mirror of
https://github.com/smyalygames/FiniteVolumeGPU.git
synced 2025-05-17 22:14:14 +02:00
1084 lines
2.0 MiB
1084 lines
2.0 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 <369492271504>\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_smooth1d_\" + 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",
|
|
"ny = 2\n",
|
|
"ref_nx = 1000\n",
|
|
"width = 50\n",
|
|
"height = width/5\n",
|
|
"bump_size = 10\n",
|
|
"h, hu, hv, dx, dy = InitialConditions.bump(nx=nx, ny=ny, width=width, height=height, bump_size=bump_size, ref_nx=ref_nx, v_amp=0, v_ref=0)\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()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def gen_filename(simulator, nx):\n",
|
|
" return os.path.abspath(os.path.join(\"data\", \"smooth1d\", 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",
|
|
" width=100\n",
|
|
" test_data_args= {\n",
|
|
" 'nx': nx,\n",
|
|
" 'ny': ny,\n",
|
|
" 'width': width,\n",
|
|
" 'height': 2*width/nx,\n",
|
|
" 'bump_size': width/5,\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": [
|
|
"Completed warmup in 11.834352970123291 s\n",
|
|
"Completed simulation in 32.49424123764038 s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"reference_nx = 16384\n",
|
|
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
|
|
"\n",
|
|
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
|
|
"force_rerun=True\n",
|
|
"transpose=False\n",
|
|
"g = 9.81\n",
|
|
"h_ref = 0.5\n",
|
|
"h_amp = 0.1\n",
|
|
"u_ref = 0.0\n",
|
|
"u_amp = 0.1\n",
|
|
"dt = 0.7*(width/reference_nx)/(u_ref+u_amp + np.sqrt(g*(h_ref+h_amp)))\n",
|
|
"dt = None\n",
|
|
"sim_args = {\n",
|
|
" 'context': cuda_context,\n",
|
|
" 'cfl_scale': 0.9,\n",
|
|
" 'g': g\n",
|
|
"}\n",
|
|
"\n",
|
|
"#reference_nx = 4096\n",
|
|
"#domain_sizes = [32, 64, 128, 256, 512, 1024]\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",
|
|
"\n",
|
|
"#Warmup to compile kernels\n",
|
|
"with Common.Timer(\"warmup\") as timer:\n",
|
|
" for i in range(len(simulators)):\n",
|
|
" run_benchmark(None, \n",
|
|
" simulators[i], \n",
|
|
" sim_args,\n",
|
|
" 16, 16, 2, 2,\n",
|
|
" force_rerun=force_rerun,\n",
|
|
" transpose=transpose)\n",
|
|
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
|
|
" \n",
|
|
"with Common.Timer(\"simulation\") as timer:\n",
|
|
" for i in range(len(simulators)): \n",
|
|
" # Run the simulation for all the domain sizes\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" datafilename = gen_filename(simulators[i], nx)\n",
|
|
" [secs, nt, dt] = run_benchmark(datafilename, \n",
|
|
" simulators[i], \n",
|
|
" sim_args,\n",
|
|
" nx, reference_nx, 2, 2,\n",
|
|
" h_ref=h_ref, h_amp=h_amp,\n",
|
|
" u_ref=u_ref, u_amp=u_amp, \n",
|
|
" v_ref=0.0, v_amp=0.0,\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, \n",
|
|
" simulators[i], \n",
|
|
" sim_args,\n",
|
|
" reference_nx, reference_nx, 2, 2,\n",
|
|
" h_ref=h_ref, h_amp=h_amp,\n",
|
|
" u_ref=u_ref, u_amp=u_amp,\n",
|
|
" v_ref=0.0, v_amp=0.0,\n",
|
|
" #dt=0.25*0.7*(width/reference_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 {:} s\".format(timer.secs))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x5611013898>"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"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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]
|
|
},
|
|
"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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.title(\"Elapsed time vs number of cells\")\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.plot(domain_sizes, sim_elapsed_time[i,:], label=simulator.__name__)\n",
|
|
"plt.legend()\n",
|
|
" \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.title(\"Dt vs number of cells\")\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.loglog(domain_sizes, sim_dt[i,:], label=simulator.__name__)\n",
|
|
"plt.legend()\n",
|
|
" \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.title(\"Number of timesteps vs number of cells\")\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.plot(domain_sizes, sim_nt[i,:], label=simulator.__name__)\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"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",
|
|
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:594: UserWarning: Unknown infodict keyword: hostname\n",
|
|
" self.writeInfoDict()\n"
|
|
]
|
|
},
|
|
{
|
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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": [
|
|
"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, 1)\n",
|
|
" \n",
|
|
" #Compute error per cell\n",
|
|
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / nx\n",
|
|
" conservation[i, j] = (np.sum(h_ref) - np.sum(h))\n",
|
|
" \n",
|
|
" #Compute the numerical order\n",
|
|
" a = np.arange(1, len(domain_sizes))\n",
|
|
" order[i,:] = np.log2(error[i, :-1] / error[i, 1:])\n",
|
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" \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"\n",
|
|
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
|
|
"\n",
|
|
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
|
|
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
|
|
"\n",
|
|
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
|
|
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
|
|
"\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
|
|
" \n",
|
|
"plt.xlabel('Number of cells')\n",
|
|
"plt.ylabel('Error')\n",
|
|
"plt.title(\"Convergence\")\n",
|
|
"plt.legend()\n",
|
|
"save_figure(fig, 'convergence')"
|
|
]
|
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},
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{
|
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [
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{
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
|
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" <th>8</th>\n",
|
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" <th>16</th>\n",
|
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" <th>32</th>\n",
|
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" <th>64</th>\n",
|
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" <th>128</th>\n",
|
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" <th>256</th>\n",
|
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" <th>512</th>\n",
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" <th>1024</th>\n",
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" <th>2048</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
|
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" <th>LxF</th>\n",
|
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" <td>1.815661</td>\n",
|
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" <td>1.211902</td>\n",
|
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" <td>1.103242</td>\n",
|
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" <td>1.082829</td>\n",
|
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" <td>1.179679</td>\n",
|
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" <td>1.134393</td>\n",
|
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" <td>1.091529</td>\n",
|
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" <td>1.179292</td>\n",
|
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" <td>1.419966</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>1.681161</td>\n",
|
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" <td>2.466405</td>\n",
|
|
" <td>1.376093</td>\n",
|
|
" <td>1.256006</td>\n",
|
|
" <td>1.218637</td>\n",
|
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" <td>1.342001</td>\n",
|
|
" <td>1.277790</td>\n",
|
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" <td>1.172230</td>\n",
|
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" <td>1.371535</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>HLL</th>\n",
|
|
" <td>1.394692</td>\n",
|
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" <td>1.321053</td>\n",
|
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" <td>1.186631</td>\n",
|
|
" <td>1.131310</td>\n",
|
|
" <td>1.070195</td>\n",
|
|
" <td>1.079844</td>\n",
|
|
" <td>1.116634</td>\n",
|
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" <td>1.234307</td>\n",
|
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" <td>1.562840</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
|
" <th>HLL2</th>\n",
|
|
" <td>1.908282</td>\n",
|
|
" <td>1.974441</td>\n",
|
|
" <td>1.971642</td>\n",
|
|
" <td>1.963901</td>\n",
|
|
" <td>1.887420</td>\n",
|
|
" <td>0.707368</td>\n",
|
|
" <td>-0.131213</td>\n",
|
|
" <td>-0.028978</td>\n",
|
|
" <td>-0.027101</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>1.751162</td>\n",
|
|
" <td>2.038572</td>\n",
|
|
" <td>1.880328</td>\n",
|
|
" <td>1.981217</td>\n",
|
|
" <td>1.986079</td>\n",
|
|
" <td>1.926184</td>\n",
|
|
" <td>1.672420</td>\n",
|
|
" <td>0.560410</td>\n",
|
|
" <td>0.009331</td>\n",
|
|
" </tr>\n",
|
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" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>1.810273</td>\n",
|
|
" <td>1.999889</td>\n",
|
|
" <td>1.966783</td>\n",
|
|
" <td>1.983318</td>\n",
|
|
" <td>1.908897</td>\n",
|
|
" <td>0.716770</td>\n",
|
|
" <td>-0.133289</td>\n",
|
|
" <td>-0.030558</td>\n",
|
|
" <td>-0.027161</td>\n",
|
|
" </tr>\n",
|
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" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>1.928625</td>\n",
|
|
" <td>1.879205</td>\n",
|
|
" <td>2.005245</td>\n",
|
|
" <td>1.962800</td>\n",
|
|
" <td>1.868973</td>\n",
|
|
" <td>1.185490</td>\n",
|
|
" <td>-0.053145</td>\n",
|
|
" <td>-0.050026</td>\n",
|
|
" <td>0.032551</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": [
|
|
" 8 16 32 64 128 256 \\\n",
|
|
"LxF 1.815661 1.211902 1.103242 1.082829 1.179679 1.134393 \n",
|
|
"FORCE 1.681161 2.466405 1.376093 1.256006 1.218637 1.342001 \n",
|
|
"HLL 1.394692 1.321053 1.186631 1.131310 1.070195 1.079844 \n",
|
|
"HLL2 1.908282 1.974441 1.971642 1.963901 1.887420 0.707368 \n",
|
|
"KP07 1.751162 2.038572 1.880328 1.981217 1.986079 1.926184 \n",
|
|
"KP07_dimsplit 1.810273 1.999889 1.966783 1.983318 1.908897 0.716770 \n",
|
|
"WAF 1.928625 1.879205 2.005245 1.962800 1.868973 1.185490 \n",
|
|
"\n",
|
|
" 512 1024 2048 \n",
|
|
"LxF 1.091529 1.179292 1.419966 \n",
|
|
"FORCE 1.277790 1.172230 1.371535 \n",
|
|
"HLL 1.116634 1.234307 1.562840 \n",
|
|
"HLL2 -0.131213 -0.028978 -0.027101 \n",
|
|
"KP07 1.672420 0.560410 0.009331 \n",
|
|
"KP07_dimsplit -0.133289 -0.030558 -0.027161 \n",
|
|
"WAF -0.053145 -0.050026 0.032551 "
|
|
]
|
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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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"data": {
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Max</th>\n",
|
|
" <th>Min</th>\n",
|
|
" <th>Mean</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>LxF</th>\n",
|
|
" <td>1.815661</td>\n",
|
|
" <td>1.082829</td>\n",
|
|
" <td>1.246499</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>2.466405</td>\n",
|
|
" <td>1.172230</td>\n",
|
|
" <td>1.462429</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL</th>\n",
|
|
" <td>1.562840</td>\n",
|
|
" <td>1.070195</td>\n",
|
|
" <td>1.233056</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL2</th>\n",
|
|
" <td>1.974441</td>\n",
|
|
" <td>-0.131213</td>\n",
|
|
" <td>1.136196</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>2.038572</td>\n",
|
|
" <td>0.009331</td>\n",
|
|
" <td>1.533967</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>1.999889</td>\n",
|
|
" <td>-0.133289</td>\n",
|
|
" <td>1.132769</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>2.005245</td>\n",
|
|
" <td>-0.053145</td>\n",
|
|
" <td>1.195524</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
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"</div>"
|
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],
|
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"text/plain": [
|
|
" Max Min Mean\n",
|
|
"LxF 1.815661 1.082829 1.246499\n",
|
|
"FORCE 2.466405 1.172230 1.462429\n",
|
|
"HLL 1.562840 1.070195 1.233056\n",
|
|
"HLL2 1.974441 -0.131213 1.136196\n",
|
|
"KP07 2.038572 0.009331 1.533967\n",
|
|
"KP07_dimsplit 1.999889 -0.133289 1.132769\n",
|
|
"WAF 2.005245 -0.053145 1.195524"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"from IPython.display import display\n",
|
|
"\n",
|
|
"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
|
|
"display(table)\n",
|
|
"\n",
|
|
"order_summary = pd.DataFrame(np.empty((len(simulators), 3)), columns=['Max', 'Min', 'Mean'], index=[simulator.__name__ for simulator in simulators])\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
|
|
" np.min(order[i,:]), \n",
|
|
" np.mean(order[i,:])]\n",
|
|
"display(order_summary)\n"
|
|
]
|
|
},
|
|
{
|
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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",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.plot(order[i,:], label=simulator.__name__)\n",
|
|
" \n",
|
|
"plt.ylim([0, 3])\n",
|
|
"plt.xlabel('Number of cells')\n",
|
|
"plt.ylabel('Order')\n",
|
|
"plt.legend()\n",
|
|
"plt.title(\"Numerical order\")\n",
|
|
"save_figure(fig, 'numerical_order')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 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",
|
|
" \n",
|
|
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
|
|
" y = h[0,:]\n",
|
|
" \n",
|
|
" plt.plot(x, y, 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": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"boxes = np.array([\\\n",
|
|
" [[28, 35], [0.499, 0.516]], \\\n",
|
|
" [[45, 56], [0.58, 0.60]]\n",
|
|
" ])\n",
|
|
"comparison_nx = 32\n",
|
|
"\n",
|
|
"fig = plt.figure(figsize=(12, 12))\n",
|
|
"gs = gridspec.GridSpec(2, 2)\n",
|
|
" \n",
|
|
"ax1 = fig.add_subplot(gs[0,:])\n",
|
|
"setBwStyles(ax1)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, comparison_nx, simulator.__name__, marker=' ')\n",
|
|
"for box_x, box_y in boxes:\n",
|
|
" x = np.kron(box_x, np.ones((2)))\n",
|
|
" y = np.hstack((box_y, box_y[::-1]))\n",
|
|
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
|
|
"plt.title(\"Comparison of solutions at nx=\" + str(comparison_nx))\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"ax2 = fig.add_subplot(gs[1,0])\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
|
|
"plt.xlim(boxes[0, 0])\n",
|
|
"plt.ylim(boxes[0, 1])\n",
|
|
"\n",
|
|
"ax3 = fig.add_subplot(gs[1,1])\n",
|
|
"setBwStyles(ax3)\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
|
|
"plt.xlim(boxes[1, 0])\n",
|
|
"plt.ylim(boxes[1, 1])\n",
|
|
" \n",
|
|
"save_figure(fig, 'solution')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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aHmstubm57N69G4C2bduG9XpK4EVEREREpNEpLi52k/fWrVt7HY7UY7GxsQDs3r2bxMTEsDan1yB2IiIiIiLS6JT2eW/WrJnHkUhDUPo5CvdYCkrgRURERESk0VKzeQmF2vocKYEXERERERERqQeUwIuIiIiIiIjUA0rgRURERERE6pHU1FRGjBhx1McaY8otW7duDXGUEg5hS+CNMROMMduMMfnGmI+NMWcfoX4LY8xMY0y6/5jNxpihNTmniIiIiIiIBBs8eDDp6elBS6dOnbwOS6ogLAm8MeYy4HHgj8BpwFrgbWNMx0rqRwP/BpKBi4FuwHjg+6M9p4iIiIiISGOSlpZGdHQ0a9eudcseffRR2rRpQ3p6ulsWExNDUlJS0BLOqc8kdMI1D/zNwFxr7Rz/9mRjzCDgOuD2CupfBbQCzrLWlo67/20NzykiIiIiIlItOTk51T4mJiaGyEgntSoqKqKgoIAmTZq484Mf7rxxcXFHF2gF+vfvz+TJkxkzZgz//e9/2b59O3feeSevvPIKbdu2Ddl1xDshT+D9T9N/DjxUZtdy4KxKDrsAeB+YaYwZDuwBXgamW2uLj+acxpgYICagqHl17kNERKQ25Ofnh33OWAkWFRVF06ZNvQ5DROoon89X7WP++c9/cskllwCwaNEiLr30Uvr160daWppbJzk5mb1795Y71lp71LFW5IEHHuCdd97hmmuu4fPPP2fMmDGMHDkyqM6SJUuC7nPIkCG8+uqrIY1DwiMcT+DbABHArjLlu4CkSo45ATgHeAkYCpwIzPTHd99RnvN24J5qxi4iIlJr8vPzWbNmDbm5uV6H0qg0a9aMvn37KokXkQYpOjqa+fPnc8opp3D88cfz+OOPl6uTkpLC7Nmz3e1QtgKQ8ApXE3qAsj8lmQrKSjUBdgPXWGuLgY+NMe2AqTgJ/NGc80/AnwO2mwM7qxC3iIhIrSgsLCQ3N5fIyEiioqK8DqdRKH3NCwsLlcCLSIWys7OrfUxMzE8Nf0eOHEl2djZNmgQPN7Z9+/aahlZl7733HgA//vgjP/74Y7kEPS4uji5dutRaPBI64Ujg9wLFlH8ynkj5J+il0oFCf/JeajOQ5G8+X+1zWmsLgILSbWNMVeMXERGpVVFRUUFf/iS8ioqKvA5BROqwmj6NjoyMdPvDh/K8VfW///2Pm266ieeee45//vOfjB07lhUrVpT7QUHqp5C/i9baQ8DHwIAyuwYA71Vy2DqgizEmMJ6uQLq19tBRnlNERERERKRByszMZOPGjUHLt99+y5gxYxg4cCBXXnklL7zwAp999hmPPvqo1+FKiISrCf2fgb8ZYz7CGZzuGqAj8AyAMeavwPfW2tLR42cDNwBPGGOewukDfwfwZFXPKSIiIiIi0likpaVx2mmnBZUZY0hKSuKNN94AICkpiTlz5nDppZcyYMAAevXq5UWoEkJhSeCttf8wxrQG/gC0BT4DhlprS6eG6wiUBNT/zhgzEHgM+BRn/vcngOnVOKeIiIiIiEiDN2/ePObNm1elusOHD6egwO1ZXOXjpG4K2yB21tpZwKxK9vWvoOx94MyjPaeIiIiIiIhIQ6aRDERERERERETqASXwIiIiIiIiIvWAEngRERERERGRekAJvIiIiIiIiEg9ELZB7ERERKRhKSwsZM2aNcyfP5/t27cDsGrVKnf/6NGj8fl83HfffSQmJnoUpYiISMOlBF5EREQqlZ+fz9VXX01mZia5ublYayut+/333wNw2WWXAZCcnMwTTzxBfHx8rcQqIiLS0CmBFxERkXIOHTrEnXfeyUcffVRuX0xMDAUFBTRp8lNPvIoS++3btzN8+HAiIyN59tln6dSpU1hjFhERaeiUwIuIiEiQWbNmsWDBgnJJ+Q033MDQoUNp2rRpuWOMMaxatYq9e/fy8MMP89FHH1FSUgJAUVERV111Feeddx533nlnrdyDiIhIQ6QEXkRERAB49913ufvuu4PK2rRpw5VXXsnQoUOrdI42bdowffp0ALZu3cp1111HUVERAO+88w5r167liSeeoFu3bqENXkREpBHQKPQiIiLC/fffH5S8x8bG8uSTT/Lqq69WOXkvq0uXLvz73//m8ccfp2XLlgAUFBTwu9/9jtGjR4ckbhGRxig1NRVjTLll69atAHz33XdcffXVtGvXjujoaI4//nhuvPFG9u3bF3Se/v37u8dGR0fTuXNnbr/9dgoKCspdc9WqVQwdOpTWrVvTrFkzevTowS233OKOf5KWllZhTMYYMjIywv+iNBJK4EVERBq5Sy+9lJUrV7rbxx57LG+99RY9e/YMyflPPfVUFi5cyNixY92y77//nvPPP/+wg+KJiEjlBg8eTHp6etDSqVMnvvnmG3r37s2WLVt45ZVX2Lp1K8888wwrVqygT58+/Pjjj0HnGT9+POnp6WzdupUZM2Ywc+ZMpk2bFlTnL3/5C+eddx5JSUm89tprfPHFFzzzzDNkZmby6KOPBtX96quvysWlmUlCR03oRUREGqmCggKGDRvmNnEHuOeee+jfv39YrnfllVfSrVs3tx98bm4u11xzDbNnzyYyUl9JRESqIyYmhqSkpHLl119/PdHR0SxfvpzY2FgAOnbsyGmnnUbnzp258847mT17tlu/WbNm7nk6duzIyy+/zPLly/nTn/4EwM6dO5k0aRKTJk3isccec49LTk6mb9++HDhwIOj6iYmJtGjRIuT3Kw49gRcREWmEsrOzGTx4sJu8R0RE8MYbb4QteS911lln8fbbb7sj0m/dupVRo0aRn58f1uuKiFRVTk5OpUvZ/1Ydrm5eXl6V6obSjz/+yLJly5gwYYKbvJdKSkpi1KhR/OMf/6i09dN///tf1q1bR1RUlFv26quvcujQIW699dYKj1GyXruUwIuIiDRCgU9MIiIieOedd/D5fLVy7aZNm/L8888zfPhwAHbv3s2QIUPK9c0UEfGCz+erdLnooouC6iYmJlZad8iQIUF1k5OTK6x3tJYsWRJ0nksuuYSvv/4aay3du3ev8Jju3buzf/9+9uzZ45bNmjULn89HTEwMvXr1Ys+ePUydOtXd//XXXxMfH0/btm2rFNdxxx0XFJcGLQ0ttVcTERFphI477jjmzZvH1KlT+ec//+lJDJMnT2bnzp18/PHHAFxxxRUsW7bMk1hEROqblJSUoKbwcXFx7Nix47DHlD55N8a4ZaNGjeLOO+8kKyuL6dOnEx8fH/RDhbU2qP6RrF27lubNm7vb6iIVWno1RUREGpGxY8cyd+5coqKiOP744z1L3ks98sgjnH/++eTm5noei4gIOF2MKhMRERG0vXv37krrNmkS3Nh5+/btNYqrrLi4OLp06RJUFh0djTGGL774ghEjRpQ75ssvv6Rly5a0adPGLUtISHDPM3/+fE4++WTmzp3L1VdfDUDXrl3JzMwkPT29Sk/hO3XqpGb1YaQm9CIiIo3EoEGD+O677xg4cGC5vpleevPNN1m5ciUJCQlehyIiQlxcXKVL06ZNq1y3bB/0yuqFUuvWrRkwYACzZs0q99/5jIwMXnrpJS677LJKn6hHRUVxxx13cNddd5GbmwvAxRdfTHR0NDNmzKjwmLKD2El4KYEXERFpBF555RUOHTrkbpf9Yum10i+TO3fuJCUlhYsvvtjjiERE6qenn36agoICBg0axJo1a/juu+9YunQpAwYMoH379vzxj3887PFXXHEFxhhmzZoFQIcOHXjsscd44oknuPrqq1m9ejXffvst69at49prr+X+++8POn737t1kZGQELYWFhWG738ZGCbyIiEgD9+GHH/Lss88CztOVN9980+OIKvfb3/4WgH379vH44497HI2ISP1z4okn8tFHH9G5c2cuu+wyOnfuzDXXXENKSgrvv/8+rVq1Ouzx0dHRTJw4kRkzZrjdCSZMmMDy5cv5/vvvGTlyJCeddBLjxo0jPj6eKVOmBB3frVs32rZtG7SUjnUiNWcqm0KgoTHGxAOZmZmZxMfHex2OiIgIBw8eZMWKFcTGxhITExOWa2zevJkbbriB4uJimjVrxj/+8Y9aG23+aGzevJkJEya4288991y5Pp41UVBQQF5eHueee27QIEsi0vjk5+ezbds2OnXqVK5pvEh1VfZ5ysrKKu0ilmCtzarpdfQEXkREpIEqKSlhwoQJFBcXA/DEE0/U6eQdnCmOJk6c6G5fc801lJSUeBiRiIhI3aEEXkREpIG69NJL3fVjjz02pE+yw+miiy7ipJNOApzpiyoaSVlERKQxUgIvIiLSAC1fvpx9+/YBzlRGf//73z2OqHpmz57tTtd08OBBHn74YY8jEhER8Z4SeBERkQYmJyeH6dOnA07yXpcHrTuc+fPnu+tvvfVW0Cj6IiIijZESeBERkQZmxIgRbr/xe+65p94OzpSUlMSgQYPc7euvv97DaERERLynBF5ERKQBmThxIkVFRQC0b9+evn37ehxRzdx2221u3/2tW7fy73//2+OIREREvKMEXkREpIH48ccf+fzzz93tuXPnehhN6MycOZMmTZyvLA8++CD5+fkeRyQiIuINJfAiIiINxKhRo9z1a665Jmxzy9e26OhoLrzwQnd7+PDhHkYjIiLiHSXwIiIiDcALL7zgPplu0aIFl19+uccRhdb111/vPoU/dOgQ27Zt8zgiERGR2qcEXkREpJ4rKCjgr3/9q7v9j3/8w8NowmfBggVER0cDcMcdd3gcjYiISO1TAi8iIlLPXXLJJe5637593SS3oWnZsiW33HILABkZGfVubnsRkVBJTU1lxIgR5crT0tIwxnDgwIGg9YpMmzaNXr16hTtUCTEl8CIiIvXc9OnTMcZgjOHee+/1OpywGjhwIMcccwwAf/nLX8jMzPQ4IhERkdqjBF5ERKSe6969OytXrmTlypVeh1IrhgwZ4q5fddVVHkYiIiJSu5TAi4iI1FPvvvtuo3wCfeWVVxITE0PLli0bbH9/EfFOTk4OOTk5WGvdskOHDpGTk0NBQUGFdUtKStyywsJCcnJyyk15WVldkepQAi8iIlJP3X333YwYMYLrr7/e61Bq3dKlS1m4cCGRkZFehyIiDYzP58Pn87F371637OGHH8bn8zFx4sSguomJifh8Pnbs2OGWzZw5E5/Px9VXXx1UNzk5GZ/Px+bNm92yefPmHXWcS5YscWMtXQJbKEnDpP/riYiI1EMPPvigux74lKgxeuONN8jPzw8azE9EpKFLSUlh9uzZQWUffPABo0eP9igiqQ1K4EVEROqZkpIS1q5dC0CTJk2YNWuWxxF55/zzzyc3NxdACbyIhER2djYAzZo1c8umTp3K5MmTy7X62b17NwCxsbFu2fXXX8/48eOJiIgIqrt9+/ZydVNTU486zri4OLp06RJUtnPnzqM+n9QPakIvIiJSzzz33HNu38pnn33W42i81bJlS3f9scce8zASEWko4uLiiIuLwxjjlkVHRxMXF0dMTEyFdZs0+SmtioqKIi4ujqZNm1aprkh16Am8iIhIPbJv3z53/vOePXvSuXNnjyPy1vz580lJSQFg8eLF3HTTTR5HJCJSt2zatInmzZsHlZXO/56Xl8fGjRuD9vl8vnJP9qXuUAIvIiJSj4waNcpdv+OOOzyMpO4477zzeOeddwC4//77ufvuuz2OSESk7ujbt2+5stKxU7Zs2cJpp50WtK9fv36kpaXVRmhyFExjGfjGGBMPZGZmZhIfH+91OCIiIhw8eJAVK1YQGxtbrllmRQ4cOMDIkSMBp+/7ihUrwh1ivVH6FB5g1apVldYrKCggLy+Pc889t9wTKRFpXPLz89m2bRudOnUq19xdpLoq+zxlZWWRkJAAkGCtzarpddQHXkREpJ74/e9/767PmDHDw0jqnuHDh7vr48eP9zASERGR8FECLyIiUg/s27ePLVu2ANC5c2d+/vOfexxR3TJ58mR3fevWrR5GIiIiEj5K4EVEROqBcePGuesPP/ywh5HUXUOHDnXXX3jhBQ8jERERCQ8l8CIiInXcli1bOHDgAOBMmxY4dZr8ZOrUqe78yq+88orH0YiIiISeEngREZE6btKkSe76Qw895GEkdd+1114r5I96AAAgAElEQVQLQGFhIXfddZfH0YiIiISWEngREZE6LCMjg4KCAgCio6Pp2rWrxxHVbYGD2a1bt87DSEREREJPCbyIiEgddt1117nrf/nLXzyMpP7o0aOHu/7GG294GImIiEhoKYEXERGpo3bv3u32fY+NjSU5OdnbgOqJmTNn0qSJ8xVnwYIFHkcjIiISOkrgRURE6qjU1FR3/ZFHHvEukHpo4sSJAOzYsYNvvvnG42hERERCQwm8iIhIHZWXlweAMSaoWbgc2fDhw90R6adMmeJxNCIiIqGhBF5ERKSOWrVqFf3791cCehSaNGnidjnYv38/GzZs8DYgEZEQSk1NZcSIEeXK09LSMMZw4MCBoPWKTJs2jV69elW4r7CwkN///vf07NmTuLg42rVrx9ixY/nhhx9Ceh9SfUrgRURE6rB77rmHoUOHeh1GvXTfffe5688884yHkYiI1C+5ubl88skn3H333XzyyScsXLiQLVu2cMEFF3gdWqMX6XUAIiIiEuzhhx8mKiqKyZMnex1KvdamTRt69+7NFVdcwWmnneZ1OCIi9UZCQgL//ve/g8qeeuopTj/9dHbs2EHHjh09ikyUwIuIiNQxb731FgBLlizhnXfe8Tia+u3hhx/2OgQRqWdycnKqfUxMTAyRkU5qVVRUREFBAU2aNHHH4jjceePi4o4u0FqWmZmJMYYWLVp4HUqjpib0IiIidciHH37ornfp0sXDSBqWvLw8xo8f73UYIlIP+Hy+ai+LFi1yj1+0aBE+n48hQ4YEnTc5ObnCY4/WkiVLyp2r7DVDJT8/n9tuu40rrriC+Pj4sFxDqkYJvIiISB0yd+5cACIjI9VvO0TS09MZOnQoW7du5cYbb/Q6HBGRkEhJSWHjxo1By5w5c0J+ncLCQn7zm99QUlLCrFmzQn5+qR41oRcREakjMjIy2LJlCwBjxozxOJqGo23btu76V1995WEkIlIfZGdnV/uYmJgYd33kyJFkZ2fTpEnws9Lt27fXNLQgcXFx5Vpq7dy5M6TXKCws5NJLL2Xbtm2sXLlST9/rACXwIiIidcSkSZMAiIqKYvTo0R5H07B0796dzZs3A840S+eee67HEYlIXVXTPumRkZFuf/hQnre2lSbvX3/9NatWraJ169ZehyQogRcREakTsrKy2LNnDwDNmjUr9+RGaubJJ59kwIABAMyePZv777/f44hERGrHpk2baN68eVBZ6fzveXl5bNy4MWifz+cjOTmZiy++mE8++YQlS5ZQXFxMRkYGAK1atSI6Orp2gpdylMCLiIjUATfddJO7fsstt3gYScMUGRlJy5Yt2b9/P4cOHWLnzp10797d67BERMKub9++5cqstQBs2bKl3DSb/fr1Y968eSxevBj4KdkvtWrVKvr37x+eYOWITOmb19AZY+KBzMzMTPXdEBGROuHgwYOsWLGC2NhYhg0bRlFREZGRkeXm3pXQ2L59O1deeSXgzHF84MABjyMSES/l5+ezbds2OnXqRNOmTb0OR+q5yj5PWVlZJCQkACRYa7Nqeh21zxMREfHYsmXLKCoqAmDKlCkeR9NwJScnu+uZmZneBSIiInKUwpbAG2MmGGO2GWPyjTEfG2POPkzdVGOMrWBpGlAn0hjzgP+cecaYb4wxfzDG6EcIERGp10qni4uMjGTQoEEeR9OwXXDBBe76iy++6GEkIiIi1ReW5NcYcxnwOPBH4DRgLfC2MabjYQ7LAtoGLtba/ID9vwd+B0wEugO3AlOBG0J+AyIiIrXkww8/JC8vD4Cf/exnHkfT8E2YMMEdHfrWW2/1OBoREZHqCdfT65uBudbaOdbazdbaycB3wHWHOcZaazMClzL7+wCvW2vftNZut9YuAJYDvcNzCyIiIuH3yCOPuOv33nuvh5E0Hn369AFg9+7dbNiwweNoREREqi7ko9AbY6KBnwMPldm1HDjrMIf6jDHfAhHARuBua+1/Ava/C/zOGNPVWrvFGHMq8CtgciVxxAAxAUXNK6onIiLilcLCQgoLCwFn7veYmBgKCgo8jqphKywsZMKECaxduxZwRlvOzc31OCoREZGqCcc0cm1wkvBdZcp3AUmVHPMlkApsAuKBG4F1xphTrbVf++tMBxKAL40xxf5r3GmtfaWSc94O3HO0NyEiIhJuF154obt+2223uU3pJbxatWpFkyZNKCkp0WsuIiL1SjjngS87P52poMypaO16YL1b0Zh1wCc4/dsn+YsvA0YDVwCfA72Ax40xP1hrKxqF5k/AnwO2mwM7q38bIiIi4bF69WoAjDFMnTrV42gaj6ioKO666y7uu+8+ABYtWsTIkSM9jkpEROTIwpHA7wWKKf+0PZHyT+UrZK0tMcZsAE4MKH4YeMha+3f/9iZjzPE4T9rLJfDW2gLAbYdojKnyDYiIiITbzJkz3fVBgwbRvLl6etWme++9lzlz5vDDDz8wbdo0JfAiIlIvhHwQO2vtIeBjYECZXQOA96pyDuNk272A9IDiZkBJmarFaC57ERGph26++WZ3ffHixR5G0nhNnDgRgE8//ZQ9e/Z4HI2IiMiRhSv5/TMwzhhzlTGmuzHmMaAj8AyAMeavxpg/lVY2xtxjjBlkjDnBGNMLmIuTwD8TcM43gDuNMecbY5KNMSNxRrtfFKZ7EBERCZtdu3bRtm1b2rZtS1RUlNfhNEpTpkxx10844QQPIxEREamasCTw1tp/4IwO/wecEeX7AkOttd/6q3TEmeu9VAvgWWAzzmj17YG+1toPA+rcACwAZvnrPQL8Bbg7HPcgIiISTi1atOCHH37ghx9+8DqURisqKsrtYpedne1xNCIiVZeamsqIESOCyhYsWEDTpk2ZMWMG06ZNwxiDMYaIiAg6dOjAuHHjglob7d+/nzFjxpCQkEBCQgJjxozhwIED7v7AcwQucXFxtXafUl7Ymp9ba2dZa5OttTHW2p9ba9cE7OtvrU0N2L7JWnu8v26itXaQtfb9Muc7aK2d7K8Xa63tbK29y99kX0REpN7Iz8/3OgTxu+6664DgGQFEROqbOXPmMGrUKJ5++mluvfVWAE4++WTS09PZsWMHs2fP5o033mDs2LHuMVdccQUbN25k6dKlLF26lI0bNzJmzBh3/5QpU0hPTw9aevTowSWXXFLr9yc/Uf9xERGRWvTUU08RGxtLkyZN+Oabb7wOp9GbOXMm1lpee+01r0MRETkqM2bMYOLEibz88suMGzfOLY+MjCQpKYn27dszbNgwJk2axPLly8nLy2Pz5s0sXbqUOXPm0KdPH/r06cNzzz3HkiVL+OqrrwDw+XwkJSW5y65du/jiiy+4+uqrvbpVIbzTyImIiEgZpYPXWWtJTk72NhgRESknJyen0n0RERE0bdq0SnWbNGlCbGzsEevWpEn6bbfdxsyZM1myZAnnnXfeYevGxsZSUlJCUVER77//PgkJCZxxxhnu/jPPPJOEhATee+89unXrVu74OXPm0LVrV84+++yjjldqTgm8iIhILSkpKcFaC0B8fDxNmqghXF1x4oknsnXrVtq2batxCUQaOZ/PV+m+oUOH8uabb7rbiYmJ5ObmVli3X79+pKWludvJycns3bu3XL3S/y9U19tvv83rr7/OihUrOOeccw5b98svv2T27NmcfvrpNG/enIyMDBITE8vVS0xMJCMjo1x5QUEBL730ErfddttRxSqho28OIiIitWTWrFkUFxcDsHnzZo+jkUBbt24FID09/Qg1RUTqhlNOOYXk5GT+8Ic/cPDgwXL7N23ahM/nIzY2lh49etChQwdeeukld3/pIJ6BrLUVli9cuJCDBw8G9aEXb+gJvIiISC15/PHHAedpb7t27TyORgL17duXNWuc8XYXLFjAxRdf7HFEIuKVw81KEREREbS9e/fuSuuWbWW1ffv2GsVVVvv27XnttddISUlh8ODBLF26lObNm7v7u3XrxuLFi4mIiKBdu3bExMS4+0r7tJe1Z88ejj322HLlc+bMYdiwYSQlJYX0HqT6lMCLiIjUgmXLlvG///0PgNGjR3scjZS1evVq96nTuHHjlMCLNGLV6ZMerrpV1bFjR1avXk1KSgoDBw5k2bJlxMfHAxAdHU2XLl0qPK5Pnz5kZmby4YcfcvrppwPwwQcfkJmZyVlnnRVUd9u2baxatYrFixeHPH6pPjWhFxERqQUjR45016dMmeJhJFKZ0i+9mZmZHkciIlJ1xx13HGlpaezbt4+BAwdW6b9h3bt3Z/DgwYwfP57169ezfv16xo8fz7Bhw8oNYPf888/Ttm1bhgwZEq5bkGpQAi8iIlILSud+j4iIoFmzZh5HIxWZOXOmuz548GAPIxERqZ727duzevVqDhw4wIABAzhw4MARj3nppZfo2bMnAwcOZODAgZxyyin87W9/C6pTUlLCvHnzSE1NLdd9QLxhjnbUw/rGGBMPZGZmZrq/sIuIiNSG+fPnM2bMGAD+9a9/MXz4cI8jksoEDt7UWL4jiTRW+fn5bNu2jU6dOgVNDSdyNCr7PGVlZZGQkACQYK3Nqul19AReREQkzO644w4AoqKilLzXcS1btnTXS1tNiIiI1BVK4EVERMLowIEDfPfddwCkpKR4HI0cyWeffeauT5o0ycNIREREylMCLyIiEkannHKKu37//fd7GIlURbt27dyn8K+88orH0YiIiARTAi8iIhJGpU/fAXeqHqnbrr32WsCZC/rNN9/0OBoREZGfKIEXEREJk5UrV7rrQ4cO9TASqY4HHnjAXb/kkks8jERERCSYEngREZEw+c1vfuOu/+tf//IwEqmOiIgIdzT6vLw8j6MRERH5iRJ4ERGRMNmzZw8AzZo1IyoqyuNopDruu+8+d/2///2vh5GIiIj8RAm8iIhIGIwbN85dv+mmmzyMRI7GXXfdhc/nA+Cee+7xOBoRERGHEngREZEwWLNmjbse2Kda6o8hQ4YA8NZbb3kciYiIiEMJvIiISBhs2bKF3NxcnnnmGa9DkaN08803A1BYWMiIESM8jkZEpP5LTU0N+u9p//79mTx5socRwbx582jRooW7PW3aNHr16uVhRIenBF5ERCRMYmNj3SnJpP4588wz3fWlS5d6GImISLCyiTDAggULaNq0KTNmzGDatGkYYzDGEBERQYcOHRg3bpw7NgvA/v37GTNmDAkJCSQkJDBmzBgOHDjg7g88R+ASFxcXsvtYuHAh999/f8jOFwpTpkxhxYoV7nZFr7WXlMCLiIiE2Pnnn89XX33ldRgSAgMHDmTChAkajV5E6rQ5c+YwatQonn76aW699VYATj75ZNLT09mxYwezZ8/mjTfeYOzYse4xV1xxBRs3bmTp0qUsXbqUjRs3MmbMGHf/lClTSE9PD1p69OgR0uk1W7VqRfPmzUN2vlDw+Xy0bt3a6zAqpQReREQkhHbu3Mlbb73FSSedxMCBA70OR2po2bJlzJw5051WTkSkrpkxYwYTJ07k5ZdfDhpANTIykqSkJNq3b8+wYcOYNGkSy5cvJy8vj82bN7N06VLmzJlDnz596NOnD8899xxLlixxf4D2+XwkJSW5y65du/jiiy+4+uqrqxRXcXExN998My1atKB169bceuutWGuD6pRtQp+cnMwDDzzA2LFj8fl8HH/88bz++uvs2bOH4cOH4/P56NmzJx999JF7zLfffsuvf/1rWrZsSVxcHCeffLI7dklaWhrGGN58801OPfVUmjZtyhlnnMGmTZsqjTuwCf20adN48cUXef31190WCGlpaVW6/3BRAi8iIhJCF110kbv+9NNPexiJhJpaVYg0Djk5OeTk5AQlm4cOHSInJ4eCgoIK65aUlLhlhYWF5OTkkJ+fX6W6NXHbbbdx//33s2TJkqD//1QkNjaWkpISioqKeP/990lISOCMM85w95955pkkJCTw3nvvVXj8nDlz6Nq1K2effXaVYnv00Ud5/vnnmTt3Lu+++y4//vgjixYtOuJxjz32GL/85S/5z3/+w/nnn8+YMWMYO3Yso0eP5pNPPqFLly6MHTvWfX+uv/56CgoKWLNmDZs2bWL69OnuLCKlpk6dyiOPPMKGDRtITEzkggsuqNJrP2XKFC699FIGDx7stkI466yzqnT/4aIEXkREJIR2794NQMuWLenatavH0Ugo3H777RhjOOmkk9i3b5/X4YhImPl8Pnw+H3v37nXLHn74YXw+HxMnTgyqm5iYiM/nY8eOHW7ZzJkz8fl85Z5UJycn4/P52Lx5s1s2b968o47z7bffZvr06bz++uucd955h6375ZdfMnv2bE4//XSaN29ORkYGiYmJ5eolJiaSkZFRrrygoICXXnqpyk/fAR5//HFuv/12LrroIrp3784zzzxDQkLCEY8bOnQo1157LSeeeCJ/+MMfOHjwIL/4xS+45JJL6Nq1K7///e/ZvHkzu3btAmDHjh388pe/pGfPnpxwwgkMGzaMvn37Bp3znnvuYcCAAfTs2ZMXX3yRXbt2VenHBJ/PR2xsLDExMW5LhOjo6Cq/BuGgBF5ERCRE0tPT2b59O+B82ZOG4YorrnDXA59WiYh46ZRTTiE5OdlNcsvatGmTm4D26NGDDh068NJLL7n7K+oaZK2tsHzhwoUcPHgwqA/94WRmZpKenk6fPn3cssjISHr37l2l+yp17LHHAtCzZ89yZaU/mE+aNIkHHniAX/7yl9xzzz18+umn5c4ZGEerVq3o1q1b0A8p9YkSeBERkRAp7XsYFRXFlVde6XE0EiqBXxy/+eYbDyMRkdqQnZ1NdnY2bdq0ccumTp1KdnZ2ua5Ru3fvJjs7m44dO7pl119/PdnZ2cydOzeo7vbt28nOzqZ79+5uWWpq6lHH2b59e1avXk16ejqDBw8ul8R369aNjRs38sUXX5CXl8fKlSvp0qULgNunvaw9e/a4CXKgOXPmMGzYMJKSko463qqKiopy10t/TKiorLQrwrhx4/jmm28YM2YMmzZtonfv3jz11FNHvE59HdtECbyIiEiIlA6aExsbS5Mm+l9sQ1L65N1ay86dOz2ORkTCKS4ujri4uKAELzo6mri4OGJiYiqsG/jf/KioKOLi4mjatGmV6tZEx44dWb16Nbt372bgwIFkZWUFxdylSxc6depULu4+ffqQmZnJhx9+6JZ98MEHZGZmluvjvW3bNlatWlWt5vMJCQm0bduW9evXu2VFRUV8/PHH1b3FKunQoQO/+93vWLhwIbfccgvPPfdc0P7AOPbv38+WLVs46aSTqnTu6OhoiouLQxpvTejbhYiISAj8+c9/dtfPOeccDyORcAicB37IkCEeRiIiEuy4444jLS2Nffv2MXDgQDIzM494TPfu3Rk8eDDjx49n/fr1rF+/nvHjxzNs2DC6desWVPf555+nbdu21f5v34033shDDz3EokWL+PLLL5kwYULQPPOhMnnyZJYtW8a2bdv45JNPWLlyZVArB4D77ruPFStW8Nlnn5GamkqbNm2qPLd7cnIyn376KV999RV79+6t8cCDNaUEXkREJATmz5/vrldlYBypX1q0aOE+Nfvss888jkZEJFhpc/oDBw4wYMCAKiXKL730Ej179mTgwIEMHDiQU045hb/97W9BdUpKSpg3bx6pqalERERUK6ZbbrmFsWPHkpqaSp8+fWjevDkjR46s1jmqori4mOuvv979UaJbt27MmjUrqM5DDz3EjTfeyM9//nPS09NZvHhxlQejGz9+PN26daN3794cc8wxrFu3LuT3UB2m7Fx8DZUxJh7IzMzMJD4+3utwRESkgYmMjKS4uJgePXrw+eefex2OhEHXrl35+uuvAfj444/5v//7P48jEpGayM/PZ9u2bXTq1Klcc3dpGNLS0khJSWH//v20aNEirNeq7POUlZVVOvp+grU2q9ITVJGewIuIiNTQ4sWL3f5xM2bM8DgaCZcNGza463fddZeHkYiISGOlBF5ERKSGLrroIsAZ0fb888/3OBoJl4SEBI455hgA1qxZ43E0IiLe8vl8lS5r1671OrwGK9LrAEREROq7oqIiwGlGLw3bVVddxfTp08nJyeGHH36gXbt2XockIuKJjRs3Vrqvffv2tRhJ5fr3709D6zKubxoiIiI1MGnSJHf9oYce8jASqQ0PPPAA06dPB6B379788MMPHkckIuKN0jnlpXapCb2IiEgNBM41e/PNN3sYidSGwFYW6enpHkYiIiKNkRJ4ERGRo1RcXEx+fj4ASUlJHkcjtaVXr17uekZGhoeRiIhIY6MEXkRE5CgNHDjQXQ+cB14atg8++ABjDIDbnF5ERKQ2KIEXERE5SitXrnTXzz33XA8jkdoUHR3NGWecAcCrr77qcTQiItKYKIEXERE5Sk2bNgWgefPmHkcitW3ixIkAfP/996SlpXkbjIiINBpK4EVERI5SXl4e1lr27NnjdShSyy6//HJ3fcSIER5GIiIijYkSeBERkRqKiYnxOgSpZU2a/PQV6uDBgx5GIiKNzTPPPEPz5s0pKipyy7Kzs4mKiuLss88Oqrt27VqMMWzZssUte/DBB4mIiKhw6tN58+ZhjCm3zJkzJ3w3JNWiBF5ERKSasrKyaNWqFcuXL/c6FPHQAw88wKxZsyguLvY6FBFpRFJSUsjOzuajjz5yy9auXUtSUhIbNmwgNzfXLU9LS6Ndu3Z07drVLXvhhRe49dZbef755ys8f3x8POnp6UHLqFGjwndDUi1K4EVERKrpF7/4Bfv372fQoEHs27fP63DEI3feeSfXXXed12GISCPTrVs32rVrFzT+RlpaGsOHD6dz58689957QeUpKSnu9urVq8nLy+O+++4jJyeHNWvWlDu/MYakpKSgJTY2Nqz3JFWnBF5ERKSatm/f7q63bt3au0Ckzli8eLHXIYhIiOTk5FR7CWzOXlRURE5ODnl5eVU679Ho378/q1atcrdXrVpF//796devn1t+6NAh3n///aAEfu7cuVx++eVERUVx+eWXM3fu3KO6vnhHCbyIiEg1HDp0yP2ilpqa6m0w4rnp06djjGH48OH85z//8TocEQkBn89X7WXRokXu8YsWLcLn8zFkyJCg8yYnJ1d47NHo378/69ato6ioiIMHD/Kf//yHvn370q9fP/fJ/Pr168nLy3MT+KysLF577TVGjx4NwOjRo1mwYAFZWVlB587MzAyKLykp6ahilPBQAi8iIlINM2fOpKSkBGMMTz/9tNfhiMcmTJjgrg8dOtTDSESkMUlJSSEnJ4cNGzawdu1aunbtSmJiIv369WPDhg3k5OSQlpZGx44dOeGEEwB4+eWXOeGEEzj11FMB6NWrFyeccAJ///vfg87dvHlzNm7c6C6BTfLFe5FeByAiIlKfPPjggwB06dKFuLg4j6MRrzVv3hxjDNZadu3a5XU4IhIC2dnZ1T4mcDaSkSNHkp2dHTRbBQR3v6qpLl26cNxxx7Fq1Sr2799Pv379AEhKSqJTp06sW7eOVatWcc4557jHPP/883z++edERv6UApaUlDB37lyuueYat6xJkyZ06dIlZLFKaCmBFxERqaJ9+/axd+9eABISEjyORuqKs846i3Xr1mGtJSMjQ81NReq5mv44GxkZGZQkh+q8ZaWkpJCWlsb+/fuZOnWqW96vXz+WLVvG+vXrufLKKwHYtGkTH330EWlpabRq1cqte+DAAfr27ctnn33Gz372s5DGJ+GhJvQiIiJV1L9/f3f9xRdf9C4QqVOWLFnirl9wwQUeRiIijUlKSgrvvvsuGzdudJ/Ag5PAP/fcc+Tn57v93+fOncvpp59O3759+dnPfuYuv/rVr+jTp48Gs6tHlMCLiIhUUUZGBgARERH06NHD42ikrmjRogXGGAA2bNjgcTQi0likpKSQl5dHly5dOPbYY93yfv36cfDgQTp37kyHDh04dOgQ8+fP56KLLqrwPBdddBHz58/n0KFDtRW61ICx1nodQ60wxsQDmZmZmcTHx3sdjoiI1DOHDh1y+zhedtll5Qb9kcatbdu27g88e/fu1fSCIvVAfn4+27Zto1OnTjRt2tTrcKSeq+zzlJWVVdrtLsFam1XpCapIT+BFRESq4I477nDXn3zySQ8jkboocD7madOmeReIiIg0aErgRUREquDRRx8FnMGJEhMTPY5G6pqTTjrJHaDq1Vdf9TgaERFpqJTAi4iIHEFW1k8t3tQNSypz7rnnArBr1y6Ki4s9jkZERBoiJfAiIiJHEDjwz7JlyzyMROqyxx9/3F0PnHtZREQkVJTAi4iIHEFaWhoAxhh69+7tbTBSZ3Xq1MldX7NmjYeRiEh1NJZBvSW8autzpAReRETkMAoKCigqKgLgxBNP9DgaqetK+8GDkgKRui4qKgqA3NxcjyORhqD0c1T6uQqXyLCeXUREpJ775S9/6a4vXLjQw0ikPli9erXbSmPJkiX8+te/9jgiEalMREQELVq0YPfu3QA0a9YMY4zHUUl9Y60lNzeX3bt306JFCyIiIsJ6Pc0DLyIichiBX+Yay/8zpWYSExPZs2cPAwYMYPny5V6HIyKHYa0lIyODAwcOeB2K1HMtWrQgKSmp3I9AoZ4HXk/gRUREDsPn85GdnU2LFi28DkXqiUGDBjF//nxWrlzpdSgicgTGGNq2bUtiYiKFhYVehyP1VFRUVNifvJdSAi8iInIYBw8e9DoEqWcuvvhi5s+fT3FxMTfccANPPfWU1yGJyBFERETUWgImUhNqQi8iIiISYqVNKI855hi3f62IiDQ+oW5Cr1HoRUREKnDo0CHi4+N58sknvQ5F6qHf/va3rFq1Ssm7iIiEVNgSeGPMBGPMNmNMvjHmY2PM2Yepm2qMsRUsTcvUa2+MmW+M2WeMyTXGbDTG/Dxc9yAiIo3X0KFDOXjwIDfeeCPr16/3OhypZ+bNm0f//v29DkNERBqYsKXlpnEAACAASURBVCTwxpjLgMeBPwKnAWuBt40xHQ9zWBbQNnCx1uYHnLMlsA4oBIYAPYBbAA0ZKSIiIffhhx+662eeeaaHkUh9VlJSwsaNG70OQ0REGohwDWJ3MzDXWjvHvz3ZGDMIuA64vZJjrLU24zDn/D3wnbX2yoCy7TWOVEREpAKHDh0C4MILL/Q4EqmvOnXqxPbt2wFNQSgiIqER8ifwxpho4OdA2YlPlwNnHeZQnzHmW2PMTmPMEmPMaWX2XwB8ZIx51Riz2xjzH2PM+MPEEWOMiS9dgOZHcz8iItL4vPXWWxQUFADw5z//2eNopL5q166du75mzRoPIxERkYYiHE3o2wARwK4y5buApEqO+RJIxUnSLwfygXXGmBMD6pyA8wT/a2AQ8AzwpDFmbCXnvB3IDFh2VvdGRESkcbrxxhsBaNOmDccff7zH0Uh9FTgP/PjxlT5zEBERqbKQTyNnjGkHfA+cZa19P6D8TmCM/X/27j3eqqre//9r7Dv3iwgiQnlLMy9w+KpZKalhSpqmdsxvkdrPTDTLqDxipWZeKvPyLc3K48ksTfNI6tFjmZgpqCkiXlDKCyB3BXWDwL6P3x9rr9kGN7iBvfdYa6/X8/HYD8Zaa66x3wuHrPmZc8wxY9y9A32UAbOAh2OMX2t9rgGYGWP8SJvtfgrsG2M8oJ0+qoHqNk/1AxZ5GzlJ0nvJ3wJs0KBBvPnmm4nTqJhVVFTQ3NxMCIGWlpbUcSRJ3awYbiO3Amjm3Wfbh/Lus/LtijG2AE8Cbc/ALwVe2GDTF4F2F8aLMdbHGFflf4DVHfndkqTSdtlll2XtU089NWES9QT5BRBjjKxYsSJxGklSsev0Aj7G2AA8BYzf4KXxwKMd6SPkTn2MJle0580Adttg0w8AC7YsqSRJ73bXXXdl7R//+McJk6gnaDuevJuBJGlrddUq9FcCvw0hzAQeA04jd6b8FwAhhJuAxTHGKa2PLwAeJ3d9e3/ga+QK+DPb9HkV8GgI4TzgD8B+rf2e1kWfQZJUgmbNmgXAzjvvnDiJeoJtttkma7/yyisJk0iSeoIuKeBjjLeFELYBzid3T/fngQkxxvzZ8lFA2wvBBgK/IjftvhZ4GjgoxvhEmz6fDCF8Bristd95wNkxxpu74jNIkkrP888/T2NjIwCTJ09OnEY9xdChQ3n99dcBaG5upry8PHEiSVKx6vRF7ApV663kal3ETpK0MX379mXNmjVArtAqK+uKpWJUal599dVsRseVV17JN77xjcSJJEndpRgWsZMkqSjli/cQgsW7Os1OO+1EVVUVANdcc03iNJKkYubeiSRJwMyZM7P2xz72sYRJ1BONGTMGyJ2NlyRpS1nAS5IEnHjiiVn7/vvvT5hEPdFnP/vZrD1p0qSESSRJxcxr4CVJAsrKyogxUl5eTlNTU+o46oFyd8mFIUOG8MYbbyROI0nqDl4DL0lSJ3vxxRfJH9A+8MADE6dRT7XffvsBuQUSJUnaEhbwkqSSd+ihh2bt22+/PWES9WSXXnopAG+99Rbz589PG0aSVJQs4CVJJW/QoEFZe8iQIQmTqCc79NBDqa6uBuD0009PnEaSVIy8Bl6SJKmbVFdX09DQAECp7INJUinzGnhJkqQiteuuu2btNWvWJEwiSSpGFvCSpJK2++67c+aZZ6aOoRLx6KOPsvPOO/PKK6/Qp0+f1HEkSUXGKfSSpJLV0NCQXZO8/fbbs3jx4sSJJElST+IUekmSOsm5556bta+//vqESVSK6uvraWxsTB1DklRELOAlSSXr73//OwCDBw9mwoQJidOolJSVlVFTU8MBBxyQOookqYhYwEuSSlKMkZkzZwJw4oknJk6jUpO/hPGpp55KnESSVEws4CVJJemKK67Ibud1zjnnJE6jUuN6PJKkLWEBL0kqSW2vfx81alTCJCpFN954Y9b+3ve+ly6IJKmouAq9JKkkhRAAqKiocCExJZEfg/369WPVqq1emFiSVIBchV6SpK306KOPZu1vfOMbCZOolPXt2xeA1atXJ04iSSoWFvCSpJLz7W9/G8idAf3xj3+cOI1K1dFHH521f/nLXyZMIkkqFk6hlySVnOrqahoaGthpp5145ZVXUsdRCctPo//Qhz7E888/nziNJKmzOYVekqStcOONN2arz3/lK19JnEal7n3vex8AL7/8cuIkkqRiYAEvSSopZ555Ztb+1re+lTCJBKeddhoA9fX1LF68OHEaSVKhcwq9JKmk5Kcsl5WV0dzcnDiNSl1zczMVFRWA0+glqSdyCr0kSVvo2WefzdptFxCTUikvL8/ac+bMSZhEklQMLOAlSSXjhBNOyNq33HJLwiTSvwwdOjRrt7S0JEwiSSp0FvCSpJIxd+5cIDd9vqamJnEaKef+++/P2lOnTk2YRJJU6CzgJUklYf78+Vn7/e9/f7Ic0ob22Wcfhg0bBsB1112XOI0kqZBZwEuSSsLdd9+dtR955JGESaR3O/zwwwGYMWNG4iSSpEJmAS9JKglf+9rXiDFSV1fH9ttvnzqOtJ5JkyYBudvJnXTSSYnTSJIKlbeRkyRJKgD5WxxWVVVRX1+fOI0kqTN4GzlJkjbTWWedxeGHH05jY2PqKNJG7bHHHuy3334sX748dRRJUoHyDLwkqcfLn9kEKJXvPUmSlJ5n4CVJ2gxt76vdt2/fhEkkSZK2jgW8JKlHu+uuu7J225XopUI0YcIEQgjrzRqRJCnPAl6S1KNdc801AAwdOpSDDz44cRpp05YsWZK1Z82alTCJJKkQWcBLknq0/D3fJ0yYkDiJ9N4eeuihrP3FL34xXRBJUkGygJck9Vhf/epXs5XnJ06cmDiN9N4GDhxIWVlu9+zFF19MnEaSVGhchV6S1GNVVVVlBXypfN+p+I0ePZpnnnkGgHfeeYc+ffokTiRJ2lKuQi9JUgflV6C3AFIxuf3227P2IYcckjCJJKnQWMBLknqkp556iubmZgCuvfbaxGmkjtt1112z9hNPPJEwiSSp0FjAS5J6pG9+85sAhBA46aSTEqeRNk/v3r2zdn4miSRJFvCSpB7pb3/7GwCDBw9OnETafE8++WTW/tWvfpUwiSSpkFjAS5J6nPvuuy9rf+hDH0qYRNoye+yxB5WVlQBceeWVidNIkgqFBbwkqceZNGlS1r7//vsTJpG23D777APASy+9lDiJJKlQWMBLknqc1157DYCKigqqq6sTp5G2zKGHHpq1XYhRkgTeB16S1MMsXLiQUaNGAblbcE2bNi1xImnLtLS0UF5eDuTWcli5cmXiRJKkzeV94CVJ2oSPf/zjWfvOO+9MF0TaSmVlZdkijK07f5KkEmcBL0nqUV599dWs3a9fv4RJpK134YUXAjB//nzWrVuXNowkKTkLeElSjxJCAGDYsGGJk0hb77TTTiOEQIzR6+AlSV4DL0nqeVavXk1TUxODBg1KHUXaar169aKurg6AUtlvk6SewmvgJUl6D/369bN4V4/R9vr31atXJ0wiSUrNAl6S1CPU19ez7777UltbmzqK1KnuvfdeysvLOfroo+nVq1fqOJKkhCpSB5AkqTMcccQRzJw5k4EDB7J06VK222671JGkTjF27FiamppSx5AkFQDPwEuSeoTHHnssa1u8S5KknsgCXpLUI+RXnx87dmziJFLnizEycOBAQghMnDgxdRxJUiIW8JKkovfoo49m98j+zW9+kziN1PlCCNn6Dr///e8Tp5EkpWIBL0kqelOmTAGgf//+fOhDH0qcRuoalZWVADQ3NydOIklKxQJeklT0Hn74YQB69+6dOInUdb73ve9l7VtuuSVhEklSKhbwkqSidumll2bto446KmESqWt95zvfydqTJ09OmESSlEqIMabO0C1CCP2B2traWvr37586jiSpk+y7777MnDkTyC30JfVk1dXVNDQ0AI53SSoGq1atYsCAAQADYoyrtrY/z8BLkoraM888A8Auu+ySOInU9UaPHp212946UZJUGizgJUlFa86cOTQ2NgLwzW9+M3Eaqes98MADWXvSpEkJk0iSUnAKvSSpaA0ePJi33noLgJaWluxe8FJPtu2227JixQr69OnDO++8kzqOJGkTimYKfQjhjBDCvBBCXQjhqRDCgZvY9uQQQmznp2Yj209pff3qrsovSSp8+eIdsHhXyfjCF74AwJo1a1i1aqv3BSVJRaRLCvgQwgnA1cAlwBjgEeC+EMKoTbxtFTC87U+Msa6dvvcFTgOe7ezckqTi8cILL2TtMWPGJEwida9LLrkka+eLeUlSaeiqM/CTgRtijP8ZY3wxxng2sBDY1MVaMca4rO3PhhuEEPoCNwNfBt56Vw+SpJJx3HHHZW0X81Ip6d27d9b+n//5n4RJJEndrdML+BBCFTAWuH+Dl+4HPrKJt/YNISwIISwKIdwTQmjvdMq1wL0xxgfaeW3DHNUhhP75H6BfRz+DJKnw/eMf/wCgvLyc6urqxGmk7tWnT5+s3dzcnDCJJKk7dcUZ+CFAObB8g+eXA9tt5D1zgZOBTwMnAnXAjBDCrvkNQgifI3dgYEoHc0wBatv8LOrg+yRJBe6VV17J7oH90Y9+NHEaqftde+21WXv27NkJk0iSulNX3kZuw+XtQzvP5TaM8fEY4+9ijM/EGB8B/h34J3AWQAhhJPD/gM+3d138RlwGDGjzs8PmfwRJUiEaN25c1r7jjjsSJpHSOOmkk+jbty8AV1xxReI0kqTu0hUF/AqgmXefbR/Ku8/KtyvG2AI8CeTPwI9tff9TIYSmEEITMA74Wuvj8nb6qI8xrsr/AKu37ONIkgrNunXrsvaQIUMSJpHSyc8++ctf/pI4iSSpu3R6AR9jbACeAsZv8NJ44NGO9BFy9wIaDSxtfWoasFfrc/mfmeQWtBsdY/TiL0kqIStXrqSpqYnHH388dRQpmS996UsArFixgssvvzxxGklSdwj5awg7tdPcbeR+C5wOPEbutm9fBj4UY1wQQrgJWBxjnNK6/QXA48BLQH/ga8BE4KMxxic28jseAma3rnDfkUz9gdra2lr69++/NR9PkiQpuZaWFsrLc5MQa2pq1puZIkkqDKtWrWLAgAEAA1pnhm+VLrkGPsZ4G3A2cD4wGzgImBBjXNC6yShy93rPGwj8CniR3Gr1I4CDNla8S5JK13HHHcfcuXNTx5CSKysro0+fPlRVVXHOOeekjiNJ6gZdcga+EHkGXpKK39q1a7PbZ+2///5OoZckSQWtKM7AS5LUFb74xS9m7SuvvDJhEkmSpO5nAS9JKhqLFi0CoHfv3nzkIx9JnEYqDNdeey01NTVUVlamjiJJ6mIW8JKkotDS0sKsWbMAOPXUUxOnkQrHj3/8Y+rr62lqamLJkiWp40iSupAFvCSpKFxzzTU0NjYCcO655yZOIxWOhx56KGsfc8wx6YJIkrqci9hJkopCWVkZMUZCCLS0tKSOIxWU/P8f5eXlNDU1pY4jSWrlInaSpJITYyR/wLlXr16J00iFZ9dddwWgubk5m6kiSep5LOAlSQXv2muvzdrXXXddwiRSYbrtttuy9oQJExImkSR1JafQS5IK3o477sj8+fOpqqqivr4+dRypIIUQsj+9zESSCoNT6CVJJWfBggUA7L///omTSIUrf3lJqZyckaRSZAEvSSpon/vc57KC5Oqrr06cRipcv/vd77J22yn1kqSewyn0kqSCVl5enk0HLpXvLGlLVVZW0tTUxB577MGcOXNSx5GkkucUeklSSckX79XV1YmTSIVvzz33BODFF19MnESS1BUs4CVJBev888/P2r/61a8SJpGKwznnnAPkZqt84xvfSJxGktTZnEIvSSpYffr0Ye3atYDT56WOyq9GX1lZSUNDQ+I0klTanEIvSSoZ+eJ98ODBiZNIxWPgwIGAl51IUk9kAS9JKkgnn3xy1p4yZUq6IFKRufPOOwF45513+Oc//5k4jSSpM1nAS5IK0uzZs7P2t771rYRJpOIybtw4ampqAPjRj36UOI0kqTNZwEuSCtLs2bOJMfL444+njiIVnR122AGA//qv/0qcRJLUmSzgJUkFbf/9908dQSo6u+++e9b+zW9+kzCJJKkzWcBLkgrOUUcdxT333JM6hlS07rrrLiB3J4dddtklcRpJUmfxNnKSpIKTvw3W9ttvz+LFixOnkSRJ2jLeRk6S1KNdccUVWfvss89OmESSJKmwWMBLkgrKAw88AOTuYf3tb387cRqpuJ155plUVFQwatSo1FEkSZ2gInUASZLaevjhhwE4/vjjEyeRit/Pf/5zABYuXJg4iSSpM3gGXpJUMK677jrWrl0LwHe+853EaaTit++++2btJ598MmESSVJncBE7SVLBKC8vp6WlhRACLS0tqeNIRa+xsZGqqioAdtxxR1599dXEiSSptLiInSSpR2ppacmK9urq6sRppJ6hsrKSyspKAObPn582jCRpq1nAS5IKws9+9rOsnb9uV9LWO+KIIwCIMfLggw8mTiNJ2hpOoZckFYSRI0eyaNEiqqurqaurSx1H6jHaTqPv378/tbW1iRNJUulwCr0kqcdpbm5m0aJFAIwbNy5xGqlnyU+hh9yOpCSpeFnAS5KSO+CAA7K20+elznfqqadm7Xnz5iVMIknaGk6hlyQlF0LI2qXyvSR1p+bmZioqKgA4/PDDue+++xInkqTS4BR6SVKPsmbNmqw9ZMiQhEmknqu8vJwRI0YAMG3atMRpJElbygJekpRUfoVsgEcffTRhEqln++QnPwnkFrW78847E6eRJG0Jp9BLkpIqLy+npaWFEEJ2H3hJna++vp6amhrA1eglqbs4hV6S1GO88MILWdE+duzYxGmknq26uppevXoB0Lt378RpJElbwgJekpRM21vG3XvvvQmTSKXh+uuvB2DZsmUsWbIkcRpJ0uaygJckJdO3b9+sPXTo0IRJpNJw4oknZveFv+iiixKnkSRtLq+BlyQlt27dumxqr6SuteOOOzJ//nzA2zZKUlfzGnhJUo9j8S51n3/7t3/L2j/5yU8SJpEkbS4LeElSEttuuy1XXHFF6hhSybnjjjsIIbDttttyzDHHpI4jSdoMFakDSJJKz+WXX86KFSv41re+xbJly7j88stTR5JKirdslKTi5DXwkqRuN2rUKBYuXAh4Da4kSeq5vAZeklT03n77bQD222+/xEmk0jVx4kTKyspcg0KSiogFvCSpW02bNo3Vq1cD8Mtf/jJxGql0/eEPfyDGSF1dXeookqQOsoCXJHWrL3zhCwBss802jB49OnEaqXS1XUTyy1/+csIkkqSO8hp4SVK3Wbt2LX369AFy18EvWLAgcSKptIUQAKiqqqK+vj5xGknqebwGXpJUtA455JCsfeONN6YLIgnIHUgDaGhocCq9JBUBC3hJUreZO3cuAOXl5Rx88MGJ00i68847s/aHP/zhhEkkSR1hAS9J6haLFi2itrYWgNNOOy1xGkkAY8aMydrPPPNMwiSSpI6wgJckdYsvfvGLWfvqq69OmERSW8OHD8/aK1euTJhEkvReLOAlSd3ir3/9KwB9+vShqqoqcRpJec8991zWdnaMJBU2C3hJUpe78MILs/Zhhx2WLoikd9lmm20YNmwYAPfdd1/iNJKkTbGAlyR1uZ/85CdZe+rUqQmTSGrP5MmTAVi3bh033XRT4jSSpI3xPvCSpC7V1NREZWUlkDvTt2LFisSJJG2opaWF8vJywHvCS1Jn8j7wkqSicvzxx2ftm2++OWESSRtTVlaWFfANDQ2J00iSNsYCXpLUpe66666s/clPfjJhEkmbcvHFF2ftadOmJUwiSdoYC3hJUpd5+OGHs/bIkSMTJpH0Xs4991yGDBkCwPe///3EaSRJ7bGAlyR1mVGjRjFo0CBg/VtVSSpMn/vc5wCYPn06b7/9duI0kqQNuYidJEmSAHjzzTfZZpttgNysmddeey1xIkkqbi5iJ0mSpC4xePDgrL1w4cKESSRJ7bGAlyR1icrKSsrLy72WVioyxx57LLvssgtvvfVW6iiSpA04hV6S1OkWLVqULVrXv39/amtrEyeSJEnqfkUzhT6EcEYIYV4IoS6E8FQI4cBNbHtyCCG281PTZpspIYQnQwirQwivhxDuDCHs1lX5JUlb7sorr8za06dPT5hE0taYP39+6giSpDa6pIAPIZwAXA1cAowBHgHuCyGM2sTbVgHD2/7EGOvavD4OuBb4MDAeqADuDyH06fxPIEnaGrfddhsA++yzD3vttVfiNJI2V2NjIyEEdtxxRw477LDUcSRJrbpkCn0I4e/ArBjjpDbPvQjcGWOc0s72JwNXxxgHbsbv2BZ4HRgXY3y4A9s7hV6SusEzzzzD6NGjAfjjH//IMccckziRpC0RQsjapXLJpSR1toKfQh9CqALGAvdv8NL9wEc28da+IYQFIYRFIYR7Qghj3uNXDWj9880tjCpJ6gL77bcfADU1NRbvUhEbPnx41n711VcTJpEk5XXFFPohQDmwfIPnlwPbbeQ9c4GTgU8DJwJ1wIwQwq7tbRxyh4SvBKbHGJ/fyDbVIYT++R+g3+Z+EEnS5lm6dCkNDQ0AVFRUJE4jaWs899xzWfuQQw5JmESSlNeVe1cbzrUK7TyX2zDGx4HHsw1DmAHMAs4CvtbOW64B9gY+tonfPwW4YDPySpK20uc///ms/dBDD6ULImmrbbPNNlRVVdHQ0MCCBQtSx5Ek0TVn4FcAzbz7bPtQ3n1Wvl0xxhbgSeBdZ+BDCD8jd6b+4Bjjok10cxm5afb5nx068rslSVtuxowZAGy77baMHTs2cRpJW+uCC/51LuT4449PmESSBF1QwMcYG4CnyK0U39Z44NGO9NE6RX40sLTtcyGEa4BjgUNijPPeI0d9jHFV/gdYvRkfQ5K0mf7whz9k0+cvu+yyxGkkdYbzzjsva99xxx0Jk0iSoOtWoT8B+C1wOvAYcBrwZeBDMcYFIYSbgMX5FelDCBeQm0L/EtCf3LT5icBHY4xPtG7zc+D/AkcD/2jz62pjjOs6kMlV6CWpC1VVVdHY2EhFRQWNjY2p40jqJNtttx3Ll+cmUS5btoxhw4YlTiRJxaPgV6EHiDHeBpwNnA/MBg4CJsQY8xdQjSJ3r/e8gcCvgBfJrVY/AjgoX7y3mkRuKvxD5M7M539O6IrPIEnquKeeeior2rfddtvEaSR1ppdffjlrT5w4MWESSVKXnIEvRJ6Bl6SuM2TIEFauXAnA4sWL2X777RMnktSZdtxxR+bPn095eTlNTU2p40hS0SiKM/CSpNLR0tKSFe/V1dUW71IPdM011wDQ3NzMhAkTEqeRpNJlAS9J2irHHnts1r7uuusSJpHUVT71qU9l7fvuuy9hEkkqbU6hlyRtldyNQ3J/trS0JE4jqauMHDmSRYtyd/BdsmQJw4cPf493SJKcQi9JKhjnn39+1v74xz+eLoikLvfyyy9TUVEBwOTJkxOnkaTSZAEvSdpif/jDH7L2gw8+mDCJpK5WXV3Npz/9aQD++Mc/OuNGkhKwgJckbbG5c+eyYMECvv71r6eOIqkbXHXVVQDU19ez2267JU4jSaXHa+AlSZLUYfl1LwBKZT9SkrZUZ18DX7H1kSSptNXV1dHY2Jg6RreprKwEcveFnjVrlgtZSSXm6KOP5q677qKqqorm5mbKy8tTR5KkkuEZeEnaCnV1dTz88MOsXbs2dZRu07t3b770pS+xePFiAN58800GDRqUOJWk7rR27Vp69+6dOoYkFTzPwEtSAWlsbGTt2rVUVFRkZ6Z7svznXbJkSfacxbtUeizeJSkNC3hJ6gSVlZVUV1enjtEtHnnkkey61+9+97uJ00hKZc6cOey7776EEFizZk3qOJJUElyFXpK0WX7zm98AMGLECH7wgx8kTiMplf33359169axdu1a5syZkzqOJJUEC3hJUoddd911LF++HIBLLrkkcRpJKT322GNZ++CDD06YRJJKhwW8JKnD7rrrrqx90kknJUwiKbW99tqLXr16AfDGG29QX1+fOJEk9XwW8JKkDpk1a1bW3n777RMmkVQo7rjjjqy93377JUwiSaXBAl6S1CGXXXZZ1n7mmWcSJpFUKI444ggqKnJrIj/77LOJ00hSz2cBL0l6Ty+99BIrVqwA4IADDiiZFfclvbdvfvObWfuDH/xgwiSS1PNZwEuS3tNZZ52Vtc8+++yESSQVmh/+8IdZ+5///GfCJJLU81nAS5I26YEHHsgWpxo+fDhVVVWJE0kqNNdddx0ALS0tXHTRRYnTSFLPFWKMqTN0ixBCf6C2traW/v37p44jqYdYvXo106ZNo1evXj12Wvn48eNpamoC4JZbbqFXr14ceuih9OvXL3EySYWkb9++rFmzhqqqKlekl6RWq1atYsCAAQADYoyrtrY/z8BLkjbqiSeeyIr3AQMGMHjw4MSJJBWqq6++GoCGhgYOPPDAxGkkqWeygJckbdR3v/vdrP3b3/42YRJJhe7UU0/N2tOnT0+YRJJ6Lgt4SVK7pk6dSmNjIwDbbbedU+YlvafDDjssa998880Jk0hSz2QBL0lq189+9rOsfcMNNyRMIqlY/PnPf2bYsGEATJ48OXEaSep5LOAlSZs0cOBAevfunTqGpCJx4403AvD666/zy1/+Mm0YSephLOAlSe3661//yr//+79z6623po4iqYgcfvjh7LrrrgCcfvrprkgvSZ3IAl6StFGTJk3qsbfHk9R1TjnllKw9cuTIhEkkqWexgJckZVpaWjj44IM5++yzU0eRVMSmTJlCCAHAf08kqRNVpA4gSSocn/3sZwF45plnuP3227PHkrS5GhsbKS8vTx1DknoUz8BLkgCoq6vjrbfeyh5bvEvaGm2L9+bmZpYsWZIwjST1DBbwkiQALrnkEmKMAPziF79IizcuIwAAIABJREFUnEZST3H88cdTUVHBiBEjUkeRpKJnAS9J4vnnn2f69OkAjB8/nt122y1xIkk9xUMPPZS1Tz311HRBJKkHsICXJHHWWWcBuSmv3/rWtxKnkdSTLFu2LGvfcMMNNDc3J0wjScXNAl6SStxJJ52Utd///vdTVVWVMI2knqaioiI7SAiw5557JkwjScXNAl6SStjKlSt57bXXssf/+Z//mTCNpJ7qpz/9KZWVlQDMnTuXqVOnJk4kScXJAl6SSthXvvKVrH3DDTckTCKpp/v73/+etY877riESSSpeFnAS1KJ+s53vsPKlSsBOPDAA9lpp50SJ5LUk40ZM2a9legnTZqUMI0kFScLeEkqQS+//DKPPvookFu47qKLLkqcSFIpWLRoUXZ/+F/84hcsXbo0cSJJKi4W8JJUgk477bSsfcoppyRMIqnUzJo1K2uPGTMmYRJJKj4W8JJUYs444wxijAAMGDCAz3/+84kTSSole++9NyeccAIAy5cvZ9SoUYkTSVLxsICXpBLy4IMP8uKLLwIQQuDOO+9MnEhSKbr11luz9sKFC7nuuusSppGk4mEBL0klora2lh/84AfZ45///OcJ00gqdffff3/W/t73vkdLS0vCNJJUHCzgJalEHHvssVn7Yx/7GLvvvnvCNJJK3fjx47nwwgsBWLlyJccff3zaQJJUBCzgJalETJ48GYDq6ur1zsRLUioXXHBBVrj/8Y9/5Mgjj0ycSJIKmwW8JJWIT33qU9x777386U9/Sh1FkjK33XYbgwYNAuDee+/lggsuSJxIkgqXBbwk9WBXXXUVhx12GM3NzQD07t07cSJJWl9ZWRk33XRT9viGG25ImEaSCpsFvCT1UNOnT+fuu++msbGRww47LHUcSdqoI488kqOPPppPfOITLFq0KHUcSSpYFakDSJI63/Lly7n44ouzx0cddVTCNJL03ja8reXTTz/NmDFjEqWRpMLkGXhJ6mGWLVvGySefTH19PQAnnngiZ599duJUktRxY8aM4d/+7d8YMWJE6iiSVFAs4CWpB7niiis48cQTqaurI4TA+eefz2mnnZY6liRtltmzZwOwZMkSTjnllMRpJKlwWMBLUg9x1VVXcc8992SPL7jgAg4++OCEiSRpyzz99NNZ+8Ybb+QnP/lJwjSSVDgs4CWpBzjnnHO4++67s8fHHHMM48aNS5hIkrbc6NGj+e///u/s8be//W1+97vfJUwkSYXBAl6SitjKlSs56qijePLJJwGorKzkyiuv5Otf/3riZJK0dY477jguu+yy7PHEiRMt4iWVPAt4SSpSt9xyC8cffzzvvPMOAIMGDeLuu+921WZJPca5557Lqaeemj2eOHEic+bMSZhIktKygJekInTOOedw/fXXZ48HDRrE1KlTqampSZhKkjrf9ddfz0c/+tHs8d57780TTzyRMJEkpWMBL0lF5O233+bwww/PpsxD7lrRqVOnJkwlSV1r+vTpXHrppQC0tLTw4Q9/mGuuuSZxKknqfhWpA0iSOubiiy9m2rRp6z131VVXMXr06ESJJKn7TJkyhX79+nHWWWcRY+Sss85i+vTp3HrrramjSVK38Qy8JBWJtsX7oEGDeOCBByzeJZWUr371q0yZMiV7fNttt/HrX/86YSJJ6l4W8JJUwNatW5e1Tz/9dAA++clPMnXqVMrLy1PFkqRkLr30Ur773e9mj7/0pS+tt9CdJPVkIcaYOkO3CCH0B2pra2vp379/6jiSeojVq1czbdo0evXqRXV1daf1+5e//CW73vPBBx8khNBpfW+N+vp61q1bx6GHHkq/fv1Sx5FUwhYvXszYsWNZvnw5ACEEpk2bxsEHH5w4mST9y6pVqxgwYADAgBjjqq3tzzPwklRA1q1bx/e///2seAc444wzEiaSpMI0YsQIFi1alBXsMUYOOeQQ1q5dmziZJHUdF7GTpAKwYMECJk+eTG1tLc3NzdnzgwYN4uc//3nCZJJUuCoqKnjwwQd53/vex2uvvUbfvn3p3bt36liS1GUs4CUpoX/84x+cc845rFr1rxlVIQTGjRvHf/zHf3hfd0nqgAULFnD33XczYcKE7LmhQ4fS1NTEsmXLqKqqSphOkjpPlxXwIYQzgG8Dw4E5wNkxxkc2su3JQHtLiPaKMdZtSZ+SVKjy0+Sfe+65d0317N27N7/73e8YNGhQonSSVJw+/elPZ+17772XN954A4Dq6mr2228/ZsyYQUWF564kFbcu+VcshHACcDVwBjAD+ApwXwhhjxjjaxt52ypgt7ZPbFC8b0mfklQQ6urquPTSS5kxYwYtLS3rvRZCYPDgwVx88cXsvvvuiRJKUs9RVVVFCIH8Ys1PPPEElZWVDBw4kJtuuomjjjoqcUJJ2jJdsgp9COHvwKwY46Q2z70I3BljnNLO9icDV8cYB3ZWn+2831XoJXW6Ta1Cf+GFFzJjxgyamprafW9FRQXHHHMMp59+etHcEs5V6CUVk8svv5wpU6ast7YI5A6cHnTQQXz961/nmGOOKZg7fUjqeTp7FfpOL+BDCFXAWuCzMcY/tnn+/wGjY4zj2nnPycB/AouBcmA28L0Y49Nb2mc7v6NoCvjzzjuPq666irKysvV2kN955x2am5sZOnQoo0aNAmDlypXMmzePEAJHH300vXr1AuB///d/qa2tZb/99uNvf/sbADfccANnnnkmIYT1+l27di1NTU0MGjSInXbaCcgVJf/85z8BGD9+PIMHDwZg2rRprFixgg984AM8++yzAPztb3/jsMMOA1iv37q6OhobG+nbty+77LILAE1NTTz//PMA7L///tnneOSRR1i2bBnDhw9n/vz5QK5QyPfXp0+f7Mu1oaGBhoYGevXqxQc+8IHs9z377LPEGNlzzz3ZbbfcZI6ZM2eyYMECBgwYkE2lA6ipqaGlpYVevXpRVpa7GUNjYyMNDQ1UVlZm7weYM2cOMUZ23HFH9t57bwCef/55Xn75ZWpqali9enW2bZ8+fWhoaKCmpibrt6mpiYaGBsrLy9fr9x//+AfNzc0MHz6cfffdF4B58+bx7LPPUlFRQV1dNgGFAQMGsGbNGqqqqrLpf83NzdTX11NWVrZev6+88goNDQ0MHjyYj3zkIwAsX76cJ598khACjY2N2bZDhgzh7bffpqKigsrKSgBaWlqor68HYNddd83+3hcsWEB9fT19+/blwAMPBGDNmjU8/PDDAMyaNSv7+xkxYgTLly+nvLw86zfGmPU7atSo7HrERYsWsW7dOnr16sVBBx2UfbZp06YRY+TGG29k4sSJWZ5XX311vX6B7O9q+PDh2eJFS5cuZe3atVRWVjJu3L/+iXjwwQdpaWlh8uTJXH755QCMHTuW2bNnU1ZWtl6/+byDBw/O/8PLihUrWL16NeXl5YwbN46mpibefPNNnnvuOWKMHHjggVx00UUAHHrooe86254fJ+edd17236eYWMBLKka33347J510EuvWrdvoNiEEDjvsMAYMGEBVVRX//d//TYyRX//615x44okAHHDAAcyePZvKysr1FstbtWoVMUZ23333bD/zlVdeYeXKlfTq1Yvjjjsu2/a2226jsbGR888/nylTcuegjjzySKZNm0ZFRQV9+vTJtl29ejUtLS3svPPObLPNNgC89tprLFu2jMrKSk444YRs26lTp7J27VpOOeWUbPHTL33pS/z+97+nvLycvn37Ztvm9ylHjhzJ8OHDgdz35sKFCykvL+f444/Pvg/vvvtuVq1axRFHHMHUqVMBOP/887n88svfta+6du1aGhsb2W677bJ9vBUrVvDqq69SVlbGkUcemf393HfffaxcuZL999+fhx56CIBf//rXnHHGGYQQ1ttfz/c7ZMiQbF911apVzJ07lxACn/jEJxg2bBiQ21ddunQpu+22G7Nnzwbg8ccfz+5W0L9//2zfpq6ujvr6egYMGJDtS9XX1/PMM89k/7133nlnAKZPn878+fPZYYcdeOmllwB4++23GTFiBC0tLfTr1y/b96uvr6euro6+ffuyxx57ALn9q1mzZtHS0sLee++d7TPNnDmTuXPnMnjwYBYvXpx95n79+tHU1ETfvn2zg/wNDQ3ZPtNee+2VbfvUU0/R3NzMrrvuyv777w/ACy+8wKxZs+jTpw8rVqzIth08eDDr1q2jd+/e2X/jxsZG1q5dS1VVFaNHj862ffrpp2lsbGTkyJHZvtT8+fOZPn06VVVV1NbWZtsOHz6ct99+m5qamuyERnNzM++88w7l5eWMHTs22/bZZ5+lrq6OYcOGMX78+Gyc/OlPf6KsrIw33ngj+/9rp512YunSpev129LSwurVqwkh8Ne//jX7zIWqGAr47ckV4h+NMT7a5vnzgJNijLu1854PA7sAzwH9ga8DE4B9YowvbWGf1UDb02H9gEXFUMDvuOOOWRG7tcrKyrKjzoceeigPPvhgp/QLZNPSLrroIi644IJO77e+vr5TF/BqO9Y780i7/ebceuut2Y5EZ/Y7ceJEbrrppk7vd8899+S5554DoLKycqNnyTdX//79ueuuuwD4/Oc/z5IlSwghsNdee3HuuedmO0rFygJeUjGrq6vj4IMPZtGiRSxZsqTdg6wbOuGEE7j11luB3H5VZ+0777HHHsyZMwfITflve4B9awwePJiVK1cCue+kticatkZ1dXV2wHynnXZi3rx5ndJv233V8ePH88ADD3RKv/CvfZ4f/ehHnHvuuZ3e78svv8yuu+7a6f1Ccez7dVW/S5cuZbvttutQv9///vc5//zzO+13d4XOLuC7ciWPDf91C+08l9swxseBx7MNQ5gBzALOAr62JX0CU4DOqyq70YgRIzZZwIcQsiNmTU1N2ZfPoEGDsudff/11gPWOtu68886bLODb9tvS0pIVNAMGDMjO7C9fvpwY43pThfNHWDclv32MkYaGhixbvgBYvnw5LS0tm724TNsCP/+l0qtXr2zGwPLly2lqatrsf1TynxfIjtZXV1ez7bbbArmjhG3PkLcn/zvb/uPWXr+VlZVZUffWW2+1+0VbVlaW/Xdur9+2ZwHyi6KVl5czcuRIIHcEP/9l3lZ5eXn2pdlev21nPqxZs4YYI2VlZbz//e8HcsVc/mjx9ttvn72vpqYm+/tp+3ef77t3797Z0eR33nmHGCMhhOwod0tLC6+++ipAduQacmP8rbfe2mi/vXr1ysbwmjVraG5uJoSw3pdrfmZJ2yPXw4cPZ+HChRvtt7q6Ohtr+bMAALvvvjstLS2sWbOGJUuWAPDBD34we//NN9+MJKlw1NTU8Nhjj2WP582bx7HHHssLL7xACIEddtiBdevW0dTUlO1L5b+bIPf9tWbNmo32X15evt7Z0rz8/gOQzQh83/velz3Xv3//dr+n88rKyrJ9pMbGxuz7qb1+2x4oHjZs2CYL+Lb7fm37HTx4cPY58v22XVx15MiRmyzgN7avmp/d0Lbftvsw+bPrm5J/f3Nzc7YP07dv32wfa8WKFcQY17vzQL4Y7Ei/bfeBa2pqsn3VlStX0tLSst4lbx050ZTvN8aY7T/k12MAePPNN991iUdHtP18+bFWUVGR/Xd6++23t+igUHv9lpWVZTNA3nnnnU3OZNmcfkMIDBkyBMjtx+fHatvZkG33gduT39ctJQUxhX4j/VwP7BBjPGILp+UX7Rl4ScVjU9fA90SegZckSeq4gj8DH2NsCCE8BYwH/tjmpfHAXR3pI+ROgY0mN6V+i/qMMdYD9W363IxPIUmbp7OmPha6UvmckiRJhairptBfCfw2hDATeAw4DRgF/AIghHATsDi/enwI4QJyU+hfIncN/NfIFfBndrRPSUohv5BRfjHIUtB24RtJkiR1ny4p4GOMt4UQtgHOB4YDzwMTYowLWjcZBbS9mGEg8CtgO6AWeBo4KMb4xGb0KUndrqamhoMOOqikzkxXVlZ26gKTkiRJ6pguuQ98ISqm28hJkiRJkopfZ18DX7b1kSRJkiRJUlezgJckSZIkqQhYwEuSJEmSVAQs4CVJkiRJKgIW8JIkSZIkFQELeEmSJEmSioAFvCRJkiRJRcACXpIkSZKkImABL0mSJElSEbCAlyRJkiSpCFjAS5IkSZJUBCzgJUmSJEkqAhbwkiRJkiQVAQt4SZIkSZKKgAW8JEmSJElFoCJ1gO62atWq1BEkSZIkSSWgs+vPEGPs1A4LVQhhBLAodQ5JkiRJUsnZIca4eGs7KaUCPgDbA6tTZ+mAfuQONuxAceRV6XGMqtA5RlXoHKMqdI5RFbpiGqP9gCWxE4rvkplC3/qXtdVHPLpD7lgDAKtjjM75V8FxjKrQOUZV6ByjKnSOURW6IhujnZbPRewkSZIkSSoCFvCSJEmSJBUBC/jCVA98v/VPqRA5RlXoHKMqdI5RFTrHqApdSY7RklnETpIkSZKkYuYZeEmSJEmSioAFvCRJkiRJRcACXpIkSZKkImABL0mSJElSEbCALzAhhDNCCPNCCHUhhKdCCAemzqTSFEKYEkJ4MoSwOoTwegjhzhDCbhtsUx1C+FkIYUUIYU0I4e4Qwg6pMqu0tY7ZGEK4us1zjlElFUIYEUL4XQhhZQhhbQhhdghhbJvXQwjhwhDCkhDCuhDCQyGED6XMrNIRQqgIIVzcuu+5LoTwagjh/BBCWZttHKPqViGEg0II/9M65mII4ZgNXn/PMRlCGBRC+G0Iobb157chhIHd+0m6hgV8AQkhnABcDVwCjAEeAe4LIYxKGkylahxwLfBhYDxQAdwfQujTZpurgc8AnwM+BvQF7gkhlHdzVpW4EMK+wGnAsxu85BhVMiGEQcAMoBE4AtgD+CbwdpvNzgEmA18F9gWWAX8JIfTr3rQqUf8BnE5u/H2Q3Hj8NnBWm20co+pufYBnyI259nRkTN4CjAYOb/0ZDfy2qwJ3J28jV0BCCH8HZsUYJ7V57kXgzhjjlHTJJAghbAu8DoyLMT4cQhgAvAFMjDHe1rrN9sBCYEKM8c/p0qqUhBD6ArOAM4DvArNjjGc7RpVaCOGHwEdjjO3OpgshBGAJcHWM8Uetz1UDy4H/iDH+stvCqiSFEO4BlscY/782z90BrI0xTnSMKrUQQgQ+E2O8s/Xxe47JEMIHgReAD8cY/966zYeBx4DdY4z/SPBROo1n4AtECKEKGAvcv8FL9wMf6f5E0rsMaP3zzdY/xwKVtBmzMcYlwPM4ZtW9rgXujTE+sMHzjlGl9mlgZgjh9tZLkZ4OIXy5zes7Atux/hitB/6GY1TdYzpwaAjhAwAhhH3IzVb639bXHaMqNB0ZkwcAtfnivXWbx4FaesC4rUgdQJkhQDm5o0dtLSc3SKVkWo92XglMjzE+3/r0dkBDjPGtDTZ3zKrbhBA+R65Q/z/tvOwYVWo7AZPI/ft5KbAf8NMQQn2M8Sb+NQ7b++5/X7elVCn7EbkD9HNDCM3k9kW/E2P8fevrjlEVmo6Mye3IzRrd0Ov0gO9/C/jCs+E1DaGd56Tudg2wN7mj8u/FMatuEUIYCfw/4LAYY93mvBXHqLpHGTAzxnhe6+OnWxdamgTc1GY7v/uVygnAF4D/C8whd53w1SGEJTHG37TZzjGqQvNeY7K98dkjxq1T6AvHCqCZdx8VGsq7jzBJ3SaE8DNy00APjjEuavPSMqCqdZGmthyz6i5jyY23p0IITSGEJnKLL36ttb0cx6jSWkruOsy2XgTyi9Mua/3T736lcjnwwxjjrTHG52KMvwWuAvJrLzlGVWg6MiaXAcPaee+29IBxawFfIGKMDcBT5Fb7bms88Gj3J1Kpa71FxzXAscAhMcZ5G2zyFLmVlce3ec9wYE8cs+oe04C9yJ0xyv/MBG5u03aMKqUZwG4bPPcBYEFrex65Hc22Y7SK3IEox6i6Q2+gZYPnmvlXjeAYVaHpyJh8DBgQQtivzTb7k7tcpOjHrVPoC8uVwG9DCDPJDbzTyB2l/0XSVCpV15KbUnc0sDqEkD/SWRtjXBdjrA0h3ABcEUJYSW5xu58AzwEbLiYmdboY42pyC9JlQghrgJX5tRoco0rsKuDREMJ5wB/IXQN/WusPMcYYQrgaOC+E8BLwEnAesJbcLZCkrvY/wHdCCK+Rm0I/htztuf4LHKNKo/XuMru0eWrHEMJo4M0Y42vvNSZjjC+GEP4EXB9C+EprH78C7in2FejBAr6gxBhvCyFsA5wPDCe3Yzohxrhg0++UukT+doYPbfD8KcCNre1vAE3kdkx7kTsjenKMsbkb8kkd4RhVMjHGJ0MInwEuI/fdPg84O8Z4c5vNfkxubP4cGAT8ndy6Dqu7O69K0lnAD8iNv6Hkbs/1S+CiNts4RtXd/g/w1zaPr2z98zfAyXRsTH4e+Cn/Wq3+bjZ+X/mi4n3gJUmSJEkqAl4DL0mSJElSEbCAlyRJkiSpCFjAS5IkSZJUBCzgJUmSJEkqAhbwkiRJkiQVAQt4SZIkSZKKgAW8JEmSJElFwAJekiRJkqQiYAEvSZIkSVIRsICXJEmSJKkIWMBLkiRJklQELOAlSZIkSSoCFvCSJEmSJBUBC3hJkiRJkoqABbwkSZIkSUXAAl6SJEmSpCJgAS9JkiRJUhGwgJckSZIkqQhYwEuSJEmSVAQs4CVJkiRJKgIW8JIkSZIkFQELeEmSJEmSioAFvCRJkiRJRcACXpIkSZKkImABL0mSJElSEbCAlyRJkiSpCFjAS5IkSZJUBCzgJUmSJEkqAhbwkiRJkiQVAQt4SZIkSZKKgAW8JEmSJElFwAJekiRJkqQiYAEvSZIkSVIRsICXJEmSJKkIWMBLkiRJklQELOAlSZIkSSoCFvCSJEmSJBUBC3hJkiRJkoqABbwkSZIkSUXAAl6SJEmSpCJgAS9JkiRJUhGwgJckSZIkqQhYwEuSJEmSVAQs4CVJkiRJKgIW8JIkSZIkFQELeEmSJEmSioAFvCRJkiRJRcACXpIkSZKkImABL0mSJElSEbCAlyRJkiSpCFjAS5IkSZJUBCzgJUmSJEkqAhbwkiRJkiQVAQt4SZIkSZKKgAW8JEmSJElFwAJekiRJkqQisEUFfAjhjBDCvBBCXQjhqRDCgZvY9uQQQmznp6bNNgeFEP4nhLCk9bVjNtLXB0MId4cQakMIq0MIj4cQRm3JZ5AkqZRtznd56/YDQwjXhhCWtr7nxRDChM3pM4RQHUL4WQhhRQhhTet3+g4bbDOqdZ9gTet2Pw0hVHXeJ5ckqXhtdgEfQjgBuBq4BBgDPALc9x6F9CpgeNufGGNdm9f7AM8AX93E790ZmA7MBT4O7AP8AKjb2HskSdK7be53eWsB/Rfg/cDxwG7Al4HFm9nn1cBngM8BHwP6AveEEMpb+ygH7iW3X/Cx1u2OA67ohI8tSVLRCzHGzXtDCH8HZsUYJ7V57kXgzhjjlHa2Pxm4OsY4sIP9R+AzMcY7N3j+VqAxxjhxswJLkqT1bMF3+enAt4HdY4yNW9JnCGEA8AYwMcZ4W+vr2wMLgQkxxj+HEI4A7gFGxhiXtG7zOeBGYGiMcVUnfHxJkopWxeZs3HoEfizwww1euh/4yCbe2jeEsAAoB2YD34sxPr0Zv7cM+BTw4xDCn8kd2Z8HXLZhod/mPdVA9QZPDwbe7OjvlSSpG/QDlsTNPaK+hbbwu/zTwGPAtSGEo8kV4rcAP4oxNnewz7FAZetzAMQYl4QQnm/d5s/AAcDz+eK91Z/JfZ+PBf7azufx+16SVOg67bt+swp4YAi5Inz5Bs8vB7bbyHvmAicDzwH9ga8DM0II+8QYX+rg7x1KbprducB3gf8ADgemhhAOjjH+rZ33TAEu6GD/kiSltANtpqN3sS35Lt8JOAS4GZgA7ApcS24/4qIO9rkd0BBjfOs9tlmvjxjjWyGEhk1k8/teklQMOuW7fnML+LwNjxyEdp7LbRjj48Dj2YYhzABmAWcBX+vg78tfq39XjPGq1vbsEMJHgNOB9gr4y4Ar2zzuByxauHAh/fv37+CvlST9/+zdeXhV1dn+8e+TgYQpgYgICCiDVQYtiAJOYLUWRYoDBQpWxem12uprnSoWxWrR+mudW4sKTmiriKhQxbEvigwqkyKDgCKCzCAJUybO+v2xT3YPMYScmGSdk9yf69oXe973oZZ9nrP3WkuqT15eHm3atAHY4eHyFb6XE9yHNwH/45zbC8yLvv5+E0EBX5lz7m+fsvYv7zy634uISMKq6nt9vAX8FmAv3/8VvDnf/9W9TM65iJl9QvDrfTzXLQaWlFq/lKCTm7KuUwAUlCybGQBZWVm6oYuISF1WmXv5eoJ+aPbGrFsKtIi+Pl+Rc24A6plZ01JP4ZsDs2L26RV7AjNrSvDqfZnZdL8XEZG6JK5e6J1zhcA84IxSm87gvzffcllwZ+1G8GUgnut+QtDrbawfAasreh4REZG6rpL38plAx2ifNCV+BKx3zhVW8JzzgKLYfcysJdA1Zp/ZQNfo+hI/IyjQ5x3404mIiNRulXmF/n5ggpnNJbjR/g/QFhgLYGbPAt+W9GJrZqMJXqFfQdAG/lqCAv43JSc0s0ZAx5hrtDOzbsA259w30XV/AV40sw8IOrE5E/g5wZByIiIiUnFx3cuBfxA0fXvIzB4heIvuVuDhip7TOZdrZuOB+8xsK0Enc38l6CPn3eg53iZ4226Cmd1E0BndX4En1AO9iIhIJQp459yLZnYQcDvBmO6fEwz/UvIkvC0QiTmkCfA4wWt1ucACoI9z7uOYfY5j355lS9qyPUPQAR7OuVeiw9iMJPjC8AUwyDn3YbyfQUREpC6L917unFtjZj8DHgA+I+iE5yHg3jjOCfA7giZxE4H6wHvAiJJX86M92p8NPErw1H8PQW/3N1bt34CIiEhyinsc+GRlZllAbm5urtrEiYhIQsjLyyM7OxsgW09DwXVNAAAgAElEQVSYq4bu9yIikkiq+l4fVxt4EREREREREfFDBbyIiIiIiIhIElABLyIiIiIiIpIEVMCLiIiIiIiIJAEV8CIiIiIiIiJJQAW8iIiIiIiISBJQAS8iIiIiIiKSBFTAi4iIiIiIiCQBFfAiIiIiIiIiSUAFvIiIiIiIiEgSUAEvIiIiIiIikgRUwIuIiIiIiIgkARXwIiIiIiIiIklABbyIiIiIiIhIElABLyIiIiIiIpIEVMCLiIiIiIiIJAEV8CIiIiIiIiJJQAW8iIiIiIiISBJQAS8iIiIiIiKSBFTAi4iIiIiIiCQBFfAiIiIiIiIiSUAFvIiIiIiIiEgSUAEvIiIiIiIikgRUwIuIiIiIiIgkARXwIiIiIiIiIklABbyIiIiIiIhIElABLyIiIiIiIpIEVMCLiIiIiIiIJAEV8CIiIiIiIiJJQAW8iIiIiIiISBJQAS8iIiIiIiKSBFTAi4iIiIiIiCQBFfAiIiIiIiIiSUAFvIiIiIiIiEgSUAEvIiIiIiIikgRUwIuIiIiIiIgkARXwIiIiIiIiIkmgUgW8mV1tZqvMLN/M5pnZKeXsO8LMXBlTZsw+fcxsqpmti2479wDXfyy633WVyS8iIiIiIiKSbOIu4M1sKPAgMAboDswApplZ23IOywNaxk7OufyY7Q2BT4HfVuD65wK9gHXxZhcRERERERFJVmmVOOZ6YLxzblx0+Toz6wdcBYzczzHOObdhfyd0zk0DpgGY2X4vbGaHAn8D+gGvxx9dREQkcdxyyy2+I4iIiEgSiesJvJnVA3oAb5fa9DZwYjmHNjKz1Wa21sz+bWbd48yJmaUAE4C/OOcWx3u8iIhIIlm8eDH/+Mc/vFy7GprCNTazB6P3+j1mNsvMji91nrLO4czspph9vi5j+5+r529BREQk+cT7BL4ZkApsLLV+I9BiP8csA0YAi4As4H+BmWb2Y+fcijiu/XugGHi4IjubWQaQEbOqcRzXEhERqVYXX3yxl+vGNIW7GpgJXEnQFK6zc+6b/RyWBxwZu6JUU7hxQFfgQoImbr8C3o2e89voPi1LnfMsYDzwcqn1twNPxCzvrMjnEhERqQsq8wo9gCu1bGWsC3Z0bg4wJ9zRbCYwH7gGuLYiFzOzHgSF/7HOuTKvU4aRwOgK7isiIlJjPvnkE+bNm+fr8lXaFM7M6gODgHOccx9EV98R7bPmKmBU9AQbSh13DvB/zrmvSp1yR3nN7kREROqyeDux2wLs5ftP25vz/afyZXLORYBPgCPiuO4p0Wt8Y2bFZlYMHAbcZ2Zf7+eYe4DsmKl1HNcTERGpFs45evXqBUDjxjX7clg1NYVLI3g7L7/UMXuAk/eT4xDgbIIn8KX93sy2mtlCM/tDNLOIiIgQZwHvnCsE5gFnlNp0BjCrIuewoJe6bsD6OC49ATgmelzJtA74C0GHdmVlLXDO5ZVMwI44riciIlItunXrRsnLZAMGDKjpy/+QpnADgWEEhfpMMzsCwDm3A5gN3GZmrcws1cx+RTBiTOnX5ktcTHBfnlxq/UPAL4GfEHRaex3waHkfyMwyzCyrZEJN5kREpBarzCv09wMTzGwuwQ37f4C2wFgAM3sW+NY5NzK6PJrgFfoVBG3gryUowH9TckIzawR0jLlGOzPrBmxzzn3jnNsKbI0NYWZFwAbn3BeV+AwiIiI1LhKJ8Nlnn4XLY8eO5V//+pePKFXdFO5C4EngW4I39eYD/wSO3c/1LwWeL9WOHufcAzGLn5nZd8AkM/t99LtAWdRkTkRE6oy4C3jn3ItmdhBBJzMtgc+B/s651dFd2gKRmEOaAI8T/LKfCywA+jjnPo7Z5zjg/2KW74/++QzBr/4iIiJJb8SIEeH8rbfe6iNClTSFM7N9msI5574E+ppZQyDLObfezF4EVpU+Ptrj/ZHA0ApcruSHg46U+iE/xj3893sDBE/g11bg3CIiIknHKt4nXHKLvlaXm5ubS1ZWlu84IiJSxxQWFpKZmYlzjubNm7Nx40by8vLIzs4GyI4296p2ZvYRMM85d3XMuiXAayVvzx3geAM+BhY55y7dzz5NCYr3m51zj5fa9jTQ1Tl3XAWuNQCYChxWTg/5pY/R/V5ERBJGVd/rK9sLvYiIiMTh0EMPDdu+v/baaz6jVEdTuH4Er+F/QfC0/C/R+adiLxwtrgcDN5QOZWYnAL0J3sjLBY4HHgCmVLR4FxERqe1UwIuIiFSzr7/+mi1btgCQmppK7969vWWppqZw2QSvsrcGthGM7f4H51xRqcv/kqDQL6vhfwHBa/WjgQxgNcF48P+vcp9URESk9tEr9CIiItWsefPmbN68GYDnn3+e4cOHA1X/Wp3ofi8iIomlqu/18Y4DLyIiInFYsmRJWLw3aNAgLN5FRERE4qUCXkREpBr16tUrnJ8zZ045e4qIiIiUTwW8iIhINRk7diw7d+4E4OCDD+boo4/2nEhERESSmQp4ERGRanLVVVeF84sWLfKYRERERGoDFfAiIiLV5JhjjgHgoIMO4pBDDvGcRkRERJKdhpETERGpJp9++im7du0iNTXVdxQRERGpBfQEXkREpIrt2rUrnG/YsCGZmZke04iIiEhtoQJeRESkCkUiERo1aoSZ8dxzz/mOIyIiIrWICngREZEq1Ldv33B+woQJHpOIiIhIbaMCXkREpAp9+eWX4fxbb73lMYmIiIjUNurETkREpIqMHz+e9evXAzB58mTPaUREKmf37t28+OKLjBs3ji1btnD44Yezbt06tm/fztq1awFISUkhIyMDM6OwsJDi4mLMjEgkEp7nggsuoGvXrlxyySW0aNHC18cRqVXMOec7Q40wsywgNzc3l6ysLN9xRESkltm4cSPt2rVjz549dOzYkRUrVhzwmLy8PLKzswGynXN51R6yDtD9XiQ+kUiEIUOGMG3aNPLz8/cpwCsjtrYws322paSk0KhRI7p27cojjzzCscce+4OuJZIMqvper1foRUREqsDhhx/Onj17ALV9F5HEtWPHDsaMGbPPupdffpndu3fvt3hPTU2lfv365OTkkJqaSmpqKl27duXOO+9k9OjR9OzZk5SUFNLT08u9diQSIS8vj1mzZtGjRw8yMzPp1q0bTz75JHl5+g1TpCL0BF5EROQHWrZsGZ06dQKCJ0x79+6t0HF6Al/1dL8X+b5t27Zx9913M3bs2HCYy127dtGgQQPgv0/KzYyDDjqInj17MmLECE4//XRycnIqfd0tW7bwyiuv8N577zFz5kw2btxIUVFRucd07dqVF198kc6dO1f6uiKJpKrv9SrgRUREfqB27drx9ddfA/DBBx9wyimnVOg4FfBVT/d7kUBRURE/+9nP+Oijj8K3g2JdffXV/P3vfwdg69atHHTQQTWWbeHChTz44IPMmjWLr776qswfPZs1a8ZPfvITHn74YbWfl6SmAr6SdEMXEZHq8J///IfTTz8dgLPOOos33nijwseqgK96ut9LXbd161Z+9atf8eabb+6zPjU1lR49erBhwwZGjRrFFVdc4Snh982ZM4fzzjuPDRs2kJmZSX5+/j7bc3Jy2Lp1q6d0Ij+M2sCLiIgkkIEDBwLBq/Ovvvqq5zQiUlddeuml5OTk0KxZs+8V77fffjuFhYV89NFHrF69OqGKd4DevXuzfv16nHPs2bOHadOm0bt373B7tPgBYM2aNRQXF/uIKZIQVMCLiIhU0i9+8YuwPemIESOoV6+e50QiUpdEIhF+8YtfYGY89dRTfPfdd+G21q1bM3LkSJxz/PGPfyQlJXm+9p955pnMnj2bSZMm0ahRIxYtWhRua9u2Lenp6Rx22GHhv78idYleoRcREakE59w+X4j37t0b9xdkvUJf9XS/l7ogEolw/vnn89prr31v21lnncW//vWvfZ5a1xYrV67kiCOO2GfdMcccwyeffKIfUCVh6RV6ERGRBDBgwIBwvm/fvkn1dEtEktfAgQNJTU39XvF+7LHHUlRUxBtvvFEri3eADh06MGzYsH3WffbZZ2RkZNC9e/cfPIa9SDLQtw0REZE4FRYWhp3VmRnTp0/3G0hE6oypU6fus3z55ZcTiUSYN28eaWlpnlLVDDPjn//8J845Hn/8cVJTU8NtCxcuJC0tjf/85z8eE4pUPxXwIiIicWrbtm04f88993hMIiK13dKlS/nzn/8cLj/xxBMAHH/88ezdu5cnnngiHMe9LrniiisoLi7m97//fbjOOcfpp59Oly5d2LZtm8d0ItVHbeBFRETisHDhQrp37w4EwzL9kN6Q1Qa+6ul+L7WFc45u3brx2WefAbB7927q16/vOVViikQiDB06lMmTJ+/zGv3BBx/MunXrav2bCZLY1AZeRETEozvvvDOcnzhxosckIlJbzZ07l1atWoXFO8Dvfvc7j4kSW0pKCi+99BK7du3ipJNOCtdv3ryZjIwM3nrrLY/pRKqWCngREZE4TJ48mffff58TTjiB888/33ccEalFIpEIxx9/PMcffzwbNmwAoF69etx5552MHTvWc7rEl5mZyYcffsiLL74YrotEIpx55pmcc845FBYWekwnUjVUwIuIiMSpT58+zJo1y3cMEalFpk2bRmpqKnPnzgWgYcOGvPzyyxQUFHDbbbd5TpdchgwZgnOO559/npycHACmTJlCRkbGPv0JiCQjFfAiIiIVMGLECOrXr8+6det8RxGRWuauu+6if//+4XJqairbtm3TWz4/0PDhw9m0aRMXXHBBuG7kyJF89913HlOJ/DDqxE5ERKQCYnt5rqp7pzqxq3q630syWbVqFf369WPFihXhusMOO4xVq1bVyZ7lq1OPHj2YP38+TZo0UQEvNUqd2ImIiNSw119/PZzv2bOnxyQiUlvccMMNtG/fPizeMzMzmTNnDl9//bWK92owb948Fi9ezNatW8N1Rx111D5P50WSgcZUEBEROYDLL78cgCZNmvDRRx95TiMiya7kaXCJrl27snDhQlJTUz2mqv06d+4czv/hD3/giy++4IsvvuDdd99lw4YN+uFEkoKewIuIiJTjvvvuC3uDnjBhguc0IpLM8vLyqF+//j7Fe//+/Vm0aJGK9xq2e/fucH7Tpk1kZmaybds2j4lEKkYFvIiIyH7MmTOHG2+8EQie3AwYMMBzIhFJVlOmTCE7O5v8/Hwg6Fdj/vz5+zTRkZrzwAMPsGDBAlJSgnKosLCQgw46iJdeeslzMpHyqYAXERHZj5NOOimc//vf/+4xiYgks3Xr1nHOOeeEyzk5OeTn59O9e3ePqaRbt24UFxfTokWLcN2QIUMYOnSox1Qi5VMBLyIiUobXX3+dSCQCQP369Tn11FP9BhKRpNWqVSvS09MBOOKII9i6dSv16tXznEogeBNi/fr1+7xhNXHiRP74xz96TCWyfyrgRUREyvDLX/4SgJSUFNauXes5jYgkoxkzZoTzu3fv5r777mP58uUeE8n+TJ06lRtuuCFcvuOOO/QkXhJSpQp4M7vazFaZWb6ZzTOzU8rZd4SZuTKmzJh9+pjZVDNbF912bqlzpJvZvWa2yMx2Rfd71sxaVSa/iIhIeW6//XZ27twJwK233kpOTo7nRCKSTAoKCkhNTaVPnz48/fTTAKSlpXH99df7DSbl+utf/8rixYvDtyUmTpxI/fr12bNnj+dkIv8VdwFvZkOBB4ExQHdgBjDNzNqWc1ge0DJ2cs7lx2xvCHwK/HY/xzcAjgXuiv55PvAjYEq8+UVERMqzZ88e7rrrLgAaNGgQzouIVMTOnTtp1apV2ATnyiuv9JxI4tG5c2c2b95MVlYWAPn5+TRo0IDNmzd7TiYSqMw48NcD451z46LL15lZP+AqYOR+jnHOuQ37O6FzbhowDShz/EXnXC5wRuw6M7sG+NjM2jrnvon7U4iIiJShXbt24fx5553nMYmIJJtvv/2WY445JhyOLDU1ldzcXM+pJF7Z2dls3bqVzMxM9u7dCwR9FyxevJhDDz3Uczqp6+J6Am9m9YAewNulNr0NnFjOoY3MbLWZrTWzf5tZVXS5mQ04YPt+smaYWVbJBDSugmuKiEgttmbNGjZu3BguP/fccx7TiEgyeeWVVzjssMPC4v3uu++muLiYzMzMAxwpiSgtLY3i4mJat24NQG5uLj/60Y9YtmyZ52RS18X7Cn0zIBXYWGr9RqDF93cHYBkwAhgIDAPygZlmdkSc1w5F28//Gfincy5vP7uNBHJjJvVAJCIi5Tr66KPD+ddee81jEhFJJuPHj+f8888Pn9Y+88wzjBy5vxdTJZmsWbOGp59+GjNj9+7ddOrUiWeffdZ3LKnDKtsLvSu1bGWsC3Z0bo5z7jnn3KfOuRnAEGA5cE1lLmxm6cALBNmvLmfXewie0pdMrStzPRERqRsee+yx8FXXJk2aMHDgQM+JRCQZLFq0iCuuuCJcPvroo7nooos8JpKqdvHFFzN16tR9lrds2eIxkdRl8RbwW4C9fP9pe3O+/1S+TM65CPAJEPcT+GjxPhFoB5xRztN3nHMFzrm8kgnYEe/1RESk7vj1r38dzn/++ecek1S/ahhNprGZPRhtLrfHzGaZ2fGlzvN0GeeYU2qfDDN7xMy2REedmWJm+gFeEtb8+fPp1q0bzgXPsXr37s1nn33mOZVUh7PPPpuePXsC0LBhQw466CDPiaSuiquAd84VAvMo1aFcdHlWRc5hQS913YD18Vw7png/Avipc25rPMeLiIjszzPPPBPOt2nTplZ3UlRNo8mMI/gucCFwNEHfOO+aWem/yDdLnad/qe0PAucBvwROBhoB/zaz1Dg/pki1GzVqFD169Ah7mx8zZgyzZ8/2nEqq00cffcSkSZPYuXNn2PF2yY83IjWlMq/Q3w9cbmaXmlknM3sAaAuMBYiOz35Pyc5mNtrM+plZezPrBownKODHxuzTyMy6RbcDtIsut41uTwMmAccBFwCpZtYiOtWrxGcQEREJXXzxxVx33XWkpqby9ddf+45T3cLRZJxzS51z1wFrCEaT2R/nnNsQO5VsMLP6wCDgZufcB865lc65O4BVZZyzoNR5tsWcJxu4DLjBOfeuc24B8CuCHwR+WgWfW6TKjB49mjFjxoTL9913H7feeqvHRFJTBg0aFM6PGjWKlJQU/vGPf3hMJHVN3AW8c+5F4DrgdmAh0Afo75xbHd2lLcGv6iWaAI8DSwl+kT8U6OOc+zhmn+OABdEJgh8JFgB3RpdbE3SC1zp6zfUxU3m934uIiFTIAw88QHFxMSkple0eJvFV02gyaQQd3OaXOmYPwVP0WKea2SYzW25mT5hZ85htPYD02GzOuXXA5+Vl06gzUtOeeuop7rzzznB50KBBXH/99R4TiQ/FxcXhjzhXX301U6ZM8ZxI6opKfUtxzj3qnDvcOZfhnOvhnPsgZtupzrkRMcu/c84dFt23uXOun3NudqnzTXfOWRnTiOj2r/ez3Zxz0yv1yUVEpM6bP38+nTp1CnuOrgOqfDQZ59wOYDZwm5m1MrNUM/sV0It9f9CfRvAW3WnADcDxwH/MLCO6vQVQ6Jz7Lo5soFFnpAZNnDiRSy+9NFweNGgQkyZN8phIfElLS6NPnz7h8jnnnMMHH3xQzhEiVaP2PmYQERE5gJ49e7Js2TLS0tJ8R6lpVT2azIXRc3wLFADXAv8k6Pi25DwvOuded8597pybCpwF/Ag4+wBZ95stSqPOSI144YUXGDp0aLh8zTXXqHiv495///19/pvo27cvixcv9phI6gIV8CIiUietXr06fPJev359z2lqTLWMJuOc+9I515eg07k2zrmeBK/DryrnPOuB1THn2QDUM7Om8WTTqDNSEz7++GOGDRsWLl9yySU8/PDDHhNJonjhhRcYMGBAuNy1a1e+/PJLj4mktlMBLyIiddK5554LgJnx7bffek5TM6p7NBnn3C7n3PpoEd4PeK2c8xwEtIk5zzygKDabmbUEulY0m0h1adOmTTjfrVs3nnzySY9pJNFMnTqVXr16hcsdO3YMRycQqWoq4EVEpM6ZMmUKCxcuBODuu++madPSD31rteoYTaafmZ1pZu3M7Azg/4AvgKei2xuZ2V/N7AQzO9zMTgWmErwR8AqAcy43eu77zOz0aEd5zwGLgHer969EpHwtW7Zkx44dDB48mAULFhz4AKlz5syZQ05OTrh8+OGHa4g5qRYq4EVEpE7ZtGkT55xzDgAtWrTglltu8ZyoZlXTaDLZwN8JOrx7FvgQ+Jlzrii6fS/BcHCvEbSffyb65wnRTvBK/A54FZgIzAR2Az93ztWZXgYlcRQXF9O0aVO++eYbABo1asTEiRM9p5JEtnXrVn784x8DsGbNGnr06OE5kdRGVld+GYoOLZObm5tLVlaW7zgiIuJJZmYmBQUFADz77LNceOGF3rLk5eWRnZ0NkB1tvy0/kO73UlXS0tLCfjLy8vJo3FgjFMqBOedo3749X3/9NQANGzZk586dfkOJV1V9r9cTeBERqTNmz54dFu+pqalei3cRSVyDBw8Oi/eUlBQaNmzoOZEkCzNjxYoV4egmu3bt4sgjj/ScSmoTFfAiIlJn9O/fP5xftGiRxyQikqhuuummcHi45s2bU1BQQEqKvjJLxaWlpbF27dpwefny5TzxxBMeE0lton+NRESkTrjrrrvYvn07ANdeey2dOnXynEhEEs3QoUP561//CkCXLl1Yv359+CRVJB6HHHII77//Pk2aNAHgyiuv5IMPPvCcSmoDtYEXEZFab8+ePTRo0ACABg0asGvXLs+JAmoDX/V0v5fKuv/++7nhhhuA4N+Jbdu2kZGR4TmVJLsNGzbQvn179uzZAwS91ccOOSe1n9rAi4iIxKlly/92qn7ZZZd5TCIiiWj79u3ceOON4fLIkSNVvEuVaNGixT5P3nv37k1+fr7HRJLsVMCLiEittnDhQnJzc4Ggc6GHH37YcyIRSSSRSIR27dqFY3afdtppjBo1ynMqqU2OO+44WrVqFS6XdKYqUhkq4EVEpFbr3bt3OP/hhx96TCIiiejII48M+8cYPHgw7733nudEUht9++23nHnmmRQVFZW8Ti1SKSrgRUSk1rrhhhvCJx1t27blxBNP9JxIRBLJQQcdxMqVKwE46qijmDhxoudEUptNmzYt7BRxxYoVXHfddZ4TSTJSAS8iIrXS3r17uf/++8PlL774wmMaEUk0l1xyCdu2bQuXP//8c49ppC75xz/+wY9+9CMeeughxo8f7zuOJBkV8CIiUiudccYZ4fyZZ55JZmamxzQikkhef/11nn766XB5yZIlpKam+gskdcqOHTvC+csvv3yfH5JEDkTDyImISK0UiUTo1q0by5Yto7Cw0HecMmkYuaqn+70cSMz/7wB49tlnufDCCz0mkrqoR48ezJ8/H4B69eqpY7taTMPIiYiIVEBKSgqfffZZwhbvIuJH06ZNw/nzzz9fxbt4MW/evHCI08LCQrp06eI5kSQLFfAiIlKrXHbZZQwfPtx3DBFJQG3btiUSiQBBIf/yyy97TiR12dq1a0lJCcqxJUuWcPnll3tOJMlAr9CLiEitUVhYSEZGBgCNGjXap51hItIr9FVP93spz8SJExk6dCgQdHRZUjyJ+PLll1/SsWPHcHnr1q3k5OR4TCRVTa/Qi4iI7MeNN94Yzv/0pz/1mEREEtGQIUPYuXMny5cvV/EuCaFDhw5cfPHF4fJRRx3lMY0kA/3LJSIitcLu3bt5/PHHAcjJyeGVV17xnEhEEkEkEqFDhw7s2rULgIYNG3LEEUd4TiXyX08//TTnnnsuAJs3b2bgwIGeE0kiUwEvIiK1wi9/+UsKCgowMz7++GPfcUQkQWRlZfHVV1/RqFEjdu7c6TuOSJleeeUVWrRoAcDUqVMZMGCA50SSqFTAi4hI0jvzzDOZOnUqABdddBEdOnTwnEhEEsGECRPCJ+8Q9I0hkqiWLVsWzr/++uvMmjXLYxpJVCrgRUQkqe3evZu33norXB43bpzHNCKSKFavXs2ll14KQHp6OmvXrvWcSKR82dnZ3HzzzeFy//79w1ETREqogBcRkaT2k5/8JJy/8MILSUtL85hGRBJBJBKhd+/eFBcXk5aWxvLlyzn00EN9xxI5oHvvvZfu3bsDkJuby2WXXeY5kSQaFfAiIpK0Zs2aFbZ3P+yww3j22Wc9JxKRRJCTk8OGDRsAePzxxzn88MP9BhKJw/z58znzzDOBoIO7SZMmeU4kiUTjwIuISNLKyspix44dmBnbt29Pun/fNQ581dP9XsaPH8/ll18OgJnpFWRJSsXFxTRr1ozc3FwA1qxZQ+vWrT2nksrQOPAiIiLAMcccw44dOwC46aabVKyJCAUFBfz6178OlxctWuQxjUjlpaWlccEFF4TLXbp08ZhGEokKeBERSTqbN2/e54v5vffe6zGNiCSK7t27U1xcDMAjjzyiokeS2t///nfq169Peno6a9as8R1HEoR6+hERkaQTO0zcXXfd5TGJiCSKXr16sXTpUgB69uzJb3/7W8+JRH64Xbt2YWa+Y0gC0RN4ERFJKvfee2/46nxOTg6jRo3ynEhEfHv11VfDDi1TUlI0frbUGrHF+0svvUTDhg2pK32YSdlUwIuISNIoLCzklltuCZe/+uorj2lEJBFEIhHOO++8cPnRRx8lNTXVYyKRqvfWW28xZMgQdu/eTYsWLXzHEY9UwIuISNJo3rx5OH/RRReV9OoqInXYUUcdtc/8lVde6TGNSPXo169fOL9p0yZeeOEFj2nEJxXwIiKSNEqG0zEznnnmGc9pRMS3J598khUrVgCQnp4etoEXqY3eeeedcH7YsGFhh41St6iAFxGRpPHdd9/RuHFj3nvvPd9RRMSzwsJCLrvssnB58eLFHtOIVL+f/vSn/PznPw+X27dv7zGN+KICXvlFA+EAACAASURBVEREkkaTJk3Iy8vjJz/5ie8oIuJZ69atw/m+fftyxBFHeEwjUjOmTJlCvXr1AFizZo1GYqmDKlXAm9nVZrbKzPLNbJ6ZnVLOviPMzJUxZcbs08fMpprZuui2c8s4j5nZHdF99pjZdDPT4J4iIrXc8uXLSU1N5aWXXvIdRUQSyPvvv4+ZkZKSwvTp033HEakxsW+b3H777UQiEY9ppKbFXcCb2VDgQWAM0B2YAUwzs7blHJYHtIydnHP5MdsbAp8C5Q3YeTNwfXSf44ENwDtm1jjezyAiIsmjU6dORCIRhgwZws6dO33HEZEEUfJvQ1FRke8oIjWqY8eO9OzZM1wePHiwxzRS0yrzBP56YLxzbpxzbqlz7jpgDXBVOcc459yG2KnUxmnOuVHOucllHWzBAIjXAWOcc5Odc58DFwMNgOGV+AwiIpIEFi9eHD5ZyMjIoFGjRp4TiYhvJ5544j5PIFNS1CJU6p6PPvqIli1bAjB58mTmzZvnOZHUlLj+xTOzekAP4O1Sm94GTizn0EZmttrM1prZv82se5w52wEtYq/rnCsA3j/AdUVEJImdffbZQNC79KZNmzynERHfrrrqKmbPnk3Xrl25++67fccR8WrBggUEzzmhV69eepW+joj3J8tmQCqwsdT6jQQFdlmWASOAgcAwIB+YaWbx9DRScu4KX9fMMswsq2QC9Kq9iEgSueaaa1i9ejUA48ePJysry3MiEfGpoKCAxx57LFy++OKLPaYR8e+QQw7hpptuAmDv3r00a9bMcyKpCZV958iVWrYy1gU7OjfHOfecc+5T59wMYAiwHLimOq8LjARyY6a1lbieiIh48Kc//Ym//e1vAHTv3p0LL7zQcyIR8W3IkCE4F3ztGzx4MIceeqjnRCL+3XvvveH8d999x/z58z2mkZoQbwG/BdjL9596N+f7T8fL5JyLAJ8A8TyBL2kzH8917wGyY6bW+9lPREQSiHOO2267LVyeNGmSxzQikgjef/99pkyZAsBFF13ExIkTPScSSRwffvhhOB87TrzUTnEV8M65QmAecEapTWcAsypyjmiHdN2A9XFcehVBER9eN9oev+/+ruucK3DO5ZVMwI44riciIp4MGDAgnO/WrRvt27f3mEZEfItEIpx66qkANGnShCeffNJvIJEEc9JJJ4U/aq1bt46RI0d6TiTVqTKv0N8PXG5ml5pZJzN7AGgLjAUws2fN7J6Snc1stJn1M7P2ZtYNGE9QwI+N2aeRmXWLbgdoF11uC0EX9gRD191qZueZWVfgaWA38M9KfAYREUlAn3zyCW+88QYAbdq0YcGCBZ4TiYhvzZs3D+cHDRpEamqqxzQiiWnw4MGccMIJAPz5z39mxowZnhNJdYm7gHfOvUgwpNvtwEKgD9DfObc6uktbgrHeSzQBHgeWEvQifyjQxzn3ccw+xwELohMEPxIsAO6M2ef/ERTxjwJzo+f5mXNOT9ZFRGoB5xwnn3wyAGbG3LlzPSeqvczsajNbZWb5ZjbPzE4pZ98RZubKmDJj9mlsZg9GR5zZY2azzOz4mO3pZnavmS0ys11mti76g3+rUtf6uozr/Ll6/hYkGaxcuZKtW7eGy+PGjfOYRiSxvfbaa+F8nz59PCaR6pRWmYOcc48SFNJlbTu11PLvgN8d4HzTCTqkK28fB9wRnUREpJZp3749hYWFAFx77bX7PHWTqmNmQwl+EL8amAlcCUwzs87OuW/2c1gecGTsCudcfsziOKArcCGwDvgV8G70nN8CDYBjgbuAT4Gm0QxTCH7Ej3U78ETM8s54P6PUHiVPFCF4Q0dE9u/ggw8mOzub3NxcDjnkEN9xpJpUthd6ERGRKrN06VK+/vrrcPn+++/3F6b2ux4Y75wb55xb6py7DlgDXFXOMc45tyF2KtlgZvWBQcDNzrkPnHMrnXN3EPRfc1X04Fzn3BnOuYnOuS+cc3MIRqPpUdJcLsaOUtdSAV9HXXLJJWzZsgWAESNGcNxxpX/rEZHSNm/ezPTp09mwYcOBd5akpAJeRES869atWzj/+OOPk5Ki21N1iHYA24OgSVust4ETyzm0UfT1+LVm9m8z6x6zLQ1IBfJLHbMHOLmcc2YTDAW7vdT635vZVjNbaGZ/iGaWOmbBggU8/fTTADRo0ICnnnrKbyCRJJGenk7fvn3D5a+++spjGqkO+oYkIiJeDRs2LHx1/vDDD+eKK67wnKhWa0ZQbJcegnUj3x+qtcQyYAQwEBhGUKjPNLMjAKJ90cwGbjOzVmaWama/Anqxb584oWj7+T8D/4yOFFPiIeCXwE+AvxH0uVNmk72Yc2WYWVbJBDQub39JDrFP2x944AGPSUSS044dO8jMzKRDhw7cfffdvuNIFbKgaXntF72p5+bm5pKVleU7joiIAIsXL6Zr167hclFREWlpleqeJSnl5eWRnZ0NkF2qkK0W0U7jvgVOdM7Njln/B+BC59xRFThHCjAf+MA5d210XQfgSYKObfdGty8HjnXOdS51fDrwEkGnt6eW97nNbBAwCWjmnNu6n33uAEaXXq/7ffK68cYbue+++wBo1KgRO3aov2KReK1fv55Wrf7bT2gkEiEYzVtqWlXf6/UEXkREvDnmmGPC+YcffrhOFe+ebCEosEs/bW/O95/Kl8k5FwE+AY6IWfelc64v0Aho45zrCaQTtIMPRYv3iUA74IwKfJGZE/2zYzn73EPwOn7J1Loin0MSU1FRUVi8A2zbts1jGpHk1bJlS7p06RIun3hiea2kJJmogBcREW8OPfRQABo2bMg111zjOU3t55wrBOYBZ5TadAYwqyLnsOARTjdgfRnn3+WcW29mTYF+wGsxx5UU70cAP93fE/VSStraf+9aMdcscM7llUyAHtcmsTZt2oTz119/Penp6R7TiCS3zz//POxTZs6cOaxateoAR0gyUAEvIiLefPPNN7zxxhv7jPMs1e5+4HIzu9TMOpnZAwSvs48FiI7Pfk/JzmY22sz6mVl7M+sGjCco4MfG7NPPzM40s3Zmdgbwf8AXwFPR7WkEr8IfB1wApJpZi+hUL7rPCWb2OzPrFj3PEOAxYEo5w9tJLTJ58mQ2bgxeBElPT9/nSbyIVE7s2PCdO3cuZ09JFirgRUSkxr399n87QT/rrLPIyMjwmKZucc69SNA53O3AQoJ26/2dc6uju7Rl387nmgCPA0sJeqs/FOjjnPs4Zp9s4O8EHd49C3wI/Mw5VxTd3pqgE7zW0Wuuj5lK3ussAIYC04ElwJ0E48EPq4KPLUngtttuC+ffeecdj0lEao8BAwZw8MEHA5Cfn8+1117rOZH8UOrETkREalSfPn2YMWMGGRkZ7Nixo06/IlvTndjVBbrfJ7c//vGPTJ06lblz5/qOIlJr5Obm0qRJEwBSUlLYu3ev50R1izqxExGRpBWJRJgxYwYABQUFGu9dRPYxevRoFe8iVSw7O5tTTjkFCO7DN954o+dE8kPom5OIiNSYiy66KJy/5ZZbSE1N9ZhGRBJB06ZNadmyJUVFRQfeWUQq5YMPPgjfSrr//vvZtWuX50RSWSrgRUSkRsycOZPnn38egHPOOYd77rnnAEeISG332GOPsX37djZs2ECLFqVHNxSRqvT6668D4JwL28VL8lEBLyIi1W7ZsmWcfPLJADRu3JiXXnrJcyIRSQS33357OD99+nR/QUTqgJNPPpmcnBwA9uzZw5/+9CfPiaQyVMCLiEi1ix265oUXXqjTHdeJSGDcuHFs2rQJgJEjR3L00Ud7TiRS+y1evDicVwGfnFTAi4hItRo1ahQlI540aNCA/v37e04kIr4VFhbyv//7vwB07NiRu+++23MikbqhRYsWDBw4EAg6k33ooYc8J5J4aRg5ERGpNt9++y2tW7cGIC0tjZ07d2rM9xgaRq7q6X6fHJo0aUJubi4ACxcu5Mc//rHnRCJ1S5cuXViyZAmZmZnk5uZSr14935FqLQ0jJyIiSaN79+7h/MyZM1W8iwifffZZWLybmYp3EQ8mT54MQH5+vjqQTDIq4EVEpFp07dqVzZs3AzB8+HB69uzpOZGIJIJBgwaF89OmTfOYRKTuOvLII8P+aL777jtmzpzpOZFUlAp4ERGpcp988sk+HeWUDB8nInXbW2+9xcqVKwE47bTT6Nevn+dEInXXm2++CUBqaipNmjTxnEYqKs13ABERqV2cc5xwwgnh8tixYz2mEZFEct555wGQkpLCW2+95TmNSN122mmnsXr1atq2bes7isRBT+BFRKRKHXfccezduxeAo48+miuvvNJzIhFJBJ07d2bPnj0A3HLLLaSl6TmSiG+xxfv27ds9JpGKUgEvIiJV5qGHHmL+/PlA8ITt008/9ZxIRBLBjh07WLp0abg8ZswYj2lEpLQ2bdrQtGlTTj75ZN9R5ABUwIuISJUoKCjguuuuC5dnzJiBmXlMJCKJ4sgjjwznb7nlFo9JRKQsa9euBYIRY4qKijynkfKogBcRkSrx3nvvhfM//vGPOfHEEz2mEZFEMXfuXNavXw9A/fr1ueeeezwnEpHShg8fHs7HDgEricecc74z1AgzywJyc3NzycrK8h1HRKRWWrlyJf369ePLL7/0HSUp5OXlkZ2dDZDtnMvznac20P0+8WRmZlJQUADA559/TpcuXTwnEpGypKenU1xcDMC6deto2bKl50S1Q1Xf6/UEXkREfpCioiJKfgzu2LGjincRCY0ePTos3lu1aqXiXSSBTZkyJZzv3LmzxyRSHhXwIiLygzRo0ICUlBQ+++wz31FEJMHcd9994fySJUs8JhGRAznrrLNo3LgxEPRI/9prr3lOJGVRAS8iIpV29dVXh6/bqedaESlt586d9O3bl969e5e8QioiCezDDz8M5wcPHuwxieyPCngREamUgoICnn/++XC5pAdbEZFY06dPZ/bs2b5jiEgFHHPMMeTk5ABBE7l58+Z5TiSlqYAXEZFKGTBgAHl5QV8s7777rjoME5HQSSedxHnnnec7hohUwpo1a8JhYM8++2zPaaQ0FfAiIhK3o446infffReAK664gtNPP91zIhFJFNu3b2fWrFm8+uqrNGnSxHccEYlTgwYNwmHlNm7cyLXXXus5kcRSAS8iInEZNWoUX3zxBQANGzbkscce85xIRBJJ7BO7G2+80WMSEamsCRMmhPOPPPKIxyRSmgp4ERGpsN27dzNmzJhw+e233w5fsxMRWbduXdjevUOHDowaNcpzIhGpDDPjhBNOCJdLnsiLfyrgRUSkwo455phwvl+/fpx44oke04hIorngggtwzpGens6iRYt8xxGRH2DWrFmkpATl4pQpU4hEIp4TCaiAFxGRCho5ciRffvklAH369OHNN9/0nEhEEsmkSZOYPn06AL/5zW+oX7++30Ai8oMtXLgQgF27dnHrrbd6TiMA5pzznaFGmFkWkJubm6uekkVE4vTGG2+E7VobNGjAjh07wl/lpfLy8vJKxsbOds7l+c5TG+h+709KSgol3ysLCgqoV6+e50QiUhVOPvlkZs6ciZmRl5dHo0aNfEdKKlV9r9e3LxERKZdzbp9OqV599VUV7yKyj1mzZoXFe1ZWlop3kVrkueeeA4LvA23atPGcRvQNTEREynXkkUeG861ateKMM87wmEZEEtG5554LBB1frVu3znMaEalKhx9+eDifm5vrL4gAlSzgzexqM1tlZvlmNs/MTiln3xFm5sqYMuM5p5m1MLMJZrbBzHaZ2Xwz+0Vl8ouISMWMGTOGFStWAJCWlsbatWs9JxKRRPPqq6+yefNmAC6++GIaNmzoOZGIVLVnnnmG0047jb179/qOUufF3QbezIYCE4CrgZnAlcDlQGfn3Ddl7D8CeAg4Mna9c25DPOc0s3eAbOC3wBZgOPBH4Djn3IIK5FabOBGROCxZsoQuXbqEyytXrqRDhw4eE9U+agNf9XS/r3klQ0mmpqZSWFioJjYiIjESoQ389cB459w459xS59x1wBrgqnKOcc65DbFTJc55AvCIc+5j59xXzrk/AduBYyvxGUREpBzOuX2K95EjR6p4F5HvOf3008P5E044QcW7SB0wePBg2rZt6ztGnRXXv7JmVg/oAbxdatPbQHmDATcys9VmttbM/m1m3Stxzg+BoWaWY2YpZvZLIAOYvp+sGWaWVTIBjSvwEUVEBNi9e3c4n5WVxd133+0xjYgkIucc//nPf8LlGTNmeEwjIjWhXbt2TJo0iTVr1jBr1izfceqkeH8mbQakAhtLrd8ItNjPMcuAEcBAYBiQD8w0syPiPOdQIA3YChQAjwHnOee+3M91RwK5MZMaboqIVFDDhg3Jz8+nc+fOfPfdd77jiEgC6t+/fzh/2WWXeUwiIjXlxRdfDOfVqa0flX3PqXTDeStjXbCjc3Occ8855z51zs0AhgDLgWviPOefgKbAT4HjgPuBl8zs6P1kvIegzXzJ1LrcTyQiIqxdu5YdO3YAkJGRweLFi/VKrIh8TyQS4c033wSCNvDjxo3znEhEakLPnj1L2nOze/duPYX3IN5vZVuAvXz/aXtzvv8EvUzOuQjwCVDyBP6A5zSzDgSd113qnHsv+mPAH4G5wG/2c50C51xeyQTsqEg+EZG6KhKJ0KZNG7Kysnj88cd9xxGRBNaxY8dw/o477vAXRERq3Oeffx7O6yl8zYurgHfOFQLzgNL/S50BVOjnFwu6Ku0GrI/jnA2if0ZK7bMXjWUvIlIlhg8fHs6PHDnSYxIRSWSFhYWsWrUqXL799ts9phGRmta6dWtatWoFBE/hJ06c6DlR3VKZ4vd+4HIzu9TMOpnZA0BbYCyAmT1rZveU7Gxmo82sn5m1N7NuwHiCAn5sRc9J0I5+JfCYmfU0sw5mdgNBkf9qJT6DiIjEWLt2LZMnTw6XN23a5DGNiCQyM6NJkyYAXH/99Z7TiIgPixYtCueHDRvmMUndkxbvAc65F83sIOB2oCXwOdDfObc6uktb9n1S3gR4nOAV+VxgAdDHOfdxRc/pnCsys/7An4GpQCOCgv5i59wb8X4GERH5r0gkQq9evSgqKiI1NZUlS5aQmprqO5aIJKj09HS+++478vPzyczM9B1HRDzIycmhYcOG7Nq1i0gkwtKlS+nUqZPvWHWCOVdm33O1TnQoudzc3FyysrJ8xxERSQiRSIT09HQikeB313Hjxqk36RqUl5dX0hlQdrS/FvmBdL+vXoWFhdSrV893DBFJAJs3b6Z58+YAdOjQgZUrV3pOlJiq+l6v9uMiInVYs2bNwuK9e/fuKt5FZL+2b99ORkYG6enpzJ8/33ccEfHs4IMP5vTTTwfgyy+/ZMWKFZ4T1Q0q4EVE6qhHH310nzHe586d6zGN1DQzu9rMVplZvpnNM7NTytl3hJm5MqbMmH0am9mDZrbazPaY2SwzO77UeczM7jCzddF9pptZl1L7NDWzCWaWG50mmFmTqv8bkHgdfvjhABQXF7NgwQK/YUQkIbz22mvhfOfOnT0mqTtUwIuI1EHLly/nN78JRuFMSUnReO91jJkNBR4ExgDdgRnANDNrW85heQT91ISTcy4/Zvs4gs5lLwSOBt4G3jWzQ2P2uRm4nmBo2OOBDcA7ZtY4Zp9/EnR2e2Z06gZMqNwnlaqye/du8vKCNz9TUlL0to6IANCwYUOaNm0KBD/u/etf//KcqPbTtzURkTqmqKiIrl27hsvvvfeefjWve64HxjvnxjnnljrnrgPWAFeVc4xzzm2InUo2mFl9YBBws3PuA+fcSufcHcCqknNGh5G9DhjjnJvsnPscuJhgqNjh0X06ERTtlzvnZjvnZgNXAAPM7Miq/SuQeFx11VU450hJSWHDhg0HPkBE6oylS5eG8xqZovqpgBcRqWMaNmxIUVERADfffDOnnnqq30BSo8ysHtCD4Al5rLeBE8s5tFH09fi1ZvZvM+sesy0NSAXySx2zBzg5Ot+OYESa8LrOuQLg/ZjrngDkOuc+itlnDsEoNmVmM7MMM8sqmYDGZe0nlbd161aee+45AH7+859z8MEHe04kIonkkEMOYeDAgQBs2LCBxYsXe05Uu6mAFxGpQ84777yweE9JSeHee+/1nEg8aEZQbG8stX4jQYFdlmXACGAgMIygUJ9pZkcAOOd2ALOB28yslZmlmtmvgF4Er9sTc+7yrtsC2FTG9TeVk20kQYFfMq3dz35SSYcddljY2eWTTz7pOY2IJKJXXnmFBg0aAHDppZd6TlO7qYAXEakjXn75ZV599dVwefPmzR7TSAIoPY6slbEu2NG5Oc6555xznzrnZgBDgOXANTG7XRg9x7dAAXAtQXv2vXFet6wM+80G3ANkx0yt97OfVMLu3bvZtWsXEPzol5OT4zmRiCSilJQUbrjhBgA+/vjjfb5vSNVSAS8iUgds3ryZX/ziF+Hyyy+/rC/iddcWgqK69BPt5nz/6XiZnHMR4BPgiJh1Xzrn+gKNgDbOuZ5AOkE7eAg6rOMA190AHFLGJQ/eXzbnXIFzLq9kAnZU5DNIxQwbNiycnzBBfQmKyP6NHj06nB80aJDHJLWbCngRkVouEonQvHnzcHnQoEGcf/75HhOJT865QmAeQY/xsc4AZlXkHNEO6boB68s4/y7n3Hozawr0A0rGGFpFUKCfEXOeekDfmOvOBrLNrGfMPr0InqxXKJtUncLCQqZOnQpAmzZtGD58uOdEIpLIUlNTqV+/PoAeElSjNN8BRESkeh111FHhfHZ2NpMmTfKYRhLE/cAEM5tLUDT/D9AWGAtgZs8C3zrnRkaXRwNzgBVAFsHr8d2A35Sc0Mz6Ebzq/gXQEfhLdP4pCLqwN7MHgVvNbEX0XLcCuwletcc5t9TM3gSeMLMro6d+HPi3c+6L6vmrkP0ZMGAAzgUtF/Q6rIhUxKpVq4hEIrRs2fLAO0ulqIAXEanlZs+ezcEHH4xzjm3btvmOIwnAOfeimR0E3E7QydznQH/n3OroLm2BSMwhTQgK6RYEHcUtAPo45z6O2SeboD16a2Ab8DLwB+dcUcw+/w+oDzwKNAU+An4W7QSvxAXAw/y3t/opBOPGSw3Kzc3lnXfeAaBZs2Yce+yxnhOJSDI45JCyWkFJVbKSX1Zru+jQMrm5ublkZWX5jiMiUqMikQj5+flhD7GSGPLy8sjOzgbIjrbflh9I9/uq0bRpU7Zv3w7AuHHjuOyyyzwnEpFk8vbbb3P22WeTkZHBzp07fcfxqqrv9WoDLyJSC33zzTekpaUxe/ZsIOgdVsW7iFTEnj17wuLdzFS8i0jcfv7zn1NcXMyuXbv44gu1gKpKKuBFRGqhww47jL1793LiiSeSn5/vO46IJJEePXqE8y+99JLHJCKSrN59991w/pRTTvGYpPZRAS8iUsv85S9/CecbNWpEZmamxzQikkwKCwtZunQpAOnp6RoKSkQq5ZRTTgnf/Nu8eTO5ubmeE9UeKuBFRGqR6dOn8/vf/x6Ali1b6oYpInFp3759OP/EE094TCIiye6NN94I57t37+4xSe2iAl5EpJa47bbb/j97dx4fVXX/f/z1mcnGlggiAlIErVB3EBGVpVZE/Yoo9WtF6679oaAotLUWqVtLBRUVa6u4gYpfRa0VAUUpogi4KyKyqxBEAZElCUsSMnN+f8zkOoQQkjDJneX9fDzm4Zk75955j7a585l77jn07t0b5xwNGzZk0aJFBAL6My8i1ffdd9957csvv9zHJCKS7H75y1+SlZUFRJaX27Fjh8+JUoO+2YmIpIAPP/yQkSNHEg5HVv6aPXs2TZs29TmViCSbMWPGYGZcf71W7hORfXffffd57UMPPdTHJKlDy8iJiCS50tJSGjVqRFlZGQDnnnsukydP9jmVVIeWkYs/ne9FRBKLmQGRFXFCoZDPaeqflpETEZFddOjQwSve27Ztq+JdRGps7ty5lJSU+B1DRFLQxIkTAQiHw4wcOdLnNMlPBbyISBLr3bs3+fn5AJx88sleW0SkJnr27ElOTg6nnHKK31FEJMVccsklNGrUCIC77rrL5zTJTwW8iEiS6tGjB7NmzQLgwAMPZO7cuT4nEpFkdOWVV3rtYDDoYxIRSVXlV9537NhB7969fU6T3HQPvIhIEnrqqad2+dJdVFRE48aNfUwktaF74ONP5/uaa926NWvXrsXMvIkwRUTirfxeeIB0qUFB98CLiKS9RYsW7VK8/+Mf/1DxLiK1MnXqVNauXQug+TNEpE4dd9xxXnvKlCk+JkluugIvIpJEtm7dSm5urvfL9f/7f/+Pxx57zOdUUlu6Ah9/Ot/XzEEHHcT3339Pq1at+P777/2OIyIpLBwOc+CBB/Ljjz/y85//nBUrVvgdqV7oCryISJoKh8O7FO/HHXecincRqbXRo0d7Rfvvfvc7n9OISKoLBAKMHj0agK+++opPPvnE50TJSVfgRUSSRPl9qgCNGzemqKjI50Syr3QFPv50vq++YDDo3fNeXFxMdna2z4lEJB00adKErVu3kpmZSWlpqd9x6pyuwIuIpKl58+YBkUlgCgoKfE4jIsls1apVXvHeokULFe8iUm8yMzMB2LlzJ3PmzPE5TfJRAS8ikiTat29PSUkJhYWFBAL68y0itde/f3+v/fXXX/uYRETSTezQ+fXr1/uYJDnpG6CISAIbOnQogUCAlStXApCVlaUZ50Vkn3z99dcsWLAAgOOPP15/U0SkXh1yyCGsW7cO5xznn3++33GSju6BFxFJUPn5+bRr1857ni5/r9OJ7oGPP53v965BgwYUFxcDsGbNGg466CCfE4mIpC7dAy8ikgbC4TCnnXaa9/zCCy/0MY2IpIqioiKveA8GgyreRcQ3hYWFtGvXDjMjFAr5HSdpqIAXEUlAvXr14quvvgLghhtu4Pnnn/c5kYikghNOOMFrP/300z4mEZF0W+xjcwAAIABJREFUN2HCBPLz8wE48sgjfU6TPDSEXkQkgZSVlZGTk+P9En3ZZZfpS3YK0xD6+NP5fs/C4TDBYBAgbZZvEpHEZmZeO1XrUg2hFxFJYQ0aNPCK986dO6t4F5G4OeOMM7z22LFjfUwiIhIxcOBAr33DDTf4mCR56Aq8iEiC6N69O++99x4Q+UW6rKxMy8WlOF2Bjz+d7/es/EqXmXlrwIuI+K38b1MgEEjJe+F1BV5EJAWdf/75XvHepEkTtm7dquJdROJmyJAhXjv2SryIiN969uwJRG7zueeee3xOk/hq9e3QzAab2UozKzazT82sZxV9rzAzV8kjp6bHNLOTzGyWmW0zsy1m9o6ZNajNZxARSRSdOnXi5ZdfBiA3N5eNGzfSsGFDn1OJSCoZO3YsnTp1IhAIMH36dL/jiIh4Zs2a5bX//Oc/+5gkOdS4gDezAcBY4O9AZ2AOMN3M2laxWyHQKvbhnCuuyTHN7CTgDWAGcALQFfgnoDFgIpK0zjjjDBYsWABElnRas2YNmZmZPqcSkVQTDAaZP39+Sg5PFZHklpGRQePGjYHIRHYbNmzwOVFiq80V+N8DTzrnnnDOLXHODQW+BQZVsY9zzq2LfdTimA8A/3DOjXbOLXLOrXDO/ds5V1KLzyAi4rvRo0czY8YM7/mkSZNo0qSJj4lEJBWV/0goIpKoVqxY4bXPP/98H5MkvhoV8GaWBXQhchU81gzg5Cp2bWxm+Wa2xsymmVnnmhzTzFoA3YAfzOw9M1tvZrPNrEdN8ouIJIoJEyYwfPhw7/moUaN0whKRuJs5cyadOnXCzHj11Vf9jiMiUqmWLVty2GGHATBnzhzKysp8TpS4anoFvjkQBNZX2L4eaLmHfZYCVwDnABcBxcA8MzusBsc8JPrPO4DHgTOBz4C3Yo6zCzPLNrPc8gegy1oikhDGjRvHVVdd5T2/4447dM+XiNSJs88+22t36dLFxyQiIlWbNGkSEBlGX17My+5qO8VxxbXnrJJtkY7OfeCce9Y5t8A5Nwe4AFgODKnYtYpjlud81Dk3wTk33zk3DFgGXEXlhgMFMY81e/lMIiJ1burUqQwa9NPdQYMGDeL222/3MZGIpKpt27ZRUhK507BRo0a0adPG50QiInt23HHHee1Vq1b5FyTB1bSA/xEIsfvV9hbsfgW9Us65MPAxUP6zSnWOuTb6z8UV+iwB9jR53iggL+ahs5aI+G7nzp1eu3v37jz88MM+phGRVPbHP/4RiKytvHbt2r30FhHx3wUXXOC19R2pcjUq4J1zpcCnQJ8KL/UB3qvOMczMgE5Ei/JqHnMV8D3QsUKfDkD+HrKWOOcKyx9AUXXyiYjUpfPOO48333yTHj16MHfuXL/jiEiKCofDTJgwAYDevXtrgkwRSQovvPACzZs3B+Dee+/1OU1iqs0Q+vuB35nZVWZ2uJk9QOQq+DgAM3vGzEaVdzaz283sDDM7xMw6AU8SKeDHVfeYzjkH3AvcYGbnm9nPzexvwC+ixxMRSVhfffUVBxxwgLd80+mnn86cOXN8TiUiqeyEE07whs//85//9DmNiEj1jR07FogMo//kk098TpN4LFIb13Ans8HAn4is6f4lMMw59270tXeAVc65K6LPHwDOIzJEvgCYD9zhnHu/useM6fNn4DqgGbAA+JNzrlqXsKIT2RUUFBSQm5tb488sIlIbRUVF3t+cQCCgNZhlF4WFheTl5QHkRUeLyT7S+T4iMuAxojbf9URE/JSXl0dhYSGNGzemqCi5B1LH+1yfUZudnHMPA5XelOCcO6XC82HAsH05Zkyf0cDoagcVEfFZv379vHbjxo19TCIi6WLWrFleu2vXrj4mERGpnZycHAoLC9m6dSsrVqzQrPQxajsLvYiI7MXpp5/O7NmzATj00EMpKCjwOZGIpIMrr7wSiIz6+fDDD31OIyJSc1OmTPHaL730ko9JEk+trsCLiMiebdy4kRYtWhAOhwE488wzmT59us+pRCQdLF++nNWrVwORvz2xQ+lFRJJFt27dePbZZ7nooosIBHTNOVat7oFPRronTkTqQ+w97wCnnHIKb7/9to+JJJHpHvj4S/fzfVZWlrdcZVFRkW7dERHxWbzP9fo5Q0QkToqKimjZsqX3PDs7e5d7UUVE6tKWLVu84j0jI0PFu4gkPeccgwYN0lKYMVTAi4jEQWFhIS1btmT79u0AtGvXjh07dmj4qiQkMxtsZivNrNjMPjWznlX0vcLMXCWPnJg+GWY2MnrMHWb2jZndZmaBmD6VHcOZ2U0xfVZV8romr62mk046yWv/3//9n49JRETi45prrmHcuHFs3bqV4cOH+x0nIWgIvYjIPsrPz6ddu3be8/79+/PKK6/4F0iShh9D6M1sADARGAzMA64Bfgcc4ZxbXUn/K4AHgY6x251z62L6jCCy4szlwCLgeGAC8Bfn3IPRPi3Z1f8ATwI/d859E+2zKrrt8Zh+W51zW2vw+dLyfO+c8+4TzcjI8K7Ei4gks3A4TDAYBCAYDFJWVuZzoprTEHoRkQSyfv36XYr3c889V8W7JLrfA086555wzi1xzg0FvgUGVbGPc86ti31UeP0k4FXn3GvOuVXOuX8DM4gU8uUHqLj/ucDb5cV7jKIKfatdvKezSy+91GvfeeedPiYREYmfQCBAmzZtAAiFQixfvtznRP5TAS8iUkurV6/e5Z73xo0bM3nyZB8TiVTNzLKALkSK61gzgJOr2LWxmeWb2Rozm2ZmnSu8PhfobWYdou9zLNADeH0POQ4E+hK52l7RzWa20cw+N7MR0cyyF7FD5m+55RYfk4iIxNfHH3/stU855RT/giQILSMnIlILy5cvp2PHn0YUH3TQQaxZs8bHRCLV0hwIAusrbF8PVBziXm4pcAWwEMgFbgTmmdmxzrkV0T53A3nAUjMLRd9jhHPu+T0c83KgCPhPhe0PAp8Bm4ETgFFAeyJD/CtlZtlAdsymtJvp6L777vPaHTp08DGJiEj8tWzZkgYNGrBjxw7Wrl1LOBxO66Xl0veTi4jU0r///e9diveOHTuqeJdkU3ECHKtkW6Sjcx845551zi1wzs0BLgCWA0Niug0ALgF+CxxHpED/o5ldvof3vwr4P+dccYX3esA5N9s594Vz7gngWuBqM9u/is8yHCiIeaTd/xl79+5NTk5kTsEvv/zS5zQiIvH34IMPeu0uXbr4mMR/msRORKSGYmeW79y5M5999pmPaSSZ1fckdtHh6NuB3zjnXonZ/iDQyTn3y2oe53GgjXPuf6LPvwVGO+f+FdPnL8AlzrlfVNi3J/Bu9P0W7OV9DiJSkJ/onPtwD30quwK/Rud7EZHUUv79KxAIEAqFfE5TfZrETkTEZxdccAEARx55pIp3SSrOuVLgU6BPhZf6AO9V5xgW+QbVCVgbs7khEK7QNUTl3zOuBj7dW/EeVX6v/do9dXDOlTjnCssfRIbmp410uRAjInLuuecCkZnp0/n7lwp4EZFq+OCDD7z2Cy+8wKpVqzRUVZLV/cDvzOwqMzvczB4A2gLjAMzsGTMbVd7ZzG43szPM7BAz60Rk4rlO5f2jpgIjzKyvmbUzs18Tme1+lyUZoqPhfgM8UTGUmZ1kZsPMrJOZtTezC4BHgSmVLW8nkRmZA4EAWVlZzJo1y+84IiJ16uWXX/auwl9yySU+p/GPCngRkb3o0aMHJ510Eq1bt/a2HXzwwT4mEqk959wLwFDgNuBzoBdwlnMuP9qlLdAqZpf9gMeAJURmqz8I6OWc+yimzxDg38DD0X5jiBTft1Z4+wuJ3G9f2eR2JUTupX8HWAz8lch68BfV4mOmhW7dugGwc+dO3nrrLZ/TiIjUrWAwyIknngjAkiVLyM/P38seqUn3wIuIVGH69OmcddZZ3vOtW7fSqFEjHxNJKqnve+DTQTqd75s1a8bmzZsBDaUXkfSQn59Pu3btANhvv/28v4GJTPfAi4jUk/Hjx9O3b1/v+UMPPaTiXUQSwkcffeR9cX3ppZd8TiMiUj9iR0Bu2bIlLX+8VAEvIlJBWVkZLVq04Oqrr8Y5R6NGjVi8eDHXX3+939FERAAYNmwYAHl5eZx//vk+pxERqT833XST1x4/fryPSfyhAl5EJEZhYSGZmZls2LABiAxRXbFiBYcffrjPyUREIlatWsV770UWDUjniZxEJD3dc889HHLIIQD8/e9/9zlN/VMBLyIS9fXXX3PAAQd4z82MlStX0qpVqyr2EhGpX506dfLa11xzjY9JRET8ceutkTlSV65cyZtvvulzmvqlSexERIC33nqLPn36ePdS5ebmsnnzZgIB/c4pdUeT2MVfOpzvg8Eg4XAY0OR1IpKenHPed7TMzExKS0t9TrRnmsRORCTOLrroIk477TTvi/Af/vAHCgoKVLyLSMIZN26cV7w//3xlq/GJiKQ+MyMjIwOILKWZTvTtVETS2umnn86kSZO8508++SRjxozxMZGIyJ6NGDECgOzsbC688EKf04iI+GfChAkceOCBabcevAp4EUlLzjnatWvHf//7X2/bkCFDuOqqq3xMJSKyZxMmTGDTpk0AXHrppT6nERHx1yWXXMK6deto27at31Hqle6BF5G0s3btWtq1a7fL/VJTpkyhX79+PqaSdKR74OMvlc/3GRkZhEIhIDJktHz4qIhIups/fz4bN27ktNNO8zvKbuJ9rtdffhFJKy+++CIDBgzwngeDQVavXk3r1q19TCUiUrWCggKveM/MzFTxLiIS1aBBA4qLiwkEAt7fyVSmIfQiklaee+45r92wYUOKi4tVvItIwuvRo4fXfuutt3xMIiKSWMwMgHA4zI8//uhzmrqnAl5E0srkyZNp0aIFHTp0YNu2bbqKJSJJ4csvvwQiw+h79uzpcxoRkcQxa9Ysr929e3cfk9QPFfAiktK2b99OZmYmHTt29LatX7+eZcuW+ZhKRKT6YifXvPHGG31MIiKSeE488UTvgszy5ct9TlP3VMCLSMoqKSkhNzeXsrIyli9fziOPPOJ3JBGRGpswYYLX1jKXIiK7+9Of/lRpOxVpFnoRSUnLli3jpJNOYvPmzUBksrqCggIaNWrkczKRn2gW+vhLxfN9IBDAOUfTpk29ZeRERGRX5ffCQ2S54EQR73O9rsCLSEpxznHkkUdyxBFHeMX7wIEDKSsrU/EuIkkpHA4zY8YMvvjiC7+jiIgkrP32289rr1692sckdUsFvIikjPXr1xMIBFi8eDHhcJjMzExefvllHn30Ub+jiYjskz59+tCmTRu/Y4iIJKyPP/7Ya99www0+JqlbKuBFJCW8/vrruy0Ht2zZMs477zyfEomI7Jvf/va3HHbYYWzcuNHvKCIiCe/nP/+5913w9ddf9zlN3VEBLyJJb/DgwfTt25dwOAxAkyZNKCsro3379j4nExGpveeff56vvvqK5s2b+x1FRCQp3HfffQDs3LlzlwlAU4kKeBFJWtu2bSMzM9ObXd7MeOqppygsLCQYDPqcTkSk9r7++muv3bZtWx+TiIgkjwsvvJBAIFLixi7BmUpUwItIUpozZw6NGzemrKwMiMwyv3LlSi6//HKfk4mI7Lvf//73QORv26JFi3xOIyKSPGJHLb333ns+JqkbKuBFJOlceeWV9OrVy3seDAbZtGkTBx98sI+pRETiIxQKMX36dCByNalx48Y+JxIRSR4LFy702qNGjfIxSd1QAS8iSaO4uJicnByeeuopb1uPHj0oKytLmfWeRUTOPvtsdu7cCcCYMWN8TiMiklxatGhB3759AZg1a5bPaeKvVgW8mQ02s5VmVmxmn5pZzyr6XmFmrpJHTm2OaRHTo8foX5v8IpKcGjRoQElJiff8iSeeYM6cOT4mEhGJvzfeeAOIzOvRsmVLn9OIiCSf8h8/t2/fznPPPedzmviqcQFvZgOAscDfgc7AHGC6mVU1w0oh0Cr24ZwrruUxhwKuprlFJPl16tQJgEAgwIYNG7j66qt9TiQiEl8ffPCB1z7iiCN8TCIikrx+8YtfcOCBBwJw2WWX+ZwmvmpzBf73wJPOuSecc0ucc0OBb4FBVezjnHPrYh+1OaaZHRvtm5pTCorILrZu3co555zjPZ8/fz633XYboVBIyyqJSEq69tprvfb8+fN9TCIiktyci1zzDYVCfPrppz6niZ8aFfBmlgV0AWZUeGkGcHIVuzY2s3wzW2Nm08ysc02PaWYNgeeB6yv5AaCyrNlmllv+AJrsbR8RSRzvvfceTZo0YerUqZx22mne9jvvvNPHVCIidaesrIwvvvgCgM6dO5OZmelzIhGR5LVgwQIgMnJz06ZNPqeJn4wa9m8OBIH1FbavB/Z0k9ZS4ApgIZAL3AjMM7NjnXMranDMB4D3nHOvVjPrcOD2avYVkQQyb948zjjjjF2ei4ikur59+3pXjJ555hmf04iIJLeWLVuyc+dOMjJqWvImttrOQl/xHnSrZFuko3MfOOeedc4tcM7NAS4AlgNDqntMMzsHOJXI/e/VNQrIi3m0qcG+IuKDdevWcfXVV9OzZ0+2bdsGQIcOHdixY4fPyURE6t6MGZHBiMFgkKOOOsrnNCIiyS/VineoeQH/IxBi96vtLdj9CnqlnHNh4GPgsBoc81TgUGCLmZWZWVl0+8tm9s4e3qfEOVdY/gCKqpNPRPwxfPhwWrVqxfjx43HO0ahRI2bPns2yZcv8jiYiUufuvfder33yyVXdlSgiIjXx4YcfkpeXR4MGDfyOEhc1KuCdc6XAp0CfCi/1Ad6rzjHMzIBOwNoaHHM0cEx0v/IHwDDgypp8BhFJLM45zjzzTEaPHu1tO/jgg1m/fj29evXyMZmISP25/faf7vp7++23fUwiIpJazjrrLAoLCykuLmbFihV+x9lntRlTcD8w0cw+Ad4HBgJtgXEAZvYM8J1zbnj0+e3AB8AKIvfA30CkAL+uuseMTlq3y8R1kd8BWO2cW1mLzyAiCWDFihV06dKFoqKfBsj07NmTd99918dUIiL1q6ioyLtVqGXLlgSDQZ8TiYikjnnz5nH44YcD0KdPH1atWuVvoH1U4wLeOfeCme0P3EZkTfcvgbOcc/nRLm2BcMwu+wGPERkiXwDMB3o55z6qwTFFJMWcffbZvPbaa97zgw46iC+++IJmzZr5mEpEpP798pe/9NrTp0/3MYmISOr5xS9+QUZGBmVlZeTnJ395aeWznaa66FJyBQUFBeTm5vodRyRt7dixg4MPPpgNGzZ42wYOHMijjz7qYyoRfxQWFpKXlweQF52vRfZRMp7vo6MKCQQChEIhn9OIiKSem266iTFjxgBw1113MXz48Hp773if62s7C72ISI298sorNGzYcJfi/eqrr1bxLiJp66mnnvLa3bt39y+IiEgKi50o9NZbb/Uxyb5LvXn1RSThOOdo27Yta9as8bZlZWWxePFiDj30UB+TiYj467LLLuOVV17htdde45133vE7johIysrNzaWwsJBQKMSPP/5I8+bN/Y5UK7oCLyJ1rmHDhrsU7z179qS4uFjFu4ikvUAgwKuvvkpZWRmBgL6WiYjUlddff91rX3rppT4m2Tc6U4hInbv22mu99nPPPce7777r3fMpIpKuNm/e7HcEEZG00b17d5o0aQKQ1CseqYAXkbhbu3YthxxyCOWTZD7wwAP84Q9/oLi4mIsuusjndCIiiaFZs2aYGWeeeabfUURE0sLNN98MwPbt2/n44499TlM7KuBFJK6++OILWrduzcqVK2ndurW3fcyYMWRnZ/uYTEQkcYwbN85r//DDDz4mERFJH7fccos3CvSMM87wOU3tqIAXkbh58cUXOeGEE7znW7Zs8TGNiEjieuGFF7z2Rx995GMSEZH0YWY0atQIiNzGVFpa6nOimlMBLyL77F//+hcdO3ZkwIABlJSUANCrVy927NjhczIRqYyZDTazlWZWbGafmlnPKvpeYWaukkdOTJ8MMxsZPeYOM/vGzG4zs0BMn6cqOcYHFd4r28weMrMfzWybmU0xszZ182/BP2VlZcydOxeILKWZkaFFgURE6ss///lPr33eeef5mKR2dMYQkVoLh8P87Gc/4/vvv/e2tWzZkpkzZ3LkkUf6mExE9sTMBgBjgcHAPOAaYLqZHeGcW72H3QqBjrEbnHPFMU9vBq4FLgcWAccDE4AC4MGYfm8AV8Y8r3jpYyzQD7gQ2AjcB0wzsy7OuVB1P2Oiu//++ykrKwNg1KhRPqcREUkvl19+Oddeey3FxcUsWrTI7zg1pivwIlIrn3zyCU2aNNmleP/Vr37Fd999p+JdJLH9HnjSOfeEc26Jc24o8C0wqIp9nHNuXeyjwusnAa86515zzq1yzv0bmEGkkI9VUuE4m8pfMLM84GrgD865mc65+cAlwNHAafv2kRNL+SRKBx54IAcccIDPaURE0s+//vUvAFatWkV+fr7PaWpGBbyI1IhzjnPPPZeuXbuyfft2ILKO8aRJk5g1a5bWMRZJYGaWBXQhUlzHmgGcXMWujc0s38zWmNk0M+tc4fW5QG8z6xB9n2OBHsDrFfqdYmY/mNlyM3vczFrEvNYFyIzN5pz7HviyqmzRYfe55Q+gSRWfw3cvvvii187Ly/MxiYhI+rriiiu8yZUHDhzoc5qa0TdtEam2d955h0AgwJQpU7xtN910E6FQiAEDBviYTESqqTkQBNZX2L4eaLmHfZYCVwDnABcBxcA8Mzssps/dwPPAUjPbCcwHxjrnno/pMx24GDgV+APQFZhlZuXLU7QESp1zFRdHryobwHAiQ/XLH2uq6Ou7u+++22svWLDAxyQiIukrEAjQtGlTAGbMqPibdmJTAS8ie+Wco2/fvvzqV7/ytpkZ33zzDffcc4+PyUSkllyF51bJtkhH5z5wzj3rnFvgnJsDXAAsB4bEdBtAZLj7b4HjiNwL/0czuzzmOC9Eh9h/6ZybCvwP0AHou5ese8wWNQrIi3kk9KR3n3/+OQAdOnQgJydnL71FRKSu9O/f32sn0/dZFfAiUqV3332X7OxsXn/9p5GwTZs2paSkhPbt2/uYTERq4UcgxO5XtFuw+1X5SjnnwsDHQOwV+HuB0c65Sc65hc65icADRK6O7+k4a4H8mOOsA7LMrGlNsjnnSpxzheUPoKg6n8MPDz30EOFwGPjp/ksREfHHI488Ql5eHiNHjuSmm27yO061qYAXkT3q0KEDv/zlL9m5c6e37YknnmDTpk1kZmb6mExEasM5Vwp8CvSp8FIf4L3qHMPMDOgErI3Z3BAIV+gaoorvGWa2P/CzmON8CuyMzWZmrYCjqpst0d14440AZGZmctppKTUvn4hIUtqyZQsjRowgcmpLDlpGTkT2aMWKFV67TZs2rFixQkM+RZLf/cBEM/sEeB8YCLQFxgGY2TPAd8654dHntwMfACuAXOAGIgX8dTHHnAqMMLPVRJaR60xktvvx0WM0Bu4AXiZSsLcD7iIyIuAVAOdcgZk9CdxnZhuBTcAYYCEwM/7/GurX+++/j3OROwFatGixl94iIlKfQqEQS5Ys4aijjvI7yl7pCryIeMLhMB9//LH3fOrUqQCMHj2ab7/9VsW7SApwzr0ADAVuAz4HegFnOefK19FpC7SK2WU/4DFgCZEZ4g8CejnnPorpMwT4N/BwtN8Y4FHg1ujrISLLwb1K5P75p6P/PMk5FzvkfRgwGXiRyBr124F+qbAG/K9//Wuv/dlnn/mYREREYh177LFkZGRw9NFH+x2lWqz81+BUF11apqCgoIDc3Fy/44gknAkTJnDVVVcBUFhYSJMmCb0Sk0hKKCwsLF9KLC96/7bso0Q935cPz8zOzqa4uNjnNCIiUq5r16588sknAIwfP54rr7wyrseP97leV+BFhJdffnmXNTC7devmYxoRkdRyxx13eO3hw/c4r5+IiPjgvfd+mmZl2LBhPiapHl2BF0ljr7/+OqNHj2bOnDnetrZt27Jy5UoCAf2+J1LXdAU+/hLxfJ+RkUEoFLkLIF2+d4mIJJPc3FyKiiJ3dIVCobh+D9YVeBHZZwUFBTRs2JC+fft6xXurVq2YP38++fn5Kt5FROJk06ZNXvEe/QInIiIJ5pFHHvHa5beUJip9SxdJM6NGjaJp06bs2LHD2zZs2DDWrFlDp06dfEwmIpJ6xo8f77WnTZvmYxIREdmTiy++2Gs//fTTPibZOxXwImli9uzZtGjRgltuucUbwmlmvP/++9x///266i4iUgf++Mc/4pxj/Pjx9OjRw+84IiKyB82aNfPaK1eu9DFJ1fSNXSTFhcNh2rZtyymnnMKGDRsAyMnJYcqUKYTDYU488USfE4qIpL54z2osIiLxFTuZ3V/+8hcfk1RNBbxICnvuuefIyMjg22+/9bb179+f7du3069fPx+TiYikvp49e+4y6klERBJXx44dvavwkydP9jnNnqmAF0lBa9asoXnz5lx88cW7fHEcO3Ysr7zyircesYiI1I1wOMzcuXMZNWoUBxxwgN9xRESkGq6//noAtm/fzsKFC31OUzkV8CIp5oILLuBnP/sZGzdu9LaddNJJhEIhbrzxRh+TiYikjz//+c9e+6abbvIxiYiIVNdtt93mtbt16+Zjkj3L8DuAiMRXdna2187MzGT+/PkceeSRPiYSEUk/U6dOBaBJkybcfPPNPqcREZHqCAaDBINBQqEQO3bsIBwOJ9xEz4mVRkRqrLCwkK5du3rPJ06cSF5eHpdddhmlpaUq3kVE6tmGDRtYunQpAH/96199TiMiIjURO4Hdo48+6mOSylm6TKxiZrlAQUFBAbm5uX7HEYmL//73v5x++ukAHHPMMSxYsMDnRCJSE4WFheTl5QHkOecK/c6TChLhfH/KKacwe/ZsMjIyKC4uJhgM+pJDRERqp1WrVqxbt45jjz2Wzz/mbeDlAAAgAElEQVT/fJ+OFe9zva7AiySh0tJSLr74Ys444wxv27Jly3xMJCIi5WbPng1AVlaWincRkSQ0aNAgAL744gu2bdvmc5pdqYAXSSL5+fk0aNCARo0a8dxzz+GcIxgM0r9/f4qLi/2OJyKS9saPH++1TznlFP+CiIhIrf3pT38iEAjgnEu4v+Uq4EWSgHOOyy+/nHbt2lFcXExZWRkA5513Hlu3buWVV17xOaGIiADcf//9XnvatGk+JhERkdrKyckhHA4D8Mknn/icZlcq4EUS3OOPP05OTg7PPPOMty0QCPDZZ5/x8ssvk5OT42M6EREp55xj8eLFAHTp0gUz8zmRiIjU1hFHHOG1y4v5RKACXiRBvfbaawQCAQYOHEhpaSkA+++/P8OGDSMUCtG5c2efE4qISKxhw4ZRPjnw448/7nMaERHZF5999hnPPvsszrmEWkpOs9CLJJht27ZxzDHH8M0333jbMjIyePDBBxk8eLCPyUQk3jQLffz5eb4vv+IeCAQIhUL1+t4iIpKYNAu9SIoKh8P079+fxo0b71K8N2jQgO+++07Fu4hIAvvggw+8duvWrX1MIiIi8VRaWsppp53GqFGj/I4C1LKAN7PBZrbSzIrN7FMz61lF3yvMzFXyyKnuMc2smZk9ZGbLzGy7ma02s3+YWV5t8oskmhtvvJFgMMirr77qbcvMzOSNN95g+/bttGjRwsd0IiKyNwMGDPDan332mY9JREQknrKzs3nrrbf4y1/+4ncUoBYFvJkNAMYCfwc6A3OA6WbWtordCoFWsQ/nnLfmVTWO2Tr6+CNwNHAFcCbwZE3ziySimTNn7vL8lltuobS0dJd13kVEJHGtXr0aiKz9fsABB/icRkRE4qV8wuhwOOzNS+Wn2lyB/z3wpHPuCefcEufcUOBbYFAV+zjn3LrYR02O6Zz70jn3v865qc65r51zs4ARQD8zy6jFZxDx1dtvv83hhx/uPV+4cCFmxlFHHUUoFOLvf/+7j+lERKQmHn74Ya993XXX+ZhERETi7fnnn/fa/fv39zFJRI0KeDPLAroAMyq8NAM4uYpdG5tZvpmtMbNpZuZNn70Px8wDCp1zZdX+ACIJoH///px66qksXbqUESNGAJEJj8LhMAsXLkyoWS5FRGTvbrzxRq993333+ZhERETirX///t4kpW+++abPaWp+Bb45EATWV9i+Hmi5h32WEhnyfg5wEVAMzDOzw2p7TDPbH7gVeHRPQc0s28xyyx9Akz31FalrzjmmTp1Kq1atdrnP/aWXXvIxlYiI7KuysjLKyiLXEjIzM7X2u4hICipfvjkcDrN06VJfs9T2Ul/Fteeskm2Rjs594Jx71jm3wDk3B7gAWA4Mqc0xo8X4a8Bi4M4qMg4HCmIea6roK1InwuEwRx11FIFAgHPOOYd16yJ3jzRv3pzJkyezfPlynxOKiMi+KCsrY7/99gPgH//4h89pRESkLsyY8dNg8e7du/uYpOYF/I9AiN2vjLdg9yvolXLOhYGPgfIr8NU+ppk1Ad4AtgK/ds7trOKtRhEZZl/+aFOdfCLxcscdd5CVlcWiRYu8ba1atWLKlCls2LCBc88918d0IiISDzk5OWzevBnnHNdee63fcUREpA7sv//+XnvTpk0+JqlhAe+cKwU+BfpUeKkP8F51jmGRsWWdgLU1OWb0yvsMoBQ4J3YW+z1kLXHOFZY/gKLq5BPZV9dddx0NGjTgzjvvJBQKedsvueQSvv/+e/r16+djOhERERERqak+fX4qV/0cRVubIfT3A78zs6vM7HAzewBoC4wDMLNnzMxb5d7MbjezM8zsEDPrRGTpt07l/at5zCZEivdGwNVArpm1jD6CtfgMInF31113YWY8/PDDFBdHfl9q1KgR48aNIxQKMXHiRJ8TiohIPLVv355gMMjAgQP9jiIiInVs+vTpXtvPv/s1XoLNOfdCdBK524is6f4lcJZzLj/apS0QjtllP+AxIkPkC4D5QC/n3Ec1OGYXoFu0/VWFSO2BVTX9HCLx8s9//pOhQ4fucrUd4MEHH+SGG27wKZWIiNS1VatWAfD444/z2GOP+RtGRETqVDAYpH379qxcuZJ58+b5lsOcq3TuuZQTHYJfUFBQQG5urt9xJAVcf/31/Otf/9pte9u2bVm0aBGNGzf2IZWIJJPCwkLy8vIA8qK3e8k+qq/z/YIFC+jUqRMAJ554Iu+//36dvZeIiCSGiRMnctlllwEwaNAgHn744b3uE+9zvQp4kVooLS0lOzt7l21HHHEE77//vv73JSLVpgI+/urrfN+vXz+mTZtGo0aNKCwsJBCo7cI+IiKSTMqXCw0EAruNwK1MvM/1OtuIVNPQoUO94ZJZWVnk5OQAcOCBB7JlyxYWLVqk4l1EJA0455g5cyYA5557rop3EZE00qhRIyCyXHQ4HN5L7/jTGUdkLzZt2oSZ8eCDD3LEEUd427/99ls2btzIunXryn9VExGRNHDxxRd7k5WOHDnS5zQiIlKfvvnmG6/9+OOP1/v7q4AX2YP8/HzOPPNMmjdv7m3bsWOH127evDnNmjXzI5qIiPho0qRJXrt9+/Y+JhERkfrWokULDjnkEAAeeuihen9/FfAiMUKhEJ07d8bMaNeuHW+++SbOOcyM1q1bU1BQ4HdEERHxUVlZGeXzB2myUhGR9HTppZcCsGjRIn744Yd6fW8V8CLAtm3b6NevH1lZWXz++efe9szMTK655hq2bdvGd999p3vcRUTS3PDhw732rFmzfEwiIiJ+Of/887328ccfX6/vXeN14EVSyaJFi+jWrRvbtm3b7bVu3boxd+5cMjL0fxMREYl44okngMjV965du/qcRkRE/HDUUUd57aOPPrpe31uViaSl999/n7POOostW7bssr1NmzY89dRTnHrqqd4SESIiIgCzZ8/2zhuXXHKJz2lERMRPZWVlBIPBen9fFfCSVm6++WbGjh1LaWnpLtsDgQBLliyhQ4cOPiUTEZFE17dvX689duxYH5OIiIjf/CjeQQW8pJHKrqg3btyYZ599lnPPPdeHRCIikkzKb7cyM7Kzs31OIyIiftu8eTOnnHIKS5cupaSkpF7eU5PYScr6+uuvKSsrq/S1Nm3asGLFCoqKilS8i0jaMbPBZrbSzIrN7FMz61lF3yvMzFXyyInpk2FmI6PH3GFm35jZbWYWiL6eaWZ3m9lCM9tmZt+b2TNm1rrCe62q5H1G192/ieqbMGGC177wwgt9TCIiIonisssu44svvqC0tJTHHnusXt7TypdCSXVmlgsUFBQUaCbxFFdUVETTpk0JhUIcddRRLFy4EIDBgwczc+ZMPvnkE/1vQEQSQmFhIXl5eQB5zrnC+nhPMxsATAQGA/OAa4DfAUc451ZX0v8K4EGgY+x259y6mD4jgGHA5cAi4HhgAvAX59yDZpYH/Bt4HFgANAXGAhnOueNjjrMKeDLar9xW59zWGny+Ojnf5+XlUVgY+U+ULt+dRESkaqFQyJvwukmTJt55Ila8z/UaQi8pYefOnSxZsoRhw4bxzjvvEA6HAfjyyy+9Pg8//LBf8UREEsnvgSedc09Enw81szOAQcDwPezjYgv2SpwEvOqcey36fJWZXUSkkMc5VwD0id3BzIYAH5lZ2wo/HBTt5b18Uf6lLPolTEREhGAwSIMGDdixYwdFRUX18p4aQi9J7bPPPqNRo0ZkZWVx7LHHMmvWLK94z87OZvr06T4nFBFJHGaWBXQBZlR4aQZwchW7NjazfDNbY2bTzKxzhdfnAr3NrEP0fY4FegCvV3HMPMABWypsv9nMNprZ52Y2IprZV7Hr/T7wwAM+JhERkURz6623eu277767zt9PQ+gl6TjnuOuuuxgzZsxuy8A1atSIyy67jNGjR+u/s4gkvPoeQh+95/w7oLtz7r2Y7bcAlzvnOlayz4nAz4GFQC5wI3AWcKxzbkW0jwF3ATcDISAIjHDOjdpDjhwiRf9S59wlMduHAZ8Bm4ETgFFEruz/rorPlA3EzijXBFgTz/N9MBj0fhxOl+9NIiJSfeWTZWdnZ1NcXLzLaxpCL2nrww8/pHfv3t4swLHMjOuuu45//OMfWr9dRGTvKlahVsm2SEfnPgA+8DqazSNSZA8BbohuHgBcAvyWyD3wnYCxZva9c+7pXd7ILBOYRGQU4OAK7xV7efsLM9sM/NvMbnbObdzDZxkO3L6H1+Ji+fLl9OrViyZNmtTl24iISJIqH0ZfUlJCOBwmEKi7ge4aQi8JraysjEGDBpGZmcmJJ564S/HeoEEDBg0aRGlpKeFwmIceekjFu4hI1X4kcoW8ZYXtLYD11TmAcy4MfAwcFrP5XmC0c26Sc26hc24i8AAV7qmPFu8vAu2BPtW4ElH+w8HPq+gzishw/PJHm+p8jpo49NBD+e6771i6dGm8Dy0iIingb3/7m9eOHVJfF1TAS0KaNm0a2dnZZGZmMm7cuF2WgzMzBg0axPbt23n44YfJzMz0MamISPJwzpUCn1JhQrno8/d232N30eHynYC1MZsbAuEKXUPEfM+IKd4PA06r4op6rPJ77dfuqYNzrsQ5V1j+AOI6i9COHTvieTgREUlBf/jDH7yr7pMmTarT91IBLwnppZdeorS0dJdthx56KIsXLyYcDmtGeRGR2rsf+J2ZXWVmh5vZA0BbYBxAdH127951M7vdzM4ws0PMrBORZd46lfePmgqMMLO+ZtbOzH5NZLb7V6LHyCCyjNzxwMVA0MxaRh9Z0T4nmdkwM+tkZu3N7ALgUWBKZcvb1Yevv/6ahg0bYmZMnjzZjwgiIpIkunfvDsDKlSu9eVPqggp48d3111+Pme0y/P3ppyO3TAYCAYYNG0YoFOKrr77i8MMP9yumiEhKcM69AAwFbgM+B3oBZznn8qNd2gKtYnbZD3gMWEJktvqDgF7OuY9i+gwhUqA/HO03hkjxXT6OsA1wTvSfnxO5ol7+KJ/9voTIvfTvAIuBvxJZD/6iff/UtXPyyT9NzN+pUye/YoiISBJ45JFHgMhkp4MHD95L79rTLPRS75xzLFu2jKeffppnnnmG77//3nvt0UcfZeDAgQB1PgGEiIjf6nsW+nQQz/N9s2bN2Lx5M4FAgFAoFJ+AIiKSsmIvSJbX2ZqFXpLWa6+9xoABAyqdRR4gNzfXG3oCqHgXERHffP3112zevBmAF1980ec0IiKSDJo1a8amTZsA2Lx5M02bNo37e6hCkjo1fvx4jjvuODIyMjj77LN3Kd7NjOOPP54XX3yRcDhMQUEBRx55pI9pRUREIm6/PbIyXU5ODv/7v//rcxoREUkGM2fO9Npjxoypk/fQEHqJu7lz53LppZeyatWq3V4rH1bym9/8hokTJ5KVlVXP6UREEoeG0MdfvM735eerrl278tFHH+2lt4iISETnzp35/PPPOfjgg1m1alXcz/W6Ai/7LBwOc9ttt9GgQQPMjJ49e+5WvHfo0IGXXnqJcDhMOBzmhRdeUPEuIiIJ6bbbbvPa7du39zGJiIgkmyFDhgCQn5/PDz/8EPfj6wq87LNZs2bRu3fv3bYHg0G6du3K9OnT2W+//XxIJiKS2HQFPv7icb4/5JBDWLlyJfDTJEQiIiLVEQ6HCQaDABx44IEsX75cV+DFP4MHD95tybdTTz3VaweDQX7961+zZcsWysrKeP/991W8i4hIUsnPj6yod9RRR/mcREREkk3sRNzr16+P//HjfkRJKQ8++CCnnXYa3bt3p2HDht76hgCjRo3y2jNnzqSkpISysjL+85//lP/KJCIiklQmTpxIOBwGYOzYsT6nERGRZNStWzeAXVbYihcNoZddrF27lttvv51p06axdu3aPfZr2LAhkydPpk+fPvWYTkQktWgIffzt6/k+Ozub0tJSMjIy2LlzZ/wDiohIWtE68BJXO3bs4K677uLuu++u8otKmzZt6Nu3L0OGDNFSbyIikpK2b99OaWkpEPmhWkREJNGogE8zpaWl3HDDDUyaNImioiJvmGBFjRs3pmPHjhx99NGMGzeO7Ozsek4qIiJSv84880yv/cILL/iYREREkt3OnTs59NBD+fbbb+N6XA2hT3FFRUWsWLGC4447DohMyLNo0aJK+5oZPXr04K233iIzM7M+Y4qIpCUNoY+/fTnfZ2RkEAqFMLM9/sAtIiJSHTt37qy4bLZmoZfKLV68mOHDh5ORkUFubi5dunTxXpswYYLXDgQCdOzYkeeee45QKEQ4HObdd99V8S4iImlnw4YNhEIhQLPPi4jIvsvMzNxlRvp40RD6JFZaWsqECRN49tlnmTt3brX26dq1K8899xy/+c1vyMjQf34RERGAX/3qV177jTfe8DGJiIikihEjRvC3v/0trsfUEPokUVxczPjx47n33nvJz89nb//dsrOz2X///QkGg4wePZrf/va39ZRURESqS0Po46+253sz89rp8t1IRETqXsz5RbPQp7rmzZuzcePGvfYLBoOEw2EyMzP5n//5Hx544AHat29fDwlFRESSX0lJidfW+VNEROKpS5cufPrpp3E7nu6B99l3333HddddRzAY3OXXf6DK4j0YDHLnnXdSVFREWVkZ4XCYkpISJk+erC8fIiIiNZCdnc2mTZs45phj+Pjjj/2OIyIiKWTWrFlxPZ6uwNex5cuX8/bbb/POO+/w5ZdfsnjxYm9m20AgsNssty+99BK/+c1vgMjEBzt37iQ7O5uuXbsydOhQ+vXrV3E2QxEREdlHTZs2ZcGCBX7HEBERqVKtCngzGwzcBLQCFgFDnXNz9tD3CmBCJS81cM4VV/eYZpYNjAEuAhoAbwGDnXNravMZ4umPf/wjL730Elu3bqW4uJji4uJqLT9TsU8gEGD79u3e89LS0rhnFRERkZ8sW7aM7du307lzZ7+jiIiI7FWNC3gzGwCMBQYD84BrgOlmdoRzbvUedisEOsZuqFC8V+eYY4F+wIXARuA+YJqZdXHOhWr6OSpTUlLCxo0bWb58OTNmzGDOnDlkZ2fTr18/Vq9ezZIlS5g+fToAL774onel/L777tvrsc2M7OxswuEw4XCYtm3bcvPNN9OnTx/atWu32/B5ERERqXtdunRh27ZtBAIBbxk5ERGRRFXjWejN7EPgM+fcoJhtS4DJzrnhlfS/AhjrnNuvtsc0szxgA3Cpc+6F6OutgW+Bs5xzb1Yjdy5QYGaUP8LhcK1nmu3bty/Tpk0DIkPdy8rKyt/HW3+9YcOG9O7dm5EjR3LQQQfV6n1ERCR1aRb6+KvpLPTlP6CXfy8QERGJp3if62t0Bd7MsoAuwOgKL80ATq5i18Zmlg8Egc+BW51z82twzC5AZnQbAM65783sy2if3Qr46JD77JhNTaL71bhoz8zMJDs7m9zcXNavX09GRgZnnnmm9/qPP/5IgwYNdG+6iIhIElm4cKHXvuCCC3xMIiIiUj01HULfnEgRvr7C9vVAyz3ssxS4AlgI5AI3AvPM7Fjn3IpqHrMlUOqc21yD9x0O3L6nD5KZmUlGRgY5OTns3LmTBg0acM0119C3b18OPfRQzIysrCyaNGmy1+Ht0V9UREREJIn89a9/BaBRo0ZMmjTJ5zQiIiJ7V9tZ6CtewrZKtkU6OvcB8IHX0Wwe8BkwBLihNsesZp9RwP0xz5sAa6o7pE5ERERS2xtvvAFAnz59fE4iIiJSPTVdB/5HIMTuV71bsPsV9Eo558LAx8BhNTjmOiDLzJpW932dcyXOucLyB1BUnXwiIiKS+kaMGMHWrVuByGoyIiIiyaBGBbxzrhT4FKj4U3Uf4L3qHMMi49E7AWtrcMxPgZ2xfcysFXBUdd9XREREpNw999zjtbt37+5jEhERkeqrzRD6+4GJZvYJ8D4wEGgLjAMws2eA78pnpDez24kMoV9B5B74G4gU8NdV95jOuQIzexK4z8w2ApuIrAm/EJhZi88gIiIiaax8ybjs7Oy99BQREUkcNS7gnXMvmNn+wG1AK+BLIku55Ue7tAVi12HZD3iMyBD5AmA+0Ms591ENjgkwDCgDXgQaAG8BV8RrDXgRERFJDy+//LK3Is3kyZN9TiMiIlJ9NV4HPlnVdF1YERGRuqZ14OOvOuf7jh07snz5cjIyMti5c2f9BhQRkbQS73N9TSexExEREUla4XCY5cuXA3D00Uf7nEZERKRmVMCLiIhI2jj99NO99vXXX+9jEhERkZpTAS8iIiJp45133vHaV111lX9BREREakEFvIiIiKSF4uJib/b5tm3b+pxGRESk5lTAi4iISFo4//zzvfZ//vMfH5OIiIjUjgp4ERERSQvTp0/32l26dPExiYiISO2ogBcREZGUV1hYSDgcBqBFixY+pxEREakdFfAiIiKS8u655x6vPWXKFB+TiIiI1J4KeBEREUl5I0eOpLS0lBEjRtCtWze/44iIiNSKCngRERFJC5mZmYwcOdLvGCIiIrWmAl5ERERS2pgxY5g6darfMURERPZZht8BREREROrSTTfdBEBWVhYlJSU+pxEREak9XYEXERGRlFVYWOi1mzVr5mMSERGRfacCXkREJA2Z2WAzW2lmxWb2qZn1rKLvFWbmKnnkxPTJMLOR0WPuMLNvzOw2MwvE9DEzu8PMvo/2ecfMjqzwXk3NbKKZFUQfE81sv9p+zvvvv99rz549u7aHERERSQgq4EVERNKMmQ0AxgJ/BzoDc4DpZta2it0KgVaxD+dccczrNwPXAtcDhwN/Am4ChsT0+RPw+2ifrsA64L9m1iSmz3NAJ+DM6KMTMLFWHxSYODGy6zHHHEOHDh1qexgREZGEoHvgRURE0s/vgSedc09Enw81szOAQcDwPezjnHPrqjjmScCrzrnXos9XmdlFwPEQufoODAX+7pz7T3Tb5cB64LfAo2Z2OJGi/UTn3IfRPv8PeN/MOjrnltXkQ/7www988803AFxzzTU12VVERCQhpV0BH3svnIiIiJ/8OCeZWRbQBRhd4aUZwMlV7NrYzPKBIPA5cKtzbn7M63OBa82sg3NuuZkdC/QgUrQDtAdaRt8HAOdciZnNjr7vo0R+BCgoL96jfT4ws4Jon90KeDPLBrJjNjWByL/bE044wdt44YUX6juAiIjUu3ife9KpgG8G8LOf/czvHCIiIhU1IzJEvT40J1KEr6+wfT2RArsyS4Er4P+3d//RcpT1HcffH0NAIiRAlF8iqBHRChpjEfkhRCSAFhFqPXiKFqk9/LAtYA+nSLQFqlVC+JGi2EaObTEqBHvEiBQNYgOFEMqvaECBhFLRhhCSmJAC8iN8+8fzbJhs7u7ezd27s7P7eZ2z5947M3vn+31mdmeemed5hiXAeOBM4HZJ74iIpXmZGcAE4EFJG/I6PhcRV+f5tf891Hr3Kiyzcoj1r2wS27nAefUT64/3EydObPB2MzOzrujIsX6QKvBr8s89gPVlBtJF2wO/YXByHrR8YfBydr79b9ByruW7ptWCoyDq/tYQ09KCEYuARRsXlG4H7iX1bz8jTz4B+DipOfwDpL7rsyQtj4ir2ljvUDE0jA34MnBp3bSdKKdMmxm0fbsTXGbtc5m1z2XWPpdZezp6rB+kCnzN+ogYiDZ0qbshMCA5D1q+MHg5O9/+N2g5F/LtplXABja/o70zm98dH1JEvCTpLmDvwuSZwIURcU3+e4mkvUh3yK8iDVhHXu/jDda7AthliFW+plFsEfEcUP9w957bdwZt3+4El1n7XGbtc5m1z2XWnk4f6z0KvZmZ2QCJiOeBe4BpdbOmAQuH8z/ygHST2bQiPg54qW7RDbx8rvEoqYK+cb25P/5hhfXeAUyQ9O7CMgeQmuYPKzYzM7N+Noh34M3MzAbdpcAcSXeTKs2nAHsC/wQg6ZvA/0bEufnv80hN6JeS+sCfQarA/3nhf14PfE7SY6Qm9O8kjXb/z5CGsJc0C5guaWn+X9OBZ0iPjiMifinpR8CVkmrDxn8d+GG7I9CbmZn1o0GqwD8HXMDmzez62aDlPGj5wuDl7Hz736DlXEq+ETFX0kTgb0nPdL8f+GBE/Covsieb3k3fgVSR3hVYB9wHHBoR/1VY5i+BLwBfIzWLX04aWf7vCstcBGybl9kRuBM4MiKKfShPBC7n5dHqf0B6bnzVDdq+3Qkus/a5zNrnMmufy6w9HS0vRTQaE8bMzMzMzMzMeoX7wJuZmZmZmZlVgCvwZmZmZmZmZhXgCryZmZmZmZlZBbgCb2ZmZmZmZlYBfVeBl3SupLskrZe0UtL3Je1Tt8yukuZIWiHpaUn3SvqjsmIeiWHmO0nSdZKelPSUpGsl7VJWzCMl6XRJP8+5PCXpDkkfKMzfRtJXJK3K2/cHkvYoM+aRGEa+p0hakOeFpB3KjHekmuUraae8bR+S9IykxyRdLmlC2XGPxDC28WxJj0h6Nn+O50l6S5kxj0SrfAvLSdKNeb8+roxYO2EY23dBzrH4uqbMmK0z8jG69vi84vQDJf00H6PW5n1g27Li7CVDlVk/nbd1gqTzh/jOWFGYr7zM8nzcWCDpbWXGXLZmZSZprKQZkpbk/Wu5pG9K2r3suMvUaj+rW3Z2nn9Wt+PsJcMpM0lvzXWTdUr1t0WS9mxnPX1XgQcOA64A3gNMIz0qb76kVxWWmQPsAxwL7Ad8D5gr6Z1djrUTmuabf84HAjgcOBjYGrheUlW3/2+AzwK/n18/BeYVDk6zgOOBjwGHANsBP5Q0poRYO6FVvuOAHwFfKie8jmuW7+75dTbps/tJ4GjgG6VE2jmttvE9wMnAW4GjAJE+5/26T9ecRfruqrrh5Hsl6XFutdep9f/EqkXS/sApwM/rph9I+s6eD7wb2B/4Kps+tm8gNSoz+uu8rVMeYNPvjP0K8/4a+CvS4xf3B1YAN0navttB9phGZTYOmEJ6DOYU4A+BN0hmjLgAAAj7SURBVJMeYTnomu1nAOQL7AeQHh1qTcpM0iTgNuBBYCrwDtJ+97u21hARff0CXkM6ATy0MO3/gE/ULbca+FTZ8XY6X+BIYAMwvrDMjnmZI8qOt4N5rwE+BUwAngdOKMzbPZfBUWXH2el866ZNzdt1h7Lj60a+hXkfJT1Xc6uy4+xizm/P23pS2XGOVr75oPZr0nPHAziu7BhHK19gATCr7Jj86uj23Q54GDiifvsCi4AvlB1jr71alFnfnrdtYVmdDyxuME/A48A5hWnbAGuBU8uOvRfLrMHy++djz55lx97LZQa8lnSR+m3A/wBnlR13L5cZcA0wZ6Trqeod2HbUmtauKUy7DThBqTnuKyR9jPTltqDbwY2C+ny3IX0BPVdY5nekK/2HdDGuUSFpTN5+rwLuAN4FjCXd2QAgIpYD9wMHlRJkBw2Rb18bZr4TgKci4sXuRTZ6WuWcW9WcDDxKquBW2lD5ShoHXA38RUQM2Vyvqpps3xOVuv08IOli3ymrvCuAGyLiJ8WJknYm3alaKWmhpCck3SKp8sfjDhiyzLJ+Pm/bUnvnpt6PSrpG0hvz9DeQLnwWz4OeA26hD86DRqhRmQ1lAun8eW2XYutVDcsst+SdA8yMiAfKC7HnDFlmubz+AHhY0o+Vuj7fqS3oIrhVpyPuJZIEXArcFhH3F2adAMwlXb19EXgGOD4iHul+lJ3TIN9FwNPADEnTSVdmZ5C6T+xWSqAdIGk/0snvK0lX5o+PiF9Imgw8HxG/rXvLE6QDWiU1yrfcqEbPcPOVNBH4G2B2dyPsvFY5S/o0cBGp4vcgMC0ini8j1k5oke9lwMKImFdWfJ3WIt9vky7IrAD2Bb5MaoEwrYRQbYRy5fJdpO4S9Wonv+eTugItBv4EuFnSvhGxtCtB9pgWZQZ9et42AneS9puHgV2AzwMLc7ec2rnOE3XveQLYq2sR9p6GZRYRq4sLSnolcCHwnYh4quuR9o5WZXYO6fN4eXkh9pxmn82xpJZGn83TzyF1A/2epPdFxC3DXUlfV+BJfcrezuZ3mr9IakZ+BLAKOA74rqT3RsSS7obYUZvlGxFPSvoo8I/AGaQ771cD95KalVfVQ8BkYAfgI8BVkg5rsryodl/aIfPt40p8y3wljQduAH4BXFBKlJ3VKudvAzeRLrydDVwr6eCIaK/fVO9o9Bl+E2m8jn7r29pw+0bElYXl7pe0FLhb0pSIuLeMYG3LSHod8A/AkQ0+m7WWj7Mj4l/y7/dJej/wp8C5XQizpwyjzKB/z9u2SETcWPhziaQ7gEeAk0g3bmDzc56qnweNSIsyu7Q2Q9JYUjPnVwCf7mqQPaZZmUm6BTgTmBK5bbi13M9qg9POi4jL8u+LJR0EnEZqJTMs6tcyl/QV0hf8oRHxaGH6JGAZsG+xuYeknwDLIuK0rgfbAY3yrVvm1cCLEbFWaUTESyJiZjfjHC15+z1CukJ/M7BT8S68pJ8B34+I80oKsaNq+UbEqYVpU4H/AHaMiL5q8lWfb25e/GPSXZhjKlyJbWiobVyYtzXwW+DPIuLqrgc3Cgqf4Wd5+WJjzZj8939GxNTuR9d5LbavSN2ePhERc7senG2x3BTyOja9QD6GVHF6iTQQ2zLStv1W4X1zScfnE7sYbk9oo8z66ryt0yTdRCqnmaTv0ikRcV9h/jxgbUScVFKIPadWZhFxev57LHAtqaXM4fV35m2T/ewh0oWPoY7Vv46I13c/ut5UKLMzSa2iL4iILxbmzwAOiYiDh/s/+64PvJKvkkaQPHyIyuy4/LN+tNcNVLA8hpHvRhGxKlfeDwd2pr9G1xSpP9w9wAsUmp5K2o3ULHVhOaGNilq+g2JjvvnO+3zSYIXH9mPlPWu1jfttH6jlcyGpJdHkwgvgM6S+//2i2farNbV7vHvhWIfcTBpxuLj/3k1qQTMZ+G/SSM371L3vzcCvuhdmT2lVZn113jYaJG1DekrJ47zcHad4HrQ16alF/XQeNCJ1ZVasvO9NGuTZlfc6dWU2h82P1ctJF5COKivGXlMss9zt8S468P3fj03orwD+GPgwsF5SrS/Quoh4ltR3dBkwW9LZpP5Ux5G+6I4pId6RapUvkk4Gfgk8CRxIaqp2WUQ8VEK8IybpS8CNpAG8tic9Lm4qcHRErJP0DeASSatJg/ldDCwBhhoYp+c1yzfP35XU5+1N+S37SVoPPBYRazb7hz2uWb75zvt80gndx4HxuUIP8GREVLJbSIuc30jq/zmf9Bl+Lanf1LPAv5cR70i1+AyvIJ18FpeHtD83vEDZy1ps30nAiaRtuQr4PeAS4D7g9jLitS0XEetJg6ZuJOlpYHVtbBpJM4ELcsuwxaSmlW8BBvK55q3KLFes+um8bcQkXQxcDzxGuiHzeWA8cFVEhKRZwPTcHWcpMJ3UYu07JYVcumZlJmkr4N9Ij5A7BhhTOJ9eU+XxZkaixX62mvRZLC7/ArCiqvWLTmhWZnmRmaRHYN5KajV7NPAh0jnBsPVjBf70/HNB3fSTgX+NiBckfZB0l+d60mACy4CTIqKKJ8NN882/70MaFGkn0iMe/p40SFRV7UK68rcbsI70vNijI+KmPP8zpEE1rgW2JV3d/2RVK3e0zvc0oNg14Nb8s7gPVEnDfHM3gQPycsvq3vcG0v5dRc1y3h14L+mZ6DuSBiK6FTgoIlaWFO9Itdqn+02z7fs64P2kpnXbkSr5N5Ca2FX1O8uaiIhZeZCsy0jH5Z+RBqUc1AHZmurD87ZO2IM0ntGrSRd2FwHviYjaXbyLSOc/XyMdN+4kjTGwvoRYe0XDMpP0euDYvNziuve9j8F92kGr/cw217TMIuI6SaeRxju5nNQV4SMRcVs7K+nbPvBmZmZmZmZm/cR9h8zMzMzMzMwqwBV4MzMzMzMzswpwBd7MzMzMzMysAlyBNzMzMzMzM6sAV+DNzMzMzMzMKsAVeDMzMzMzM7MKcAXezMzMzMzMrAJcgTczMzMzMzOrAFfgzczMzMzMzCrAFXgzMzMzMzOzCnAF3szMzMzMzKwCXIE3MzMzMzMzq4D/BxVtB49azasSAAAAAElFTkSuQmCC\n",
|
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"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
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"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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qVQBOnDhBeHg4v/zyC7Vr1wbAycmJ5ORkmjVrhoOD/VeNc+fO0adPH5YuXZo/NyYiIoXGuXPnCAwMxMvLCzc3Nxo1asSyZcsKOqw7ikbgRURE7nGzZs3im2++ybS/evXqjBs3jipVqgCwZcsWjh49yqlTp2jcuDEAZcqUoWPHjpQtW9Y6LykpiY8++ojY2FgmT57Mtm3b+O6776zjNpuN+fPns3nzZt555508vjsRESksAgMDiYmJ4ZtvvsHT05NPPvmEnj178ttvv9GwYcOCDu+OoBF4ERGRe5RpmvTv3z9T8u7l5UWxYsU4cuQILi4u1v7+/fvz5Zdf0q1bN2ufr68vY8aMoX///ta+uLg4GjVqRMWKFWnRogWjRo1i7ty5+Pj42F1n7969TJgwwSp8JyIidxZ/f3+GDx9OcHAwHh4eeHl5MWnSJAA2bNiAs7MzmzZtstqHhobi6enJ2bNns3W9rVu38uKLL9KsWTOqVavG+PHjKVWqFL///ntu3M5dQQm8iIjIPchms/HMM88QFRVltz+92FzTpk2pWrWq3ZR6Dw8P3Nzc/rHvMmXKMGnSJD788EOKFCkCpCX6Li4ulCtXzq7tpk2bGD16NKmpqTm/KRGRQiY+Pv6Gr8TExFtum5CQcEttsyM8PBw3Nze2bdvGtGnTmDx5MhEREfj7+xMUFGSNmu/evZtx48YRFhaGt7c3ACEhIRQvXvymr4w/ALRs2ZKlS5dy6dIlbDYbn332GUlJSfj7+2cr9ruRYZpmQceQLwzDKAnExMTEULJkyYIOR0REhNjYWNavX4+rq6vdSHdes9lsvP3223z77bdA2nPuffv2pUKFCrRr1w5I+/Ln7OyMk5PTDfv57rvvWLlyJampqbRr144OHTrc8DP24MGDjBgxAmdnZ/7zn/8wd+5ckpOTrePu7u4sW7Ysz9eMT0pKIiEhgbZt21KiRIk8vZaISLrExEQiIyOpWrWq3ZKaGVftuF7nzp3tHj9yc3Pj6tWrWbb18/Njw4YN1vZ9993HxYsXM7W73dzP39+f1NRUuyS7WbNmtGnThjfffJPk5GSaN29O9erV2bdvHw8//DBhYWFW20uXLnHp0qWbXqNChQq4uroCEBMTQ8+ePVmzZg2Ojo4UK1aMZcuWWZ9Nd7Ib/RtfuXIFd3d3AHfTNLOuEnsb9Ay8iIjIPcQ0TebMmWMl748++ih16tRh7ty5dO/e3WqX1Uj7hQsX8PDwsEbVo6KiOHjwIABHjhwhLCwMf39/unbtSp06dey+mNasWZP33nuPv/76iwYNGlC/fn1efvllzp07B6R9aevevTtfffXVTb/QiohI/qpXr57dtre3N9HR0QA4OzuzZMkS6tWrR5UqVXj77bft2np4eODh4XHL1xo/fjyXL19m3bp1eHp68tVXX/HMM8+wadMm6tatm/ObuQsogRcREbmHDBw4kOPHj1vbjRo1okSJEqSkpHDixAlSU1OtBB3SRk9++uknNmzYwJ49e5g2bRpNmjQB0kaHKlWqBMDKlSs5cuQIERERREREUKNGDebNm2dXhT7jM/BVqlThv//9L5MmTbKmdV65coXZs2cTFBSUl38CEZE7Rlxc3A2PZfy/GLCS5qxcv+LH9Y9H5cT1M7EMw7CrXbJlyxbg/0bbM/4AHBISQkhIyE37X716Na1ateLYsWO8++677N27lwcffBCA+vXrs2nTJubOncv8+fNz65YKNSXwIiIi94jhw4fbJe+VKlWiadOmeHp6EhoaSsOGDTEMg5iYGDZu3MiPP/7I7t277b6oHTx40Ergq1atai0n17VrVw4dOsS3337LDz/8QJUqVey+UB49epT777/fGl1PSUlh1qxZxMfH06ZNGzZt2kRKSgpff/01VapU4cknn8yPP4mISIG6lboied02J44dO8aIESMICwvj888/p2/fvqxfv976/3/IkCH06NHjpn1UqFABwHo84PofI4oUKaJipxkogRcREbkHbNy4kT179gBpoydt27Zl6NChlC5dGkgbiQc4ffo0ffv2tfuyVLNmTR555BH8/f3tlovLyDAMatasSc2aNXn++eftCiodPXqUQYMGUa1aNR577DHatWtH8eLFeemll/jwww956aWXCAgIYMKECZw9e5Y5c+Zw8eJFBg0alFd/DhERyaHU1FQCAwNp3749/fv3p1OnTtStW5fQ0FBGjx4N3N4U+po1a+Lr68tzzz3HjBkzKFOmDF999RURERGsXLkyL2+lUFECLyIicpc7ceIEr732GpD2vGKLFi1Yt24dFy9eZObMmXbPnJcvXx5vb2+KFStmJe3p1YRvVXpl4XTHjh3D2dmZ48ePM2fOHBYsWEC7du0YMmQI7733HoZhULJkSUaPHs2oUaOw2Wx88skn1KxZk1atWuXOH0FERHLV1KlTiYqKsmqqeHl5sXDhQnr06EG7du1o0KDBbfXn5OTEqlWrePnll+natStxcXH4+voSHh5O586d8+IWCiVVoRcRESkg+VGF/vLly/Tq1cuq+F6rVi2GDRvGhAkTCA4OplmzZmzcuJGmTZtaVYDj4uLsEvDcEBsby9q1a/n222/5888/AWjSpAlvvPGGVXl++fLlvPvuu9Y5hmHw9ddf52q1eFWhF5GCcKMK5XL3yK8q9FoHXkRE5C4WEBBgt1xb//79qV27Nh9//DHNmjVj1apVTJw4kdGjR5OUlASQ68k7QIkSJejevTuLFi3irbfeomjRovz222/MmjULSKtw//777wPwwAMPAGkV85999tlcj0VERKSwUgIvIiJyl5oxY4aVlAP06NGDpk2bAuDi4sKPP/5IaGgokDYy7+zsnOcxGYZBs2bNmDhxIm5ubrRu3RpIW7N42LBhdO7cmdmzZ1sFmC5fvszUqVPzPC4REZHCQAm8iIjIXeiPP/7gu+++s9u3fv16/vrrLwC2bt3K1KlTsdlsdOnShaFDh+br+uvNmzfns88+46GHHrL2Pf7444waNYqiRYuyYMECa/+6devYtm1bvsUmIiJyp1ICLyIicpdJSkqyKgADlC5dmkqVKvHII4/g7u7Ozp07mThxIqmpqbRp04YRI0bka/KeLuNU/dOnT7N9+3YrjhIlStjNCBg7diypqan5HqOIiMidRFXoRURE7jJ9+/a1nns3DINZs2bh6emJq6srBw4cYNy4caSkpNCiRQvGjh1LkSJFCjTeU6dOMWzYMJKSkpg5cya1atVizZo1ds/um6bJxIkTmTJlSgFGKiIiUrA0Ai8iInIX+eKLL4iOjra2hw4dSpUqVXBzc8PBwQFnZ2dcXFxo1KgREydOtCrAFyQvLy9q1KhBYmIir7zyCqdPn6Zt27ZUqVLFemYf4Oeff2b37t0FGKmIiEjBUgIvIiJyl0hOTua9996z23f9ckW+vr68++67TJkyJU+L1p09e5ZVq1Zx/vz5f2zr6OjIpEmTqF69On/99RdjxozBMAw++OAD3nrrLWrUqGG1HTNmDDabLc/iFhERuZMpgRcREblLDB8+HNM07fZFRUVx7tw59u7da+2rUKGCteZ7bjFNk2PHjhEeHs7AgQPp3bs306dPZ9iwYZw9e/Yfz3d1deXNN9/Ey8uL06dPM3bsWJKTkzEMg4kTJ1rtkpKSeOGFF3I1dhERkcKi4OfNiYiISI799ttvHDp0yNoeP348CQkJNGrUiP/+979cunSJN954gwYNGuTaNW02G/v372fz5s1s2rSJM2fOWMccHBwoXrw4Fy9eZNSoUcyePRtPT8+b9ufh4cFbb73Fiy++yMGDB3n99dd5/fXXMQyDChUqcPr0aQAOHjzIpUuX8PDwyLV7ERERKQw0Ai8iIlLImaZJcHCwtV2vXj3atm1Lq1atGDduHGfOnKF06dJUqFAhV68bExPD8OHDWbp0KWfOnMHJyYkWLVoQHBzMl19+yQcffED58uU5c+YMo0ePJiYm5h/7rFy5MlOnTsXZ2ZmYmBgSEhK4cOGClbynGzlyZK7ei4iISGGgBF5ERKSQe++996yp86VKlWLq1KnEx8czZswYoqKi8PT0JDQ0lPvuuy/b1zh58iRTpkxh/Pjx1r7SpUvTvHlz2rZty6RJk/j666+ZOnUqnTp1wt3dHU9PT2bMmIGnpydRUVG8/PLLt7QUXJ06dZgxYwahoaEUL16cunXrEhQUxLRp06w2f/75p9aGFxG5yyxYsAB/f39KliyJYRj89ddfWbb77rvveOihh3B1dcXT05OnnnoqnyMtOJpCLyIiUoglJiayYcMGAIoUKcJff/3FRx99xJEjRzh06BDu7u7MmDEDb2/v2+o3JiaG2NhYKlasCICTkxPr16/HwcGBmJgY3N3dAQgJCblpP97e3kyfPp2RI0fSrVu3W16yrm7dunbbTZo0oUKFCvTq1YvPPvsMgFdeeYU1a9bcEZX0RUQk565evUrHjh3p2LEjY8eOzbLN8uXLGTRoECEhIbRp0wbTNNmzZ08+R1pwNAIvIiJSiC1ZsoQLFy7g6urK4MGD8fT0JCUlhT/++AM3NzemT59OlSpVbqmv8+fPs2zZMoKCgnjqqaeYN2+edczLy4vnn3+e2bNnU6JEiduK0cfHhyVLltCxY8fbOg/SHg/48MMPefbZZ9m+fTv9+/fHzc0NSHsGf8SIEbfdp4iI3Bp/f3+GDx9OcHAwHh4eeHl5MWnSJAA2bNiAs7MzmzZtstqHhobi6el5S8VLsxIUFMTLL79M8+bNszx+7do1XnrpJaZPn86QIUN44IEHqFGjBk8//XS2rlcYKYEXEREppH777Tc+/vhjAKtg3eLFi63nxceOHUv16tVveL5pmkRGRrJ48WIGDx5Mr169mDt3Lrt378ZmsxETE2O3ZFuPHj2oU6cODg63//WhWLFi1vtLly7xwQcf3NJ0etM0OXv2LKmpqUycOJGIiAiSkpKs43v37iUhIeG24xERuRPEx8cTHx9vt4JIcnIy8fHxdv/XZWyb8f/llJQU4uPjSUxMvKW22REeHo6bmxvbtm1j2rRpTJ48mYiICPz9/QkKCiIwMJCYmBh2797NuHHjCAsLs2Z9hYSEULx48Zu+Mv4A8E9+//13Tp8+jYODAw0bNsTb25tOnTqxb9++bN1bYaQ5ZyIiIoVUxumFPXv2xNfXF4Dp06ezc+dOGjZsmOkc0zQ5cOAAmzZtYvPmzZw6dco6ZhgGdevWpWXLlrRs2fK2p93fitTUVP773/8SFRVFamoqgwcPvml7BwcHgoOD+d///sfOnTtZuXIlnp6euLi48OeffwJpz0y+9NJLuR6riEheK168OADR0dFWnZLp06czfvx4Bg4cSFhYmNW2bNmyXL16lcjISHx8fACYO3cuI0aMoHfv3tYPupA28+nixYvs3buXBx98EICPPvqIQYMG3XaM9erVs5bzrF69Ou+++y7r16+nXbt2TJkyhXXr1jF48GD27dtHYGAgTz75pHXukCFD6NGjx037v50Cq8ePHwdg0qRJzJw5Ex8fH0JDQ/Hz8+Pw4cP3xOokSuBFREQKoY0bN3Lt2jUAnJ2d8ff3t44ZhkGjRo2yPO+NN94gIiLC2nZycqJRo0a0atWKFi1aULp06TyNu0iRIjz77LOEhYXRpUuXWzrHycmJV155hcDAQA4ePMjIkSN57LHHGDp0KAcPHmTVqlUEBARQtmzZPI1dROReVK9ePbttb29voqOjgbTPnyVLllCvXj2qVKnC22+/bdfWw8MjV5Pq9BkF48aNo3v37gAsWrSIihUr8sUXX/Dcc8/l2rXuVErgRUREChnTNK0vSYZhkJyczFdffUX58uV56qmnrBGd623evJmIiAgcHBzw8/OjZcuWPPTQQ9Yz5fnF39+fFi1a4OzsfMvneHp60rNnT8LDw/nss8/o0KEDb775JoGBgcTGxjJkyBC+/PLLPIxaRCT3xcXFAfaPGY0ePZqgoKBMBTrTk2ZXV1dr3wsvvMCgQYMyFQiNiorK1LZfv37ZitHJyclu2zAMu6n5W7ZsAdIej7p06ZLdZ0pISMg/FjtdvXo1rVq1uqVY0meG1a5d29rn4uJCtWrVOHHixC31UdgpgRcRESlkli5dyuXLlwFo3749jo6OlC4ZMFH8AAAgAElEQVRdmkWLFrFx40bCwsIwDCPTeQcOHACgV69e2ZpGmZsyJu+//PIL586d44knnrjpOT179mTlypWcOXOGr7/+mrZt21pffi9fvszq1avp1KlTnsYtIpKbsvoB1dnZOcsfOLNq6+TklCnBvlnb3Hbs2DFGjBhBWFgYn3/+OX379rVWLIHcn0LfuHFjXFxcOHToEC1btgTSnu2Pioq65YKthZ0SeBERkUIkOTmZBQsWWNt+fn5Ur16dvn37AvDMM89kmbwDDBo0iIceeogaNWrkS6y3IjIykvHjx5OamoqrqysdOnS4YVtXV1f69+/PBx98gLu7O8uXL7cr/DR79mwl8CIi+SQ1NZXAwEDat29P//796dSpE3Xr1iU0NJTRo0cDtz+F/ty5c5w7d46jR48CsGfPHkqUKEHlypXx8PCgZMmSDBkyhIkTJ1KpUiWqVKnC9OnTgbTPv3uBqtCLiIgUIi+++KKVtHp5edG8eXMWLFhAQkICtWvXpl27djc9v169eri4uORHqLfEx8fHGnmfNm3aP1Yj7tixI0uWLKF9+/Z0796dSpUqUa5cOQCSkpJYtWpVnscsIiIwdepUoqKirB+Vvby8WLhwIePHj2fXrl3Z6nP+/Pk0bNjQmiXWunVrGjZsyDfffGO1mT59Or169SIwMJCmTZvy559/8sMPP+R5DZc7hZHxl+u7mWEYJYGYmJgYSpYsWdDhiIiIEBsby/r163F1db2lpDoxMdFuhLlt27Z06dKFkSNHYhgG7733XqbR9dTUVObPn0/37t3x8vLK9XvIDTabjenTp/P999/j5ORESEgITZo0ueVz4+Li6NatG5A2RXTt2rU3bJ+UlERCQgJt27a97fXsRUSyKzExkcjISKpWrUrRokULOhzJAzf6N75y5Qru7u4A7qZpXsnpdTQCLyIiUkhMnTrVbvvChQvMmzcPgM6dO2c5NX7FihUsW7aMF198MdtrAOc1BwcHRo0ahZ+fHykpKbz66qvs3bv3pueYpsn69euZN28eJUuWtJ59TElJsVt2SURE5G6iBF5ERKQQiIuLY/Pmzdb2qFGjaNCgAUePHsXNzY3//Oc/WZ7XrFkz6tevT9++ffOkgFFuKVKkCK+88gpNmzYlMTGRl19+2XoGMiunTp0iJCSE5cuXs2fPHvz8/Kxjn376aX6ELCIiku+UwIuIiBQCQ4cOtd43a9aMLl260K1bNzp27Ej//v1v+Oxf5cqVmTVr1i2vuV6QnJ2dmTx5MnXr1iU+Pp7g4GBOnjyZZdtKlSpZjxPMmzePdevWWcdM02T16tX5ErOIiEh+UgIvIiJyh4uJibFLZEeOHAmkVfcdM2YM3bt3z3ROQkKC9d4wDGtJnztd0aJFCQkJoXr16ly+fJlRo0Zx/vz5LNsOGDCAokWLcvDgQVq0aEGjRo2sY3Pnzs2vkEVERPJN4fg0FxERuYeNGjXKel+kSBHOnTt30/ZXr16lf//+zJkzxy6RLyyKFy/OtGnTqFy5MtHR0YwaNYpLly5laufh4UFAQAAAmzdvJiQkhOLFiwMQHx9v98iBiIjI3UAJvIiIyB3s6tWrds+COzs7W8v0REdHZ3nOokWLOH/+PNu2bSs0I+/XK1WqFDNmzKBcuXKcOnWK0aNHEx8fn6ndM888g6enJ+fOnWPFihUEBQVZxyZPnpyfIYuIiOS5wvmpLiIico8YN26c9b5Ro0b06dOHvXv3sn37dmw2W6b2hw4d4ssvvwQgKCjojlrz/Xbdd999hIaG4uHhQf369XF1dc3UxtXV1Srgt2TJEnx8fKwfLVJSUli/fn2+xiwiIpKXHAs6ABEREclaYmIiu3btsraDgoKs6fS9e/fOtK57amoqoaGh2Gw22rZtS9OmTfM13rxQoUIFFixYgIeHB4ZhZNmmXbt2/P7773Tq1ImkpCS7HzYWLlxI27Zt8ytcERGRPKUReBERkTtUcHCw9f6ZZ54hIiKC6OhoypUrR69evTK1X7FiBUeOHKF48eJ2VesLuzJlyljJe0pKCl988QWpqanW8fQl6Bo2bEjt2rUJCAiwlsw7d+4cZ8+eLZC4RUREcpsSeBERkTuQaZpERUVZ20ePHrXWN3/++eczTY2Pjo7mww8/BOC5557Dw8Mj32LNT6+//jrz5s1j5syZN2wTEBDAoEGDrO3Q0ND8CE1ERCTPKYEXERG5A+3YsYPY2FhrCbjo6GiuXbtGw4YNad26dab277zzDgkJCdSpU4fOnTsXQMT5o0OHDri5ueHn55fl8SVLltCjRw+qVatmjcLv2LHjhgX/RETkzvHcc89x//334+rqyn333Ue3bt04ePCgdXz37t0EBARQqVIlXF1dqVWrFrNnzy7AiPOfEngREZE7UPo65sWKFeOdd94hOTkZBwcHXnzxxUzPgm/evJnNmzdTpEgRRo4cWWgrz9+Kf/3rX3zyySc0a9Ysy+MXLlwgMTGRsLAw6tata+0fM2ZMfoUoIiLZ1LhxYxYtWsSBAwdYs2YNpmnSvn1767GpHTt2cN9997FkyRL27dvHuHHjGDt2LO+++24BR55/7t5PeBERkUJq8eLF1vR5Hx8fateuzeLFi3njjTeoWrWqXdurV68yZ84cAHr16pXp+N2oZMmS1vuTJ0/yzTffWNvPPvssrq6uHDp0yG75vZMnT2ZZtV9ERG7M39+f4cOHExwcjIeHB15eXkyaNAmADRs24OzszKZNm6z2oaGheHp6Zrv2yODBg2ndujU+Pj40atSIKVOmcPLkSeszccCAAcyZMwc/Pz+qVavGv//9b/r372+tvnIvUAIvIiJyhwkPD7feT5gwAQAXF5csR50XLVrEhQsXKF++PIGBgfkW453gr7/+4qWXXmLWrFlWEu/h4UHv3r0BMAyD9u3bA2kV+tetW1dgsYqIZCU+Pv62X9euXbPOv3btGvHx8SQkJNxSv9kRHh6Om5sb27ZtY9q0aUyePJmIiAj8/f0JCgoiMDCQmJgYdu/ezbhx4wgLC8Pb2xuAkJAQihcvftNXxh8Arr+HRYsWUbVqVSpVqnTD+GJiYu7aui9ZUQIvIiJyBzlx4oRdhfVly5bZbWd0N635nh2lSpWiU6dOAMyePZs///wTgKeffpr77ruPmJgYfHx8qFGjBgBff/11gcUqIpKVf0pus3qtWLHCOn/FihUUL17c+r8wnY+PT5bnZke9evWYOHEi1atXp2/fvjRp0oT169cDMGXKFDw8PBg8eDB9+vQhMDCQJ5980jp3yJAh7Nq166avJk2a2F1v3rx5Vrzff/89ERERODs7Zxnb1q1b+fzzz3nuueeydW+FkRJ4ERGRO8j11dW/+OILhg0bhmmamdoWLVqUWrVq3TVrvmfHwIEDad68OTabjS+++AJI+7sMHDgQgI8//piOHTsCsH//fj7//PMCi1VEpDCqV6+e3ba3t7dVGNTZ2ZklS5awfPlyEhISePvtt+3aenh44Ovre9OXq6ur3Tl9+vRh586d/PTTT1SvXp0ePXqQmJiYKa59+/bRrVs3JkyYQLt27XL5ru9cjgUdgIiIiKSJi4tj9+7dAJQrV45ixYoRGRlJ8+bNMxWuA6hSpQpz5swhKSkpv0O9YxiGQe/evfnll19Yu3YtAwYMwMPDg0cffZRly5YRGRlJZGSk1X7x4sV07dq1ACMWEfk/cXFxt31OxtlWTz75JHFxcZmKl2ZchjSn0lf0SGcYhl1NkS1btgBw6dIlLl26hJubm3UsJCSEkJCQm/a/evVqWrVqZW27u7vj7u5O9erVad68OaVLl2bFihUEBARYbfbv30+bNm0YNGgQ48ePz9H9FTZK4EVERO4Qw4cPt963aNGCFStW4OTkxOOPP27XzjRNK6F3cHDINHpxr6lTpw61atXiwIEDfPXVVwwYMAAHBweCg4MpVqyY3XTTlJQUjh8/Ttu2bQswYhGRNBmT3exwdHTE0TFzSpfTfm/VsWPHGDFiBGFhYXz++ef07duX9evXWz8oDBkyhB49ety0jwoVKtz0uGmadj9U79u3jzZt2vDss88yderUnN9EIaMp9CIiIneAa9eu2Y0UX7hwAYB27dpRunRpu7avvfYa8+fPz1S06F5lGAY9e/YE0p5zT59q6evrS/ny5XnmmWfo3Lmz1X7atGkFEqeIyN0kNTWVwMBA2rdvT//+/Vm0aBF79+4lNDTUanM7U+iPHz/OG2+8wY4dOzhx4gRbt26lR48euLq6Wv+H79u3j0ceeYR27doxcuRIzp07x7lz56zPzHuBEngREZE7wPvvv2+9L1KkCD///DOQVpAto/379/PTTz+xbNkyzp07l68x3slatmyJt7c3V65cYc2aNXbHypYtS0BAAO7u7gCcP3/+nn7sQEQkN0ydOpWoqCgWLFgAgJeXFwsXLmT8+PHs2rXrtvsrWrQomzZtonPnzvj6+tKjRw/c3NzYsmULZcuWBdLqwly4cIGPP/4Yb29v63Uv1YExsiqKczcyDKMkEBMTE2O3fqyIiEhBiY2NZf369bi6uvL444+TnJwMpFUljouLo2nTplmOFm/dupVTp07xzDPP5HfId7Qvv/ySd955hwoVKhAeHk6RIkUAmDx5Mj/++COPPfYYK1euBOBf//oXmzdvLshwReQekpiYSGRkJFWrVqVo0aIFHY7kgRv9G1+5ciX9B2R30zSv5PQ6GoEXEREpYNu3b7eSdx8fH3x8fABumKA//PDDSt6z0KlTJ0qUKMHp06etokoAZcqUAbB7RCF9hoOIiEhhkmcJvGEYQw3DiDQMI9EwjB2GYbS6Sdt+hmGYWbyKZmjjaBjGlL/7TDAM47hhGBMMw9CPECIiUqhlrNA7atQo3nnnHebPn2+3Nu6JEye4dOlSQYRXaKTPZADslot74oknMAyDffv22bX/7LPP8jU+ERGRnMqT5NcwjJ7A28BUoCGwCVhtGEblm5x2BfDO+DJNM+OCf2OAIcAwoBYQDIwGXsz1GxAREckn58+ft4rROTo68uCDDwJQo0YNq9J8amoqU6ZMoW/fvuzYsaPAYi0MnnzySZycnNi7d6+VsFeoUIFmzZoBac9opgsODi6QGEVERLIrr0avRwIfmKa50DTNA6ZpBgEngedvco5pmua5jK/rjj8MfG2a5nemaUaZprkMWAs0ydyViIhI4TBlyhTrfalSpbh8+XKmNitWrODIkSMYhkHVqlXzM7xCp0yZMrRt25aGDRvaLa305JNPAmnPIqZXPD558iR//fVXgcQpIiKSHbm+DrxhGM5AY+DN6w6tBVrc5NTihmH8CRQBdgGvmqa5M8PxzcAQwzAeME3zsGEY9YGWQNAN4nABXDLsKnF7dyIiIpK3bDYbp06dsrYTExMJCAjglVde4aGHHgLSlpP78MMPAfjPf/6Dm5ubKqj/g2HDhlnJe/rfql69epQvX54zZ87w8MMPs3XrVgC6devGTz/9VGCxioiI3I5cT+ABT9KS8PPX7T8PeGVuDsBBoB+wBygJvAT8bBhGfdM0j/zd5i3AHThoGEbq39cYZ5rmpzfocywwMbs3ISIiktcyjr5Xq1aN48eP4+TkROXKla1p9e+++y4JCQnUrFmT1q1b3/Vrv+/fvx93d3cqVKiQo35SUlIy7evYsSMffvihXS2BjRs35ug6IiIi+SkvEvh0169PZ2SxL62haf4C/GI1NIyfgd9Je759+N+7ewL/BnoD+4AGwNuGYZwxTTM8i27fAGZm2C4BnMqinYiISIGYM2eO9d7X15fjx4/Tq1cvunfvDsDKlSvZtm0bjo6OhIeHU6tWrYIKNU/ExMSwdetWOnToYD3vv2HDBmbMmMHOnTvx8PDIUf/R0dGEhYUxZMgQypQpQ+PGjWncuDFVqlThscces9qtXLnSbltEROROlRcJ/EUglcyj7WXJPCqfJdM0bYZhbAeqZ9g9HXjTNM30krF7DMOoQtpIe6YE3jTNJMCaY5j+xUBERORO8Ouvv1pLx1WtWpV169YBaYXVSpQoQWxsrFVkbfTo0VYRtsLMNE3r8/jatWtUqFCB2NhY9uzZQ506dTBNk5MnT3L58mXWrl3LoEGDcnS9Dh06sHXrVkqUKMG4ceMoUaIEQ4cOxTRN2rdvz9q1a4G0KfdK4EVEpDDI9SJ2pmkmAzuAdtcdagdsyXxGZkbap3sD4GyG3cUA23VNU9Fa9iIiUgiNHj3ael+iRAlsNhvt27enTp06AEyYMIFTp05RrVo1xo8fX1Bh5opff/0VPz8/unbtau1zdHTk4YcfxtfXl+joaCDtx/YRI0awbt26HCfvkJaYN2/enIYNG9rtNwyD1atX4+7uDsCff/7J1atXc3w9ERGRvJZXU+hnAosNw/gN2AoMBioD8wEMw/h/wGnTNMf+vT2RtCn0R0h7Bn44aQn8Cxn6/BYYZxjGCdKm0Dckrdr9h3l0DyIiInnCZrNx8uRJa/vgwYMAjBw5EoAdO3ZY0+vnzZtHsWLF8j/IbNq9ezfff/89jzzyiDVrwM3NjY0bN+Lq6kpSUhIuLmk1Zr/66iurIny6li1b5losAQEB9O7dO9P+r776ijFjxtCyZUu+++47ALp27cr69etz7doiIiJ5IU9Gr03TXEpadfgJpFWUbw10Nk3zz7+bVCZtrfd0pYAFwAHSqtVXAFqbpvlrhjYvAsuAeX+3mwG8D7yaF/cgIiKSV9auXUtkZCRFihQhKCiI1NRUateuTfv27bl27RqDBw/GZrMREBBAhw4dCjrcG7LZbNaPD+nmzJnDyy+/zBdffGHtq127Nh988AF//PEHzs7O1v7rk/frJSQkcPr06WzHd6PH50zT5PDhw1YleoAffvgh29cREZHcs3XrVtq0aYObmxulSpXC398/ywKuSUlJNGjQAMMw2LVrVwFEWjDybPq5aZrzTNP0MU3TxTTNxqZpbsxwzN80zX4ZtkeYplnl77ZlTdPsYJrm1uv6izVNM+jvdq6mad5vmub4v6fsi4iIFBr9+vUD0hLJCRMmcOLECT766CMMw2Du3Ln8/vvvlCpVipkzZ968owKUmJhIhQoVqFWrFmfOnLH2d+nShW7dutG0aVNrn2EYDBgwAF9f31uuSbNx40YeeOABnn32WUwzyxq4t+zy5cu8+eabVpLetWtXKlWqZFeNHuDHH3/M0XVERCRntm7dSseOHWnfvj2//vor27dvZ9iwYTg4ZE5bg4ODKV++fAFEWbD0/LiIiEg+2rZtG+fPp9V0feihhyhdujTly5enadOmXLhwwXre/a233sLL60arr+avXbt20bdvX4KCgqx9RYsWpUKFChQrVowDBw5Y+5966im++uorevTokaNrVqpUiejoaA4fPmw9I59db775JmPHjrWW7XN0dGTo0KFAWv2BdKGhoTm6jojI3cbf35/hw4cTHByMh4cHXl5eTJo0CUhbNcTZ2ZlNmzZZ7UNDQ/H09OTs2bM36PHmRowYwfDhw3n55Zd58MEHqV69Ok8//bT16FW61atXs3btWmbMmJHteyuslMCLiIjko/79+1vv27RpY3fM09OT8PBwnn76aQYOHJjfoQFw/vx5PvvsM44ePWrti42NZfHixXz66ad2o+Fffvklly9fpm3btrkeR9WqVfn+++85fPgw5cqVy1Ffw4YNw9HRkR9//JHff/8dgIEDB+Li4kJsbCz+/v4AbNmyhWvXruU0dBGRWxYfH3/DV2Ji4i23vX6K+Y3aZUd4eDhubm5s27aNadOmMXnyZCIiIvD39ycoKIjAwEBiYmLYvXs348aNIywsDG/vtKelQ0JCKF68+E1f6T8AREdHs23bNsqWLUuLFi0oV64cfn5+bN682S6e8+fPM2jQIBYvXlyoasTkGtM074kXacXxzJiYGFNERKQg2Gw2s1ixYiZgvR5//HHTZrMVWEyxsbF220888YQJmG+88Ya1LykpyRw3bpy5bt06MzU1Nb9DzBW9e/c2AbN3797Wvn79+pmA2b17d9PNzc0EzHHjxhVglCJyt0pISDD3799vJiQk2O3P+Hlw/atz5852ba///Mj48vPzs2vr6emZZbvb5efnZ7Zs2dJuX9OmTc0xY8aYppn2+dCwYUOzR48e5oMPPmgOHDjQru3//vc/88iRIzd9Xb161TRN09y6dasJmB4eHuaHH35o/v7772ZQUJDp7OxsHj582DTNtM/Rjh07mq+//rppmqYZGRlpAubOnTtv+95y243+jWNiYtL//iXNXMhrNQIvIiKST7744gtrubLq1asDaaPuCQkJXLx4MV9juXLlCo0bN8bT05O4uDhr/6OPPkrDhg0pU6aMtc/Z2ZkpU6bQtm3bLJ9DzA/r16/PsojRrfrvf/8LwNKlSzlx4gSQNjIP8PXXX1sjU2+99VYOIxURubvUq1fPbtvb29t6tMnZ2ZklS5awfPlyEhISePvtt+3aenh44Ovre9NXekFTmy1txfDnnnuO/v3707BhQ2bNmkWNGjX48MO0hcfeeecdrly5wtixY/P6tu9YSuBFRETyyQsv/N/qqOlT1EeMGMEnn3xCzZo1WbZsWZ5c9+DBg4wfP55Zs2ZZ+0qWLMnly5dJSkrit99+s/YPHTqU33//PVfWYc8tgwYN4tFHH7WW1suORo0a0aZNG1JTU61+GjduzNixY/nkk0+sdteuXWPv3r05jllE5FbExcXd8LV8+XK7ttHR0Tdsu3r1aru2UVFRWbbLDicnJ7ttwzCsZBvSHj8CuHTpUqbioLczhT592n3t2rXt+qhVq5b1w+sPP/zAL7/8gouLC46Ojvj6+gLQpEkTnn322WzdX2GTV+vAi4iISAZRUVHWKHvRokVJTEykffv21KlTh+DgYP73v/8RFRWV4+ukpKSwfft2fH19KVu2LJCWwE+dOpVatWoxYsQIq+2nn35K5cqVrS9NcOOl1wpS69atCQ8Pz/bzm+lGjRrFDz/8wIIFC3j11Vdxd3cnJCQEgH/961/8/PPPAPTu3Zs//vgjx3GLiPwTNze3Am+bE8eOHWPEiBGEhYXx+eef07dvX9avX2/N1hoyZMg/FjWtUKECAD4+PpQvX55Dhw7ZHT98+DCdOnUC0pYqTS9ICnDmzBk6dOjA0qVLeeihh3Lz1u5YSuBFRETyweOPP269T05OWwE1PZn++uuv+eabb2jduvVt92uapl3S3aVLFyIiInj//fcZPHgwAH5+fvTp04c2bdrYtS8sX3b69OlDq1at8PHxyVE/HTt2pHbt2uzfv5+wsDBGjRplHfvxxx8pU6YMsbGxGoEXEbkFqampBAYG0r59e/r370+nTp2oW7cuoaGhjB49GkibQu/h4XFL/RmGwejRo5k4cSL169enQYMGhIeHc/DgQWuGWuXKle3OKV68OAD3338/FStWzMW7u3NpCr2IiEg+2L9/v/XeZrNRu3ZtOnToAKRNT+zevTv33XffbfX52muvUa1aNbvK6S1atKBMmTJ2o9WlS5dmyZIlDBgw4I4cYf8nDg4OOU7eIe3LYfqz8LNnzyYlJQVIq2g8ZswYayaCaZq88847Ob6eiMjdbOrUqURFRbFgwQIAvLy8WLhwIePHj2fXrl3Z6jMoKIixY8cyYsQI6tevz/r164mIiOD+++/PzdALNcPMsBzM3cwwjJJATExMDCVLlizocERE5B6yZs0aOnbsCKQV/ElOTiYsLIxnn30WBwcHihQpctt9HjlyhJo1a2Kz2di2bRvNmjUDICEhARcXlwIrNpfXTp06xXfffcdzzz2XrfOTkpKoUqUK58+fZ8mSJfTp04czZ85QpUoVux9CnJ2dSUpKyq2wReQel5iYSGRkJFWrVqVo0aIFHY7kgRv9G1+5cgV3d3cAd9M0r+T0Onfnp7uIiMgdJH0qO8DevXtZtGgRffr0ITw8nPvvv5+wsLDb7rN69eocPnyYmTNn0qhRI2u/q6vrXZu8X7x4kZo1azJkyBC2b9+erT5cXFx48cUXAZgxYwamaVK+fHm6d+9u1y45OTnTGswiIiIF7e78hBcREblDJCcnW9Vz3dzcqF69Ov369cPV1ZUFCxbw559/EhMTk62+77//fkaMGIGj471R0sbT05Onn36ali1b4uzsnO1+hgwZQrFixdi1axc//PAD8H9LymUUHByc7WuIiIjkBSXwIiIieSjjyG7Pnj2t9zt37mT79u04OTnd9tI3Oa3GXpjNmzePjRs3Ur9+/Wz3UaZMGQYMGEDFihWtH0/+9a9/Zepz0aJFOYpVREQktymBFxERyUPff/+99X7FihVWJd30oj9PPfXUbRWvO3DgAN7e3gQHB3Ov1LHJqFixYrlSiG/KlCkcP36cp556CkgrcJc+tT59zeO4uDjOnTuX42uJiIjkFiXwIiIieeTEiRN2hdEuX74MpCWGH3/8McBtF2P7+OOPiY2N5ejRo4WyonxuSUlJYe7cuXz66afZOt/d3d1K1NMFBARQunRpqzo9QLt27XIUp4iISG66Nx6aExERKQDpo7vpSpcuTdeuXVm8eDGxsbH4+vri7+9/W32+/vrrtGjRItNauPeajz76iGHDhuHt7c3jjz+Om5tbtvq5du0ay5Ytw8/PD29vb0aOHMnhw4dZvHgxgNaEFxGRO4pG4EVERPLIjh077LZ79+6Ni4uLNX1+8ODBtz2KbhgGnTt3pk6dOrkWZ2HUt29fmjdvzvjx43NU0C4gIICAgADeffddAMaPH8/cuXPt2uzbty9HsYqIiOQWJfAiIiJ54JNPPsm0r1+/fnbF6/r163fL/cXFxZGampqLERZuLi4ubNny/9m787Cqqu6B49/DKIqCBAJpAirOkuSQZipaIs6ZQ4qBmhNlGagN5piJlbOlOaA5oZna61iWhlHOU2KKpkaC+ioqoiAg0+X8/uDl/LgyCMjM+jzPfTrDPueuiz1w19l7r32Ed/Uf5PYAACAASURBVN55J8tQ+Pzw9PTExsYGa2tr7VjVqlX1huaPHDnyqWIVQgghCosk8EIIIUQR2L9/v95+kyZNaNGiRYGL102dOpVGjRqxd+/eQo2zLCuMGgC9e/cmIiICPz8/7VhqairVq1fXluf7888/n/p9hBBCiMIgCbwQQghRyFRV5bfffgPQhncPGzaM+Ph4rXjd6NGj83y/lJQUfvjhB65cuYKhoWHhB1zGHT16lE6dOnH58uV8X2toaIiZmZnesbi4OHr37q0VIExOTuarr74qlFiFEEKIpyEJvBBCCFHIgoODiYiIAGD8+PF4eXkxZMgQvv/+e614XadOnfJ8P2NjYy5cuMCaNWukKno2/P39CQ4OZvr06QW+R1paGrt37yY4OBhLS0t69eqld37atGlPG6YQQognWLlyJW5ublSrVg1FUXjw4IHe+fDwcEaMGIGTkxNmZmbUrVuX6dOnk5ycrNful19+oU2bNlStWhUbGxv69evH1atXi/OjFBlJ4IUQQohCNmDAAG170qRJrF+/Hnt7e1asWAEUrHidubk5w4YNq9BLx+Xkyy+/ZMSIEcybN6/A91i0aBG9e/fmo48+QlVV3nzzTb3zsbGxqKr6tKEKIYTIRUJCAh4eHnzyySfZnv/7779JS0tjxYoVhIaGsnDhQpYvX67X/t9//6VPnz507tyZkJAQfvnlF6KiorKsDFNWKRXlj5GiKNWAmJiYGKpVq1bS4QghhCin4uPjMTc3B6BOnTqEhYUBoNPpmDNnDuvWrePgwYN5nv8eHR2NlZVVkcUr0t2+fRsHBweSkpI4ePAgrVq1wt7envv372ttfv31V1555ZUSjFIIUVYlJiZy9epVnJycqFSpUkmHk2dubm64uLhQqVIlVq1ahYmJCT4+PsyYMYPg4GDc3d0JCgqiffv2AMyfP5/PP/+cc+fOYW9vX+D3DQ4OplOnTty/fx9LS8tc286dO5dly5bx77//ArBt2zYGDx5MUlISBgbp/dW7d++mT58+JCUlPVXh09zk9G8cGxuLhYUFgIWqqrFP+z7SAy+EEEIUoszDuFNSUjh37hyQPtd60qRJXLx4Mc/Je1xcHA0aNKBXr15ERUUVSbzlUUpKSr6vsbW1xdvbG0j/AmpqasrAgQMBtAcyO3bsKLwghRCC9Ie+8fHxeiN8kpOTiY+PJykpKdu2aWlp2rGUlBTi4+NJTEzMU9uCWLduHVWqVOH48ePMmTOHmTNnsn//ftzc3PD19cXLy4uYmBjOnj3L5MmTCQgI0JL32bNnY25unuvr4MGDBYorQ0xMjN6D7pYtW2JoaMiaNWvQ6XTExMSwYcMG3N3diyx5L06SwAshhBCFaNu2bdr29evXWb58ud75/AyBDw4OJjo6mr///pvq1asXWozl1YMHD3j//fdp0aKFVoAuP8aPHw/Azp07uXz5sjaMPuNL9NKlS7PMsxRCiKeRkcRmfkg7d+5czM3Neffdd/Xa1qhRA3Nzc65du6YdW7p0Kebm5owYMUKvraOjI+bm5ly8eFE7tnbt2gLF6OLiwvTp03F2dsbb25uWLVsSFBQEwKxZs7CysmL06NEMGTIELy8v+vbtq13r4+NDSEhIrq+WLVsWKC6AsLAwvv76a3x8fLRjjo6O7Nu3j08++QRTU1MsLS25ceMGmzdvLvD7lCaSwAshhBCFJDo6WitelzFsb9iwYfz88898//33+U7+evbsycWLF1m9erVUn88DRVHYtGkT586d46effsr39Q0bNqRnz56oqsrChQt56aWXcHR0zBj6iKqqDB06tLDDFkKIUs3FxUVv397enjt37gDpK60EBgbyww8/8OjRIxYtWqTX1srKinr16uX6enwlkLy6efMmHh4eDBgwgJEjR2rHIyMjGTlyJEOHDuXkyZP8/vvvmJiY0L9//3JRy0QSeCGEEKKQZO51SEtLo3HjxrRs2ZJp06YxaNAgli5dmu971q9fnw4dOhRmmOWWhYUF33zzDfv376d3794FusfEiROB9J6qe/fucezYMebOnaud37lzZ6HEKoQQkD5VKi4uDmtra+3YBx98QFxcHEuWLNFre+fOHeLi4qhdu7Z2bOzYscTFxbF69Wq9tuHh4cTFxdGoUSPt2LBhwwoU4+PDzhVF0Ruaf+TIESD9IXZ0dLRe26IaQn/z5k06depE27ZtWblypd65pUuXUq1aNebMmYOrqysdOnQgMDCQoKAgjh8/nu/3Km2MSjoAIYQQorz4448/9PaHDRuGTqfDw8ODqKioLJXNc5KSksLDhw+leF0BZF4BoCA6dOhAixYtOH36NMuWLWPatGn079+fCRMmEB0dzaNHj4iPj6dKlSqFFLEQoiLL7neJiYkJJiYmeWprbGyc7bzunNoWtrCwMPz8/AgICGDLli14e3sTFBSkjULz8fHR6onkpGbNmvl6z//+97906tSJFi1asGbNGu29MiQkJGQZtZaxn/nBQ1klPfBCCCFEIQgJCdHbNzAw4M0338TIyIiZM2cSFhaW5+J1mzZtwsHBgTlz5hRFqBXGo0ePsqwh/CSKomi98EuWLOHRo0dZeoiGDx9eqHEKIURZpNPp8PLywt3dneHDh7NmzRrOnz/P/PnztTb5HUIfGRlJSEgI//zzDwDnzp0jJCRE69m/efMmbm5uPPfcc8ybN4+7d+8SGRlJZGSkdo8ePXpw8uRJZs6cyZUrV/jzzz8ZPnw4Dg4OuLq6FtNPp+hIAi+EEEIUgjFjxujte3h46C2hk5/idbt37yYuLq7QYquI9u7dS4MGDZg0aVK+r+3fvz+1a9fm7t27BAYG8ssvv9CmTRvt/H/+85/CDFUIIcokf39/wsPDtSHsdnZ2rFq1iilTpmR5qJ1Xy5cvx9XVlVGjRgHpo6JcXV3ZtWsXAPv27eOff/7hwIED1KpVC3t7e+2VoXPnzmzatIkdO3bg6uqKh4cHpqam/PzzzwWeb1+ayDrwQgghRCEwNDQkLS0NQ0NDLC0tWbZsGZaWliQmJtKtWzeMjPI+a01VVfbs2YObmxtVq1YtwqjLrz/++IOOHTvi5OREaGhovr+0LVy4kPHjx9OgQQOCgoKoXbu23tDLO3fu5HlEhRBClNV14EXeyTrwQgghRBnxww8/aMmdl5cXt27d4rXXXmPy5Mn07t0738XrFEWhV69ekrw/hQ4dOrB169YCJe8AI0eOxMLCgkuXLvHnn3/y6quv6p3v169fYYUqhBBC5Jkk8EIIIcRTylzZd8GCBRgbG3P+/HlOnjyJsbExgwcPztN9bt26hU6nK6IoK57+/fsXeLhk1apVGT16NMbGxly6dClLAcITJ04URohCCCFEvkgCL4QQQjylzPPVM3rNAwICgPSl5WrUqPHEe6iqSt++fWnatCmnTp0qmkArsKNHj+Z7/d8PPviAiIgIJk6cSN++ffUeBiQlJWVZLkkIIYQoapLACyGEEE/h8fVne/ToQVxcHIGBgQCMHj06T/e5du0aly5dIjw8nOeee67Q46yoVFWlf//+vPTSS/kuPmdjY6MVRjI3N6dv37565/P6byuEEEIUFknghRBCiKfw8ccf6+2/+uqrfP/99zx8+JB69erRqVOnPN3HwcGBiIgIdu3aha2tbVGEWiEpikKTJk0wNjYmLCyswPf566+/8PDw0Dsm1eiFEEIUN0nghRBCiAJSVZX79+9r+xlrv2f0yo8aNQoDg7z/qa1WrRpdunQp9DgruokTJ3Lx4kU+/PDDAl0/ZcoUnn/+eU6dOsXs2bMxMTEB0v/9M689LIQQQhQ1SeCFEEKIApowYYLevoeHB7dv3+bEiRMYGxvrFbfLTXh4eOEHJzRVq1albt26Bb6+Q4cOGBgYEBcXx6RJk/QK2vn6+hZGiEIIIUSeSAIvhBBCFNCqVav09ocNG6b1vue1eN2ZM2eoU6cO/fr1kwr0xeC///0vO3bsyNc1Xbp04erVq6xevRpIXyPe0NAQgJ07dxZ6jEIIIUROJIEXQgghCkBVVW3tdwBLS0s6d+6sFa8bM2ZMnu7z+++/A2BqaqolhaJoXLx4EWdnZzw9Pbl582aer1MUhdq1a2v7x44dw8LCAoDExESpRi+EEKLYGJV0AEIIIURZdPjwYeLj4zEwMCAtLQ1PT0927NihFa9zc3PL0318fX3x8PDQ5lWLotOwYUNcXV1RFIXY2FieffbZfN/j8uXLbN26VS9p7969O8eOHSvMUIUQQohsSQ+8EEIIUQAZBdGMjY05dOgQfn5+BS5e17BhQ+rUqVMkcYr/pygKe/bs4eDBgzRs2DDf12/ZsoWGDRvy119/6R0/efJkYYUohBAVVnR0NO+99x4NGjSgcuXK1K5dm3HjxhETE6PXTlGULK/ly5frtVFVlXnz5lG/fn1MTU157rnnmD17dnF+nCIjPfBCCCFEPqWmpnL06FEA6tatS7t27bh27RpnzpzJc/G6u3fvYmxsjKWlZRFHKzKrXr16ga9t06YNqqpy8uRJXnjhBf78808A0tLSiIuLw9zcvLDCFEKICufmzZvcvHmTefPm0bhxYyIiIvDx8eHmzZts27ZNr+2aNWv0lvbMmNaU4f3332ffvn3MmzePZs2aERMTQ1RUVLF8jqImPfBCCCFEPo0ePVrb/uqrrwCoXbs2N27cYOvWrXkqXjd16lQcHBxYv359kcUpcpaSksI333zDoUOH8nxN7dq1ad++Paqq6s2JB1i6dGlhhyiEECXOzc2NcePG8eGHH2JlZYWdnR0zZswAIDg4GBMTEw4ePKi1nz9/PtbW1ty6dSvf79W0aVN++OEHevXqRd26dencuTP+/v7s3r2b1NRUvbaWlpbY2dlpLzMzM+3cxYsXWbZsGTt37qR37944OTnRvHlzXn311YL9EEoZSeCFEEKIfDpw4IC2vXTpUlRVBaBGjRr06dPnidfrdDpOnTpFbGwsTk5ORRanyNlnn33G2LFj8fPz0ytG+CSenp4A/PPPPxgZ/f9ARpkDL4QoiPj4+Hy/MiezqampxMfH8+jRozzdtyDWrVtHlSpVOH78OHPmzGHmzJns378fNzc3fH198fLyIiYmhrNnzzJ58mQCAgKwt7cHYPbs2Zibm+f6yvwA4HExMTFUq1ZN7/ctwLvvvou1tTWtWrVi+fLler/Hd+/eTZ06ddizZw9OTk44OjoycuTIclNwVMn40lHeKYpSDYjJ+J9ACCGEKAidToeJiYn2ZaFbt25s27aNypUr5+s+aWlp/PHHH3kudicK1+3bt2nXrh3jx49nzJgxeV4BICoqCnt7e1JTU3FzcyM4OFg7d/fuXaytrYsoYiFEWZaYmMjVq1dxcnKiUqVK2nFFUfJ9ry1btjBgwAAAtm7dysCBA+nYsaPe7yMbG5tsh4znN/dzc3NDp9PpJdmtW7emc+fOfPHFFyQnJ9OmTRucnZ0JDQ2lbdu2BAQEaG2jo6OfmDjXrFlTrwc9w71793jhhRfw8vJi1qxZ2vFZs2bxyiuvYGZmRlBQENOmTWPSpElMmTIFAB8fH9auXUvz5s2ZO3cuOp0OPz8/qlevrvcAvrDl9G8cGxubMcTfQlXV2Kd9H5kDL4QQQuTD3Llz9Z70Dx8+nM6dO1OpUiWWLl1KkyZN8nQfAwMDSd5LkK2tLZcuXcr30n3W1tZ4eHiwZ88eqlevjrOzM1euXAHgjTfeICgoqCjCFUKIEuPi4qK3b29vz507dwAwMTEhMDAQFxcXHBwcWLRokV5bKysrrKys8v2esbGx9OjRg8aNGzN9+nS9cxmJOkDz5s0BmDlzpnY8LS2NpKQk1q9fT/369QFYvXo1LVq04NKlSzRo0CDf8ZQmksALIYQQ+TBz5kxtu1q1ajRr1oyTJ09iaGiIjY3NE6+/ePEiDRo0yFeVelE08pu8Z/D09GTPnj2EhITw66+/UrduXYB8zacXQgiAuLi4fF9jamqqbfft25e4uLgsf1PCw8OfNjSNsbGx3r6iKHoPso8cOQL8f297lSpVtHOzZ89+YvX3vXv30r59e23/4cOHeHh4YG5uzvbt27O8/+PatGlDbGwst2/fxtbWFnt7e4yMjLTkHaBRo0YAXLt2TRJ4IYQQoqJITEzUm2f4+uuv07BhQyIiIjhy5MgTi9c9ePCANm3aUKtWLfbt20fNmjWLOmSRB8eOHWP27NmsX78+T6sC9O7dm8qVK3P16lXu3r2Lg4MDERERJCcnEx8fr/flVQghcvO0vy+MjIyyzA8vjPvmVVhYGH5+fgQEBLBlyxa8vb0JCgrSHij4+PgwcODAXO+R+W9hbGwsXbt2xdTUlF27dukNRc/JmTNnqFSpkvb7u127dqSmphIWFqY9YL18+TIADg4OBfqcpYkk8EIIIUQe+fr66u2/8cYbANSqVeuJX1AAQkJCtDVrMwr8iJKVlpbGiBEjuHDhAnPmzMnTOsFVqlThtddeY9OmTWzcuJE9e/bQrFkzAEaNGsWmTZuKOmwhhChxOp0OLy8v3N3dGT58ON26daNZs2bMnz+fDz74AMjfEPqHDx/i7u5OQkICgYGBxMbGEhubPmXcxsYGQ0NDdu/eTWRkJG3btsXMzIzffvuNyZMnM3r0aG1kwquvvsoLL7zAW2+9xaJFi0hLS2Ps2LF06dJFr1e+rJLxe0IIIUQebd68Wdu2sLDg5Zdfztf1bm5uREREsHnzZhlCX0oYGBjw5Zdf8tZbb/HOO+/k+bohQ4YA6f9PZF554PG1ioUQorzy9/cnPDyclStXAmBnZ8eqVauYMmUKISEh+b7f6dOnOX78OOfOnaNevXrY29trr+vXrwPpw/m/+eYb2rZti4uLC4sXL2bmzJnMnz9fu4+BgQG7d+/G2tqaDh060KNHDxo1aqT3N7wskyr0QgghRB6kpqZq8/AsLS0ZP348e/fupVq1aixevLjMz6kT+ZOSkoK9vT337t2jf//+eon7o0eP8jTsUwhRceRUoVyUH8VVhV4e/wshhBB5MHbsWG1748aN9O7dm6NHj3LgwAGqV6+e67WJiYlcvHixqEMUhSQv68IbGxtr0yaSkpL0znl7exdJXEIIIYQk8EIIIUQerF69Wtvu1q2bNmTwtddee2LxujVr1tCkSRPGjRtXpDGKp3Pv3j18fX3p27dvntoPHTqUUaNG8eGHH1KvXj3t+M8//1xUIQohhKjgJIEXQgghnkCn06HT6YD0ir/R0dEEBgYCMGbMmCde//fff6OqKs7OzkUap3g6Dx484JtvvmHXrl2cOnXqie1ffPFFVq5cycsvv6zNiYf0Qkx56cUXQggh8ksSeCGEEOIJ3n//fW07NTWVefPmERsbS926denUqdMTr1+8eDHnz59n5MiRRRmmeEp169Zlzpw57Nu3j5YtW+br2v79++vtf/HFF4UZmhBCCAFIAi+EEEI8Uebh83Z2dhw4cABIXzIsr9XkmzRpgpmZWZHEJwqPr68vXbp0yXN7VVU5duwYK1as0BtGP3PmzKIITwghRAUnCbwQQgiRC51OR2JiorbfpUsXTpw4gZGREcOGDcv12gsXLhATE1PEEYqikpiYmKVA3eMURWH06NEsWbKEgQMHoigKkLWwnRBCCFEYJIEXQgghcjF69Gi9/YSEBAD69u2Lra1tjtepqoqnpycODg5aj70oO7Zv3079+vVZsmTJE9uOHDmSIUOG0KtXLzp37qwd37RpU1GGKIQQogKSBF4IIYTIxdatW7VtR0dH9u3bB2RN7B8XGRlJcnIyOp2O5s2bF2mMovA9ePCA69evs379+icWpBs3bhyBgYG0adOGnTt3asc/+eSTog5TCCFEBWNU0gEIIYQQpZWqqnrJW+PGjfnpp5+oU6eOXk9rduzt7Tl//jwXLlzAysqqqEMVhczb25vk5GS8vb3zXOcA4Ny5c5iYmJCcnMyNGzeKMEIhhBAVkfTACyGEEDk4fvw48fHx2v61a9eA9N73vCR1BgYGNG3atMjiE0XH0NCQMWPG5LnwoKqq/PXXX2zZsoXk5GQgvX7Chg0bijJMIYQoV9zc3FAURe81aNAgvTb+/v689NJLVK5cGUtLyyz3OHv2LIMHD+a5557DzMyMRo0asXjx4uL6CEVOEnghhBAiBxMnTgSgcuXK7Nixg/Pnz+epeN0ff/wh64CXMxcuXMj1/P3792nRogULFy7Ezs5OO/7BBx8UdWhCCFGujBo1ilu3bmmvFStW6J1PTk5mwIABvP3229lef/r0aWxsbAgMDCQ0NJTJkyczadKkPNU0KQskgRdCCCGyoaoqhw8fBqBWrVo0aNAAT09PBg0alGvxuqNHj9KxY0datWpFampqcYUrikhKSgo9evSgadOmnDlzJsd2VlZWuLu7A+m1EjLcu3evqEMUQogi4+bmxrhx4/jwww+xsrLCzs6OGTNmABAcHIyJiQkHDx7U2s+fPx9ra2tu3bpV4PesXLkydnZ22svCwkLv/Keffoqfnx/NmjXL9vq33nqLr776io4dO1KnTh3efPNNhg8fzn/+858Cx1SaFFkCryjKO4qiXFUUJVFRlNOKorTPpe0wRVHUbF6VHmtXU1GUQEVR7imKkqAoSoiiKC2K6jMIIYSouDIPtxszZgwNGzZk48aNrF+/PtfrwsLCqFq1Kq6urhgZSamZss7Y2BhLS0sMDQ05ceJErm2HDBkCoDf3PTU1VZt6IYQQZdG6deuoUqUKx48fZ86cOcycOZP9+/fj5uaGr68vXl5exMTEcPbsWSZPnkxAQAD29vYAzJ49G3Nz81xfmR8AAGzcuBFra2uaNGnCxIkTefjw4VN/hpiYmHJTj0ZRVbXwb6oobwAbgHeAw8AYYCTQWFXVLH/FFEUZBiwGGmQ+rqpqZKY21YEzwG/AMuAOUBcIV1U1LA8xVQNiYmJiqFatWsE+mBBCiAqjXbt2HDlyBEhP4JcvX57nax88eEBSUlKuPfWi7Lhx4waJiYnUq1cv13ZxcXHY2tqSkJBAjRo1uHPnDgDLli3Dx8enOEIVQpRSiYmJXL16FScnJypV+v8+ysx1VvLK1NRUe0CcmppKUlISBgYGejU7crpvlSpV8vVebm5u6HQ6vSS7devWdO7cmS+++ILk5GTatGmDs7MzoaGhtG3bloCAAK1tdHQ00dHRub5HzZo1tdgDAgJwcnLCzs6O8+fPM2nSJOrVq8f+/fuzXLd27Vp8fX158OBBrvfPGBn3448/0qVLl/x8/HzJ6d84NjY2YxSBhaqqsU/7PkXVNTAeWK2q6qr/7fsqitIVeBuYlMM1auaEPRsfAddVVR2e6Vj4U0cqhBBCZOPs2bPadkREBKGhoTRp0iRP12ZXVEeUXbVq1cpTO3Nzc/r06cN3331HzZo1tQR+/PjxksALIbJlbm6e72u2bNnCgAEDANi+fTsDBw6kY8eOBAcHa20cHR2JiorKcm1BOm9dXFz09u3t7bXfbyYmJgQGBuLi4oKDgwOLFi3Sa2tlZZWvnu9Ro0Zp202bNsXZ2ZmWLVvy559/8sILL+Q79tDQUPr06cO0adOKNHkvToU+hF5RFBOgBbDvsVP7gJdyudRcUZQIRVFuKIqyR1EU18fO9wZOKYqyVVGUO4qinFEUZVR2N/pfHKaKolTLeAFVC/J5hBBCVDwnT57U6734+eefad68ea69CBEREVy6dKk4whMl6ObNm1pthOx4enoCEB4erj3IefToEVevXi2W+IQQorAZGxvr7SuKoleoNWO0Wna97QUZQp/ZCy+8gLGxMVeuXMl33BcuXKBz586MGjWKKVOm5Pv60qooeuCtAUPg9mPHbwN2WZsD8DcwDDgHVAPeBw4rivK8qqoZ/1p1SO/BXwDMBloDXymKkqSqanYTEicB05/icwghhKigXn/9dW27YcOGNG7cGFNT01x7EaZNm8aGDRuYO3cuEyZMKI4wRTE7dOgQ7u7uPPPMM1y+fDnbJea6du3KM888w71795gyZQqzZs0CYNiwYfz+++/FHbIQopSLi4vL9zWmpqbadt++fYmLi8uytGl4ePjThpYnYWFh+Pn5ERAQwJYtW/D29iYoKEiLx8fHh4EDB+Z6j5o1a+Z4LjQ0lJSUFG1OfV6FhobSuXNnhg4dir+/f76uLe2KsrrO4+MzlGyOpTdU1WPAMa2hohwG/gTeA8b977ABcEpV1U/+t39GUZQmpCf12SXwn5Oe7GeoCtzIpp0QQgihJ3MRshEjRjBx4sRcl4VLS0sjPj4eVVXp0KFDcYQoSkDLli2xsbGhVq1a3L17l9q1a2dpY2xszIABA1i+fDnXrl3DwMCAtLQ0jh07ls0dhRAVXX7npD/OyMgo24KpT3vfvNDpdHh5eeHu7s7w4cPp1q0bzZo1Y/78+doSmvkZQh8WFsbGjRvp3r071tbWXLhwgQkTJuDq6kq7du20dteuXSM6Oppr166h0+kICQkBoF69epibmxMaGkqnTp1wd3dn/PjxREamz9I2NDTExsamkH8Kxa8oqtBHATqy9rbXIGuvfLZUVU0DTgLOmQ7fAh5fhPUikPWvZ/o9klRVjc14AU9fvlAIIUS599tvv+ntZ/QcPN67kZmBgQHbtm0jLCyMVq1aFWl8ouRUqlSJI0eOcOjQoWyT9wwZw+i3b99OmzZtgPR1iwtSrEoIIUorf39/wsPDWblyJQB2dnasWrWKKVOmaEl1fpiYmBAUFETXrl1p0KAB48aNw93dnV9//RVDQ0Ot3bRp03B1dWX69OnExcXh6uqKq6srp06dAmDr1q3cvXuXjRs3Ym9vr73Ky9/noqpCfxw4rarqO5mOXQB2qqqaUxG7zNcrwAngnKqqb/3v2CbgOVVV22dqtxB4UVXV3ObWZ7SVKvRCCCGeqFmzZpw/fx5IL14WFBRE/fr1SzgqUZakpaXh6OjI9evXqVq1qrYEkoeHB3v37i3h6IQQF8DuvgAAIABJREFUJSGnCuWi/CiuKvRFtQ78AmCkoihvKYrS6H+Jdm1gOYCiKOsVRfk8o7GiKNMVRemqKEodRVGaA6uB5hnt/2ch0EZRlE8URamnKIonMBpYWkSfQQghRAV04UL6YC9jY2Nu3LhBw4YNteF32Tlw4EChrFErypaUlBSWL1/Ov//+m+WcgYGB1gufebjmL7/8UmzxCSGEKJ+KJIFXVfV7wBeYBoQAHYDuqqpG/K9JbSBzJQJLYCXpQ+L3ATWBDqqqnsh0z5NAX2AwcB6YCviqqrqxKD6DEEKIiic0NFSb6968eXMAOnTogJ1d9jVY7969S69evXBwcJAq4xXMO++8w9tvv83kyZOzPZ+RwF+7dk07pqoqOp2uWOITQghRPhVVDzyqqn6jqqqjqqqmqqq2UFX1j0zn3FRVHZZp309VVYf/ta2hqmpXVVWPZnPPPaqqNlNVtZKqqo1UVQ0oqviFEEJUPB4eHtp2QkICAEOGDMmx/fXr13nuueeoU6cOjo6ORR2eKEXGjh2Lra0t7dq1y3Zd5WbNmvH5559z+PBhvYrRX375ZXGGKYQQopwpkjnwpZHMgRdCCPEk6SVY/p+xsTGRkZG5VtDV6XTcvn2bZ599tqjDE6VMUlKSXnKekzFjxmhFnmrUqMHt23mq6SuEKEdkDnz5V9bnwAshhBBlyt27d7Mc6969+xOXvzE0NJTkvYLKS/IO0L9/f237zp07RRWOEEKICkASeCGEEAIYMGCAtp2xXE1Ow+fj4+P58ccfsx06LSqeEydOMGLECFJTU7OcO378OBs2bNBbp3nRokXFGZ4QQohyRBJ4IYQQAjh06JC2rdPpqFq1Kj179sy27YoVK+jZsyf9+vUrrvBEKZWQkED37t359ttvWbt2bZbzp06dYsOGDTg5OWnHpkyZUowRCiGEKE+MntxECCGEKN9iY2OzVAd//fXXMTMzy7a9TqfD3Nyc7t27F0d4ohSrXLkyU6dOJSQkhK5du2Y5P3DgQEJDQ/H09KRDhw6oqkp8fHwJRCqEEKI8kCJ2QgghKrzBgwezefNmvWO//PIL7u7uOV4THR2Nubk5JiYmRR2eKCcyF7O7cOECjRo1KuGIhBDFRYrYlX9SxE4IIYQoJtevX9fbt7W1pXPnzrleY2VlJcm7yJcePXpo21OnTi3BSIQQQpRVksALIYSo0FRV5dy5c3rH3njjDb2iYxkOHz7MlStXiis0Ucbcu3eP8ePHM3HixCznjh49yvLly7X97du3F2doQghRJqxcuRI3NzeqVauGoig8ePAgS5v79+/j5eWFhYUFFhYWeHl56bULDg6mT58+2NvbU6VKFZo3b87GjRtzfM/NmzejKAqvvfZakXymwiYJvBBCiAptzZo1xMamj2jLGPKWXfV5nU7HiBEjaNiwITt37izWGEXZcPbsWRYuXMjixYuzjOpYvHgxe/fu1fbT0tJkPXghhHhMQkICHh4efPLJJzm28fT0JCQkhJ9//pmff/6ZkJAQvLy8tPNHjhzBxcWFH374gb/++ou33noLb29vdu/eneVeERERTJw4kfbt2xfJ5ykKksALIYSo0CZMmACkLx3366+/MnnyZFq1apWl3YMHD3B2dsbS0pJOnToVd5iiDOjcuTN+fn78+OOPPPfcc3rnPD09ATAw+P+vXrl9QRVCiNLAzc2NcePG8eGHH2JlZYWdnR0zZswA0nu6TUxMOHjwoNZ+/vz5WFtbc+vWrQK9n6+vLx9//DFt2rTJ9vzFixf5+eefWbVqFW3btqVt27YEBASwZ88eLl26BKT/bv3ss8946aWXqFu3LuPGjcPDwyPLyCedTseQIUP49NNPqVOnToHiLQlShV4IIUSFlZaWpg27s7S0pF27drRr1y7bts888wy7d+8mKipKiqGKHC1YsCDb4x4eHlSvXp379+9rx06ePFlcYQkhSqncVqUwNDTUK4aWW1sDAwO9lVNyalulSpV8x7hu3TrGjx/P8ePHOXr0KMOGDaNdu3Z06dIFX19fvLy8OHv2LOHh4UyePJnvvvsOe3t7AGbPns3s2bNzvf/evXvz3AN+9OhRLCwsePHFF7Vjbdq0wcLCgiNHjtCgQYNsr4uJiclSOHTmzJnY2NgwYsQIvYcQpZ0k8EIIISqs3377Tdt+/vnn83SNtbV1UYUjypmkpCRMTExQFAUTExP69+9PQEAABgYGpKWlce3aNdLS0vR65YUQFYu5uXmO57p3786PP/6o7deoUYOEhIRs23bs2JHg4GBt39HRkaioqCztCrICmYuLC9OnTwfA2dmZJUuWEBQURJcuXZg1axa//voro0ePJjQ0FC8vL/r27atd6+Pjw8CBA3O9f82aNfMcS2RkJDVq1MhyvEaNGkRGRmZ7zbZt2zh58iQrVqzQjh0+fJjVq1cTEhKS5/cuLeQvhhBCiArrs88+07YNDAw4c+ZMljaqqrJhwwbi4uKKMzRRxm3ZsoUGDRrozbnMqK2QkbDHxMQwa9asEolPCCHyysXFRW/f3t6eO3fuAGBiYkJgYCA//PADjx49YtGiRXptraysqFevXq6vzCMH8kJRlCzHVFXN9nhwcDDDhg0jICCAJk2aAPDw4UPefPNNAgICyuRDeemBF0IIUWFlHjL366+/EhwcjKurq16b3377DW9vb2rVqsU///yDqalpcYcpyqCQkBAiIiL46quv6N27NwDt27enZs2a/Pe//9XazZ49m2nTppVUmEKIEpbbw2FDQ0O9/YykOTuPj+QJDw9/qrgyMzY21ttXFIW0tDRt/8iRIwBER0cTHR2tN0y/sIfQ29nZZVsA9O7du9ja2uod+/333+nVqxcLFizA29tbOx4WFkZ4eDi9evXSjmV8HiMjIy5dukTdunXzFE9JkAReCCFEhbRmzRrtD3adOnXo0KEDgwYNytIuOTmZevXq0bVrV0neRZ599NFHVK9enbFjx2rHDAwMGDx4MPPmzdOG0SclJZVglEKIkpafOelF1fZphIWF4efnR0BAAFu2bMHb25ugoCDtgUJhD6Fv27YtMTExnDhxgtatWwNw/PhxYmJieOmll7R2wcHB9OzZky+//JLRo0fr3aNhw4ZZlo+dMmUKDx8+ZPHixVmKkJY2ksALIYSokDInVrNnz+aNN97Itp2HhwcXL17k0aNHxRWaKAcsLCz44IMPshwfMmQI8+bN05uHGhAQwKhRo4ozPCGEeGo6nQ4vLy/c3d0ZPnw43bp1o1mzZsyfP1/7/WdlZYWVlVWe7xkZGUlkZCT//PMPAOfOnaNq1arUrl0bKysrGjVqhIeHB6NGjdLmtI8ePZqePXtqBeyCg4Pp0aMH77//Pv369dPmxpuYmGBlZUWlSpVo2rSp3vtaWloCZDleGskceCGEEBVS5oS8R48eubY1MjKiatWqRR2SKMdu3LgBpBdLbNSokV4C/+mnn5ZUWEIIUWD+/v6Eh4ezcuVKIH14+6pVq5gyZUqBi8MtX74cV1dX7aFmhw4dcHV1ZdeuXVqbjRs30qxZM9zd3XF3d8fFxYUNGzZo59euXUtCQgKff/459vb22uv1119/ik9beigFqURYFimKUg2IiYmJkeV/hBCigvvjjz/o2LEjAGZmZhw+fDjL3PcLFy4QERGBh4dHtoVxhMiLBw8e8Oabb3L06FGuX79O5cqVmTVrFlOnTtVrV1G+jwlRUSUmJnL16lWcnJz0loYT5UdO/8axsbFYWFgAWKiqGvu07yM98EIIISqct99+W9t+9OhRtpXAZ8yYQffu3fnkk0+KMzRRzlStWpULFy7w4MEDrWji4MGDs7TLvFSUEEIIkRNJ4IUQQlQ4Fy9eBP5/KZqM5b0yqKqKo6Mj5ubmeHp6Fnt8ovwwNDRk7dq1hIWF0bVrVwDq1q1LmzZt9NoNHTq0JMITQghRxsgQeiGEEBXKiRMnePHFF7V9CwsLIiMjsx3SGBcXh7m5eXGGJyqIEydOYGhoSMuWLYGsyzIJIcoXGUJf/skQeiGEEKIIZKzJnaFfv345fpmS5F0Utoziia1bt6ZFixbUqFEDSB/1ERUVVZKhCSGEKAMkgRdCCFGh3L59W2//8eHzmzZtIiwsrDhDEhVAWloa7733Hra2ttrySACTJk3Stt96662SCE0IIUQZIgm8EEKICuPOnTt6+/b29lo1eoCbN28yfPhw6tevz99//13c4YlyzMDAgH///ZeHDx+yefNmACIiIti/f7/WRgrZCSGEeBKjkg5ACCGEKC6vvfaa3v7gwYMxNDTU9uPj43nllVd4+PAhDRo0KO7wRDk3c+ZMxo8fT+fOnQGoXr06Bw4c0M6npaWRlJSEqalpSYUohBCilJMeeCGEEBXGiRMn9PYfrzDv7OzMTz/9xC+//CJrv4tC16JFC1555RXt/61q1aoREBCAv7+/1ubjjz8uqfCEEEKUAVKFXgghRIXw6NEjKleurO03aNCAixcvSqIuSkRGxXkDAwPtv6qqUr16daKjo0syNCFEEZAq9OWfVKEXQgghCtG2bdv09ocMGaIl7zExMSxevJj4+PiSCE1UMN9++y0NGjTQm/NuY2MDwIMHD0oqLCGEEGWAJPBCCCEqhA0bNujtDx48WNteunQpvr6+9OjRo7jDEhXQxYsX+eeff1i1ahUAf/31F1WqVAHSl5NbuHBhSYYnhBAlIjo6mvfee48GDRpQuXJlateuzbhx44iJidFrd+3aNXr16kWVKlWwtrZm3LhxJCcnZ3vPw4cPY2RkRPPmzfWOp6amMmXKFJycnDAzM6NOnTrMnDlTGx1VmkkROyGEEOVeWloaQUFB2v6LL75IvXr1tH1HR0fq1KnDqFGjSiI8UcG8++67ODk54e3tDcC9e/e4evWqdn7q1Kn4+fmVVHhCCFEibt68yc2bN5k3bx6NGzcmIiICHx8fbt68qY2i0+l09OjRAxsbGw4dOsS9e/cYOnQoqqry9ddf690vJiYGb29vXnnllSxLyH755ZcsX76cdevW0aRJE06dOsXw4cOxsLDg/fffL7bPXBAyB14IIUS55+vry+LFiwHYvXs31atXp127dnptUlNTURRFryq9EMVBp9NRu3Ztbt68qR2rKN/PhKgoyuoceDc3N1xcXKhUqRKrVq3CxMQEHx8fZsyYQXBwMO7u7gQFBdG+fXsA5s+fz+eff865c+ewt7d/6vffunUrb775JvHx8RgZGbF371569uzJ9evXefbZZwHYvHkzw4YN486dO3p53qBBg3B2dsbQ0JAdO3YQEhKinevZsye2trasXr1aO9avXz8qV66cZcReXskceCGEEKKQrFixQtvu2bNnluQdwMjISJJ3USIMDAz0pnQAXL58uYSiEUIUp/j4eOLj4/Ue2iUnJxMfH09SUlK2bTMP805JSSE+Pp7ExMQ8tS2IdevWUaVKFY4fP86cOXOYOXMm+/fvx83NDV9fX7y8vIiJieHs2bNMnjyZgIAALXmfPXs25ubmub4OHjyY43tndL4aGaUPHD969ChNmzbVkneArl27kpSUxOnTp7Vja9asISwsjOnTp2d735dffpmgoCDtd+3Zs2c5dOgQ3bt3L9DPqDhJAi+EEKLcy/hi8/j62nv27GHfvn3S2ylKxJEjR+jevTtz587NsqTh9u3bSygqIURxykhio6KitGNz587F3Nycd999V69tjRo1MDc359q1a9qxpUuXYm5uzogRI/TaOjo6Ym5uzsWLF7Vja9euLVCMLi4uTJ8+HWdnZ7y9vWnZsqU2LW3WrFlYWVkxevRohgwZgpeXF3379tWu9fHxISQkJNdXy5Yts33fe/fu8dlnnzFmzBjtWGRkJLa2tnrtqlevjomJCZGRkQBcuXKFjz/+mI0bN2qJ/+M++ugjBg8eTMOGDTE2NsbV1RVfX98sD1NLI5kDL4QQolzbs2ePtl2zZk1u3LhBrVq1SElJ4b333iM8PJwNGzbw5ptvlmCUoiK6fPkye/fuJTQ0lAkTJlC/fn2tN2jmzJl89NFHJRyhEEKkJ/CZ2dvbc+fOHQBMTEwIDAzExcUFBwcHFi1apNfWysoKKyurfL9nbGwsPXr0oHHjxll60bNb/lVVVRRFQafT4enpyaeffkr9+vVzvP/3339PYGAgmzZtokmTJoSEhODr68uzzz7L0KFD8x1vcZIeeCGEEOXauHHjtO3//ve/2vy4xMREXnvtNRwdHXn99ddLKjxRgQ0aNIiPPvqIAwcOYGhoqPcQKSEhQetNEkKUX3FxccTFxWFtba0d++CDD4iLi2PJkiV6be/cuUNcXBy1a9fWjo0dO5a4uDi9udwA4eHhxMXF0ahRI+3YsGHDChSjsbGx3r6iKHpD848cOQKkV5GPjo7Wa1uQIfQPHz7Ew8MDc3Nztm/frvf+dnZ2WX433r9/n5SUFGxtbXn48CGnTp3i3XffxcjICCMjI2bOnMnZs2cxMjLiwIEDQPrP+OOPP2bQoEE0a9YMLy8v/Pz8+Pzzzwv0MypO0gMvhBCiXMuo7m1sbMyyZcu0BL5q1aosXLiQOXPmZPlyIkRxqFSpEl988YW2P3jwYKZNm6bt9+3bl6NHj5ZEaEKIYpKxhGRmJiYmmJiY5KmtsbFxtn/Dcmpb2MLCwvDz8yMgIIAtW7bg7e1NUFAQBgbp/cQ+Pj4MHDgw13vUrFlT246NjaVr166Ympqya9euLAX/2rZti7+/P7du3dLm2e/btw9TU1NatGiBubk5586d07vmm2++4cCBA2zbtg0nJycg/SFpRowZDA0NZRk5IYQQoiT5+/tr2z179mT48OFZ2kjyLkqLevXq0bp1a06cOAHAmTNnSjgiIYTImU6nw8vLC3d3d4YPH063bt1o1qwZ8+fP54MPPgDyN4T+4cOHuLu7k5CQQGBgILGxscTGphdtt7GxwdDQEHd3dxo3boyXlxdz584lOjqaiRMnMmrUKO0BfdOmTfXuW6NGDSpVqqR3vFevXvj7+1O7dm2aNGnCmTNnWLBgAW+99VZh/GiKlCTwQgghyq3Zs2dr2ytXrgTS58nNmjULLy8vHB0dSygyIf7f9evXWbBgASkpKXh6emoJfFJSEklJSVmKLwohRGng7+9PeHg4u3fvBtKHt69atYqBAwfSpUsXmjdvnq/7nT59muPHjwPpDzQzu3r1Ko6OjhgaGvLjjz/yzjvv0K5dO8zMzPD09GTevHn5eq+vv/6aqVOn8s4773Dnzh2effZZxowZozcKqrSSdeCFEEKUW5kL3YSGhtK4cWN++uknevTogaWlJTdv3sTMzKwEIxQCTpw4wYsvvoixsTGnT5/WKxj1xhtvsHnz5hKMTghRGMrqOvAi72QdeCGEEOIpPF4UJ2OJHltbW7p06cKoUaMkeRelQuvWrZkwYQK7d++mSZMmvPrqq9q5rVu3lmBkQgghShvpgRdCCFEu1a1bl3///ReAWrVqERERoVewRqfTYWhoWFLhCZGjtWvX6tVrSEtLy3bZJCFE2SE98OWf9MALIYQQTyEjeQfw9PTMttqsEKXRgAED6Nu3r7b/9ddfl2A0QgghShNJ4IUQQpQ7GWvSZhgyZAinTp3i66+/5tGjRyUUlRC5S0hIYNmyZYwcOZLvvvtOO/7ZZ5+VYFRCCCFKE6lCL4QQotx54403tG1HR0eaNWtG79692bNnD1euXOGrr74qweiEyF5CQgLjx48nMTGRsWPHYmpqSlJSkla/QQghhJAeeCGEEOXOjRs3tO3Ro0cD0KNHD+rWrcu7775bUmEJkStra2s+/vhjFi9ejIuLC7a2ttq5LVu2lGBkQgghSgspYieEEKJcuX37NnZ2dtp+xtqxkF4M7PG58EKUViNHjmT16tUAmJub8/DhwxKOSAhRUFLErvyTInZCCCFEAXTv3l3bfv7557XkHZDkXZQpU6dO1arPx8XFlXA0QgghSgP5JiOEEKJcOXPmjLY9ZswYli5dSlBQEBVlxJko+1RV5cCBA0yaNInXX39dO379+vUSjEoIIURpIAm8EEKIckOn0+kl6h06dGDChAm8+uqrnDx5sgQjEyLv0tLStEr07du3146PHTu2BKMSQghRGkgCL4QQotwIDAzUtjt27IiNjQ2jR4/mlVdeoVWrViUYmRB5Z2hoyIcffsg777zDq6++qh3/8ccfSzAqIYQoPqqq0q1bNxRFYceOHXrnrl27Rq9evahSpQrW1taMGzeO5ORkvTZLly6lUaNGmJmZ0aBBA9avX5/lPR48eMDYsWOxt7enUqVKNGrUiJ9++qlIP1dhkGXkhBBClBuzZ8/WtseMGUONGjX46quvUFVVm0ssRFng4+OjbRsZGZGamkpaWhoJCQlUrly5BCMTQoiit2jRomz/but0Onr06IGNjQ2HDh3i3r17DB06FFVV+frrrwFYtmwZkyZNIiAggFatWnHixAlGjRpF9erV6dWrFwDJycl06dKFGjVqsG3bNmrVqsX169epWrVqsX7OgpAeeCGEEOVCamoqly9fBsDNzY0+ffpo5yR5F2VZxlKIAG+++WYJRiKEqGjc3NwYN24cH374IVZWVtjZ2TFjxgwAgoODMTEx4eDBg1r7+fPnY21tza1btwr8nmfPnmXBggV8++23Wc7t27ePCxcuEBgYiKurK6+++irz588nICCA2Nj0Au8bNmxgzJgxvPHGG9SpU4dBgwYxYsQIvvzyS+0+3377LdHR0ezYsYN27drh4ODAyy+/zPPPP1/guIuL9MALIYQoF4YMGaJtT58+nRkzZjB27FgcHBxKMCpR3GJiYrh27Rp3797l7t27REVFadt3797F398fZ2dnAB49esTZs2dp06ZNCUeds/DwcL26DocOHSrBaIQQhS0+Pj7f15iammJklJ7GpaamkpSUhIGBAWZmZk+8b5UqVfL9fuvWrWP8+PEcP36co0ePMmzYMNq1a0eXLl3w9fXFy8uLs2fPEh4ezuTJk/nuu++wt7cH0kfGZR4dl529e/dq9T4SEhIYPHgwS5Ys0VsSNsPRo0dp2rQpzz77rHasa9euJCUlcfr0aTp16kRSUlKWpfrMzMw4ceIEKSkpGBsbs2vXLtq2bcvYsWPZuXMnNjY2eHp68tFHH2FoaJjvn1FxkgReCCFEubB7925t+9y5c8ydO5edO3fy999/Sw98GXfjxg1CQ0NzTMpXrlxJ48aNAVi+fDkff/xxjvcaOXIkzs7OJCcnM2DAAPbv38/mzZvp27dvcX2cfHn33Xf58ccfqVSpEomJiURFRcmUECHKEXNz83xfs2XLFgYMGADA9u3bGThwIB07diQ4OFhr4+joSFRUVJZrC7Iii4uLC9OnTwfA2dmZJUuWEBQURJcuXZg1axa//voro0ePJjQ0FC8vL73fpz4+PgwcODDX+9esWVPb9vPz46WXXtIbRZdZZGQktra2eseqV6+OiYkJkZGRQHpCv2rVKl577TVeeOEFTp8+zbfffktKSgpRUVHY29vz77//cuDAAYYMGcJPP/3ElStXGDt2LKmpqUybNi3fP6PiJAm8EEKIcuHRo0dAeu+Cq6srr7zyCv369ZNEp5TI+NKY8e9x8eJFjh07ppeIZ35t376d5s2bA7Bp0yY++uijHO99/fp1LYG3s7PD2toaa2trbGxssrzq16+vXWdmZqYl8t9++y3e3t5F9fELbNy4cSQlJVGnTh1WrlyJqqrMnz+fiRMnlnRoQogKwsXFRW/f3t6eO3fuAGBiYkJgYCAuLi44ODiwaNEivbZWVlZYWVnl6X127drFgQMH9JaDzU52f9czP9icOnUqkZGRtGnTBlVVsbW1ZdiwYcyZM0frXU9LS6NGjRqsXLkSQ0NDWrRowc2bN5k7d64k8EIIIURR8/f317Y7derEyy+/zK+//iprvxehtLQ0oqOjsbCwwNjYGIDjx4+zf//+LMl4Ro/54cOHadmyJQB79uzhww8/zPH+t2/f1radnJx4/vnnc0zKMxJ9gKFDhzJ06NAnxm9iYsJ3331H1apVWbNmDUOHDuXhw4elbqk2d3d33N3defToEStXrgRgypQpksALUU7ExcXl+xpTU1Ntu2/fvsTFxWFgoF/aLDw8/GlD02T8js+gKAppaWna/pEjRwCIjo4mOjpab5h+fobQHzhwgLCwMCwtLfXO9+vXj/bt2xMcHIydnR3Hjx/XO3///n1SUlK0nnkzMzO+/fZbVqxYwe3bt7G3t2flypVUrVoVa2trIP0hhLGxsd5w+UaNGhEZGUlycjImJiZ5/fEUO0nghRBClHmfffaZtr148WJtW3rf8y45OZmoqCiioqJwdnbW5lLu37+f//znP1mGrd+7d4+0tDROnjypJeUHDx5k6tSpOb5H5uGcjRs3plu3btjY2GSbmDdp0kRrO2DAAG24aGEyMjJi1apVVKtWjcWLF/Puu+8SExPDpEmTSt3/O2ZmZhgYGJCWlkZSUlJJhyOEKCQFmZOemZGRkTYfvjDvm1dhYWH4+fkREBDAli1b8Pb2JigoSHugkJ8h9B9//DEjR47UO9esWTMWLlyoVY9v27Yt/v7+3Lp1S5tnv2/fPkxNTWnRooXetcbGxtSqVQuAzZs307NnTy2udu3asWnTJtLS0rRjly9fxt7evlQn7yAJvBBCiHIgI6ExNjbm559/Zvjw4XrFfCqihIQEvR7wl156iWrVqgHwww8/sH79er2EPCYmRrv2xIkTtGrVCoC//vqL5cuX5/g+0dHR2vYLL7zAiBEjsu0lt7Gx0StI1KNHD3r06FHYHzvfDAwMWLhwIZaWlnz66adMnjy5VM6BTEhIoFWrVlrP0549e+jZs2cJRyWEqMh0Oh1eXl64u7szfPhwunXrRrNmzZg/fz4ffPABkL8h9HZ2dtkWrqtduzZOTk5A+qikxo0b4+Xlxdy5c4mOjmbixImMGjVK+xt3+fIFYsX7AAAgAElEQVRlTpw4wYsvvsj9+/dZsGAB58+fZ926ddo93377bb7++mvef/993nvvPa5cucLs2bMZN27c0/5Yipwk8EIIIcq0CRMmaNuWlpaMHTuWe/fu5doTXNaoqkpMTEyWoemvv/669sVo7dq1LFmyROspT0hI0LvH8ePHad26NZA+tHLXrl1Z3sfAwIBnnnlGqycA8PLLLzNt2jQtCc/cW25tba03tLJz58507ty5KH4ERUpRFGbMmIGFhQXTp0+na9euJR1SFv7+/nrDRocPH87du3dLMCIhREXn7+9PeHi4VkTWzs6OVatWMXDgQLp06aI3vamwGBoa8uOPP/LOO+/Qrl07zMzM8PT0ZN68eVobnU7H/PnzuXTpEsbGxnTq1IkjR47g6OiotXnuuefYt28ffn5+uLi4ULNmTd5///1c662UFkpFmR+oKEo1ICYmJkZ7OiOEEKLsq1KlipasLliwgICAAH7//XdsbGxKOLKc6XQ67t27l2VY+t27d/Hx8aFGjRoAfPXVV3z++edERUWRmpqa5T7Hjh3jxRdfBNI/e+aHGZA+zzsj2V6+fLnW9q+//uLo0aN6vePW1tZYWVllmUdZ0dy+fTtLhePSICIigldeeYV///1Xq+1QUb7DCVEeJCYmcvXqVZycnLIscSbKh5z+jWNjY7GwsACwUFU19mnfR3rghRBClGkZybuBgQF+fn74+vqW6PxlnU7H3r17CQsL05Ly6dOna2vWzpo1i2nTpuWYfLm7u2sJvE6n05bFgfTlhjL3gmcuZNSnTx/q16+vl5Sbm5tn+7NwcXHJUlVYpMucvJ86dYoFCxawevXqEp+S4eDgwJUrV2jdujWnTp0C4LvvvmPw4MElGpcQQojiJQm8EEKIMivzMHAPDw+gZAvXJScn4+npyf+xd9/hUVX5H8ffNxMSWgihI0LoC6EsKrAQqVJDkyICSpMiAiKC1KUqAsICIohKaFJ0adKlBFZCEUFEoiC9Su8ESM/k/v6I3B8jLcBMJoTP63l49pZzz/nOPorznXvO93z33XcO19u3b28l8BkzZrSSdz8/v7vWid9Zfbdly5ZUrVrVuvegtzaFChWiUKFCLvhUz6aYmBiaNGnC6dOnOX/+PMuXL8fHx8etMRmGwcaNG604OnXqpAReROQZowReRESeWm+++aZ13LZtW4d9YJNbZGQkzZo1Y+3atXh5efHqq6+SI0cOsmfPblXKhcS1yy1btiRr1qx3bc3zd7lz53Z4VpKPt7c38+bNo2HDhmzcuJGaNWuyZs2aJBdjcpU7K0v/vc6BiIikfi5b6GYYRjfDMI4bhhFtGMYuwzAqP6Bte8MwzHv8ueerBsMwBv51f6Kr4hcRkZTNNE2H/XNbtWrFsWPH3BJLQkICDRo0YO3ataRPn55Vq1axcOFCPv/8c4YNG+ZQOMfX15dcuXI9NHkX96tatSo//PADWbJk4eeff6Zq1aqcO3fOrTEtXbrU4fzkyZNuikRERNzBJQm8YRgtgInASOAFYAuwxjCMfA947AaQ+84/pmlG36PvcsDbwO/OjltERJ4ewcHB1nGmTJlo1aqV26aQe3h40Lp1azJnzkxISAi1atVySxzifGXLlmXz5s3kzp2bvXv3UrlyZU6cOOG2eOrVq2ftawz/v3RERESeDS6pQm8Yxg7gV9M0u95xbT+wzDTNgfdo3x6YaJpm5r/f+1u7jMCvQDdgMBBmmub7SYxJVehFRFIRHx8f6w38hQsXyJ49u1vXvwNcuXKFrFmzujUGcY1jx45Rs2ZNjh8/TocOHZgxY4bbYomPj3eYwZGQkOD2f/ZF5MFuVyjPnz+/24tiimtERUVx4sQJl1ehd/obeMMwvICXgJC/3QoBAh/waEbDME4ahnHaMIxVhmG8cI82U4DvTdPckIQ4vA3DyHT7D+DeyjMiIuI0f58+nyNHjmRPYE6ePEn9+vW5cOGCdU3Je+pVsGBBtm7dSseOHZk8ebJbY/H09HRYi6/94EVSPpvNBiQWO5XU6XZdElcvkXNFEbtsgA248LfrF4Bc93nmANAe2ANkAnoCPxqG8U/TNA8DGIbRksQfBsomMY6BwLBHilxERJ4Kd1afL1q0aLKPf/DgQWrWrMnp06fp0qULy5YtS/YYJPk999xzTJ8+3To3TZOjR49SuHDhZI9l8uTJVhHHwYMHOywpEZGUx9PTk/Tp03Pp0iXSpEmDh4fLSpFJMjNNk8jISC5evEjmzJmtH2tcxelT6A3DeA44AwSapvnTHdcHAW1M0yyWhD48SJwqv9k0zfcMw8gL/ALUNk3zt7/ahPKAKfSGYXgD3ndc8gFOawq9iMjT787p8y+++CK7du1KtrF/++03ateuzcWLFylWrBgbNmwgT548yTa+pBxDhgxh/PjxLF26lDp16iTr2MeOHbNqPvj5+XH16tVkHV9EHl1sbCzHjx8nISHB3aGIC2TOnJlcuXLdNSPQ2VPoXfEG/jJg5+637Tm4+638PZmmmWAYxk6gyF+XXvrr+V13/B9iA6oYhvEu4G2apv1vfcQAMbfPtTZMRCR1+Pv0+cGDByfb2Nu3bycoKIjr169TpkwZQkJCyJ49e7KNLylHfHw8u3btIioqioYNG/Lf//6XZs2aJdv4BQsWxMvLi9jYWK5du8bOnTspV65cso0vIo/Oy8uLIkWKaBp9KpQmTRqXv3m/zZVF7HaZptntjmv7gOX3KmJ3j+cN4Gdgj2maHQzD8AH8/9ZsFolT78eYprk3CX2qiJ2ISCrw559/4u+f+J+E9957j4kTJybLj7Q//PADjRo1IiIigsDAQL7//nsyZ35g7VVJ5WJjY2ndujWLFi3Cw8ODGTNm0L59+2Qbf/HixTRv3hxITOiPHj2abGOLiEjSOPsNvKsS+BbAXOAd4CcSt33rDJQwTfOkYRhzgDO3k3nDMIYB24HDJK6Bfw9oA7xsmubP9xkjFFWhFxF55nTu3Nlah3zr1i0yZMjg8jHtdjsvvPACe/bsoWbNmixbtixZxpWUz26306VLF6sq/WeffcZ7772XbOPf+ePVjRs38PFRzV4RkZQkxVehBzBNcwHwPjAUCAOqAPVM0zz5V5N8JO71fltmIBjYT2K1+jxAlfsl7yIi8uyaPXs2AL6+vsmWRNtsNlauXMk777zDypUrlbyLxWazMW3aNHr16gVAz549GTlyZLKNf2e141mzZiXbuCIi4h4ueQOfEukNvIjI02/Dhg3UqlULgOeff55Tp065dLxjx45RsGBBl44hqYNpmowYMYJhw4Yxa9asZJtKP2rUKAYNGgRAnjx5OH36dLKMKyIiSfNUTKFPiZTAi4g8/XLmzMnFixeBxGrwpUuXdtlYEydOpG/fvixcuJAmTZq4bBxJXcLCwihTpkyyjunh4cHt73OnT5/WrggiIinIUzGFXkRExNmio6Ot5N3b29tlybtpmnz00Uf06tWL+Ph4fvnlF5eMI6nTncn7hQsX6Nu3r8srTt8uZAcwbdo0l44lIiLupQReRESeCgsWLLCOX331VZeMYZom/fr1Y9iwYQCMGDGCjz/+2CVjSeqWkJBAgwYNGDduHE2bNiUqKsplY2XNmtU6/vrrr102joiIuJ+m0IuISIpnmiaZMmWy9n8/c+YMzz33nFPHsNvtdOvWjeDgYCBxCn3Pnj2dOoY8W9asWUPTpk2Jjo6matWqrFixwiXfQa5du0aWLFms8x07dlC+fHmnjyMiIo9OU+hFROSZs3HjRit5B5yevMfHx9O2bVuCg4MxDIMZM2YoeZcnFhQUxLp16/Dx8WHTpk3UqFGDK1euOH0cPz8/bDabdT5kyBCnjyEiIimDEngREUnxli5dah3f+abRWWw2G5kzZ8bT05P//ve/dOjQweljyLOpSpUqbNy4kaxZs/LLL79QpUoVzp496/RxKlasaB1v2rSJhIQEp48hIiLupyn0IiKSosXFxZE2bVorIdm+fTv/+te/nD5OQkICYWFhvPjii07vW2Tfvn3UqlWLs2fPUqdOHdauXevU/o8fP+6w5eEPP/xA9erVnTqGiIg8Ok2hFxGRZ8r3339vJe8eHh5OS96vX7/OwIEDrQrhHh4eSt7FZQICAti6dSvVqlVj6tSpTu+/QIECDue3azmIiEjq4unuAERERO7n8OHDDmvRnbV13MWLF6lTpw5hYWFcuXJFyY4kiwIFCrBx40aHa+Hh4bffzDyxbNmycfnyZSCxrsP58+fJlSuXU/oWEZGUQW/gRUQkxRo8eDB//vmndf7VV189cZ+nT5+matWqhIWFkSNHDt59990n7lPkcSxZsoQCBQqwZcsWp/T3zTffWMeLFy/mk08+cUq/IiKSciiBFxGRFMswDIfzJ50+f/ToUSpXrsyBAwfImzcvW7ZscdpbfZFHYZomX331FdeuXXPamvjatWs7/DuzZ88enpVaRyIizwol8CIikiLFx8ezZs0a6zxz5sxP1N++ffuoXLkyJ06coHDhwmzZsoWiRYs+aZgij8UwDJYvX069evWIioqiUaNGLFq06In7LV68uHVsmqY1pV5ERFIHJfAiIpIirV69mhs3/r9Y65MkN3FxcdSvX59z585RsmRJNm/ejL+/vzPCFHls6dKlY+nSpbz++uvExcXRsmVLZs6c+UR9TpkyxTreuHEjCxYseNIwRUQkBVECLyIiKc7UqVP597//7XCtZs2aj91fmjRpmDVrFlWqVCE0NJTcuXM/aYgiTuHl5cW3335Lp06dSEhIoGPHjkycOPGx+6tWrZrDebFixThz5swTRikiIimFEngREUlRbt26Rf/+/fnjjz+sa88999xj9RUVFWUdV6tWjdDQULJmzfrEMYo4k81mIzg4mN69ewNw5MiRJ1q7nj59euv4zTffpH379k8aooiIpBBK4EVEJEWx2Wx3FaubNGnSI/ezdOlSChUqxN69e61rfy+KJ5JSGIbBuHHjWLp0KZMmTXqif1bnz59vHV+8eJF9+/Zx/fp1Z4QpIiJupgReRERSlDRp0rBnzx7r3DAMmjVr9kh9zJ07l+bNm3Pu3Dm++OILZ4co4hKGYdC4cWM8PBK/nsXGxvL5559jt9sfqZ+GDRs6/ADQpk0bp+01LyIi7qUEXkREUpSQkBDOnTtnnY8aNeqRnv/yyy9p27Ytdrud9u3bP9bbe5GUoH379vTo0YM33niD2NjYR3r2zu0Rx4wZw/bt250dnoiIuIESeBERSRHsdjtdunQhQ4YMtG3b1rrepk2bJPcxduxYunXrBkCPHj2YMWMGnp6eTo9VJDk0a9aMNGnSsHDhQho3bkxkZGSSn23evLnD+bx587SlnIhIKmA8SZGUp4lhGJmA8PDwcDJlyuTucERE5G8WLlxIixYtyJIlC3a7nfDwcLy9vYmOjn7os6ZpMmTIEEaOHAnAoEGDGDFihNa8y1Nv3bp1NGnShKioKKpUqcLKlSuT9D3GNE1rKj4k1pbInTs3x48f149aIiLJ6MaNG7eXMfmapnnjYe0fRm/gRUQkRXjppZfo1KkT5cuXJzw8HCDJFeNjY2PZsmULAJ988gkff/yxkndJFerUqUNISAiZMmVi8+bNvPLKK0l6k24YBoULF7bO7XY758+f59dff3VluCIi4mJK4EVEJEXInz8/e/bsISQkxLo2ffr0JD3r7e3NypUrmT9/Pv3793dViCJuUalSJTZu3Ei2bNnYtWsXDRo0SNI2c1OnTnU4DwoKonz58q4KU0REkoGm0IuISIqwZs0a6tWrZ51nyJCBW7du3bd9bGwsS5cupUWLFskRnojb7d+/n0aNGjF9+nSqVq360PamaZI3b17OnDkDgJeXFxcuXCBz5syuDlVERP6iKfQiIpKqbN++nb59+xIQEECFChWs67Vq1brvM1FRUTRu3JiWLVsybty45AhTxO2KFy/Ovn37HJL3B20xZxiGwzr42NhYvvvuOyIiIlwap4iIuI4SeBERcauRI0cybtw4hg0b5rDV1fjx4+/Z/saNGwQFBbFmzRrSpUvnsF2WSGqXJk0a63jv3r0EBASwa9eu+7Zv1qyZw/ngwYPJnTs358+fd1mMIiLiOkrgRUTErbp27UrlypUpUqSIw/WCBQve1fbq1avUrFmTTZs2kSlTJkJCQqhdu3ZyhSqSogwePJhDhw5RvXp1Nm/efM82f5+hcv78eW7evMmyZcuSI0QREXEyJfAiIuJWderUwcPDg4kTJ1rXcuTIcVe78+fPU7VqVXbu3EnWrFn54YcfqFSpUnKGKpKizJ07l2rVqnHz5k3q1KnDmjVr7mpjs9lur720dOvWjXfeeSe5whQRESdSAi8iIm61fv16Nm3a5LA11rp16xzaREVFUbVqVfbu3Uvu3LnZvHkzL730UnKHKpKi+Pj4sHr1aho0aEB0dDSvvvoqixYtuqtd165dHc43btyYpCr2IiKS8qgKvYiIuMWoUaPInTs3y5cvZ/ny5Xh4eJCQkICnpydxcXF3tZ88eTITJkzgf//73z2n14s8q+Li4mjbti3z58/Hw8OD4OBgOnbsaN1PSEjAZrM5PBMWFkaJEiWw2WwYhpHcIYuIPDOcXYVeCbyIiCS7c+fOkT9/fmJjY7HZbA6VtGvUqMGGDRuAxG2w7kwubt26RcaMGZM9XpGUzm63061bN4KDg6lWrRobNmxwSNrTpElDfHw8ABUrVuS1115jwoQJLFiwgJdfftldYYuIpHraRk5ERJ56Pj4+jBw5koCAAOx2u0Nl7ZkzZwKJ28u98sorXLt2zbqn5F3k3mw2G1999RWTJk1i+fLld71xb9eunXW8fft2fv31V86cOWP9+yYiIk8HvYEXERG3SEhIoFChQpw4ccLhummabNy4kYYNGxIREUG3bt2YMmWKe4IUecqtXr2aoKAgTNN0SOqHDx9OgQIFaNGiBd7e3m6MUEQkddMbeBERSRU2bNhwV/JeunRpvv/+e+rVq0dERAQ1atRgzJgx7glQ5Ck3ZswY6tevT6dOnTBN02F3hy+++IJffvlFybuIyFNGCbyIiCSbyMhI2rRpw/bt2wkODr7rfo8ePWjcuDHR0dE0atSIVatWadq8yGPKlSsXHh4ezJw5k1atWjFw4EDr3sWLF5kxYwYREREAqkovIvKU0BR6ERFJNpMmTaJnz57kzZuXc+fOWUW1ADw8En9TTkhIoFWrVsyePdthbbyIPLolS5bQsmVL4uLiqFOnjsMWjSEhIcTFxTF69GjatGnD22+/7cZIRURSJ02hFxGRp1bdunXp0KED5cqVc0jeIbFKdkJCAp07d2bu3LlK3kWcoGnTpqxatYr06dOzbt06h10dAgICOHDgAFu3buXLL790Y5QiIpJUegMvIiLJKiEhgSJFinDs2DGH67/++isrV65kyJAh2pdaxMl+/PFH6tevT3h4uHWtf//+tGzZkiVLltClSxfy5MnjxghFRFIn7QP/mJTAi4ikDBs2bKBWrVoYhmGtu82WLRuXLl1yc2Qiqdvu3bupU6eOw79rxYoVo1+/frz11ltujExEJPXSFHoREXnqfP/99wwYMIALFy5w8+ZN/P39yZ07t3V/1apVboxO5NnwwgsvcODAAcqVK2ddO3DgAJMmTXJjVCIi8iiUwIuIiEuZpsnw4cMZM2YMkydPpkGDBgQGBnL27FkA0qZNS/ny5d0cpcizIUuWLHTs2NHhWlhYGGvWrKFTp04OlepFRCTl0RR6ERFxKdM0WblyJZ9++ilz5syhR48eLF++3LpfpkwZdu/e7cYIRZ49f68zUblyZbZs2YKPjw9nzpzBx8fHTZGJiKQumkIvIiJPFcMwaNSoEStWrKBhw4YOyTtAy5Yt3RSZyLOrYsWKDudbtmyhfv36rF69mowZM7opKhEReRgl8CIi4nK3bt2iYsWK/Pbbb3fd69+/vxsiEnm2zZgx465ra9eu5caNG9oFQkQkBVMCLyIiLtOnTx9mz55NmjRpyJYt213333jjDTdEJSLFixenTJkyDtfsdjuNGjViwYIFbopKREQeRgm8iIi4xL59+xg/fjzt27fn2LFjbNiw4a4CWSNGjHBTdCJy5zp3Pz8/IDGJ79q1K+3atXNXWCIi8gBK4EVExCXi4uJ4+eWX6dy5M8WLF8fT05O1a9da9728vChYsKAbIxR5tn3yySfWcXR0NJC4K8T169eZM2cOf/zxh7tCExGR+1ACLyIiTrd//37q1avHjz/+SPbs2QkJCSEsLMyh2nzRokXdGKGIBAYGYrPZgMQ37/nz5yc6OpoaNWowY8YMChUqxN69e3lWdiwSEXkaKIEXERGn+vXXX6lSpQpnz56lZMmSvPjii9SpU4caNWo4tFuxYoWbIhSR2wIDAwGIjY0lJiYGgEOHDtGmTRtCQ0N58cUXef/990lISHBnmCIi8hcl8CIi4jQ//vgjVatW5fLlyxQrVozQ0FCWLFkCQOnSpa126dOnp0CBAu4KU0T+Mn/+fOv43LlzpEmThj///JNvv/2WEydOEBcXx6RJk+jYsSPx8fFujFREREAJvIiIOMn69eupXbs2t27dAiBdunSYpsnixYsBqFKlitW2e/fubolRRBw999xzeHj8/9fBuLg4SpQoQc6cOcmdOzcVKlTAw8ODr7/+mpYtW1pv6UVExD2MZ2Vdk2EYmYDw8PBwMmXK5O5wRERSlevXr5M/f37Cw8OpVKkS/v7+NG/enGPHjtG7d29eeuklDh48aCX3cXFxeHp6ujlqEQGoWrUqmzdvts4HDRrE4MGDyZcvH5cuXaJPnz5MmjSJ2NhY6tSpw5IlS0ifPr0bIxYReXrcuHEDX19fAF/TNG88aX9K4EVExClWr17NvHnz+Prrr/Hy8sI0TQICAjhw4ABly5bll19+ARKnz0dERLg5WhG5LTIykgwZMljnefPm5cSJE0yYMIHLly/z7rvvsn//fho3bkxkZCSVKlVi7dq1Ds+IiMi9OTuB1xR6ERF5bNevX7eO69Wrx7fffouXlxcAW7du5cCBA3h6elrJO8Dw4cOTO0wReYD06dOTNWtW6/zUqVOsWrUKu91OUFAQzz//PLVq1WL9+vX4+vpSuHBh0qVL58aIRUSeXUrgRUTksfznP/+hePHiHDlyBIA5c+YwaNAgLl68CEBwcDCAtU3VbX379k3eQEXkoe7cEx5g4MCBDBgwgA8//NC6FhgYyC+//MK0adMc1s2LiEjy0d++IiLySEzTZMiQIfTr14/z58+zbNky4uPjGT58OKNGjWLBggVcvXqVRYsWATgUvSpevLi7whaRB+jYsaPDebt27ShdujTt2rVj3759dOvWjQsXLlC4cGGrfkV8fDw9e/a0fsQTERHXUwIvIiJJlpCQQK9evfj4448BGD16NH369MHDw4MJEyYQFBREx44dmTt3LjExMaRNm9bh+eXLl7sjbBF5CMMwyJYtm3V+5MgRwsLCaNeuHZ06deLLL7/kq6++cnjmww8/ZNKkSVSuXJm9e/cmd8giIs8kFbETEZEksdvtvP3228ycOROAzz///J7bwZmmScmSJdm3b5/DdZvNpn2kRVKwlStX0qhRIwCKFCnCoUOHAFi0aBHffvstffv2JTAw0Gp/4cIFateuze+//06WLFlYs2YN5cuXd0vsIiIplYrYiYhIsouNjeWNN95g5syZ1p7Q99vLfdu2bezbt++ute9BQUHJEaqIPKaGDRtaRSiPHDnC0KFD2bdvHxcvXqRo0aIOyTtAzpw5CQ0NpUKFCly9epUaNWoQGhrqhshFRJ4dSuBFROShYmJiOH78OGnSpGHhwoW0a9cOSHzb3qFDB7755hvr7fq0adOAxK2obvP29mbJkiXJH7iIPJI33ngDSPx3e8SIEXz66ae8++67jB8/nmPHjt3V3s/Pj/Xr1/PKK69w69Yt6taty6pVq5I7bBGRZ4am0IuISJJcvXqV3377jerVq1vXNm3aRLVq1fD29ubEiRPkypWLCxcu8PXXX/PCCy8QFBREQkICgwYNstbNi0jKFRERQcaMGa3z5557jpIlSxISEkKHDh0oVaoUlSpVomzZsg7PRUdH06JFC1asWEGmTJk4ceIEfn5+yR2+iEiK4+wp9ErgRUTknq5evcqqVato27btfdtcv36dL774gsjIyLsS9ObNm7N48WIAjh07RoECBVwar4g4h7e3N7Gxsdb5hx9+yLBhw7DZbNjtdl5//XUWLFhw13NxcXF06dKF119/nbp16yZnyCIiKZYS+MekBF5EJOnOnz9P7dq12bNnD8HBwXTu3DnJz4aGhhIeHk7Tpk1JSEjAy8vLYSs5EUnZevToweeff26dV6xYEcMw2LZtG1mzZmXMmDF3bTt3P5cvX3aobi8i8qxRETsREXGpP//8kypVqrBnzx5y5cp1V+Gq+/npp5+oVq0aLVu2pHHjxiQkJABQsmRJV4YrIk42adIkawtIwzD46aefaNy4MZBYD6Np06ZJ6ufIkSOULFmSwYMH86y8MBIRcTWXJfCGYXQzDOO4YRjRhmHsMgyj8gPatjcMw7zHn7R3tBloGMZOwzBuGoZx0TCMZYZh/MNV8YuIPIsOHz5MpUqVOHz4MP7+/mzZsoUSJUrc1e7QoUM0b96cXbt2WdfGjRvHpk2buHDhgkPbDRs2uDxuEXEewzDo0KEDgDVrcfv27ZQuXZpbt24xZcqUJPWzfv16Lly4wMiRI+nZs6f1o56IiDw+lyTwhmG0ACYCI4EXgC3AGsMw8j3gsRtA7jv/mKYZfcf9qsAUoAJQC/AEQgzDyOD8TyAi8uzZs2cPlStX5tSpU/zjH/9g69atFC5c+J5tx44dy+LFixk+fLh1LTg4mDx58ji0q1ixogpZiTyFhg0bBkB4eDiGYZAzZ0769+8PwMSJE/nuu+9YuXLlA/vo2rUrX3zxBYZhMHnyZPCsDFEAACAASURBVDp06GDtViEiIo/H00X99gZmmKY5/a/z9w3DqAN0BQbe5xnTNM3z9+vQNE2HaiiGYbwFXAReAjY/ecgiIs+uS5cuUa1aNa5evco///lPQkJCyJEjx33bv//++0RHR9OtWzfr2qlTpzhz5oxDu7Fjx7osZhFxnRw5cuDl5UVsbCymaZIrVy5ef/11hg4dytGjR3nttddInz49YWFhFClS5L79dO3aFR8fH9q3b8/s2bO5efMm3377Ld7e3sn4aUREUg+nv4E3DMOLxKQ65G+3QoAHLaTMaBjGScMwThuGscowjBceMpTvX/979TFDFRGRv2TPnp0+ffpQoUIFNm7c+MDkHRLXtc+bN4/AwECOHDmCaZp89tlnDm1sNhuVKlVyZdgi4kK1atWyjrdt24anpyf9+vUDIG3atLz33nsUKlToof20bt2a7777Di8vL5YsWUKjRo2IiIhwWdwiIqmZK6bQZwNswIW/Xb8A5LrPMweA9kAjoBUQDfxoGMY9f9I1DMMAJgBbTdPce5823oZhZLr9B/B51A8iIpLa3bkmdeDAgYSGhj7SlPczZ85QpkwZqlSpwjfffONwr2jRok6LU0SS3+1tIAH++OMPtm7dio+PD7lz5yY6OpoiRYrg4ZG0r5Kvvvoqq1evJkOGDFy/fl3r4UVEHpMrq9D/vdyocY9riQ1Nc7tpmvNM0/zNNM0twOvAIaDHffr+HChNYrJ/PwOB8Dv+nH6E2EVEUr1FixZRtWpVbt68aV172LTWCRMmMGTIEC5fvgwkJv0RERFcvXqV9OnTO7TdvFmrm0SeZmnTpiVXrsR3L6dPn6Zy5cq8//77vPfeewB88skn2O12EhISWLp06UMrzdeoUYPQ0FDWrFmDj4/eq4iIPA5XJPCXATt3v23Pwd1v5e/JNM0EYCdw1xt4wzAmk/imvrppmg9KykeTOM3+9p/nkzK2iMizYNasWbRs2ZKtW7c67Pf8ILdu3eLjjz/m448/ZuPGjWzfvp25c+cCMHv2bDZt2mS1zZs3r/Z+FkkFZs6caR17eHhw8eJFfHx8KFKkCG+++SYxMTG0bNmSpk2bMnHixIf2V7ZsWbJkyWKdBwcHc+rUKZfELiKSGjm9iJ1pmrGGYewisVL80jtu1QKWJ6WPv6bIlwH2/O3aZKAJUM00zeMPiSMGiLnj+aR+BBGRVG3SpEn07NkTgM6dO1trWh8mXbp0TJs2jQULFtC4cWNefvllAN566y3Kli3rsF98cHCw8wMXkWQXFBSEYRiYpmlNe58yZQr79u3D0zPxa2RgYCDLly93SMyTYtasWXTp0oV8+fKxYcOGBxbDExGRRMbDpjs9VqeJ28jNBd4BfgLeBjoDJUzTPGkYxhzgjGmaA/9qPwzYDhwGMgHvAW2Al03T/PmvNl8AbwCvAgfvGC7cNM2oJMSUCQgPDw+39jQVEXmWmKbJqFGjGDx4MAC9e/dm3Lhxj/UD5+zZs2nfvj0ZM2Zk7ty55M+fnxdeSKw9arPZtFWUSCoSGBjITz/95HBt1apV1K9fH0j8u+XIkSOPnID/+eef1KpVi0OHDpEzZ07Wr19PqVKlnBa3iEhKcOPGDXx9fQF8TdO88aT9uWQNvGmaC4D3gaFAGFAFqGea5sm/muQjca/32zIDwcB+EqvV5wGq3E7e/9KVxKnwocC5O/60cMVnEBFJTUzTZMCAAVbyPnz48MdO3m/evMmAAQMAaNOmDU2aNLGSd4B//etfzglaRFKEdevWWcc2mw2A8ePHY5om33//Pb169XJI3qOioggPD39ov/ny5WPz5s3885//5MKFC1StWpUdO3Y4/wOIiKQiLnkDnxLpDbyIPMvOnz9PmTJluHDhAuPHj6d3795JftZut9O8eXPrz5AhQ/jkk08oXLgwJUuWZNmyZQ7tIyMjSZcunbM/goi4UfHixTlw4ACQuBY+ISGBtWvX0qhRI2JjY9m6dSsvv/wyZ86coXHjxvj5+bF69Wprmv2DXLt2jfr16/PTTz+RIUMGVq5cSfXq1V39kUREkoWz38A7fQ28iIikPLly5WL9+vX88ssvvPXWW4/07HfffcfSpUvZtGkTAQEBTJgwAYB+/frxzjvvOLTNkyePkneRVGjOnDmUL18egPTp05M1a1YMw6B79+7YbDZrP/jLly+zb98+0qVLx5EjRyhWrNhD+/bz8yMkJIQmTZqwYcMGgoKCOHjwIP7+/i79TCIiTyO9gRcRSaViYmL4/fffKVeu3BP1c+3aNT7//HN8fHwIDQ1l+fLl1KlTh4CAAD799FM8PT2tNe87d+6kbNmyzghfRFIYb29vYmNjgcQt4TZs2HDPduvWraNIkSIULFjwkfqPjo6mVatW/Otf/7KW6YiIPO2c/QZeCbyISCoUERFB06ZN2bx5M+vWraNKlSpP3Of69eupXbs2NpuN7du3U6NGDW7c+P//Dnl5eRETE/OAHkTkada8eXMWL14MJO7uc+nSJbJmzfrQ50zTTHK9Dbvdbq2zB4iNjcXLy+vxAhYRSQGeiiJ2IiLiPuHh4dSpU4eQkBBsNhtxcXFP3Gd8fDzvv/8+AO+++y4//fSTQ/IO0KNHjyceR0RSrvnz51vHhmHg7e3NrFmzCA8PZ/PmzdSrV48jR444PLN7927KlSvHiRMnkjTGncn7zZs3qVy5MiNGjNDOFiIif1ECLyKSily+fJlXXnmFH3/8EV9fX9avX0+NGjUeq69t27bRokULwsLCiIyMpHz58mTPnp1hw4bdNXXWMAzGjRvnjI8gIimUzWajYcOGACQkJFC+fHk6dOjAtGnTGDNmDGvWrGHs2LFWe9M06dmzJ7t27aJPnz6PPN7ChQv5+eefGTp0KKVLl2b16tU8KzNHRUTuR1PoRURSibNnz1KrVi327dtH9uzZCQkJoUyZMo/dX8OGDVm1ahUdO3Zk+vTpQOJ6eD8/P0zTpHfv3kydOpWoqCimTp3K22+/7ayPIiIp1LVr18iSJQuQWMwuMjKS559/nnnz5lGtWjW8vLw4duwYefLkAeDUqVMMHDiQyZMn4+fn98jjzZgxgwEDBnD58mUAatWqxbhx4yhdurTzPpSIiAtpDfxjUgIvIqnZ+fPnefnll60vzhs2bEhS9ecH+f333/nkk08YPnw4RYsWdbhnt9vJnDkzt27dIlOmTFy6dEnrVEWeETlz5uTixYsO1+bNm8fUqVPZsmULvXv3Zvz48U4b7/r164waNYrPPvuM2NhYPDw86NChA19++WWStqkTEXEnJfCPSQm8iLhKdHS0U9aZP4n4+HjeeustfvvtN1auXOm07Zf++OMPRo0axYgRIyhYsCBHjhwhbdq03Lx5k3/9618AdO7cmeDgYKeMJyIp35QpU3j33XcdrpUpU4ZRo0ZRr149MmTIwMmTJ+9Z4G7VqlXExMTQrFmzRx73+PHjDBgwgIULF9KsWTOroJ6ISEqmBP4xKYEXEVeIjo5m8+bNREZGujsU4uLiiIiIIHPmzI/dx61bt9i7dy8VKlQA4MMPPyQsLIxKlSrRq1cvBgwYwMmTJ4mLi7PWop48eZJ8+fI55TOIyNPBx8eHW7dukSFDBhISEoiKimLDhg307duX3bt3M2zYMIYPH+7wTGhoKK+88gpp06Zl586dlChR4rHG/vHHH3nuuecoUKAAAKdPnyY0NJQ33ngDDw+VdxKRlEUJ/GNSAi8irnDz5k3+97//4enpSZo0aZJ17H379hEaGso777zjlC+tkZGR9O3bl2PHjtGvXz+qV6/OyZMnmTlzJl27dmX//v2MGTPG4ZmMGTNy8+bNJx5bRJ4u8+fPp1WrVnh4eNC6dWvmzJlDUFAQ7du3p0WLFvj5+XHy5El8fHysZ+x2Ow0bNiRfvnxMmjTJactu2rVrx5w5cyhbtiwTJkygcuXKTulXRMQZnJ3Aa+GQiIgTpEmTBm9v72Qbb9euXQwePJjo6Gjy5cv3WNNR/87Ly4tSpUpx9epV/vGPf+Dt7U3RokX55JNPiImJoV+/fgBkyZKFq1evArBu3bonHldEnj4tWrRg8ODBHD16lO+//x5ITNAbNGhAkSJFOHz4MMHBwXzwwQfWMzabjaVLlzr170rTNAkICMDHx4dffvmFKlWq0KxZM8aMGUOhQoWcNo6ISEqheUYiIk+ZrVu3MnDgQKKjoylbtiz169d3Sr+GYdCjRw+mTp1KtmzZHO4tWrSIixcvkjlzZit5L1SoEIGBgU4ZW0SeLoZhULt2bQCuXLmCp6cn48aNI3369PTv3x+A8ePHExMT4/Dcncm7aZqsW7fuibaGMwyD/v37c/jwYbp06YKHhwffffcdxYsXp0+fPly/fv2x+xYRSYmUwIuIPCVuf9kdNmwYcXFxVK5cmZEjR5I2bdrH7vPcuXPMmTPH+gJ9eyp+q1at+PTTT4mJieHq1at8++23AA7F+iZOnPgEn0ZEnnajR4+2juPj45k5cyYAbdq04fnnn+fcuXPMnj37vs93796dunXrOqVifc6cOfnqq6/47bffqF27NnFxcYwfP55PP/30ifsWEUlJlMCLiDwFjh07Rrdu3fjkk09ISEigVq1aDBs27InWkEZFRdGrVy9mzZrFggULrOvTpk0jIiKCo0eP4uXlxcyZM4mKisLDw4OIiAgg8a1XgwYNnvhzicjTy9fXl/z581vnXbp04dy5c4SGhlpT58eOHUt8fPw9nw8ICMDDw8OphedKlizJunXrWLNmDdWqVXOYwh8eHv5Eb/tFRFICJfAiIk8BX19fjh49ire3N61bt2bAgAHYbLYn6jNdunS0bt0af39/atWqBSRuG7d+/XoAevToASSuWzUMw+GLb5MmTZ5obBFJHTZs2GAd16hRA39/f1q2bEmrVq3ImjUrR48eZdGiRfd8tnv37oSFhdG7d2+nx1W3bl02btxoFS42TZOgoCBq1arFb7/95vTxRESSi6rQi4g8gdtV6NOlS+e0wkxxcXGsX7+egwcP0qtXL+v61q1bKVGiBH5+fk4Z57bY2Fi8vLxISEige/fuHDhwgLp161rrWAHCwsKsWDw8PLh27Zr+LhURAHLkyMGlS5cA8PPz49q1a/z73/8mffr0hIWFMXToUEqVKvXQfuLj44mMjHTJ3y179uyhXLlyxMTEYBgGb731Fh9//DG5c+d2+lgiIndydhV6vYEXEUkhYmJiWLJkCa1bt+Y///kPK1as4MCBA9b9SpUqPXHyvn//foYPH+5QWOr2NPyQkBAOHDhA+vTp6dy5s8Nz06ZNs44bNGiAYRhPFIeIpB7Lli2zjq9duwbAuHHjaN68OYsWLUpS8n716lXq1q1L06ZNHWptOEupUqXYv38/LVq0wDRNZs6cSZEiRRgxYgSRkZFOH09ExFWUwIuIuFlERAT//e9/adWqFZMnT+bixYtkyZKFrl274u/v77RxYmNjGTp0KJs2bWLOnDl3xRAcHAwkFqDKlCkTEydO5PDhw2zatIl9+/YBiWvf27Zt67SYROTpFxgYeFc9jtjYWN5///0krzk/e/YsO3bsYPv27ezdu9cVYVKgQAHmz5/Ptm3bqFChAhEREQwdOpSiRYty9OhRl4wpIuJs2gdeRMSNDh06xAcffMCtW7eAxErKrVq1Iigo6IkK1N2Ll5cXgwYNYsGCBbRu3drh3jfffMO1a9fIkycPTZs2ZeXKlSxfvpyQkBCioqKsdiVLlnzitfcikvpMnz7d+nEvbdq0xMfHs2bNGlatWkVAQABjx46ldevWVK5c+Z7PlyxZkkWLFvHcc89RunRpl8ZasWJFtm3bxsKFC+nfvz+ZM2d2KMYnIpKSaQ28iMgTeJw18Ha73UqCY2NjefPNN0mXLh1vvPEGNWvWxNPTub+t3jnevZw5c4a33nqLuLg4Ro0aRalSpXjzzTe5ceMGRYsW5dChQ1bbFStWYLfbqVGjBj4+Pk6NU0SebtmzZ+fy5csABAUFsWbNGgoUKMArr7zCjBkzqFu3LmvWrHFzlI6io6M5e/YsBQsWBCAyMpL333+ffv36UbhwYTdHJyKpgdbAi4g8pc6fP8/EiRPp1KkTdrsdSHwrPnHiRGbNmkXdunWdnrxv2bKFTp06ceXKlfu2+eKLL4iLi6NcuXJUqFCBefPmcePGDfz9/R22f6pQoYLTZwWISOpx59KczZs3kzdvXlq1akXv3r2pV68eAwcOTHJfR44coWrVqhw/ftwVoVrSpk1rJe8An376KdOmTSMgIIDevXtba/pFRFIKJfAiIi72559/MmbMGFq3bs3y5cs5ceIEP//8s3U/T548LpmWHhcXR3BwMCdOnGDx4sX3bLNz5062bduGh4cH3bt359y5cyxZsgSARo0acezYMavtiBEjnB6jiKQeQUFB1izHiIgITp06Rf369QkICOD777+nSpUqSe6re/fubN68mW7durkq3Htq3LgxQUFBxMXF8emnn1K4cGEmTZrkksJ6IiKPQwm8iIiLHDlyhA8//JD27duzdu1a7HY7L774IhMmTKBChQouHz9NmjSMHTuW119/nU6dOt11Pz4+nilTpgCJ+7r7+/sTHBxMXFwc/v7+7Nmzx2pbvXp1p88OEJHUZ/To0Q7nt/eJv3PJ5u2imA8yc+ZMXn31VWbOnOncAB+iRIkSrF69mrVr11KiRAmuXr1Kz549KVmyJCtWrEjWWERE7kUJvIiICxw/fpzOnTsTGhqKaZoEBgYyZcoUxo8fzwsvvODSbdiuX79uHefOnZuuXbve8w1/eHg4GTNmxNfXl3bt2vHHH3+wadMmDMPg5MmThIaGWm0HDx7ssnhFJPXo1q0bmTNnts49PT3ZuXMnFSpUYO3atQwfPpySJUuycOHCB/aTJ08eli1b5rZ92uvUqUNYWBhTp04lR44cHDp0iNmzZ7slFhGROymBFxFxAtM0OXfunHVeoEAB/vnPf1K9enWmT5/OyJEjCQgIcHkcixcvpnXr1hw8ePChbbNmzcrkyZOZMmUKPj4+FClShC5dulCtWjXy5s1rtatevToeHvrPhYgkzfr1663jjz76iNmzZ/Pzzz/Ts2dPrl+/jmmatGvXjp07dya5z61bt/Ldd9+5Itz78vT05O233+bw4cMMHDiQMWPGWPcuXLjAmTNnkjUeERFQAi8i8kRM02Tnzp306tWLDh06EB4ebt0bN24cQ4cOpVChQskSi91uZ8uWLURERLBjx44kPWMYBnny5AESC+q1bNmSChUqWIWbAgICGDJkiMtiFpHUp2zZstZWcDExMcTHx+Pn58ehQ4fImTMn9evXJzo6mldffZXTp08/tL+dO3fyyiuv0Lp1a8LCwlwd/l0yZcrEqFGjHKrS9+/fn6JFi/Lhhx8SERGR7DGJyLNLCbyIyGOw2+0sXLiQSpUqMWrUKA4cOIDdbndY25nca8ZtNhujR4+mT58+tGnT5r7tjh49ytSpU60vnXFxcVZVfNM0mTJlirUv/TvvvOPS6f4ikjrNnz/fOp46dSqxsbEAjBw5kv/85z+ULFmSc+fO0ahRo4cmwC+++CJ16tShQYMGFClSxKVxJ0VsbCxHjx4lMjKS4cOHU7RoUWbPnk1CQoK7QxORZ4ASeBGRRxAXF8fXX39NiRIlaNGiBXv27CFt2rS89tprzJ8/n4oVKyZrPKZpcuDAAes8ffr01K9f/75J9+0Eff78+Xz55ZcALFiwgI4dO/LFF1+wcOFCbtxI3KLU39+fUqVKuf5DiEiqU7x4cbJkyWKdZ8uWjTJlyhAREcFHH33EypUryZ49O7t376Zt27YPTH5tNhsLFy5kwYIFZMiQITnCfyAvLy82b97MggULyJ8/P2fPnqV9+/aUK1fOoXaIiIgrKIEXEXkE58+f5+233+bgwYP4+fkxYMAAgoOD6dSpk8OX1eSQkJDApEmT6N69Oz/88EOSnjEMg+bNm1OwYEFat27N1atX+eabbzh58iTLly/nq6++stq2b9/eRZGLyLNg27Zt1rGnpyczZ87Ew8OD+fPnc/z4cZYuXYqXlxdLlix56FKddOnSOdTi+PHHHx0q2yc3wzB4/fXX2b9/P2PHjiVTpkz8+uuvVK9ena+//tptcYlI6qcEXkTkAW7duuVQOClv3rx88MEHjBkzhpMnT/Lvf/8bHx8ft8UXFxeHaZpERkYm+ZmKFSsyffp0cuXKxcyZM4mOjqZYsWIEBgZabTJlykS1atVcELGIPCv+8Y9/WDtYXL58GbvdTpcuXYDEbeJefvllpk2bBsCoUaOYO3dukvodNmwYlSpVYuzYsa4J/BGkTZuWvn37cuTIEbp160auXLlo0qSJu8MSkVRMCbyIyD1cu3aNjz76CH9/f1577TV+//13697o0aPp16+fWxN3AA8PD3r16sXEiRNp0KDBQ9vHx8dbx4Zh8Mcff7B69WoAKleubE39tNlsSf4iLSLyIIMHD8bf35/w8HDKlStHbGwsXbt2tbZka9u2LQMGDACgU6dODm/t7ydXrlwA1nKflCB79uxMmTKFw4cP4+vrCyQuWWrUqBETJ060agCIiDwpJfAiIne4ePEiAwYMwN/fn2HDhnH16lWKFCnClStX3B0akPjGPSQkxJo6arPZrGrPD3Lp0iVatWrF4sWLsdvtXLlyhWHDhmGaJlWrVmXOnDlW29dff51MmTK57DOIyLPD29ubli1bWuczZsxgyZIl3Lx507o2cuRIGjduTGxsLI0bN+bEiRMP7LNr167s2LGDkSNHuirsx5YxY0br+Pvvv2flypX06tWLEiVKsGzZMrdO+xeR1EEJvIgIcP36dXr27En+/PkZM2YMN2/epFSpUvz3v/9l//79VK9e3d0hYpomw4cPZ/To0dbbq6SaNm0aly9fZtOmTdjtdoYNG8aVK1dImzYte/fuJSYmBkhcp9qxY0dXhC8iz6jRo0djs9ms8+bNm+Pt7U1kZCTfffcdHh4ezJ07lzJlynDp0iUaNWr00DfW5cuXt45N07R2zkhJgoKCmDZtGjlz5uTIkSM0adKE6tWr8+uvv7o7NBF5iimBFxEhcR3jggULiIqKonz58ixfvpywsDBatmzp8MXTnQzDoGzZsnh7exMQEJDk5/744w/Wr1+PYRi8++672O12/Pz8SJcuHXFxcQ6zC1q3bp1iPq+IpA6GYfDtt99a53PnziUuLo6AgABee+01tm3bRsaMGVmxYgX58+enX79+eHl5JanviIgIWrRoQcOGDYmLi3PVR3gsNpuNTp06cfjwYQYNGkTatGnZtGkTZcuWpV27dilqCYCIPD2MZ2Uqj2EYmYDw8PBwTQ0VEfbu3cusWbMYO3aslbAuWrQIPz8/atSokeS9z2/evMn//vc/0qVLh7e3tytDtly6dIns2bMnuW3fvn05efIk9erVo2/fvkBiBfuTJ0/ywQcfcO3aNQB8fX1ZtmzZA/uLiYkhKiqKGjVquL0GgIg8XQoXLszRo0cBqFChAsWKFePrr7/mhRdeYOfOndhsNmJiYh7p79IDBw5Qvnx5oqOj+eGHH6hUqZKrwn9if/75J//+97/55ptvKFWqFLt379YPpiLPgBs3btyujeFrmuYT/3KnN/Ai8kzZuXMnjRs3plSpUkyYMIGlS5da95o3b07NmjWTnLwnh1u3bjF16lSH6aRJTd6PHz9O9+7dOXnyJFmzZqVJkybW+ksPDw/Wrl1rJe+AVQ1aRMQVfv75Z+t4+/bt1o+fu3fvJjg4GMAheT9//jzLly9/YJ/FihVjwYIFKT55B8iXLx/z5s1jx44dBAcHW8l7VFQU8+bNw263uzlCEXkaKIEXkVTPNE02bdpE7dq1renxhmHw2muvUaxYMXeHd1+maTJo0CDmz5/Pp59++kjP7t69mx49enDp0iX8/f35+OOPGThwICNHjmTz5s38+OOPLFy40GrfqlWrJP8wICLyOLJkycLbb79tnZ86dcr6wXTQoEFcvnzZunf27FnKly/Pa6+9xqZNmx7Yb1BQUIpP3u9Uvnx5KlSoYJ1PnDiRNm3aULZsWX744Qc3RiYiTwMl8CKSql2/fp3KlStTrVo11q9fj81mo23btvzxxx8sWrSIkiVLujvE+zIMg7Zt25IjRw6aNWuW5OfWr19Pv379iIiIoHTp0owfP54pU6Zw+fJlDhw4wOjRo629mSFx/f+dX6pFRFxl6tSppE2b1jrPnTs3pUqV4tq1a7z++uvWbKPcuXMTGBhIwYIFee6555Lc/7lz56hfv741Vf9p4Ovri6+vL2FhYdSoUYNGjRpx8OBBd4clIimUEngRSdV8fX2Ji4vDy8uLd955h8OHDzN79myKFy/u7tCS5KWXXmLu3LkULlz4oW1N0+Sbb75h1KhRxMfHU61aNf7zn/8wZ84c9u7dS4YMGRg0aNBd60snTZrkqvBFRO6yf/9+6/jo0aPUqVOHjBkzsnHjRj766CMg8QfMWbNmsX37dooUKZLkvrt3787q1atp3779U7NlW7du3Thy5AjvvvsuNpuNlStXUrJkSd57770Us4WpiKQcSuBFJNWIj49n3rx5BAYGcv36dSDxS+D06dM5fvw4X375JQUKFHBzlA92/vx5Bg4c6LA2PSnVmO12OxMnTmT69OlA4l7uQ4YMYf369axYsQLDMBg0aBCnTp0iPDzceq5u3bqP9OVYRORJ5c+fn2HDhlnn48aNo1+/fpQrV44+ffpY19OlS4efn591vmPHDuLj4x/Y95QpU6hVqxazZs1KUfVMHiZbtmxMnjyZvXv30rBhQ+Lj45k8eTI9e/Z0d2giksIogReRp15MTAzBwcH84x//oE2bNvz00098+eWX1v1SpUo90hRMdzFNk1GjRrF9+3bGjx//SM8ePnyYVatWYRgGPXr0oGvXrhw4cIDPPvsMSCzQV758eYe19H5+fvTv39+pn0FEJCmGaSHcXAAAIABJREFUDx+Ov7+/dT506FD+/PPP+24FN3XqVAIDA+ndu/cD+82dOzchISFJmrWUEhUrVowVK1awYcMGypUr5/BDR1RU1FMzq0BEXMfT3QGIiDyuiIgIgoODGTduHGfPngUSK7T36tWLbt26uTm6R2cYBv369WPChAmP/NalWLFi9O3blwwZMlC5cmXi4uL46KOPiIuLo0SJEixZsoTIyEiio6OtZ2bNmuXsjyAikmQ7duwgV65c1rlhGFYl9kmTJlGyZEleeeUVIPHv9oSEBCZPnkzx4sXp2rVrksb4/fffOXz48CPVEUkJatSowY4dOxxmEXTv3p0jR44wYcIEypYt68boRMSdtA+8iDyVIiMjKVSoEOfPnwcgT5489O3bl86dO5M+ffpki8MZ+8Db7fbH2gv49OnTADz//PP3vB8WFsbs2bPJly8fK1asIH369ERGRgLQp08f6tev/8hjah94EXGm8ePHO0ybX716NZcvX6Zt27b4+vqybds2AgICABg1ahSDBg3CZrOxdu1aatas+cC+9+7dS4UKFYiPj2fLli2UK1fOpZ/FlS5fvkz+/PmJiIgAoHXr1owaNYq8efO6OTIReRjtAy8iz6xbt25Zx+nTp6dWrVoULFiQ4OBgjh49Ss+ePZM1eXeGgwcP0rZtW44cOfLIz3Xv3p3+/fs7rJe/U5kyZZgwYQK+vr688MILVvJepkyZx0reRUSc7YMPPqBNmzbWedOmTQkMDCQwMJDw8HDq1atn/VA7cOBAWrdujd1up3nz5g+t1B4QEEDNmjWpVKkShQoVcunncLVs2bJx4MAB2rZtC8C8efMoWrQoQ4YMcfhvo4ikfkrgRSTFO3v2LL179yZ37tzs27fPuv7ZZ59x8OBBOnfu/Nhvv91t1qxZnD179pGns2fPnp0MGTLg4+PjsCYyNDSUEydOkJCQAMBvv/3G3Llz2b17NwCvvvrqI+8pLyLiSrNnz7aKaUZHR1O2bFkuX75MwYIFOXnyJA0bNiQiIgLDMJg2bZpVqLRBgwZcvXr1vv16eHjwzTffsGbNGrJkyZJcH8dlnn/+eWbPns3OnTupUqUK0dHRfPzxxxQpUoQdO3a4OzwRSSaaQi8iKdbx48cZM2YMs2bNsvYGHjx4MCNGjHBzZP/vSafQ37p1ixkzZjzW1P9z586ROXNm0qVLB8C+fft4//33sdlsvPzyy2TMmJE9e/Zw7NgxAF588UXGjBmDp+fjlz/RFHoRcYULFy44rIcHGDZsGJ9//jlXrvwfe/cdHlWx/3H8PWkkhFAl0qU3kSpeQRTxIoKCFFHB3wWxgSDSFKUpXBEVBESQesECNkSliIL0IlUQvdIRCVVABJKQXub3x2bPTSBAgkk2Gz6v59kn2TlzZmaXIed8z5mZ8xcPPvggX3/9Nb6+vpw+fZqGDRty5MgRmjVrxvfff4+/v3+G6vnpp5+oV6+eV61Qnx5rLQsWLGDgwIGEh4fz22+/uYfoikguoyH0IpLn7dmzh65du1KlShWmT59OfHw8TZo0YcmSJc4zgr2Z+xF3AAUKFMjQ0P/k5GSmTZvG0qVLnbSSJUs6wfuff/7J8OHDSUhIoGbNmqxevZqFCxc6wbsxhhEjRvyt4F1EJLvceOONTJ482XkfEBBA3759WbRoEfny5WPRokX0798fay2hoaEsXrzYeXZ87969M7Q6+4QJE2jYsCFvvPFGdn6UHGGMoX379uzevZsVK1Y4wbu1lkGDBrFnzx4Pt1BEsosCeBHJVeLj47n77ruZM2cOSUlJ3Hfffaxbt47169fTsmVLr79rsmHDBjp37sy6desyvE98fDyvv/46c+fOZdy4cc58ULedO3fSs2dPzpw5w0033UTXrl0pWbJkmjxjx47VHXMRydV69erFW2+9Bbj+7k2dOpVChQoxe/ZsfHx8qFixonMMuOWWW/jss88wxjBjxgwmTpx41fLz589PcnIyhw8fzjOPYwsICKBOnTrO+6+++orRo0dzyy230Lt3b/78808Ptk5EsoMCeBHxuB9//NGZsx0QEEC/fv1o3749P/74I0uXLuXOO+/0cAuzzqZNm4iNjWXt2rUZyh8ZGcnAgQNZvXo1fn5+vPTSS84wU2utc1fqr7/+oly5cvTs2ZMXX3yR48ePA+Dn58fUqVOpX79+tn0mEZGs8vLLL/Pcc88BMHToUOrWrcvHH3/Miy++SL9+/dLkbd26NW+//TYAAwYMYMmSJVcsu3v37qxevZrp06d7/cXgy6lTpw5t27YlKSmJyZMnU7lyZd5++23i4uI83TQRySKaAy8iHmGtZfny5YwaNYp169axcOFCHnzwQWebt5xcZXYOfFJSEosXL6Z169ZXfXTcyZMnGTRoEIcPHyY4OJh///vfNGjQwNm+atUqZz2A0NBQAgMDOXr0qHNnycfHh0mTJjmPYMoKmgMvItnNWkulSpU4dOiQk+bn58e+ffuoWLEi58+f5+jRo9xyyy1Ya3n66ad5//33CQkJYc+ePZQuXTrDdcXExDhTkfKS1atXM2DAAH7++WcAKlSowOjRo+nYsaPXHF9F8grNgRcRr5acnMzChQv5xz/+4QyP9/f3Z//+/U6evHZysXfvXieo9vX1pW3btlcN3g8cOMBzzz3H4cOHueGGG5g4cWKa4B3grrvuon79+jz66KNERERw5MiRNMNCp02blqXBu4hITjDGsH379jTHgjvvvJOKFSty/Phx7rjjDpo3b86hQ4cwxjB16lSaNWvGa6+9RqlSpTJUR0JCAj179uS+++5zFknNS5o1a8a2bdv44IMPKFmyJIcOHeK1115zRruJiPdSAC8iOSI5OZnPPvuMOnXq0K5dO3788UeCgoLo27cvv//+Oy+++KKnm5gtvv76a3r27MmcOXMyvM/WrVvp27cvZ8+epUKFCkyZMoWKFSsCrue/JyYmAq47UmPGjKFs2bLExsamKWPMmDHOY5lERLxNkSJFnMdfguuO8uOPP461loCAAE6fPk2rVq04e/YsAQEBLF++nH79+mX4AvDhw4f59NNP+eGHH1i1alV2fQyP8vX1pVu3bhw4cIDhw4czYcIE5+JxTEwMR44c8XALReRaKIAXkRxhjOHtt99m586dFCxYkMGDBxMWFsaECRMoU6aMp5uXbdzBdnR0dIYWTVqyZAmDBw8mJiaGevXqMXHiRIoXL461lq+++opevXoxZcoU/vjjD3bv3s2YMWMYO3ass39wcDDz5s2jYcOG2faZRERyQp06dVi9erXzfvbs2dSrV4/4+HiKFSvGvn37aNiwIevXr08zqik8PJyxY8decd535cqVmTt3LosWLaJly5bZ+jk8LTg4mBEjRvDPf/7TSZswYQLVqlVj6NChREZGerB1IpJZmgMvItkiOjqaDz74gK5duzpzpb/99lt27NhB7969KVy4sIdbmDUyMgf+l19+oXbt2le8M2StZfbs2Xz44YcA3HvvvQwcOBB/f39iY2MZP348y5cvB6Bhw4bs2rWL6OjoNGWULVuWmTNnEhAQkDUfLh2aAy8iOe3LL7/k4YcfTpMWGhpKQEAAx44dwxjDCy+8wMiRI/H19aVBgwb8+uuv9OnTh3fffddDrc69rLW0a9eORYsWAa7vcuTIkTz55JN61KhINtAceBHJ1SIiInjrrbeoUKECvXv3Ztq0ac62Bx54gGHDhuWZ4D091lqWLVvm3HkH112kqwXv48aNc4L3//u//2Pw4MH4+/tz8uRJ+vTpw/Lly/Hx8eG5556jS5culwTvVatWZfbs2dkavIuIeELHjh15880306RZa1mxYgVPPPEE1lrGjh3L0KFD8ff3Z+jQoZQtW5bu3bs7+X///Xf27dt32TrOnz9Phw4deOedd7Ltc+QWxhgWLFjAggULqFKlCqdPn6ZHjx7Uq1ePZcuWebp5InIVCuBFJEv89ddfDB8+nJtuuonBgwdz+vRpypcvn+EFhfKKGTNm8OabbzJq1KgMP2fYGEOJEiXw8fGhf//+PP30084iTj169ODAgQMULFiQcePGYa2lT58+afbv2rUr06dPz46PIyKSKwwaNCjNdKE///yThg0b8sILL/Dee+9Ru3ZtBg8eDMCjjz7KoUOHuPnmm538I0aMoHr16rRp04Y1a9Zc8vf5+eefZ/78+SxdujRN+tSpU1m0aBEXLlzIxk+X84wxtG3blp07dzJhwgSKFCnCzp07ue+++3j99dc93TwRuQINoReRv8Vay+DBg3nvvfeIiooCoHr16gwePJjOnTvj7+/v4RZmr4uH0G/dupVhw4bRu3dv57F4GWGt5eDBg1SuXBmAqKgoOnfuTGRkJCVLluTcuXM0aNCADRs2OPsEBATw0UcfOc+FzwkaQi8invT111/z0EMPOe+NMRQoUIBatWrxzTffUKxYMay1DB8+nE6dOlGzZk2stTzyyCN89dVXTuBer149BgwYwCOPPEJAQACRkZG8//77lC5dmo4dOwIQHx9PoUKFiI2NZc+ePVSvXh1wLYAXHx9P5cqV88xTU86ePcvrr7/O9OnT2bFjB1WrVvV0k0TyDA2hF5FcxRjD4cOHiYqKok6dOnzxxRfs3LmTrl275vngHVyB9/nz50lISADgtttu45NPPrli8G6t5aOPPmLIkCHExMQAru+xQoUKTjnBwcG8/PLLtGzZkvLlyxMbG5smeK9VqxZLlizJ0eBdRMTTOnTowJo1a5zA2VpLZGQkYWFhzjokc+fOZeTIkdSvX5+xY8eSnJzMvHnz2Lt3L7169SIoKIgdO3bQpUsXKlasyOjRo0lMTKRv375O8A5w4cIFunbtSuPGjalWrZqTPmnSJKpWrcoLL7yQpm3uv9/eqGjRoowfP56jR4+mCd779+/P6NGjL3nSiYh4jgJ4EcmUffv28eSTT3LgwAEnbfjw4SxevJgdO3bw8MMPX/UZ597q9OnT7N27N01akyZNeOKJJ9J8H8WLF0+TJz4+nt27dzvvjTFs3bqVTZs2MW3aNGJiYpg/fz5du3Zl8eLFnD17llOnTnHbbbexefNmNm3a5OwbEBDASy+9xKRJk/Dx0Z9wEbn+NG3alPXr16dJ++OPP+jUqRPnzp3jjjvu4J///CdxcXEMHDiQZs2a8fvvv1O1alUmT57M0aNHGTVqFCVKlOD48eMMGjSIsmXL0qdPHw4ePOiUWbRoUaZPn86GDRvS3GmPjo4mX7581K9f30k7evQohQoVonnz5l79rPWiRYs6v+/atYt3332XQYMGUb16debOnZvhqWEikn00hF5EMuSXX37hjTfeYN68eVhreeqpp5g5c6anm5Utzpw5w86dO6lRowY33ngjAIsWLaJt27Y0aNCAbdu2OXmbN2/OqlWreOmll9I8iujs2bNO8L1t2zYSEhJYsGABBQoUAGDdunWcOnWK06dPs3TpUmd+ZalSpTh37hzlypVj//79zsmSn58fvXr1om3bth4N3DWEXkRyiwsXLlCvXj1+++03J6148eI89thjzJkzhw4dOvD5559z4cIFgoODGTduHN27d3eC8bi4OD7//HPGjx/Pf//7X8B1gbVdu3YMGDCAJk2aXLbuuLg4rLUEBgYC8MUXX/Doo49ecowYOHAgFy5coHfv3mnm5HuD5ORkPv74Y4YMGcLx48cBaNSoEePHj+f222/3cOtEvEdWD6FXAC8iV7R582ZGjRrF4sWLnbQHH3yQoUOHctttt3mwZX9fdHQ027Zt48yZM3To0MFJb9asGWvWrOGjjz6ia9eugGvkQY0aNahVqxa//PKLcwK4f/9+duzYQaFChfjjjz/YuHEjGzduZM+ePWnuVBQvXpyRI0dSrVo1Dhw4wLx581i1ahVJSUkAlC5dmgceeIC9e/eybt26NO0MDAzk/fffp2TJktn9lVyVAngRyU2stXTq1IkvvvjCScuXLx9xcXFMnjyZVq1a8cQTT7B27VqAdC8+W2tZuXIl48ePZ8mSJQDcc889rFy5MlPt2LdvH+fOnaNRo0ZOWokSJTh9+jTr1693Lgjs3r2bFStW0KxZM2655Za/9flzQlRUFOPGjWP06NHOE1A6derEhAkTnIvcInJ5WR3A62GPInJZDz/8MF9++SUAPj4+PPLIIwwePJjatWt7uGWZ9/PPP7N582YaNmxIgwYNAPjtt99o2rQphQoVon379k5QXqtWLY4cOeIE1wBVqlThwoUL5M+f30lLSEhg3759zJkzh+3bt3Py5Mk0dVatWpXGjRvTuHHjNIsdzZ49mx9++AGAYsWKUbFiRay1zJgxI83+Pj4+3HHHHbz22mtZ/4WIiOQBxhjmzp1LqVKlmDBhAuC60Ojr60uVKlXw9/dn2bJlvPzyy0ydOpXOnTs7+4aFhREbG0v16tVp3rw5zZs3Z/fu3UyYMCHNRd1Tp07xySef8NRTT7lPwtNth3uRO7fk5GSmTZvGDz/8wK233uqkL1y4kCFDhtCxY0fmzZvnpG/atIlatWrluoujwcHBvPrqqzz99NO88sorfPDBByxfvtxZc0BEcpYCeBFxuO8YuwPNmjVr4ufnR9euXRk0aBBVqlTxZPMy5MKFC3z88ceEhYXx1ltvOenvvfces2bN4pVXXnEC+GrVqlGpUiWqVatGVFSUM7x94sSJTJo0KU25Pj4+aYL3p59+mnnz5hER8b8Lqf7+/tSvX5/GjRvTqFEjihcvTkxMDMuXLyckJMRZcO6RRx7B39+fggULsnDhQv76669L6mrbti09e/a8LhYCFBH5u9555x26detG69atOXbsGElJSXTr1o2oqCiKFClC/vz5iYuLS3OhdcKECbz77rvUqFGDDh060KFDB+rVq3fJxdQpU6bw2muv8d1337FixYoMt8nX15f27dvTvn37NOmVKlWiZcuWtGjRwkmLjIx07tD/8ccfhIaGAq4LxbnlOFCqVClmzZrF888/z+HDhylcuDDgOnf4+uuvadiwIUFBQc4rr66HI+Jp2TaE3hjTCxgIlAR2Af2stesvk7cb8EE6m4KstbGp8mW4zHTq0BB6ybOSkpI4f/48sbGxxMXFERsbm+ZVpkwZZ1XZiIgIPvnkkzT53L+vXr2aN998k1atWgFw/vx5wsPDuemmmzz58S5r9erVLFiwgNtvv925q3LhwgXn7sWff/7JDTfcAMCHH37IvHnz6NSpE126dMlUPQcOHGDNmjU888wzTlqHDh2YP38+xYsXp3bt2txxxx3Ur1+fEydOsHfvXvbv38++ffs4fPgwycnJNG3aFH9/f0qWLMmpU6dYuXJlmjv8bmXKlOE///mPM68yt9EQehHJ7b766it69erF6dOnnTR/f3+stRw+fJjQ0FD8/Pzo3LkzX375JYmJiU6+8uXLO8F848aNMcbw+eefM3LkSEaMGMHDDz8MwLlz59i/fz//+Mc/sqTNO3fupHXr1hhjOHTokJPevXt3li9fzhtvvJFm9EBuMn/+/DQjFtz8/f0JCgriww8/dC5irFq1iuHDh5M/f/40wb771alTJ2e0wtGjR1m9evUledz7lixZUuf04hW8Ygi9MeZRYALQC9gA9ACWGGNqWmuPXGa3CKBa6oSLgvdrKVMk2yUmJhIeHp5u8BwXF0elSpUoV64c4LqqvmjRoksCbPd+bdq0cYLn/fv307Nnz3TzxcbG0r9/f4YOHerkrVmz5mXbOGDAAMaNGwdAeHg4vXr1umzeCRMmOG0oXLiwc4Xdk5KSknjhhRfYtWsXX3/9tRM4btmyhYkTJ3LmzBnnxKZAgQI8/vjjFC9ePM1KwN26daNbt26ZrjsyMpKaNWuSmJjI3Xff7YxCePnll3nmmWdo3Lgxq1evJjY2loceeijdoLxIkSLs2rWLM2fOpFuHj48Pt99+Oy+99NJlh2eKiEjGPPTQQ9x77700btyYXbt2Af97xFvZsmUJCQmhTp06xMXFkZiYyJNPPkl4eDhLliwhLCyM8ePHM3fuXI4cOYIxhk6dOvHwww+nWYl+xowZDBo0iMaNG3PHHXdQvHjxNK/Q0FCKFy9OcHBwhtpcq1YtwsLCCA8PT5O+ceNGwsLC0owA27t3Ly+88ALNmzenf//+f/fr+ttiYmIoV64cJ0+eJD4+3klPSEggISEhzcKrx48fd6aQpadu3bpOAL99+3Yef/zxy+adNm0aPXr0AGDlypW0atXqkiDf/Ur9iMDff/+dcePGXfbCQIMGDZwFB6Ojo9m3b1+6+TTCQDwlu4bQDwBmWWvdq4T0M8bcB/QEBl9mH2utPXmZbddapuRxCQkJREZGpnvXOS4ujpo1azrD0A4ePMiKFSsuGxB37drVWVV106ZNDBs2LN18sbGxjB071gkGV69enWYY3MXGjx/vHGAPHTrEs88+e9m8JUuWdILnuLg4Vq1addm8qYduu+eh+fn5ERgYSGBgIPny5XN+T/1Ys5CQEDp06JBmuzt/iRIlMn13Oqt9//33jBs3jrp16zJmzBjANQxx7ty5nDx5kt27dzt3PO6++24GDBhA06ZN05Tx4YcfOr+fP3+eQ4cOERERQWRkJBEREc7rcu+LFi3Kd999B7juvtetW5fY2Fjef/99Lly4wLZt2/j555+55557CA8PZ/PmzbRs2ZKQkBBnZeLY2Fjq1KnDrl27OHfuXLqfNTAwkKeffpr27dvrkXAiIlmoYMGC7Ny5k82bN9OxY0dnFfXk5GTCw8PTLBa6aNEi7r77bkaOHMmBAwf4+OOPKVu2rPN3OTExkVKlSuHr60uZMmUoXbo0R44cwcfHx1m49HKCgoKcoL5169aMGDHC2fbRRx9RtGhRWrRo4RzHL76Iu3HjRrZs2ZJm0dh169bx3XffERMTkyaAnz59OqGhoTRv3jxHR0g99thjPPbYY4DrgntsbCwxMTHOK/UCrE2bNmXevHlptrtf0dHR1KpVy8lbrFgxWrRokW7emJiYNJ8xOjrauWCQ+vzIrVOnTs7vR44cYcqUKZf9PG+99ZYTwO/ZsyfN+gWp+fv788orr/DKK68ArjUVOnbsmO7IgqCgIFq0aEG7du2A/033S+/CQFBQECVKlHC+N2stSUlJ+Plp5rO4ZPkQemNMABANPGytnZ8q/V2grrW2aTr7dANmAscBX+Bn4BVr7Y5rLTOdOrxiCP3Ro0f56quvmDRpEufOnSMgIICYmBjAFcTExcXh4+NDvnz5nKua7oDBPac2f/78WGv5448/SEpKolixYgQFBZEvXz6OHDlCXFxcmqvI7gOUtRZfX1+SkpIwxjg/fX19nQNKUlISFy5ccMr19fUlMTGR8+fPO/lTl+u+A2qMcYaopZ5n7Z7XFRQURGxsLImJieTPn5/o6GistSQmJl7yzFF/f3+nzcnJyc5V9fQULFiQxMREEhISCAoKSvePupufnx8+Pj5YazHGpLmKfLHg4GCstcTHxxMcHHzJFfPLlevj43NJuT4+Pvj5+eHn54e/vz9xcXEkJCQQEhLi/NFOSkoiLi7O+d7cZaUuI/XdZvd2d3CenJxMVFSU0978+fOTmJhIfHy8812n/uzu79zX15fk5GQnPTk52Sk3X758WGuJjo4mPj6eoKAggoODSUpKIiEhgaioKCe/e3839+9JSUkkJyfj6+uLMYZ8+fLh4+NDZGQkPj4+Th8JCQkhISGBpKQkoqOjSU5OdspwH9DcZVlr8fPzw9fX1+kb1/JMXncZ7u89Pan/LfLly+f8X70Sf39/ateuzYsvvujMifcmGkIvIt4oLCyMrl27XvL8+CtxT2Xy9fUlKirqsvl8fX0JCAggPj4ea+1ljzk+Pj4UKVKEG2+8kTNnzjhD/G+66SaqVavG/v37OX78OAkJCc75V+rzPfcx1X1OlZycTEBAAMYYgoOD+fPPPwHXRQBfX1+KFSvGDTfcwMGDB4mMjHSO4+5jblxcHH5+fs4x1X3ul5yc7Jy7BAYGOuc5vr6++Pr6UrhwYUJDQzl06JBz/uNum6+vL7Gxsfj6+jrHfh8fHxITE0lKSnLO4QICAihSpAh//fWXU26hQoUoXrw4x48fd9aGcbctX758REdHpzmncJfrbi+4jrGFCxfm7NmzTp7AwEBKlixJREQEp06dcs7f3P92F59Hus9N3Z/pSueDpUqVIjg4mOPHj5OcnExsbOxl87rPKxITE/H19b1iuTfccAPFixd3FtS9Urnu7zQpKSnNT/e6D+7zIj8/P0qUKIG/vz9hYWHOebu7H8XHxzv9I/XPxMRE51zV3a8iIyNJTEwkICAAX19fbrjhBvz8/Dh48GCa/hoUFERycrITe7i/Uz8/P6c+d/tvvPFGrLXOmkRJSUkEBgZy88038+OPPxIXF4e/vz9JSUnODZOAgAD69+9P+/btc/U5Va5/jJwxphSuQPwOa+3GVOlDgMettdXS2ed2oDLwK1AQ6AvcD9Sx1h64xjLzAamXxwwBjuX2AH7x4sW0adPG080QkSyQP39+5y7BQw89RMeOHdMMg/RGCuBFxJtZa5k6dSrjx4/n6NGjVwyiRMQ7rF27lrvuusvTzbgsr5gDn+LiKwMmnTRXRms3A5udjMZsAH4Cngf6XEuZuIbVD89Ee3OF0NBQmjRpwoYNGy6585xR7juTF+9/8V1ayV1S3/m+UlpuKhfS9rPL9b3M8PHxca4gu8tJPdrgWvqwr68v/v7+BAQEkJCQ4NwpDw4OJjAwkPz583Ps2LFLRiC4ua/iu+9QuO+OhISEUKxYMay1ztXoatWq8fDDD1OxYkWKFCmSZuSBiIh4ljGGXr16OWvBhIeH8/XXX/Pxxx+za9cuChcuTFRUFHFxcc4UPT8/PwoUKEC+fPmoXLkymzdvJjEx0TleZPaY6j4fcx8f3MeTiIiIv3X8dI+iTP1Z/f39s/wiRW4v9+J/D2MMfn5+6Y7q/Lv8/PzSnK9kFffL4XgOAAAgAElEQVQIhqw+b089gvVapdff3edI6a0DlJlygTT/p9z/NyIjIy/5N3Vvb9q0KUWKFLnmer1RdgTwZ4Ak4OJxDKHAqYwUYK1NNsb8CLifWXUtZb4JjE/1PgQ4lpH6Pem2227L1PAuEfGsyMhIVq5c6UxTERER71GoUCGeeOIJnnjiCU83RUQkQ7I8gLfWxhtjtgP3AvNTbboXWJiRMozrEkxdXEPqr6lMa20c4Exe1V0wEclOV1qLIS+5Xj6niIiISG6UXUPoxwNzjDHbgE1Ad6AcMA3AGDMbOG6tHZzyfjiuIfQHcM2B74MrgH8uo2WKiHiCv7+/s/Bi6mcJ52X58+d3FvkRERERkZyTLQG8tXauMaYY8CpQEtgJ3G+tPZySpRyQevJFYWAGriHy4cAO4C5r7dZMlCkikuMCAwO56667rqs70/7+/s7qzCIiIiKSc7J8FfrcylseIyciIiIiIiJ5Q1avQu9z9SwiIiIiIiIi4mkK4EVERERERES8gAJ4ERERERERES+gAF5ERERERETECyiAFxEREREREfECCuBFREREREREvIACeBEREREREREvoABeRERERERExAsogBcRERERERHxAgrgRURERERERLyAAngRERERERERL6AAXkRERERERMQLKIAXERERERER8QIK4EVERERERES8gAJ4ERERERERES/g5+kG5LSIiAhPN0FERERERESuA1kdfxprbZYWmFsZY0oDxzzdDhEREREREbnulLHWHv+7hVxPAbwBSgGRnm5LBoTguthQBu9or1x/1Eclt1MfldxOfVRyO/VRye28qY+GACdsFgTf180Q+pQv629f8cgJrmsNAERaazXmX3Id9VHJ7dRHJbdTH5XcTn1Ucjsv66NZ1j4tYiciIiIiIiLiBRTAi4iIiIiIiHgBBfC5Uxzw75SfIrmR+qjkduqjktupj0pupz4qud112Uevm0XsRERERERERLyZ7sCLiIiIiIiIeAEF8CIiIiIiIiJeQAG8iIiIiIiIiBdQAC8iIiIiIiLiBRTA5zLGmF7GmEPGmFhjzHZjzJ2ebpNcn4wxg40xPxpjIo0xp40xC4wx1S7Kk88YM8kYc8YYE2WMWWSMKeOpNsv1LaXPWmPMhFRp6qPiUcaY0saYj40xfxljoo0xPxtjGqTabowxI4wxJ4wxMcaYNcaYmz3ZZrl+GGP8jDGvp5x7xhhjfjfGvGqM8UmVR31UcpQx5i5jzDcpfc4aY9pdtP2qfdIYU8QYM8cYE57ymmOMKZyznyR7KIDPRYwxjwITgFFAPWA9sMQYU86jDZPrVVNgMnA7cC/gBywzxgSnyjMBaA90ApoABYDFxhjfHG6rXOeMMQ2B7sB/L9qkPioeY4wpAmwAEoBWQE3gBeB8qmwvAQOA3kBD4CSw3BgTkrOtlevUy8CzuPpfDVz9cSDwfKo86qOS04KBX3D1ufRkpE9+CtQFWqa86gJzsqvBOUmPkctFjDFbgJ+stT1Tpe0BFlhrB3uuZSJgjCkOnAaaWmvXGWMKAX8CXay1c1PylAKOAvdba7/3XGvlemKMKQD8BPQChgE/W2v7qY+Kpxlj3gLusNamO5rOGGOAE8AEa+3olLR8wCngZWvt9BxrrFyXjDGLgVPW2qdSpX0FRFtru6iPiqcZYyzQ3lq7IOX9VfukMaYGsBu43Vq7JSXP7cAmoLq1dp8HPkqW0R34XMIYEwA0AJZdtGkZ0DjnWyRyiUIpP8+m/GwA+JOqz1prTwA7UZ+VnDUZ+NZau+KidPVR8bQHgW3GmHkpU5F2GGOeSbW9AlCCtH00DliL+qjkjB+AfxpjqgIYY+rgGq30Xcp29VHJbTLSJxsB4e7gPSXPZiCcPNBv/TzdAHHcAPjiunqU2ilcnVTEY1Kudo4HfrDW7kxJLgHEW2vPXZRdfVZyjDGmE65A/dZ0NquPiqdVBHri+vv5BnAbMNEYE2etnc3/+mF6x/6bcqyVcj0bjesC/V5jTBKuc9Gh1trPUrarj0puk5E+WQLXqNGLnSYPHP8VwOc+F89pMOmkieS094DauK7KX436rOQIY0xZ4F2ghbU2NjO7oj4qOcMH2GatHZLyfkfKQks9gdmp8unYL57yKPAv4DFgF655whOMMSestR+lyqc+KrnN1fpkev0zT/RbDaHPPc4ASVx6VSiUS68wieQYY8wkXMNAm1lrj6XadBIISFmkKTX1WckpDXD1t+3GmERjTCKuxRf7pPx+CvVR8aw/cM3DTG0P4F6c9mTKTx37xVPeBt6y1n5urf3VWjsHeAdwr72kPiq5TUb65EngxnT2LU4e6LcK4HMJa208sB3Xat+p3QtszPkWyfUu5REd7wEdgHustYcuyrId18rK96bapyRQC/VZyRkrgVtw3TFyv7YBn6T6XX1UPGkDUO2itKrA4ZTfD+E60UzdRwNwXYhSH5WckB9Ivigtif/FCOqjkttkpE9uAgoZY25LlecfuKaLeH2/1RD63GU8MMcYsw1Xx+uO6yr9NI+2Sq5Xk3ENqWsLRBpj3Fc6w621MdbacGPMLGCcMeYvXIvbjQV+BS5eTEwky1lrI3EtSOcwxkQBf7nXalAfFQ97B9hojBkCfIFrDnz3lBfWWmuMmQAMMcYcAA4AQ4BoXI9AEslu3wBDjTFHcA2hr4fr8Vzvg/qoeEbK02Uqp0qqYIypC5y11h65Wp+01u4xxiwF/mOM6ZFSxgxgsbevQA8K4HMVa+1cY0wx4FWgJK4T0/uttYevvKdItnA/znDNRelPAB+m/N4fSMR1YhqE645oN2ttUg60TyQj1EfFY6y1Pxpj2gNv4jq2HwL6WWs/SZVtDK6+OQUoAmzBta5DZE63V65LzwMjcfW/UFyP55oOvJYqj/qo5LRbgdWp3o9P+fkR0I2M9cn/Aybyv9XqF3H558p7FT0HXkRERERERMQLaA68iIiIiIiIiBdQAC8iIiIiIiLiBRTAi4iIiIiIiHgBBfAiIiIiIiIiXkABvIiIiIiIiIgXUAAvIiIiIiIi4gUUwIuIiIiIiIh4AQXwIiIiIiIiIl5AAbyIiIiIiIiIF1AALyIiIiIiIuIFFMCLiIiIiIiIeAEF8CIiIiIiIiJeQAG8iIiIiIiIiBdQAC8iIiIiIiLiBRTAi4iIiIiIiHgBBfAiIiIiIiIiXkABvIiIiIiIiIgXUAAvIiIiIiIi4gUUwIuIiIiIiIh4AQXwIiIiIiIiIl5AAbyIiIiIiIiIF1AALyIiIiIiIuIFFMCLiIiIiIiIeAEF8CIiIiIiIiJeQAG8iIiIiIiIiBdQAC8iIiIiIiLiBRTAi4iIiIiIiHgBBfAiIiIiIiIiXkABvIiIiIiIiIgXUAAvIiIiIiIi4gUUwIuIiIiIiIh4AQXwIiIiIiIiIl5AAbyIiIiIiIiIF1AALyIiIiIiIuIFFMCLiIiIiIiIeAEF8CIiIiIiIiJeQAG8iIiIiIiIiBdQAC8iIiIiIiLiBRTAi4iIiIiIiHgBBfAiIiIiIiIiXkABvIiIiIiIiIgXUAAvIiIiIiIi4gUUwIuIiIiIiIh4AQXwIiIiIiIiIl5AAbyIiIiIiIiIF1AALyIiIiIiIuIFFMCLiIiIiIiIeAEF8CIiIiIiIiJeQAG8iIiIiIiIiBdQAC8iIiIiIiLiBRTAi4iIiIiIiHgBBfAiIiIiIiIiXkABvIiIiIiIiIgXUAAvIiIiIiIi4gUUwIuIiIiIiIh4AQXwIiIiIiIiIl7gmgJ4Y0wvY8whY0ysMWa7MebOK+TtZoyx6bwCU+W5yxjzjTHmRMq2dpcpq4YxZpExJtwYE2mM2WyMKXctn0FEROR6lpljeUr+wsaYycaYP1L22WOMuT8zZRpj8hljJhljzhhjolKO6WUuylMu5ZwgKiXfRGNMQNZ9chEREe+V6QDeGPMoMAEYBdQD1gNLrhJIRwAlU7+stbGptgcDvwC9r1BvJeAHYC9wN1AHGAnEXm4fERERuVRmj+UpAfRyoDzQEagGPAMcz2SZE4D2QCegCVAAWGyM8U0pwxf4Ftd5QZOUfA8B47LgY4uIiHg9Y63N3A7GbAF+stb2TJW2B1hgrR2cTv5uwARrbeEMlm+B9tbaBRelfw4kWGu7ZKrBIiIiksY1HMufBQYC1a21CddSpjGmEPAn0MVaOzdleyngKHC/tfZ7Y0wrYDFQ1lp7IiVPJ+BDINRaG5EFH19ERMRr+WUmc8oV+AbAWxdtWgY0vsKuBYwxhwFf4GfgFWvtjkzU6wM8AIwxxnyP68r+IeDNiwP9VPvkA/JdlFwUOJvRekVERHJACHDCZvaK+jW6xmP5g8AmYLIxpi2uQPxTYLS1NimDZTYA/FPSALDWnjDG7EzJ8z3QCNjpDt5TfI/reN4AWJ3O59HxXkREcrssO9ZnKoAHbsAVhJ+6KP0UUOIy++wFugG/AgWBvsAGY0wda+2BDNYbimuY3SBgGPAy0BL42hjTzFq7Np19BgPDM1i+iIiIJ5Uh1XD0bHYtx/KKwD3AJ8D9QBVgMq7ziNcyWGYJIN5ae+4qedKUYa09Z4yJv0LbdLwXERFvkCXH+swG8G4XXzkw6aS5Mlq7GdjsZDRmA/AT8DzQJ4P1uefqL7TWvpPy+8/GmMbAs0B6AfybwPhU70OAY0ePHqVgwYIZrFZEctoPP/xAmzZtCAgIYNasWbRu3drTTRIv8umnnzJs2DC+/fZbatSo8bfLi4+Pp0+fPvTp04eaNWtmQQvTioiIoGzZsgCRWV741WX4WI7rOHwa6G6tTQK2pwx/H4grgL+WMi+XJ738VypHx3sREcm1svpYn9kA/gyQxKVXwUO59Kp7uqy1ycaYH3Fdvc9MvYnA7ovS9+Ba5Ca9euKAOPd7YwwABQsW1AFdJBe7//77+fDDD6levToNGzb0dHPEiyQlJfHxxx/z119/MW/ePMaOHfu3y3zzzTf57LPPWLduHb///jsBAXliMfRrOZb/gWsdmqRUaXuAEinD5zNS5kkgwBhT5KK78KHAxlR5/pG6AGNMEVxD79Ntm473IiJyPcnUKvTW2nhgO3DvRZvu5X8H3ysyriNrXVwnA5mp90dcq96mVhU4nNFyRCR3WrZsGQcO/G9GTZcuXRS8S6b5+vqycOFCxo4dy5gxY7KkzH/961+0bduW0aNH55Xg/VqP5RuAyilr0rhVBf6w1sZnsMztQELqPMaYkkCtVHk2AbVS0t1a4ArQt1/904mIiORt1zKEfjwwxxizDdeBtjtQDpgGYIyZDRx3r2JrjBmOawj9AVxz4PvgCuCfcxdojCkAVE5VRwVjTF3grLX2SEra28BcY8w6XIvYtATa4HqknIh4qRkzZtCrVy8qVKjA5s2bKVasmKebJF7kwoULbNiwgfvuuw+AYsWK8cILL2RZ+WXLlmXBggXk0PpyOSlTx3JgKq6pb+8aYybhGkU3BJiY0TKtteHGmFnAOGPMX7gWmRuLa42cFSllLMM12m6OMWYgrsXoxgL/0Qr0IiIi1xDAW2vnGmOKAa/ieqb7TlyPf3HfCS8HJKfapTAwA9ewunBgB3CXtXZrqjy3knZlWfdcto9wLYCHtXZ+ymNsBuM6YdgHPGSt/SGzn0FEPC85OZnBgwc7d0obN25MSEiIh1sl3iQiIoJ77rmHn3/+mcWLF9OyZcssK/v06dOEhoY6793DsvOKzB7LrbVHjTEtgHeA/+JahOddYHQmygToj2tK3BdAELAS6OYemp+yov0DwBRcd/1jcK12/2LWfgMiIiLeKdPPgfdWxpiCQHh4eLjmxIl4WExMDI8//jjz5s0D4N///jevvPJKnguSJHtZa3n88cdZsmQJ33zzDbfffnuWlHv69Glq1KjB/fffz5QpU7L1wlJERASFChUCKKQ7zFlDx3sREclNsvpYf62r0IuIXJMzZ87Qtm1bNm7ciL+/P7NmzaJLly6ebpZ4IWMMM2fO5MSJE5QvXz7Lyu3fvz9nz55l586dBAUFZVm5IiIiIn9XphaxExH5u/r168fGjRspXLgwy5YtU/AumTJ//nyGDBnivA8ICMjS4H3p0qV8+umn+Pj48J///Ac/v+y9zn327NlsLV9ERETyFt2BF5Ec9c4773D69GnefffdLHlOt1w/Dhw4QMeOHUlOTua2226jXbt2WVp+VFQUPXv2BKBv377ceuutWVp+eoYPH57tdYiIiEjeoQBeRLLdr7/+yi233AJA8eLFWbZsmYdbJN6oSpUqjBo1irCwMFq3bp3l5Y8YMYKwsDDKlSvHa6+9luXlX8xaS4UKFbK9HhEREck7tIidiGQbay1vvvkmQ4cOZebMmTz11FOebpJ4mbi4OBITEwkODgZwHueW1Qse/vTTTzRs2JDk5GS+/fZb7r///iwt/3K0iF3W0/FeRERyEy1iJyJeISEhgZ49ezJr1iwA9u3b5+EWibc5f/487dq1IyQkhPnz5+Pn55ctTypITEyke/fuJCcn8+ijj+ZY8C4iIiKSWVrETkSyXHh4OA888ACzZs3Cx8eHSZMmOc97F8moAwcOsGXLFtauXcvevXuzrZ5Jkyaxfft2ChcuzIQJE7KtHrejR4/SqFEj1q9fn+11iYiISN6iAF5EstSRI0do0qQJy5cvJ3/+/CxYsIDevXt7ulnihRo2bMi8efNYv349tWrVypY6wsLCGDZsGABvv/02JUqUyJZ6Uuvbty+bN29myJAhXC/T2ERERCRraAi9iGSZ8PBwGjVqxIkTJyhRogSLFy+mQYMGnm6WeJFVq1ZRtWpVypQpA5Ati9W5WWvp1asX0dHR3HXXXTz55JPZVpfbt99+y/z58/H19WXKlCnZMiVARERE8i7dgReRLFOoUCF69uzJzTffzJYtWxS8S6YsWLCA++67j1atWhEeHp7t9X3xxRcsWbKEgIAApk+fjo9P9h4So6OjndEoAwYMcJ7MICIiIpJRugMvIn9bdHQ0+fPnB2Do0KH079/fWTVcJKPq1atH8eLFqVWrFoGBgdle32233UbLli1p1KgR1atXz/b6Xn/9dcLCwihbtiyvvvpqttcnIiIieY8eIyci1yw5OZmBAweydu1a1q5dq6Bd/rajR49SunTpbL8b7matJTk5GV9f32ytZ8+ePdSpU4eEhAQWLFhA27ZtAT1GLjvoeC8iIrlJVh/rNYReRK5JdHQ0Dz/8MOPHj2f79u0sWbLE000SLxMVFcWjjz7K1q1bnbSyZctme/AeFRXl/G6MyfbgHeCDDz4gISGBNm3aOMG7iIiISGZpCL2IZNqpU6d48MEH2bp1KwEBAXz44Yd07NjR080SLzN8+HC++OILtmzZwv79+wkICMj2OmNjY7n11ltp0qQJb7/9NoULF872OgFGjx5N7dq1adKkSY7UJyIiInmT7sCLSKbs3buXRo0asXXrVooWLcqKFSvo3Lmzp5slXmj48OG0aNGCzz77LEeCd4Dly5ezd+9eFi9enCP1uRlj+Ne//kX58uVztF4RERHJW3QHXkQybOPGjTzwwAOcP3+eSpUq8d1331G1alVPN0u8yKlTp7jxxhsBCAkJ4fvvv8/R+tu0acP69eu5cOFCjtx9nzt3Li1btnTPfRMRERH5W3QHXkQyrFSpUgQEBNCoUSM2bdqk4F0yZeHChVSsWJHPP//co+1o0qQJLVu2zPZ6Nm/eTKdOnahRowbnzp3L9vpEREQk71MALyIZVr58edauXcvKlSspXry4p5sjXmbNmjVER0fzxRdfkNNPQPn22285ePBgjtWXmJjIs88+C8B9991HkSJFcqxuERERybsUwIvIZcXHx/PUU0+xcOFCJ6169eoEBQV5sFXircaOHcu0adP44osvMMbkWL0nTpzgscceo1atWmzfvj1H6pw0aRK//PILRYoUYcyYMTlSp4iIiOR9CuBFJF3nz5+nVatWvP/++3Tt2pWzZ896ukniZeLi4pg5c6Zzt93X15cePXrg55ezy6/07duXiIgIbrnlFurWrZvt9R07doxXX30VgDFjxmi0ioiIiGQZLWInIpcICwvjgQceYPfu3RQoUIDPP/+cokWLerpZ4kWSk5Np3bo1K1as4MSJE05Am9MWLVrEl19+ia+vL//5z39y5Jnv/fv358KFCzRq1Ignn3zyinnfeuutbG+PiIiI5B26Ay8iaWzbto3bb7+d3bt3U6pUKdavX0+rVq083SzxMj4+PnTs2JGQkBAaNWrkkTZERkby3HPPAfDiiy9Sp06dbK9z6dKlzgWDadOm4eNz+cNsREQEEydOzPY2iYiISN6hO/Ai4li4cCGPPfYY0dHR1K5dm2+//ZYyZcp4ulnipXr06EHbtm0pUaKER+ofNmwYx44do2LFijk2AqB+/fp06dKF0NBQateufcW8BQsWZOHChTRv3jxH2iYiIiLeT3fgRcSxatUqoqOjue+++1i/fr2Cd8mUlStX8uCDDxIbG+ukeSp437p1K5MmTQJg2rRp5M+fP0fqDQ0NZfbs2RleuK5hw4bZ3CIRERHJSxTAi4hj/PjxTJ48mW+++YaCBQt6ujniRS5cuECnTp345ptvGDt2rEfbkpCQwDPPPIO1li5dunDvvfdme51RUVFp3l9p6Dy4HjMnIiIiklkK4EWuY1FRUYwcOZKEhATAtUp4r1698Pf393DLxNsUKFCAuXPn0qVLFwYOHOjRtowfP57//ve/FCtWjHHjxmV7fdZa2rRpQ7t27Th27NhV8x88eJDy5cszceJEZ4V+ERERkYzQHHiR69TJkydp06YN27Zt48SJE0ydOtXTTRIvk5iYyOnTpylVqhQA99xzD/fcc49H23Tw4EFGjBgBuAL5nHiE26effsrq1asJCgpyLoZdyXvvvcfx48dZsmQJ3bp1y/b2iYiISN6hAF7kOhMTE8Onn37Ka6+9xpEjRyhWrBhdunTxdLPEy0RFRdG5c2d27drFpk2bCA0N9XSTsNby7LPPEhsbyz//+c8c6dfnzp1jwIABgGvRvAoVKlx1nzFjxlCjRg3NfxcREZFMUwAvcp34448/mDp1KlOnTuXMmTMAVK5cmSVLllC5cmUPt068TVRUFLt27eLEiRP88ssvOTLP/Go2btzIihUrCAwMZNq0aRhjsr3OoUOHcvr0aWrUqMGLL76YoX38/f3p3r074HqUnIiIiEhGKYAXuU5MnjyZUaNGAVCuXDn69OnDM888o8Xq5JqEhoayZMkS/vzzT+644w5PNweAO+64g5UrV3Lo0KEcuSi1detWpk2bBsCUKVMICAi4Yv6IiAhCQkJy5MKCiIiI5E3mellAxxhTEAgPDw9XwCJ5XlJSEosXL+bGG2/k9ttvB+DEiRM89thj9O7dm3bt2uHnp+t3kjlbtmwhOjqaZs2aebopHpeYmMhtt93Gjh076NKlC7Nnz77qPi1atCAqKorp06dTq1YtwBXUFypUCKCQtVa347OAjvciIpKbZPWxXmfwInlIZGQkH3zwARMnTuTgwYO0aNGC77//HoBSpUqxZs0azzZQvNbWrVtp1qwZ/v7+bNq0iZo1a3q6SY5t27YRGhpKuXLlcqzOI0eOcO7cOQoXLpyhx+aFhYWxfv16kpKSCA4OzoEWioiISF6kAF4kDwgLC2PSpEnMnDnTmVNbpEgR6tevT3Jy8lWfSS1yNbVr16Zhw4YEBwfnaKB8NdHR0Tz66KOcOnWKxYsXc/fdd+dIvRUrVmTXrl38+uuvGVrAr3z58hw8eJB169Y5C93t2rWLkSNHZndTRUREJA/REHoRLzd48GDGjBlDcnIyANWqVaNfv3506dJFd/rkb7HWppmvHRERQf78+XPV9Ivjx4/TqVMnwsLC2L17NyEhIZ5uUoZ17NiRr776yv1WQ+iziI73IiKSm2T1EHrdlhPxMvHx8cTFxTnvq1SpQnJyMvfeey/fffcdu3fv5tlnn1XwLn9LfHw8Xbt2Zfr06U5awYIFc1XwDlC6dGnWrl3L+vXrcyR4X7FiBVOmTCEpKSlD+ZOTkzl8+PAl6Tt27EgdvIuIiIhkiAJ4ES/x119/8cYbb1ChQgVmzpzppD/22GP8+uuvLFu2jFatWmm4vGSJzz77jI8//pi+ffty4sQJTzfninx8fChfvny21xMTE8Ozzz7Lc889xzvvvJOhfb788kuqVKnCoEGD0qS/+uqrADRq1CjL2ykiIiJ5l870RXK5PXv28Oyzz1K2bFmGDh3KiRMnmDt3rrM9MDDQWdFaJKt07dqVPn36sHDhQkqVKuXp5lxi8uTJDBgwgAsXLuRYnW+++SYHDx6kdOnS9OjRI0P7rF69moSEBIKCgpy0jRs3snjxYnx8fNi1a1d2NVdERETyoGuaA2+M6QUMBEoCu4B+1tr1l8nbDfggnU1B1trYlDx3pZTXIKXM9tbaBVeofzrQHehvrZ2QwTZrTpx4leXLlzN+/HiWLl3qpNWrV4/+/fvzyCOPkC9fPg+2TvKi33//nZtuuglfX19PN+WKjhw5Qs2aNYmKimLWrFk8+eST2V7n/v37ueWWW4iPj2fevHl07Ngxw/uuWbOG+vXrU7BgQay1NG7cmM2bN1O3bl1+/vlndzbNgc8iOt6LiEhu4vE58MaYR4EJwCigHrAeWGKMudKyxBG4AnPn5Q7eUwQDvwC9M1B/O+AfQO4e0ynyN02ePJmlS5dijKFdu3asWbOG7du306VLFwXvkuVWr15NvXr1GDBgALl5cVNrLc899xxRUVE0btyYbt265UidvXr1Ij4+npYtW/LQQw9lav+7777bCSS//PJLNm/eTFBQEHv37s2O5oqIiEgedi1D6AcAs6y1M621e6y1/YCjQM8r7GOttSdTvy7auMRaO8xa+/WVKjbGlAbeA/4PSLiGtovkSidOnGDYsGEcOnTISXvxxRfp06cPBw4cYP78+TRt2jTNiuAiWVQq2HEAACAASURBVOnPP/8kIiKCHTt2pFkkMbf56quvWLx4Mf7+/syYMSNH1nz47LPPWLlyJYGBgbz33nsZ+n/4888/ExMTkyYtPj7emQtfq1YtYmNj09tVRERE5LIydeZjjAnANcx92UWblgGNr7BrAWPMYWPMMWPMYmNMvUy2E2OMDzAHeNtaq0mDkids376df/3rX9x0002MGjWKSZMmOduaNGnCu+++S6VKlTzYQrlePPLIIyxatIhly5YRGBjo6eak6/z58zz//PMADBo0iJtvvjnb64yPj+ell14CYOjQoRn6/xgVFUXLli2pUqUKu3fvdtKnTJnC77//zg033MCOHTuyrc0ZYYzpZYw5ZIyJNcZsN8bceYW83YwxNp1XYKo8IcaYCSnH+hhjzEZjTMOLykmvDGuMGZgqT1g629/Knm9BRETE+2T21sUNgC9w6qL0U0CJy+yzF+gGPAh0BmKBDcaYKpms+2UgEZiYkczGmHzGmILuF+A9DweWPC0pKYmvv/6au+66i1tvvZVPPvmExMRE7rzzTu655x5PN0+uE0lJSYwePZrIyEgnrU2bNrk2eAdX0H7y5EmqVq3KkCFDcqTOgIAAvvnmGzp37szAgQOvvgPw22+/ERAQQEBAAJUrVwbg3LlzjBw5EoBKlSqRmJiYbW2+mmyaCjcTuBfoAtyC68L+ipSRc24lL3o9CVjg4ufpvXpRvtcz/ylFRETypmt9oO/FEyRNOmmujNZuBjY7GY3ZAPwEPA/0yUhlxpgGQF+gvs345MzBwPAM5hXJEdZabr31VmfhKj8/Pzp16kS/fv1o0KCBh1sn15MePXowa9Ys1q5dy7fffpvrp2f88MMPzjPpZ8yYkaMXGurVq8enn36a4fx16tRh//79HDp0iICAAADeeOMNzp49S6VKldiyZUt2NTWjnKlwKe/7GWPuwzUVbvBl9rEXT39zM8YEAQ8Bba2161KSR6SsWdMTGJZSwMmL9msLrLbW/n5RkZGXq0tEROR6l9k78GeAJC692x7KpXfl02WtTQZ+BDJzB/7OlDqOGGMSjTGJwE3AOGNM2GX2eRMolOpVJhP1iWSZI0eOOIuCGWO45557KFasGEOHDuXw4cPMmTNHwbvkuB49elC0aFGefPLJXB+8x8XF0b17dwCeeuopmjZtmu11Jv0/e+cdFtX19PHv0qQpRVAQRcSuCYpiJ5ZYUGP72Utij4omiknsSqyxRA2a2GKJGuwGo9HYey9gARtiQEUpinRZYPfO+8ey92VZ0AWXXcp8nuc+Yc89Ze5uPHPnnDkzcjlCQ0ML3N7U1BR169YFAERHR2P1aoXzWPny5VXqdezYseBCFoBCOgpnBIV3Xs5D/WkAPPOQoyKALwBszuX2NIlEEieRSO5IJJJZWTIzDMMwDIN8GvBElAEgEAo3uex0BHBFkz4kijfFhgCi8jH0nwDcstopr1cAfgbglYes6USUpLwAJOdWj2EKAyLChQsX0Lt3b1SrVg3nz58X782ZMwfPnz/HwoULi2R+babkIgiC+HeTJk0QERGRr3Ro+mLp0qV4+PAhKlSogGXLlulkzLVr16J+/fr46aefNG7z+vVrnDlzRq3cwcEBR44cQZ8+fXDjxg2Ve/Pnz/9oWfOJ1o/CEVEygKsA5kgkkkoSicRQIpF8CUXGGMc8+hwGhV7OGbx2FYCBANpBEbTWB8Da9z0QH5ljGIZhShMFCd+7EsBoiUQyUiKR1JVIJL8AcAawHgAkEsl2iUSyWFlZIpH8KJFIvCQSiatEImkIxWp7Q2X9rDqWEomkYdZ9AKiW9dkZAIgojohCsl9QRKGPJqLHBXlwhikMMjIy4O/vDw8PD7Rp0wYHDhyAIAi4cOGCWMfa2hrm5uZ6lJIpjdy4cQONGjXCs2fPxLKyZYu+nfPo0SMsWrQIALBq1SrY2toW+phRUVGYPXs2ZDJZvsZbvHgx2rdvj0mTJqnda9++PWJjY1XKGjVqhHr16n20vAUkX0fhiMifiO4S0UUA/QGEQnEUTslXWX28BJAOxRG5nVB47eXGSAA7cpyjBxH9QkTniehelov/OACjJBJJ+Vx7UTADQGK2K/I9dRmGYRimWJNvA56I9kCxIu4L4A6A1gC6EpHyrdAZqivu1gB+B/AQChc9JwCtiSj7NoQHgNtZF6BYJLgNQOdbEwxTENLT07Fo0SK4uLjgq6++QlBQEExNTTFmzBjcv38fvr6++haRKcUQESZNmoS7d+/qLPibNhAEAWPGjEFGRga6dOmCAQMG6GTc7777DklJSWjatKnouq8JRkZGMDExwRdffAFA8b3HxcUBAI4dO4aLFy+q1Pf399ee0JpTKEfhiOgpEbUBYAmgChE1BWAMIDxn+6yI97WhCHz3IZQxdGq8pw4fmWMYhmFKDRLNY8IVb7Lc6hITExNRrlw5fYvDlDAEQUDdunURGhoKR0dHfPPNNxgzZgzs7Oz0LRrDAAAiIyPh6+uL1atXw9LSUt/iaMSbN2/QtWtX3L9/H/fv34eLi0uhj3ny5El06tQJBgYGuHXrFtzd85f1NCoqCg4ODpBIJDh06BCGDBmCuXPnolOnTvDx8cHZs2dBRGjatCmuX7+OpKQkWFlZAYBV1nGvQkcikVwHEEhE47OVPQBwkIjyCmKXvb0EwA0AwUQ0Mo86NlAY71OJ6Pcc97YC+ISIPDQYqxuAfwBUJaLnH6qf1Yb1PcMwDFNk0LauL2gUeoYptQiCgOPHj2PLli3Yvn07zMzMYGBggMWLFyMtLQ39+vUTI08zjL4gIjx48EDMlV65cmVs2bJFz1LlDzs7O1y9ehX37t3TifEulUoxfrzCpv3mm2/ybbwDgKPj/zug7d69GykpKYiLi0NMTAxCQ0NBRJBIJNi/f7/W5C4AKwH8KZFIbkFxdn0MchyFA/BSacxLJJIfodgJfwKgHBTu8Q0BTFB2mBXFXgLgMRS75T9n/f1H9oGzjOt+AL7PKZREImkBoDmAs1C4wjcB8AuAQ5oa7wzDMAxT0mEDnmE0JDU1FX/++SdWrVqFR48eAQA6d+6MUaNGAQB69+6tT/EYRiQjIwNff/019u7dizNnzqBFixb6FqnAGBoaFsiQLghLlixBWFgYHB0dxZztH0IQBMydOxdjxoxB5cqqntv+/v7o3r07OnfujDZt2iAyUnE0u1evXqhSpYrW5dcUItqTdaZcmW89BOpH4YRsTZRH4RygMKxvQ/0onBUUruyVAbyFIrf7LCLKzDH8QCgM/V25iJYOYAAUKWDLAHgGYCMA3UQuZBiGYZhiABvwDPMBIiMjsWbNGmzYsAHx8fEAFMG/Ro8ejfbt2+tZOoZRx8DAAG/fvkVmZibCwsKKnQH/77//4uLFi/D19YWZmZnOxrW1tYWFhQX8/Pw0dr3evn07FixYgN9//x0REREq+ekNDAyQlpaGgQMHIjg4GIBiQaIoeEIQ0VrkEd2diNrm+DwZwOQP9LcXwF4Nxv0disWA3O4FQbEDzzAMwzBMHrABzzDvITo6Gq6ursjMVGwiVatWDZMmTcKIESP4bCVTZDEyMsLu3btx69YtneRM1yZSqRTe3t54/vw5LCwsMHv2bJ2NPXHiRPTv3x8VK1bUuE2jRo3QsmVL9OrVSzTeT58+jWbNmsHY2BizZ89GVNT/Z00dNmwYrK2ttS47wzAMwzClAw5ixzDZkMlkCAwMRLNmzcSyLl264N27d5g8eTK6d+8OQ0NDPUrIMLkTEhKCCxcuiGe4izMHDx7E8uXLcezYMVhYWOhbnA8iCAIEQYCRkREiIyNRs2ZNWFlZ4caNG1ixYgVWr14NQLH7npqaijJlyoht9RHErqTD+p5hGIYpSmhb1xckDzzDlDgSExOxYsUK1KhRA56ennj58qV4LyAgAOfPn0evXr3YeGeKJC9fvoSnpycmTJiAgIAAfYvz0fTs2RMXL17UifGemJiIdu3a4cyZM/lql33x28DAAEZGCoe22bNnQyqVolatWrCxscGff/4p1ps9e7aK8c4wDMMwDJNf2IBnSjVhYWGYOHEiKleujB9++AHPnj2DtbU1Hjx4INbR5RlchikITk5OGD16NFq1aoW2bdvqW5wCIZPJEBsbq/Nx58yZg3PnzsHb2xsymUyjNnK5HF5eXvjtt99U2ty5cwfbt28HACxcuBDr168X42ZYWVlhzpw52n8AhmEYhmFKFWzAM6WSiIgI9OzZE7Vq1cKvv/6KlJQU1K9fHxs3bsTz58/RsWNHfYvIMO+FiCCXy8XPy5Ytw6lTp2Bra6tHqQqOn58f6tSpg507d+pszMDAQKxZswYAsHbtWnEX/UPs27cPJ0+exKxZsxAXFwdA8XtMmTIFRISuXbuiZ8+eKqnifv75Z/bgYRiGYRjmo+EgdkypxMrKCqdPnxZftn18fNChQwdIJBJ9i8YwH0Qul2Py5MlISEjAtm3bIJFIYGBgoBIBvTgRHh4OX19fpKWlQSqV6mRMuVyOcePGQRAEDB48OF8ZJfr164f4+HiYmJiIAe+OHz+OU6dOwcTEBHK5HAkJCbh58yYAoHr16hg9enShPAfDMAzDMKULDmLHlHhiY2OxYcMGBAYG4u+//xbL9+zZgwYNGqBOnTp6lI5h8s+tW7fQvHlzyOVyXLx4EZ6envoWqcAQEbp06YLjx4+jbdu2OHPmjE4W0tauXYsJEybAysoKjx49goODQ4H7ksvlaNiwIUJCQjBw4EDs3r1b5f7ly5fRsmXLXNtyEDvtw/qeYRiGKUpoW9fzDjxTYgkODoafnx927NiB9PR0AMC1a9fQvLkizfCAAQP0KR7DFBgPDw9s2rQJ5ubmxdp4B4Bdu3bh+PHjKFOmDDZs2KAT4z06OhozZswAACxatEhj4z06OhoVKlSAgYHq6bOtW7ciJCQE1tbWePr0KQBFYDtBENCrV688jXeGYRiGYZj8wgY8U6IQBAFHjx6Fn58fTp06JZY3adIEkydPRuPGjfUoHcMUnP/++w9WVlYoX748AGD48OH6FUgLxMXFwcfHB4AiQnutWrV0Mu62bduQlJQEDw8PjBs3TqM2MpkMXl5eMDMzg7+/P2rUqAEASE1NFYPT9ezZE9u2bQOgmIsAYN68eYXwBAzDMAzDlFbYgGdKFP/++y+6d+8OQLED1qdPH/j4+KBFixZ8vp0ptgQGBqJr166oUaMGTp06VWIyI0yZMgWvX79GvXr1MHXqVJ2NO3XqVLi4uKBmzZoaB5YLDg7Gf//9BxMTE1hbW4vlK1asQFRUFKpVq4aLFy+qtGnWrBnc3Ny0KjvDMAzDMKUbNuCZYs2LFy/w5MkTfP755wCALl26oGHDhmjfvj2+/fZbVK1aVc8SMszHY2pqioyMDLx79w7JycklwoA/c+YM/vjjDwDAxo0bYWJiorOxJRJJvo/QuLu74/Hjx3j48CHs7OwAKFzqly1bBgBo27at+DyAYgFxz5492hOaYRhGx6SmpiI8PBzh4eGIiIhAZGQkXr16hZSUFDFgp1wuR3R0NMqUKYMqVarA2toa1tbWcHR0hJOTE5ycnODs7Ax7e3veSGEYLcEGPFMsuXbtGvz8/LB//35UqFABERERMDExgaGhIYKCglhJMCWK+vXr4/Tp06hZsybKli2rb3E+mrS0NIwdOxYA4O3trbMz4v/++y9atGgBGxubArWvVKkSKlWqJH7+8ccfkZqaisaNG+PQoUMqdUePHs0LiAzDFAuICI8fP8atW7dw+vRp3Lx5ExEREUhNTdXaGKampqhSpQo++eQTfP7552jTpg3q1avH6TUZpgCwAc8UG2QyGf766y/4+fnh2rVrYnmdOnUQGxuLypUrAwAb70yxh4jw008/4X//+x/q1asHAGjUqJGepdIeixYtQlhYGBwdHbF48WKdjBkWFobevXujXLlyuHXrFpydnTVqd/PmTZibm6N+/fpq99zd3WFnZ4d69eohMDBQLLewsNDZczEMw+QXpcF+5swZ/PXXX7h69SrS0tI0amtkZAS5XA4iQvXq1WFkZITnz5/DyMgIycnJqFevHlxdXXHlyhW8fftWbCeVSvHkyRM8efIEBw4cAAAYGxujbt266N69O/r16wc3Nzd+h2MYDeA0ckyx4OjRoxg7dixevHgBADAxMcHgwYPh4+ODBg0a6Fk6htEuS5YswYwZM1C1alWEhITA0tJS3yJpjZCQELi7u4sLcr179y70MYkInTt3xokTJ9CxY0ccP35co5fEjIwMNGjQAGFhYdi3bx969eqlVufJkydwc3NTyV8/fPhwFXf698Fp5LQP63uGUUcul+Pq1avYvHkzzp8/j/Dw8FzrSSQSmJiYQBAE9OzZE9evX0fHjh3x7t07tRSZ2bl06RKePHkCZ2dn7N+/H+vWrVO5b2BgABMTE2RmZkIul+faR9myZTFgwAD06tULnTp1grGxccEfmGGKEJxGjik1CIIgpmtydHTEixcvYG9vD29vb3h7e39U3maGKcqMHj0a27dvx3fffVeijHdBEDBmzBjIZDL06tVLJ8Y7AOzbtw8nTpxAmTJlsGbNGo13eJKTk1GnTh28ffsWbdu2zbXOTz/9BKlUColEAiKCiYkJfvvtNy1KzzAMU3Du37+Pbdu2wd/fH1FRUWK5RCJBvXr1kJiYiKioKNGoJiIx9e7ChQvh7OyM169fw9/fH2lpaTAyMgIRIS0tDTKZDKampujQoQOaNGmCVq1a4cGDByAidOnSBZmZmYiMjMTTp0+RmZkpLnROmzYNW7duRaVKlRAeHo6EhAQAijl306ZN2LRpE2xtbfHZZ5/hu+++g6enp1r6ToYpzbABzxQpiAhnz57FL7/8gooVK2LTpk0AgIYNG+LQoUPo2LEjTE1N9Swlw2ifjIwMMZCbnZ0d7ty5o9PAbrpAIpHAx8cHb968wa+//qqTMZOSksRUddOnT0fNmjU1blu+fHkcOHAA0dHRYuR5QRDQv39/DBw4EF27dsXVq1cBKOYuQBFZ38LCQstPwTAMozmpqan4/fffsWrVKjx79kwsz+7+XrFiRfTr1w9z584FAFhbW8Pd3R2WlpYQBAExMTFo2rQpkpI+vFk4Z84cUV8dPnwY69evx9ChQ8W0munp6ejcuTMsLS1hbm6Ojh074rvvvoOdnR1at26Ny5cvq8hobm6Ot2/f4uDBgzh48CCqVq2KCRMmYOTIkWIqVYYpzbALPVMkkEql2LVrF/z8/HDv3j0AioAn0dHRSpcThimxPHjwAD169MDatWvRqVMnfYtT6Mjlcp0FLvLx8cGqVatQo0YNBAcHf/QC4M6dOzFkyBCUK1cO4eHhOHfuHL7++mu8ffsWlpaWSEhIyNezsQu99mF9z5RWnj17hh9//BG7du1CRkaGWK40yt+9e4fNmzfDzc0NtWvXxrZt2xASEoIJEyagfv36iI2NhaOjo1q/xsbGsLe3V7vMzc0hlUrxww8/wMnJCQCwa9cubNq0CV5eXmJ60PDwcLi6uqr16+bmBicnJ6SlpSE4OBhxcXHiveyLDUpMTU3RsWNHzJ07t0TFhWFKPtrW9WzAM3olJiYG69atw7p16xAbGwsAMDc3x4gRIzBx4kTUqlVLzxIyTOHj7e2N9evXw8PDA9evXy+RroLJyck6j6AfFBSEJk2aQBAE8fy7Jhw/fhyXLl3CjBkzYG5urnIvJSUFy5cvh62tLbp27YratWtDEAQAgL+/P4YMGZIvGdmA1z6s75nSxu3btzFx4kRcunRJpdzAwECcnwDAwcEBCxcuxKhRo8RYK127dsWRI0fEOj169EDVqlXRuHFjNGrUCC4uLihbtuxHBZeLj49HQEAAHj16hMePH+PRo0cICwtTMc5NTEzQsGFDWFhY4MmTJ4iMjETnzp0REhKCmJgY1KlTB8HBwWL9Tz/9FH5+fmjXrh0HvmOKPFrX9URUKi4A5QBQYmIiMUWHBQsWEAACQFWqVKFly5bR27dv9S0Ww+iU9PR0+v777+nNmzf6FqVQCAgIIDs7O9q5c6dOx33z5g2NGjWKBg4cqHEbqVRK1atXJwA0b968XOvI5XLavn07eXl5ifNXtWrVCiRjYmKiso9yVAR0ZUm4WN8zpYWgoCBq3ry5OA8pL4lEIv5tampKzZs3Jw8PD9q1a5fY9uHDh+Ts7EyzZs3Si+yxsbG0a9cuGjlyJDk5Oak9g7OzM12+fJnkcjndu3ePHj9+rPJcyqtGjRp07NgxvTwDw2iKtnU978AzOkMQBBw5cgQ2Njbw9PQEALx+/Rr9+vXD+PHj0bt3bxgZcVgGpuRDRLh48SJat26tb1F0QufOnXH8+HHMmDEDP/30k87Hz4/LPhEhICAAy5cvx4kTJ0SvgbS0NJQpUwYGBgbYvn07hg0bptLu0qVLaNWqVb5l4x147cP6ninphIaGYvjw4WIMDgCi59a3336LoKAgxMbGwsLCArdv31YubKFv377Yt2+f2IaINNq9Tk9PR0hICMLCwmBsbAwzMzOYm5vDzMxM5W/lf01MTPK1K05EePToEU6cOIETJ07g7NmzqFevHm7duiXW+fHHHzF//vw8+6hfvz7++OMPNGnSRONxGUZX8A48r8gXO5KTk+nXX3+lGjVqEABq06aNvkViGL0hCAL5+PgQAFq9erW+xdEJ6enptGrVKnr37p1OxktLSyNBED6qj5ztv/nmG/Lw8KDr16/Tjh07yMDAQNwBcnNzK/A4vAPP+p5hNCUuLo4GDRqktttuZGREd+/epbCwMPrjjz/o008/VanTrFkzWrJkCT1+/PiDY0ilUoqKihI/R0dHk7GxsdrO9/suiURCBw4cEPs4fPgwNW3alHx9fTV6zqSkJHrw4IH4OSEhgczMzMjBwYGGDBlCJiYmuXobAKC2bdtSeHi45l8qw+gAbev6knfQkikyPH/+HFOmTEHlypXx7bffIiwsDNbW1mjatGmeOUAZpqQjkUhgb28PACpBhkoyJiYmmDhxIszMzHQy3tdff41u3bohIiJC4zZEpPJ7ZN89Cg0Nxfr163Hr1i2kpKTA0NBQPFcqkUhw8OBBrcnOMAyTk8zMTPj5+cHV1RW7du1SuUek2EVfsGABWrRogREjRiA4OBhmZmYYO3Ys7t+/j2vXrmHatGlqcYWkUinS0tLEz3/++ScsLS0xbtw4saxChQqwsrISvSdbtWoFd3d31KlTB1WrVoW9vT0sLS1VYrcQEcqUKSN+jomJwY0bN3D37l2V8desWYOgoCCVc/qAIh983bp1xc8hISEwNTWFra0t/vzzT7x48QJz5sxBuXLlQEQqGVvOnTuH6tWrY9KkSWLaOoYpcWhjFaA4XOAVeZ3i6+tLhoaG4opozZo1ac2aNZScnKxv0RhG7wiCQDdu3NC3GIVKeno6rV27ltLT03U67unTp8Vdmfx8xwEBAVSrVi06efKk2r3//e9/BIC++OILSktLUzmv2bdv34+Sl3fgWd8zzPu4du0a1a9fX5xzsu8+GxsbU926dcnIyEglntCSJUsoLi5Ora+XL1/SmjVraOTIkdSgQQMyMjKi7du3i/fPnz9PAKhBgwYq7WJiYj7o1SQIAqWnp1NCQgK9evVKxePq5cuXtGvXLjpz5oxY9vTpU1FmOzs7GjhwIG3ZsoVevHiRa/9paWkqHgTJycnk4OBA7u7u9MMPP5CPjw/Z2dmp7MZbW1vToUOH3v8FM4wO0Lau17ui1dXFCr1wycjIoLS0NPHzjh07CAC1b9+eDh8+THK5XI/SMYx++e+//2jSpEmUmZmpb1F0xqJFiwgAff755x/tzq4pUqmUateuTQBo/PjxGrcTBIGaNWtGAGjmzJkq9y5cuEAAyMDAgMaPH0/r1q0jGxsb8eX5Y3UKG/Cs7xkmNxITE6lv374qhnuZMmXEz/369SMLCwvxc8uWLWnv3r256plr167RoEGDVAx95TVt2jSxnlQqpYiICJ3M2SEhIdSjRw+ytLRUk6lu3bo0adIkOnLkCKWkpOTa3t/fX+W7+eabbygyMpJ+//13tf769u1LMTExhf5MDJMXbMCzQi9SxMXF0eLFi8nJyYmWL18ulmdkZNDdu3f1KBnDFA2kUim5uLgQAL1F+9U1oaGh4oumv7+/zsZVZrWoWLEixcfH56ttQkICzZkzh1JTU8UyQRCoadOmBID69Omjcu4dAM2YMeOjZWYDnvU9w+Tkn3/+UYvM7uLiQt9++y21bduWbt68SURE48aNo1atWtHly5fV+khPT6cdO3aIi5PKq0WLFjRr1iwKCAigZ8+e6WyBNS8yMjLowoULNGfOHGrWrJnaPGtsbEzt2rWjAwcOqMl6/vx5atOmjUrE/UaNGuV6Lt/W1pY2bdqk9+dlSidswLNCLxI8fPiQvL29ydzcXCVICsMw6vz111/UqFEjevnypb5FKXQEQaB27doRAOrUqZPOXpaePn1KpqamBIB27NihlT53795NAMjc3Jw8PT0JADk4OBAAcnR01IpHBRvwrO8ZRklSUhKNHDlSfK9Szj1btmyhPXv2UN26denevXti/dwCdsbExND8+fPJ0dFRZYd62LBhFBgYqOtHyjdv376l/fv305gxY8TFb+XVunVrtecVBIFOnz5NLVu2FOuVLVtWnKsBqOzye3p68m48o3PYgGeFrldOnTpFXbp0UZlQGzRoQFu3biWpVKpv8RimyJAz4rpMJtOTJLrljz/+IABkZmZGT58+1cmYgiBQ586dxWM7mi4aCIJAQUFBud6TSqVUrVo1AqAS9Vnpgvr3339rRXY24FnfMwwR0dmzZ6lcuXLiXKP0YlJm7unTp484H+XFqVOnVNzsHRwcaN68eRQdHa2jp9AugiDQkydPaObMmWRpaUnTp09Xu5/97+PHj1ODBg3E569atapKzADlVb58eTpx4oSuH4cpxbABzwpdrwwYMIAAQd6xbQAAIABJREFURYCoHj160NmzZ9kdiWGyIQgC+fr6kpubW6mbb2JiYsjW1pYA0LJly3Q2bmxsLNWoUYNMTEzo0aNHGrfbtWsXAaAxY8ao3VuxYoX4Auzq6qry8ufu7q61eY8NeNb3TOkmMzOTxo4dm6vbd4MGDejOnTtERKIhm/3/68zMTHr27Jn4OSkpicqVK0dNmjQhf39/nQcRLUxev36tcjTq3Llz1KJFCzp16pRKvczMTFq+fLnoIWpkZCTu5Gf3SgBAkyZNooyMDF0/ClMKYQOeFbrOePXqFc2ZM0flhfjGjRv0zTffUGhoqB4lY5iiS0xMjOi6t3XrVn2Lo1OGDBlCAKhhw4Y6D9iXlpZGp0+fzleb2bNnk0QioQULFqiUR0dHizth/fr1U3upzu8474MNeNb3TOklKiqKatWqpTbHGBoakpOTEw0dOjTPttevXydnZ2dyc3NTWVB8/vx5qdhY8fLyIgDk7e2d6/3w8HDq2rWr+J3WqVOHwsPDqVu3bvTll1+K5c7OzhQWFqZj6ZnSBhvwrNALnaCgIBo6dCgZGxu/d3JkGCZ3AgMD6ffff9e3GDrl2LFjBCiitRenFHk3b95UO/4zbNgwcferbNmyKi/W7dq10+r4bMCzvmdKJ8ePH1dxd1dejo6O4lEda2trioqKyrV9XFwcmZmZUfny5SkiIkLH0uufV69ekY+Pj0raufv379OFCxfEz4Ig0N69e8nBwYE2btwolkdHR6u41hsaGtKePXt0Kj9TumADnhV6oSCTyejAgQMq0TwBUKtWrbR21pNhSiqvXr2i27dv61sMvZGSkiK6KPr4+Ohs3Nu3b5Ofn59Wd/svXbokHhPq1auXynxoYGCg9RdlNuBZ3zOlC7lcTt99953ameyGDRtSxYoVxbIvvviCIiMjxXZBQUE0bdo0ld31y5cvq8VbKc306NGDAFCHDh1UIvMnJiaqpDNeuHAhSSQStcWTb7/9ltMeM4UCG/Cs0LVO9hzIyvNCgwYNouvXr+tbNIYp8oSFhVHVqlWpQoUKOgvaVtSYMmWK6IqYnJyskzHlcrk4b02dOjVf7ZYuXUpv3rzJ9f5vv/1GRkZG9L///U/tBU8baeNywgY863um9JCSkqISLd3U1JR69+5Nc+fOFb0eraysaOvWraKhnp6eTnPmzBF35Xfv3q3npyiayGQyGjt2rEquey8vL7p27ZpKvdevX5OTkxMZGRmRjY2NmhHftGlTnjsYraNtXW8AplTy/PlzCIIAAJBIJGjfvj1sbGwwffp0hIeHY+fOnWjatKmepWSYoo+9vT1sbGxgZWWlb1H0wu3bt7Fy5UoAwNq1a2FpaamTcTdu3Ijr16/D0tISEydO1Ljd9u3bMW3aNHh4eCAzM1Pt/oQJE3Dnzh28fv1aaQwCAExNTTFjxgytyM4wTOnj+fPnqF69Oq5cuSKW9e3bF0SEuXPnIjMzE127dsX9+/cxbNgwSCQSBAUFwcPDAwsWLIBMJkPfvn3Rrl27QpWTiJCWlqYy/xUHDA0NsX79ejx58gSjRo2CoaEhjh8/jubNm2PChAmQSqVivcaNG6NGjRoIDAyEl5eXSj83btyAi4sLnjx5oo/HYBjN0MYqQHG4wCvyJAgCXbp0ifr06UMGBgZ09OhR8V5CQgKlpqbqUTqGKb68evWKXr9+rW8x9IIyM0X//v11NmZMTAxZW1sTAPLz88tX20uXLtEnn3zy3ij5Bw4cEF3mkbUr4+vr+7Fi5wrvwLO+Z0o+58+fJ1NTU7XdXuUOsImJCa1bt07cdZdKpTRr1iwyNDQkAGRvb0979+4tNPmyu+VHRUWJ58Kzly9YsIDc3Nxo/fr1Ytm7d+/oq6++orFjx6pEc7948SKtXbtWxZNTEAS6fPkyBQUFqRx7yszMLBS39bCwMDGeCbJimjx+/FiURZkLXi6X04IFC9R+GyMjI60GLGVKN+xCzwo936Snp9OOHTvIw8NDZXKaOXOmvkVjmGLJL7/8UqgvU8WJtLQ0mjdvHr169UpnYw4dOvSjot1nZGSopQ5asmQJBQUFkSAIanOlpaVloZ2LZAOe9T1Tstm5c6foHq+8jI2NxQB2lStXVjF0b968SfXr1xfrDhgwgGJjYwtFtvPnz1OHDh1o8eLFYtnTp08JAJmbm6vUHTVqFAGgRYsWiWWxsbGinNnnSB8fHwKgkrf93bt3Yt3s/zZnz55NAKh79+6F8Yh09OhRsre3JwBkYWFB/v7+anV+/vlnMjQ0pKpVq6rEIZBIJLRp06ZCkYspXRQJAx7AeADhAKQAAgF89p66w3OuamVdptnqtAbwD4BXWfd65ejDGMBSAMEAUrPqbQdQKR8ylzqFnp6eTj/99BNVqlRJ/N7LlClDo0ePpuDgYH2LxzDFkoCAAPHf0pMnT/QtTqnj7Nmz4otVzrONBUUZuM7IyIiePXtGwcHB5OnpKc6bf/31l1bGyQ024NmAZ0omgiDQsmXLVIJgIitgnbLs888/F41zqVRKM2bMEHfdK1SoQPv37y9UGbdt20YAqGrVqqIBLpfLKTExUdyhVvLw4UM6fvy4Ssq15ORkWrZsmVoqzs2bN1Pv3r1px44dYlliYiJVr16dKlWqpLKA+v333xMAWrdunUof2kyF9/LlS2rbtq34vY8cOZJSUlLEcQYNGiTe69mzJ02dOlVl0WXq1KmlIjUfU3jo3YAHMABABoDRAOoC8AOQAsA5j/rDASQCcMh+5ajTBcBCAL3zMOCtAJwE0B9AbQDNAVwDcCsfcpc6hS4IAn366acEgBwcHGjBggWFtorLMKUFmUxGvXv3pmXLlpVahS4IAu3bt0/nud6zz2njxo3TuJ1MJqNu3bqRv79/rr9ZZGQkDRw4kEaPHk1yuZzc3d3FAHb169fX5iOowQY8G/BMyUMul1P//v1VdtwBUJs2bSgoKIjKly9P06ZNE+fQ69evU7169cT6gwYN0vqxrPv379PYsWPp0KFDYplUKqXZs2dTeHi4VsfKD2lpafTs2TOVdJ5nz56lBg0aqMj6schkMpo7d664kFKvXj0x6KogCLR27VoxtVyzZs1ozJgxKhuP3t7eHKGeKTBFwYC/DmBdjrKHABbnUX84gIR89K9mwOdRr0lW3VwXDnKpX6IVuiAIdOzYMerdu7dKFOh//vmHtm/frpbnmGEYzUlKSlIx/Eq7Et+zZw8BoBYtWpBMJtPp2Pfu3aOePXvS27dvNW6j3GUqV67ce1+K79y5Q1u2bFF5abt//742xM4TNuC1f5V0fc8UbaRSKX3++ecq88jUqVPp66+/pvT0dCIilXlox44dolFZsWJFCggIKBS5Zs6cKS4iFHW6du1KAGjChAla7/vs2bPk6OhI3t7eavcuXLhAtra2BIDKli2r5j08ePBgteNXDKMJejXgAZgAkAH4X47yVQDO59FmeFabZwAiARwG4P6eMTQ14DsAEPL6IgCUyVLiysupJCr0d+/e0YYNG6hu3briBPPrr7/qWyyGKTGEh4dTnTp1aP78+foWpciwa9cusrGxoblz5+pbFI2QSqW0aNEi2rBhg0p5dg+CO3fukEQiEd1XAVCPHj0KXTY24LV/sQHP6Ivk5GQV493V1ZW+//57srKyynM3OSoqimxtbWnIkCF5prfML3FxcbRs2TIKCQkRy168eEF9+vShs2fPamWMwuTNmzc0a9YsevHihVgWGRlJBw8e1IrnW2xsLKWlpYmfY2JixPni8ePHVKNGDQKQa+DBli1bqrRlGE3QtwFfKWvwljnKZwJ4nEeb5gC+BNAAwGcA9gN4B6BmHvU/aMADMAVwC4D/e+rMzfmPriQp9JcvX9LMmTNVzlJZWlrSpEmTSm0uaoYpDDZv3kwAqEqVKpSQkKBvcYoM0dHROvPsEQShUOa14cOHU//+/SkyMpI2bdqkkvfdwMBAJ783G/BswDMlg4SEBGrcuDEBigju5cqVo4cPH4qu2D169CBBEMRo7NnRdhBQ5Znur7/+Wqv96pMJEyYQABo7dqxW+5XJZNSuXTuqXr063blzh4gUHhKtWrUSdUH2hV0AVKtWLUpKStKqHEzJpqjkgaccnyW5lCkqEl0jIn8iuktEF6E4xx4K4NuCDCyRSIwB7AZgAEUwvbxYDMXZeeVVuSDjFUXi4uLg6uqKn376CXFxcXBxccHKlSsRGRkJPz8/uLq66ltEhikxjBw5Er/++iuuXr1aanO950bFihVRpkwZnYx14MAB1KpVC7NmzcpXu7dv3yoNOjWuXLmCrVu3Yu/evYiMjESHDh1gZGQk3p8yZQr/3gzDaERcXBxq166NwMBAAIBcLocgCIiKisKaNWuwYsUK7Nu3D0SE8ePHo1WrVvjzzz/F9o6OjgUeWyaTISAgAG/fvhXLxo0bhwYNGqB169YFf6gihp2dHSwsLDBgwACxTC6X5znHa0pkZCSePn2K6OhomJqaimOdOnUKAwcOhCAIkMvlKvohNDQUn332mcp3zjA6JT/WPgrgQp9HPxsBHM3jXp478FBEoz8A4C6A8vmUvdiuyMtkMrp69apKWa9evcjT05P++usvnZ9BZZiSzj///MNxI3KQlpZGHTp0oIMHD+p03OTkZKpcuTIBoFmzZmncLjMzk9zc3MjLy0vFDVN5r2HDhgSARo0aRUREffr0EXdXbGxsdDav6msHHtrPJlMWiqC2zwCkAbgCoEmOfrbm0se1HHXKAPgVwBsoss4cAlA5n89WbPU9U/yIiooS05QpLwsLizyzZPzwww8kkUhozZo1Whn/iy++IAD0888/i2XKnf6Sxtu3b1Wea926ddSkSZOPztceFxdHZ86cUSnLyMgguVwuxg4AQCYmJiqZndzd3SkuLu6jxmZKB0UliN3aHGUPkEcQu1zaSwDcBLAlj/u5GvDZjPcQAPYFkLvYKfTExERauXIlubi4kIGBAf3333/ivXfv3ulRMoYpuSxdupQA0MCBA0t9sLrs+Pr6ErIyWijT7+gCZYqhatWq5Wveu3LlCpmYmJCtra1a4Lpff/1VNNR///13unDhgrhIAID27t2r7cfIE30Y8CicbDJ7ANyHIi1sDSiOsSUCcMpWZyuAozn6sc3Rzzoo4uV0AOAO4AyAOwAM8/F8xU7fM8WTyMhIsrGxUTHelfnd83L1lsvlapsy+eHu3bsqC4ybNm0iOzs7WrVqVYH7LI4IgkB16tQhALR69Wqt9n3u3DlydXWlK1euEJHiOzYyMiIDAwPat28ftWzZUjzCWrlyZTbimQ9SFAx4peIfmaX4f8lS/FWz7m/PbswD+BGAFwBXAA0BbAGQCaBptjqWWfcaZj3c5Ky/nbPuGwE4COAFFGfpsyt/Ew3lLjYK/enTpzRp0iSVCJi2trZ05MgRfYvGMCWeU6dOkbGxMc2cObNE7mAUhPv374tpkHRp3N69e1c8e1iQ+S80NJSOHj2qUhYdHU1WVlYEgH766SeytLRUefku7LRxOdGTAa/VbDIAzKDwzvsiR/kdAAuzfd4K4O/39GOV9X4xIFtZJQByAF75eL5io++Z4surV6+oXLlyKvOHMuiZsbEx7dy5k4iIIiIiaOTIkVoJfNarVy8CoJYKrrQGVYuJiSFfX1+V5w8MDKRjx459lP5u06aNGMtgy5YtRER09OhR2rNnj1jnxIkT4u/u6OhI8fHxBX8QpsSjdwOeSHS9iwCQDoXrXets984B2Jrt8y9QuNSlA4gFcBxAixz9tc0+AWa7tmbdd8njPgFoq6HMRV6hP3/+nHr16qUSSKlu3bq0YcMGSk1N1bd4DFNqCA0N1bcIRQa5XC4G8+nWrZvOFjXkcjm1aNGCAFCfPn201u/w4cMJADVq1EgM9FShQgVCVrCiJ0+eaG0sTdC1AY9CyCYDhfs8AWifo91VAOeyfd4KICHrXSAUiuN0FbLd/zyrH5sc/dwFMO89z1Qqss4wRYeYmBhxIRAA2dvbizvvZcuWpVOnThER0e3bt8nR0ZEA0DfffJPvcXL+PzxlyhQyMjKixYsXa+U5SiLt27cXF2gLSmJiIg0YMED8fdevX69Wp0uXLir2SMWKFTnQLZMnRcKAL45XcTDgk5KSxNVcLy+vj15BZBjmw0RFRVG/fv0oJiZG36IUSdavX0/IOtP57NkznY27ceNGQlZ2jZxn2N9HYGAgRURE5Hrv8uXL4svW2rVrxb+rVKlCAGj8+PHaEl9j9GDAF0o2GSjOvJ/L6t8wq76QvU8oPPi+APAJgO5Q7NCHACiTdX8wgPRcxj8BYMN7nmlubgv8RVnfM8WXuLg4cdFPuQCoTOVboUIFCgoKIiKFN5fSk/KTTz7J1zwml8tp1KhRZGpqSg8ePBDLY2JiKDIyUuvPVFLIzMyk7777jqysrFT0QHp6er7fpwVBoEmTJom/c3Y3/RcvXpCzs7NamrkqVapwdHomV9iALyEG/OvXr2nBggXUuXNnlUll//79dP/+fT1KxjClC2XO3m7duulblCLHy5cvxUVFPz8/nY69adMmKlu2LK1cuVLjNunp6VSnTh0yMzOj48ePq9zLHrhuxIgR9Omnn6q8eFlbW+tl90SPBnxOT7hZAB5p2IdBlvG9OltZdQDns/qWAbgBwB/Ag/f04wiFy3zvrM95GfAnAax/Tz+8A8/ohISEBJUgZhMnTiQ3NzfReFe+v+3cuVM8dtS2bdsCuVf37Nnzo3eSSys547T4+PhQq1at8gwsmBeCINDUqVPF31sZKPDatWtUtmxZcnZ2JmdnZxVdUrNmTQ6Cy6jBBnzBX1qKhAEfEhJCo0ePVlm1O3v2rF5lYpjSzKNHj6h58+YUFhamb1GKHH379iUA5OHhoZdsF69evaLMzEyN60dFRVHr1q2pQoUKai/MysB11tbWtHDhQrXd2jlz5mhbfI0oDi70efSTazYZABYAHLP+3gPgyAf6eQJgWtbfBXKhz6XPIqHvmZJFamqqSrBLAFS1alXRhT44OJiIiJYvXy7e79+/v8bGXM7I8Xfv3qWrV6+yJ+ZHkpqaKgYazLmwqwmCINCcOXPE33ThwoVERHTjxg169uwZvXjxgqpVq6by/0WjRo3ypbuYkg8b8AV/adGbQpfL5fTvv/9Sx44dVf6BN27cmPz9/Sk9PV3nMjFMaSZnxFh+QVLn4MGDhKwgPrdv39a3OBojCAKFh4erlGUPXLdkyRKVAKGAIoqwvjIO6DGIXaFlk8mqYwPFefcx76lTHoo0dkOzPiuD2PXPVscRHMSO0TMZGRmim7zyUm7E2NnZ0b1790gul9PkyZPF+5MmTdJ4XklPT6ehQ4fSvHnzCvlJSicvX76kFStWqOj6I0eOqKWOex8LFiwQf1tfX1+VvsLDw8Wo9Mqrbdu2/G7BiLABX/AXFr0p9JMnT4r/oA0MDKh379508eJF/ofNMHrAz8+PbGxsxN0SRp2kpCRxp2nq1Kk6Gzc9PZ169OhBx44d02q/2QPXDR06VG33/WNSOn0sek4jp81sMl4AOgOoBqAjFC721wEYZ923BLAcQAsoAtO2heLcfCSAstn6WQdFxpn2UKSROw1OI8foEUEQxOjvykvpHm9ra0t37twhqVRK/fv3V3G1zs87nnLB1MjISOeBNEsj6enp5OLiQgDytWiybNky8TeeNm2a+BsfOHCADAwMyMzMjIyMjMQ6AwcO5Hd9hojYgC8WBnxkZCSdOHFC/CyXy6lJkyY0efJklVzuDMPoloyMDPL09BRX0JncmThxIgGK3Ou6zICxZMkS0R01P7nmjx07RitWrKCMjAy1e5mZmeJZ0g0bNqgZ74MGDdLmI+QbfRjwpNCJ2s4m0x/A06w6UQB+A2CV7b5ZVrvYrMWDZ1BEpa+Sox9TAL8CiIMiUN4/Oeto8GxswDNaY8qUKSpzhtJAs7Gxodu3b1NCQgK1bdtWNOx37NhRoHHmz59P//77r5alZ3IjMTGRJkyYQG3btqXk5OR8tfXz8xP/X/Dx8SFBECg4OJjs7OwIADVp0oTs7e3FOpMnTy6kp2CKE2zAF2ED/saNGzRo0CAyMjIiOzs7evfunXiPV+AYpmgQFxdH69ev53+TeXD9+nUxlWVBzgsWlPDwcDIzMyMAtG3bNo3bpaWlkaurKwGgpUuX5lkvKCiI3N3d1XbRoqKitCF+gdGXAV+SLzbgGW2xdOlSlTnD1taWNm/eTE5OThQYGEiRkZFiQMzs6eM0ITQ0lIOd6Zmc7wGanltft24dAaBhw4aJxyRu3LhBFhYWBChSn2bPVPDbb79pXXameMEGfBFT6JmZmbRv3z5q2bKlyiTfpk0btXOYDMPonri4ODp48KC+xSg27Nu3j8qWLUtffvmlzsYUBIG6desmzp35WVyRy+W0ceNGcnNze2/6HmXaOKXrKwDy9vbWhvgfBRvwxUffM6WLX375RZwrXF1dqWzZsnT9+nUiUiwcEhE9fvyY7OzsyMHBIV+xQs6dO0fW1tY0cOBAvcXfYFTZuXMnNWzYUOOUsqdPn1YL7nrixAlRxxgYGKgcn718+XJhiM0UE9iAL0IK/eTJk2IEUuWL4dChQykwMFBrYzAMU3Di4uKobt26ZGhoSIcPH9a3OMWGyMhIev36tc7GO3DggOiaWtA0mjmN/piYGBo3bhxFR0dTWlqaiksjADIzMysSAUTZgC8e+p4pXZw/f170RAJAPXv2pIsXL+Za9+bNm/nesDl16hQZGRlRq1atOG94EeDdu3dUpUoVAkDz58/Pd3uZTEbr168nmUxGe/bsUfl/R3lZW1tzfINSDBvwelbo2VfbHjx4QMiKQDp79mx69erVR/XNMIx2EQSBhg8fTk5OTnTv3j19i8PkQnJysvjiNH36dI3bCYLw3p0rZeC6du3aERHRxYsXqUmTJuLLlL+//0fLrg3YgC+6+p4pnYSGhpKtra3oMj9hwgQxNkdSUhK9fftWKxs1Z8+eVTlqyeiX0NBQmjJlSoE8IkaNGkUAaOjQoUREtGbNGjUDHlBkPImNjdW26EwxgA14PSh0QRDo7Nmz1KNHDzW30sOHD/MEzDBFmIyMDF5c+wCCINCoUaO0Hv1dEzZt2kQAyMXFJV8B8wICAsjDw4Nu3LiR6/2rV6+Sh4cHXb16laRSKbm6uooujXXr1tWW+B8NG/BFS98zpZs3b96oeFZ++umnFB4eTs2bN6dNmzbRu3fvyNPTk8zNzfMVI0Qmk9H8+fM1ds9m9I8gCBob2wEBAWRmZkZ//fWXWPbjjz/masQ7OzuLRzCY0gMb8DpU6FKplLZu3UoNGzZUcZN/8+aNxn0wDKNb/vjjD5oyZYq+xShW7Nq1iwBFXuPo6Gidji0IAgUEBKhk7tCkjZubGwGgWbNm5VlPJpPRw4cPaf78+SovUA8ePNCG6FqBDfiioe8ZRiqVit5AymvixIkkCIIY3Cw5OZk6depEVlZW+UpFOmnSJAJAzZo1Uzs3zRQ9BEGg6dOnU6VKlejhw4catcmpOwVBoPHjxxMANZf6vn37ciDdUgYb8DpQ6DExMTRv3jyqWLGiynlJb29vjf8hMwyje0JCQkRFeeTIEX2LU2xITk4mHx+f90ZxL2pER0eTj4+P2q59do+ojRs3koGBgcrL04ABA3Qt6nthA16/+p5hiBTGVuvWrVWMLDc3t1yN7fT09HwZ70SKYHeVKlWi3bt3a0tkphBJTk6m+vXrEwDavHlzvttHRETQqFGjKDk5mfr37y8GsrOyshL///r5558LQXKmqMIGvA4U+rJly8R/YE5OTrRkyRKKi4v7YDuGYfTP0qVLafr06RzZt4hz/vx5rQfKi4mJIQcHB5ozZw5JpVIaM2aMygu5sbGxTvPaawIb8PrV9wxDROI5d+WlPG6zc+dOIiK6fPlyvndMcxr/Jfm4pSAIdP/+fXr+/Lm+RdEar1+/pj///DPf7eRyuZhasG/fvvTu3Ttq3749AaCRI0eSjY2NuCu/Z8+eQpCcKYqwAa9lhS6Xy+nw4cN05swZsSw+Pp7atm1LO3fupIyMDI1+GIZh9ENycjIlJyfrW4xiyYsXL/Sy0PH69WuytbUlW1vbfAUXFASBHj9+nOf9ESNGEAByd3cnmUxGJ0+eVHkpX7lypTbE1ypswOtO3zNMbmzbti1X471Zs2aUkpJCW7ZsIQA0YcIEjY34mzdvUq1atUpN8NSBAweK392QIUOK1DElbZGWlkZ37tzRqO7Zs2fFdHK+vr709u1b2rx5MwmCQFKplAYPHkwAyNDQMN/eHEzxhA14LSn0lJQUWrNmDdWqVYsAUNOmTfk8CsMUM6Kjo6lx48bUpUsX8Ywioxmpqank6upKnp6eOt81GTlypBggKj+LpDt27CADA4Nco9VfvnxZfAG/cuUKSaVSqlmzpkrgoKI4x7MBX/j6nmHyIjg4WDxiI5FIxL9r1qxJsbGxdOTIETI0NCQANG3aNI377dKlCwGgbt26FaL0+uPx48cq3kyrV68WDVbldzlgwIASY5ymp6dT9+7dycLCQmXD730oF34AqBydkMlk1KJFC/GehYUFxcfHF5boTBFB27reAKWMyMhITJs2DZUrV8aECRMQGhqKcuXK4bPPPkNmZqa+xWMYJh88f/4cDx48wM2bN/Hff//pW5xixYIFC/Dff/8hPDwcVlZWOhv30qVL2LJlCwBg3bp1MDY21rjt1atXIQgCLCwsVMrlcjkmTJgAABgxYgROnDiBK1euIDIyUqyzf/9+SCQSLTwBwzAlgcTERHh6eioXfeDi4gIigr29PY4dO4bw8HD069cPcrkcX331FRYvXqxx3/7+/vD29sbOnTsLS3ydI5PJcPDgQXTq1Am1a9fG7t27xXsjRozAq1evcOvWLfTq1QtEhD179uDTTz8V5+bijEwmQ3p6OuRyucZtRowYge+//x4AMHz4cNy8eRMAkJycjDdv3oiM8rx4AAAgAElEQVT1UlNT0bRp03z1zTB6XynX1YWsFXmlaxQAql69Oq1evZqSkpIKspjCMEwR4NixYxQaGqpvMYoVd+/eFXeV/v77b52Nm5GRQZ988gkBoNGjRxeoj9OnT5NUKlUp++233wgAWVtb0+rVqwkAlS1bVpzre/TooQ3xCwXegS88fc878ExeyOVyMZMFAKpXrx4BICMjI7pw4QKFhoaSnZ0dAaBOnTp90FNIEIQ8U1oWd6Kjo2nRokUqEfolEgl9//33eba5c+cO9e3blyQSCS1fvlyH0hYeaWlpdP369Xy1kclk9MUXXxAAcnR0pMjISHFnXqmDlddXX31VSJIzRQF2of9IhQ6A2rVrRwcPHuRUHgxTDDl48CA9e/ZM32IUW2QyGTVt2pQAUO/evXU6tjJAqJ2dndbSccbExIiRfZcuXUrly5cnAOTg4CAa9UU5RgIb8IWn79mAZ/JCGS8DADVq1Eh0nV+3bh1FR0dTtWrVCAA1btz4g5s8mZmZNHToUDIwMKB//vlHR09Q+MhkMhoyZIiKa3z58uVp6tSp9PTpU436CAkJoZSUFPHzvn376Isvvsi3IVwUiYqKooMHD36wXmJiohjR3sPDg1JSUmjWrFl05coVcUFbeW3btk0HkjP6gA34j1Toly9fLuBXzzCMvvH39yeJREL16tWjhIQEfYtTLFHuUJcrV45evnyps3EjIiLI3NycANAff/yhcTu5XE6//fabyktgdrIHrhs2bJi4QGBkZKR29rAowgZ84el7NuCZ3Mh+Nlm5mwyAxowZQ0lJSdSoUSMCQK6urmq5vXNDEAQaPnw4GRoa0pYtW3TwBIVHTk8DLy8vMaDftm3bKC0trcB9C4JA7u7u4vfu5eVVbN/J4+Pj6ZNPPiEDAwONdMzTp0/FxeUBAwaI8VgiIiLI1tZW/E4MDQ3pyZMnhS0+owfYgGeFzjCllufPn1OlSpVo3LhxHLSuADx//pwsLS3FnSZdEh8fT+PGjaM2bdrkK5ic8mW7bt26al5TV65cEV98lG702a927doVycB12WEDnvU9ozsePXqkcpRSaby3atWKkpOTqVOnTuIiYH6OZmVkZNCVK1cKUfLC5eHDhzRx4kQqX748RUZGiuWBgYF069YtrY0TGhoqLnYof4P27dvT+fPntTaGLpDL5TR69GhydHSksLAwjdqcP39eXFieN2+eWK5cVFdetra2asfEmOIPG/Cs0BmmVBMdHV3kjbKiiCAI1L17dwJALVu21Ev6OCL1HZ4PcfToUapatSr9/PPPKuUymYwaNmxIAGjYsGFUu3ZtNQO+OKRwYgOe9T2jG6RSKbm4uKjNE5UrV6aoqCj66quvCACZm5t/8Dx7SEgILViwoFjroszMTPrrr7/o888/V/k+dHFm/enTpzR69GjRoAVA33zzTaGPq03kcnm+vdg2btwoPu/evXspNTWV7O3tCYB4FEzpncCULNiAZ4XOMKWG+Ph46tKlC129elXfohR79u/fTwDI2NiYQkJCdDZuRkbGR7/kpqamqhn+v/zyi3jGferUqWov5UOHDv2oMXUFG/Cs7xndMGHCBLV5wtTUlG7evEnTpk0TXZj//fff9/YTFxdHNjY2BIA2btyoI+m1R0JCAs2bN4+cnJzE78HAwIB69uxJx48f1+nibkREBI0bN46MjY3p8OHDYnlmZmaxWxwJCgqilStXfrCej48PASBPT08SBIH++ecf8XfI/puUlOB/jAI24FmhM0yp4dtvvxXPIuZ355b5f+Lj48nR0ZEA0Jw5c3Q69rRp06hDhw5azRQQFhZGZmZmoiuiiYmJyku5nZ0dvXv3TmvjFSZswLO+ZwqfXbt2qcwRPXv2pICAANq5cyc9fPhQdOnWND7H8uXLqWXLlloLxqlL4uPjxXgk9vb2NHPmTL0Hhn358qWKwb5gwQJq3rw5/fvvv8XCkI+NjRXPuG/atOm9dTMzM2nJkiWUmpoqls2aNYsARU54ZT8SiYQCAwMLW3RGR2hb10tIoexKPBKJpByAxMTERJQrV07f4jAMowEpKSkYMmQI5s+fjwYNGuhbnGKLt7c31q9fj1q1auHu3bswNTXVybghISFwd3eHTCbDoUOH0L17d43ayeVyDB48GMOGDUPXrl3V7gcHB2PQoEGwt7eHgYEBzpw5o3I/P2Ppm6SkJFhZWQGAFREl6VuekgDreyY79+7dg7u7OwRBQKVKlWBubo6bN2/C2tparHP06FHcv38fP/zwQ659EBEyMzNhYmKS6+eiSlJSEvz9/XHlyhX4+/uL5StXroSDgwP69OmDMmXK6FFCdWQyGVxcXPDy5UsAgIeHB3x9fdGtWzdIJBI9S5c3S5YsQUBAAE6ePKmc0zUmMzMTnTp1wrlz5yCRSJQLkahcuTJCQ0NhZmZWGCIzOkTrul4bqwDF4QKvyDNMsUDfOwEljcuXL4u7TufOndPZuHK5nDw9PcXdrvywadMm8UxgfHx8rnWkUimtWbNGzSW2ZcuW2hBfZ/AOPOt7pvBITU0VdzQBRVq4Bw8e5KsPmUxGEydOpM6dOxcbT7Dg4GDy9vYWg5YCKFZ56qOiouiHH34QPQUAUMOGDSkgIEBv8Vs0IT09PV/1BUGgefPm0eDBg+nly5dUsWJFNZ02atSoQpKW0SXsQs8KnWFKLNu2bSMTExPauXOnvkUpMSQkJJC3tzeNHj1ap+Mqo8ebm5vne1EmKSmJfvjhB7VI+dldKePi4sTgP2XKlBFdDh8/fqwV+XUFG/Cs75nC4+uvvxbPeDdu3JgA0Keffkqpqan01VdfaTRfPHz4UDyyc+zYMR1IXTDS09Np9+7d1Lp1axUDsE6dOrR69epimXo1NjaWpk+frrIQMX36dH2LpRH79u2jMWPGqGVPyU5wcLAYyO/48eN0+vRpNQMeAP399986lJwpDNiAZ4XOMCWWyZMni1HFGe2iy12LN2/eiLtey5Yt00qfyij6ixYtooyMDDFtXPbIvSNGjNDKWLqEDXjW90zhsG/fPnFuqF27Nl29epVatGhBFy5coClTpojxVTRJSXro0CGN8n3rk0OHDonPa2hoSH369KEzZ84UizPkH+LNmzc0e/ZssrGxoUePHonl8fHx7zWQ9cWrV6/I1NRUozPxGzduVAmGOH/+fDUD3sjIiCIiIgpbbKYQ4TPwBYTPxDFM0UcQBOzatQuDBg2CgYGBvsUp1ijnOn2cGRw9ejQ2b96MTz75BEFBQTA2NtaoXUpKCiwtLXO9d+zYMXTp0gWmpqYICQlB1apVsXbtWvj6+iIxMRFmZmaIj48vcuc5PwSfgdc+rO+ZiIgI1K5dGxkZGQCAWrVqITAwEBYWFpBIJHj16hW+/PJLTJs2DV5eXrn2kZmZqfHcpWuICGfOnMHbt2/Rr18/AIqz456envDy8sKYMWPg5OSkZym1T1pamsp58C+//BK3bt3CrFmzMGjQIBgZGelROlX27duHw4cPY8uWLTA0NNS4nVwuR5cuXXDy5EmV8ho1auDRo0f56ospOvAZeF6RZ5gSQ0pKCq1evbpE7BAUJeRyObVu3Zrat29P4eHhOh07NTWV6tWrRwDo4sWLGrfLyMggNzc3GjhwIMXExKjdFwSBtm/fTmvXriUiohUrVpBEIhF3KPbs2aO1Z9AlvAPP+p7RLjKZjKpUqaKyG33nzh21eu/TO1u2bCF3d3cKCwsrTFHzTXx8PK1atYpq165NAMjR0bHYnMvXNklJSeIxKgBUvXp12rJlS5H9PgRB+KBsr1+/psGDB1NwcDBVqlRJbSfe19dXR9Iy2oZd6FmhM0yJQCaTUYsWLQgAzZ07V9/ilCju3btHpqamZG5urnMDnkhxFvOff/7JV5tz586RoaEh2dra0uvXr/Osd+jQIQoKChLdEwGQh4fHx4qsN9iAZ33PaJdx48apGT5Lly4lqVRKR48e/WB7qVRKzs7OBICWLFmiA4k/zJ07d+jrr79WCepmaWlJ48ePzzPQZ2kgKSmJFi9eTHZ2duL34uLiQr///nu+A8oVNj/++CN16NCBUlJS8qzTpUsXAkDNmzenk//H3nnHNXl9f/yTsGUKgghuEYsLtWqrFmetA2sVqxVrWxy11rp33VurVkW/VVu1tYJ1b63gwk0pUHHgwIHiQEVkrxCe8/sjyfNLSIJAnpAA9/163VfNnecpyXPuueOc06dJLBbzvmQg9+UQERFRhlIzhIIZ8EyhMxgVhi1btlC1atXo6tWrhhalwvHgwQM6cOCAocUoEeHh4XT8+HGVvMuXL9Pbt2+JiOj+/ftkaWnJO/1R7K69ePHCEOIKAjPgmb5nCIc2J2Bnz56lsWPHEgCaM2fOO/t5+vQpzZgxwyg8ni9fvlzlWZo0aUIbN26k9PR0Q4tmNGRkZNCqVavIxcWF//+0Zs0aQ4vFk5CQwDviK+q02L1798jBwYEA0Pfff0+rVq2ipUuX0vnz56l3794EgFxcXIpcBGAYJ+wOfClhd+IYDOOAiFTuZb99+xaOjo4GlIghBE+fPsWePXswYcIEwe6Nvnr1Co0bN4a5uTnCwsKQn5+Pvn374vHjx3yd2bNnY8mSJYKMZwjYHXjhYfq+cpKRkYHq1asjJydHJX/+/Plo2rQpf1f877//Rq9evQwhYrF48uQJiAh169YFAMTExKBNmzYYMGAAxowZAx8fH6OOh25IsrOz8dtvv2HLli0IDw/nf/+PHj1CjRo1DBpPPTw8HP/88w8mTZpUZL1Tp07xfhlOnDiB3r17AwDu3LmDJk2agIjQo0cPhISE6F1mhnCwO/BsRZ7BKLccOnSIunfvTjk5OYYWpUISFhZWonvnQtK/f38CQMOHDy92G47jaMGCBVp30AcMGMDH/5VIJJSRkUHu7u78Douzs7NR7JDpAtuBZ/qeIQwffPAB/24wMzMjANS5c2eKi4sjOzs7AkDTp0/X2v6vv/4yWKz0goICCgkJoU8//ZTEYrFaRI2irhUx1FH2b8BxHLVu3ZpcXV1pzZo1lJWVZUDJVNHmQX/ChAkEgKpXr06vX78mItkRfCidxNi5c2dZisrQEXaEnil0BqNckpqaSo6Ojvx9RIawZGRkUJ06dQgA7du3r0zHPnbsGH+c/caNG8Vut27dOgJAtWvXptzcXJUyRQgoU1NTunbtGhH9/6RGkSIjIwV9DkPADHim7xm6s3nzZv69YGFhwS/wPXr0iFq3bk0AqH379lqdiMXExJCFhQWZmZlRdHR0mcmdnJxMq1evpgYNGqi82/r06cOcuwrEs2fPeJ8GkB9BX7lyJWVkZBhMptTUVPryyy9p8uTJGsuzs7OpSZMmBID69etHaWlp5OXlpRZaLjk5uYwlZ5QWZsAzhc5glFvCwsLohx9+KFbcXUbJmDx5MgGgOnXqlOnEJCsri+rWrUsAaNq0aSVqe/v2bWrevDnvWV5BUlIS71147ty5NG7cOFqwYAH169ePn7wMHjxYyMcwGMyAZ/qeoRsvX77kd9wVi8QAKCQkhMaPH8/nP3nyRGsfqamp5OfnR3369CmzUz0//vijijNOe3t7mjBhAt25c6dMxq9M5OXl0ZYtW6hevXr8/+9q1arR8uXLDeJL4OTJk7wRrs3RbExMDP+93rp1K40YMYKcnJxUoq+UZweulQ1mwDOFzmCUG3Jzc4ucNDGEISoqivdW+/fff5fp2D/++CMBoFq1apVq4SA3N1dtp2nIkCG8syZlp1SKiYu9vT1lZ2cL9QgGhRnwTN8zSg/HceTt7c2/IxTeuidNmkQHDx7k84sTFYPjOL0er87JyVFZvF68eDEBIG9vb/rtt9+YY7IyQCKR0B9//EEeHh78d2P//v0GkWXx4sXvdOD7008/EQCytrammJgYSkpKop9//lllJ37dunVlJDFDF5gBzxQ6g1EuSElJoc6dO1PdunUpMTHR0OJUWPLz86lly5YEgPz9/ct07NjYWN4j/OHDh4vd7uXLl1rLjhw5wofLuXjxInl6ehIA6tixIz9hOX36tBDiGwXMgGf6nlF6Vq1apeZx3svLi+7cucN7854yZYrW9k+fPtW7jA8fPqRp06aRk5OTirH4+vVrunLlCjsqbwDy8/MpKCiI/Pz8VE5cXL582aiOpUulUl73tWvXjvLz86mgoIC6du3Kf99NTEwoISHB0KIy3oFRGPAAxgCIB5ALIBqATxF1Awq/XOXJUqlORwDHALyQl/XT0I8IwAJ5nRwA5wE0KYHMTKEzGGXI69evycPDg2xtbQ3mWK0ysHr1agJAVatWLdIw1gfdu3cnAPTpp58Wu83OnTvJxsaGgoKC1Mrevn1LNWrU4J1NTZ8+nZ+gKJzXDRw4UMhHMDjMgGcGPKN0JCQk8CePlI2Z8PBwatu2LQGyeNra7r3/+++/ZGFhQTNnztTqTEwXzp49S71791Y58lxRrv5URLKyssjZ2ZlsbW1p1qxZZeo48NWrV3Tq1CmNZY8fP+adMC5atIg4jqPAwECV772HhwdbCDJyDG7AA/gCgATASABeANYByARQW0v9AABpAFyVU6E6vQAsAeBXhAE/A0C6vE5TALvlxrxtMeVmCp3BKGMePHjAOyBjCM+jR4/4I6Pbtm0r8/Fv375NvXr10nqHTxOffvopAaD58+erlQ0bNowAkKenJ128eFFl4gv58dhXr14J9wBGADPgmQHPKDkcx/FGunJauHAhTZo0iV/UfPz4sdY+FEfY/fz8BDd+Dh06pCJXz5496ejRo3pZKGAIw71796h58+b838za2pqmT5+ud51z//59cnFxIWtra7p//77GOkFBQfwC1dWrV+n9998nACo+FNhReuPGGAz4CACbCuXdAbBcS/0AAKkl6F/NgJfvvicCmKGUZwEgFcB3xeyXKXQGQ8+cOXOmQh1vNmY4jqOePXsSIAuVVF5W36VSKW3btk3NkaHCqY9IJKKwsDBq2rSpxsl5RYMZ8MInpu8rPlu3blV5N5iZmVHbtm1V7r0X51rP4cOHKTU1VVDZlMPWDR48WKtRxjA+CgoK6NChQ/y1NMXC8eTJk/VmyEulUurcuTM1bdqUbt++rbEOx3E0aNAg8vPzo6SkJLp9+zZvvNvY2BDkDvEq2gJ3RcKgBjwAcwBSAP0L5QcCuKClTYC8zRMAzwAcB9CyiDE0GfD15fktC+UfAfBnMWVnCp3B0CMXLlwgMzMzsrW11aqEGMLx119/ESALmXTv3r0yHVvoe6NpaWlUq1YtAkATJkxQi3cLuUO78h7zXRPMgBc+MX1fsXn8+DFZWVnx74YBAwZQbGwsxcXF0f79+8nGxoYmTZpkMPn+/vtvsra2po8++kjr8X2GccNxHB07dozatGnDf89KEiK1pLx+/ZpycnKKrJOTk6OyUL9+/XoCQObm5vxpNeaV3ngRWteLUTKqATAB8KpQ/ivIjsZr4q7ciO8LwB+ye/NXRCJRwxKMq+i72OOKRCILkUhkp0gAbEswHoPBKCEffPABOnToAF9fX9SvX9/Q4lRo3r59iwkTJgAA5syZA09PzzIbOzw8HPXq1cPEiRPBcVyx2pw+fRpr1qzRWv+PP/7A06dPUb9+ffj7+2Pp0qUq5WKxGPv374dYXFKVxWAwKhJEhO7duyMnJwdWVlaoW7cuNm3ahMaNG6Nhw4YYMGAAYmJisGLFCo3tr169iuHDhyMrK0tvMvbq1QuRkZHYs2cPzMzM9DYOQ3+IRCL06dMHERERCAkJwbx589CsWTO+/K+//sLTp08FG8/Z2RmWlpb8Z0260tLSEiKRiP/s5+eH7t27QyKRKBYuERUVhSNHjggmF8OIKYm1D8ANstWDdoXyZwO4W8w+xABiAKzXUq5pB769PL9GofwtAEK09LMAGpznsRV5BkM4Cu+IZmZmVshdUmNj+PDhBIAaN25MeXl5ZTZufn4+H7IpICCgWG3evn1L1atXJwC0YcMGjXU4jqOtW7fSmTNn+Lt9ymnJkiVCPoZRwXbghU9gO/AVlmXLlvHvBScnJ7pw4QIRUbHCv+Xl5VHdunUJAE2bNk1w2cryXcwwHPHx8WRqakpmZmY0c+ZMQa+vcRxHQUFB5O3trfX9lZaWRoMHDyYXFxeKiYnhr2sokp2dHaWkpAgmE0MYDL0D/wZAAdR3vV2gvjuuESLiAEQCKMkO/Ev5f0sy7nIA9kqpZgnGYzAY7yArKwv9+vXDpk2b+Dxra2u2S6pnnj17hp07dwIAtmzZAnNz8zIbe926dbh+/TqqVq2KlStXFquNg4MDFixYgNatW2PEiBEa64hEIowYMQLR0dGIjo6GqakpX1atWjVMnz5dEPkZDEb55fXr1/zOupOTE5KTk9G/f3/s378fHh4eOHfuXJHtzc3N8eeff6Jz586YO3euoLL9+++/8PT0xKVLlwTtl2F8ZGdnw8fHB/n5+VixYgW2bt0qWN85OTmYO3curl+/jvXr12usY25ujps3byI5ORlxcXFYvXq1Snl6ejqmTZsmmEwMI6WkFj9kTuw2Fsq7DS1O7DS0F0FmwP+upbwoJ3bTlfLMwZzYMRgGQ+FEyNramjlOKWPu3LlDgYGBZTrmyZMnycTEhADQb7/9VuL2mrwv7927l38n3717lywsLPh7/XJdQGFhYbqKbtSwHXjhE9P3FZPBgwfzzrqCg4Ppq6++ou3bt9NHH31EAGj8+PEGkSspKYn34TFo0CCDyMAoe1asWEEAyMrKSlC/P5cvX6aFCxeqOXpV5saNGxQREUFEsl37Ll26qJ1c2717t2AyMXTHGLzQK8LIDYcsjNxayMLI1ZGX71A25gHMB9ADMkd0LQD8DiAfQFulOjbyshbyh5sk/3dtpToz5AZ7f8jCyP0FFkaOwTAYHMfR1KlT6fLly4YWhaFnrl27xnu6/eqrr4p1ZPDx48dFOnC6fPkyiUQiqlWrFr19+5ZiYmKocePG1KhRI34C4uvrK+RjGCXMgGcGPOPdHDhwQMU42bVrF1+WlZVFy5Yt0+oELDo6Wq8exLt3704AqGHDhuw7V4koKCjg//be3t7vdEKnT+7fv68SUg5y7/nZ2dkGk4mhisENeJIpxzEAHgPIAxANoKNS2XkA25U+r4XMA30egNcAQqF+h75z4ZUjeVLuRwTZvfZEyBzhXQDQtAQyM4XOYOhIbGwsi2NrIG7fvk3//vtvmY+blZVF7u7uBIC6du1arHue6enp5OHhQW3btqWEhASNda5cuUL169enYcOGERFRRkYGjRs3jqpWrUqQx7ctzr3W8o6hDHi5Ho+X69NoAD5F1A3QoqMtlerYAlgn1/c5AK4CaKNUbgbgJwA3AWTJF+B3AHArNNZjDeOsKOGzMX1fgUhJSSFTU1P++/Dpp58W+97xy5cvqUaNGuTm5ka3bt0SXLa5c+fyxtLNmzcF759h3Lx48YKcnZ31dgKE4zjau3dvkfOuGzdu0PDhw+mnn35Se0dPnjxZcJkYpcMoDPjymJhCZzB048iRI2RlZUVjxowpNzHHKwoFBQXUrl07EovF9Pvvv5f5+Pv27aM2bdoUO17yP//8Qw4ODlSrVi1KTk7WWi8zM5Pvc/z48SoTj3379gkiu7FjCAMe/3+SbiRkJ+nWQXaSrraW+gEA0iDzQ8OnQnX2AIgF0BGAh3zBPQ2Au7zcHsBpAIMANALwIYB/AEQV6ucxgLmFxrIp4fMxfV+B6Nq1q8q7oWvXrvTy5UvaunXrOxeU4+LiyMvLixo3bkyZmZmCynX8+HFepuDgYEH7ZpQfTpw4QSKRiGbMmCH43GjgwIEEgH766SeN5dnZ2eTi4kIAaP78+dS6dWuCPLQcABKLxSysr5HADHhmwDMYBmHfvn0kEomod+/ezNtuGZOZmUlDhw4lW1tbwWOwF5eSRhd4/PgxRUZGFtkPx3HUp08f+u6771Qm6B07dtRZ3vKCgQz4CACbCuXdgRZfNnIDPrWI/qwASAH4FsqPAbCkiHZt5M+ufF3uMYCJOj4f0/cVhCNHjqjtKnbr1o2mTp1KAGjgwIHv7CMjI4Pi4+MFlSs+Pp4/LfTDDz8I2jej/HHv3j299Lt161aytLSkTZs2aa0THBxMAMjExISCg4PJ3d2dlixZwvtl6NChA9t0MQKE1vUikim7Co88FnxaWloa7OzsDC0Og1EuOXPmDDp37qziJZxRdrx48QJubm56H4eIsHDhQowYMQK1atUSrN+8vDx06tQJX375JX744QeEhITA19dXpY6ZmRlevnwJR0dHwcY1ZtLT02Fvbw8A9kSUru/xRCKROYBsAAOJ6JBSfiCAFkTUSUObAABbATwHYAKZYT6XiK7Jy20BpAP4mIjOKrULB5BHRJ21yPIxgFMAHBTPLhKJHgOwgMxR7VMA+wCsIiJJCZ6R6fsKQF5eHpydnZGRkcHnWVpaYvfu3fDz8wPHcTh27Bj69Omj1lYqlepVT2VmZmLkyJF48uQJLly4UKbRQBjGTX5+PkxMTASJyENESEhIQJ06dYqs4+/vjz179qBhw4aIiIhA1apVER8fD09PT0ilUixYsADz58/XWR5G6RFa17N4TwwGQyMSiQTz5s1Devr/v2c+/vhjZrwbkLIw3gFg/vz5WLhwIXx8fJCTk1OsNhKJBF9++SViYmK01lm6dCkiIiKwZMkSpKamolevXmqT78DAwEpjvBuIapAZ4YVDsL6CeqhWBXch24XvC8AfsnvzV0QiUUMAIKIMAOEA5opEIjeRSGQiEomGAvgAQA1NHYpEIksAKwD8VWgyEwhgMIAuAP4HYCKAjUU9kEgkshCJRHaKBNl9fEY5JyAgQMV4B8AbIhzHYfDgwRqN98TERDRu3BgHDhzQm2w2NjbYtWsXQkNDmfHO4Hn06BF8fHywatUqQfoTiUQqxrumTVeRSIRNmzbB3d0d9+/fx6xZs3hZCgoKAACLFy/Gq47vpCkAACAASURBVFfFivbNKC8IsY1fHhLYkToGo0T4+/sTAOrduzc7fmUgDh8+TJ999lmZHpvftm0bf1S1JOHiFi5cSACoRo0aGr3xXrt2jXdEpbjfHhUVRWKxmB+vadOmgj1HeaGsj9ADcJOPV9iZ7GwAd4vZhxiyXfj1SnkNIHMuS5Adp/8XQDCA2xramwE4DOC/dz03gAHyPp2KqLMAUHN8x/R9OSY2Npb/OyrCV7Zq1YoWL15MAMjR0VGrZ/nJkycTAGrevHmRobhKw40bN5g+ZGhFoT9NTU35MG9C8fDhQ2rfvj0dP35cY/mZM2f438yJEydo+/btKu9Db29vQeVhlAx2B770kxZmwDMYJSAyMpJcXV0pJCTE0KJUStLS0njv73PmzCmTMUNCQvjJ8uzZs0vUNikpifr27UuHDh1SK5NIJNSiRQsCQAMGDKCrV69SSkoKdevWTWWS/uzZM6EepdxgAAPeXG5g9y+UHwjgQgn62QLgpIZ8awA15P/eA+BEoXIzAIcAXC/KKFeq7y7///NBEXUs5DpekdyZvi+/cBxHDRo0UDHeTUxM6ODBg2RhYUEAaMeOHVrbSyQSmj17tuD3kqOjo8nCwoL8/PxYeC6GRjiO4x3PNWjQQNB30IwZMwjycIXanDdOnDiRAFDdunXp+++/V1vUPHDggGDyMEoGM+BLP2lhBjyD8Q4KKwU2STEcY8eO5ScBZfF3UI71PnTo0FLtMmlro7xrdvPmTXJyciJXV1dq2LAhP7HQ5mW3omNAJ3YbC+XdhhYndhraiwBEAvi9iDpVAaQCGKWUpzDebwFwLuZYfVDI0V0x2jB9X45Zv349/16wtbUlADR9+nTy8fEhAPTJJ5+U+S54cnIy1a1blyAPY1dSp56MykNKSgrVqVOH16VCkZOTQyNHjizSIWNmZibvvG769Om0evVqlYVyW1tb5oTYQDADvvQTFqbQGYwiOHv2LDVq1Ehwb72MkhMeHk4ikYgA0JkzZ/Q+XkJCArm5uREA6tKlS7EVfEFBAUVHRxdZ59atW2RmZkYAKCgoiD799FMCQLVr1+YnFR988EGlPZZq4DBywyELI7cWsjBydeTlO5SNeQDzAfQAUB9ACwC/A8gH0FapTg8APQHUA9AdsiP2EQDM5OWmAI5A5pjOG6ph4szlddoBmCQfox5kIeeeAzhSwudj+r6ckpaWxr8vFKlBgwa8UW9tba1RRyUkJNDGjRv18h4pKCig3r17EwCqX78+paSkCD4Go2Jx5coV/vRIUFBQmY594MABgjyUXFxcHD19+pSsrKz439PIkSPLVB6GDGbAMwOewRCcgoICatOmDQGgYcOGGVqcSo1EIqGmTZsSAPrmm2/KZMxnz56Rt7c3NW7cuEST01WrVpFIJKIlS5ZoLM/Pz+e/V3369KEtW7bw9wMVJwyqVKlCz58/F+pRyh2GMOBJphPHQBayLQ9ANICOSmXnAWxX+rwWwBN53dcAQqF+h34QgIfyOomQOaCzVyqvq2yUFUqd5XVaQRYbPhVADmTO8xYAqFLCZ2P6vpxSOOY7ANqzZw/Z2dkRAFq3bp1am/z8fGrfvr3erhspThBZWlrStWvXBO+fUTFZtGgRASAbGxt68OCB4P3fuHGD7t69q5bPcRz17NlT5bTKypUr+d+TSCRiGzUGgBnwzIBnMPTCs2fPaOzYsRodkDHKjmXLlhEAqlatGiUlJZXZuGlpaSV2ljd69GgCQL/++qvGcsWkwd7enq5evcof0VdOf/75pxDil1sMZcBX5MT0ffnk0qVLau+H4cOHU9++ffmTOpru/nIcR+vWrSNnZ2d6+PChoDKFhobyp6H++OMPQftmVGykUil17NiRWrVqRffv3xe070OHDpG5uTm1aNGCcnNz1crv37/P+4vYvXs3tWrVSuV31ahRI0HlYbwbZsAzhc5gCIJUKqWoqChDi8FQIi4ujle6+j52x3EchYeH69zPxYsXNR5bjYmJ4Z9ly5Yt/P1V5dSsWbNKe3ReATPgmb5nyE6BKRxdKpKzszPv1dvMzIxu3bpVZB8ZGRmCypSTk0M1atQgADRq1ChB+2ZUDl6/fq3RwNaVFy9ekJOTE/n6+tLbt2811pk/fz6JxWJatGgRfxpAEQkGzKFdmSO0rmdx4BmMSkhOTg78/PzQoUMHXLlyxdDiMCBbTB09ejTy8vLQvXt3fPnll3odb+HChWjXrh1+/vlnnfrx8fGBSCRSycvKysLgwYORl5cHX19fpKSk4NKlSyp1TE1NceLECbW2DAaj8vHnn38iJiYGAGBiYoK+ffti1apV2Lx5MwBg1qxZaNKkiUqbpKQkSKVS/rONjY2gMllaWmL//v347LPPEBgYKGjfjMqBs7MzLCws+M8ZGRmC9FujRg1ERkbi2LFjqFq1qsY6M2bMQHR0NObOnYtp06ahQYMGkEqlsLKyAgCMGDFC5ffDKF8wA57BqISYm5vz/05KSjKgJAwFO3bswLlz52BlZYXNmzfr1bDdvn07Fi5cCACwtbUtUdvg4GB89913yM7O1lpn0qRJuHv3Ltzc3DBjxgzMmTNHrc7WrVtRq1atkgnOYDAqHGlpaZgwYQL/edq0aThy5Ai++eYbnD17FosXL8aPP/6o0kYikcDX1xddu3bFixcv9CZb+/btcfjwYVhaWuptDEbFRyqVYu7cufDy8hJszlWvXj2VeQLJTh/xWFlZoUWLFgBki1EbNmwAAOTm5gIAUlNTMX36dEFkYRgAIbbxy0MCO1LHYKiQlZVFkZGRhhaDQbJjdo6OjoQyCKd26tQp/hjdrFmzStQ2JSWFdya1YcMGrfXCwsKoVq1aFBoaSt7e3mpH57t161bpj84rYEfomb6v7HTq1Il/NwQEBFBmZuY720RHR5OtrS1VrVqVHj9+LKg8Bw8epOvXrwvaJ6Nyk5WVRY0bNyYA1Lt3b0H1X35+Ps2bN4+GDBmitd/Y2FiaMmUK9e/fX0UXm5qa0uvXrwWThaEddgeeKXQGo1RERERo9ODLMDxDhw4lAOTt7U0SiURv41y/fp2Pq1yUsi+K06dP0xdffKHRmZQyubm5NGvWLAJAYrGYnzBYW1tXaq/zhWEGPNP3lZnIyEj+3WBiYkL9+vWjhw8f0vbt298Zaz0uLo7Onj0rqDzXr18nKysrsrKyYh7nGYJy48YN3i+MkHOx69ev84vyFy5cUCvPyMggBwcHAkBr1qwhS0tLFSN+4MCBgsnC0A4z4JlCZzBKzOPHj6lKlSoEgA4dOmRocRhKSCQS+vzzz0ksFtO///6rt3GePn1K7u7uBIA6deokuGMdiUSiEirnypUrvOHu7OzMTxZWrlwp6LjlHWbAM31fWeE4jrp160YAyMHBgcRiMVWvXp2+//57AkBDhw4tU3lSUlLIw8ODAFCPHj3euUjJYJSU//3vfwR5jHYhF4jWrVtHu3bt0lq+fPly6tu3L8XHx/ORbpSTPuceDBnMgGcKncEoFdOnT6eePXtSenq6oUVhaOBdHpZ1JTAwkACQl5eXVq+12oiMjKTk5OQi68ycOZOsra35SYQixFyjRo34ScJ7773Hjs4XghnwTN9XVg4ePMi/Gzp06EA3btyg0NBQCgwMpCpVqtDff/+tUj8nJ4f8/f0pNjZWcFk4jqPPPvuMAFDt2rXpzZs3go/BYHAcx4dFbNSoUbGuiwiB8mmW3Nxc8vT0VDHga9asyXSznmEGPFPoDEax4DhO5Th2QUGBXo9nM4yfLVu2UHx8fInaJCYmkouLC9WqVYvu3r2rsU5+fj6/k7Z//34iInrz5g0tWbKEXF1d+eOxJY0zXxlgBjzT95WR7Oxsqlq1Km9ATJ8+XaU8KSlJrc2MGTMIANWpU0dwXfbTTz/xO6NsN5KhT5KSksjNzY0A0MiRIwXvPzs7m0JCQoqsc/z4cbVd+FWrVgkuC+P/YWHkGAzGO5FIJPj6668xbNgwcBwHABCLxTAzMzOwZAwFMTExGDJkCF6+fKm3MYgIEomE/zxy5EjUrVu3RH0kJyfDzs4ODg4OqFOnjsY6pqamCA0NxYkTJzBgwAAAwLhx47BgwQL++davX4+aNWuW7kEYDEaFIiAgACkpKQBk4d/mzJmjWHwBAFSrVk2tzeTJk9GjRw/89ttvguqysLAw3sv9hg0b0KZNG8H6ZjAKU61aNQQHB8PGxgYffvihoH2npqaiTZs28PX1RUREhFr5mzdvEBAQgMWLF+Pzzz9XKVu2bBnvoZ5h/DADnsGogPz333/YvXs3du/ejejoaEOLwygEEeH777/Hrl271MIjCcnixYvRrVs3vH37ttR9NGnSBP/99x+OHj2qFkpJecJtYmKCDz74AJMnT8Yff/yBXbt28TFmP/zwQ4wZM6bUMjAYjIrD/fv3sW/fPv5zZmYm/vjjDzRr1gznz5/X2s7FxQUnT57EJ598Iqg8W7ZsAcdx+Oabb/Dtt98K2jeDoYkuXbrgyZMnGDFihKD92tvbo3nz5qhWrZrGUK/5+fk4ePAgIiIi0Lp1axWdnpKSgtWrVwsqD0N/iJQnYBUZkUhkByAtLS0NdnZ2hhaHwdA7QUFBcHZ2Rs+ePQ0tCkMD//33H6ZPn46goCDUqFFD8P7//PNPBAQEAJDFbv/yyy9L1J6I3hmL/ueff8ajR4+wevVqWFlZwd/fH7t374ZYLOZPflhaWuL58+dwdHQs1XNUdNLT02Fvbw8A9kSUbmh5KgJM3xs3LVq0wPXr1/nPLi4uaNiwIa5cuQJfX18cP35cpX5iYqJe3pEKCgoK8Msvv2DkyJGoUqWK3sZhMLSRkpICW1tbmJqa6txXamoq8vPz4ezsrLE8MDAQEydOhKOjI8aOHQsAuHLlCs6ePQsbGxvcu3cPbm5uOsvBUEVwXS/EOfzykMDuxDEqOLGxsSyeJ4OIiM6cOcOHlZk5c2aJ26elpVGbNm3o8OHDWutERkaSmZkZAaCdO3cSEdH58+f5aAeKtHfv3lI/R2WA3YFn+r4ycfjwYbW7t+PHjycAZGlpqRbT/eLFi2RmZkZTp05lTrYYFZJLly5RrVq1aN68eXrpv/DvJj8/n7y9vQkAjRgxgohkPpIaNGhAAOijjz7SixyVHXYHnsFgqHHp0iW0b98en376qcZjUwzjIDMzEwcOHNDrGDdv3oSfnx+kUin8/f2xdOnSEvexevVqREZGYsKECRrvxGVkZGDw4MHIz8/HgAED4O/vDwCIjY1V+f716NEDAwcOLP3DMBiMCgPHcfjqq69U8tq3b8/vuE+ZMkXNz8bRo0eRn5+P9PT0d54IKgm7d+/G999/j7y8PMH6ZDBKw9OnT/H06VMsWbIEFy9eFLTvS5cuoXXr1nj+/DmfZ2pqio0bNwIAtm3bhvDwcGRkZPD+ai5fvoyrV68KKgdDDwixClAeEtiKPKMCc+fOHapatSp16NChxCHCGGXDw4cPqVmzZgSgyJ1tXXj27BnVrFlT51jveXl5NHXqVLpy5YrG8qFDh6qEW3r48CHFxcWRhYUFv6tmb29PWVlZujxOpYDtwDN9X1nQFH964sSJBIBcXV0pIyNDY7uTJ0/Sq1evBJMjNjaWrK2tCQBt2LBBsH4ZjNLyzTff8OHc3hWytbhwHEdt27YlABQQEKBWPmzYMAJA3t7edPXqVXJwcOB/ly4uLuzEi8CwMHJMoTMYGrlx4wbl5OQYWgyGBk6dOsWHTHJ1ddVqGOtKly5d+Hjr+lrI+fPPPwkAicViunz5Mq1cuZKsrKzo559/purVq/MTgHPnzull/IoGM+CZvq8MZGVl8Qt8iqs3/v7+ZGdnRwDo999/LxM50tPTqVGjRgSAunbtSvn5+WUyLoNRFOnp6dSwYUMCQH5+foIZz3fv3qVvv/1W47vw9evX/LxEcY1FOW3dulUQGRgymAHPFDqDQVKplKZPn06xsbGGFoVRBBzH0erVq0ksFhMAatu2LT179kxv4925c4c+/PBDevToUYnb5ubm0t69e4ucONy7d4/fuVq0aBH9+++//F379957j1f8mlb7GZphBjzT95UBxQ6jIllbW9PXX39NAKhly5ZUUFCgUv/s2bOUnZ0tqAwcx9HAgQMJALm7uwu6q89g6EpUVBS/uLV58+YyGXPz5s0EgOzs7GjVqlU0evRo/jdqY2NDEomkTOSoDDADnil0BoPmzZtHAKhu3bqCT3IYwpCdnU1ffvmlilFbFickSrtyP3nyZAJAo0eP1liem5tLLVu2JADUuXNnevv2LdWvX58A0IABA+j9998nANSkSROm9EsAM+CZvq/oPH/+nEQikYoBP3bsWH5h8/z58yr1Hzx4QObm5lSnTh16+fKlYHKsWbOGPwFw9epVwfplMIRi9erVvEPHW7duCd7/6dOnVeaMUqmU2rRpQwDoyy+/pIyMDHJycuJ/p1OnThVchsoKc2LHYDAwfvx4NG/eHCtXroSVlZWhxWEUIiEhAR999BF27twJExMTbNiwAb///rtaHHUhWL16Nc6cOcN/Lq2jJ1dXV5iZmaFXr14ay3/88Udcu3YNTk5OCAoKwtixY/Ho0SOIxWKcOnUK0dHRsLCwwP79+2FmZlYqGRgMRsWjb9++ioUVAIC7uzvu3LkDjuPg5+eHTp06qdR//vw5XFxc4OnpCRcXF0FkuHTpEqZNmwYAWLNmDdq1aydIvwyGkEyaNAmffPIJfH19BQ/lNn/+fHTv3h0zZ87k80xMTLBx40aIRCLs3LkTUVFRWLlyJV++du1aZGRkCCoHQyCEWAUoDwlsRZ5Rzim80y6VSg0kCaMoLly4QM7OzgSAqlWrRmFhYXobS3Ef3dTUlO7du6dzf0+ePNGYf+LECX5F/ujRo7R9+3a1+3IAaOXKlTrLUNlgO/BM31dkIiIi1N4TU6ZMIQBkbm5ODx480NguKyuLnj9/LpgcJ0+eJAcHB/L392fOuRhGTWZmpl6+o3///TeZmJjQyJEj1a6sjBkzhgCQl5cXDRkyROX3+tlnnwkuS2WE7cAzGJWQyMhIeHh44OTJk3yeiYmJASViFIaI8Msvv6Bbt25ISkpCy5YtERUVhc6dO+tlvLNnz2LEiBEAgMmTJ8PT07PEfXAcB47j+M+1a9dWq/PixQt88803AGQnPxo1aoQffvhBrd57772HKVOmlFgGBoNRcZk4caLK59atW/Nh4yZMmIAGDRpobFelShVBdyB79uyJ//77D1u2bBE0HB2DITTW1tb8d5SIkJCQIEi/vXr1wpMnT7BlyxaIxarm35IlS+Ds7Ax3d3e0bNlSpezo0aNITEwURAaGcDADnsEoB2zbtg0vXrzA8uXLFTtMDCNj7NixGDt2LB9//fLly2oxjYXi1q1bfKz3L774AsuXLy9VP6tXr8Ynn3xSpHIeM2YM3rx5gxYtWmDx4sUYPHgwsrKyVCYAdnZ2OHfunNqkgMFgVF5Onz6N8PBwALLY061bt8bIkSPx5MkTODs7Y/bs2Sr1Dx48qHIdSAjS0tL4f9erVw/W1taC9s9g6IuMjAwMHjwYrVq1Uonjrgvu7u4a86tWrYqoqCicOnUKkyZNQrNmzQDIruQREYYOHSrI+AwBEWIbvzwksCN1jHJMXl4ezZ07l9LT0w0tCkML27ZtI7FYTKtWrdLrEc3nz59TrVq1CAD5+PiU2jFeSkoK2dvbvzOEU1xcHHXq1Inu3r1LkyZNIgBkYmKicsTu+PHjpX2cSg87Qs/0fUWkoKCAD4sFgGbOnMm/Fx8/fkynT59WqZ+amspfPTp8+LAgMuzfv5+cnJwoJCREkP4YjLJE2XFsly5dBL02+fr1a1q+fLnaUXoFp0+fJgAqzif14VSvMsG80DOFzqgEcBxHJ0+eNLQYjHeQl5en8vn27dt6HS8jI4NatGhBAKhRo0aUnJysU3937tyh2bNnF2vBQfkevHIaO3asTjJUdpgBz/R9RWTRokX8O6Jr166UmppaZP3U1FQaP348NWvWTJAoFnfv3iVbW1v+zj2DUR5RDt26bNkyQfqUSCRUs2ZNAkA7d+5UK09KSqLJkydTt27dVHR9mzZtBBm/ssLuwDMYFRwiwvDhw9GrVy8EBgYaWhyGFrZt24ZmzZrhzZs3fJ6Xl5dexzQ3N0fz5s3h4uKCkydPwtHRUaf+3nvvPSxZskTtTmhqaiouXLjAf05MTERAQAAAoFWrVny+k5MTVq1apZMMDAajYiGRSLB06VL+c/PmzREfH88fp9eEvb09AgMDERUVpXMUi6ysLAwYMAAZGRnw8fEp9RUjBsPQeHp6YsOGDQCAuXPn4p9//tG5TzMzM4wePRqtWrVCrVq11MqHDh2KNWvWoGrVqir5kZGR+O+//3QenyEMzIBnMIwMkUiERo0awcTEBDY2NoYWh6GBnJwcrFixAnFxcdi8eXOZjWtubo7t27cjKioK9erVK1UfR48eRVxcnNZyIsKoUaPQpUsXfgHp77//RlJSEjw9PVUUeGhoqF5C4zEYjPLL5s2bkZeXxy8M7ty5Ez/++CPat2+Pn3/+uci25ubmOo1NRPj2228RGxsLV1dX7Nmzh4W1ZJRrAgIC8MUXX6CgoABDhgxR8etQWqZNm4bIyEj4+Piolc2ZMwetWrXCqFGj8PXXX6uUTZ06VeexGcLADHgGwwiZMWMGYmJieC/jDOPCysoKhw8fxvLly9UcMemD06dPo6CgAIBsgUfTqnlxuHfvHoYMGYJWrVrhxo0bGutIpVLY29vDxMSEj5U8fPhwrFu3Dh06dODrzZw5E++//36p5GAwGBWTjIwMLFq0CADQpk0b7N+/H4GBgXB3d4e5uTl8fX1V6p8+fRrDhg0TzMv1L7/8gl27dsHExAR79+5FjRo1BOmXwTAUIpEImzdvRt26dREfH4+xY8fq3Ke5ublWp7MfffQRoqKi0L17dyxcuFBlASwsLAw7d+7UeXyGAAhxDr88JLA7cQwjJjY2lkaNGkX5+fmGFoWhhaioKNqxY0eZjxsUFEQAqF+/fjp/P549e0adO3emrl27vtMhjnJc+XXr1qnchWvcuDGLpSwQ7A480/cViYkTJ6rcmVV+T7x48UKlbkFBATVt2lSwe+pRUVFkZmZGAOjnn3/WuT8Gw5i4evUq1alTh8LCwgTrUyqV0vbt22nt2rVa64wfP15F/1etWpXp/1IgtK4XEVWOkFQikcgOQFpaWhrs7OwMLQ6DwZObm4sGDRrgxYsXmD9/PhYsWGBokRiFCA4OxrfffgupVIoLFy6gffv2ZTJuWFgYevTogfz8fEydOlWQ++YFBQXIyMiAg4ODSr5EIoGpqSm/Kp+WlobRo0dj6NCh6NevH6RSKQDAwsICCQkJcHFx0VkWBpCeng57e3sAsCeidEPLUxFg+t4wPH/+HDVr1uQ/X7hwAR07diyyTUREBBYtWoTg4GC1O7clJTc3F+PGjUNqair27t3L4r0zKhwSiUTnaybKhIaGomfPnrCyssL9+/dVwsxlZWVh7dq1uHr1Ki5duoTMzEy+7K+//oK/v79gclQGhNb1zIBnMIyAw4cPY82aNTh06BCcnJwMLQ5DjlQqxYwZM7BmzRoAgK+vL3bu3Kl4CeuV2NhYdOjQAWlpaRg4cCB2795d6jjr2dnZqFKlSpF1xowZgwcPHmDHjh1wdXXFyJEjsW3bNpibm0MikfD19uzZg0GDBpVKDoY6zIAXHqbvDUPXrl0RFhYGABCLxfj1119x8eJFzJkzB56enmUmR35+Prv3zqjwPHz4ELVq1dLJoCci9O3bFz4+Phg3bhysrKz4soSEBHh6eiIvLw9fffUVgoKC+DJXV1c8e/YMJiYmOj1DZUJwXV+abXsAYwDEA8gFEA3Ap4i6AdAQegiAZUn6BOAKIAjASwBZAP4D8HkJZGZH6hhGA8dxajHdtcXjZBiGN2/eqIRRmT17dpn9jV68eEG1a9cmANShQ4dSx3pX9OXm5karVq3SKv+BAwf45zx16hQRET18+JCPy6xIAwYMKLUcDM2wI/TsCH1F4ObNm2rzPH9/fwJATZo0UTtyWzgEpy6cOXNG0BjZDIaxs2vXLrK2tqapU6fqdZzJkycTAGratClVr16dWrZsSWKxmABQcHCwXseuaBg8DjyALwBIAIwE4AVgHYBMALW11A8AkCY3wPlU0j4BnAbwL4C2AOoDmAOgAEDLYsrNFDrDKJBKpTR+/Hhq0qQJpaSkGFochgauX79OdevWJQBkbW1N+/btK7OxMzIyqGXLlgSAGjZsSG/evNGpv2XLlhEA8vb2ptzcXLXyJ0+ekIODAwGg6dOn8/m//vqrymS8evXqgk66GTKYAc8M+IqAt7e3yvuiU6dOZG5uTgDo6NGjKnVv375NNWrUoE2bNul8l/bIkSMEgHr06CFI/HhG+UIqldK5c+fo9u3bhhalTDl8+DD/WwsJCdHbOG/evCE7OzsCQL/99hvl5+fT4sWLCQA5Ojqy31wJMAYDPgLApkJ5dwAs11I/AECqrn3KDfqvCtVJBjCimHIzhc4wChITE6lGjRoEgPbs2WNocRiF2Lt3L1WpUoUAUP369enGjRtlOv6lS5fI0tKSnJ2d6cGDBzr3x3Ec/fbbb3Tnzh21svz8fProo494h1OvXr2ikJAQSkhIIAsLC36CYGJiQvfv39dZFoY6zIAXPjF9X7aEhYWp7b53796dANDHH3+sZqSPHj2aAFDfvn11GvfBgwdkb29PAGjcuHE69cUoXzx8+JBmz55N7u7uBICsrKzo5s2bhharTBkzZgy/uP7q1Sud+4uJiaGePXvSpUuXVPKXLl1KAKhevXqUl5dH+/fv53/nyov+jKIxqAEPwByAFED/QvmBAC5oaRMgb/MEwDMAx5V3zYvbJ4AQeVtHyMLfDZYb9Q20jGshV+KK5M4UOsNYuHbtGjPejQypVEo//vijygQ0PWfVSQAAIABJREFUOTnZILL8888/FBERofdxZs6cSQDI1taW7t+/T3379iUANHfuXH5iBIB+/fVXvctSWWEGPDPgyzuKBWlF+vjjjwkAicVijQugEomEAgMDKS4urtRjZmVl8bv+7dq1Y6eDKgHZ2dkUHBxMXbp0Ufm+KY50e3p6VqrffHZ2Nh/FoWfPnjpf8Rs1ahR/ekaZzMxMcnV1JQC0fv162rx5s8rivi5X/CoThjbg3eSDty+UPwvAPS1tPgQwFIA3AB8A+wFkA2hYkj4B2MuNeAKQD9mx/O5FyLqg8IowU+gMQ/Ho0SOKiooytBgMLaSkpFCvXr3498TUqVPLPKRfRkaGYH2lpqbS0qVLi5zU/vXXX/zz7t69m1asWEEAyNzcnFq1asWXffbZZ4LJxVCHGfDMgC/PHDt2TGWOZWpqyhsVo0aN0suYHMfRN998QwDI2dmZnj59qpdxGMZBTEwMjRkzhr/qBYBEIhH16NGD9uzZQ8+ePaOaNWsSAPr8888rVYizmzdvkqWlJQGgNWvW6NTX8+fP6auvvtJ48m/Tpk38761FixYqv/nhw4frNG5lwVgM+HaF8mcDuFvMPsQAYgCsL0mfADZAdtS+m3wxYD6AVADNtIzDduAZRkFsbCxVr15dsCPRDGHJycmh9957jwCQpaWlQRyz7Ny5k2rUqEHR0dGC9KdwHjVw4ECN5VFRUbzSnzFjBp07d47fxfjpp5+oTZs2BIC8vLzY6rqeYQY8M+DLMwrDydTUlADwjj9tbW3p5cuXKnUfPHggiHGl8M8hFovp7NmzOvfHMG4UjtQAUJ06dWjhwoX05MkTlTrh4eFkZmZGYrGYIiMjDSSpYdi4cSMBIDMzM71dI5BIJNSwYUMCQEOGDFFZ5Dc1NaXMzEy9jFuRMLQBX+Ij9Fr62QLgZHH7BNBA/tBNCtU5A2BzMcdkCp1hEDIyMqhVq1bk7e1Nz58/N7Q4DA389NNPVKtWLcEM6JJw/vx53tnTzJkzBenz4MGD5OLiQuHh4WpliYmJ/KTb19eXnjx5Qi4uLvyEWDERt7GxoXv37gkiD0M7zIAXPjF9Xzbs3r1bZSfO2tqaqlevzi8EKpOUlEQODg7k4+Oj033d1NRU/t778uXLdX0EhpFx8eJF8vf3p3PnzvF5sbGxNHjwYDp9+nSRx8S3bdtGYWFhZSClccFxHPn5+dHMmTMFdSpXuK+9e/fyc4OXL19S27Zt+d9+QECAYONWVIzFid3GQnm3ocWJnYb2IgCRAH4vbp8Amskf2qtQnVAAvxVzXKbQGQbj5cuX7LtnRBQUFFBSUhL/meM4g0QEuH37Nn8scMCAAYKGqcvKylLLy83Npfbt2xMAeu+99ygpKYk6dOjAr94rT8b/+OMPwWRhaIcZ8MInpu/1D8dxvCGtSB07diTInV0Vjnhx4sQJsrKyIm9vb51Dvl27do3GjRtXqY5KVxYUjtkGDx5saFHKFULPHWbNmkX169dX2VnnOI5at25NkDuNvHjxospdeBZVqWiMwYBXhHwbDlnIt7WQOZOrIy/fAVXv8fMB9IAs9FsLAL9Ddoe9bQn6NANwH8BFyMLINQAwBQAHoHcx5WYKnVEmcBxH8+bNo127dhlaFIYG0tPTqV+/ftSkSRNB752XlMTERKpTpw4BoPbt21N2drZO/SUkJBS5s8VxHA0fPpwAkIODA8XFxdGkSZN45as8Ef/44491koVRfJgBzwz48sjWrVtV3hmOjo5kbW1NAGjv3r0a2yQkJND169fLWFKGMZKbm0t79+6lHj160OXLl/n8a9eu0ffff6/zabi7d+/S999/r/NiUXlEIpHQtWvXSt0+Ly+P6tWrRwBoy5YtKmVnz57lF/z/+ecfFWe3ffr00VX0Co3BDXiSKccxAB4DyAMQDaCjUtl5ANuVPq+FzAN9HoDX8l3zdiXpU17eEMABAK8AZAG4jkJh5d4hM1PojDJB4RzM3Nyc4uPjDS0OoxDPnz8nV1dXMjc3pzNnzhhEBsW1CkAW6135NEBpSE5OJi8vL/Lw8KCHDx9qrePh4UFisZhCQ0P543CFk4eHh8bde4Z+YAY8M+DLGxzHkZOTk8p7o2vXrgSAWrZsqZed8fXr15dJZA6Gfrl58yZNnDhR5fszbNgwQcfIzs7mvaYvW7ZM0L6NnVevXlGbNm3I3t5ep/nniRMn6NChQxp/y5988gnvY6fw/OHNmzc6SF+xMQoDvjwmptAZZYVUKqVBgwax0FtGTHh4OP3zzz8GG3/KlCkEgKpVqyZIfPUHDx5Q3bp1yd3dnRISErTWe/v2LR04cIDu3LlDNjY2asrXysqKbt++rbM8jOLDDHim78sbR44c4d8ZYrGY3N3dycrKigDQsWPHVOqGh4frFC6OiOjkyZMkEonI3Nxc574YZU9aWhr9+uuvKnemAZCbmxvNmjVLEB1YmJ07d1Lnzp0pMTFR8L6NGYlEQu3atSNAFl5RH9F0rl27RoGBgZSbm0u+vr4qf9MBAwYIPl5FgRnwTKEzjJDk5GSVlUp2N8944DiOVqxYQXv27DG0KDwZGRnk5+en0clcaXnx4oVG47uwI5qMjAxq3LgxASA7OzsV5WtM/48qC8yAZ/q+PFFQUEBNmjTh3xkbN26k27dv0/nz52nMmDEqui83N5c8PDzIzMyM/v7771KNFx8fT46OjgSARo8eLdRjMPQMx3F08eJF+uabb6hKlSr898XU1JT69+9Px48f13uoViHvhZcn4uPjed0+d+5cnfuTSCSUnJyssSwyMlJlDiEWi7XWrewwA54pdIaRcfv2bapduzbNnz/f0KIwCpGZmUlffPEFAaAqVaoUuTtd3uA4Ti2UTmFSU1OpefPmtHHjRr6NIsScq6sr732erZwbDkMa8PKra/EAcuVX13yKqBug6coFAEulOrYA1smvzeUAuAqgTaF+RAAWAHghr3Me6hFmqgIIApAmT0EAHErwXEzf64nt27cTIIvDXa9evSK9Xr969Yp69uxJrq6ulJ6eXuKxcnJy6P333ycA1KZNGzXHeAzjIzk5mVasWEGenp4q7wkvLy9avXq1WmjBsuL48eOV6vujiBAhEono/Pnzpe7n4sWL1LBhQ61OBSUSCXXv3l3lbz1o0KBSj1eRYQY8M+AZRsa2bdsIAHl6ehrUKRpDlfj4ePL29uZX/Tdt2mRQeXbt2kXLli0T7HTGnDlzyN7eni5cuKC1zpo1a/ijiqmpqUQk+77a2NjQ0KFDeYXr7u5OeXl5gsjFKBmGMuDx/85jR0LmPHYdZM5ja2upHyA3pl2VU6E6ewDEAugIwENuqKcBcFeqMwNAOgA/AE0B7JYb87ZKdU4CuAmgnTzdBHCsBM/G9L0ekEqlZGFhQQDIwsKC7ty5Qzk5Oe9s9+LFi1KNN2rUKAJATk5O71ysZBgHDx484PWKtbU1jRgxgq5evWrQU4mzZ8+ulCc4hg0bRgCoZs2apb6bHhMTQyKRiFxcXOjt27cqZdHR0eTp6alyIkcx32LvXnWYAc8MeIYRsmXLFp0dkTGE4+zZs7yTHBcXF7p48aJB5blw4QIf612bh+aSkJeXRx999BFBg5dYZTiOo5UrV9K///7L5x0+fJjmzp3L34E3NTVlk2MDYkADPgLApkJ5d6AlJKzcgE8toj8rAFIAvoXyYwAskf9bBCARwAylcgsAqQC+k3/2kv//+ECpzofyvEbFfDam7/XAunXrVCbqH3/8MTk5OdGMGTMEjT9NRPTHH3/wO4ihoaGC9s0QhmfPntGMGTPou+++U8mfMGECbdu2zWg2NBQ+FABQUFCQocUpMzIyMviTEEOGDCl1P/v379f4Ln358iVZW1tTtWrV1Hbhp06dqovoFRJmwJd+ssIUOkMwdu3aVaydB0bZwnEcrVu3jg+L1rp1a4Mfm1eO9e7n5yfYvbzs7Oxi31lPSkqipKQkjc7rDh06JIg8jNJhCAMegLnc2O5fKD8QwAUtbQLkbZ4AeAbgOICWSuW28ufoVqhdOIDz8n/Xl9dpWajOEQB/yv89XNNCgdzIH6ZFNgu5jlckd6bvhUUqlVLDhg0JADVu3JicnJz460kdO3ZU2WGNiYmhZcuW6aQjFX0vWrRICPEZeuDWrVv8IrChjsYXl3nz5vFX6W7dumVoccqM6Ohoat++vd6cP547d47S0tIoJiZGZV5hZ2dnNAs4xgIz4JkBzzAwc+bM4e/5VFYnKcZIdnY2ff3117wC+eqrr3SOra4rL1++pLp16xIA+vDDD3WWR3EMvigiIyPJ39+fV555eXnUsWNHcnd3p5o1a6oo2R9++EEneRi6YyAD3k0+ZvtC+bMA3NPS5kMAQwF4A/ABsB9ANoCGSnWuQnan3Q2Aibw+p+gTQHv5uG6F+v4NQKiSDHEaxo8D8KMW2RYof68Viel74di1axf//9XHx4fS09MpPz+fjh49qhLejeM46ty5MwGgsWPHlnq8goIC2rVrF9OxRgDHcRQREUGjRo1S222fMmUKHTx4UPATGEIjlUr5XeJGjRqVyidDeUXI6wvR0dFaf5MDBgxQef8GBAQINm5FgBnwzIBnGJizZ8+ShYUFrVy5knmbNxKePn1KrVu3JgBkYmJC69atM/jfJjMzk5fJw8ODXr9+rVN/169fJ0dHR9q6davWOomJieTu7k4AaMKECUQk+3/TsGFD/lSCIjVv3pxNjo0AAxvw7QrlzwZwt5h9iCE7Hr9eKa8BgAvyvqUA/gUQDOC2vFxhwNco1NcWACHyf2tcRABwH8BMLbKwHXg9UlBQoBK3u6iTPxzHUVBQEHl4eNDjx49LNA7HcQZ/bzP+n6SkJFqzZg01bdqU/9tbWFiUWy/jr1+/5hexBw4cWCm/a5cvXy71RsKIESMIAO3YsUOtjOM4Wrt2rcocw8TEpFItlLwLoXW9GAwGo0R07doVcXFxmDZtGkQikaHFqfRcvnwZ77//PqKiouDk5ITQ0FBMmDDBoH8bIoK/vz+ioqJQrVo1nDx5Es7Ozjr1GRwcjLdv32LHjh0oKChQK8/Ly0P//v3x/PlzeHl5YdGiRQCAmjVrYuDAgSptrKysEBYWBrGYqYBKyhsABZA5olPGBcCr4nRARByASAANlfIeElEnADYAahFRWwBmkHm6B4CX8v8WNe5LANU1DOmsTTYiyiOidEUCkFGcZ2AUj5UrVyI5ORkA4ODgAB8fH6Snp2usKxKJMHToUNy7dw916tQp0TgrVqzA119/jaysLJ1lZpSOgoIChISEYODAgXBzc8PkyZNx69YtWFpaYujQoQgJCYGDg4OhxSwVzs7O2Lt3L0xNTbFv3z6sX7/e0CKVKatXr4aPjw+mTp1aqvYeHh4Qi8W4d++eWtkXX3yBSZMmoXnz5nxeQUEBVqxYUWp5Ge9AiFWA8pDAduAZpSQ+Pp569+5t9He8KiMPHz4kMzMzfkf50aNHhhaJ59dffyUbGxu6evWqIP0p7venpKRoLAsICCAA5ODgQHFxcfzK97Fjx1RWxUUikWAyMXTHwE7sNhbKuw0tTuw0tBdBZsD/XkSdqpDdXR+l1CYRwHSlOubQ7MSurVKdD8Cc2BmEgoICsrW1VXmHfPzxx+To6Ej79u0TbJwzZ86QWCwmALR7927B+mUUj0ePHtHcuXOpVq1aKn/r999/nzZu3KhR75RXAgMD+bv7V65cMbQ4ZUZoaKhOvm+ys7Pp5s2bGssU4SWrVq2q8v2xsrKirKwsXUWvELAj9KWfrDCFzigxHMdRhw4dCAD179/f0OIwNDBt2jQaNGgQZWZmGloUNXSNTCCRSIp1zE9xdE0sFtOpU6fowYMH5OLiQuvXr6cFCxaoKNS1a9fqJBNDWIwgjNxwudG8FrIwcnXk5TuUjXkA8wH0gMwRXQsAvwPIL2Ro9wDQE0A9AN0hO2IfAcBMqc4MucHeH7Iwcn9Bcxi565Ddu/8QwA2wMHIGofCxWE9PT96jt/Ld9xcvXlCHDh3o7NmzJR7j6dOn5OzsTABo+PDhQorPeAd79uyhbt26qfyNq1atSuPGjaOYmBhDi6cXOI6jQYMGESALofrq1StDi1RmTJ06lQCQo6MjPX36VLB+JRIJ1atXjwBQ9+7dafbs2WRvb08AaM2aNYKNU55hBjwz4BllzL1796hbt2707NkzQ4vCINlEMTExkf8slUqN5i5baGioYOEEJRIJ9e7dmyZNmlTkXfXQ0FB+52rt2rWUlpZGXl5eBIBatWql4rju888/F0Q2hnAYyoAnmV4cA+AxgDwA0QA6KpWdB7Bd6fNayDzQ5wF4DSAU6nfoBwF4KK+TCOB/AOwL1RFB5nQuEUAuZHfmmxaq4wjZ3fl0eQoG4FCC52L6XgA4jiM7OzsV465jx44EgPr06aNSd8yYMQSA2rZtW6L3cV5eHn344YcEgFq2bGlwx6OVjZ49e6qcrKgsEXbS09PpvffeIwDUrVs3kkqlhhapTMjLy6P333+fAFDnzp1L/dxJSUl09OhRlbzNmzfziyK5ubn0v//9jwCQubk524UnZsAzA55RJigbiAzjISoqitzc3Kh9+/aUm5traHFUuHjxIpmbm1PDhg0F+f6EhITwR9Du3LmjsU5cXBwfom7YsGGUn59Pvr6+BIBcXV3pxIkTZGpqSpB7wTd2T8GVEUMa8BU1MX0vDD///LOK8a4weABQdHS0St03b97QDz/8QOHh4SUaY+zYsfzVn4cPHwopPkMJjuPol19+UQutevLkSZo3bx7Fx8cbTjgDcevWLapSpQoBoLlz5xpanDIjLi6OrK2tCQAtWbKkxO0fPnxIdnZ2ZGFhofJdys3NJTc3NwJAv/76Ky1atIh/X4wbN07IRyiXMAOeKXSGHuE4jubPn092dnZ0/fp1Q4vDKERcXBzZ29uTl5eXUZ2IuHv3Ln/3q3///oKt5gcHB6utcitITU3lJ9Tt2rWj3Nxcmj59Ou/91c3NjfeCX6NGDZ294DP0AzPgmb43RjiO4yf5iuTj4yPodbLg4GC+72PHjgnSJ+P/KXwSolOnTgSAFi1aZCCJjI/g4GCytbWlvXv3GlqUMkVxZ93ExITu3r1borYcx1HHjh2pZcuWatcsFFdu6tatyy/OKcbJz88X8hHKHcyAZwqdoUfy8vJ4Jbdq1SpDi8Mg9UlIRESEUYUmefnyJX/364MPPtD5qFhxjp9KpVLq3bs3AaCaNWtSYmIiBQUFqUy2FcnMzExtt4xhPDADnul7Y0RxHFaRlEOJKS9u6+J75Ny5c+Ti4kJz5swRQmSGnKdPn9Li/2PvvMOiuL7//156ExEVu4KKLXaxt0SjiMYWSxI/auyxJNbY8BsbGjEqwWiMiYmJBXvvJViiYjcKFmyIIhKaIh12d87vD9z7Y2lumWV22ft6nnl0Zu/cfe+63jPn3nPP8fOjunXrqu3vPnr0KAUGBlJCQoKE6owPc9oDr0IQBBo7diz9+eefOm1BjI+PL3BrX2pqKstnoQrVVx2zZ88WQ7rJwh14btA5Bub169cUFBQktQwO5dRt7dq1K50+fVpqKQWSmppKLVu2JABUq1YtvVe5d+7cSb169XrvQ7Fqpd3Ozo5u3LhBV65cIVtbWzbTndtorl69Wi9NHMPCHXhu740NQRDI1dVVbRxp164dATn1s1Wkp6eTu7s7jRo1il6/fq3Te8XExJjN/mNDkpWVRXv27CEfHx+WEwUArVy5UmppJsWrV6+MbnueqbFs2TICQB4eHjR16lT2W3R0dCwyn09Jhzvw3KBzRCYmJkbUcjgccbh58yZVr16dAFCNGjWMbv+2QqGg3r17EwAqW7YsPXz4UK/+kpKS2H72oqI/Xr9+TZUqVSIAtG3bNnr58iU7t7OzU3voHjFihF6aOIaHO/Dc3hsbGzZsUBtHGjRoQEBOCcp79+6xdnv37iUAVK1aNY0jjwRBEDX7tblz7949mj59Olv1VB2dOnWiTZs28eRhWnD27Flyc3OjCRMmSC2l2ElMTKS///5b6/sUCgVt2rRJrRzf27dv2bPM7t27qVGjRux3GRgYKKZsk4I78Nygc0QkNjaW3N3dycLCgo4cOSK1HM47goKCyN7engBQ7dq11R4ajYXo6GiqWbMm2drailZL9vLlyzR27Nj3rkhFR0fT+vXrKT09ne1zV31fqqR1nTt3Nvs9Z6YAd+C5vTc28tZ9b9WqFQGgIUOG5GsbEhJCJ0+e1LjvlStXUqlSpWjfvn1iSjYrkpOTacOGDSx7v+qoVKkSzZkzhx49eiS1RJPk2LFjJJPJqHHjxpSSkiK1nGLj2bNnVLVqVXJ0dNR6IcLPz4+NEblD8efPn09ATmWJQ4cOsd+oi4uL0VQNKm64A88NOkdEBEGgUaNGUe3atenx48dSyzF7FAoFq1MKgHx8fOjNmzdSyyqUuLg4OnXqVLG8V16jJwgCffHFFwWuvLu7u4tWzo5jWLgDz+29MbFz5061saRWrVoEgCwsLLROdpWX8+fPsy0+69atE0mx+RAWFkYjR45USy5oaWlJffv2pUOHDvEJWxHYv3+/2UUtKBQK+uijj5jDrc0Wgv/++4+qVKlC/v7+alGSCQkJ7Hc6f/58ta19v//+uyE+htHDHXhu0Dkik52dzZO6GAGJiYnUvXt3NsjPnTvXKPdGivlbiYuLo759+6qVYimIjIwM+uijj2jnzp3s2vfff89W3AcOHEgymYw90PEKCqYDd+C5vTcmateurebAN23alADQ8OHDWZunT59SUlKSVv0mJiZShQoVCAANHTrUbFfh9CH3SmadOnVo+fLlvOStgTGX3+nLly+pbNmyBICmT5+u1b2FbW+cOXMmWVlZ0ejRo9XGFBcXFzEkmxzcgecGnaMngYGBNHnyZLMZmE2BsLAwqlmzJgEgBwcHNUfVmLh48SI5OTnRxo0bRemvX79+BIA6dOhQ5O8xICCAAJCrqyuLSAgMDCQLCwuaMWOGmnE01u+OUzDcgef23li4desWG0dsbW2pXr16VKlSJbK0tKQnT54QUY5D06ZNG3Jzc6OzZ89q3Pd3331HQE4teX0y15sLly9fpn79+tHChQvZNblcTt988w1duHCBP78YGKVSSUuWLKEvvvjCbL7r3BNEx48f17u/+Ph4ev78OQmCkC8jfWHlcUsy3IHnBp2jB//++y8bQIor9JlTNHv37mWhVu7u7vnqihoLDx8+ZJmZ+/XrJ4pRf/78OXXs2PG9oamqrQW5s/FfvXqVFi9ezMoeAiBfX1+9NXGKF+7Ac3tvLKgmFFXJprKzsyk9PV1tj3t0dDTVrVuXHB0dKTo6WqN+8ya14hRMbpui2spQpUoVo4xEK+mEhYWxfDLmVMlFVbvdzc2N/vvvP63uvXPnDg0ZMqTAMr+qhJeqw8PDQyzJJgN34LlB5+jJqlWryN/f32xmVY0VpVJJ//d//8cG9K5duxrtVobY2FgWIdCqVStR98hp8zt88uQJJSYm0vPnz1k4quro2bMn/02bINyB5/beGMi9+l65cuUix7isrCy6du2axn2rykrVq1fPrMtIFURaWhpt2rSJOnXqREuXLmXXMzMzac6cOXT37l0J1Zk3gYGBbJtaSEiI1HKKhYyMDJY1fuTIkRrfp1QqqW7dugSAFixYkO/1f//9l+XTUB3//POPiMqNH+7Ac4PO0ZLXr18XOCPIkZaDBw+ygXz69OlGm4AnLS2NZWH28PCg2NhYvfrz8/OjK1euvLfdqVOnaPjw4ZSVlUVEOcliPDw8qE6dOlSnTh01Q1inTh3WjmNacAee23tjQFUqDgCdPn2aTpw4IdrK75w5c8ja2po2bdokSn+mjiAIdO3aNfrqq6/I2dmZfe+enp58EtaIEASBBg8eTACoatWqFBcXJ7WkYuHevXs0dOhQev36tVb37d69mwYPHpwvIfRPP/1EAKhJkyZqzy0dO3YUU7bRwx14btA5WhAZGUn169cnb29vo6sjbu4IgkATJkygzZs3Sy2lUBQKBfXt25ftP9c3C/OWLVsIADk6OtKrV68KbXf58mVycHAgALR8+XIiyjGqlStXzpdxvnTp0kYbucB5P9yB5/Zeal68eMGSYAJgyayaNWvGJlazs7Pp9OnTOjuYUVFRZm+DExISKDAwUK0utmrr2OLFi9+bzJRT/CQnJ7OV5W7duvHtDDrw6NEjsra2pkGDBpG7u7vab//Zs2dSyys2uAPPDTpHC65fv04ODg5UtWpVsxoojJWTJ08adVm4vGzbto0ldLpw4YLe/aWkpJC3tzctW7as0DZhYWFUpkwZ9sCgKukiCAKNGDFCzfhZWFhQaGio3ro40sEdeG7vpWby5MksdH7w4ME0dOhQcnFxoa+//pq12bRpE9uqw9EcpVJJJ0+epMGDB5ONjY1aksAhQ4ZQcHAw31Zg5Ny9e5dNqM+fP19qOcWKIAi0detWSklJ0asfVbWEX3/9Ve0ZJvcYU9LhDjw36BwtCQ4OpqioKKllmD1r164lmUxGPXv2NJlZbEEQaPHixaJmdpfL5YWuYkVERFClSpUIALVp04aSk5Pp0aNHRJSTuyG34QNAe/fuFU0XRxq4A8/tvZTExcWRtbU1cyoTExOJiCgpKUktsmfVqlXk4OBA/v7+GvcdHBxM//77r+iaTYH09HRasGABVa9eXW3MbtasGa1du1br8GSOtGzdupUAkEwmEyVDu6nwzTffEAAaMWKExve8ffuW5s2bp1Z6UkVmZiZVrFhRbRFC22R5pgp34LlB57yHoKAgvtpuhNy8eZPs7Oxo4sSJZhVKeePGDdq2bdt728XExLAkLw0bNqTExET6/vvvydbWlnbt2kXjx49XexDMnfCIY7pwB57beyn5/PPPNV4NS0hI0HglTi6Xs/Fsz549Ykg1enJPzCqVSqpRowYBYNEMt27dklAdR19UNtjV1ZUiIyPKRYtTAAAgAElEQVSlllMsnD9/niwsLAgAbd++XaN7QkND2ZacvFWFHj9+rDbmAKDBgwcbQrrRwR14btA5RfDbb78RAKpfvz7/tzYCMjIy1M6fPn0qkRLNuXTpEg0aNEiUWsXR0dHk5uZGAGjXrl2Ftnvz5g01btyYJcqLjo5m++UB0OzZs8ne3p6df/nll3pr4xgH3IHn9l4q3rx5o/YgvWHDBjpx4oQoidRU24/Kli2rd/itsZOUlESTJ0+m+vXrqyUT3bp1K23bti2fHeSYJpmZmeTl5UUAqGXLlmx7W0ln/vz5BICcnZ0pIiJCo3sWLlxI+/fvVxtLnj17RpaWlmRhYaGWvNHW1tYs/o9wB54bdE4RREVFUdWqVWnOnDl8X5nEnDp1iipVqqRVuSGpefToEUvgNGvWLL37UyqVNHXqVGratGmhY09aWhq1b9+eAFCFChXo8ePHFBwczMJav/nmG9qxYweb0e7fvz//bZcguAPP7b1UDB8+XM2B9/T0JEC9DNSDBw80fmhXoVQqqWHDhgSAFi9eLLJq4yD3NjC5XM7Cgg8cOCChKo6hefbsGctRM3HiRKnlFAtyuZw9o7Rt21av5w9vb2+2lST32LNq1SoRFRsn3IHnBp2Th7yrBao9fBxpEASBVqxYwcKuPv30U6klaURcXBzVrl2bAJCXl5coK/BEOd9HYStQWVlZ5OPjw8Is79y5Q6GhoWx22sHBgapXr85qvrdp08YsZqrNCe7Ac3svBRkZGWRlZaW2Cqba4/vw4UPWrmfPnmRpaUl//PGHxn0fOHCAAFCpUqVK1F5vQRDo3LlzNGzYMKpTp46aEx8UFETHjx83mfwuHN05evQoASBra+t8JdNKKpGRkVSqVCkCQEeOHNHq3uzsbPb/4sKFC+y7mzp1KnXq1IkAUN26dUv8woTYtt4CHI4J899//6FTp04ICQlh11xdXSVUZN6kp6dj6NChmDlzJgRBwKhRo7Bt2zapZb2XjIwM9OnTB0+ePIG7uzuOHDkCR0dHnfrKzs7Gxo0bVY4EZDIZnJyc8rUTBAEjRozA8ePHYW9vjyNHjsDV1RU9e/ZEcnIyHBwckJ6ejhcvXiA2NhYeHh44cuQI7Ozs9PqsHA6H4+vrC4VCwc5r1aoFAOjfvz/q1KkDAMjKyoJSqQQRoVOnThr1S0RYunQpAGDSpEkoU6aMyMqLn1evXuH777+Hp6cnPvzwQ2zZsgWPHj3C+fPnWZshQ4agR48esLS0lFAppzjo2bMnAgICcOHCBdSuXVtqOcVCjRo18NVXXwEAVqxYofF9R48eRcOGDbF582YAQIcOHdCpUyfI5XIAwJEjR2Bvb4+HDx9izZo14gsvyYgxC2AKB/iMfIlElVSkXr16fOZbYiIjI1lYlJWVFa1du1aUvZSGRqFQUP/+/QkAlSlThh48eKBzX4Ig0JAhQzRKCDV9+nQ2E338+HFKSkpi++BVJWuQa3XMXGb6zQ2+As/tfXGjVCrZFh0AZGlpyVbjr1y5kq+9Ngm7Tp06RQDI3t6eYmNjxZRdrGRnZ9O+ffuoV69eLJoMADk5OdHYsWPpypUrJmHfOByxiIqKoo8//piOHj2q8W9/5cqVLGRedU/uMeL27dts7ClXrpwh5UsOD6HnBp2Ti9TUVPr888+5cyMxZ8+epXLlyrFB+Ny5c1JL0phZs2YRALKxsaF//vlH7/42bNhAdnZ2dOLEiSLbXbp0iVxdXWnHjh2UmZlJXbt2JQBkZ2en5rxbW1uLootjnHAHntv74iYwMFBtjGnQoAEBoM6dO+vd9+7du6lixYo0efJk/YVKwIMHD+jbb79lyUdVR4cOHejPP/8UbWsVp+Tw77//0rfffssndAogIyODli1bpjYWC4JALVu2JAA0fPhwtn0HJbxiBXfguUE3e1R1sTnSIwgCrVmzhiwtLdks6/Pnz6WWpRXXrl2jihUr0o4dO0Tr89WrVxq1e/PmDcnlchYBoJqJViWsA0D79u0TTRfH+OAOPLf3xU1e51RV4eLYsWOszblz5ygtLU2n/jMyMujNmzdiyS0W9u/fT+3atVP7XipUqECzZs2i8PBwqeVxjJTExES2N3zDhg1SyzEZVHky8kYbVqhQQWppBoPvgeeYNWvXrkW9evWwZcsWqaWYPZmZmRg9ejS++eYbKJVKDBkyBBcvXkT16tWllqYVLVu2xKNHj/DZZ5/p3MfZs2eRkZHBzitVqlRgux07duD27dvs3NnZGaNHj8b+/fthbW3N9t1TjhOCX375Bf3799dZF4fD4eTm8OHDiIuLY+d169ZFRkYGGjVqhB49egAAYmNj0aNHD9SoUQNRUVFav4ednR1cXFxE02wIiAiCILDz8PBwhISEwNLSEr1798aBAwcQFRWF5cuXo27duhIq5Rgzrq6u8PPzg4+PDz799FOp5RQLcXFxmD9/PubPn6/1venp6QCA3r17o1GjRkhPT0ePHj1gb28PIGfsuXXrlqh6SyxizAKYwgE+I18i+Pbbb1lpLY50vHz5klq1akUAyMLCglauXGlS4WOXL1+m69evi9LX8ePHycrKijp06FBkvePTp0+TpaUlOTs7sy0fO3fuZHtQZ8+erbbyPmHCBFH0cYwbvgLP7X1xoqq0oTpcXFwIAG3ZsoW1uXz5Mnl4eFDr1q01HtfDwsJo586dJpGL5s8//6T69etTUFAQu/bq1StatmwZRUdHS6iMY4oIglDiM6jn5u+//2ar5wkJCRrdEx0dTf369aOaNWuSXC4nIqLt27cTAHJ1daXly5ezMalVq1aGlC8ZPISeG3SzRqlU0v79+03KWSyJ+Pv7s6RvJ0+elFqOVjx+/JjKlStHDg4OdOnSJb37O3fuHJUuXZqGDBlSpBFPSkqiTp060YgRI9jvVxAEmjJlCm3atImVigNA/fr1479xM4E78NzeFxe3bt1Sc97d3d0JAFWvXp2ys7PV2srlcoqKitK47wEDBhAAmj59utiy9UahUKhNLCxYsIAAkI+Pj4SqOCURQRDo8OHDJjGRpSuCILCExX5+fhrdk56ezvIkqXIkKRQK8vT0JAC0ZMkStfw/L1++NORHkASjcOABTATwDEAmgJsAOhbRdkRug5HrsNO2TwBtAZwBkAYgCcA5APYaauYG3QR5/fo1LV++nDszRoZSqaTp06fTkydPpJaiFfHx8WwFqkWLFqIlJHr48CFlZWW9t116ejrJ5XL2ew4ODiZnZ2fq2LEjGxvbtWtXoo0/Rx3uwHMHvrhQVblQHRUrViQAFBgYqFe/9+/fZ9FDYWFhIqkVh/j4eGrQoAHt37+fXXv+/DmtX7+ekpKSJFTGKYlMmjSJAND8+fOllmJQgoKCCAC5ublRRkaGRvccOnSI7t+/r3Zt48aNLPmxh4cHG5u6dOliCNmSIrkDD+AzANkAxgCoDyAQQCqA6oW0HwHgLYCKuQ9t+3znvL8FMAfABwA8AQwEYKuhbm7QTQy5XE5NmjQhALRw4UKp5Zg1WVlZ5O/vT+np6VJL0Zn09HRq27YtAaAaNWpQTEyMzn3FxMRolKguPDyc1qxZo3Zt3bp11KdPHzp//jw5OjqqPVDXr1+fMjMzddbFMT24A88d+OIgLi5ObYuOKuLH1dWVTWRmZmbS33//rfWE+bBhw1jkkLExc+ZMvtrOKTa2bNnCEtEeP35cajkGIzs7m6pXr04A6LffftO7nxYtWpCrqysbn2QymcYTA6aCMTjwVwH8kufaAwDLCmk/AkCSvn0CuALAT+cPyg26SfLHH39QlSpV6M6dO1JLMWtUWdK//PJLqaXohFKpZCGeLi4u+WaBteHt27fUtGlTcnd3L7IiwosXL6hatWoEgH7++WciynH8VVlX85aLq1y5Mh+fzBDuwIt/cHufH1XYuGqs6dOnD1laWtJ3333H2vz2229aO+JPnz5lVUjEyisiFjExMSzD/uHDh6WWwzETxo8fzybHIiMjpZZjMAICAggA1a1bV+scALkjFqOjo0kQBFq6dKnaM9Hs2bPFliwpkmahl8lkNgBaADiV56VTANoVcauTTCZ7LpPJXspksiMymayZNn3KZDI3AK0BxMlkshCZTBYrk8nOy2SyDtro55gGuTPDjho1Cg8ePEDjxo0lVMT5+uuv4erqikGDBkktRSdmzpyJvXv3wsbGBgcPHkT9+vV17uvNmzdISUlBeno6LCwKHkLj4+PRrVs3REVFoV69eux7q1ixItavXw8HBwdkZmay9qVLl8bNmzfh7Oyssy4Oh8MpiPT0dPz4448AAGtra9y8eRP79+/H06dPMXXqVNbuzZs3sLe3R6dOnTTu+4cffoBSqUT37t3h5eUlunZ98Pf3R0ZGBlq3bo1evXpJLYdjJgQGBsLLywuvX7/G4MGDkZWVJbUkgzBmzBiULl0aDx8+xJEjRzS6RxAEzJkzB1WqVEFkZCQAoHLlypDJZJgwYQKrxAMA69atU03IcgpA2zJy5QBYAojNcz0WOaHxBRGOnFX4PgC+QM4e90symcxTiz5rvvtzIYANAHoAuAUgOFc/ashkMluZTOasOgCUet+H40jPpk2b0KVLF7WSXKVK8X86KXj16hX7e5cuXRAZGWmSD0FyuRyPHj0CAPz1119aPZwWRI0aNRASEoLTp0+jVq1a+V5PTk6Gj48PHj58iGrVquHUqVMoU6YMACAyMhK+vr6slAqQU3Lp5s2bqFixsCGUw+FwdMff3x/JycmwsrLCsGHDULFiRVhYWKBGjRpwdXVl7WbNmoXnz59j3LhxGvUbHR2NP//8EwAwb948g2jXlZcvX2L9+vUAAD8/P8hkMokVccwFW1tb7N69G2XKlMG1a9cwY8YMqSUZhFKlSmHatGkYN24cPvjgA43usbCwwM2bN5GQkIDNmzfne61jx47sPCUlBUFBQaJqLlFos1wPoDJylv/b5rk+D0C4hn1YALgN4CdN+0TOSjwB+D5Pm1AUHrq/EAUkz+MhdcZLYmIi2wOzevVqqeWYLXK5nKZOnUrOzs704MEDqeWIglwu1ytbviAIGmVkzsjIoA8//JAAUPny5Sk8PJxCQkKodu3aFBYWRlOnTlUbj2xsbCg0NFRnXRzTh4fQ8xB6Q6JQKMja2poAkLOzM12/fl2vLUS5CQ0NpTZt2lCHDh1E6U9MJkyYQACoY8eOPAkuRxKOHDnCbH3ukoXmTkhICB08eFAt7D4lJYWVtLSwsGDfW7169SRUKi6ShtADSACgRP7VdjfkX0EvECISAFxHThI6TfuMeffn/TxtHgCoXshbLQNQOtdRVRN9HOlwdXXFgQMH4Ovri6+//lpqOWZJQkICvL29ERgYiOTkZAQHB0stSWeioqJY+JWVlRW6d++uc18//PADGjRoUOT3oVAo8Nlnn+HcuXMoVaoUTpw4gYyMDPTs2RNPnjzBwoULcevWLdjY2DBNFy5cQKNGjXTWxeFwOEWxefNmyOVyADnRQcOGDUODBg2wcuVK1ubevXssnFUbGjVqhJCQEBw+fFgsuaLw/Plz/P777wD46jtHOnr16sUiU8aOHYv79/O6MOZJ27Zt0adPH7UtiE5OTvD29sYHH3yAzp07s+vh4eF4/PixFDKNHq0ceCLKRk6Jt255XuoGIESTPmQ5I2lTvHPKNewzEsArAHXztKkD4HkhWrOIKFl1AEjRRB+neElLS0NERAQ779ixI5YuXVro3mKO4bhz5w5atmyJM2fOwMnJCfv27cOkSZOklqUTT58+RfPmzTF69Gj28KorCoUCJ0+eREpKCsLCwgpsIwgCxowZg0OHDsHOzg6HDx+Go6MjunfvjqSkJLRr1w4jR47EhQsXkJ2dDRsbG5w6dQqtWrXSSxuHw+EUhSqMvHHjxvDy8kKtWrUgk8nw0UcfsTZTpkxB7dq1sWXLFq37l8lkcHFxEU2vGCxZsgRyuRxdu3ZVcwY4nOJm0aJF6Nq1K9LT0zFgwACkpJRMV+TWrVsYMmQInjx5otV9RMTyXv32228ICwuDv7+/WhtV/g5OHrRdssf/L/k2Cjkl335ETsm3Gu9e3wz17PELAHgjZx97UwAbAcgBtNK0z3dtpiKnjNxAALUB+AHIAFBLQ908pM7IiI2NJS8vL6pRo4ZGJbk4hmPHjh0sW2+tWrXo7t27UkvSmfj4ePL09CQA1Lx5c0pJSdG7z8zMzEJD4ARBYKHxlpaWdOjQIXr48CFVrlyZAJC9vT15e3vTwIEDCQBZW1vT33//rbcmTsmAh9DzEHpDcfXqVRaK2rRpU3b9+fPn7O/p6enUrVs3srKy0jhjdlJSEi1dupRev34tumZ9efLkCcuKf+nSJanlcDgUGxtLVapUIQD0+eefl8gtHT4+PgSAJk6cqPE9O3fupEaNGtHu3bvzvda6dWs2dllaWlJ8fLyYciVB8jJylGMcJyJnVTwLOavnnXK9dg7AX7nOf0TOKnkWgDgAJ5Fnv/v7+szVZg6AKABpyFmd76CFZm7QjQyVo1W2bFm6ceOG1HLMEoVCQXPmzGEDpbe3t1E+lGlKeno6tWvXjgBQ9erV9ZoY0mSsEASB5s+fz76/zZs304MHD6hSpUoEgGxtbdX2vKscfA5HBXfguQNvKFq1asXGnq1btxbZVptyV99//z0BoNatW+srUXSGDx9OAKhHjx5SS+FwGBcvXiQrKysCQGvWrJFajuicOXOGLVho6mx/9913BIC6dOmidj01NZXGjh2r9uw0bNgwQ8guVozCgTfFgxt04+Tp06dF1tLmGI7Xr19Tjx492AA5a9YsUigUUsvSGaVSyVa5S5cuTffu3dO5r/DwcHJzc6N169YV2S735Mfq1avp/v37VKFChQLrvAOgDRs26KyJUzLhDjy394bg8ePHbNyxsrKiHTt20LNnz/TuNy0tjcqXL88mLI2JBw8esARY165dk1oOh6NGQEAAubq60rFjx6SWIjqCIFDz5s0JAC1atEije2JiYmj58uVqi0aCIFCTJk0IAEtqB4AcHBxILpcbSn6xwB14btBNmv3799OJEyeklmH23Lt3j2rXrs1mTLdv3y61JL2ZMWMGC1E/e/asXn2pVtVbtmxJ2dnZhbbbtGkTWVhYUGBgIN29e5fc3NyYscnrvK9du1YvTZySCXfgub03BN7e3mrjj7OzM1laWqqFlZ85c4bS09O16jcwMJAAkIeHh9E9UP/vf/8jANSnTx+ppXA4+RAEgf777z+pZRiM7du3swo82o4ruVm+fDkBoIoVK6qNYRs3bhRRbfHDHXhu0E2WU6dOkUwmIycnJwoPD5dajtmyf/9+cnJyYmHmt27dklqS3ty/f5/texSjXIsgCLR69WqKi4t7b9sHDx5QaGgoW5VydHRkEwm5Q+s5nILgDjy392KTkpKiVopJNTbldrpfvnxJ1tbW5ObmRjExMRr1m5mZyfbyrl+/3pAfQSeeP39O48aNo3///VdqKRzOe4mKijLpqMe8yOVyqlGjBgGgX375Rev7VbkBXr9+zRZBunTpQh4eHgSA2rZtK7bkYkXqMnIcjs507twZXbp0wZAhQ1CrVi2p5Zgtp0+fRmpqKj788EPcuHEDzZo1k1qS3tSvXx/Hjh3DqlWrMGTIEJ36+Pfff6FUKgHkZFaePHkyypcvr9YmKysLU6dORUxMjNq1Ll26ID4+Hp6ensjOzgYAlv3+r7/+wrBhw3TSxOFwONri6+vLMjsDYH//9ttvYWVlBQCIjIxE5cqVUbduXVSsmLeKb8Fs2bIF0dHRqFy5MkaMGCG6bn2pXr06fv31VzRt2lRqKRxOkRw7dgyNGjWCn5+f1FJEw8rKCtOmTQMABAQEsOep9xEaGopBgwZh9uzZAIAyZcqw8cXR0RGXLl2ClZUVLl++bHQlKyVFjFkAUzhg5jPyUpE3xC4jI6NEZuA0JbKysigwMLDI0HBTQazfUlBQEFlbW9PEiROL7HPMmDEEgFq0aEFKpZKIiAYPHsyu5c4pAIACAwNF0ccpufAVeG7vxUSpVKpF/6hWssqVK0dpaWlqbbOzs+nly5ca9SuXy6lWrVoEgAICAgwhXWeysrKklsDhaMXmzZvZqnJJeBZTkZKSQo0aNaIVK1ZQZmamRvccO3aM5S5Shd4/fPiQAJBMJqOLFy+yMa1u3bqGlG9Q+Ao8x2RISkpCt27dsGbNGnbNzs4OMplMQlXmx6NHjzB+/HgoFAoAgI2NDaZMmQJra2uJlelHREQEOnTogEePHundl62tLRQKBeLj44ucNZ4zZw48PT2xfPlyWFjkDJ8BAQEYPnw4VqxYgVOnTrG2AQEBmDJlit7aOBxDIJPJJspksmcymSxTJpPdlMlkHYtoO0Imk1EBh12uNlYymWzJuz4zZDJZhEwmmy+TySxytSmoD5LJZDNztYks4HX/vJo4BfPLL7+w6B8AKFWqFABg8uTJcHBwUGtrbW2NKlWqaNRvamoqOnTogIoVK2LcuHHiCRaBgQMHon///lrXoOZwpGLYsGHYsWMHzp07Z/LPYrlxcnLCnTt38O2338LW1laje7y9vTF37lxcvHgR9vb2AIA6deqgV69eICKsX7+e+Q0PHz5ERESEwfSbFGLMApjCATOekZeK9evXs0ySCQkJUssxSzIzM6lq1aoEgBYsWCC1HNFISEigunXrEgDq1q2bKH2eP3+erarnJu8eNblcTlFRUSQIAsXHx1PTpk2pXLlyalnnV61aJYomTslHihV4AJ8ByAYwBkB9AIEAUgFUL6T9CABvAVTMfeRpMw9AAoBeANwBDASQAmBKrjYV8xwjAQgAauZqEwnguzztnLT8fGZr76tVq6ZWthLvVuFVNjgtLY3OnDmjc/RS3lV8qYmIiCALCwuysLCghw8fSi2Hw9EZHp2qzt9//11gOd7OnTtLLU0n+Ao8x2QYN24c5s2bh3PnzqFs2bJSyzFLbG1tsXr1arRv3x7jx4+XWo4oxMfHo0+fPnj48CGqV6+Ov/76S+s+UlJSMHXqVCQnJ7NrnTp1YqvqKmJiYuDl5aW27+rff/9Fw4YNMWPGDHTu3Bm3b99GQkICMjMzAeSsvE+fPl23D8fhFA/TAfxBRL8T0QMimgogCsCEIu4hIvov95Hn9bYADhLRUSKKJKI9AE4B8MrVQd77+wI4S0R5l1RS8rRN1fsTmwEhISGIiopi56ocHmPHjmU2+M8//0SXLl3w2Wef6fQeeVfxpcbDwwN3797Fzz//jDp16kgth8PRGoVCgblz55aoiD2FQoEdO3bA19dX5z66dOmCRo0aISsrCy1btmSr8BcuXEBWVpZYUk0XMWYBTOGAGc/IFyc3btwwutIy5kZqaiqFhoaqXStoZdkUOX36NCstUrp0abp7965O/fTs2ZMAUL9+/QptExkZyfZ81qpVi+2z/Pnnnwut8/7rr7/qpIdjvhT3CjwAGwAKAP3zXF8N4Hwh94x4d89zAC8BHAHQLE+bOchZPa/z7rwJgFgAXxTSZwUAcgBD8lyPBBADIBHAbeSs7Nto+RnN0t57eXnlG5MsLS0pMjKStVmyZAnZ2dlpXNZSEAT67rvvdB5rORxO0Vy4cIH9fy0JJX2Jcqrz4N0edk0jYxISEsjX15d69+7Nrv3xxx+sYtKwYcPY97Rw4UJDSTcYvIyc7g8tZmnQi5OgoCCysrKiCRMm8FAgiYiIiKBGjRqRm5sbRUVFSS1HNORyOc2ePZtkMhkBoAYNGlBYWJjO/d24cYM8PDzo6tWrBb7+8OFDtvXAw8ODnj59yl579uwZVahQId+D8pYtW3TWwzFfJHDgK797v3Z5rvsCeFjIPW0ADH3nlHcEsAdAOgDPXG1kAJYhJyRe/u7PuUXomAXgNQC7PNenAegMoDFyQvzjAfz+ns9k+87Gq44q5mbvY2Ji1MajcuXKEQAaOnRovraxsbEa12k+deoUK4+ZnJwstmy9eP78udQSOBxR8PX1Zf/P7t27J7UcUfjkk08IAI0fP16j9jExMWRjY0MA6Nq1a0SUk/haVQYzICCAjW9lypQxpHSDwEPoOUaLnZ0dlEolXr9+rXH5CI54BAcHw8vLC2FhYQCgVurM1LGwsEBoaCiICF999RWuX7+Ohg0batWHKsQdAFq0aIGHDx+iVatW+dqFhoaiY8eOePnyJerVq4cLFy4gMjISiYmJePz4MTp06IDY2FjWXiaTYd++fRg6dKjuH5DDKX4oz7msgGs5DYmuENFWIrpDRBcADAbwCMA3uZp9hhwnfwiA5gC+BPCtTCb7spD3HwUgiIgyc18koh+J6DwRhRLR7wDGAxgtk8mK2oc1Fzl79FXHyyLalkjylnVLTEwEAMycOTNfWzc3N5Ys6n0sXboUQE4YviohnjFw9uxZeHh4YPz48apJHA7HZFm8eDG6dOmCtLQ0DBw4EKmppr9rSDX2/PXXX4iLi3tv+4oVK8LPzw/79u1D8+bNAeT4FRMm5Ozs2rZtG9sW9ObNGxw/ftxAyk0EMWYBTOEAX4EvFi5cuFBiwrVNBUEQKCAggCwsLAgAeXl5lZjV99zbMWJjY2nfvn069bN161aqVq0aRUREFNnuypUr5OLiQgCoadOmFBcXxyJLWrVqRTdv3lRbfbewsKBjx47ppInDITKNEPpC+tkA4Hiu8ygAk/K0+T8A4QXc2/HdZ26iwftUede2dRFtzHoFPisri6ysrNi45OTkRADIx8eHtQkNDdV6xVoV2mtjY6NxubniQBAEat++PQGgSZMmSS2HwxGF2NhYqly5MgGgzz//3OQjWQVBoJYtWxIAmj9/vs79qFbmXVxc2HMu3kVHmhI8hF73hxbuwItMamoqTZs2jZKSkqSWYrakp6fT0KFD2YA2fPhwjUMjjZmUlBQaMWIEjRw5Uu++srOzqWnTpgSAZs6cWWi7s2fPsgfftm3b0ps3b+inn35i3+3AgdaMcBgAACAASURBVAOpevXq7NzKyorOnj2rtz6OeSNRFvqrANbluXYfwDIN75cBuA5gY65riQAm5Gk3F8CjAu7/C8ANDd/rk3ffT4EZ8gu5x6zsfVBQEBuXbG1tyd3dnQDQmTNnWJuOHTuSlZWVVntse/ToQQBo3LhxhpCtMydOnGB5SKKjo6WWw+GIxsWLF9lknKZ5KoyZXbt2EQAqW7asXhUszpw5Q2lpafTFF1+obRV69eqViGoNC3fgdX9gMSuDXhz07duXANAnn3witRSz5MWLF9SiRQuWqCgwMNDkZ2yJiG7dukV16tRhK9z67HVX8fLlS/Lz8ys0OuTo0aMsKV2XLl0oOTmZFixYwIxE+/bt6fHjx+Tq6sr2X125ckVvXRyOxGXkRiGnjNyPyCkjV+Pd65tzO/MAFgDwBlATQFMAG5Gzz71VrjZ/ISd0XVVGrj9y9q8vz/PezgDSAIwvQFdb5OyBbwrAAzmh+tHIyW7P7X0hNGvWjI1VV69epfT0dAoJCWH2ICUlhbp06UI2NjYaO7w3btxgY/CTJ08MKV8rcq/qTZs2TWo5HI7oqPZ6W1tbm/xzhkKhIA8PDwJAP//8s8b3bNq0iTp27JhvDL9y5YqaA//5558bQrZB4A48d+CNhlu3bpG7uztdunRJailmx/nz51lij7Jly1JwcLDUkvRGEAT68ccfWRKTKlWq0Llz53TqKyUlReN7d+/eTdbW1gSAevfuTWlpaTRp0iRmIFSJ81S6qlWrxusNc0RDCgeecmziRORkfM8CcBNAp1yvnQPwV67zH5GTgT4LQByAkwDa5umvFHLqyT8HkAHgKYAlyJNBHsA45CTAK12ApuYArgBIetdHOICFABy0/GxmY+9zP9C2atWqyLa5s9G/j08//ZQA0P/+9z99JYrKoUOHCMipbR8bGyu1HA5HdARBoAEDBrDnjfj4eKkl6cWaNWuoffv29Pfff2vUXqlUUr169QgA/fjjj/lea9SoERvzrK2tSaFQGEK26HAHnjvwkqIqpVXYOcewCIJAP//8MwuxatKkyXv3dZsCcXFxrLQbkFPeLSEhQae+EhMTqXnz5mRra/veyaW//vqL7an67LPPKDU1NV+IVu7D3d2dh2xyREUqB74kH+Zk71WrW5aWlnT+/HlKSUnRu09BEMjf35/c3NyMqnycUqlk26Fmz54ttRwOx2C8ffuWPD09CQB5e3ubdG4pXbRv376dli1bRomJieza8+fPqV69euTg4KD2XLZhwwYx5RoM7sBzgy4ZBw4cIHd3d7WSWpziIzs7m8aMGcMGLZXDaeoIgkBNmjRh+zfXrVun11YAhUJBffr0ofLlyxdaJk7FlClTCACNHj2a3r59y/Z8qlbdcx+1a9em169f66yLwykI7sBze68r0dHRamNUtWrVqHTp0nTw4EHWJjg4mDIyMnTq39gm6Pfs2UN4l6RP1wleDsdUCA0NJXt7ewJAixYtklqO5CgUCqpVqxY5OTmxfEUwoWR2vIwcRxKUSiX8/PwQGRmJgIAAqeWYJVZWVnj79i1kMhn8/f2xfft2ODo6Si1Lb2QyGZYtW4aGDRvi+vXrmDBhAmQymc79WVpaYvv27bh27VqBZeJyExAQgB07dmD58uXo0aMHTpw4AUtLS5UTwPDx8cGdO3dQpkwZnXVxOByOmGzatAkA4ODgABcXFwBAcnIyK7H5/PlzdO/eHR4eHkhISNC6fxsbG/HE6olSqcSCBQsAAFOnTkXZskVVFeRwTJ9GjRph/fr1AIAffvhBo1JsxkxiYiKWLFmCK1eu6HS/paUl9uzZg+joaEyaNIldf/bsGR48eCCWTNNBjFkAUzhgJjPyhiQ6Oprmzp2rVtqLU7ykpqaqZRY2VSIiIujUqVNq1/T5XQUFBdGyZcve204QBPrrr78oMzOTXYuOjqaGDRsSAHJ0dMy38j5s2DDKzs7WWRuHUxR8BZ7be12Qy+VqeVCSk5NJoVDQ9evXWZtz585RtWrVqGvXrhr3u3LlStq/f7/Rhexu27aNAFDp0qV5JBTHrFi0aBHdvn1bahl6M2HCBAJAffr00fieq1ev0meffZYvmd+zZ8/UntM+/fRTseWKDg+h5wa92MjKyqKQkBCpZZg1f/zxBw0dOrREZJdXsX37dnJ2dqbSpUvTs2fP9O7v1q1bbBB/3+TGrFmzCAANGDCAfafe3t4EgCpWrMhC+VXHmDFjjO5BllOy4A48t/e6sGXLFjZOjR49utB22dnZGuftePnyJUvWefnyZbGk6o1cLmeVSRYvXiy1HA6HowPh4eFse+KDBw80umfEiBEEgAYPHqx2XRAE6tixo9rzWu798sYID6HnFAupqanw8fHBhx9+iH/++UdqOWZJREQExo8fj61bt2LPnj1Sy9GbtLQ0jBo1Cl988QUL87S0tNS732bNmmHWrFmYMWMGOnfuXGTbjz/+GHZ2dujatSsL0/f19UX79u0xatQo3Llzh7X94YcfsGHDBlhY8GGSw+EYFxMnTmR//+STT5CZmVlgO2tra1SuXFmjPletWoXs7Gx06NABbdq0EUWnGGzbtg2PHj2Cq6srpkyZIrUcDkcyrly5Aj8/P6ll6ETdunXRp08fANB4K+60adPw5ZdfwtfXl13Lzs5Gq1atcOHCBbW2ixcvFk+sKSDGLIApHDCDGXkxUSgU1K9fP3JycqKTJ09KLcds+fXXX2nRokUmvwp869Ytqlu3LqsrPH/+fL1C5lNSUtTC4LWJUHj58iVb+Q8JCaGyZctSlSpV2CyuhYUF7du3T2dtHI428BV4bu+15Z9//lFbeSpXrhyVK1eOhZmmpKTQ+fPntRoX4+PjWXbn48ePG0q6Tqgqg/j7+0sthcORjBcvXrAImf3790stRycuXrzIEhb/999/OvejKrOXO5mdq6urUUer8hB6btCLjfT0dAoLC5Nahllx8+ZNCg0NlVqGqKxevVqU2u4qXr16Rc2bN6chQ4a8d2IjLi6OevXqxUohqWrNW1lZ0cyZM1k5PtXh4OBAN27c0Esfh6MN3IHn9l5bWrZsmS9Xh7OzMyshFxAQQNCyhvu8efMIALVo0cLoHoIFQaBjx46ViKorHI4++Pr60sCBA012bBMEgdq0aUMAaN68eTr3o5oIsLS0VFuAOX/+vIhqxYWH0HMMxpkzZ7BixQp2bm9vz7LZcgxPUFAQ2rdvj759+yIxMVFqOaLx9OlTZGdno2/fvrhz5857w9zfR3h4OEJDQ3H69GlERUUV2u7u3bto1aoVjh49imHDhqke7BEeHg6FQoEVK1ZAoVCw9pUqVUJ4eDhatGihlz4Oh8MxFAkJCbh+/To7d3NzAwCMHDkSTk5OAIC3b9/C1tZW47H27du3WLt2LYCcLUX6VAExBDKZDD4+PiWi6gqHow+LFy/Grl274OzsLLUUnZDJZJg5cyYAYN26dUhLS9PovtjYWCxYsAB//PEHAKBdu3bw8vKCUqnEmDFjMHLkSADA0qVLDSPcGBFjFsAUDpTwGXl9efz4MVlbWxMAOnTokNRyzAq5XE4zZsxgM4g9e/akN2/eSC1LL3KHx2dmZtLWrVtFXdXZvXs3PXnypNDXDx8+zEKratWqRffv3yeinK0hqkyouY+GDRvysYEjCXwFntt7bRg4cGC+8QsAPXr0SK1dTEyM2jajovj+++8JADVo0MCotmtdvXrV5G0hh2MoBEGgI0eOGF3EzPtQKBT0wQcf0MiRIyk2Nlaje3799VcCQO7u7qRQKIgop/oQ3iUg/uGHH9hY+Pz5c0PK1xkeQs8NusGYO3cuDR48mDIyMqSWYjYkJiZSt27d2MDj6+vLBidTJDs7m+bOnUudO3cWtdzg3r17KS4u7r3tBEGglStXskynH374IYWGhtKUKVMoOzubJk6cmO/B97PPPuOlETmSwR14bu81RalUkqWlJRu7XFxcCAD5+Pjo1e/Ro0epWbNmtGXLFpGU6k9GRgZVqVKFXFxc1ErjcTicnGcdVW6ItWvXSi1Ha7QtzZuenk4+Pj60a9cu9oyclZVFlStXJgD0+eefs3Hxk08+MYRkveEOPDfooqFQKPIlAjOm2feSTmhoKNWsWZPtvd61a5fUkvQiIiKCWrduzQZRsSI51q9fTwCodevWlJ6eXmi7rKwsGjlyJHv/sWPH0rVr19gA/9VXX5Gnp6ea875ixQpRNHI4usIdeG7vNUU1FqoOOzs7taRzt2/fpqioKJ36Njb7/+jRI2rQoAFVq1ZN40gCDsecWLVqFQEga2vrfHXSzYWlS5eyHCCqcdHCwsKoxjIVfA88RxTS09MxYMAAfPnllxAEAUDO3hReMqt42LNnD9q2bYuIiAh4eHjg8uXLGDRokNSydGbHjh1o2rQprl69ChcXF+zevRu9e/cWpe/OnTujTJkyaN++PWxtbQtsEx8fj48//hh//vknLCwsEBgYiD59+uCjjz7Cq1evUL9+fcTGxuLx48cAcvI7nD59Gt9++60oGjkcDsfQLFmyhP3d1tYWmZmZ8PT0RPfu3UFEGDduHGrWrIl9+/Zp3bex2X9PT0+Ehobi7NmzhY77HI45M23aNAwYMAByuRyDBg1CQkKC1JK0JjQ0FPPnz1dNvGrN6NGjYWVlheTkZDZOCIKAX375RUyZRonxjNacYuX27ds4evQoDhw4gLCwMKnlmA2CIGDevHkYNGgQ0tLS0LVrV1y/fh2NGzeWWppOpKWlYfTo0ay2e/v27XH79m0MHDhQtPeoV68e7t69i1WrVhX4gKlKVnfhwgU4Ozvj6NGjsLKyQt++fZGWlgaZTIby5cvjyJEjAIAGDRogPDwcH3/8sWgaORwOx5Dcvn0bL1++ZOeqhG5ff/01LCwskJycDHt7e1haWqJDhw4a9bljxw4sX74cycnJBtGsL5aWlqhVq5bUMjgco0Qmk2Hjxo3w9PREVFQUhg4dCqVSKbUsjXn79i3atGkDPz8//PPPPxrdI5fLERQUhPnz5wMAKlSogE8//RQA1BaN/P39xRdsbIixjG8KB0poSJ0+bN++nS5evCi1DLMhKSmJevXqxcJ8ZsyYYfJ7r1W1OGUyGX333XeifJ5Xr15R165dWem3ojhy5AiVKlWKAFDNmjUpLCyMpk6dWmCSJwA0aNAgXoqIY1TwEHpu7zXBy8sr33jm5OSU7zNGRkZq1J9cLmdbuFavXm0IyTqRnJxMq1evLnK7FIfD+f+EhoaSvb09AaBFixZJLUcrxo8fTwCoV69eGrUPDQ1lYfKqse7MmTNsPKxVqxYbH+/du2dI6VrD98Bzg64z169f1zjjI0dcoqOjqU6dOmzfojElC9KHu3fvkqenJ509e1a0PlWJWby8vIrMrvr333+zZHWdO3emyMhI6tu3b6HO+6RJk0wuWyun5MMdeG7v30d6erraWFa+fHk2punK1q1bCQCVK1fOqCY1lyxZwhKQcjgczdi0aRNbTDl58qTUcjTm0aNH7DlOU4f7f//7H/n5+dHr16+JKCd/h+r5evjw4Wyc/OijjwwpXWu4A88Nuk6cOHGC7O3tqVWrVkZlrM0FuVxOH3/8MVWrVo1u3LghtRydiYuLo927d6tdEztrfkJCAn3yySdFlokjysli2rVrVxo7dizdv3+fPvjggwIddycnJ9q7d6+oGjkcseAOPLf372PevHlqY5rqgffBgwdElDOZqU2iN6VSSQ0aNCAAtHTpUkPJ1po3b96wzPrbtm2TWg6HY1KMHTuWAFDZsmXpxYsXUsvRmP79+xMAGjVqlM59BAQEEAAqU6aM2jiZlZUlolL94A48N+g6ER4eTq6urtSjRw9KSUmRWo5ZoFQq1UplJCQkmHQERHBwMFWqVIksLS3p0qVLovYdERGhUbvExES1MP2MjAw6fvw4e+jLezRt2lTnrMwcTnHAHXhu79+HanUJANsy1K1bNyIievLkCVlYWFDlypU1rpm+f/9+AkClS5empKQkQ0rXivnz5xOQU4/elMupcjhSkJGRQc2bN2dVe4zJeS2KkJAQAkA2Njb06tUrnfpITEykmTNn0ubNm9WeAY1pSwHPQs/Ribp16+LSpUs4dOgQnJycpJZT4klJScGgQYMwefJkdq1s2bJwc3OTUJVuyOVy+Pr64uOPP0ZMTAzq1KmDUqVKidI3EcHf3x916tTB8ePHi2x77949eHl5Ydq0aezatm3b0KtXLyQlJaFs2bJq7fv164erV6+iatWqomjlcDic4iYsLAyPHj0CALRp0wZ79+7F2rVr4evrCwCIjIxEpUqV0KRJE7i4uLy3PyLC0qVLAeQkwCtdurThxGtBYmIifvzxRwDAokWLYGlpKbEiDse0sLOzw549e+Di4oKrV6+aTJWdtm3bol27dsjOzsaaNWs0vu/GjRv45ptvoFAo4Orqih9++AFDhw5F7dq1WZsSnY1ejFkAUzhQwmbk30dWVhZNmDCBQkNDpZZilqj2Z9vY2FB4eLjUcnQmIiKC2rRpo1ZbXcwtGIIg0JdffkkAaN68eUW2PXDgAEtWp9r7dOPGDXJ0dKRGjRqpzbr6+fmJppHDMSR8BZ7b+6IYNGgQG9eOHDlSYJusrCyNV65OnjxJAMjBwYHi4uLElKoXc+bMIQDUpEkTo6zhzOGYCocPH2Zjxvbt26WWoxH79++nChUqaJxQMzMzk8qVK0cA8m3rXLFihdrz4OXLlw0hWWt4CD036Boxa9YsAkDu7u5a7Y3jiMeaNWuMZuDQhV27dpGzszMLtdy1a5dB3icrKyvfAFwY27ZtYyHxT58+pcaNG6uFz9vY2NA///xjEJ0cjiHgDjy394Xx9u1btt+9U6dOolT5CA8Ppy+++IJmzJghgkJxiI2NJQcHBwJABw8elFoOh2PyzJ07lypUqEDnzp2TWopGKJVKysjI0OqexYsX09ChQ9UqFoWEhNAnn3zCxk0A1LZtW7Hl6gR34M3coGtKYmIitWzZko4fPy61FLNAEAT68ccfNd7LbQqsXbuWAFC7du00Lk2kCTExMRrNsmZlZdH06dPV3js4OJgqVqxI/v7+ZGdnpzbLWrt2bUpMTBRNJ4dTHHAHntv7wpg0aRIb3xo2bEgNGzZkFUySkpLowoULOvdtTBU5pk+fTgCoZcuWRqWLwzFV5HI5/ffff1LLKHbWrFmjlisE70rOaTs5YAi4A2/mBr0okpOT1c55GFrxkJaWRp9//jkBoMaNG5t0xEPupHuCINCWLVtErVWfmppKHh4eBIDWrVtXaLv4+Hjq1KkTAaBmzZqxhEbDhg0rMFndsGHD+IMfxyThDjy39wUhCAK5u7uzMc7V1ZUA0Lhx44iIyN/fnwDQyJEjJVaqH9HR0Wwyli84cDiGISoqyiSekRQKBe3du5dOnz6t0/1JSUk0efJk+vPPP9WeEX///XeRlWoPT2LHKZBz587Bw8MDR48eZdcsLPg/r6GJjIxE+/btsWPHDlhZWWH8+PGwsbGRWpbWEBF++uknNG3aFMnJyQAAmUyGoUOHwsrKSrT3cXR0xFdffQVPT0907969wDb3799H69at8c8//8DZ2RlLly6FpaUl3rx5g7i4OLW2MpkMmzZtwubNmyGTyUTTyeFwOFJy9epVREZGAgB+/vln7NixAytWrMCUKVMAAMnJybCxsUHnzp016u/mzZsYNWoUS4hnLCxbtgyZmZlo164dvL29pZbD4ZQ4du/ejfr165tEQrc1a9ZgwIABmD17tmoy9r3Ex8fDz88PkZGRKF26NFavXo0vv/xSLZndr7/+aijJ0qGL1w9gIoBnADIB3ATQsYi2I1DAihkAO136BCADcPxdH/200GzyM/JFMW7cOAJAPXr0MIlZtpLAmTNnqGzZsgSAypcvT+fPn5dakk7Ex8fTJ598wv5vBgQEiP4euaNBBEHIFy2i4tixY2zffc2aNSk4OJh8fX1JqVRS69at1caQSpUqlagtCxzzhK/Ai3+UBHvfs2dPNtYVFiofHR2tcamoTz/9lADQ0KFDxZSpFy9evCAbGxsCQMHBwVLL4XBKJCtXriQA5O3tbfT+QXx8PNnb22s1Jvj4+BAAmj59utr1wMBAtWfGK1euGEKyxkgeQg/gMwDZAMYAqA8gEEAqgOqFtB8B4C2AirkPXfsEMA3AMe7Aq5OdnU3Lli0zin0eJR1BEGj16tVkaWlJAKhFixb04sULqWXphKq2OwCytbWltWvXijrAC4JA/v7+1KtXryJD8QVBoICAALKwsCAA1LlzZ9qzZw+VL1+eAFCrVq3UBuJPP/2U1wnmlAi4A88d+LzExMSwsa5ChQp6j8n37t1j/d27d08klfrz1VdfEQD68MMPpZbC4ZRYDLEd0pCocn/4+Pho1P7o0aPk5eVF+/btY9du3rxJgwYNYs+UeJcIVEqMwYG/CuCXPNceAFhWSPsRAJLE6BNAEwBR7yYBzNqBV+0T4RQvGRkZrOyZajUjPT1dallak52dTb6+vixTZ/369enOnTuiv8/Tp0/ZbGphmebT0tJo5MiR7DsdNWoU/d///R87r1q1KhuE7e3taePGjaLr5HCkgjvw4h+mbu+/+OILNQe+VatWdPjwYSIievXqFcXGxmrV39ChQwkA9e/f3xBydWblypXk6urKK4dwOMWMMa/EP3nyhD3zhYWFvbe9IAj5Ps9vv/1GAMjJyYmNpdbW1hpHLBkCSR14ADYAFAD657m+GsD5Qu4Z8e6e5wBeAjgCoJm2fQJwAHAfQN9350U68ABs3xlx1VHFlA16bpRKJQuHM0S4M6dgoqKiqGXLloR3WS0DAgKMehAsitmzZ7NBTeza7nk5cOAABQYGFvhaWFgYNWjQgH2nixcvpq5duxaYqK5p06ZaP7hyOMYOd+C5A58bpVJJtra2bNxzdHQkAOTv709ERN988w1ZW1vTqlWrNOrv6dOnLFrsxo0bhpSuE2lpaVJL4HDMhszMTJo0aRItXrxYailFMnDgQAJAI0aM0On+lJQUtUz0qkPKBSCpk9iVA2AJIDbP9VjkrIoXRDhynPg+AL5Azh73SzKZzFPLPn8EEEJEBzXUOhc5ofuq46WG9xk9FhYWaNu2LWxtbVG1alWp5ZgFly5dgpeXF65fvw5XV1ecPHkS06ZNM9nEaTNmzED9+vWxa9cu/Pbbb3B0dBSt76tXryI0NJSd9+3blyVeUkFE+PXXX9GyZUvcv38fFStWxMqVK7Fu3ToEBwfn63PWrFm4efMm3NzcRNPJ4XA4xsbmzZuRlZXFztPS0mBnZ4cxY8YAAB4/fgy5XI6GDRtq1N/y5cuhVCrh7e2NFi1aGESzPjg4OEgtgcMxG44fP46ff/4ZCxYswOnTp6WWUyjffvstACAoKAjR0dEa3aNQKLBz506cOXMGTk5OGDZsGACgdevW+PDDDwEAO3bsMIheSdDG2wdQGTmzB23zXJ8HIFzDPiwA3Abwk6Z9Isf5fwzAKdfrZrsCT5QTMvL48WOpZZgFwcHBZG1tTXhXJs4UE6elpqbmm3k0xB7y7du3k4WFBTVq1KjIcnp//PEHmxH19vamuXPnsnD+3Ie9vT398ccfouvkcIwFvgLPV+BzU61aNbWQT7zbVpSbO3fuaFQm9uXLlyxJnDGFqS9cuJAOHjxoshFsHI4pM2bMGAJA5cqVM+r8TR07dqSWLVvS7du3NWq/bNkyAkBt27YlopxxEgBZWVnRpUuX2LhqiO2imiD1CnwCACXyr7a7If8KeoEQkQDgOgDVCrwmfXYBUAtAkkwmU8hkMsW763tlMtm5Qt4ni4iSVQeAFE30GSvXr1/H8OHDIZfLAeSUz8pdIoFjONq2bYsmTZpg0KBBCAkJgYeHh9SStOLOnTvw8vLCqFGjEBQUxK5bWlqK/l5du3ZF2bJl0bhxY7VVpLwMGTIELVu2xMKFCwHklBKinAdvRsOGDfHixQuMGjVKdJ0cDodjbERERCAqKoqdKxQ5jzrffPONWrvGjRtrVCbW0dERvr6+6Nu3Lzp27CiuWB25f/8+Fi1ahL59++LevXtSy+FwzI41a9agWbNmSEhIwODBg5GdnS21pAI5fPgwrl69iiZNmmjUfsSIEahWrRq6d+8OhUKBxo0bo23btlAoFNi+fTtrN3PmTENJLl609fiRk3BuXZ5r91FIErsC7pchx4HfqGmfyHHuG+Y5CMBkAB4avq/JzsinpqZSuXLlCAD5+flJLccsiI+PV1vhePPmjcmtFgiCQD/99BNbgalcuTKdPXtW1PfIzs7OV+ojJiYmXzulUklbtmxRW/U/f/48Va1atcD97itWrNBohYnDMXX4Crz4h6na+9zlPFVHhw4diIgoKSmJsrOzJVaoP4mJiTRnzhyjKmfH4ZgbT58+JRcXFwJAU6ZMkVqOaOSNLN20aRMBIDc3NxblKZPJJBlLjSELvark2yjklHz7ETkl32q8e31zbmcewAIA3gBqAmgKYCMAOYBWmvZZiA6zykJ/8OBB6tmzZ6H1sznice3aNapSpQp99913UkvRmfj4eOrduzd7COzduzfFx8eL+h6pqank5eVFFhYWFBISUmTbAQMGEABatGgREeU4/jVr1mTJ61Q6bWxsaP/+/aLq5HCMGe7AcweeKH/yOtXfd+zYQUREX3/9NVWqVIm2b98usVIOh1MSOHjwIBtvdu7cKbWcQnnz5g2tXr1aJ6c7PT2dypQpk29iVIokflKH0IOIdgKYiv/H3nmHRXF1cfi39KKCgEpRVCSWEBSU2HvDEpVoomJDsEaNJfZujBFb7DVIREVN7EbF3lBRQcWCih2NgAIqRdouO+f7Y9n5dujILruL932e+8jcueUM6pw59557DjAPsrPsrQF0I6JX2U3sAdgodDEH8CdkaeFOQ3YWvTURhRZjzC8OIsKHDx/46549e+LYsWMoX768GqX6Mnj8+DGio6Oxw08KjgAAIABJREFUf/9+pKWlqVucYhMcHIwGDRrg6NGjMDAwwNq1a3HkyBFYWVkpdR5TU1PUq1cPFSpUQHx8fIFtPTw8YGxsDDs7OwDAvXv3YGJiAl1dXXAcBwCwt7dHbGwsPDw8lCong8FgaDr+/v6CY0eZmZmoVKkSvv/+e3Ach9OnTyM2NhYWFhaFjpWUlIQuXbrg+PHj8gUNBoPBENCzZ09Mnz4dADBs2DBERkaqWaLcEBEaN26MCRMmYO/evUXud+fOHfz9998wNjaGl5cXAKBevXr8/U2bNild1lJHGasA2lCgRSvymZmZNGTIEPr666/pw4cP6hbni2Tbtm1a8W8lL06ePEkAqG7dukUO/lFUnj17Jkg59/HjR4qOjs7VTiKR0JMnTwR1+/fvpx07dtDChQsFAetEIhFNmjRJqXIyGNoC24H/svW9nBo1agg8kQDQ1KlT+fuZmZl06NChIh0t+v333wkAff311xpzFOnmzZvUunVrunTpkrpFYTAY2UgkEmrbti0BICcnJ5WmFP5cFi1aRACoQYMGRTrKKg9YV6FCBUpKSqJHjx7x3p516tTh37ORkZGlIP3/UbsLvbYWbVLoMTExZGdnR7q6unT06FF1i1PmiY+Pp4EDB2p1jvGcrkX79u1T+ot4x44dZGJiQj///HOB7aKioqh58+ZkY2NDcXFxRESCCKCKpXz58nTt2jWlyslgaBPMgP+y9T0R0evXrwXvRfkC5+PHj4s9lmLMnMDAQBVI+3l069aNALCz7wyGhhEbG0s2NjYEgAYOHKhx8Z7ev39PpqamBIDOnDlTaHupVErOzs7k6elJb968ISKiNm3aEAD+OCcA+u6771QtugC1u9AzVI+NjQ2CgoJw9OhRfPfdd+oWp0xz584duLm5YdeuXfD29la3OJ/Fvn378NVXX+Hly5d83Q8//KDU3O4AUKVKFaSlpeHBgwd8NoScHDx4EC4uLggJCUFqaioePnwIAEhISMgVNblRo0aIi4tD06ZNlSong8FgaBNjxowRXBMR2rZti9q1a/OR6IuKn58fEhIS4ODggH79+ilTzM/m2rVrCAoKgq6uLubNm6ducRgMhgLW1tb4559/oKuri127dmHz5s3qFkmAhYUFhg0bBgBYvnx5oe11dHRw8+ZN7N69mz+2OXr0aADAxYsX+XZBQUH8EU6tRBmrANpQoOEr8hEREXTjxg11i/FFsWfPHjI2NiYA5OjoSBEREeoWqVh8+vSJz+cJgMaMGaPU8TmOy+Uef+7cuTxdMtPT02nMmDG8LN9++y2tWbOGUlJSeHdOedHR0aFVq1YpVVYGQ1thO/Bfnr5XhOM4MjIy4t+P8p937dpFRLLgdc2bNy9SBpGMjAyytbUlAPTnn3+qWPKi07FjRwJA3t7e6haFwWDkw/LlywkAWVpaalzA7BcvXvABjz/naGhGRgZVqVKFvv32W8H36MqVK1Ugbd4wF/oyqNBv375N5ubmZGVllevcMEP5ZGVl0bRp0/j/wF26dNG6WAN37tyhunXr8u6Ws2fPVmpajPj4eOrevTvZ29tTYmJigW0fPXpE9evX53+f48eP592UGjduLIgy7+DgQP/995/S5GQwtB1mwH9Z+j4nly5d4t+Ptra21KNHD6pRowalp6eTWCzm3eFPnz5d6FhbtmwhAGRnZ0cZGRmlIH3hyJ9PT0+PXrx4oW5xGAxGPnAcR1OnTi31s+FFpV+/fgSABg8eXOQ+CQkJ5O/vT0QyXctxHNWuXVvwTVpaMAO+DCr0lJQUatSoETVv3pwSEhLULU6Z5sOHD+Tu7s7/550+fXquvJGaDMdxtG7dOj7FkI2NTa487MogJSWFHBwcyMDAgE6cOJGvLH/99ReZmJgQAKpUqRItXbqU7Ozs+IUFufGuo6NDU6ZM0bizVQyGumEG/Jel73PSu3dvXh/dvXuXiIS5jGNiYmj16tWFBqOTSCR8as7Vq1erVOaiwnEcf/Z01KhR6haHwWBoMWFhYaSrq0teXl5F+pZMTU3lc92Hh4fz9XJPA3kprU0lZsCXUYUeFxdHaWlp6hajTBMREUG1atUiAGRsbMzn19Um/Pz8BAE4lJnbPSUlRXAdGhqa77GC5ORkGjBgAC9Lu3btaNy4cXkGqqtbty7beWEw8oEZ8F+evpcTFxfHvyfr169forGysrJoz5491L59e0pNTVWShCXj7NmzfFT9169fq1scBoNRDM6fP09r1qxRtxgCYmNji9X+xx9/pEaNGlFwcDBfd+fOHUEmpCFDhihbzDxhBnwZUOhZWVk0fvx4/owbQ/UcPHiQypUrRwCoevXqgtU4bSIjI4OaNm1Ka9euVepu9qFDh6hy5cr077//Ftr25s2b5OjoSABIV1eXfvnlF2rUqFGexvvUqVM1Jo0Rg6GJMAO+bOv7glDcfV+yZAmFhISUGS8ljuOoWbNmBKDQzCUMBkOzuHfvHuno6JBIJBIYv9pGzo3RkJAQ0tXV5VN1AiBTU9NSee8yA74MKPSAgAACQIaGhnyKA4ZqkEqlNG/ePMFOsTJ3rVWNRCKhzZs3k0Qi4etU4fI/ZcoUAkAdO3YssF14eDjp6+sTAKpWrRpNnTqVDwSoWCwsLOjIkSNKl5PBKGuoy4AHMAbASwAZAG4BaFVA26F5LdABMFJoowdgUfaY6QBeAJgHQEehTUAeY1zPMZchgHUAEgCkAvgXQNViPpvG6Pv84DiOypcvz/8e5EeR9u3bR0REU6dOJS8vL3rw4IGaJf08goKCCNlB+WJiYtQtDoPBKCbDhg0jb29vjfQOfvjwIZ08ebLY/cRiMdnY2JCTk5NAD125ckUFUgphBnwZMOClUikNHjyY/vnnH3WLUubx9fXl/4NOmDBBYAhrOi9fvuR3MObNm6f08RV/F+np6bR8+fJCAx9xHEc9evQgd3d3atu2bZ677r1796b09HSly8tglEXUYcAD6AdADGA4gHoAVgP4BMA+n/ZDASQBsFYsOdrMzja6uwOoAeAHACkAJii0CQBwIsc4FjnG2QTgDYCOAFwBnAdwB4BuMZ5PY/R9fly7do2PD9K0aVPq0KED2djYUGpqKqWmplKFChWKFLyO4zjq2bMnrVy5UmNc5zmOIzc3NwJAkydPVrc4DAbjM9DU7+VTp04RsoN1ZmZmFqmPRCLhM319+PCBsrKy+AChAGjQoEGqFJmImAGvtQb827dvy4xrnDaRmJhIDRo0oICAAHWLUiz27t1LZmZmBIAqVKig1MWe5ORkGjFiBPXt27fQthzH0Z49e+j9+/f89aZNm/iPS8ViaGhYpFRHDAbj/6jJgL8BYFOOukcAfPNpPxRAYiFjHgPgn6PuAICdCtcBAA4XMIZZ9sJCP4U6WwBSAO7FeD6NN+AVY4jcu3ePiIjPJMJxHIWEhNAvv/xS6BGkEydO8Dv4muJddvjwYd41NS4uTt3iMBiMEiKVSunUqVPqFoOIZEdJbWxsCABt37690PaJiYlkZ2dHOjo6Aq/nWbNm8e9gAwMDlS+AMgP+8z9Y1KbQw8LCqHLlyjR37txSn/tLJDw8XLBYok1R5lNTU2nEiBH8S6Vp06ZKDwB369Yt0tXVJQB0+/btAtuOHz+eANDQoUOJSPYSb9q0aS7jvV69esUOLsJgMErfgAdgACALwPc56tcAuJRPn6HZfV5l744fA+Cao80MAFEAamdfNwDwDoCnQpsAAIkA4gA8AeAHoLLC/fbZv4uKOca+C+DXAp7JMFvHy4udJhvwiYmJfBAlBweHEi3ut2zZkgDQpEmTlCjh58NxHLm6uhIAmjlzprrFYTAYJSQrK4u6detGADTGc1juXevs7Fyk92erVq3I0tKSzpw5w9eFhoYKvmNVbaMpW9frgKFy7t27h7i4OPz7779IT09XtzhlmqVLl6Jhw4ZYt24dX6erq6tGiYrOgwcP4ObmBj8/P4hEIsyaNQvBwcGoWbNmiccm2UcuAKBhw4ZYvXo1Lly4AFdX1wL79e/fH0ZGRnBwcEBSUhK8vb0RGhrK3xeJRJg9ezYePnwIa2vrEsvJYDBUjhUAXciMa0XeQebSnheRkBnxPQF4QnZu/qpIJPpKoc1SAHsARIpEIgmAcACriWiPQpsTAAZCZqhPBvAtgPMikcgw+741ADERfSyGbAAwEzIXf3l5U0BbtTN27Fj+nezq6oq7d+9+1jjBwcG4cuUKDAwMMGXKFGWK+NmIRCLs3LkTgwYN0hiZGAzG56OrqwtnZ2cAwLBhwxAZGalmiYBRo0bB1NQU9+/fx+nTpwttHxgYiJiYGHTs2BEAEB4ejpYtWwrsAz8/P5XJqxKUsQqgDQVqdqnbsWOHxu4GlCVWrlxJAGjcuHHqFqXYPHjwgIyNjZWe2z0kJISaNm1K0dHRhbZ9/Pgx7dmzh79++/YtdenShXr16pUrWN1XX31Fr169UpqcDMaXiBp24G2z52uWo342gMgijqED2bn0tQp1/QH8l/2nM4DBAN4D8CpgHBvIXOZ7Z18PAJCZR7szADYXMI5W7cCbmpry71H5e1UevG7RokX0+++/09u3bwsdp3PnzgSwHOsMBkO1SCQSatOmDQEgJycn+vTpk7pFookTJxIA6tChQ7H7ZmVlkb29fS5vUlWmPGYu9J//0VJqBjzHcfTnn39qZOTGsoii+wzHcXT27Fk1SlM8cgbgOHnypFLPMXIcR02aNCEA5O3tnW87iURCS5cuJSMjIzI0NKTHjx8TkSz9Xs4XnEgkovnz5ytNRgbjS0YbXOjzGccPwAmF6/8AjM3RZk5hiwIAngKYnv3zZ7nQ5zGmxp6BP3nyZK53arly5SglJYU+ffrExxdRdPXMi7CwMAJkqTxV+dFZHAoLgspgMLSX2NhYsra25oO+qTuuV1RUFH8c9NatW0XuJ//G/u233/j4TfIjTdOmTVOVuMyFXhuYOHEiRo4cicGDB8s/Jhgq4syZM2jVqhWSk5MByNz3OnTooGapisbFixdRu3ZtXL16la9zd3eHlZWV0uYQiUTw9/eHt7c3Vq5cmWebu3fvokmTJpg+fToyMjLQqlUrGBkZ4fTp0xg+fLigraWlJZ4+fYoFCxYoTUYGg1F6EJEYsrRxnXLc6gQgpChjiEQiEQAXALEK1SYAuBxNpUD+3xkikcgSQDWFcW4BkCjKJhKJbAB8U1TZNJ05c+bwP+vr6wMABgwYgHLlykFPTw/r1q1D37590b59+wLHWbx4Md9XGcesSkpWVhZcXV0xbNgwJCQkqFscBoOhZKytrfHPP/9AV1cXgYGB2LJli1rlqV69Ovr27QsrKytERUUV2j4hIQGtWrVCzZo18enTJ3h5eUEkEiEzMxO//fYbAGDXrl3guJxqTENRxiqANhSU4or8hQsXyMTEhP7880+Vz/WlwnEcrVixgnR0dAgATZ8+Xd0iFRmJREJz5szhV/w6d+6stLHFYjEtWLCA/P39C22bnp5Os2fPJj09PQJA5ubm9NNPP9FXX31Fhw8fpooVKwp23bXpd8xgaAtqTiPnA1kauVWQpZGrnn1/BxQi0gOYD8AdgANkhvtfkBnajRXaBEB29lyeRu57APEAlmbfLwdgBYBm2ffbQmaUvwFQXmGcTZDt5neALI3cOZSRNHKfPn3K5c0EgG7evFnssW7dukV9+vTRmDzxcs8CKysrSklJUbc4DAZDRSxbtoyP3B4WFqZWWd6+fVvk6PEcx5GjoyPp6OjwOeQ7depEAGjixIn8+7go38+fA3Oh1wIDnoiKdH6N8XmkpaXRwIED+Y8gb29vrck7HhUVRc2bN+dl9/HxUepZom3btvEumQX9G7x69SrVrVuXl6Nr167UsWPHXB+WAKh69er05MkTpcnIYDD+jzoMeJLpxDGQRY3PhGznu7XCvYsAAhSuV0EWgT4Tsgjyp5D7DH15yPLJvwKQDuA5gEUADLLvG2f3i8tePHiVbfRXyzGOEYB1kJ2fTwNwNGebIjybRhrw48aNy+U+7+rqqm6xlEZISAjt379f3WIwGAwVwnEceXh48N+HCQkJ6hapyISEhAhSye3atYsAkK2treCbVxUwA14DDfiHDx9SmzZtWBqtUuDVq1fUsGFD/uzfunXr1H4Op6jkzO2uGCxOWWRlZVHPnj1p9+7def5eUlJS6Oeff+YN9MqVK5O3tzeZmJjk+rA0NDQkPz8/pcvIYDD+j7oM+LJcNNWAr1SpEv9+lb9zN27cSEREGzZsoL179+aKi8JgMBiaxsePH6lWrVr8BpBUKlWrPFKplI4ePUofP34sVr+0tDQ+7ohiUWYsKjnMgNcwhc5xHDVu3JgAUN++fZU6NkPIpUuX+A8gKysrunDhgrpFKjLnz5/nXwzKzO3+5MkTmjhxYpFenqdOnaLq1avzcvTq1YtfDMlZvL296f3790qRkcFg5A8z4LVH35eEu3fv5nrPmpiYUGJioiB4XWFBWMePH0+jRo3SmAwgGRkZFBMTo24xGAxGKXPnzh0yMjIiAPTbb7+pVZY+ffoQAFqyZEmR+8i/m0eOHEkA+CO58m9gZcMMeA1U6M+ePaNevXqpZMWGIVskWb9+PX9W29XVlaKiotQtVrHgOI569+5Ns2bNIrFYrJQx09LS+AWNtWvXFth27ty5/IvJ3t6e+vfvz0fvVCwGBgaFjsVgMJQHM+C1S99/Ll27duXfs3JdJv9I/PjxI82ePZtatWpV4GLsmzdvyMDAgADQ5cuXS0v0Alm3bh0ZGRnR4sWL1S0Kg8EoZf766y/+2GVhmTNUSUBAAAEgGxubQrNhxMfHk4+PD9WtW5eysrIoJCSEAJCRkRHvnVquXDmly8gMeA1R6Jqy+l3WycjIoGHDhvEfPp6enkUOWKFOOI4jf39/SkxM5OtU4WK0adMmat++faH/Hi9cuEA6OjrUu3dvcnBwyHPX3cPDQyNyezIYXxLMgNd8fV9SpFKpYHdH/vO1a9eKNY4873GrVq1UJGnxSEtLIxsbG8FRAAaD8WUxbNgwsre3pxs3bqhNhszMTP4c+7Zt2wpsm5GRQRYWFrzHE8dxVKdOHQJA9evX59/TFy9eVKqMzIBXs0LPysqiCRMmUPny5enOnTslGotRMNHR0dS0aVP+g2fFihVacd49ISGBevXqRQCof//+SpOZ4zjy8/OjR48eCeryWhiIjY2lY8eO8dcfPnygvn375mm429nZFftDksFgKAdmwGuuvlcWa9euzfXe/eabb4qlG+Li4sjY2JgA8BGU1c0ff/zBB31iZ/cZjC+TtLQ0jQhkt3TpUgJATk5Ohb5bd+/eTZcvX+bb+fr6EgBydnbm39FNmjRRqnzMgFezQs/IyKC2bdsSANq0aVOJxmIUzA8//EAAqGLFinTq1Cl1i1MkLl68SHZ2drw7+po1a5RmwC9YsIAAUOPGjUkikeTb7vHjx2Rubk4mJib0/PlzIiLat29fnsa7u7u7Vng0MBhlFWbAa66+Vxb29vaCY0oAaM2aNUREtGfPHgoPDy90jFmzZhEAatSokUYsZKekpPBHuLZu3apucRgMhoagrpgYiYmJVL58eQJAx48fL1bfN2/eCLyk5EWZC5PK1vU6YBQLQ0NDHDp0CEeOHMHo0aPVLU6ZZt26dXB3d0dYWBg6d+6sbnEKJCsrC/PmzUO7du0QHR2NOnXq4MaNGxg/fjxEIpFS5hg2bBisra3Rt2/fAsd0dHSEi4sLateujczMTOzZswfe3t6CPiYmJjh16hROnjwJExMTpcjHYDAYDCGJiYl48+YNfy0Wi2FkZIRBgwYhNTUVI0eOhKurK65fv17gGOvXrwcAzJ49W2k6pSRs2LAB8fHxqFWrFoYMGaJucRgMhgawbds2ODg4YN++faU+t5mZGUaOHAkAWLFiRbH62tnZYcGCBdi0aZOgfvXq1UqTT9kwA74IREVFYdeuXfy1ubk5evbsqUaJyiZisRiHDh3ir62trXHy5EnUqlVLjVIVTnR0NNq0aYPffvsNRAQfHx/cunULLi4uJRo3Li4OBw8e5K+rVq2K58+fY/LkydDV1eXr09LSsHjxYiQmJgKQLSa4uLggKioKvXr1woABA/Dp0yfZip2ODn7++Wd8+vRJ4xdFGAwGQ9vZvXs3OI4DAEybNg1XrlzBli1bYGFhgcTERHTt2hVff/01GjdunO8YGzduRHJyMpycnNCrV6/SEj1fkpOTsWzZMgDA/Pnzoa+vr2aJGAyGJhAZGYmMjAzBt2tpMmHCBOjp6SExMREpKSkFtk1MTMSSJUvw448/AgDmzp2L0aNHo1WrVnwbPz8/lcpbIpSxja8NBZ/pUhcdHU1VqlQhkUhER48eLVZfRtERi8XUunVrAkCBgYHqFqdYxMfHk62trVJzu8fGxlL58uVJX18/X/dKjuMoMDCQqlatSgDol19+ISKi1NRUPpiHYvn666/p5cuXSpGPwWAoB+ZCrzn6XhXIU3caGRnle1ypsMwk7969o1mzZtH+/ftVIWKxWbhwIQHgozgzGAwGEZFEIqGAgAC15oWPiIgo0jGjhIQE/kiT4ne2PLK+vLx9+1YpcjEX+lLGxsYGPXv2hLOzM1xdXdUtTplFX18fLVu2RIUKFWBmZqZucQokIyMDgYGBSEtLAwBYWVnhwIEDCA8PR//+/T97XJJ9eAKQeR+0bt0azs7Ogt12OTdu3EDz5s0xaNAgvHnzBra2tnB1dUVISAgcHBwQExPDt9XV1cXatWvx4MED1KhR47PlYzAYDEbROXfuHF69egUAmDhxYr7HlQrbwa5cuTJ+//139OnTR+kyFpePHz/ijz/+AAAsWLAgT/3EYDC+TPT09ODl5QUdHZl5Sf9fVC01nJycinTMyNLSErNmzYK/vz8cHR0BADExMYiMjBT0nzdvnspkLRHKWAXQhoJirsgrrt5IJBJKTk4uUj9G0fj06RMdP36cDh48yNdlZWVp9A7xkydPaPLkyXz6CX9/f6WMm5GRQcuWLSMnJydBGrcPHz7kWsX877//aNCgQfzKoImJCbVt25YMDAyof//+ZGVlJVg5/O677ygtLU0pcjIYDOXDduDVr+9Vxbfffsu/i+3t7WngwIEUFRVFRERnz56l9+/fF9hfE4LV5WTOnDl8FH117rIxGAzNJjU1lby8vGjz5s1qmT85OZkuXLhQrD6hoaF8Xnv5u9vc3Fwp8rAo9CpW6BzH0fz582ns2LEaqTy1FY7j6O7du7Rs2TLq0KED77ZSr149dYtWIGKxmA4cOEAdO3YUGMb29va0fft2pc0hz82+YcOGPNukpqbSr7/+SiYmJrwM7du35yPeAyA9PT3+Z2tra7p69apS5GMwGKqDGfDq0/eqJDMzU/C+BkD6+voUFxdHKSkpVL58eTI0NKQHDx7kO8bmzZupXbt2FBwcXIqS5098fDyVK1eOANCBAwfULQ6DwdBgtm7dymfeCAsLK9W5nz9/TmZmZmRqalroQqkiHMfRyJEj+YVKeSnoPV1UmAGvYoUeGhrKr7xoitLUVuLj42n37t3k5eVFNjY2uc5kV69enUaOHFno+T91kZKSIjCQRSIRdevWjY4ePVqic3+ZmZm0d+9ewQLRoUOHKCAgIFd6OI7jaPfu3VStWjVejoYNG1Lz5s3zTAtXvnx52rp1K1t8YjC0BGbAq0/fq5KDBw/yZ983b95MR48epS1bthAR0aNHj8jFxYUcHR3z3cWWSCRUs2ZNAkCrV68uTdHzZdq0aQSAXF1dmY5hMBgFwnEceXh48N/7xTGklTF3gwYNCAD9/vvvBbbNzMyk/fv304IFC/g6qVRKlStX5r+tp02bVmKZmAFfCgp9zZo1anP50GbEYjEFBwfT7Nmzyc3NTeCCInf37tatG61Zs4YiIyM17gNAKpXS7du3BXWdO3emypUr08yZM5Xi3i+RSKhevXoEgIKCggpsGxYWRs2aNeN/f9WqVaMePXqQvr5+nsb7hAkTBC74DAZD82EGvHr1vapo2rQpv/AbGxub6z7HcRQXF5dv/x07dhAAqlSpUr7B70oTqVRKbm5uBIAF9GUwGEXi48ePVKtWLQJA3bt3L9VjNzt37iQAVKVKFcrIyMi33dOnTwkA6ejo0Js3b/j6uXPn8t/XxsbGJZadGfAlVOgfP34U/EL9/PyoXbt2tHXr1uL8PTCySU9P53++f/9+LqOyfv36NHXqVDp79myB/4HUSVxcHC1dupQcHBxIV1dX8B/4zZs3lJmZWaLxcy5UTJ48maytrWnfvn0F9pNHwjQxMaGePXuSpaVlnoZ7nTp1KCQkpEQyMhgM9cAMeNXpe3UZ8PIPQgDk5uZW7P5SqZRf6F28eLEKJPw8srKy6OjRoxq3+M5gMDSX8PBwMjIyKtJuuDIRi8V8lqbCbLx+/frRjBkz+IjzMTExNHnyZMG39rZt20okDzPgS6jQTUxMBIak/JzDyJEji/t38UVz9OhRcnR0JE9PT76O4zhycXEhT09PCggIoJiYGDVKWDAcx1FwcDANGDCAP48PgMzMzArdGS/OHHv37qUGDRrQixcv+PqkpKQ8d1RSU1Pp7t27/LVUKqVBgwbxH3I5i6WlJe3atYt9TDEYWgwz4FWn79VlwHfv3p1/T1euXJmGDx9Or1+/JiLZQndhR7D279/P66PExMTSEJnBYDBUhr+/P7/Lffbs2VKbd8WKFQTIUl4WZwdd/g5W9Hht1KhRiWRhBnwJFXrOYAS3b9+mgIAAioiIKO7fxReB3K3c19eXrly5wtcHBwcTALKxsdE6A/LevXvk5OQkMIbd3NzI399f6S7onTp1IgD0008/FdguIiKCqlWrRnZ2drwMx48fz9NwB0ADBw4UeD8wGAzthBnwqtP36jDgOY4jQ0NDwftaT0+PYmNj+eB11apVo1evXuXb39XVlQDQnDlzSln6vDl//jzTNwwGo0T4+PhKrcjXAAAgAElEQVTwx4IUPV1VSVJSElWoUKHYR38yMjL4jFPyoqOjUyIbgeWBLyHh4eGoU6cOf+3q6govLy84OTmpUSrN4t27dwgMDMTgwYNhY2ODhg0bYubMmdi1axffpmnTpjh06FCufImaSnJyMv+zvb09Xr58CWNjYwwbNgxhYWEICwuDj48PTE1NP3sOIsKpU6eQnp7O1y1atAgLFiyAr69vgX1r1aoFXV1diEQiPH/+HC9evMCGDRtgaGgoaGdra4vbt28jMDAQRkZGny0rg8FgMJTP4cOHkZmZKajr0aMHrK2t8eDBA+jr68PIyAjVqlXLs//Zs2cRHh4OExMTTJgwoTRELpBXr17B3d0dtWrVwrt379QtDoPB0FLWr1+PBg0aID4+Hv369YNEIlH5nBUqVMDo0aOho6OD8PDwQtvfv38ff//9NwwNDTFw4EAAsu9zIyMjcByHQ4cOqVrkoqOMVQBtKNCAoDaaSmZmJp0/f56mT59OLi4uuXZ7TU1NqUePHrR79251i1osUlNT6a+//qLGjRvncn05e/ZsrngIJaV///4EgFatWlVo2zdv3tDMmTP5qPNisZhmzpxJzs7O/CqlYilXrhwfwZjBYJQd2A582dL39evXF+zYIEfA0vT0dHr06FG+/cViMQUEBNDKlStLQ9xCuXTpElWrVo3at2+vblEYDIaW8/TpU35HfNKkSaUy57t37+jZs2eFtrt58yZv86SkpNCtW7cIABkaGvIZOOrWrfvZcjAXei1U6JrIq1evaP369dSjRw8+r6ticXV1pRkzZtCFCxdKHMSttHn06BFNmDCBzM3N+efR19cXnENXBX5+fmRkZFRgkI60tDT67bff+PzA8mwHiYmJAnnlRVdXlyZNmlSitHUMBkNzYQZ82dH3qampud7hNjY2Wv/+zsjIKDWXVwaDUbY5dOgQ/34sLJhzacJxHDk5OVGfPn3o9evXxHEcvyDbpUsXXuaHDx9+1vgaYcADGAPgJYAMALcAtCqg7dCcCi27GBV1TAAWANYBeAwgDcBrAGsBmBVD5i/agE9KSqKUlBT+et26dYK/j8qVK9OgQYNo586dfBRGbePSpUvUtm1bwXPVqFGDfH196d27d0qdKzQ0lNzd3QXBOMRicb6B+yQSCe3YsYPs7e152ZydnenatWt0/vx5PlKmYmnatCl9+PBBqXIzGAzNghnwZceAnzJlSq73+NSpU4mIKD4+vtD+2m7oMxgMRlGYOnUq/40uFotLbd6nT58WuBgp94qVs3LlSgJkaZzl7/R27dp91txqN+AB9AMgBjAcQD0AqwF8AmCfT/uhAJIAWCuW4owJ4BsABwD0AFALQHsATwDsL4bcX6wBP27cONLT0xO4YD958oTatm1Lvr6+dPv27VLNzahMFAPoHT58mHdb7NmzJwUFBansuX7++WcCQK1bty6wnUQioe3bt5OjoyP/n79KlSrUsGFDAkDjxo3LFSjjq6++EkSjZzAYZRdmwJcdA15xIVYkEhEAioiIoOTkZCpfvjy1bds2X0M+NDSUqlevzntlqZvHjx/Ttm3bcn3QMhgMRkmRSCQ0btw4ioqKKrU5Fy9eTCKRiMaOHVvkPu/evSM9Pb1cwew+J3i3JhjwNwBsylH3CIBvPu2HAkhU5pjZ938EkAlAr4hyl3kDPiYmhgICAsjT05Pev3/P1//6668EgMaMGaNG6ZRHVlYWHTt2jLp3706//vorXy+RSGjx4sX5RvctCRERERQdHc1fx8TE0PDhw+n58+d5ts/LcK9YsSJvuMs/8HR1dflrMzMz+vvvv5UuO4PB0FyYAa/8og59//z581y77/LYK0FBQaSjo0O1a9fO98PPw8ODANDgwYNLTeaC8PT0JAA0evRodYvCYDAYJebcuXMEgIyNjSkhIaHAth8+fKDr168TEVGvXr0IAJUvX55/tx86dKjY86vVgAdgACALwPc56tcAuJRPn6HZfV4BeAPgGADXkoyZfX84gPhiyF7mDPj09HQ6c+YMTZkyhZydnQUfDnv37uXbxcbGqvz8d2nw9u1b+v3336l69er8c9rZ2anc7dDX15dEIhGNGjWq0LZ5Ge4WFhbUokULQT5JxWJubk4BAQFal46PwWCUHGbAK7+oQ9/LDV7F3fe1a9fy91+/fk1Xr17Ns+/9+/f5fp97vlKZ3L9/n3+G8PBwdYvDYDDKOEePHqWAgACVzsFxHL+JtnDhwnzbXb9+nQwNDcnW1paysrL4M/uWlpb8O75hw4bFnl/Zul4PxcMKgC6AnLlE3kHmGp8XkZAZ8fezleoEAFdFIlEDInr6OWOKRCJLAHMBbMlPUJFIZAhAMQdX+fzaagtEhMePH+PUqVM4deoULl68KEhZJhKJ0KhRI7i7u8PZ2Zmvt7bO769GO7hy5QrWrVuHQ4cO8WknKlasCG9vb4wcORK6uroqnb9FixYgIiQnJ4OI8k2bx3EcmjRpgtu3bwMALCws0LBhQ1y7dg1Xr17N1V5XVxfr1q3D8OHDoa+vr9JnYDAYDIbq2LdvH/8zEUFfXx+enp58XbVq1fJNHSdPM9q7d2/Uq1dPtYIWgQULFoCI0KdPH7i4uKhbHAaDUYa5fPkyevToAQMDAzRs2FBgvygTkUiEKVOmYMCAAVi3bh2mTJkCY2PjXO1cXFxgamoKS0tLREdHo3v37qhUqRLi4+Nhbm6OxMREhIeHQywWw8DAQCWyFoniWPsAbCFbPWiWo342gMgijqED4A6AtZ8zJmSLANcBnACgX8A8C5DHbqc27sAfO3aMRowYIQiAJi82Njbk5eVFu3fvLlKQHG1kxIgRgsBu27dvp7S0NJXM9fr1axo5cmSulG1PnjzJs71EIhHsnM+aNYssLS2pZ8+egtU6xSISieiHH35gAeoYDAbbgVdBQSnvwAcFBeV6z3t4eBBR7qBIOXn27Bmfbu727dulIW6BhIeH83oqIiJC3eIwGIwyDsdx1KtXL/r5559VnvVKIpHwtlRBqZnfvHkj+LafOHEiASAHBwf+Hb9gwYJiza11LvT5jOMH4ERxx4RsFz0EwFnkiGKfxxyG2UpcXuy0wYDPysqimzdvCv7h9O7dm/8HY2BgQB07dqTly5fT3bt3y5zbdWhoKPn4+FBYWBhfFx4eTqNGjSoVV77169fzCyOFvUh27dpFtWrVovPnz/N1GzduJDs7u3wN9759+yo9Ij6DwdBemAGv/QZ8kyZNBAGOANDhw4cpOTmZbGxsaMSIEYIsMIrIF6i7du1aKrIWRo8ePQgAeXp6qlsUBoPxhVCawTJXrVpFAKh27dpFDnR99+5dAsCngAZAVlZWxZpXU4LYbcxR9xAFBJzL0VYEIAzAX8UZM1shXwNwEYDJZ8it8WfgxWIxWVtbEwDBju/+/ftpwoQJFBQURKmpqWqUUDV8+vSJ/Pz8qFGjRvx/DG9v71KZ+927d/T48WP+OiMjgzw9Peny5cuF9h07diwBoF69ehGR7O/vxx9/FJyBlBcHBwe6efOmyp6DwWBoJ8yAV34pTX0vkUjI1NSUN95r1qxJlSpVoszMTAoMDOQ/FPNabI+Li+NjoxRF56iaGzdu8M8RGRmpbnEYDMYXiEQiEWyMKZuUlBQyNzcnc3NzevToUYFtpVIpn3buypUrtG/fPsG3fXE8nzXBgJenfPOBLOXbKshSvlXPvr8jh+E9H4A7AAcALgD+AiAB0LgYY5aHzG3+HmRp5BRT0ukWUW6NMeDT0tLo1KlT9Msvv1D//v0F99q1a0dmZmZ0/PhxNUlXekRERNC4ceOoQoUKAg+DQYMGUUhIiMrnP3z4MJmamlKbNm0K9WSQSCS0bds2gRfAs2fPyMPDg06cOEH+/v5UpUqVXLvuFStWpMOHD6v6URgMhpbCDHjtNuCPHz/Ov++XL19OEomEPn78SEQy19CLFy8WqM+vXbtGs2bNUrmcRcHd3Z0AkJeXl7pFYTAYXyBpaWnUpk0b0tHRobNnz6psnqtXr+brFSXnxo0bZG9vTy4uLnxdRkYGmZmZ8e/8CRMmFHlOtRvwJFOOYwBEQZbG7RaA1gr3LgIIULheBVkE+kwAcQBOIcd59yKM2TanYaRQahRRZrUZ8BzHUUREBP3xxx/UuXNnMjIyEjyDokt1TEzMF5F3VSqVCs7016pVi5YtW1aq5/hfv35NBgYG5Obmxn9w5URuuNeqVYsAUI8ePfh706ZNIwB5RpevUqUK/fPPP6X1KAwGQ0thBrx2G/CNGzfmva60+XjUlStXCADp6urSs2fP1C0Og8H4QvH29iYAVKlSJX73Wx28f/+eDAwMyNzcXJBGWjEul4WFRZHH0wgDXhtLaRvw79+/p3/++Yd8fHyoatWquQw8Ozs78vHxoX/++adMusXn5MWLF7RgwQISi8V8na+vL33//fd06tSpIp9D+VxSUlLo999/pzlz5gjq79+/n+fuu1gspr/++ksQsMLS0pLmzp1LEomEduzYkedZd3Nzc/rrr79U+iwMBqPswAx47dX3796949/933//vVYHkm3Xrh0BoOHDh6tbFAaD8QWTlpZGDRo0IADUokULgd2gbDiOKzC+1pUrVyg9PZ2/3rFjB1WsWFHw3a94DLcgmAGvwQo9NTWV5s2bR02aNOED2ciLkZERde7cmf744w+KiIgoc8Hn8iIrK4uOHDlCXbt25c+E79+/Xy2ynD17lnfR/++///Jtl5/h7uHhQXZ2dtS9e3f6448/cu26Gxsb04oVK76Iv1cGg6E8mAGvnfqeiGj06NG8DtDX1yddXV06ePAgJScnU8OGDWnZsmX5BkPt2LEjjRo1Sq07THLOnz/PP0NUVJS6xWEwGF84T58+5Y/XTpo0SSVzpKamUoMGDUgkEuWbaSonR48e5eOEyN/9I0aMKFJfZsBrkEJ/9eoVXbp0ib/OysoSpA5zcnKiX375hU6dOqWytGeaSExMDC1cuJCqVasmMHI7depEwcHBKp+f4zgKDQ2lI0eOCOp8fHwoMDCQsrKycvVJTEykVatWUc2aNQWuMV26dCErKyvBQoziM5UrV46WLFnCDHcGg/FZMANeO/R9XnzzzTf8Am6lSpVIR0eHYmJiaMuWLQSA6tSpk6duiIiI4A3mhIQElcpYGBzHUcuWLQkAjRkzRq2yMBgMhpyDBw/y39qq2vzr1q0bAaDRo0cX2lYsFpNEIqF///2XZs2aJfC8LQrMgNcQhX7p0iXeFV5RQa9Zs4b8/f0L3OUty0RFRZGenp5g93rKlCn09OnTUpNBHlTIzs4uT2NdkUePHtHYsWP5KMLIDjzXunVrQV3OUq1aNdq6dSsz3BkMRolgBrzm6/u8ePLkCa8Pli1bRikpKfzudUpKCvn5+dGePXvy7Dt9+nQC/p/BRJ2IxWKaNm0aWVhYaIQ3AIPBYMiZMmUKAaAKFSpQYmKi0se/cOECvzkXFxeXZ5vw8HBq3749devWja9TfP8DoAcPHhQ6FzPgS1GhcxxHd+/epWXLllGHDh0EkWLT0tKoXLly1Lx5c3r//n2RxyxrvH//nk6ePCmoa9KkCbVo0YJ27twpODuiClJSUmj79u104sQJvi4jI4OqVq1KAwcOLPTv5ocffhAE0mvWrJlgASJnqV+/Pp0+fZoZ7gwGQykwA14z9H1xGTp0KK8XipM1RSqV8nFx1HWkLC++JC9BBoOhHUgkEqpTpw4BID8/P6WPz3Ecubm5EQCaP39+nm2ePn1KAEhPT0/gMeXs7MzrgLZt2xY6FzPgVazQ4+Pjaffu3eTl5UU2NjYC483JyUnQ9ktVeBzH0bVr12jIkCFkaGhIRkZGAkO5sNQMymTJkiUEgFq3bi2ozyuSf2JiIq1evVrgDRAcHEwtW7ak5s2b52u0AyBHR0eVvDwYDMaXDTPg1afvPxepVMqfgTQyMso3i0lenDt3jne7zMjIUIl8DAaDUVaQf+e3atVKJeP//fffvMdwfkHF/f39BfFB/Pz8yNzcnLcRdHV1Cw3GrWxdr4MvHIlEgsuXL2POnDn49ttvUblyZQwYMADbt29HbGwsTExM0K1bN6xZswb79+8X9DU2NlaT1OohJSUFW7ZsgaurK5o1a4YdO3YgMzMTderUwZs3b/h25cqVU8n8jx49wowZMxAaGsrXDRgwAHXr1kXnzp3lH24AAD09vVz9hw0bhokTJ2L9+vV83enTp3HlyhWEhITkOWfz5s0RHByMp0+fYvjw4Up8GgaDwWBoI4GBgeA4DgCQmZkJa2trbN26FcnJyejduzeOHDnC38/Jzp07AQB9+/aFoaFhqcmcEyLCmDFjcOXKFbXJwGAwGIUxcOBAiEQiXL58GS9evFD6+H369EGNGjXw/v17bN++Pc82Pj4+qF69On+dmZmJxMRE/loqleLUqVNKl61AlLEKoA0FOVbkw8PDycPDg8qXL5+nm/TUqVPp7NmzbIU8m6CgIMHvysjIiLy8vOjatWul5k7u4+NDQO40N3nNL5VK6dixY4IzfadOnaK6devShg0biOM4OnfuHDVv3pxEIlGurAFfffUVBQUFqfyZGAzGlw3bgVe9vlc2devWzfXdcOXKFdq8eXOBwetSU1OpXLlyBIAuX76sEtmKijxAVLly5VRytpTBYDCURadOnQp0cy8pa9euJQDUs2fPIrWPi4sjXV1dgQ4ozI1e2bo+9zblF4JIJMLhw4cBAFZWVujUqRPc3d3RuXNn2NjYqFk69ZORkYG4uDjY29sDAFxdXZGeno7atWtj9OjR8PLygoWFhcrmP3jwILZv346NGzfCzs4OADB06FAkJCTAw8ND0FYkEvE/JyUlISAgAOvXr8ezZ88wY8YM+Pr6AgDi4uLw7t07HDx4EEuXLsXr16/5fiT76EOdOnWwc+dOfPvttyp7NgaDwWBoJ58+fUJkZKSgztHREc2bN4eNjQ2mTp2K2rVrC/SSnMzMTIwfPx4hISFo0aJFaYmcJ25ubhg5ciRsbW1hZmamVlkYDAajILy8vHDmzBns2LED8+fPz/P9WhJ8fHzg6OiILl265Nvm6dOnWLlyJYyMjLBq1Sq4u7sjKCgITZo0wY0bN3Dnzh2IxWIYGBgoVbZ8UcYqgDYU5FiR5ziOli9fTmFhYYWeW/iSePr0KU2ZMoUsLS2pQ4cOgnv37t0rtd32Fi1a8NF9i0JkZCSNGzeO391AdtTKefPmEZEs2N7IkSPzPN8uEonI3d2dXrx4ocpHYjAYjFywHXjV63tlMmnSpFw6ZOHChUqfh8FgMBgyUlNTqUmTJrR06VK1eUZfvnyZAJCpqSmlpKRQYGAgHyNLfh7e19c33/7K1vUiov+fGy7LiESiCgCSkpKSUKFCBXWLo1FkZWXh6NGj2LRpE86cOcPX29vb4/79+yr9faWlpWHlypU4fvw4Ll26xK9c7d27F+Hh4fD29kbt2rXz7MtxHE6ePIm1a9cKzp7UqVMHjRs3xt27d9GpUyf89NNPqF+/PtLS0gT9dXR00KdPH/z5558wNzdX2TMyGAxGfiQnJ8t3QM2IKFnd8pQFVKnvzczMkJws/Gt6+fIlatSoodR5GAwGg1H6pKamIjExkff+lUNEmDx5Mr777ju0bdsWaWlpqFKlCtLS0qCnp4esrCzY2dkJYoIponRdr4xVAG0oKIW0MtrItm3byNbWVrAb3bVrV/r333/zjOSuDBR38bOysvho/4cOHSpS/6SkJFqzZg05OjoK5O7UqRN5enqSpaUlX6+4Iy8vFStWpDlz5lBmZqZKno/BYDCKirp24AGMAfASQAaAWwBaFdB2aM73aHYxUmijB2BR9pjpAF4AmAdAJ/u+PoClAO4DSAUQA2AHANscc0XlMc+SYj6bSvR9VFRUrt9Bu3btKCkpiSZNmlRgLuDjx4/Tv//+S2KxWKkyFZedO3eSh4cH3b17V61yMBgMhqZx5MgRsrCwIA8PjyK19/T0JACkr6/P64R3797l2ZalkWMGfImQSqUCw3X79u0EgCpVqkQzZsxQqRv5y5cvacCAAblSQfj5+VFAQAAlJycX2D89PZ1GjRqVy02+T58+1K1bt1yB6BTzuYtEInJ1ddWovLsMBoOhDgMeQD8AYgDDAdQDsBrAJwD2+bQfCiAJgLViydFmNoAEAN0B1ADwA4AUABOy75sBOAOgL4A6AJoCuA7gZo5xogDMzTFXuWI+n0r0vbe3N69T5PomICCANm3aRACobt26+R4zc3V1JQC0adMmpcpUHMRiMdWqVYsA0JIlS9QmB4PBYHwOqampFBgYSOfPn1fJ+I8ePeJthsePHxfa/tixY7kWdT09PfNsywx4ZsB/FvHx8bRs2TKqVasWrVy5kq9PS0ujPXv2qOxMSXp6ukAGuVH96NGjIvV/+/Yt/zPHcfTNN9/wZ0569OhB9vb2eZ5rlxcLCwv65ZdfKCYmRunPxmAwGCVFTQb8DQCbctQ9AuCbT/uhABILGfMYAP8cdQcA7Cygz7fZz26vUBcFYGIJn08l+t7U1FSgX+RnIa9cuUIeHh60du3aPPtFRETwi8rx8fFKlak4bN26lV+w//Tpk9rkYDAYjM9hwYIFBIC6dOmisjl69OhBAGjkyJF53n/37h2tWLGC1q9fT2KxWOD1K99YzAtmwGuYQtdkOI6jK1eu0MCBA8nAwID/x/Xtt9+qfO4LFy6Qi4sL9e/fX1C/ZcsWCg0NLTQY3rt376hhw4ZUrlw5/kOD4ziaN28eNWvWLNdue85iaWlJY8eOpZSUFJU9I4PBYJSU0jbgARgAyALwfY76NQAu5dNnaHafVwDeZBvrrjnazMg2vmtnXzcA8A6AZwGydATAKT579hixAN4DuAPZzr5BMZ9R6fr+2rVrufTMkCFDitR3+vTphGKkKFIFmZmZVL16dQJAf/zxh9rkYDAYjM/l6dOn5ODgQAsXLlRZUO3g4GACQIaGhnm6w+/bt48AkK2tLWVlZdFPP/3EX8t1Q17HqZgB//kfLV+UAe/n50fOzs6Cj41GjRrR1q1bVbLynp6eLsglGxYWxq9EKe7C50dycjJdu3aNv+Y4jhwcHEhPT48uXLjA18l34JHt4qL4fDo6OtSqVSs6d+5cqUXLZzAYjJKgBgPeNnu+5jnqZwF4nE+fpgAGZRvlrQDsB5AG4CuFNiIAvtkGuST7z5kFyGEE4CaAwBz1kwC0AVAfMhf/eABbC3kmw2wdLy92ytb3DRs2zOU+f+7cuUL7SaVSqlq1KgGgffv2KU2e4rJx40YCQDY2NpSWlqY2ORgMBqMkqPr7nuM4atKkCQGguXPn5rqfkZFBnTt3pk2bNlFGRgYfnd7IyIjXEb17987VjxnwzIAvEn379iUAZGxsTD4+PhQWFqayudavX09mZmZ8yjYi2X+A7du3U0JCQr79xGIxHT9+nDw9PcnY2JgqVqzIu/JLpVLy9fWlLl26UFRUFK1du5bq1atH+vr6gmARyA4e4eHhQc+fP1fZMzIYDIYqUKMB3yxH/WwAkUUcQyd7d3ytQl1/AP9l/+kMYHD2LrpXHv31ARwGcLuw5wbQJ1teywLaLMi5O65Mfc9xXC6vL3t7e/r48SNt2LBBsHidk3PnzhEAMjMzK9JitipIT08nOzs7AkDr1q1TiwwMBoOhLch32S0sLApd8JRKpbx3k3xjUV9fP1c7Zet6HTC0lri4OJw5cwbLly9Hs2bNEBkZyd/75ZdfsGbNGkRHR8Pf3x9ubm5Km/fFixeClGwWFhZISkrCxYsX+TqRSIQhQ4bA0tJS0JeIcOPGDfz888+wtbVF9+7dsWfPHqSnp6NSpUp49eoVAFmKuI0bN+LkyZOoWbMmxo8fj0ePHkEikUAikQAALC0tsXTpUqSlpeHQoUNwcHBQ2jMyGAxGGSUBgBSy4HCKVIbM5b1QiIgDEAbgK4Xq5ZBFi/+biO4T0U4AqwDMVOwrEon0AewFUBNAJyo8nc717D8dC2jjC1mQPHmpWpTnKConTpwAx3GCusGDB+PgwYMYO3YsOnTokG/fnTt3AgD69u0LIyMjZYpVZP78809ER0ejWrVqGDFihFpkYDAYDGWRmZmJgwcP4vHjxyoZ//vvv4e9vT0+fPiAy5cvF9hWR0cHnp6eqFGjhnxBGRKJBKdPn1aJbDzKWAXQhoIysAP/8uVLmjlzJnXt2pVPvaZYJk6cqHIZBg8eTAAoMDCQr0tNTaVz586RVCrNt9+TJ09o/vz5gtRvAKhy5co0ZMgQGjZsGDk7O1NKSgodOHCAKleunOfZdj09PXJ3d2cpcBgMRplAjUHsNuaoe4h8gtjl0V8EmQH/l0LdewA/5Wg3E8AThWt9AIcARACoVMS5vkOOQHdF6KNUfa8Yfb59+/bk7u5Ojx8/pn/++Yfq169PixcvzrMfx3HUsmVLAkDBwcFKkaW4pKamUpUqVQgAbdmyRS0yMBgMhjIZOnQoAaDx48erbI6zZ8/SkydP8r0vkUjo33//pePHj1NGRgZxHEctWrTgdUXbtm0F7ZkL/ed/sGiFAZ+amkrXr1+nLVu20E8//SQ4M3fnzh2BMSsSiah27drUt29fWrFihSBie0nhOI4iIiJo48aNgry1CxYsIJFIRDNnzix0jLi4OFq3bh1/lkReTExMqHfv3jR69Ghyc3MT3HNzcyNdXd1chruVlRX5+vqqPYcug8FgKBM1p5HzgSyN3CrI0shVz76/Q9GYBzAfgDsABwAuAP6C7Jx7Y4U2AZAFuJOnkfsesvPrS7Pv6wE4ApmbfQMI08QZZLdpBtkZeBfIduj7AogGcKSYz6c0fS8Wi/no805OTnm2kUgkBY5x7969Ahe4Vcny5csJANWsWZPpTwaDUSY4fvw4bxuo6722efNmAkAuLi58nTzWCLKD4Cme12cGfBkz4D9+/EhLliyh/v37U926dXOds/Px8eHbZmZm0sJPPNEAACAASURBVKhRo2jjxo0UEhKi1AjrEomEoqOj+WupVEoVK1YkAHT9+nW+Pi4ujv77778ijam4EqWjo0MdO3akMWPGUOfOnfPM2V6+fHlBnampKQ0cOJBevnyptOdkMBgMTUIdBjzJdOIYyCK+ZwK4BaC1wr2LAAIUrldBFoE+E0AcgFPIfYa+PGT55F8BSAfwHMAiBeO8Rs6FWYXSNrtNQ8hc5hOzx4iE7Hy7STGfTWn6fteuXbwO27BhQ4nHK02Sk5PJysqKANC2bdvULQ6DwWAoBYlEQtbW1gSAjhw5ovL58gqc9/79e6pWrRpNnjyZMjMziYjov//+EwTYPnjwIN9e2bpeRDJlV+YRiUQVACQlJSWhQoUKpTq3VCrFs2fPcOfOHdy5cwc1atTAqFGjAAApKSm55KlcuTJcXV3h4uKC9u3bo3PnziqV7/Tp0+jTpw+cnZ0REhLC1w8YMABxcXFYuHAhmjdvnm9/IsKKFStw/Phx/P3337C2lh2t3LBhA/z9/VG/fn18/PgRZ8+eFZydzwszMzN07NgRs2bNgqurK0QikXIeksFgMDSQ5ORkmJmZAYAZFX4enFEElKnvq1Spgri4OBgZGWHatGkYMWIEqlatitDQULi5uUFHJ+9QQp8+fQIAlCtXrkTzl4TFixdj9uzZqF27Nh48eAA9PT21ycJgMBjKZMqUKfjjjz/Qu3dvHDhwQCVzPHjwAHPnzgUAHDx4MNd9juN4HZCYmIgaNWogKSmJv+/m5oawsDAAKtD1ylgF0IaCUtyBl0qltGnTJho1ahQ1adKETExMBLsNrVu3FrT/+eefydfXl06cOEGxsbEqlW3z5s3UunVrwarQixcvCABVqlSpSK4oKSkpdPnyZUFdo0aNcq3yL1q0SJBWoaBib29PS5Ys4aPQMxgMxpeAunbgy3JRlr7/+PFjLl3Vt29fevjwIe+WLt95ycmqVavIxMSEfvvttxLJ8LmkpqbyXnS7du1SiwwMBoOhKu7evUvIjvj+/v17lcwRGRnJewnHx8cX2r5ly5ZkYWEh8C7OysoiIuXrerYcWwLevn3L76oDwIwZMwDIIhIuXLgQsbGxfFsTExPUr18fLi4uaNasmWCctWvXKl02sViMkydP4ubNm/j111/5neyHDx8iODgYzs7O+P777wEANWrUwL179/D1119DV1c311hEhCdPniAoKAhBQUEIDg4GESEhIYHf3Rg+fDhq164NJycnSKVSXL58GRcvXkRGRgaMjY2Rnp6ea9xGjRqhf//+GDp0KKysrJT+O2AwGAwG43M5cuQIAMDY2BgODg6wsLDA0KFDERkZCTMzM3z99dcwMDDIs+/OnTuRlpaGihUrlqbIPCYmJjh27Bi2bduGfv36qUUGBoPBUBVym+rOnTv4+++/MWbMGKXPUadOHbi6uiI8PBwHDhzgvadzEhkZiczMTBw4cABGRkawtLREVlYWsrKycOnSJbRv317psjEX+mJw6NAhXL9+nTfa4+Li+Hu2traIjo7mr+fNmweJRAIXFxe4uLjA0dExT+NYWcTExCAlJQV16tQBAKSnp8Pc3BxisRhPnz6Fo6MsA09oaCju3buH9u3bF5h2LT09HRcvXuSN9hcvXgjuOzg44NChQ6hfvz4AoG3btrh06RIaNWqEhw8f5mmwA7KPiu7du2PevHn45ptvlPHoDAaDobUwF3rloywX+saNGyMsLAzGxsZISkqCvr4+fy8jIwMJCQmoWjV3xrqHDx/CyckJenp6iI2NZQvUDAaDoQJWr16NSZMmoXHjxrhx44ZK5li+fDmmTZuGNm3aCNJly9m0aRPGjBmDLl264MSJEwBkaegOHz4MAPjxxx+xd+9epet6tgOfg0+fPuH+/fu4c+cOoqOjsWjRIv7eypUrceXKFf5aR0cHderU4Y10qVTKG+kLFy5UmYzyRRf5rrqfnx9GjhyJ7t2749ixYwBkOwb9+vWDsbGx4Bx548aN0bhx4zzHffHiBU6cOIGgoCCcP38eGRkZ/D0DAwO0atUKX3/9NTIzMxEaGgorKys8ffoUCxYswLVr1wAAt27dyjWusbExWrZsiXnz5qFly5bK+SUwGAwGg6EiYmNj+bOLXbt2FRjvAGBkZJSn8Q78P/d7t27d1GK8Z2RkqC3nPIPBYJQWnp6emDJlCkJDQxEZGYm6desqfY5+/fph2rRpCA4ORnR0NOzs7AT3O3XqBD09PRgZGfF24JAhQ3gDfv/+/RCLxUqX64s34K9evYpLly7xu+rPnj0TGMgzZszgg9DIA73JDfZvvvkGJiYmpSrv5MmTsXfvXmzbtg0dO3YEAD7YW2pqqqDtjh07ijQmEcHNzQ23b98W1FetWhVt27aFhYUF3rx5g/Pnz+PcuXP8/XHjxuH69euCowJyDAwM0KlTJ0ydOhWtW7dmwegYDAaDoTUMHTqU/9nMzAxxcXGoXLkyUlNTYWpqmm8/juOwa9cuAMDgwYNVLWYu4uPj4eTkhCFDhmDRokXMkGcwGGWWKlWqoGvXrjh27Bh27NiBxYsXK30Oe3t7tGjRAlevXsXevXsxadIkwX1HR0e8e/cOFhYWAICbN29ixIgR/H0iwrp16wR1SkEZB+m1oSA7qM348eMFgdq8vb1zBamxtbWlbt260axZs1QWGKEwPnz4QKtWraLx48cL6gcOHEgAaO7cuXxdVlYWffz4sUjjpqSk0IYNG2js2LGC+u+++450dXWpVatW9NNPP9HIkSP5wHQ5i56eHh8cR7FUqFCBevfuLUg7x2AwGIz8YUHsVKfvSxLELmcA1m//1959h0dR7Q0c//5IQoCQRiciKKFJ4AYMRUGqWGgCSglBBVFfEb0I9/G13nsBFfFi48VyAQtipAoiCgjIRUCUjgLSDUVKCkgLPSHn/WM2ezfJprIlyf4+z7MP7MyZOb8zu9mZM3NKy5bm6tWrpnr16qZTp05Zpl11tHLlSgOY0NBQc+nSpSLnX1QTJ040gGnRooXTqY+UUqo0+fLLLw1gatWqZR8wztXef/99+3kgP+fPnzdBQUFZzh/NmzfXaeSKKrNPHMD27dtp2rQpADNnzmTx4sX2p+rR0dFUq1bNo7FduXKFzZs3ExQURLNmzQDrLnpmHCdPnqRy5cqAdWcnNTWV1q1b5/v0PyUlhfXr11OmTBl69OgBwIULFwgJCSEjI4MDBw5w8803A/Dee+/xww8/sHr1ak6dOlWguAMCAmjQoAGxsbH06dOHqKioIpVfKaV8lfaBd73r7QO/du1a2rVrl2XZxIkTadmyJW3btqVq1aocP37c6bRsQ4cOZdq0aTz++ONMnTq1qEUoMmMMS5cuJTg4WLusKaVKvcuXL1OzZk3OnDnDihUruPPOO12eR0pKCr169aJ///4888wzuU4feu7cOc6fP89zzz1nb4kF4Ofnx9GjR6lZsyZoH/iiefzxx7M0KYuLiyMuLs6jMVy4cIHy5cvbvwDjxo3j1Vdf5eGHH2b69OkAVK1alWHDhnHzzTdnaX7eokULp/tMT09n+/btrFu3zv7KHHiudevW9gp8hQoVGDBgABcvXrSPnnv27FkWLVrE8uXLAatvv/nvk4wsypUrR2RkJA899BDDhw8nODjYRUdFKaWU8r7Ro0dnee/n50dsbCzVq1fn0KFD7Nu3L9c51UePHk29evW4++67PRFqDiJC165dvZK3Ukp5Wrly5YiNjWXy5Ml8/vnnbqnAV6tWzT7WV24+/fRTnn76aWJjY4mLi2PGjBmEh4dTtmxZkpOTWbZsmUtj8rkK/FtvvXVdo9IWVkZGRpY7Nffccw8rV65k48aNNG/eHIA77riDatWqZT6Fsfv3v/+d635TUlJYt24d69evZ926dWzatImLFy/mSHfLLbfQuHFjq7mFCNeuXWPRokWkpqYSGhrKpk2b2LNnD8YYypUrx+XLl8nIyMiyjzp16tCvXz969erF7bff7tbR9JVSSilvMcawevXqLMu6dOlC9erVAet8WKdOnVy3r1OnDi+99JJbY3Tm5MmT+Pv7ExYW5vG8lVLKm4YNG0ZUVBSxsbFei6Fhw4ZcunSJHTt2MHnyZKpUqcLJkyfp1KkTycnJLj8v+FwF3h0uXLhAQkICERER9hFnN2zYwIABA6hcuXKWkdn9/PxIT09n06ZN9gp8ly5dSEpKKtBAb0uXLuWpp57KMa0bWAPttGjRgjp16uDv78+JEyfYuHEja9asQUSYM2cO77zzDqmpqUDOQe4yR50XESIiIujfvz8jRozgpptuKtJxUUoppUqSGTNmcO3atSzLBg4c6KVoCu4f//gHs2bN4oMPPmDQoEHeDkcppTwmOjqa6Ohot+dz5swZFixYQNu2bWnQoEGWdW3atGHjxo20aNECEaF///58+OGH7Ny5E7Cm+3Yln+sDfz3zwp4+fZqlS5dy/vz5LKMJ3n333Xz//fd8+umnPPLIIwDs3buXRo0aUbFiRc6dO2evnO/cuZOKFSvmeQc/00cffcQXX3zBsGHD7BcQGzZs4LbbbgOsp+tRUVGEhoZy8eJF9u/fz7Zt20hLS8uyH39/fyIjI9m3b5/TZvFgNQ9p06YNQ4cOpVu3bvqUXSmlPED7wLve9ZzvY2JisszIEhgYSEpKCk8//TQVKlTgueeeo27dujm2S05O5rHHHuPBBx+kf//+Hp155dChQzRo0IC0tDRWr15N+/btPZa3Ukr5ir59+zJ//nxefPHFfEe8//nnn2nbti0ikr3upX3gXSmziXmmzz77jGXLlvHQQw/RrVs3wJoXNi4ujpCQEB577DF7+sjISLZs2ZKlCXvdunVZu3Yt9erVy5JP5kBvV69eZf/+/ezevTvL67vvvqNGjRoA7N+/nzVr1tCoUSN7Bb5GjRoMGjSIpKQkfvnlF3bv3p1v2dLT09m7d2+WZZUrV6ZFixb069ePgQMHenw6PKWUUqo4SU9PZ9u2bVmW9ejRg6tXrzJr1izS09MZOXKk021nzZrFokWLOHHiBAMGDPBEuHavvvoqaWlpdOnSRSvvSimf9fHHH/PZZ58xY8aMAj0oLaz+/fszf/58Zs+ezbhx43K9UWuMoVmzZtx0000cOnTI5XGAD1bg//jjD6pUqWKvJB85coTu3btz+vRp/vjjD/uHsW7dOmbPnk39+vXtFfi6detyxx13UK9ePa5cuWIfDG/SpEk5+qsHBATQtm1bUlNT2bx5c46KekJCQo5megC7d++2x9aoUSPuuusuezONixcvsnXr1iwjGxZEQEAAjRs3pnXr1nTv3p1OnTrp4HNKKaWUg2nTpuU4L8fFxREeHs7SpUvtN9SdiY+PBzw/9/vvv/9uH/z2lVde8WjeSilVnMycOZOffvqJ+Ph4/v73v7t8/z169CAoKIiDBw9maRHtaO7cubz00kv2B6Tjx48nODjY3n3ZVXyuCT1Yo8SOGTMGsCrFQUFBQNbp2pYvX8727dvp0KEDLVu2zHPfxhhSUlK4ePGifVq2M2fO0LRpU44ePZrrdsHBwURGRlKlShUCAgK4cOECb775Ji1btiQ5OZmxY8cyefJkatWqBWDfV2BgIGBNP+dM+fLladKkCc2bN6dTp0706tWL8uXLF+QwKaWU8iBtQu96RW1CX7duXQ4ePGh/HxISQnJycpaZa5zZtWsXUVFR+Pv7k5iYaB8LxxMefvhh4uPj6dq1K0uWLPFYvkopVdwsWrSIPXv2MGjQoMwp21xu0KBBzJw5k2eeeYaJEyfmWD9//nz69u1Lw4YNmTdvHk2bNqVMmTKOA4S75FzvcxX4gIAARowYwVtvvWVft2LFCmrXrk1kZGSufb8vX77MsWPHOHbsGEePHqVNmzb2wd2mTJnCsGHD6NmzJ9988w1gVeorVarEmTNnqFatGrVq1SIsLIyAgAAuX77MyZMnOXToEBcuXMiSz7vvvouI5NpMz5mgoCCioqLo3LkzQ4cOpV69eh7tf6eUUqpotALvekWpwDu2qss0ZMgQpk2blu+2L774Im+88Qb33XcfCxcuLErIRbJnzx6ioqLIyMhg06ZNuU4zq5RSyjUWLVpEz549qVGjBkePHs1Rb7x69Spz5szh/vvvJygoiOjoaLZv3+5Yidc+8EWRnJxMeHh4lmUxMTEcO3aM77//3l5Bd6ysHzt2jD///DPLNtOmTWPIkCEA9qfuKSkpWdLUq1ePhIQEUlJScqzLzt/fn5o1azJ69GjOncv9cw0ODqZ+/fr2ud27dOlin89dKaWUUoXneFM/U1xcHPHx8Zw4cYK4uDh79zZHGRkZ9m5tnm4+P2bMGDIyMujVq5dW3pVSygPuvvtuwsPDSUpKYvXq1XTu3DnL+rJly2Y5FwwaNIjt27e7/MGqz1Xgx44dS82aNXn++eftyyIjIzl9+nS+25YtW5bQ0FDKlStHUlKSfXlmv4aTJ08ybdo0Dhw4wKFDh0hISLDv19/fn/T09Fz3nZ6ezpEjR+zvK1SoQMWKFalfvz4tW7akW7dudOjQQSvrSimllIvNnDkzy/tq1arRsWNHmjVrxq5duwgLC2Po0KE5tlu9ejVHjhwhNDSUHj16eCpcduzYwZw5cwDt+66UUpnS0tKYNWsW8+fPZ86cOfl2gSqssmXL8sADD/DJJ5+wdevWHBX47GJjY/nyyy85fvy4S6eSK1ITehEZDvwvUBPYCYw0xvyYS9ohgLM2aOWNMZcLuk8RCQTeAgYC5YH/AMONMbl3Ms8ah70PfOPGje3z8gHUqVOHkydPEhQURGBgICLCtWvXuHTpEufPn88xLRvAyy+/zG233cbTTz/N4cOHCxKCU+XLl+eGG24gODiY9u3b07t3b5o0aeLRPnRKKaW8Q5vQu15hm9BfuHCBsLAw0tPTqV+/PiNGjCA4OJgHH3yQqVOnMnfuXBYsWEBYWFiObVetWsXLL79MkyZNmDJlihtK49z999/PggUL6NevH3PnzvVYvkopVZxlZGRw0003ceTIEebOnUu/fv1cnsfhw4cJCAggIiIi1zRfffUVn376KaNGjeLOO+9kwoQJmQ+PvdMHXkQGAPHAcOAn4AngMaCxMeYPJ+mHAP8HNHRcboxJckiT7z5F5N9AT2AI8CfwNlAJiDHG5BzOPWccIcBZf39/QkNDmTp1KmfOnOHUqVO8/fbbWZ6o57MfQkJC8Pf3z9GsPq9typYtS1hYGFFRUTRp0oQePXrQokWLHM35lVJK+Q6twLteYSvw06ZNsz9dX7BgAb179y50nunp6fj7e6ZR49atW4mJiUFE+O2332jcuLFH8lVKqZLg5Zdf5vXXX6d79+4sWrTIKzE8+eSTTJ48mUcffZSPP/6Yffv20bBhQ/BiBX4DsNUY86TDst3A18aYF52kHwJMNMbkvHVdwH2KSChwAnjIGDPHtj4COAJ0M8YsK0Dc9ifwuaynqAP6lSlThnLlyhEeHk5YWBg33ngjMTExtG7dmttvv12fpiullHJKK/CuV9gKfOZ4NRERERw4cMA+00tx1aNHDxYvXsygQYP44osvvB2OUkoVK3v37qVRo0b4+flx7Ngxqlev7ra8zp8/T8WKFXMs37hxI0uWLCE2NpZGjRpx5MgRateuDd4YxE5EygIxwBvZVi0H2uSxaUUROQz4Ab8C/zDG/FKIfcYAAbZlABhjjovIb7Y0OSrwtib3jmfhPCc+z155FxECAgKoV68eQUFBBAUF2aeYa9KkCR06dOCGG24gIiLC6QenlFJKqeItMTGRhIQEwDrvjx07lqeeeorTp09z6NAh7rnnHgICApxu++2333r8Jv3p06fZtm0bfn5+jB492mP5KqVUSdGwYUNat27Nhg0bmDlzJqNGjXJ5HqdOnaJ///5s3ryZ48ePU6FChSzrW7VqRatWrezvhw8f7tL8C9veqwpWJTw52/JkIOfwrJY9WM3edwAhwDPATyISbYzZX8B91gCuGmOyjzSXV74vAjnObjExMYSHh+Pv709YWBg1a9akevXqVK1alVq1ahEZGUmtWrWK/R14pZRSSl0fx3l8jx07xvjx43nwwQeZNGkSH330EcOHD+eDDz7IsV1ycjJ9+vShTJkyHD582G1zDmcXHh7O/v37Wbt2LfXr1/dInkopVdIMHjyYDRs2MH36dLdU4MPDw0lISODs2bMsXrw43772999/v0ub8xe1w1b2tubiZJmV0Jj1wHp7QpGfgK3AX4ERRdlnAdOMB95xeB8MHF25cmWB54VVSimlVOm1YsUKAG699VbatGmDiNC4cWMiIiKoXr06DzzwgNPtZs+ezbVr14iJifFY5T1TuXLl6NKli0fzVEqpkmTAgAGMHDmSbdu2sW3bNqKjo126fxEhNjaWN954g1mzZjmtwBtj2LhxI1999RV/+9vfXJp/mUKmPwlcI+dT72rkfILulDEmA9gEZN46Lsg+k4CyIpJ9xLdc8zXGXDHGnMt8AakFiU8ppZRSpV9iYiJbt24FoGnTprz33ntMmjQJsOZYP3r0KB07dnS6bXx8POC5ud+NMSxZsoRr1/Ids1cppXxepUqV6NmzJwCff/65W/IYOHAgAEuWLOHs2ZzDrBljuP/++5kwYQKrV692ad6FqsAbY64CW4C7sq26C/i5IPsQayb7ZkBiIfa5BUhzTCMiNYEmBc1XKaWUUiqT4/zpTzzxRI71/v7+lCmT8zJp165dbNmyBX9/f2JjY90aY6aVK1fSvXt3YmJiSE9P90ieSilVkg0ePBiAGTNmuOV3s2nTptxyyy1cuXKFBQsW5FhfpkwZHnnkEQYOHEjVqlVdmndhn8CD1Sz9MREZKiK3iMi7QG1gMoCIfC4i4zMTi8hoEblHROqKSDPgE6wK/OSC7tMYc9a23dsicqeINAe+wOpXv6IIZVBKKaWUD/v4448Bqynk4sWLOXz4MOfPn2ffvn15bpf59L1r164eG8AuJSWFSpUq0b59e49NV6eUUiXZvffeS9WqVUlOTmb58uX5b1BIImJ/Cj979mynaV577TVmzpxJTEyMS/MudAXeNo3bSOCfWCPKt8eayu2wLUltwLFDWBgwFdiNNYr8DUB7Y8zGQuwTYBTwNTAXa674i0DPgswBr5RSSimVafPmzfYnMsYYxo0bx+LFi5k3bx4NGza0X5Rll5GRwYwZMwDPNZ8Hq6nmwYMHGTNmjMfyVEqpkiwgIIC4uDgApk+f7pY8MlthrVixghMnTrglD2eK8gQeY8yHxpibjDGBxpgYY8wah3UdjTFDHN6PMsbUsaWtZoy5xxizrjD7tK2/bIz5qzGmsjGmgjGmpzHmSFHiV0oppZTv+uc//5nlvZ+fH/369SMhIQE/Pz+ioqKcbvfbb7+RmJhIaGiovX+lp4SEhFCpUiWP5qmUUiVZZjP6hQsXcvp09snMrl/9+vUZPnw4U6ZMoXz58rmmO3nypEvzlezzn5dWIhICnD179qyOQq+UUqpYOHfuHKGhoQChtgFX1XUqyPk+MDCQq1ev2t/fe++9fPfdd4DVXN3Pz4/KlSs73fbEiRNs376dO++80+WxZ7dq1SrOnTtHz549sYYQUkopVVDGGP7yl79w4MABvv32Wzp37uzxGPbs2UNUVBQZGRngonN9kZ7AK6WUUkqVREuWLMlSeQfszSwBqlWrlmvlHaBq1aoeqbxnZGQwcuRIevXqZR8dXymlVMGJCLNnzyYpKckrlXeAhg0bUqtWLZfuU5/AK6WUUl6iT+BdL7/zfXR0NNu3b7e/L1euHCkpKfj7++fZBDItLY2AgAB3hOzUvHnz6NevH8HBwRw8eDDPmwpKKaW8Jykpiblz51KtWjWns5McOXKE2rVrgz6BV0oppZQqOGMMu3fvzrKsZ8+eJCYmUqVKFR5++OHMZo459OnTh/bt27N582a3x3nt2jVGjx4NwKhRo7TyrpRSLuDqvuiZvv76a5555hnefPNNp+ttN+pdRivwSimllPIJCxcuJC0tLcuyuLg4vv32Wy5evMiJEyeczv2enJzM0qVL+fHHHz3Sim/OnDns2rWLsLAwRo0a5fb8lFKqNNu3bx/R0dG0aNEi15u016Nv3774+fmxdevWfKcidQWdTFQppZRSPuH111/P8j40NJSuXbtStmxZ2rVrl+tAcbNnz+batWu0atWKBg0auDXG9PR0xo4dC8Czzz5LWFiYW/NTSqnS7sYbb+Tw4cNcunSJ3bt35zrTSFFVqVKFu+66i6VLlzJ79uwcM524mj6BV0oppVSpZ4xhy5YtWZY98MADBAYGIiK0atWKli1bOt02Pj4e8Mzc7zNmzGDfvn1UrlyZESNGuD0/pZQq7cqXL8/XX39NYmKiyyvvmQYOHAjArFmzcPcYc1qBV0oppVSpN3369BxNJx1Hn8/N7t272bJlC/7+/k4HJ3KltLQ0XnnlFQCef/55goOD3ZqfUkr5io4dO1KpUiW37b93794EBgayZ88etm3b5rZ8QCvwSimllPIB2QcXqlGjBnfccQft2rVjzJgxpKamOt0u8+l7165dqVKliltj/Oyzzzhw4ADVq1fnqaeecmteSinlqy5fvuzyfYaEhNC9e3fAegrvTlqBV0oppVSplpGRwe+//55lWWxsLGvWrGHt2rW8//77lCtXzul2M2bMANzffP7KlSu8+uqrALzwwgtUqFDBrfkppZSv2bx5M7fffjv33XefW/Y/cOBAypYty/nz592y/0w6iJ1SSimlSrV169Zx9epVAIYOHUpcXBx16tShRo0axMfHk5qa6nSO94yMDF5//XXmzZtHz5493Rrjxx9/zJEjR4iIiGDYsGFuzUsppXxR5cqVWb9+PSLC0aNHqVWrlkv337NnT5KTk90++Ki4u5N9cSEiIcDZs2fPemQKGKWUUio/586dy5wfNtQYc87b8ZQGzs73ffv2Zf78+YgIJ06cKHbzql+6OkVr3AAAEYZJREFUdInIyEgSExP54IMPGD58uLdDUkqpUqlDhw6sWbOG8ePH88ILL3gkT1ef67UJvVJKKaVKrfT0dL755hsAunTpUuwq72BV4Hv06EFkZCSPPvqot8NRSqlSa/DgwYA1sKk7H2QnJCSQnp7uln1rBV4ppZTyQSIyXEQOishlEdkiIu3ySDtERIyTVzmHNP4i8pptn5dE5ICI/FNEyjikEREZIyLHbWlWiUhUtrzCRSReRM7aXvEiUuT2iJ9++ilpaWkA/Pzzz4wYMYK0tDTGjRvHzJkzuXjxotPtli1bxoQJEzh27FhRsy6wSpUqMXXqVHbu3ElgYKDb81NKKV/Vt29fypcvz549e9i8ebNb8ujWrRv16tVj1apVbtm/VuCVUkopHyMiA4CJwDigOfAj8J2I1M5js3NATceXMcZxKN/ngWHA08AtwHPA/wJ/dUjzHPA3W5qWQBLwvYg4zpc2E2gG3Gt7NQPii1RQYO7cufb/X7hwgR9//JHU1FTGjh3LoEGDOHjwoNPtJk2axPPPP8+HH35Y1KwLTSvvSinlXiEhIfTp0wewnsK7w4033gi4bzR6rcArpZRSvudvwCfGmI+NMbuNMSOBI8CTeWxjjDFJjq9s628HFhpjFhtjDhlj5gHLgRZgPX0HRgLjjDFfGWN+AwYDFYA4W5pbsCrtjxlj1hlj1gGPAz1EpGFhC5mens6GDRsA6NevHx9++CGvvfYaxhheeOEFevfuTVRUVI7tkpOTWbZsGeDe0edTU1N5+OGH2bFjh9vyUEoplVVmM/pZs2Zx5coVl+9/4MCBAMyfP98t+/e5UejPndMxgpRSShUP3jgniUhZIAZ4I9uq5UCbPDatKCKHAT/gV+AfxphfHNavBYaJSANjzD4RiQbuwKq0A9wM1LDlA4Ax5oqIrLblOwXrJsBZY8wGhzTrReSsLc1eJ+UJBBwfXQeDdWx/+OEH+3Q+nTt3Ji4uzp7o2WefJTNddtOnT+fatWs0b96ciIgIt31OEyZMID4+ng0bNrBx40asexxKKaXcqWXLltSsWZPExES+/PJLl08rFx0dTY0aNUhKSuKrr76iXbtce6gViS+NQn8T4LydnFJKKeVdNxtjDnkiIxGJAI4BbY0xPzssfwkYbIzJ8aRbRG4D6gE7gBDgGaAbEG2M2W9LI8DrWE3pr2FV9F82xoy3rW8D/ATcYIw57rDvqUAdY8w9thiGGGMaZMt/HzAtc1/Z1o0BRhfxcCillFKe4pJzvS89gT9l+7cWkOrNQDwoGDiK75TZ18oLvldmLW/p52tlzizvqfwSukH2O/jiZJmV0Jj1wHp7QpGfgK1Y/dtH2BYPAB7Eag6/E6vv+kQROW6McexomF++zmLINTZgPPBOtmWV8M4xzYuvfbddQY9Z4ekxKzw9ZoWnx6xwXHqu96UKfKZUX5lr16Epnk+U2dfKC75XZi1v6edrZfZSk+mTWE/Ia2RbXg1ILsgOjDEZIrIJqO+w+E3gDWPMbNv7HSJSB3gRmI41YB22fBNzyTcJqO4ky6q5xWaMuQJk72RY7L47vvbddgU9ZoWnx6zw9JgVnh6zwnH1uV4HsVNKKaV8iDHmKrAFuCvbqruAn3NukZOtuXwzslbEKwAZ2ZJe47/XGgexKuj2fG398Ts45LsOCBWRVg5pWgOhBY1NKaWUKs188Qm8Ukop5eveAeJFZDNWpfl/gNrAZAAR+Rw4Zox50fZ+NFYT+v1YfeBHYFXgn3LY57fAyyLyB1YT+uZYo91/CtYQ9iIyEXhJRPbb9vUScBFr6jiMMbtFZCnwkYg8YdvvVGCRMSbHAHZKKaWUr/GlCvwVYCw5m9mVZr5WZl8rL/hembW8pZ+vldkr5TXGzBGRysA/seZ0/w3oZow5bEtSm6xP08OwKtI1gLPAL0B7Y8xGhzR/BV4FPsRqFn8ca2T5VxzSTADK29KEAxuAu40xjn0oBwGT+O9o9d9gzRtf0vnad9sV9JgVnh6zwtNjVnh6zArHpcfLZ0ahV0oppZRSSimlSjLtA6+UUkoppZRSSpUAWoFXSimllFJKKaVKAK3AK6WUUkoppZRSJYBW4JVSSimllFJKqRKg1FXgReRFEdkkIqkikiIiX4tIw2xpaohIvIgkicgFEdkqIn29FfP1KGB5I0VkgYicEJFzIjJXRKp7K+brJSJPish2W1nOicg6EenqsD5QRN4TkZO2z/cbEanlzZivRwHK+z8issq2zohImDfjvV55lVdEKtk+270iclFE/hCRSSIS6u24r0cBPuMpIpIgIpdsf8cLRaSRN2O+HvmV1yGdiMh3tu91b2/E6goF+HxX2cro+JrtzZiVa9jO0ZnT5zkuv11EVtrOUWds34Hy3oqzOHF2zErTdZsriMgYJ78ZSQ7rxZbmuO28sUpEorwZs7fldcxEJEBE/iUiO2zfr+Mi8rmIRHg7bm/K73uWLe0U2/qRno6zOCnIMRORW2x1k7Ni1d/Wi0jtwuRT6irwQAfgA+A24C6sqfKWi0iQQ5p4oCFwH9AU+AqYIyLNPRyrK+RZXtu/ywEDdAbaAmWBb0WkpH7+R4EXgBa210pgocPJaSLQB4gF7gAqAotExM8LsbpCfuWtACwFXvdOeC6XV3kjbK9nsf52hwD3Ap94JVLXye8z3gI8AtwC3AMI1t95af1OZxqJ9dtV0hWkvB9hTeeW+Xoi+05UySIiLYH/AbZnW3471m/2cqAV0BJ4n6zT9vmk3I4Zpeu6zVV2kvU3o6nDuueAv2FNv9gSSAK+F5FgTwdZzOR2zCoAt2JNg3krcD/QAGsKS1+X1/cMANsN9tZYU4eqPI6ZiEQCa4E9QEcgGut7d7lQORhjSvULqIp1AdjeYdl54KFs6f4EHvV2vK4uL3A3cA0IcUgTbkvTxdvxurDcp4BHgVDgKjDAYV2E7Rjc4+04XV3ebMs62j7XMG/H54nyOqzrhzWvpr+34/Rgmf9i+6wjvR2nu8prO6kdwZp33AC9vR2ju8oLrAImejsmfbn0860I7AO6ZP98gfXAq96Osbi98jlmpfa6rYjHagzway7rBEgEnndYFgicAZ7wduzF8Zjlkr6l7dxT29uxF+djBtyAdZM6CjgEjPR23MX5mAGzgfjrzaekPoEtjMymtacclq0FBojVHLeMiMRi/bit8nRwbpC9vIFYP0BXHNJcxrrTf4cH43ILEfGzfX5BwDogBgjAerIBgDHmOPAb0MYrQbqQk/KWagUsbyhwzhiT7rnI3Ce/Mtta1TwCHMSq4JZozsorIhWAWcDTxhinzfVKqjw+30FidfvZKSJv6ZOyEu8DYLExZoXjQhGphvWkKkVEfhaRZBFZLSIl/nzsAk6PmU1pvm4rqvq2pt4HRWS2iNS1Lb8Z68an43XQFWA1peA66DrldsycCcW6fj7jodiKq1yPma0lbzzwpjFmp/dCLHacHjPb8eoO7BORZWJ1fd4gRegi6O/qiIsTERHgHWCtMeY3h1UDgDlYd2/TgYtAH2NMguejdJ1cyrseuAD8S0Rewroz+y+s7hM1vRKoC4hIU6yL33JYd+b7GGN2iUgz4Kox5nS2TZKxTmglUm7l9W5U7lPQ8opIZeAfwBTPRuh6+ZVZRIYDE7AqfnuAu4wxV70RqyvkU953gZ+NMQu9FZ+r5VPeGVg3ZJKAJsB4rBYId3khVHWdbJXLGKzuEtllXvyOweoK9CvwMPAfEWlijNnvkSCLmXyOGZTS67brsAHre7MPqA78HfjZ1i0n81onOds2yUAdj0VY/OR6zIwxfzomFJFywBvATGPMOY9HWnzkd8yex/p7nOS9EIudvP42A7BaGr1gW/48VjfQr0SkkzFmdUEzKdUVeKw+ZX8h55Pm17CakXcBTgK9gS9FpJ0xZodnQ3SpHOU1xpwQkX7Av4ERWE/eZwFbsZqVl1R7gWZAGPAAMF1EOuSRXijZfWmdlrcUV+LzLa+IhACLgV3AWK9E6Vr5lXkG8D3Wjbdngbki0tYYU7h+U8VHbn/D9bDG6yhtfVtz/XyNMR85pPtNRPYDm0XkVmPMVm8Eq4pGRG4E/g+4O5e/zcyWj1OMMdNs//9FRO4EhgIveiDMYqUAxwxK73VbkRhjvnN4u0NE1gEJwGCsBzeQ85qnpF8HXZd8jtk7mStEJACrmXMZYLhHgyxm8jpmIrIaeAa41djahqt8v2eZg9MuNMa8a/v/ryLSBhiG1UqmQKS0HnMReQ/rB769Meagw/JI4HegiWNzDxFZAfxujBnm8WBdILfyZktTBUg3xpwRa0TEt40xb3oyTnexfX4JWHfo/wNUcnwKLyLbgK+NMaO9FKJLZZbXGPOEw7KOwA9AuDGmVDX5yl5eW/PiZVhPYXqU4Epsrpx9xg7rygKngceMMbM8HpwbOPwNX+K/Nxsz+dne/2iM6ej56Fwvn89XsLo9PWSMmePx4FSR2ZpCLiDrDXI/rIpTBtZAbL9jfbZfOGw3B+v8PMiD4RYLhThmpeq6zdVE5Hus4/Qm1m/prcaYXxzWLwTOGGMGeynEYifzmBljnrS9DwDmYrWU6Zz9ybzK8j3bi3Xjw9m5+ogx5ibPR1c8ORyzZ7BaRY81xrzmsP5fwB3GmLYF3Wep6wMvlvexRpDs7KQyW8H2b/bRXq9RAo9HAcprZ4w5aau8dwaqUbpG1xSs/nBbgDQcmp6KSE2sZqk/eyc0t8gsr6+wl9f25H051mCF95XGyrtNfp9xafsOZJbnDayWRM0cXgCjsPr+lxZ5fX6ZTe0SPReOcpH/YI047Pj93YzVgqYZcABrpOaG2bZrABz2XJjFSn7HrFRdt7mDiARizVKSyH+74zheB5XFmrWoNF0HXZdsx8yx8l4fa5Bnrbxnk+2YxZPzXH0c6wbSPd6KsbhxPGa2bo+bcMHvf2lsQv8BEAf0AlJFJLMv0FljzCWsvqO/A1NE5Fms/lS9sX7oengh3uuVX3kRkUeA3cAJ4HaspmrvGmP2eiHe6yYirwPfYQ3gFYw1XVxH4F5jzFkR+QR4W0T+xBrM7y1gB+BsYJxiL6/y2tbXwOrzVs+2SVMRSQX+MMacyrHDYi6v8tqevC/HuqB7EAixVegBThhjSmS3kHzKXBer/+dyrL/hG7D6TV0Clngj3uuVz99wEtbFp2N6sL7Pud6gLM7y+XwjgUFYn+VJoDHwNvAL8JM34lVFZ4xJxRo01U5ELgB/Zo5NIyJvAmNtLcN+xWpa2QjwyXnN8ztmtopVabpuu24i8hbwLfAH1gOZvwMhwHRjjBGRicBLtu44+4GXsFqszfRSyF6X1zETEX9gHtYUcj0AP4fr6VMlebyZ65HP9+xPrL9Fx/RpQFJJrV+4Ql7HzJbkTawpMNdgtZq9F+iJdU1QYKWxAv+k7d9V2ZY/AnxmjEkTkW5YT3m+xRpM4HdgsDGmJF4M51le2/8bYg2KVAlriodxWINElVTVse781QTOYs0Xe68x5nvb+lFYg2rMBcpj3d0fUlIrd+Rf3mGAY9eANbZ/Hb8DJUmu5bV1E2htS/d7tu1uxvp+l0R5lTkCaIc1J3o41kBEa4A2xpgUL8V7vfL7Tpc2eX2+NwJ3YjWtq4hVyV+M1cSupP5mqTwYYybaBsl6F+u8vA1rUEpfHZAtT6Xwus0VamGNZ1QF68bueuA2Y0zmU7wJWNc/H2KdNzZgjTGQ6oVYi4tcj5mI3ATcZ0v3a7btOuG7sx3k9z1TOeV5zIwxC0RkGNZ4J5OwuiI8YIxZW5hMSm0feKWUUkoppZRSqjTRvkNKKaWUUkoppVQJoBV4pZRSSimllFKqBNAKvFJKKaWUUkopVQJoBV4ppZRSSimllCoBtAKvlFJKKaWUUkqVAFqBV0oppZRSSimlSgCtwCullFJKKaWUUiWAVuCVUkoppZRSSqkSQCvwSimllFJKKaVUCaAVeKWUUkoppZRSqgTQCrxSSimllFJKKVUCaAVeKaWUUkoppZQqAf4fnKr+3IOtwbgAAAAASUVORK5CYII=\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"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<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": [
|
|
"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
|
|
}
|