4096 249.189138 ms\n",
|
|
"=> KP07_16384 6919.279575 ms\n",
|
|
"=> KP07_dimsplit_8 23.017883 ms\n",
|
|
"=> KP07_dimsplit_16 30.023575 ms\n",
|
|
"=> KP07_dimsplit_32 21.015882 ms\n",
|
|
"=> KP07_dimsplit_64 18.014193 ms\n",
|
|
"=> KP07_dimsplit_128 18.014193 ms\n",
|
|
"=> KP07_dimsplit_256 19.015551 ms\n",
|
|
"=> KP07_dimsplit_512 16.016245 ms\n",
|
|
"=> KP07_dimsplit_1024 28.026104 ms\n",
|
|
"=> KP07_dimsplit_2048 59.043169 ms\n",
|
|
"=> KP07_dimsplit_4096 169.130564 ms\n",
|
|
"=> KP07_dimsplit_16384 4408.967972 ms\n",
|
|
"=> WAF_8 36.027193 ms\n",
|
|
"=> WAF_16 45.033216 ms\n",
|
|
"=> WAF_32 21.015406 ms\n",
|
|
"=> WAF_64 32.025099 ms\n",
|
|
"=> WAF_128 19.014597 ms\n",
|
|
"=> WAF_256 16.012192 ms\n",
|
|
"=> WAF_512 41.031837 ms\n",
|
|
"=> WAF_1024 35.008907 ms\n",
|
|
"=> WAF_2048 71.053505 ms\n",
|
|
"=> WAF_4096 233.174562 ms\n",
|
|
"=> WAF_16384 6116.666079 ms\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"reference_nx = 16384\n",
|
|
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
|
|
"#domain_sizes = [64, 128, 256, 512]\n",
|
|
"\n",
|
|
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
|
|
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
|
|
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
|
|
"simulator_courant_numbers = [0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9]\n",
|
|
"force_rerun=True\n",
|
|
"transpose=True\n",
|
|
"\n",
|
|
"#reference_nx = 4096\n",
|
|
"#domain_sizes = [32, 64, 128, 256, 512, 1024]\n",
|
|
"#simulators = [HLL2.HLL2, WAF.WAF]\n",
|
|
"#simulator_ghost_cells = [2, 2]\n",
|
|
"#simulator_reference = [HLL2.HLL2, WAF.WAF]\n",
|
|
"#simulator_courant_numbers = [0.95, 0.95]\n",
|
|
"#force_rerun=True\n",
|
|
"\n",
|
|
"sim_elapsed_time = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"sim_dt = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"sim_nt = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"\n",
|
|
"#Warmup to compile kernels\n",
|
|
"with Common.Timer(\"warmup\", verbose=False) as timer:\n",
|
|
" for i in range(len(simulators)):\n",
|
|
" run_benchmark(\"warmup\", \n",
|
|
" simulators[i], \n",
|
|
" simulator_courant_numbers[i], \n",
|
|
" 16, 16, \n",
|
|
" simulator_ghost_cells[i], \n",
|
|
" force_rerun=force_rerun,\n",
|
|
" transpose=transpose)\n",
|
|
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
|
|
" \n",
|
|
"with Common.Timer(\"simulation\", verbose=False) as timer:\n",
|
|
" for i in range(len(simulators)): \n",
|
|
" # Run the simulation for all the domain sizes\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" datafilename = gen_filename(simulators[i], nx)\n",
|
|
" [secs, nt, dt] = run_benchmark(datafilename, \n",
|
|
" simulators[i], \n",
|
|
" simulator_courant_numbers[i], \n",
|
|
" nx, reference_nx, \n",
|
|
" simulator_ghost_cells[i], \n",
|
|
" force_rerun=force_rerun,\n",
|
|
" transpose=transpose)\n",
|
|
" sim_elapsed_time[i, j] = secs\n",
|
|
" sim_dt[i, j] = dt\n",
|
|
" sim_nt[i, j] = nt\n",
|
|
"\n",
|
|
" # Run reference with a low CFL-number\n",
|
|
" datafilename = gen_filename(simulators[i], reference_nx)\n",
|
|
" run_benchmark(datafilename, \n",
|
|
" simulators[i], \n",
|
|
" simulator_courant_numbers[i] * 0.5, \n",
|
|
" reference_nx, reference_nx, \n",
|
|
" simulator_ghost_cells[i], \n",
|
|
" force_rerun=force_rerun,\n",
|
|
" transpose=transpose)\n",
|
|
"print(\"Completed simulation in {:} s\".format(timer.secs))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x864a5d7dd8>"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.title(\"Elapsed time vs number of cells\")\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.plot(domain_sizes, sim_elapsed_time[i,:], label=simulator.__name__)\n",
|
|
"plt.legend()\n",
|
|
" \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.title(\"Dt vs number of cells\")\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.loglog(domain_sizes, sim_dt[i,:], label=simulator.__name__)\n",
|
|
"plt.legend()\n",
|
|
" \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.title(\"Number of timesteps vs number of cells\")\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.plot(domain_sizes, sim_nt[i,:], label=simulator.__name__)\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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pYxmOSZIkSZIkqWMZjkmSJEmSJKlj/QuNkeNzl9/8EgAAAABJRU5ErkJggg==\n",
|
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"text/plain": [
|
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"<Figure size 1200x800 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"order = np.zeros((len(simulators), len(domain_sizes)-1))\n",
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"\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" #Read the reference solution\n",
|
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" datafilename = gen_filename(simulator, reference_nx)\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h_ref = data['h']\n",
|
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" \n",
|
|
" #Compute conservation and error for subsequent resolutions\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" #Read current resolution\n",
|
|
" datafilename = gen_filename(simulator, nx)\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h = data['h']\n",
|
|
" \n",
|
|
" #Downsample reference to current resolution\n",
|
|
" h_ref_downsampled = downsample(h_ref, reference_nx/nx)\n",
|
|
" \n",
|
|
" #Compute error per cell\n",
|
|
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / nx\n",
|
|
" conservation[i, j] = (np.sum(h_ref) - np.sum(h))\n",
|
|
" \n",
|
|
" #Compute the numerical order\n",
|
|
" a = np.arange(1, len(domain_sizes))\n",
|
|
" order[i,:] = np.log2(error[i, :-1] / error[i, 1:])\n",
|
|
" \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"\n",
|
|
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
|
|
"\n",
|
|
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
|
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"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
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"\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",
|
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"plt.title(\"Convergence\")\n",
|
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"plt.legend()\n",
|
|
"save_figure(fig, 'convergence')"
|
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]
|
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},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 14,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
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" <th>8</th>\n",
|
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" <th>16</th>\n",
|
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" <th>32</th>\n",
|
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" <th>64</th>\n",
|
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" <th>128</th>\n",
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" <th>256</th>\n",
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" <th>512</th>\n",
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" <th>1024</th>\n",
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" <th>2048</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
|
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" <th>LxF</th>\n",
|
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" <td>2.046098</td>\n",
|
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" <td>1.074325</td>\n",
|
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" <td>1.834294</td>\n",
|
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" <td>1.165476</td>\n",
|
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" <td>1.412700</td>\n",
|
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" <td>1.432408</td>\n",
|
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" <td>1.524218</td>\n",
|
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" <td>1.589650</td>\n",
|
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" <td>-0.637310</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>1.843813</td>\n",
|
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" <td>0.964270</td>\n",
|
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" <td>1.528037</td>\n",
|
|
" <td>1.060302</td>\n",
|
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" <td>1.226554</td>\n",
|
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" <td>1.206903</td>\n",
|
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" <td>1.225360</td>\n",
|
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" <td>1.553093</td>\n",
|
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" <td>1.704214</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>HLL</th>\n",
|
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" <td>0.959785</td>\n",
|
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" <td>1.222461</td>\n",
|
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" <td>1.098614</td>\n",
|
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" <td>1.175015</td>\n",
|
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" <td>1.078323</td>\n",
|
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" <td>1.169317</td>\n",
|
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" <td>1.385120</td>\n",
|
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" <td>1.705706</td>\n",
|
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" <td>0.523056</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>HLL2</th>\n",
|
|
" <td>2.108427</td>\n",
|
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" <td>2.911967</td>\n",
|
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" <td>2.415012</td>\n",
|
|
" <td>1.978696</td>\n",
|
|
" <td>0.764850</td>\n",
|
|
" <td>0.089884</td>\n",
|
|
" <td>0.008152</td>\n",
|
|
" <td>0.001766</td>\n",
|
|
" <td>0.001885</td>\n",
|
|
" </tr>\n",
|
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" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>1.469665</td>\n",
|
|
" <td>1.925327</td>\n",
|
|
" <td>1.846630</td>\n",
|
|
" <td>2.180099</td>\n",
|
|
" <td>2.103188</td>\n",
|
|
" <td>0.758878</td>\n",
|
|
" <td>0.022805</td>\n",
|
|
" <td>-0.018655</td>\n",
|
|
" <td>-0.007395</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>2.133675</td>\n",
|
|
" <td>2.333060</td>\n",
|
|
" <td>2.385194</td>\n",
|
|
" <td>1.974368</td>\n",
|
|
" <td>1.233662</td>\n",
|
|
" <td>0.222392</td>\n",
|
|
" <td>0.038976</td>\n",
|
|
" <td>0.006282</td>\n",
|
|
" <td>0.002569</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>2.095899</td>\n",
|
|
" <td>2.662203</td>\n",
|
|
" <td>1.905463</td>\n",
|
|
" <td>2.039412</td>\n",
|
|
" <td>1.820916</td>\n",
|
|
" <td>0.573782</td>\n",
|
|
" <td>0.126937</td>\n",
|
|
" <td>0.000318</td>\n",
|
|
" <td>0.000613</td>\n",
|
|
" </tr>\n",
|
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" </tbody>\n",
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"</table>\n",
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"</div>"
|
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],
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"text/plain": [
|
|
" 8 16 32 64 128 256 \\\n",
|
|
"LxF 2.046098 1.074325 1.834294 1.165476 1.412700 1.432408 \n",
|
|
"FORCE 1.843813 0.964270 1.528037 1.060302 1.226554 1.206903 \n",
|
|
"HLL 0.959785 1.222461 1.098614 1.175015 1.078323 1.169317 \n",
|
|
"HLL2 2.108427 2.911967 2.415012 1.978696 0.764850 0.089884 \n",
|
|
"KP07 1.469665 1.925327 1.846630 2.180099 2.103188 0.758878 \n",
|
|
"KP07_dimsplit 2.133675 2.333060 2.385194 1.974368 1.233662 0.222392 \n",
|
|
"WAF 2.095899 2.662203 1.905463 2.039412 1.820916 0.573782 \n",
|
|
"\n",
|
|
" 512 1024 2048 \n",
|
|
"LxF 1.524218 1.589650 -0.637310 \n",
|
|
"FORCE 1.225360 1.553093 1.704214 \n",
|
|
"HLL 1.385120 1.705706 0.523056 \n",
|
|
"HLL2 0.008152 0.001766 0.001885 \n",
|
|
"KP07 0.022805 -0.018655 -0.007395 \n",
|
|
"KP07_dimsplit 0.038976 0.006282 0.002569 \n",
|
|
"WAF 0.126937 0.000318 0.000613 "
|
|
]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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},
|
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Max</th>\n",
|
|
" <th>Min</th>\n",
|
|
" <th>Mean</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>LxF</th>\n",
|
|
" <td>2.046098</td>\n",
|
|
" <td>-0.637310</td>\n",
|
|
" <td>1.271318</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>1.843813</td>\n",
|
|
" <td>0.964270</td>\n",
|
|
" <td>1.368061</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL</th>\n",
|
|
" <td>1.705706</td>\n",
|
|
" <td>0.523056</td>\n",
|
|
" <td>1.146377</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL2</th>\n",
|
|
" <td>2.911967</td>\n",
|
|
" <td>0.001766</td>\n",
|
|
" <td>1.142293</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>2.180099</td>\n",
|
|
" <td>-0.018655</td>\n",
|
|
" <td>1.142283</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>2.385194</td>\n",
|
|
" <td>0.002569</td>\n",
|
|
" <td>1.147798</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>2.662203</td>\n",
|
|
" <td>0.000318</td>\n",
|
|
" <td>1.247282</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Max Min Mean\n",
|
|
"LxF 2.046098 -0.637310 1.271318\n",
|
|
"FORCE 1.843813 0.964270 1.368061\n",
|
|
"HLL 1.705706 0.523056 1.146377\n",
|
|
"HLL2 2.911967 0.001766 1.142293\n",
|
|
"KP07 2.180099 -0.018655 1.142283\n",
|
|
"KP07_dimsplit 2.385194 0.002569 1.147798\n",
|
|
"WAF 2.662203 0.000318 1.247282"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"from IPython.display import display\n",
|
|
"\n",
|
|
"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
|
|
"display(table)\n",
|
|
"\n",
|
|
"order_summary = pd.DataFrame(np.empty((len(simulators), 3)), columns=['Max', 'Min', 'Mean'], index=[simulator.__name__ for simulator in simulators])\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
|
|
" np.min(order[i,:]), \n",
|
|
" np.mean(order[i,:])]\n",
|
|
"display(order_summary)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
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"data": {
|
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"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",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.plot(order[i,:], label=simulator.__name__)\n",
|
|
" \n",
|
|
"plt.ylim([0, 3])\n",
|
|
"plt.xlabel('Number of cells')\n",
|
|
"plt.ylabel('Order')\n",
|
|
"plt.legend()\n",
|
|
"plt.title(\"Numerical order\")\n",
|
|
"save_figure(fig, 'numerical_order')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def plot_solution(simulator, nx, label, **kwargs):\n",
|
|
" datafilename = gen_filename(simulator, nx)\n",
|
|
" \n",
|
|
" #Read the solution\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h = data['h']\n",
|
|
" \n",
|
|
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
|
|
" \n",
|
|
" plt.plot(x, h, label=label, **kwargs)\n",
|
|
" \n",
|
|
" h = None\n",
|
|
" x = None\n",
|
|
" gc.collect() # Force run garbage collection to free up memory\n",
|
|
" \n",
|
|
"def plot_comparison(nx, **kwargs):\n",
|
|
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
|
|
"\n",
|
|
" for i, simulator in enumerate(simulators):\n",
|
|
" plot_solution(simulator, nx, simulator.__name__, **kwargs)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"boxes = np.array([\\\n",
|
|
" [[28, 35], [0.499, 0.516]], \\\n",
|
|
" [[45, 56], [0.58, 0.60]]\n",
|
|
" ])\n",
|
|
"comparison_nx = 32\n",
|
|
"\n",
|
|
"fig = plt.figure(figsize=(12, 12))\n",
|
|
"gs = gridspec.GridSpec(2, 2)\n",
|
|
" \n",
|
|
"ax1 = fig.add_subplot(gs[0,:])\n",
|
|
"setBwStyles(ax1)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, comparison_nx, simulator.__name__, marker=' ')\n",
|
|
"for box_x, box_y in boxes:\n",
|
|
" x = np.kron(box_x, np.ones((2)))\n",
|
|
" y = np.hstack((box_y, box_y[::-1]))\n",
|
|
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
|
|
"plt.title(\"Comparison of solutions at nx=\" + str(comparison_nx))\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"ax2 = fig.add_subplot(gs[1,0])\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
|
|
"plt.xlim(boxes[0, 0])\n",
|
|
"plt.ylim(boxes[0, 1])\n",
|
|
"\n",
|
|
"ax3 = fig.add_subplot(gs[1,1])\n",
|
|
"setBwStyles(ax3)\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
|
|
"plt.xlim(boxes[1, 0])\n",
|
|
"plt.ylim(boxes[1, 1])\n",
|
|
" \n",
|
|
"save_figure(fig, 'solution')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure(figsize=(12, 12))\n",
|
|
"gs = gridspec.GridSpec(2, 2)\n",
|
|
" \n",
|
|
"ax1 = fig.add_subplot(gs[0,:])\n",
|
|
"setBwStyles(ax1)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
|
|
"for box_x, box_y in boxes:\n",
|
|
" x = np.kron(box_x, np.ones((2)))\n",
|
|
" y = np.hstack((box_y, box_y[::-1]))\n",
|
|
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
|
|
"plt.title(\"Comparison of reference solutions\")\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"ax2 = fig.add_subplot(gs[1,0])\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
|
|
"plt.xlim(boxes[0, 0])\n",
|
|
"plt.ylim(boxes[0, 1])\n",
|
|
"\n",
|
|
"ax3 = fig.add_subplot(gs[1,1])\n",
|
|
"setBwStyles(ax3)\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
|
|
"plt.xlim(boxes[1, 0])\n",
|
|
"plt.ylim(boxes[1, 1])\n",
|
|
" \n",
|
|
"save_figure(fig, 'reference_solutions')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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fPl3Jycn+DgUAABRQJMwAAEDAS0lJ0UsvvSRJ6tOnj66//no/R4RA9s477+jJJ5/UU0895e9QAABAAUXCDAAABLyJEydq9+7dKlu2rPr16+fvcBDgqlWrpgoVKqhTp07+DgUAABRQJMwAAEBAs9Zq9uzZkqQhQ4YoOjrazxEh0L3wwgvas2ePmjZt6u9QAABAAcUsmQAAIKAZY7Ro0SLNmDFDbdu29Xc4KCBCQ0P9HQIAACjASJgBAICAFxwcrPbt2/s7DAS4tWvXSpLuuOMOP0cCAAAKOrpkAgCAgPXNN98oKSnJ32GggOjbt68aNGigcePG+TsUAABQwJEwAwAAAem///2v2rZtq5o1a+rs2bP+DgcBLiUlRdWqVVPRokUVGxvr73AAAEABR8IMAAAEHGutevfuLUm65557VLRoUT9HhEAXFhamKVOm6PDhw7r22mv9HQ4AACjgSJgBAICA880332j16tWKjIzU0KFD/R0OChCSqwAAIDeQMAMAAAElJSVF/fr1kyS9+OKLqlChgp8jQqBbvHixjhw54u8wAADAVYSEGQAACCjjx49XXFycypUrp5deesnf4SDAJSUl6dFHH1WlSpW0fv16f4cDAACuEiTMAABAwDh58qSGDBkiSXr99dfpXodMHTlyRNWrV9f/Z+++w6MqvgaOfycJIUAg9KKQ0EUk1GBEQZpIE0SU3kGqUn9U6dJ7KNKLUg3SQUAQpIReA6FXaVIDSShpu/P+kbBvEjrs5maT83me++i9c3fmLGLu5uzMmWzZslGsWDGjwxFCCCFEIuFkdABCCCGEEE+FhoZSvnx5zp07R8uWLY0OR9iBXLlysXv3bu7evYuTk3y0FUIIIYR1yKcKIYQQQiQY7733HsuXLyckJARHR0ejwxF2JGPGjEaHIIQQQohERJZkCiGEECLBSZ06tdEhCDuwdetWwsPDjQ5DCCGEEImQJMyEEEIIYbg9e/bQvHlzrl27ZnQowk6cOXOGihUrkidPHh4+fGh0OEIIIYRIZGRJphBCCCEMpbWmW7du7N27FxcXF6ZPn250SMIOXLp0iaxZs1KsWDHZHEIIIYQQVicJMyGEEEIYatmyZezdu5eUKVMycOBAo8MRdqJKlSr8+++/BAYGGh2KEEIIIRIhWZIphBBCCMOEhYXRq1cvAHr27Em2bNkMjkjYE2dnZ7JmzWp0GEIIIYRIhCRhJoQQQgjD/PLLL1y6dIls2bLRvXt3o8MRdiAyMpJDhw4ZHYYQQgghEjlJmAkhhBDCEIGBgQwZMgSAoUOHkipVKoMjEvZgxYoVeHl5Ubt2baNDEUIIIUQiJgkzIYQQQhhizJgxPHjwAE9PT5o1a2Z0OMJOnD9/HicnJzw9PY0ORQghhBCJmBT9F0IIIYQhevfuDUCFChVwdHQ0OBphL3766SeaN2+Oi4uL0aEIIYQQIhGTGWZC2AGlVAel1CWlVKhS6pBSqsxL7m2ulNLPOVxi3PO5UmqtUupGdFutV4w/I/q+LtZ8X0KIpM3NzY0RI0ZQqVIlo0MRdua9994jffr0RochhBBCiERMEmZCJHBKqXqADzAMKAbsBDYopdxf8rJgIFvMQ2sdGqM9FeAP/Pga49cCvIEbb/UGhBAijnv37qG1NjoMYWfu3bvH7du3jQ5DCCGEEEmEJMyESPi6AXO01rO11qe01l2Aq0D7l7xGa61vxjziNG7QWvfTWq942cBKqfeBKUAjIOId34cQQqC1pnr16pQuXZozZ84YHY6wI+PGjcPd3Z3x48cbHYoQQgghkgBJmAmRgCmlnIESwKY4TZuAT1/yUlel1L9KqWtKqXVKqWJvMbYDsAAYo7U+8aavF0KI51m6dCn79u3D398fNzc3o8MRduTIkSOEhYWRJ08eo0N5YzYorZBaKeUT/ax/opTarZQqGaef5/WhlVI9Ytxz+TntI23zpyCEEELYFyn6L0TClhFwBG7FuX4LyPqC15wGmgPHgTRAZ2CXUqqI1vrcG4zdC4gEJr3OzUqp5EDyGJdSv8FYQogkIDQ01FLov1evXmTN+qIfY0I8a/369ezfvx8vLy+jQ3kjMUordAB2AW2JKq1QUGt95QUvCwY+iHkhTmmF2UAhoAlRJRMaA39H93k9+p5scfqsCswBlse5PgCYFeP84eu8LyGEECKxk4SZEPYhbrEf9ZxrUTdqvRfYa7lRqV3AYaAj0Ol1BlNKlSAq0VZcv36hoT7AwNe8VwiRBE2ZMoXLly/z3nvv0a1bN6PDEXZGKYW3t7fRYbwNS2mF6PMuSqnKRJVW6POC1+i45RSeUkqlAL4FvtZa74i+PCi65mh7oF90BzfjvO5r4B+t9cU4XYa8aCwhhBAiKZMlmUIkbHcBE8/OJsvMs7POnktrbQYOAPneYNwy0WNcUUpFKqUiAQ9gnFLq8gteMwJwi3Fkf4PxhBCJ3N27dxk6dCgAw4YNI1WqVAZHJOzFzZs3iYyMNDqMt2Kj0gpORM0+D43zmidA6RfEkQWoTtQMs7h6KaXuKaWOKqX6RscshBBCJHmSMBMiAdNahwOHgEpxmioBu1+nD6WUAooC/73B0AuAwtGve3rcAMYAlV8Qa5jWOvjpAYS8wXhCiERuyJAhBAUFUaRIEZo0aWJ0OMKONG/enNy5c7N161ajQ3kb71JaoSbQgKjE2C6lVD4ArXUIsFblCnsAACAASURBVAfor5R6TynlqJRqTNSO1nGXYT7VjKjnctzNfiYC9YHyRG3y0wWY+qI3o5RKrpRK8/RAyi8IIYRIxGRJphAJ33hggVLqIFEfkNsA7sB0AKXUfOC61rpP9PlAopZkniOqhlknohJePzztUCnlCuSNMUYupVRRIFBrfUVrfQ+4FzMIpVQEcFNrLdvaCSHeSGRkJLt27QKidjp0dHQ0OCJhLx48eMDRo0e5ffs2OXPmNDqcd2Ht0gpNgLnAdaJmoh8GFgPFXzB+S2BRnDpoaK0nxDg9ppS6DyxTSvWK/iwQl5RfEEIIkWRIwkyIBE5r7auUykBUUd5sQABQTWv9b/Qt7oA5xkvSAjOJ+uY6CDgCfK613h/jHi/gnxjn46P/+RtR32oLIYTVODk5sW/fPjZt2kTFihWNDkfYkbRp03L58mX8/PzInTu30eG8DauUVlBKxSqtoLW+AJRVSqUC0mit/1NK+QKX4r4+ekfOD4B6rzHc00RdXuJ8cRZtBP//mQGiZphde533IYQQQtgb9fr1vIUQ4vVFL9UICgoKIk2aNEaHI4QQQhAcHIybmxuAW3T5AJtTSu0DDmmtO8S4dhJY/XR2+Cter4D9wHGtdcsX3JOOqGRZT631zDhtvwKFtNav3F5UKfUVsBbweMkOnjHvl2e9EEKIBMWaz3qpYSaEEEIImzCbzcyePZsnT54YHYqwQ4GBgUaHYC3jge+VUi2VUh8qpSYQp7SCUmrE05uVUgOVUpWVUrmjyyXMIaq0wvQY91RWSlVRSuVSSlUiatb4GWBezIGjE1p1gNnEoZQqpZTqqpQqGt1PXWAGsOZ1kmVCCCFEYicJMyGEEELYxO+//07r1q3x8vLCZDIZHY6wIxERERQuXJjy5ctz9epVo8N5J1prX6KK6Q8AjgKf82xphZjF+p+WVjhF1G6a7/NsaQU34BeiNgiYD/gBX2qtI+IMX5+oemlLnhNaGFHLNLcBJ4GfgVlEbTQghBBCJHlSw0wIIYQQVhcaGkqfPlGrzRo1aiSF/sUb2b9/Pzdv3sRkMpE5c2ajw3lnWuupvGD3Sa11uTjnXYGur+hvKbD0NcadSVTy7Xlth4FPXtWHEEIIkVRJwkwIIYQQVjdx4kSuXLlC9uzZ6dKli9HhCDvz2WefcfnyZc6ePUvy5MmNDkcIIYQQSZAkzIQQQghhVXfu3GH48OEADBs2jJQpUxockbBH2bNnJ3v27EaHIYQQQogkSmqYCSGEEMKqBg8eTHBwMMWKFaNx48ZGhyPszOPHj40OQQghhBBCEmZCCCGEsJ7Tp08zfXrUZn7jxo3DwUE+aojXd+XKFbJmzUrbtm2JjIw0OhwhhBBCJGGyJFMIIYQQVuPi4kKNGjUwmUyUL1/e6HCEnfnjjz8ICQnhwoULODnJx1QhhBBCGEc+iQghhBDCanLmzMnKlSsJCwszOhRhh7p160bJkiVxcXExOhQhhLAbZrOZf//9l1WrVnHx4kVq166Ns7MzWmvWrFnD2bNnyZIlC5988glffPEF2bNnRylldNhCJHhKa210DEKIREgplQYICgoKIk2aNEaHI4QQQhAcHIybmxuAm9Y62Oh47J0864WIP+Hh4fz444+cP38ef39/7t+/j1IKpRQmk+mt+3VxccHd3R1vb2+aNGlChQoVcHR0tGLkQsQvaz7rpbCIEEIIId7Z4sWLadmyJdevXzc6FGGHzGbzO/3CJ4QQic3FixepUqUKyZMnRylF8uTJmTVrFv/88w+BgYForV/6s9Pd3Z28efO+ciZZaGgoZ8+eZcGCBXz55Zc4OTmhlKJcuXLMnDmTJ0+e2OLtCWEXJGEmhBBCiHfy5MkTevfuzbx581i4cKHR4Qg7tGHDBvLmzcuMGTOMDkUIIQxhMpno3LkzadOmRSlFnjx5+OuvvwgPD3/tPsqVK4eHhwcpU6Zk4cKFnDt3jitXrjBz5kxGjBhBx44dqVKlCvnz5ydlypQv7Wv79u20bduWlClTopQiffr07N27913fphB2RWqYCSGEEOKd+Pj4cPXqVdzd3enUqZPR4Qg7NHfuXC5fvsy5c+eMDkUIIeLVyZMnWbZsGUOGDHnl7sAVK1akUaNGFChQgHv37lGjRg08PT0pUKAAy5YtY9u2bQBUrlzZskt19uzZad269Qv7DA0NxcXFhYiICHx9fWnSpAkAmTJl4u7duzwt4XT//n1KlSpF2bJl+e677/j0008pXry4Ff4EhEi4pIaZEMImpK6JEEnD7du3yZs3LyEhISxcuJBGjRoZHZKwQ0+ePGHRokVUqlQJDw8Pm40jNcysS571Qrydf/75h++++47IyEiCg1/+oyhdunTkyZOHI0eOMGvWLFq0aAFAWFgYISEhZMyYEYBTp04xYsQIFi9ejMlkwtvbmz179rxRcf9bt24xaNAgjh49yu7du4mIiKBHjx5MmjTpha95//332bZtG3nz5n3tcYSwJWs+6yVhJoSwCfkQLUTS0KFDB6ZNm4aXlxf79u2zfKMtREIkCTPrkme9EG9m6dKl9O3bl/Pnz1uuKaWoWrUqtWvX5tq1awwaNIh06dJRo0YNHj9+zJQpUwBwc3N7rR2EL168yKhRo/j666+pVq0aAA8ePMDPz4/q1au/VgJNa225T2tNvnz5uHDhAj4+PphMJiZPnszly5djvcbR0ZHmzZsza9Ys2YFTGEoSZkKIBE8+RAuR+J06dQpPT09MJhPbtm2jbNmyRock7IzZbI7XJOv58+fJly8fSMLMKuRZL8SrhYWF8cknn3DmzJnnFtBv2LAhM2fOZNCgQXTs2JGIiAhy5cqFyWQiWbJkVolh6NCh9O/fn6JFi9K3b19q16792j97IyMj+e233/jjjz9YtmwZrq6uAJQuXZrdu3fzvHxChQoV2LJli1ViF+JNyS6ZQgghhDDcsGHDMJlMfP3115IsE29l+PDhVKpUCT8/v3gZr3///vEyjhBChIeHU7NmTVxcXDh69KglWZYjRw6mTZvGX3/9xaVLl2jRogWFChVi7NixtG/fnjx58uDg4GC1ZBlEzf5ydXXl6NGj1KlTh0KFCrFw4cJX1kwDcHJyolWrVmzcuNGSLIOoGW9aa7p3707BggVjvWbr1q04ODjQuHHj5ybUhLAXMsNMCGET8q2zEIlfUFAQI0aMoEWLFnzwwQdGhyPsjNlsxsPDg2vXrrFo0SIaNmxo8zHPnTtH/vz5QWaYWYU864V4VmRkJA0aNGDZsmXPtOXJk4dz586hlOLBgwd0796dOXPmAODu7s7MmTOpXLmyTeK6d+8ekyZNYtKkSTx48ACA3Llz07dvX1q2bPnG/R09epSFCxfStm1b8uXLh9aaL774gq1btz5zb6VKldi0adM7vwchXofMMBNCCCGE4dzc3Bg5cqQky8RbcXBwwM/Pj/79+/Pdd9/Fy5hZsmSJl3GEEElThQoVSJYsWaxkmZOTE82aNaNw4cL88ssvKKVYs2YNH330kSVZ9sMPPxAQEGCzZBlAhgwZGDx4MJcvX2b48OFkzJiRixcvsn379rfqr2jRoowdO/bpMneUUhQtWhSAIkWK4OTkZLl38+bNODo6smHDhnd/I0LEI5lhJoSwCfnWWYjE69q1a7z//vtS1FfYBbPZzPbt2ylfvrwU/bcyedYLEWXOnDm0adMGs9lsuaaUYvbs2ZbZW08L6S9atIjGjRsDkC9fPubMmUOZMmXiPeZHjx4xa9Ysqlatavni69SpU6xbt4527dqROnXqt+pzzZo15M6dm48//pjmzZszf/78WPcUKVKElStXkitXLqu8DyHikqL/QogETz5EC5E4PX78mA8++AAPDw+WLFlCjhw5jA5JiJeaNGkSnTt3pl27dowaNUoSZlYkz3qR1F24cIGSJUty//79Z9ocHR05efLk02XgFo8fP6ZEiRJ8/fXXDBw4kBQpUsRXuK/UpEkTFi5cSPr06enSpQsdO3Ykbdq079Tnr7/+SosWLXBycopVM83NzY3Lly+/c/9CxCVLMoUQQghhiAkTJnDt2jWuXbtGpkyZjA5H2KmmTZvyww8/cPXqVZuOc/r0aXr16gWAp6enTccSQiQtlStXJm/evLGSZQUKFOD27ds0b96cqVOnkjdvXq5fv07v3r0xmUwApEyZkqNHjzJy5MgElSwD+PLLL8mXLx+BgYEMGDAADw8P+vbty507d966z+bNm3Py5EmuXr3KqFGjLLtzBgUFkTNnTk6dOmWt8IWwOplhJoSwCfnWWYjE5+bNm+TLl4+HDx+yePFiGjRoYHRIwg5duXKFnDlzorUmICCAjz76yCbjREZG8tlnn7F//34qVarEX3/9RUhIiMwwsyJ51oukKCQkhJ49ezJ9+vRY11esWME333xjOddaM3v2bLp3705wcDATJkygS5cu8R3uGzOZTPzxxx8MGzaMgIAAICrJ16dPH/r16/fO/R8/fpwiRYpYds90dnZm4MCBdOvWDRcXl3fuXwiZYSaEEEKIeDdo0CAePnxIyZIlqVevntHhCDuVI0cO/v77bwYOHGizZBnAyJEj2b9/P25ubsydO1dq7gkh3tmAAQMoXLiwJVnm4uKCs7MzELUL71MXL17kiy++oE2bNgQHB/Pxxx9TqVIlQ2J+U46OjtSvXx9/f39WrVqFl5cXjx8/tswMe1dp0qSxbAhQpEgRwsPD6du3LylSpOCrr76yyhhCWIvMMBNC2IR86yxE4nLixAkKFy6M2Wxmx44dhhQoFuJ1HTlyhI8//pjIyEgWLFhgKbAtRf+tS571IqkICAigSJEilqL+Hh4ezJ07lwoVKrBy5UoOHDhA//79cXZ2ZvLkyfTt25fHjx+TIkUKhg4dSufOnXF0dDT4XbwdrTV//fUXpUqVevrzk3Xr1rFixQp69+79TI221zFv3jw2b97MggUL+P333y0/owFSp07NlStXpLaZeGtS9F8IkeDJh2ghEpfq1auzfv16vvnmG1asWGF0OEK8UGhoKF5eXpw4cYLatWuzbNkyy+wySZhZlzzrRVLwNKHztAYZRCWMqlev/sy97dq1Y8aMGQCUK1eOWbNmkTdv3niLNT5orfH29ubAgQM4ODhQr149fvrpJwoVKvTG/Tz92Txy5Ej69OkTq33s2LH873//s1rcIumQJZlCCCGEiDdBQUFcvXoVJycnRo0aZXQ4wk6ZTCYqV67MpEmTePz4sc3GGTBgACdOnCBz5sxMnz5dlmIKId5KREQE3377LQ0aNLAky57W2Pr555953sST9u3bkyFDBmbMmMGWLVsSXbIMQCnF5MmTqVGjBmazmSVLluDp6Unt2rU5dOjQG/Xz1KNHj3Bzc7MsbwXo3r07uXPntmrsQrwpSZgJIYQQ4qXc3Nw4cuQIO3fuJF++fEaHI+zUn3/+yaZNmxg0aNBzf9G0Bj8/P8aOHQvArFmzZCdXIcRb2bRpE87OzpYZ1VmyZOHs2bPcvHmT9u3bs2bNGpRSHDlyxDKjDKJqcl25coU2bdpYreZXQuTt7c2aNWs4cuQIderUQSnFypUr8fLyolu3bm/UV1hYGJs3byYoKIiJEydSvHhxS9ulS5dwdXW16ZcsQryMLMkUQtiELNMQQggR06NHj5g/fz4RERF06tTJ6v0/fPiQIkWKcPHiRVq0aMHcuXOfuUeWZFqXPOtFYjR58uRYP6PSpElDYGBgrBpkoaGh/Pzzz4wePRqAAwcOUKxYsXiPNaE4deoUI0aMYPHixfj6+vLtt98CUbsVOzo6vnKm7+PHj1m9ejUNGjTAbDbTvXt3JkyYYGl3cnJi+/btfPrppzZ9HyJxkBpmQogETz5EC2H/Hj16xKxZs2jbti0pUqQwOhwhXupp7SB3d3eOHz/+3GePJMysS571IrGpXLkymzZtinUtWbJknD9/Hnd3dwB2795Nq1atOH36NAB169Zl0qRJZMmSJd7jTWguXbqEh4eHZXbdmDFjWL58Of369aN69eqvvUT+yZMnNGvWjD/++CPWdamjKl6H1DATQgghhM2NHz+erl27UrVqVaNDEeKlbt26xe+//w7Ar7/+KskbIcQbCQoKImXKlLGSZcOHD8fHx4cjR47g7u7Ow4cP6dy5M6VLl+b06dNkzZqVlStX4uvrK8myaLly5bIky8xmM1OnTmXfvn3UqFGDYsWKsWzZMstOoy/TqlUr/vjjD8qWLUuqVKks11euXEnWrFlttqxfiLgkYSaEEEKIZ/z333+WAv/t27c3OBphz27dusVXX33Fxo0bbfZLTpYsWTh27BjTp0+nfPnyNhlDCJE4+fv7kzZtWp48eQJEFaPfsWMHffr0oXPnznz00UeYTCZKlSrFpEmT0FrTokULTp48Sa1atQyOPuFycHBgz5499OjRg1SpUuHv70+dOnUoVKgQCxcuJDIy8oWvbdq0KRkyZGDw4MEcO3YMDw8PS9utW7coXrw44eHh8fE2RBInCTMhhBBCPGPgwIE8evQIb29v6tata3Q4wo5Nnz6dP//8k8GDB9t0x0p3d3fatm1rs/6FEInPkiVLKFq0aKxro0aNokyZMrGuOTo60qZNGzw8PPjrr7+YO3cu6dKli89Q7VLWrFkZPXo0//77LwMGDCBt2rScOnWKJk2a0LVr1xe+rkqVKly+fJmyZcuSO3du/P39KVu2rKX96NGjeHh4cPv27fh4GyIJkxpmQgibkLomQtivgIAAihQpgtlsxs/Pj88++8zokIQdu3jxIpMnT6Zs2bJWn42xdu1akiVLRpUqVV7rfqlhZl3yrBf2rHv37owbN85y7ubmxq+//mr5ObV69WrSp09vSZ6ZzWYeP36Mq6urIfEmBkFBQUydOhUfHx82b95M4cKFAbh37x4pU6Z8Yb3UmzdvUq5cOerUqUNISAgTJ060tM2ZM4eWLVvGS/zCPkjRfyFEgicfooWwX1WrVmXjxo18++23LFu2zOhwhHiumzdvUqhQIe7du8fq1aupWbPmK18jCTPrkme9sFclS5bk4MGDlnNvb2/8/PxwcnLi9u3bdOrUCV9fX3Lnzs2xY8di1dFKiu7cuUOmTJms1l94eDjOzs6W8++//55169bxv//9j3bt2pE6depY9/fq1YvRo0fzwQcfcOzYMX799ddYM4r37NnDJ598YrX4hH2Tov9CCCGEsIlNmzaxceNGkiVLxsiRI40OR4gXSpMmDY0bN6Z48eKvPcNMCCH69+8fK1lWt25d9uzZg6OjI4sWLaJgwYL4+vri6OhI3bp1cXR0NDBaY505c4amTZuSPXt2zp8/b7keERHxTv3GTJaFh4ezY8cObt26Rc+ePcmZMydDhgzhwYMHlnuGDRtGr169WLduHc7OzrRu3ZrMmTNb2mvUqBHrv6kQ1iIJMyGEEEJY5MqVi1q1avHDDz+QN29eo8MRdmznzp107tyZCxcu2KT/lClT4uPjw65du2L98iWEEC8yc+ZMhg0bZjmvVq0avr6+XL9+nRo1atC4cWPu3btH4cKF2bdvHyNGjMDFxcXAiI1x6tQpGjVqRMGCBVmwYAHh4eGsW7cOgPXr11OgQAEuXrxolbGcnZ05ceIE8+bNI1++fAQGBjJgwAA8PDzo27cvd+7cwcnJiZEjR1o+lyilGD9+PPny5eOjjz7i7t27lC9fnjVr1lglJiEstNZyyCGHHFY/gDSADgoK0kII+xMZGWl0CMLO1axZUwO6Xbt2Vu333r17b/33MygoSAMaSKMTwLPS3g951gt7ERkZqZs2bfr0/3/doUMHfffuXW02m/WFCxd0mjRpNKCdnZ31kCFDdFhYmNEhGyIgIEDXr19fK6Usf1Y1a9bUBw8e1FprbTKZ9Mcff6wB3bp1a6uPHxkZqZcsWaILFSpkGX/QoEHP3Hf06FHt6uqqCxUqpM+fP68rVKhgub9o0aJWj0vYF2s+62WGmRB2QCnVQSl1SSkVqpQ6pJQq85J7myul9HMOlxj3fK6UWquUuhHdVitOH8mUUqOUUseVUo+i75uvlHrPlu9TCGEcrWPXNE3KS1CEdXTs2JFq1arRuXNnq/VpNpupXbs25cqV49KlS1brVwiReEVERJA8eXLmz58PQO/evZkyZQoZMmRAKUWuXLkoW7Ys3t7eHDlyhH79+iW5WavHjx+nbt26eHp68vvvv6O1platWhw+fJjVq1dTokQJABwcHFixYgU9evRgypQpVo/D0dGR+vXr4+/vz6pVqyhXrhwdO3Z85r7IyEhcXV3JlCkTOXLk4M8//7Tswnz06FE+/vhjq8cmkiYp+i9EAqeUqgcsADoAu4C2wPdAQa31lefc3xyYCHwQ87rW+maMe6oCnwGHgeXAN1rrVTHa3YBlwCzAH0gH+ABOWmuv14xbCgELYUeGDBnC5cuXGTJkCO+9J7lxkTD5+PjQtWtXUqVKhb+/P3ny5Hmj10vRf+uSZ71I6CIjI/nwww9j1d9asGABQUFB1K9fnwwZMgBRuze6uromuS+L/P39+fnnn1mxYoXl2rfffkv//v0pUqSIgZE9y2w2s2jRIho1aoSDgwNXrlwhderUpEuXDq01ZcqUYdeuXZb7ixQpwtGjRw2MWBhFiv4LkbR0A+ZorWdrrU9prbsAV4H2L3mN1lrfjHnEadygte6ntV7xghcHaa0raa2Xaq3PaK33Ah2BEkopd2u9MSFEwnDjxg1GjhzJ3Llz8fPzMzocYed27dr1zIxFazh16hR9+vQBYNy4cW+cLBNCJC0mk4nChQtbkmVOTk6ULFmSKVOm8OOPP9K1a1fLvW5ubkkqWRYSEsI333xD0aJFWbFiBUop6tSpw7Fjx1i2bNlrJ8tMJhNdunRh0qRJNo4YmjZtStOmTenVqxcA7u7upEuXDoiqafbtt9/Gei74+/uTP39+m8clEjdJmAmRgCmlnIESwKY4TZuAT1/yUlel1L9KqWtKqXVKqWJWCMeNqLXgD57XqJRKrpRK8/QAUj/vPiFEwjNgwAAeP35MqVKlqFOnjtHhCDultaZ9+/aULl2aefPmWbXviIgImjZtSmhoKFWqVKFNmzZW7V8IkbiEhYWROXNmTp06BUCrVq0YNGgQR48eZd++faROnZrSpUvbJLlvD1xdXblx4wZKKerXr8/x48dZunQpnp6eb9TPypUrmThxIl27dmXDhg02ijbK092Qx44d+8xyUH9/f7p3786FCxcsy0cBzp07R6ZMmWwal0jcJGEmRMKWEXAEbsW5fgvI+oLXnAaaAzWBBkAosEsple9tg4iufzYSWPySaa19gKAYx7W3HU8IEX+OHTvG3LlzgahZO09rgAjxppRSuLu7o5Ti5s2br37BGxgxYgQHDx4kbdq0zJ49W/6eCiFeKCwsjBQpUhAYGAjAN998w8GDB+nXrx8RERFUr16dkydP0qZNmyTzs2T//v3Uq1ePBw+ivvdWSjF16lROnDjBkiVL+Oijj96q32+//ZZWrVphNpupV68eAQEB1gw7lsaNG1t2OO3cuTOrV6+2tBUuXJhhw4bRunVrdu/eTc2aNS1td+/epUyZF5Z/FuKlpIaZEAlYdJH968CnWus9Ma73BZporQu8Rh8ORNUq26G17vScdk2cGmZx2pMBfwDuQLkXJcyUUsmB5DEupQauSV0TIRK2ypUrs2nTJurWrYuvr6/R4Qg7FBoaiotL1L4yZrOZQ4cOUbJkSav1f+jQIT755BMiIyNZtGgRDRs2fOu+pIaZdUkNM5HQmEwm0qVLR0hIyDNtGTJkYNKkSTRo0CDJJMogavavp6cnJ06cYPDgwQwYMMCq/YeHh1O5cmW2bduGh4cH+/btI0uWLFYd4ymtNW3btmXWrFmkSJGCf/75B29v71jtSikiIyOpX78+y5cvt7RVrFiRv//+2yZxiYRFapgJkXTcBUw8O5ssM8/OOnsurbUZOAC88Qyz6GTZUiAXUOllP3C01mFa6+CnB/DsJxUhRIKyceNGNm3ahLOzMyNGjDA6HGFnHj58SPPmzalZsyZmsxmI2kHNmsmy0NBQmjZtSmRkJHXq1KFBgwZW6zs+2WC369RKKZ/o8gtPlFK7lVIl4/Tz63P62BvnnuRKqclKqbvRu2KvUUplt/6fgBC2p7Xm/ffftyTLnJycyJYtG5kyZaJevXqcPHmShg0bJolk2e7du3n8+DEQNZts0KBBNGvWzCY/Q52dnVm+fDn58uXj33//pVatWoSGhlp9HPj/mXHVqlXjyZMn1KhRgwsXLsRqh6jdNjNmzEjKlCktbVu2bOHTT19W0UaIZ0nCTIgETGsdDhwCKsVpqgTsfp0+VNSToyjw35uMHSNZlg/4Qmt9701eL4RI+EaOHAlAx44dyZ07t8HRCHtz9epVli5dypYtW9i9+7UeSW+sX79+nDx5kixZsjB16lS7/EU3erdrH2AYUAzYCWx4xSY6wUC2mIfWOuZvoLOJ+izQBPAkqrbp30qp9+P0szFOP9XitPsA3wD1gdKAK7BOKZV0qp+LRCN79uzcuhX1fXLKlCm5f/8+Fy9e5Pjx4/z+++9kzpzZ4Ahtb+fOnXzxxRd89tlnzJw503L9u+++49dffyVfvreu0PJS6dOnZ926daRLl469e/fSsmVLm9WHc3JywtfXl+LFixMcHMzp06efuScoKIht27bx+PFjvvjiC8v1PXv2kDdvXpvEJRInSZgJkfCNB75XSrVUSn2olJpA1PLI6QBKqflKKcvUEKXUQKVUZaVUbqVUUWAOUQmz6THucVVKFY1uB8gVfe4e3e4ELAO8gEaAo1Iqa/ThHA/vWQgRD1atWsVPP/1E3759jQ5F2KEPP/yQefPmsXXrVkqXLm31/nfs2MH48eMBmD17NhkzZnznPjdv3vzOfbwFq+52rZRKAXwL9NRa79Ban9daDwIuPafPsDj9BMboxw1oBfxPa/231voI0Jio/CI+DAAAIABJREFUBNwXCGFH0qdPz40bNyznY8aMwdXVFRcXF5stD0xItm/fToUKFfj888/ZsmULTk5O3LlzJ15jyJ8/P8uXL8fJyYklS5bw888/22wsV1dX/vzzT/755x+qV6/+THvatGnZs2cPS5cuZdOmTfzwww+WtgsXLtC/f3+bxSYSF0mYCZHAaa19gS7AAOAo8DlQTWv9b/Qt7kR9a/xUWmAmcIqob5zfBz7XWu+PcY8XcCT6gKik3BHg6ZMtO1GbBmSPHvO/GIfMZRYikUibNi3Dhg2zbMsuxMuEhITQunVrzp8/b7lWr149ypYta5Oxmjdvjtaali1b8tVXX1ml36CgIKv087pstNu1E1EbAsVd8/SEqFliMZVTSt1WSp1VSs1SSsWcYlMCSBYzNq31DSDgRbHJjtgiIfL09OT+/fuWcycnJ5vNpEpItNZs3bqVsmXLUq5cOf755x+SJUtGu3btOH/+vKVAfnwqX74806dHfUc/aNAglixZYrOxsmbNSqlSpSznt27dwmQyWc7TpUtHnTp1UEoxefJkfvzxR0vb0KFDmTZtms1iE4mHJMyEsANa66la65xa6+Ra6xJa6x0x2spprZvHOO+qtfaIvjez1rpyzA0Dou/ZprVWzzmaR7dffkG70lpvi6e3LYSwkTNnzthsqYRIvDp27Mjs2bNp1KiRzf/+jBgxgkuXLuHh4cGECROs1q+Xl5fV+npNVt/tWmsdAuwB+iul3lNKOSqlGgPexP4CbQNRs8QrAP8DSgJbozfpIXr8cK31fWJ7WWyyI7ZIUKpUqRJrZ0YnJyemTp1KpUpxq5kkHlprNm/ezOeff07FihXZsWMHzs7OdOjQgQsXLjBt2jQ8PDwMi69Vq1b06NEDgBYtWrBnz55XvOLd+fv7U6JECbp37/7c9qCgII4dO0b27NlJnz49AB06dLAk94R4EUmYCSGEEEnI9evXKVasGGXLlo31jbwQrzJ06FCKFy/OhAkTbF5LrE+fPrRp04Z58+ZZdffFoUOHWq2vNxQ3w6iecy3qRq33aq0Xaq39tdY7gbrAWaBjjNuaRPdxHQgDOgGLidoo6Gk/vlrrP7XWAVrrtUBVID/w7Pql14wNGAG4xThkgwBhmBYtWvDXX39ZzseMGUNgYCCtW7c2MCrb0Vrz119/8dlnn/Hll1/i5+dH8uTJ6dixIxcuXOCXX34hR44cRocJRH3p8fXXXxMWFkatWrW4fPmyTcc7ffo0169fx8fHBx8fn2faQ0JCuHDhAsHBwSxcuBBXV1cA2rdvz+TJk20am7BvkjATQgghkpB+/frx5MkTtNakTZvW6HBEAhYUFMT69est59mzZ+fgwYPxsstY6tSpmTFjBuXLl3/nvh4+fEi5cuXYuHEjxYoVe/ULrMsmu11rrS9orcsSVaQ/h9b6Y6KWV156ST//Af/G6Ocm4KyUirsm+4WxyY7YIqHo168fv/76q+W8Zs2adO/endSpE+8q4Zo1a1KlShX27NmDi4sLnTt35uLFi0yaNIns2RNW7trR0ZGFCxdStGhRHj16FGspvy3Uq1ePUaNGAdCtWzeWL18eqz1Hjhxs2LCBHTt2ULVqVdasWWNp69y5M48ePbJpfMJ+ScJMCCGESCKOHj3Kb7/9BsDYsWPtcsdBET9u3bpFsWLFqFWrFgcOHLBct/XfmY0bN2I2m63aZ9++fdm+fTtt27Zl+/btVu37VWy927XW+pHW+r/opFdlYPVL+skA5IjRzyEgImZsSqlsQKHXjU0II9y/f58RI0bEuvY0WZKYaK1jLX//9NNPSZEiBd26dePixYv4+Pjw3nvvGRjhy7m6urJ27Vp27doVa6dKW+nRowft27dHa03jxo2f2b3Z09OTIkWKAFG11p4u29Va06BBg1j1z4R4ShJmQgghRBKgtaZ79+5oralfvz7e3t5GhyQSsMyZM1OsWDHee++9eEus+vr6UrVqVb766iurJc38/Pwsy22qVq0aa/lWPLLFbteVlVJVlFK5lFKVgH+AM8C86HZXpdRYpVQppVROpVQ5YC1RM95WAmitg6L7HqeUqhi9scBC4Djwt23/SIR4O+Hh4dSuXRuz2YxSCjc3Nxo1akT+/PmNDs2q1q9fj5eXF2vXrrVc69ixI5cuXWLcuHFky5btJa9OOLJnz25JUgEEBga+5O53o5Ri0qRJ1KhRg9DQUGrWrMnZs2efe++5c+c4f/48LVu2JHny5Kxdu5a2bdsSHh5us/iEfZKEmRBCCJEEbNiwgS1btuDs7PzMN/NCADx48ICIiAgg6hePOXPmcOTIkXgrlP/w4UNcXFwoWbIkDg7v/hH1yZMntGrVCq01WbNmZebMmVaI8s3ZaLdrN+AXojYImA/4AV9qrSOi202AJ1Ezzs4Cv0X/s1T0pgFPdQVWAUuBXcBjoIbWWqZaiAQnPDychg0bsm3bNlKlSsXRo0e5cuUK8+bNs8rPjIRk586dHD58mHHjxlmuubq6kiVLFgOjeje7d++mQIECTJ061WZjODk5sWTJEkqWLMm9e/fo3bv3c+/7+++/uXTpEtu3b2fOnDkAzJkzh9SpU8umSCIWJX8hhBC2EL3dfFBQUJBVCzYLId5cZGQkhQsX5tSpU/To0YPRo0cbHZJIYPbu3Uv9+vVp0KCBoQnV8+fP4+HhQbJkyd65r169ejF69GjSpk3LgwcP4ja7RdfgEu9AnvUiPjk7O1uS+ilTpmT8+PG0bdvW4KjendlsZsWKFeTIkcMy+/vu3bv4+PjQpUsXMmbMaHCE1jFq1Ch69+5NyZIl2b17N05OTjYb69atW/Tt25fx48e/8GfTlClTqFOnDlmyZCFbtmzcvHkTAA8PD5tvUiBsKzg4GDc3N7DCsz5xpeKFEEII8YwbN27g4OBAhgwZ+Omnn4wORyRA165d499//2X58uXxXvw45pe3efPmtUqy7MCBA4wdOxaAadOmWa4ntlkoQiQV33zzjSVZBvD48WOCg+07520ymfD19aVw4cLUqVMn1myojBkzMnTo0ESTLAPo2bMnv/zyC//8849Nk2UAWbJkYfbs2bGSZXEnCv3444+WGXsBAQGW6//++y/16tWzaXzCfsinBiGEECKRc3d35+jRo+zYsUN2xhTP9d133zFv3jwOHjxIqlSp4m3cS5cuUbx4cfz8/Kza74oVKzCbzTRo0IAZM2ZYrsfcVU8IYR8WLlzIqlWrYl374IMP6NKli0ERvRuTycSSJUvw9PSkfv36nDhxAjc3Nz7//HMiIyONDs9mlFJ06NAh1jMmZhLUVrTWjB49ms6dO79wuaW/vz/u7u6W86VLl1qWaoqkTZZkCiFsQpZpCCFEwuXn58fPP//MypUr4zVBFpPJZKJ8+fLs3LmTcuXKsXXrVqtuMODr60uhQoUoVKgQAAUKFGDfvn1WW6Yh5FkvbO/YsWMUL14ck8kUa3n1jh07KFOmjMHRvZnIyEh+//13hg4dypkzZwBImzYtXbt2pVOnTknqCy2tNcOHD2fjxo1s3rwZFxcXm411+PBhvLy80FozduxY/ve//z0TyyeffML+/fvx9vZm3759ljZ/f38KFy5ss9iEbciSTCGEEEK80tWrVxk9ejShoaFGhyISkPDwcBo1asTmzZsZOnSoYXH4+Piwc+dOXF1dmTNnjtV34zx06BAlS5YEopZibtu2zar9CyFs68KFCxQpUgSTyUSyZMksO0M2b97crpJlkZGRzJ8/n4IFC9KkSRPOnDlDunTpGDJkCJcvX2bAgAFJKlkGUaUixo4di5+fH61bt7Zpof3ixYtbluh3796dpUuXxmpXSrFq1So6derEtm3b+O677yxtRYsWxWSSPVCSNK21HHLIIYfVDyANoIOCgrQQwhhNmjTRgK5fv77RoYgEZvv27bpp06Y6ODjYkPEDAgJ08uTJNaBnzpxplT4jIiJ0nz599K1bt/SjR490ihQpNKAB3bFjR6211kFBQU+vpdEJ4Flp74c864WtmM1mrZSy/D/84YcfakCnS5dO37592+jwXkt4eLieO3euzpMnj+V9ZMiQQQ8fPlz+n9Fa//3339rR0VEDesiQITYdy2w2644dO2pAOzs76x07drz0/qxZs1r+m+XOndumsQnrs+azXmaYCSGEEInQ4cOHWbBgAQDdunUzOBphtG3btsWqE/b555/z22+/kTp16niPJSIigqZNmxIWFkbVqlX5/vvvrdLv2LFjGTFiBKVLlyZZsmQ8efIEACcnJyZOnGiVMYQQ8aNQoUJPk7IAeHl54ejoyMiRI8mUKZOBkb2+bt260bJlSy5cuEDGjBkZOXIkly5dok+fPrKEGahYsSJTp04FoH///s/M/LImpRQTJkygVq1ahIeH8/XXX1uWxT7PgAEDcHR0BODixYs0atTIZrGJhE0SZkIIIUQio7W21Oho2LChZVmaSJrWrFlDxYoVqVevHnfu3DE6HIYNG8bhw4dJly4ds2fPtspSzFOnTjFo0CAg6hevChUqWNo6d+5s9eWeQgjb6dKlCydPngQgRYoUnDt3jvnz5xMQEGC1BLsthIeHExgYaDlv27YtWbNmZcyYMVy+fJlevXoZ8iVFQtamTRu6du0KQLNmzWLVD7M2R0dHFi1ahLe3N/fv36dq1ao8fPjwmfvOnj3Ljz/+iMlksjw7Fi9ezODBg20Wm0i4pOi/EMImpBCwEMZZu3YtNWvWJHny5Jw5cwYPDw+jQxIGevToESVLluSTTz5h8uTJhhX5Bzhw4AClSpWy7BJXv379d+7TZDJRpkwZ9uzZQ7Vq1RgyZAglSpQAon5BirnrnDULAQt51gvrmzt3Lq1atQKiZgXdvHmTzJkzGxzVq61fv5527dpRqVKlWLsrRkREkCxZMgMjS/hMJhO1atVi3bp1ZMmShf3798fasdLa7ty5Q+nSpencuTMdOnR47j0zZ87k+vXrVK5cmc8++8xy/dSpUxQoUMBmsQnrsOazXhJmQgibkA/RQhgjIiICT09Pzpw5Q69evRg5cqTRIQkDnD59OtaH+qCgoKcfHg3z5MkTihcvzunTp6lXrx6///67Vfr18fGha9eupEmThhkzZtCgQQNL2+LFi2OdS8LMuuRZL6zpzp07sZJj8+fPZ9OmTfTs2RNPT08DI3u1vXv3UqpUKdzd3Tl9+jQpUqQwOiS7EhISQunSpTl27Bienp7s2rXLprPxwsLCSJ48+Wvd27JlS+bNmweAm5ubZadWkXDJLplCCCGEeK7Zs2dz5swZMmbMSJ8+fYwORxhgwIABFCxYkGXLllmuGZ0sA+jbty+nT58ma9as/PLLL1bp88KFC/z0009AVA2zxYsXW9rSp08fK1kmhEjYYs6Gfv/997l06RILFy7kq6++IiIiwsDIYgsNDWXy5MkMHz7ccu2TTz5h+fLlnDlzRpJlbyF16tSsXbuWLFmycPz4cRo0aGDT3SljJssCAwOZOHEiL5pINGvWLNKlSwdEffn0ww8/2CwukfBIwkwIIYRIRCpUqEDNmjUZNGhQgkiSiPgXERGB1tqmtWDe1LZt2/Dx8QFgzpw5ZMiQwSr99u/fnydPnlCxYkVatWrF+vXrLW0nTpywyhhCCNv79NNPLRt1pEyZkq1bt1oSUqNHj04QyxqfPHmCj48PuXPnplOnTgwZMoSbN29a2mvXro2Li4uBEdo3d3d31qxZg4uLC3/++Sc9evSw+ZhhYWGUKVOGLl26MHr06OfeM378eO7fv2/ZBGDq1Kn88ccfNo9NJBDvus2mHHLIIcfzDmSreSEMZTabjQ5BxCOTyWT59/DwcL1hwwYDo4ktODhYe3h4aEB///33Vu07KChI//jjj/rixYu6QYMGT7eR156eni+8HyttNS+HPOuFdUyYMMHy/y6gHzx4oCtXrqwBXalSJcOfZw8fPtTjxo3TWbJkscTo7u6up02bpkNDQw2NLTHy9fW1/DlPnz7d5uNNnDjRMt6iRYueaX/48KEuXbq0nj9/vk6bNq3l3pUrV9o8NvF2rPmslxpmQgibkLomQsQvs9mMg4NMHE9qIiIi6NevHxcvXmTp0qUJcjdIk8nEuHHjmDdvHvv377dJXZodO3ZQtmxZy3lERAROTk7P3Cc1zKxLnvXiXV27do0cOXJYzv/++2/u379PnTp1cHZ2JiAggHz58hkS28OHD5k2bRpjx47l9u3bAOTMmZOffvqJZs2a4ezsbEhcScHQoUP5+eefmTVrFs2aNbP5eN26dWPChAk4OzuzadOmWM8T+P/PWBs2bKBatWpA1KYU4eHhz33WCGNJ0X8hRIInH6KFiF/NmjXDycmJoUOHki1bNqPDEfHk+PHjlChRgoiICLZt2/bMh/yEJDw83Cq/YGqt+fPPP6levTpKKYKCgkifPj1msxmA9u3bM3Xq1Oe+VhJm1iXPevGuUqdOzcOHDwEoXbo069ev58MPP+T69esMGDCAwYMHx3tMISEh/PLLL4wbN467d+8CkDt3bvr27UuTJk0SxPLQxE5rzalTpyhYsGC8jGc2m6lbty7Lly8nbdq07Nq164Vje3l5cejQIQB+++03mjZtGi8xitcnRf+FEEIIYXHw4EHmz5/P3LlzuXHjhtHhiHjk6enJlClTWLZsWYJLlj148MBSkwiw2myM3377jRo1alCzZk1L8uxpsixFihQvTJYJIRKWjRs3WpJlLi4u7Ny5k2nTpnH9+nXy5MkT7xvXBAcHM3z4cHLmzEmfPn24e/cuefLkYd68eZw+fZqWLVtKsiyeKKViJaxu375tSV7agoODAwsWLODTTz/lwYMHVK1alf/++++Z+7TWuLq6Ws47dOjA2bNnbRaXMJ4kzIQQQgg7prWme/fuADRu3JgSJUoYHJGwpfDwcPr168e1a9cs19q0acO3335rYFTP17ZtW4oXL86RI0es1ueNGzfo2rUrAGXKlEEpxahRoyzt27Zts9pYQgjbuXXrlmWp3Y8//mhJrnfr1o2JEycybdq0eC+gv379evr27UtgYCD58+dn/vz5nD59mubNm0uizEAnT57E29ubb775hrCwMJuNkyJFCtasWUO+fPlwcHAgJCTkmXuUUvTp04f33nuPEiVK8OjRIwoWLMjOnTttFpcwlizJFELYhCzTECJ+rF69mlq1auHi4sKZM2dwd3c3OiRhQ99//z1z5syhTJkybN++PUHWLAO4efMmxYoV486dO+zduxcvL6937lNrTa1atVizZg1eXl7s2bMHPz8/ypcvD0DBggVfuTOmLMm0LnnWi7cRcxm1p6cn+/fvN2R3yfv373P27Fm8vb2BqHqLtWvXpm7dutSvX9+yK6Iw1smTJylVqhSZM2dmy5YtNv+cc+nSJVKkSEHWrFlfeM+TJ08IDAwke/bslmtmsznBPpOTGlmSKYQQQggiIiLo2bMnAF27dpVkWRLQu3dvcubMSffu3RP0B/OsWbMSEBCAr6+vVZJlAL6+vqxZs4ZkyZIxd+5cTp06xZdffmlp37t3r1XGEULYVubMmS3LqKtUqYKLiwuHDx8mNDQ03mI4ePAgOXPmpHbt2pZxHR0dWb16NY0aNZJkWQJSsGBBNm7cyN69e+Plc06uXLliJctOnjxJ3ElGKVKk4P333+eDDz6wXMufP7/NYxPxTxJmQgghhJ2aMWMGZ8+eJVOmTPTu3dvocIQNhIaGsmfPHst53rx5OXv2LDVr1jQwqteTIUMGqy0VvXPnDh07dgSgX79+eHp6UqZMGSIiIgCoWrWqTXbfFEJY15w5cwgPD7ecf//999y9e5dKlSrh6enJpUuXbDb20yQdRNV/TJMmDenTp+fq1as2G1NYR6lSpciQIYPlPDAwMF7GXbBgAUWKFGH48OHPbd+0aZPl38+fP8+UKVPiJS4RfyRhJoQQQtghs9ls+WA2ePBgWQ6VCN29e5dPP/2UihUrcvLkScv1hFxL57fffmPhwoXPfBv/rjp37szdu3cpXLgwvXv35sGDBwQFBQFRNWXWr19v1fGEENZ348YN2rVrB0TNMjtx4gT58+enZ8+eBAYGkjJlSnLkyGH1ce/evUufPn0oWbIkkZGRACRPnpwdO3bg7+9Pvnz5rD6msJ0ZM2aQM2dODhw4YPOxgoODiYyMpF+/fixYsOCZ9vfff5/KlStbzjt27Mjjx49tHpeIP5IwE0IIIeyQg4MDe/bsYfjw4bRu3drocIQNpE+fnowZM5IyZUpu3bpldDivdOHCBX744QeaNGnCmjVrrNp3p06dKFy4MHPnzsXZ2ZmGDRta2qZPn27VsYQQ1qe1pkSJEkRGRuLo6Mi+ffsoWLAgfn5+zJs3D4Bp06bh5ORktTFv375Nz549yZkzJyNHjuTw4cOsXbvW0p4rVy4cHOTXYXtiNptZvXo1ISEh1KxZ0+azA3/44Qd69OgBQMuWLdmyZUusdkdHR1atWkWrVq0s1zJmzGjTmET8kqL/QgibkELAQgjx5kJDQ3F2drb8Enf79m3Cw8NjFRZOiEwmE2XLlmXXrl2ULVuWrVu3Wv0XUbPZjIODA7du3bLUl8mZM+cbLeGSov/WJc968bqyZ8/O9evXARgzZgzdu3cnIiKC4sWLExAQwPfff8+sWbOsMtbNmzcZO3Ys06ZNs8z2KV68OAMHDqRGjRoJuv6jeLXg4GA+++wzAgICKFKkCH5+fri6utpsPLPZTMOGDfH19SVNmjT4+fnh6en5zH0pUqSw1MPr3r07Y8aMsVlM4uWk6L8QQgiRhB04cMDqS96E8U6fPo23tzejRo2yXMucOXOCT5YBjB8/nl27duHq6sq8efOsliz777//LP/u4ODAzZs3LYWVHRwcpNC/EHZg7dq1lmQZ/H/9qYkTJxIQEECGDBkYOXLkO4/z33//0bVrV3LlysW4ceN4/PgxXl5erF27loMHD1KzZk1JliUCadKkYe3atWTOnBl/f38aNWqEyWSy2XgODg78+uuvfP755wQHB1OtWjWuXbv2zH337t2z/PvYsWNjPb+E/ZKEmRBCCGFH9u/fz8cff0yFChUsBc9F4rBnzx6OHTvGlClTePTokdHhvLaAgAD69esHgI+PD7ly5bJKv+vXrydXrlyxvqUvXbo0wcFRXxb36NGDLFmyWGUsIYRtmM1matWqZTn/8MMP6dGjB1evXmXQoEEAjB49OlZB9zd1/fp1OnfuTO7cufHx8SE0NBRvb2/Wr1/P/v37+eqrryRRlsjkzJmTVatWkTx5ctasWUOvXr1sOp6LiwsrV66kQIECXLt2jTlz5jxzT8qUKRk4cKDlvFChQjaNScQPSZgJIYQQdkJrzf/+9z8APDw8EnTxd/HmmjdvzpgxYzh48CCpUqUyOpzXEh4eTtOmTQkPD6d69eq0bNnSKv0GBwfTtm1bwsLC/o+9Ow+P6XoDOP49SSRip/YlJVpVS1CttXaKUK2iKEKtpdRStbTWlkarao1aiio/qmqpJaHVUEGJWhLULvbGHiJ7Muf3xyS3iaKWO5ks7+d55jFz75lz3njInXnvOe8x7tJfvnyZ06dPA9alL2bMSBFC2FaVKlWM3Sn79OnDkSNHyJs3LwD16tWjdu3adOvW7Yn6vnbtGv3796d06dLMmDGD6OhoatasyaZNm/jjjz9o3ry5JMoysJo1a/Ldd98BMGXKFNOW9D5Ivnz58PPzY9KkSYwZM+a+bcaNG0fJkiUB60zK1157zaYxCduTGmZCCJuQuiZCmG/NmjW89dZbuLq6cuLEiXSxVE882JEjR/D29mbBggW4uLjYO5wnMnr0aCZMmEC+fPk4fPgwRYoUMaXf9957j7lz51K6dGmCg4PJli0bRYsWNZJn8+bNe6LNLqSGmbnkWi8eZty4cYwfPx6wLqNL2tk2idaa8PDwJ/63c/XqVUqVKkVkZCSvvvoqY8eOpVGjRpIky2TGjx/PuHHjcHJyYvPmzTRs2DDVxk5ISMDBwSHFv7mEhIQUm1cEBQXh4eGRajEJqWEmhBBCZDqxsbEMGzYMgA8//FCSZelcbGwszZs353//+x+ffvqpvcN5IoGBgXh7ewPWnSrNSpb5+/szd+5cAL799luyZcvG4sWLjWRZtmzZZGdYIdK42NhYI1kG1iQ3kKL+plLqsZJlZ8+eZcqUKcbrggULMm3aNPz9/dm+fTuNGzeWZFkmNGbMGDp27Eh8fDxt2rTh+PHjqTJuZGQk7dq1S/HvHKw7Z/r4+Bivq1WrlirxCNuQhJkQQgiRDsyZM4dTp05RsGBBI3Em0i9nZ2e++eYbmjZtysCBA+0dzmOLiorCy8uLhIQEOnbsSLt27UzpNyIigp49ewLQt29f6tevz7Zt21Is2frjjz9MGUsIYTslSpRI8TqpSPq4cePo0aMH169ff6z+bt++Tfny5Rk6dCg7duwwjvfq1YsGDRpIoiwTU0qxcOFCatasSVhYGC1btkxRgN9W/Pz8WLNmDePHj2fRokUpzvXr18/YoCYmJsYopyHSH0mYCSGEEGlcWFiYcQfz008/JWfOnHaOSDyJ4OBgDhw4YLxu0aIFfn5+FCxY0I5RPZmRI0dy/PhxihQpwqxZs0zr95NPPiEkJAQ3Nzdjt9CuXbsa5ytVqiRLW4RI46ZPn87Vq1cBcHFxwdvbm4EDB3LixAkmTZrEwoUL2b59+3/2c+XKFeN57ty56dSpE40bNyZHjhw2i12kT0lF+Z999llOnTpFmzZtbL4xUps2bfj4448B6N27N7/88kuK88ePHzc2s5g5c2aKf88i/ZCEmRBCCJHGXbp0icKFC1OuXDl69Ohh73DEE/jll1+oVq0abdu2TVHHJz3OivD392f69OkALFy4kHz58pnWd5EiRXBxcWHevHnkzJmT69evc/78ecD6d7Vv3z7TxhJCmC82NpZBgwYZr0+fPs2IESNwdHSkX79+xnL01q3y5+bTAAAgAElEQVRbP7CPkydP0q1bN4oXL05QUJBx3MfHh19//ZXKlSvb9GcQ6VOhQoXYsGEDuXPnpmXLlinqiNnKhAkT6NSpk7Ec9ODBgynOJ12z4uLiKFasmM3jEeaThJkQQgiRxpUvX56goCD8/PxS5QOgMN8rr7xCkSJFKFu2LAkJCfYO56lER0fzzDPP0KdPH5o1a2Zq38OHDyckJISmTZsC8OKLLxrnRo0ahaOjo6njCSHMVahQIeN5p06djCTBihUr+O2338iaNSuzZs26782C48eP06VLF8qWLcvixYuJj49n48aNxnnZGVr8lwoVKnD69GmGDh2aKjekkpaDNmjQgLt379KiRQsuXLhgnH/22WepUKECYN0M4I033rB5TMJckjATIh1QSvVTSoUopaKVUvuUUnUe0rabUkrf55E1WZu6Sqn1SqnLiefevE8/Sik1LrFNlFJqm1KqvK1+RiHEwzk5OeHm5mbvMMRjCA0NNZ7nzZuXHTt2sH79elNnZNmDp6cnR44c4auvvjKtT4vFYjwvUqQIcXFxDB482Khz5OzsnG43RxAis1izZg1hYWHG66Rk2e3btxk8eDAAH3/8Me7u7ined/ToUTp16kS5cuVYunQpFouFli1bEhgYaCx5E+JRJS2DBOtuiQEBATYdz9nZmdWrV1O+fHkuX75M27ZtU2xuERwcbDzfsmULsbGxNo1HmEsSZkKkcUqp9sA0YCJQBQgA/JRSD/vmfAcokvyhtY5Odj47EAT0f0gfw4AhiW1eAUKBX5VSUjxJiFQSGBjIl19+SXR09H83FmmKj48PpUqVYvPmzcaxYsWK4eCQfj96JU9qFSpUyLQ6Qnv37qVKlSrs2bPHODZp0iSmTZtmvE5e5FsIkfZorfn+++9THHv11VcBGD16NKGhoZQpUybFpjVHjhyhQ4cOlC9fnmXLlmGxWGjVqhV//vkn69ev55VXXknVn0FkLFevXqV27do0a9aM/fv323SsPHny4OvrS6VKlZg+fXqK2W1KKX766SfAurOmJIHTl/T7qU2IzGMIsEBr/a3W+qjWehBwAej7kPdorXVo8sc9J/201qO01qvv92Zl/S0/CJiotV6ttT4MdAWyAe+Y8lMJIR5Ka83gwYMZPnw4n3zyib3DEY/pyJEjREdHs3LlSnuHYopr167h4eHBqlWrTO03NjaW7t27ExwczIwZM4zjfn5+xvMaNWrIF2ch0riVK1eydu1anJycCAoK4tixY7z++uuEh4cbvwd9fHxwcXHh0KFDtGvXjgoVKrBixQq01rRu3Zr9+/fz888/U7VqVTv/NCIjyJcvH8WKFSNXrlwpbvjYipubG/v376dGjRr/OtemTRuGDBkCwJQpU4znIu1TyacLCiHSFqWUMxAJtNNar0l2fDpQWWtd7z7v6QZ8C1wCHIGDwGit9YF72ya210BrrfXaZMfcgdPAS8nfp5T6GQjTWnf9d0//6jcXcPv27dvkypXrUX5cIUQyq1atom3btmTLlo0TJ05Isdh0Jjo6mhUrVuDl5ZUuC/vfa9iwYUyePJny5ctz4MAB02oJjRs3jvHjx1OgQAH++usv8ufPj8ViwcXFhfj4eBwcHIiLizNtZt6dO3fInTs3QG6t9R1TOs3E5FovwHq98vLyIjIykjFjxhi7Oie5efMma9asoVOnTnTq1InVq/+5X9u2bVtGjRpFpUqVUjtskQncvn2bO3fuUKJEiVQfe//+/fj7+zN06FDjWIkSJbh48SJgvRGVP3/+VI8rMzDzWi+Vg4VI2/JjTXrduw/xFaDwA95zDOgGHAJyAQOBnUqpSlrrk484blLf9xv32fu9QSnlArgkOyRLN4V4QrGxsQwfPhyAoUOHSrIsjdNaM23aNI4dO8bcuXMB6xb3Xbv+572FdGPChAlkyZKFNm3amJYsCw4OZuLEiQDMmjXL+OJQu3Zt4uPjAZg2bVq6XsYqRGbQtm1bwLr0rE+fPv86ny9fPmOH5zt37qCUol27dowePdooiC6ELeTOnTspcQJYN5Z4/vnnbX5duXz5MvXq1ePu3bvkzp2bXr16AfD+++8zcuRIAEqWLMndu3dtGod4evIJRIj04d6poOo+x6wNtd6ttV6qtQ7SWgcAbwMngAG2HBcYCdxO9rj4BOMJIYDZs2dz+vRpChcuzEcffWTvcMR/CA4OZujQocybNw9/f397h2MTzs7OTJw4kZdeesmU/uLj43n33XeJj4+ndevWtGvXjpCQEF555RV2794NWL9kDxjwJJcuIURqST57RmtN7969AWv9KG9vb9566y2uXPnn/uvUqVM5fPgwK1askGSZSFWrVq2iSpUqqVJDrGjRosZGF3379jXKDIwYMQIXF+v8goiICD7//HObxyKejiTMhEjbrgMJ/Hs2WUH+PfvrvrTWFmAv8PxjjJtU8+xxxvUGcid7FH+M8YQQiW7evGnsBvjZZ5+ZVlhd2E6lSpWYOHEiPj4+NGjQwN7hmEZrzeLFi4mLizO976+++or9+/eTN29efHx8UEoxZMgQ/vzzT6PNrl27TB9XCGGemzdvMn36dABcXV2pUqUK3t7egDWR9vHHH7NmzZoUO+pWqFCBcuXK2SVekblFR0cTFRXFF198waJFi2w+3vjx4/Hy8iIhIYF27doZGw9s3LjRaPPJJ5+kSn018eQkYSZEGqa1jgX2AU3uOdUEeKRvEokF/CsDfz/G0CFYk2bGuIn11Oo9aFytdYzW+k7SAwh/jPGEEIkmTpzIrVu3qFChAu+++669wxH3YbFYmDFjBteuXTOOjRgxgn79+mWIemVJ5syZQ7du3WjUqJGpH+i11gQEBADWJZdFihQBSLHUs1q1arzwwgumjSmEMN/rr79OfHw8jo6OnDp1ilWrVuHm5sbvv//OkiVLUErh6elpLEcTwp46derEmDFjAOjduzfbtm2z6XhKKebPn0+jRo2IiIigRYsWnDt3jkaNGtGhQwejnZTdSNskYSZE2vc10FMp1V0p9aJSairgBswBUEp9r5TyTmqslBqrlGqqlHJXSlUGFmBNmM1J1iaHUqpy4nmAUomv3cC6xSYwDfhYKdVaKVUB+A7rBgTLbP4TC5GJ9erVi9dff53Jkyfj6Oho73DEfQwcOJCBAwfStWvXDHtn+NSpU8ZSqzZt2pha70UpxYYNG1i3bh1dunQBrHX7kgqBOzg48Mcff5g2nhDCfB07djRmgX700UcULVqUbt268fXXX9O3r3Uj9z59+rBx40bKlCljz1CFMIwbN4727dsTHx9PmzZtOHnyUcs7PxlnZ2dWrVpFxYoVCQ0NpXnz5ty6dYvly5cbn/FCQ0NZv369TeMQT04SZkKkcVrrFcAgYAzWHS/rAp5a63OJTdyAIsnekgeYBxwFfgGKAXW11oHJ2rwMHEh8gDUpdwD4NFmbL7EmzWYDfyb285rWWmaOCWFDZcuWZd26dTRr1szeoYgH6N27N/ny5eOtt97KUDPKkiQkJNC1a1ciIyNp0KCBTeqIKaV4/fXXATh79ixvvvkmCQkJAKxevTrDFfpXSvVTSoUopaKVUvuUUnUe0rabUkrf55E1WZucSqlpSqlzSqkopdQupdQryc5nUUp9oZQ6pJSKUEpdTrzBVvSesc7eZ5xJtvlbEBlFREQEP/zwg/G6XLlyBAcHs337diZPnszRo0cpWLCg1GcSaY5SikWLFlG9enVu3rxJy5YtuXXrlk3HzJ07N76+vhQrVoySJUsas6n37NljtHn77bdtGoN4cso6kUQIIcwlW80L8Xji4uJM231QmCshIYHjx4+nqLsTHh5OzpwZczPgL774ghEjRpAzZ04OHTrEs8/ed3Pkx3b69GlmzJjBhAkTjL+7lStX0r59e5I+j9aqVYudO3eaMt79mLnV/KNSSrUHlgD9gJ1AH6AnUE5rff4+7bsB04EUa1K11qHJ2qwAKgB9gctAZ2BwYp+XlFK5gZ+A+UAQkBfrTTAnrfXLyfo5i3Um+vxkQ93VWj/S1m1yrc+cypQpk2JmTufOnXF1dWX+/Pk4OjqSkJDA999/b8wgFSKtCQ0NpXr16pw/f56GDRuyadMmm38GO3v2LMWLF8fJyck4litXLsLDrXMRBg4cyLRp02waQ2Zh5rU+Y92+E0IIIdIhrTUNGjSgV69eKepiCfu7desWTZs2pVatWpw5c8Y4nlGTZYcOHTJqvEyfPt20ZJnFYqFnz57MmDGDfv36Gcc3bdpkJMtcXV3ZunWrKeOlMUOABVrrb7XWR7XWg4ALWJNdD6K11qHJH0knlFKuQBtgmNZ6u9b6lNZ6HNb6o30T33xba91Ea/2j1vq41no31t2yqyaVX0gm/J6xHilZJjInf39/I1mWO3duvvjiC8aMGcPSpUsB6w2GevXq0blzZ3uGKcRDFS5cmPXr15MjRw78/f3p168ftp5IVLJkSSNZprVm69atrFmzxjg/ffp0wsLCbBqDeHySMBNCCCHsbOXKlezcuZPly5cTHx9v73BEMjly5CAyMpK4uDiOHDli73BsKjY2li5duhAbG8vrr79Ot27dTOt73rx5bNu2jWzZsjF+/HjjePJaZZMnT8bZ2dm0MdOCxA1zqmItkZDcL0Cth7w1R+Jyy4tKqQ1KqSrJzjkBjkD0Pe+JAl59SJ+5AQ3c+41suFLqhlLqoFLqk8SYhbiv5OUCjh07xrBhw1i/fj1RUVG4u7tTsWJFZs+enSGXq4uMxcPDgx9++AEHBwe+/fZbpk6dmirjaq3p27cvDRs25MSJE8ydO9c4JxsApD2SMBNCCCHsKCYmhhEjRgAwbNgwY8dAYT8JCQnGneYsWbLwww8/sHfvXqPmVkY1fvx4goKCeOaZZ5g3b55pX3jPnz/PRx99BIC3tzfu7u4ABAQEcPToUQBcXFx4//33TRkvjcmPNbl15Z7jV4DCD3jPMaAb0AroiDUxtlMp9TxAYi3RP4DRSqmiSilHpVRnoDopa5oaEuufTQKW3bM8ZTrQAWgAzMJaM3X2g34YpZSLUipX0gPImFMtxX1Vr16duLg4wFpzqXDhwlgsFnx8fADrbsFBQUEplq8LkZa1aNGCr7/+GoChQ4eybt06m4+plDISY/3796dIkSK4uLgAEBkZaczWFGmDJMyEEEIIO5o1axYhISEUKVKEDz/80N7hZHqXL1+mcePGzJ79T87Azc0tw38B3L17N5MmWWu9z5kzh8KFH5TLeTxaa3r37s3du3epXbs2/fv3Jzw8HG9vbxo0aGC02759uynjpWH3rvVR9zlmbaj1bq31Uq11kNY6AHgbOIF1SWWSLol9XAJigA+w7mKdcG9/SqkswA9YP/f3S35Oaz1Va/271jpYa/0t8B7QQyn1zAN+jpHA7WSPiw/+kUVGcuvWLQID/9k/KioqCq01fn5+nDlzhjx58vDOO+/IzDKR7nzwwQe89957aK155513bL5zJsCoUaPo3r07FouFDh068L///c84l7RDtUgbJGEmhBBC2MmNGzeYMGECABMmTCB79ux2jkisWbOGbdu2MXbsWO7ezRylnCIjI/Hy8sJisdCpUyfatm1rWt+LFy9m8+bNuLi4sGDBAhwcHBg5ciQff/yxsStmxYoVqVatmmljpjHXsSax7s1AFuTfs87uS2ttAfYCzyc7dlprXQ/IAZTQWlcDsmCtY2ZITJb9CJQCmjxC8ePdiX8+94Dz3liXdiY9ij/KzyDSv9KlSxvPHRwceOWVV1BKGYl2Dw8PXF1d7RWeEE9MKcWMGTNo0qQJ77//fop/67Ycc86cOTRt2pTIyEj69u1rbJxy5coVpk+fbvMYxKNx+u8mQgghhLCFzz77jLCwMDw8POjatau9wxFAv379OHfuHD179iRHjhz2DidVDB8+nJMnT1KsWDFmzpxpWr/x8fFGQvjTTz/lhResmz5WrFjRaOPg4MDBgwdNGzOt0VrHKqX2AU2ANclONQF+fpQ+lHXKTmXg0H36jwAilFJ5gabAsGTvS0qWPQ800FrfeIThkmql/X2/k1rrGKwz2pLGeJQfQaRzy5cv59atW4C10P+ff/5JiRIlOHHiBDt27ADAyckJBweZiyHSpyxZsrBx48ZU3a08S5YsrFy5krp163Lw4EGKFy+Os7Mz169f56OPPqJz584888yDJvuK1CK/1YQQQgg7iIyM5IcffgDgq6++wtHR0c4RZU4XLlxg8ODBxmYLSim+/PJLypQpY+fIUkdkZCS//fYbAAsWLCBv3rym9e3k5MTOnTsZOXIkQ4YMMY4nX3q8bNmyzPAl+2ugp1Kqu1LqRaXUVMANmAOglPpeKeWd1FgpNVYp1VQp5a6UqgwswJowm5OsTVOlVDOlVCmlVBNgK3AcWJR43gn4CXgZ6AQ4KqUKJz6cE9vUVEoNVkpVTuznbWAusE5rfd7mfysi3Ui+4+Xx48d57rnncHFx4YMPPgCsie8FCxbYKzwhTJE8WRYTE4OPjw8Wi8WmY+bMmZONGzdSokQJ/v77bz799FMA4uLiTNulWjwdmWEmhBBC2EG2bNk4evQoK1eupEmTJvYOJ1OKi4ujbt26nD17lrx58zJmzBh7h5TqsmXLxr59+9i4cSNNmzY1vf9ChQrx+eefA2CxWBg6dCgREREAPPPMM7Rv3970MdMarfWKxJpgY7AW5T8MeGqtzyU2cQOSfyvLA8zDuozzNnAAqKu1DkzWJjfW5ZHFgZvAKuATrXVc4vniWDcNALh3Cl8DYBvWmWLtgbGAC3AOmA98+RQ/rshg6tatayQNXnrpJQoVKgRYbzb88ot181cvLy9KlixprxCFMJXWGk9PT/z9/bl8+TITJ0606XhFixbFz8+Pc+fO4enpyZAhQ4iOjiYiIoKLFy9SvLisfLcnlbQLlBBCmClx96zbt2/fNtbkCyFEWrN8+XKmTJnCihUrUqVuSWZw7do1du3axRtvvGEc27dvH506deL48ePGsbCwMHLnzp2qsd25cydpzNyPUM9L/Ae51mdsFoslxeznkiVLcurUKRwdHalXrx7bt2/H2dmZ27dvkzVrVjtGKoS5vv/+ewYOHMjKlStp3Lhxqo69detWGjZsCEDXrl357rvvUnX8jMDMa32GnwMvhBBCpCUWi4XffvsNuWFlH2fPnuXEiRPG644dO7J79+5Mlyxbt24dX375pVF430wDBgzgzTffZNSoUcax0aNHp0iWvfvuu6meLBNCPJ7Fixcbz93c3Jg0aRKOjo4EBgYSEBAAQK9evSRZJjIcLy8vTp06lerJMoACBQoYpQoWL17M3r17Uz0G8Q9JmAkhhBCp6Mcff6Rx48a0atVKkmapLCAggCpVqtCmTRsiIyON405OmatCxa1bt+jZsyfDhw9nzpw5//2Gx7BmzRpWrFiBo6MjrVu3No536dLFeJ4nTx4WLlxo6rhCCHOFhYUxYsQIwFpn8+zZs7z99tsAHDhwAEdHRzp37sy0adPsGaYQNpO84P7x48c5ffp0qoy7ceNGLBaLkYiuV69eis8sInVJwkwIIYRIJdHR0cYXkOrVq8sOc6msTJkyuLi4kD17dm7fvm3vcOwmT548TJo0idq1a9OzZ0/T+r158yb9+vUDYNiwYVStWtU4N2DAAON5Rt4VU4iMwsPDg6tXr1K2bFkGDBiAUsq4ZvXp04egoCC++uqrTHfDQWQ+f/zxBzVq1KBly5aEhYXZfLyBAwdStGhRoqOjAYiKisLNzc3m44r7k4SZEEIIkUpmzpzJuXPnKFasWIpdA4Xt3L1713heqFAhtm3bxvbt2ylSpIgdo7IvpRTdu3cnICAAFxcX0/odMmQIoaGhlC1bljFjxpCQkEBgYCBeXl7cuHEDgG7dusnOX0Kkcf369ePChQsA5M2bN8VOthcuXGDWrFmUKFHC2ABAiIysZMmS5MiRg2PHjvH2228TFxf33296ClmzZmX48OEpjt24cYM///zTpuOK+5OEmRBCCJEKrl+/buy0NHHiRLJly2bniDK+lStX8uyzz7Jz507jWNmyZXF2drZjVPYTGhqa4u64mTMc/fz8WLx4MUopFi5cSNasWfHx8aF69eosWbIEsC59XbRokWljCiHMp7Xm22+/NV6Hh4cbzydMmMC4ceMYMGAAHTt2tEd4QqS6IkWKsH79erJnz86vv/7KBx98YPOSGr169fpXQrpOnTo2HVPcnyTMhBBCiFTw6aefcvv2bSpXrkznzp3tHU6m8PPPP3Pz5k1mzpxp71DszmKx0KVLFypWrMiuXbtM7Ts6Opo+ffoAMGjQIGrWrAnwr3ovGzZsMHVcIYT5JkyYYMygqVevHosWLcLJyYnffvuN0aNHs3jxYtzd3enevbudIxUi9VSuXJlly5ahlGLOnDnMmDHDpuO5uroybNiwFMeio6OZOnWqTccV/6ak4LAQwhZkq3kh/nHixAnKly9PfHw8W7ZsoVGjRvYOKVMIDw9nzpw5DB48ONPX2fHx8aF///64urpy4MABXnjhBVP79/Pz48svv2Tjxo3G7MnPPvuMMWPGAFCxYkWCg4NNHfNJmLnVvJBrfUYTFRVFnjx5iI2NpWrVqsYSsJiYGDw8PDhx4gT9+/dnxowZaK1TLNUUIjOYMmUKQ4cOxcHBgXXr1tGiRQubjRUREUGpUqW4du1aiuOSv/lvZl7rJWEmhLAJ+RAtMrubN2+SN29elFIEBgbSrVs33N3dZZaNDS1btowjR44YS1+F1cmTJ6lUqRJRUVHMmDEjRQF+W4mKiiJXrlzEx8fj6OhIbGxsmvhyLQkzc8m1PmMpVKgQV69eBSAkJISSJUsC1llno0ePpnDhwhw7dizp/5AQmY7Wmj59+jB//nxy5MjBzp078fDwsNl433//PS4uLsyePZvt27cDUKtWrRSlJsS/ScJMCJHmyYdokdlYLBYOHjyIr68vvr6+7Nmzh0OHDlGuXDkA4uPjCQsLI3/+/HaONGMKDg6mUqVKAGzdupX69evbN6A0Ij4+njp16rB7924aNmzIr7/+alriKiIigrCwMIoVK2Yc+/vvv5k4cSKnT59m06ZNAKxbt47XX3/dlDGfliTMzCXX+oxj48aNtGzZ0ngdGhpKoUKFOHPmDOXLlyc6OprevXszbdo0XF1d7RipEPYVFxdHs2bN8Pf3p0SJEgQGBlK4cGGbjnnvjM7Y2FiyZMli0zHTMzOv9Zl7fYIQQgjxFO7cucPmzZvx9fXFz8+PK1eupDj/xx9/GAkzJycnSZbZkIeHB8OGDSNr1qy8+uqr9g4nzZg8eTK7d+8mV65cLFq0yNRZXp988gmLFi1i3rx5tG/fHoD+/fuzevVqo02bNm3STLJMCPFgyWtrli5dmoIFC6K1ZsCAAURHR1O4cGHmzZtn1HASIrPKkiULP/30EzVq1ODEiRO88cYbbNu2zaaJZKUUjRs3ZsuWLYB1ltnevXttNp74hyTMhBBCiEektSY6Otr4ULRz507efvtt43z27Nlp3Lgxnp6eNG/enBIlStgr1ExhxYoVNG/e3JjZMmnSJFN3fkzvgoKCGDt2LAAzZszAzc3NtL537txp1DHKkyePcdzT09NImOXKlYsVK1aYNqYQwjZWrlxp7KBboEABfH19UUrxyy+/4Ovri7OzMzdu3ACgZ8+e9gxViDQhb968bNiwgRo1ahhlN5YvX26z0gPffvsthw4dQimF1po///yTixcvUrx4cZuMJ/5h/2ISQgghRBoWHh7O2rVr6d27NyVKlGDcuHHGufr161O5cmWGDBnCli1buHHjRoq2wnZGjhxJhw4d6NWrl1EAV5Jl/4iJicHLy4u4uDjeeOMNvLy8TOs7KiqK7t27o7Xm3XffpWnTpgAkJCTQr18/o92GDRtwdHQ0bVwhhG106dLFeB4QEECZMmUAaNSoEbNnz6Z+/frExcVRvXp1Xn75ZXuFKUSa8vzzz7N69WqyZMnCjz/+yMKFC2021t9//82VK1eMuoJgnQkqbE9mmAkhhBDJaK05evQofn5++Pr6EhAQQFxcnHHe39/feJ6046BIfW+88QbTpk2jYsWKaK0lWXaP8ePHExwcTP78+Y1lVGb2feLECYoUKcKUKVMAiIyMpGvXrsTGxgLW4uF16tQxbUwhhG00bdqUmJgYwLrMK/kOuo6OjvTq1cvYSKV///52iVGItKpevXrMnTuXHTt2mHpj6l4DBgxgypQphISE4OrqSlRUFLGxsSxatIh3333XZuMKKfovhLARKQQs0pOEhARjJozFYqFo0aIp6pE9//zzxjLLevXqkTVrVnuFmmlprbl8+fK/CswXKVLEjlGlTbt27aJOnTpYLBZWr15N69atTet779691KhRA4vFws8//0yrVq3YtGkTHTt2NJZ0Ady9e5fs2bObNq5ZpOi/ueRan77Fxsbi4uJivB41ahSfffYZFy9eJF++fGTLlo1Vq1bRtm1bChYsyPnz51O0F0KknrFjx/Lpp59StmxZjh07BkD+/Pm5du2anSNLe8y81suSTCGEEJmO1poTJ04wbdo0mjZtynPPPYfFYgHAwcGB1q1b07RpU6ZPn86JEydStJVkWeq7e/cunTp1okqVKly+fNk4Lsmyf4uIiKBr165YLBa6dOliarIsNjaWHj16YLFY6NixI61atQJg2rRpKZJl48ePT5PJMiFESjVr1kzxunnz5sb/7/Lly7Nnzx5mzpwJQO/evSVZJsR/SEhIYPTo0Zw5c8b0vgcOHEjOnDk5duyY8fnn+vXr+Pr6mj6W+IcsyRRCCJEpREVFsW3bNmOp5enTp1OcDw4OpnLlygB888039ghRPICjoyNHjhzh5s2bBAQEGDsyin9buHAhp06donjx4syYMcPUvi0WC02aNOHq1asp+i5QoIDx3N3dnTFjxpg6rhDCfDdu3GD//v3G66NHj1K2bFkWLVqsngIAACAASURBVFrEjh07yJ49O3fu3OH333/H0dGRPn362DFaIdKHkSNHMnnyZNasWcOBAwfIkiWLaX3ny5ePAQMG8Pnnn5M/f37CwsKMmqKhoaGmjSNSkiWZQgibkGUaIi1IXttq+PDhfPnll8a5LFmyUKdOHTw9PfH09KRs2bJSBysNubcu2fHjx7l+/Tq1a9e2Y1Rpn8Vi4ZtvvuGFF16gcePGNhnjzp07xu/1kJAQ3N3dU5zLmTOnTcY1gyzJNJdc69Ov4sWLc+nSJQC8vb0ZMWIEN27c4IUXXuDGjRt8+eWXnD59mrlz59K2bVtWrlxp54iFSPsuXbpE/fr1mThxYopd1M1y/fp1SpYsSUREBJMnT+ajjz4CrLXUtm3bZvp46ZWZ13pJmAkhbEI+RAt7iImJISAgwJhFNnXqVJo1awbAtm3b6NKlC82bN8fT05NGjRql6S/2mdnt27fp1asXrVq1onPnzvYOJ9OLj4/HwcEBB4d/KnlERUWxadMmOnXqRFRUFAAff/yxURw8rZKEmbnkWp8+7dmzhxo1agDWm0cxMTEopejduzfz58+nQoUK+Pv7U7JkSSIjI9m2bRv16tWzc9RCpA9xcXGmziy719KlSylfvjxVqlRJcWPRYrHIjd9EkjATQqR58iFapJbz58/j5+eHn58fW7ZsISIiwjjXv39/o/5K0gcJ+TCR9k2dOpUhQ4aQN29ezp07J4nNR/Ddd9/Rtm1bcuTIYXrfkyZNYsOGDSxYsMDYQW/kyJFMmjTJaJMjRw7Cw8NNH9tskjAzl1zr06esWbMaO2O6urpy8eJFjh8/Tq1atQAICAhg7969DBkyhIoVKxIUFCTXTiGewKVLlwgICKBDhw426f+9995j7ty5AMyYMYMBAwbYZJz0xsxrvdQwE0IIkW6dPHmSMmXKpDhWuHBhY0fL5EvSks+OEWnbBx98QHBwMH379pVk2SNYvXo17777Lp9//jlBQUG4urqa1vfRo0cZN24cMTEx7N6920iYJW2SkeTixYumjSmEsJ2bN28a10OlFC1btiRXrlz07dsXgG7dulGrVi26desGWG88SbJMiMf3999/U61aNUJDQ8mdOzfNmzc3fYyxY8fyyy+/EBISwoQJE+jXr5+x67swh3x7EEIIkeZdvnyZBQsW0LZtW3r37m0cf+6553B3d6d27dpMmDCB/fv3c+nSJaNtnjx57Bi1eFS3bt3C29vbSMI4OjqyaNEiqlWrZufI0odnnnkGNzc32rZta2qyLCEhgR49ehATE0Pz5s3x8vIyzm3ZssV4Pn369KQ7uUKING7SpElERUVRsWJFoqKimDdvHuHh4ZQqVYq8efPy5ZdfcvLkSa5fv07u3Lnp1KmTvUMWIl0qXLgwTZs2xWKx0L59ew4fPmxq/0OGDKFkyZKMHDmS7Nmzc/XqVUaNGmXqGEKWZAohbESWaYinER8fz+7du41aZAcPHjTO5cmTh2vXruHkZJ0kHRMTI1vdp2NxcXF4eHhw7NgxJk+ezNChQ+0dUrp0584dXFxcTP2/MG3aNAYPHkzOnDk5cuQIJUqUAKw7cfbo0QOwFg6/cOGCaWPamizJNJdc69OX/fv3U6NGDeLi4tiwYQMtWrRIcf7SpUsUK1YMgLt37xIcHGws0xRCPL7Y2Fhee+01fv/9d5599ln27NlDoUKFTOl70KBBTJ8+nVdffRV3d3e+//57AI4cOUK5cuVMGSO9khpmQog0Tz5Ei6fRqFEj/P39jddKKV555RWjYP/LL78sSywzkLlz5zJ58mRWrFhB1apV7R1OumHLZPHp06eNGShz586ld+/eHD16lGHDhrFx40ZjF9M7d+7YpG6arUjCzFxyrU9fHBwc0FqTM2dObt26JUu3hEgFN27coEaNGpw6dYoaNWqwdetWsmbN+tT9Xr58GXd3d2JiYvj6668ZMmQIYK1LGBkZ+dT9p2dmXuvl24YQQgi7SEhIYM+ePYwbN46aNWty584/17NXX32VvHnz0rFjR77//ntCQ0ONttWqVZNkWTp348aNFLOSevfuTVBQkCTLHsP58+dxd3dn7ty5mH3z02Kx0LNnT6KiomjYsCG9evUC4P3332fDhg3GeGPHjk1XyTIhMrMJEyYY/3fDw8MZP348v/zyC15eXly9etVoFxISYvrvFCEys2eeeYYNGzaQJ08edu/eTffu3U35P1a0aFF69uwJwPr1640kXFRUFD/++ONT9y+sZIaZEMIm5K6zuJ8bN26wefNm/Pz82LRpE9evXzfOrVq1irfeeguwLgVxdXWVu98Z0J9//knr1q0pWrQoAQEBODs72zukdMdisdCkSRP8/f2pWbMmAQEBpv5fuXbtGk2bNuX48eMcOnQId3d3ALy8vFiyZAkABQoUSPElO72QGWbmkmt9+lGkSBFCQ0MBjC/uLVu25NSpUwwbNowvvviCiIgIihUrRokSJdi0aZOxPFMI8fT8/f1p2rQp8fHxjBs3jrFjxz51nxcuXKB06dLExcUxf/584waXi4sL0dHRT91/eiUzzIQQQqQ7K1eupGDBgnTq1ImlS5caBYXbtWvHwoULqVOnjtE2R44ckizLoAoUKEBERARhYWHGlzfxeHx8fPD39ydbtmwsXrzY9P8rBQoUYM+ePWzdutVIlkVERPC///3PaJOe6pYJkdl9++23xu/bjRs38vfff7N8+XJOnTpF0aJFjULh+/fvJy4ujujoaIoUKWLPkIXIcBo2bMg333wDwLhx41i+fPlT91miRAm6d+8OwI8//ki+fPkAa8kGM/oXMsNMCGEjctc58woLC+OXX37Bz8+PJk2a8M477wBw5swZSpcujYeHB56enjRv3pyaNWuSJUsWO0csbC0+Pt7YpAEgMDCQF198kZw5c9oxqvTp+PHjVK5cmejoaHx8fOjXr59Nx9NaExoayptvvklgYCAAq1evpnXr1jYd11Zkhpm55Fqf9iUkJJArVy4iIyN5/vnnOXHiBCdPnqRixYrExMTw448/0q5dO6N9WFgYZ86c4aWXXrJj1EJkXB999BFfffUVLi4ubN26lZo1az5Vf2fPnuX555/HxcWFX3/91diow9HRkfj4eDNCTndkhpkQQog0Q2tNcHAwkyZNom7duuTPn5/27dvz3XffsWLFCqOdu7s7ly9fJigoCG9vb+rWrSvJskxg27ZtlClTJsVOp9WqVZNk2ROIj4/Hy8uL6OhomjRpQt++fU3tf8mSJYwZM4aYmBjj2HfffYebm5uRLGvWrFm6TZYJkRnVrl3bKADer18/tNb079+fmJgYXnvtNdq2bZuifZ48eSRZJoQNTZo0iVatWhETE8Obb77J2bNnn6q/kiVLsmLFCkJCQqhZsyYFCxYErMnyefPmmRBx5iYzzIQQNiF3nTOH2NhYypQpw7lz51Icf/HFF/H09KRVq1bUrVvXTtGJtKB169asXbuWN954g7Vr19o7nHRt4sSJjBo1ity5c3P48GGKFy9uWt9///035cqVIywsjG+++Yb33nsPgDp16rBjxw4AChUqxN9//41SyrRxU5vMMDOXXOvTtoSEhBSze7Nnz46Pjw/dunXDxcWFw4cP89xzzwFw6tQp47kQwrbu3r1LnTp1OHjwIO+8806KkgdP6/r16xQoUAAAJycn4uLiTOs7vZAZZkJkMkqpfkqpEKVUtFJqn1KqzkPadlNK6fs8sj5On0qpwkqpJUqpUKVUhFJqv1Iq5W1IkWlorfnrr7/46quvGDBggHHc2dkZNzc3XF1dadmyJbNnzyYkJMRoK8kysWDBAj788ENTPwxmRgcPHmT8+PEAzJw509Rkmdaavn37EhYWxssvv2zsumWxWNi1a5fRbvv27ek6WSZEZuPl5WU8L1y4MH379mXmzJkAjBw50kiQXbhwgbJly1KtWjUiIiLsEqsQmUmOHDlYv349PXv2ZO7cuab2HRoaStmyZQHrzPTvvvvO1P4zG5lhJkQap5RqDywB+gE7gT5AT6Cc1vr8fdp3A6YDLyQ/rrUOTdbmP/tUSv0K5Ab6A9eBd4DxwMta6wOPELfcdU7nIiIi8Pf3x9fXFz8/P2MWmVKKq1evkj9/fsBaO6Fw4cLGdtYic9uyZQvBwcEMGTLE3qFkGDExMbz88sscPnyYt956i59++snUxNWKFSvo0KEDWbJkYd++fVSsWBGAChUqcOTIEQAaNGiAv7+/aWPai8wwM5dc69Ou+Ph4nJ2d0Vrj4ODA3bt3cXFxITw8nKlTpzJixAjjuj1q1CgmTpxI/fr12bp1q50jF0I8ifj4eJo3b86WLVsICAgwNtPKjLXMZIaZEJnLEGCB1vpbrfVRrfUg4ALwsOI1WmsdmvzxBH3WBGZqrQO11me01hOAMEAKW2QCEyZMIF++fLRq1Yo5c+Zw7tw5XFxcaNasGdOnT0+xxKNkyZKSLBMAHDp0iNdee42hQ4cSEBBg73AyjDFjxnD48GEKFizInDlzTE2WXbt2jf79+wPWL80VK1bk5s2bdOzY0UiWZcmSJUMky4TITBo1akTSxIj+/fvj6uqKg4MDuXPnZty4ccZ1OyYmxqhzlPS7QAiRurTWeHt7M3v27Cfuw8nJicKFCwMwZcoUGjZsCFiXZr/77rumxJkZyQwzIdIwpZQzEAm001qvSXZ8OlBZa13vPu/pBnwLXAIcgYPA6KRZYY/ap1JqExAPeGFNlL2d2G8lrfXp+4zrArgkO5QTuCh3ndO2qKgotm3bhq+vLwMHDjSWZyxcuJAePXpQsmRJPD098fT0pEGDBmTLls3OEYu0rnfv3jg4ODB16lRcXV3tHU66t3PnTurUqYPW2qgFZ6aOHTvyww8/4OHhwd69e3F2dqZDhw4pNuwICgrCw8PD1HHtRWaYmUtmmKVNyf6dA3DlyhUCAwNp0aLFvxLuS5YswcvLi+LFixMSEpLihpgQInWsX7+eVq1a4ejoyOHDh40llY/r2LFjlCtXDq01e/fu5ZVXXgGsq0MsFouZIadpZl7r5TeiEGlbfqxJryv3HL8CFH7Ae44B3YBDQC5gILBTKVVJa33yMfpsD6wAbmBNnEUCre+XLEs0Ehj73z+SsLczZ87g5+eHr68v/v7+REdHA1C6dGkGDRoEwFtvvUXNmjUpW7as1CwSD+Xv70/NmjWN5Ng333yDo6OjnaPKGGJjY+nWrRtaa7p27Wp6suzs2bOsW7cOR0dHFi5caCzfWrdundGma9euGSZZJkRmUbVq1RSv+/Tpw9q1a2nVqhVr165NcV2fNWsWAH379pVkmRB20rJlS3r06EHVqlWfOFkGULZsWdq3b88PP/zAF198QdWqVdm3bx9aa5YuXUrnzp1NjDpzkCWZQqQP904FVfc5Zm2o9W6t9VKtdZDWOgDrzLATwIB7m/5HnxOAvEBj4GXga2ClUqriA2L0xlrzLOlhXkVqYYqjR4/y4osvUrp0afr374+vry/R0dEUL16c3r17G3ehwLqt/IsvvijJMvFQkyZNolGjRgwcONA4Jsky8zg7OzN9+nSqV6/O9OnTTe+/ZMmSBAcHM3/+fOMLdvfu3YmKigKsRYmlWLAQ6cudO3c4deqU8fqll15i27ZtANSvXz/FdT0wMJDAwECcnZ2NzT6EEKlPKcX8+fPp2/dhFXcezahRowD46aefmDNnDg4O1pSP1JZ9MpIwEyJtuw4k8O/ZZAX59wyx+9JaW4C9wPOP2qdSqjTWYv/dtda/JSbfxgN/Au8/YJwYrfWdpAcQ/ijxCds4f/48c+fOZenSpcYxNzc3QkJCcHR0pF69enzxxRcEBwcbbWvXrm3HiEV69Morr+Dg4ICLi0ummuqfmjw9Pfnjjz9SLK8yU+nSpY3aJoGBgSkSZGfPnrXJmEII26levbrx/JNPPqFSpUqEhYVRqVKlFLtcA/j4+ADQvn17ChYsmKpxCiFSSp7MvnnzJh9++KGxCuRxlC9fnrZt2wLWWmZJ3wWuXbtGv379zAk2E5EaZkKkcUqpPcA+rXW/ZMf+An7WWo98hPcrIBA4pLXu/ih9Js4iC8a6a+bRZG02A+e01r0fYVypa5KK4uLi2LlzJ76+vvj6+hrFuitVqsTBgweNdtu3b6dSpUo2+/ItMr7bt2+n+PeTNHNRmOfWrVvcvXuXEiVK2KT/bdu2oZSiXr1/ymBu2bKFJk2aGK9HjhzJ559/bpPx7UlqmJlLrvVpy9WrVylUqBAADg4O+Pv7U79+fQB27dpFzZo1jbbXrl2jePHixMbGsmfPHqpVq2aPkIUQ99BaU6NGDQIDA+ncuTPff//9Y6/4CAoKonLlyjz33HMEBQWRN29eYmNjjf4zOtklU4jM5Wugp1Kqu1LqRaXUVMANmAOglPpeKeWd1FgpNVYp1VQp5a6UqgwsAContX+UPrHWQTsFzFVKVVNKlVZKfQg0Adba+OcVj+m9997jmWeeoUGDBkyePJkjR47g4OBA7dq1efvtt1PM/Klbt64ky8QTiY2NZfDgwXh4eHDjxg3juCTLzDdgwAAqVqzI2rXm/7q9c+cOXl5e1K9fn1WrVgHWD8/J66OVKlUqQybLhMjoypcvbzzv0KED779vXRTQs2fPFMkygPnz5xMbG0u1atUkWSZEGqKU4vPPP8fR0ZGlS5cyceLEx+6jUqVKbNmyhb/++ots2bLh6elpnFu8eLGZ4WZ4kjATIo3TWq8ABgFjsO54WRfw1FqfS2ziBhRJ9pY8wDzgKPALUAyoq7UOfNQ+tdZxgCdwDViPdbaZF9BVa+1rm59U/Jf4+Hh27NjBZ599luLuUGRkJOHh4RQoUAAvLy+WL1/OtWvX2LFjBx9//LFRu0CIpxETE8OGDRs4f/58iqLwwlwRERGcOnWK8PBwY3t4Mw0fPpwLFy7g7u5Os2bNADh9+jSRkZEAuLi4pKh/JIRIH+Li4rh+/brxet26dRw5coT8+fMzadKkFG3j4+P55ptvAOjfv3+qximE+G+NGjVi9uzZAIwePZoff/zxifrIkiULQIqdrxcuXGhOkJmELMkUQtiELNMwx9WrV9m0aRO+vr5s3ryZsLAwAA4cOEDlypUBOHToENHR0VStWlWSY8KmDhw4wPnz503frVGklJQcT1pKZZatW7fSsGFDwLq7aYMGDdBakzNnTiIiIgAIDg6mYsUH7e2S/smSTHPJtT7tWLhwIT169MDJyYkmTZpQsWJFfH19GTJkiFGnMMnq1atp06YNBQoU4Pz582TNmtVOUQshHmbIkCFMnTqVrFmz8vvvvz/RbNDY2Fh27drF7NmzWblyJWD97lChQgWzw00zzLzWy97BQgiRBm3evJlRo0bx559/pjieL18+mjZtmmInwoz85VbYT3R0NB999BGNGzc2EmRVqlShSpUqdo4s43NycjI9WRYREWHsgvfee+/RoEEDI9GelCzr06eP/D4RIh2Kj483lm15e3szdOhQACZMmHDfnYtnzZoFQK9evSRZJkQaNnnyZE6ePMmGDRto1aoVgYGBuLm5PfL7b926RZUqVbh48SJ79+7FYrGwatUqateuze3bt20YecYhUxGEEMLObty4wbJlywgKCjKOOTk5Gcmyl156iVGjRrFr1y6uXr3KsmXL5EutsDkfHx9mzZpF9+7duXNHJuLY2uLFixk2bNgT7Yj1KD755BPOnDlDiRIl+OKLLwDw8PDgr7/+AiBHjhzMmTPnYV2Ip6CU6qeUClFKRSul9iml6jykbTellL7PI2uyNjmVUtOUUueUUlFKqV1KqVfu6UcppcYppS4nttmmlCp/T5u8SqklSqnbiY8lSqk85v8NCFuqU6cOZ86cIX/+/PTt29c4niVLlvvOPJ89ezb9+/fnvffeS80whRCPydHRkWXLluHh4cGVK1d4/fXXCQ8Pf+T3582blxdffJGEhAR8fHx46623AOsMrJYtW9oq7AxFlmQKIWxClmk8mMVi4cCBA8aOlnv27EFrzaBBg5g6dSpgrRe1fPlymjVrZpM6RkL8l9jYWFq3bs3777+folisMN+5c+eoWLEi4eHhzJkzhz59+pja/+HDh/Hw8EBrjZ+fH82aNSMkJAR3d3ejzdWrVylQoICp46ZF9liSqZRqDywB+gE7gT5AT6w7UZ+/T/tuwHTgheTHtdahydqsACoAfYHLQGdgcGKflxLbDAc+AboBJ4BRWGuWvqC1Dk9s4wcUB5J2v54HnNVav/6IP5tc6+3s0qVLFC9eHABXV1cGDhxIjhw56NOnD/nz57dzdEIIM5w/f55q1apx5coVWrZsydq1a+87e/R+/vjjD2rVqoWTkxMnT56kVKlSxrmMmgsy9VqvtZaHPOQhD9MfQC5A3759Wwur8PBw3bVrV12wYEENpHh4eHjoadOm2TtEkYlFRkbqb7/9VlssFnuHkqkkJCTo+vXra0DXqlVLx8fHmz6GxWLRS5Ys0YMGDTKOlSpVyvj9k5l+99y+fTvp586lU+96uAf45p5jRwHvB7TvBoQ9pD9XIB5occ/xg8CExOcK+BsYnuy8CxAG9El8/WLi30X1ZG1qJB574RF/NrnW21m9evVSfJ7Ili2bBvTatWvtHZoQwkR79uzRWbNm1YAePHjwY723SZMmGtB9+vTRZcqUMX5f9O7d20bR2peZ13pZkimEEDagtSYoKIiff/7ZOJY9e3Z+++03rl69So4cOWjdujXz58/nwoULBAUFMXDgQDtGLDKz+Ph46tSpQ8+ePZk/f769w8lUZs6cybZt28iWLRuLFy9+5DvGj0MpRefOnZk6dSpaa7y9vQkJCQGgQYMG8rvHhpRSzkBVrLtWJ/cLUOshb82RuNzyolJqg1IqefFAJ8ARuHf9bhTwauLzUkDh5ONqrWOA35ONWxO4rbXek6zNbuD2g2JTSrkopXIlPYCcD/kZhI1FRUWxc+dOANzc3KhduzaRkZG4u7vfd7mVj48PHTp0YN++fakdqhDiKVWrVo3FixcDMHXqVObOnfvI7x0zZgxg3Rzks88+M47LZ77/JgkzIYQwyZ07d1i9ejU9e/akePHiVK5cme7du5OQkABYv7ROnTqV3377jRs3bqRoK4Q9OTk50b59ewoWLJhiqr6wrWPHjjFixAgAvvrqK5577jlT+z9x4gQ3b95Mcaxu3bp8/PHHABQsWJDffvvN1DHFv+THmty6cs/xK1gTWvdzDOsss1ZAR6yJsZ1KqecBtHU55R/AaKVUUaWUo1KqM1AdKJLYR1LfDxu3MHD1PuNffUhsI7Em1JIeFx/QTqSCQYMGER8fj1KK3bt3c/36dQAGDhz4r+S71prp06ezYsUK9u7da49whRBP6e233zYSXlOnTiU2NvaR3vfqq6/SoEED4uLi+P3332nRogVg/b3QpUsXm8WbEUjCTAghntL//vc/GjZsyDPPPEObNm1YsGABly9fJlu2bNSqVSvFF9a2bdvSsGFDnJ2d7RixENZdE69du2a8/vDDDzly5AhNmjSxY1SZR3x8PF5eXkRHR9O0aVPTi2/HxsbSpk0bypcvz5491glEK1euZMeOHYC1GPjhw4dRSpk6rnigewvFqPscszbUerfWeqnWOkhrHQC8jbUG2YBkzbok9nEJiAE+AJYBCY857v1ieGBsgDeQO9lD7vjYSXh4OPPmzQPgtdde48CBAxw/fpxcuXLx7rvv/qu9Uooff/yRvn370rlz59QOVwhhkk8++YRJkyaxY8eOx/o+kTTL7MKFCylWwCxdutT0GDMSSZgJIcRjuHv3LuvWrePu3bvGsaNHj7J161bi4+MpU6YMAwcOZPPmzdy4cYP169dnikLaIn05duwY1apVo3379sYMSAcHBykQnYq8vb3Zu3cvefLkYcGCBaYnrj7//HMOHz5MfHw87u7uRERE0LFjR+P8zz//LL+bUsd1rEmse2dsFeTfs7/uS2ttAfYCzyc7dlprXQ/IAZTQWlcDsgAhiU2SNgh42Lj/Z+++w6K41geOfwdQEFTsFRVL1Nh7j0aNvSV2rGjsJVF/RmNL8SaWq7H3EnuLRg32XrAbFUsUQY0NQQSlWCi7O78/Vuaygn3ZheX9PA/PnTlzZubd5GZn991z3hME5EzkltlfF5uqqtGqqkbE/QHvvlybMKtPP/1U2y5UqBC//fYbAL169SJDhsRnypYrV4558+aRPn16i8QohDA/RVEYOXKkyWc2g8Hw1vPq1KnDxYsX8fLywt7enurVq2vHZs+enSSx2gJJmAkhxBuoqsr169eZMWMGDRs2JGvWrLRq1YqDBw9qfTp27MisWbPw9/c36evk5GTFyIV4szt37nDt2jVu375t7VBSnfPnzzN+/HgA5syZQ968ec16/UuXLvHrr79q18+ePTsVKlTQkqNFixalSZMmZr2nSJyqqjHAOeDVoZsNgBPvcg3FmE0th7GI/6vXf6aqaqCiKJmBRkDcsIF/MSbEGsS7TlqgTrz7ngRcFUWpEq9PVYwjx94pNmEdsbGxBAQEaPsHDx7k4MGD2NnZMXjw4DecKYSwNYsXL6ZBgwZER0e/sZ+iKJQpU0bbnzhxorb93XffJVl8KZ2DtQMQQojk6N9//2XatGns3LmTW7dumRwrWLAgz58/1/ZLlSpFqVKlLB2iEO9FVVVtFFPx4sXZsmULZcqUIWfOxAaYiKQSFRVF165d0el0tGnThk6dOpn1+jqdjh49eqDT6fjyyy9p1qwZ1apVw8/PDwB7e3uuXr1q1nuKt5oGrFIU5W+MSao+QH5gAYCiKCuBAFVVR73c/xE4BfhjXIXyG4wJs4FxF1QUpRHGqZPXgSLAlJfbywBUVVUVRZkBjFYUxf/ltUYDzzFO3URV1WuKouwGFiuK0vflpRcB21VVvZ40/yiEObRs2VLb9vDwoEmTJhw4cACdToe7u3uC/mPGjOHBgweMGDHCZGSaECJltF8kkwAAIABJREFUCw4OZvjw4URERLBixQr69OnzTuc9fPiQx48f4+joSHR0NNHR0axZs4bOnTsnccQpj6KqrytRIIQQH+7l6lnh4eHhZMyY0drhvNXNmzeJioqiZMmSANy4cYNPPjHOfkmTJg116tShadOmNG3alKJFi0rdH5GiXLx4kV69erFmzRqKFi1q7XBSte+++46pU6eSM2dOLl++bPZpkZMmTWLUqFFkypSJq1ev0r9/f5NaJceOHaNmzZpmvWdKEhERgaurK4DryymFFqEoygBgBMai/FeAoaqqHn157DBwW1VVz5f704HWGKdThgMXgJ9UVT0Z73rtMdYTcwMeA38CY1RVDY/XRwF+BPoCmYHTwEBVVa/E65MFmIVxgQEAL2CQqqph7/i6UtSz3hbo9XocHIxjHhwdHYmK+t9iqfF/GInz7Nkz3NzcCAsLY8eOHTRt2tSi8QohktbevXs5ffo0Y8eOfafvJ9evX6dcuXIoisLJkycpV64cYPxBTafTJXW4FmHOZ70kzIQQSSK5f4iOjo7m6NGj7Ny5k507d+Ln58dXX33F5s2btT6jR4+matWq1K9fX+p9iBStadOm7Nq1i6ZNm7Jjxw5rh5NqeXt7U6dOHVRVxcvLixYtWpj1+teuXaN8+fJER0ezfPlyOnXqhLOzs/YBePDgwcyaNcus90xprJUws1XJ/Vlvi6pXr86pU6cAmDdvHv37939j/0WLFtG3b18KFy6Mn58fdnZSkUeI1ExVVapWrcrZs2cZMWIEXl5e+Pr6AjBz5ky++eYbK0f48SRhJoRI9pLrh+glS5awbds2Dhw4wLNnz7R2BwcHmjRpgpeXlxWjEyJpPHjwgO+//55p06ZJYX8r+ueff+jSpQvly5fn999/N/v1Hz9+zNChQ3n06BE7duygbNmyXL58GYAcOXLw8OE71Zi3aZIwM6/k+qy3VfFHlwEcPnyYP//8k169epnUJoqjqqr2PjBt2jSGDh1qyXCFEBb27Nkz+vbty5AhQ6hUqdJr+23fvp0WLVrg4uLCpUuXKFy4MACZMmXiyZMnlgo3yUjCTAiR7CWHD9ExMTFcvnyZihUram21atXi+PHjAOTOnZsmTZrQtGlTvvjii7g3ViFSvPPnz3Px4kV69Ohh7VDEK2JiYoiNjcXFxSXJ7nH27Fk2bdrEf//7X8BY6Dc6Opo0adIk2T1TCkmYmVdyeNanJnGjheOMHDmSyZMn4+bmxu3bt7G3tzfpf/ToUerUqYOzszP3798nc+bMlg5ZCGFB//d//8e0adPInTs3Z86cwc3NLdF+qqpSsWJFLly4oP2gGhMTA4Cfn59WlialMuezXsbkCiFsSkBAAEuWLKFNmzZky5aNKlWq8PjxY+14//79+fXXX7lw4QIBAQEsXbqUNm3aSLJM2Ix//vmH6tWr06dPH86cOWPtcASYLBKSNm1asyfLnj59StwPoIGBgTRv3lxLlgHs2rVLkmVC2ID4ybJZs2axe/duAAYNGpQgWQbGVXIBunTpIskyIVKBH3/8kVKlShEYGEiLFi14+vRpov0UReGHH34AYO7cufTs2VOrf9a7d2+LxZsSSMJMCJHi/fPPP4wePZpy5crh5uZG79692bx5M5GRkWTLlk1bHQ6gc+fOWl8p3C9sUYkSJbTVEYsUKWLtcFK9x48f8+mnn/Ljjz8SGxtr9usbDAZatmxJy5YtefDgAQaDgUePHmnH+/XrR6NGjcx+XyGEZcX/Etu5c2dKlSrFxYsXcXZ2TvQLbkBAgFaXddCgQRaLUwhhPRkzZmTbtm3kyJEDHx8fOnfujF6vT7Rvy5YtKVOmDJGRkbi6umq1y44cOaLNxhGSMBNCpEBBQUEm8+tPnDjBxIkTuXjxIoqiULVqVX7++WfOnj1LYGAg1apVs2K0QiQ9Hx8fbSi9oiisWLGCLVu2kCVLFitHJtauXcvdu3fZsGFDkqw+tXjxYg4dOsTBgweJiori119/1UabVapUifnz55v9nkIIy1uyZIm2vXz5cmbMmAFA9+7dE32vX7BgAXq9njp16lC6dGmLxSmEsC53d3e2bt2Ko6MjXl5ejBo1KtF+dnZ2jBs3DkdHRxwcHJgyZYp2rEGDBpYKN9mTGmZCiCRhzromer2es2fPaitanjt3jlmzZjF48GAA7t+/z8iRI2natCkNGzYke/bsZngFQqQMCxYsYPDgwXz77bdMnTrV2uGIRGzYsIGCBQtSpUoVs1737t27lCpVisjISMaPH8+nn35Ku3btAHB2dubp06cykvYVUsPMvKSGmWUMHjxYm16ZK1cuDh06RIkSJVBVFV9fX4oVK2bSPzo6mvz58xMcHMzGjRtp27atNcIWQljR+vXr8fDwAIw/rvXq1StBH4PBQHBwMLly5QIgXbp0REVFARAVFYWjo6PlAjYjcz7rHd7eRQghLO/Fixds3ryZXbt2sXv3bkJDQ02Ox59m6ebmxpo1aywdohDJQq5cudDpdNy9exe9Xp9oHRthXR06dDD7NVVVpW/fvkRGRlK8eHF+/vlnk2kXV69elWSZEDZi06ZN2naFChWYO3cuqqrStGnTBMmyuP7BwcHkzZuXVq1aWTJUIUQy0bFjR65fv85PP/1E//79KVy4MHXr1jXpY2dnpyXLANq1a8eqVasAWLVqVaJJttRGpmQKIZIFg8FAUFCQtq/X6+nRowdr1qwhNDQUV1dX2rdvz/LlywkMDGT27NlWjFYI64qbfgnw5ZdfcvToUTZs2CDJsmRCVVUmT55sUkvM3FauXMnu3btxdHSkWLFiJsmy8ePHU6BAgSS7txDCch4+fEhYWBgAX331FVOnTqVgwYLkzJmToUOHJnpO3Gi0fv36yYIfQnyklDwj74cffsDDwwOdTkebNm1MBhy86syZM5QoUQIHB+OYqkmTJr22/llqIlMyhRBJ4l2maTx58oS9e/eya9cudu3ahZubG+fOndOODxgwgEyZMtGkSROqV6+uvYELkVoZDAamTJnCqlWrOHnyJBkyZLB2SCIRS5cupVevXuTLlw8/Pz+cnJzMev3AwEBKlChBWFgYkydPZuvWrZw8eRKA0qVLc+nSJbPez5bIlEzzkimZSW/06NFMnDiRKlWqcOrUKW3kaHR0NGnTpk0wkvTvv/+mcuXKpE2blrt375IzZ05rhC1EinPq1CkWLlxI3bp16datG0+ePOG///0vx44d4+jRoyl21HZUVBT16tXj5MmTFClShFOnTpE1a1aTPvv376dBgwZkzZqVo0ePUrNmTcLCwihbtiw+Pj5WivzDyZRMIUSKdfnyZbZt28auXbs4ceIEBoNBOxYVFUVERIT2oXvevHnWClOIZCkiIoI5c+Zw//59Vq9eTf/+/a0dknjFv//+y5AhQwD45ptvzJ4sA+OIkyxZslCkSBFcXFy0ZJmzs7Mky4SwIbt27WLSpEkAjBo1yuQL++tqC6mqSt26dcmbN68ky4R4g7iBQ3H/XR07dozly5dz8+ZNunXrhr29PXPnziUyMpKDBw9Sv359a4b7wZycnNiyZQtVq1blxo0btGnThr1795I2bVqtz+eff84nn3yCv78/27dvJzo6GoCLFy8SGxubqkeqyggzIUSSiPvV+d69e+TNm1d7GHXq1Il169Zp/UqUKEHTpk1p0qQJtWrVMnnzFkIkdPz4ca5evUqvXr1S7K+dtspgMFCvXj2OHDnCZ599xqFDh5JkmqyqqvTo0QO9Xs/69evR6XSkTZuWkJAQGXX4FjLCzLxkhFnScnJy0r64enl5kSFDBp48eULLli3f+t6S2r/kCvEmU6dOZf78+SxevJh69eoBxkXEJkyYQKdOnahVqxYA8+fPJ0+ePDRv3jzFl724cuUKNWrUwNnZmaNHj1K0aFGT4ytWrMDT05Ps2bPTv39/xo8fD0Dt2rU5cuSINUL+YOZ81kvCTAiRJOI+RNvb2+Pj40OpUqUA2LhxI6tWrdKSZFJnR4jX0+v1TJw4kRo1amgf6ETyNX36dIYNG4aLiwuXLl2iUKFCSXKfY8eO8dlnn2n79vb2HDlyhJo1aybJ/WyJJMzMSxJmSefx48cm06Z8fX3p2bMnJ06cYPLkyYwYMcKK0QmRsjx69Ijs2bNr+3379mXRokX06dOHhQsXWjEyyzp8+DCFChUif/78CY7FxsZSvHhxbt26xZAhQ5gxY4Z2LKXljMz5rJei/0KIJKXX6/H29tb227Vrh5eXF/369ZNkmRBvMWvWLMaNG0fnzp0JDw+3djjiDa5du8aoUaMA+O2335IkWdarVy9mz55N2bJlsbP730e4BQsWSLJMCBszaNAgwDhd7Pfffyc8PJwTJ06QJk0aunXrlqC/Tqfjt99+Izg42NKhCpFsxcbGUr9+fXLlysXdu3e19gEDBrBu3TqmTZtmxegs7/PPPzdJlj179kzbTpMmDaNHjwZg7dq1JiPWv/76a8sFmcxIwkwIkaQuXLggdZaE+EB9+/alatWqTJo0Ke6XMpEMxcbG0q1bN6Kjo2ncuDF9+vQx+z22bt3K0qVLGTJkCPnz59fqPzZo0ECWfRfCxsTGxrJp0ybAuDJmjx49mD59OgAeHh7kypUrwTnbtm1j+PDhVKhQQVa2E6nW8+fPOXv2rLafJk0a9Ho9BoPBZFph2bJl6dixIy4uLm+9pl6vZ9myZVohfFuxefNm3N3dOX/+vNbWtWtXChQoQHBwMN9//73W/vvvv1sjxGRBEmZCiCSVVFOShLBFer0eLy8vbd/Z2ZkTJ07QvXt3K0Yl3mbChAn8/fffZM6cmaVLl5q9ttyTJ0/o27cvAHnz5tU+sKdJk4Y9e/aY9V5CCOurVKkSsbGxgHEBpPv377Nx40YAhg4dmug5GTNmpFq1alqxciFSG19fX3LkyEGDBg202n8AM2bM4M6dO3Tt2vWDrmtnZ8e0adM4ceIES5cuNVe4VqWqKosXLyYkJITZs2dr7WnTpmXUqFG4ubmRP39+6tatqx1LrdPApYaZECJJSF0TId6PTqejUaNGHDx4kHXr1tGxY0drhyTewblz56hWrRo6nY61a9fi4eFh9nv06NGD5cuXJ2gPDQ0lS5YsZr+fLZMaZuYlz3rz0+l0JsX6o6Oj+eGHH5g8eTKff/45hw4deuv5Dg4OSR2mEFalqionTpzg+fPnNGjQADAuvJM/f37Spk3Ljh07+PTTT812v02bNnHr1i169eplM8/d8PBw5s6dy4gRI0zeM2JjYzEYDDg6OmIwGLQEvKOjI1FRUdYK972Y81kv76ZCCCFEMuDg4ED16tU5c+aMrH6ZQrx48YKuXbui0+lo165dkiQ5d+/enWiybMOGDTbzoV0I8T9dunTRtosUKUJsbCyLFi0CYMiQIW89X5JlIjVYuXIlnp6elC1bFh8fH8A4EuzUqVPkzZvX7J+j2rZta9brJQeurq5azTIwJiFVVU2wuq6TkxNRUVFER0dz4sQJatSoYelQrUqmZAohhBBWotPpiIyM1PZ/+uknLl26RIcOHawYlXhXY8eO5dq1a+TKlYt58+aZ/QN6REREovXQxo0bR/v27c16LyFE8hBXu8zOzo7du3fz4MEDihQpQuHChWnevHmC/uHh4UybNo0nT55YOlQhLOLu3btMnjzZZHRl8+bNyZIlC2XLljUZ9eTm5iY/On6A2NhY+vbta5JA0+l0rFmzhoYNG2ptX375pTXCsypJmAkhhBBWcO/ePT7//HO6dOmiLdft4OBAwYIFrRyZeBd6vZ5bt24BsGTJErJly2b2eyxcuJD79++btBUvXpzx48eb/V5CCOubMWOGVrC/f//+FC5cmE8++YTTp09z8uTJRGuTLV++nP/7v/8z+VIrhC2ZNWsW33//PfPnz9fasmbNSlBQECtWrMDJyclisZw6dYoOHTpw7tw5i93TEg4ePMjixYuZPHkyGzZsAGDZsmV069aNCxcuULhwYQAePXrElStXrBmqxUnCTAghhLCCR48ecfbsWQ4fPoy/v7+1wxHvyd7ens2bN+Pt7U2zZs3Mfn1/f38mTJhg0pY2bVquXbtm9nsJIZKH4cOHa9uzZs3SthVFIXv27An6GwwG5s6dC0DPnj2TPkAhktgff/xBs2bNuHr1qtbWuXNn6tatm2CE5atTBy1h9uzZ/PHHH8ycOdPi905KjRo10or6T548GTBOD8+ZMyf37t3TFh4CZEqmEEIIIZJehQoVWL16NefPn6do0aLWDkd8AEVRqFWrllmvGRMTwz///IOiKOh0Om30oaIohISEmPVeQojkY/78+droshw5cmBnZ8f69eu1VXETs2/fPvz9/cmYMeMHrwAohDUZDAaT/dWrV7Nz507Wrl2rtZUvX56DBw/SrVs3S4eXwJAhQ+jZs6dJcttWjBgxgjRp0nDhwgUuXrxIunTptCTaggULtARlZGSktopvaiAJMyGEEMICbt++TbNmzbh7967W1q5dO22Yu0gZdu7cSZcuXZKkXlBISAgNGjSgdu3aBAUF8fTpU+3Y1atXyZAhg9nvKYRIHr799lttu2vXrly+fBkPDw/c3d2JiEh8kbc5c+YA4OnpSfr06S0SpxDm8Pz5c/r160eBAgVMarkOGDCAH3/8ke7du1sxuterXLkyS5cupUyZMtYOxeyyZs1Ky5YtAbTFhvr27Uv27Nm5desWlSpV0vr+/PPP1gjRKiRhJoQQQlhA37592blzJ/3797d2KOIDRUdH07dvX9asWcP06dPNem1fX1+qVavG0aNHiY6Opm7dutqxDRs2ULx4cbPeTwiRfFy9elUbsZE1a1aGDx/OjBkzAGjYsCEZM2ZMcM6tW7fYsWMHAAMHDrRcsEJ8AFVVefTokbafLl06Dh06xP379/Hy8tLaGzduzE8//cQnn3xijTBTvR49egDGkX4xMTG4uLhoo+kCAgK0BRVmz55ttRgtTRJmQgghhAXMnz+fRo0aafVmRMrj6OjIxo0badmyJaNGjTLbdffv30+1atW4efMmYPxiodPpAGOiVVbEFMK21alTR9u+fPkydnZ2rFmzBjBOAUvMvHnzUFWVRo0aybR+kaxdvXqVkiVLUq1aNZMyA1OmTGHfvn107NjRyhG+vwcPHjBu3Dg2btxo7VDMqlGjRuTMmZOQkBB27doFGEf9Zc2albt37/L9998DxlW8U0vdREmYCSGEEEng5s2bbN26VdsvVKgQu3fvxt3d3XpBiY9WrVo1/vrrL9KlS2eW6y1cuJDGjRsTHh6Oq6srYJyqApAvXz4WLFhglvsIIZKnyMhIrT5h+vTpyZ07NwsWLCA6OpoqVapQvXr1BOc8f/6cpUuXAjBo0CCLxivE2zx8+BBfX19tv0CBAty5c4eAgABu3Lihtbds2ZIvvvgi0dVfk7vVq1fzyy+/8Ouvv2pJQFvg4OCg1UOMm5aZPn16hg0bRu3atWnevLn272vZsmXWCtOiJGEmRAqgKMoARVH+VRQlSlGUc4qifPaGvp6KoqiJ/Dm97zUVRamuKMpBRVGeKYoSpijKYUVRzPMtUQgb5uvrS4UKFfDw8ODy5cvWDkd8pAcPHpis2GUua9eupV+/fuj1erp06ULr1q21Y05OTvz7779mv6cQInkpUaKEtt2/f3+io6OZN28eAEOHDtWmQMW3du1awsLCKFSoEE2aNLFYrEK8zcqVK8mTJw9Dhw7V2lxcXNi5cycPHz60mamWvXr14osvvmDs2LE2lTADY01EgO3btxMcHAzAyJEjOXLkCDVq1KBy5cpa3/iJUVslCTMhkjlFUToAM4BfgfKAN7BLUZT8bzgtAsgd/09V1aj3uaaiKNWB3cBeoApQGZgDmC5nI4RIoGjRotSsWZOKFSuSKVMma4cjPoKqqnz99ddUqFCB9evXm/XarVu3pkaNGvzyyy907NhR+7VWURSCg4NT5K/uQoj38+DBA227bNmyrF+/nocPH+Lm5kabNm0S9FdVVSv2P2DAAHmfEFYTHR3N1q1bTZIm1apVw2AwEBkZqZUWAOO047hR1LYgS5Ys7Nu3j7Zt22JnZ1splZIlS1K5cmV0Op22Wmn895n4I98XLlxo8fgszbb+7Qphm4YBS1VVXaKq6jVVVYcA94A3VQ5XVVUNiv/3AdecDsxSVXWSqqr/qKrqr6rqJlVVo8354oSwFbdv30av1wNgZ2fHunXrOHz4MPny5bNyZOJjLF68mN27dwOYZVWsoKAgDAbj7w5p06YlR44cPH/+XPtibGdnh4+Pj6yIKUQqcO7cOe39wNPTk3bt2nHz5k3s7e0ZNGgQadKkSXDOsWPHuHjxIunSpdMKdAthDQMGDOCrr75i/vz5WlvRokW5c+cOx44dw8HBwYrRiY8RN8osblpmnNDQUP744w+yZ88OGKdlxpWRsFWSMBMiGVMUJS1QEeMor/j2AjXecGp6RVHuKIpyX1GU7YqilH+fayqKkgOoCgQrinJCUZSHiqIcURSl1ke+JCFs0h9//EHp0qWZMGGC1ubq6iofFlO4W7duMWzYMAAmTJhgMnXqQ5w6dYqyZcsyduxYALZs2cLWrVuZMGEC0dHRKIrC+vXrbXK5eiFEQnErYXbu3Jlly5aRNm1axo8fz7///ku/fv0SPSdudFnnzp3JkiWLxWIVqdu5c+f4v//7P22KHhhHSefNm5dcuXKZ9M2f/02TYGxLTEwMq1evtrlVIz08PEibNi0XL17kwoULWvvs2bOZMGEC2bNnx93dnfDwcKpVq2bFSJOeJMyESN6yAfbAw1faHwK5EnYHwBfwBFoCHkAUcFxRlLiiAe9yzUIv//cnYDHQGDgPHIh3HROKojgqipIx7g+Q4REi1YiKiuLp06ccPnxYG2UmUja9Xo+npyfPnj2jdu3ar12p7l2tW7eOzz//nODgYHbt2sWLFy9M6oCAcTRbu3btPuo+QoiUYfr06axevRrApN4TGBf8SGz6WlRUFKdOnQKk2L+wrH79+jFt2jSTVSEbN27M3bt3zbpqdEpz6NAhunbtytixY4mMjLR2OGaTOXNmvvrqK2rXrk109P8mF33zzTekT5+eq1ev8vTpU8C4sm9ERIS1Qk1ykjATImV4tZqkkkibsaOqnlJVdbWqqhdVVfUG2gN+wOD3uGbce8NCVVWXqap6QVXVocB14HVrCI8CwuP93X/LaxIiRYtf5LVbt278+eef7NmzR+rJ2Ijp06fj7e1N+vTpWb58+QfXKFFVlZ9//plOnToRHR1Ny5Yt8fb2RlEUChUqpPXr3bs3X3/9tbnCF0Ikc8OHD9e2Y2JiCAgI4Pr16288x8nJiRs3brBnzx7Kli2b1CGKVOj58+fMmDGDJk2amNQg69mzJx06dDAZAW1vb29z9bveV4MGDahXrx4jRoywdihmt2rVKo4cOWIygixLliwMHmz8Suns7Ky116xZ0+LxWYpia6s6CGFLXk6ffA60U1V1S7z2mUA5VVXrvON1FgNuqqo2eZdrKopSELgFdFVVdXW8PhsAnaqqnRO5hyPgGK8pA3A/PDycjBkzvserFiL5W7FiBYsXL2b//v04OTm9/QSRovzzzz9UqFCBmJgYFi9eTK9evT7oOlFRUfTs2ZN169YBxi/IgwYNYv78+cyfP1/7RTZXrlwEBgaaLX7xehEREXEjd1xVVbXdn8Qt5OWI8nB51r+f0NBQsmXLpu2fO3eOZcuWMWfOHH7++Wd++OEHK0YnUhuDwaAlvmJjY8mdOzehoaHs27ePL774wsrRieQmJCQEd3d3nj17ZtKenPJK5nzWp+6UsBDJnKqqMcA5oMErhxoAJ97lGopxPfJyQOB7XPM28AAo9kqfosCd18QarapqRNwfYDvjkoWI58mTJ3z33XccP36cRYsWWTscYWaxsbF069aNmJgYmjVr9sGjvlRVpWnTpqxbtw4HBweWLFnCpEmTaNu2LZMnT9aSZY6Ojiar5AkhbF/8Kd5Tp06lUKFC2iq51atXT/ScgIAAmfIvzMrPz4/WrVvToMH/vhKkSZOGMWPGMGfOHMqVK2fF6ERy8ejRI7Zu3artZ8uWjYEDBwKmo8xsdZq4jDATIplTFKUDsAroB5wE+gC9gZKqqt5RFGUlEKCq6qiX/X8ETgH+QEbgG6ArUFNV1TPvcs2XfYYAPwNfAz5Ad2A4UEpV1ZvvELf86ixs1p49ezh79iyjRo2SKZg25scff2T8+PFkyZKFK1eukDt37g++1rp16xg0aBCbNm2ibt26AFSuXJm///4bME5niYiIMPnAKZKWjDAzL3nWvz+9Xo+Li4s2Rfuvv/5i6tSpfPfdd5QqVYpLly5h/K3TVI0aNQgICGDt2rU2Pf1JJB2dTkdERIS2WMSDBw9wc3NDVVXu3r0rq3p/pDNnzrB//35Gjx5t7VDM5sGDB7i7u2MwGAgICCBnzpwABAcH4+7uzosXL7S+iqJoq/5amzmf9bJ8lxDJnKqqGxRFyQr8AOQGrgBN4xJbQH4g/rtTJmARxgL+4cAFoHZcsuwdr4mqqjMURXECpgNZgItAg3dJlglhS1RVZenSpZQpU4YqVaoA0KhRIxo1amTlyIS5nT17ll9//RWAefPmfVCy7Pnz51oCzMPDg8aNG5M5c2YAxowZoyXLAAIDAyVZJkQq06xZM62I9uzZs9HpdNoKe0OGDEk0Wfbw4UP8/PyIiIigcOHCFo1X2IaNGzcyePBgmjRpoo1mzJMnDwsWLKB69eqSLPtIgYGB1KhRA71eT8uWLSlVqpS1QzKLPHnyUKFCBQwGA4GBgVrCLEeOHHz77beEhobi7e2Nr68vqqqycuVKunXrZuWozUtGmAkhkoT86ixsxdy5cxk0aBDu7u74+PgkunKZSPlevHhBhQoV8PX1pWPHjlrdsXelqiqzZs1i+vTpnDhxgjx58mjHjhw5gp+fH3369NHa9u/fT/2HmcpNAAAgAElEQVT69c0Wv3g3MsLMvORZ//7iEmKKonD37l1OnjxJ+/btyZYtG3fv3iVdunSJnhcVFcXp06epU+edyteKVO7atWtkzZqVHDlyAODt7U3t2rUpVKgQ/v7+qb5Yf1Lo2rUrdnZ2jBs3jiJFilg7HLN5+vQp6dOnf+3xeM9VXFxctNUzrUlqmAkhhBAW0qVLF4oVK0b//v3JkCGDtcMRSWTv3r1cv36d3LlzM3fu3Pc6NzY2lgEDBjBkyBDu3LnDypUrtWMXLlygYcOGJsmySZMmSbJMiFQofjF/RVFwdnZm+vTpAPTv3/+1yTIwrpApyTLxLvr160eJEiX4/ffftbaaNWuya9cufH19JVmWRFauXMmKFStsKlkGvDFZBpAxY0ZcXFwAePbsGWFhYZYIy2LkvxYhhBAiHlVVOXnypLbv6urKxYsXGTFihHzItGGtWrXi4MGDrFq1Sqvv8i7CwsJo1qwZCxYsQFEUpk6dysiRI7Xj9+7dIyYmRtvv16+fyXEhROoxdepUbXvx4sVER0fj5+dH2rRpGTBgQKLn3LlzJ9nUBRLJz+PHj1m8eDFRUVFaW+XKlXFwcCAoKEhrs7Ozo3HjxqRJk8YaYaYKiU2ntiVhYWEcO3YsQfvFixdNpqA2adLEkmElOZmSKYRIEjJNQ6REer0eDw8PNm7cyPbt22nWrJm1QxLJ2M2bN2nevDm+vr64uLiwdu1aWrZsqR3X6XRky5aN8PBwAPr06cPChQutFa5ApmSamzzr392FCxeoUKECAPXq1ePAgQOAse7h6dOntYVB4tPpdBQuXBhHR0f++usvPv30U4vGLJI3VVX55JNPuHnzJn/++SetW7cGjKN8oqKiyJo1q5UjTJ0ePnzI8uXLGTZsmM0kKC9fvkyVKlVIly4dgYGBODo6ascGDhzIvHnzsLOz05L7er3eqj8yy5RMIYQQIgnY29uTK1cuHBwcuHfvnrXDERbw22+/cePGjfc+78KFC1StWhVfX1/c3Nw4duyYlixTVZWgoCCTZFmdOnUkWSZEKta4cWNte+fOndq2s7NzoskygO3bt3P37l0eP36Mu7t7UocokjGdTseuXbv4/vvvtTZFUWjTpg3lypUzWbHbxcVFkmVWYjAYqFatGt9//z2bNm2ydjhmU6JECbJmzcqTJ0/Ytm2bybGRI0eSJk0ak5GwDRo0sHSISUYSZkIIIVI1VVW1FcsApkyZwpkzZ+jXr58VoxKWsH37doYPH06FChV49OjRe51bqFAhcuXKReXKlTlz5gzlypXTjo0fP57cuXNrybKiRYty+PBhc4YuUhhFUQYoivKvoihRiqKcUxTlszf09VQURU3kzyleHwdFUX55ec0XiqLcUhTlB0VR7OL1SewaqqIo38XrczuR45OS7p9E6vT06VOCg4MBSJcuHaqq4u/v/9aplnPmzAGgV69eb6xvJmxfZGQkrVq1YvLkyVy+fFlr/+WXX7hw4QKtWrWyYnQijp2dHT179qRq1apky5bN2uGYjb29vbb6Zdwqq3Hy589Pjx49TNoOHTpksdiSmkzJFEIkCZmmIVKCJ0+e0LNnT1xcXFi1apXN158Qpu7cuYOnpycVK1Y0qS30OgaDAUVRtP+fBAQEkDlzZpydnbU+MTExODk5Eff5ytXV1eYK4KZk1piSqShKB2AVMAA4DvQFegElVFW9m0h/T2AmUCx+u6qqQfH6jAGGAt2Bf4BKwDJgrKqqM1/2yfXKpZsAS4Eiqqreetnn9su2xfH6PVVV9Z2WOZNn/bspVqwYfn5+AOTMmRN/f38KFChAzpw52bNnD/nz509wzrVr1yhRogR2dnbcunWLAgUKWDpsYSX37t1j/vz5PH/+nBkzZmjtvXv3xsnJiaFDh1KoUCErRijeRKfT4eDgYO0wzM7Pz49ixYphZ2fH/fv3yZ07t3bs9u3bfPLJJ+h0Oq3tzJkzVK5c2RqhypRMIYQQwhyuXbvGtm3b2LhxI9evX7d2OMLCChQowIEDB5gwYcJb+z579ox27dppK9oB5M2b1yRZBtCpUyctWebo6Mjjx4/NG7RIiYYBS1VVXaKq6jVVVYcA94D+bzhHVVU1KP7fK8erA3+pqrpDVdXbqqpuAvZiTJzFXeDV81sBh+KSZfFEvtL3nZJl4t3FJcsURWH27NmsWrWKJ0+eEBsbi5ubW6LnxI0ua9mypSTLUoH4ow1DQ0OZOHEiCxYsICLif9/1Fy9ezOzZsyVZlszZYrIMjKPla9SogcFgYPXq1SbH3N3dtRFocYYMGWLJ8JKMJMyEEEKkWjVq1GDevHmcPHmS4sWLWzscYSEhISHatp2dHWnTpn1j/wcPHlCnTh02b97MmDFjCAwMTNBHVVV++ukn/vzzT8A47SosLExWVk3lFEVJC1TEmMyKby9Q4w2nplcU5Y6iKPcVRdmuKEr5V44fA+orilL05X3KArWAna9e6OXxnEAzjKPJXjVSUZRQRVF8FEUZ8zJmYSbffafNgGXo0KG0adNGGzX07bffJvoeER4ezooVKwAYNGiQZQIVVrF7925q1arFuHHjtLayZcsycOBAVq1aZVJcXaQssbGxrF+/nvv371s7FLPx9PQEYPny5bw6U3H06NEmtfROnDjxQTVikxv5FCeEECLVCAkJoUePHjx8+FBr69Onj7ZymbB9AQEBFC1alIEDB/LixYu39j9//jxVqlTh3LlzZMuWjX379plMQwDj6DNXV1d+/vlnADJmzEhwcDBOTk6JXVKkLtkAe+DhK+0PgVenTMbxBTyBloAHEAUcVxTlk3h9JgPrAF9FUWKBC8AMVVXXveaa3YFIYPMr7TOBjkBdYA4wBJj3uhejKIqjoigZ4/6ADK/rK4zij0r97bff2LVrF/7+/ri6uiao+xNn5cqVPHv2jE8//ZR69epZKlRhAU+fPjV59kRERHD8+HHWr1+vJSAURWHOnDm0a9dOEmYpWJcuXfDw8NBGi9qC9u3bky5dOq5evcrZs2dNjhUuXJihQ4cyceJEra1atWqWDtHsJGEmhBAi1ejSpQvLly+nd+/e1g5FWIGqqnz99dc8efKEM2fOvHXaxNatW/nss88ICAigRIkSnD59mlq1apn00el0uLu7ExkZCUDWrFm5f/8+6dOnT7LXIVKkV4sGK4m0GTuq6ilVVVerqnpRVVVvoD3gBwyO160D0AXoBFTAmBAbrihK99fcvyewRlXVqFfuNV1V1SOqql5SVXUJ0A/4WlGU1y2xNwoIj/dnO0MnksDu3bvR6/UA5MuXD/hfAq13796Jvk8YDAbtC/agQYOktqYNGT16NDly5OCPP/7Q2po3b860adPw9vaWf9c2plOnTuTMmZOcOXNaOxSzcXV1pXXr1oBxlNmrpkyZwvfff6+NNAsNDbVkeElCEmZCCCFSjd9++43y5cvzyy+/WDsUYQULFy5kz549ODo6snLlStKkSfPavlOnTqV169Y8f/6chg0bcuLEiQR1Y/R6PSVKlNCmeDo6OnL79m0yZJBBN0ITAuhJOJosBwlHnSVKVVUDcBaIP8JsCjBJVdX1qqpeVlV1FTAdY0LLxMsVOYsBS97hdqde/m+R1xyfCLjG+0u8AJcAwMPDQ9suWrQoly5d4sCBA9jZ2b12quX+/fvx8/MjQ4YMdO3a1VKhCjMzGAwcP37cZNqas7MzL168MFlB0NnZmaFDh5InTx5rhCmSUPPmzblz5w5Dhw61dihmFTctc926dURFRSXap3v3//128/fff1sirCQjCTMhhBA2Kzg42OSDacmSJTl37hxlypSxYlTCGm7evMnw4cMBmDhxIp9++ukb+8etdDlw4EB27NgRt9qSxmAwUK5cOfz9/bW269evy8gyYUJV1RjgHNDglUMNgBPvcg3FOOykHBC/eJ4zYHilq57EP9t/DZxTVfXiO9wurlZawkJ9gKqq0aqqRsT9YZzmKRKhqirZs2cHwMXFhXHjxrFx40YA2rRp89pC/nGjyzw9PSX5nkIZDAZKly5NrVq1OHXqlNb+9ddfc+bMGZYtW2bF6ISl2Nvb2+SU2rp165IvXz7CwsL466+/Eu1Trlw5bTv+tPSUSBJmQgghbNKNGzcoV64crVq14ubNm1q7THlIffR6Pd27d+fZs2fUqVOHb7/99q3nDBo0iMOHDzNnzpwEUzdVVaVYsWJcuXJFazt9+rSsZCdeZxrQS1GUnoqifKooynQgP7AAQFGUlYqiaEVfFEX5UVGURoqiFFIUpRzGQv3l4vq/tA0YoyhKM0VR3BVF+Qrjapxb4t/4ZZ2xdiQyukxRlOqKogxVFKWcoigFFUVpDywEvFRVvWvOfwCp0ZEjR/D398fFxYX79+9Tp04dxo8fz/79+00KvMf377//sn37dgAGDhxoyXDFR7h586bJqoF2dnZUrFgRV1dXbt3636K0uXPnpnLlyvI5JBU6f/48Fy++y28WyZ+9vb22ImZi0zIBjh8/rm1v2LCBgwcPWiK0JCEJMyGEEDbJ3d2dIkWKkC9fPmJiYqwdjrCiadOmcfz4cTJkyMDy5csTXZXu+vXrNG/enCdPnmhtderUSdBPVVUqVapksvLTgQMHqFKlStIEL1I8VVU3YCym/wPgA9QGmqqqeudll/xA/JUkMgGLgGsYV9PMC9RWVfVMvD6DgU0YC/RfA6ZiTHa9monpiLFeWmKLAURjrIV2GLgKjAcWY1xoQHykSZMmAcbamZkyZQKMP9jUr1+f0qVLJ3rO/PnzUVWVhg0bUqxYMYvFKj7c/fv3KVKkCN27dycoKEhrnzJlCkFBQXTu3NmK0YnkYObMmVSsWJFRoxLMmE+x4qZc7t27l4CAgATHx44dq23r9XoaN25ssdjM7c3VboUQQogUJDQ0lCxZsqAoCg4ODmzatAkXFxdcXFysHZqwksuXL2sf3KZPn467u3uCPgcOHKBt27aEhYUxbNiwN06XqV+/PufPn9f2T548aROrQImkparqPF6z+qSqqp+/sj8UeGPRG1VVIzEm4Ya8pd8ijMm3xI6dB+T/vElg3Lhx7NmzB4AqVaoQExNDTEzMW6dsf/vttzg5OfHZZ59ZIkzxniIjI9myZQvPnz+nX79+ALi5uVGjRg1cXFx4/PgxuXIZyxXaUqF38XGaN2/OiBEjyJIlCzqd7q0LDqUEn3zyCcOHD6dSpUpkzZpwjZhSpUrRpk0b/vzzTwBiY2N58uQJmTNntnSoH02JX4hQCCHM5eU0kPDw8HAyZsxo7XBEKrBv3z66dOnC6NGj32nKnbB90dHRVKtWDR8fH5o3b46Xl1eCqTCLFi1iwIAB6PV6atSowZYtW8iRI0eCa/n6+jJo0CAOHDigtW3atIk2bdok+esQ5hMRERFXj871ZQ0u8RHkWZ+4NGnSoNPpABg+fDglS5Zk6NChjBkzRqulKFKe3bt306RJE7Jnz86DBw+0xEdsbOwbF5ERIqUmiz6Gj48P5cuX1/aLFSuGr6+vRe5tzme9TMkUQghhE3x9fQkODmbVqlXaFxWROqmqyqZNmyhZsiQ+Pj5kzZqVxYsXmyTL9Ho9w4YNo2/fvuj1ejp37syBAwcSTZYdPHiQ0qVLmyTL1q1bJ8kyIUQCT5480Z5BLi4uDBw4kOnTpxMWFobB8Oo6DSK5Onv2LL169eL333/X2urXr0+tWrUYPHgw0dHRWrsky8TbpLZkGRgL/9evX1/bv379uhWj+XCSMBNCCGETBg0axIIFC/D29raJ4e7iw/3222+0a9eOmzdvkitXLtavX69NkwHjtJovv/xSW7npP//5D6tWrcLJySnR6y1YsMAkCbt27Vo6duyYtC9CCJEijRw5EjAWxg4JCeHWrVtcunQJZ2dnevfuneg5x48fp3HjxuzevduSoYp4VFUl/syrkydPsnTpUhYvXqy1pUmTBm9vb8aNGyelHsQHCQkJ4fTp09YOw2yCgoKYMGECv/zyS6LHJ0+ebLKfEhczkYSZEEKIFGnXrl189dVXxMbGAsZiyn379iVdunRWjkxYQ/yRG927dyd37tz89NNP+Pv788UXX5j0ff78OZcvX8bJyYkNGzYwduzY165atmLFCjZu3Kjt79+/Hw8PqYkuhEhIVVVttcR69erh5OTEjBkzAPD09HztKJM5c+awZ88eNm3aZLFYxf/MnDmT4sWLs3fvXq2tffv29O7dW1u8QYiP5e3tTb58+ejQoYPNzIS4du0aY8aMYerUqbx48SLB8YoVK2o/IoBxYZOURmqYCSGShNQ1EUkpLCyMggULEhYWxowZM6RmWSr2+PFj/vOf/3Djxg22bdumtUdHR+Po6Pja865cucLz588TXd0yKCgIT09PihUrxqxZs7T2LVu28OWXX5r3BQiLkhpm5iXPelONGjXSki7e3t7kzJmTYsWKoaoqvr6+r1358tatW8yfP58uXbpQtmxZS4acKoWEhJAtWzZtf+DAgcybNw9PT883LvoixMd48eIF+fPnp0CBAmzZsoV8+fJZO6SPZjAY6NSpE40bN6Zjx46vHalfsGBBbt++DcCFCxcoV65cksZlzme9JMyEEElCPkSLpLZp0yYOHz7Mb7/99sbEiLBtt27donjx4sTGxnL69OlEE2AA69evR6fT0aVLl7de08PDg/Xr15u07dmzh4YNG5olZmE9kjAzL3nWm4o/UnXZsmX8/fffzJ07l2bNmrF9+3YrRiYAdDodTZs25cCBA/j7+1OoUCHAuJqyj48PX375JRkyZLBylMKW3b9/n7x58752VLutir8AQNGiRZO8npkU/RdCCJHqeHl5ceXKFW2/bdu2zJkzR5JlqYyqqpw8eVLbL1SoEFOmTGHPnj2JJstUVeXnn3/Gw8ODr7/+mkuXLr31Hq9Oldi2bZsky4QQb+Tt7a1tp0+fnlatWrFy5UoAhgwZYq2wUrUXL15w9uxZbd/BwQFVVTEYDBw6dEhrL126NF27dpVkmUhybm5uqS5ZBpj8t+Xn54der7diNO9HEmZCCCGSvd9//51WrVrRvn17nj17Zu1whJUcO3aM6tWrU6NGDc6dO6e1f/vtt4kmtKKioujcuTM//fQTAIMHD6ZkyZIJ+hkMBq0I73fffWdSR8jb25vmzZub+ZUIIWxNhw4dtO3Q0FAyZ86Mj48Pv/76q8lKcfH98ccffPXVVxw7dsxSYaYaN27cIGfOnNSvX9+kttLUqVO5desWX3/9tRWjE6mdTqfjzJkz1g7DbIKDg5k+fTrLly9P9HjhwoVNFl/q06ePhSL7eJIwE0IIkey1aNGCPHny0LhxY1m+PRXy9/enTZs2fPbZZ5w+fRoXFxd8fX3feM7Dhw+pV68e69atw8HBgUWLFjF16lTs7e1N+kVHR9O2bVtq1qxJ586dmTp1KmAciXD58mVq1aqVZK9LCGEbYmJiCAwMBCBfvnykTZsWMI6AHT169GtHlMycOZOtW7dy4MABi8Vqi1RV5fTp0yZF+wsVKkSWLFnInDkzN2/e1NrLli1LwYIFrRGmEICxhl7hwoWpVasWQUFB1g7HLHbu3MmwYcOYMGECryv59ccff2jbv//+u6VC+2iSMBNCCJEs+fn5advZs2fnn3/+Ydq0adoXEWH7QkJC+PbbbylRogSbN2/Gzs6OPn36cOPGDTp37vza865cuULVqlU5efIkmTJlYs+ePfTu3TvRvmnTpsXFxQW9Xs/atWsByJQpEwEBAZQqVSpJXpcQwraUKVNG2/7zzz+11Zvf5Pz585w4cQIHB4cUNdoiOVq/fj3VqlVj6NCh2pd1Ozs7vL29+ffff+W9XCQr2bJlw83NDVdXV65evWrtcMyibdu2uLi44O/vb1I2I77PPvuM9OnTa/urVq2yVHgfRRJmQgghkhW9Xs/gwYMpUaIER48e1dozZcpkxaiEJUVFRTFlyhSKFCnCrFmztELNly5dYuHChSbD+hOzdetW7ty5wyeffMLp06epV6/ea/vq9Xq2bt2q7efMmZOAgABy5MhhttcjhLBt8QtYK4pCvXr1aN26Nbdu3XrtOXPmzAGgXbt25M6dO8ljtBX37t1jypQpJqPymjZtStasWSlfvrzJ9Mt8+fJhZydfd0Xys3r1au7du/fGzycpSfr06WnXrh3AG1eajT9lc9q0aUkdllnIO4gQQohkxd7enoiICPR6PadOnbJ2OMKCDAYD69ato3jx4owYMYLw8HDKli3Lvn372LFjR6L1xxIzZswYJkyYwKlTpyhatGiC40uWLNGuny5dOp4+fQoYi9IGBATg7Oxs1tclhLBdM2fO1LZz5MiBXq/n2LFj7Nix47XvJaGhodqI1kGDBlkkTlsxb948RowYwdy5c7U2V1dXAgMDWb16tbx/ixShYMGCODk5WTsMs/L09ARgw4YNPH/+PNE+FStW1LYvXrz4TqNxrU0SZkIIIZIFg8Ggbc+bN499+/YxYsQIK0YkLOno0aNUq1aNTp06cefOHfLmzcvy5cs5d+4cX3zxxRvPjY2N5b///a82skBRFEaNGkWWLFkS9L148SK9e/dmypQpZM6cWVsR09nZmcePHyeocSaEEG8ycuRIbfvhw4dMnz4dAA8Pj9eOhl26dCnR0dGUL1+e6tWrWyTOlGjz5s20atXKZHXjTp06Ubt2bVq0aGHSV+qbipTq2rVrr637lZJ89tlnFCxYkMjISLZs2ZJoH3d3d1q1agUYaw/+5z//sWSIH0QSZkIIIazqxYsX9O3bl2+++UZrc3FxeWuSRNiWX375hbNnz5I+fXp++eUX/Pz86N69+1sTWGFhYTRr1oyRI0fSs2fPt96nbNmyeHh4AGgfULNly8bTp09xcHD4+BcihEg1QkJCiI6OBozT/+7du6etsjt06NBEz9Hr9cybNw8wrtz7ugUBUqP4P5wBrFmzBi8vL200HkDp0qU5cuQIPXr0sHR4QpiVqqq0aNEiQQmSlMrOzo7u3bsDvHa1TIAtW7aQOXNmwPjZL7mThJkQQgirOnXqFIsWLWLevHk2U/xUvN2jR4948uSJtj9lyhT69evHjRs3GDNmzDtNq7l16xY1atRg3759ODs706FDh0T7Xb9+nYiICMD44WzdunXasapVq/Lo0SP50iqEeG/ly5fXtg8dOsScOXPQ6/XUrVuXsmXLJnrO9u3buXPnDlmyZKFjx46WCjVZi46OZuDAgRQoUICwsDCtvW/fvowZM0ab6iWELVEUBTc3N+zt7fn777+tHY5ZxCXMDhw4wN27dxPtoygKTZs2BYxJwwkTJlgsvg+h2MLwPyFE8qMoSkYgPDw8nIwZM1o7HJHMTZo0iYoVK9KgQQNrhyIsYPXq1QwcOBBPT0+T+j/vw9vbm6+++orQ0FDy5s3Ltm3bTL68xtm7dy/t2rWjdu3aKIrCtm3btGNffPEF+/bt++DXIVKeiIgIXF1dAVxVVY2wdjwpXWp/1sdPtAcEBFCyZEnCwsLw8vJKMGUwToMGDdi/fz8jRoxg8uTJlgo12QkJCSFbtmzafunSpbly5QrLli2TBJlINe7fv4/BYCB//vzWDsVs6tWrx6FDh/jPf/7D2LFjE+3z4sUL7YfRFi1a4OXlZdYYzPmslxFmQgghLOrZs2eMHDnS5Ffk77//XpJlqUiePHmIiIjg9OnTWg2x97Fy5Urq169PaGgolSpV4syZM4kmy8C4umpUVBQHDhwwSZYNHDhQkmVCiA92+/Ztbbto0aL89ddfhIWFUaRIEZo1a5boOdeuXWP//v3Y2dnRv39/C0WavPj5+VG6dGkqVqxoMgVz4sSJ7Nmzhy5dulgxOiEsy83NzaaSZfC/4v/Lly9/bW22R48eadvbtm0jKCjIEqF9EEmYCSGEsKiOHTvy3//+lz59+lg7FGEhhw8fZsWKFdp+vXr12Lt3LydOnHjvumFhYWEMHz6c2NhY2rZty5EjR8iTJ89r+1epUoUsWbJoCwIALFy4kDlz5rz/CxFCiJd+//13AOrWrcu1a9fo0qULs2bNYvz48djZJf4VK652WYsWLXB3d7dUqFYVEhLCtWvXtP18+fJx9+5dgoKC8PX11dqbN29Ow4YNpZakSLUeP37Ms2fPrB3GR2vTpg3p06fn5s2bHDt2LNE++fPnp3v37too3fh1jJMbSZgJIYSwqB9++IECBQqk2l/XUxNfX19atWpF3bp1GThwoMkviA0aNHjtl8o3yZQpE1u2bGHcuHFs2LAhQa2zwMBAWrVqpdXOqFixonZfe3t7/vnnH0nWCiE+SmxsLEuWLAGgX79+2NnZkSFDBgYPHqwtKvKqiIgIrRD2oEGDLBWqVa1fv57cuXMzePBgrS1dunR4eXkRFBREiRIlrBidEMnHxIkTcXNzY+nSpdYO5aO5uLjQvn174M3F/5cvX079+vUB2Lhxo0ld2+REEmZCCCGS1NOnTzl37py2X7lyZfz8/Khbt64VoxJJKTg4mAEDBlCqVCm8vLywt7fH09OTNGnSfND1Hjx4wOHDh7X9mjVrvnYUR+/evfHy8qJt27a4uLhw/vx5AJydnQkNDZUvaEKIj1aqVCkCAwPJmDEjX3755WunHcUXFhZGgwYNKFWqlPYl0ZbExMSwbds2k8V7qlatik6nIyIigpiYGK29Tp062ip5Qgjjj4EvXrww+ayTksVNyzx69GiC1W/jiz/S9ssvv0ziqD6MFP0XQiSJ1F4IWBjduXOHRo0aERISgo+PD25ubtYOSSSh58+fM2PGDCZNmkRkZCQArVq1YvLkyRQrVuyDrnnhwgVatGhBeHg4x48fp0yZMm/sf+fOHWrWrElAQIDWliVLFh4+fChTfYQU/Tez1Pqsj1/s38fHB09PT4YNG0bXrl3fem50dDSOjo5JGZ5V9OvXj4ULF9K/f39t6ikY35MLFChgxciESP6ePXvG2bNnqVOnjk2s2q2qKnv27PUkpKsAACAASURBVKF+/fpv/LFUr9ebfDYzGAxmef1S9F8IIUSKkDNnTpydnXFycuLhw4fWDkckEYPBwMqVKylWrBhjxowhMjKSSpUqceTIEbZu3frBybKtW7dSq1YtAgICyJcvHy4uLone+9KlS9r+8ePHTZJlZcqUITQ0VJJlQgiz2LVrl7ZdvXp1Zs6ciY+PD9u3b3+n820hWebj48N3331HYGCg1ta6dWty585Nrly5TPpKskyIt3NxceHzzz+3iWQZGH9UaPz/7N13fM3X/8Dx18k2QlBi71F7xApam1otpZSqhtpbUbVLlX6pmq1dalVLzRg1aqtN1Y4RoRLEypB5c35/RD6/bOsmN+P9fDzu43Hv53M+5/O+4nE/974/57zPe++9cGbBw4cPY7xOiYsxyQgzIUSSSK93nUXkKKMMGTIYF31PT08yZ84cY/l4kXbs2bOHYcOGcfbsWSCykOuUKVP4+OOPX6tGGUTemfz+++8ZMWIEWmsaN27M77//jpOTU4x2z549o1OnTvz5558cPHgQd3d3JkyYYOzv3bs38+bNe/03J9IcGWFmXunxWl+9enVOnDhB9uzZOXfuHEWLFiU0NJQjR47g6uoa7zE///wzdevWpVixYskcbdKoVasWf//9NzNnzmTQoEFA5M0LrTXW1tYWjk6I1M1kMhEQEBB1rUr1TCYTISEhcWrORmnUqBF79uwBIEeOHPj6+r7xOWWEmRDpjFKqr1LqplIqWCl1Sin1TiJt3ZRSOp6Hw+v0qSJtf95HypxcLlKMU6dOUaFChRgrIhYuXFiSZWnQ/fv3admyJY0aNeLs2bNkzZqV//3vf1y5coVOnTq9drIsNDSU7t278+WXX6K1pm/fvmzbti1OsgwiR2qEhYURERFBs2bNjGSZjY0N7u7ukiwTQpiVn58fJ0+eBKBPnz4sXryY0NBQatSokWCyzNPTkx49elCyZEnu3LmTnOG+seDgYObMmUOzZs0ICwsztnft2pW2bdtSsWJFY5uVlZUky4R4Q1u3bqVEiRIMGzbM0qGYxfLlyylSpAjTpk1LsM3OnTuNm+yxR5ylBJIwEyKFU0p1AGYC3wKVgYPAdqVUwUQO8wPyRH9orYNfs8/BgAxFFS/lzz//5Pr160ydOpXw8HBLhyOSkJOTE5cvX8bGxoaBAwdy7do1vvzySxwcHF58cCLmzZvHzz//jJWVFbNnz+bHH39McDqltbU1Xbp0ITQ01LgjWbhwYW7cuEGLFi3eKA4hhIitUqVKaK1RSjF8+HCjVtfgwYMTPCYwMJAmTZrQqFGjVFHHM3qBbhsbGyZNmsSOHTvYvXu3sb1Hjx6sW7eOevXqWSBCIdIuJycnbt68yfbt22MslJFaWVlZcfv2bTZv3pxom7Zt2xqvx44dmxyhvTSZkilECqeUOgac1lr3ibbtErBRaz0ynvZuwEytddzhGK/Yp1KqIuAOVAO8gTZa640vGXe6m6YhIoddT548mX79+pE9e3ZLhyPMKDAwkMWLF9O3b1+jJsXhw4fJlSsXJUqUMNt5wsLC6NSpE926daNZs2Zx9i9cuJDHjx8zYsQI+vbtG2MUWd26ddmzZ4+MchAJkimZ5pXervVRoyCUUixZsoRu3bqRP39+bty48cJaPaGhodjZ2SVHmK/l+vXrfPXVV9y/f5/9+/cb22fNmoVSio4dO5IzZ04LRihE2qe1Zu3atbRs2TLBKYypybNnz9iyZQsffPBBojdUoxf/z5w5s7Fw1Osy57VeEmZCpGBKKTvgGfCR1npDtO2zgEpa67rxHOMGLAb+A6yBs8BYrfWZV+lTKZUROAmM1FpvUkppEkmYKaXsgeiVbB2BO+nlS3R6dfz4cRYtWsSCBQteewqeSPm01ri4uHDmzBnmzp1Lv379zNr/yZMnqVix4gt/cB4+fJg6deoAUKBAAW7fvm3se++992IU4xYiPpIwM6/0lDD74YcfGDp0KADNmzfnzp07nDt3ju+++44RI0ZYOLpXZzKZ8PPzI1u2bADcu3ePfPnyYTKZuHHjBkWKFLFwhEKI9MLf3z/GNcTX15ccOXK8dn9Sw0yI9OMtIpNesZcXvAfkjtscgMuAG/A+0BEIBg4rpaKGgLxsnzOAI1rrTS8Z60jgabRH6irUIV7Z06dPadKkCYsXL+bHH3+0dDgiCUTdVFNK0b17dwoXLky+fPnMeo5Fixbh6urKwIEDedFNvNq1a9OjRw9sbGxiJMvmz58vyTIhRJKKvqDIpk2bmDJlCi1atKBHjx7xttdaM3v27BRZt2zDhg0UKFCAgQMHGtucnZ2ZN28eZ86coXDhwpYLTghhCAoKsnQIZqO1TrBci6OjI/Xr1zdeN2rUKLnCeiFJmAmROsT+Fani2RbZUOujWuuVWut/tNYHgfbAVWDAy/aplHofaEBk/bKXNQXIGu2R8gt1iDeSNWtWfvjhB9q1a0eXLl0sHY4wo/Pnz9OsWTPWrVtnbOvZsyeXLl2idWvzrP1hMpkYOnQoPXv2JDw8nKdPn2IymeK08/DwICQkBIBly5axaNEi4wuXnZ0d169fp1evXmaJSQgh4vP48WP8/CIHKVSoUAEbGxuaN2+Ou7t7guUHjhw5wqBBgyhdujTPnj1LznDjuHr1Kvfu/f990jx58uDt7c3+/ftjfO726NGDSpUqGVNPhRCWcfXqVZo2bRojiZSaLV68mJIlS7Jy5coE22zevNmYrRK18npKIAkzIVI2X8BE3NFkuYg7QixeWusI4AQQNcLsZfpsABQDniilwpVSUbcD/lBK7UvgPCFaa7+oB/Bmk89FinTkyBGuX79uvO7atSu///57mln6Or3z9vamR48eVKxYkR07djBu3DijALSNjc0bF/SPEhAQQJs2bfjhhx+AyJEbq1atilPcf/v27bi4uNCzZ0+qVatG165djX0FChQgODiYokWLmiUmIYRISPXq1Y3nGzZsSKTl/5s7dy4A7du3t2gtooEDB1KqVCkWLlxobKtRowbbtm3Dw8NDaj4KkQI5OTmxb98+Tpw4wZUrVywdzht78OAB165dY+nSpQm2yZw5c4yRZePGjUuO0F5IEmZCpGBa61DgFNA41q7GwJGX6UNF3iasRGTR/pft8zugwvPjoh4AQ4CuiHRpzZo1vPvuu3To0MEY8aOUkjvRaUBAQAATJkygePHiLF68mIiICNq1a4e7u7vZa9N5eXlRp04dtmzZgoODA2vWrGHcuHHx/j+ysbHB39+fFStWcPLkSWO7m5sbXl5e8n9PCJEsrl27BkRe83755RfGjh0bY8RWbN7e3sYIXXPXfEzMkydPWLJkSYwRbVWrVsXa2hofHx9jm1KKZs2aYW9vH183QggLy5UrF7/88gvXrl2jVKlSlg7njX366acopThw4ECMG++xbdu2zXj+/fffJ0doLxT/Ou1CiJTkB2CFUuok8DfQEygIzAdQSi0H/ota3VIpNR44CngAWYCBRCa8+r1sn1prH8AnWvuoH6ZeWuubSfIuRYpXu3ZtsmbNSokSJQgLC5Mv2mmAyWRi6dKljB071vgxVbNmTaZPn06tWrXMfr7w8HAaNWqEh4cHzs7ObNq0iRo1aiTYPmrkQ1RtMysrKw4fPkzNmjXNHpsQQsRnypQpxvOmTZsyffp0AgMDqVevHs7OzvEes3DhQsLDw6lVqxZVqlRJrlCpVasWly5dInPmzHTo0AGAdu3a0axZM1nhUohU5uOPP7Z0CGaTP39+GjduzM6dO1m+fHmMmpDRmUwmlFJorQkKCkoRqwvLCDMhUjit9W9E1hIbR+SKl+8CzbXWt543KQjkiXaIE7AQuATsBPIB72qtj79Cn0IAxLiDXqBAAc6ePcvq1avJnDmzBaMS5rBjxw4qVapEjx498PHxoWjRovz+++8cOXIkSZJlEDlibMaMGVSuXJnjx4/HSZZ5e3vToUMHfH19ady4MQ0bNjT2Va1alfDwcEmWCSGS1TfffGM8r1evHoGBgZQvX54GDRrE2z40NJT58+cDMGBA7PKx5mEymdi5cycjRoyIsVjKhx9+SNmyZWNMb8+YMaMky4RI5RIqlp+aRJXV+OWXX4xyH7HZ2dlRt25d4/X48eOTJbbEqBetSCWEEK8jPS01nxZFREQwefJkJk+ezMGDB3FxcbF0SMJM/vnnH4YPH86uXbsAyJYtG2PHjqVv375JMmpQa42XlxeFChUytplMpnjr5rz77rscPHgwxjalFNOmTWPo0KFmj02kP+Zcal6k/Wt9YGCgcYMoV65c2Nvbc/v2bZYsWUK3bt3iPWbNmjV07NiR3Llzc+vWrSQZHeHn54ezszPBwcGcPn2aypUrAxAWFoatra3ZzyeEsAx/f39GjRrF5s2buXTpkkXrIb6poKAg8uTJw9OnT9mzZ0+CNx28vb0pWrQowcHBZMqUiYCAgFc+lzmv9TLCTAghRBxKKU6fPk1QUBDr16+3dDjCTFauXEnlypXZtWsXtra2fPHFF1y7do0hQ4YkSbIsODiYzp07U7VqVW7cuGFsT6jIdOzV5uzt7fHw8JBkmRDCImrXrm08HzBgALdv3yZnzpx06tQpwWOiiv336tXLLMmyu3fvMnbsWPr3729sy5IlC25ubvTp0wdHR0djuyTLhEhbMmbMyLZt2/Dy8nrpBUdSqgwZMhjTTJctW5Zguzx58hhTNgMDA/nxxx+TI7wEyQgzIUSSSOt3ndODx48fs2PHDjp27GjpUISZ3L9/n+LFi9OsWTOmTJmSpCtM3r9/n9atW/P3339jY2PDqlWraN++fYw2z5494+TJk1SrVo0aNWrw77//Gvveffdd9u/fn2TxifRJRpiZV1q/1kdfWKRmzZocPXqUcePGJVh/58yZM1SpUgUbGxu8vLzIkydPvO1eRGttnPvixYuULVsWW1tbfHx84txYEEKkbVu2bCFjxow0aNAg1S92dPToUVxdXcmQIQM+Pj4JXjciIiKMm6s5c+bk/v37r3QeGWEmhBDCrEwmE+PHj2fs2LHGtmzZskmyLBULDw9n0aJFRs0IiJxS5OHhwW+//ZakybLz589To0YN/v77b5ycnNixY0ecZNnt27cpUqQIdevWJXv27EayzM7Ojm3btkmyTAhhUQcOHDCely5dmqNHj2JnZ0ffvn0TPCZqJES7du1eK1m2e/du6tWrx8iRI41tZcqUYcCAASxfvjxVT8cSQryeVq1a0bBhw1SfLAOoUaMGpUqVIigoiLVr1ybaNmo6vNYaSw7ykoSZEEII9u7dy8SJE5k0aRLnz5+3dDjCDG7dukXfvn1ZtmwZe/fuNbYntKqbuWzfvp1atWrh6elJ8eLFOXr0aIzi/QAhISFMnTrVuGMYHBwMQPPmzQkKCqJZs2ZJGqMQQrzI6dOngcjFSjZu3EivXr3o3r17gp+hjx49YtWqVQAxpk8mJjAwkKCgIOO1v78/+/fvZ/Xq1TF+IM6ePZuPP/4YBweH1307Qog0ILXPDlRKGTdyE5uWaWVlRenSpQHw9fXl8OHDyRFe/LFY7MxCCCFSjEaNGjFs2DBWrVpFuXLlLB2OeE23b982nhcrVozRo0cza9asGHV4ktL27dtp2bIl/v7+1K1bl6NHj1KqVCkAHjx4wPjx4zl8+DDOzs5GnR+AggULcvz4cbZu3YqVlXw1EUJYltaaxYsXA5HJqpIlSzJ//vxEa+ksWbKE4OBgKleu/FIrDY8bNw5nZ2cjyQbQrFkzpk2bxqFDh9LEaBIhhPn89NNPvP3221y5csXSobyRzp07Y2VlxaFDh/Dw8Eiw3YwZM4zngwcPTo7Q4iXfSoUQIh0KDw9n+vTpBAYGGtumTZuWaCFjkXLduXOHzz77jCJFinDmzBlj+9dff83AgQOTZJW2+NStWxcXFxe6devGzp07yZEjBxA55bdGjRpMnDiROnXq8PTpU+OYGjVqcPPmTapVq5YsMQohxIusWbOGCxcukCFDhpcuTbB7924gcnRZ7GRXREQER44cISIiwtiWKVMmAgMDY4wAdnBwYNiwYRQsWNAM70IIkZb8+eefXL16lXnz5lk6lDeSL18+mjRpAsAvv/ySYLvatWtTpEgRAE6dOsWff/6ZLPHFJgkzIYRIhzp16sSwYcMYMGCApUMRb8DPz48xY8ZQokQJli9fjslkYufOnckaQ0BAgPEjMGPGjOzZs4fFixfHSNIdPnw4xug3iFwpc/v27Rw9elRGlQkhUpSom0dWVlYMHTqUEydOvPCY7du38+eff8ZJsGmtqVKlCrVr1+bQoUPG9s8++4y///6blStXmjd4IUSa9NVXXzF37lwmTZpk6VDemJubGwULFiRXrlyJtvviiy+M5x06dEjqsOIl31CFECId6tu3L9myZeO9996zdCjiNYSHhzN//nxKlCjBt99+S3BwMO+88w7Hjh1jxIgRyRbHjRs3qF69eowV4xwdHbl+/TqtW7dm//791K9fn7p16xIeHm60adOmDaGhofL/T6QbSqm+SqmbSqlgpdQppdQ7ibR1U0rpeB4O0drYKKUmPe8zSCl1Qyk1TillFa3Nsnj6OBrrXPZKqTlKKV+lVKBSarNSKn/S/CukDmfPnjWe29jY8PPPP9OpU6cYo8PiY2VlRZMmTciQIUOM7UopXFxccHR05MaNG8b23LlzU7NmTZl6KYR4Ka6urvTr188ohp+atW3blps3bzJw4MBE20Wf+RJ9dkJykoSZEEKkA2FhYTHqBNSrVw9PT884KxeKlE1rjbu7O+XLl6dPnz7cv3+fEiVKsGHDBvbv30/16tWTLZZDhw5Ro0YNLl26xJIlS2J8kZk0aRKbNm2iXr167Nu3z9ju4ODAP//8w/r162VUmUg3lFIdgJnAt0Bl4CCwXSmV2Lw7PyBP9IfWOjja/hFAb6A/UBr4EhgOxB42vCNWP81j7Z8JtAE+BuoAmQF3pZT1q73LtOP77783nmfJkgWAQYMGJfiZ9ejRoxiF++MzefJk7t27h5ubm9niFEKI1MrGxualvgdmz57d+BwG6NOnT1KGFS/5tiqEEGmct7c377zzDvXq1ePBgwfG9ugXIJHynT59moYNG9KqVSsuX75Mjhw5mDNnDhcuXKB169bJOkph+fLlNGzYEF9fX1xcXPj777+xt7c39t+9ezfOMV26dCEoKIgKFSokW5xCpBBfAEu01ou11pe01oOB20Bi3/y11ton+iPWfldgk9Z6q9baU2u9DtgJVI3VLiRWP4+idiilsgKfA0O11ru11meAzkB5oNGbveXUa+PGjQBUq1aN27dv4+TklGii6+uvv6ZAgQKsWLEixvarV6/i5eUFRK5OHHvkmRBCvI79+/fTokUL1q9fb+lQ3lhYWBibNm1KdPTYqFGjjOdRi7EkJ0mYCSFEGufo6MiTJ0949uxZql9ZJz3y8vKiS5cuuLi4sHfvXuzt7RkxYgTXr1+nf//+2NraJlssERERjBkzhs8++4zQ0FA+/PBDZs2aRbt27Rg1ahQ//fQTNjY27Nq1yzjG1dWV4ODgRAu7CpFWKaXsABcik1nR7QQSW0oxs1LqllLqjlLKXSlVOdb+Q0BDpVTJ5+epSOQIsW2x2tVTSt1XSl1VSi1SSkUvGOMC2EaPTWt9FzifUGzPp3BmiXoAjom8h1Rn9erVxmI4UaMfevTokeAUqIiICPbt28fDhw/JnTt3jH3jx4+nUKFCzJw5M2mDFkKkK7t27WLbtm1p4rOlcePGtG7dmt9//z3BNv369TNqnYWHh3Pr1q3kCg8Am2Q9mxBCiGRhMpmwto6cUZM5c2bWr19PxowZKVy4sGUDE6+sd+/ebN++HYBPPvmEb7/9lkKFClkkli5durBq1SoARo4cyaRJk9i1axfHjx/n+PHjMdpmy5aNAwcOUK5cOUuEKkRK8RZgDdyLtf0ekDtucwAuA27Av0AWYBBwWClVUWsdNbf+f0BW4LJSyvT8HKO11r9G62c7sBa4BRQBvgH+Ukq5aK1Dnp8/VGv9+BViGwmMT/jtpm6dO3cGIqcLHTt2DGtra/r3759geysrK86cOcPOnTtp2LBhjH2BgYFYWVlRs2bNJI1ZCJG+9OvXD39//zSxcFeLFi24fPkyJpMpwTaZM2fm+PHjxm+Yd955xxi9mxyU1jrZTiaESD+e33l++vTpU5n6l8yuX79Ohw4dGDlyJG3btrV0OOIVhYWFERISYoxoOHPmDEOHDmXq1KlUrRp7tlXyWr58Od27d2fixIl89dVXhISEUL9+ff7+++8Y7YYMGcIPP/xgoSiFSJifnx9Zs2YFyKq19kvq8yml8gL/AbW01n9H2z4a+FRr/fZL9GEFnAYOaK0HPt/2MTCNyLplF4BKRNYj+0JrHe9wTqVUHiKTZx9rrdcrpToBS7XW9rHa7QKua617x9OHPRC9vSNwJy1c6z09PSlSpAgQmTALDw+nffv2/Pbbb6/d54MHD8iRI4fUbBRCiHgEBQVhY2PzUrMlrKys0FqjlHrhIizmvNbLp7cQQqQxS5cu5dSpU3z55ZcxViYUKd/evXspV64cY8aMMbZVrlyZv/76yyLJMq01169fN15Xq1aNvHnzMmfOHEaPHo2jo2OMZFnt2rUJDw+XZJkQ/88XMBF3xFYu4o46i5fWOgI4AZSItnka8J3Weo3W+l+t9QpgBpEjwBLqx5vIhFlUPz6AnVIq28vGprUO0Vr7RT0A/5d5D6nBJ598Yjzv3r07BQoUYMiQIQm2v3fvHmFhYYn2mTNnTkmWCSFEAjJkyPDSpUWipmVqrdm8eXNShhWDfIILIUQaM378ePr378++ffuwsZGZ96lJeHg4V69eZd26dS9cdS0pRX0ZqVGjBpUqVeLhw4dA5I8/b29v7t69y+TJk40fi2XLluXBgwccOnTImAoshACtdShwCmgca1dj4MjL9KEiV/SoBHhH25wRiH2L3UQi3+2VUjmAAtH6OQWERY/t+Si0ci8bW1py9OhRIPIH3Lx587hx40ai0yl79+5NoUKF2LYtZtk4rTWhoaFJGqsQQnh6ejJkyBCmTZtm6VDemMlkYs+ePYlOzaxWrZrxvFevXskRFiAJMyGESPWuXr3K6NGjiZpib2try5w5cyhQoICFIxMvcuvWrRh3yRo3bsySJUu4ePGiRVZUM5lMrF27lkqVKvHBBx9w4sQJQkJCOHr0KL179yZnzpwxfgiWK1eOCxcucP78ed56661kj1eIVOIHoLtSqptSqrRSagZQEJgPoJRarpSaEtVYKTVeKdVUKVVUKVUJWEJkwmx+tD63AKOVUi2UUoWVUm2IXI1zw/M+MiulvldKuT7fX+/5Mb5RbbTWT5/3PV0p1fD5wgIriaydtjsJ/z1SnM2bNxtTfKJqliV2wynqs9vb29uYxhnl1KlT5MqVK1l/0Akh0p/jx48zc+ZMpk2bRnBwsKXDeW1aa1xcXGjUqBF79uxJsN3AgQON5z4+Pi8c4WsuMvRACCFSMT8/P1xdXXn06BGFChWiZ8+elg5JvIQnT54wZcoUZs2aha2tLdeuXcPZ2RmAbt26JXs84eHh/Prrr0yePJnLly8DkClTJpRSBAQE0KpVK6LXPLWxscHd3Z2mTZsme6xCpDZa69+ej+4aB+QhchXK5lrrqKW+ChJztJgTsJDIaZxPgTPAu1rr6CtrDCCyiP9PRE6hvAssACY+328CygNdnvfnDewFOmito0+jHAKEA78DGYA9gJvWOuHb/GlQ+/btjeeVKlUiLCws0WlC8+fPJyIigoYNG1K6dOkY+7Zv387Tp0959OhRksUrhBAffvghnTt35pNPPsHOzs7S4bw2pRR16tThn3/+YenSpTRp0iTedvXr1ydLliz4+UWWJKtbty5HjiT9YGgp+i+ESBJS9D/5zJgxg02bNrF69Wry5s1r6XBEIkJDQ1mwYAETJkwwpjk2aNCAhQsXUqxYMYvF5eXlRbFixQgPD8fJyYnBgwdTo0YNWrZsGWd4/Keffsry5cstFKkQbya5i/6ndWnhWh8WFhbnx+bMmTMZNGhQvO2DgoIoUKAADx8+ZOPGjXzwwQcx9ptMJo4ePYqDgwMuLi5JFrcQQqQVp06domrVqtjb2+Pj44OTk1O87QYMGMDcuXOByNUz/f3jL6MpRf+FECIdu3TpEv/995/xevDgwezZs0eSZSmY1poNGzZQrlw5Bg4cyMOHDyldujTu7u7s3r072ZNlQUFBbNmyxXhdsGBBunfvTpUqVdi4cSNz5syhWbNmMZJl1atXJzQ0VJJlQog0JfZq0hkzZqRLly4Jtv/tt994+PAhBQsWpGXLlnH2W1tbU7t2bUmWCSHES6pSpQrlypUjJCQk0ZWJO3bsaDwPCAjA29s7wbbmIgkzIYRIRTZv3kzVqlXp1KmTsQKmUkoKradgx44d49133+XDDz/Ew8ODXLlyMX/+fM6dO0eLFi2IrOedPPz9/Zk2bRpFihTh/fff59y5c8a+y5cvc/r0aerVq2eMfgNwdnbm3r17HDt27KVXMhJCiNRi69atMV67ubmRLVvshUMjaa2ZM2cOAH379pVrrxDC4gIDA5k/fz5Dhw61dCivTSmFm5sbAMuWLUuwXc2aNY3VMgFGjx6dxJFJwkwIIVKV0qVLY2Vlha2tLQEBAZYORyTi5s2bdOzYkZo1a3Lo0CEyZMjA2LFjuXbtGr169UrWFUyfPHnCN998Q+HChfnyyy+5d+8eBQsWNO7MTZkyhQMHDsQ4JkOGDOzbtw8fH58YX06EECKtuHr1qlHsP0pCUzEhciXN06dP4+DgQPfu3ePs7927N9988w337t0ze6xCCBEfLy8v+vTpw4wZM7hx44alw3ltnTt3xtramqNHj3Lp0qV421hZWdG3b19y5swJJJ5cMxdJmAkhRAoXGBhoPC9RogR///03f/75Z4Lz+4VlHY1zfQAAIABJREFUBQYGMnz4cN5++23WrFmDUoquXbvi4eHBxIkTcXR0TLZY/P39GTNmDIUKFWLcuHE8evSIEiVKMHHiRAoXLsyCBQuwtbVl1KhRxo/GTJky8eeff/Ls2TPq1q2bbLEKIURyi/0Z17JlS0qWLJlg+6jaOR07diRHjhwx9j148IBFixYxbty4VL1inRAidSldujQ9e/ZkxowZRiIpNXJ2dqZ58+YA/PLLLwm2Gz9+PAMGDAAiR/0m9SgzKfovhEgSaaEQsKVprVmyZAkjR47kwIEDcVbiEilTSEgIpUuX5ubNmzRq1Ijvv/+eihUrWiSWoKAgChcuzP379ylbtixjxozho48+omvXrqxYsSJGW3t7e2bPni0rrYo0TYr+m1dqv9bHnhK/e/duGjZsGG9bHx8fChYsSFhYGKdOnaJKlSox9vv7+/P7779z7tw5Zs2alWQxCyFEWrV+/Xratm1L3rx58fLySnDae0REhLGvTJkyXLhwIcZ+c17rk28+iBBCiFeitea3337D19eX+fPnyxfwFEprjbu7O++99x62trbY29szb948tNY0bdo0WWuUeXl5sXTpUsaOHYuVlRUZMmRgxowZ2NraUrt2bZ4+fUqJEiW4efNmjOO6d+/OokWLki1OIYSwtFu3bhnPM2XKRLFixWjQoEGC7RctWkRYWBiurq5xkmUAjo6OfP7550kSqxBCpActW7YkR44c3L17l507d9KsWbN421lZWVGyZEmuXr3KrVu3iIiIwMoqaSZPypRMIYRIoaysrFi5ciUzZsxgxowZlg5HJKBNmza8//77LF682NjWtGlT3nvvvWRLll27do3u3btTrFgxvv76azZs2GDsK1OmDF9++SVFihShTJkyRrJMKUXt2rUxmUySLBNCpDtRK7FVqlSJR48eceDAgQQ/s8PCwpg/fz6AMRVICCFSEq01f/31F7169YqxynlqYmdnxyeffAIkXp/M09OTq1evApGlUA4dOpRkMUnCTAghUgitNfPmzYuRHHN2dmbw4MFJdtdEvLnGjRuTMWNGQkJCkv3cFy9e5NNPP6VUqVIsWbKE8PBwGjRoQP78+YHIAtW1atXC09OT0NBQABwcHOjUqROhoaEcOnRI/m8JIdIdrbXxY6xfv37Y2dlFTd+J14YNG7h79y7Ozs60bds2zv6TJ0/yxx9/yGI8QgiLCQoKom3btixcuJBt27ZZOpzXFrVa5saNG3n8+HG8bQoXLoyLi4vxulWrVkkWj3xLFkKIFGL37t307duX4cOHc/78eUuHI+Lx6NEjvvjiCzZu3Ghs69mzJx4eHgwePDjZ4ggICOCjjz6iXLlyrFy5koiICJo3b87hw4fZtGkTx48fx9HREVdXV4KCgozjOnTogL+/P6tWrUrWVTqFECIl+eyzz4xV2BKqWRZd48aNmT59OuPGjcPOzi7O/h9//JF27doxduxYs8cqhBAvI2PGjAwePJi+fftSpkwZS4fz2ipXrkzFihUJDQ3l119/TbBdx44djed+fn4cO3YsSeKRov9CiCSR2gsBW4LWmm7dulGhQgUGDx6crLWvROJCQkL48ccf+eabb3jy5AnFixfn4sWL2NraWiQerTU1atTgxIkTfPjhh4wePZoqVaqwf/9+6tWrF6d9njx5uHLlSrKu0ClESiRF/80rtV7ro19fs2bNyt27d8mYMeNr9/ftt9+ydOlSFi1aRP369c0RohBCpFurVq3Cy8uLLl26kC9fvnjb3LlzhwIFChivnZ2d8fHxAcx7rZeEmRAiSaTWL9HJSWvNqlWr+Oijj7C3tze2SaIs5dBas3btWr766iuj9lf58uWZNm0aTZs2TbY4Dhw4wIwZM1i2bJkxbejEiRNkyJCBcuXKceXKFapVq4a/v3+M43LkyMHJkycpXLhwssUqREomCTPzSo3Xel9fX3LmzGm87tq1Kz///PMb9xv1m0qu4UIIkTzq1q3LgQMHjNdRn8PmvNbLlEwhhLCQ7t278+mnnzJixAhjm3zRTjkOHTqEq6srHTp04ObNm+TJk4clS5Zw5syZZEmWaa3ZuXMn7777LnXr1mXjxo3MnTvX2F+1alVOnTqFg4MDb7/9doxkWbZs2bh9+za+vr6SLBNCiGjGjx8f4/WgQYMSbPvo0SPq1avHihUriIiISLRfpZRcw4UQKcKtW7cYMWIEvr6+lg4lSUWflgkwffp0s59DEmZCCGEhrVu3xt7enmLFilk6FBGNh4cHbdu25Z133uHYsWNkypSJCRMm4OHhQbdu3bC2tk7S82ut2bx5MzVq1KBp06YcPHgQOzs7+vTpY6wc9OjRI1xdXXFzc4ux2ECGDBn4559/ePTokVH4XwghxP9bs2aN8bxBgwZUrFgxwbZLly5l//79TJ8+Pd5kmNaaK1euIDN2hBApSYcOHZg6dSoLFy60dCivLSwsjF9//ZUOHToQHh4eb5t27drFWLxq9OjRZo9DKv4KIUQyiYiI4N69e+TJkweIXNHlxo0b5M2b18KRCYicpvPNN9/w008/ER4ejpWVFZ9//jkTJkww/mZJLTQ0FFdXV06fPg1EJsB69+7NsGHDyJo1K7Nnz2bx4sXcuHEjxnG5cuVi586dif7wE0KI9G7RokU8evTIeD1kyJBE23fu3Jng4GBKliwZb8LswoULlC9fnvLly3P27FlZdVgIkSIMGDCAzJkzU716dUuH8kYGDRrEgwcP6NKlCy1atIiz/6233uLQoUM0adKEgIAAQkJCzL5qvSTMhBAiGTx69IguXbpw+fJlTp8+bdR6kWRZyrBz507at2/P06dPAWjevDlTp06lbNmySX7uiIgI40eWnZ0dZcuWxcPDg/79+zN48GBy5crFrVu3cHR0jDOKoXjx4ri7u1OqVKkkj1MIIVK7/v37G8+LFi1K8+bNE23v7Oyc6IiFc+fOYWdnR6FChSRZJoRIMTp16mTMSkitbG1tGTp0KM+ePaNChQoJtnN1dWXZsmW0a9cOgE8++cQsdSmjSNF/IUSSSI2FgJPSo0ePqFy5Mvfu3cPd3Z1GjRpZOiQRjY+PD8WLF6d48eJ8//33yfL3CQkJYfny5UydOpUtW7bw9ttvA+Dt7Y29vT3h4eGEhITQpk0bTp06FePYXLlysWvXrkS/QAgh4pKi/+aVmq71JpMJG5v/HyswZ86cGAm01+Xv78/Dhw+lXqQQQliI1jrGzecHDx5I0X8hhEjpot+QyJ49O+vWrePYsWOSLEsBDhw4EGOxhdy5c3PkyBFOnTqV5H+foKAg5syZQ/HixenZsyfXrl1j1qxZxv4cOXLQtm1bnJ2dKViwYIxkmZOTE+fPn+fevXuSLBNCiFcwatQo43n//v3p1q1bgm2vXr1K/fr1Wb9+/Qv7dXR0lGSZECJFCgoKYvHixUapj7Tqt99+M2oMh4aG4u3tbba+JWEmhBBJ4P79+7Ro0YJdu3YZ26pVqyY1plKAu3fv0rBhQ6ZOncqePXuM7RUqVEjSgv4BAQF8//33FClShIEDB3Lnzh3y5s3LjBkz+P777wFYv349WbJkYd++fcZxtra2NGjQAB8fHx4/fpws00SFECKt+fHHH4HI1SznzJlDxowZE2z7008/sW/fPpYuXZpgG5mlI4RI6YYNG0aPHj2YOnWqpUN5bWFhYWzcuJEvvvgiwTa2traYTCbjdevWrc12fqlhJoQQSWD69Ols376dS5cucfXqVWxtbS0dUroWGBhIpkyZgMi6cQMGDCAoKIhy5coly/kjIiKoWrUqV65cAaBQoUJ89dVXdO7cmbVr11K5cmVu3rwZZxWgJk2asGnTJhwcHJIlTiGESIt8fX0JDAwEoEqVKom2DQgIMBJlAwYMSLBdmzZtiIiIYNKkSTLiVwiRIvXs2ZNt27bh6upq6VBe29OnT2nfvj1hYWG4ubnF+3nbvHlzHB0d8ff3B+Dy5ctmO7+MMBMiFVBK9VVK3VRKBSulTiml3kmkrZtSSsfzcHjZPpVS2ZVSc5RSV5RSz5RSXkqp2UqprEn5PtOSr7/+mg4dOuDu7i7JMgsKCgriu+++I3/+/Pzzzz/G9unTpzNv3jycnZ2T7NwPHz40RiBYWVnRuXNnSpQowdKlS/Hw8KBXr1588cUXdOvWDQ8PjxjJskKFCvHw4UP+/PNPSZYJIcQbir5SXKVKlRJtu2LFCvz8/ChZsmSCU/SfPn3K1q1b2bJli3xGCyFSrIoVK3L9+nUGDRpk6VBe21tvvUWrVq0A+OWXX+JtkyFDBtq0aZMk55eEmRApnFKqAzAT+BaoDBwEtiulCiZymB+QJ/pDax38Cn3mff4YBpQH3ID3gCVme2NpjI+PDzNnzjReZ8iQgTVr1sj0OQuJiIhg5cqVlCpVipEjR/LkyRMWLVpk7FdKJdm5vb29GTZsGAULFsTd3d3YPmzYMHbt2sX9+/dp2rQpVlZWMWICKF++PMHBwXh6epI9e/Yki1EIIdKTmzdvGs87dOiQYDutNXPnzgWgX79+Ca58mSVLFk6dOsXs2bMpWbKkeYMVQggzSgsr+Hbt2hWAlStXEhYWFm+bjh07Jsm5ZZVMIVI4pdQx4LTWuk+0bZeAjVrrkfG0dwNmaq2dzNXn8/0fASuBTFrr8PjaxGqfalbOelP+/v6UKlUKb29vVq5cmeqXcU7t9u3bx9ChQ40Cp/nz52fy5Ml88sknSfqlwcvLi2nTprFo0SJCQkKAyAt81NLWjx8/JkeOHPHWvWncuDE7duxIE19qhEjJZJVM80oN1/p9+/ZRv359ILLOTWhoaIJt//rrLxo2bEjmzJn577//Uux7EkKIV6G15uDBg4SEhNC4cWNLh/PKwsLCKFCgAPfu3WPTpk28//778bbJmzcvvr6+0TfLKplCpGVKKTvABdgZa9dOoFYih2ZWSt1SSt1RSrkrpSqboc+sgN/LJMvSG0dHR3r16kWFChVwcXGxdDjp1qVLl3j//fepX78+p0+fxtHRkSlTpnD16lU+/fTTJEtGXb9+nR49elC8eHHmzp1LSEgIrq6ubN26leHDh3P37l3KlClD9uzZYyTLrKys6NSpE1prdu7cKckyIYRIAh9//LHxfMGCBYm2jRpd1qVLF0mWCSHSjOXLl1O3bl0GDRqUKhcssbW1pXPnzgAsW7YswTYfffSR2c8tI8yESMGUUnmB/4DaWusj0baPAj7TWpeK55iaQHHgXyALMAhoDlTUWnu8Zp85gNPACq31mARitQfso21yBO6k5LvOb+K///7D3t6et956CwCTyURoaCgZMmSwcGTpz/379/n6669ZuHAhJpMJa2trevfuzbhx48iVK1eSn79q1aqcOnUKgAYNGjBmzBhjRdQbN27EaZ85c2Z+/vnnJLmoCyESJyPMzCs1jDCLPgU/MDAwwdUxvby8KFKkCBEREVy4cIEyZcrE2+7QoUNs2bKFjz76iKpVqyZJzEIIYU5+fn6UKFGC1q1bM336dDJnzmzpkF7Z+fPnKV++PDY2Nty9e5ecOXPGaXP06FF+/vlnduzYwe3bt0FGmAmRbsTObKt4tkU21Pqo1nql1vofrfVBoD1wFYi91NNL9fn8y/BW4CIwIZEYRwJPoz3uJNI2Vdu7dy8VK1bEzc2NiIgIAKytrSVZlsyePXvG5MmTKV68OPPmzcNkMvHBBx9w4cIF5s6dm2TJsrNnzxIQEGC8/uqrr2jWrBmHDh1iz549PHnyhKJFi8ZJljk7O3P69Gn8/f0lWSaEEMngyy+/NJ4XL148wWQZwLx584iIiKBhw4YJJssAVq1axdSpU+PUoBRCiJQqS5YseHl5sWDBglSZLAMoV64cVatWJTw8nNWrV8fbpmbNmixcuJBChQqZ7bySMBMiZfMFTEDuWNtzAfdepgOtdQRwAijxqn0qpRyBHUAA0EZrHX+VxUhTiJy2GfXI/zLxpUbZs2cnICCAu3fv8vjxY0uHk25169aN0aNH4+/vT9WqVdm3bx8bN26kVKk4gyTN4tixY7Rq1YrKlSszf/58Y3uLFi2oVq0aLVq0wNnZmQ8//JAHDx4Y+/Ply4enpyc+Pj5Urlw5vq6FEEIkgRkzZhjPP//88wTbBQcHGwmw/v37J9pny5Yt6dixI+3btzdPkEIIkQzs7e1f3CiFc3NzAxKelhll4sSJZjunJMyESMG01qHAKSB2dcbGwJG4R8SlIuciVAK8X6XP5yPLdgKhwPvRV9lMINYQrbVf1APwf5n4Uovw8P8v3VaxYkV2797NkSNHyJEjhwWjSn+i/x2GDRtG4cKFWbVqFceOHaNu3bpJcs79+/fTuHFjatasibu7O1ZWVlHDvLl79y4lS5Zk4sSJPH36lPv37wPg4ODAp59+SnBwMHfu3DHrnS4hhBAvprU2RpTZ2Ngkmgj77bffePjwIQULFqRly5aJ9tuiRQtWr15Nw4YNzRqvEEIkhzt37rB582ZLh/FaPv74Y+zs7Dh79ixnz56Nt43WmkePHpntnJIwEyLl+wHorpTqppQqrZSaARQE5gMopZYrpaZENVZKjVdKNVVKFVVKVQKWEJkwm/8KfToSmSzLBHwOZFFK5X7+sE76t5yybN68mVKlSsVYlr5OnTo4ODhYMKr05fLly7Rs2ZIRI0YY26pWrYqHhwedOnVKkoL5u3bt4t1336VevXrs3r0bGxsbunbtytq1a7l9+zYZMmQgX7583Lnz/7OP33rrLdatW0dQUBDLly9PE3fzhBAiNTp16hR+fn44ODjw8OHDBKchaa2ZM2cOAH369MHGxiY5wxRCiGRz4cIFihQpQseOHVPlLJkcOXIYK2QmNsos+nT8NyUJMyFSOK31b8BgYBxwFngXaK61vvW8SUEgT7RDnICFwCUik175gHe11sdfoU8XoAZQHrhG5Oi0qEcB87/LlCsiIoLvvvuOGzdu8N1331k6nHTr1q1bbN26lQULFvDkyRNje1L+sFm8eDEHDx7Ezs6OPn36cOXKFR48eEDbtm3ZsGEDwcH/P+jS3t6eDRs2GPuFEEJY1i+//AJA69atE12QICQkhIoVK+Lk5ET37t0T7XPdunX4+vqaNU4hhEguZcqUoXTp0lSrVi1G+ZDUJGpa5qpVqwgNDY2zXyll1lrBskqmECJJpIaVs17WrVu3mD9/PhMmTMDOzs7S4aQLgYGB/PPPP9SqVcvYNmnSJNq3b0/JkiXNfj6TycQff/xB1apVKVq0KADnzp1j8eLFlC5dmilTphjTMKPLmzcvBw8eNI4RQqRsskqmeaXUa72npydFihQBoF27dqxdu/aFxwQFBSW6eI+HhwclS5bE3t6ehw8fkilTJrPFK4QQycXPzy9FfV6/qvDwcAoUKICvry8HDx6kZs2acdqcPHmSatWqgRmu9TLmWAghYlm/fj1Pnz6la9euABQqVIgpU6a84ChhDiaTieXLlzNmzBgCAgK4du2asWz0mDFjzH6+qJV2Jk+ezJUrV+jevbtR+Pmff/4xpunE1rRpU7Zt25YkU0GFEEK8meg1LS9evPhSx7xopesHDx5QuXJlcuTIIckyIUSqlZqTZRA5u2Tt2rWUKlXK+I0QmzlvrkvCTAghovnrr79o27Yt9vb2VK9enbJly1o6pHRj165dDBs2jHPnzgFQuHBhPD09E7wYvomQkBCWL1/OlClTjNp0Tk5O5M6dm3bt2rFp06YYCwxA5LTLUaNGMW7cOLPHI4QQwnyiT5scMmRIgu3c3d3Jly/fS61gXKtWLU6fPh1jOr4QQqRWwcHB7Nq1i1atWlk6lFdWp06dZDuXTMkUQiSJlDpN40W01rRu3Zq3336bSZMmYWtra+mQ0rzz588zfPhwduzYAUQmrsaMGUP//v2TpGj+zz//zPjx441i/Tlz5qRFixasWLECk8kUo61SiooVK7Jjxw6cnZ3NHosQInnJlEzzSonX+ps3bxrT5K2srHj8+HG8sYWFhVG4cGHu3r3L1q1bad68eXKHKoQQFhESEkLx4sW5c+cOJ0+exMXFxdIhvbZnz54ZKyJHMee1XuaSCCHSvZ07dxqJEqUU69ev53//+58ky5KYt7c3PXr0MBJStra2DB48mGvXrjF06NAkW2HS09OTO3fu4OzsTLt27YiIiGDZsmUxkmW2trYMGTKE8PBwzpw5I8kyIYRIJcaOHWs8b9GiRYKJvKdPn1K3bl3y589Po0aNEu3z0aNHREREmDVOIYSwFHt7e+Pzz8fHx9LhvJbLly/zzjvv4OrqSlIOApOEmRAiXRs6dChNmzZl4sSJxjZra2sLRpT2BQYGMmHCBIoXL87ixYuJiIigXbt2XLx4kRkzZpAjRw6znevJkydMmjSJvXv3GtsyZcqEtbU19+7dY926dTx8+NDYlzVrVg4ePEhoaCg//PCD1CgTQohUZvXq1cbzxFZKe+utt1i9ejUeHh4vXNDHzc2N/Pnz4+7ubrY4hRDCkmbNmsWNGzdo0aKFpUN5Lc7Ozpw4cYLz589z/fr1JDuP1DATQqRrLi4uKKWS9M6EiGQymVi2bBljx47F29sbgJo1azJ9+vQYq2Gag6+vL7NmzWL27Nn4+flRuXJlsmTJwoEDB2L8rZVSFChQgE6dOjFp0iRJlgohRCo2atSoGJ/xL1Obx8HBIdH94eHhHD9+nHv37lGwYME3jlEIIVICc96gtoRs2bKxZs0aqlWrRr58+ZLsPFLDTAiRJFJiXZMosZdTvnjxImXKlLFgROlDcHAwpUuXxtPTk6JFi/Ldd9/Rrl07lFJmO4ePjw/Tp09n3rx5BAYGJtq2TJky/PHHH7z99ttmO78QImWTGmbmldKu9ZkzZzY++1u2bMmWLVvibbdmzRoqVar00p//ISEhHDp0iAYNGpj1miWEEJamtebo0aNUrlz5hTcQUgtzXuslYSaESBIp7Us0RBaF7N+/PydPnuTYsWMvXEJevLkLFy5QqlQpbGwiBzRv2LABT09P+vbta/YaZVOnTmXMmDGEhYUl2MbKyoqWLVuydu3aF07BEUKkPZIwM6+UdK2PiIgwRgnnyZOHu3fvxtvu8ePH5M+fn2fPnnH27FkqVqyYnGEKIUSK0rZtW9avX8/SpUtxc3OzdDivLTw83Pi9IUX/hRDiNfj5+bF161YuXLjAnj17LB1Omjd8+HDKly/Pzz//bGxr06YNQ4YMMXuyTGvN3LlzE0yWFShQgCNHjmAymdi0aZMky4QQIo356quvjOfLly9PsN3SpUt59uwZFSpUoEKFCskRmhBCpFjVq1fH3t6e//77z9KhvJYzZ87QpEkT2rVrlyT9S8JMCJFu5M6dmzVr1rB7925atmxp6XDSvAIFCqC15t9//zV730eOHKF69er06tWLwoULY21tze3bt2O0sbKyonPnzkRERODl5YWrq6vZ4xBCCJEyzJ49G4isTdmgQYN420RERPDjjz8C0L9//xdOrzx48CD169dnyZIl5g1WCCFSiD59+uDl5cXo0aMtHcpryZAhA7t27cLd3T1JVvyUhJkQIs0KCAiga9euHDlyxNhWv3596tevb8Go0qbw8HAWLlzI9u3bjW29e/fm2LFjzJkzx2znOXv2LO+//z61a9fmxIkTLFy4kFu3bhlFnpVSvPPOO9y9exeTycSKFSuk3owQwuKUUn2VUjeVUsFKqVNKqXcSaeumlNLxPByitbFRSk163meQUuqGUmqcUsrq+X5bpdT/lFL/KqUClVJ3lVLLlVJ5Y53LM57zfJd0/xJJw8/Pj5CQECByxPHKlSvjbbd9+3Zu3LiBk5MTn3zyyQv7Xb9+Pfv27ePAgQNmjVcIIVKKLFmykCtXLkuH8drefvttatasiclkYtWqVWbvX1bJFEKkWRMmTGDZsmXs37+fK1euYGtra+mQ0hytNdu3b2f48OFcvHiREiVK0KhRI2xtbbGzs6N69epv1L/JZGLRokUsXryYBw8e4OXlFW+73Llzs2LFCho1avRG5xNCCHNTSnUAZgJ9gcNAL2C7UqqM1jr+DzXwA0pF36C1Do72cgTQG/gMuABUBZYCT4FZQEagCvAN8A+Q7XkMm5+3jW4csCja64BXe4eWF/tGWPPmzeNtN3fuXAA+//xzMmbM+MJ+Bw0aRKFChXBxcXnzIIUQIoXz9vbGysoKZ2dnS4fySrp27crRo0dZunQpX3zxhVn7lqL/QogkkRIKAfv5+dG6dWsmTpxInTp1LBJDWnb27FmGDRtm1IPLnj0748aNo2/fvq+dnAwLC+PUqVNUrFgRKysrPv30U9auXRtvW1tbW7p06cKCBQuMQs9CCJEYSxT9V0odA05rrftE23YJ2Ki1HhlPezdgptbaKZE+3YF7WuvPo237A3imtf40gWOqAceBQlGJOqWU5/NzzXzN92bxaz2AtbU1ERERQGTy7K+//orTxsPDg5IlS6KUwsPDg2LFiiV3mEIIkWJNnz6dkSNH0r9/f3744QdLh/NKnjx5Qp48eQgODubEiROULFlSiv4LIURsfn5+MYbiZsmShb/++kuSZWZ2584d3NzcqFKlCnv27MHOzo5hw4Zx7do1Bg0a9ErJMpPJxMmTJ5k2bRqNGjUiU6ZMuLq64uTkhIODQ5xkWZEiRejTpw9+fn6EhoayePFiSZYJIVIspZQd4ALsjLVrJ1ArkUMzK6VuKaXuKKXclVKVY+0/BDRUSpV8fp6KQB1gWyJ9ZgU08CTW9hFKqYdKqbNKqdHPY041PD09jWQZwMcffxxvu6jaZc2bN5dkmRBCxFK2bFnCwsK4cuUKqW1QlZOTE23atAFg2bJlZu1bpmQKIdKEgIAAXFxcuHbtGo6Ojrz//vuWDinN8fPzY+rUqUyfPp3g4MiZQR07duTbb7+lSJEir9TXmTNn+Prrr9m/fz9Pnz6Nsz80NDTG60aNGrFu3bqou0VCCJFavAVYA/dibb//mTOiAAAgAElEQVQH5E7gmMuAG/AvkAUYBBxWSlXUWns8b/M/IhNgl5VSpufnGK21/jW+Dp/XP/sOWB3rbvss4DTwGKgOTAGKAN0T6MceiL7MsWMC7yHZvPfeezFet27dOk6bgIAAli5dCsCAAQNeqt/Jkyfj4uJCgwYNpKSDECLNa9KkCWfOnKFSpUqWDuW1dO3alV9//ZXVq1czbtw4s/UrCTMhRJqQOXNmWrVqxR9//JGqC1emROHh4SxatIjx48fz4MEDAOrUqcP06dNfWKNMa82lS5fYu3cvpUuXNlYuu3jxIps3b0702Jw5c7JkyRJatWplnjcihBCWE/t2vYpnW2RDrY8CR42GSh0mMqk1ABj4fHMHoDPQicgaZpWAmUqpu1rrX2KcSClbYA2RM0v6xjrXjGgvzymlHgPrlFIjtNYP4wlvJDA+kfeZ7K5cuWI8b9CgQbzfAVauXImfnx8lSpSgcePGL+zz9u3bjB49GqUUPj4+8r1CCJHmWVlZpdpkGUR+/ufPn587d+7EWITsTUnCTAiRaj158gQrKyujbsp3333H2LFjyZYtm4UjSztOnz7NJ598wuXLlwEoUaIEU6dO5YMPPoh39UmtNdeuXWPv3r3G4969yIEVHTt25P79+0yaNImLFy/Ge76sWbMybdo0evTokXRvSgghko8vYCLuaLJcxB11Fi+tdYRS6gRQItrmacB3Wus1z1//q5QqRGRCy0iYPU+W/U7kqLEGL1HLJSpRVxyIL2E2BYhe3MYRuPMy7yMpHDp0KMbrdu3axWmjtTaK/ffr1w8rqxdXpDGZTPTs2ZOHDx9KskwIke6EhoZy//598ufPb+lQXpq1tTVdunRh8uTJCa6U/DokYSaESJVOnjzJRx99RM2aNVm9ejVKKezs7LCzS1WlV1K8PHny4OXlRY4cOfj666/p1atXglNTgoODKVWqVIIrWf7666/8+mvc2UJOTk6MGjWK4cOHmzV2IYSwNK11qFLqFNAY2BBtV2Ng08v0oSLvTlQicopmlIxARKymJqLVJ46WLCsB1E9gxFhsUbXSvOPbqbUOAUKineMlukw6np6exvNly5bRsmXLOG327dvHhQsXyJQpE25ubi/Vb+HChVmwYIGZohRCiNRjz549dO7cmbJly7J7925Lh/NK3NzcmDx5srEgmTlIwkwIkSqFhoZy+/ZtlFL4+vqSM2dOS4eUJnh5ebF+/XoGDx4MRCbMNm3aRLVq1Yz6Yf/9958xeiz0/9q78/ioqvv/469PFgggCSAkIIsKIlZRFkFAkEW0X3+yiKwuRWndQRatK3XDrUpdUFHrF6WtVFvUSlnc0JZFASsCKlhEIqiAEkIgCUkIScj5/XEn852E7JlkJsn7+XjMI7n3njnzOXeWe+cz55ybk8OCBQsAiImJoXnz5uzZs4eTTjqJjIwMkpOTC03GXOC0005j+vTp3HjjjTXXOBGR0HgKWGBmnwPrgOuBDsAfAczsVWBPwRUzzex+vJ5e2/HmMJuGlzCbElDnUuB3ZvYj3pDMHsCtwHxfHVHAW0BPYDgQaWYFvdwO+BJ5/YC+wAogDegNPA0sKbiKZrh7/fXXAXjggQe4+uqriy3z/vvvA3DVVVdpHkwRkTJ07tyZ5ORktm7dysGDB2vVyJ3OnTvTv39/1qxZE7Q6rbZdAUFEaofquNS8c67Qr9lLlixh0KBBOgEOkoMHD9KhQwcyMjJYsWIFgwcPBiApKYmVK1f6k2Tffvut/z4NGjQgNTWVxMREJk6cyJdfflli/c2aNeORRx5h8uTJJZYREalO6enpQbvUfEWY2WTgDqANsAW4xTm32rdtJfC9c26Sb/lpYDTeMM40YBPwgHNuXUB9TYGHgEvxhnf+BPwNeNCXDDsJ2FlCOEOccyvNrCfwAnAa3kT+P+DNdTbbOZdVznYF/VhfXsnJybRp04ajR4+ybds2Tj311BLLfvbZZ7Rq1apcF6jZtm0bjRo1okOHDsEMV0Sk1li9ejV9+/atlSN3Xn755cCpXap8rFfCTESqRbBPoteuXcv06dNZsmQJbdq0qXqAAhybhJwyZQpffPEFL774ImeddRYAI0eOZOnSpf4yERERnHXWWeTk5LBjxw7/FTOLOuGEEzj99NO59957GThwYPU2RESkHEKVMKurQpkwa9KkCVlZXl5vypQpPPvss+Wan6wsEyZM4I033uCZZ55h2rRpZd9BRETCRnp6OieddBIHDx6EIBzrNSRTRMJefn4+U6dOZePGjdxzzz288soroQ6p1nPOsWTJEmbOnMm8efNISUlhxYoVrFmzhq+++qpQr72hQ4eSmJhIz5492bt3Lx9//DFffPFFsfVGREQwdOhQFi5cWKu6cIuISO1SkCwD+PLLL49Jlh05coSsrKwKH4syMzOJiIigb9++QYlTRKQ2S05OrlVT38TGxvLtt98GLWYlzEQk7EVERPDaa68xe/Zs5syZE+pwar3169dz0003sWHDBgAGDBhA0d7G69ev58QTTyQxMZG5c+eSmJjI1q1bi60vJiaGCy64gFdffVVJMhERqXZFJ3QeN27cMWUWLlzITTfdxG233casWbPKXfeyZctITk7m+OOPr3KcIiK11Y8//sjll1/O999/z86dO2vV8MxgxqqEmYiEpdWrV7N//35Gjx4NeJPEz58/P8RRhT/nHKmpqezbt4+kpCSSkpLYtWsXGzduJC8vjwMHDvDhhx8ec5/OnTszZMgQ9u7dy4oVK7j22msZP378MYm0AnFxccyYMYN7772XyMjImmiaiIgIAL///e8LLRecKwRavnw5WVlZxMTEVLj+2tSbQkSkOrRu3ZodO3aQkpLC559/zrnnnhvqkEJCc5iJSLWoyrwmq1evZsiQITRu3JgNGzaUOpFvfZCfn09KSgoHDx4stC9eeOEF1q9fz4033kifPn0A74phV155ZZl1jhkzhv3799O2bVvGjh3L/PnzWbVqFYcOHSq2fHR0NAMGDODpp5+mW7duwWmYiEgN0xxmwRWKOcycc8TExJCTkwNAv379WLt2bbHlPv74Y04//XRatmxZZr35+fkcPXqU6OjooMcsIlIbrVq1ii5dutC6deuyC4eRYB7r1cNMRMJO//79GThwICeeeCJt27YNdTjVIi8vr1AvsIJbceuSk5PJz8+nSZMmZGRk+Ot49913eeedd+jfvz99+vQhKSmJJ554otjHa9y4Mb1792bChAlkZmby/PPP8/333wNekq04CQkJXHPNNcyaNYuoKB0uREQk9MaNG+dPlhUsF8fMKnTBmfXr13PRRRdx2WWX8eKLL1Y5ThGR2m7QoEGhDiHk9A1IRMLCxo0b6dGjB2ZGZGQk7777Lo0aNQp1WBWSnZ1NUlISBw8epHv37v71Tz/9NJ9++inTpk2jf//+ALz55ptcccUVFao/JiaG7OxsoqOj2bRpE7GxsQwbNoxevXoBcPzxx5OYmAhAfHw8Q4YMYfDgwaxbt45XX32Vjz/+mFWrVhVbd6NGjUhISGDIkCHceeeddOnSpTK7QEREpFq9/fbbhZbHjBlTaDk9PZ2IiAiOO+64CtX7/vvvk5qayoEDB6oco4hIXZORkVHhz9W6QAkzEQm5Rx99lHvuuYcnnniCW2+9FSBskmXZ2dns3r27zF5g+/btIz3d6/HbqFEjMjMzMTMAVqxYwdKlSxk6dKg/YZaQkEBkZCStWrUiISGBhIQE4uPj/f8H3lq2bMnPP//MJ598wvjx41m9ejVpaWkAdOzY0Z+ci4qK4te//jWffPIJGRkZvPXWWyxcuNDflvz8/EJti4qK4uKLL+bxxx/ntNNOq/Z9KSIiUhW5ubn+uTUjIyMZPXo0HTp0KFTmueeeY/bs2Tz88MNMnTq13HXfc889XHjhhWFz/iEiEg5yc3O5/vrrefPNN9m6dSvt27cPdUg1SgkzEQm5Fi1a4Jzz946qTs45Dh48SFJSEqmpqfTr18+/7bHHHmPNmjX89re/ZfDgwQAsXryYyy67rNz1N2jQgJYtW5Kdne0/6Z40aRLnn39+ockyBw0aRE5ODhEREWXWee6557Ju3bpC6+Li4ujduzcnn3wy//jHP3jyySdJTEwkOTm5xHqio6Np3bo106dP55ZbbinXY4uIiISLKVOm+P9ft24dvXv3LrQ9Ly+PF198kfT09ApftTkyMrLeTmotIlKS6Ohovv/+ezIzM1m0aBHTpk0LdUg1SgkzEalRzjny8vLIzc2lcePGANxwww2cfvrpFZprpKiMjAx27NhRai+wgvV5eXkANGzYkMOHD/t7gn366acsW7aMYcOG+RNmCQkJNGnSpFCPr+J6ghWsi4uL89dXoLirdwVeWdI5x/bt21mxYgUrVqxg/fr1bN261X9J5O7du/PVV18xYMAA+vfvT0pKCsuXL+ejjz4CYN68ecXuEzOjefPm3HLLLdx1112ah0xERGq11157DfCOoUWTZQD//Oc/2bNnD/Hx8SXObSYiIhXz+OOPk5+fT9++fUMdSo3TtycRqVZdu3Zl6tSp3H777QAcOnSIuLg4zj77bNatW0d0dHSxE/Pm5OT4k16pqakMHTrUv+3BBx9k9erV3HXXXVxwwQUAvPfee4wfP77ccTVr1oyEhAQOHz7sT9xdd911XHzxxYViGTRoUKGJ9oNl9+7dLF++3J8k27NnT6Ht69evp1u3brzwwgu8/fbbHD58mA8//JAPPvigxDqbNGlC165d+e1vf8uYMWPUg0xEROqM5ORksrKyAOjUqRO5ubnHXNFy7ty5AFx//fU0bNiw3HXfcMMNtG/fnuuvv574+PjgBS0iUgecc845oQ4hZJQwE5FqtWvXLvbv3+9fzs7OBmDTpk1MmzaNtm3bFtsTLDU11X+fBg0akJ2d7e+5tWnTJv71r38xevRof8KsTZs25ZoPLD4+nvj4+GJPpIcNG3bMuqK9xSpr9+7dxMXF0bRpUwAWLFjAzJkz/dujo6Np3749+/fvJzMzkwEDBpRaX3R0NDExMXTu3JlZs2YxfPjwoMQpIiISjgKHS3777bc888wz3Hbbbf51mzdvZtWqVURGRnLDDTeUu959+/Yxb948nHNcffXVQY1ZRKSuyc3NJSoqKmjfkcKdEmYiUq1OP/10unbt6l9evXo14E1A/8c//rHU+0ZFRfkTX4E9waZMmcKYMWMKdQseMGAA+/btq4YWVE5SUpK/99iKFSvYvn07r7/+Opdffjn5+fkcPHiQ6Ohojh49Sn5+Prm5uezYsaPE+qKioujXrx/Tpk1jxIgRFfrlXEREpLb77rvvCi1feumlhZYLepddeumltGvXrtz1NmrUiHnz5rFly5Z6N5m1iEhFPPfcczz++OPMnz+fX/7yl6EOp0YoYSYi1eq///2v/4qOAO3atePEE08s13xgzZs3L3ZYYUGvsnDz448/Mnv2bD766CO2bdt2zPaJEydy5ZVX+q/wVZpmzZrRq1cv7rvvPs4777zqCFdERKRW2LNnT6FjZ48ePejUqZN/+eDBg/z1r38F4Oabb65Q3U2bNuWaa64JTqAiInVYYmIie/bs4U9/+pMSZiIiwbBgwYJCwwv79u3L999/H7qAgiQlJYV//OMftGjRgrFjx7Jnzx5mzpzpn5C4OEePHj1mXUREBMcddxy/+MUvuOuuu7jkkkvqTRdnERGR8hg5cmSh5bFjxxZa/vOf/0xWVhZdu3at0gWERESkZNOnT6dnz55cdtlloQ6lxihhJiLVauTIkcTGxoY6jGIdPXqU9PR00tPTSUtLIy0tjfT0dJo0aeK/SmZOTg6TJk1i9+7dxMbGsnPnTn744QcyMzMr/HiRkZG0bt2agQMHcvvtt9OjR48gt0hERKTu2bRpU6HlwIRZfn4+zz//PABTp06t0I9O69ev54cffuCiiy7iuOOOC06wIiJ1VMeOHenYsWOow6hRSpiJSK3jnOPw4cPk5uYSFxfnX7do0aJCia/A/0877TQefPBBfx0JCQklznl28sknM2nSJNatW8fOnTuLHV5ZmiZNmtCzZ0/69u1Lr169GD58uH/+NRERESm/jRs3FhqOedZZZ3Hqqaf6l99//32+++474uLiuPLKKytU99y5c3n11Ve59dZbefLJJ4MWs4hIfZCfn1/s9Dl1iRJmIlKjnHOkpqb6E1pFE1vt2rXzX/ExPz+fUaNGHVMmLS2NvLw8hg8fztKlSwHvapa/+tWvOHz4cLGPWzAP2OHDh1m7di0pKSn+bWZW6GR8586d3H///WW2JSIighYtWhAfH8+IESO4+eabKzTRsIiIiJSu6NCfosMxCyb7/81vfkOTJk0qVPcpp5xCp06djhnyKSIiJfv3v//NAw88wMiRIwtdrbgusvJMPi0ioWVmk4HbgTbA18AM59zHJZSdBPypmE2NnHPZ5a3TzBoCTwCXA42AfwGTnXO7yxlzLJDWq1cvhg4dymOPPQbAkSNHiImJKfF+gUkw8K5elZ2dXWzZgQMHsmrVKv9y3759SU5OJjs7m4yMDI4cOUJOTk65JtkvSUxMDNHR0bRv354zzjiDcePGMXLkSF2lUkSkFkpPTy/omRznnEsPdTy1XcGxPi0trdqmX5gwYQJvvPEG8fHxLF++nFatWnHCCScA3gTUnTt3BmD79u2ccsopFa6/4BxB84eKiJTP/Pnzueaaa+jUqRPbt28Pu8/PYB7r1cNMJMyZ2QRgDjAZWAPcALxnZqc7534s4W7pQJfAFUWSZeWpcw4wArgMSAGeBJaZ2dnOuWNnry/B559/TkJCgn+5YcOGREdHA96VIJs1a0ZsbCxmRlZWlv+EOzs7mx9++IG2bduSkZFBv379OHr0KHv27GH79u0cOnSI1atXExERUaWEWIsWLWjZsiXR0dEcf/zxNGvWjMsvv5xLL71USTEREZEQysjI8P+I9u6779KtW7dC29u2bcv8+fPZvHlzpZJloESZiEhFXXHFFezatYtrr722zn+GqoeZSJgzs/8AG51zNwWs2wr80zl3dzHlJwFznHPNKlunmcUBycBE59xC3/YTgF3Axc65D8oRdyyQBt6cXieffDI5OTlER0fz9ddfA96Qxvz8/LJ3QhVEREQQFRVF69atadGiBWeffTbjxo1j4MCBNGrUqFofW0REwot6mAVXdfcwK+jF0LFjRxITE4P2xcw5x7Zt2+jSpUud/7InIlLfqIeZSD1hZg2As4HHimxaDpxbyl2PM7MfgEjgC+Be59ymCtR5NhDtWweAc+4nM9viK3NMwsw3hDOwS1bTgn8yMzPZsmXLMUFWJFnWsGFDoqKicM6Rn59Pbm4uMTExtGnThhNOOIHBgwfTpUsXzj//fBISEnQCLCIiUstdc801AOzYsYOJEycyb968oPzYtXnzZrp168ZZZ53Fpk2b6vyk1SIiUjlKmImEt5Z4Sa+kIuuTgNYl3OcbYBKwGYgFpgNrzKybc257OetsDeQ45w5W4HHvBkqdKT8iIoKYmBiOHj1KdHS0P2EWGRlJbGwszZs3p1OnTkRHR9OlSxf69OnDOeecU2hIp4iIiNR977zzTqHljRs3+pNlzjnGjBnDkCFDKjXZ/5YtW2jQoAEnnXSSkmUiIpW0Y8cOHnvsMcyMl156KdThVAslzERqh6Jjp62YdV5B5z4FPvUXNFsDbASmAtMqU2c5y/weeCpguSmwuzonAhYREZG66c033yy0PG7cOP//q1atYtGiRXzwwQdMnDixwnVfccUVjBgxotAVs0VEpGIOHDjAvHnziI6O5qGHHiI+Pj7UIQWdEmYi4W0/cJRje3XFc2wPsWI55/LNbD3QuQJ17gUamFnzIr3M4oG1JTzOEeBIwbKGRIqIiEhlFUz2XzDf6dixY/3bzj77bJ5//nnS0tJo1qzEKVtL1bRpU5o2bVp2QRERKVavXr343e9+x0UXXUSrVq1CHU61UMJMJIw553LMbANwIbAoYNOFwOLy1GFe5qo73hDN8ta5Acj1rXvDV08boCtwR2XbIyIiIlKWr7/+mgMHDgDefKddunSha9eu/u1NmzZl8uTJlarbOacf9UREguThhx8OdQjVSgkzkfD3FLDAzD4H1gHXAx2APwKY2avAnoIrZprZ/XhDMrfjzWE2DS9hNqW8dTrn0szsFeBJM0sBDgBP4CXdPqrW1oqIiEi91rdv30LLY8eODVqS65JLLgHgkUce4cwzzwxKnSIiUjdplkuRMOecWwjMAO7Du+LlQOBi59wPviIdgDYBd2kG/C+wFe8ql22Bgc65zypQJ8AtwD/xepitAbKAEc65o8Fuo4iIiEiBjIyMQssF85cdOXKECy64gJdffpmcnJwK15uamsp7773H0qVLg3K1TRER8T6zn3jiCS655BKcK2tK7NrF6lqDRCQ8mFkskKZJ/0VEJFykp6cTFxcHEOecSw91PLVddRzrFy1axOjRowE4+eST6dq1K4sXL8bMWLBgAVdddRXt2rVj586dREVVbLCMc44tW7awatUqbr755qDEKyJS3x04cIB27dpx+PBhVq5cyaBBg0IaTzCP9RqSKSIiIiIiYWHGjBn+/7/77rtCQzHnzp0LwE033VThZBl4FyQ688wzNRRTRCSIWrRowf3330+rVq3o06dPqMMJKvUwE5FqoR5mIiISbtTDLLiq41hfkCBr1aoV+/bt86//7LPP6NOnDw0aNGDXrl3Ex8cH5fFERKRuCeaxXnOYiYiIiIhIyD300EP+/0eNGkVmZqZ/uaB32YQJEyqVLPvkk0+488472bBhQ9UDFRGRekEJMxERERERCbmHH37Y//+8efP8CbR9+/axcOFCgErPPfbXv/6V2bNn88orr1Q9UBEROUZ+fj5LlixhxIgRpKfXjU7cmsNMRERERERCruiVL8eMGQPgvypm7969OeeccypVd8EXuIIrboqISPDdcccdbNu2jT//+c9MmzYt1OFUmRJmIiIiIiISUrNnzy603KFDB3r16kVeXh4vvvgiAFOnTq10/cOGDWPYsGFVilFEREoWERHBzJkz+frrrxk1alSowwkKJcxERERERCSkAodjAowdOxYzY/HixezevZtWrVqpd5iISJi76qqrQh1CUGkOMxERERERCalDhw4VWi5IjhVM9n/dddcRExNTqbrffPNN9u/fX7UARUSk3lHCTEREREREQubuu+8utNyuXTvOOecctmzZwsqVK4mIiODGG2+sVN3btm1j/PjxtG/fnqysrGCEKyIiZfjmm2+YPHkymzdvDnUoVaIhmSIiIiIiEjLz5s0rtDx27FgiIiL8vctGjRpF+/btK1X3/v376d69O/Hx8TRu3LjKsYqISNnuvfde3nrrLXJycnj55ZdDHU6lKWEmIiIiIiIh07lzZ1JSUujRowdvvfUWUVHeV5T4+HiaNWtWpcn++/fvz6ZNm8jOzg5WuCIiUoYZM2aQm5tb6+c0M+dcqGMQkTrIzGKBtLS0NGJjY0MdjoiICOnp6cTFxQHEOefSQx1PbReMY/2uXbvo0KEDZsaePXto06ZNoe2ZmZk0btwYMwtCxCIiUtcF81ivOcxERERERCQkCoZdnnvuucckywCaNGlS6WRZSkoK+fn5VYpPRETqLyXMRERERESqkZlNNrOdZpZtZhvM7LxSyk4yM1fMLSagTJSZPeyr87CZ7TCz+8wsIqCMmdkDZvaTr8xKMzujyGM1N7MFZpbmuy0ws2bVsxeKN3v2bADWrl3LyJEj2b9/Pxs2bGDFihVUdSTM1VdfTbt27Xj33XeDEaqIiFRQeno6c+bMYdmyZaEOpVKUMBMRERERqSZmNgGYAzwC9AA+Bt4zsw6l3C0daBN4c84FTsJ1J3AjcDPwC+AO4HYgcLKvO4BbfWV6A3uBD82saUCZ14HuwEW+W3dgQaUaWgkFyTIA5xzr16+nefPm3HfffZx//vk8+uijla47NzeXzz77jJ9//pkOHUrb1SIiUl3mzp3LLbfcwqxZs6r8I0goKGEmIiIiIlJ9bgVecc697Jzb6pybAewCbirlPs45tzfwVmR7P2Cxc+4d59z3zrm3gOVAL/B6lwEzgEecc28757YAVwONgSt8ZX6BlyS71jm3zjm3DrgOGG5mXYLW+lKsXr260PLo0aMxMzp27EjTpk0ZP358peuOjo5m165dfPTRR5xxxhll30FERILuuuuuo2fPnlx77bW1MmGmSf9FpFoUTAS8a9cuTfovIiJhIT09nfbt20MNTfpvZg2ALGCcc25RwPpngO7OuUHF3GcS8DKwB4gEvgDudc5tCihzF14Ps1865741s254CbMZzrm/mVlH4DugZ5H7LQZSnXNXm9lvgKecc4WGYJpZKnCLc+5PxcTWEGgYsKopsLuyx/o2bdqQlZVFVFQUeXl5LFu2jPPO80arZmVl0bhx4wrXKSIi9Vswj/VRwQlJROQYLYCCDysREZFw0gJv2GN1a4mX9Eoqsj4JaF3Cfb4BJgGbgVhgOrDGzLo557b7yjwOxAHfmNlR32P8zjn3N9/2grqLe9wTA8rsK+bx95US293A/UVXVvVYn5eXB8Dw4cOrVI+IiEiAKh/rlTATkepywPe3HXAolIHUkKbAbupPe6H+tbm+tRfqX5vV3rqvoM0HyioYZEWHdFgx67yCzn0KfOovaLYG2Ig3P9k03+oJwK/whld+jTf32Bwz+8k595cKPG5xMZQYG/B74Kki61pQ8/uzPOrj67uqtM8qRvur4rTPKk77rOKCdqxXwkxEqtuhmhj2EmoBl7yvF+2F+tfm+tZeqH9tVnvrvoA215T9wFGO7bEVz7G9v4rlnMs3s/VA54DVfwAec8793be82cxOxOsB9he8Cf7xPe7PJTzuXiChmIdsVVJszrkjwJEiq8PytVMfX99VpX1WMdpfFad9VnHaZxUXzGO9Jv0XEVZq6XcAAA0JSURBVBEREakGzrkcYANwYZFNFwJry1OHbwL/7hROfDUG8osUPcr/ndvvxEuI+R/XN5/aoIDHXQfEmdk5AWX64A31LFdsIiIidZl6mImIiIiIVJ+ngAVm9jlekup6oAPwRwAzexXY45y727d8P96QzO14c5hNw0uYTQmocynwOzP7EW9IZg+8q3HOB+8Sm2Y2B5hpZtt9dc3EuwDB674yW83sfWCemd3gq/d/gWXOuW3VsSNERERqEyXMRKS6HAFmcezQjbqqvrUX6l+b61t7of61We2t+2q8zc65hWZ2PHAf0AbYAlzsnPvBV6QDhXuLNcNLXLUG0oBNwEDn3GcBZaYCDwEv4A2z/Al4CXgwoMxsoJGvTHPgP3hX1QycA+dK4Fm8K2wCLAFurkp7w0h9fH1XlfZZxWh/VZz2WcVpn1Vc0PaZOVfSnJ4iIiIiIiIiIiL1j+YwExERERERERERCaCEmYiIiIiIiIiISAAlzERERERERERERAIoYSYiIiIiIiIiIhJACTMRqTQzu9vM1pvZITPbZ2b/NLMuRcq0NrMFZrbXzDLNbKOZjQ1VzFVVzjZ3MrNFZpZsZulm9oaZJYQq5qows5vM7CtfO9LNbJ2Z/b+A7Q3N7Dkz2+97fpeYWbtQxlwV5Wjv9Wa20rfNmVmzUMYbDKW12cxa+J7fbWaWZWY/mtmzZhYX6rgrqxzP8Utm9p2ZHfa9hxeb2WmhjLmqympzQDkzs/d8r+1RoYg1GMrxHK/0tTHw9vdQxizB4TtGOzObU2R9PzP7t+84lep7DTQKVZzhorj9VdfO24LBzB4o5jNjb8B285X5yXfsWGlmZ4Qy5lArbZ+ZWbSZPW5mm32vsZ/M7FUzOyHUcYdKWa+xImVf8m2fUdNxhpPy7DMz+4Xvu0maed/dPjWzDhV5HCXMRKQqBgHPA32BC4EoYLmZNQkoswDoAowEzgTeBhaaWY8ajjVYSm2z7+9ywAHnA/2BBsBSM6uNn7m7gbuAXr7bv4HFASeCc4BLgcuAAcBxwDIziwxBrMFQVnsbA+8Dj4YmvGpRWptP8N1uw3v/TgIuAl4JSaTBUdZzvAH4NfAL4H8Aw3uP19bXNJTd5gIz8D67arvytHce0CbgdkNNBynBZWa9geuBr4qs74f3ub0cOAfoDcwF8ms6xnBS0v6i7p23BcvXFP7MODNg2x3ArcDNeK+vvcCHZta0poMMMyXts8ZAT+Ah39/RwKnAkhDEGE5Ke40B4Psxqw/wU82GFrZK3Gdm1gn4BPgGGAx0w3vNZVfoEZxzuummm25BuQGt8L5sDQxYlwFMLFIuBbgm1PFWR5uBXwJHgdiAMs19ZS4IdbxBavMB4BogDsgBJgRsO8HX/v8JdZzBbm+RdYN9z2mzUMdXU20O2DYOOAJEhTrOGmrvWb7nulOo46zONvtOJHcBrX3tHRXqGKurvcBKYE6oY9ItqM/vccC3wAVFn1/gU+ChUMcYTrcy9ledPm+r5P56APiihG0G/AzcGbCuIZAK3BDq2MNxn5VQvrfv2NMh1LGH6/4C2uL9IHQG8D0wI9Rxh/M+A/4OLKjq49TG3g4iEr4KhmkdCFj3CTDBvKFdEWZ2Gd6JxMqaDq6aFG1zQ7wD/pGAMtl4v2QPqMG4gs7MIn3PXxNgHXA2EI33qz0AzrmfgC3AuSEJMoiKaW+dV842xwHpzrm8mousepTVXl+P0V8DO/GSSbVecW02s8bA34CbnXPFDgGprUp5jq80byj512b2hHqC1HrPA+845z4KXGlm8Xi9MfaZ2VozSzKzVWZWq4/HQVDs/vKp6+dtldXZN3Rwp5n93cw6+tafjPdDQ+C50BFgFXXgXKiKStpnxYnDO39OraHYwlGJ+8s3SmUB8Afn3NehCzHsFLvPfPtrGPCtmX1g3jQ6/7FKTDcRFeyIRaR+MjMDngI+cc5tCdg0AViI9+tkHpAFXOqc+67mowyuEtr8KZAJPG5mM/F+eXwcbwh8m5AEWkVmdibeF80YvF+eL3XO/dfMugM5zrmDRe6ShHfyWCuV1N7QRlW9yttmMzseuBd4qWYjDK6y2mtmk4HZeEmWb4ALnXM5oYg1WMpo89PAWufc4lDFF2xltPc1vCToXqAr8Hu8HnYXhiBUqSJfQudsvOG3RRV84XwAb2j5F8BVwL/MrKtzbnuNBBlGythfUIfP26rgP3ivm2+BBOAeYK1vmHfB+U5SkfskASfWWIThp8R95pxLCSxoZjHAY8Drzrn0Go80PJS1v+7Eez8+G7oQw05p78tovJ60d/nW34k3pcjbZjbEObeqvA+ihJmIBMtcvKFLRX+1fRhvSOIFwH5gFPCmmZ3nnNtcsyEG3TFtds4lm9k44EVgGl7Psr8BG/GGKtZG24DuQDNgDPAXMxtUSnmjds+DVGx763jSrMw2m1ks8A7wX2BWSKIMnrLa+xrwIV6S+zbgDTPr75yr2LwX4aWk9/EpePMt1rX5iUp8jp1z8wLKbTGz7cDnZtbTObcxFMFK5ZhZe+AZ4JclvD8LRtO85Jz7k+//TWY2FPgNcHcNhBk2yrG/oG6ft1WKc+69gMXNZrYO+A64Gu+HUjj2vKe2nwtVSRn77KmCDWYWjTd0LgKYXKNBhpHS9peZrQKmAz2db6yhlPkaK7iQz2Ln3NO+/78ws3OBG/F6gJaLaZ+LSFWZ2XN4J1QDnXM7A9Z3AhKBroHdh83sIyDROXdjjQcbJCW1uUiZlkCecy7VvKu2POmc+0NNxlkdfM/fd3i/QP8LaBHYy8zMvgT+6Zy7P0QhBlVBe51zNwSsGwysAJo75+rc8IGibfYNV/sAr6fB8FqeODpGcc9xwLYGwEHgWufc32o8uGoS8D4+zP8l9wtE+pY/ds4Nrvnogq+M59jwhtFPdM4trPHgpNJ8w2sWUfgHqUi8REU+3uT1iXjP7V8D7rcQ7/h8ZQ2GG3IV2F917rwt2MzsQ7x99Qe8z9KezrlNAdsXA6nOuatDFGLYKdhnzrmbfMvRwBt4PUHPL9rzrL4LeI1tw0syFnec3uWcO6nmowtPAftsOt6In1nOuYcDtj8ODHDO9S9vnZrDTEQqzTxz8a5uc34xiaPGvr9Fr0R1lFr6+VOONvs55/b7kmXnA/HUnav/GN58JhuAXAKGMZlZG7whTmtDE1q1KGhvfeJvs69n2XK8CzyMrGvJMp+ynuO6+BooaNNjeD1luwfcAG7Bm7+trijtOSwYvvFzzYUjQfIvvKuiBb5+P8frJdod2IF3NbkuRe53KvBDzYUZNsraX3XuvK06mFlDvCsp/8z/De8OPBdqgHdV9bp0LlQlRfZZYLKsM95FsZQsC1Bkfy3g2OP0T3jJ2v8JVYzhJnCf+abRWE8QPvs1JFNEquJ54ArgEuCQmRXM45DmnDuMN/dPIvCSmd2GNx/GKLyTiuEhiDcYymozZvZrYCuQDPTDG/7wtHNuWwjirRIzexR4D2/C86bAZXhXiLzIOZdmZq8AT5pZCt6FD54ANgPFTSQc9kprr297a7z5Sk7x3eVMMzsE/OicO3BMhbVAaW329Sxbjvcl6ldArC+BBpDsnKt1w4zLaG9HvPl7luO9f9vizXtxGHg3FPEGQxnv4714X/YCy4P3mi7xB4FwVsZz3Am4Eu/53A+cDjwJbALWhCJeqTzn3CG8C834mVkmkFIwt6iZ/QGY5ev9/AXecJ3TgLE1HG7IlbW/fEmMunbeVmVm9gSwFPgR7wfQe4BY4C/OOWdmc4CZvuHd24GZeD2yXw9RyCFX2j4zsyjgLaAn3usqMuB8+kBtnzO0Msp4jaXgvRcDy+cCe2vjd4tgKW2f+Yr8AVhoZqvxRoVcBIzAOx8oNyXMRKQqbvL9XVlk/a+BPzvncs3sYrweDEvxJl9MBK52ztXWL5+lttn3fxe8SaRb4F32+RG8SbVrowS8X7baAGnAV3hfsj/0bb8FbxLSN4BGeL9eT6qNiRSfstp7IxA41HS172/g81/blNhm39DTPr5yiUXudzLe67u2Ka29JwDnATPw5vBJwnuOz3XO7QtRvMFQ1uu6rintOW4PDMUbrnEcXlLtHbxhG7X1c0tK4Zyb45tU/Gm84/KXeBfyqM+T2Berjp63BUM7vPloW+L9mPIp0Nc5V9BTZTbeOdALeMeO/+DNE3coBLGGixL3mZmdBIz0lfuiyP2GUD+vyFrWa0yOVeo+c84tMrMb8eaqfBZvaOsY59wnFXkQzWEmIiIiIiIiIiISQGPRRUREREREREREAihhJiIiIiIiIiIiEkAJMxERERERERERkQBKmImIiIiIiIiIiARQwkxERERERERERCSAEmYiIiIiIiIiIiIBlDATEREREREREREJoISZiIiIiIiIiIhIACXMREREREREREREAihhJiIiIiIiIiIiEkAJMxERERERERERkQBKmImIiIiIiIiIiAT4//uBrLMk7RMFAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for simulator in simulators:\n",
|
|
" fig = plt.figure(figsize=(12, 12))\n",
|
|
" \n",
|
|
" gs = gridspec.GridSpec(2, 2)\n",
|
|
" \n",
|
|
" ax1 = fig.add_subplot(gs[0,:])\n",
|
|
" setBwStyles(ax1)\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
|
|
" for box_x, box_y in boxes:\n",
|
|
" x = np.kron(box_x, np.ones((2)))\n",
|
|
" y = np.hstack((box_y, box_y[::-1]))\n",
|
|
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
|
|
" plt.title(str(simulator.__name__))\n",
|
|
" plt.legend()\n",
|
|
" \n",
|
|
" ax2 = fig.add_subplot(gs[1,0])\n",
|
|
" setBwStyles(ax2)\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
|
|
" plt.xlim(boxes[0, 0])\n",
|
|
" plt.ylim(boxes[0, 1])\n",
|
|
" \n",
|
|
" ax3 = fig.add_subplot(gs[1,1])\n",
|
|
" setBwStyles(ax3)\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
|
|
" plt.xlim(boxes[1, 0])\n",
|
|
" plt.ylim(boxes[1, 1])\n",
|
|
" \n",
|
|
" save_figure(fig, simulator.__name__)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"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
|
|
}
|