mirror of
https://github.com/smyalygames/FiniteVolumeGPU.git
synced 2025-05-17 22:14:14 +02:00
1146 lines
1.8 MiB
1146 lines
1.8 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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"#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 socket\n",
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"import time\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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"import logging\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"
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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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"source": [
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"#Finally, import our simulator\n",
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"from GPUSimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, IPythonMagic\n",
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"from GPUSimulators.helpers import InitialConditions"
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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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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Console logger using level INFO\n",
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"File logger using level DEBUG to output.log\n",
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"Python version 3.6.7 |Anaconda custom (64-bit)| (default, Oct 28 2018, 19:44:12) [MSC v.1915 64 bit (AMD64)]\n",
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"Registering cuda_context in user workspace\n",
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"PyCUDA version 2018.1.1\n",
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"CUDA version (10, 0, 0)\n",
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"Driver version 10000\n",
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"Using 'GeForce 840M' GPU\n",
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"Created context handle <1097222361648>\n",
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"Using CUDA cache dir c:\\Users\\anbro\\Documents\\projects\\GPUSimulators\\GPUSimulators\\cuda_cache\n",
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"Autotuning enabled. It may take several minutes to run the code the first time: have patience\n"
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]
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}
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],
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"source": [
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"%setup_logging\n",
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"%cuda_context_handler cuda_context"
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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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"#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": 5,
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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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" if (not os.path.isdir(\"figures\")):\n",
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" os.mkdir(\"figures\")\n",
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" \n",
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" fig_filename = os.path.join(\"figures\", \"convergence_smooth2d_\" + stem + \".pdf\")\n",
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" \n",
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" metadata = {\n",
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" 'created': time.strftime(\"%Y_%m_%d-%H_%M_%S\"),\n",
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" 'hostname': socket.gethostname()\n",
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" }\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, dpi=300,format='pdf',\n",
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" transparent=True, pad_inches=0.0, frameon=None, \n",
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" metadata=metadata, \n",
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" bbox_extra_artists=(legend, ), bbox_inches='tight')\n",
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" else:\n",
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" fig.savefig(fig_filename, dpi=300,format='pdf',\n",
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" transparent=True, pad_inches=0.0, frameon=None, \n",
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" metadata=metadata)"
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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": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"nx=100\n",
|
|
"ref_nx=1000\n",
|
|
"ny=500\n",
|
|
"ref_ny=500\n",
|
|
"width = 50\n",
|
|
"height = width\n",
|
|
"bump_size = 10\n",
|
|
"h, hu, hv, dx, dy = InitialConditions.bump(nx=nx, ny=ny, ref_nx=ref_nx, ref_ny=ref_ny, width=width, height=height, bump_size=bump_size)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"ax=plt.subplot(1,3,1)\n",
|
|
"im=plt.imshow(h, extent=[0, nx*dx, 0, ny*dy])\n",
|
|
"plt.colorbar(orientation='horizontal')\n",
|
|
"\n",
|
|
"ax=plt.subplot(1,3,2)\n",
|
|
"im=plt.imshow(hu, extent=[0, nx*dx, 0, ny*dy])\n",
|
|
"plt.colorbar(orientation='horizontal')\n",
|
|
"\n",
|
|
"ax=plt.subplot(1,3,3)\n",
|
|
"im=plt.imshow(hv, extent=[0, nx*dx, 0, ny*dy])\n",
|
|
"plt.colorbar(orientation='horizontal')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def gen_filename(simulator, nx):\n",
|
|
" return os.path.abspath(os.path.join(\"data\", \"smooth2d\", str(simulator.__name__) + \"_\" + str(nx) + \".npz\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def run_benchmark(datafilename, simulator, simulator_args, nx, reference_nx, ny, reference_ny,\n",
|
|
" h_ref=0.5, h_amp=0.1, u_ref=0.0, u_amp=0.1, v_ref=0.0, v_amp=0.1,\n",
|
|
" dt=None, force_rerun=False, transpose=False):\n",
|
|
"\n",
|
|
" if (datafilename and os.path.isfile(datafilename) and force_rerun == False):\n",
|
|
" print(\"WARNING: Existing simulation exists, skipping simulation\")\n",
|
|
" return [0, 0, 0]\n",
|
|
" else:\n",
|
|
" test_data_args= {\n",
|
|
" 'nx': nx,\n",
|
|
" 'ny': ny,\n",
|
|
" 'width': 100,\n",
|
|
" 'height': 100,\n",
|
|
" 'bump_size': 20,\n",
|
|
" 'ref_nx': reference_nx,\n",
|
|
" 'ref_ny': reference_ny,\n",
|
|
" 'h_ref': h_ref, 'h_amp': h_amp,\n",
|
|
" 'u_ref': u_ref, 'u_amp': u_amp,\n",
|
|
" 'v_ref': v_ref, 'v_amp': v_amp\n",
|
|
" }\n",
|
|
" h0, hu0, hv0, dx, dy = InitialConditions.bump(**test_data_args)\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_args = {\n",
|
|
" 'h0': h0, 'hu0': hu0, 'hv0': hv0,\n",
|
|
" 'nx': nx, 'ny': ny,\n",
|
|
" 'dx': dx, 'dy': dy\n",
|
|
" }\n",
|
|
" sim_args.update(simulator_args)\n",
|
|
"\n",
|
|
" sim = simulator(**sim_args)\n",
|
|
" sim.simulate(1.0, dt=dt)\n",
|
|
" sim.check()\n",
|
|
" \n",
|
|
" nt = sim.simSteps()\n",
|
|
" dt = sim.simTime() / nt\n",
|
|
" h, hu, hv = sim.download()\n",
|
|
" \n",
|
|
" if (transpose):\n",
|
|
" h = np.ascontiguousarray(np.transpose(h))\n",
|
|
" hu, hv = np.ascontiguousarray(np.transpose(hv)), np.ascontiguousarray(np.transpose(hu))\n",
|
|
" \n",
|
|
"\n",
|
|
" if (datafilename):\n",
|
|
" dirname = os.path.dirname(datafilename)\n",
|
|
" if (dirname and not os.path.isdir(dirname)):\n",
|
|
" os.makedirs(dirname)\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": 9,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(100, 50) =downsample=> (25, 25)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 800x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"3475"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"datafilename = \"temp_data.npz\"\n",
|
|
"\n",
|
|
"sim_args = {\n",
|
|
" 'context': cuda_context,\n",
|
|
" 'cfl_scale': 0.9,\n",
|
|
" 'g': 9.81\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
"elapsed, nt, dt = run_benchmark(datafilename, \n",
|
|
" KP07.KP07, \n",
|
|
" sim_args,\n",
|
|
" nx=50, reference_nx=500, ny=100, reference_ny=200,\n",
|
|
" #dt=0.25*0.7*(width/nx)/(u_ref+u_amp + np.sqrt(g*(h_ref+h_amp))),\n",
|
|
" force_rerun=True,\n",
|
|
" transpose=False)\n",
|
|
"\n",
|
|
"with np.load(datafilename) as data:\n",
|
|
" h = data['h']\n",
|
|
" rh = InitialConditions.downsample(h, 2, 4)\n",
|
|
" \n",
|
|
" print(str(h.shape) + \" =downsample=> \" + str(rh.shape))\n",
|
|
"\n",
|
|
" plt.figure(figsize=(8, 6))\n",
|
|
" plt.imshow(rh, extent=[0, 100, 0, 100])\n",
|
|
" plt.colorbar()\n",
|
|
" plt.show()\n",
|
|
" \n",
|
|
"gc.collect()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Completed warmup in 0.94 s\n",
|
|
"Completed simulation (LxF) in 8.05 s\n",
|
|
"Completed simulation (FORCE) in 7.49 s\n",
|
|
"Completed simulation (HLL) in 10.18 s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"HLL2 [2048x2048]: 0% [##########################====] 100%. Total: 9s, elapsed: 8s, remaining: 1s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Completed simulation (HLL2) in 16.63 s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"WAF [2048x2048]: 0% [##########################====] 100%. Total: 8s, elapsed: 7s, remaining: 1s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Completed simulation (WAF) in 15.55 s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KP07 [2048x2048]: 0% [##########################====] 100%. Total: 7s, elapsed: 7s, remaining: 1s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Completed simulation (KP07) in 14.44 s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KP07_dimsplit [2048x2048]: 0% [##########################====] 100%. Total: 8s, elapsed: 7s, remaining: 1s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Completed simulation (KP07_dimsplit) in 15.66 s\n",
|
|
"Completed simulation in 88.01 s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"reference_nx = 2048\n",
|
|
"force_rerun=True\n",
|
|
"transpose=True\n",
|
|
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024]\n",
|
|
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"sim_elapsed_time = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"sim_dt = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"sim_nt = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"\n",
|
|
"#Warmup to compile kernels\n",
|
|
"with Common.Timer(\"warmup\") as timer:\n",
|
|
" for i in range(len(simulators)):\n",
|
|
" run_benchmark(datafilename=None, \n",
|
|
" simulator=simulators[i],\n",
|
|
" simulator_args=sim_args,\n",
|
|
" nx=16, reference_nx=16, ny=16, reference_ny=16,\n",
|
|
" #dt=0.25*0.7*(width/nx)/(u_ref+u_amp + np.sqrt(g*(h_ref+h_amp))),\n",
|
|
" force_rerun=force_rerun,\n",
|
|
" transpose=transpose)\n",
|
|
"print(\"Completed warmup in {:.2f} s\".format(timer.secs))\n",
|
|
" \n",
|
|
"with Common.Timer(\"simulation\") as timer:\n",
|
|
" for i in range(len(simulators)):\n",
|
|
" with Common.Timer(simulators[i].__name__) as sim_timer:\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=datafilename, \n",
|
|
" simulator=simulators[i],\n",
|
|
" simulator_args=sim_args,\n",
|
|
" nx=nx, ny=nx, reference_nx=reference_nx, reference_ny=reference_nx,\n",
|
|
" #dt=0.25*0.7*(width/nx)/(u_ref+u_amp + np.sqrt(g*(h_ref+h_amp))),\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=datafilename, \n",
|
|
" simulator=simulators[i],\n",
|
|
" simulator_args=sim_args,\n",
|
|
" nx=reference_nx, ny=reference_nx, reference_nx=reference_nx, reference_ny=reference_nx,\n",
|
|
" #dt=0.25*0.7*(width/nx)/(u_ref+u_amp + np.sqrt(g*(h_ref+h_amp))),\n",
|
|
" force_rerun=force_rerun,\n",
|
|
" transpose=transpose)\n",
|
|
" print(\"Completed simulation ({:}) in {:.2f} s\".format(simulators[i].__name__, sim_timer.secs))\n",
|
|
"print(\"Completed simulation in {:.2f} s\".format(timer.secs))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0xff000036d8>"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
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\n",
|
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"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",
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|
"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",
|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
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]
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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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"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": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"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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" vertical-align: top;\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",
|
|
" <th></th>\n",
|
|
" <th>8</th>\n",
|
|
" <th>16</th>\n",
|
|
" <th>32</th>\n",
|
|
" <th>64</th>\n",
|
|
" <th>128</th>\n",
|
|
" <th>256</th>\n",
|
|
" <th>512</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>LxF</th>\n",
|
|
" <td>2.004500</td>\n",
|
|
" <td>0.962610</td>\n",
|
|
" <td>1.011157</td>\n",
|
|
" <td>1.055375</td>\n",
|
|
" <td>1.229462</td>\n",
|
|
" <td>1.305015</td>\n",
|
|
" <td>1.572475</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>1.694690</td>\n",
|
|
" <td>2.743635</td>\n",
|
|
" <td>1.027326</td>\n",
|
|
" <td>1.078696</td>\n",
|
|
" <td>1.170647</td>\n",
|
|
" <td>1.467705</td>\n",
|
|
" <td>1.790797</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL</th>\n",
|
|
" <td>0.948501</td>\n",
|
|
" <td>0.947602</td>\n",
|
|
" <td>1.002329</td>\n",
|
|
" <td>1.070378</td>\n",
|
|
" <td>1.093793</td>\n",
|
|
" <td>1.227389</td>\n",
|
|
" <td>1.583368</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL2</th>\n",
|
|
" <td>2.055230</td>\n",
|
|
" <td>2.675372</td>\n",
|
|
" <td>2.038733</td>\n",
|
|
" <td>1.901313</td>\n",
|
|
" <td>2.136504</td>\n",
|
|
" <td>2.029882</td>\n",
|
|
" <td>1.151141</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>2.044203</td>\n",
|
|
" <td>2.359680</td>\n",
|
|
" <td>1.420239</td>\n",
|
|
" <td>2.082590</td>\n",
|
|
" <td>1.969953</td>\n",
|
|
" <td>2.062400</td>\n",
|
|
" <td>2.008906</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>1.499732</td>\n",
|
|
" <td>2.332833</td>\n",
|
|
" <td>1.649850</td>\n",
|
|
" <td>1.867316</td>\n",
|
|
" <td>2.171336</td>\n",
|
|
" <td>2.137609</td>\n",
|
|
" <td>2.304406</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>1.946673</td>\n",
|
|
" <td>2.480605</td>\n",
|
|
" <td>1.604544</td>\n",
|
|
" <td>1.875116</td>\n",
|
|
" <td>2.236785</td>\n",
|
|
" <td>2.150302</td>\n",
|
|
" <td>1.534703</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
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"</table>\n",
|
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"</div>"
|
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],
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"text/plain": [
|
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" 8 16 32 64 128 256 \\\n",
|
|
"LxF 2.004500 0.962610 1.011157 1.055375 1.229462 1.305015 \n",
|
|
"FORCE 1.694690 2.743635 1.027326 1.078696 1.170647 1.467705 \n",
|
|
"HLL 0.948501 0.947602 1.002329 1.070378 1.093793 1.227389 \n",
|
|
"HLL2 2.055230 2.675372 2.038733 1.901313 2.136504 2.029882 \n",
|
|
"WAF 2.044203 2.359680 1.420239 2.082590 1.969953 2.062400 \n",
|
|
"KP07 1.499732 2.332833 1.649850 1.867316 2.171336 2.137609 \n",
|
|
"KP07_dimsplit 1.946673 2.480605 1.604544 1.875116 2.236785 2.150302 \n",
|
|
"\n",
|
|
" 512 \n",
|
|
"LxF 1.572475 \n",
|
|
"FORCE 1.790797 \n",
|
|
"HLL 1.583368 \n",
|
|
"HLL2 1.151141 \n",
|
|
"WAF 2.008906 \n",
|
|
"KP07 2.304406 \n",
|
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"KP07_dimsplit 1.534703 "
|
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]
|
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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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" vertical-align: top;\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>Max</th>\n",
|
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" <th>Min</th>\n",
|
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" <th>Mean</th>\n",
|
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" <th>Stdev</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
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" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>LxF</th>\n",
|
|
" <td>2.004500</td>\n",
|
|
" <td>0.962610</td>\n",
|
|
" <td>1.305799</td>\n",
|
|
" <td>0.344846</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>2.743635</td>\n",
|
|
" <td>1.027326</td>\n",
|
|
" <td>1.567642</td>\n",
|
|
" <td>0.553882</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL</th>\n",
|
|
" <td>1.583368</td>\n",
|
|
" <td>0.947602</td>\n",
|
|
" <td>1.124766</td>\n",
|
|
" <td>0.207781</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL2</th>\n",
|
|
" <td>2.675372</td>\n",
|
|
" <td>1.151141</td>\n",
|
|
" <td>1.998311</td>\n",
|
|
" <td>0.415844</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>2.359680</td>\n",
|
|
" <td>1.420239</td>\n",
|
|
" <td>1.992567</td>\n",
|
|
" <td>0.261522</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>2.332833</td>\n",
|
|
" <td>1.499732</td>\n",
|
|
" <td>1.994726</td>\n",
|
|
" <td>0.302848</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>2.480605</td>\n",
|
|
" <td>1.534703</td>\n",
|
|
" <td>1.975533</td>\n",
|
|
" <td>0.315498</td>\n",
|
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" </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": [
|
|
" Max Min Mean Stdev\n",
|
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"LxF 2.004500 0.962610 1.305799 0.344846\n",
|
|
"FORCE 2.743635 1.027326 1.567642 0.553882\n",
|
|
"HLL 1.583368 0.947602 1.124766 0.207781\n",
|
|
"HLL2 2.675372 1.151141 1.998311 0.415844\n",
|
|
"WAF 2.359680 1.420239 1.992567 0.261522\n",
|
|
"KP07 2.332833 1.499732 1.994726 0.302848\n",
|
|
"KP07_dimsplit 2.480605 1.534703 1.975533 0.315498"
|
|
]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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}
|
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],
|
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"source": [
|
|
"import pandas as pd\n",
|
|
"from IPython.display import display\n",
|
|
"\n",
|
|
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"order = np.zeros((len(simulators), len(domain_sizes)-1))\n",
|
|
"\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" #Read the reference solution\n",
|
|
" datafilename = gen_filename(simulator, reference_nx)\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h_ref = data['h'].astype(np.float64)\n",
|
|
" \n",
|
|
" #Compute conservation and error for subsequent resolutions\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" #Read current resolution\n",
|
|
" datafilename = gen_filename(simulator, nx)\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h = data['h'].astype(np.float64)\n",
|
|
" \n",
|
|
" #Downsample reference to current resolution\n",
|
|
" h_ref_downsampled = InitialConditions.downsample(h_ref, reference_nx/nx)\n",
|
|
" \n",
|
|
" #Compute error per cell\n",
|
|
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / (nx*nx)\n",
|
|
" conservation[i, j] = (np.sum(h_ref_downsampled) - np.sum(h))\n",
|
|
" \n",
|
|
" #Compute the numerical order\n",
|
|
" a = np.arange(1, len(domain_sizes))\n",
|
|
" order[i,:] = np.log2(error[i, :-1] / error[i, 1:])\n",
|
|
"\n",
|
|
"\n",
|
|
"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
|
|
"display(table)\n",
|
|
"\n",
|
|
"order_summary = pd.DataFrame(np.empty((len(simulators), 4)), columns=['Max', 'Min', 'Mean', 'Stdev'], index=[simulator.__name__ for simulator in simulators])\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
|
|
" np.min(order[i,:]), \n",
|
|
" np.mean(order[i,:]), \n",
|
|
" np.std(order[i,:])]\n",
|
|
"display(order_summary)"
|
|
]
|
|
},
|
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{
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"cell_type": "code",
|
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:594: UserWarning: Unknown infodict keyword: created\n",
|
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" self.writeInfoDict()\n",
|
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"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:594: UserWarning: Unknown infodict keyword: hostname\n",
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" self.writeInfoDict()\n"
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]
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},
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{
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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",
|
|
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
|
|
"\n",
|
|
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
|
|
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
|
|
"\n",
|
|
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
|
|
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
|
|
"\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
|
|
"\n",
|
|
"plt.xlabel('Number of cells')\n",
|
|
"plt.ylabel('Error')\n",
|
|
"plt.title(\"Convergence\")\n",
|
|
"plt.legend()\n",
|
|
"save_figure(fig, 'convergence')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def plot_solution(simulator, nx, label, **kwargs):\n",
|
|
" datafilename = gen_filename(simulator, nx)\n",
|
|
" \n",
|
|
" #Read the solution\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h = data['h']\n",
|
|
" h = h[int(nx/2),:]\n",
|
|
" \n",
|
|
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
|
|
" \n",
|
|
" plt.plot(x, h, label=label, **kwargs)\n",
|
|
" \n",
|
|
" h = None\n",
|
|
" x = None\n",
|
|
" gc.collect() # Force run garbage collection to free up memory\n",
|
|
" \n",
|
|
"def plot_comparison(nx, **kwargs):\n",
|
|
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
|
|
"\n",
|
|
" for i, simulator in enumerate(simulators):\n",
|
|
" plot_solution(simulator, nx, simulator.__name__, **kwargs)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"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": 16,
|
|
"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": 17,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"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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iIiJSmhXVEHoRERERERERKURK4EVERERERERKACXwIiIiIiIiIiWAEngRERERERGREkAJvIiIiIiIiEgJoAReREREREREpARQAi8iIiIiIiJSAiiBFxERERERESkBlMCLiIiIiIiIlABK4EVERERERMTpEhISCA0NJSAgAB8fH26//XY++eQTZ4d1TVECLyIiIiIiIk4XGhrK3r17+fzzz9mxYwddunShW7dubN261dmhXTOUwIuIiIiIiMgFQkJCiIiIIDIyEn9/fwICAhg9ejQAa9aswcPDg7Vr19rtp0yZQsWKFTl69GiBjrdx40aee+457rjjDurUqcOIESMoX748P/30U2GcTqmgBF5ERERERMQJkpOT8/2kpaVddtvU1NTLalsQCxcuxMfHh02bNjFx4kTGjBnD6tWrCQkJYdCgQYSGhpKYmMj27dsZPnw40dHRBAYGAhAVFYWvr+8lP3lvANxzzz0sXryYU6dOkZ2dzUcffcTZs2cJCQkpUOylkbEsy9kxFAtjjB+QmJiYiJ+fn7PDERER4a+//iImJgZvb288PT2dHc514ezZs6SmpnL//fdTtmxZZ4cjIteJtLQ04uLiqF27Nl5eXvZ2Y0y++3Ts2JEvv/zSLvv4+JCSknLRtq1bt2bNmjV2uVKlSpw4ceKCdlea+4WEhJCVleWQZN9xxx20adOGCRMmkJ6ezl133UX9+vXZtWsXLVq0IDo62m576tQpTp06dcljVKtWDW9vbwASExPp1q0bK1euxM3NjTJlyvDJJ5/Qtm3bK4rbGfL7HZ85c4Zy5coBlLMs68zVHsftajsQERERERGR0ik4ONihHBgYyPHjxwHw8PBg0aJFBAcHU7NmTaZPn+7Q1t/fH39//8s+1ogRI/jzzz/5+uuvqVixIkuXLuXxxx9n7dq1NGzY8OpPphRQAi8iIiIiIuIESUlJ+da5uro6lHOT5otxcXF8Mzo+Pv6q4srL3d3doWyMITs72y5v2LAB+L+n7T4+PnZdVFQUUVFRl+x/xYoV3HvvvRw4cIA333yTnTt3cuuttwLQqFEj1q5dy8yZM5k9e3ZhnVKJpgReRERERETECfImu85qezUOHDjA4MGDiY6OZsmSJfTs2ZOYmBj7hkJ4eDhdu3a9ZB/VqlUDsF8POP9mhKurq8MNg+udEngRERG5bFlZWfz4449s3LiRY8eO4ebmRpUqVbjhhhuoX78+t9xyS7FdOIqIiPNkZWURGhpKu3btCAsLo0OHDjRs2JApU6YwdOhQ4MqG0N98883Uq1eP/v37M3nyZG644QaWLl3K6tWr+eKLL4ryVEoUJfAiIiJySUeOHGHKlCn8/PPPZGZm/m17YwxBQUFERETQtGnTYohQRESK27hx44iPj2fZsmUABAQEMHfuXLp27Urbtm1p3LjxFfXn7u7O8uXLeemll3j44YdJSkqiXr16LFy4kI4dOxbFKZRImoVeRETESa71WegPHTrEnDlzWL9+fYH78PPz47HHHqNHjx4XDIt0Bs1CLyLOkN8M5VJ6aBZ6ERERcYr9+/cze/ZstmzZ4rDdGEONGjWoVKkSP/74I507d6Zr165kZGRw+vRpnn/+eVxcXHB1dSUjIwPIuXB55513WLBgAX369OGJJ55wximJiIiUCkrgRUREBID09HQGDx7M7t277W2urq5kZWURFRXFnXfeiYuLC2lpaRw/fpw9e/bw559/0qBBA6pWrcr06dMxxhAcHMyhQ4fYsmUL0dHRpKamkp2dTXR0NLt37+all17C19fXiWcqIiJSMjl/LJuIiIg43f79+3n00UcdkvdmzZrxz3/+k9atW+Pv749lWWzevJnXX3+dAQMGMH78eJYsWQKAm5sbt9xyCz/99BNHjhyhRo0atG3b1l4GKXcZovXr1xMWFsb3339f/CcpIiJSwukJvIiIyHXuvffe45133rHLdevWZezYsQQEBACwY8cOvvrqK7799lv+/PNPu13FihUJCgqyy+vWrWPhwoUsXLiQpk2b8uCDD/L++++ze/du6tWrx4QJE4iLi+PEiRO8/PLL1K9fn9mzZ18T78aLiIiUBErgRURErmPPPfccO3fuBHLecbcsi6CgIDt5B5gxYwb79u0DcialCwkJoU2bNjRs2NAh+b7hhhto1qwZW7ZssT/ly5enffv2VKtWjcmTJ7Nnzx6eeeYZAPbt28fDDz/Mp59+qkmdRERELoMSeBERkeuQZVmEhoby+++/29v69u3L999/z6+//kpycrK9nnvHjh2JjY3l/vvv5/bbb8fN7eKXD40aNaJRo0YcPXqU5cuXs2LFCk6ePMnixYtZvHgxH374IadPn8bT0xPLskhPTyclJYWHHnqIJUuWXPZawSIiItcrJfAiIiLXGcuy6NOnj528u7i4EBERwcyZM+3Z49etW0f79u0B6Ny5M507d77s/gMDA+nTpw+9evXi+++/58svvyQlJYWAgAACAgKYM2cOP/zwAx988AF//vknWVlZPP744yxevJiKFSsW/gmLiIiUEkrgRUREriOWZdG3b1/i4uLsbf3792fWrFlkZGTQsGFDHn74Ye6+++6rPparqyt33303d999N5mZmfZ2Pz8/3n77bZo3b85vv/3G4cOHyc7Oplu3bnzyySdUqFDhqo8tIiJSGmnWGBERkevI448/zsGDBwHw9PSkUaNGLFiwgPT0dFq2bMnUqVNp27YtZcqUKdTj5h12f+LECVxcXNi4cSM33XSTvT07O5snn3ySs2fPFuqxRURESgsl8CIiIteJXr16cfLkSQDKlCnD9OnTOXjwIKmpqTRp0oRRo0bl+357YapXrx6vvPIKLi4uxMTEcOedd9rvv6ekpPDUU09hWVaRxyEiIlLSKIEXERG5Drzyyiv8+uuvQM7T8I8++ojAwEACAgK45ZZbGDt2LB4eHoVyLMuyiIuL4+OPP+bQoUMXbXPPPfcQEREBwKZNm+jduzc1a9YE4NixY/Tr169QYhERkZJjzpw5hISE4OfnhzGG06dPX7Tdl19+yZ133om3tzcVK1akS5cuxRyp8yiBFxERKeU++OAD1q1bZ5e7dOlC2bJlKVeuHFOnTmXChAlXPWQ+N2mfP38+vXr1onfv3syaNYuIiIh8k/hOnTrRo0cPAKZOnUrfvn3x9fUFYP/+/bz44otXFZOIiJQsKSkpPPDAAwwbNizfNp9++imhoaGEhYWxfft21q9fzxNPPFGMUTqXEngREZFSbO/evURHR9vlSpUqUbVqVbvs6+uLn59fgfq+WNL+7rvvcujQIdzd3alYsSKJiYlERkbyxx9/XLSPPn360K5dO7Kzs1m5ciX//Oc/7boffviB//73vwWKTURErl5ISAgRERFERkbi7+9PQEAAo0ePBmDNmjV4eHiwdu1au/2UKVOoWLEiR48eLdDxBg0axEsvvcRdd9110frMzEyef/55Jk2aRHh4ODfeeCM33XQTjz32WIGOVxIpgRcRESml0tPTee655+xyv379KFeuHNOnT+fzzz+/6v5feOGFC5L2li1bMmzYMP7zn/8QHR1NUFAQx44dIzIykjNnzlzQhzGGoUOH8swzzzBy5Ei6d+9OjRo17PrXX3+dEydOXHWsIiLXouTkZJKTkx3m/UhPTyc5OfmCCT1z22ZnZ9vbMjIySE5OJi0t7bLaFsTChQvx8fFh06ZNTJw4kTFjxrB69WpCQkIYNGgQoaGhJCYmsn37doYPH050dDSBgYEAREVF4evre8lP3hsAf+enn37i999/x8XFhSZNmhAYGEiHDh3YtWtXgc6tJFICLyIiUkotXLjQvmD717/+xYYNG9i/fz8VKlSgSZMml92PZVkcPHiQRYsWkZWVZW+vUaPGBUn7uHHjaNu2Lb6+vpQvX56JEydSsWJFjh8/zuHDhy/av5ubG127dsXd3R1fX1/mzZvHgAED7GMPGDDA4SJURKS0yE1i896onDRpEr6+vgwcONChbeXKlfH19XV4LWnmzJn4+vrSp08fh7a1atXC19eX2NhYe9uCBQsKFGNwcDCjRo2ifv369OzZk2bNmhETEwPA2LFj8ff3p1+/fvTo0YPQ0FAeeeQRe9/w8HC2bdt2yU+zZs0uO5bcVVRGjx7NiBEj+OKLL6hQoQKtW7fm1KlTBTq/kkbrwIuIiJRC3377LR988AEA/v7+7N27l507d+Lr68vEiRMJCgq67L5yhywmJSXRsGFDGjVqBEDPnj0d3lu/mICAACZOnEhGRgY33njj3x4rKyuLmTNnEhsbS7du3Vi8eDF//PEHI0aMICoq6rJjFhGRwhEcHOxQDgwM5Pjx4wB4eHiwaNEigoODqVmzJtOnT3do6+/vb68yUhhyb+YOHz6cRx99FID58+dTvXp1Pv74Y/r3719ox7pWKYEXEREpZeLi4hgzZgyQ83Tb09OTrVu34uXlxYQJE6hXr95F98t9p33NmjXs2bOH1157DWMM7u7u3HfffZw8edJhpvrLvSirXbu2Q/nYsWNUqlQJF5cLBwKePHmSb775hjNnzuDr64uHhwfp6els3LiRdevWcc8991zuj0FE5JqXlJQE4DCR6NChQxk0aNAFy3rmJs3e3t72tmeffZann34aV1dXh7bx8fEXtO3Vq1eBYnR3d3coG2McRkVt2LABgFOnTnHq1Cl8fHzsuqioqL+9+bpixQruvffey4old2h+gwYN7G2enp7UqVMn3wlTSxsl8CIiIqVIdnY2/fv3ty+uGjZsyNatW3F3d2fs2LHceuutDu1zh8d/++23rFmzht9++82u++WXX7jpppsAGDx4MMaYq45v165dvPzyy7Rv354BAwZc0GflypUZP348Q4YMYcuWLVSpUoVjx44BOcNKW7RoccGFqohISZU32c3l4eFx0WU9L9bW3d39ggT7Um0L24EDBxg8eDDR0dEsWbKEnj17EhMTY9+gDQ8Pp2vXrpfso1q1apd9vKZNm+Lp6cnevXvtG7oZGRnEx8fbS5GWdkrgRURESpFJkybZ7723bt2aOnXqsH37dkaOHEnTpk2BSyft7u7uNG/enJCQEIdh9oWRvAMcOXKEv/76i927d5Oeno6np+cFbRo0aMArr7zCyJEjOXbsGMHBwfz888+cOXOGd955h6effrpQYhERkYLLysoiNDSUdu3aERYWRocOHWjYsCFTpkxh6NChwJUPoU9ISCAhIYH9+/cDsGPHDsqWLUuNGjXw9/fHz8+P8PBwRo0aRVBQEDVr1mTSpEkAPP7444V/ktcgJfAiIiKlRGxsLF999RUA9evXt5f6CQkJsWd2X79+PW+//fYFSfsdd9xB69atadmy5UWf3BSWtm3b4unpSfPmzS+avOe6++67ef7555k2bRo///wz9erVY//+/Xz00Uc0bNgw3yWGRESkeIwbN474+HiWLVsG5Mx5MnfuXLp27Urbtm1p3LjxFfc5e/ZsXn31VbvcqlUrAHu5Usi5Ue3m5kZoaCipqanceeedfPPNN1SoUOHqT6oEMHmXLCjNjDF+QGJiYmKB17sVEREpTH/99RcxMTF4e3tfMpm9HNnZ2Tz88MOkpKQA0KxZM/upRK7jx4/z1FNPkZaWZiftISEhtGjRokiT9r+TkJBAQEDAReveeecd3nvvPdzd3alUqRJHjhzB1dWV5cuXX3SI6d85e/Ysqamp3H///ZQtW/ZqQxcRuSxpaWnExcVRu3ZtvLy8nB2OFIH8fsdnzpyhXLlyAOUsy7pwPdUrpGXkRERESoHIyEg7eXd1dSUhIYEjR444tJk5cyZpaWnceuutfPbZZ4wdO5Z//OMfTkveLctiwYIF9OzZk23btl20TVhYGJ06dWLYsGEkJycDOcM2+/XrV5yhioiIXBOUwIuIiJRw+/btY8uWLUDOu+pZWVlkZ2dTsWJFu01qaionTpzAxcWFwYMHO/WJe67s7GwOHDhARkYGI0aMsN95zMsYw6BBgwgJCWHEiBH2U41ff/2VzZs3F3fIIiIiTqUEXkREpISLjIy8YNvAgQMdhph7e3szY8YMZsyYQd26dYszvHy5urryyiuv0KhRI5KTk4mMjOT333/Pt32zZs2YPHmyXR4+fHhxhCndii2LAAAgAElEQVQiInLNUAIvIiJSgn322WecPn0ayJmMzrIs7rzzzotO8ubi4uKwdu61wMPDg7Fjx1K3bl3+/PNPIiMjOXny5EXb7tixg//3//6fvTZyRkYGU6ZMKc5wRUREnEoJvIiISAmVmZnJzJkz7XJGRgZubm4O66snJCQQHR1Namqqs8L8W76+vkycOJGqVaty5MgRXnzxRZKSki5od9NNN1GuXDkyMzPtbV988QVpaWnFGa6IiIjTKIEXEREpoZ599lmysrIA7BnVH330UXvJOIAZM2bwwQcfXPNPqv39/Zk4cSIVKlTgwIEDDB8+nLNnzzq08fDwoG/fvhfsO2zYsOIKU0RExKmUwIuIiJRAcXFx/PLLL0DO++116tShQoUKhIaGOrR78MEHCQoK4sknn3RGmFekWrVqTJw4ER8fH37++WfGjBlj36DI1aZNG26++WYA+x3/rVu3cvjw4WKPV0REpLgpgRcRESmBnnvuOfv7G2+8wbRp03jrrbcumF2+ZcuWLFiwgFq1ahVzhAVTr149xo0bh7u7Oxs2bGDy5MlYlmXXu7i4MGDAAADS09Pt7UOHDi32WEVERIqbEngREZES5osvvrDXRHd1daVWrVoYY6hSpYrdJm9y6+JSsv7cN2rUiJEjR+Li4sJXX31FdHS0Q33Dhg259957gf97dSAhIYFVq1YVe6wiIiLFqWT9RRcRERGmT59uf7/xxhsvmMTt8OHDdO/enf/+979kZ2cXd3iF4p577uGFF14A4MMPP2Tfvn0O9f3796dMmTI0b97c3jZp0qRijVFERKS4KYEXEREpQebNm2e/F+7r60tsbCzz58+36y3L4o033uDUqVOsX7/eno2+JOrYsSPh4eEMHz6c+vXrO9RVq1aNJUuW8OKLL+Lp6QnkzMr/8ccfOyNUEREpBP3796du3bp4e3tTqVIlOnXqxJ49e+z67du30717d4KCgvD29uaWW27h9ddfd2LExU8JvIiISAlhWZadoLq6upKUlISPj4/DBHXfffcdmzdvxt3dnYiIiBKdwAN069aNf/zjH3Y57/vwPj4+eHh4MG/ePPs1gblz5zq0ERGRkqNp06bMnz+f2NhYVq5ciWVZtGvXzr5xvWXLFipVqsSiRYvYtWsXw4cP5+WXX+bNN990cuTFRwm8iIhICfH999/bS6vlzsDeq1cvKlSoAEBqaqq9Lvy//vUvqlev7pxAi8iJEyd49tln2bFjh8P2xMREe+m89PR0lixZ4ozwRERKnZCQECIiIoiMjMTf35+AgABGjx4NwJo1a/Dw8GDt2rV2+ylTplCxYkWOHj1aoOP169ePVq1aUatWLW6//XbGjh3Lb7/9Rnx8PAC9e/fmjTfeoHXr1tSpU4cnn3ySsLAw/vOf/1ztqZYYSuBFRERKgKysLKZOnWqXU1NTqVmzJp07d7a3vffee/zxxx8EBATwxBNPOCPMIvXuu+8SGxvL1KlT7acxWVlZREVFER8fT/ny5YGc1wxK6rv/InJ9SU5OvuJPZmamvX9mZibJycmkpqZeVr8FsXDhQnx8fNi0aRMTJ05kzJgxrF69mpCQEAYNGkRoaCiJiYls376d4cOHEx0dTWBgIABRUVH4+vpe8pP3BsD55zB//nxq165NUFBQvvElJibi7+9foHMridycHYCIiIj8vWnTpnHixAmMMfYQ8YEDB+LmlvOn/Ndff7WfPD/33HN4eXk5LdaiMmDAANLS0ggLC8PV1RXIeZXg6aefZvTo0Zw+fRqAjIwMJk+eTGRkpDPDFRH5W76+vle8z5IlS3j88ccB+Oyzz+jatSutW7dmzZo1dptatWpx4sSJC/YtyCtGwcHBjBo1CoD69evz5ptvEhMTQ9u2bRk7dixff/01/fr1Y9euXYSGhvLII4/Y+4aHh9O1a9dL9l+tWjWH8qxZs4iMjCQ5OZmbb76Z1atX26POzrdx40aWLFnCl19+ecXnVVIpgRcREbnGpaam2hcnbm5uZGRkcM8999CsWTMg54Ls9ddfJysri5YtW9KyZUtnhltkvLy8GDZsmMM2y7Jo1aoVt912Gzt37rS3/+9//2Po0KElfg4AERFnCw4OdigHBgZy/PhxIOd1rkWLFhEcHEzNmjUdVkkB8Pf3v+Kn4z169KBt27YcPXqUyZMn07VrV9avX3/Bjeldu3bRqVMnRo4cSdu2bQtwZiWTEngREZFr3LRp0+zvL730Ej/99JPDEPlvvvmGrVu34uHhwcCBA50RolOsX7+exYsXM2HCBJ555hmeffZZuy4tLY1Vq1bRvn17J0YoInJpSUlJV7xP7sobAI888ghJSUn2RJ65ct8ZLwzu7u4OZWOMw2tKGzZsAODUqVOcOnUKHx8fuy4qKoqoqKhL9r9ixQruvfdeu1yuXDnKlStH/fr1ueuuu6hQoQKfffYZ3bt3t9vs3r2bNm3a8PTTTzNixIirOr+SRgm8iIjINSw9PZ2YmBgAbr75Ztq0aUObNm3s+uTkZN566y0AnnzySfu9w9IuLS2NadOmcfLkSUaMGMGECRNo06YN33zzDd7e3qSmprJ06VLatm17wYWtiMi1Im+yWxBubm72q1SF2e/lOnDgAIMHDyY6OpolS5bQs2dPYmJi7P93CzKE/nyWZdkTuELOk/c2bdrw1FNPMW7cuKs/iRJGf9FERESuYVFRUfaTjtyZ1vNasGABJ0+epFq1anTr1q24w3MaLy8vxo0bh7e3N1u3biUqKoq+ffvi7u5Oamoqxhj27NnDjBkznB2qiEiplJWVRWhoKO3atSMsLIz58+ezc+dOpkyZYrfx9/enXr16l/x4e3sDcPDgQcaPH8+WLVs4dOgQGzdupGvXrnh7e9OxY0cgJ3m/7777aNu2LUOGDCEhIYGEhAT++OMPp/wMnEEJvIiIyDUqLS2Nb7/91i6fPHmSlJQUu3zgwAF76ZyIiIh8J/kprW666SbGjh2Lu7s73377Lb/++ithYWGEh4fbEzV9/vnnWhdeRKQIjBs3jvj4eObMmQNAQEAAc+fOZcSIEWzbtu2K+/Py8mLt2rV07NiRevXq0bVrV3x8fNiwYQOVK1cG4OOPP+aPP/7g/fffJzAw0P40b968UM/tWqYh9CIiIteoIUOGOJQzMjLsJxUAp0+fxt/fnwYNGnDHHXcUd3jXhNtvv53OnTvz8ccf8+mnnzJp0iQA1q1bx86dO8nOzmbq1Km88MILTo5URKTkyTuzfa6lS5fa30eOHOlQ16lTJ4fh7leiatWqLF++/JJtRo8eba9Df73SE3gREZFrUGZmJrGxsXbZxcWF5557zmFW9aZNm7Jw4UIGDx7sjBCvGV26dMHFxYUff/yRuLg4AKZPn26/g/l3F4QiIiIlRZEl8MaYAcaYOGNMmjFmizHm3ku07WWMsS7y8crTxs0YM/Zcn6nGmIPGmJHGGN2EEBGRUuf8pXgeeugh6tWrd0G7MmXKUL58+eIK65oUEBDAPffcA8Cnn34KwA8//GDP1Jydnc2iRYucFp+IiEhhKZLk1xjTDZgOjAOaAGuBFcaYC2ff+T9ngMC8H8uy0vLUvwiEAwOBW4BIYCjwXKGfgIiIiBNZlsWKFSvssouLC08++aRdfuedd1ixYoXDMj7Xu8ceewyA1atXk5iYSHZ2NqmpqXb9woULnRWaiIhIoSmqp9dDgHmWZc21LCvWsqxBwG/AM5fYx7IsKyHv57z6FsB/Lcv60rKseMuyPgFWAc2K5hREREScY+7cuQ7JeZs2bahUqRIA+/fvZ9GiRUycOJG9e/c6K8Rrzm233caNN95Ieno6y5Yto2XLljRu3Niuz8zMvOi7nCIiIiVJoU9iZ4zxAJoCE86rWgW0vMSuvsaYXwFXYBvwimVZW/PUrwPCjTE3Wpb1izGmEXAPMCifODwBzzybyl7ZmYiIiBSPjIwMh/KHH37oUM47KVBAQAC9e/fmyJEj1KlTp8CTBZVGnTp1YtKkSSxdupTOnTsTFhbG888/b9fPnDmTZs10319EREquopiFviI5Sfix87YfAwLy2WcP0AvYAfgBzwPrjTGNLMvad67Na0A5YI8xJuvcMYZblvXhRfoDeBkYVdCTEBERKWru7u6UKVOGlJQUMjMzgZzkPXfZs06dOtGwYUOqV6/uMBz8oYceAnDYJtC8eXMqVKjAyZMn+eabb2jVqhU33XSTPVLhxIkTHD58mDp16uDu7u7kaEVERK6cKey1UY0xVYHfgZaWZW3Ms304EGpZ1s2X0YcL8BPwnWVZEee2/QuYRM5777uAxuS8Zz/EsqwLXmzL5wn84cTERPz8/Ap6eiIiIoUqLS3N4Qm8v78/mZmZGGM4ffq0Pev8X3/9haen53W31vuVmjhxImPHjuX+++/ns88+45NPPqF37952fXBwMJs2bcLLy+sSvYiIFK60tDTi4uKoXbu2/v8ppfL7HZ85c4Zy5coBlLMs68zVHqconsCfALK48Gl7ZS58Kn9RlmVlG2M2A/XzbJ4ETLAs66Nz5R3GmJrkPGm/IIG3LOssYI8rzLvsjoiIyLXCy8vL/kO/aNEi+0l81apVHW44DxkyhPXr1zNv3jxatGjhlFhLgueff56aNWvSo0cPvL296dGjB8OGDSMhIWdqnZ9//pn09HRdQIuISIlU6JPYWZaVDmwB2p5X1RbYcDl9mJxsuzFwNM/mMsD50+1mobXsRUSklHjmmf+b6zUrK4vt27cD8P333zN37lxiY2M18/zfqFixIn379sXb2xsADw8P3nrrLYefbfv27Z0VnoiIyFUpquR3KtDXGNPbGHOLMWYaUAOYDWCMedcYMz63sTFmlDGmvTGmjjGmMTCPnAR+dp4+lwHDjTEPGmNqGWMeIWe2+8+K6BxERESKTWxsLElJSXY5LS2NunXrkpWVxYABAwDo1asXd999t7NCLHGys7NJSUmhc+fOTJs2zR6Nt2nTJidHJiIiUjBFksBblrWYnNnhR5Izo3wroKNlWb+ea1KDnLXec5UH5gCx5MxWXw1oZVnWD3naPAd8Asw6124y8DbwSlGcg4iISHGKiIhwKPfv3x9fX1/eeusttm7dSvny5XnttdecFF3J88UXX9CgQQNGjcqZz9bT05PZs3OeC1iWxaRJk5wZnoiI5GPjxo20adMGHx8fypcvT0hIyEUnbT179iyNGzfGGMO2bducEKlzFNnwc8uyZlmWVcuyLE/LsppalvVdnroQy7J65SkPtiyr5rm2lS3Lap93Arxzbf6yLGvQuXbelmXVtSxrxLkh+yIiIiVWZmYmP/30k112c3Nj4MCBHDt2jBEjRgAQFRVF5cqVnRViiWOMYe/evXz88cdkZWWRlpbm8DN+4403nBidiIhczMaNG3nggQdo164dP/zwA5s3b2bgwIG4uFyYtkZGRlK1alUnROlcen9cRETEyebNm8epU6fscrdu3ahevTpDhw4lMTGRZs2a0a9fPydGWPJ06NCBefPmsWPHDlxdXfH09GTz5s12/eHDh/n666+dGKGIyLUvJCSEiIgIIiMj8ff3JyAggNGjRwOwZs0aPDw8WLt2rd1+ypQpVKxYkaNHj+bT46UNHjyYiIgIXnrpJW699Vbq16/PY489hqenp0O7FStWsGrVKiZPnlzgcyuplMCLiIg4WWRkpEN58ODBfPfdd7z33nsYY5g1axaurq5Oiq5kcnFxoXfv3pQtWxbIeSI/cOBAhzZhYWHOCE1ExJacnJzvJy0t7bLbnj/EPL92BbFw4UJ8fHzYtGkTEydOZMyYMaxevZqQkBAGDRpEaGgoiYmJbN++neHDhxMdHU1gYM7b0lFRUfj6+l7yk3sD4Pjx42zatInKlSvTsmVLqlSpQuvWrVm3bp1DPMeOHePpp5/mvffeo0yZMgU6p5Ks0NeBv1YZY/yARK0DLyIi15Lx48czbNgwu9yqVSu+/vprmjRpwq5du+jfv7/97rYUjGVZJCYm4unpSfXq1e3RDsYYUlNTL3iyIyJS2PJbI/xSS1137NiRL7/80i77+PiQkpJy0batW7dmzZo1drlSpUqcOHHignZXmvuFhISQlZXl8JT9jjvuoE2bNkyYMIH09HTuuusu6tevz65du2jRogXR0dF221OnTjmMMLuYatWq4e3tzffff0+LFi3w9/dn8uTJNG7cmHfffZdZs2axc+dO6tevj2VZdOzYkbvvvpsRI0YQHx9P7dq12bp1K40bN76icytsJXkdeBEREblMM2bMAHLWg4+JicHV1ZUZM2awa9cubrjhBqKiopwcYcm2efNmnn76aSpWrMjXX39Nv379mDBhApBzIRsVFcWrr77q5ChFRK5dwcHBDuXAwECOHz8O5CzVuWjRIoKDg6lZsybTp093aOvv74+/v/9lHSd3mdT+/fvbI6SaNGlCTEwM77zzDuPHj2fGjBmcOXOGl19++WpPq8RSAi8iIuIkO3bssN8THDlyJC1btuT333+3Z05/7bXXLvvCRy6uSpUq7Ny5k6ysLHbs2EF4eDgTJ060LxS//PJLJfAi4jR5lw893/mvTuUmzRdz/iRv8fHxVxVXXu7u7g5lY4z9fyjAhg0bgP972u7j42PXRUVF/e2N6BUrVnDvvffaw+4bNGjgUH/LLbdw6NAhAL755hu+//77C0ZONWvWjB49erBw4cIrPLuSRwm8iIiIk/Tu3dv+3rRpUwBeeOEFkpKSaNGihd7RLgQ1atSgS5cufPzxx7z++uvMnTuXTp068dlnnwGwZcsW3nnnHYffhYhIccmb7Dqr7dU4cOAAgwcPJjo6miVLltCzZ09iYmLsGwrh4eF07dr1kn1Uq1YNgFq1alG1alX27t3rUP/LL7/QoUMHIGcFkbFjx9p1R44coX379ixevJg777yzME/tmqUEXkRExAlSUlL48ccf7fKaNWto27Ytt956Kz4+PsyaNeuiy+bIlRs0aBAff/wxixYtYvz48bzwwgvUqVOHKVOmADk3TZTAi4hcmaysLEJDQ2nXrh1hYWF06NCBhg0bMmXKFIYOHQpc2RB6YwxDhw5l1KhRNGrUiMaNG7Nw4UL27NnDJ598AuTclM3L19cXgLp161K9evVCPLtrl64MREREnKBLly4O5aysLIwxvPLKKxw+fNjpk/GUJi1atOCOO+7g7NmzzJ49m7vvvpvJkyfb6wefPn2affv2OTlKEZGSZdy4ccTHxzNnzhwAAgICmDt3LiNGjGDbtm0F6nPQoEG8/PLLDB48mEaNGhETE8Pq1aupW7duYYZeomkWehERESdwdXW13yF0c3MjLi7uunl64AwffvghTzzxBAEBAcTHx+Pp6cmvv/5KrVq1ALjpppvYs2ePc4MUkVIrvxnKpfQorlno9QReRESkmC1fvtxhAqCHH36Ybt262RMBSeF77LHHqFq1KgkJCSxZsgSAvXv34ubmZn+/Xh5qiIhIyaUEXkREpJj169fPoRwQEMCGDRt44YUXlEQWEXd3dwYOHAjAtGnTsCyLFStWkJmZabcZMmSIs8ITERG5LBpCLyIiUoxOnz5NhQoV7HKrVq2YO3cuc+fO5c4777zg3XgpPCdPniQoKIjU1FS+++47AgMDqV+/vl3v4eHB2bNnnRihiJRWGkJf+mkIvYiISCnUtm1bh/KQIUOoX78+r732mpL3InbDDTfQs2dPIOcpfL169eyliQDS09M5cuSIs8ITERH5W0rgRUREilHu0nG+vr6MHz+ehx56yMkRXV8iIiIAWLp0KQcPHrSH1ed66qmnnBGWiIjIZVECLyIiUkzGjBljf3/ttdfo378/PXr04KuvvtK778WkQYMGtG/fHsuymDFjBg888IDD8kT/+9//nBidiIjIpSmBFxERKSYTJkywv//zn//k/fffZ/Hixbz00ktOjOr6M3ToUAYPHkxERAQuLi48++yzdl1WVhbjx493YnQiIiL5UwIvIiJSDH777TdSU1OBnHXfz5w5w9y5cwHo06cPxhhnhndduf/++5k6dSq1a9cGICwsjJYtW9r1//73v50VmoiIyCUpgRcRESkGnTp1sr9nZmYSHx/P9u3b8fT0pEePHk6MTMqXL8/69espX748AKmpqZw8edLJUYmIiFxICbyIiEgx2LFjh/29e/fuLFu2DIAuXbrg7+/vrLCua+vXr+eRRx7h888/B+C///2vXRceHu6ssERERPKlBF5ERKSI7d69m8zMTLvcv39/PvjgAwD69u3rrLCue8uWLWPp0qVMmzYNgMaNG+Pr6wvAihUrnBmaiMh1ac6cOYSEhODn54cxhtOnTzvUx8fH06dPH2rXro23tzd169Zl1KhRpKenO7RbuXIld911F2XLlqVSpUo8+uijxMXFFeepFBkl8CIiIkUsN0EEuPnmm4mPj+fMmTPUrl2bkJAQ5wV2nXv22WcJDw9n1qxZAMTExJCUlARAcnIyGzdudGZ4IiLXnZSUFB544AGGDRt20fo9e/aQnZ3N22+/za5du5g2bRqzZ892aH/w4EE6depEmzZt2LZtGytXruTEiRN06dKluE6jSJnrZdkaY4wfkJiYmIifn5+zwxERketEeno6Pj4+9hP4yZMn8/nnn/Pdd98xduxYhg8f7uQIJVdmZiZ16tTht99+A6BevXrs27fPyVGJSGmQlpZGXFwctWvXxsvLy9nhXLaQkBCCg4Px8vJi7ty5eHh4EB4ezujRo1mzZg3t2rUjJiaGe++9F4ApU6Ywfvx4duzYQWBgYIGPu2bNGu677z7+/PNPe36S/EyaNIm33nqLgwcPAvDJJ5/QvXt3zp49i4tLzvPqZcuW0alTJ86ePYu7u3uB47qU/H7HZ86coVy5cgDlLMs6c7XH0RN4ERGRIvT444/bybsxhrvuuovvvvsOFxcXevXq5dzgxIGbmxsDBgywy/v37yc7O9uJEYlIaZecnExycjJ5H6qmp6eTnJzM2bNnL9o27/9LGRkZJCcnk5aWdlltC2LhwoX4+PiwadMmJk6cyJgxY1i9ejUhISEMGjSI0NBQEhMT2b59O8OHDyc6OtpO3qOiovD19b3kZ+3atQWKK1diYqLDXDLNmjXD1dWV+fPnk5WVRWJiIu+99x7t2rUrsuS9OCmBFxERKUIrV64EwNPTk5deesmevO6BBx6gWrVqzgxNztmxYwc9evQgKirqgjkJPvzwQydFJSLXg9wk9sSJE/a2SZMm4evry8CBAx3aVq5cGV9fXw4dOmRvmzlzJr6+vvTp08ehba1atfD19SU2NtbetmDBggLFGBwczKhRo6hfvz49e/akWbNmxMTEADB27Fj8/f3p168fPXr0IDQ0lEceecTeNzw8nG3btl3y06xZswLFBXDgwAFmzJjhMPForVq1WLVqFcOGDcPT05Py5ctz+PBhPvroowIf51ri5uwARERESqsff/zRfoLyxhtvEBYWRo0aNQBNXnctiY2N5YMPPqBy5coMGTKEzp07s3TpUiBnQiUt8yci17Pg4GCHcmBgIMePHwfAw8ODRYsWERwcTM2aNZk+fbpDW39//yJbaeXIkSM88MADPP744w5/UxMSEujbty9PPfUU3bt356+//mLkyJE89thjrF69GmNMkcRTXPQEXkREpIgMGjQIyBk636NHD5YvX05CQgKVK1fmoYcecnJ0kqtLly4EBQVx/PhxPvroI5588km7bvPmzVoTXkSKTFJSEklJSVSsWNHeNnToUJKSknjzzTcd2h4/fpykpCT7RjDkTMaZlJTEvHnzHNrGx8eTlJTELbfcYm8r6Gtb5w87N8Y4DM3fsGEDAKdOneLUqVMObYtqCP2RI0e47777aNGiBXPmzHGomzlzJn5+fkycOJEmTZrQqlUrFi1aRExMDJs2bbriY11r9AReRESkCGRnZ9sXNb6+vpw9e5adO3fi4uLCU089VSrewyst3NzcGDhwIC+++CLTp09n48aNVKxYkZMnT5KamkqvXr3sVx9ERAqTj4/PBds8PDzw8PC4rLbu7u4X/XuSX9vCduDAAQYPHkx0dDRLliyhZ8+exMTE2JPHhYeH07Vr10v2caWvk/3+++/cd999NG3alPnz59vHypWSkoKrq6vDttxyaZjXRAm8iIhIERg4cKA9KdFff/1FfHw8w4cPJyws7IKLDXG+vn378uqrr7J9+3Y2bdrEoUOHKFu2LFlZWVoTXkTkIrKysggNDaVdu3aEhYXRoUMHGjZsyJQpUxg6dChw5UPoExISSEhIYP/+/UDOHCVly5alRo0a+Pv7c+TIEUJCQqhRowaTJ0/mjz/+sPcNCAgA4MEHH2TatGmMGTPGHkI/bNgwatasSZMmTQrxJ+AcuoIQEREpAvPnz7e/N2zY0L5oqFq1qn2RIdcOf39/nnrqKQCmT5+Ot7c3jz76KJBzkbp69Wpnhicics0ZN24c8fHx9hD2gIAA5s6dy4gRI9i2bVuB+pw9ezZNmjTh6aefBqBVq1Y0adKEzz//HIBVq1bx/9m777AqjrYN4PdyKNIRQcGOoigKiiWWNyoaxYZG7A3saJTY89p7S4waa6KixoKJn5poLNGoJBBjr4jELmBBRER6P2e/P5B9OYpIOYVy/67rXNfu7OzMc5REnp3ZmYcPH+LPP/9E1apVYWtrK32ydejQAT/99BMOHz4MFxcXdOnSBQYGBjh58iQMDQ2L+K21j/vAExERqVh0dDSsra2l81WrVqFv376oUaOGFqOij7l37x7q1asHQRBw//592NnZQVc3a7JijRo1EBYWpt0AiajEKqn7wFP+cR94IiKiEuqLL75QOq9Zsybs7OykEV0qnhwcHNCtWzeIoogNGzZgy5Yt0rXw8HAtRkZERJSFCTwREZGKZU/1A4AePXrg/v37EEVRaVSeiqfsnQN27NiBpk2bKl37+uuvtRESERGRhAk8ERGRCv31119IT4/JFRkAACAASURBVE+XzkeMGIFZs2YhNDQUs2bN0mJkJcOrV6+QkpKitf47duwIR0dHJCYm4vz583BycpKuLV26VGtxERERAUzgiYiIVMrLy0s6trGxQffu3QFkTaPnO/DK5HI5cq7FM2/ePFSsWBFNmzbVWhIvCII0Cr9+/Xp4enpK15KSkpCZmamVuIiIiAAm8ERERCqjUCjw7NkzAICtrS3CwsIQGxur5aiKH1EU4e7ujvLlyystDOfo6AgAmDFjhlYXeRo6dCgqVKiAsLAwlC9fXunaokWLtBQVERERE3giIiKVmTdvnnS8aNEihISEoHLlyujfvz/Kyq4v77p79y58fHwwdepUqUwQBERHRyMhIQHnz5+Xyj///HPExcVh2LBhEARBG+ECAAwNDfHFF1+gc+fOaNCgATp27Chd++GHH7QWFxERka62AyAiIiotvvvuO+l44MCBmDFjBuRyOWQymVYTUk25desW/vrrL7Rv3x7Ozs4AgLi4OGzatAkVKlTA6tWrpT+HNWvWwNjYGA0bNpTuNzIyUmovIyMDgiBIW7lp0qJFi6CjkzXOMXToUJw5cwYA8Pr1a7x48UJpz2EiIiJN4Qg8ERGRCsTGxiq9t33w4EH89NNPAIDRo0drKyy1iY2Nxd9//61UtmLFCkyePBm//fabVObi4oIpU6bghx9+gFwul8pbt26NRo0aQSaT5dr+5cuX0bRpU6xbt049X+AjspN3AOjdu7fSAoT9+vXTRkhERERM4ImIiFRh+PDh0rEgCEhOTkZcXBzs7OzQvn177QWmAqIoIjk5WTqPiYmBpaUlXF1dld7x79y5M7p164a6detKZfr6+lizZg369etXoJH04OBgBAcHY/369Uqr+mtaREQEvvnmG0yYMEEqu3jxotbiISKiso1T6ImIiFQg52h0jx49cODAAQDAyJEjlUZzS5q9e/di6tSp6NatG3788UcAgKWlJezt7SGKIp4+fQoLCwsAWQ8xcj7IKIqRI0ciKioKY8aMgb6+vkraLIzBgwcjMDAQgiBg1KhR2L59O+RyOR4/foxatWppLS4iIiqbSu5vFERERMVEbGys0ki0m5sbAgMDoaOjo7KEVhOWLFmCTz/9FMHBwVKZhYUFoqKicOXKFaW6N27cwIMHD5T2SVclQRAwa9YsWFlZqaX9/PLx8UHbtm3RunVr6b1+AFiwYIEWoyIiKn1iYmLw5ZdfwsHBAUZGRqhevTomTpyIuLg4pXqCILz32bx5s1IdURSxatUq1K1bFwYGBqhWrRqWL1+uya+jNhyBJyIiKqJNmzZJq8xbWFhIW6N16dIFVatW1WJkuXv9+jUOHTqE6OhozJw5Uyo/e/Yszp07h7Nnz0qJedu2bfHPP/+gadOmSm0YGxtrNObLly/Dzs4O1tbWGu23T58+6Nu3LwDg+PHjUvnRo0c1GgcRUWkXERGBiIgIrFq1Co6OjggPD8e4ceMQERGBgwcPKtX98ccf0aVLF+nc3Nxc6fqkSZNw6tQprFq1Ck5OToiLi0N0dLRGvoe6CWVlWxtBEMwAxMXFxcHMzEzb4RARUSlSoUIFxMTEAMgasT148CAiIyPxyy+/oHfv3lqNLTk5GVevXkWlSpXg4OAAALhz5w4cHR1haGiIuLg46OnpAQCOHTuG6OhodOzYsVg9ePjuu+8wbdo0DBkyBHv27NFaHBcvXkSrVq2k88DAQLRt21Zr8RBRyZGamorQ0FDY2dmhXLly2g4n31xdXeHs7Ixy5cph27Zt0NfXx7hx47Bw4UIEBATAzc0N/v7+aNOmDQBg9erVWLFiBYKDg1WyW8eBAwcwdOhQJCUlSeuoCIKAQ4cOoVevXrnec+fOHTg7O+P27dvSv3ua8KG/4/j4+OwHDOaiKMYXtR9OoSciIiqCEydOSMk7ANSqVQuRkZGwtraGu7u7xuN5+fKl0vnUqVPRrl07bNu2TSpzcHBA9+7dMXnyZKWV893d3TF8+PBilbwDwH/+8x8IggAdHR1kZmZqJYbo6GicOXMGNjY2UtmMGTO0EgsRlR5JSUkF/uT8/2BmZiaSkpKU/l+eV7uFsWvXLhgbG+PSpUtYuXIlFi9ejNOnT8PV1RWTJ0+Gp6cn4uLiEBQUhDlz5sDX11dK3pcvXw4TE5M8P2fPnv1g39mDr+8ugurj4wMrKys0b94cmzdvhkKhkK4dPXoUtWrVwrFjx2BnZ4eaNWti9OjRSv9Wl2ScQk9ERFQEixYtAvC/EYHsRHnYsGEaXXwtMzMTjo6OePDgAZ4+fSol4a1bt8aRI0eURgN0dHRw7NgxjcVWVJ988gnu3LmjtLq9pi1ZsgTr169HnTp1EBkZCQC4e/eu1uIhotLBxMSkwPfs379f2s7y0KFD6N+/P9q1a4eAgACpTs2aNXOdMl6Y2dfOzs7Suh916tTBxo0b4e/vj06dOmHp0qU4c+YMvL29ERISAk9PT3h4eEj3jhs3Dv3798+z/SpVquRa/vr1ayxZsgRjx45VKl+yZAk+++wzGBoawt/fH9OmTUN0dDTmzp0LAHj8+DHCw8Nx4MAB7N69G3K5HFOmTEHfvn3x559/Fvj7FzdM4ImIiIrgxo0bAICOHTuiefPm0pT5UaNGqbXf9PR0xMbGomLFigAAXV1dmJqaQhAE3Lp1S0rghwwZAk9PTwiCoNZ41E2byTuQNdqzYcMGPHjwQCqLjY1FWFgYatasqb3AiIjULOcCngBga2uLqKgoAFlbhfr5+cHZ2Rk1atTA2rVrlepaWlrC0tKywH3Gx8eje/fucHR0fG/R0OxEHQAaN24MAFi8eLFUrlAokJaWht27d0v/dmzfvh1NmzbFvXv3NDqtXh04hZ6IiKiQjh49Ku1R7ubmhl27dkGhUOA///kP6tWrp9a+N23aBHt7e6WVd3/66Se8efMG3bp1k8pkMlmJT95zSkhIwKRJk3D16lWN9lunTh3plYic0+hLy6rGRKQdiYmJBf7kHOH28PBAYmIiTpw4odRuWFhYrvcWRvY6KdkEQVCasn7+/HkAWavIvztNvTBT6BMSEtClSxeYmJjg0KFD7/X/rpYtWyI+Pl56hczW1ha6urpKD37r168PAHjy5EkBv33xwxF4IiKiQpo0aZJ0XLlyZVSrVg19+/bF559/rtZ+RVHEiRMnkJCQoPReYEkfVciP2bNnY+PGjfj7779x7do16Ohobixi7NixOHr0KFJSUmBtbY1Xr15h27Zt2Lp1q8ZiIKLSpag7eujq6r73frgq2s2vR48eYcqUKfD19cX+/fvh5eUFf39/6f/NBZ1CHx8fj86dO8PAwOC9178+5MaNGyhXrhwsLCwAZK2bkpmZiUePHqF27doAgPv37wMAatSoUajvWZwwgSciIioEuVyO0NBQ6dzIyAht2rSRVuJVJ0EQcPLkSRw+fFjtDwuKm7lz5+LixYtYvny5RpN3AOjUqRPKly+PN2/ewNvbG1u3boUoili7di0mT56s0ViIiLRNLpfD09MTbm5uGDFiBLp27QonJyesXr0aX331FYCCTaFPSEiAm5sbkpOT4efnh/j4eMTHZy3abm1tDZlMhqNHjyIyMhKtWrWCoaEh/vrrL8yZMwfe3t4wMDAAkPVKW5MmTTBy5EisXbsWCoUCEyZMQKdOnbT+OpYqcAo9ERFRIWT/cgIAZmZmStPWNUFHRwe9e/eGTCbTaL/aVqlSJVy+fBmdOnXSeN/6+vrSGgeiKEqvJixdulTjsRARaduyZcsQFhYmzUKysbHBtm3bMHfuXNy8ebPA7V27dg2XLl1CcHAw7O3tYWtrK32ePn0KIGs6//fff49WrVrB2dkZ69atw+LFi7F69WqpHR0dHRw9ehRWVlZo27Ytunfvjvr162Pfvn2q+eJaxn3giYiICqF8+fKIjY0FkDW12sLCAiNHjlT70/3Tp0+jQ4cOZS5x/5DExEQYGxtr7D3/06dPw83NDVZWVtDX10dERASArEWTStNaA0SkWiV1H3jKP+4DT0REVExlrwCfrXz58vjmm2/Qt29ftfYbGBgINzc3tGjRAhkZGWrtqyT4/fffUb9+fezevVtjfbZv3x7W1taIjo6WVmEGslZAJiIiUjcm8ERERAU0e/Zs6bhGjRro3Lkz3N3d4e3trdZ+IyIiYG5ujubNm390Vd6yIDg4GM+ePcOmTZsKtbdxYejq6koPanJuH7dq1SqN9E9ERGUbp9ATEREVkKmpqbQdz5o1azBlyhSN9f369WsAQIUKFTTWZ3GVkZGB9evX44svvoCRkZHG+v3777/Rrl07GBsbIykpSSrnNHoi+hBOoS/9OIWeiIioGIqIiJCS92rVqmHo0KEa7b9ChQpM3t/S09PDtGnTNJq8A8Cnn36KypUrIykpCYaGhlI5t5MjIiJ1YwJPRERUADn3s7106RI2b96M8PBwtfa5b98+BAUFqbWP0uD333+XHq6ok46OjvRzYG9vL5V/8803au+biIjKNibwREREBXDhwgUAgEwmg7+/P+bPn48OHTqo7R3syMhIjB49Gi4uLrh06ZJa+igNpk2bhu7du2PevHka6W/8+PE4c+YMduzYIZWFhYVp7F18IiIqm5jAExER5dP9+/ehUCgAALVq1cL27dsBAMOHD1fbu88KhQLu7u745JNP8Mknn6ilj9LAzc0NMpkMhoaGGkmi69Spg88++wxNmzaVFrMTRREzZ85Ue99ERFR2cRE7IiKifGrWrBmuXbsGAGjVqhUuXLgAQRAQHh6OatWqqbXvlJQUpfet6X3h4eGoUaOGxvu9d+8e6tWrBwAwMjJSWtiOiAjgInZlARexIyIiKmZu3bolHVesWBEA0KVLF7Un7wCYvOeDppP31NRUTJkyBe7u7ihfvjwAIDk5WZqlQUREpGpM4ImIiPLh5cuXyMjIAJC1F3j2u/CjRo1SS39//PEHZs2ahfj4Ij+sL3MiIyMxdOhQPHjwQK39GBgY4Pjx43j48CEmT54slX/33Xdq7ZeIqLRydXWFIAhKn4EDByrVWbZsGVq3bg0jIyNYWFi810ZQUBAGDRqEatWqwdDQEPXr18e6des09RXUTlfbARAREZUEP/30k3TcvHlzXLhwAdbW1ujRo4fK+5LL5Zg6dSr+/fdfyGQyLF26VOV9lGY+Pj745ZdfEBUVhVOnTqmtH0EQsGLFCujr68PIyAiCIEAURfj5+WHatGlq65eIqDQbM2YMFi9eLJ2/OwMtPT0d/fr1Q6tWraS1aHK6du0arK2t4efnh2rVquH8+fPw9vaGTCaDj4+P2uNXNybwRERE+bBx40bpODMzEwDg5eUFfX19lfelo6ODFStW4JtvvmEiWAgrV67Eq1evNLKtW58+fQAAz58/lxbPu3XrFuRyOWQymdr7JyJSJ1dXVzg7O6NcuXLYtm0b9PX1MW7cOCxcuBABAQFwc3ODv78/2rRpAwBYvXo1VqxYgeDgYNja2haqTyMjI9jY2Hzw+qJFiwAAO3fuzPX6yJEjlc5r1aqFCxcu4Ndffy0VCbzaptALgjBeEIRQQRBSBUG4JghCmzzqDhcEQczlU+6delUEQfATBOG1IAjJgiDcFAShqbq+AxEREZC1Pdjjx48BAPr6+tJCduqaPi8IAnr27Ilz585J71ZT/tWqVQuBgYFwcXHRWJ9VqlRBgwYNAGTtHLBs2TKN9U1EpE67du2CsbExLl26hJUrV2Lx4sU4ffo0XF1dMXnyZHh6eiIuLg5BQUGYM2cOfH19peR9+fLlMDExyfNz9uxZpf727t0LKysrNGjQANOnT0dCQkKRv0NcXBwsLS2L3E5xoJYReEEQBgBYC2A8gHMAxgI4IQiCoyiKTz5wWzwAh5wFoiim5miz/Nu2/gLQFUAUgNoAYlX+BYiIiHIYMGCAdOzo6IibN2+idevWqF+/vsr7EkVRbVvSlVWxsbG5viepKhEREdi0aRNMTEyksh07dmD+/Plq65OISofC7FphYGAAXd2sNC4zMxNpaWnQ0dFRmmr+oXaNjY0L3J+zszMWLFgAIGsLzY0bN8Lf3x+dOnXC0qVLcebMGXh7eyMkJASenp7w8PCQ7h03bhz69++fZ/tVqlSRjocMGQI7OzvY2Njg9u3bmDVrFoKCgnD69OkCx53twoUL2L9/P44fP17oNooTdU2hnwpguyiK296eTxYEoTOALwDM+sA9oiiKkXm0OQPAU1EUR+QoCytypERERB9x584dAICtrS3i4uIAAKNHj1Z5P+Hh4XB3d8eiRYvg4eHBRF4FduzYgWnTpmHPnj1wd3dXSx9JSUlYvnw5dHT+N7ExIiKCD2OI6KNyPvjLr/3796Nfv34AgEOHDqF///5o164dAgICpDo1a9ZEdHT0e/cWZgtxZ2dnpXNbW1tERUUByJqV5ufnB2dnZ9SoUQNr165VqmtpaVmgke8xY8ZIxw0bNkSdOnXQrFkzXL9+HU2aNClw7CEhIfj8888xf/58dOrUqcD3F0cqn0IvCII+gKYA3l015hSA1nncaiIIQrggCM8EQTgmCMK78956ArgqCMIBQRCiBEG4IQjCmNwaehuHgSAIZtkfAKaF+T5ERFS2hYWFSdP3PD09ERoaChMTE+mXJ1X6+uuvcfv2bWzYsEHlbZdVd+/eRWxsLHbs2KG2PurUqYMmTZpAoVCgatWqAICMjAxcuXJFbX0SEWmKnp6e0rkgCErbZZ4/fx4AEBMTg5iYGKW6hZlCn1OTJk2gp6dXqF1F/v33X3To0AFjxozB3LlzC3x/caWOEXgrADIAL98pfwngQ6sR3AUwHEAwADMAkwCcEwShkSiK2X9btZA1gr8GwHIAnwBYLwhCmiiKu3NpcxaABUX4HkRERJg0aZJ0nL2l26BBgwo1avIxK1euhJWVFUffVWjhwoWoXbu2WmZM5DRw4EBcv35daVHDr7/+Gr/++qta+yWiki0xMbHA9xgYGEjHHh4eSExMVJoBBGQ9fNaER48eYcqUKfD19cX+/fvh5eUFf39/KZ6CTqF/V0hICDIyMgq8IF5ISAg6dOiAYcOGlbo1SYTCTKPIs0FBqAzgOYDWoiheyFE+B4CnKIr18tGGDoDrAP4WRXHi27J0AFdFUWydo956AM1FUWyVSxsGAAxyFJkCeBYXFwczM7PCfTkiIipz9PX1kZGRAUEQcOfOHbx48QK2trZwcHD4+M1UZoSHh6NmzZoAsqaXvnjxAkDWloDv/mJNRGVPamoqQkNDYWdnh3Llyn38hmLC1dUVjRs3Vpoa36tXL1hYWGD79u1o06YNbG1t8csvvyAyMhJOTk7473//i6+++qrAfT169Ah79+5Ft27dYGVlhX///RfTpk2DoaEhrly5Iu3s8eTJE8TExODIkSP49ttvpRF8e3t7mJiYICQkBO3bt4ebmxtWrVoltS+TyWBtbV3EP5EP+9DfcXx8PMzNzQHAXBTF+KL2o45/UaIByPH+aHtFvD8qnytRFBUArgCok6P4BYB/36l6B0D1D7SRJopifPYHQNGXLyQiojIlMDAQGRkZALK2talduzZcXV1Vnrxnv1dP6qVQKPDzzz8jPT1d5W3XqFEDrVpljSd06NBBKl+6dKnK+yIiKg6WLVuGsLAwbN26FQBgY2ODbdu2Ye7cubh582aB29PX14e/vz86d+4MBwcHTJw4EW5ubjhz5ozStpzz58+Hi4sLFixYgMTERLi4uMDFxQVXr14FABw4cACvXr3C3r17YWtrK32aN2+umi+uZSofgQcAQRAuAbgmiuL4HGX/AvhNFMUPLWKX834BwGUAwaIojnxb9hOAaqIotslR7zsALXKOyufRphmAOI7AExFRfjk4OOD+/fsAAG9vb2zZskXlfaSlpcHR0REuLi7YtGkTKlWqpPI+KEu/fv1w8OBBLF26FHPmzFF5++vXr8ekSZPQsmVLXLp0CaIowtLSEq9fv1Z5X0RUspTUEXjKv5I8Ag9kvac+WhCEkYIg1H+baFcHsBkABEHYLQjCiuzKgiAsEAShsyAItQRBaAxgO4DG2fXf+g5AS0EQZguCYC8IwmAA3gA2qek7EBFRGffw4UPpeN++fZgxY4bK+wgMDERYWBjOnz9fqO19KP969eoFIyMjtW0p17dvXwiCgIsXL0rTNN9d0ImIiKgo1LKNnCiK/ycIQgUA8wHYArgNoJsoiuFvq1QHoMhxiwWArciadh8H4AaAtqIoXs7R5hVBEDwArHjbbiiAyaIo7lXHdyAiorItKChIWmVXJpMhPj5eLYsCubm5ISgoCBEREWpZGI/+Z/DgwejQoUOBF0PKr8qVK0tbOeWcpr9u3TqlxRCJiIgKSy1T6IsjTqEnIqKCaNOmDf755x8AWavo9uzZEzY2NnBxeXeXU6L/2bJlC8aNG4fKlSsjIiICAGBhYYE3b95oOTIi0iZOoS/9SvoUeiIiohLtwgVpIxWMGDECXbt2VWny/uzZM7x69Upl7VHB3L17Fz169JBWi1eVPn36QCaTSck7AMTGxqq0DyIiKruYwBMREb3j5MmTkMvlAIB27dqpZeVaHx8f2Nvb49ChQypvmz5uzJgxOHbsWKG2OsqLlZUVOnbsCCBr54Jsf/zxh0r7ISKisokJPBER0Tu++OIL6fj+/fuYO3cuVPnKWWJiIp4+fYqkpCTUr19fZe1S/m3cuBE9evTAsmXLVN72gAEDAABVqlSRymbPnq3yfoiIqOzhO/BERETvyNrNNGvxOrlcji5duuDEiRMq7UOhUODKlSto0aKFStsl7YuPj8e9e/dgZGSEhg0bAsj6WcrMzNRyZESkLXwHvvTjO/BERERaEBAQIB3r6mZt1jJixAiV96Ojo8PkvRhR5XoEZmZmaN68ORo0aCCteC+Xy3HkyBGV9UFERGUTE3giIqIcck6fT0tLg4mJCdzd3VXSdlJSEvz8/KTt6Uj7RFHEkiVLUL16dZw/f17l7f/111/Scc6fLSIiosJgAk9ERJTDgwcPlM4///xzpcXIimL16tXw9PRE3759VdIeFZ0gCAgNDUVqair27dun0ra//PJLtGzZEvr6+gCg8hXviYio7GECT0RE9FZ0dLS0+ny2QYMGqax9S0tLmJmZYeDAgSprk4pu1apV2LdvH9atW6fSdiMjIxEbG4u2bdsCyBrtv3Hjhkr7ICIqTbZu3QpXV1eYmZlBEIRct+F88+YNPD09YW5uDnNzc3h6eirVCwgIwOeffw5bW1sYGxujcePG2Lt37wf73LdvHwRBQK9evdTynVSNCTwREdFbfn5+Sufly5dHp06dVNa+j48PHj9+jH79+qmsTSo6S0tLDBgwQFq8UFVmzpyJgIAAeHt7S2WrVq1SaR9ERKVJcnIyunTpkufOHYMHD8bNmzdx8uRJnDx5Ejdv3oSnp6d0/fz583B2dsYvv/yCW7duYeTIkfDy8sLRo0ffays8PBzTp09HmzZt1PJ91IGr0BMREb1Vq1YthIaGSuejR4+Gr6+vFiMiTUtPT8fu3bsxcuRI6OioZpzj5s2bcHFxAQCYm5vnOqJERKVbSV2F3tXVFc7OzihXrhy2bdsGfX19jBs3DgsXLkRAQADc3Nzg7+8vJcCrV6/GihUrEBwcLC3iWRgBAQFo37493rx5AwsLC6n8zp07cHR0xMWLF6WFYC9evIhWrVrh7t27cHBwyLW97t27o1KlStixY4dUJpfL0a5dO4wYMQJnz55FbGwsDh8+XOiYuQo9ERGRBoWHhysl74Bqps+Loog5c+YgODi4yG2ReomiiHbt2mHMmDHYunWrytpt1KiR9AtoXFwc7t27p7K2iahkS0pK+uAnNTU133VTUlLyVbcwdu3aBWNjY1y6dAkrV67E4sWLcfr0abi6umLy5Mnw9PREXFwcgoKCMGfOHPj6+krJ+/Lly2FiYpLn5+zZs/mO5cKFCzA3N1faxaVly5YwNzfPcyHSuLg4WFpaKpUtXrwY1tbWGDVqVAH/RLRLV9sBEBERFQdDhgxROrexsUG7du2K3O7vv/+O5cuX47vvvsPz589Rvnz5IrdJ6iEIAgYNGoTHjx/D2tpaJW3GxMRgwYIF0paEADBjxowijfIQUelhYmLywWvdunXD8ePHpfOKFSsiOTk517rt2rVT2ga1Zs2aiI6Ofq9eYWZfOzs7Y8GCBQCAOnXqYOPGjfD390enTp2wdOlSnDlzBt7e3ggJCYGnpyc8PDyke8eNG4f+/fvn2X6VKlXyHUtkZCQqVqz4XnnFihURGRmZ6z0HDx7ElStXsGXLFqns3Llz2L59O27evJnvvosLJvBERETImpYHAAYGBkhLS0P//v0hk8mK3K6joyP69esHOzs7Ju8lwIQJE+Dp6amyvysTExP4+fkpTZvnQnZEVJI4Ozsrndva2iIqKgoAoK+vDz8/Pzg7O6NGjRpYu3atUl1LS8v3Rr6LKrf1SkRRzLU8ICAAw4cPh6+vLxo0aAAASEhIwNChQ+Hr6wsrKyuVxqYJTOCJiKjMe/XqFWJiYgBA2qNdVSvF29nZYf/+/dz7vYSQyWQqfdCir6+P3r17Y8eOHdLDoefPnyMlJQWGhoYq64eISqbExMQPXnv3IXJ20pybd9fsCAsLK1JcOenp6SmdC4Kg9G9a9tT1mJgYxMTEwNjYWLq2fPlyLF++PM/2T5w4ke9F5GxsbPDy5cv3yl+9eoVKlSoplQUGBqJHjx5Ys2YNvLy8pPJHjx4hLCwMPXr0kMqyv4+uri7u3buH2rVr5ysebWACT0REZd6XX34pHdvZ2SEtLQ0tW7ZUaR+qWhCNNOfcuXNYuHAhDhw4oLSIUkENGDAAO3bskEaH5HI5NmzYgP/+97+qCpWISqicya626hbFo0ePMGXKFPj6+mL//v3w8vKCv7+/9G+eqqfQt2rVCnFxcbh8+TI++eQTAMClS5cQFxeH1q1bS/UCAgLgsIe8rgAAIABJREFU7u6Ob775RmknEACoV6/ee+vSzJ07FwkJCVi3bh2qVauW73i0gQk8ERGVeTnfR7527RpSUlKKvKXYwoULkZGRgZkzZ8LU1LSoIZKGyeVyjB49Gnfv3sWSJUuwevXqQrfVoUMHWFlZITo6WhqFX7hwIRN4IirR5HI5PD094ebmhhEjRqBr165wcnLC6tWr8dVXXwEo+BT6yMhIREZG4uHDhwCA4OBgmJqaonr16rC0tET9+vXRpUsXjBkzRnqn3dvbG+7u7tIK9AEBAejevTsmTZqEPn36SO/G6+vrw9LSEuXKlUPDhg2V+s1+SPtueXHE4QAiIirTHj9+jLS0NABA5cqVYWJiUuQFzJ4/f44VK1Zg+fLl+Pvvv1URJmmYTCbD5s2bMWLECMyZM6dIbenq6qJv374AkL2VEFJSUpCQkFDkOImItGXZsmUICwuTdu2wsbHBtm3bMHfu3EIvDrd582a4uLhgzJgxAIC2bdvCxcUFR44ckers3bsXTk5OcHNzg5ubG5ydnbFnzx7p+s6dO5GcnIwVK1bA1tZW+vTu3bsI37b44D7wRERUpv3nP/+R3t/79ttvMX369CK3KYoijhw5gmPHjmHr1q1FHs2nki8wMBCurq4wNjaWtnLy8PDAr7/+quXIiEgTSuo+8JR/mtoHngk8ERGVafr6+sjIyAAAGBkZYffu3ejTp4+Wo6LiKCIiApUrVy7UvXK5HNWqVcOLFy8gCAJEUUS5cuXe27uZiEonJvCln6YSeE6hJyKiMismJkZK3nV0dJCcnCxtM1MYoihK7VHpkZGRgfHjx6NWrVoICQkpVBsymey9hZxSU1ORnp6uihCJiKiMYAJPRERl1qRJk6TjlStX4saNG6hXr16h2ztw4AAaNGiAY8eOqSI8KiZ0dXXx/PlzpKWl4cSJE4VuZ8CAAe+Vvbs6MhERUV44hZ6IiMosQ0NDpKamAgCio6NRoUKFIrXXqlUrXLx4EQsXLsSCBQtUESIVE8+ePcP9+/fRoUOHQrchiiLs7OwQHh4ulXEaPVHZwCn0pR+n0BMREanRy5cvpeTdxcWlyMk7AJw6dQpLly5VyUJ4VLxUrVq1SMk7AAiCkOs0eoVCUaR2iYio7GACT0REZVLOROrRo0dYtWpVkds0NTXFnDlzYGxsXOS2qPiKi4vDDz/8gMLMYhw4cCAAKO2L7Ovrq7LYiKh4Kyuzn8siTf3dMoEnIqIy6Z9//pGO4+PjYWBgUOi2ck6JptItLS0NjRs3xvjx4/HLL78U+H4XFxfcv38fBw8elMq+/fZbVYZIRMWQTCYDAC5cWYolJycDAPT09NTaj65aWyciIiqGYmJilKYt6+jooF+/foVq6+7du3BycoKHhwf27NlTpAcBVPwZGBjA09MTP//8MypWrFjg+wVBQJ06dWBnZwcdHR0oFAo8evRIDZESUXGiq6sLIyMjvHr1Cnp6etDR4ThqaSGKIpKTkxEVFQULCwvpYY26MIEnIqIyx8vLS+m8ffv2sLGxKVRbf/31FxQKBVJTU5m8lxFz5szBrFmzYGhoWOg2dHV1MWXKFKxevRoA8P3332P8+PGqCpGIihlBEGBra4vQ0FDO2iqlLCwsCv27REFwFXoiIipzjI2NpaluALBt2zaMGjWq0O3dunULxsbGqF27tirCozJgxowZWLduHdLS0gAAVapUwbNnz7QcFRGpm0Kh4DT6UkhPT++DI++qXoWeI/BERFSmKBQKpW279PT04OHhUaQ2nZ2dixoWlVCHDh3C+vXrceLEiQJtDWVqaoq0tDSYmJggMTERkZGRaoySiIoLHR0dbiNHRcKXL4iIqEw5evSo0kqxnTt3VloRPL8uXLiA6OhoVYZGJUxSUhImTJiAgIAAbNiwoUD3jho1CtevX0fv3r0BAHK5HLdu3VJHmEREVIowgSciojJlwYIFSueDBg0qcBuJiYno06cP7O3tceXKFVWFRiWMsbExvv/+e8yePRs+Pj4FutfW1hYuLi5SAg8Ac+fOVXWIRERUyvAdeCIiKjPS0tKUpi4aGhoiKioKJiYmBWrn4cOH6NevH+Li4nDnzh0uXkeFlpKSAiMjIwBZi1zl3B2BiIhKPlW/A88ReCIiKjMmTpyodO7u7l7g5B0A7O3tcfXqVfz5559M3klJWFhYvutmZmbiiy++kM5FUcTdu3fVEBUREZUWTOCJiKjM8Pf3VzovzPT5bDKZDDVr1ixiRFRaJCQkoHfv3mjYsCGePHmSr3t0dXVx7949pbLNmzerIzwiIiolmMATEVGZkJmZicePH0vnpqam6Nq1a4HaCAoKwu7duznNmd5jbGyMV69eIS0tDWfPns33fQMHDlQ6P3PmjKpDIyKiUoQJPBERlQnLli2TVp9v1KgRevfuXaCtfERRxJQpUzBs2DAuNkbv0dHRwfbt23H9+nUMGTIk3/f169cPgiBI5//++y93NyAiog/iInZERFQmlC9fHrGxsQCyFpQxNDSErq5uvu+Xy+VYs2YNVq1ahUuXLnH6PKmMq6srAgMDpfMuXbrgxIkTWoyIiIhUhYvYERERFVBmZqaUvJuZmcHU1LRAyTuQ9c77V199hSdPnjB5p496/vw5fvjhh3zVzZ5Gnz0S/+5aDURERNmYwBMRUamXc4/uMWPGFKktrjpPH/P69Ws0bNgQ48ePx59//vnR+n369IFMJpNe8cjIyJAeOBEREeXEBJ6IiEq9n3/+WTpet24dgoOD831vbGwsBgwYUKB7qGyrUKECBg8ejBYtWqBSpUofrW9tbY3PPvtMqWzUqFHqCo+IiEowvgNPRESlmkKhgEwmk84rV66MJ0+eKJXl5b///S++/fZbODk5ISgoSGnBMaIPSUlJgb6+fr5/znbs2KGUtBsYGCA1NVVd4RERkYbwHXgiIqICWL9+vXQ8ceJEBAUF5TupAoCxY8eib9+++Prrr5m8U74ZGhoq/Zx9bMDEw8MDenp60nlaWhrS0tLUFh8REZVMHIEnIqJSrUKFCoiJiQEAvHjxAjY2NlqOiMoShUKBzZs34+jRo/j999/zfAjUs2dPHD16VDr38vLCrl27NBEmERGpCUfgiYiI8kmhUEjJe+XKlQuUvJeVB9ykXq9evcL06dNx8uRJnD59Os+6AwYMUDo/efKkOkMjIqISiAk8ERGVWtOmTZOOX79+rbSYXV5EUcRnn32GefPmITExUV3hURlQqVIlLFiwAD/88APatWuXZ92ePXvCyMgIOjpZv55FRUVBLpdrIkwiIiohOIWeiIhKLUNDQ6WFwG7dugUnJ6eP3vfHH3+gS5cuMDY2xsOHDzntnjQmNjYWCxYskNZu2LhxIyZMmKDlqIiIqLBUPYWeCTwREZVKoihKI5kA0KBBA9y+fTvf9x4+fBivXr2Ct7e3ukKkMij796683oW/d+8e6tWrBwAwMzNDXFycRmIjIiLV4zvwRERE+bB48WKl84EDB+b7XkEQ4OHhweSdVOrs2bNwdXXF8ePH86zn4OAAExMTAFm/+JWVwRYiIvo4JvBERFQqbd68Wek8Pwl8QkICMjIy1BUSlXHHjh3D33//jRUrVuRZ7+uvv1Zae2Hnzp1qjoyIiEoKJvBERFQqRUdHS8fNmjWDvb39R++ZMWMGGjZsiICAADVGRmXVV199hYkTJ+L//u//8qzXoEEDpfO1a9eqMywiIipBmMATEVGpExQUhMzMTOk8P6PvSUlJ+O2333D//v08308mKiwrKyusW7cOVatWzbNe586d8eDBA1hYWAAA7ty5o4nwiIioBGACT0REpc706dOVzt/dXzs3xsbGuHPnDnbt2vXR7b6IVOFDW8Tp6+vD3t4e7u7uAICMjAxcunRJk6EREVExxQSeiIhKnT///FM6btOmzUdHPLOZmZnBy8tLXWERAch6vcPHxwetW7eGQqH4YL2c28cNHTpUE6EREVExxwSeiIhKlV27diklRYMGDcqzvlwux9WrV9UdFpFER0cHe/bsweXLl/Ncb2H37t3S8ePHjzUQGRERFXdM4ImIqFTZtm2bdKyjo4M+ffrkWX/nzp1o3rw5xo0bp+7QiAAAlpaWWL9+Pf7880906NDhg/UMDQ2lY4VCgfDwcE2ER0RExRgTeCIiKlUuXrwoHXfs2BEVK1bMs/7Dhw8hCAIcHBzUHRqRZNiwYWjfvn2edYYMGaJ0nnNEnoiIyiYm8EREVGr89ttv0urzjRo1ytd7wytWrMDNmzcxfvx4dYdHlKu0tLRcF7RzcXFB3bp1pXM/Pz9NhkVERMUQE3giIio1pkyZIh2fOnUKnp6e+brP2dkZBgYG6gqL6IP27NmDOnXq4ODBg+9dEwRBaRT+/v37ePTokSbDIyKiYoYJPBERlRqhoaEAsrbh+tjUeT8/P0RHR2siLKIPCg0NxdOnT+Hr65vr9cGDByudDxs2TBNhERFRMcUEnoiISoU9e/ZIx926dcuz7rVr1+Dp6Ym6devi9evX6g6N6IMmTZqEjRs34tixY7let7e3xyeffCKdcz94IqKyjQk8ERGVCrNnz5aOT58+jbS0tA/WlcvlaNSoEbp164YKFSpoIjyiXJmbm2PChAkoV67cB+vkHIXPzMzEq1evNBEaEREVQ0zgiYioVHj27Jl03KtXrzzfaf/kk09w7do1fP/995oIjSjfYmJi3ivr37+/0vmIESM0FQ4RERUzTOCJiKjECwgIkI4///xz7Ny586P3yGQymJmZqS8oogIIDw9Hx44d0bJlS2knhWy2trZKW86dPHlS0+EREVExobYEXhCE8YIghAqCkCoIwjVBENrkUXe4IAhiLp9c55MJgjDr7fW16oqfiIhKjtGjR0vHW7Zsga6ubq71du/ejT179kChUGgqNKJ8sbS0xM2bNxEWFoarV6++d93Ly0s6lsvlSEpK0mR4RERUTKglgRcEYQCAtQCWAXABcBbACUEQqudxWzwA25wfURRTc2m7OQBvALdUHTcREZVM2VtrmZqaolKlSrnWiYmJweTJk+Hl5YUDBw5oMjyijzI1NcXevXvx4MEDtGzZ8r3rHh4eSucLFy7UUGRERFScqGsEfiqA7aIobhNF8Y4oipMBPAXwRR73iKIoRub8vFtBEAQTAHsBjAHwRi2RExFRiZJz/+zExERcu3Yt13pGRkaYMWMGWrdujT59+mgqPKJ869y5M2rUqJHrNXNzc6Wf2x9//FFTYRERUTEiiKKo2gYFQR9AMoB+oigeylG+DkBjURTb5XLPcADbADwHIANwE8A8URRvvFNvF4AYURSnCIIQAODm24cDucVhACDnCkamAJ7FxcXxnUciolKkYsWK0qrcFStWxPPnzz84hR4ARFGEIAiaCo+oUCIiImBtbQ09PT2pTBRF2NjYICoqCgCQkZGR5886ERFpX3x8PMzNzQHAXBTF+KK2p44ReCtkJeEv3yl/CcDmA/fcBTAcQE8AgwCkAjgnCEKd7AqCIAwE0BTArHzGMQtAXI7Ps7yrExFRSZRzS61+/fp9NKFh8k7F3ZIlS1C7dm3s3r1bqVwQBEye/L9xi0mTJmk6NCIi0jJ1rkL/7tC+kEtZVkVRvCiKop8oikGiKJ4F0B/AfQBfAoAgCNUArAMwJLf34j9gBQDzHJ+qBf8KRERUnJ04cULpfODAge/VuXDhArp164bbt29rKiyiIjE2NkZqair8/f3fuzZx4kTpmNPoiYjKHnXMu4oGIMf7o+0V8f6ofK5EUVQIgnAFQPYIfNO391/LMXIiA9BWEAQfAAaiKMrfaSMNQFr2OUdciIhKn6lTp0rHVapUQevWrd+rM3v2bAQEBMDW1hbbt2/XZHhEhTJu3Dg4OTmhY8eO710LCQmRjlNSUvhKCBFRGaPyEXhRFNMBXAPQ6Z1LnQCcz08bQta/RI0BvHhb5A/A6W1Z9ucqsha0a/xu8k5ERGVDWFiYdDxo0CDo6Lz/z5qvry8GDx6MxYsXazAyosIzMjJCp06dck3MmzZtCktLS+n8p59+0mRoRESkZSpfxA6QtpHbA2AcgAvI2vZtDIAGoiiGC4KwG8BzURRnva2/AMBFAA8AmAGYCMATwH9EUbz8gT4CkMcidrnUNwMQx0XsiIhKhydPniit2H3t2jU0adJEixERqV56ejoeP36MevXqSWWJiYkwMzODKIpo0qTJB3deICIi7VP1InZqWbpUFMX/EwShAoD5yNrT/TaAbqIohr+tUh2AIsctFgC2ImvafRyAGwDafih5JyIiGj9+vHRcq1YtuLi4KF1PT0+Hvr6+psMiUpmQkBC4u7tDLpfjwYMHMDDI2lzHxMQEtra2iIiIwK1bt7QcJRERaZLaFrETRfF7URRriqJoIIpiU1EU/85xzVUUxeE5zqeIoljjbd2Koih2FkXxwkfad83v6DsREZU+f/zxh3Q8ZMgQpenGsbGxsLe3x7x585Camt+1T4mKl9q1ayM9PR3p6em4d++e0rX+/fsDADIzM3Hw4EFthEdERFqgzlXoiYiI1OLq1avIzMyUzt9dfX7Pnj14+vQpfv31V+6TTSVWuXLlcPz4cTx+/BjOzs5K1+zt7aXjmTNnajo0IiLSEv5WQ0REJc6KFSukYycnJzg6Oipd9/HxQZUqVVC+fHkm8FSiNW7cONfynCvUP3nyRFPhEBGRlnEEnoiISpzjx49Lx4MHD37vuiAI6N27N9q3b6/JsIjU6uLFi9IrIQ4ODqhUqRIAICMjQ2lHBiIiKr2YwBMRUYly7tw5pKWlAcganRwwYIB0LTIyEhkZGdoKjUhtxowZg1atWmHr1q1S2ZdffikdL126VBthERGRhjGBJyKiEmXEiBHS8aVLl2BnZwcAEEURAwYMgJOTE65cuaKt8IjUolmzZpDJZHjx4oVUlvO/hZ07d2ohKiIi0jS17ANfHHEfeCKi0iF7tXkDAwOlFeafPHmCpk2bIjExEffu3UP16tW1FSKRyqWnp+Pp06eoXbu2UnnVqlXx/PlzAMC1a9fQpEkTbYRHREQfoOp94DkCT0REJUbOreO6du2qdK169ep4+PAhDh8+zOSdSh19ff33kncAmDdvnnQ8evRoTYZERERawASeiIhKjFGjRknHSUlJ7103NzdH586dNRkSkca9fPkSgYGBAKC0BsTNmze1FRIREWkIE3giIioxsqcKC4KAcePGAciamnbp0iVthkWkMVeuXIGdnR369++PpKQkWFhYwMrKCkDWOhAPHjzQcoRERKROTOCJiKhEOHv2rHQ8fPhw9O7dGwDwzTffoGXLlpg5c6a2QiPSmMaNG8PW1hY1a9ZEZGQkgKz/BrJxBgoRUenGBJ6IiEoELy8v6djX11c6jo2NhSAIaN26tTbCItIoPT09/PPPP7h48aL0TvygQYOk66GhodoKjYiINICr0BMRUYmgo6MDURRhamqK+HjlRVzv37+POnXqSCvUE5U15cuXR2xsLICsd+QrVqyo5YiIiAjgKvRERFQG7d27F9kPnHNLTOrWrcvkncqczMxM7N69GwkJCfjxxx+l8qFDh2oxKiIiUicm8EREVOxNnDhROl6wYAFEUcTGjRvx+vVrLUZFpF09e/bEsGHDsHHjRvTq1Qv6+voAgICAAO0GRkREasMEnoiIir2YmBjpuE+fPjhx4gS+/PJLNGjQACkpKVqMjEh7Bg8eDCsrK5QvXx4A4OrqCgDIyMiQdmwgIqLShQk8EREVazmnBjdq1AhGRkYwNzeHs7MzvLy8YGhoqMXoiLRn0KBBCA0NlbZU3LNnj3Ste/fu2gqLiIjUiIvYERFRsWZrayttl3X9+nW4uLgAAORyOdLT05nAE70liiJ0dLLGZmQyGTIzM7UcERERcRE7IiIqU6KiogAAurq6UvIOZCUoTN6Jsly9ehUHDhxAgwYNAGQ94MpelZ6IiEoPJvBERFRsnTp1CgqFAkDWPvAbNmyAn5+fVEZEQGBgIJo3b46xY8fixIkTUvnUqVO1GBUREakDp9ATEVGxVatWLYSGhgIA/v33XzRt2hQpKSk4efIkOnfurOXoiIoHuVyOJk2aoHHjxli5ciXq1q2L+Ph4mJqaIj6+yLM1iYioCFQ9hZ4JPBERFVvZe7ubmpri5cuXWLt2Lc6ePYvjx49z33eiHNLS0mBgYAAA6NatmzQSHx0djQoVKmgzNCKiMo3vwBMRUZmwbt066XjatGkwNDTErFmzmLwT5SI7eQeAlStXSsc9evTQRjhERKQmutoOgIiIKDdr166VjufPny8dM3mnj3nw4AEiIiIQFxf33iclJQUbNmyQ6oqiWKp+pqKjo7Fv3z7p/Pr161qMhoiIVI1T6ImIqNiRy+XQ1c16xlyrVi3Uq1cPK1eulFbYptIlMzPzvUQ7LS1NaZ2D77//Hjdv3sw1KVcoFHjx4oVUt2vXrjh58uQH+8vIyJB+vsaOHYsKFSpgwYIFSqPYJdWnn36Kc+fOoVq1anj69CkAIDk5mTs2EBFpiaqn0HMEnoiIip2JEydKx3p6evj999/h4OCANWvWaDEqyo1cLodMJpPOL1++/MHRb5lMhs2bN0t1e/bsCX9/fyQnJ7/XromJCRISEqTzo0eP5pmUZ2ZmSkm5nZ0dHBwcYG5unusn+wHRzZs3sXXrVgDAkSNHsHPnTjRr1qzIfybaNHXqVKSkpGDSpEkYNmwYAGDMmDHw8/PTcmRERKQKHIEnIqJix9DQEKmpqRAEAffu3cOSJUuwdu1aWFpaaju0UiU9PT3XRFsQBPTq1UuqN3/+fNy5cyfXuhUqVJBGegGgVatWuHjxYq79vZuUvztSbmRkJCXZFhYWOHfuHHR0spbr8fPzQ2ho6AeTcjs7O6luQRw6dAjjxo1DVFQUZDIZZs2ahXnz5kFfX7/AbRUH2b/XCYIAfX19ZGRkQEdHB3K5XMuRERGVTVyFvpCYwBMRlQw5/qFD7dq18fDhQy1HVDylpaUhJSUFFhYWUtmJEycQGRmplGDHx8cjLi4OlpaW2LJli1S3cePGCAoKyrXtatWq4cmTJ9J5y5YtcenSpVzrvrtV2dixY3Hr1q1ck2wLCwv4+PhIdcPCwqBQKGBubg4zMzPo6ekV+s+jKKKjo+Hj44P/+7//AwA4Oztj586dcHFx0Uo8qpLz7y0sLAw1atTQckRERGUPE/hCYgJPRFQyODo64s6dOwCAW7duwcnJScsRqV5aWhpiY2NzHdE2MTFB//79pbre3t54/Phxru+IN2zYEMHBwVLdevXq4d69e7n2+W5S3qJFC1y+fBlA1si4mZmZlGhXqVIFBw8elOr+9NNPeP36tZSEv5uYl5aZEQcOHMD48eMRHR2NKlWq4NGjRyX2vXi5XI4tW7ZgwoQJALIeSnzogQ0REakPE/hCYgJPRFQy5FwRfN68eZg7d26Jms4cERGB77//Xuk98Fq1aknvWgOAra0tIiMjc73fyckJt27dks7zSsqrV6+O8PBw6dzb2xvPnj3LdfTb2tpa6cHAy5cvoa+vDzMzM6V32Mu6qKgoTJgwAYMGDULv3r21HU6hnTp1SmkRQOB/0+uJiEhzmMAXEhN4IqLiLzQ0FLVq1ZLOW7RogQsXLpSIbb5EUcTevXvx5ZdfIjY2Vunau6OfDg4OuH//PszMzJRGvs3NzWFvb4/169dLdQ8ePIjU1NRcR79NTU2ZfGvAgQMHcPfuXcycOVNr0/wLShRFdO3aFUFBQdLDops3b6JRo0ZajoyIqGxhAl9ITOCJiIq/nAug7dixA46OjmjRooWWo8ofHx8fbNq0CQDQtGlT9OnTR0q0bW1t0aFDB6luUlISDA0NC7XoGmnWmzdvUKdOHbx+/RpNmjTBzp07S9RrHTnXlLCwsMCbN2+0HBERUdnCBL6QmMATERVvmZmZKFeuHORyOcqVK4eUlBRth1QgZ86cQffu3TF//nzMmDFD2tKMSjZRFPHzzz/Dx8cHb968gZ6eHhYsWFCi/o5zzmApK7/3EREVF6pO4Pnon4iIioX169dLW115eHhoOZqPi46Ohr+/v3TesWNHhIaGYs6cOSUmsaOPEwQBgwcPRkhICHr27ImMjAzMnTsXrVq1QkhIiLbDy5ecMwYuXLigxUiIiKiomMATEVGxMHv2bOl46tSpWozk4w4fPowGDRqgV69eCAsLk8orV66svaBIrWxtbXH48GHs2bMHFhYWuHr1Kpo2bYqnT59qO7SPMjIyko5HjRqlxUiIiKiomMATEZHWhYaGIi0tTTqvWbOm9oLJw5s3b+Dp6QkPDw9ERUWhRo0aSExM1HZYpCGCIGDo0KEICQlB9+7dMWLECFSrVk3bYX3UkiVLpMX37t69q+VoiIioKJjAExGR1nl7e0vHHh4esLKy0mI0uTt+/DgaNGgAPz8/6OjoYObMmbh27RoaNmyo7dBIwypXroyjR49i3bp1Ull4eDjWrFkjvQZSnHTq1AmLFi0CkPUO/Pbt27UcERERFRYXsSMiIq2Sy+VK74wXt3+XRFGEt7c3tm3bBiBrC7idO3eiZcuWWo6MigtRFNGpUyf4+/ujVatW2LlzJ+rWravtsN6TvZidoaEhkpOTtRwNEVHZwEXsiIioVNmzZ490bGlpqcVIcicIAipUqABBEDB16lTcuHGDyTu9Z9CgQTA1NcWFCxfQqFEjfPfdd8VuNF5fXx8AStwOD0RE9D9M4ImISKsmT54sHfv5+Wkxkv9JSEjAkydPpPOFCxfi/PnzWL16NQwNDbUYGRVHgiBg1KhRuH37Njp16oTU1FRMnToVrq6uePjwobbDk+R8VSV7Sj0REZUsnEJPRERa8+LFC2nldgMDA6Smpmo5IuCvv/7CyJEjUbFiRZw7d45bwlGBiKIIX19fTJs2DYmJiTA0NMSpU6fw6aefajs0AP+bRm9ra4uIiAgtR0NEVPpxCj0REZUa3333nXRK7HRHAAAgAElEQVQ8dOhQLUYCJCUlYeLEiejQoQPCwsIQFRVVIrYIo+JFEAR4e3sjODgYHTp0QM2aNdGsWTNthyVxdXUFkPXwjDsoEBGVPByBJyIirRBFEYaGhtL2cS9evICNjY1WYjl37hyGDx8uTXf29vbGqlWrYGpqqpV4qHRQKBSIioqSfq4zMzNx4MABDBgwADo62hlDuXHjBpo0aQIAaNu2LQIDA7USBxFRWcEReCIiKvEUCgW++OILKXnX09PTSvKelpaG6dOno02bNnj48CGqVq2KP/74A1u2bGHyTkWmo6Oj9HO9evVqDB48GJ999hlCQ0O1EpOLi4t0/PfffyM8PFwrcRARUeEwgSciIo3bt28ftmzZIp17eXlpJQ6ZTIbAwECIoojhw4cjODgYbm5uWomFSj8LCwsYGRkhICAATk5O+OGHH6BQKDQeR/YIPADMnj1b4/0TEVHhMYEnIiKNq1KlirSlFQBs3LhRY32npaVJI/+6urrYtWsXjh49ih9//BEWFhYai4PKnrFjx+LWrVto06YNkpKSMH78eLi5uWl8FPzIkSPS8cuXLzXaNxERFQ0TeCIi0rgWLVogPT0dQFYyX65cOY30e/36dTRr1gwLFy6UyhwdHeHu7q6R/olq166NgIAArFu3DoaGhvD390fDhg1x+PBhjcVQpUoVWFpaAgDfgSciKmGYwBMRkcbNnDlTOp4+fbra+0tPT8fChQvRokUL3L59Gzt37kRCwv+zd9/hUZTr/8ffs8mmAaFJ7yIiReqhqLSDFCmKioCgUUAEBEQBhYMcRQUO0kF6V7qKXwHp0puCgPQiSA2BAAmkkJ6d3x8x88tCwFSSkM/runK5O/PMM/fGITv3PC0k3c8rkhibzUbfvn05fPgwzz33HFFRUZQrV+6hxvD8888DcRPrHTt2LEO68ouISPJpFnoREXloRo4cic1mY8iQIcTGxgJxs9Gnp6NHj/LWW29x6NAhAF577TWmTZtGgQIF0vW8IkkRGxvLwYMHqVWrlrXtwIED1KhRw1qzPT2EhIRY90NeXl68/vrrzJ07N93OJyKSXaX1LPRK4EVE5KE4c+YMFStWJCYmxtpWtGhRrly5ki7ni4mJYfTo0Xz++edER0eTL18+pk2bRvv27dM1MRJJjX379vHMM8/QrFkzZs+eTfHixdPtXHa73fr36Orqiq+vL4UKFUq384mIZEdaRk5ERLKkYsWK8cUXXziNd1+yZEm6nc/Pz4+RI0cSHR3NSy+9xPHjx+nQoYOSd8nUTp48id1uZ/369VSuXJlvv/023XqpdOzY0Xr96quvKnkXEckC1AIvIiIPjWma2Gxxz45tNpvVjT4t60+YoC9YsADDMHjzzTeVuEuWcfLkSTp37sy+ffsAaNWqFbNmzaJo0aJpep7Y2FhcXV2BuCUVE/aOERGRtKEWeBERyVISPihev3699bpFixZpep4zZ85Qv359Nm/ebG1766238PHxUfIuWUqFChXYvXs3I0eOxM3NjTVr1lCpUiW+++67ND2Pi4sLXl5eQFwyf/z4cSIiItL0HCIikraUwIuISLr64YcfaN26NevWreO9996ztn///fdpUr/D4WDSpElUrVqV3bt3069fv3SfGE8kvbm6uvKf//yHgwcPUrNmTW7fvs3t27fT/DzTpk2zXterV4/ixYtz+vTpND+PiIikDXWhFxGRdONwOKhQoQJ//vkntWvXtroE58iRg9DQ0FTXf+7cObp27WqtZd2kSRPmzp1LyZIlU123SGYRExPD0qVLnYaC+Pv7U7BgwTTpXXJ3HR999BFjxoxJdb0iIqIu9CIikoXYbDZ+/vln3nrrLQ4fPmxtHzhwYKrqNU2TGTNmUKVKFbZv306OHDmYPn06GzduVPIujxxXV1enoSAhISHUqVOHtm3b4u/vn+r6mzdvbr3u378/o0aNSnWdIiKSPtQCLyIi6W7JkiW88cYb1vvUfvf88ssvNGvWDICGDRsyb948Hn/88VTVKZJVrF27ljZt2hATE0P+/PmZOnUqHTp0SHF9gYGB5M+fH4hbLcLX1zetQhURyfbUAi8iIllCWFiY9frrr7+2XhcpUiTVdTdp0gQfHx8mTZrEli1blLxLttKyZUv2799PtWrVCAgI4PXXX6ddu3bcuHEjRfXly5cPT09PAK5cucJff/2Fw+EgKCgoLcMWEZE0oAReRETS3Llz5yhevDiff/45p0+fZu/evda+hDPRJ5Wfnx8+Pj7cvHkTiBuzu2DBAvr27WstSyeSnVStWpW9e/cydOhQXF1dWb58OZUqVWL58uUpqq99+/bW6+bNm1O9enW6d++eVuGKiEga0V2PiIikuW+++YZbt26xZ88e5s2bZ213c3OjSpUqSa7HNE0WLVpEpUqVWLRoER9++GF6hCuSJbm5ufH555+zd+9enn76aW7cuMHSpUtTNERl7ty51utLly5x5MgRNmzYQGBgYFqGLCIiqeSa0QGIiMij54svvqBKlSqULVuWBg0aWNs/+uijJNfh7+9Pjx49WLlyJQD/+te/+OSTT9I8VpGsrkaNGuzfv59Ro0bRvXt3a7K76Oho7HZ7kupwcXGhYsWKnDhxgujoaEaNGkW3bt3Ily9feoYuIiLJpEnsREQk3axYsYJXXnkFALvdTmRkZJKWvfr+++/p1asXAQEB2O12hg4dyqBBg3B11XNnkaTq2LEjNpuNr7/+2pqk7kF+++03nnnmGQDatGnDihUr0jtEEZFHniaxExGRTOvcuXPExMRY78eOHWu9bt26dZKS9xkzZtChQwcCAgKoVq0a+/fvZ8iQIUreRZLhxIkTfP/99yxZsoTKlSuzatWqfzymbt268TeZrFy5ku+//x5As9KLiGQiSuBFRCRNREVF0bx5c6pUqcKJEye4fPkyu3fvtvaPHz8+SfV07NiRMmXK8Nlnn7F3795kjZkXkTgVK1bk119/5amnnuLatWu0adOGt956i1u3bj3wuNatW1uvO3ToQJs2bShVqhSHDh1K75BFRCQJ0i2BNwyjl2EY5w3DiDAM44BhGPUfULazYRhmIj8eCcoMNgzjd8MwQgzDuG4YxgrDMMqnV/wiIpI8p06d4tatWwQGBlKiRAnmz59v7XN3d6d06dKJHhcYGMi4ceOsibdy587N8ePH+eKLL3Bzc3sYoYs8kmrXrs0ff/zBxx9/jM1mY+HChVSuXJk1a9bc95g5c+Y4vT927BgOh4ONGzemd7giIpIE6ZLAG4bRAZgIjACqAzuBdYZhlHzAYcFAkYQ/pmlGJNjfEJgK1AWaEjcB30bDMHKk/ScQEZHkqlKlCmfPnmXFihXkzJmT2bNnW/v69euX6DFr1qyhcuXKfPTRR04Jf/ya1CKSOh4eHowePZpdu3bx5JNP4ufnR8+ePQkPD79v+WrVqlnvL168yOrVqxk4cODDCllERB4gvVrg+wNzTdOcY5rmSdM0PwQuA+894BjTNM1rCX/u2vmCaZrfmKZ53DTNw0AXoCRQM50+g4iIJFOePHmoW7cuUVFRRETEPYM1DIPhw4c7lQsKCqJr1660bt2aq1evUr58eSpVqpQRIYtkC8888wyHDh1iwIABzJ49+4EPyRK2wsfGxrJ27dqHEaKIiCRBmifwhmG4EZdU393XaiPw7AMOzWkYxkXDMHwNw1htGEb1fzhV7r//qwVKRUQy0OXLl/n999+dti1cuJCbN28CUK1aNVxcXKx9GzdupHLlysyfPx/DMBgwYAB//PEHderUeahxi2Q3np6ejB07lhdeeMHaNn/+fLp160ZQUJC1rWbNmk5DXubOnYufnx/BwcFcvnz5YYYsIiJ3SY8W+McAF8D/ru3+QOH7HHMK6Ay8BHQEIoDdhmGUS6ywETeN8Xhgl2max+5Txt0wDO/4HyBXcj+IiIj8s8GDB1O7dm1GjRoFgMPhYMCAAdb+b775xno9fPhwmjdvjq+vL2XLlmXHjh2MHTtWXeZFMkBwcDD9+/dn7ty5PP300/zyyy/Wvlq1almvIyMj6d27N2XKlOG99x7UmVJERNJbes5Cf/cC80Yi2+IKmuZvpmkuMk3zsGmaO4H2wJ/A+/epewpQhbhk/34GA0EJfrQGiohIGouNjcVut+Pi4kLTpk0B6NWrF8HBccuc2u12p1nkGzdujIuLC++//z6HDx+mXr16GRK3iIC3tzcrV67k8ccf5/LlyzRr1owePXoQEhJyz2R2GzZs4Pbt25w9e9b69y0iIg+fET/rb5pVGNeFPgxoZ5rmTwm2TwKqmabZMIn1zAaKm6bZ4q7tk4GXgQamaZ5/wPHugHuCTbkA36CgILy9vZP8eURE5J9dunSJkiXj5il1c3MjOjoagHfffZeOHTvy73//2yp7/vx5ypQpkyFxisi97ty5w+DBg5k8eTIApUqVYu7cubRt29apa72Pjw/z5893GhIjIiIPFhwcTO7cuQFym6aZ6iegad4Cb5pmFHCAuJniE2oK7ElKHX93ka8GXE24zTCMKcCrQOMHJe9/xxFpmmZw/A8QkoyPISIiyRCfvJ86dcpK3gG2bNlCy5YtOX36tLVNybtI5pIjRw6+/vprtm7dSunSpbl48SLNmjVj8ODBTuVWrFih1ncRkQyWXl3oxwPdDMPoahhGBcMwJhA3Y/wMAMMwFhiGMTK+sGEYQw3DaG4YxuOGYVQD5hKXwM9IUOdU4E2gExBiGEbhv380cFJE5CGLjo7mf//7H4GBzvOIfvXVV07v//rrL/Lnz29NaCcimVejRo04evQo7733Hv3792fQoEHEtanECQkJYfLkyZimya5duzIwUhGR7CvNu9BbFRtGL2AgcWu6HwP6maa54+9924ALpml2/vv9BOJa1gsTN179D+Bz0zR/TVDf/QLtYprmN0mIxxsIUhd6EZHUmzZtGr1796Z8+fKcOHECm82Gw+EgX758Tl1uO3fuzIQJE8iTJ08GRisiyWWaJoZh0KhRI7Zv325tz5s3L2XLlmX//v3s3r2bZ5990AJDIiKS1l3oXVMfUuJM05wGTLvPvkZ3ve8H9PuH+owH7RcRkYfnqaeeonLlyvTs2RObLa4zV4sWLazk3TAMVq1aRevWrTMyTBFJofiW93Xr1uHl5WVtt9lsFC9enFOnThETE5NR4YmIZFvplsCLiMijq3Hjxhw6dIj4XlzXrl1j48aN1v6JEycqeRd5BHh6elK6dGkuXLgAQEBAAI899hjr1q3TKhIiIhkgPZeRExGRR5jD4eDatWtAXFf5eIZh0Ldv3wyKSkTS2qpVq5zez5kzhy5duljj4G/cuEFERERGhCYiku0ogRcRkST75JNPWLJkCYcOHaJ27dq0bNmSDRs2sGHDBqvMq6++moERikhae/rpp53msShYsCBnz56lfv36LFiwgGeffZYOHTqoS72IyEOgLvQiIpIkhw4d4quvvsI0TVxdXYmJiSFv3rxOre8Ay5Yty5gARSTddO3alfHjxwP/f3x8yZIlKVGiBL6+vkRHR+Pv70+xYsUyMkwRkUeeWuBFRCRJHA4HRYsWBSAmJoY2bdrQo0cPqxs9QMWKFXF11bNhkUfNuHHjrNcBAQHkz5+fjz76iH//+9+sWrWKrVu3snTpUnWlFxFJZ0rgRUTkgWJjYxkzZgzPPvssV65cIU+ePCxcuJDx48dbLXLxtmzZkkFRikh6q1u3LhD3AK9z58706dMHgKZNmzJv3jw+/vhjqlevzvr16zMyTBGRR5oSeBER+UerV68mMjKSFi1acOzYMd544w369u1LVFSUVaZTp04UKlQoA6MUkfT0yy+/WK/HjRvHpk2brPd16tShcOHCnDp1ihYtWtC8eXMiIyMzIkwRkUeaEb8E0KPOMAxvICgoKAhvb++MDkdEHiERERFER0dndBhpyuFwEB0djbu7O/Pnz+fHH3+kYcOGfPTRR7i5ubF+/XpeeeUVp2P8/PwoUqRIBkUsIg9DkyZN2Lx5MxCXtA8ePBgvLy+aNm1KYGAg//73vzly5AgAFSpU4Ntvv6VWrVoZGbKISIYKDg4md+7cALlN0wxObX1K4EVEUiEiIoIdO3YQFhaW0aGkmWvXrjF58mTKlClDly5d6NGjBwEBAXTt2pUXX3wRwzDo06cPvr6+1jGVKlXi2LFjGRi1iDwMZ8+epVy5ck7bKleuzOHDh7HZbJimSe/evVm+fDk3btzAxcWF2bNn06VLlwyKWEQkYymBTyEl8CKSHkJCQti8eTOurq7Y7faMDidVTNNkzZo1zJkzh4iICDw9PZk3bx6hoaGsXLmSHj16ADB37lxWrFhBvnz5CAwMBGD+/Pn3zEYvIo+mPHnyEBQUBICLiwuxsbGsWLGCNm3aWGVu3rzJ+++/z6pVq9izZw9Vq1bNqHBFRDJUWifwmipYRCQN2O123N3dMzqMFPP392fMmDEcOHAAgKpVqzJw4EAKFy4MwIABAwCIjIzEMAyrpQ3Ay8tLybtINrJkyRJatWoFxE1yCTB8+HBeeukla4m5xx57jKVLlzJmzBgaN27M5s2bqVatGmvXrqVJkya4ubllWPwiIlmZJrETEcnG4lvdu3btyoEDB3B3d6d3796MHz+ePHnyJHqMj48PLVu25NatWwB89dVXDzNkEclgLVu2dOpG7+Liwv79+9m4caNTudjYWFavXk1gYCCLFy9m+/bttGrVitq1a3P48OGHHbaIyCNBCbyISDYWFBTEjBkzCAsLo1KlSsyePZvXXnuN8+fP065dO7799lvuHmp1/PhxVq9eDYCbm5u1lJSIZB/z5s2zXhctWhSAYcOGOf29cHFxYeXKlYwfP57Ro0cTGhpK/vz5OXz4MP/617/48ssvH7kJQEVE0psSeBGRbCxPnjz069ePHj16MGnSJEqUKAHAqVOnCAsL48KFCxiGQVBQEEOGDOH8+fN888031vGvv/661WVWRLKPevXq4eHhAcCVK1ew2+3s3r2bHTt2OJWL/xtjGAatWrXi2LFjvPjii8TExDB06FDq1KnD0aNHM+IjiIhkSUrgRUSykcDAQD799FP27NljbWvcuDGvv/46Li4u1raWLVvi4+NjTVw3f/589uzZw4gRI/jrr7+scnPmzHl4wYtIptK2bVsgbtnJZ555BogbC38/DoeD0aNH4+/vz9y5c8mXLx9//PEHNWvWZOLEiQ8lZhGRrE4JvIhINrFlyxa6dOnCrl27+Prrr4mJiXHaf/ToUWubYRh07drVmsSuU6dO1KtXj9DQUKv8c889l+Vn3heRlPv222+t13v37sVms7Fp0yZ+++23RMtfuXKFb7/9ln379pE7d26OHz9OmzZtiI6OJn/+/A8rbBGRLE0JvIjIIy4oKIjPP/+cYcOGERwczBNPPMGIESNwdf3/C5GsXLmSDz74gIkTJ94z5h2gYMGC1KtXj9u3b1vbNm3a9FDiF5HMycXFhQYNGgBxK1TE/025Xyt8iRIlWLduHQsWLKBt27YULlyYn376iU2bNvHmm29a5f788897HjCKiEgcJfAiIo+wnTt30qVLF7Zv346Liwtvv/0206dPp2zZsk7lChYsaI1ldzgc1vaAgAAAwsPDmTp1qrW9RYsW1vhXEcm+Es48HxUVBcCaNWv4448/Ei1fu3ZtfHx8rPcxMTE0btzY+vsTGBhIw4YNee655zh58mQ6Ri4ikjUpgRcReUSdPn2azz77jFu3blGmTBmmTZtG586dnVre4z3zzDNMnz6dAQMGWGPhb9y4gY+PDyNGjMDPz487d+5Y5RN2nRWR7Mvd3Z2aNWta7+OH1YwYMeIfjw0LC6NNmzYMGjTI2nbs2DHCw8PZt28f1atXZ8yYMdZa8yIiogReROSRVb58eVq0aEGnTp2YMWMGTz75pLUvICCA4cOHExISYm178sknnWaUnzp1KuHh4Vy9epXAwECrZb5ChQpqfRcRy7Zt26zX0dHRuLq6ki9fPqfePInZtGkT69atY+rUqZw/fx6ABg0acPz4cVq0aEFkZCQDBw6kdu3aLF261GrhFxHJzozExjo+igzD8AaCgoKC8Pb2zuhwROQRERISwubNm/H09MTd3T1DYwkNDWXu3Lm88cYbPPbYYwCYpnnPMm+madK3b1+OHTtGw4YN+fzzz++pa9++fQwaNAibzcb06dPp3bu3NSZ18eLFvPjii+TKlSvdP5OIZA0vvPACGzZsAOIe8p04cSJJx02ZMoUaNWrw7LPPOm03TZP58+fTr18/goODAShdujR//vmnJs8UkSwlODiY3LlzA+Q2TTM4tfWpBV5E5BHw+++/07VrV1asWMGECROs7Ymt0W4YBh9++CHly5fn3XffvWd/ZGQkkyZNAuK61o8bN85K3suXL4+Xl1c6fQoRyap++ukn6+/NyZMnkzzJZZ8+fZyS9/ju8vErYfz55598+eWXFC1alEaNGjkl7wcPHkx00k0RkUeZEngRkSwsLCyMcePGMXDgQG7cuEHRokV5/fXXEy1769Yt63XZsmWZPn06xYoVu6fc4sWL8fPzI3/+/Jw7d44///zT2jd69Oi0/xAikuV5enrSoUMH6/3EiRM5fPgws2bNSnIdvr6+1KxZ02rJByhUqBCffvopFy5cYOzYsdb2Q4cOUbNmTapVq8bs2bOd5ugQEXmUKYEXEcmi/vjjD9555x1Wr14NwCuvvMKcOXN4+umnnco5HA5mz55N586duXLlirU9sdb5y5cvs2zZMgCqVq3K1atXrX21atXK8GECIpJ5JZzccs2aNVSrVo3evXtz6dKlJB0/duxYDh8+zIcffnjPMnJ2u91prfijR4/i6enJkSNH6N69O8WLF+ejjz7ir7/+SpsPIyKSSSmBFxHJgrZv307//v25du0ahQsXZvz48fTt2xdPT897ykZHR3Pw4EGCg4PZt2/ffes0TZNJkyYRHR1N1apV2bNnj9P+kSNHpvnnEJFHh5ubG82aNbPeP/nkk7Rt2/YfJ7OLN3r0aHr27MmGDRsSXS0jIR8fH65cucK4ceN4/PHHuX37NuPGjaNcuXK0bt2aa9eupeqziIhkVkrgRUSyoNq1a1OsWDFat27N3LlzqV69+n3Luru7M2LECD799FNeeeWV+5bbunUrBw4cwG634+npSUREhLXvtddes5aXExG5n7Vr12Kzxd1eXrhwgdu3b1OyZMkkHevm5sb06dOdyj9ojHvevHnp378/Z86cYc2aNbRo0QLTNDl48KBTa72WoRORR4kSeBGRTO7GjRssXbqUDz74wFpGydPTk1mzZjFgwIBEJ5W7fPkyO3bssN7ny5ePxo0b3/ccoaGhTJ06FYDGjRvz22+/WfueeuopevfunVYfR0QeYS4uLgwePBiAqKgoNmzYwIwZM1JU1969e6lTp47TUJ7E2Gw2WrZsydq1a/nzzz+ZP3++NdldbGwsVapUoWfPnhw9ejRFcYiIZCZK4EVEMqGwsDDWr1/PgAED6NChA7NmzeLIkSPs3bvXKnO/2eCvXLlCnz59GDZsGEeOHEnS+ebNm0dgYCDFihWz1mOO9/HHH6f8g4hItjNs2DCnFvCPPvqIN998k5s3bya5DofDQY8ePfj9998ZMmRIko8rV64czZs3t95v2rSJEydOMHPmTKpUqUKjRo1Yvnw50dHRSa5TRCQzUQIvIpKJXLp0ieHDh/Pqq68yatQoa5mkKlWqMGDAgAd2lY9XpEgRqlevTrly5ShRosQ/lv/zzz9ZuXIlAP369WPAgAHWvvLly/P444+n/AOJSLZjGAYzZ8603oeHh7N48WKnJS7/ic1m4//+7//w8fFh8uTJKY6lWbNmbNu2zRoGtH37dtq1a0eZMmUYPnw4N27cSHHdIiIZwcgu62cahuENBAUFBeHt7Z3R4YjIIyIkJITNmzfj6emZohnaTdMkIiLCmnzu4sWLdO7cGYASJUrQtGlTmjRpQpEiRf6xHvj/M8tHRkZimiYeHh7/GMO1a9eYOHEiOXLkYNCgQXz66afWZHczZsygfPnyVtnIyEjCw8N5/vnnyZUrV7I/r4hkH/ny5XNavtLDwwM/Pz/y5s2bIfH4+voyc+ZMZs2axfXr14G4bvq1a9fOkHhEJHsIDg4md+7cALlN0wxObX1K4EVEUiGlCfyNGzfYtGkTGzdupHTp0gwdOtTat2TJEqpXr85TTz2V6FJvd4uOjmb8+PE89thjvPPOOyn6HKZpcvnyZZYsWWKtwVypUiWmTJniVE4JvIgk1dmzZ3nyySedJqIbPHgw//vf/1JU3+LFi1m3bh3ffvttqibVjIyMZPny5WzdupU5c+ZY28eOHUuBAgXo0KFDkh5+iogkhRL4FFICLyLpITkJfFhYGDt27GDjxo0cOnTIuqnNmTMnP/74I25ubimK4ddff+WTTz7BZrMxf/78JM/47HA4rNmiT58+Tc+ePa19Li4urF69+p6bWCXwIpIcvXv3Ztq0adZ7u93O5s2bqV+/frLquXLlCmXLliUyMpL58+dbPZXSyu3btylWrBhhYWHkz5+fd999l549e1KqVKk0PY+IZD9K4FNICbyIpIekJvDz5s3j+++/JzIy0tpWpUoVmjZtSqNGjciZM2eq4li0aBHlypWjTp06ST7mq6++wsXFhW7dujFkyBBOnjxp7Xv33Xfp1KnTPccogReR5IiMjOSJJ57A19fX2ubt7c22bduSNKdHQj/88AN79uxh3Lhx1sPHtBIcHMz06dOZNm0aly5dAuLG4b/00kv06dOHxo0bJ6lHlIjI3ZTAp5ASeBFJD4kl8KZpcubMGUqUKGGNbV+2bBkzZ85M1rj2Bzl79iwlSpRI0bh7iFtm7u233wbgzTffZOHChdY+d3d31q9fn+hxSuBFJLlGjhzJJ598AsT9fYmMjKRAgQLs2rWLJ598MoOjcxYbG8vq1auZPHkymwk/RQYAACAASURBVDdvtraPGzeO/v37Z2BkIpJVKYFPISXwIpIeEibwQUFB1rj2ixcvMnjwYJo1awbEdc+8evVqkse1P8ju3bsZNmwYderUYejQoSluiTp69CgHDx7kxx9/JCQkxNo+btw4atSokegxSuBFJCVy5cpFaGgoAKVLl+bChQuULFmSXbt2JWm1jLuZpsmQIUN44okn6Nq1a1qHC8DJkyeZOnUqS5Ys4ejRoxQrVgyAI0eO4ObmxlNPPZUu5xWRR0taJ/BaRk5EJBWCg4PZvHkzgwYN4vXXX2f27NlcvHgRu91uzXIMkCdPHipUqJAmXTBz5syJw+EgMjKSqKioFNfz9NNPExwc7JS8P/XUU/dN3kVEUmrr1q3W6wsXLgBxy2Y2a9YsRUu5/fTTT4wcOZLu3btz9uzZtArTSYUKFZgyZQpXr161kneAgQMHUqFCBZo2bcrKlSuJjY1Nl/OLiCRGLfAiIil069YtSpQowZ07d6xtVapUoVmzZjRs2DDV49of5MSJE5QvXz7ZMzFfv36dmJgYihYtes/EdW5ubqxbt+6BLfpqgReRlKpfvz67du2y3ru5uREVFUXNmjXZsmVLsu7PTNOkR48e1KpVi3fffTc9wk1UdHQ07du3Z+XKldZEpKVKlaJXr16888475M+f/6HFIiJZg1rgRUQygGmaHDx4kFmzZlnb8ubNS40aNShWrBhvv/02S5cuZdKkSbRq1SpNk/ewsDDGjh1LQECAta1ixYopWkZp0qRJdOnShU2bNuFwOJz2jR49Os0nhhIRibd9+3anv1tRUVHkzJmTAwcOOM1UnxSGYTBr1qyHmrxD3Cz6P/30E+fOnWPgwIHky5ePixcvMmjQIIoXL86IESMeajwikv3oTk1E5AEuX77MV199ReXKlalZsya9evXC39/f2r9o0SImT55Mx44dKVy4cLrEMHr0aNasWcOXX35JanpN7dq1iz179uBwOChbtiyLFy+29lWvXp2qVaumRbgiIomy2Wz3TJBps9no3bs3AwcOTFXdERERdOnSxWk1jfRUunRpRo0aha+vL/PmzaNGjRpEREQ4fQ9ERESkapiTiEhilMCLiNwlODiY+fPn07hxY0qVKsXgwYM5ceIE7u7uvPrqq9ZETBDXCp/eSwu9++67lC5dmp49e6b4XOHh4UyZMgWAJk2aMH78eHbv3g3E3UCPHj06zeIVEbmfJk2a0KFDB+t9cHAwoaGhVu+f2NjYe3oHJcV//vMfvvnmG1566SWio6PTLN5/4unpSZcuXdi/fz979uyhY8eO1r45c+ZQsmRJPvvsM65cufLQYhKRR5vGwIuI3GXGjBm899571vsGDRrg4+PDa6+9Rp48eZzKJnUd+OQKCQlxGmPucDhS1b195syZLFu2DDc3NxwOBzExMda+B806fzeNgReR1DJNkyJFijj1ZtqxYwd16tThrbfeomDBgkyaNClZDywDAgJ48cUXGTlyJA0bNkyPsJOtcePG1uR9Li4uvPrqq/Tp04f69etrTXmRbERj4EVE0kj8uPZ+/fqxaNEia3v79u2pUqUKw4cP5/z582zfvp1u3brdk7ynl1WrVtGpUyenmZVTk7yfP3+e77//Hogbc5oweW/cuLFmnReRh8owDA4cOOC07eTJk+zYsYPvvvuO6dOnc/z48WTVmT9/fnbv3p1pkneADRs28P3339OgQQNiY2P54YcfaNiwIVWrVmXu3LkZHZ6IZFFK4EUk27l7XPvEiROZOnWqtT9fvnwcPnyYIUOGULp06YcaW2xsLNu2bSM0NJRNmzalur6AgAC++uqrRLukent78+mnn6b6HCIiyVWsWDH++9//Wu979uxJo0aNmDZtGj///DOVK1dOdp0JW7WvXr1K9+7dCQsLS5N4U8Jut9OuXTu2b9/O4cOH6d69O15eXhw9epQ1a9ZkWFwikrUpgReRbGPRokWJjmtv3749Q4YMyejwgLhull9++SV9+/alR48eqapr3759dOvWjT///NOpfohr0V+yZEmq6hcRSY1hw4ZRqVIlIK5HVJs2bYiKiqJ58+ZWmZRMAmeaJq1bt2b27Nn06dMnzeJNjSpVqjBz5kx8fX0ZP348H330kbXv3LlztGrVirVr16Zo/L+IZC9K4EXkkXX3jdCyZcvYunUrpmnSsGFD5syZg7+/P9999x2tW7fOoCjj1pOPHycJkDNnTl555ZUUj5GMiYlh9uzZDBo0iNu3bzvti42NxW63M3nyZHLkyJGquEVEUuvIkSPxY0NZu3YtH374odUyf+bMGSpWrMiqVauSVadhGEycOJHKlSs7tfJnBnnz5qVfv348++yz1rbp06ezdu1aWrVqxZNPPsmECRO4detWBkYpIpmZJrETkUdK/Lj2hQsX8t133/Hrr79a3eA3bNjA/v37eeONN9Ksa3xqJ7ELCgrivffe49q1awwfPtzppi4l/P39GTZsmDV+tEiRIly9ehWbzYbD4cDV1ZUJEyakqHsqaBI7EUl7/v7+lChRwmn2+FGjRnHt2jUmTJiAu7s769evp1GjRsmqNzY21mnd+czq7NmzTJ8+nXnz5lkPXb28vHjzzTfp3bs3VapUyeAIRSQ1NImdiEgiLl26xMiRI6lUqRL/+te/mDRpEteuXbMmbwNo3rx5hoxrfxBvb29q1qxJkSJFKF68eKrrCwgI4NSpU+TIkYOhQ4cyf/58XF1drd4I//nPf1KcvIuIpIdChQqxefNmp15HgwYNomzZsrRp04bIyEheeukl9u/fn6x6EybvBw8eZMyYMWkWc1p64oknGDduHL6+vsyaNYunn36asLAwZs2aRcOGDYmIiMjoEEUkE1ELvIhkaefOnaNbt25s27aN+L9n7u7uvPzyy/j4+NCsWTPsdnu6nT+lLfCmaVo3q7GxsYSGhlrdSJMrYV0AP//8MzVq1GD37t3s2rWLo0ePAlC7dm1GjRqVonPEUwu8iKSXTz75hJEjRzptmz9/PgsXLmTLli3kz5+fnTt3UqFChWTVe/XqVcqXL09ISAiLFi3ijTfeSMuw05xpmuzcuZMpU6ZQunRpRo8ebW2fOnUqr732GoULF87gKEUkqdK6BV4JvIhkKTExMfj6+lqt6Hfu3KFQoULcuXOHhg0bWuu1pzQZTq7kJvCmafLtt99y+/ZtPvjgg1SvBezn58eoUaPo27cvZcuWJSgoiPfffx8vLy9Onz5tlStXrhyzZs1K1blACbyIpK+OHTuybNky672LiwtLlixh7Nix/P777xQvXpxdu3ZRqlSpZNU7bNgwtmzZwsqVK7PUfWDCB7Tbtm3j3//+N3a7nfbt29OnTx/q1KmjNeVFMjl1oReRbMc0TQ4cOMCHH35IsWLFePHFF63W9hw5crB48WLOnz/Ptm3beOeddx5a8p4Sp0+fZsGCBaxcudJqGU+NOXPmcOTIESZMmEBYWBiDBw/m8uXLTsl7tWrVmDlzZqrPJSKS3pYuXcprr71mvXdxcaFIkSKsW7eOihUr4uvrS9OmTbl+/Xqy6v3vf//Lxo0bs1TyDs5L47m4uFC3bl2io6NZvHgxzzzzDLVq1eKbb74hPDw8A6MUkYdJLfAikmldunSJxYsXs3DhQk6ePGltL1CgAEeOHMkUXQhT0oV++fLleHh4pMnM90FBQUyYMIEePXowadIk9u7d67S/evXqjB8/PtXniacWeBFJb6Zp8vrrr1tzmOTJkwc/Pz8CAwN57rnnuHjxItWqVWPbtm0pfmC7fPlyChQoQMOGDdMy9Idi//79TJ06laVLlxIZGQlA/vz5+e2333jiiScyODoRuZu60KeQEniRrGXYsGEMHTrUamn38PCgTZs2D2Vce3IkJYH38/PD29ubnDlzpvp8ly5dYtu2bbz11lvWtmvXrjFs2DBOnDjhVLZatWpMmDAh1edMSAm8iDwMkZGR5M2b12pZbtq0Kf/5z3+4c+cO7777Lv7+/tSvX5/169fj5eWVrLrXr19Py5YtyZkzJwcOHKBcuXLp8RHS3c2bN5k3bx7Tpk3D3d2dkydPYrPFda49d+4cZcqUUfd6kUxAXehF5JETExPD2rVrOX/+vLWtRo0amKZJo0aNmDt3LteuXWPZsmW0atUq0yTvSXHixAl69erF559/TkxMTKrq2rhxIz169GD+/Pn88ssvAOzcuZOuXbvek7y/8soraZ68i4g8LO7u7vj6+loJ6S+//EKTJk3o1q0bs2bNInfu3OzcuZN27do5LT+XFI0aNaJhw4Z06tSJxx9/PD3Cfygee+wxBg4cyF9//cWGDRus31V4eDi1a9emYsWKTJkyheDgVOcLIpKJKIEXkQxx97j2Vq1aOU2y1qxZMy5cuMDWrVvp2rVrph7X/iB2u53IyEiCg4O5c+dOiuoIDw9n1KhRjBw5koiICKpXr06NGjWc9sez2WxMnDiRvn37pjp2EZGMlC9fPv766y+rFdk0Ta5fv07v3r2ZO3cunp6erF27lmHDhiWrXg8PD9auXcv06dOzxDrx/8TFxcVpedQjR44QGRnJqVOneP/99ylWrBh9+vTh1KlTGRekiKQZdaEXkYfqQePaP/jgA4YMGZKB0SVfUrrQnzhxgjJlyuDp6Zns+s+dO8cXX3zBpUuXsNlsvPXWWzRq1IgiRYowbNgwdu3aZZUtUKAA33zzTbK7kyaHutCLyMN2/vx5ypYtS8J71nLlyvHFF18wb948fvzxx1Td25mmyZQpU3j99dcpUKBAWoSc4YKDg1m4cCFTpkxxStyff/55xo4dS7Vq1TIwOpHsRWPgU0gJvEjGi4mJoUiRIty8eRPIvOPak+PuBD4mJoY5c+bw0ksvUbRo0RTXa5oma9asYfLkyURFRZE/f3769+/P1q1b2bx5M4Zh4HA4rPLpMd49MUrgRSQjXLlyhZIlSzr93Xv66afZtm0b+fLlS1XdX375JUOHDqVmzZrs2bMHNze31IabaZimyZYtW5gyZQqrVq3C4XBw8uRJnnrqKWu/xsmLpK+0TuBdUx+SiMi9oqOj2bhxI+vWrWPy5MkYhoGrqysdOnTg+PHj+Pj40LZt2yzbNf5+Zs6cyfLly9m7dy9z5sxJUffMO3fuMH78eLZs2QJA7dq1eeGFF5gwYYL18CPhw9f//ve/PP/882nzAUREMqFixYrh7+9PmTJlCA0NBeDo0aNUqlSJU6dOkTt3bsaOHYthGAwYMCBZdbdv356pU6fSpUsXK3m/ePEiY8eOpV69enTo0CHNP8/DYhgGzz//PM8//zwXL15k48aNVvIO0KVLFwzDoE+fPtSsWTMDIxWRpFILvIikmfhx7QsXLmTp0qXcuHEDiJtorV69egA4HA5rop1Hwd0t8Ddv3mTAgAF0796d5557Ltn1nT59mi+//BI/Pz9sNhtvv/02N2/e5Oeff76nbIECBVi0aNFDbS1SC7yIZKTo6GjKlSvHxYsXrW3dunWjU6dONG7cGIB9+/ZRq1atZNUbFBTk9EB56dKldOrUiTp16vDbb79Z2+fOnUvu3Llp0qQJefLkSeWnyVjXr1+nWLFi1gSrdevWpU+fPrz22mtJXhZVRP6ZutCnkBJ4kfRz7do15s2bx8KFC53G2hUoUICOHTvy/vvvP5Jr05qmyaJFi1i/fj1t27a1unHGxsYmu+XdNE3+7//+jxkzZhATE0OhQoXo1KkTy5Yt4+rVq05lbTYbffr04ZVXXkmzz5JUSuBFJKOZpkmdOnX4/fffrW1ffvklvr6+nDp1ip9//jnV93oHDx5k0aJFlCpVig8++MA6b8GCBbl58ya//fYbderUAeDMmTOcOXOGWrVqZakx9KZpsm/fPqZMmcJ3331nzeZfsGBBunfvTo8ePShevHgGRymS9SmBTyEl8CLpZ8eOHTRs2BB4NMa1J+aPP/5g4cKFFC9enP79+1vbixUrhp+fHxMmTEjVpECBgYF07tyZkJAQ6tWrx8cff8z48ePZvn27VcZut9O5c2fat2+Pq2vGjIBSAi8imUW7du1Yvny59b548eL4+vpSpEgRxowZQ1hYGCEhIbzwwgtUqFAh1WO9w8PD6devHwcPHmTHjh14eHgAMHz4cD799FM6derE4sWLrfK//vorlStXzhJ/K/39/Zk9ezYzZszgypUrAIwbN87p+05EUkYJfAopgRdJvfhx7QsXLqREiRKMGTMGiOsW/8Ybb9C0adMsOa797kl8BgwYwJ49e5gxYwZVq1YF4Mcff+S1116jdu3a7N271yrbs2dPzpw5Q7t27ZzGFaYkhuXLl3P27Fnc3d3ZuXMnt2/ftvaXK1eOMWPGZPjvVgm8iGQmCxYsoGvXrsTGxgJxPZTiJ7rz8vIiLCwMgFKlSvHCCy/QokULGjdunKZ/vyZNmsSMGTN47733rCU8b9++Td68eTEMg4CAAPLmzQvAjRs3yJUrl5X8ZzbR0dGsXLmS2bNns2zZMivutWvXcvnyZd58801y5MiRwVGKZC1K4FNICbxIytxvXHv+/Pnx8/PLUrP13rp1Czc3N+vmY9euXbz77rsULlyYrVu3WuUaNmzIjh07WLRoEW+88QYQt4zR5MmTqVatGm+99ZZVNinLyCUmJCSEFStWULBgQW7fvs369eu5cOHCPeXsdjtvvvmm0zkzkhJ4EclsAgMDadCgAcePH090f8KkHuL+rtavX99K6CtVqpQmM7EnfBh89OhRWrdujc1m4/z581aZzp07s2TJEiZOnEivXr2AuIfgpmlm6jXp69aty969e8mdOzddunShd+/ej+TQOJH0oAQ+hZTAiyTfzJkzmThxotO49oIFC9KxY0d8fHyoUaNGplt+JjY2losXL3L9+nXq1q1rbW/dujVr1qxh2bJl1ozChw4donr16uTPn9+a3R1gzZo1hIWF8dxzz/3jUnD/lMBHRkZy/vx5/vrrLx5//HEqVKhAVFQUixcvZsGCBfet1263061bN9q3b5/cX0G6UgIvIplV/HJw8VxcXKyW+U6dOpE3b17WrVvHuXPnnI4rUaKElcw3a9YsTVuYQ0NDyZkzp/W+fv367Nq1i59//pnWrVsDcePt69evz/PPP8+qVavS7NxpJTY2lsmTJzN16lTOnj1rbW/RogV9+vThhRdeeKQmpxVJa1lmGTnDMHoBHwNFgOPAh6Zp7rxP2c7A/ER2eZqmGZGSOkUk+YKCgsiRI4c1vvrcuXOcOnUKDw8PXn75ZXx8fGjatGmmGdd+8uRJDh48SLVq1ahUqRIQN1a9Vq1aFCpUiGvXrlllCxYsCMDly5etbU899ZS1pE7ClpNWrVolOxbTNLl58yZ//fWX9XP27Fl8fX2tlp927dpRoUIFZs2axY8//phoPYZh8NJLL9G3b1/dEImIJMNnn31G165d6dy5M5s3b7aSd8MwWLduHT/88ANTpkxh5cqVnDhxgh07drBt2zYuX77M7NmzmT17NocPH6ZKlSpA3APanDlzpupBdcLkHeLmjLl48aLTZHcHDhwgLCyM8PBwp7Jt2rQhIiKCUaNGpWqOldRycXHhww8/pG/fvmzcuJEpU6awdu1a1q1bx7p163jjjTdYtGgREHcfcfXqVdzd3XFzc8Pd3d36sdvtme6hv0hWlC4t8IZhdAAWAr2A3UAPoBtQ0TTNS4mU7wxMAson3G6a5rUEZZJVZyLnUAu8ZDqmaRITE0NUVBRRUVF4eXlZrbhBQUFcuHDB2hcdHW29joqKokaNGpQuXRqI6969atUqp/0Jf9q1a0eDBg0AOHLkCJ9++mmi5U6dOsVPP/3ECy+8AMTNrLtr1y7atm2bof9ugoKCWLRoEX5+fowYMcLa7uPjw6JFi/jf//7H4MGDgbinnAULFuTJJ59k37591jjD69ev4+npmWatxqdPn2bv3r38/vvv1g1ZUFBQomXd3d157LHHiI6OJiQk5J6bNIAcOXLQrl073n777TSJL72oBV5EsoLjx4/z8ccfs27dOqftBQsWJDo6mlu3blGqVClq165N3rx5CQwM5OrVq+zcudNKMt988022bdvGpEmTaNu2bbrFGhsby+nTp4mMjKR69eoAxMTEkDt3bsLCwjhx4gQVKlQAYN26dcyaNYuXX345Q78vzp49y/Tp05k3bx5z587l1VdfBWDZsmV07NjxvsctWLAAHx8fADZt2kSPHj2ckvyEP3369KF58+ZA3HfutGnT7lv2ueeeo3LlykDc/AP79+932p/wYUKePHk0jl8eqqzSAt8fmGua5py/339oGEZz4D1g8H2OMRMm7GlUp2RDDofDSna9vLysMWUBAQH4+/vfkwjH/9SrV8+arOXQoUPs3r37njLxx7733nuUK1cOgA0bNjB79uz7Js9ff/21lTwvXbqU3r17O9WV0Pfff0+7du2seuO7eidm/vz5dO7cGYhrif7www/vW7Z8+fJWDLdu3XpgF71ffvnFSuDLlStnfc6H5aeffuLHH3+kRYsW1vjz2NhY+vTpA8DgwYOtFo3atWtz6dIlihQpYh3v7e3NnTt37hlLGN8Cn1yxsbFs3bqVI0eO8MEHH1j1Dhs2zGm24XheXl6Ypkl0dLS1tm5kZKQ1q29ChmFQtWpVBg4c6PQZREQkdSpVqsTatWuZOnUqAwcOtCazu379ulXm4sWLTuvJ22w2OnbsyLJlyzBNk507d3LlyhUee+wxq8yvv/7Ktm3baNGiBVWrVk2TFmUXFxcqVqzotM1ms7Fjxw5+//13ypf//+1bW7duZcWKFRQqVMhK4E3TpFevXpQvX5533nnnoTxcfeKJJxg3bhxffvml0/Axm81G3rx5iYyMJDIy0uoFES/hvDm3b9++ZzhDQi+//LL1+vz583z99df3LTtx4kQrgT927BhNmza9b9nhw4czZMgQIO5+r27duon2GHB3d6d79+689957APj5+fH+++8n+gDBw8ODevXq0axZMwDu3LnDDz/8kGhZNzc3ihQpQsmSJYG4+9bAwED1VJAkS/MWeMMw3IAwoJ1pmj8l2D4JqGaaZsNEjukMzAGuAC7AIeBT0zT/SGmdiZwjS7TAX758mQ0bNrBixQrOnz9PZGQkoaGhGIaBt7c3ISEhVgIRHR2Nu7s7kZGROBwOYmJirJlNCxUqxJkzZ4iIiCBnzpx4eXmRI0cOAgICCA4OdvqD6unpic1mIyYmhtjYWGsNa8MwsNlsREdHkytXLqKiosiVKxdhYWGEhYWRI0cOp1giIiKsek3TxMPDA1dXVytRjY6Otv4gGYZBTEwMbm5uOBwO64l4SEgINpuNiIi4kRMOh8P6ia83d+7cuLm5ERMTQ3h4eKKtmfGKFi2KzWYjODgYh8NBaGjofcvmypULT09P67M8qN6CBQvi5uZGUFAQpmk+sN4cOXLg5eVFTEwMkZGR1k1EYvLmzUuOHDkICgrCxcWF4OBgp67d8f9eDcPAw8ODHDlyEB0dTWxsLGFhYRiGYf1/czgc2Gw2XF1d8fDwwMvLi9u3b2O3263/z66urkRFRRETE2N117bb7db/l/hEFOJuMOKvk/gyEPdlHF+vh4cHUVFR2O12wsPDnR5Q2Gw2p3rjfx+xsbF4e3tb153D4SAkJARvb29M07TiDw4OxsPDw+qxEP878fT0tM7ncDiIjY21voTjr0nDMPDy8sLDwwM3NzeuXr1q/Q7jywYEBFjXnc1mw8PDA3d3d0JDQ63/v56enri4uBAZGWkl525ubtjtdnLlynXPeu0Pun7eeecd64s+K1ELvIhkRatXr6Znz56JPky9m4uLC2XLlqVw4cLs3r0bV1dX7HY7efPmJTQ0lFu3bgFY3y3u7u6Ypun0nePp6Ymrq6v1Perq6oqXlxdlypThxo0b1kN+gMceewyHw4GnpydXrlwhNDQUm81mDVcLDw93+s6J/740TdP6bvX39wfiHrxHRUVZZWJjYylYsCCBgYEEBQVZ91/x8cd/x8cPnYu/vzIMAzc3N7y9vYmMjMTLy8tKyt3d3XE4HFYPgZs3b1r3B/H1xsTE4HA4rM8Q//0OccvN5syZk4iICOx2O5GRkURFReHq6orD4bA+4507d3B3dycqKgqHw0FUVBSmad6zcoxpmri5uZErVy5y5MjBnTt3uHXrlnWvYRiGdVzC88f/nu7cuXPfayG+xd7Ly4vw8HCnoXmJlY3/ff3TPaebmxt58+bFy8uL6OhofH19Ey3n4uKCq6urVS9gxetwOKx7vvj7PxcXF3LlyoWXlxcQNwzEMAwiIyNxdXUlV65cGIZB/vz5uXTpkrUP4u59YmNjres1vl5XV1diY2Ox2+14eXlZ16bNZuPWrVvW9vDwcAoVKmQ9FHM4HNax8de7q6ur1fshPu9wdXUlb9685MuXz7qmzpw5g91up1SpUuTMmZNixYpx5swZ/P39rWvQzc2Nxx9/nFdffZXmzZtTuHDh+/6+M1qmn8TOMIyixCXiz5mmuSfB9k+At03TLJ/IMXWBJ4CjgDfwAdASqGqa5pkU1ukOJJxRKhfgm9kT+NWrV/Piiy9mdBgikgbiH3J4eHjw9NNP06NHD0qUKJHBUaWOEngRycqioqIYMWIEs2fP5saNG1bSKSJZ1/bt262epplRVulCD3D3kwEjkW1xBU3zN+A3q6Bh7AYOAu8DfVNSJ3Hd6ofeZ1+mVbBgQZo3b86uXbsIDw93emIY/wTxnxiGgd1ud2r9jH9Cd3dXpuRKagwpqRdI87qzYr2GYTgtd/NP5ZN6TSSs95+OS0q9CXtTpGW9NpvN+om/hhM+WY5vLUhYZ2LX9t3nstls1pPs+N4VCXsdxD/Zv7ve+CfcgNXaEf/0P753gIuLC97e3kRFRZEvXz5efvllKleuTMGCBdUNTkQkE3Fzc+OLL77giy++AOJurON7Pu7atYuAgACrVTC+FfL27dvWsfEt8X5+filKfltF0gAAIABJREFU/u12u9UTLf67M743Y8LW8ZR8rtjYWKcei/HfP6m5/0v4XX936/fdLdvJrTfhd+rd9QJJvhdKar3x+9Oq3oSxpvR3nLBewOl+Ki3ivd++1MSb8L933/+5urqm6BqOv8ez2+3ExMQ49Qyx2+3kzp2bW7du3ZPbeHl5Ub9+fWsIbHaRHgn8TSAWuLsfQ0HAPykVmKbpMAzjdyB+8G1K6hwJjE/wPheQeP+UTKR27dqsX78+o8MQkSRK6TrwIiKS8by9vWnXrp01/4yISGaX5gm8aZpRhmEcAJoCPyXY1RRYmZQ6jLjHOtWI61KfojpN04wEIhPUmYxPISKSPHf3DHhUZZfPKSIiIpIZpVcX+vHAQsMw9gO/At2BksAMAMMwFgBXTNMc/Pf7ocR1oT9D3Bj4vsQl8L2TWqeISEaIn7wlLCws24yl9PLysiYmEhEREZGHJ10SeNM0vzMMIz/wGVAEOAa0NE0zfq2OkkDCAR15gFnEdZEPAv4AGpimuS8ZdYqIPHQeHh40aNAgW7VMx684ICIiIiIPV5rPQp9ZZZVl5EREREREROTRkNaz0NtSH5KIiIiIiIiIpDcl8CIiIiIiIiJZgBJ4ERERERERkSxACbyIiIiIiIhIFqAEXkRERERERCQLUAIvIiIiIiIikgUogRcRERERERHJApTAi4iIiIiIiGQBSuBFREREREREsgAl8CIiIiIiIiJZgBJ4ERERERERkSxACbyIiIiIiIhIFqAEXkRERERERCQLUAIvIiIiIiIikgUogRcRERERERHJAlwzOoCHLTg4OKNDEBERERERkWwgrfNPwzTNNK0wszIMoxjgm9FxiIiIiIiISLZT3DTNK6mtJDsl8AZQFAjJ6FiSIBdxDxuKkzXilexH16hkdrpGJbPTNSqZna5Ryeyy0jWaC/Az0yD5zjZd6P/+ZaX6icfDEPesAYAQ0zTV518yHV2jktnpGpXMTteoZHa6RiWzy2LXaJrFp0nsRERERERERLIAJfAiIiIiIiIiWYAS+MwpEvji7/+KZEa6RiWz0zUqmZ2uUcnsdI1KZpctr9FsM4mdiIiIiIiISFamFngRERERERGRLEAJvIiIiIiIiEgWoAReREREREREJAtQAi8iIiIiIiKSBSiBz2QMw+hlGMZ5wzAiDMM4YBhG/YyOSbInwzAGG4bxu2EYIYZhXDcMY4VhGOXvKuNuGMZkwzBuGoZxxzCMVYZhFM+omCV7+/uaNQ3DmJhgm65RyVCGYRQzDGORYRgBhmGEGYZxyDCMmgn2G4ZhfG4Yhp9hGOGGYWwzDKNSRsYs2YdhGK6GYQz/+94z3DCMc4ZhfGYYhi1BGV2j8lAZhtHAMIyf/77mTMMwXr5r/z9ek4Zh5DUMY6FhGEF//yw0DCPPw/0k6UMJfCZiGEYHYCIwAqgO7ATWGYZRMkMDk+yqITAVqAs0BVyBjYZh5EhQZiLwCvA6UA/ICaw2DMPlIccq2ZxhGLWA7sCRu3bpGpUMYxhGXmA3EA20ACoCA4DbCYoNhP/H3n2HV1Xkfxx/T0KHJCDS/KGAdKQEQQQFVHpZK6sigosgJXREQEAEUSkKCIgUBRSRFRSVtrKoWOlSla4Q0Bg6mNASUub3x73cTUKA5Kac3OTzep77mDPnnJnvZc+z537PzJnheaAPcBdwDPjaGBOQudFKDjUU6Inr+quK63ocDPRNcIyuUclsBYGduK655KTkmvw3EAy0cn+CgQUZFXBm0jJyWYgxZhOwzVobkqBsL7DUWjvMuchEwBhTDDgB3Get/dEYEwScBDpZaxe7j7kF+BNoY61d7Vy0kpMYYwoB24BewEvADmvtAF2j4jRjzHjgXmttsqPpjDEGCAemWGsnuMvyAseBodba2ZkWrORIxpiVwHFrbdcEZZ8BF621nXSNitOMMRZ41Fq71L19w2vSGFMV2APUt9Zuch9TH9gAVLHW7nfgq6Qb9cBnEcaYPEAd4Ksku74C7sn8iESuEuT+7xn3f+sAuUlwzVprw4Fd6JqVzPUO8B9r7TdJynWNitMeArYYYz51v4q03RjTLcH+ckBJEl+j0cAP6BqVzLEWaGqMqQRgjKmFa7TSl+79ukYlq0nJNdkAiLiSvLuP2QhEkA2u21xOByAeNwP+uJ4eJXQc10Uq4hj3087JwFpr7S53cUngsrX2bJLDdc1KpjHGtMeVqNdNZreuUXHa7UAIrv//HAvUA6YZY6KttR/yv+swuXt/mUyLUnKyCbge0O8zxsTh+i06wlr7sXu/rlHJalJyTZbENWo0qRNkg/u/EvisJ+k7DSaZMpHMNh2oieup/I3ompVMYYy5FZgKtLDWRqXmVHSNSubwA7ZYa4e7t7e7J1oKAT5McJzu/eKUJ4GOQAdgN673hKcYY8KttfMTHKdrVLKaG12TyV2f2eK61RD6rOMUEMfVT4WKc/UTJpFMY4x5G9cw0AestWEJdh0D8rgnaUpI16xkljq4rretxphYY0wsrskX+7n/Po6uUXHWUVzvYSa0F7gyOe0x93917xenvAmMt9Yustb+aq1dALwFXJl7SdeoZDUpuSaPASWSObcY2eC6VQKfRVhrLwNbcc32nVBzYH3mRyQ5nXuJjunAY0ATa21okkO24ppZuXmCc0oB1dE1K5ljDVADV4/Rlc8WYGGCv3WNipPWAZWTlFUCjrj/DsX1QzPhNZoH14MoXaOSGQoA8UnK4vhfjqBrVLKalFyTG4AgY0y9BMfcjet1EZ+/bjWEPmuZDCwwxmzBdeF1x/WUfpajUUlO9Q6uIXUPA+eMMVeedEZYay9ZayOMMXOBScaY07gmt5sI/AoknUxMJN1Za8/hmpDOwxhzATh9Za4GXaPisLeA9caY4cAnuN6B7+7+YK21xpgpwHBjzG/Ab8Bw4CKuJZBEMtoKYIQx5g9cQ+hr41qeax7oGhVnuFeXqZCgqJwxJhg4Y63940bXpLV2rzHmv8B7xpge7jreBVb6+gz0oAQ+S7HWLjbGFAVeBkrh+mHaxlp75PpnimSIK8sZfp+k/FngA/ffA4FYXD9M8+PqEe1srY3LhPhEUkLXqDjGWvuzMeZRYByue3soMMBauzDBYW/gujZnAEWATbjmdTiX2fFKjtQXeBXX9Vcc1/Jcs4ExCY7RNSqZrS7wXYLtye7/zgc6k7Jr8mlgGv+brX45115X3qdoHXgRERERERERH6B34EVERERERER8gBJ4ERERERERER+gBF5ERERERETEByiBFxEREREREfEBSuBFREREREREfIASeBEREREREREfoAReRERERERExAcogRcRERERERHxAUrgRURERERERHyAEngRERERERERH6AEXkRERERERMQHKIEXERERERER8QFK4EVERERERER8gBJ4ERERERERER+gBF5ERERERETEByiBFxEREREREfEBSuBFREREREREfIASeBEREREREREfoAReRERERERExAcogRcRERERERHxAUrgRURERERERHyAEngRERERERERH6AEXkRERERERMQHKIEXERERERER8QFK4EVERERERER8gBJ4ERERERERER+gBF5ERERERETEByiBFxEREREREfEBSuBFREREREREfIASeBEREREREREfoAReRERERERExAcogRcRERERERHxAUrgRURERERERHyAEngRERERERERH6AEXkRERERERMQHKIEXERERERER8QFK4EVERERERER8gBJ4ERERERERER+gBF5ERERERETEByiBFxEREREREfEBSuBFREREREREfIASeBEREREREREfoAReRERERERExAcogRcRERERERHxAUrgRURERERERHyAEngRERERERERH6AEXkRERERERMQHKIEXERERERER8QFK4EVERERERER8gBJ4ERERERERER+gBF5ERERERETEByiBFxEREREREfEBSuBFREREREREfIASeBEREREREREfoAReRERERERExAcogRcRERERERHxAV4l8MaYXsaYUGNMlDFmqzGm0XWO7WyMscl88iU4prExZoUxJty975Fr1FXVGLPcGBNhjDlnjNlojLnNm+8gIiKSk6XmXu4+vrAx5h1jzFH3OXuNMW1SU6cxJq8x5m1jzCljzAX3Pb10kmNuc/8muOA+bpoxJk/6fXMRERHfleoE3hjzJDAFeB2oDfwErLpBIh0JlEr4sdZGJdhfENgJ9LlOu+WBtcA+4H6gFvAqEHWtc0RERORqqb2XuxPor4GywD+BykA34K9U1jkFeBRoDzQECgErjTH+7jr8gf/g+l3Q0H1cO2BSOnxtERERn2estak7wZhNwDZrbUiCsr3AUmvtsGSO7wxMsdYWTmH9FnjUWrs0SfkiIMZa2ylVAYuIiEgiXtzLewKDgSrW2hhv6jTGBAEngU7W2sXu/bcAfwJtrLWrjTGtgZXArdbacPcx7YEPgOLW2sh0+PoiIiI+K1dqDnY/ga8DjE+y6yvgnuucWsgYcwTwB3YAI62121PRrh/QFnjDGLMa15P9UGBc0kQ/wTl5gbxJim8CzqS0XRERkUwQAITb1D5R95KX9/KHgA3AO8aYh3El4v8GJlhr41JYZx0gt7sMAGttuDFml/uY1UADYNeV5N1tNa77eR3gu2S+j+73IiKS1aXbvT5VCTxwM64k/HiS8uNAyWucsw/oDPwKBAL9gXXGmFrW2t9S2G5xXMPsXgReAoYCrYDPjTEPWGt/SOacYcCoFNYvIiLipNIkGI6ewby5l98ONAEWAm2AisA7uH5HjElhnSWBy9baszc4JlEd1tqzxpjL14lN93sREfEF6XKvT20Cf0XSJwcmmTLXgdZuBDZ6DjRmHbAN6Av0S2F7V97VX2atfcv99w5jzD1ATyC5BH4cMDnBdgAQ9ueffxIYGJjCZkVEJDs6c+YMtWvX5u+//6ZSpUq89dZbNGzYMNX1xMfHs2XLFurVq+dVHJGRkdx6660A57yqIG1SfC/HdR8+AXS31sYBW93D3wfjSuC9qfNaxyR3/PXq0f1eRESyrPS+16c2gT8FxHH1U/DiXP3UPVnW2nhjzM+4nt6npt1YYE+S8r24JrlJrp1oIPrKtjEGgMDAQN3QRURyoMuXL5Mnj2sy88DAQKZMmUJ4eDiDBg3ylHujWbNm6RViZvHmXn4U1zw0cQnK9gIl3cPnU1LnMSCPMaZIkl744sD6BMfcnbACY0wRXEPvk41N93sREclJUjULvbX2MrAVaJ5kV3P+d/O9LuO6swbj+jGQmnZ/xjXrbUKVgCMprUdERHKm1atXU61aNZYtW+Yp+9e//sWwYcNSnbwfPnyYWbNmERcXd+ODsyAv7+XrgAruOWmuqAQctdZeTmGdW4GYhMcYY0oB1RMcswGo7i6/ogWuBH3rjb+diIhI9ubNOvCTgeeMMV3c67K/BdwGzAIwxnxojBl35WBjzChjTEtjzO3GmGBgLq4EflaCYwoZY4Ld+wHKubcTLj3zJvCkMaabMaaCMaYP8CAww4vvICIiOcDRo0dp3749rVq14uDBg4wfP560zh/Tv39/QkJC6N+/fzpF6YhU3cuBmUBRYKoxppIxpi0wHNd78Cmq01obges3wCRjTFNjTG3gI1xz5HzjruMrXKPtFhhjahtjmgITgfc0A72IiIgX78BbaxcbY4oCL+Na030XruVfrvSE3wbEJzilMPAurmF1EcB2oLG1dnOCY+qSeGbZK++yzcc1AR7W2i/cy9gMA6YB+4F21tq1qf0OIiKSvcXFxTFz5kxGjBhBZGQkfn5+9OvXjzFjxniGWHvDWkvz5s1Zv349vXr1SseIM1dq7+XW2j+NMS2At4BfcE3CMxWYkIo6AQbieiXuEyA/sAbofGVovntG+7a4Hs6vAy7hmu3+hfT9FxAREfFNqV4H3lcZYwKBiIiICL0TJyKSjW3fvp1u3bqxdatrxPVdd93F7NmzqV27drq1cenSJfLnz5/meiIjIwkKCgIIUg9z+tD9XkREspL0vtd7M4ReREQkyzp+/Dhbt24lKCiIGTNmsGHDhnRN3oF0Sd5FREREUksJvIiI+DRrLYcOHfJst2rVimnTprFv3z5CQkLw9/dPcxu///47TZs2ZefOnWmuS0RERMRbSuBFRMRnHTx4kNatWxMcHEx4eLinvG/fvpQsmXRFM+8NHTqUb7/9lmHDhqVbnSIiIiKppQReRER8TnR0NK+99hrVq1dn9erVREdHs2HDhgxrb+rUqbRv356pU6dmWBsiIiIiN5LqWehFRESc9N133xESEsL+/fsBaNq0KTNmzKBSpUoZ1mbp0qX5+OOPM6x+ERERkZRQD7yIiPgEay1dunShSZMm7N+/n+LFi7Nw4UK+/vrrDEvez549myH1ioiIiHhDCbyIiPgEYwyFCxfGGOPpge/QoUOa1nW/nr1793LrrbcybNgw4uLiMqQNERERkdTQEHoREcmyfvnlF/LkyUOVKlUAeOWVV2jfvj316tXL8LYXL17MhQsX2LVrV7rMZC8iIiKSVuqBFxGRLOf8+fO88MIL3HnnnXTr1o34+HgAAgICMiV5Bxg9ejTLly9n2rRpmdKeiIiIyI2oB15ERLKUZcuW0bdvX/78808ASpQowYULFwgICMj0WB588MFMb1NERETkWtQDLyIiWcKRI0d4+OGHeeSRR/jzzz8pW7YsK1euZMmSJZmavK9evZqoqKhMa09EREQkpZTAi4iI47Zs2UK1atVYvnw5uXLlYtiwYezevZu2bdtmahy//vorbdu2pXr16pqBXkRERLIcDaEXERHHBQcHU7FiRQIDA5k5cyZ33HGHI3GcPHmSEiVKEBwcTJEiRRyJQURERORalMCLiEimO336NJMmTeLll18mX7585MqVi6+++opixYpl2LJwKdGkSRP27dvHpUuXHItBRERE5FqUwIuISKax1vLhhx/ywgsvcOrUKfLly8fLL78MQPHixR2OziUgIMCRCfNEREREbkTvwIuISKbYu3cvDzzwAJ07d+bUqVPccccdNGnSxOmwAHjjjTf47rvvnA5DRERE5LqUwIuISIa6ePEiI0aMoFatWvzwww/kz5+fCRMmsH37dho2bOh0eGzbto1hw4bRpEkTdu/e7XQ4IiIiItekIfQiIpKh+vXrx9y5cwH4xz/+wdtvv03ZsmWdDSqBcuXK0bNnTyIjIx2bPE9EREQkJYy11ukYMoUxJhCIiIiIIDAw0OlwRERyjIMHD9KmTRsmTJjAww8/7OgkddcTHx+Pn1/mDkyLjIwkKCgIIMhaG5mpjWdTut+LiEhWkt73evXAi4hIuomNjWXGjBkcPnyYyZMnA1C+fHn27t2b6cnxjSRN2LNafCIiIiJJKYEXEZF08fPPP9OzZ0+2bdsGQMeOHbnzzjuBrJkch4SEEBsby/jx4ylWrJjT4YiIiIjcUNb7RSUiIj7l77//pnfv3tx9991s27aNwoULM2vWLIKDg50O7ZpCQ0OZM2cO8+bNY//+/Y7FceHCBcfaFhEREd+jHngREfGKtZZFixYxcOBAjh8/DkCnTp148803KVGihMPRXV+5cuVYu3Yta9ascXQm/NGjRzvWtoiIiPgeTWInIiJeiYiIoEKFCpw6dYrKlSszY8aMLLOuuy/4/vvveeCBB65sahK7dKL7vYiIZCWaxE5ERBxz+fJlcufOjTGGoKAgpk6dyqFDhxg8eDB58+Z1OrwbOn36NH5+fhQpUsTROM6fP0+XLl0cjUFERER8j96BFxGRFFmzZg01atRgyZIlnrIOHTrw0ksv+UTyDvD8889TuXJlVq5c6WgcQ4cOJTQ0lNKlSzsah4iIiPgWJfAiInJdx48fp2PHjjRr1owDBw4wYcIEfPH1qwsXLrB161ZOnTpF8eLFHYvj22+/ZcaMGQC88847jsUhIiIivkcJvIiIJCs+Pp5Zs2ZRuXJlFi5ciDGGPn36sGbNGowxToeXagULFmTbtm2sWrWKevXqORLDuXPn6Nq1KwA9e/bk/vvvdyQOERER8U16B15ERK7yyy+/0L17dzZt2gTAnXfeyezZs6lbt67DkaVebGwsfn5++Pn5kSdPHlq2bOlYLEOGDOHw4cOULVuWN954wydHMoiIiIhz1AMvIiJXOXHiBJs2bSIgIIBp06axefNmn0zeT5w4QYsWLbLEcm1r1qxh1qxZAMybN4+AgACHIxIRERFfowReRESw1hIaGurZbtasGdOnT2ffvn307dsXf39/B6Pz3nfffcd3333HlClTOHHihGNxREZGemad79WrV8Ll40RERERSTEPoRURyuMOHD9O3b1++//579u7d65kZvXfv3g5HlnZPPvkkhw8f5sEHH3R04rrBgwfzxx9/UK5cOSZMmOBYHCIiIuLb1AMvIpJDXb58mfHjx1OtWjVWrlxJdHQ069atczqsNImOjub111/n4sWLnrKhQ4dSrVo1x2IKDw/no48+AlxD5wsVKuRYLCIiIuLb1AMvIpID/fTTT/Ts2ZM9e/YAcP/99zNz5kyqVKnicGRp8/jjj7NixQp+++03PvjgA6fDAeCWW25hx44drF69WrPOi4iISJoogRcRyUGstfTs2ZN3330XgGLFijFp0iQ6duzok0vDJTVw4EA2btzIU0895XQoiVSsWJGKFSs6HYaIiIj4OCXwIiI5iDGGIkWKANC9e3fGjRvHTTfd5HBU3rPWcvz4cUqWLAnAAw88QGhoKAULFnQ4Mvj+++/x9/enUaNGTociIiIi2YTegRcRyeZ27drlGSoPMHLkSDZs2MDs2bN9Onm/cOECHTt2pF69eolmmM8Kyfvff/9Nx44due+++1i6dKnT4YiIiEg24VUCb4zpZYwJNcZEGWO2GmOu2b1gjOlsjLHJfPIlOKaxMWaFMSbcve+RG7Q/233cAG/iFxHJCS5cuMCLL75I7dq16dKlC/Hx8YArwa1fv77D0aVdXFwcW7Zs4ejRo6xdu9bpcBLx8/OjZcuWVKhQgRYtWjgdjoiIiGQTqR5Cb4x5EpgC9ALWAT2AVcaYatbaP65xWiRQOWGBtTYqwWZBYCfwPvDZDdp/BLgbCE9t7CIiOcXKlSvp06cPR44cAaBUqVKcO3eOoKAghyNLP4GBgXzxxRecOnWKxo0bOx1OIoGBgcydO5fIyEgKFCjgdDgiIiKSTXjzDvzzwFxr7Rz39gBjTEsgBBh2jXOstfbYtSq01q4CVgHXnUTJGPN/wHSgJfCf1IcuIpK9hYWF0a9fP7744gsAbrvtNt5++20eeughhyNLu/j4eMaOHUuNGjV4+OGHARxdHi45UVFR5M2b13MvCwwMdDgiERERyU5SNYTeGJMHqAN8lWTXV8A91zm1kDHmiDEmzBiz0hhTO5VxYozxAxYAb1prd6f2fBGR7G7nzp1UrVqVL774An9/fwYPHsyePXuyRfIOrjXUR44cSadOnTh+/LjT4SSrZ8+etGnThrCwMKdDua4MeBUuwBgzxX2vv2SMWW+MuStJPcnVYY0xgxMccziZ/eMz5l9BRETE96S2B/5mwB9I+svpOFDyGufsAzoDvwKBQH9gnTGmlrX2t1S0PRSIBaal5GBjTF4gb4KigFS0JSLic6pXr07lypXJmzcvs2bNokaNGk6HlK7+9a9/8cknn9C+fXtKlCjhdDhXWbFiBfPnz8cYw5EjRyhdurTTISUrg16FmwNUBzrhesWtI/CNu86/3MeUSlJna2AuV7869zLwXoLt8yn5XiIiIjmBt8vI2STbJpky14HWbgQ2eg40Zh2wDegL9EtJY8aYOrgS/zuttcm2k4xhwKgUHisi4nPOnj3LxIkTGTFiBAUKFMDf358vv/ySm2++GT+/7LHIyKZNm6hXrx7GGHLnzs3q1auz5Hr1Z8+epUePHgA8//zz3HvvvQ5HdF3p+iqcMSY/0A542Fr7o7t4tHvOmhDgJXcFx5Kc9zDwnbX2UJIqz13vtTsREZGcLLW/8E4BcVzd216cq3vlk2WtjQd+Biqmot1G7jb+MMbEGmNigTLAJGPM4WucMw4ISvDJml0hIiKpZK1l4cKFVKlShbFjxzJ27FjPvuLFi2eb5H348OHUr1+f6dOne8qyYvIO0L9/f44ePUrlypV59dVXnQ7nmjLoVbhcuEbnRSU55xLQ8BpxlADa4uqBT2qoMea0MWaHMWaEO2YREREhlT3w1trLxpitQHPgiwS7mgPLUlKHcf36CsY1pD6lFgDfJClb7S5//xqxRgPRCdpNRXMiIlnT/v376dWrF99++y0AVapUoXnz5g5HlTFuvvlmAI4dy9qdscuXL2fBggX4+fnxwQcfkD9/fqdDup50fxXOWnvOGLMBGGmM2euu6ylcK8Zc61W5fwHngM+TlE/FNUrvLFAP18P4csBz1/pCemVORERyEm+G0E8GFhhjtgAbgO7AbcAsAGPMh8Bf1tph7u1RuIbQ/4brxt8PVwLf+0qFxphCQIUEbZQzxgQDZ6y1f1hrTwOnEwZhjIkBjllr93vxHUREfEpUVBTjxo1j/PjxXL58mXz58jFy5EheeOEF8uTJPh2U1lrPA9eBAwdSv3597rnneh3Dzjpz5oxn6PygQYOoX7++wxGlWHq/CtcJmAf8hWuk3jbg38Cd12i/C7AwyXv0WGvfSrD5izHmLLDEGDPU/VsgOXplTkREcoxUj7O01i4GBuCaZGYH0BhoY6094j7kNhJPVFMYeBfYi2uI3v8Bja21mxMcUxfY7v6A6yHBdmBMauMTEcmOnn/+ecaMGcPly5dp1aoVu3fvZvjw4dkqeZ83bx5t2rQhNjYWcI2cysrJO0C/fv04duwYVapUYcwYn7hlZcircNbag9ba+4BCwK3W2npAbiA06fnuGe8r45r47kauPDiocJ1j9MqciIjkGCblc8L5NmO3KE2YAAAgAElEQVRMIBARERGhdXlFxOccOXKE5s2bM3bsWNq1a5ftXgs6evQolSpV4vz588yZM4euXbs6HdINLVu2jEceeQQ/Pz/Wr1/P3Xffneo6IiMjCQoKAgiy1kame5DJMMZsArZaa3slKNsDLLsyeu4G5xtgM/CrtbbLNY4pgit5H2KtfTfJvg+A6tbauilo6x/ACqDMdWbIT3qO7vciIpJlpPe93ttZ6EVEJIPExcUxa9Ys9u/fz7RprpUzy5Qpw759+7LNBHVJlSpVig8++IA9e/bw7LPPOh3ODZ0+fdozdH7w4MFeJe8Aq1atSs+wUiojXoVriWsY/n5cveVvuv9ONE+NO7l+HBiUNChjTAOgPvAdEAHcBbwFLE9p8i4iIpLdKYEXEclCtm3bRo8ePdiyZQsAHTp08LxXnd2S9x9//JESJUpQubJrefF27drRrl07h6NKmb59+3L8+HGqVavG6NGjva7HiVcgrLWLjTFFcb0KVwrYxdWvwsUnOOXKq3AlcSXW27n6VbggXEPZSwNncK3tPsJaG5Ok+fa4Ev2PkwktGngS1/vseYEjuNaDf8O7byoiIpL9aAi9iEgWEBkZyciRI5k+fTrx8fEEBgYybtw4evTogb+/v9PhpbvPPvuM9u3bU7FiRTZt2kRAgO9MHH5l6Ly/vz8bNmzgrrvu8rouJ4bQZ3e634uISFaiIfQiItmItZbPPvuM/v37Ex4eDsBTTz3FpEmTKFWq1A3O9l333nsvxYsXJzg42OdGFjRs2JAOHTpQpkwZr5P3hLPti4iIiKSUeuBFRBx07tw5KlasyPHjx6lQoQIzZszItuu6X7x4kQIFCni2w8PDKVWqlM8msvHx8V49fIiKiuL++++ne/futGvXjsKFC4N64NON7vciIpKVpHcPvG91e4iIZAOXL1/mysPTgIAApk2bxqhRo/j111+zbfK+atUqypUrx08//eQpu+WWW3wqeQ8LCyPhQ29vRw6MGTOGTZs28dJLLxEREZFe4YmIiEgOoAReRCQT/fDDD9SqVYuPP/7fHF5PPPEEo0ePJl++fA5GlrEWLlzIiRMnmDRpktOheOXkyZPceeedPPbYY5w9e9brenbu3Mkbb7jmZHvnnXc4c+ZMeoUoIiIiOYASeBGRTHDy5Ek6d+7M/fffz759+5gwYQI55RUmgNmzZzNmzBgWL17sdCheWbt2LX///Te///57otcAUiM2NpauXbsSFxdHu3btePTRR7n99tvTOVIRERHJzpTAi4hkoPj4eObMmUPlypWZP38+xhhCQkL4/vvvfWr4eGrt2bOHiRMnerYLFizIyJEjyZs3r4NRee/RRx9ly5YtLFy40OvvMGXKFLZu3UrhwoWZPn16OkcoIiIiOYFmoRcRySC7d++me/furF+/HoDg4GBmzZrF3Xff7XBkGevYsWPUr1+fc+fOUbZsWf75z386HVK6qFmzptfnHjx4kJdffhmASZMmUaBAAdauXZumOkVERCTnUQ+8iEgGOX36NOvXr6dQoUK89dZb/Pzzz9k+eQcoWbIkffr04YEHHuC+++5zOhyvWWsZNmwY27ZtS3Nd33zzDVFRUTRt2pRnn32WiRMn0qhRI4YMGZIOkYqIiEhOoR54EZF0FBoaSrly5QBo3LgxM2bM4MEHH6R06dIOR5axTp06Rd68eQkICADg1VdfxVpLrly+e5v55JNPGD9+PFOnTuXIkSMUK1bM67p69OhBzZo1KVGiBMYYLly4gJ+fH3fffTezZ89Ox6hFREQkO1MPvIhIOvjjjz945JFHuOOOOzh8+LCnPCQkJNsn79u3b6du3bp07tzZMzGfv7+/Tyfvx48fp3fv3gAMGTIkTcn7FQ0aNPBMWjdp0iSeffZZXnvttTTXKyIiIjmHEngRkTSIiYlh4sSJVK1alWXLlhETE8PatWudDitTRUdHEx4ezi+//MKJEyecDifNrLWEhIRw+vRpgoODGT58uNd1jRkzhgMHDlxVfvLkSd5//30OHTqUllBFREQkh1ECLyLipfXr11OnTh0GDx7MxYsXadiwITt27KBjx45Oh5ap6tevz7Jly/j5558pUaKE0+Gk2aJFi/jiiy/IlSsXH3zwAXny5PGqns8++4xRo0ZRt25dz9rx8+bN4/jx4wQGBuLv75+eYYuIiEgOoAReRMQLffv25d577+XXX3+laNGizJs3jx9++IE77rjD6dAyXHh4OI8++ih//fWXp6x169YULlzYwajSx7Fjx+jTpw8AL7/8MrVq1fKqnrNnz3rq6devH0WKFGHLli107dqVihUrsnHjRmJiYtItbhEREckZfPcFRRERBxUpUgSALl26MGHCBG6++WaHI8o8Xbp0YfXq1URFRbFq1Sqnw0k31lp69uzJmTNnuPPOO3nxxRe9rmvw4MEcO3aMypUr89JLLwFgjOGuu+6iTJkynuQ+f/78XLp0KV3iFxERkezPXJlwKLszxgQCEREREQQGBjodjoj4mH379hEbG0v16tUBuHTpEtu3b+eee+5xOLLMd/DgQbp06cLcuXOpUKGC0+Gkm48++ohOnTqRO3dutm7dSo0aNbyq59tvv6Vp06YA/PTTTzRs2NCzb8mSJXTo0IH4+Hji4uIYN24cw4YNAwiy1kamw9fI8XS/FxGRrCQyMpKgoCBIp3u9htCLiFzHpUuXGDlyJDVr1uRf//oXcXFxgKvnNKck7xcvXmT9+vWe7fLly/PDDz9kq+T96NGj9OvXD4BRo0Z5nbxfvHiRbt26AdCrV69EyXtUVBQDBgwgJiaGuLg4GjVqREhISNqDFxERkRxDQ+hFRK7hv//9L7179/bMFF6qVCkiIyM9w+dzgpMnT9KiRQsOHDjAhg0bqFmzptMhpTtrLT169ODs2bPUqVOHoUOHel3XjBkzOHToEKVLl2bcuHEALFu2jFOnTnH06NFE8wZMnjwZY0ya4xcREZGcQwm8iEgS4eHhDBgwgE8//RSA0qVLM23aNB555JEcl3DddNNNFCtWjL/++ovIyOw5wnvBggWsWLGCPHny8MEHH6Rp/fr+/fsTHR1N7dq1CQwM5PLlywwcOJDQ0NBEs843bdqUunXrZtt/UxEREckYSuBFRBLYvXs3DRo04Ny5c/j7+9O/f39Gjx5NQECA06Flmitzoxhj8Pf35+OPP+bixYvceuutDkeWMY4ePYq/vz+jR4/2zHHgrdy5czNixIhEZX379uWVV14hIiLCUzZt2rQ0tSMiIiI5kxJ4EZEEqlatyh133IG1llmzZhEcHOx0SJkqMjKSzp07c/fdd3uGkhctWpSiRYs6HFnGGTp0KK1bt6ZatWpe17Fu3Truuuuuq9aMz5MnD/fee2+i5P3+++9PU1siIiKSc2kSOxHJ0SIiIhgxYgQXLlwAwM/Pj+XLl7N+/focl7wDrFixgi+++IJXXnmFY8eOOR1OpqlZs6bXQ+f3799P06ZNqVOnDqdOnUq0z1pL3759PdvGGD777LM0xSoiIiI5l3rgRSRHstayePFiBg4cyLFjx4iJieGNN94AoFixYg5H55wOHTqwe/duHn74YUqWLOl0OBkmLCyMzp07M2XKlDQNm4+Pj+e5554jOjqa//u///OMVDh27Bjdu3enXr16bN682XN8165duemmm9Icv4iIiORM6oEXkRzn999/p2XLljz11FMcO3aMSpUq0apVK6fDckRcXBzvvPMO0dHRgKuHeOzYsdx9990OR5axBg8ezJo1a+jVq1ea6pk9ezZr166lYMGCzJ492zPJ4euvv86KFSsYM2aM59g8efLwzjvvpKk9ERERydmUwItIjhEdHc2YMWOoXr06X3/9NXnz5mXMmDH88ssvNGnSxOnwHNGxY0f69OlD//79nQ4lU02ePJl27doxe/Zsr+sICwvzzBMwduxYypQp49k3aNAgatasSUxMjKds/PjxV70jLyIiIpIaGkIvIjnGkCFDPLN/N2/enBkzZlChQgWHo3LWM888w8qVK7nvvvucDiVTlSpViiVLlnh9vrWWkJAQzp07R/369endu3ei/cYY9u3b59kuW7YsAwYM8Lo9EREREVAPvIjkIIMHD6ZixYp8/PHHrF69Oscm73///bfn79atW3P48GGeeuopByPKHNZa1q5dmy51LV68mJUrV5I7d27mzJnjWeP9yhJ8Z8+eJXfu3J7jlyxZ4hleLyIiIuItJfAiki3Fx8cza9asRD2jpUuXZt++fbRv3z5HJlOXL1+mT58+1KlTh7Nnz3rKs/MScQnNnTuXRo0a0b179zTXVadOHe6//35GjBjBHXfcAbiS94ceeoghQ4aQN29ez7wCDz30EHXq1ElzmyIiIiIaQi8i2c7OnTvp0aMHmzZtAuCpp56iYcOGgGuZuJzq/PnzfPnll4SGhrJq1So6dOjgdEiZ5o8//uD5558HoHLlymmur2LFiqxZs4b4+HhP2caNG1m5ciVfffUVv//+O7GxsRhjmD59eprbExEREQEl8CKSjZw7d47Ro0czdepU4uLiCAgI4PXXX6dBgwZOh5Yl3HTTTXz++ef8+eefPPjgg06Hk2mstTz33HOcO3eOe+65J03vol+4cIGCBQsCrodBCR8I1a9fnxdeeIFt27axdOlSAB588EFuvfXWtH0BERERETdz5X297M4YEwhEREREEBgY6HQ4IpKOrLUsXbqUfv36ERYWBsDjjz/OlClTuOWWWxyOzjnWWmbOnEmFChVo0aKF0+E45t1336VHjx7ky5ePnTt3UqlSJa/qOX/+PDVr1qRt27aMGzeOQoUKJdp/7tw5br/9dk6dOgVArly5OHXqFEFBQdesMzIy8sr+IGttpFeBSSK634uISFaS3vf6nDuWVESyjUuXLtGnTx/CwsIoV64cX375JZ988kmOTt4BPvzwQ3r37u1Z7z4nOnz4MIMGDQJcS715m7wDjBgxgtDQUFasWJGo/NKlS56e+dtvv91TPnjw4Osm7yIiIiKppQReRHxSTEyMZ8bvAgUK8PbbbzNixAh2795N69atHY4ua3jyySdp0KABw4cPp0SJEk6Hk+muDJ0/f/48DRs2pF+/fl7XtWHDBt5++23A1aOfsPf91Vdf5Y477uDbb7/lwIEDABQsWJDXXnstbV9AREREJAkl8CLic9auXUvt2rWZP3++p+yxxx7jtddeI3/+/A5G5ry9e/d6/s6XLx8//vgjgwYNypGz7s+ePZs1a9aQP39+3n//fc9Sb6kVHR3Nc889h7WWZ555JtHrCNHR0Xz66accOXKERYsWeZbomzdvXo6eMFFEREQyhn5diIjPOHXqFF27dqVRo0bs3r2bN954I9Es4Dndm2++SfXq1Zk7d66nLFeunDlXaWhoKC+88AIA48ePp0KFCl7XNW7cOPbs2UOxYsWYPHlyon158+blrbfeIigoiDVr1gBQtWpVnnjiCe+DFxEREbkGJfAikuVZa/nggw+oUqUK8+bNA6Bbt26sXbtWvZwJREdHEx8fz9atW50OxVHx8fF07dqVCxcu0LhxY/r06eN1Xbt372bs2LEAvP322xQtWjTR/tjYWF588UUiIiI4fPgwefLkYfny5WmKX0RERORavOqaMcb0AgYDpYDdwABr7U/XOLYz8H4yu/Jba6PcxzR211fHXeej1tqlCerIDbwGtAFuByKAb4AXrbXh3nwHEfEN+/bto0ePHvz4448A1KhRg5kzZ3Lvvfc6HFnWM3z4cOrUqUOrVq2cDsVRs2bN4rvvvqNAgQJpHsp++PBhChUqRMOGDRP1qoeFhbFr1y4OHTrE7t27PeX9+/dPU2+/iIiIyPWkOoE3xjwJTAF6AeuAHsAqY0w1a+0f1zgtEqicsOBK8u5WENiJK9H/LJnzCwB3Aq+6jyvijmE5UDe130FEfMfZs2f58ccfKVCgAKNHj2bAgAHkzp3b6bCyhKVLl7Jo0SIWLlyIv78/fn5+OX4Cv6ioKM/kcRMmTKB8+fJpqq9t27bs2bMHa22ieQT69u3L0qVLE825EBAQwMsvv5ym9kRERESux5se+OeBudbaOe7tAcaYlkAIMOwa51hr7TXXMLLWrgJWAclOtGStjQCaJywzxvQFNhtjbrvOgwMR8UGhoaGUK1cOgAYNGjBz5kxat25NmTJlHI4s6zhx4gRPP/00Fy9epGnTpnTr1s3pkLKEfPnysXHjRmbOnEmvXr3Spc6SJUsm2o6NjaVcuXL4+/tz6dIlT3nv3r2vWhteREREJD2lalyhMSYPrmHuXyXZ9RVwz3VOLWSMOWKMCTPGrDTG1E5lnMkJAizw9zVizWuMCbzyAQLSoU0RyUBhYWH885//pGrVqvz++++e8p49eyp5T6J48eLMnj2b/v3707lzZ6fDyVJuu+02xo0b5/XQeWstXbp0uea77Lly5aJbt26JJlAsVKgQr7/+ulftiYiIiKRUan/d3Az4A8eTlB8HSl59OAD7gM7AQ8BTQBSwzhhTMZVtexhj8gHjgX9bayOvcdgwXO/KX/mEedueiGSs2NhYpkyZQtWqVfnss8+IjY3lp5+SnVYjR9uxYwehoaGe7Y4dOzJlyhS9UgAcPHiQr75K+mzZOx999BHvv/8+TzzxBOHhV0+zYq1l4MCBWGs9ZfPnz9eEiiIiIpLhvP21YZNsm2TKXAdau9Fa+5G1dqd7orsngANAX28adk9otwhX7NcbHzkOVy/9lU9pb9oTkYy1efNm7rrrLgYOHMj58+dp0KAB27Zt49lnn3U6tCzlyy+/5J577uGxxx7j4sWLToeTpcTHx9OlSxdatmzJ1KlT01TXiRMnGDBgAACjRo3illtu8ezbsGEDHTt25N///jerV6/2lFeoUIHHHnssTe2KiIiIpERqE/hTQBxX97YX5+pe+WRZa+OBn4FU98C7k/dPgHJA8+v0vmOtjbbWRl75AOdS256IZKxBgwZRv359duzYQZEiRXj33XdZu3YtNWvWdDq0LKdGjRoUKlSIkiVLcvnyZafDyVJiYmIIDg4mICCAhx56KE119e/fnzNnzhAcHOxZRx5cve4hISEsXLjwqnfrV6xYkaY2nWCM6WWMCTXGRBljthpjGl3n2M7GGJvMJ1+CYwKMMVPcr8tdMsasN8bclaSeD5KpY2OSY/IaY942xpwyxlwwxiw3xugBvIiIiFuqEnhr7WVgK0kmlHNvr09JHcY1S10wcDQ1bSdI3isCzay1p1NzvohkPYULF8ZayzPPPMO+ffvo1q2bhiEnEBMT4/n71ltvZcOGDaxcuZLChQs7GFXWkzdvXqZOncrvv//umfzQGytWrGDRokX4+fkxZ86cRK8mGGOYM2cOlSpVIjLyf8+O27ZtS5UqVdIUf2ZLsJrM60Bt4Cdcq8ncdp3TInEt8+r5JFlNZg6u3wKdgBq45sb5xhjzf0nq+W+Setok2T8FeBRoDzQECgErjTH+qfyaIiIi2ZI3v5QnA88ZY7oYY6oaY94CbgNmARhjPjTGjLtysDFmlDGmpTHmdmNMMDAXVwI/K8ExhYwxwe79AOXc27e59+cCluBaMu5pwN8YU9L9yePFdxARBxw4cICdO3d6tocMGcJPP/3E/PnzKV68uIORZT0bNmygcuXKbN682VNWvnx5/P2Vx1wRHx+faCK5tFxDERERhISEAK6RIXXq1LnqmDJlynD06P+ePefLl49FixZ53aaDPKvJWGv3WmsHAH/iWk3mWqy19ljCz5Udxpj8QDtgiLX2R2vt79ba0UBoMnVGJ6nnTIJ6goCuwCBr7TfW2u1AR1wPBJqlw/cWERHxealO4K21i4EBwMvADqAx0MZae8R9yG24nqpfURh4F9iL64n8/wGNrbWbExxTF9ju/oDrIcF2YIx7uzSuSfBKu9s8muBzvdnvRSQLiIqKYvTo0dSoUYNnnnmG2NhYwNVz2rBhQ4ejy5reeustQkNDta74dUydOpUHHniAgwcPprmuzz//nL/++ovy5cszevRoT7m1ljNnXDnmnj17Er2+8N577/ncsnEZtJpMLlwT3EYlOecSrl70hO43xpwwxhwwxrxnjEn41KUOkDthbNbacGDX9WLTqjMiIpKTeLMOPNbaGcCMa+y7P8n2QGDgDer7HtdEeNfaf/h6+0Uk6/r666/p1auXZ1m4UqVKERERQdGiRR2OLGubM2cOpUuX5pVXXnE6lCzpwIEDDB8+nKioKNasWUP58uXTVN+zzz5L8eLFCQwMpECBAp7yBQsWMHDgQKZOnUrr1q09D59q1KjB008/naY2HZKW1WR+BQKB/rhWk6llrf3NWnvOGLMBGGmM2euu6yngbuC3BPWsAj4FjuCay+ZV4FtjTB1rbbS7/cvW2rOpiA1cq86Mus5+ERGRbEMvm4pIhjh27BgdOnSgRYsW/P7775QqVYpPPvmEVatWKXlPxpEjR3j33Xc924GBgUyePJmAAHUmJhUXF0fnzp2JioqiefPmdOvWLV3qbdu2LY0aJZ7LbcGCBZw5c4a//vqL119/nbi4OE+5a0oXn5Xeq8l0ctfxFxAN9AP+jWvi2yv1LLbW/sdau8tauwJoDVQC2t4g1mvG5qZVZ0REJMfwqgdeROR69u/fT7169YiMjMTPz48+ffrw6quvEhgY6HRoWdKJEyeoW7cup06domTJkmmeST27mzJlChs2bCAgIIA5c+akKZFetGgRjRs3TrRcXEKrVq3ihRde4KabbmLEiBEANGzYkFq1anndpsPSZTUZY0yi1WSstQeB+4wxBYFAa+1RY8xiXO/BX6ueo8aYIwnqOQbkMcYUSdILX5zrTJTr7r2PvrLt4w9WRERErks98CKS7ipWrEitWrWoW7cuP//8M1OnTlXyfh3FixenQ4cO1KlTx5cTw0yxb98+XnrpJQAmT57Mbbddb+L069u5cyedOnWiWrVq/Pnnn8keExsby+eff0737t2Ji4vD39+fJUuWeN2m0zJ6NRlr7QV3Yl4EaAksu049RYFbE9SzFYhJGJsxphRQPaWxiYiIZHfqgReRNIuMjOTNN99kyJAhBAQE4Ofnx2effcZNN92kWdOv4dy5c/j7+3vet544cSKxsbHkz5/f4ciyrri4OJ599lmioqJo2bIlXbt29bqu2NhYunbtSmxsLM2aNePWW2/17Lt06RJLly6lffv2WGsTvRPft29fSpQokabvkQVMBhYYY7YAG4DuJFlNBvjLWjvMvT0K2IjrffZAXMPjg4HeVyo0xrTENdR9P1ABeNP99/vu/YWA0cBnuBL2ssBYXCMCvgCw1kYYY+YCk4wxp4EzwERc795/kxH/ECIiIr5GPfAi4jVrLUuWLKFq1aq89tprjBr1v3mkihUrpuT9Gg4cOED9+vXp3r071rpe7c2dO7eS9xuYPHkyGzduJDAwkPfeey9NQ6WnTJnC1q1bKVy4MNOnT0+0b8yYMXTo0IFnnnmGvHnzEhYWBkDBggWZOHFimr5DVpBBq8kEAe/gmvDuQ2At0MJaG+PeH4drObhluN6fn+/+bwNr7bkE9QwElgKfAOuAi8CD1to4RERERD3wIuKdQ4cO0adPH1atWgW41ihv1aqVw1H5hqNHj7J//37Onj3LsWPHKFWq1I1PyuH27t3LyJEjAdcSewl7zFPr4MGDnuX5Jk2aRMmSiV8HL168OPnz56ddu3aMHTuWCxcuADB//vxs81AqA1aT+QRX0n2t/ZdwDam/UVxRuCbH63ujY0VERHIic6X3J7tzrw0bERERoXdxRdLg8uXLTJw4kVdffZWoqCjy5MnDiy++yIsvvqge5FT49NNPadSo0VXJo1wtNjaWe++9l82bN9O6dWv+85//eN37bq2lWbNmfPvttzRt2pSvv/462br++9//MmrUKMLDwwkLCyM4OJjt27en9atcJTIykqCgIIAga21kujeQA+l+LyIiWUl63+s1hF5EUmXEiBGMGDGCqKgomjRpwi+//MIrr7yi5P06zpw5Q5cuXThx4oSn7PHHH1fynkKTJk1i8+bNBAUF8e6776Zp6PzChQv59ttvyZ8//zXriouL46WXXmLz5s2EhYVRqFAhvvjii7R8BREREZF0oQReRFJl0KBBVKpUiY8++ohvvvmGypUrOx1SltepUyfef/99nn32WadD8Tl79uzxDHefMmUKpUunbYnvRx99lIEDB/L6669z++23e8rDwsJ4+OGH+e2335g9ezZbt2717Bs1ahRly5ZNU7siIiIi6UFD6EXkmuLj43n//ffZvHkzs2fPTlTu56fnfym1d+9e2rdvz/z58wkODnY6HJ8SGRnJ4MGDCQ8PZ/ny5Rm2xnf79u1ZvHgx99xzDzt27ODixYsAlC5dmkOHDpE7d+4MaVdD6NOf7vciIpKVpPe9XpPYiUiydu3aRc+ePVm3bh0ATz75JE2aNAFQ8n4DMTEx7Nmzx7Ome9WqVdm+fbv+3bwQGBjI7NmziYmJSVPyfujQIcqWLXvN/w3Gjh3L+fPniY6O9iTvAOPHj8+w5F1EREQktfRrUkQSuXDhAkOHDqV27dqsW7eOggULMnnyZBo3bux0aD7h7NmzNGvWjEaNGrF//35PuZL31Dl9+jQJR4ilJYn++++/adiwIffddx9Hjx5N9pjbb7+dnj178s03/1tuvHz58jz99NNetysiIiKS3vSLUkQ8VqxYQbVq1XjjjTeIjY3lscceY+/evQwcOJBcuTRgJyUKFSrkSTwPHz7sbDA+KiYmhpYtW9KiRQv++uuvNNc3ePBgjh49ysmTJylSpEiifadPnwbg/PnzhISEJNq3cuXKNLctIiIikp70i1xEAIiKiqJPnz788ccflClThunTp/OPf/zD6bB8wpWE3RhD7ty5+eSTT/j777+pUqWKw5H5pu3bt7N7927y58+f5pEL3333HXPmzAHgvffeI1++fJ59G/WILukAACAASURBVDZsoFmzZrz00kucPHmSsLAwz74nnnhC//uJiIhIlqMEXiQHi4mJwd/fHz8/P/Lly8f06dNZt24dI0eOpGDBgk6H5xOioqLo3bs3tWrVol+/fgCULFlSS8SlQb169dixYwehoaGUKlXK63ouXrxIt27dAAgJCaFRo0aJ9i9cuJCLFy+yYcMGVqxY4SnPmzcv8+fP97pdERERkYyiIfQiOdT69eupW7eup3cS4MEHH2T8+PFK3lNhyZIlzJs3jyFDhhAeHu50ONlG5cqVadWqVZrqGD16NAcPHqR06dKMHz/+qv1vv/02CxYs4I8//khUPmvWrEQ99SIiIiJZhRJ4kRxk7969jBkzhho1anDvvffyyy+/8OabbxIXF+d0aD7r6aefpnfv3qxYsYJbbrnF6XB82uzZsz2rHqTV1q1bmTRpEuBKyJNbTswYw5kzZ9i5c6enrGbNmnTu3DldYhARERFJbxpCL5IDTJs2jffee49du3Z5ynLlysUzzzzDhAkT8Pf3dzA632KtZdGiRTz++OPkypULYwzTp093Oiyft3PnTvr06UNcXBxbt26ldu3aaaovV65c1KhRg2rVqtG2bVtPubWWjz76iPbt25M7d25Onjzp2ZcnTx5WrVqVpnZFREREMpJ64EWyoX379hEfH+/Z3rVrF7t27SJ37ty0adOG999/nxMnTjB37lxuvvlmByP1Pd27d6dDhw4MGTLE6VCyjcuXL9O5c2diY2N55JFHCA4OTnOdtWrV4ueff2bWrFmJyj/88EOeeeYZGjVqRHx8PIUKFfLse+211zSKQkRERLI09cCLZBN79uzh008/5dNPP2X37t2sX7+eBg0aANCzZ0/uueceHn744auW0ZLUadOmDfPnz6d8+fJOh5JtjB07lh07dlC0aFFmzpyJMcbruuLj4z0z1+fOnfuq9eMLFizIzTffzKOPPgrA5MmTAShevDgDBw70ul0RERGR/2fvvuOiON4/gH+Go0pVCSq2YDdYY4nGFvUbY++gMdhborEbE2OJxq6xJpbYY4yKPfauWFFBI8WCKIIoKiBV6t09vz+O2x8LiJSDozzv12tferNzM7OIO/vszs7kBw7gGSvEfH19paD9/v37UrqRkRF8fHykAP7TTz/Fp59+qq9mFnoJCQnSpGa9evXCkydPULFiRT23qmj477//sGDBAgDA2rVrUaZMmRyXpVar8dVXX6Fly5aYPn06jI2N0+Xp27cvGjdujAkTJmDUqFF48+YNAM3794aG3CUyxhhjrGDjqxXGCqmbN2+iWbNm0mcjIyN06NABzs7O6N69O2xsbPTYuqJBrVbj119/xf79+3Hjxg1YWloCAAfvOpKUlITBgwdDqVSiT58+cHZ2zlV5GzduxLlz53Djxg0MGTIElStXzjDf2rVrceTIEelz06ZN0bNnz1zVzRhjjDGWH/gdeMYKAV9fX/zyyy+ypbAaN26MypUro2vXrvjrr7/w5s0bHDt2DIMGDeLgXUciIiKwefNm+Pr6Yv/+/fpuTpEzf/58eHl5wdbWFuvWrcvV0Png4GBpXoKFCxfKgve4uDj07NkTN2/eBKBZOUDLwMAA//77b47rZYwxxhjLT/wEnrECytfXF3v37sW+ffvw4MEDAECZMmXwww8/QKFQQKFQ4PHjx+ne8WW6U7p0aezfvx+PHj3C4MGD9d2cIuXOnTtYuHAhAGDdunWws7PLcVlEhDFjxiAmJgbNmjXD2LFjZfuXLl2Kf//9F3fv3oW/vz/u3r0r7Zs8eTLKli2b47oZY4wxxvITB/CMFTBr167F2rVrpaAd0Cxv1aFDBzg5OUGtVkvLvnHwrnt79uyBvb09WrduDQBo1qyZ7FUFlnuJiYkYMmQIVCoVnJyc4OTklKvy9u7di6NHj8LIyAibN29Otyzi999/j4CAALRq1QpCCEyePBmA5gbNkiVLclU3Y4wxxlh+4gCeMT0iIvj6+qJmzZpSMB4QEIAHDx7A2NgYX331FZycnNC9e3dYW1vrubVF3+7duzFgwADY2dnh3r17/GQ2j8ybNw/e3t746KOPsHbt2lyVFR4ejnHjxgEAZsyYAUdHx3R5bG1tMW/ePNSuXRt///03IiMjAQD79u2TZqxnjDHGGCsMOIBnLJ8REXx8fKTZ4x8+fIhTp07hq6++AgAMHz4c9evX56BdD7p374769eujc+fO+Oijj/TdnCLJw8NDmsth/fr1uf4537p1C7GxsXB0dMT06dNl+96+fYtSpUqBiDB27FjExcXh2rVrADRP5du2bZuruhljjDHG8hsH8IzlA23Qrn2n/dGjR9I+Y2Nj+Pn5SQF87dq1Ubt2bX01tdh5/vy5NKu8ubk5bty4ATMzMz23qujy8fGBQqFA37590adPn1yX16lTJ3h7e+Pdu3eyZeOeP3+OunXrYtCgQWjevDmOHTsGAFCpVChZsqS0dB1jjDHGWGHCATxj+eD+/fuoV6+e9NnY2BgdO3aEs7MzunXrBisrKz22rvjavHkzxo4di23btmHAgAEAwMF7HhsyZAiaNGmSq/Xe06patWq6tMOHDyMqKgru7u7Yt2+fbN+mTZv4/xxjjDHGCiUO4BnTISKCl5cX9u3bB7VaLc2y/cknn6Bu3bqoUqUKnJycOGgvIJ4+fYqkpCScOHFCCuBZ3svoPfXs+u2339CsWTO0bNkyw/3jxo1DrVq1sG3bNty+fVtKd3BwQO/evXNdP2OMMcaYPggi0ncb8oUQwgpAVFRUFAdOTKe0Qbt2ePzjx48BAJaWlnjz5g1MTU0BaIbupp0dm+mXSqWCq6sr+vfvz5OZ5aGEhAS4uLjgxx9/RJMmTXJdnru7Oz7//HMAmuUW3/fKyc2bN9OtIODn54fq1avnug26Eh0drZ3rwpqIovXdnqKA+3vGGGMFia77er5iZSwX1q9fj5o1a6JBgwZYuHAhHj9+DBMTE/Ts2RMbNmyAEELKy8G7/l26dAmjR4+G9salQqHAgAEDOHjPY0uWLMGBAwfQq1cvJCYm5qqspKQkjBgxAkQEFxeXdMH7/v37ERMTg+TkZIwaNUq279tvvy1QwTtjjDHGWHbxEHrGskj7pL169eooUaIEACAsLEwK2jt16gQnJyd07dqVn/oUQKGhoejSpQvi4uLQuHFjjBw5Ut9NKjbGjh2Lhw8fon///jAxMclVWYsWLYKvry8++ugjrFy5Urbvxo0bcHZ2RoUKFTBixAh4eXlJ+6ysrPDHH3/kqm7GGGOMMX3jAJ6xTBAR7t27Jy359vjxY+zduxdOTk4AgIEDB6Jq1aoctBcC2oDvypUr+Oabb/TdnGLF1tYWu3fvznU5vr6+0uzxa9asQenSpWX7VSoVHBwc0LBhQyxatEi27+DBgzwKhjHGGGOFHgfwjKWhDdq177T7+/tL+0xNTREUFCR9/vjjj/Hxxx/roZUsK/z9/WFmZoby5csDAEaNGoWRI0fKXm1geefevXuoV6+eTn7eKpUKI0aMQHJyMrp27Yp+/fqly9OyZUt4eXmhZ8+eSEhIkNLbt2+P9u3b57oNjDHGGGP6xgE8Y2kEBQWhYcOG0mdTU1N06tQJzs7O6NKlCywtLfXYOpZVFy9eRK9evVCrVi24ublJQ7c5eM8f7u7uaNGiBXr06IE9e/bI1mjPicOHD8Pd3R2WlpZYv379e/8djx8/jnPnzkmfra2tcejQoVzVzRhjjDFWUHAAz4otIsLdu3exb98+xMbG4vfffwcAVK5cGS1btoSdnR2cnJw4aC+kKleuDCEEFAoFYmJicv3uNcu6+Ph4DBkyBGq1GhYWFrkO3gGgd+/e+Ouvv0BEqFChgpRORBgyZAj69u2Lbt26oWnTprCyskJ0tGaSV1dXV/7/yxhjjLEiI0fLyAkhxgD4AUA5AL4AJhLRlffkHQJgWwa7zIgoISVP65TyGqWU2YuIDqcpRwD4BcAoACUB3AQwloh8s9hmXlaGSUG7dnj806dPAQDGxsZ48+aNdokHEBE/qS2E1Gq1bEZ5Ly8v1KpVSycBJMu6qVOnYvny5ShXrhx8fX1RsmTJPKtrz549+Prrr2FmZoaAgABERESgXr16SE5ORo8ePXD48OEPF6JHvIyc7nF/z1jeiY+PR2BgIMLDwxEfH4/4+HjY2trCwsICFhYWMDIygo2NDczNzfk6irEUuu7rs/0EXgjRD8AqAGMAXAMwGsBJIcQnRBT0nq9FA6iZOkEbvKcwB3APmkD/wHvKmAZgMoAhAPwAzARwVghRk4hisnscrPjZtGkTFi9eLAXtAGBmZobOnTvDyclJ9oSWO53Cx8fHBy4uLtixYwfq1asHANKfLP9cv34dK1asAABs3Lgx18H79evX8cknn8DGxibD/d27d8e0adNgbW2NMmXKoEuXLkhOToZCocDGjRtzVTdjjBU37969w8mTJxEZGYnAwEAEBATg6tWrCA4OhkqlylZZRkZGMDc3h62tLRwcHFC/fn10794dTZo0gampaR4dAWNFX7afwAshbgK4Q0TfpUp7AOAwEU3PIP8QAKuIKOOrr/T5CWmewKc8fX+ZUs6SlDQTAK8B/EhEf2ahXL4jX4wQEe7cuYOqVatKF/6rVq3CpEmTZEF7ly5dYGFhoefWMl3o06cPDh48iLZt2+LChQv6bk6xFBcXhwYNGuDx48cYPHgwtm/fnqvy3rx5g9q1a8PExAQXLlxArVq1MsyXnJyMTz/9FNbW1rh27RoAYMaMGZg/f36u6s8P/ARe97i/ZyxriAg3btzA9u3bceXKFQQFBSEuLi7P61UoFKhfvz6qVq0KOzs7DB48GE2aNMnzehnTF70+gRdCGEMzzH1xml1nAHyeyVcthBCBABQA/gMwi4juZqNqBwBlU+oBABBRohDCLaXeDwbwrOjTBu3aJd+ePn2KzZs3Y/jw4QCAfv36oVy5chy0F1GbNm2ClZUVli1bpu+mFFszZ87E48ePYW9vj1WrVuW6vAkTJuDt27fShV5qb9++RalSpQBoJiz08fGR9pUvXx7z5s3Ldf2MMVbUREdH48yZM1i2bBk8PDygVqszzGdhYQFnZ2dUqFABtra2+P3332FjY4OAgABYWFjA3NwcZmZmMDAwgIGBAYQQEEJArVYjISEBcXFxqFSpEhITE0FE8PX1RUREBIyMjJCcnIw7d+7gzp07AIC1a9fC0NAQNWvWRN++fTF+/Hjp/M4YSy9bT+CFEPYAXgBoQUTXU6X/DGAwEdXM4DvNAFQD4A3ACsAEAJ0B1Ceixxnkz+gJ/OfQDNcvT0QvU6VvBFCZiL7KoBwTAKlnrbIEEMx35IsWbdC+d+9e7N+/P93w+JkzZ+Lnn3/WYwtZXgkNDcX58+fRv39/fTeFAbh69Spat24NIsLx48fRuXPnXJV37NgxdOvWDQYGBrh58yYaN24s7YuLi0PdunXRqFEjrFu3DqampihZsiSUSiUAwMPDA40aNcpV/fmFn8DrHj+BZ0zu+fPnmDt3Ljw8PODt7Z0uaDc2NkbdunXRsmVLNG3aFMHBwXj06BG2b9+OH374AYsXa57bPXnyBNWqVct2/bdv34a9vT3+++8/PHr0CHfu3IGDgwOOHz8uBfFp2dnZYcGCBejXrx9PRMoKPb2/A58ibdQvMkjTZCRyB+AuZRTiGoA7AMYBGJ9X9QKYDs2kd6wICwsLQ9OmTaXOyMzMDF26dIGzszM6d+4Mc3NzPbeQ5YWwsDA0atQIwcHBKFmyJL76Kt09PJaP4uLiMHToUBARhg4dmuvgPTo6Gt99p3lLa/LkybLgHQDc3NwQGBiIpKQkmJiY4Pr161Lw/s033xSa4J0xxvJKYmIiFi5ciA0bNuDNmzcZ5ilZsiTKly+PhIQE3L17F+vXr5eGsm/cuBFbt26VPRixs7PDvn37kJiYiISEhCz/aWtrC3t7e9jb2+PgwYPYuXMnpk6dCjc3N1y8eBF79+7FkSNHpNVDAM0rVCNHjsR3332Hzp07Y8CAAejbty8UCkXe/uAYKwSyG8CHAVBBM5w9NTto3kf/ICJSCyFuA6iejXpfpfxZFkBIFutdBGBFqs+WAIKzUScrQIgIHh4e2LdvH169eoUdO3YAAD766CN07twZZmZmcHJy4qC9mLC1tUXHjh3h5uaGihUr6rs5xd7PP/8Mf39/VKhQQZrALjd++uknBAcHo2rVqpg7d266/Z06dYKHhwfOnz+PkJAQDBw4EABgY2ODbdsyWvSEMcaKBy8vL4wfPx6XL19G2lG2QgiUKFECcXFxICJEREQgIiJC2u/j4yMF8M7OzujatSvs7e2l/ZaWlujbt2+u2vf111/D3NwcPXr0gIWFBbp16wYTExPs3LkTBgYGcHBwQGJiIl6+fAm1Wg2lUokjR47gyJEjUCgU6NChA9atW4ePP/44V+1grDDL6SR2nkQ0JlXafQD/ZjSJXQbfFwBuAfAmomEZ7M9sEruVRLQ0Jc0YwBvwJHZFljZo1w6Pf/bsGQBNB/Ty5UuULVtWysezxhd9iYmJACCtFqC9s69d+o/px+XLl9GmTRsAwKlTp3I9GuLq1ato1aoVAOD8+fNo165dhvnevn2LmjVrIjIyEkqlEkIInDt37r35CyoeQq973N+z4uj27dtYtGgRDh06JEsXQqB06dJ4+/atbOh8uXLl0KhRI9mWOljPTwcOHMC0adNkT/sBwNDQEGZmZoiJSb/YVN26dbF8+XJ8+eWX+dVMxnKsIAyhXwHgbyGEB4Ab0KzLXgnABgAQQuwA8EIbzAshfoFmCP1jaN6BHw+gAYCx2gKFEBbQvCev5SCEaADgLREFEREJIVYB+FkI8TilrJ8BxAHYlYNjYAXctm3b8Ouvv0pBOwCUKFECXbt2hZOTk2xJKQ7ei77g4GD07dsX9evXx59/au7XmZiYyJb+Y/mPiPDDDz8AAEaMGKGTVxlq1aoFFxcXmJiYpAvGT58+jfr166Ns2bIYN24cwsLCpH0///xzoQveGWMsN4gImzdvxj///AM3NzfZPjMzM5QuXRrBwcHSubJ58+YYM2YM2rVrl2mwTkR48uQJTExMUL58eRgYGOTpcfTp0wd9+vTBs2fPcPHiRZw/fx4XLlxASEiIFLwrFAoYGBhArVZDpVLB29sbHTp0QJkyZfDnn3+iR48eedpGxgoUIsr2Bs0a8M8AJALwBNA61b5LALan+rwSQGBK3jcATgNonqa8L6B5lz3tlrocAWAONEPoEwC4AaiTjTZbAaCoqChiBYtaraabN2/S69evpbStW7cSADI3N6d+/frR/v376d27d3psJdOn06dPkxCCSpYsScHBwfpuDkvl1atXNGrUKJ2fW5VKpexzUFAQWVhYkLW1NS1fvlzWV3z88ceUkJCg0/rzS1RUlPY4rCgH/XFOt5R+PCClP/UE0CqTvEPe00ebpspjCWBVSn8fD+A6gCap9hsBWALNhLbvoBlVtwOAfZq6nmVQz+JsHhv396zIW7NmDZmbm0v/TwwNDWnw4MHk4eFBZ8+epRkzZhAAMjY2poEDB9KtW7cyLEelUtHJkyfJ09NTSnv37p1UbnR0tJQ+a9YsMjExoalTp0pparWa6tWrR40bN6awsDAp/eDBg/T111/T5s2bZfXNnz+f5s+fTxEREVLaw4cPydvbW5ZPrVbT/fv36Y8//qBmzZrJjrNZs2ZUunRp2XmiR48edPfu3Zz9MBnLY7ru6/PtYkHfG3foBYs2aJ86dSpVrlyZANCKFSuk/W/fvuWgncls2bKFnjx5ou9msDwSGRlJarX6vfsfPnxIjRo1okaNGpGNjY3swu3GjRv52FLd0kcAD6AfgCQAIwDUTgm8YwFUek/+IQCioJmHRtrS5HEF4AugNTQj6uakfKd8yn5rAGcBOAOoCaAZNKPzPNKU8wzArDR1WWTz+Li/Z0XW3r176aOPPpKdA42MjKhHjx508uRJKV9wcDDNnTuXXr16lWl5s2bNIgDUs2dPKS0yMpIsLS3J2NiYEhMTpfSpU6cSAJoyZYqUlpSUJLUjPDxcSp8zZw4BoG+//VZWn7GxMQGgoKAgKe23334jADRq1KgM26hWq+ns2bPUunVrqa5ly5ZR165dCQClvH5LAKh58+Z07dq1D/wUGctfHMBzAF9oaYP2KVOmSEG7djM3N6dffvlF301kBURsbCxNnjxZdjHACo6YmBg6evSozspLTk6mRo0aUY8ePSgkJOS9+ZKSkqht27ayc0e7du101g590FMAfxPA+jRpDwAsek/+IQAiMynPDIASQJc06f8BmJ/J95qkHHulVGnPAEzM5fFxf8+KHE9PT6pUqZLs/Fe7dm2aOHEifffddwSAOnTo8MFyHj16JDvP3r9/n6ytrWny5MmZ3kQl0pyvAgMDKTQ0VEpTKpV07tw5On78OCUnJ0vp7u7utGrVKjp37pysjLFjx9Lw4cMpMjJSStuyZQsZGBjQ6tWrP9h+Nzc36tu3L8XExBARkbe3N23fvp26dOki+9k0bNhQdpOAMX3iAJ479EIrOjqaTExMZEF7v3796MCBA/ykncn07NmTAFC3bt303RSWgTFjxhAA2TDK3Fi2bBkBIBsbm0wD+HXr1sku0IyNjSk2NlYnbdCX/A7gARinBNu90qSvBuD2nu8MSflOIDSruRwD0DDVfsuUY2if5ns3AFzKpC3/A6BOfewpAXwIgPCUGwAzABhn8xi5v2dFRlxcHP3444+yc5+lpaVs1OLTp09p0KBBdPv27UzL0g6rnzZtmiw9Pj4+T9qeHY8ePZJdC165coXatGlDFy5cyPR7KpWK6tWrR0IImjx5MhkYGEg/JyEEDRs2LN0rWYzlN1339Xk7KwUrlogI7u7umDJlimxSEUtLSzg5OaF///44cOAAQkNDsWfPHvTu3RslSpTQY4tZQTNnzhw4ODhg6tSp+m4KS4OIYGNjA0NDQ51MWvfkyRPMnj0bAPDbb79Jq0to/fzzz9i0aRMePXqEKVOmyPZt27aNl43MPlsACqRfgvU10i8Rq/UQmiC+O4CvoXlv/poQojoAEFEMNMH6LCGEvRBCIYRwAfAZgHIZFSiEMAWwGMAuks/IuxpAfwBtAfwBYCKAdZkdkBDCRAhhpd2guaHAWKF34sQJVKhQAUuWLJHSFAoFYmJicPnyZSnNwcEBf/31Fxo3biz7flRUFBISEqTPTZs2hRACr169kuUzNTXNoyPIuho1asiuBRcvXgw3Nzfs2bMn0+9FR0ejSpUqsLS0xIwZM3Dnzh1peVkiwtatW2FtbY0jR47kafsZy1e6uAtQGDbwHfk8pVar6caNGzRp0iSqWLGi7E7x48eP9d08VsCpVKp0vydJSUl6ag3LisDAwFyXoVarqV27dtJQ+LTDNz08PKR3G+vUqSM7r3z22We5rr8g0MMTePuU+tJOJjsDwMMslmEAzdPxNanSqkIzuSxB87T+FoCdAO5n8H0jAIcB3PnQcQPok1Jm6UzyzEn9u6HduL9nhZW/v3+6Vw3NzMxkQ+ddXV0zLWP+/PlkYWFBW7ZskdKUSmWhmUvm+fPnNG7cOHr69KmU9uLFCzp06BCpVKp0+VMP61epVFS1alXZu/EAaOjQoRQXF5cv7WcsNX4CzwqcnTt3onLlymjevDlWrlyJ58+fw8LCAl9//TUOHjyIChUq6LuJrACLiYlBr1690LRpUwQEBEjpRkZGemwVywhpgiUAQKVKlXJd3tatW3HhwgWYmZlh48aN6ZaErF+/PpYvX47PPvsMPj4+UrqhoSFOnTqV6/qLqTAAKqR/2m6H9E/lM0REagC3AVRPlfaEiNoAsABQkYiaQhOoB6T+rhDCCMBeAA4AvqQPr4frnvJntUzyLIJmkjztxp0OK5SICJMnT0b16tURGBgIADAwMICZmRni4+NhaGiImTNn4u7du3B2dpZ9V61Wy87RJiYmiI2NlZ0rFQoFqlSpkj8Hk0sVKlTAmjVr4ODgIKX99ttv6NWrF0aOHJkuv62trfT3R48eISAgQPbzADSjtipXrozr16/nXcMZywccwLNsUavVuHHjBp4/fy6lmZmZSUH7gAEDcOjQIbx58wa7du1Cr169CsTQLFZwGRsb49WrV4iLi8O9e/f03Rz2HufPn8dnn30GX19fnZQXEhIiDYn/9ddfUbVq1XR5DA0N0aZNG3h4eMjS161bBxsbG520o7ghoiRolo37Ms2uL6FZ+u2DhOZOSwNo3lVPW/47IgoRQpQE8BWAf1N9Txu8VwfwPyIKz0J1DVP+TFdXqjoTiShauwGIycpxMFaQPH36FOXLl8fKlSulwNPc3BxqtRrx8fFo2LAhbt++jXnz5sHExET23fXr16NGjRq4evWqlDZ8+HCcO3cOrq6u+XocealUqVKwtLSU3bxQKpVQKpWyfLVr18bDhw8xdOhQ6cawoaEhACA0NBQtWrRAkyZNEBsbm3+NZ0yXdPEYvzBs4CH0OaZSqej69es0adIkqlChAgGQzRj/7t07OnToEA9LYjkWFBT0wcl3mP5ER0dLwzm///57nZTp6elJDg4O1KhRI9nMxUREERER0hDJtGu+Ozk56aT+gkLPy8gNg2YZuZXQLCNXOWX/DqSakR7AL9AE41WgCdy3AkgG0DRVnq8AdETKk3VohtjfBGCUst8QmmD+OYD6kC8TZ5ySpzmASSl1OECz5NwLAP9m8/i4v2eFyuLFi2XDvYUQ0nJrxsbGtHDhwkxfKxsxYgQBoIEDB+Zjq/Uj7ZKjmzdvpipVqtCePXsyzH/x4kUqX748ASCFQiH7ORsbG9OJEyfyq+msGONZ6DmAzxfaoH3ixIlS0K7dLCws6Oeff9Z3E1khlZycTNOmTaNNmzbpuyksi0aPHk0AyMHBQVq6RxdiY2Pp2bNnsjS1Wk1t27al1q1bk7+/Pz179kw6TiyUJQAAIABJREFU99jY2FBYWJjO6i8I9BHAk6ZPHAPNjO+J0DyRb51q3yUA21N9XgnNDPSJAN4AOI3079A7A3iSkicEmgnorFPt/zh1P5Jm+yIlz6fQDJmPBBAPzeR5cwCUyOaxcX/PCoWEhAT65ptvZP8fzM3Npb83b96c7t+/L/vOkSNHqEOHDvT8+XMpzdfXl/78889CvypHTjRr1owA0PLly9+bJzw8nHr37i39XI2MjNK9G/+hJfQYyw0O4DmAzxcJCQlkZWUlW7JkwIABdPjw4QKx3AgrvP7++28CQCYmJrILEFYwnTlzRjoPXLx4Mc/ru3//PpUoUYLMzMzoyZMnNHnyZKl+Xa49X1DoK4Avyhv396ww8Pf3p08//VQ6vxkYGEhP3UuUKEErV67McPmz1q1bEwCaMWOGHlpd8MTGxtLq1atlNy9u3bpFK1eulC1Lp1aradOmTVSiRAnpGkT78wZAlSpVouDgYH0cAisGOIDnDl2nVCoVXb16lSZMmEBt2rSR3YEcO3YsffPNNxy0M51SqVTk4uJCe/fu1XdT2AdERUVJq0roauj8xIkT6ffff89wFmGte/fuUYsWLejEiRPScMeiMut8WhzAc3/Pip8ZM2ZIs8qXLl2ajh49SpGRkTR27Fhq27atNFO8t7c3TZw4UXYNduzYMZo2bRoFBAToqfUFX6dOnQgAjRs3Lt2+hw8fUsOGDaXAPfUoU4VCQWfPntVDi1lRxwE8d+i5pg3ax48fL70XpN3u3Lmj7+axIujEiRMZPklgBZv2vcoqVaroZGjmhQsXpHONh4fHe/Nph+wrFArpScnbt29zXX9BxAE89/es+EhISKDGjRtL50F7e3u6fPmybL/2QYpSqZRuoP7111/6avIH+fj40Lfffktubm76bgoR/f+T9urVq8uWp3379i1FREQQkebnPHXqVOnfQbucKQAyNDSkXbt26av5rIjiAJ479FxxdXVNF7RbWVmRi4sLHTlyhBISEvTdRFbETJkyhQDQzJkz9d0Ulg2nTp2SzhG6uDB79+4dVa1alQDQd999l27/0aNH6b///iMizRN4AwMDqf4dO3bkuv6CigN47u9Z8RAQEEClS5dONwfEF1988d4RSUuWLKHevXvTrVu38rm1mUtOTqaDBw9S27ZtpePo3bu3tN/Pz48WLFhAkZGRemtj2nfap06dSlZWVrR582Yp7cyZM9SiRQuKiIigX375hSwsLKTjmTBhAl8TM53hAJ479CxTqVR05coV2R1I7fusVlZWNHDgQA7aWZ7buXMnCSHo119/1XdTWBZFRkZKwwrHjx+vkzJ/+OEHabhi2vPw/fv3ydzcnExNTen27dt04sQJ6SKqRYsWOqm/oOIAnvt7VvT9+++/sonTBg0aRGfPnqWKFSvSzp07Sa1WU0JCAo0cOZI8PT313dz3Cg0NpUWLFlGlSpVk7+737t2bLl26JOUbOnQoASBra2uaNWuW3icfVavV0mR3x48fT7dPKzExUZpjAACVKlWK5+phOsEBPHfomdIG7ePHjyd7e3sCQJMmTZL2Jycn09GjRzloZ3kq7bJgvr6+emoJy4lhw4YRAKpWrZpOhs57eHhIT9QzmoguPDycOnbsSI0bN6aEhASys7OThs4X9XM2B/Dc37Oibfbs2bJgd/fu3dK+1EvD/fTTTwSAKlasWGDnHapfv750LLa2tjR9+nQKDAxMl2/37t1Uu3Zt2cz6U6dOpZCQED20WkOlUtGpU6dkAfs///xDM2bMkEZArFu3jgBQyZIlZUPqC8rrAazw4gCeO/R0tEH7uHHjpKA99fD4adOm6buJrJhQq9W0evVqaty4sWz2V1Z4aJ9+CyHoypUruS4vKSlJuujr37//e/Nt3LiRAFCPHj2k89e+fftyXX9BxwE89/es6Jo3b166IfOHDx/OMG9kZCS1aNGCTp06lc+tzFhiYiLt2rWL4uLipLQ1a9ZQo0aNaPv27R+8yaBSqWj//v2yCeNMTEwKzOt0SqWSqlevTgBo2bJlRKR5n79u3bq0YsUK6Ym9dlu/fr2eW8wKMw7guUNPR6VSUbly5WRB+6BBg/hJO8t3YWFh0tPTdevW6bs5LJsiIiKkm4ATJ07USZkXL14khUJBpUqVotevX8v2aYcmPnnyRFr7WDvMdMyYMTqpv6DjAJ77e1b0KJVKGjx4cLrgHQDNmjVLyhceHi77XkFYi/zFixc0e/ZsKlOmDAGgrVu3SvuUSmW226hWq+n48ePUvHlzAkBz5szRdZNzRK1W019//UVt2rSRjTRLSEgglUpFarWaRo0aJfu309UrZaz44QC+GHfoSqWS3Nzc6Pvvv6eGDRvKZvWeMWMGB+2sQLh06RKtWLGiQFyIsOx59+4dTZo0iWrVqqXTERSenp507NgxWZqbmxsZGxvT3LlzqWXLlrKLJAcHB9lTn6KMA3ju71nREhERIRtqbmhoKA2fX7t2rZTvxIkTZGVlRQcPHtRjazXUajVduXKFnJ2dpfYiZZb81AF8buu4cOGC7KbFyZMnycXFRa+v2aWdQDD1tfWrV6+khxLarXv37vndRFYEcABfzDp0bdA+duxYKlu2rOwkcvHiRX03jzE6deoU3bx5U9/NYDqUH8Hz9OnTCYBseKV2K06/TxzAc3/Pio7AwEBpNFHqEUUlSpSgI0eOyPJ+//33BIC6deum1xvecXFx6c7DrVq1IldXV9k7+nnh888/l17Z6tu3L929ezdP6/uQHTt20Oeffy4tW+rp6Sl7H167jRo1ih9SsGzhAL4YdeiHDh1KF7Tb2NjQkCFD6Pjx45SYmKjvJrJi7sCBAySEoPLly6cbHs0Kj9jYWNlTB104dOgQeXl5ZZpn2bJlspmZAVCfPn102o6CjgN47u9Z0eDt7S07n2mfZNvZ2WW4DFxycjKtXr1aL9dyaWeF79ChA5mZmdGIESOk5Tzzg4eHB/Xu3VvWB3Tt2pVu3LiRb23Qio6Opo8++ogA0JIlS6R0Ly8v6XWC1Mub9ujRI92EvYy9DwfwRbRDVyqVdOnSJfLx8ZHSbt68yUE7K9CioqKoZs2aNGrUKH51oxAbNGgQtWjRgvz8/HRS3vPnz8nS0pIMDQ3feyGWkJBA9erVSzfpZnE7x3EAX/z6e1b0XL58WRbcKRQKAkA1atSgJ0+eEJFmUrht27bp7cmtWq2mM2fOUPfu3cnY2JiCg4OlfY8fP073Pn5+8vb2pgEDBsh+hvqYB8XLy4umTJmSbli9n5+ftHSe9t8WAFWqVIkn7GVZwgF8EerQtUH7mDFjpCftw4cPl/ar1Wo6ffp0sbugZQVb2jv3ERERemoJ04Xg4GCytLQkAwMDun79eq7LU6vV1K1bNwJAzZo1kz3Z3717N40cOZLi4+Ppxx9/TDcsURez3hc2HMAXj/6eFV0nT54kIYR0HtP+vUWLFlJ/qVKpqH379gSAFi5cmK/ti4qKot9//51q1qwpO9/q6t12XfLz86Nhw4aRoaGhbLm95ORkvdz4UKvV9PLlSyLSvB5Ro0aNdE/iS5UqRZGRkfneNla4cABfyDt0tVpNFy9epDFjxkhDclIPj0+9ZjtjBc3+/fvJ0tKSDh06pO+mMB169uwZbdmyRSdl7dmzR3r3M/WIovDwcLK0tCQANGHChHTB++jRo3VSf2HDAXzR7e9Z0Xfx4kVZ8K7dnJyc0i2ztmbNGrK0tKTTp0/nS9tev35N33//PVlYWEjtsrS0pHHjxtGDBw/ypQ059ezZM9nN3xUrVlCjRo3o0KFD6Z6O5xW1Wk0//PAD2dnZSa8VvHr1SpqgMG0Qr88RDKzg4wC+EHboqe8aqtVqad1JbdA+dOhQOnHiBD9pZwWeNvDiWVhZRsLCwqR3CDNaKuj06dPUu3dvcnBwkF3slitXLt8uygoaDuCLVn/Pig9vb2+ytbVNF7xnNARb68WLF/nWvrdv31KJEiUIANWqVYv++OMPio6Ozrf6dSXtdXOdOnVo165dOp+3Ja3Y2Fhpcr9t27ZJ6W/fvpXWiE9984aDeJYZXff1gjSdXZEnhLACEBUVFQUrK6s8r0+lUuHy5cvYt28fzp07By8vL5iamgIAli5diocPH8LJyQnt27eHsbFxnreHMV1ITk7Gxo0bMXr0aBgaGuq7OSwXTp8+DQMDA3z55Zc6K3Pw4MHYsWMHHB0dcefOnQzPbSNHjsTmzZulz0II+Pn5oVq1ajprR2ESHR0Na2trALAmomh9t6coyO/+nhU/Xl5eaN++PcLCwtCwYUMsXrwY586dQ8WKFTFu3DgAwMmTJ7Fhwwbs27cvz6/z3r59iy1btuD27dvYu3evlL5hwwZUq1YN7du3hxAiT9uQl0JDQ7Fq1Sr88ccfiI7WnCarV6+O6dOnw8XFBUZGRnlSb2RkJE6dOoX+/fvL0mNjY9GjRw9cuHABhoaGUCqVAIDSpUvD398fNjY2edIeVnjpvK/XxV2AwrAhH+7IJycn0/nz5+nbb79Nt25k2uVDGCsMPD09aerUqbxcShETFhYmvcJz4MABnZR5+fJl6YlE6onrDhw4ID2VCAoKIlNTU9m5ccOGDTqpv7DiJ/CFs79nxde+ffukGeYbNGggLTmWWmRkpLT82NKlS/OsLXfv3qXhw4fLzqtFeRnOiIgImjdvHpUqVUo63lGjRuVb/XFxcdISzvHx8dS9e/d0w+ltbW15Ul+WDg+hL6Ad+vHjx9MF7aVKlaLhw4fTqVOn8nwtTcZ0LSwsTHp3bvPmzfpuDtOhAQMGEAD65JNP0r2nmVNKpZKWL19O06dPl9IuXrxIBgYGVLlyZXrz5g0REfXs2VM6R/bv318ndRdmHMAXvv6eFV+HDx+WXec1b978vcHaqVOnaNiwYTp/PTIpKYn27NlDLVu2lLWlQYMGtGXLlmIxK3pMTAwtW7aMypYtS3fu3JHSw8LCKDY2Nk/qTEpKoi5dupBCoaBdu3ZJaQMGDCBHR0dq27at9G/RtWtXvu5nMhzAF4AOXfuk3cPDQ0q7f/8+B+2syFm5ciV17dqVZ5ovQg4ePCgthZPR2sS69N9//1GVKlVo8ODBpFarKTExkWxsbAgAlSlThgMs4gA+LzYO4FleOHfunOxJq4mJCdnb21NQUBARaZaJS700W175999/pTYYGhpS//796erVq8VypFzamyOjR48mW1tbWrhwoc7//ycnJ9OgQYPI1NSU3NzcpHSlUklhYWGkVCqpb9++ZGxsLE1kyOvEMy1+Bz6HcvtOnFKpxOXLl7F3714cPHgQoaGhcHJykr1rdPnyZTRv3jzP3sVhLK+9fPkSCoUCZcqUAfD/N/gMDAz03DKmC2FhYXB0dMSbN28wffp0LFy4MNdlPn36FOXKlYOZmVmG+yMiInD69GlUqFABv/32G/79918AwOHDh9GjR49c11/Y8TvwusfvwDNdu3nzJlq0aAGVSgVTU1PcunULSqUSRkZGqFOnDiIjI9G7d28EBwfj+vXrsLW11Um9RAR3d3e8fv0aPXv2BKC5Hm3ZsiU6duyIUaNGwd7eXid1FXbJycmoX78+Hjx4AACwsbHB+PHjMX78eJQuXVondajVaty/fx916tR5b55x48Zh3bp1UKvVqFq1Kh4+fMhzBjF+Bz6nG3J4R/78+fM0evRoaWZl7VaqVCkaP358tspirCBzd3ensmXLUps2bfiucRHVv39/AkCOjo46eUcvMTGRHB0dqXr16uTt7S2lp56JNzAwUFo+Trv17ds313UXFfwEvuD094xlxMfHhxQKhfTE28vLK12ekJAQqly5MllYWNDVq1dzXWd8fDxt27aNGjVqRADI3t6eR3VmQXJyMv39999Uu3Ztqb+xsLCgadOm0atXr3Re34sXL2jp0qXS6AcfH590ywrWqFGj2K6ywv6frvt6fqyWBpF8RMK0adPw559/IjQ0FKVKlcKIESNw+vRpvHr1CqtXr9ZTKxnTPWtra7x79w7h4eEIDQ3Vd3OYjh04cAB79uyBQqHA9u3bYWJikusyFy1aBF9fX0RGRqJcuXIAgH/++QfVqlXDiRMnAGieglSsWFH6jq2tLXbt2pXruhljLK9FRETg008/hUqlAgAYGxsjNjY2Xb6yZcvixIkTuHLlClq0aJHj+oKCgjB9+nRUqFABQ4cOhaenJ0xMTPDVV19Js6+z9zM0NISLiwt8fHywf/9+NGjQALGxsVi6dCnWrFmj07oSExPRoUMHTJs2DfPnzwcAODo6YtWqVRg7dqzUJ/r5+aFly5Y6rZsxvd8pz68NmdyRT05OprNnz9KoUaOoQoUKFBkZKe1bv349jRgxgk6fPs13P1mRd+PGDYqJidF3M5iOvXnzRhpFNGPGDJ2U6ePjQ0ZGRgSAdu/eTUSa9XrbtWtHAGjmzJlERKRSqaTZmAHIJhxi/AQ+L7bM+nvGsurdu3dUq1atdOu8//XXX0REdPLkSbp06ZLO6lu7dq3sHftKlSrR4sWLKTQ0VGd1FDdqtZqOHTtGbdu2lSZSJSLy9vYmf3//XJe/YcMGqlixIgUEBKTbFxERQdbW1jzyjBERT2Knsw49OTmZzpw5QyNHjiRbW1vZyfmff/7Jyb8NY4XK06dPqU2bNvTgwQN9N4XlMScnJwJAderU0cnQeaVSSc2aNZNm2009eVJCQgL9/vvv9OzZM1KpVDRr1izp3Przzz/nuu6ihgP4vO/vGcuupKQkatKkSbrgfdmyZUREdObMGVIoFGRjY5PjQDAmJkY2rPvOnTsEgNq1a0eHDh3iV9ny0BdffEEKhYIGDhxI9+/fz1VZmc16HxgYKLspM2XKlFzVxQovDuB10KGfO3cuXdBua2tLo0aNorNnz/JJkxULvXr1IgDUunVrfTeF5aG9e/dKs857enrqpMw1a9YQALK0tKTnz5+n2x8eHk6VKlWiL7/8Ulpe09HRsVjOkvwhHMDnbX/PWHapVCqqUaNGuuB96tSpUp64uDhq3rw5DR48ONvLxPn5+dGECRPIysqKhg0bJtv35MkTnRwDe793795Rx44dpX9XIQQ5OTnR3bt3c1327du3qXfv3tJIxnnz5qX7Pfr7779zXQ8rfDiA10GH/vz5cw7aWbH36tUr6tmzp7QEDit6Xr9+Ld2snDVrlk7KfPbsGZmbmxMAWrduHRER/fbbb/Tnn3+SWq0mlUpFnTp1km4aIGXJuNTDF9n/4wA+b/t7xrIr7frqAGjw4MHprhNjYmKyfFNSpVLRsWPHZIEjAKpXrx4plcq8OAz2Abdv36aePXvK/j26du2a4xvdSUlJ9PHHHxMAmjRpEhFpRqS1bt1aVoeRkRH5+vrq8lBYIcABvI469Js3b3LQzoqVqKgoOnbsmL6bwfLRiRMnqESJElSvXr1sPyV6n+fPn1OnTp2oVatWpFKp6M6dO9IQwYsXL9Kvv/4qu1gRQtDly5d1UndRxAF83vf3jGXVkCFD0gXvXbp0oTdv3lDbtm1py5Yt2S5z69atVKVKFdk5sWvXrnTq1CmenbwA8PLyoq+//lrqx7RzHOSEu7s7dezYkaKjo6W0sLAwql69uux3ysrKKk9mxWcFF68Dn0O8LiwrzsLDw9GyZUs8fvwY58+fR5s2bfTdJJZP/P39kZiYCEdHR52VSUTSmqZEhKVLl+LJkyfo06cPOnbsKMs7d+5czJ49W2d1FzW8DrzucX/PcmLZsmWYNm2aLO3zzz/H2bNnsWnTJkycOBElS5ZEQECA9v9slsyfPx+zZs2CjY0Nhg8fju+++w5Vq1bVdfNZLvn5+WHjxo1YtGgRjIyMAAD//vsvTE1N0aFDBwghclRuQkICnj9/jmbNmuHt27dSeqlSpRAQEMDnqGJC1309B/CMFQNEBBcXF7i5ueHgwYNo2rSpvpvEChlvb284OjrCwCDj1UcDAwPRqFEjhIeHS2n29vYICgqCQqHIr2YWOhzA6x739yy7jh07hm7dusnSHB0dceXKFZQsWRJEhKlTp2LgwIFo0KDBB8tTqVTSee/169c4cuQIBgwYAHNz8zxpP9O9pKQkVK9eHUFBQWjcuDFmzpyJbt26vbcPzIirqyt++uknnD59Gq9fv8b//vc/JCUlSfvLlSuH4ODgbJXJCidd9/X8G8NYEaVSqaBUKgEAQghs2rQJnp6eHLwXcUSEiRMn4vLlyzor89y5c2jatClGjhwJtVoNADh69Ki0NnJiYiKcnZ1lwbuBgQGuXr3KwTtjrEB78OABevToIUurVKkSDhw4gJIlSwLQ9KHLly/PUvB+8OBBfP755wgMDAQAlClTBiNHjuTgvZBJTExEnz59YGZmBg8PD/Ts2RMNGjSAq6ur1PdlRqlUYsGCBXj27Bm2bt2KVq1aYcuWLbI8ISEhPCKS5UiOAnghxBghRIAQIkEI4SmEaJVJ3iFCCMpgM81OmUKIskKIv4UQr4QQ74QQd4QQfXPSfsaKuvDwcHTu3Bk//PCDlFaiRAmUKVNGj61i+eHAgQNYvXo1vvzyS4SEhOS6vEuXLqF79+5ISEhAaGgolEolduzYge7du6Nz585QqVSYPHkybt26Jfve+vXr4eDgkOv6GWMsryQkJOCbb76RbkwCgK2tLQ4dOoQePXpg3LhxSExMzHJ5jx8/xtChQ3Hr1i1s3LgxL5rM8omlpSVWrFiBwMBATJ8+HZaWlvD29kb//v3xySef4Pz585l+39DQEOfOncPs2bOxcOFCAICLiwvmzJkjy3f16lX8+OOPeXUYrIjKdgAvhOgHYBWABQAaArgC4KQQolImX4sGUC71RkQJ2SzzbwA1AXQHUBfAQQCuQoiG2T0Gxoo6d3d3nDlzBhs3bsTz58/13RyWj7788kuMGDECM2fORLly5XJV1pUrV9ClSxfEx8ejc+fO2LdvH4yNjWFiYoISJUqgefPm2L17N9atWyf73ldffYVRo0blqm7GGMtLRIRvv/0Wd+/ehbW1NZYtW4bhw4fjxIkT8Pf3x6NHj3Do0CFER2dttGtcXBz69OmD6OhotGzZMl2gxgqnjz76CAsXLkRgYCDmzp2LkiVLws/PL0sjKuzs7DB37lxpiDwRwdnZGS4uLgAgpS9duhR79+7Nu4NgRU92Z70DcBPA+jRpDwAsek/+IQAic1smgFgAA9PkCQcwPIvt5llpWbGyatUqunfvnr6bwfQkt2uuX7t2jSwsLAgAdejQgeLj42X7Hz9+TP/99x+ZmZnJZtctWbKkzma8Lw54Fnrdb9zfs6yYNGmSNCv8mTNn0u0/duwYXbt2LUtlqdVqGjRoEAEgOzs7evHiha6bywqI6Oho+ueff3L03ZkzZ5KxsTHt27ePWrVqRQCk2e8NDAzI29tbx61lBYWu+/psPYEXQhgDaATgTJpdZwB8nslXLYQQgUKIYCHEsdRPzbNR5lUA/YQQpYQQBkKI/gBMAFx6T1tNhBBW2g2AZRYOkbFCKSkpCfPnz5c9KZgwYQLq1aunx1ax/PTkyRNt8AIAOZ4xFwBu3bqFjh07IjY2Fu3atcPhw4dhbGyM+Ph4KY+dnR2cnJxkaUIIXLlyBcbGxjmumzHG8tqCBQuwcuVKAEDTpk3Rvn37dHm6dOmCzz/P7NL2/23atAk7duyAgYEB9uzZA3t7e522lxUclpaWGDBggPT58ePHOH369Ae/p1KpcP/+fSQlJeHNmzc4dOgQqlWrBhsbGwCAWq1Ghw4dZJPcMfY+2R1CbwtAAeB1mvTXAMq+5zsPoXkK3x3A1wASAFwTQlTPZpn9ABhC89Q9EcCfAHoR0ZP31DsdQFSqLTiT42KsUBs0aBBmzZqFYcOG6bspTA9CQkLQpEkTdOzYUbZMTW7Ki4+PR+vWrXHkyBGYmZlh0aJFaNasGfz9/QEAL168wLt372Q3CjZt2qTT5eoYY0zXrly5glmzZkmfb968idOnT+Pt27cYM2YMoqKislWep6cnxo0bB0BzY6Bt27Y6bS8ruO7cuYOGDRvC2dkZAQEBmeZVKBRwdXXF0aNHMWbMGJQuXRonTpyAp6en9MpZSEgIpk6dmh9NZ4VcTmehT7v2nMggTZORyJ2IdhLRPSK6AsAZgB+Acdkscz6AkgD+B6AxgBUA9gkh6r6njYsAWKfaKmR6RIwVYpMmTYKdnR0GDx6s76awfEZEGD16NCIiIhAeHq6TZbN69OiBs2fP4vjx4zA3N0dMTAzWrl0LLy8vXL16FQBQu3ZtVKtWTXrqP3ToUAwfPjzXdTPGWF4JDQ1Fhw4dQEQwNTXFTz/9hPHjx6NTp04YMWIE1q9fj/79+2erzJIlS8LR0RHdunVLt448K9rq1q2LevXqITo6GgMGDEBycnKm+Q0NDdG1a1fpc7Vq1VC2bFls2LAB27dvBwD8/vvv0t8Zex/DbOYPA6BC+qftdkj/BD1DRKQWQtwGoH0C/8EyhRBVAXwPoA4R+absv5cyU/1YAN9mUE8iNE/qkVJGVprHWKFARAgJCZGG6X322WcICAhAiRIl9Nwylt927tyJo0ePwtjYGNu3b4ehYXZP6xo+Pj6wtLRE5cqVAQBffPGFtM/S0hK3b9/Gnj17pKGDr169gru7OwDAwcEBf/zxR+4OhDHG8pBKpUKjRo2QkJAAIQTc3Nxky6pOnz4dDx48wOLFi7NVbpUqVXDt2jUkJSXxet7FjJGREXbt2oUGDRrA3d0dc+bMwYIFC7L03dDQUAwdOhQ2NjbYuXMnSpUqBSMjIyQnJ2Po0KEwMzNDv3798vgIWGGVrTMNESUB8ATwZZpdXwK4npUyhCaSbgAgJBtlaqMSdZo8KvBa9qyYiY+Px9ChQ9GwYUMEB///myEcvBc/L1++xPjx4wEAv/zyC+rUqZOjcu7fv4927dqhTZs2ePbsWYZ5ypcvj2+++Qa1atXCli1b0KJFCyQlJUEIAVdXV/79Y4wVaB06dJCv9JAEAAAgAElEQVRWZZk3b54seAeAJk2awMfHB/Xr189SeanPlWZmZrC2ttZZW1nh8fHHH2PTpk0AgEWLFuHChQtZ+p6/vz9OnTqF/fv3w8/PDx4eHkhOToZCoQAADBgwAIGBgXnWbla45ST4XQFghBBimBCithBiJYBKADYAgBBihxBikTazEOIXIcRXQogqQogGALZAE8BvyGqZ0LxH7w/gTyFEUyFEVSHEFGiC/MM5OAbGCi0iwn///YewsDBcvnxZ381hekJEGDVqFCIjI9G4ceMcD918+PAh2rVrh9DQUJQuXVp2ETp79mzpKTsArF27FgEBARg3bhyePn0KQHPB0qRJk9wdDGOM5aEdO3bIAqs1a9YgPDwcISEhshvh2uDpQ86dO4fq1atjzpw5sslDWfHk5OSEkSNHgojg4uKC0NDQD36nefPmWL9+PW7duoUaNWpgzpw52LJlC1asWAFAM6ld/fr1oVQq87r5rDDKydT1AMYAeAbNEHVPAK1T7bsEYHuqzysBBKbkfQPgNIDm2SkzZX91AAegGVb/DsA9pFlW7gNt5mVlWJHx5MkTOn/+vL6bwfRo27ZtBICMjY3J19c3R2X4+flRuXLlCADVr1+fwsLCpH2urq4EgExMTCg4OJiINMugaJeWA0Dt27fXybEUZ7yMHC8jx/LWy5cv0y13OWHCBEpOTqZWrVqRra0tXb58OcvlPX/+nGxtbQkADR8+PA9bzgqTd+/eUe3atQkATZs2LVdlde7cWfpdbdGihY5ayPRJ1329ICoedw5TlpKLioqK0skkT4zlFyLC0qVLUbFiRdnSJaz4evHiBRwdHREVFYVFixbhp59+ynYZT58+RZs2bRAcHIw6derg4sWLsLW1lfbHxMRg2LBhqFu3LmbPng1As1xOrVq1oFarUbp0abx48QImJiY6O67iKDo6WjvqwZqIoj+Un30Y9/dMS6lUom7dunj48KGU1qxZM7i5uSEiIgKdOnWCv78/PDw8UKNGjQ+Wl5SUhC+++AI3btxAgwYNcP36dZiZmeXlIbBCxMvLC66urpgzZw6MjIyy9d3AwECcPXsWI0aMQGxsLMqUKYO4uDgAwOLFi/Hjjz/mRZNZPtF1X88BPGMF3O7duzFgwACYmZnh4cOHqFSpkr6bxPSIiNClSxecPHkSTZs2xbVr17I9cV1gYCBat26NoKAg1K5dG5cuXYKdnV2Gdfn5+WH16tVYtmwZqlevjpCQECgUCvj6+qJmzZq6OqxiiwN43eP+nmm1adNG9qpZ6dKlcefOHakfTUhIgLe3d5ZfA5o4cSJWr14NGxsbeHp6okqVKnnSbla8hISEoHbt2oiOjsbZs2dhYGCAdu3ayfL4+vrik08+0VMLWW7puq/nCeAYK+CcnZ3RvXt3rFy5EhUrVtR3c5iebdu2DSdPnoSJiQm2bduWo1nnzczMYGVlhRo1auD8+fNS8K5Wq6Vl4gDNhIlOTk5Yv349OnfujJCQEADA5s2bOXgvAoQQY4QQAUKIBCGEZ8rKLu/LO0QIQRlspqnyWAohVgkhAoUQ8UKI60KIJmnKEUKIOUKIlyl5LgkhHNPkKSmE+FsIEZWy/S2EsNH9T4AVZbNmzUo3T8zOnTtl/aipqWmWg3dXV1esXr0agOadeg7eWWaSkpKwZMkSxMbGfjBvuXLl0K9fP3z22WeoUqUK2rZti0mTJsny9OrVC2p12rm8WbGli3H4hWEDvxPHCpHr16+TSqWSPqvVaj22hhUUQUFBZGVlRQBoyZIluSorNDSUXrx4IUv79ddfCQDNnj2b1Go1DRw4kABIwRoAmjVrVq7qZXL6egceQD8ASQBGAKgNYBWAWACV3pN/CIAoaJZ8lbY0eVwB+AJoDaAagDkp3ymfKs+PAKIB9AZQB8AeAC8BWKbKcxKAN4DmKZs3gKPZODbu74s5d3d32TvvAGjmzJkUHx9PrVq1ou3bt2ervJcvX0rzf0yfPj2PWs2Kkl69ehEAGjp0aJbyx8fHU3JysvQ5ISGBGjRoIPsdnjRpUl41l+UxXff1eg+s82vjDp0VFnPnziUAtGDBAn03hRUwLi4uBIA+++wzUiqV2fruy5cvac+ePZnmmTp1KgGgbdu20YYNG9JdALdr1y7b9bLM6TGAvwlgfZq0BwAWvSf/EACRmZRnBkAJoEua9P8AzE/5u4BmCdkfU+03ARAJYHTK59opP4/PUuVplpJWM4vHxv19MRYXF0empqYZnrvWrFlDAMjW1pbCw8OzVe6WLVuoc+fOsiCLsfe5dOkSGRgYEADatWtXtr8fFRVFDx48SPe7vG/fvjxoLctruu7reQg9YwWMvb09ACAsLEx7McoYAGD16tUYMmQItm/fnuXljgDg9evXaN++Pfr374+///77vfmWLVuG27dvw9HRUVpfXsvGxgaurq7ZqpcVTEIIYwCNAJxJs+sMgM8z+apFyvD4YCHEMSFEw1T7DAEoACSk+U48gJYpf3eA5sm9VC8RJQJwS1VvcwBRRHQzVR53aJ7kZ9g2IYSJEMJKuwGwzOQYWBHXokULJCT8/69huXLlsGvXLigUCowdOxZz587FP//8g1KlSmWr3GHDhuHYsWM5em2JFT9t2rTBzJkzAQCjR4+Wll79ECLC2rVrUblyZSQlJWHNmjWy/c7OzggKCtJ5e1nhwgE8YwVA6kB9xIgRuHHjBlasWAEhhB5bxQqaUqVKYdu2bahVq1aWvxMWFob//e9/ePDgASpUqIAWLVrI9iuVStnvn4ODA/r27YukpCRZvn/++Uc2Sz0r1GyhCbZfp0l/DU2AnZGH0DyF7w7ga2gC9WtCiOoAQEQxAG4AmCWEsBdCKIQQLgA+A1AupQxt2ZnVWxaaJWfTepNJ26ZDE+Brt+D35GNF3JIlS3D37l3ps4GBAVxdXVGmTBnp8+zZs9Hh/9g777Aozq6N37t0LDQhsXfFghqNvRt7RdHEEiMq9ti7xha7r71GjRGNYje2aLAgNmwoKqgIKhawIR2k7e75/liZj6UuuruzC+d3XXPpzJx55h7d3TPnKee0b69WeydPnsTHjx+FffbJTF6YM2cOmjVrhri4OPTr1w+pqalqXXfmzBlER0djx44dcHNzg4uLi3COiPD999/zAE8BhwN4hhGZvXv3ok2bNkhOThaONWrUSERFjD5BRPD09PwiZx0REYG2bdsiICAAxYsXh5eXV6bES6NHj8aAAQMQHx8PuVyOAQMGZOrdnzhxIjp37vxVz8HoJRk/VJIsjikNiW4Q0R4iuk9EVwD8CCAIwNh0ZgM/txEGIBnAOAAeAOR5vG9WGrLVBmApAKt0W6ls7Jh8TEREBGbPnq1ybOnSpahTpw42bdqU5wRgN27cgIuLC+rVqyck8GSYvGBsbIy9e/fC2toat27dwpw5c3K9RiKRYOfOndi8eTPWrl0LiUSCbdu2oVSp//9ZCw8Px7Bhw7QpndFzOIBnGBGJjIzEuHHj4O3tja1bt4oth9FDtm/fjo4dO6Jfv355CuKjoqLQrl073L9/H9988w0uXryIypUrq9g8evQIO3fuxP79+3Hnzh0sWrQInp6eKjZ169bFqlWrNPIsjN7wEcqgOuOItgMyj45nCREpANwGUDndsWdE1BJAYQCliagBABMAIZ9N3n3+M6f7vgPwTRa3tM9OGxElE1Fs2gYgTp1nYPIPRAQ3NzfI5XJYWFigcePG6NatGyZPnozhw4fj119/xfDhw9VuLzw8HH369EFqaioaNGiAb7/NbvIHw+RMmTJlsGPHDgDAli1bEB4enus19vb2GDVqlDDjw9bWFnv37lWx2bFjB86fP695wYxBwAE8w4iIra0tPDw8MHv2bIwZM0ZsOYwekpCQABMTEzRs2FDt6ZuJiYno0KED/Pz8YG9vDy8vryzLvlWvXh0XL17E+vXrkZiYiPnz56uct7a2xuXLl3naaD6DiFIA3AHQLsOpdgB81GlDovxQ1IEyKV3G9hOI6K1EIrEB0AHA8c+nQqAM0Nula8cUQMt0970OwEoikTRIZ9MQypF1tbQxBY9t27bh2LFjMDExwbVr13Dt2jUhZ0e7du1QpEgRDB48WK220mYihYaGokqVKtixYwf/BjJfRa9evfC///0Pvr6+sLe3z9O1MpkMS5cuRYUKFYQ19Wk4Ozur5HtgChCayIRnCBs4Ky2jJ/j4+NC9e/fElsEYEIGBgXnK/q5QKGjWrFlkZ2dH/v7+udq/ePGCbG1tVTLdSqVSevTo0dfIZtRAD8rIDYEy8/saKMvIlf18fjfSZaQHMA/KYLwClIH7XwBSATRIZ9MBQEcok9W1gzID/U0AJulspkOZdb4nlGXkPJB1Gbn7UGafbwTgAbiMHJMN//77r5Dte+XKlVnaREZGqt3e3LlzCQBZWlqq9fvJMNpk9OjRBIBatWpFSUlJ1KhRIxVfXa9ePbElMmrAWegZxoD5999/0bJlS/Ts2RORkZFiy2H0GEo3Xb5q1ap5yv4ukUiwaNEiBAQEoGbNmirnFAoFfvvtN7x79044NnLkyEyfx7///hvVqlX7QvWMvkNEBwBMADAXykC7BYDORPTys0kZ/H/yOQCwBrANylJzZwGUBNCCiG6ls7ECsAnKhHe7AVwF0J6I0mduWgFlzfnNAHw/t9OelEnw0hgAZe33s5+3B1Cur2cYFeLi4uDs7Cysb7969SqSk5MRExOjMjJpY2OjVntnzpzB77//DkA5qp/x95NhNIGXlxf+/PNPtWwnTJiAEiVKwM3NDWZmZvDw8EDr1q1RqVIlAMCdO3dw69atXFph8h2a6AUwhA3cI8/oAREREVS+fHlycXGh2NhYseUwekpISAg1btyYfH191b4mPj6eZsyYQQkJCTnaLVq0iABQxYoVKSUlhYiITp8+LYxgAaDly5d/lX5GfcQagc/PG/v7gkP60UipVEr9+vUjmUxGXbp0oXr16tHz58/VbkuhUFD9+vUJAI0aNUqLqpmCzM2bN0kikZCJiYnaPj4pKSnTsYiICPrmm28IADk6Oubq+xlx4RF4hjEwEhIShL/b2trCx8cHhw4dQpEiXKqYyYxCocDQoUNx/fp1TJ06Va1rEhMT0b17dyxbtgwDBgzI0bZ3796oXr065s2bBxMTEwDAs2fP0gIf9O7dW+37MgzDiMXmzZtx48YNAMDYsWNx48YNbNu2DSEhIbh+/ToCAgIQExOjdnsSiQSenp6YNm0a1qxZoy3ZjAaJi4vD7t274e3tLbYUtalfvz6cnZ2RmpqKvn37Ii4u95ybZmZmwt8TExMRFxcHW1tbPHr0CHZ2dggMDMSvv/6qTdmMvqGJXgBD2MA98owInD9/nhwcHOjMmTNiS2EMhE2bNhEAsrCwoODg4FztExMTqX379gSAChcuTD4+Prlek5SURGfPnqWDBw/SgwcPyMjIiACQg4MDxcfHa+IxGDXhEXj290zeefv2LRkbGxMAqlSpUqbzL1++pOPHj4ugjNEFL1++pFGjRlGRIkUIABkZGanl+/SFiIgIKl26NAGgQYMGqX3dw4cPycnJifr3708KhYI2bNigsh5+7ty52hPNfBU8As8wBsThw4fx4cMHrFq1Ku3FkmGyJSQkBNOmTQMALFu2TFjjlh3JyclwcXHB2bNnYWlpidOnT6Nx48aZ7BITExEUFCTsv3r1Cr169cKPP/6IRo0aQS6Xw8jICBcvXkShQoU0+1AMwzAaplGjRpDJZACA1atXZzpfpkwZdO/eXa22PDw8sGXLFvbRBkRiYiK2bNmCuLg4FC5cGHK5HD/99JPB5BZKKwsnlUqxa9euTCXisiMmJgaPHj3C+fPn8fbtWzRo0ADGxsawsLAAACxcuBAvX77MpRUmX6CJXgBD2MA98owIJCUl0cKFC+nTp09iS2H0HLlcTq1atSIA1KJFC5LL5TnaJycnU/fu3YXR+osXL2Zpp1AoaPDgwVS4cGH6559/iIhIJpNR8+bNVXruDx48qOlHYtSAR+DZ3zN5I22WUtpWv359SklJoV9++YXu3LmTp7YePHhAFhYWBIAOHz6sJcXM1/D69WuaNGkSDR8+XOX4ggUL6MKFCxQTE0OVK1cmANStWzdSKBQiKc078+fPF2bPPX36VK1r9u/fT+/evRP2AwMD6dSpU8L3oXjx4tqSy3wFmvb1ojtaXW3s0BldEBQURIsWLRJbBmOApE2Fs7S0pGfPnuVqP3jwYAJA5ubmdO7cuWztPn36RK1btyapVErnz58XjletWlVw+NOmTdPIMzB5hwN49veM+kRGRgoBNz5Pnb537x4tXbqUAJC9vb3aybzSB34dOnTIU6lORnfcv3+fAJCxsTG9ffs2Sxs/Pz8yMzMjALRq1SodK/xyZDIZtWjRggDQ/Pnzv6qttm3bCt+LmTNnakghoyk4gGeHzugpERERZGNjQwDI3d1dbDmMAfH06VOytLQkALRx40a1rrl9+zZ9++239N9//+Vqm5qaSv/99x8tX76ckpOThZddANSmTRuDGrHIb3AAz/6eUZ+WLVuqjL7PmzePiJSBfY8ePejQoUNqtaNQKMjFxYUAUOnSpSk8PFyLqhl1efHiBc2ePZsmT56scnzq1Kl06tSpHDtZtmzZIgT6169f17ZUjfHq1Styd3f/Ij/s4+NDK1euJCJl9RqJREIASCKR0MuXLzUtlfkKNO3rJUQFY82PRCIpCiAmJiYGRYsWFVsOk09ZsmQJzpw5g0OHDuHbb78VWw5jACgUCrRu3RqXL19Gq1atcOHCBUil6qUn+fTpEywtLbM8R0SQSCTCPQYMGID9+/ejc+fOuHv3Lt69e4cyZcogODgYpqamGnseJm/ExsbCysoKAKyIKFZsPfkB9vf5k1mzZmHp0qXCfs2aNXHnzh3h9yv9b15urFmzBpMmTYKJiQmuXr2KBg0aaEUzkztyuRz//fcftmzZgtOnT4OIYGZmhrCwMNjZ2andDhGhX79+OHDgAMqUKQM/Pz/Y2tpqUbm4BAcHo1q1apDL5fDy8kJ8fLxK3oeSJUsiNDRURIVMejTu6zXRC2AIG7hHntECkZGRFBkZKezL5XKhtjbDqMO6desIABUqVCjHmsUymYzGjBlDN27cyLXNtDrIq1atIoVCQVOnThV65dNG+kuXLk3v37/X5KMwXwCPwLO/Z3InODhYZeRdKpXS1atXydvbO89tXblyRai8sWnTJi2oZdTh7du3tGjRIipTpozK/+0PP/xAhw4d+qJ3qZiYGKpUqRIBoO7duxvc7LKIiAgaMmSIyhr3nBgxYgT179+foqOjiYho1KhRKv+WnNdBf+Ap9OzQGT3hwYMHVKFCBV47x3wxwcHBwnrOzZs3Z2snl8tpyJAhBIBsbW0FZ50dhw4dEpLbpSXJSb9ZWFiQv7+/ph+H+QI4gGd/z+TOt99+q/IbNmPGDBo5ciRJJBJasWJFntratGkTSaVSoRQXozsUCgWdP3+eevfuLZQBTPNrkydPpidPnnz1Pe7evUumpqYEgFavXq0B1bqjU6dOQk6G3BLZEimXx6X/DMfFxVGpUqWEf9dChQpRXFycNiUzasJl5BhGT1AoFHj79i2ePHmCt2/fii2HMTAUCgUGDx6MxMREtGnTBiNGjMjSjogwevRo/PXXX5BKpdi8eXPaNKxscXFxwcaNGzFy5EgsWLAg0/n9+/ejZs2aGnkOhmEYbfLbb7/h3bt3wr6joyPmzJkjLDVycnLKU3ujR4+Gt7c3tm7dqvaUe+briIiIwOrVq+Ho6Ii2bdvi8OHDkMlkaNKkCXbv3o3Q0FCsXLkSVapU+ep7fffdd1izZg2KFSsGR0dHDajXHStXroSFhQU8PT2zLI+YEWNjY5XPcHR0NDZu3CjsJyQk4KefftKKVkZkNNELYAgbuEee0QLnzp2jjx8/ii2DMUBSUlJozpw5ZG1tTSEhIVnaKBQKGjNmjDBldO/evWq37+PjQ+bm5plG38eOHauhJ2A0AY/As79nsicsLExIzJW2+fj4COfzMpMoNTVVGxIZNUgbWQZARYoUodGjR9P9+/e1dj+FQmGwiQm3bt0qJOO7deuWWtekpKTQ+PHjydzcnO7fv0/Ozs4q3xlDysyfX+EReIYRiffv36Nnz554/vy5cKxt27Z5SrLCMGmYmJjg999/R0hICMqVK5fpPBFh4sSJ2LRpEyQSCXbu3In+/ftn296jR48wYsQIpKamIigoCN26dUNSUpJK7/wPP/yAdevWaeNxGIZhNE7Tpk3TOmUAAOPHj0ejRo2EfXVnEp04cQJ169ZFUFCQxjUyqsTFxeGPP/5QmZk4dOhQ1KlTB1u3bkVYWBg2bdqEWrVqaU2DRCJBsWLFhP23b9+qfI70mWHDhsHFxQUymQz9+vVDXFxcrtcYGxvj2bNnSEpKwtmzZ7F+/XoUKlRIOD916lTExMRoUzajazTRC2AIG7hHnvlKevXqRQCoefPmvG6O+WJkMplayXm2b98u9J7v2LEjR9ukpCQhEdDYsWOpQoUKQo3ktDYqVKjACRb1EB6BZ3/PZM3GjRtVRhErVqxIffr0IVdXV7VrvRMpy3RaWVkRAJo2bZoWFTNERO3atSMAtHDhQuGYQqEQ7b3p2LFjZG1tTWvXrhXl/l9CZGSk4NN//vlnta758OEDnT59Wthfs2aNyvenQYMG2pLLqAGPwDOMSKxbtw4tW7bEtm3beN0c88X873//Q6NGjeDv75+j3c8//4zOnTvjjz/+wJAhQ3K0NTMzwx9//IH69evj6tWreP78OYyNjSGXywEARYsWha+vL0xMTDT2HAzDMNoiMTERa9euBaAcXTQ2NsaMGTNw5MgR/P333wgICFC7HRcXF8TExKBJkyZYuHChNmUXOBITE7Fr1y58/PhRODZo0CA4OjqiTJkywjGJRCLae9Pr168RHR2No0ePQqFQiKIhr9jY2MDDwwNGRka4fPkywsPDc73G3t4enTp1EvZ//fVX1K1bV9i/desWTp48qRW9jO7hOvAMkw1JSUm4efMmWrZsKbYUJp+gUCjQqFEj3L59G9u2bcOwYcMy2RCp1m9Xtya8TCaDs7Mz/v33XxgbG0MmkwFQvvz6+/sbXDKfggLXgdc87O8Nn5kzZ2LZsmUoXrw4Hj58iMTERJQoUQIXL15EcHAwhg8frlY7Q4cOxV9//QV7e3v4+fmhZMmSWlZeMAgMDMTWrVvh7u6O6OhorFy5EpMnTwagrOsulUr1ZqCDiLB7927069cPpqamYsvJE0ePHkXr1q1hY2OTp+tiYmIwffp0dO3aFd27d0+bmYSiRYsiMjISRkZG2pDL5ICmfT2PwDNMFkRHR6NFixZo3749bt68KbYcxsBJc55SqRTu7u6YOXMm3NzcMtktWrQI06dPV7HPDn9/f7Rv3x4REREAgKdPn+Lq1auQSqVC8C6VSnHq1CkO3hmGMRhOnjyJ5cuXAwA2b94MGxsblChRAgDQunVrtYP3HTt2CNU79u3bx8H7V5KSkoKDBw+idevWqFatGtauXYvo6GiUK1cO1tbWgp2RkZHeBO+AcvR/0KBBBhe8A0CvXr3yHLwDgJubG7Zu3Yq1a9fi119/FY7Hxsaib9++mpTIiIUm5uEbwgZeE8fkAYVCQT179iRbW1u6cOGC2HIYAyU+Pp5+/fVXmjVrVq62y5YtE9aq5faZk8vl5OTkRADI1dVVOD5x4kSVNW/79+//6mdgtAuvgWd/z/w/ycnJZGJiQgDI3Nyc7t27R8eOHaOIiIg8tXP37l0yMzMjALR48WItqS0YhISE0MyZM8nBwUHwLVKplLp3706nT58mmUwmtkS1SUlJoalTp9KGDRvElpInFAoFbdu2jWbPnq2WfXBwMDk5OZGPjw/FxMRQyZIlydramgCQRCKh9+/fa1kxkxFN+3rRHa2uNnboTG4oFAqSy+XCfkxMTLblvRgmN65du0aVKlUSksnl9FlatWqV8GKk7svmo0ePqGvXrvT69WsiUn5+GzVqJLSzfPlyTTwGo2U4gGd/z/w/vXv3VumE/PHHH8nExITs7OwoNDRU7XZCQ0OpcePG1LVrVxW/zqiHTCajEydOUOfOnVXK+BUvXpzmzp1Lr169ElviF+Hh4UEAyNTUlG7fvi22HLW5efOm8H+QPlFdTqT/3IeHh9O9e/eENvr166ctqUw2cADPDp3RAnFxcfTjjz+q3bvJMNmRmJhI06ZNI6lUSgCoVKlS5Onpma39unXrBKc6f/78HNvOONJx4cIFsre3Jy8vLxo8eLDQTp8+fbhSgoHAATz7e0aJn5+f8BtWt25dcnNzI29vb6pRowZ17tw5z+0lJyfzZ+ALePLkCZUuXVqlI6Vdu3Z05MgRg69kkja7Ep8rs0RHR4stSW1+/fVXAkD29vb05s2bPF377t07io6Opn379gn/p15eXlpSymQFB/Ds0BktcOzYMQJAJiYm9OLFC7HlMAaKr68v1ahRQ3CQgwYNoqioqGztN2/eLNjOnj07x6D77t27VK1aNQoICBCOde3alQBQ+fLlhXbq1KljUFMaCzocwLO/Z5Sklc0qVKiQSqCYmppKHz9+VKuN4OBgbcnLt8jlcpUZYikpKVSiRAmys7OjKVOmUFBQkHjitEBUVBSVK1eOAFDv3r0NprM7MTGRatWqRQCobdu2as8suXDhAjk4OFDfvn0pNDSUKlasSADI1taWfyN1CAfw7NAZLfH777/TlStXxJbBGCApKSk0b948MjY2JgDk4OBAx44dy/GaoKAgYZR+2rRpub5EtG3blgBQ9+7dhWPPnj0T1nkCoBIlStCnT5808kyMbuAAnv09QzR37lzhd2zPnj1f1IaXlxcZGRnRpEmTeNq8mgQGBlKlSpWoZMmSlJqaKhy/f/8+JSYmiqhMu9y8eVPItbBx40ax5ajNo0ePyMLCIp3jXkwAACAASURBVE/L5K5fv05GRkbk5OREixcvVplZUa9ePS0rZtLgAJ4dOqMB5HI5bdy4kRISEsSWwhg4/v7+VLduXZXp6+Hh4Wpdu2vXLpoyZYpaIwARERE0bNgwlZGos2fPCvctXLgwffjw4YufgxEHDuDZ3xd0oqKihM5MADR27Fj6888/ycPDQ+3R0dDQUCHJmqurq8GMquoahUJBb9++FfaTkpKoWLFiVLRoUXrw4IGIynTPmjVrhPXwd+7cEVuO2mzfvp0AkLGxMd24cUOtazw9PSkxMZFSU1NpyJAhVLlyZbWT5jKagQN4duiMBkhbL9y/f3929MwXIZPJaPny5WRqaipMR1Mn63v6UY7ciI+PV9lPTk6mH374gaZPn04fPnwQRhBMTEwoMDAwz8/AiA8H8OzvCzr9+/dXGRXcsWMHFSlShADkOpOJSDkDqmnTpgSAateuzR3zWRAdHU0bN26kmjVrUsWKFVVmKNy6dSuTrykIKBQK6tGjBwGgihUrGszvhUKhoD59+pBUKv3ibPrv378XkhMWKVJEwwqZrOAAnh06owEuXbpEhQsXJnd3d7GlMAbK0KFDhRfOLl26qJVUxsPDg5ycnFRGQLLj1q1b5ODgQCdPniQipdMeOHCgMGLQvn17oZzPpUuXvvp5GHHgAJ79fUEmICAgU9b5T58+0cKFC6lVq1ZqTYWfNGkSAaCiRYvyGvgM+Pr6kpubG1laWgr/xhYWFvTw4UOxpekFERERVLZsWeGzZygDOlFRUXT58uU8X6dQKOjAgQN0+PBhGjt2rPCZmDx5shZUMunhAJ4dOvOFZEwmlte6sgyTHj8/P7Kzs6O//vpLLad/8OBBMjIyIgA0b968XO3d3NwIALVp04YUCgXNnj2b8LmGa5rTNTU1pbNnz2rgaRix4ACe/X1BRaFQUJUqVVSWAb17907lfG4cOnRIuP6ff/7RplyDISEhgXbs2EH169dX6RypXr06rV+/PsfEqgWRGzduCPlrtmzZIrYcrbJ7927C53KACxcuFD4bEonEoDLyGyJ6EcADGA0gBEASgDsAmudg65r+ByTdZp7XNgE0BuAFIAFANABvABZqamaHXkBJTU2lSZMmUalSpVReDhgmL7x48YL27t2rckzdaYf//POP8ILg6uqq1qhSSkoKLViwgGJjY2nr1q1Z/YbSoUOHvuhZGP2BA3gO4Asqw4cPV/k9+9///pen68PDw4Wp9tOmTdOSSsPh4cOHNG7cOLKyslLp5O3fvz9dvnzZYEaXxWDVqlUEgMzMzMjPz09sOXniyZMn1Lx5c7WW0SUlJZGTkxPNnz+f9uzZo/L9q1+/vg7UFlxED+AB/AQgBYAbgGoA1gKIB1AmG3tXADEAvk2/5bXNz8F7DIAZAGoAqAygNwAzNXWzQy+gxMbGkqOjIwGgP//8U2w5jAHy/PlzKlKkCBkbG9Pdu3fzdO3JkyeFteo///xzjiXespqGf/LkSZVR97Rt8+bNeX4ORv/gAJ4D+IJI+jW4AKhy5cq0c+dO6tSpU57yeRw4cIC6du2ap9wi+Y2TJ09SixYtVPxDhQoVaPny5ZzYVE0UCgV169ZNyKNgSFUM0nR/9913lJSUlKt92juIQqGgLl26qHxu0pcTZDSLPgTwNwFsyXDsMYCl2di7Aoj+2jYB3ACw8IsflB16gebx48d05MgRsWUwBopCoSAXFxdq2rQpPX36VO3rzpw5IyS569u3b44vmdevX6eiRYuqlIa5ePGiytrFtM3Nze2rnofRHziA1/zG/l7/qVGjhspv2okTJ4Ta3EuWLMlTWwV9ZHn+/PkEgIyMjMjZ2Zk8PT0NKgDVFyIiIqhjx44UEBAgtpQ8ERYWRnZ2dgSAJkyYkKdrQ0JCyNzcXPgeclk57SFqAA/AFIAMQM8Mx9cBuJTNNa6fr3kJIBTAKQDf5aVNAA6fH3osAB8A7wFcAtAsD9rZoRcgtm/fTkePHhVbBmOgKBQK2r9/v0rJttjY2BxHzzOSmppK1atXJwDUu3fvXEeIVqxYQQCoVatWlJqaSmfPnhXqvabfunfvXuBfWPMTHMBzAF/QOHPmjMpvWqdOnYhIORXYzc0t1/rjx44dUytpaH7E09OTOnbsqJKdPzQ0lObPn0+vX78WURkjJidPnhS+T6dOnVLrmsDAQOrVq5eQBDJt8/Dw0LLagonYAXyJzzdvkuH4LABPsrmmEYCfAdQG0BzAYQCfAFRWt83PbRCACACDAXwHYA2A5LR2sriv2WcnnraVZIdeMDh48CDhc0KcFy9eiC2HMTA+fPhALi4uBIB++umnr2rr1atXNHbsWEpJSVHLfteuXRQfH0+nT58mMzOzTMF78+bNeWQln8EBPAfwBQmFQkGFCxcWftOkUmmepszfunWLTE1N6ZtvvqGXL19qUal+MmPGDAJAHTp0EFtKvsfHx4fu3bsntgy1GTduHAGgYsWKqdXB1bt3bwKUVXScnJyE76SRkRF9+vRJB4oLFpr29VJ8GZRhX5LFMaUh0Q0i2kNE94noCoAfAQRBOZqubptpOrcS0U4i8iOiiQCeABiSjcaZUK6ZT9tCc3kmJp/g7OyMNm3aYNasWShdurTYchgD4tixY6hRowaOHDkCY2NjVK9eHQqFIk9tREdHC38vXbo01q9fDxMTkyxtHz16BJlMJuz/8ssv8PLygrOzM5KTk1Vsa9WqhQsXLkAq/dKfbYZhGHGZPn064uPjhf0JEyagWLFial0bERGB3r17IyUlBU2aNMnX/l2hUODs2bPo2bMnzp07JxwfPnw4pk+fjk2bNomoLv9z7NgxtGjRAn369EFcXJzYctRixYoVqFOnDj5+/IiBAwfm+u6yePFi9OjRAytWrMC2bduE43K5HD169NC2XOZryUu0jy+YQp9NO9sBnFG3TQDloQzmf85gcwDA3mzuwSPwBYiAgACVacV5merMMFFRUUKNdQBUs2bNPCerIyK6evUqWVtb08GDB3O1vXz5MhUqVIj69+8vTK//8OGDsOY9fYKnKlWq5DqtlDFMeASeR+ALComJiUIpTXweKTx27BhZWlrS0qVLc7xWLpdTx44dCQBVqlQp35a8+vDhAy1fvpwqVKgg/Ds5OzuLLavA8fHjRypVqhT17duXYmNjxZajNo8fPyZLS0tq1KiRyhJAdRg5cqTKjL+goCAtqSyYiDoCT0QpUJZ4a5fhVDso16bnikQikQCoA+BtHtp8AeANgKoZbKpAubY+K63JRBSbtgEwjC40Js+sX78etWvXxrp164RjRkZGIipiDAlPT0/UrFkTf//9N6RSKWbMmAFfX1989913eWrnxo0b6NSpE6Kjo/HXX3+lBRLZEhERgeTkZHz48AGpqakAAHt7e0ydOhVSqVS4vnHjxrh79y7Mzc2/7AEZhmH0gDVr1kAul8PExASNGzfG0qVLcfLkSXz69Alv377N8dpFixbhv//+g4WFBY4cOQIrKysdqdY+RIQrV65gwIABKFWqFKZPn47nz5/DysoK48aNw+LFi8WWWOCws7PD7du34eHhgSJFiogtR20cHR1x6dIlXL58GXZ2dnm6dv78+ShUqJCw37t3b03LYzRJXiN+/H/JtyFQlnxbA2XJt7Kfz++Gavb4eQA6AKgAZeD+F4BUAA3UbfOzzQQop8L3BlAJwEIAiQAqqqmbe+TzKevWrSNAWV+bk3sx6hIbG0sjRowQepsrV65MPj4+X9TW7du3qWjRogSAWrduTQkJCWpd5+3tTZ8+fVIZXR8zZoygqW7duvl2pIlRwiPwPAJfEHj9+rUwu2jPnj1EpFwPn5YwNDIyMttrPT09hRlJ7u7uupKsdaKiomj9+vVCstO0rX79+rRjxw61/QijfRQKBb1//15sGV9EbnlzEhMTadGiRVSjRg1auHChymfx5MmTOlKZ/xG9jBwpneNoKEfFk6EcPW+R7pw3APd0+2ugHCVPBvABgCeAxnlpM53NDACvASRAOTrPWegZUigUdObMGQ7eGbXx9vam8uXLC05q3LhxX/yydPfuXbK2thaSzMXHx2dre/36dYqKilI55u7uThUqVKAXL17Qxo0bBU1ly5bN8xQ4xvDgAJ4D+IJAWp3ypk2b5slXKxQK4drhw4drUaHuuH37Ng0dOlSlRKilpSW5ubmRr6+v2PKYDERFRZGzszNVqVLFoKbTJycn05QpU6hfv345fuc+ffpEpUuXJgC0adMm4e8AyMrKSoeK8zd6EcAb4sYOPf/w77//Uo8ePdTO7M0waaSkpNDEiROF0ZyyZcuSl5fXF7d37949srW1JQDUpEmTHJ37xYsXycLCgho0aCCMqiclJZGjo6PwYpvmNIsWLUphYWFfrIsxHDiAZ3+f39myZYvw29a0aVN68+YNeXl55VpaM424uDj67bff8kUekPfv36vkAahRowZt3LiRZ1rpMeHh4VSyZEkCQAMGDDCYwaK7d++SsbExAaAdO3bkaPvPP/+Qh4cHyeVy2r17t0oOhs2bN+tIcf6GA3h26AWaqKgoYbRzzZo1YsthDAyFQkGdO3cmADRs2LCv/j2YNm0aAaAGDRrk2ta9e/fIzs6OOnXqpPIiev78eTIxMRGcJZc/LFhwAM/+Pj8jk8nIwsJC+H0zNzenM2fOkEQioRo1ahjUiOaX4O/vTxs2bFA51q9fPxowYABdvXrVYILBgs6VK1eEjpc///xTbDlqs3TpUmGGx+PHj9W6Ri6Xk1wuJzs7OwJAFSpUULuzjckeTft6CVHOiZbyCxKJpCiAmJiYGBQtWlRsOcxXcOzYMZw9exZr166Fqamp2HIYPSclJQUpKSkoXLgwAODNmze4f/8+OnXq9NVtExFWrVoFNzc3WFtb52r/5MkTlC1bFq9evUKVKlUAAJs3b8aYMWMAAJaWlggICED58uW/WhtjGMTGxqYl5LIiZcJV5ithf68/jBs3Dhs2bAAALFiwAOXLl4e1tTUGDx6MH374AQcOHMjyuv379+P169eYMmUKlLmPDY83b96gVKlSICIEBwejUqVKAJR+w1CfqSCzbNkyzJw5E+bm5rh16xacnJzElpQrCoUCHTp0wPnz51G7dm3cuHEj14S4crkcsbGxePfuHZo1a4bIyEhs3rwZo0aN0pHq/InGfb0megEMYQP3yBss/v7+avccMkx6Hjx4QLVq1SJXV1eNtfnq1Su1l29cuHCBnjx5onJs1apVZGRkRPv27SNvb2+VNZDPnj3TmE7GMOARePb3+ZWIiAhh1PKHH35QORcZGUnv3r3L8rqAgIBMCe8MgaCgoExTlbt37069evWiR48eiaSK0RTpSxk6OjpSXFyc2JLU4s2bN1SsWDEh309O3Lp1i5ycnKhXr14UExNDHTp04JmBGoKn0LNDL1CcP3+eChUqRFWrVuX/OybPXL16lSQSCdnb22skg+zTp0+pZMmS1LNnT0pOTs7R9tKlS2Rubk4lSpQQHN+yZcuEgL158+ZUuXJlIXgPDg7+an2M4cEBPPv7/ErDhg0JAEmlUgoPD1frmtjYWKpatSoBoLZt25JMJtOyyq8jJSWFjhw5Qm3bthWe9dWrV8J5fdfP5I0PHz5QiRIlCAANHDjQYJZA/Pvvv8K7x4kTJ7K1e/jwIUmlUrKxsaFLly6RVCoVrnN0dNSh4vyHqHXgGUbX1KxZE9bW1ihVqpRQK5thciI+Pl74e9OmTbF7924EBATAwcHhq9p98eIF2rRpg7CwMDx58gRxcXE52js6OqJixYqoV68evv32WyxcuBAzZswAABgZGeHKlSsIDg5G6dKl8eDBA2F6JcPoAolEMloikYRIJJIkiURyRyKRNM/B1lUikVAWm3k6G2OJRLLoc5uJEonkuUQimSuRSKTpbLJqgyQSydR0Ni+yOL9Me/8SjDZ48OABbt68CUA5jfeff/6Bu7s7bt++ne01RAQ3Nzc8efIEJUuWhIeHB4yMjHQlOU+8fv0ac+fORdmyZeHi4oLz589DIpGgY8eOKj5IX/UzX4a9vT32798PqVSKv//+G+7u7mJLUovOnTtj4sSJKFy4MJKSkrK1q169Ovbv34+nT5+iRYsWmD9/PqpXrw4ACAwMxOXLl3UlmckNTfQCGMIG7pE3GDJOT37+/Dkn0GByRS6X0+rVq8nGxoYCAwM12vbLly+pXLlyBICqVq1Kb9++Veu68PBwSkpKorlz5wq92GkZ8AFQ6dKl6fnz5xrVyhgWYozAA/gJQAoANwDVAKwFEA+gTDb2rgBiAHybfstgMxvARwBdAJQD0BtAHIDx6Wy+zbANBqAAUCGdzQsAczLYFc7j87G/F5l69eqp1JM+ffo0mZubEwC6detWltesXbuWAJCxsTH5+PjoWHHuyGQyOn36NHXv3l1lZNLBwYFmzZpFISEhYktkdMTixYsJAFlYWFBAQIDYctQiKSnpi5bphYeHC5/1YsWKaUFZwYCn0HMAn6+5ffs2VahQgby9vcWWwhgQz549E2oFA6CpU6dqrO3Xr18LJVUqV66cY3m3M2fOkKenp7CvUCho5syZWQbvNjY2HLwzYgXwNwFsyXDsMYCl2di7AojOpc1TAHZkOHYEwN85XHMMwIUMx14AmPCVz8f+XkRu3bqlEryPHDmS3r17R7/88gu1bt06y2nH165dE0perVu3TgTV2fPu3TtasmSJ0ImbtrVu3ZoOHDiQ63IqJv8hl8upffv2BICqVatG8fHxYkvKM+p8bu/du0dJSUnUt29f4XO/c+dO7YvLh3AAzw49XzNkyBACQM2aNTOYtUWMeCgUCvrjjz+oUKFCQqKVbdu2aeyzExYWJqxTr1ChAr1+/Tpb2xs3bpCpqSmZm5uTr68vKRQKmjx5cpbBe9GiRTkhDENEug/gAZgCkAHomeH4OgCXsrnG9fM1LwGEfg7Wv8tgM+Nz8F3l835tAO8B9MumzW8ApALon+H4CwBvAUQAuAflyL5pHp+R/b1IKBQKqlSpkvBbZ2VlRR8+fBDOZxc07Ny5k0xMTOinn37SK9+/du1alTKf1tbWNGHCBE6sy9D79++pePHiBECjiXJ1wfnz56l06dJ07dq1bG2mTJlCEomEVq9eTdu2bRO+AxYWFnr1HTUUNO3rjcEwesSGDRtgY2ODOXPmcJkVJkdCQ0MxdOhQnD17FgDQsmVL7Ny5U6Ml2J4/f46wsDCULVsWXl5eKFWqVLa23333HTp06ABTU1M4OTlhwoQJWL9+vXCelIEFbGxs4O/vj5IlS2pMJ8PkgWIAjKAMrtPzHsrp6lkRCGUQ7w9lcDwewDWJRFKbiII/2ywHYAUgUCKRyD/fYzYR7cumzUFQTrE/muH4OgB3AUQBaABgKYDyUE73zxKJRGIGwCzdoSLZ2TLaZd68eXj69Kmwv2DBAtjb2wv72ZV+dXV1RY0aNeDo6Ciq74+KioJMJhM016xZE6mpqWjUqBFGjhyJH3/8ERYWFqLpY/QHBwcH7Nu3D23atMF///2H9+/f45tvvhFbllrs3LkTr1+/Rr9+/XD//v0sy+BWrVoVRIRnz56hVq1awvHExETMnj0bS5Ys0aVkJiOa6AUwhA3cI6+XhIaG0vr168WWwRgQCoWCdu3aRVZWVgSAzM3Nae3atSSXy7VyvytXrqg91T0pKYmSkpJo1KhRKlMt07ZixYppJBs+k38QYQS+xOf7Nc5wfDaAQDXbkEI5Or4+3bG+AF5//tMJwEAoR9EHZdNGIIANatzL5bNeuxxs5mf1fWN/r1uSk5OFsnH4nLX6jz/+oAkTJlBUVFSW16hbklMXrFu3jszNzWny5MnCMblcTvfv3xdRFaPv7Nu3L9uSiPpKTEyMsDSwT58+WY6oy2Qyunv3LhERpaamkqOjo8rMGm29c+VXeAr9l7+0cACvZ0RFRdG3335LAMjDw0NsOYwB8O7dO+rRo4fgRBo2bKjxhHUfP35Ue3rkiRMnaMOGDcK+XC4nNze3LIP34sWLU0REhEa1MoaPIUyhz6ad7QDOpNt/DWBMBpvfsuoUAND88zPXVuM+JT/bNszBxuyzj0/bSrK/1z0//vijym/esWPHyM7OjgDQpk2bMtmfOnWKqlSpIlqAHBcXp9KxcPLkSWFtO8Pkd27evCnkndi2bVuu9mnfj7Rt+fLlOlCZf+Aycky+wdraGkOHDkWtWrXQoEEDseUwes7hw4dRo0YNHD9+HCYmJliyZAmuXr2KqlWrauwekZGRaNu2LVq0aAF/f/8cbR8/fgwXFxeMHTsWZ86cAQBIJBIUK1Ys0xTQcuXKITAwELa2thrTyjBfAhGlALgDoF2GU+0A+KjThkT5Aa8D5Vr1NCyhzCifHjmQ5XvGUAB3iOi+Grf77vOfb7MzIKJkIopN26Ccms/okMjISBw8eFDY79atG3r06AEPDw/06tULw4YNU7EPCQnBzz//jKCgIOzcuVOnWh88eIDRo0ejRIkSWLVqlXC8U6dOuHHjBi5cuKBTPUz+wcPDA+PGjRNbhlo0aNAAixcvBgCMHz8ejx49ytY2JiYGMTExaNWqlXBs/vz5OZakY7SMJnoBDGEDj8DrBQkJCRQbGyvsy2QySkhIEFERYwj4+/sLvb61a9fWyohNVFSUUPrIwcGBHj16lKO9QqGgGTNm0E8//aRS5vDatWsqvdQdOnQwyAy1jG4QuYzcECjLyK2Bsoxc2c/ndyNdRnoA8wB0AFABysD9LygT0DVIZ+MOZYK7tDJyPQGEA1ie4d5FASQAGJmFrsYAJn6+R3kAPwIIA3A8j8/H/l7HNGnSRPjNMzIyouDg4GxtExMTqW7dusIsKl1kcU9MTKTdu3er6ARALVq00Pq9mYJBYGCgUF7w1KlTYstRC7lcTu3atSMA5OTkRImJiZlsoqOjyd7engCQu7s7f3++EJ5CzwG8wfLs2TOqXbs2OTs789oZJs9MmDCBfvvtN6287MXExFDDhg2Fder+/v5qXadQKCgxMZGWLFlCCQkJFB8fr7JOrF+/flxiiMkRMQJ4UvrE0VBmfE+GckS+Rbpz3gDc0+2vgTIDfTKADwA8kXkNfREo68m/BJAI4BmARciQQR7AcACfAFhloakugBsAoj+3EQjl+nbLPD4b+3sdEhQUpPJSP23atCwDgTSGDRtGAMjOzo5evXqlVW1yuZzmz59Ptra2gj5jY2Pq06cPXbhwgbNpMxpl0aJFNHfuXJLJZGJLUZu3b9+Sg4MD9e/fn+Li4rK0GTRoEFWrVo2uXLlCAwYMUPm+h4SE6FawgcIBPAfwBsvNmzfJ1NSUHBwc+AvP5EhMTAyNGjVKJXmctl60YmNjhVEZW1tbunfvXra2R44coREjRqh0QLm6uhIAat68OZUqVUpwaj169OCOKiZXxArg8/PG/l63pJXaBEBFihShPXv2UJkyZejw4cOZbNNG8CQSCZ09e1br2jw8PARtZcqUoUWLFtGbN2+0fl+GMSTCwsJyfMeKjo4WZhq+ePFCpbSio6OjrmQaNLwGnjFYGjRogIMHD+LOnTsoV66c2HIYPWbkyJHYsmULhg4dmvZCrpXSQgkJCejSpQt8fHxgbW2Nc+fOoXbt2lnavn37Fv3798fWrVvh7u4uHO/WrRskEgmuXr2K0NBQAMDQoUPxzz//QCrln1iGYfIvL168QEhICACgcOHCmD17Nv7880+8evUKd+7cUbF98OABRo4cCUBZXq5du4xpGDSLXC7HwoULAQDTpk3D8+fPMXv2bBQvXlyr92UYAEhKSoKHh4fYMtSiRIkSwjsWESEuTjWNiJWVFYyNlZXHy5YtiwkTJgjnAgMDcf++OulMGE3Cb5eM1oiJicGQIUPw+vVr4ViPHj1yrKXNMACwaNEi1KpVCwsWLNBqTWC5XA65XI6iRYvi7NmzqFu3bra2xYsXh7u7O1xdXeHi4qJyjv5/5E94gRWzljHDMIwumDt3LmQyGX744QdER0dj0qRJ+Pfff7Fs2TLMmjVLxbZ48eJo1qwZOnXqhNmzZ2td2+HDh/H48WNYW1tj1qxZMDIy0vo9GQYAUlNT0aJFCwwYMAB79uwRW47aREREwNnZGd26dYNcLs90nohw+PBhVKlSBTY2NsLxgQMH6lImA/AUekZ79OnTR0hywevMmJy4du0aLVu2TOWYrj4zsbGx5Ofnl+35jNPg9+3bR3Z2duTn50fe3t5C0hpkUyqJYXKCp9CzvzdU7t69SxKJhACQr6+vWtfIZDKVRLbaQi6XU40aNQgALViwQOv3Y5iMzJs3jwBQoUKF1C5NKzbBwcFUuHBhAkC///57pvMHDhwQcgUtWbJEZS38pUuXRFBsOPAaeHboBsPz58+pTp06dOvWLbGlMHpKYmIiTZ06VXgJvHjxotbvmZSURAcPHlTLdt++fdSqVSuKi4sjhUIhOGQA1KxZM6pSpYqQdfnkyZNaVs7kRziAZ39vqKS96JcvX55iYmLowYMHYksSOHToEAEgKysrlVrvDKMrZDIZtW7dWsjw/unTJ7ElqcXu3bsJAEmlUrpy5YrKuZSUFKpXrx7NmzePIiMjqWLFisL7m4ODg0iKDQMO4Nmh6y2pqamZeuF55J3JDl9fX6pevboQELu6umr9RSs5OZm6dOlCAGjFihU52sbExJCdnR0BoMWLF1Pfvn1VepvTtpIlS+Y4gs8wOcEBPPt7Q2TNmjUqv4OzZ88mAOTs7KxSVpOI6M8//6Thw4fTs2fPdKZv06ZNVKhQIZo7d67O7skwGUnL8A6Ahg0bJrYctRk4cCABoNKlS1NkZKTKufSzEgMCAsjFxUX4HXj48KGupRoMHMCzQ9dLYmNjqW3btmRhYcHBDJMjKSkpNG/ePDIyMiIA9M0339Dx48d1cl9nZ2cCQObm5nThwoVcr7l16xYNHTpUKDGXcatVqxaFhYVpXTuTf+EAnv29oSGXy6lIYM0F4wAAIABJREFUkSLC9OAuXbrQ2rVrydjYmIYMGaJim5KSQmXLliUAtGHDBp3qDA8Pp+joaJ3ek2Eycu7cOWGUeu/evWLLUYvY2FiqVKkSAaBevXrlOBj36dMnYTZinz59dKjSsOAs9IxeYmlpCWNjY0ilUpWkdQyTnoCAADRs2BALFiyAXC7Hjz/+iICAAHTv3l2r95XJZOjfvz+OHTsGMzMznDhxAm3atMlkR0RCJnkAMDMzw7lz53Dz5k0hA2saDRs2xJUrV1CiRAmtamcYhtEnFi1aJGSp9vb2xqlTpzB+/Hg8ePAAS5cuVbHdt28fXr58CQcHBwwdOlSnOosVKwYrKyud3pNhMtK2bVv89ttvAIARI0YgKChIZEW5U6RIEezfvx8mJiY4evQotm3blskmKCgIvXr1QmBgIA4ePAgAOHToEG7evKlruQUTTfQCGMIG7pHXCul75SIjIykgIEBENYy+IpPJaPny5WRqairUW9+/f79O7p2amipMfzc1NaXTp09naRcfH0/9+vUjBwcHCgsLo5MnTwprPNPXPAVA7du3p5SUFJ3oZ/I3PALP/t6QkMlkZG5uTgDo+++/z9FWLpeTo6MjAciUpFRbXL16lby9vXVyL4ZRF5lMRq1atSIAVLt2bYNZD79y5UoqW7YsXbt2LdO5AQMGEABq164dTZkyRXg/srOzE0Gp/sNT6Nmh6wXJyck0atQoWrx4sdhSGD0nKCiIGjduLPy4d+3ald6+fauTeysUCmEtl7GxMZ04cSJb24SEBKpVqxYZGRnRwIEDhSlvaVP907ZJkyZxbgdGY3AAz/7ekBg2bJjwWzht2jTy8PDIdhlRWiI5a2trnfxfKBQKqlu3LgGgzZs3a/1+DJMXwsLCyN7engDQiBEjxJajFnK5PNvvbkhICDk7O9PDhw/p4cOHwoAHAFq1apWOleo/HMCzQ9cLjh49KgQ3ukxMwxgWhw8fJgsLCwJARYsWpZ07d+o8+F29ejUZGxvTkSNHcrV9+PAhdevWTXBCaUF82t/d3d11oJgpSHAAz/7eUEhNTVXp0KxVqxYZGxtToUKFKCQkRMVWoVDQd999RwBozpw5OtH36dMnGjVqFNna2lJ4eLhO7skwecHT01N4r9i3b5/YcvJMToMv8fHxwixLMzMzHujIAK+BZ/SCnj17YsqUKTh+/DgqVKggthxGT6lRowaICD/88AP8/f3h6uoKiUSiUw0TJ05EYGAgevXqpXI8KSkJI0eOxN69e4Vj3t7eOHnypLBPymAAFhYWuH79OgYNGqQb0QzDMHrGmjVrIJfLhf1x48bh+++/R8uWLVGuXDkV2//++w9+fn4oVKgQxo8frxN9FhYW2Lx5M169eoVixYrp5J4Mkxfat2+PWbNmAQCGDRuG4OBgkRWpz7Zt21ChQgUEBARked7c3Bzz588HACQnJ2PBggU6VFfwkKS9oOZ3JBJJUQAxMTExKFq0qNhyDA4iwr59+9CrVy+Ym5uLLYfRU4gIvr6+qF+/vnDswYMHqFmzJqRS3fQXEhFWr16NoUOHwtraOlu7TZs24ddff0XhwoXx4sUL2NnZITk5GWXLlsX79+8Fu+rVq+P8+fMoXry4LuQzBYzY2Ni0RFtWRBQrtp78APt7zZOcnAw7OzskJCQAAFq3bg0vLy8oFArExcVlShYXHh6OdevWwcTEBPPmzRNDMsPoJTKZDG3atEFcXBwOHTqESpUqiS1JLXr37o0jR47A1dUVO3fuFI4nJydj1apV2LVrF27fvg17e3ukpKTA1NQUiYmJOnv303c07ev5X5VRiwkTJmDAgAEYN26c2FIYPSUlJQVdu3ZFo0aNcP36deF4rVq1dBq8jx8/HlOmTEH79u0hk8mytR05ciR++uknLF68GEWKFAEA+Pn5ISYmRrAZMGAA7ty5w8E7wzAFmhkzZgjBOwAsXrwYACCVSrPM9G5vb49FixbpJHgnIsyYMQN3797V+r0Y5msxNjbGkSNHcP36dYMJ3gFg6tSpAIC9e/ciLCxMOC6RSPDXX38hKCgIK1euREpKCgDlO2Fa9n1G83AAz6hFly5dYGpqimrVqqGgzNpg8oapqSmKFSsGExMTPHnyROf3JyJMmTIFGzZsAKAM0NOXfpPJZHB3d4dCoQAAGBkZoWPHjpg8eTJGjBiBjRs3okmTJkhKSgKgnC76999/84wThmEKNJGRkVi7dq2w7+TkBD8/vxw7SHXJuXPnsHz5cjRr1gzR0dFiy2GYXLG3t1d5t4iMjBRRjXo0bNgQzZs3R2pqKtavXy8cNzU1xYYNG7B3717Mnz8fzs7OwrnVq1dzzKAtNLGQ3hA2cFKbPJOxzMXr169FUsLoKx8+fKB3794J+1FRUfTw4UOd61AoFDR9+nQhudLWrVszne/QoQMBoOXLlwvHT506JZSXS7vWxMSEjh8/rutHYAoonMSO/b2+07JlS5VKHJaWlgSADhw4kMn29u3b1KpVKzp//rxOtCkUCmrSpAkBoAkTJujkngyjKWQyGc2bN4+sra0pODhYbDm5cvz4cSEpcXa/r35+fiq/F3v27NGxSv2Ek9gxWoeIsGTJEjg5Oan0CpYqVUpEVYy+cezYMdSsWRNubm5pL82wtrZG9erVda5l7ty5WL58OQDl2vbhw4ernJdIJHBxcUGRIkVUki6WLl0aEolEmPL1zTff4MmTJ+jevbvuxDMMw+gp79+/x6VLl4T9Pn36YMWKFejQoQN69+6dyX7x4sXw9vbGrl27dKLvwoUL8PHxgbm5OaZNm6aTezKMpiAiXLhwAdHR0Th06JDYcnKla9eucHR0RGxsLLZv356ljZOTEzp27CjsT5kyRXhHZDSIJnoBDGED98irTUxMDFWoUIEA0IYNG8SWw+gZUVFRQm11AFSjRg1RS/asXLlS0LJu3TrhuFwup8jISGFfoVDQrVu3qHXr1vT06VO6ffs2mZubC9e2aNEi06wThtE2PALP/l6fady4scpoWmBgIBFRliWiAgIChJKbjx490ro2hUJBzZo1IwA0btw4rd+PYbRBaGgo7d27V2wZarN9+3YCQGXKlCGZTKZyztfXl5ycnIRZMWnbxo0bRVKrP3AdeHboOuH+/fu0fft2sWUwesZ///1HJUuWJAAklUppxowZlJSUJKqmx48fU/HixWnlypXCsYiICOrcuTM1aNCAkpOTiYjo+vXr5ODgQACoUqVKVL58ecG5zJkzh2uWMqLAATz7e33lzZs3Ki/hgwcPztF+wIABBIBcXFx0os/Ly0tYAhUaGqqTezJMQScxMZEmTpxIT548yXQuKCiIjI2Nydramtq2bauyNFEul4ugVn/gAJ4dulY4cuQInTlzRmwZjJ4SGxtLI0aMEH6MK1euTD4+PmLLEoiKilLZDwkJIRsbGzIzM6Nr167Rvn37VNa5p22lSpWiS5cuiaSaYTiA18bG/l4zNGjQQPitNDIyohYtWpC3t3eWtk+fPiWpVEoAyNfXVyf60tbmjxkzRif3Yxht8+HDB+rduzc9ffpUbClfzNGjRykiIoJ8fX1V3remT58utjRR4QCeHbrGOXbsGAEga2trevnypdhyGD3D29tbZbR63LhxlJCQIJoehUJBa9euJU9Pzxztzp07Rzdv3qQJEyZkCtwBUJcuXVSm2DOMGHAAz/5eH4mOjiaJRCL8XlavXp0AUOfOnbO0Hz58OAGgjh076kSft7e3MPrOCXaZ/ELv3r0JANWrV0/02Y3qknEafXo6d+4s/IaYmZkV6FF4TmLHaJyOHTuiUaNGGDJkCEqUKCG2HEZPSExMxMSJE9G6dWuEhISgbNmy8PLywrp162BpaSmKppCQEHTp0gUTJkxA9+7dERQUBACIj4/H4MGDce/ePcG2bNmyGDVqlEr5ozQWLFiAEydOwMbGRmfaGYZhDIWNGzeCiGBtbY2JEyfir7/+wqhRozB79uxMtmFhYXB3dweALM9rg99//x0AMGTIEE6wy+QbVq9eDVtbW9y5c0eou66vPH/+HH379kXXrl2ztenXr5/w9+TkZCHZMKMBNNELYAgbuEdehRcvXqjsJyYmiqSE0Udu3LhBVatWFXpO3dzcRP3upKSk0IoVK8jCwkIYdVm+fLmwbn3MmDEEgBwdHUkmk9GePXuoUKFCmUbdTU1NuUQco1fwCDz7e30jJiaGbGxsCIBaybVSUlJo9+7dNHToUB2oI7py5YqwrpZnDTL5jbTytgDoyJEjYsvJlhcvXpCRkREBoLt372Y6P3PmTJJIJFSlShXheQoXLlxgR+F5Cj079K9m9+7dZG5uTtu2bRNbCqOn9O3blwBQ8eLF6d9//xVVy40bN6hWrVqCA2jZsiU9fvxYxSYiIoKaNm1K586dI1dX1yynzDs6OtL79+9FegqGyRoO4Nnf6xu//PILAaCqVavmOD1WLNKSYw0fPlxsKQyjFaZOnUoAyMrKip49eya2nGzp168fAaD+/ftnOrdnzx4CQD169FB5F5s/f74ISsVHLwJ4AKMBhABIAnAHQPMcbF2zepkGYP4lbQKQADjzuQ3nPGhmh/6ZpUuXEgDq2bMnZ95mBNJ/FsLDw2nUqFEUEREhoiKisLAwMjExIQBka2tLO3fuJIVCQYmJiXTq1CkVWz8/P5VZA+m3SZMm8Wed0Us4gNf8xv7+ywkNDRV+N21tbWny5Mk0YcKEbLO86/p39dq1awSAjI2NKSQkRKf3ZhhdkZKSIpRw/P777/V2PfydO3eEJJcZZ8PI5XLy8/MjIqIuXboIZXsLFy4shlTREX0NvEQi+QnAWgCLAXwH4AqAMxKJpEwOl8UCKJ5+I6KkL2xzwud/AOYLmT59Ovbt24fDhw9DIpGILYcRGZlMhsWLF+Pnn39Oe/lFsWLFsHnzZtja2oqqrUSJEhg/fjx++eUXBAYGwtXVFZ8+fULTpk3RrVs3nDt3TrDdtWsXnjx5onK9paUlLl++jFWrVvFnnWEYJhcGDRok/F0mk2HHjh1Yu3YtfHx8MtnGxMSgTp062LhxI1JTU3Wir3DhwujQoQMGDRqEcuXK6eSeDKNrTExMsH//ftjY2MDX1xfTp08XW1KW1K1bF23atIFcLs+Ub0gqlaJOnToAgOPHj2Px4sUAlDmLLl++rHOt+Y68RvwAbgLYkuHYYwBLs7F3BRCtiTYB1AbwGsC34BF4tbl69Sr98ssvejkVjhEff39/MjY2JgB08eJFUbW8fPmSevbsSf7+/sKxrNZLDR8+nOzs7OjcuXPCsYkTJ6qMug8ePJji4+N1opthvhQegdf8VpD9/dfw5s0bIfN8586dycvLizw9PWngwIFZvj8sWbKEAFC1atV0vq41JSVFp/djGDE4ceKE8E5z9OhRseVkyZkzZ4SR9YwlfdOIjo4md3d36tWrFwGgDh066Fil+Ig6hR6AKQAZgJ4Zjq8DcCmba1w/X/MSQCiAUwC+y2ubACwBPPo/9s4zvIpqa8DvpBNIgwASkGYgtCCggojCBVGQrvTORRABAZWLNOneS6SDShcRkCIEVFAQFFEivUPoHakJ6b2c9f04yXw5nCS0nHNS9vs885DZe81eayDMnjV77bWAtmnn2TrwgHPaJJ5+lC6IE3pkZKR4enoKILNmzbK1OYpcyowZM2TlypU2CzNPTk6WWbNm6YnnGjVqZNafMYQsPj5eNm7cKN26dZOYmBhp3ry5Psm5uLjIhg0brHwHCsWToRx45cDnFtKfo46Ojg9NbBsbGyvFixcXQFasWGElCxWKgsfw4cOFtFLPly9ftrU5ZhgMBvH39xdAPv/8c7P+6OhoeeaZZwSQL7/8Uv9IuHnzZhtYazts7cD7pCl/5YH2McC5LK55GeiRtnr+GrABiAMqPc6YwCJgaYbzhznwEzOuxqUfBXFCX716tXTu3Fmio6NtbYoiF3Dp0iVp2rSpHDt2zNamiIjIoUOHpE6dOvr/0VdffVWCg4P1/lu3bknDhg2lf//+eltUVJT+YcrZ2Vm/tlSpUnLu3Dlb3IZC8UQoB1458LmBu3fv6i/WGZ+1WTF37lwBpHz58pKcnGxx+w4ePCgffvih3Lp1y+K6FIrcRFJSkrz88ssCyEsvvSSJiYm2NsmMTZs2yYwZM7J85nbt2lWqVq1q8q5XtGhRK1tpW3KLA1//gfaxwNlHHMMOOAbMe9QxgTbABaBIhn61Ap8FV65cMctaqRJ4KQwGgyxYsEBf5W7QoIFN7YmKipJhw4aJnZ2d/nV5yZIlZqGYv/32m2iaJm5ubnqSFIPBoK/+pB/du3dX20QUeQ7lwCsHPjfQsGFD/Vnapk0befPNN2XRokWZOguJiYlSpkwZAWTBggVWsa9Vq1b61iiFoqBx9epVvbRjXsziHhkZKampqbJr1y55/vnn9WfNypUrbW2a1cjpud6BxyMUSMW4Bz0jJYC7jzKAiBg0TTsIVHqMMZsAzwERDySiCtQ0bbeI/CsTPYlAYvp5QUlgtWfPHlq3bk3p0qXZu3cvhQsXBgrO/Ssy58aNG/Tr14/t27cD0KhRI7755hub2rRy5Urmzp0LQLdu3Zg1axYlS5Y0k3v99ddZvHgxAJcuXcLV1ZU6deoQEhICgIuLC5s2baJ58+bWM16hUCjyCfHx8QQFBennbm5u/PTTTxw5coQePXrg5ORkIr9y5Ur++ecfSpUqRZ8+faxi45AhQ4iMjGTUqFFW0adQ5CbKlSvH8uXLWbZsGUOGDLG1Odkixo+oJn6Hu7s7YHz3PHLkCM7OzqSkpDBkyBB69OhhEzvzOo+VhV5EkjCWeHvjga43APMUpZmgGf9FawG3H2PMAKBm2nXpB8BHwL8f5x7yO+XKlcPBwQFnZ2eioqJsbY7CxogIK1aswN/fn+3bt+Pi4sKcOXPYuXMnFSpUsLo9BoNB//m9996jQ4cO/Prrr3z33Xe68x4WFkb//v25f/8+AElJSZw7d47+/fvTpk0b6taty40bNwBo2LAhoaGhynlXKBSKJ2TixIn6s9nNzY0ZM2Ywe/ZsJk+ejKurq4mswWAgICAAgP/85z+4uLhYxcY333yTv/76i8qVK1tFn0KR22jTpg2bNm2yeXWg7Ni0aRMvvvgiP//8c6b9BoOBX375Ra92ERERwZYtW6xpYv7hcZfsgc5AEtAXqArMBmKAcmn9K8iQPR6YADQDKmJ0vJcByUDdRx0zCztUFvo0Hgw5Dg4OfmgCGkX+586dO9K2bVs9VKlevXpy9uxZm9iSkpIic+fOlRdeeOGhv5tNmzYVQN555x25dOmS1K1b1yyXRalSpWTp0qVWsl6hsBwqhF6F0NuShIQEvT4zIOPHj3/oNfv27ZNu3bqpvDoKhY0wGAwSGBiY6/bDjxgxQgBp2LBhpv1vv/22ADJ69Gj9mVO8eHErW2kbbF4HXkTWYazFPh7jXvaGQAsRuZYmUhZjrfd0PIHFGMvCbce4F72hiBx4jDEVWXD27Fnq1KnDvn379LZq1apZ7au4IneyYcMGqlevzo8//oijoyNTp04lKCgIPz8/q9ty9OhRXn75ZYYNG8bhw4dZvnx5tvLTp0/H39+funXrUqtWLQ4cOGDS37JlS4KDg3n33XctaLVCoVDkfz744AMSEhIA43akoUOHPvSaevXq8d1331GkSBFLm8e7777LhAkTCA8Pt7guhSKvMGTIENq3b8+YMWNsbYoJw4YNw9HRkb/++svs3Q2M72/u7u6EhobqbSEhIezevduaZuYPcuIrQF44yKdf5Hv27KmvrqpEdYr79+9L165d9S+btWrVkuPHj9vElujoaBk+fLjY29sLIB4eHrJgwQKziJHo6Gg5cOCAfh4bGyv9+vUzW3UnrQSJQpGfUCvwar63FQkJCXrmeUA6dOggb731lgQFBWUqb+13jBMnTgggmqaZVCZRKAo6mzZtEgcHh0zLttma3r17CyAdO3Y060tISJDIyEgxGAxSr149/dlTrVo1G1hqXWyahT4vH/l1Qo+KipK+ffvKnTt3bG2KwsbExMTomYHt7e1l3LhxNguv2rJli5QtW1Z/OHfq1CnT8j/Xr1+XKlWqiJeXl1y5ckVOnjwpVapUMXPcixcvbrPwf4XCkigHXs33tqJHjx76M9be3l4aNWokgAwaNMhM1mAwyL/+9S8ZMmSI3L171yr2dezYUZ8/FAqFKVeuXLG1CZmS/uHNzs7OrCJWRn799Vf9+aNpWr73Y2weQq+wLffv3+fbb7/Vz93c3Pj6668zzd6tKFgULlyY7t27U7VqVfbu3cvkyZPNsgdbAxHhq6++4vr165QrV46ff/6ZdevWUapUKTPZkiVL4uHhgYuLC4sXL6ZOnTqcPXvWRGbgwIHcvXvXJuH/CoVCkR9JSUlh9erV+nmfPn34+uuvee+99xgxYoSZ/M6dO9m1axdLliyxin3BwcFs2LABgE8//dQqOhWKvET58uX1n+Pi4khOTradMRnw9/enefPmGAwGZs2alaVc2bJlqVatGmB8b3yU7TuKDOTEV4C8cJAPvshHRERIhQoVBJDAwEBbm6PIBfz2229y5swZ/TwhIUHi4uKsbkdKSorExsbq55cvX5aRI0dKTEyMmWxSUpJJKOaRI0ekefPmZqvuXl5ecuLECavYr1DYCrUCr+Z7WzBw4ECT5+25c+eylW/cuLEAMmTIEKvY17lzZwGkffv2VtGnUORVTp06JdWqVZMRI0bY2hSd33//XQApVKiQhIaGmvUvXLhQAHnxxRf1Z5CdnZ3cvHnTBtZaB7UCX4Dx8PCgXbt2VKxYEV9fX1ubo7AxixYtomnTpvTq1YuUlBQAnJ2dKVSokFXtOHHiBA0aNDD5elqhQgUCAgIoXLiwieyVK1eoX78+S5cu1dt++OEHtm3bpp/b29vTp08f7t+/j7+/v+VvQKFQKAoQBoPBZCW9Y8eO2ZZn27t3L3/88QcODg6Zrs7nNGfOnOH7778HYNy4cRbXp1DkZc6fP8/p06eZPn16luXbrE3jxo157733WLt2LV5eXmb9TZs2xd7eHh8fH2rWrAkYn0sdO3a0tql5l5z4CpAXDvLoF/mkpCSTFdWkpCQJCwuzoUWK3MI///wjXl5eMnDgQJususfGxsonn3yiJ6lzd3d/6N7ImTNnCiA+Pj4SFxcngYGB4uzsrH+BrVmzply7ds1Kd6BQ2B61Aq/me2szduxYk9X3Tp06yfDhw+X27duZyrdq1UoA6du3r1Xs69atmwDSrl07q+hTKPI6Q4YMEUCKFi0q169ft7U5j0R6XqSffvrJ5HkUFRVlY8ssQ07P9ZoYJ7t8j6Zp7kBkZGQk7u7utjbnkbhz5w6dOnXi2WefZdWqVWiaZmuTFDYkISGBLVu20KFDB70tJCSE4sWLW92Wbdu2MXDgQK5evQpA+/btmTt3LqVLl872utTUVFq3bs2ZM2coV64cf/75JwCaphEQEMCIESPU77miQBEVFYWHhweAh4hE2dqe/EBenO+tSenSpbl16xYADRs2ZM+ePaSkpLB//37q1q1rInv8+HFq1aqFnZ0dZ8+epVKlSha17dy5c1SrVg2DwcCRI0eoXbu2RfUpFPmBxMREGjRowOHDh3nllVfYtWsXjo6OtjZLR0SyfLczGAxUrFiRa9eMlcO7d+/OqlWrrGmeVcjpuV6F0OdiLl68yN69e9myZQuXL1+2tTkKG3L48GFefPFFOnbsaBIiZW3nPTQ0lC5duvDWW29x9epVnn32WX766Sc2bNiQqfN++/ZtRo4cSWpqKmD8CLF7926uXr2qO+8lS5bk8OHDfPLJJ8p5VygUCguyZ88ebt26hb29PfPmzeOrr77ip59+Yvjw4WbOO8C0adMAY5i9pZ13gP/+978YDAbatGmjnHeF4hFxdnbm+++/x93dnT179uSarSfR0dFMmTKFV199VX8PfJDY2Fg6d+6sn3///ff6tlBFNuTEMn5eOMijIXWrVq1S5bMKMElJSTJhwgRxcHAQQEqWLClbt261mT3379+X4sWLi52dnXz00UcSHR2dpWxSUpI899xzAsiECRMkLCxM6tevbxIqNWDAAKvXFlYochO2CqEHBgFXgATgMPBaNrJ9Mv6/zXC4ZJBxAD5LGzMeuAyMB+wyyCzPZIx9D+hyBr4AQoFY4CegzGPeW56c761BmzZtHisc/vbt2zJixAg5fvy4hS0TOX/+vNjZ2Qkghw4dsrg+hSK/sX79ev3Z+vPPP9vaHImOjhYvL68sk28HBweLh4eHeHp6StGiRXXbR40aZQNrLYuqA5+PHfi4uDj5+OOPs9yHpihYnDx5UurUqaM/0Dp27CghISFWt+Py5csmTvYvv/zyyC9Xn3/+ubi4uEjXrl3F19dXvxdPT085evSopUxWKPIMtnDggc5AEtAPqArMAWKAslnI9wEigWcyHg/IjE1zulsC5YEOQDQwLIPMcmDrA+MUfWCcBcA/QFOgNrATOAbYP8b95fr53hZs2bJFfwZnrF6SW+jdu7cA0rJlS1ubolDkWQYPHiyAFCtWTG7cuGFrc2TMmDECSP369c36UlJSpFKlSuLn5yeDBg3Sn0+FChXKd4s7yoHPxw58euKWxo0b57tfXMWjk5KSIgEBAeLk5KQnJVm7dq3V7YiLi5MxY8aIg4PDI+k3GAyyceNG2bdvnyQlJcmUKVP0BHfph6urq4wYMUL9fisUadjIgd8PLHig7QwwNQv5PkDEQ8bcAnz9QFsgsDLD+XLgh2zG8Ej7sNA5Q5sPkAo0e4z7y/XzvS0oUaKE/iweOXKkvPTSS7J06VJJTk42k82szZJcvHhRny/2799vVd0KRX4iPj5eX/x59dVXrf5/+UFu376tv88GBQWZ9V+7dk1SU1MlJCREatWqpT+jFi1aZANrLYdy4J/8hSXXT+hnz56VihUrym+//WZrUxQ24ty5cyYpubj8AAAgAElEQVRh5q1atdIzdVqTHTt26OHvgPTv3/+h18yePVsAqVy5svj7+5uF27Zv317u3btnBesViryDtR14wAlIAd5+oH0u8GcW1/RJu+Za2ur4FqD2AzKjgKtA5bTz54G7QNcMMsuBCOAecB5YApTI0N8k7e/C64GxjwOTsrkn57Q5Pv0ondvne2uzf/9+k+dx165dBZBq1apJamqqmfwHH3wgb775phw+fNgq9iUkJMj8+fOlX79+VtGnUORnLly4IG5ubgLI6NGjbW2O9OvXTwBp27btQ2XTQ+7r1atnBcush3Lg85EDbzAYzPa32/pLmcI2pKamyrx586RQoUICiJubmyxbtszqK9V3796VHj166C95pUuXlo0bNz7StdevX5fChQubOe729vby/fffW9hyhSJvYgMH3idN3ysPtI8BzmVxzctAjzSn/DVgAxAHVMogowFTAQOQnPbn6AfG6YwxxL4G0BpjaPwpwDmtvxuQmIn+7cCibO5p4oPPndw239uaF154QUgr9xkUFCRhYWEyY8YM2bRpk5nsnTt3xMXFRQD5/fffbWCtQqF4WtatW6c/C22ZO0lE5MyZMwKIpmlZ5vUyGAzy559/yu7du0XTNAGsknvDWigHPp848LGxsdKhQwcpUqSInD592tbmKGzI9evXpXHjxvqDtkmTJjaphR4YGKgnEdE0TYYOHZrl/xeDwSAbNmyQSZMmiYjI33//bbJin374+fmpVXeFIhts6MDXf6B9LHD2EcewS3O+52Vo6wLcSPvTH+gJ3Ad6ZzNOKYwh8++knWflwO8AFmYzjlqBz4ZLly7pz+TJkyc/VH7kyJH6Cpg1PiKrLVUKhWUYOHCgANK6dWtbmyKtW7fOMqIzJSVFXnzxRSEt+V56FGdusDunyOm53gGFTXByciI0NJTExESOHz9O1apVbW2SwkakpKRw8OBBXF1dmTZtGgMHDsTOzvoVHj09PQkLC6NWrVosXryYl156KUvZo0eP6vXoT58+zbp160z6HRwcWLRoEX379rWozQqF4rEJxbin/JkH2ktgDHl/KCJi0DTtIJCxrth0IEBE1qadn9Q0rRwwGvg2i3Fua5p2LcM4dwAnTdO8RCT8Adv2ZGNPIpCYfq7KUZrSpUsXwFhqauzYsdnKhoeHM3/+fADGjh1r8b/La9eu0bJlS0aMGEGvXr3Uv51CkYPMmjWL5557jiFDhtjaFEaOHIm3tzfDhg0z67O3t6dOnTqcO3eOoKAgTp48CcDmzZs5cOBApiUuCzw58RUgLxzkshV4EWO48p49e2xthsIGREVFmZz/9NNPcv78eavaEB8fb/b79/PPP2e5jePBVZJmzZpJkSJFzFbdGzRoIHFxcRazW6HIT9gwid38B9pOk0USu0yu14CDwLIMbfeBgQ/IjQbOZzNOMYxl7HqlnacnseuUQaYUKondExMWFqY/mzVNkxEjRkirVq2yTBQ3efJkAaRmzZpWWRn/8MMP9cgzhUJRcLl7965ERESIwWCQ3r1762H0lSpVsrVpOUJOz/XWX+YroKSmpjJu3Djmzp2rt5UoUYL69evb0CqFLVizZg3ly5fn999/19tat25NpUqVsrkqZ/njjz94/vnneeONN7h+/bre3qJFCxwcTANzRIT169dTv359oqOjAUhISCAoKIiYmBhdzt3dnW3bthEUFEShQoWscyMKheJJmAX00zStr6ZpVTVNmw2UBRYCaJq2QtO0qenCmqZN0DStmaZpFTVNqwV8DdRKl09jMzBW07SWmqaV1zTtbeBjYFPaGEU0TZuhaVr9tP5/pV0Tmi4jIpFpY8/UNO11TdNqA6uAk8BvFvz7yLd89NFH+s9ubm5s3ryZLVu2sGvXLjPZmJgY5syZA8Do0aOtsho+efJkAgICmDJlisV1KRQFmeTkZD755BO2b99ua1MypUSJEnh4eKBpGsuXL+eVV14B4MKFC9y6dcvG1uVCcuIrQF44sPEX+Y0bN+oJvS5cuGATGxS5g/Q9Se3atbO67pCQEL3WLiDPPPOM/PXXX9lek5CQoO9vnzRpkpw5c8Zkv7uDg4N89tlnmWYyVigU2WOLFXgxzomDMGaNTwQOAw0z9O0Clmc4n40xA30ixgzyv2K+h94NYz35a0A8cAn4DHBK6y+Udt09jKvs1zBmpX/2gXFcgC8wrujHYXTyn33Me1Mr8GJMiuvq6qo/q8eNGyfnz5+XQYMGZfp38+WXXwogvr6+kpKSYgOLFQqFpZg2bZoAUrx4cZs+G0+ePCk9e/aUBQsWZClz4cIFOX78uP7satiwoRUttAwqiV0edeANBoO89957snLlSpvoV9iW+Ph4/efo6GiZNWuWJCUlWU2/wWCQ5cuXS7FixfRQyoEDB0p4eHim8nFxcSbhk6tXr5bKlStL7dq19bAmQGrUqCF379611m0oFPkOWznw+fmw9XyfW5gzZ47+rHZxcZGQkJBs5RMTE2Xp0qUSGBhocdsenGMUCoVliYuLk0aNGlnl/3d2fPXVVwJI+fLlM92yOXbsWNE0TUaPHm3yzprxPTovokLo8xBbt24lOTkZMCbVWbRoET169LCxVQprEh4eTq9evWjRogUGgwGAIkWK8NFHH+Ho6GgVGwwGA2+99RZ9+vTh/v371KhRg7///pv58+fj6elpJh8YGEilSpXYvHmz3rZs2TLOnz/P0aNHERFcXFxYuHAhJ0+epESJEla5D4VCoVA8GgaDgfHjx+vnAwYMwNvbO9trnJycePfdd3nnnXcsbR4jR46kTp06/PXXXxbXpVAooFChQvzxxx9W+f+dHX369MHb25urV68SGBho1v/8888jIly9epXERGNuUhFh4MCB1jY1V6MceAvx6aef0qJFC0aMGGFrUxQ24tdff8Xf35+VK1fy559/sm/fPpvYYWdnR+3atSlUqBABAQEcOXIk29wLhw8f5ubNm8ycOZPIyEhefPFFfvvt/7eftmzZkrCwMAYMGGAN8xUKhULxmEyZMoWoqCjAOAcEBwfzySefEBoaaiabkpJCSkqK1Wy7desWixcv5tixY/oih0KhsDwZ81rcunXLJu+lrq6uDB48GIDp06enR03pvP3225w+fZrVq1fzwQcf6O1r1qwxky3IKAfeQrz00ktomkaRIkXUL1wBIzo6mgEDBtC8eXNu3rxJpUqVCAoK0hNyWIPdu3frZTgAxo8fz6lTpxg5cqTZyn90dDQhISH6effu3alatSrHjh2jZs2aHD58GABvb2/27dvHli1bVJI6hUKhyMVMmzZN/7lly5b89ttvzJkzh4SEBDPZNWvW4Ofnx5o1a6xi2/Tp00lMTKRBgwY0adLEKjoVCsX/c+LECZ5//nnatm3L7du3ra5/8ODBuLi4cPjwYbOEmg4ODnpp7SFDhuhllRMTE9myZYu1Tc21KAc+B8n4Bbtt27acPn2azz77TNU1LUD8+eef1KxZk8WLFwMwdOhQjh07ZrVqA2FhYfTr14+GDRvy7rvvkpqaChhDpypWrGgm//vvv1OlShUGDRpEXFwc48aNo2bNmpw5c4aoqCiuX7/OM888w6RJk7h37x716tWzyn0oFAqF4slYu3YtcXFx+vn06dPZvHkz//3vfylTpoyJrMFgYOrUqVy+fJlr165Z3LY7d+6wcKGxeMH48ePV+5FCYQMqVaqEj48P9+7do3v37vq7orUoXrw4//73vwGYMWNGlnLu7u60bdtWP//kk08sblueISc20ueFAwsmtTEYDLJw4UKpWbNmgU+aU1CJi4vT69kCUq5cOdm5c6fV9BsMBlm1apUUL15ct6F///4SGxub7XXHjx8XOzs7KVmypBQtWtSspnvPnj0lOjraSnehUBQ8VBK7vDXf5wVKlCihP8Pbt2+freyGDRsEEA8PD4mIiLC4bR9//LEA8vLLL6skdgqFDTl79qwULlxYAJkwYYLV9V+4cEFPinzq1Cmz/l9//VW8vLykVq1aJu+lD6uclFtRSexyIdHR0Xz22WecOHGCJUuW2NochZXZv38/tWvX1uvn9u/fnxMnTtC4cWOr6L906RLNmjWjR48ehISEUK1aNXbv3s3ixYtxdXU1kY2Ojmb37t36uaZp+Pn5cffuXcLCwvT2woULc+DAAVasWEGRIkWsch8KhUKheDqOHDnCvXv39PMxY8ZkKSsi/O9//wOMoaoeHh4Wte3evXssWLAAgAkTJqjVd4XChvj5+bFo0SIAJk+ezO+//25V/b6+vgwcOJD//e9/lC5d2qzf39+fmJgYYmJiaNSokd7epUsXa5qZe8mJrwB54cDCX+T3798vAQEB6otyASIhIUHGjBkjdnZ2AkipUqXkl19+saoNhw4dEhcXFwHE2dlZPvvsM0lMTMxU9uLFi+Lj4yPu7u5y5swZvR59xkPTNBk6dKj6PVYorIRagc97831upmrVqvrz/OWXX5bq1avL8uXLM32mb926VQBxdXV9aIm5nGDEiBECyEsvvaTmGIUil9CvXz8BpGTJknL79m1bm2PC4cOHJSUlRbZv327yrnrhwgVbm/bY5PRcr4kUjARrmqa5A5GRkZG4u7s/9Xg7d+7EwcGBhg0bPr1xijzJ+PHjmTJlCmBM/DZv3jyKFi1qVRtSU1N55ZVXcHNzY+HChfj6+mYrW69ePa5fv05sbKzJHkmAF154gd9++y3T0nIKhcIyREVFpa98eohIlK3tyQ/k9HyfV4iNjcXd3V0vWfr222+zadMm3nrrLX755Rcz+ddee42goCA+/vhjZs6caVHbQkJCKF++PHFxcWzZsoWWLVtaVJ9CoXg04uPjqVevHidPnqRJkyZs374de3t7W5tlgohQo0YNTp8+DRifXXmtBGVOz/UqhP4J2Lp1K2+88QYdOnTgn3/+sbU5ChsxfPhw6tSpw4YNG1i1apVVnPfw8HDGjBmjO9/29vZs3bqVHTt2mDnvUVFRzJo1S3+Zs7OzIzU1lZCQEBPn3cvLi6CgIA4dOqScd4VCocijfPvttxgMBkqUKMF3333HN998w+eff864cePMZI8cOUJQUBBOTk4MHz7c4rbNnDmTuLg4XnjhBVq0aGFxfQqF4tEoVKgQ33//PYULF2bnzp3897//tap+g8FAYGAgb775pl76MjN69eql/7xnzx7i4+OtYV7uJSeW8fPCQQ6G1MXGxkqtWrWkd+/eEhcX99TjKfIGp0+flhEjRpiE/lkrDNBgMMjatWulZMmSAsioUaOylU9JSRE/Pz8BZMmSJSIiMnPmTD1hCCBeXl6yfPlya5ivUCiyQIXQ5+75Pq+QkpIivr6+AsiXX375SNf89ddf8tVXX1nYMpGQkBA9WdaPP/5ocX0KheLxWblypb6V0ppJmFNTU6VKlSoCyIwZM8z67927J/7+/lKoUCGTBJ0ffvih1WzMCVQSOxsRGhqq/+zq6sqff/7JN998o+phFxCioqJ45ZVXmD59OsuWLdPbrZGE58qVK7Ro0YIuXbpw9+5d/Pz8aN68ebbX2Nvb8+6771K0aFH27t1L6dKlGT58OCKCpmmMGDGCu3fv0rt3b4vbr1AoFArLMm3aNC5evIinp+cjP9dfe+01Bg0aZGHLYPbs2cTGxlK7dm1at25tcX0KheLx6dGjB3379kVE6NatG3fv3rWKXjs7Oz0KaM6cOSQnJ5v0e3t74+DggJ2dHa1atdLbC3rScOXAPwKbN2/G19eXVatW6W3u7u4qg2oBwt3dnU8//ZTmzZs/1HnOKZKTk5k2bRrVq1dn27ZtODk5MXHiRI4fP26SkRMgMjKSjz/+mFOnTultR44cISwsjGXLlnHr1i0AatSowdmzZ5k2bRqOjo5WuQ+FQqFQWJaJEycCxkojQ4cOpV27dhw7dixT2ZiYGKvZlZCQoOq+KxR5hC+++ILq1atz584devToYbX68D169KBkyZL8888/rF271qRP0zRWrlzJjRs3mDlzJj4+PoAx50fGBbWChnLgH4GDBw8SGRnJihUr0sPzFPkcEWHhwoXs379fb/voo4/45ZdfMi13YQk++eQTRo4cSXx8PP/61784ceIEEyZMwNnZ2Uz2448/Zvbs2QwaNIj4+Hi6dOli8hAsWrQogYGBnDx5ksqVK1vFfoVCoVBYnhUrVpCUlKSf//jjj/z444+cP3/eTPb06dOUKlWKESNGWOV9xsXFhcOHDzNx4kTatGljcX0KheLJcXV1Zf369bi6uuLt7U1iYqJV9Lq4uDB06FAAZsyYYfZsql69Ol5eXnh6enL9+nUKFy4MGJ99BRWVhf4RSE1NZfHixbz77rs4OTlZxkBFruHGjRv069eP7du34+fnx9GjR22yVeL69es0bNiQiRMn0rt372xXLo4dO8Ybb7yBk5MT3t7enDhxAjCG0n/00UdMmzZNrXwoFLkQlYU+5yloWejLly/PtWvX8PHxITAwEE9PT5YtW8bUqVPNskn36tWLlStX8vbbb7Nx40YbWaxQKHIzFy5cwNfX16rvjeHh4Tz77LPExsby66+/8uabb2Yqd/XqVYKCgujZsyeOjo5cu3aNUqVKWc3OJ0VlobcCJ06cYOjQoXr2bnt7ewYOHKic93yOiLBixQr8/f3Zvn07Li4uDBw4MNMVb0voDgwM5JNPPtHbypYty8WLF+nTp4/JQzQyMpJhw4YxceJEoqOjmTBhAi+99BKhoaHcunWLEydOULhwYTp27EhUVBTTp09XzrtCoVDkQw4ePMi1a9cA4z74l19+mSpVqjBt2jQz5/3y5cusXr0agLFjx1rctrCwMIvrUCgUOU+lSpX090YRITY21uI6vby86NevHwDTp0/PVKZfv34899xzeHp6UqVKFZKTk5k3b57FbcuV5EQmvLxw8IhZaaOioqRo0aICyOzZs7OVVeQf7ty5I23bttWzW9arV0/Onj1rFd3Xrl2T1q1b67p37dqVrfwPP/wggNjZ2UmhQoX069KPHj16SEhIiFVsVygUT4fKQm+7+T4/4O/vL4B4eHg8tCrKgAEDBJBmzZpZ3K6IiAjx8vKSt99+W8LCwiyuT6FQ5DxhYWHSrl07efPNNyU1NdXi+q5evSqvvPKKrF+/PtPn2fDhwwWQf//73/o7r6ZpeeIZo7LQWxg3NzemT5/Om2++Sc+ePW1tjsIKrF+/nurVq/Pjjz/i6OjI//73P4KCgvDz87Oo3pSUFGbNmkW1atXYvHkzjo6OfPrpp9SrV89MNiEhQb8mJCQEZ2dnDAaDSR1Mb29vgoODWblyJd7e3ha1XaFQKBS25fbt25w8eRKAxMRE/P39GT16NJGRkWayt27d4ptvvgFgzJgxFrdtx44dREREcO7cufSwUYVCkce4ffs2v/76K7t27eLIkSMW11euXDn+/vtvOnTokGnk6PDhwzlx4gTLli2jZcuWgHEhukBWVMqJrwB54SDti3x4eLjJV52ffvpJ2rVrJzNnzjT5UmKNL00K2xIaGipdunTRv+I9//zzcvz4cavoPnjwoNSuXVvX/eqrr0pwcLCZXGRkpAwZMkSqVKkiq1atkjJlypituDs7Oz9y3V+FQpG7UCvwlpvv8/sKfPv27fV5ID1ysFixYhITE2Mm+/HHH+tzjbUIDg6WoKAgq+lTKBQ5z/r16+XQoUO2NiNTfHx8BBB7e/tc77fl9Fxf4JLYOTs7c+HCBZ599lkA5s+fz+DBg2nTpg0//vijbY1UWI0tW7bQv39/7ty5g729PaNHj2bcuHFWyXOQlJRExYoVuXnzJp6enkyfPp2+fftiZ2ceEBMZGUmFChUIDw8367Ozs2Po0KHMmjVL7XFXKPIoKoldzlMQktilpqbi4eGh702dPn06lSpVIiIiwmw1Kj4+ntKlSxMeHs7WrVutVgpVoVAonoSIiAgWLlyIwWDIMmIoNjaWTZs26dHSEydOZMKECdY087HIFUnsNE0bpGnaFU3TEjRNO6xp2mvZyPbRNE0yOVwedUxN04pqmvaFpmnnNE2L0zTtuqZp8zRNe+y4rMTERC5cuKCfN27cmC+++MIkeZgi/yIivP/++7Ru3Zo7d+5QpUoV9u7dy5QpUyzuvKd/LHNycmLWrFl069aNs2fP0q9fP915j4iI4JtvvtFlr1y5kqnz/vbbbxMbG8vs2bOV865QKBQFjG+++UZ33l1cXOjXrx9t27bNNJS0UKFCnDhxgoCAAJo1a2ZRu2JiYrh06ZJFdSgUCttw5MgRBg4cqCf5thT79u1j9OjRTJ06lYiICLP+FStWULZsWQ4fPqy/u8+YMcOiNuU6HnfJHugMJAH9gKrAHCAGKJuFfB8gEngm4/E4YwI1gECgNfAc0AQ4D2x4DLvdATl69KgkJyfnZFSEIo8xZcoU0TRNPv74Y4mLi7O4vhs3bki7du1k5cqV2crFxcWJt7e3APLXX3/JnDlzpEiRInqIpJ2dnfTv318iIiIsbrNCobAOKoRehdA/Cemho4AMHjzY1uboBAQEiL29vYwbN87WpigUihwkMjJSPD09BZCpU6daVJfBYNATdGama+vWrQKIv7+/ODo66s/C3377zaJ2PQ05Pdc/ycS4H1jwQNsZYGoW8n2AiJwcM62/I5AIODyi3fl+QldkTkxMjFy+fFk/T05Olv3791tcb0pKisydO1d3wn18fCQxMdFE5vbt2yZ2lS9fXgApXLiwyT73Fi1ayJ07dyxus0KhsC7Kgc/5I7/P92vXrjWZH5577jlZs2ZNprLWzM4cHR2tf4T+9ttvraZXoVBYh6VLl+p7znfv3m1RXd9++60A8swzz0hCQoJJn8FgkJ9//llSUlJk0KBB+rOwQoUKFrXpabBpFnpN05yAF4DtD3RtB17J5tIimqZd0zTtH03TtmiaVjsHxvQAokQk5ZFvQFHgOHXqFLVq1aJt27YkJiYC4ODgQN26dS2q9+jRo7z88ssMGzaMmJgY6tevz7Zt2/RQn7i4OFq3bk25cuW4efMmAD/88INezzc9NLJatWocOnSIn3/+mZIlS1rUZoVCoVDkfj788EP955IlS3Lp0iX+/PNPM7m4uDiqVq1K69atuXfvnsXtWrBgAaGhofj6+tKtWzeL61MoFNalb9++9OjRg9TUVLp06UJoaKjFdHXp0oXSpUtz584dvvvuO5M+TdNo0aIF9vb2fPDBB3r71atXiY6OtphNuYnH3QPvDdgDdx9ov4sxND4zzmJchW8DdAUSgL81Tav0pGNqmlYMGAcsyspQTdOcNU1zTz8At6xkFfmXEiVKEBkZSXh4OFeuXLG4vpiYGIYPH86LL77IoUOH8PDwYMGCBQQFBeHv76/Lubq6EhISQlJSEvPnz+df//oXHTt2TF894plnnmHnzp0EBwfzwgsvWNxuhUKhUOR+zp8/z507d/TzhQsXMnXqVEaMGGEm+/XXX3P37l1OnTqFl5eXRe2Ki4tj+vTpAIwdOxYHBweL6lMoFNZH0zQWLFiAn58fN2/epHfv3hbbD+/k5KR/rJwxY0aWeqpUqaKXXxYRJk2aZBF7ch2Ps1wP+GBc/q//QPtY4OwjjmEHHAPmPcmYGEPj9gFbAcds9EzkgXJb5OOQOsX/c/HiRZPz/fv3S3h4uFV0BwUF6b9rnTp1klu3bklSUpJ8/fXX0qRJE0lISJDw8HAZNWqU2NvbCyCapunX+Pj4yIYNG6xiq0KhsD0qhF6F0D8OL730kj5fVK5c2aQsbkYSExP1sqMLFiywuF0zZ87UQ1iTkpIsrk+hUNiO48ePi4uLiwDy+eefW0xPZGSkuLu7CyCbN2826z958qTUqlVLypUrpz8XixQpkitLytk0hB4IBVIxXxkvgfkKeqaIiAE4CKSvwD/ymJqmuQHbMCa4e1tEkrNRNRVjmH36UeZR7FPkXZKTk5k4cSJ+fn6sW7dOb69bty6enp4W05semg/QoEEDxo8fz88//8y6desoVaoUIsK4cePYuXMnXbt2pWTJkgQEBJCamgoYP6I1btyY7du3c/PmTdq3b28xWxUKhUKRN0lISODgwYP6+X/+858sq5CsWrWKf/75h1KlStGnTx+L2hUXF8e0adMA4+q7o6OjRfUpFArbUrNmTebNmwfAmDFj2LNnj0X0uLu788EHH9C9e3eee+45s/7SpUtz4cIF7t27p0cZxcTEMGXKFIvYk5t4LAdeRJKAw8AbD3S9ATzSv55mnG1qAbcfZ8y0MPjtGLPVtxGRhIfYmigiUekHUDA2RRRQTp06Rb169Zg0aRKpqan88ccfFteZmJjI/PnzKV++vEl4/vvvv29yHhUVRa1atXBwcGDTpk0kJSXpfT4+PmzZsoWdO3fyxhsP/hdQKBQKhcJIxr2eDg4ObNmyhTNnzpjJpaamEhAQAMDw4cNxcXExk8lJlixZwt27dylXrhy9evWyqC6FQpE76NevH926dSM1NZXOnTtz//59i+j57LPPWLVqFVWrVjXr8/LyYuPGjdy4ccMkN8jMmTMtYkuu4nGX7Pn/km99MZZ8m41xRbxcWv8KMmSPByYAzYCKGB33ZUAyUPcxxnTDGDZ/AmMZuYwl6ewf0e58G1JXkElJSZGAgABxcnISQIoWLSpr1661mL6kpCTZunWr9OnTRzw8PPSQnY8++khEjFl43dzcBJD169fL+++/r4fKZzxcXV3liy++yDL8UaFQFAxUCL0KoX9UChUqZFJWFJC9e/eayaVnqS9atKhER0db1Kb4+HgpVaqUALJo0SKL6lIoFLmLqKgoqVy5sgDSsmVLm4au37p1y2RL6r59+2xmS2bYvIycGCfHQcBVjGXcDgMNM/TtApZnOJ8NXEuTvQf8ygP73R9hzH896ABlOMo/os35ckIvyJw7d07q16+v/y60atVKbt26ZRFdERER0r9/fylWrJjJ75+Pj49MnDhRUlJSdNm2bduKt7e3ybPpdCEAACAASURBVIMk/ShcuLDMnz/fIjYqFIq8h3LglQP/KBw9elTPmdKhQwfZvn27zJw5M1PZN998UwCZNGmSxe2aN2+eAFK2bFmzMqkKhSL/c+zYMXF2dhZApk+fbjE9wcHB8u6775rlucpImzZt9Pfthg0bWsyWJyFXOPB58ciPE3pBJTU1VebNm6evRri5ucmyZctydDU7JSVFLl26ZHL+zDPPCCAlSpSQQYMGyS+//CKvvvqqODk5mXw4KFGihJnjXqRIEVm4cGGO2adQKPIHyoFX8/2j0LdvXwGkS5cuD5WNj4+X+fPny/379y1qU3x8vPj4+FgtUZ5CocidLFy4UK8Pf/ToUYvoeOuttwSQwYMHm/UlJCRIly5d9Gjc9CglS0cgPQ45PddrYpzs8j1pe+gjIyMjcXd3t7U5iifk6tWr9O3bV9/j/vrrr7Ns2TLKli371GMbDAb27dvHunXrWL9+PSLCP//8g729PQBr166lePHiNGrUSC+R88orr3DgwAGWLFlCdHQ0kydPNtkHVKVKFWbOnEmLFi2e2j6FQpH/iIqKwsPDA8BDjPlaFE9Jfpvvb9y4QcWKFUlJSWHPnj3Ur1/f1iYBMH/+fAYPHkyZMmW4ePEizs7OtjZJoVDYABGhR48e+Pr6Mn78eP29OSfZuXMnr7/+OoUKFeL69et4e3ub9Ddq1Ii//vqLZ555Ri+1OWTIED3Znq3J6bn+cbPQKxQ2QUT4+uuvqVmzJn/88Qeurq589dVXbN++/amcdxHh4MGD/Oc//6F8+fI0aNCAefPmcfv2beLj47l48SIA8fHx3Lx5k08//dSkFmVqaiqpqakMGDCAYcOG6c67r68vQUFBnDlzRjnvCoVCoXhi2rVrR0pKCvb29owbN47Ro0dz96554Z979+7p1U2swe+//w7AqFGjlPOuUBRgNE1j1apVTJo0ySLOO0Djxo2pU6cO8fHxzJ8/36x/1qxZHDt2jPHjx+ttixYtsogtuYKcWMbPCwf5MKSuIHHv3j3x8vISQBo0aCAXLlzIkXEnTZpkFurevXt32bx5syQkJOhy8fHxegj90qVLJSYmRgYMGGC2z71q1ary+++/54htCoUi/6NC6NV8nx1xcXFm84ymaXLlyhUz2SZNmoifn1+mie0sgcFgkG3btkl8fLxV9CkUirxBfHy8/Pbbbzk+7po1awSQ4sWLS1xcXKYyMTExEhAQoD8v//777xy340mwdR14hcImFC9enAULFjB9+nT+/PNPfH19H3uM4OBgxo8fb1KvslmzZri6utK5c2c2btzIvXv3WLVqFZUrVzYJu7l37x7+/v44OjoSGBhIjRo1WLRoUfrLIlWqVOHw4cOcPn2aJk2aPP0NKxQKhaLAM27cOH2eGTRoEN9//z2ffvop5cuXN5Hbt28fO3fu5NKlS/j4+FjFNk3TaNasmcXL1CkUirxDREQEDRo0oHnz5uzbty9Hx+7QoQPly5cnJCSEb7/9NlOZwoULM2TIEL1u/MqVK3PUhlxDTnwFyAsH+eiLfEHg3r170r59e/nxxx+fapxz587J5MmTpXr16vrXuH79+un9BoNBYmJiTK4JCwvTM2p+99130r1790wzyjs6OkrTpk1Nkt0pFArF46BW4NV8nx3p5UobNGiQrVzr1q0FkH//+98Wt+nIkSMSERFhcT0KhSLvYTAYpFOnTlKsWDHZsWNHjo8/d+5cAcTX19ekAlQ6c+bMEW9vbxk7dqxetjk3zAVqBV5RIPjyyy8JDAxk8ODBJCUlPda1SUlJBAQEULt2bfz8/Bg/fjzBwcE4OjrSunVrkz3pmqbh6urK6dOn9TZPT0+aNGmCt7c33bt357vvvkt/KQTAzc2NmTNnEhoayo4dO6hYseLT37BCoVAoFBlYu3YtkZGRAMyePTtLuRMnTrB582Y0TWPUqFEWtSk5OZl33nmH8uXL5/jqmkKhyPtomsaSJUs4duwYTZs2zfHx+/bti5+fHz179szUP4iKiiI0NJR169YBEBcXx+DBg3PcDlujstArciUJCQn06tWLUaNGUadOnYfKR0ZGpmd3RESoVKkSly5dwsHBgaZNm9K5c2fatWuHp6enyXX379+ncePGnD9/nkuXLrF//34mTJjAqVOnzHQ4OzszZswYRo8ejaOjY87cqEKhKNCoLPQ5T36Z70uVKsWdO3dwcHDgnXfeoXnz5nTp0oVChQqZyHXt2pW1a9fSqVMn/aXVUly+fJlWrVoRFhbG5cuXcXV1tag+hUKR94mLi8vRZ4WIoGlapn2hoaHs3LmT1NRUunXrBoCdnR3JycnY2dlu3Tqn53rlwCtyBdu2bWPJkiWsW7dOL9H2MG7dusX69etZt24dZ86c4c6dO3om3G+//ZakpCTeeecdihUrZnJdxv/4IkKdOnU4deoULi4uxMTEmOkpWrQoAQEB9OvXL8sHhkKhUDwJyoHPefLDfH/16lUqVKhg0mZvb8/169dN9rhfuHCBKlWqYDAYOHbsGM8//7zFbUtNTeXSpUtUrlzZ4roUCkXe5ocffmDAgAFs3ryZunXrWk1vcnIya9eupVevXoAxn8jkyZOtpv9BVBk5Rb4hOTmZ06dP8/777/PWW2+xcePGh5Z8uHfvHvPnz6dRo0aUKVOGDz/8kL179xIZGcmBAwd0ud69e9O/f38T5z06Oppx48ZRp04dkpOTAUhJSeHChQukpKSYOe+VK1fmzz//5P79+/Tv31857wqFQqGwCjNmzNB/rl+/PgEBAXzwwQdmCerWrVuHwWCgZcuWVnHewfghQTnvCoXiUVi9ejX37t2jU6dOhIeH59i4BoOBzZs3m5SNy4ijoyM9evTQV/7nzJmTY7pzA2oFXmFxUlJSuHjxIsHBwSbH+fPndUcaYOjQoUydOjXLMJvly5fz7rvvmtRhf+WVV+jcuTMdOnR4aObdhIQEypQpw/3791m5ciVXrlzhiy++ICQkRJdxc3Ojbdu2TJ06lTJlyjzlnSsUCkX2qBX4nCevz/cGgwF3d3diY2MB2Lx5M61atcpUVkT4448/KFasmEUd+JSUFJYvX0737t3NQvgVCoUiKyIjI6lTpw6XL1+mXbt2bNy4MUcWxM6fP4+fnx+apnHmzBn8/PxM+nfv3s1HH31EYmKivi127969vPzyy0+t+0nI8bk+JzLh5YWDfJSVNrfyYDbIzz//XPz9/cXJycksg3v6UaRIEXn11Vdl586dJteGh4fLN998I7t379bbgoODBZCXXnpJZsyYIdeuXcvSlvj4eFmzZo18+umneltSUpK4uLgIIPb29iZ2lC9fXlavXi3Jyck59LehUCgUD8dWWeiBQcAVIAE4DLyWjWyfLJ7hLhlkHIDP0saMBy4D4wG7tH5H4HPgJBAL3AJWAD4P6LqaiZ6Ax7y3PD3fp9c6BqR06dKSmppqa5Nk5cqVAoi/v78YDAZbm6NQKPIQhw4d0n2BOXPm5Ni46dU3+vfvb9b3999/C2Dig1SrVi3HdD8uOT3X29yxttaR1yf03ERqaqrcv39fP09OTpbatWuLi4uLhISE6O3Dhw/X/9O4urrKiy++KL1795Zp06bJzz//LFevXjV5MYmMjJSVK1dKq1atxNHRUQDp1KmTie7snPaMLxURERH6GPv375cNGzZIpUqVzF5Aa9WqJb/++mtO/LUoFArFY2MLBx7oDCQB/YCqwBwgBiibhXwfIBJ4JuPxgMxYIBRoCZQHOgDRwLC0fg9gB9AJ8ANeBvYBhx4Y5yow7gFdRR7z/vL0fO/u7q7PUc2aNZPdu3ebOc3h4eESHh5uFXtSUlLEz89PAPnf//5nFZ0KhSJ/MW/ePL0E84EDB3JkzL/++ksAcXZ2ljt37pj1L1++XDZu3Gjy3h8XF5cjuh8X5cArB95qpKamyuXLl2Xz5s0SEBAgPXv2lDp16kihQoWkUaNGJrLly5cXQHbt2qW3nThxQjZv3iyXL1/OcgXBYDDI2rVr5e2339Zrr6cfNWrUkOnTpz/UzmPHjkm7du2ka9eukpSUJBs3bpQ33nhDH6dixYom49rb20vbtm3l1q1bT/X3o1AoFE+LjRz4/cCCB9rOAFOzkO8DRDxkzC3A1w+0BQIrs7nmpbR7L5uh7Srw4VPeX56d79NfSAFxcHDQV5AyfhwXERk1apS4ubnJokWLLG7Td999J4AULVpUoqKiLK5PoVDkPwwGg7zzzjsCSIUKFXLkA6TBYJB69eoJIGPHjs1SJqMfYKuPkDk916s98ApEhBs3bhAcHMypU6f0PepnzpzR9+A9SOnSpfnnn3/08/379+Pt7U358uWxt7fPVl9KSopJpvk6depw9OhRwJg4rnPnznTu3Jnq1atnen1UVBRJSUl4e3sDcPz4cWrVqoW9vT0eHh6EhYWZXWNnZ0fFihX58MMPGThwoE1LSSgUCkU61t4Dr2maExAHdBSRTRna5wK1RKRRJtf0AZYCNwF74BgwTkSOZpAZBbwPvCki5zVNex7YjtEZX5OFLU3TZDzT713TtKuAM+AE3ADWA9NFxLzgb9b3mGfn+ypVqnDu3DkA2rdvj6enp15XOZ3w8HDKlStHdHQ0P/zwA23btrWYPampqdSoUYOzZ8/y2WefMXbsWIvpUigU+ZuIiAjq1KnDlStXeOedd9iwYcNT74cPDAykQ4cOeHl5cf36dYoUKWIm8+WXXzJkyBAAypQpw40bN55K55Og9sAXwC/yOcnNmzdl27Ztcvv2bb0tPawls8PJyUn8/f2lS5cuMmXKFNm4caOcO3fusfeKJyQkyE8//STdu3eX4sWLm/w7fP311zJq1Cg5evToQ/fWff755+Lk5CSjRo2SpKQkCQwMlNdffz1L+93c3GT48OFy8+bNx/uLUigUCitg7RV4wCdN3ysPtI8BzmVxzctAD+B54DVgA8aPAJUyyGjAVMAAJKf9OTobO1yAQ8CqB9o/AhoBNTGG+IcASx9yT85pc3z6UTovzvdRUVEm89ehQ4cylZsyZYoepWbp/fFr164VQDw9PSUiIsKiuhQKRf7nwIED+hbXL7744qnHS0lJEV9fXwFk7ty5Zv0nT56UDh06iJ2dnf5sPXHixFPrfVxUCL1y4B+KwWCQmzdvyvbt22Xp0qUmfa+99poAsmrVKr1tx44d4uDgINWrV5dOnTrJpEmTZMOGDXLmzJmnSuqWlJQkW7dulT59+oiHh4fJi8natWsfen14eLgsX75cwsLC9Lb0l4kKFSqIl5dXlo67t7e3zJgxQyWlUygUuRobOvD1H2gfC5x9xDHsMK7Cz8vQ1gXjinkXwB/oCdwHemdyvSPwA3DkYfcNtE+zt1g2MhMzmwfy2nzfvXt3ky1kmREdHS3FihUTQFavXm1Re1JTU6V69eoCyKRJkyyqS6FQFBzmzJmjLxJm9aHycZg/f77UqlVLNm/ebNa3a9cuffts+vO1du3aT63zccnpuf7/45gVeQ4R4e7du2bl2YKDg4mIiABA0zS6du2ql2Z7/vnnCQ0NNQlZadSoEbGxsTg5OeWYbTt27KBr167cv39fb/Px8aFjx4507tyZevXqPXSMpk2bcvjwYb755hv69OkDwO3btwG4cuWKmby9vT2vv/46c+fOpUqVKjlzIwqFQpG/CAVSMSaHy0gJ4O6jDCAiBk3TDgKVMjRPx5gtfm3a+UlN08oBo4Fv04U0TXMEvgcqAE3k4aGE+9L+9MX4QSAzpgKzMpy7Af9kIZtrWb9+vf6zv78/N2/epHTp0iYyixcv5v79+/j6+tKpUyeL2hMYGEhwcDAeHh4MHTrUoroUCkXBYejQoezatYsffviBTp06ceTIkfTw8ifivffe4/333880HL9hw4aMGTOGGjVq0K1bNwCOHj1KdHQ0bm5uT6zT1igHPg8REhLCunXrTBz1zPZ7g3HPt6+vL9WrVycyMlJ34OfNm2f2C+7o6PhUdhkMBoKCgnB0dKR+/fqAcR/f/fv3KVGiBB06dKBz5868+uqrme49T0hIYM2aNezcuZNvv/1Wl3n99de5efMmZ8+e5fLly0yYMMHkBSf9PsuWLcukSZPo2bNnjtSWVCgUivyKiCRpmnYYeAPYlKHrDeDHRxlDMz5oa2EsCZeOK8aw+YykYlytT78u3XmvBDQWkawc8ozUTvvzdlYCIpIIJGbQ8wjD5i5WrVpFUpJxm7+TkxNr1qxhy5Yt3L17V6+7npiYyIwZMwAYOXLkQ/PNPA0Gg4EpU6YAMGzYMDw9PS2mS6FQFCw0TWPZsmUcO3aMy5cvs27dOt57770nHi+7Z6Gmafz3v/8FYNasWRw6dAiAAQMGsHr16ifWaXNyYhk/LxzksRD6HTt2yKBBg0xC5M6cOWMWIqhpmvj6+krbtm1lzJgx8t1338mxY8ckPj7eovYZDAbZs2ePDBs2THx8fASQ5s2bm8js378/yxD2jPv24uPjxc3NTQDZs2eP3t6rVy+zsJf0o3LlyjJ//nyJjo62zA0qFAqFFbBxGbm+GMvIzcZYRq5cWv8KMmSkByYAzYCKGB33ZRj3udfNILMc46p3ehm5tzHuX/88rd8B4weCGxj30mcsE+eUJlMf4x74WhhX6DthTJz342PeX56a70VEunTpos93Xbp0kYYNG0rfvn1NZH7//Xext7eXMmXKSGJiokXtCQwMFEDc3d1NtrEpFApFTrF//35ZuXJljo0XFRUlM2fOlL///jvT/jVr1uh+RJEiRXJM76OgQujzCWFhYWZh70uXLqVixYqAMav7/PnziYqKomvXrgD4+vrSrl07qlSpQvXq1alevTpVqlTRv85bg0OHDrF27VrWr1/P9evX9XYPDw+effZZRERf/ahbt67Z9SdOnGDEiBFomsa2bdsAY2bG1157jTNnznDo0CFiY2MZNGgQFy5cAIxZcMG4KvH6668zZcoUXnjhBUvfqkKhUORLRGSdpmnFgPFAKeAU0EJErqWJlMV0Nd0TWIzR2Y4EjgINReRABpkhwBRgPsZw/FvAImByWn8ZoE3az8ceMKkxsAvjKnpnjB8MnIFrwBJg2pPfbe4nKiqKLVu2AMbtZ40bNwYgOTnZRK5JkyZcvHiRK1eu5OiWtwcxGAxMnmz8Zxs6dCheXl4W06VQKAoudevWzdRXeFLGjRvH3Llzeeutt/jll19M+m7evElwcPD/tXff4VFU6wPHvy8JIUDoIAFCb0LUSxGkBislFIOiiFhA/IEoV1CwICLoVa4KCKJYLnqpgiAgFiyABdGAIk1q6CEQupBAEhKSnN8fs5m76W03m/J+nmef7M6cnXnP2c3OnJlT8PX15cqVK1y+fJnvvvuOnj17umz/BUmnkXOzixcvsmfPnlTTs+3evZtTp06lS/v5558TEhICwKZNm/j888/p1q0bwcHBBRZvdm6++WbWr18PgJ+fH3feeScDBw6ke/fulClTJl36c+fOER8fb/fjO3LkCI0aNUJEmDp1KqtXr+ann36y0/v4+NjNCMFq+nLttdfy4osvMmjQoCLZNFIppTJT0NPIlQRFbRq59957jyeeeIJrr72WPXv2ePw498UXXxASEoKfnx9Hjx6lWrVqHo1HKVX8nT17lgkTJjB16tQ894c/ePAgzZo1wxjDzp07ue666+x1X375JXfeeSflypUjNjYWgLZt29pN6t3N1cd6vQPvIs5zmycmJtKnTx927drFiRMnMn1PvXr17DvpgYGB3Hjjjfa6Dh060KFDB7fHnZndu3ezbNkyli9fzo8//kjNmjUBGDJkCDVr1mTgwIH06tUry7v/06dP57nnnmPEiBHMnj2bs2fPsmbNGpo3b05YWBjjxo1L956EhATKlStHu3bt6N+/PyNHjnTrnQallFLKU5KTk+1jYXBwMKtWrSI4ODjVBfHk5GT2799fYIOzXrx4kapVqzJixAitvCul3M4YQ0hICKGhoVy5coUFCxbkaTtNmjThrrvuYsWKFUyfPp25c+fa64KDgxkwYABBQUGMHj0aYwxbtmwhKioqXwPoeYwr2uEXhQcu6hN36dIlEx0dbb9eu3atqVu3rrnllltSpatfv77dz6JOnTqmR48e5umnnzYff/yx2bRpU6ptFBZhYWHmlVdesaeNSXnMnj072/eePn3avP/++6nmW//2228NYAIDA82tt96a6ZRvKY/AwEAzf/58c/nyZXdmUymlCg1P9IEv7g9XHe8LwptvvmkfA8uWLWsA07hxY5OYmGinWblypQHM0KFDCyyu6OjoIlF+SqniYdOmTeaGG24wO3fuzPd2AFO6dGlz/PjxDNNMnjzZ/t0dPXp0vvaXU9oHvoDExsayd+/edP3Ujx49yjvvvMOoUaMAqFKlChEREVy5ciXV+z/44AMqVqxIy5YtC/3orX/99RcPP/ww27f/r1ti6dKl6dGjBwMHDqRfv35ZvNsyYMAANmzYQHx8PKNHjwbg0qVLlCpVyi67jFSvXp0HH3yQ8ePHU6NGDddkSCmllCoC3nnnHcAaRbl79+78+eef9OjRwx5V2Rhjj6Bcu3btAourKE+vpJQqem666Sa2bduW4WxVud1O165d2bBhA7NmzeKNN95Il2bSpEksWrSIgwcP8vPPP+drf55S4ivwcXFx7Nu3L11F/ciRIylX8tNxnoM8MDCQDRs20LJly1RpCvOgCBEREZw9e5Y2bdoAEBAQwK5du/D29ub2229n4MCBhISEZHjhIT4+no8++ojvvvuOlStX2lPQdezYkQMHDrBnzx4iIiKYMWMGn3zyCcnJaWcVgho1atiV9urVq7s3s0oppVQhtHfvXiIiIgCYN28egwcPJikpiZiYGDvNmjVr2LJlC+XKlbMvjrvLr7/+ysWLF+ndu7fH++ErpUoe58r777//TosWLfI0jsm4cePYsGEDH3zwARMmTEi1jbi4OFauXMnw4cN57rnn2LFjB2FhYTRv3twleSgwrriNXxQeOJrUffLJJ6maNHTp0iXTJt3Vq1c33bp1M48//riZPXu2+fnnn83Zs2dz3l6iEDlx4oR5++23TadOnQxgOnXqlGr96tWrzblz5zJ8b2xsrP08MTHR1KhRwwDm008/NcZYU8qFhITY09qlLUdvb2/TuXNns2DBAnPhwgX3ZVIppYoYbULvvuN9YW8CHhwcbABTvnx5k5ycnGGaoKAgA5gxY8a4NZbk5GTTvn17A5hp06a5dV9KKZWV//znP/aUmpn9NmYlKSnJBAYGmnvvvddERESkWrdw4UIDmHr16pmGDRsawDz00EOuCj1Trj7Wl7hR6AFiYmIoV64cACNGjGD58uWpBpNLeVxzzTWeDDnfzpw5w/Lly1m2bBm//PJLyokNIkJQUBDff/99upHjjfnfNHBbtmzhzjvvpFatWqxcuZJ169axdu1avvzyS2JiYhg8eDBNmjTh9ddfJz4+PtV2SpcuzT/+8Q+GDh3KI488gq+vb8FkWimlihAdhd71isIo9ElJSfj4+JCcnEzfvn2ZPHmy3Souxa+//krXrl3x8fHh8OHD9mwu7pCQkMDEiROZO3cuO3futAeuVUqpgrZx40aCgoJITEzkww8/ZPjw4bneRnx8fIazY8XGxtKpUyd69OjB9OnT7amqL1y44NYuzy4/1rviKkBReOC4In/TTTeZY8eO2VdErly5kqerO0XBnXfemepOeMeOHc3MmTMzHNThtddeM/Xr1zfvvfeeMcaYixcvmrlz52Y78Jzzw9fX19x+++1m9erVxbZMlVLKlfQOvPuO94X5DvxLL71kHzvLly9vANOjR49UaXr27GkAM3z48AKL68qVKwW2L6WUykzKAJ9lypQx27dvd8s+/vWvf9m/w/fcc49b9pHC1cf6/I0UUAStWbOGunXr2q/LlClTpPt6JSQkcPjwYebPn09wcDCHDx+21w0cOJB27doxdepUwsPDCQ0NZejQoYwbN47rrruOq1ev2mkvX75MeHg4H374IR06dKBKlSoMHTo0y337+PjQt29fJk6cSFhYGHFxcaxdu5bg4OAiXaZKKaWUO82fP99+3qFDB3x8fAgMDLSXnT9/ni1btlCqVCmeffbZAosroztWSilV0MaOHUvv3r2Jj49n4MCBqeosuXHgwAFeeeWVlIu7qbz44ov2ANpffPFFvuItaCV+ELvC7uLFi3h5edkjwv71119MmTKF8PBwjh07xsmTJ1N9KZctW8bzzz8PgL+/vz1vbL169QDw8/Pjm2++ITo6ml27dtG6dWsA9u/fD8COHTuyjMfX15fWrVszceJEbrvtNp2jXSmllMqFyMhIwsPD7ddz5szBz88v1bG8WrVqHD16lF9++YXGjRu7LRZjDGPHjuXOO++kW7dubtuPUkrlRqlSpZg/fz7XXnstYWFh9g3C3IiNjeXGG28kOjqaDh060L17d3udMYY///yTQYMGMWvWLBISElixYgV33323q7PiFiXuDnxhdO7cOZYsWcLrr7/O448/Tp8+fbj++uupVKkSVapUYe7cuXbauLg4li5dyqZNm4iMjMQYg6+vLwEBAbRu3ZrOnTvbacPDw1m4cCFfffWVvaxUqVJ07NiRChUqsH37dqZNm0bXrl0zvfJUqlQpGjZsyDPPPMORI0eIi4sjNDSUXr16aeVdKaWUyqUXX3zRft69e3caNmxIjRo10o27U65cObfPaPPTTz8xY8YMevTowdmzZ926L6WUyo1q1apx//33A7Bo0aJcv79cuXJ2a+KpU6emWrdw4ULat2/P2rVr7VbD48aNy2fEBUfvwLtRbGwsx44d49ixY4SHh9t3zcPDwxk2bBgPPfQQAIcOHbK/oBk5c+aM/bxy5crcc889VKpUiREjRlC/fn2qV69O27Zt2bZtG2fOnOHChQts3bqVffv2ERgYyPHjx0lOTubw4cPMmTOHdevWkZSUxCOP9TQ2AgAAIABJREFUPJJuX2XKlKFt27Z0796dW265hS5duuR7TkallFJKQWJiIp988on9evDgwenSbN26lVatWhXIsfeVV14B4NFHH7WbkiqlVGExePBgZs2axapVq7h06ZLdIjmnnnrqKd59913WrVvHtm3b7JbHffr0oXLlyjRr1oy9e/cCcPToUWJiYihfvrzL8+FqWoHPI2MM586dsyvkx44do02bNgQFBQGwefNm2rdvn+n7b7zxRvt5w4YNCQoKon79+tSrV8/+m5SURHh4ODfffLOd9uzZs3z22WfUqVOHOXPm8Pfff/PDDz8QEBDAlStXGD16NCdOnEi3v5YtW7J///50fUBKlSpF3bp16datG0OHDiUoKEgr7EoppZQbvPTSSyQkJABQoUIFHn30UbZu3crMmTMBOHLkCO3bt6dFixaEhobm+mQ1N9avX8/69evx8fGxu94ppVRh0q5dO5o2bcqBAwdYtWoVDz74YK7eX79+fe69916WLFnCtGnT7AuoVatW5eTJk/j6+tK1a1d+/fVXAMaMGcOcOXNcng9X0wp8Jq5evcqJEyfw8fGhdu3agHVgfeyxx+wKe1xcXKr3PP3003YFPiAgALD6nNevXz9d5TzlChBYTUTef/99wsLC6N+/v7383nvv5bPPPuONN96gRYsWgPVFbNKkCd7e3jRs2JCjR4/mKD9hYWGAdYe9fv36BAUFMWjQILp164aXl1feCkkppZRSOfbuu+/az1u0aMEff/yBn5+fvezNN98kKSmJ2rVru7XyDvDyyy8DMGzYMPucRSmlChMR4YEHHmDSpEksWrQo1xV4sJrGL1myhKVLlzJlyhTq168PYE9xPWrUKLsC//3337sueDcq8RX4ixcvsnjx4lR30sPDw+3+5WPHjmXatGmA9UGvWbMm1ftr1aplV8xbtWplL/f39+fvv/+mcuXKqUZkT05O5uDBg6nucp85c4bAwEBKlSpFVFSUfTBv3rw5jRo1SjWyfExMDAcPHsxx/qpUqUJISAg9e/akc+fObp1HVimllFIZ2759O5cuXbJfr1y5klOnTtk3CU6ePMl///tfAF544QW3xrJhwwZ++uknSpcurXfflVKF2uDBg5k0aRLr1q3j1KlT+Pv75+r9bdq04dZbb+XHH39k5syZzJgxI9X6Tp06UbZsWeLi4oiIiGD//v00a9bMlVlwuRJXge/UqRMDBgxg8uTJgDUo3BNPPJFh2jJlyhAfH2+/rlmzJnPnzrUr7AEBAZlOuSIi/PXXX0RGRtKnTx/7SvqkSZN49dVXefTRR5k8eTKHDh3i8OHDVK1aFS8vL9asWcNdd91FUlISkZGRHD58mAULFvDjjz9y4sQJYmNjM82bj48PdevWpUuXLvTr149evXpRtmzZPJaUUkoppVxl2LBh9vM+ffpQp06dVBfVp0+fTkJCAp07d7Zb87lLSt/3oUOH2rPUKKVUYdS4cWM6duzIxo0b+fTTTxkzZkyut/HMM8+wbdu2dIOFfvbZZ9x///1cc801dsvq8ePHs2LFCpfE7i6S0bx4xZGIVASiAO655x6WLVsGWHfEBwwYQEBAQLqm7jVq1EjXH3zjxo1ERkbSvXt3u1K+atUqpkyZQseOHXn77bfttP7+/pw+fZoZM2YgIhw6dIjffvuNrVu3UqpUKZKTk9PF2bp1a+rVq8eXX36Z4ZyFzttu3bo1t956K40bN+a2226jYsWK+S4npZRSBSc6OppKlSoBVDLGRHs6nuIg5XgfFRVVaI6LiYmJ+Pj42Mf1r7/+mt69e9vrz58/T/369YmJiWH16tW5ni4pN0JDQ+ncuTPe3t4cOHCABg0auG1fSinlCrNnz2bUqFGMHDmS9957L9fvN8YQGxubboC6iIgIGjRoQMuWLdm1axdg3YSNj4+ndOnSLokdXH+sL3F34JcvX56q/3mpUqV44YUXiIyM5JZbbrEr5V9//TX//ve/ad++faqmFgMGDCAyMpItW7bQpk0bwGr2tnnzZi5fvpxqXxcuXACsERDTyqjyDrBt2za2bduWKr5KlSoRGBhIu3bt6N69O127di0SIyQqpZRSyhq8LqXyXrlyZYYPH8748eMZNWoUALNmzSImJoZWrVrRq1cvt8aScvd9yJAhWnlXShUJDzzwAH379s1ziyERybDuVLduXQ4dOmRX4vfu3Ysxhueff57p06fnN2y3yVMFXkQeB54BagG7gTHGmA2ZpB0CzM1gVVljzJWcblNEygDTgEFAWeAH4HFjzPHcxD5z5kxuuukmu187QEhICCdOnGDz5s00adKEc+fOsW3bNkJDQ/n777+pW7cu586d4/z58yQnJ+Pn58eyZcto06YNV69etSvqBw8eZMiQIRw+fJjIyEh7pNmc8PLyomXLlrRq1YrWrVsTEBBA586d7b5xSimllCqaFi5caD/39/dn3759XLx4EbDuDIWGhgJW33fncXNc7ffff+f777/Hy8uL8ePHu20/SinlSpUqVUq5g50vxhh7PLMePXoA2Bcyn3zySUaOHAnAnDlzCnUFPtdN6EVkILAQeBz4DRgBPAq0NMYcyyD9EOBtoLnzcmPMqdxsU0TeB/oCQ4DzwHSgKtDWGJOUg7jtJvSNGzdONRBctWrViIqKwhiT6Z3xtKpWrUrDhg3Zvn07SUnZ7h4Ab29vfH19qVmzJi1atKBdu3Z07tyZdu3aFZpmfkoppQqONqF3vcLWhP706dMEBASQmJjI888/zxNPPMFvv/1GUFAQtWrVAqyTyh9//JGbb77ZrTPDBAcH8+233zJ06FB7wDyllCpKzpw5Q40aNfJ0sfOjjz7i//7v/2jRogW7du1K1VX6/Pnz+Pv7k5iYCMC+ffto3rx5ZpvKFVcf6/NSgf8d2GqMGem0bC+wyhiT7nKuowI/0xhTOa/bFJFKwFngQWPMUsf62kAEEGyMyXbMf+cKPFjTt8TFxREXF8fp06ezzXdOeHl5UalSJWrUqEFAQABNmzalT58+NGjQgPr166eaKkYppZTSCrzrFbYK/Ouvv8748ePp0KEDGzdu9Fgcmzdvpn379nh5eREWFkbjxo09FotSSuXFwIEDWbFiBevXr6dz5865fn90dDR169YlOjqar776ij59+gDwzTffMGzYMLy9vTl+3GrcHRISwueff+6SuD3aB15EfIC2wOtpVq0BOmXxVj8RCQe8gO3ARGPMtlxssy1Q2rEMAGNMpIjscqRJV4F3NLl3HiI+1YSqe/fuzSLcVNux75xXqFCBmjVr0qdPH+rWrUutWrWoUKECjRo1wt/f36WDHSillFKqaEtKSmLWrFkADB8+PN36rVu30rRpU7fP+Q5WE9QBAwbg5+enlXelVJFUtmxZkpKS8lyBr1ixIiNGjGDq1KlMnTrVrsA3bNiQU6dOUa1aNTvtt99+S3JycroBzQuDXN2Bd9z1PgF0NsaEOi1/AXjYGJOunYGIdACaADuBisBoIBj4hzHmQE62KSL3A3ONMWXSbHsNcMQYMyKD/U4GJqVdHhAQgJ+fH/7+/vj5+VGxYkWqVatGp06dqFq1KlWrVqVixYpcc801VKxYsVB+aEoppYoHvQPveoXpDvzLL79sT1vbs2dPYmJieO655+jduzcJCQk0adKES5cusWbNGtq1a1cgMSUlJbm1mb5SSrnLgQMHAGjatGmet3H8+HEaNmxIYmIiv//+O+3btwfghx9+oEuXLjRr1oxjx6xe4W+//TZPPvlkvuMuLKPQp631SwbLrITGbAI22QlFfgO2Av8EnEskx9vMYZp/A285va4AHN+9e7fHD+hKKaWUKv7effdd+/nu3buJiIigX79+9O7dm08++YSIiAj8/f25/vrrCywmrbwrpYqq/FTcUwQEBHD//fezYMECpk2bZk8tfttttwGwadMmGjVqxJUrV1iwYIFLKvCultvby+eAJMA/zfJrgBx1JDfGJAObgZRPICfbPAX4iEiVnO7XGBNvjIlOeQCXchKfUkoppVR+HThwgHPnzgEwdOhQvv32W15++WWGDBlCUlISr79u9RwcO3Ysvr6+botj+/btPProoxw+fNht+1BKqYJ25cqV7BNlYty4cQCsWLEi3W9jrVq1ePbZZwEICwsjJiYm70G6Sa4q8MaYBGALcEeaVXcAoenfkZ5YQwa2Ak7mYptbgKvOaUSkFnBdTverlFJKKVVQnn/+ecDqs/nxxx8TGBjISy+9RPXq1fnmm2/Yv38/VapUYcSIdL0AXeqVV17h448/ZuLEiW7dj1JKFYTLly9z99134+/vT1RUVPZvyMD1119Pz549admyJWfOnLGX//rrr3Tu3JkjR47QoEEDLl++zPLly10VusvkpQn9W8BCEfkT2AgMB+oBHwCIyALgRMqI9CIyCasJ/QGsPvBPYlXgn8jpNo0xUSLyMTBdRM4Df2PNCb8TWJeHPCillFJKuUVycjJff/01AH369Ek33dGCBQsAGDJkiNsHsBs3bhyxsbFMmDDBrftRSqmCUL58efbu3UtUVBQrV65k6NChedrO4sWLqVy5cqrfZ29vb0JDQ9mxYwdXr14F4IUXXuDhhx92SeyukusR2hzTuI0BXsIaUT4Iayq3cEeSekAtp7dUBv4D7MUaRb4OEGSM+SMX2wR4ClgFLMOaKz4W6JuTOeCVUkoppQrKBx98QEJCAgAXL15k2LBh7Nixw3791VdfAfDggw+6PZZOnTrx3Xff0bJlS7fvSyml3E1EeOCBBwBYtGhRnrdTpUqVdBdXb7rpJt5//3327NlD+fLlAYiMjOSLL77Ie8BukOt54IuqwjQqrVJKKQU6Cr07FIbjfa1atTh16hQANWvW5PTp07zzzjuMGjWKr776in79+hEYGMjOnTvTnUAqpZTK2tGjR2nYsCEiQkREBHXq1MnztmJiYli4cCEPP/wwZcuWtZcfPHiQ5s2bk5ycTOPGjTl48GCe9+HqY73OkaaUUkop5SKXL1+2K+8iwrx58xgyZIh9t71v376Eh4fz0UcfubXy/sgjj/D000+n6t+plFLFQYMGDejSpQvGGJYsWZKvbXXr1o2RI0cyf/78VMubNGlCp06dADh06BDx8fH52o8raQVeKaWUUspFpk2bZj/v378/PXv2ZO7cuSl3XwCoV68eHTp0cFsMe/bsYd68ecyYMcO+mKCUUsWJK5rRAzz00EMAvPXWWyQlWT2zd+3axZAhQ2jRooWd7plnnsnXflxJK/BKKaWUUi7ywQcf2M8fe+yxVOtS+sW722uvvYYxhv79+3PDDTcUyD6VUqog3XPPPZQuXZodO3awc+fOPG/nkUceoUqVKhw4cIAvv/wSgOPHjzN//nyWLl1qp5s3b15+Q3YZrcArpZRSSrnA559/zunTpwFrpOTNmzfbTdiNMbRp04bg4GCOHDnithjCwsL49NNPAXTqOKVUsVW1alV69+4NwCeffJLn7fj5+TFy5EgApk6dCsAdd9zBU089xcqVK/H2tiZtu3TpEvv27ctn1K6hFXillFJKKRcYO3as/bx06dJMmDDBvqPz559/snv3bn7++WeqV6/uthheffVVkpOT6devH61bt3bbfpRSytNSmtEvXryY5OTkPG/nn//8Jz4+PmzcuJHffvsNLy8v3nrrLW677bZUs4VMnjw5vyG7hFbglVJKKaXyKTY2NtWd9fHjx3Prrbdy3333AbBw4UIAQkJC3Db3+4EDB1i8eDEAL730klv2oZRShUXv3r2pVKkSERERbNiwIc/b8ff3t/vCp9yFTzF8+HD7+ffff5/nfbiSVuCVUkoppfLpqaeesp+3a9eOZ599lh9++AE/Pz+uXr1qN2t359zvr732GsnJyfTu3Zu2bdu6bT9KKVUY+Pr6MmDAACD/g9mNHTsWLy8vvLy8SExMBODkyZOsW7eOKlWqAHDx4kV+++23/AXtAlqBV0oppZTKJ+eTxyeeeCLVuu+//56zZ89Ss2ZN7rjjDrfs/9ChQ3YMkyZNcss+lFKqsElpRv/ZZ59x5cqVPG/n2muv5dixY6xYscLu975+/XomTpxoj04PMHr06PwF7AJagVdKKaWUyofNmzcTGxsLgJeXF6VLl+bq1av2+pTm84MGDbJPDF1typQpJCUl0atXL9q1a+eWfSilVGETFBREo0aNCAoK4vz58/naVu3atVO9DgkJITg4mFdffRURAWDLli3ExMTkaz/5JcYYjwZQUESkIhAVFRVFxYoVPR2OUkopRXR0dMr84JWMMdGejqc48MTxvm3btmzduhWAcuXKERsby+LFixk0aBBRUVHUrFmT+Ph4tmzZQps2bVy+/yNHjtCsWTMSExPZuHGjW+eYV0qpwiYhIQEfHx+Xbe/o0aPs3r3bHuUeoFevXnz33XcAjBgxItWUodlx9bFe78ArpZRSSuWRMYaIiAgAypYty913303Lli3p378/AN7e3sycOZMHHnjAbaPCT5kyhcTERLp3766Vd6VUiePKyvsff/xBkyZNePDBB4mLi7OXOzedX7Zsmcv2lxdagVdKKaWUyqNffvmFs2fPUqFCBc6ePcuCBQvYtWsXvr6+gDUf/GOPPcbChQvtJpiuFB4ezrx58wDt+66UKtmOHDlit4bKq7Zt2xIQEMCFCxdYvXo1APHx8URFRVG+fHkALly4QFhYWL7jzSutwCullFJK5dHHH38MwH333Wef3Lmjop6ZOnXqMG/ePEaMGEGnTp0KbL9KKVWYLFq0iEaNGjFmzJh8bcfLy8ue/nPJkiUALFiwgPvuu4+yZcva6SZMmJCv/eSHVuCVUkqpEkhEHheRIyJyRUS2iEjXLNIOERGTwcPXKY23iLzq2GaciBwWkZdEpJRTGhGRySIS6Ujzs4gEptlXFRFZKCJRjsdCEansnlLIn8jISHvk97p167Jz585U6xctWsTs2bPzPbBSVry9vRk8eHCu+mMqpVRxc/PNN+Pt7U2ZMmVISEjI17YGDRoEwOrVq4mKiuLee++ladOmDBw40E7z9ddf52sf+aEVeKWUUqqEEZGBwEzgNaA1sAH4VkTqZfG2aKCW88MY4zxnz3PAY8AooAXwLPAM8E+nNM8CTzvStANOAWtFpIJTmsVAK6Cn49EKWJinjLrZiBEjSBkM+JVXXuGGG25g3bp1gNU3/rXXXmPUqFF8+eWXbtl/cnKyW7arlFJFTUBAAKdOnWLt2rX57hN/ww030KJFC+Lj41m1ahWVKlUiLCyMd999l7vuuguwmtWvXLnSFaHnmlbglVJKqZLnaeBjY8xHxpi9xpgxQAQwMov3GGPMKedHmvUdgS+MMauNMUeNMcuBNcCNYN19B8YArxljVhpjdgEPA+WA+x1pWmBV2h81xmw0xmwE/g/oIyLNXZZ7F/npp58A6y74jTfeSN26denWrRtgTTW0b98+fH19ufvuu12+7+PHj9OsWTPeffddrcgrpRRQrVo1l2xHRNI1o0/pGrV8+XK7Kf3SpUtdsr/ccs9kpIVYdLTO0qOUUqpw8MQxSUR8gLbA62lWrQGy6kTtJyLhgBewHZhojNnmtP5X4DERaWaM2S8i/wC6YFXaARoC/o79AGCMiReR9Y79foh1ESDKGPO7U5pNIhLlSJNu1CARKQOUcVpUAdxftj/99JM9F/DatWtp1aoVCQkJxMXFERcXx0cffQRgT0Pk6njeeustDh06xJIlS3jooYdcum2llCrKTp2yri/7+/vneRt9+/Zl0qRJhIaGcvLkSXuMk7/++ouhQ4fy3nvv8eOPP3L+/HlKly6d5bZc/ftfkuaBbwAc8XAYSimlVEYaGmOOFsSORKQ2cALobIwJdVr+AvCwMSbdnW4R6QA0AXYCFYHRQDDwD2PMAUcaAaZgNaVPwqroTzDG/NuxvhPwG1DHGBPptO3/APWNMT0cMQwxxjRLs//9wNyUbaVZNxnQ4deVUkoVdi451pekO/B/O/4GAJc8GUgBqgAcp+TkuaTlF0penjW/xV9Jy3NKfv/OLqEbpL2CLxkssxIaswnYZCcU+Q3YitW//UnH4oHAA1jN4Xdj9V2fKSKRxpj5udhvRjFkGhvwb+CtNMuq4pkyzUpJ+267gpZZ7mmZ5Z6WWe5pmeWOS4/1JakCn+KSMaZEtKN3msamROS5pOUXSl6eNb/FX0nLc0FON+bkHNYd8rRtC68BTudkA8aYZBHZDDR1WjwVeN0Y86nj9U4RqQ+MB+ZjDViHY78nM9nvKaBmBruskVlsxph4ID7N4kL33Slp321X0DLLPS2z3NMyyz0ts9xx9bFeB7FTSimlShBjTAKwBbgjzao7gND070jP0Vy+Fakr4uWAtKOpJfG/c40jWBV0e7+O/vjdnPa7EagkIu2d0twEVMppbEoppVRxVhLvwCullFIl3VvAQhH5E6vSPByoB3wAICILgBPGmPGO15OwmtAfwOoD/yRWBf4Jp21+BUwQkWNYTehbY412/1+whrAXkZnACyJywLGtF4BYrKnjMMbsFZHvgDkiMsKx3f8AXxtj0g1gp5RSSpU0JakCHw+8TPpmdsVZSctzScsvlLw8a36Lv5KWZ4/k1xizVESqAS9hzem+Cwg2xoQ7ktQj9d30ylgVaX8gCtgGBBlj/nBK80/gX8B7WM3iI7FGln/FKc2bQFlHmirA70B3Y4xzH8rBwCz+N1r9l1jzxhd1Je277QpaZrmnZZZ7Wma5p2WWOy4trxIzCr1SSimllFJKKVWUaR94pZRSSimllFKqCNAKvFJKKaWUUkopVQRoBV4ppZRSSimllCoCtAKvlFJKKaWUUkoVAcWuAi8i40Vks4hcEpEzIrJKRJqnSeMvIgtF5JSIxIjIVhEZ4KmY8yOH+W0sIp+LyFkRiRaRZSJS01Mx55eIjBSRvxx5iRaRjSLSy2l9GRF5R0TOOT7fL0UkwJMx50cO8jtcRH52rDMiUtmT8eZXVvkVkaqOzzZMRGJF5JiIzBKRSp6OOz9y8Bl/KCKHRCTO8X/8hYhc68mY8yO7/DqlExH51vG9DvFErK6Qg8/3Z0cenR+fejJm5RqOY3TK9HnOyzuKyI+OY9RFx3egrKfiLEwyKrPidN7mCiIyOYPfjFNO68WRJtJx3PhZRAI9GbOnZVVmIlJaRN4QkZ2O71ekiCwQkdqejtuTsvuepUn7oWP9mIKOszDJSZmJSAtH3SRKrPrbJhGpl5v9FLsKPNANmA10AO7AmipvjYiUd0qzEGgO9AOuB1YCS0WkdQHH6gpZ5tfxdw1ggFuBzoAP8JWIFNXP/zjwPHCj4/Ej8IXTwWkm0B+4D+gC+AFfi4iXB2J1hezyWw74DpjimfBcLqv81nY8xmH97w4BegIfeyRS18nuM94CDAVaAD0Awfo/L67f6RRjsH67irqc5HcO1nRuKY8RaTeiihYRaQcMB/5Ks7wj1m/2GqA90A54l9TT9pVImZUZxeu8zVV2k/o343qndc8CT2NNv9gOOAWsFZEKBR1kIZNZmZUD2mBNg9kGuAtohjWFZUmX1fcMAMcF9puwpg5VWZSZiDQGfgX2ATcD/8D63l3J1R6MMcX6AdTAOgEMclp2GXgwTbrzwDBPx+vq/ALdgSSgolOaKo40t3s6Xhfm+29gGFAJSAAGOq2r7SiDHp6O09X5TbPsZsfnWtnT8RVEfp3W3YM1r6a3p+MswDzf4PisG3s6Tnfl13FQi8Cad9wAIZ6O0V35BX4GZno6Jn249PP1A/YDt6f9fIFNwL88HWNhe2RTZsX2vC2PZTUZ2J7JOgFOAs85LSsDXARGeDr2wlhmmaRv5zj21PN07IW5zIA6WBepA4GjwBhPx12Yywz4FFiY3/0U1TuwuZHStPZvp2W/AgPFao5bSkTuw/px+7mgg3ODtPktg/UDFO+U5grWlf4uBRiXW4iIl+PzKw9sBNoCpbHubABgjIkEdgGdPBKkC2WQ32Ith/mtBEQbYxILLjL3yS7PjlY1Q4EjWBXcIi2j/IpIOWAJMMoYk2FzvaIqi893sFjdfnaLyDS9U1bkzQZWG2PWOS8UkWuw7lSdEZFQETktIutFpMgfj10gwzJzKM7nbXnV1NHU+4iIfCoijRzLG2Jd+HQ+D4oH1lMMzoPyKbMyy0glrPPniwUUW2GVaZk5WvIuBKYaY3Z7LsRCJ8Myc5RXb2C/iHwvVtfn3yUPXQS9XR1xYSIiArwF/GqM2eW0aiCwFOvqbSIQC/Q3xhwq+ChdJ5P8bgJigDdE5AWsK7NvYHWfqOWRQF1ARK7HOvn1xboy398Ys0dEWgEJxpgLad5yGuuAViRlll/PRuU+Oc2viFQDJgIfFmyErpddnkXkceBNrIrfPuAOY0yCJ2J1hWzyOwMINcZ84an4XC2b/H6CdUHmFHAd8G+sFgh3eCBUlU+OymVbrO4SaaWc/E7G6gq0HXgI+EFErjPGHCiQIAuZbMoMiul5Wz78jvW92Q/UBF4EQh3dclLOdU6nec9poH6BRVj4ZFpmxpjzzglFxBd4HVhsjIku8EgLj+zK7Dms/8dZngux0Mnqf7M0Vkuj5x3Ln8PqBrpSRG4xxqzP6U6KdQUeq0/ZDaS/0/wqVjPy24FzQAjwmYh0NcbsLNgQXSpdfo0xZ0XkHuB94EmsO+9LgK1YzcqLqjCgFVAZuBuYLyLdskgvFO2+tBnmtxhX4rPNr4hUBFYDe4CXPRKla2WX50+AtVgX3sYBy0SkszEmd/2mCo/M/oebYI3XUdz6tmb6+Rpj5jil2yUiB4A/RaSNMWarJ4JVeSMidYG3ge6Z/G+mtHz80Bgz1/F8m4jcBjwCjC+AMAuVHJQZFN/ztjwxxnzr9HKniGwEDgEPY924gfTnPEX9PChfsimzt1JWiEhprGbOpYDHCzTIQiarMhOR9cBooI1xtA1X2X7PUgan/cIYM8PxfLuIdAIew2olkyNSXMtcRN7tLmoJAAAFIklEQVTB+oEPMsYccVreGDgIXOfc3ENE1gEHjTGPFXiwLpBZftOkqQ4kGmMuijUi4nRjzNSCjNNdHJ/fIawr9D8AVZ3vwovIDmCVMWaSh0J0qZT8GmNGOC27GfgJqGKMKVZNvtLm19G8+HusuzB9inAlNlMZfcZO63yAC8CjxpglBR6cGzj9D8fxv4uNKbwcrzcYY24u+OhcL5vPV7C6PT1ojFla4MGpPHM0hfyc1BfIvbAqTslYA7EdxPpsFzm9bynW8XlwAYZbKOSizIrVeZuricharHKaivVb2sYYs81p/RfARWPMwx4KsdBJKTNjzEjH69LAMqyWMremvTOvUn3PwrAufGR0rI4wxjQo+OgKJ6cyG43VKvplY8yrTuvfALoYYzrndJvFrg+8WN7FGkHy1gwqs+Ucf9OO9ppEESyPHOTXZow556i83wpcQ/EaXVOw+sNtAa7i1PRURGphNUsN9UxobpGS35LCzq/jzvsarMEK+xXHyrtDdp9xcfsOpOTndayWRK2cHgBPYfX9Ly6y+vxSmtqdLLhwlIv8gDXisPP390+sFjStgMNYIzU3T/O+ZkB4wYVZqGRXZsXqvM0dRKQM1iwlJ/lfdxzn8yAfrFmLitN5UL6kKTPnyntTrEGetfKeRpoyW0j6Y3Uk1gWkHp6KsbBxLjNHt8fNuOD3vzg2oZ8N3A/cCVwSkZS+QFHGmDisvqMHgQ9FZBxWf6oQrB+6Ph6IN7+yyy8iMhTYC5wFOmI1VZthjAnzQLz5JiJTgG+xBvCqgDVd3M1AT2NMlIh8DEwXkfNYg/lNA3YCGQ2MU+hllV/Hen+sPm9NHG+5XkQuAceMMX+n22Ahl1V+HXfe12Cd0D0AVHRU6AHOGmOKZLeQbPLcCKv/5xqs/+E6WP2m4oBvPBFvfmXzP3wK6+TTOT1Y3+dML1AWZtl8vo2BwVif5TmgJTAd2Ab85ol4Vd4ZYy5hDZpqE5EY4HzK2DQiMhV42dEybDtW08prgRI5r3l2ZeaoWBWn87Z8E5FpwFfAMawbMi8CFYH5xhgjIjOBFxzdcQ4AL2C1WFvsoZA9LqsyExFvYDnWFHJ9AC+n8+m/i/J4M/mRzffsPNb/onP6q8Cpolq/cIWsysyRZCrWFJi/YLWa7Qn0xTonyLHiWIEf6fj7c5rlQ4F5xpirIhKMdZfnK6zBBA4CDxtjiuLJcJb5dTxvjjUoUlWsKR5ewxokqqiqiXXlrxYQhTVfbE9jzFrH+qewBtVYBpTFuro/pKhW7sg+v48Bzl0DfnH8df4OFCWZ5tfRTeAmR7qDad7XEOv7XRRllefaQFesOdGrYA1E9AvQyRhzxkPx5ld23+niJqvPty5wG1bTOj+sSv5qrCZ2RfU3S2XBGDPTMUjWDKzj8g6sQSlL6oBsWSqG522uEIA1nlF1rAu7m4AOxpiUu3hvYp3/vId13Pgda4yBSx6ItbDItMxEpAHQz5Fue5r33ULJne0gu++ZSi/LMjPGfC4ij2GNdzILqyvC3caYX3Ozk2LbB14ppZRSSimllCpOtO+QUkoppZRSSilVBGgFXimllFJKKaWUKgK0Aq+UUkoppZRSShUBWoFXSimllFJKKaWKAK3AK6WUUkoppZRSRYBW4JVSSimllFJKqSJAK/BKKaWUUkoppVQRoBV4pZRSSimllFKqCNAKvFJKKaWUUkopVQRoBV4ppZRSSimllCoCtAKvlFJKKaWUUkoVAVqBV0oppZRSSimlioD/BwvBqDA1TeNlAAAAAElFTkSuQmCC\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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\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",
|
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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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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"boxes = np.array([\\\n",
|
|
" [[28, 35], [0.499, 0.516]], \\\n",
|
|
" [[45, 56], [0.58, 0.60]]\n",
|
|
" ])\n",
|
|
"\n",
|
|
"for simulator in simulators:\n",
|
|
" fig = plt.figure(figsize=(12, 12))\n",
|
|
" \n",
|
|
" gs = gridspec.GridSpec(2, 2)\n",
|
|
" \n",
|
|
" ax1 = fig.add_subplot(gs[0,:])\n",
|
|
" setBwStyles(ax1)\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
|
|
" for box_x, box_y in boxes:\n",
|
|
" x = np.kron(box_x, np.ones((2)))\n",
|
|
" y = np.hstack((box_y, box_y[::-1]))\n",
|
|
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
|
|
" plt.title(str(simulator.__name__))\n",
|
|
" plt.legend()\n",
|
|
" \n",
|
|
" ax2 = fig.add_subplot(gs[1,0])\n",
|
|
" setBwStyles(ax2)\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
|
|
" plt.xlim(boxes[0, 0])\n",
|
|
" plt.ylim(boxes[0, 1])\n",
|
|
" \n",
|
|
" ax3 = fig.add_subplot(gs[1,1])\n",
|
|
" setBwStyles(ax3)\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
|
|
" plt.xlim(boxes[1, 0])\n",
|
|
" plt.ylim(boxes[1, 1])\n",
|
|
" \n",
|
|
" save_figure(fig, simulator.__name__)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python [default]",
|
|
"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": "3.6.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|