mirror of
https://github.com/smyalygames/FiniteVolumeGPU.git
synced 2025-05-18 14:34:13 +02:00
768 lines
1.1 MiB
768 lines
1.1 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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"%config InlineBackend.figure_format = 'retina'\n",
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"\n",
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"#Python 2.7 compatibility\n",
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"from __future__ import print_function\n",
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"\n",
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"#Import packages we need\n",
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"import numpy as np\n",
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"from matplotlib import animation, rc\n",
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"from matplotlib import pyplot as plt\n",
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"#import mpld3\n",
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"\n",
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"import pyopencl\n",
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"import subprocess\n",
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"import os\n",
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"import gc\n",
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"import datetime\n",
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"\n",
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"try:\n",
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" from StringIO import StringIO\n",
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"except ImportError:\n",
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" from io import StringIO\n",
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"\n",
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"#Set large figure sizes\n",
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"#rc('figure', figsize=(16.0, 12.0))\n",
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"rc('animation', html='html5')\n",
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"\n",
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"#Finally, import our simulator\n",
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"from SWESimulators import FBL, CTCS, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, CDKLM16, DataOutput, PlotHelper"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Using GeForce 840M\n"
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]
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}
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],
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"source": [
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"#Make sure we get compiler output from OpenCL\n",
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"os.environ[\"PYOPENCL_COMPILER_OUTPUT\"] = \"1\"\n",
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"\n",
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"#Set which CL device to use, and disable kernel caching\n",
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"os.environ[\"PYOPENCL_CTX\"] = \"1\"\n",
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"os.environ[\"CUDA_CACHE_DISABLE\"] = \"1\"\n",
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"os.environ[\"PYOPENCL_COMPILER_OUTPUT\"] = \"1\"\n",
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"os.environ[\"PYOPENCL_NO_CACHE\"] = \"1\"\n",
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"\n",
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"#Create OpenCL context\n",
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"cl_ctx = pyopencl.create_some_context()\n",
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"print(\"Using \" + str(cl_ctx.devices[0].name))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Misc plotting setup\n",
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"\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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"#plt.rc('font', size=18)\n",
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"#plt.rc('xtick', labelsize='large')\n",
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"#plt.rc('ytick', labelsize='large')\n",
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"#plt.rc('legend', fontsize='medium')\n",
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"plt.rc('legend', markerscale=1.0)\n",
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"plt.rc('lines', markersize=6)\n",
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"plt.rc('lines', markeredgewidth=1.5)\n",
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"plt.rc('savefig', dpi=200)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"def save_figure(fig, stem):\n",
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" fig_filename = \"convergence_smooth1d_\" + stem + \".pdf\"\n",
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" \n",
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" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
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" \n",
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" #ax = fig.gca()\n",
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" #pos1 = ax.get_position() # get the original position \n",
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" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
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" #ax.set_position(pos2) # set a new position\n",
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" \n",
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" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
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" # horizontalalignment='right', verticalalignment='bottom')\n",
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" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
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" \n",
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" legend = fig.gca().legend_\n",
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" if (legend != None):\n",
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" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
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" else:\n",
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" fig.savefig(fig_filename)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"def gen_test_data(nx, num_ghost_cells):\n",
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" ny = 1\n",
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" width = 100.0\n",
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" dx = width / float(nx)\n",
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" dy = 1.0\n",
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"\n",
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" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
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" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
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" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
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"\n",
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" #Create a gaussian \"dam break\" that will not form shocks\n",
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" x_center = dx*nx/2.0\n",
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" size = width / 5.0\n",
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" for j in range(-num_ghost_cells, ny+num_ghost_cells):\n",
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" for i in range(-num_ghost_cells, nx+num_ghost_cells):\n",
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" x = dx*(i+0.5) - x_center\n",
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" \n",
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" h[j+num_ghost_cells, i+num_ghost_cells] = 0.5 + 0.1*np.exp(-(x**2/size))\n",
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" hu[j+num_ghost_cells, i+num_ghost_cells] = 0.1*np.exp(-(x**2/size))\n",
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" \n",
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" return h, hu, hv, dx, dy, nx, ny"
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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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"source": [
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"def run_benchmark(simulator, nx, ghost_cells, g=9.81, courant_number=None, dt_in=None, nosave=False): \n",
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" datafilename = \"smooth1d_nx=\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\"\n",
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"\n",
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" #If we do not have the high-res data, generate it \n",
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" if (nosave or not os.path.isfile(datafilename)):\n",
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" \n",
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" h0, hu0, hv0, dx, dy, nx, ny = gen_test_data(nx, ghost_cells)\n",
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" \n",
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" max_u = 2.0; #Estimate of maximum velocity for dt\n",
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" if (dt_in and courant_number):\n",
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" raise Exception(\"Both dt and courant number specified\")\n",
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" elif (dt_in and not courant_number):\n",
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" dt = dt_in\n",
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" elif (courant_number and not dt_in):\n",
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" dt = courant_number * dx / (max_u + np.sqrt(g*0.6))\n",
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" else:\n",
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" courant_number = 0.9 / float(ghost_cells)\n",
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" dt = courant_number * dx / (max_u + np.sqrt(g*0.6))\n",
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" \n",
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"\n",
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" #Initialize simulator\n",
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" sim = simulator(cl_ctx,\n",
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" h0, hu0, hv0, \\\n",
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" nx, ny, \\\n",
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" dx, dy, dt, \\\n",
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" g)\n",
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"\n",
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" t = sim.step(2.0)\n",
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" h, hu, hv = sim.download()\n",
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"\n",
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" h = h[ghost_cells, ghost_cells:-ghost_cells]\n",
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" hu = hu[ghost_cells, ghost_cells:-ghost_cells]\n",
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" hv = hv[ghost_cells, ghost_cells:-ghost_cells]\n",
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" \n",
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" if (nosave):\n",
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" return h, None, None\n",
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" else:\n",
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" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
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" \n",
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" gc.collect() # Force run garbage collection to free up memory\n",
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" \n",
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" \n",
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" \n",
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" #Read the solution\n",
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" with np.load(datafilename) as data:\n",
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" h = data['h']\n",
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" #hu = data['hu']\n",
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" #hv = data['hv']\n",
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" hu = None\n",
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" hv = None\n",
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" \n",
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" gc.collect() # Force run garbage collection to free up memory\n",
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" \n",
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" return h, hu, hv"
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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": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"'''\n",
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"def downsample(highres_solution, nx):\n",
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" #\"Downsample\" to requested number of points\n",
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" #Since our solution is a set of piecewise constant functions, we must integrate this function over our \n",
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" #desired output mesh\n",
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" highres_nx = highres_solution.shape[0]\n",
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" scaling_factor = highres_nx / float(nx)\n",
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" \n",
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" reference = np.zeros((nx, 1))\n",
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" \n",
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" \"\"\" \n",
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" Computes the integral of highres as a piecewise constant function over the area\n",
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" [i*scaling_factor, (i+1)*scaling_factor]\n",
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" \"\"\"\n",
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" def integrate(highres, i, scaling_factor):\n",
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" # This operation can be viewed as a convolution\n",
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" # First generate our convolution kernel\n",
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" first = np.floor(i*scaling_factor)\n",
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" last = np.ceil((i+1)*scaling_factor)\n",
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" \n",
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" num_elements = last - first\n",
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" kernel = np.ones(num_elements);\n",
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" \n",
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" # Calculate weight of element\n",
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" kernel[0] = 1.0 - np.mod(i*scaling_factor, 1)\n",
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" \n",
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" # Calculate weight of last element\n",
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" kernel[-1] = 1.0 - (last - (i+1)*scaling_factor)\n",
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" \n",
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" # Normalize the kernel\n",
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" kernel = kernel / scaling_factor\n",
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" \n",
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" # Convolve with the correct elements\n",
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" integral = np.sum(highres[first:last] * kernel)\n",
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" \n",
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" #print i, first, last, kernel.shape#, kernel[:2], kernel[-2:], integral\n",
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" #print kernel, integral\n",
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" \n",
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" \n",
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" return integral\n",
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" \n",
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" for i in range(nx):\n",
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" begin = np.floor(i*scaling_factor)\n",
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" end = np.ceil(i*scaling_factor)\n",
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" #t = i*scaling_factor - begin\n",
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" #reference[i, :] = (1.0-t)*highres_solution[begin,:] + t*highres_solution[end,:]\n",
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" \n",
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" reference[i] = integrate(highres_solution, i, scaling_factor)\n",
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" \n",
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" return reference\n",
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"'''\n",
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"\n",
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"def downsample(highres_solution, factor):\n",
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" assert(highres_solution.size % factor == 0)\n",
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" nx = highres_solution.size / factor\n",
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" return highres_solution.reshape([int(nx), int(factor)]).mean(1)"
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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": 8,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(1024,)\n",
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"(128,)\n",
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"(1024,)\n",
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"(128,)\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 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 250,
|
|
"width": 380
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"h, hu, hv = run_benchmark(KP07.KP07, 1024, 2)\n",
|
|
"\n",
|
|
"x = np.linspace(0.5, 1023.5, 1024)\n",
|
|
"\n",
|
|
"rh = downsample(h, 8)\n",
|
|
"rx = downsample(x, 8)\n",
|
|
"\n",
|
|
"print(h.shape)\n",
|
|
"print(rh.shape)\n",
|
|
"print(x.shape)\n",
|
|
"print(rx.shape)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(x, h)\n",
|
|
"plt.plot(rx, rh, 'x')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"domain_sizes = [16, 32, 64, 128, 256, 512]#, 1024, 2048, 4096]\n",
|
|
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
|
|
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
|
|
"simulator_names = ['LxF', 'FORCE', 'HLL', 'HLL2', 'WAF', 'KP07', 'KP07 dimsplit']\n",
|
|
"simulator_reference = [KP07.KP07, KP07.KP07, KP07.KP07, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
|
|
"simulator_courant_numbers = [0.95, 0.95, 0.95, 0.45, 0.45, 0.45, 0.45]\n",
|
|
"\n",
|
|
"#simulators = [WAF.WAF]\n",
|
|
"#simulator_ghost_cells = [2]\n",
|
|
"#simulator_names = ['WAF']\n",
|
|
"#simulator_reference = [WAF.WAF]\n",
|
|
"#simulator_courant_numbers = [0.25]\n",
|
|
"\n",
|
|
"const_dt = 0.45 * (100.0/float(max(domain_sizes))) / (1.0 + np.sqrt(9.81*0.6))\n",
|
|
"#simulator_dt = [None, None, const_dt, const_dt, const_dt, const_dt, const_dt]\n",
|
|
"simulator_dt = [None, None, None, None, None, None, None]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"LxF\n",
|
|
"FORCE\n",
|
|
"HLL\n",
|
|
"HLL2\n",
|
|
"WAF\n",
|
|
"KP07\n",
|
|
"KP07 dimsplit\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 273,
|
|
"width": 448
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
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]
|
|
},
|
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"metadata": {
|
|
"image/png": {
|
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"height": 273,
|
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"width": 448
|
|
}
|
|
},
|
|
"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 432x288 with 1 Axes>"
|
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]
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},
|
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"metadata": {
|
|
"image/png": {
|
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"height": 273,
|
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"width": 448
|
|
}
|
|
},
|
|
"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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boqfFJoGpQhpBopB2VdxrV+a+tDw/Az4AHjCzCQRn9x1HkLjnS+C2CvVXh97L7ow9BXjUzJYSJPvZSbCf73SC/YUfAzdX1Xlo5vGy0KXO/hMRaWP2bd9BzoINJMeW3yZ+8v4Y5j+5ih9eekwzjUwkumbMmAFAQUEBX3/9NS+++CJLly7l448/5sEHH2x0+2+//TZ5eXnce++9TJs2rdHtSdNoTQFgyczfpirurS1zX1oYd19rZqOAO4BJBEHbFuABYJa776xDM+nAE8BIYDhB8pgsYCXBks6H3T2/mmcnEhwZ8aG7r2zMzyIiIq3P+uc/okMo+CvyIvbmb6NzQi8AjvpyL7v35tGpQ2JzDlEkKmbOnFnu+v333+eUU07hz3/+MzfccAMDBzbu6/PmzZsB6N27d6PakabVapaAuntm6FVpiZ+7F5bcb46xSe3cfYO7X+LuB7l7vLsPcPdrqgr+3N3c3SqUrXT36e4+1N27uns7d+/i7ie7+59qCP5w9zdCbR4fjZ9NRERaLnen3brS6/UJX7Jk+9/ZV7ALgBRi+OAfa6p5WuTAcuKJJzJ48GDcnfT09CrrLFiwgNNPP51u3bqRkJDAIYccwk033cTu3bvDdZYsWYKZhWcYx40bF15uumTJknC9nTt3cuuttzJkyBCSkpLo2LEjEyZM4M0336zU7+zZszEzZs+ezfz58xk7diwdO3asdFTCF198wfTp0+nXrx8JCQn07NmTadOmsWZN5X+Pp0+fjpmRkZHBww8/zNChQ0lMTKRnz55ceeWV7NlTdRL6jRs3cvXVVzNo0CASExPp0qULo0eP5r/+67+qrPuLX/yCgw8+mISEBLp27cpZZ53F8uXLq2y7JYjIDKCZrau9VjndItGviIiISE22fvwlSdYegPziPI698Xx6rRnK148uZmjnkwFo/+l6OP/o5hymSJMp2f/Xrl3lXVV33HEHM2bMoEuXLpxxxhn06NGDzz77jHvuuYfXX3+dZcuW0aFDB9LS0pgxYwZLlixh6dKlXHzxxaSlpQGE3zMzMxk7diwZGRmcfPLJTJo0iezsbF577TUmTZrEww8/zBVXXFFpDM899xzz589n8uTJ/PSnPyUjIyN8b/78+ZxzzjkUFBRw5plncuihh7Jx40ZeeOEF/vGPf7B48WJGjKh8PPPNN9/MggULOPPMMznttNNYvHgxjzzyCF9//TWLFi0qV/fjjz9m4sSJ7Ny5k1NOOYVzzjmHnJwcPv/8c2bOnMmvf/3rcN0VK1Zw2mmnsXPnTiZOnMg555zD9u3beemllzjppJN48cUXOf300+v7jyj63L3RL6C4Aa+iRvQXBwwFRgM9IvEz6KVXQ15A+ogRI1xERFqmBb96xjfc8o5vuOUd/+Q3f/dNX+3ygvxCf2fu38PlmTcv8W83723uoUojff755/7555839zBaBIK8GJXKly5d6jExMR4fH++bN28ud2/RokUO+PHHH++7du0qd+/xxx93wK+99tpy5TNmzHDAFy9eXKmvU0891c3Mn3766XLlu3bt8qOPPtoTExP922+/rdSHmfkbb7xRqb2dO3d6p06dvGvXrv7vf/+73L1Vq1Z5SkqKH3PMMeXKL774Yge8X79+npmZGS4vKCjwk08+2QH/5z//GS7fv3+/p6WlOeBPPvlkpTGsX7++XBuHHHKIJyQk+JIlS8rV27Rpk/fu3dt79erleXl5ldopq66/tyNGjHAg3SPw/TVSewAjvv/OzA4lODtugbsXhcoM+DVwPZBapu4S4Cp3/zrS4xAREZHWqSC/kAH5HYIc0MDabOf9e1bQrV97Jl/1Pdamz6d7Yl9iLIbP3lnLf5w3vHkHLFH3h7e+5P6FX9Wp7vmj+/G7c4aVK7v1hc94+qMNdXr+mgmDuO4/yh+DfNns5Sz8Ymu9nmmMkj2AZZPAuDv33HMPBx10ULm6DzzwAACPPPIInTqVP657+vTp3H///Tz55JP84Q9/qLXfTz/9lKVLl3LuuedWygraqVMnZs2axdlnn83zzz/Pz372s3L3p0yZwqRJkyq1OXfuXHbv3s2DDz7IEUccUe7ekUceyRVXXMEf//hHPv/880r3f/Ob39C/f//wdVxcHJdccgnvvvsuH330EaNHjwbg1VdfJSMjg7POOqvKpDb9+vULf/7HP/7B2rVrufHGGzn11FPL1evduzc333wz1157LQsXLmxxs4ARCQA9Onvv7gRGuvuhZcr+BPw/gr9qrAN2ERwkPg5418xGuvvmKIxFREREWpnl85fTPzYFgP1FuWzJ6owZbN+wj/ee3UBszC660xeAoi82E+QYEzlwzJo1q9y1mfHXv/6VSy65pFLdZcuW0a5dO5599lmeffbZSvfz8/PZtm0bO3bsoGvXrjX2u2zZMgD27NlTKRENwLZt2wBYvXp1pXslwVh1bX766adVtvnll1+G26wYAI4aNapS/ZJgbteuXeGyDz8MjqWePHlylWOoajyZmZlVjuerr74Kj+eADACj5FhgacmFmR1CEPx9DfzI3T8LlccDvwF+BdxOcOSAiIiItHG7lq+lPwMA+G7/Lsy6h+998+l2endpF2xKAQbkxTbHEEWiyoPtKmRnZ7Ns2TIuu+wyfvrTnzJgwADGjx9fru6OHTsoLCysFDRWtG/fvloDwB07dgDw1ltv8dZbb9XYVkW9evWqsc1HHnmk1vFVVHFGE4JZQICioqJwWUmimz59Kh09Xe14qgqWaxtPc2vJAWAvoOxsXslv6VUlwR+AB9kfbzezk4DvN+H4REREpAXrnpMQPj14a2GQSbBr3/bs2Bh8Idv0XQIjuhUSa3GkejJFWfnEpsY313ClCVz3H4c1aonl784ZVmlZaH38dfqxDX62MVJSUvje977Hq6++yogRI7j44otZs2YNycnJ4TodO3akuLiYnTvrcjpXzTp27AjA/fffz9VXX12vZytm/azY5qeffsqwYQ3/Z1CTkkBx06aqTp2rejwvv/wyZ511VlTGEy0ROQbCzNY14LW2lmZzKbPPDyj5U8NH1dRfDvRs7M8iIiIird/2rXvpFVc647etqD2Dx/Tix7eOot8RXYLCuF7syNsSrrPrXzpNSg5sw4YN44orrmDjxo2V9vKNGTOGXbt28e9//7vR/YwZMwaAd999t9FtRbPN6vp44403WsR4oiVS5wCmNfBVk8+A75W53hh6H1BN/QHA7mruiYiISBvyyYvpxFiwrHN3/g56DDmIsRcMJiY2htMuO5KOPZIwi2NHQVb4mV2r1jfXcEWazO23305iYiL33HNPuf1v1113HQBXXHFF+ID3srKzs8N75GozatQoTj75ZF544QUee+yxKuusXLmSrVurT4hT0SWXXBJOIPPRR5Xng4qLi8udQdgQZ555Jmlpabzyyis8/fTTle6XnRmcMmUKhxxyCA899BCvv/56le0tW7aMnJycRo0pGqKZBfQ64JfAwQ1sczbwuJn9l7v/GngF2AncY2bnuPv+kopm9j3gB8BzDexLREREDiC+ZivE9wZgW2EWk64aSmxc8HfvxJR2nP7/hvHc/3zMntzSr0IFm7ObZawiTalPnz5cddVV3H///fz+97/nd7/7HQATJkzgrrvu4tZbb2XQoEGcfvrpDBw4kH379pGZmcnSpUs56aSTmD9/fp36eeqppxg/fjyXXXYZDzzwAMcddxydOnVi48aNfPbZZ6xatYply5bRo0ePOrXXtWtXnnvuOX7wgx8wZswYJkyYwJFHHklMTAzr169n2bJl7Nixg7y8vAb/bxMfH8+zzz7LaaedxrRp03j44YcZM2YMeXl5rF69moULF1JYWAgE5yi+8MILTJw4ke9///uccMIJDB8+nOTkZDZs2MDy5ctZt24dW7ZsKbfUtiWIWhZQM9tV3b06tjnHzM4FfhUK8OYC9wF3AF+a2XyCGb+jgIlAHlDzrlURERFpE7p46VecvD7JJCSV/8rT5aAUvnfxESz5y/ZwWXxeIoWFRcTFKSGMHNhuvfVWHnnkER544AGuvfZaevYMdlHdcsstnHjiiTzwwAO89957vPzyy3Ts2JE+ffpw5ZVXVnk0QnX69u1Leno6f/rTn3j++ed58sknKSoqolevXhxxxBH88pe/ZOjQofUa94QJE8IH0y9YsIB3332X+Ph4evfuzfjx4/nhD39Yr/aqMmrUKP71r39x11138cYbb/DBBx+QmprKoYceWilBzrBhw/j000+57777eO2113j88ceJiYnhoIMO4phjjmHWrFl069at0WOKNCvJDhTxhs1mAL9x9wb/V9TMEgiCvquAkh2hJe9e5nodcLG7v9/QvkQawszSR4wYMSI9Pb25hyIiIiF7d+ay464PaBcTJHTZc1Ynjjyh8hfNoqJiHr56CZNTimkXkxA8e35/jji6ut0m0pKVHCkwZMiQZh6JSN3V9fd25MiRrFixYoW7j2xsn5HaAxgV7r7f3X9OcCD8DOBV4EOChC9vAQ8CZwNDFPyJiIgIwKolX4SDv5zCLAaPrvqLVWxsDF17t2d3fuk+qM3/ymiKIYqINJuWfAxEmLuvA37b3OMQERGRlq9dxndAcAD8zqJdHBZX/dedbn3as2tLNiX5Qos2KZ+ciBzYWvQMoIiIiEh9+dbSg5eLOtS8E6Vr3/bsLSw9CDpxb1ENtUVEWj8FgCIiInJASSoonfFLSuteQ80gANxXXFq/Y2G7qI1LRKQliMgSUDNbVEVxWg33ANzdJzSgr6HATOAUgvUd64C/Afe6e2F92xMREZEDR2F+Ph3iOoav+5xQc2KFbn3ak01pivZOMSkUFhYTF6e/kYvIgSlSewDHNuBejelHzWwzcI+731em7BTgdaDsYRpHAP8NnAicVYexioiIyAFq3ftfkWzB15t9hXs5/LCDaqyflBpPu47dySvKJjE2hbiYdmSu3cYhh/dsiuGKiDS5SAWA4yLUTlm9gPYlF2YWAzwOJAH3An8BtgInEGQD/b6Z/cTdn4zCWERERKQVWPfPbziKYAZwV+EezKyWJ6B7/05krf2SxNggccyGzzIVAIrIAStSB8EvjUQ7tTgFGAj8xd1vKlO+IHRQ/GrgIkABoIiISBvVbkcOxAYB4O6Yuu0M6da3PVlrcsOZQHPXb6+xvohIa9ZiFrib2TVmtq6GKsMIlo0+WPGGu2cC/wCGR2l4IiIi0gp0KCrN+lnUObmGmqW69mlPVlFpsNhuV17ExyUi0lK0mAAQ6AQMqOF+Sui9uiBxbagNERERaYPcnY4xKeHrLkP61Om5IBNo6VeinigTqIgcuFpSAFiVsoli1ofeU6upmwpkR3c4IiIi0lJt3rCT5LggACwqLuTIU46o03OdeiaTa0nh68QCBYAicuBq6QHgdWa2LrQ09PehsiOrqTsQ+LZphiUiIiItzZfvrQ5/3lu4m6T8fRRlZeFeY+JxYmNjSOhVmvQlgSSKC4ujNk4RkeYUqSyg0bCeYAawJH1XfqjsZGBJ2Ypm1pkgE+kLTTg+ERERaUGyv/oO6AHAvvy9rP3e94IbsbHEpqYS27EjMR07Eht6JY8+lk4/+hFmRve0HuSuWk9SXHtiLIas9d/S8eDezffDiIhESYsNAN09rR7VDwLuAhZHZzQiIiLS0iXvzoGE4PP+3N2lN4qKKNq9m6Ldu8vV3/vaa7Tr2ZP2p55Kt76pZH+aQ1JccALV7q83KwAUkQNSS18CWifu/rm7z3L3d5p7LCIiItI8Onh8+HNRzg7ieh9ETHLNmUD3LQ1OsurWtz3ZRfnh8s9XbYrOIEUEgNWrVzNjxgymTJlC//79MTPMjMLC2o9vWblyJRdddBH9+vUjISGBHj16cOqppzJ37twmGHnr12JnAEVERETqo0Nch/Dn5D6dGPT0IgA8P5+irCyK9uyhaPcecj/5hK133w1AzsfpQJAJdHWZoyBs9/4mHLlI27NgwQLuuOMOYmNjGTRoEImJieTl1X4Ey+zZs7n88stJTk7mjDPOIC0tjd27d7Nq1Spef/11LrrooiYYfeumAFBERERave3rvyM5tHyzqLiQ/kf0CN+z+HjiunYlrmtXABIPP4yt990HRUXs/+orivbsIaljR3JiLPxKbN3oAAAgAElEQVRMUm7Tjl+krZk8eTLHH388w4YNIykpibS0NDIzM2t85sMPP+Tyyy/nqKOOYv78+fTq1avc/YKCgmgO+YDRapaAmtljZvZXM+tZxb1eJfebY2wiIiLSvLavKD0mOKtwDx0PG1ht3ZiUFBKHDAku3Mn55BMAitonhuukFusoCGm9MjIyMDOmT59ORkYGU6dOpVu3biQmJjJq1Chee+21cN1du3aRlpZGQkIC6enp5dopLi5m7NixmBlPPPFERMd4+OGHc9xxx5GUlFR75ZCbb76ZoqIinnjiiUrBH0C7dvr3ti5aUgC4BLijhvvTQ6+OVdzrWOa+iIiItDF7124Lf96Xv5f4tLQa6yePHBn+nBv60pt4UOdwWWpMzXsHRVqDzMxMRo8eTUZGBhdeeCHnnXceq1atYsqUKSxeHORO7Ny5M/PmzaO4uJjzzjuPvXv3hp+fNWsWS5cuZfr06VxwwQXN9WMAsHHjRt59911GjRrFkUceyeLFi7nnnnu49957WbhwIcXFOrqlrlrMElB3XwosraHKJaH3LVXc21LmvoiIiLQxxdtzgSCA25+7m3YHVZ4dKCtp5AiYMwco3QfY+8j+FG/aTIzFkBSbTH5eAfGJmlGQ1mvJkiXMnDmTGTNmhMumTZvGpEmTuPvuuxk3bhwAY8aM4c477+SWW27hqquu4umnn2bx4sX89re/ZciQITz44IPl2s3IyGD27Nn1Gsv06dNJq+UPMzVZvnw5AIMGDWL8+PEsWbKk3P2hQ4fywgsvcOihhza4j7ai0QGgmS1q4KPu7hPqUXlODff2AtXeFxERkQNb/P4YCCUB9aK9WGxsjfXLzQCuWkVxXh59B/di5xtfkRyXCsDmdVtJO6JP1MYsTWxmVYvIWqiZeyLSzIABA7j99tvLlU2cOJH+/fvz0UcflSu/6aabWLx4MfPmzePoo4/mgQceID4+nmeeeYaUlJRydTMyMpg1a1a9xjJ27NhGBYBbt24F4O9//zvdunXjhRdeYMKECWzbto1Zs2bxt7/9je9///usXLmS+Pj4Wlpr2yIxAzi2mvKyh7hXVe4R6FtERESE9jHtw5+TE2rP4BnXtSvxAweS/803UFBA7mef0WXkKDYW5YQDwC1fbFIAKK3a8OHDia3ijyH9+vVj2bJl5crMjLlz5zJ8+HBuvfVWAB5++GGGDh1a6fmxY8fi3rRf5YuKisLvjz76KGeccQYAHTp0YM6cOaxevZqPP/6Y559/nvPPP79Jx9baNHoPoLvHlH0BicArwDcEyzIHAkmh90uBdcDLoXoiIiIijbJ7+75wBtBiL6Z7v/a1PBFIHlV+H2BMbAw5xaXB456MnZEdqEgT69SpU5XlcXFxVe6Z6969O6eccgoAXbt25cILL4zq+Oqjc+dgiXdCQgKnn356uXtmxpQpUwAqzWxKZdHYA/hrYBRwlLvvLlOeCcw2s1eAlaF6v2lIB2Y2FDgFSCEIKOe7+75GjVpERERapS/eW0Pf0Ofswr30qiEDaFlJI0ey+9nngNJ9gLlWVFphR3YkhynNLULLKg9k8+bNY968eXTr1o3t27dz9dVX88gjj1Sq1xx7AA8//HAAUlNTiYmpPIdVEiDm5uoMl9pEIwD8CfB8heAvzN13mtlzwAXUEACa2ZXAx+6+okxZAvBXoOK87jYz+4m7L2z06EVERKRV2fnlFvqGkoTnFOwlfsCgOj2XPGpU+HPuJ5/ghYXsTyj9YhmfV1jVYyIHpLVr13LllVfSvXt30tPTueCCC3j00UeZMGECU6dOLVe3OfYADhs2LByYfvfdd/TsWf5kuFWrVgE0qo+2IhrHQPQG8mupUwAcVEudvwBnVCj7IzAN2A08BdwPfAj0AF4ys7R6jlVERERaOdtRuggob3/tR0CUaNenD3GhL5HFOTnkfbGGpK6lyS46xrSYZOkiUZWfn895553Hvn37mDNnDv369eOpp56ia9euXHnllXz99dfl6pfsAazPa+zYsY0aY1xcHFdddRUQnAdYdgnrypUrmT17NnFxcZx77rmN6qctiMZ/2TYCU8zsNnevFAiGZvGmAJvq06iZ9QEuB74Gxrv7xjL3bgXuBK4DrmnE2EVERKSVSd5fHM4sUJi7i7ge3ev0nJmRPHIke19/HYDc9I/p1GcAhLb+JbgCQGkbbr75ZtLT07n++uuZPHkyAH369GH27NmceeaZTJ06lQ8++CCi2TW3b9/OjTfeWO4a4LLLLsMsyCP5n//5nwwePDhc51e/+hULFy5k7ty5rFy5krFjx7Jt2zaef/558vLyuPfee3UMRB1EYwZwDnAosMjMTjGzWAAzizWzU4GFwMHA7Hq2Ow6IBW4tG/wBuPvvgFXAfzRy7CIiItLKtKfMWX3F2eEvj3WRVCYRTM7H6aT27xa+TjTlq5MD36uvvsr999/PqFGjuOuuu8rdO+OMM7juuutIT0/npptuimi/JbONJa/s7GDP7dy5c8Nl3377bblnkpOTWbhwITNmzCAnJ4eHHnqIV155hRNOOIHXX3+d66+/PqJjPFBF409bdwEjgbOAxUCxme0EuhAEnEaQJfSualuoWh+CoyPeq+b++0DLSVUkIiIiTSI1rnTZZoXjymqVPLJ0H2BOejrdb+tNlu8gxmJIjE2muKCImHY1nyko0tKkpaXVeExD2UPUzzzzzBrr3nfffdx3332RHB5Q+xirk5yczMyZM5k5c2bEx9RWRHwG0N0L3P1sgiQvi4A9BMHfHoLZv5+4+9nuXt+d1Xmh9+pSOO0hOjOaIiIi0kJ9t2FH+Ny+Yi+m16Fd6/V8wqBDiekYJJAp2rmTpOzd5BWVZv/c/s3WyA1WRKQFiFrA5O5Puft/uHs3d28Xej/N3Z+uRzPDzewiM7sISAuV9a2mbh/Cq/ZFRESkLfjyw6/Cn3MKs2h/6MH1et5iYkg+5pjwde6KdHKLStPIf/VpZuMHKSLSgrT0GbOzgcdDr2sIlo+eVk3dY4GvqrknzczM+prZY2a22cz2m1mGmf3RzDrXo40lZuY1vKrdrGFmZ5nZG2a2LdT/BjN7xczGROYnFBGR5rB33Xfhz9kFe4kfMKDebZQ7EP7jdHKLS3PYZW/a1bgBioi0MC05vdUl1ZR/U7HAzE4CDgNejuqIpEHM7BDgA4LjOl4GvgBGEwT1k8zsRHffUY8mqzt4ptKyYjOLIThS5ApgA/ACsAPoCYwh2K/6YT36FhGRFiQlKy/8OW9/FvED0+rdRtLIMolg0tPJPWpo+Lpotw6DF5EDS7MEgGb2OHChe/X5ld19Tl3bc/f3aPmzmW3ZnwmCv6vd/U8lhWZ2H8HRHXcCP61rY+4+sx5930AQ/P0NuLzi0SRm1q7Kp0REpFVIzCsKf5sp3L+X2E6d6t1G0pFHYomJeF4eBRs3kj+0NDFFXG5BpIYqItIiNGfQVPcczdJqmdnBBMt2M4CHKtyeAWQDF5pZPfO21anvDsBvCM6mvKKqcyndXf/PLiLSiiUUlf4dL9b21+sIiBIWH0/SsGHh6+IyC0oSCuqfpVBEpCVryUtA5cAwPvT+prsXl73h7llm9j5BgDiGIEtsrczsPGAgkA+sBha5+/4qqp4FtCdYAhpjZucSnFGZBbzn7p824OcREZEWJCW29O+HqR0a3k7yqJHkfPQRADH5+yAhKE/UYfAicoCJyH/VzOydej5yWCT6rTCGy4AT3f3SSLctjXJ46P3Lau5/RRAAHkYdA0BgXoXrrWb2c3d/rkL5saH3AoJAsVxmADN7HrjI3XNq69DM0qu5NbgO4xURkSjI27Ov3BEQXQ+uc16xSsruA2y361tIPRqA5JiExg1SRKSFidSftU4iOKS9PusuIr2m4iTgIkABYMvSMfRe0/mNAHXZtPEycA/wCUEilwHAxQT7/J4xszPc/Y0y9XuE3m8OPfNj4HPgCILlqD8E9gHT6/KDiIhIy7LqvS/pFfqcU5jFQYekNbit5OHDITYWiopot/kr6D8RgKSYpMYPVESkBYlUALiLYJ/VWXWsfw9wToT6ltat5I8Gtf5BwN3/UKFoDfArM9sM/An4b6BsABgbes8FznT3b0PXH5nZWQSzkhea2W3uvqmWvkdWVR6aGRxR29hFRCTydnz1Lb0IZgCzC7KIHzC0lieqF5OSQuKQIeStWkXinu8o9mJiLIaE2CTysvNITKn2pCERkVYlUgHgJ8DxwHp3r/WLvJntq0Od+s7kDapnfWkaJTN8Hau536FCvYZ4FPgDMNzMUt09K1RecnjTh2WCPwDcfYuZ/ROYAIwCagwARUSk5SnelgWhADCvYB/xafU/A7Cs5JEjggAwfw/7i3JJigv2F27J+I6BRzaubRGRliJSAeC/gHEE+6FW16F+XZaKPkr9lolaPetL01gTeq9u32dJ4F7dHsFauXuemWUBnYEUgiQvZfveXc2jJQGi1veIiLRCCTkF4WQt+fnZxKamNqq9pJEjYc5cYovyyC0TAO7I2KYAUEQOGJEKAOcDh1A6m1ObR4DFtdQpALYAj9exzbOBYbXWkqZW8s/5NDOLKZsJ1MxSgRMJlmg2+DB2MzucIPjLAraXuVWSVObIah4tKc9oaN8iItJ8Uopjw5+LPa+GmnWTHEoEY8D+otL2UvdVlWhaRKR1ikgA6O5vA2/Xo/77wPu1VPsc6Onus+rSppmloQCwxXH3tWb2JkGmz58T7NUrMYtgxu5hd88uKTSzwaFnvyhTdjCwv+JePTPrRukfCea5e/jwJnf/NHTMxIlmdrm7P1rmucuBIcBaYHlEflgREWlSKbGlCzjaJTX+eOG4rl2JHziQ/G++Ib+oNOjL3ZFVw1MiIq1Lcx4EX5tPgJ5m1rO5ByKN9jNgK/CAmb1kZr8zs0XAdQRLP2+rUH81lZcSnwJkmtlCM/s/M7vLzJ4CvibYf/oxQbbPii4jmBV8xMxeN7O7zewfBLPQOcB0dy+K0M8pIiJNpKioiOS49uHr7v2r22peP8mjglnAgsLSGcDCPZoBFIm0l156ifPOO4/BgwfTuXNnkpKSGDRoEOeffz4ff/xxpfrZ2dk8+eSTTJs2jcGDB5OSkkJqaiqjRo3i3nvvJT8/vxl+itapJQeAnxKswhhex/pfAPU9j1CagLuvJUi0Mhs4juDYhkOAB4Dj3X1HHZpJB54gONrhh6E2JgErgasJzoCstNfP3dcQZOn8K3A0cA0wEngaGOXu7zXmZxMRkeaRuXoj8aEz+gqLC+g1bGBE2i05D7CooDQA9NzC6qqLSAO9/PLLLF++nKOPPprp06dz9dVXM2zYMF588UVGjx7No48+Wq7+u+++ywUXXMCCBQs46qij+OUvf8n555/Ppk2buPHGGxk3bhx5eY1fCt4WRGoPYCVm1oPgS39nStPxl+Puc2to4iGCgKHWQ7pDbf0P8D/1G6U0FXffAFxSx7qV1vG4+0oaeF5fqO/LG/KsiIi0TJmfZDAo9Hfs7MIseh08OCLtJo8aBUBxfunXD8/VQhGRSPvf//1fEhMrH6+ycuVKjj32WG688UYuuugi4uPjAejVqxdPPPEEP/rRj8JlAFlZWYwdO5YPPviAhx56iBtuuKHJfobWKuIzgGbWzsz+SpBW/1VgLsEerbKv2dSS3MXdC919j7sXRHqMIiIi0rplry/N+ZVbkE18//4Rabddnz7E9eyJ7S/d92eFLXnBlEhlGRkZmBnTp08nIyODqVOn0q1bNxITExk1ahSvvfZauO6uXbtIS0sjISGB9PT0cu0UFxczduxYzIwnnngiomOsKvgDGDp0KEOGDGHPnj1s27YtXD58+HB+8pOflAv+AFJTU8NB35IlSyI6xgNVNGYA/4tgpmct8CSwAdDaCREREYmYmJ1Z0K4HAPsLsolJisyJPmZG8siRxK4p3VWQFNMuIm2LNLXMzExGjx7NwQcfzIUXXsjOnTt55plnmDJlCm+//Tbjxo2jc+fOzJs3j5NPPpnzzjuPFStW0KFDkNh/1qxZLF26lOnTp3PBBRc0yZi//PJL1qxZQ7du3TjooIPq9Ey7dsG/o3FxUVvceECJxv9K0wgSexzj7rlRaF9ERETauA5FBqG4rJDIJmlJGjWSdukvha8TY6qeqRBp6ZYsWcLMmTOZMWNGuGzatGlMmjSJu+++m3HjxgEwZswY7rzzTm655Rauuuoqnn76aRYvXsxvf/tbhgwZwoMPPliu3YyMDGbPnl2vsUyfPp20tLRK5W+//Tbvvfce+fn5fPPNN7z66qsAPProo8TE1G32/bHHHgNg0qRJ9RpTWxWNALAH8GcFfyIiIhItiZTOyiVG4AiIspJHjiJx78Ph6/iYRPbvzychIb6Gp6SlGzpnaHMPoc5WXrwyIu0MGDCA22+/vVzZxIkT6d+/Px999FG58ptuuonFixczb948jj76aB544AHi4+N55plnSElJKVc3IyODWbPqdFJb2NixY6sNAP/nf0rTePTq1YvZs2czceLEOrX74IMPMn/+fIYPH86ll15arzG1VdFY1L6euh8ILyIiIlJvSTHJ4c+pPVNqqFl/CYMOJTmhmPzQYfAxFsOW9Vsj2odIUxg+fDixsZVzMfbr149du3aVKzMz5s6dS+/evbn11lvZsmUL999/P0OHVg6cx44di7vX6zV27Ngqx3jXXXfh7uzbt48VK1Ywfvx4Jk+ezJ133lnrz/fCCy9w7bXX0qtXL55//vnwUlCpWTQCwNnAZDOLzIE8IiIiImXk5eSQHJcavu5xZN+Itm8xMaQOP4q84tKU8lvXfhfRPkSaQqdOnaosj4uLo7i4uFJ59+7dOeWUUwDo2rUrF154YVTHV1ZKSgrHHHMMTz75JBMnTuTXv/41y5cvr7b+Sy+9xNSpU+nRowdLlizh4IMPbrKxtnbRWAJ6F8F5a2+b2c1AurvvjUI/IiIi0gZtWbWBdjHBcsyC4ny6HRGZMwDLSh41kh2r9of3Ge7duKvmB6TFi9SyygPZvHnzmDdvHt26dWP79u1cffXVPPLII5XqRXIPYFUmTZrE/PnzWbp0Kccee2yl+88++yzTpk2jV69eLFq0iEGDBtVrLG1dowNAMysGvKpbwNuhOlU96u6uVD0iIiJSL6v/+RXDCBYa5RTuI6Ffv4j3kTRyJPmf/jt8vX/Hvoj3IdKSrF27liuvvJLu3buTnp7OBRdcwKOPPsqECROYOnVqubqR3ANYlU2bNgFVZ/V86qmnuOiii+jTpw+LFy/WzF8DRCIAe4eqA0ARERGRiCvctB1CAWBuQTYWH/nkLImHHUZB4YrSgqy86iuLtHL5+fmcd9557Nu3j2eeeYZ+/frx1FNPcfTRR3PllVcyatQoDj300HD9kj2ADbV//37S09M54YQTKt1bvnw5f/nLX4iJiamU1XPOnDlceumlDBgwgMWLFzNgwIAGj6Eta3QA6O5jIzCOaplZf4JzBccDhwGdCALOPQTHTSwEZrv7+miOQ0RERFqG+OwCCOV9ySvKiUoflpxMYWFp0BeXpyON5cB18803k56ezvXXX8/kyZMB6NOnD7Nnz+bMM89k6tSpfPDBB5UOYW+o3NxcTjzxRAYPHsyIESPo27cvOTk5rF69mkWLFgFw9913M3jw4PAzixcv5tJLL6W4uJhx48bx+OOPV2q3U6dOXHvttREZ44GsRS/BNLOfAfcACQRLSstKBHoCJwP/aWY3uPv/NvEQRUREpIkleWlWw8KY6ARmZkZRUen5gklFWuwkB6ZXX32V+++/n1GjRnHXXXeVu3fGGWdw3XXX8Yc//IGbbrqJ+++/PyJ9pqSkcMcdd7B06VKWLl3K9u3bMTP69OnDBRdcwM9//nOOO+64cs9kZmaGE9eUnPtX0YABAxQA1oE1Zvq2ygbN1gF/dPcHaqjzc+AGd6920a6ZfR94FdgJPAS8AXxFMPMHwdqPQcDpwM8JZgbPcPc3IvFziNSFmaWPGDFiRHp6enMPRUSkzVh+zVMclBTs+/sm5ktO/u/LotLPO5ffzcHdxgDwbf5GRt13flT6kchYvXo1AEOGDGnmkYjUXV1/b0eOHMmKFStWuPvIxvYZjRnANIJgrCadgNoW7d4I7ABGVrO8c0fo9aGZPQYsB24iCBRFRETkAOTupMSWnvvX6ZDuUeurXbui0s+u88VE5MAQjXMA66I9kF9LnWOAeXXZ2+fuGcAzQKMjYhEREWm5vvt2d7kzANOOP6LWZ7Lys9idt7vefSUmly41jY+JfKIZEZHmEJEZwFCilrI6VVEGEAv0B84F1tXSbCy1B4ll5dN8Aa2IiIg0ga+WrWZgTDAbl1+UR/vDaz4DcN2edVy+4HK2527nwQkPckrfU+rcV4cuSZAVfE6IScKLi7EYfdUQkdYtUv8VywC+Cb0ArilzXfb1NbAIOASofKpkeZ8D55pZh9o6N7NOBEHl5w0Yu4iIiLQSe/+dGf6cU7gPi42ttq67c+eHd7ItdxuO83+f/V+9+ko9KJViD5JOxMcmsmPbzoYNWkSkBYnUHsC5BEczGHAR8BnwryrqFRHs21vo7m/W0uafgceB5WZ2J7DA3b8rW8HMegKTgNuAPqF3EREROUD5jn1BHnAgt5YjIBZkLOCjbz8KX3+27TO2526nW1K3OvWV0KMbe1bnkRSbDMDGNVvo1rNuz4qItFQRCQDdfXrJZzO7CHjR3e9oZJtzzGwocD1BIIiZ7aN8FtD2Jd0C97n73xrTp4iIiLRs8QXF4QAwz/dXWy+nIIe7P767XJnjLNmwhHMPO7dOfcV17UJ+0dZwALhrg2YARaT1i/hCdnePaWzwV6atG4ETgSeBzUAq0Df0Sg2VPQGcGKorIiIiB7CUmITw59iU6pd//uWzv7A1Z2ul8kXrF9W5r9guXckvKj0MPm/rvjo/KyLSUkX1IHgz60uQzbMTwczdCnffWJ823H0ZsCzUXjLBzB/AHnevee2HiIiIHFASywSAqQdVnSZg3Z51/O3fpYuCfjH8Fzz4rwcB+HDLh2QXZJPSLqXKZ8uK69aV/MLSALB4b25Dhy0i0mJEJZWVmfU3s/lAJvASMBt4Ecg0s/lmltaQdt09x923hF4K/kRERNoQdycprjRw6zq08pHC7s7v/vk7Cr0QgBE9RnDlsCsZ3GUwAAXFBby36b069RfbqROFhaVBX0xufZKTi4i0TBEPAM2sF/A+cBpBAPg34Peh929C5e+F6omIiIjUya51m0gpcwZgt2OHVKrzVuZbfLjlQwBiLIZfHfcrzIxx/caF69R1GajFxlJYZgaw3f7ihg5dRKTFiMYM4K8JMnLeAgxy9+nufmsoUczhwM1Ab+D2ujRmZj3N7AdmdqaZdayh3qlm9pvGD19ERERaosz3VxJrwe6V/UW5xKcmlbtfMfHLeYefx+FdDgdgfP/x4fJ3N75LQVFBnfosLi5NNJNQbA0eu4hISxGNAPD7wJvufre7F5W94e5F7n4P8CZwRm0NmdkvCM4YfI5gKelGM7u+mupjgRmNGLeIiIi0YN9+vin8ObuwckKWR1c+yrfZ3wLQJbELvzjmF+F7h3c+nN4pvQHIKshi+XfL69SnW2mgmGBRTZ0gItIkohEA9gLSa6mTHqpXLTMbCzxAMMa3gTcIktbcbWZPmllU9i+KiIhIy+RZpbNxuWWycwJk7s1k9r9nh6+vHXEtHeJLk8SYWblZwMXrF9epz7h2pcs+4xUAisgBIBpB1B6g8q7s8vpTep5fda4FCoHvuftEdz8DGEyQEXQq8ISZaS2GiIhIGxFfVPq1JTemdGbO3fndR7+joDgoG9Z9GFMOnVLp+bIB4KINi3D3WvtMbN8u/DkhJr5B4xYRaUmiEQC+B5xrZidUddPMjgN+FKpXkzHAK+7+bkmBu2cC44HnCYLAOREZsYiIiLR4ibGJ4c+FyaWzcYs2LOL9Te8DYBi3HXcbMVUsFDqmxzF0TAjSCWzN2crnOz6vtc+OPUuzjsbHJFBUoEQwIpG0fft2brrpJgYPHkxSUhKdOnXimGOO4ZZbbqn12XfeeYfY2FjMjNtvr1N6ESE6AeCdofelZvY3M7vUzCab2SVmNgcoCej+u5Z2OgNrKha6ez5B8PcMcIGZPRapgYuIiEjLFBwBUZr0pV2frgDkFuby+49+Hy7/8eE/5oiuR1TZRlxMHKf2PTV8vXD9wlr77dq/Z/hzfEwiWTt1CpVIpHzyySccccQR3HfffQwcOJBrrrmG6dOn069fP/7+97/X+GxWVhYXX3wxycnJTTTaA0fEF7O7+wozO5fg7L+fANPK3DZgJ3Cpu9e2T/A7oEs1fRSb2U+AWOBiMysAtjR27CIiItIyFW7bRnKZMwB7Hj0QgL+u/CubszcD0CmhE7885pc1tjO+/3heWfsKAIs3LObqEVfXWD+hRw/2FuURH5uImbFnww469WzfmB9FRIBdu3Zx5plnkp+fz/vvv8+YMWPK3S8oqDlT7zXXXMOePXu49dZbue2226I51ANOVBKpuPtrBPsALwD+ADwWer8QGODur9Shma+Ak2rooxg4H3gVuBz4f40ctoiIiLRQW1asIbnMGYAHH5PGhr0beHzV4+Gya0ZcE17iWZ3jDzqehNgEAL7e/TWZezNrrB/3/9m78/goqyvg478zk0w2AoEkGJaEsMgiAlEiYhVNwFZooaitJaWg0VqsWqmoiLZWwRcqrRUFxbcWVKAWQ11eFVxqlQStS9FQUFZZTFhE1hCSkH3u+8czmYVM9pmQyPl+PvPJs9znPnc0xjnz3HtObBcqnJ6EM0UHjzdn+Eq1qry8PESEzMxM8vLyyMjIIC4ujvDwcFJTU1mzZo27bUFBAcnJyYSFhZGb6/t8xul0kpaWhojwwgsvBHSMjz/+OAcOHGDevHm1gj+A0NBQP1dZXn/9dZ5//nkWLVpE9+7dAzqus0HQMmkaY5gX/EsAACAASURBVEqMMSuNMfcYY37l+vkPY0xJI7t4FzhPRIbVc49qrPWE7wDxARi2Ukoppdqgvf/bhV3sAJRVn8IRFcafPvsTFc4KAM6PPZ9rz722wX4iQyO5pPsl7v2GsoHaY2OpqPZkHy07drI5w1fqjMjPz2fEiBHk5eUxdepUJk2axObNm5k4cSLZ2dbvfufOncnKysLpdDJp0iROnvT8js+ZM4d169aRmZnJlClTAjq2lStXYrfbmTp1Klu3buXJJ5/kT3/6Ey+//DLFxbXLvNQ4fPgwv/rVr7j66qsDPqazRdDzGYtIR6ATUGiMacpfzVeAFGAYsKmuRsaYShG5BngGSG7BUJVSSinVRpUcLATXUp+SqhLW7VvHuv3rAFfil5H+E7/4MzpxNDn7cgArgUzm+Zl1tg3p0oVKrwCw4HBDScyVajtycnKYPXs2Dz3kKZU9efJkxo4dy6OPPkp6ejoAI0eOZN68ecyaNYtbbrmFF198kezsbObOncugQYN46qmnfPrNy8tj2bJlTRpLZmYmycnJgPXUcffu3fTv35/Zs2fzxBNP+GTljY2NZcWKFfzwhz+s1c+0adNwOp389a9/bdL9lUdQAkARsQMzsaZm9vY6/jWwFPiLMaaqvj6MMbuwpng2yJUY5sZmD1gppZRSbVsZ7gDwlLOM+evnu09de+61nB93fqO7uiLxCmxiw2mcbDy8kaOlR4mLiPPb1hYZSZVXzcHyAk0C015tGzjoTA+h0QZt3xaQfnr16lUrO+ZVV11FUlIS69ev9zk+c+ZMsrOzycrKYtiwYSxatAiHw8GqVauIioryaZuXl8ecOXOaNJa0tDR3AHj48GEAdu/e7X7yd/3112OM4YUXXuD+++/nJz/5CRs2bGDQIM+/t+eee47XX3+dVatWcc455/i7jWqEgE8BFREH8G+sbKDJwD5gvetnsuv4e652SimllFINcnh9bDhpK2F/8X4AOoV14rcX/rZJfXUJ78IFXS8AwGD4YP8H9bav8noCaC+vPzGFUm1JSkoKdru91vHExEQKCgp8jokIK1asoHv37tx///0cPHiQhQsXMmTIkFrXp6WlYYxp0istLc19fXV1tfvnb3/7W2bOnMk555xDQkIC99xzD9OnT6esrIwnnnjCfU1eXh533nkn1113HT/72c8C9E/o7BSMNYB3AWnAm8AgY0yyMeYSY0wyMAAracsoV7tmEZEbRGRtAMaqlFJKqTbOGEOYVwmIfQ5P4u/pF0ync3jnJvc5OtGrKPze+j9SVDs9QV9otdYBVO1HTEyM3+MhISE4nbV/l+Pj47n88ssBaxrm1KlTgzKuzp09/81ec801tc7XHPN+SnnTTTcRERHB008/HZQxnU2CMQV0MrAZuNqVqdPNGLNbRK4FNmKViJjv5/rGSAauaKiRUkoppdq/qiNHCA/x1Pr6OvJbAAZ1GcRPzv1Js/pMT0rn0c8fBeCTbz7hVOUpIkP91xNzimfVisMELX+eCrJATav8LsvKyiIrK4u4uDiOHj3K9OnTWbJkSa12LV0D2K1bNzp27MjJkyf9Bqk1AWJpaan72IYNGygsLCQ+3n/ex3nz5jFv3jwmTpzIa6+91qSxnW2CEQD2A548Pfir4arh9zZQf6EepZRSSimgIj+fyBBP7b3d0fsA+N3Fv8Nuqz29rTESoxPp37k/XxV8RYWzgo+++Yjv9/q+/8YhnuQUDmne/ZRq63bv3s20adOIj48nNzeXKVOmsHTpUsaMGUNGRoZP25auAQQYPXo0r732Gps3b2bw4ME+bTdv3gzg0/7666/n1Knaa3B37tzJBx98QEpKCsOHD+eCCy5o0rjORsEIACuAhiqkRgE6iV4ppZRSDSrYlk9kiOdb/12dDnB1v6tJ6ZrSon7TE9P5quArwJoGWlcAGBLhCfocUndtMqXaq4qKCiZNmkRxcTGrVq0iMTGRlStXMmzYMKZNm0Zqair9+vVzt69ZA9gSt99+O6+99hpz587lqquucj8JPHHiBP/n//wfAJ/Ac9GiRX77WbZsGR988AE/+tGPmDt3bovGdLYIxjyGL4Cfiojf57MiEgf8lHpKOyillFJK1di/7Rt3iYfSqhIckeHceeGdLe53dJJnHeC6/euodPr/bjqiiycDYphNc9ip7557772X3NxcZsyYwbhx4wDo0aMHy5Yto6ioiIyMDCoqKgJ6zyuvvJI77riDzZs3c/7553Prrbdy6623MmTIELZs2cLVV1/N9ddfH9B7KkswAsCnsIqyrxeRX4pIHxGJEJHeInIj8F/X+afq7aV+OcDDLR+qUkoppdq6E0c9RaGLq4v4TcpviI2IbXG/g7oMIiEqAYCiiiJyD+X6bdexhydhhcMWRnWVJoJR3x2rV69m4cKFpKamMn++b3qO8ePHM2PGDHJzc5k5c2bA771o0SKWL19Oz549+fvf/86yZcuIi4tj0aJFvPzyy9hsuuY2GKSlj2/9diryR+A+wF/nAvzZGHNfwG+sVCsTkdwLL7zwwtxc/x8alFJKtdzbN85nyDmXAvB16W4ueXwKIbbArGJ55L+PsHL7SgB+PvDn/O7i39Vqc3zdfzj1tvWRptpU0+meVGLiG1rtolrbtm1WkhfvunFKtXWN/b0dPnw4GzZs2GCMGd7SewYlrDbG/A74HvAc8D9gj+vnc8ClGvwppZRSqjE+PvAR4V4JYE6FSsCCP/CdBpq9L9vvuqao7udQ5Zoeahc73+49HLD7K6VUawvac1VjzKfGmF8ZY1KNMee6fv7KGPNJY64XkX+LyAwR6RKsMarWIyI9ReQ5EflGRMpFJE9EnhCRRhdvEpEcETH1vML9XFNf+08D+y6VUkoFUmV1JYvWziPc4fW0LSY6oPe48JwL6ejoCMC3Jd+y7XjtUgH2uDgqnGXu/bJDhQEdg1JKtaZgZAENlDHAaOCPIvIK8DdjzAdneEyqGUSkL/Ax0BV4HdgOjAB+C4wVkUuNMcea0GVdeYer6jieDyzzc3x/E+6plFKqlf1929+p2LuX8FCvJCzd/Be2bq5QWyhX9LyC1XtWA1Y20PNiz/NpY+/UiYrqciJDrODTeVQDQKVU+xW0AFBEbEAPoCfgN2dyIwK6r4FuWMXlfy4iO4AlwHJjzPEADlcF19NYwd90Y8yTNQdFZAEwA5gH/LqxnRljZjfx/nnNuEYppdQZ9G3Jt/x1019JPW6IDPEEgAmDugf8XqOTRnsCwH1r+c0Fv/E5LzYblc5y93750RMBH4NSSrWWoEwBFZGZwEEgD/gPkF3HqyErgO5YT4q2AAOBvwAHROQFERkV8MGrgBKRPsAPsH4XFp92+iGgBJgqIlEopZRSLo99/hilVaX0KOhEhN36X4Qxht4pvQN+r+91/x4OV3mHnQU72XdyX602VU5PCvzKwtKAj0EppVpLwJ8Aishs4EHgGLAcOEDdU/MaZIwpBJ4EnhSRkcAtwHX4PhX8G7BCnwq2STWr6981xvjkzTbGFInIR1gB4kjg/cZ0KCKTgN5ABbANWGuMKa/nkhgRuQlIAAqBXGOMrv9TSqk26ssjX/JO3jsA9ChL9tQArC4hLDIs4PeLDI3kku6XsG7/OsB6CnjD4Bt82lQbT41AUxrYemhKKdWagjEF9JdYWT+Hu4K3gHF9aP9URH4LTAV+BQwFHgMeEZFXjDFTAnlP1WIDXD+/quP8TqwAsD+NDACBrNP2D4vI7caYl+toPwx41vuAiGwCphpjvmzkPZVSSrWSDw54VojESZJ7u6T6VNDuOTpptCcA3Fs7AKwynu+yq8qqgzYOpZQKtmBMAY0F3gh08OfNGHPSGLPYGJOC9eRoGVAN/DxY91TN1sn1s67fh5rjjVnV/zowAWtdaQTWlOBHXNeuEpFxfq5ZAFwKxAPRwEXAy1hB4VoR6dGI+yIiuf5erjEopZQKoE2HN7m3w+2e/z2UELwnb1f0vAJBANh4ZCPHy3wnFVWIJ+gLMVqcWinVfgXjL9guoNGp/VvKGLPeGPNLrGQxt7fWfVXAiOtn7cJLpzHGPG6MWWOMOWCMKTPG7HDVnLwb63f5j36uudsY87Ex5qgxptgY87kx5jrgFSAOuCeA70UppVQLOY2TL49akzOiSg2hYZ6yD+VhwQu8YiNiuaDrBe4xrNu3zue8CRX3dij2oI1DKaWCLRh/SZ8GxotIQhD6rpMxpsgY89fWvKdqlJonfJ3qON/xtHbNsRRrnWmKiDS2QFTN78rljWlsjBnu74VV0kIppVSA7Dmxh+LKYgAGlsbgcHhyhMV071jXZQHhXRR+7b61Puck0pPQPMyVMEYppdqjgAeAriDs78BHInKDiAwRkSR/rwa6Wg5sDPT4VKvb4frZv47z57p+1rVGsEHGmDKgyLXb2GyiR5rYXimlVCvYdMQz/XN4RXcivGoAdkgM7gSj9MR09/Yn33zCqUrPmsOwWE8xeocGgEqpdixYcyk2YU0DfQ4riPvaz2tPfR0YY240xrwRpPGp1lNT7uMHrtqQbq6ndZcCpUCzs3KKyACs37ci4GgjLxvp+lnv76FSSqnW9cXRL9zb55Z0JDLEE3jFDmjUsu1mS+qYRL+YfgCUV5fzyTefuM91SIx1bzvsDoxpcOWCUkq1ScEoA3Ez8AzWlLwc4BtaUAZCtW/GmN0i8i5Wps/bsUp61JiD9QTuGWNMSc1BERnouna717E+QLkx5oB3/yISBzzv2s0yxpOmTUQuBHZ49+06PhSr+DzACy17h0oppQLJOwFMzPFIIjtYAaDTOOlybreg3z89MZ1dJ3YB1jTQMb3GABB7bk/Itb5jdNjCqSyvxhEejGTqSikVXMH4y3U3cBj4njHm60B1KiK9saYRxmAlDCkEvgrkPVTQ3AZ8DCwSkTFYtfsuBtKxpn7+/rT221w/xevY5cBSEVkH7AaOA0nAD7HWF34O3HtaP9OBa0VkLbAPKMfK2jkWsANLgBcD8P6UUkoFwMmKk+wu3A1AiIRQXhAGrgeApdUl2EKDH3CNSRrDki+XAJCzL4cqZxUhthDi+yVxyBzCJnZCbQ5OHCqka6/YBnpTSqm2JxhTQJOBlwMRmIlIqIjcKyJ7sLKLvgWsxPrQ/hawS0T2iMhMEQmtry915hhjdgOpWOU6Lsb6kqAvsAi4xBhzrBHd5GI9resK/MTVx1jgS6xA71JjzInTrnkNeA84H7jB1W448DYw0RgzzegcHqWUajM2H9ns3u7fpT+V1Z61dsGsAejtvNjz6BrZFbAC0g2HNgAQ1iGKCme5u93hbfmtMh6lvqu2bdvGQw89xMSJE0lKSkJEEBGqqvxPHCwpKeEf//gHkydPZuDAgURFRREdHU1qaiqPPfYYFRX+y8RUV1fzj3/8g1GjRpGQkEBkZCT9+/fnxhtvZMuWLcF8i21WML5KOwC0OBgTkXDgXaw1YoL1pGgn1pM/wcoeeS7WU8H5WJlHf2CMKfffozqTjDH7gBsb2Vb8HPsSyGziPV/DCgKVUkq1A94JYC6MGog4Itz7xeLnQ2F1JXzzP+g6CMIamwS6fiLC6MTRZO3IAqxpoCO6jQCgorqMcHskACfyDwfkfkqdrf71r3/x8MMPY7fbOffccwkPD6esrKzO9h9++CFTpkyhS5cupKenc/XVV3P8+HFWr17NPffcw6uvvsr7779PeHi4z3WTJ0/mn//8Jz179uTaa68lOjqaL7/8kuXLl7Ny5UrefvttRo8eXcddv5uCEQCuAG4WkWhjTFGDret2H3AZVr22e+t6ouiaGvpn4FpgFvBwC+6plFJKqTNk01FPAHhBVXdCwj3F18sctb4bhDfugE0vQuy5cOtHEBIWkHGMTvIEgNl7s5l10SxEhAqn5wlD2ZHTJ50opZpi3LhxXHLJJQwdOpSIiAiSk5PJz6/7yXpCQgIvvPAC1113HQ6HZ3ZAUVERaWlpfPzxxyxevJi7777bfe6zzz7jn//8J4MHD2b9+vVERka6zz3//PPcdNNNzJ0796wLAIMxBfSPwHrgPRFJa0JdttNlAJ8ZY66rbzqp69zPsKYITm7mvZRSSil1BjmNky+OeGUALepAmFcNQGdMhO8Fx/fAJitI49hO2JMTsLGkJqQSHWp9fPmm5Bt2FFgVjSqdle42oWX+p5sp1Rbk5eUhImRmZpKXl0dGRgZxcXGEh4eTmprKmjVr3G0LCgpITk4mLCyM3Nxcn36cTidpaWmICC+8ENi8eQMGDODiiy8mIiKi4cZASkoKv/jFL3yCP4Do6Gh30JeTk+Nzbs8eK9n7mDFjfII/gIkTJwJw5MgRzjbBCADLgWuAi4D3gRMiUu3n1VBm0F7A2gbaAOBax/W+6xqllFJKtTN5hXkUVVgTh7qEdyH6SDERoZ4SEBGJXXwv+Pw5rJxwLttWB2wsobZQLk+83L2/dq/1ccTp9dFFyqtrXadUW5Ofn8+IESPIy8tj6tSpTJo0ic2bNzNx4kSys61KXZ07dyYrKwun08mkSZM4efKk+/o5c+awbt06MjMzmTJlypl6Gw0KDbVWn4WE+E5uHDx4MABr166ltLTU51xNEHzllVe2wgjblmBMAf0Qn7/IzXYS6NmE9kl4ioErpZRSqh3xXv83NH4opRv3EhWS7D7WY1iSp3FlKfzvtKcRO94GZzXY7AEZT3piOm/ueROwAsDbUm7DKU73eVPhrOtSpdqMnJwcZs+ezUMPPeQ+NnnyZMaOHcujjz5Keno6ACNHjmTevHnMmjWLW265hRdffJHs7Gzmzp3LoEGDeOqpp3z6zcvLY9myZU0aS2ZmJsnJyS19S34999xzAIwdO9bn+Pnnn8+MGTN4/PHHGThwIOPHjyc6OpotW7bwzjvvkJGRwdy5c4MyprYs4AGgMSYtQF2tA64TkSxjzJv1NRSRCcBP0YQfSimlVLvkHQAOix/G0X3/I76nNWWr2lTRy7sI/Jb/B6UFvh2cOgp7P4XkSwMynst6XEaoLZRKZyU7Cnawv2i/T4o7m9PPmkTVpi3+daMmlrUJt/81MGvSevXqxQMPPOBz7KqrriIpKYn169f7HJ85cybZ2dlkZWUxbNgwFi1ahMPhYNWqVURFRfm0zcvLY86cOU0aS1paWlACwKeeeop33nmHlJQUbrrpplrnFyxYwIABA5gxYwZPP/20+/jw4cO54YYbar23s0EwpoAGykNANfCGiKwVkVkico2IjHa9rnEdy8YK/Cpc1yillFKqnfniqGf937D4YZw85XmSV1JVQmio15O9z5Z6tsM7eba31/t9cZNEhUYxsttI9372vmxs4Z6PTXYC86RRqWBKSUnBbq/9u5qYmEhBge+XKCLCihUr6N69O/fffz8HDx5k4cKFDBkypNb1aWlpGGOa9EpLSwv4+3v11Ve58847SUhI4JVXXnFPBa1hjGH69OncfvvtPPjgg+zbt4+ioiI+/PBDRIRx48axePHigI+rrWu1AFBE4lxB21Ui0uBfTWPMNmA0sANIw0ou8zLwb9frZdexK4DtwBhjzPYgDV8ppZRSQVJcUcyugl0A2MTGoIg+VIV4csgVO73W7hzYAAdciSrsYfDDv3jObV8NASzvOjrJ8xRm7d61lIZ4Pr7Yg7KKRqnAiomJ8Xs8JCQEp7P2NOb4+Hguv9xa/xobG8vUqVODOr6WeO2118jIyKBr167k5OTQp0+fWm2WL1/Ok08+yfTp07nvvvvo2bMnHTp04LLLLmP16tVERERw3333UVxcfAbewZkT8L9eInIrVr22ccaY465jw4F3gJoV3J+LyGhjTEl9fRlj/isi52MFeaOBAUDNV32FWMHhWmCdMUYn4yullFLt0JdHv8S40gf079yfkG+PIVGx7vMlNq+8cZ8/69kefA2cdzW8eQ+UF8KJvfDtl9BtaEDGlZaYxsOfPIzBsOHwBn4WORZcsWiovcUlj1UrC9S0yu+yrKwssrKyiIuL4+jRo0yfPp0lS5bUanem1wC+9NJLTJ48mYSEBNauXcu5557rt11NopeatY7eEhISGDhwIP/73//YsWMHw4cPD8jY2oNgfH01CSsx53GvY48CnYHngXOAHwG/Bh5rqDNXYJfteimllFLqO8a7/MOw+GFU7M0n1Kuwu7OD6+PKqePw5cueCy+6GUIc0P8H8OVL1rHtawIWAMZFxDEsfhgbj2zEaZwc6XQCjnUHwGFzNHC1Uu3L7t27mTZtGvHx8eTm5jJlyhSWLl3KmDFjyMjI8Gl7JtcArly5kuuvv54ePXqQnZ3t98lfjfLycqDuUg81x08vLfFdF4wpoOcC7r/kIhKH9QTvWWPMzcaYCcBnaM0+pZRSSlE7A2jl3r1EeNUAjOvlmkC0cSVUlVnbCUOhZ6q1PXC8p7NtnvpmgeA9DXRLxA73tsPmoLq0LKD3UupMqaioYNKkSRQXF7N8+XISExNZuXIlsbGxTJs2jV27dvm0P1NrAJcvX87UqVNJSkrigw8+qDf4Axg1ahRgJYIpLCz0OffXv/6V/fv3k5CQwHnnndfisbUnwXgCGAsc9tqvScf1/7yOfYg1TbRZROS3wG+NMfX/W1dKKaVUm2aMqZUApiL/OSJCLnQf69S7KzidvtM/L7oZxJWJs9+V1nrA6nI4vMUqEt8lMB8RRieNZkHuAgA+rfgvd3ANAA5bOKUHj9ChT2JA7qPUmXTvvfeSm5vLXXfdxbhx4wDo0aMHy5YtY8KECWRkZPDxxx8H9EnZ0aNHueeee3z2AX75y18irv+277vvPgYOHAhAdnY2N910E06nk/T0dJ5//vlafcbExHDnnXe692+77Tb+8Y9/8MUXX9C/f39+/OMfExMTw4YNG1i7di12u53Fixf7TZTzXRaMAPA4EOe1fwXgBD72OmaA8BbcIwYt+q6UUkq1e/kn8ykst76ZjwmLISk6id35B4g65wp3m/jBPWFPthXYAYR1giHXeToJ6wB90+Grd6z9bWvg0ukBGV+vjr3o06kPewr3cNx2EqepxiZ2QmyhnNhzUANA1e6tXr2ahQsXkpqayvz5833OjR8/3l1Hb+bMmSxcuDBg96152ni6FStWuLczMzPdAWB+fr47cU1N3b/T9erVyycA7NChAx999BELFizg1VdfZeXKlVRUVBAfH891113HPffcw4gRIwL2ntqLYASA24AJIvJ7rDIOk4DPjDEnvdokA98G4d5KKaWUakdOn/4pIhw/XkX3blaSlYrqMqK6dob3vZ7+XfALcET6djRwvCcA3B64ABCsp4B7vtwDNih3lhFht6anHvv6W3oG7C5KBU5ycjKmnoy4OTk57u0JEybU23bBggUsWLAgkMMDGh7j6TIzM8nMzGzyfTp06MCDDz7Igw8+2ORrv6uCsQZwIdAN2A/sAxIAd9VFVwmIy4BNfq9WSiml1Fnj9AQwzvJySvAkgCmpLoET++Crtz0XpdYu9syAcSCujzX71kPRoYCNcXSiZx1gRXW5e/vktwX+miulVJsW8ADQGPMGVobPLVhlGu4xxrzg1eRKrOmf/wr0vZVSSinVvtRKALN/PyY63n2syJRB7vNQU+2pTxrE+Un5HhUHSd9z7RjY8VbAxjg4bjBdI7oCUOH0BIDlhZoERinV/gSlELwx5m/GmFTX6/HTzv3LGNPZGPM37+Mi0lFEkhp5i9cAP1//KaWUUqq9OFV5ip0ndgIgCEPihlCRvxdbZGdPG3s1bPCsCeKim+vucJBXNtDtgcsGahMb6UlWHbEK4wkAnWVVdV2ilFJtVlACwGaaAXzdmIbGmE3GmNqrRpVSSinVbmw+uhmn68lev879iAqNomJvPg5HB3cbCS2GElcNr449oP+4ujsc+CPP9p51UFZYd9smqpkGWuYVAFIdsO6VUqrVtKUAsElEJFJELhCRwVKTK1YppZRS7Yb39M9h8cMAXDUAPQFgjOz0XDD8RrDXk78uJgm6Wf3grISd/w7YWC9KuIgOoR0olVL3sdD2+zFKKXUWa9N/uUQkTUTeE5FNIvIXEYlwHb8VOAh8jlV0fp+ITDyTY1VKKaVU05yeAAagPH8vkSGeIvDnVH9kbdhC4MLrG+504ATP9rbVARknQKg9lFE9R1HkFQDag5JMXSmlgqvNBoAich7wDjAaGALcBSwRkR8Ai7FKWGwEDgDdgZdEJPUMDVcppZRSTWCMqZUABuDkN8eItHdwt4l37LIaDPoxRJ/TcMfe00B3vQeVgUvUMqrHKE6GnnLv220aACql2p82GwAC9wChwI1ALJAJ/AyYi/Xkr48xZrgxJgm4DSsgvPvMDFUppZRSTbG/aD8F5VYZhY6OjiR3TMZUVHCyPJKalR2l1cWE2SusC+pL/uKt6yDo0sfariiGPTkBG3Ovjr045ih274fYQjGuwtRKKdVetOUA8FLgbWPMcmNMgTFmBVbpiOHAncYYd4EfY8xfgbXAqDMzVKWUUko1xcYjG93bQ+KHYBMbld98Q0VMd/fxU9UnrY34QdDre6d34Z+IVRS+RgCzgSZEJXAs3JNYJtTuoLowcIlmlFKqNbTlALAn8OVpxza7fm6ktg1AvJ/jSimllGpj/CWAqdi716rn51LhdAWAF/3SCuwaa5DXOsAdb4MzMOk6Y8NjOR520r3vsDmoPnYsIH0rpVRracsB4Ekg+rRjNfsxftrHABVBHZFSSimlAsJfApiK/L2ERHRyH3eaAnB0gGEZTeu8Ryp0SLC2Tx2FvZ+2eLwAdpud0hjPlE+HzUHFEQ0AlVLtS1sOAHcCE0QkDEBEwoHxQBnwC++GItIR+LHrGqWUUkq1YacqT/FVwVeApwA8WE8AvWsA2uWQFfyFnf59cANsNhj4Q89+AKeBhsV6xuKwhXPqWw0AlVLtS1sKAMX1qvEMkAisF5HHgf+69mcAfxSRR0XkRyKSCfwHa/rnq607ZKWUUko11dZjW6k21rTMvjF9FtO7dQAAIABJREFUiXZYQVXF3nwiQj0lIKJD8iH1l827ifc6wG1rwJhmj9dbbJc4nK6xh9hCKTpwPCD9KqVUa2lL+YufB7K99l/Eeqp3HVYZCIAFxpi/icj5WBk/73IdF2ATsKCVxqqUUkqpZvJX/gGgPH8fUUM8AWBcUiicc17zbpI8CsI6QXkhFO6Fb7/wFIlvgW4du1HhLCPcbo3zxOGTDVyhlFJtS9CeAIrIUBGZLyKvi8h7XseTReRnItLZu70xJt8Ys85r32mMmQSMADKAIcaYe1znpgM3YT3xexOYBVxmjDmFUkoppdo0fwlgTFUVJwqqCLNHAFDlrKRL+k+bf5MQB/T/gWd/W2CmgSZEJVDuLHfvnzpRWk9rpZQ/xhjeeecd7rjjDlJSUujcuTPh4eEMGDCAO++8k0OHDvm9Li0tDRGp81VWVnfdzzfeeINx48YRHx9PWFgYiYmJ/PjHP+bTTwOzRrg9CcoTQBF5GPgdngDTe96FDevp3p3Akw31ZYz5HKvu3+nHlwHLWjhUpZRSSrUiY4zfBDCV335Laeck9/FT1UXYzvtxy242cDx8+ZK1vX0NjP59y/oDEiITKHcece9XlAYmw6hSZ5Py8nLGjRuHw+Hg8ssv58orr6S6upq1a9eycOFCsrKy+PDDDzn33HP9Xv/QQw/5PR4SUju0cTqd/PrXv2bJkiUkJiZy7bXXEhsby6FDh/j000/Jzc1l5MiRAX1/bV3AA0ARyQAewKrZNwuYBNxXc94Ys0dEPsea3tlgAKiUUkqp744DxQc4VmYlTokOjaZ3p94AVOTnU92pm7tdibPEeorXEv2uBHsYVJfD4a1wbDfE9m1RlwlRCZww+937proJ5SmUUgDY7Xbmzp3LbbfdRufOnkmBTqeT2267jWeeeYa77rqL1atX+71+9uzZjb7XY489xpIlS5g6dSpLly7F4fD9u1JZWdms99CeBWMK6HRgFzDRGPMF/kszbAP8h/RKKaWU+s7yfvpXUwAeoHLLZ9iiYt3nimzOWtc2WVgH6Dvas7/9zRZ3mRCVQCmeaWaCvcV9KhVoeXl5iAiZmZnk5eWRkZFBXFwc4eHhpKamsmaNZ0p0QUEBycnJhIWFkZub69OP0+l0T7t84YUXAja+0NBQfv/73/sEfwA2m40HH3wQgJycnBbf5+TJkzz88MP07NmTJUuW1Ar+asZytglGADgE+Jcxpr6afN8A5wTypiLyvIhUBbJPpZRSSgWWv/V/ABUb/o0j3FMDsDwqLDA3HOSVDTQA5SBiwmIosXkCQJu0pXx6SvnKz89nxIgR5OXlMXXqVCZNmsTmzZuZOHEi2dlW7sXOnTuTlZWF0+lk0qRJnDzpSWw0Z84c1q1bR2ZmJlOmTGmVMdcEaf6mc9ZYtWoV8+fPZ8GCBbz99tuUl5f7bffGG29QXFxMRkYGTqeTl19+mfnz57N48WI2bdrk95qzQTD+agnQ0Nd25wB1r9Js2b2VUkop1Ub5zQBaXkzF7q+IHOypsWdP6BiYG/YfB2ID44R966HoEEQ3/ztoEaHE7pkyZg9x4CwtxRYREYjRKhVQOTk5zJ4922fN3OTJkxk7diyPPvoo6enpAIwcOZJ58+Yxa9YsbrnlFl588UWys7OZO3cugwYN4qmnnvLpNy8vj2XLljVpLJmZmSQnJzfY7tlnnwVg7NixdbbJyMjw2e/atSuLFy/mpz/1TRz12WefAdZTvkGDBpGfn+9z/ic/+QkrVqwgMjKyMW/hOyMYAeBO4Ht1nRQRO3AZsCUI91ZKKaVUG1VWVcaO4zvc+zUF4PnyJcoLDVGhngCw+9Ck0y9vnqhY6HUp5H0IGNjxJqTe1KIuq8Kd4IoB7fYwqo4dx9GzR8vHqoLqsUnjG27URty9KjBZa3v16sUDDzzgc+yqq64iKSmJ9evX+xyfOXMm2dnZZGVlMWzYMBYtWoTD4WDVqlVERUX5tM3Ly2POnDlNGktaWlqDAeBnn33GnDlziI6OZu7cubXOT5w4kXvuuYcLLriA2NhY8vPzWb58OY899hiTJk1izZo1jBs3zt3+8OHDAPz5z3/mggsu4J///CfnnXceW7du5fbbb+eVV16hQ4cOTQ5m27tgBID/BOaKyN3GmMf8nL8f6AcsrK8TEfmgifft38T2SimllGpFW49tpcpYqzV6d+pNp7BOYAxm/RKKqhOIt1vfwlebKvqntixZi4+B410BIFY5iBYGgHSwQYG1GWp3UH38GGgAqNqglJQU7Pba61QTExP55JNPfI6JCCtWrCAlJYX7778fgGeeeYYhQ4bUuj4tLQ1jTK3jLfHVV18xYcIEKisrycrKom/f2n8DZsyY4bM/YMAA/vjHP9K9e3fuuOMOfve73/kEgNXVVpbeiIgIVq9eTUJCAgAjRozgjTfeoH///vz9739n3rx59Ohx9vw3HIw1gE9gFWX/s4j8FxgHICJ/ce3PAT4F/tZAP5cBl7p+NubVNeDvRCmllFIB46/8A/vWU/X1NorjBrjPFVcV4QhvYQZQbwN/6Nn++gMoK2xRd/YYz9hC7aFUHTvWov6UCpaYmBi/x0NCQnA6a6/Yio+P5/LLLwcgNjaWqVOnBnV8NXbu3El6ejrHjx8nKyuLH/+4aSVgbr75ZkJCQti4cSNFRUXu4zVJZkaOHOkO/mp069aNiy++GKfTyeef16o4950W8CeAxphSEUnHesL3C3Cnx7oLa23gC8BvjDENJWwpAPZjlYtojL8A1zZ9xEoppZRqDX4TwHy2lIriEKpiEt3niqpPBfbGMUnQbRgc3ATOSvjqXRh6XbO7C4/rAF9b2w6bg2oNANuFQE2r/C7LysoiKyuLuLg4jh49yvTp01myZEmtdoFcA7ht2zbGjBnDsWPHeOmll5g4cWKTxx0eHk50dDQFBQWUlJQQHW1NJx8wwPpiqa5AuCZALC0tbfI927OgpK4yxhQCmSJyF3AREAsUAuuNMUfqvdjjf8AlwF7TiGfMIlLc3PEqpZRSKriMMbUTwBQfga2vUVEcgq1DF/e5YnsQiqsPnGAFgADbV7coAIzpFufedtgclB9p7Ecbpdqu3bt3M23aNOLj48nNzWXKlCksXbqUMWPG1Eq6Eqg1gF9++SVXXnklhYWFvPLKK4wf37x1mjt27KCgoIDo6Gji4jz/fY4ZMwaALVv8px6pOd6Y5DTfJcGYAupmjDlujPmXMWalMebNJgR/ABuBcGBgI9trBlCllFKqjfq25FuOlFofA6JCo+jbqS/8bwVUV1BZZPcpAVHRIQh1ubzLQex8Dyqbn4w8LMYzlcxhC6f0aMumlCp1plVUVDBp0iSKi4tZvnw5iYmJrFy5ktjYWKZNm8auXbt82tesAWzKKy0tzaePjRs3kp6eTlFREa+//nqDwd+ePXs4cOBAreNHjx7lxhtvBKzsoN7lI4YNG8all17Ktm3bWLp0qc91S5cuZdu2bfTt25eLLrqoKf+42r2APwEUkXhgEPA/Y0yRn/MdgRRgqzHmaD1dvQP0BRqbB3oJkN3E4SqllFKqFXg//Ts/7nxrfcjnzwNQURxCZGgH9/nQHv6na7VI/EDo0heO74bKEtiTAwPqTjNfn36JfSgzX2ATOyG2UAqO1fq4o1S7cu+995Kbm8tdd93lTqLSo0cPli1bxoQJE8jIyODjjz/2W0i9OQoKChgzZgzHjx9nzJgxfPLJJ7WS0gDceeed7umbH3zwATfffDNXXHEFffv2pUuXLuzdu5e33nqLwsJCUlNT+fOf/1yrj2effZbLLruMX/3qV7z66qsMHjyYrVu38tZbbxEZGcmyZcv8Jsr5LgvGFNAHgBuBbnWcrwZWA0uBu+vqxBjzHvBeY29qjPkI+Kjxw1RKKaVUa6m1/m/nu1C4D4DSU1E+JSAGXdwn8AMQsZ4CfuRKQr59dbMDwK7RXdjlLCPcbqXGLzoRjNLGSrWO1atXs3DhQlJTU5k/f77PufHjxzNjxgwef/xxZs6cycKF9Sbxb7TCwkKOHz8OwPvvv8/777/vt11mZqY7ABw+fDhTpkwhNzeXjRs3cvLkSaKjoxkyZAg/+9nPuOWWW/wGqAMGDGDDhg3MmTOHt99+m/fee48uXbrw85//nD/84Q8MGjQoIO+pPQlGAPh94F1jTIm/k8aYEhF5F7iKegJApZRSSn131MoAmmN9kDQGCmy96W63CqlXOSvpMTBANQBPN3CCJwDc8TZUV4G9eR+Fyp3l7gCwtKx2NkWlzqTk5OR6yzTk5OS4tydMmFBv2wULFrBgwYJADq/B8fkzZMiQZtfrS0xMrDUF9GwWjDWAicDuBtrscbVTSiml1HdceXU5W49vde8PDekIu6xJPlVldk7F9HafK6kuIjQsgCUgvPUYDh1c6/dOHYN9nza7q3JnhXvb6Ty7po8ppdq3YASABmjoL7cDT3mIBonIFSIyR0ReFJG3ReQt1/YcEbmiRaNVrUJEeorIcyLyjYiUi0ieiDwhIp2b0EeOiJh6XuGN6OMPXu2vbNm7Ukop1Rjbjm2jymlVf0rumEzMFy+7z5VHXkxVJ09SlTJbefAGYrPBwB95Daz5ZQHK8ASAYgvHVAchc6lSSgVBMKaA7sCa3umXiIjr/K662ni1vQh4DjiPurN8PiAiW4CbjDFnVxXHdkJE+gIfA12B14HtwAjgt8BYEbnUGNOUIkp15R2ut7akiFwI/AEoBjrU11YppVTg+JR/iD0PPnnBvV9mOw97pCfpS1VEkJN6D/wRfP6stb19DYx9xFof2ERlXv/LEUck1YWFhHTpUs8VSinVNgQjAHwZeEREngJmGmPclRVFJAKrYPsArGQxdRKRgVhZPSOBD4G3gZ1Y9QQFKzvoucAPgcuAtSIywhizPeDvSLXU01jB33RjzJM1B0VkATADmAf8urGdGWNmN3UArqeDfwc+x/ryYWpT+1BKKdU8PglgKqqhtMDaielF6VdlhId5En4XhAWlRLFH8igI6wTlhVYSmoOboHtKk7spt3nW/UloOFVHj2oAqJRqF4IxBXQR8AVwK7BTRFaKyKMishIrgLvVdf6JBvqZgzVVdKIx5gpjzHxjzCvGmPeMMf92bc83xlwOXINVM3B2EN6PagER6QP8AMgDFp92+iGgBJgqIlFBHsojQG8gE9DV+kop1Yp8EsB8/V/PidSbKN26lQ4OTwbQDv3igzuYEAf095qotP3NZnVT4VWq0B4SRrUro6FSSrV1AQ8AXU/80oBVQAKQgZXtM8O1vxJI934yWIc04J/GmNWNuOfrWE8e05s9cBUso10/3zXG+ARerjqRH2E95R3Z2A5FZJKI3Ccid4nIOBEJa6B9OtZ00/uNMV81bfhKKaVa4tuSbzl06hAAEfYw+h5wBYP2MKqSfkTJ8TKiQzxPAPte3C/4g/IuCr+9eesAqx2eCDDE7qDqWFNWMiil1JkTlHkWxpgTwGQR+S1wERADnADWN1D83VtHYF8TbptP44vGq9YzwPWzrsBrJ9YTwv6A/yIwtWWdtn9YRG43xrx8ekMR6QQsw5pGvKiR/dciIrl1nBrY3D6VUups4P30bwjhng8e519L2dffUBTXj3ibFUyVVZ+iX3JC7U4Crd+VEBIOVWVweCsc2w2xfZvUha1DFLge+oXYHVQePRKEgSqlVOAFYwqomzHmiDHmLWPMStfPxgZ/YAV0oxtshTuxzBhgb3PGqYKqk+tnYR3na47H1HHe2+vABKAnEIEVfD3iunaViIzzc82TQCxwo2lqwRmllFIt5pMApuAbz4mLbqZ0yxYqYz01/wqrilpnUI4o6Ov1EaMZTwH79+nq3g61h1J86EAgRqaUUkEX1ACwhVYBF4lIloj0qquR61wWMBxreqlqX2pSrzUYnBljHjfGrDHGHDDGlBljdhhjfoc1xdgG/NGnY5FrsZK93GuM2dOSQRpjhvt7YWU0VUopVQefBDCnTlkb3YZBj+GUbdmKLdqz5u9kMEtAnG6g1zTQZpSDiE7o5N522ByUHP6mntZKKdV2BGUKqIh0AW7CSvXfGf81/4wxZkw93TyC9VTvZ8B1IvIV1jTCmidGnbCmDfbHCiI+BuYH5A2oQPL+9+VPx9PaNcdS4HEgRUSijTFFrt/BZ4C1wP9tQd9KKaWaqaK6gm3Htrn3h5a7AryLbgYRyjZvxjE41X2+NDLIGUC9DRgHYgPjhP3roehbiG789NOoczpxCiubqcMWxskjTZnkpJRSZ07A/9K6yjfkAPHUXbsPGnjiY4wpE5HRWE93fo21lmyAn6Z7gb8CC4wxFX7OqzNrh+tn/zrOn+v62ezkLK7flSKsLxuigCIgCYjDmkbsFP81nv7tOj7DGNNQVlqllFJNtP34diqc1v+aEysr6eJ0QngnOP+nVB09StWhQ0Rd4MkAGtqjMasBAiSyC/S6FPI+dA32Tbjol42+PCIuBtfzTBy2MMpPNJTbTiml2oZgfNX2F6yab/OBvwH7jDHVzenIFdA9glVXsC9WAOi9pmyHMWZ3y4esgijb9fMHImLzzgQqItHApUAp8GlzbyAiA7CCvyKg5ivYY8CzdVxyOVbg+TbwDbC5ufdWSilVN5/yD+Wu72hTpoAjkrItn1FtCyU61JO/LXF4cusOcOB4rwBwTZMCQEfHSJymGpvYCbGFUl0SpDEqpVSABSMAHAW86VqbFTCuQE+DvXbGGLNbRN7FyvR5O1ZSlhpzsJ7YPWOMcf+v0/UUGWPMdq9jfYByY4zPKnsRiQOed+1mGWOqXNfuA272NyYRWYYVAC4wxrzXojeolFKqTj4JYMpc0z9TbwKgdPNmijv3IcYeDkCls5y+w/q07gAH/gjemWVtf/0BlJ6AiMY9hbTZbFQ4ywm3RwLgNMEuZ6uUUoERjABQgK1B6Fe1X7dhrdFcJCJjgG3AxVh1G78Cfn9a+5oFI97zNi8HlorIOqwvAo5jTfP8IdZT4c+Be4P1BpRSSjWdTwKY8nLokw5xVp2/si1bKYv3BHwnqwoJ9aqt1ypiEqFbChzcCM4q2PlvGHpdoy4VEcq9AkBCO+I8dQpbZGQQB6yUUi0XjCygufhfq9dsItJZROqt8SciSSJyeSDvqwLD9fQ2Fase38VY6zr7YtXlu8QY05jqubnAC1jTi3/i6mMs8CUwHbjUVX9SKaVUG3D41GEOlhwEINzppH9FpZX8xaVsyxZMx27u/XL7GVrG71MUfnWTLi13esbsjOioxeCVaoLZs2cjInW+3nnnnVrX/Pvf/+buu+9mzJgxdOnSBRHhsssuq/MeBw4c4Mknn2TcuHEkJycTFhZGbGws3//+93n11VeD+fbatGA8AXwY+JeIpBljclrSkYhcjLWO8HzX/ifA3caY//ppfiPwIP4zjqozzDUl88ZGtq2VscUY8yWQGaCxZAaqL6WUUv55r/8bXF5BSMce0H8sAFVHjlB16BChgzq72zg7tvLTvxoDJ8Daudb2zvegshRCIxp1aTmeFAfGEUX50UM4EhODMUqlvrNuuOEGkpOTax3v169frWOLFy/m9ddfJzw8nH79+lFQUFBv308++SR/+tOf6N27N+np6SQkJJCfn8+rr77Ke++9x4wZM1iwYEGg3kq7EYwAMBGrYPe7IvIi1pMbv09mjDEr6urElfTlPaw1YqVAFfA94AMRmW6MeSbQA1dKKaVUYPgmgCmH4dPAbn3sKN2yBYDIME8G0IjWzADqLX4AxPaDY7ugsgT25FglIhrBOwAkLILj3+QRfUFq3RcopWrJzMwkLS2tUW1nzZrFvHnzGDhwIPv27aN37971th8xYgQ5OTlcccUVPse3bdvGyJEjefzxx/nFL37B8OHDmzv8dikYU0CXAddiBZdTgSewknR4v5bhSdxRl/uwgr/fAdFADPBzrOyfT4vI7YEfulJKKaUCYdOBj93bQyuq4cLr3ftlW7ZgEDp4ZQDtOiy5NYfnIdLsovAVXp+ibCERFBzMC9iwlGqJvLw8RITMzEzy8vLIyMggLi6O8PBwUlNTWbPG83teUFDgnh6Zm5vr04/T6SQtLQ0R4YUXXmjtt1HLJZdcwuDBg7HbGzfh79prr60V/AEMGjSISZMmAZCTkxPIIbYLwXgC2Khpfo0wBvjIGONd3H2ViKzHSt+/SESq9EmgUkop1bZUVley5cRO9/6w5NEQfY57v2zzFko69aBbSAcAqk0V3YYmt/YwPQZNgI9c5WB3vAXVVe6nlfWpDPWsWLCFhlFyJC9IA1SqefLz8xkxYgR9+vRh6tSpHD9+nFWrVjFx4kTee+890tPT6dy5M1lZWYwaNYpJkyaxYcMGOna0vpyZM2cO69atIzMzkylTpgRljP/5z3/Izc2lqqqK5ORkxowZQ1xcXFDu5S001Jp2HhISjHCobQv4OzbGLA9QV92Bl/30/7WIjMKqL7fYFQTWVe9NKaWUUq3sq0MbKMcq+9qjsoq4Ebf6nC/bsoVT5wx175+oPEGv0DP4Iaz7hdAhAYq/hdLjsPcT6D2qwcuqw+zgqm4RYndQdvRwkAeqVNPk5OQwe/ZsHnroIfexyZMnM3bsWB599FHS09MBGDlyJPPmzWPWrFnccsstvPjii2RnZzN37lwGDRrEU0895dNvXl4ey5Yta9JYMjMz/a71+8Mf/uCzHxYWxsyZM3n44YcRqZUWIiBOnjzJK6+8gojwgx/8ICj3aMvacsh7kjrGZ4w5IiLpwDrgGRGpbNWRKaWUUqpOGzd5vgseKuGQdIl7v/LwYaoOH4bePd3HTpjSVh1fLTabVRPwc9f3ydvfbFQASKTDJwDULKBt2/77PjzTQ2i0nvMb8fvXCL169eKBBx7wOXbVVVeRlJTE+vXrfY7PnDmT7OxssrKyGDZsGIsWLcLhcLBq1SqionzrXObl5TFnzpwmjSUtLc0nABw2bBjPPfccaWlpdOvWjcOHD/Puu+/ywAMPMHfuXKqrq/njH//YtDfcCMYYbr75Zg4dOsRtt93GoEGDAn6Pti4YawABEJF4Efm1iCwUkaWnHR8hIg2l2MoD6lyRaYw5gjVNdA/wLPCjAAxbKaWUUi1hDF8c+Mi9O6znpdY6O5cyVwKYsKh497HiiDaQwNunHMQaMKbBS+wxnpp/ofZQ5MTJYIxMqWZLSUnxu14uMTGxVgZNEWHFihV0796d+++/n4MHD7Jw4UKGDBlS6/q0tDSMMU16nZ7o5ZprruHGG2+kd+/ehIeHk5SUxM0338xbb71FaGgof/nLXzh69GhA/3kA3H333bz00kuMGjXqrMwACkEKAEXkl1gB3GLgDnzXBZ4DfAJMbqCbHOB7InJOXQ2MMQeB0cBerDpzSimllDqT8j5kE576eMOGTPU5XbZlKwAdwru4jzmSY1tnbPVJHgXhnaztwn1wcFP97YGIOE8WU4fNQcjJU8EanVLNEhPjP7tuSEgITqez1vH4+Hguv9wqqx0bG8vUqVNrtQm2Cy+8kBEjRlBZWcknn3wS0L5nzpzJ448/zuWXX85bb71FWFhYQPtvLwI+BVREvo9Vu+8L4CHgKuDXNeeNMZtFZAtwNdaTu7q8hpVF9Hrg0boaGWP2e00HTWrxG1BKKaVUsx1d/3854FrPF4aNAedc6HO+bPNmquwRdAz1fDAdkH5eq47RL3uoVafwi1XW/vY10D2l3ktSzu/Bqc/yAXDYwggrqgr2KFULBGpa5XdZVlYWWVlZxMXFcfToUaZPn86SJUtqtQvkGkB/4uOtGQIlJSVNukd9ZsyYwRNPPEF6ejpr1qwhMjKy4Yu+o4KxBnAWcBC4whhzUkQu8NPmC+ASP8fdjDEfA90ac0NjzF6g/kIgSimllAqukwf5In8dnGM90RvcuT+hdt8C72VbtlDYYxidxZqWVlxZyMBzu7f6UP0aON4TAG5bA6MfqLd5RNcYTuEVAFaGU1pZSkQjC8kr1Zbs3r2badOmER8fT25uLlOmTGHp0qWMGTOGjIwMn7aBWANYl8rKSjZs2ABAnz59mnQPf4wx/OY3v+Hpp5/m+9//Pq+//joREWf3f6PBmAKaCqwxxtQ3EX4/kBCEeyullFLqTMldxqYwz3fLQ7uP9DldeegwVUeOUBnfz32soLqo1YbXoH5jICTc2j6yDY7trrd5WKcOOI1VDD7EFoozpBOHjnwd7FEqFXAVFRVMmjSJ4uJili9fTmJiIitXriQ2NpZp06axa9cun/YtXQNYVFTExo0b/Y7jzjvvZO/evQwcOJDU1Jat8DLGMG3aNJ5++mnGjRvHG2+8cdYHfxCcJ4AOoKHntTFAdRDurZRSSqkzoboScpfxRQfPmpph8cN8mtQkgAmJ7uo+Vhjahj4OOKKg7xjY8aa1v201XHZnnc1tNhsVznLC7dZUssrILhz+ZhfJ3dvAlFalmuDee+8lNzeXu+66i3HjxgHQo0cPli1bxoQJE8jIyODjjz/G4XAE5H7Hjh3jggsuICUlhaFDh9KtWzeOHDlCdnY2X3/9NXFxcbz44ovYbL7Pqv7zn/+wdKmVW7K4uBiAnTt3kpmZ6W7jPTX14YcfZunSpURERJCSksL8+d7lxS0pKSlcffXVAXlf7UUwAsA86sne6XIxsCMI91ZKKaXUmbD9TaqKv2VLrKe8w9D4oT5NagLAqDCvxBQJ0bQpA3/kCQC3r6k3AAR8AsCqyBiKD+YFd3xKBdjq1atZuHAhqamptQKk8ePHM2PGDB5//HFmzpzJwoULA3LPLl26cMcdd7B+/Xr+9a9/cfz4cRwOB3379mXWrFncdddddO3atdZ1u3btYvly35Ljhw8f9jnmHQB+/bX1RL60tJRHHnnE71huuOEGDQAD4HXgXhG5zhjz0uknReRGYCjw+yDcWymllFJnwmdL+coRSqnrG/tuUd3oGun7Aa5syxbKQzvQyeEJABMv6duqw2zQgHEgdjDVsP8zKPoWouu9ZjrhAAAgAElEQVRetVLmrKSja7s6PJqTh/e3zjiVqkdycjKmnlImOTk57u0JEybU23bBggUBL5fQsWNHFi1a1OTrMjMzfZ72NWTZsmVNTlZzNgjGGsA/Y5VleFFEVuFK9iIiv3Ht/w3YCTwZhHsrpZRSqrUd2QF5H/JFWN3TPwFKt2zmRNfzCLNb6+wqnOUMGDGg1YbZKJFdoNf3PPvb36y3eTmezJ8mrAOlR78N1siUUiogAh4AGmMKgCuA/wDXAT8ABFjk2v8YGGOMCVxeV6WUUkqdOZ9ZVZ02hXsCwNOnf1YeOkz1kaOUd/Vk9fv/7N15dFxXme/971Oz5sGW53mQbZI4IxlJcCZnINDdoXO5F8LbDN0sGi5wgX6BZk54aXo1F8J8e8iFBkITCAHSnYmEEBPijE6cxHbiMXFsy5YHybKGqlJN+/3jlKtKskZbpSpJv89aWrXPOfuc2lpRLD21936ebtdJINA3S2hZWPXWfHvrvUN27S1MaRCqINE29oWrRUTGUjGWgB4vy7DGzFbjzQBOA44BTznnnivGe4qIiEgJ9HbDiz8H4KVwPkHEYAlgQrUzc+eSVeMwvpOx8i3wwKe89muPQawDKgYuqN3ryy+d8wUryBztGI8RioictKIEgMc5517Cq/knIiIik9GmX0JvJ+0+H3uC3mxeyBdiVeOqPt3imzfjgJpIPpCqWNI4niMdubp5MOds2L8RMinY8RCs/m8Ddk0GLNf2BcME2rXASUTKW1EDwJNlZped7L3OucfGciwiIiIyCOdyyz9fKFj+uWraqgELwMci02gITcudm3Px8vEZ58lYeYMXAIJXDmKQADAdCkDSawf8YSq6k3QnuqkOVY/TQEVERmfMA0Az++IIumWATuAV4I/OuUS/6+uAwdMRDc1/kveJiIjIaOx9Gg5uBuC3tbW50+fMOKdPN+ccsZe30DH7NGZmE8D0puPMWTJ7/MY6WqveCn/4itfe+XtIxiB4YgFpVxn0NrkAAX+I2pijtaeVZaFlJ/QVESkHxZgB/DJ9gzcraPc/74A2M/uoc+7Ogmu3cmIAeAFwLbALL8FMKzALeBOwFHgAeGYMxi8iIiIj8axXkHlvIMC6ivwM4F8s/4s+3VKHvAQwqUWLc+eOpDtY6itGMvIxMr0Zpi2Dtp2QjMKuR2Hl9Sd089dV5ALAoD9IbRRao60sa1AAKCJDG6r8RjEVIwC8HPgYcD3wE7xg7SAwE7gUeDdwH/AfwDnAR4CfmlmLc+5PAM65Lxc+0MwuBP4++9zvO+cyBdd82Wf8I17gKCIiIsXWfRi2/BaA/6itzn1qe+ncS1lct7hP1+MJYCqq83UBj1WU5g+fETPzloGu/5Z3vPW+AQPA8LQa2OP9WRLyhfBHYUf3gfEcqWSZGc45MpkMvnL+cEEk63gAaGbD9Bxbxfi/YyFwNfBG59wHnHM/cc79Lvv6N3gzedcAFc65zwGX4M32/d0Qz/wK8Hvn3HcLgz8A51zGOfdt4BEUAIqIiIyP538MmSTdZvymti53+uY33HxC1/jmLWTMR0NFPulLeMWME/qVncJyENvuh3TqhC61s/NJbUK+MMGUcbh973iMTvoJZ+tQ9vQoEY9MDMd/VsMFNVTHQzECwI8Dv3TObRroonPuReAu4BPZ4014M4IXDfHM84EXhnnfF4ELRz1aERERGZ1MGjb8CIDf1FTTY96n2EvrlnLR7BN/nce2bKardhF1wQbvdpfhzGtPLBRfduacAzXZfYqxdtjz5Aldmublk9qEfGFSgUqOte4ZrxFKgZqaGgBaW1vp6uoik8mUbImdyGCOz1J3dXXR2toK5H92x0sxloCuAO4fps9+oDCd1g7gLUP0N7x9fkPRYnsREZHxsP130LmPNPCzur6zf/2XMjnniG95mZ75l+Az73PnjmQ7C2Y0jOeIT47P59UEzO51ZOu9sPjSPl0WL2xin9uKz/wEfEF6w7V0H9YS0FJobGykp6eHaDTKvn37Sj0ckRGprKyksXF8S+IUYwawi6Fn8wAuBroLjquy9w3mCeDtZnbDQBfN7G3AjcD6UYxTRERETkY2IFpXWUFLwPtToj5czw1LTvw1nTp0iPSRIwQa5ufOHfHFx2ecY2Flwfe09T6v9EUBn99PItObO05UTSNx5PB4jU4K+Hw+5s+fT1NTE5FIZNz3VYmMlJkRiURoampi/vz5475ntRgzgPcD/4+Z/QPwVedcbiG2mVUBnwcuw0sQc9zpwO4hnvk54DHgHjP7Y7Z9PLHMm7PPi2X7iYiISLG07YJdjwBwR21+2dJNzTcRCURO6B7f7JWJqKtqyp1Lzq47oV/ZWvQmiNRDvAOO7YUDL3hF4gskMr1E/JUApCrrSbXvwDmnAKQEfD4f06dPZ/r06aUeikjZKkYA+PfAGuDTwAfN7CXywdpqoB7YA3wWwMxm4y3f/OfBHuice87MrgZ+mH32GrzEMcf/Zd0GvN85t3HMvxsRERHJ2/BDAF4JBdlQ4QV8AQvwjhXvGLB7fMsW4pFapoXzSV9Oe+s5A/YtS/4gNF8LL2WrVb1y7wkBYJJ8cph0pIaKniTHeo9RH6lHRKTcjHkA6JxrNbPz8coy/He82bnjYsC/A59xzh3K9j8AzB3Bc58AVprZxXjlI+rwKu88n70mIiIixZSIwsY7gL6zf2sXrWVm1cwBb4lt2cKxxRfSZH4AjibaOaN5VvHHOpZW3ZAPALfeC1d+oc/lREEA6MI11PU4WqOtCgBFpCwVYwYQ59xh4P1m9kG8pDB1QCew1TmXPMVnP4G3J1BERETG05ZfQ7yDI34fD1RX507fvOrE0g+QTQCzeQv+09+VO3fIYkUf5phbegUEIpCKw+GtcGQnTM/nnuvJ5ANAC1V4xeB7WlnZuLIUoxURGdKY7zg0sy+a2bsBnHNJ59xm59x659ymUw3+ss+vMrOzzezS4XuLiIjImMkmf/llTQ3J7CaMs5rO4oymMwbsnjp4kGR7Bw1Vs3PnGs6cPWDfshaqgqVX5o+33tvncq8vX6LYghXUZANAEZFyVIyUM58HBv5NcArMbJ6Z3Q0cBTYAjxZce5OZvWxma8b6fUVERARoeQ72b6TX4Be1BbN/AxR+Py6+ZQtH5p5HfcirlZd2KU77szcWfahFsaowG2jfADDpz/855Q+GqY06BYAiUraKEQC2ALVj+cBsopingT8D7gWeJJ8Ahuy1GcDAO9BFRETk1Dz7fwF4oKqKdr+3n29W1SyuXHDloLfENm0iueDc3HF75gjhusrijrNYmq+F7D5G9j0Lnflaf6mwP9f2+8PUxqA1qgBQRMpTMQLA3wBXmVnFGD7zS3gB3lXOuRuBhwsvZpeW/gm4ZAzfU0RERACi7bD5bhx9k7+8c+U7CfgGTieQPnaMtrt+S31NPjmMmxsu9kiLp7IRFhX8mbHtvlzTVYZy7YA/RG0UDnSrGLyIlKdiBIBfwlum+VszO32Mnnk98J/OuXVD9NkDzBmj9xMREZHjNt4BqTgbImG2hb1gpyJQwY3Lbxz0lsPf/jb7wwtpiuTr/y16y9mD9p8QVr41334lvwzUV5Ovfxj0BYkk4WiHAkARKU/FCABfBGYDVwEvmlmPmb1mZq/2+9o1imfOBHYM0ycJVJ3kmEVERGQgzsHzPwbgpwWzf29b+jbqwgMXdI9t3sLRn99JYtG5+M2bIWxLttG4fH7xx1tMK9+Sb+/+E8SOAhCelt8TGfJ7AXLsyEEyLoOISLkpRgDowwvG9mS/DmXPW7+v0bx3OzDcb41mQAvuRURExtKR7dC2k72BAOsq87s73rXqXQN2d5kMrbfeStJfwYyafL2/Aw2TIBiqmwtzskXsMynY/hAANbPz9f5CvjAOo6o7TVusrRSjFBEZ0pgHgM65Rc65xSP5GsVj1wNvM7MBK8ea2XLgWgoyg4qIiMjouWSSzgceILZps3di2/0A/EdtNc68/GuXzr2UxXUD/xrvuPtu4i+9xMF559MU8fb/Oed4w00XFH/w46FwFnDrfwFQP7sxdyrkC5MKRJQJVETKVjFmAIvh60AE+KOZXQdUQq4m4HXAfwEZ4BulG6KIiMjEd/j736fl459g90030XH3r2Hbg3Sb8Zua4Us/pI4e5fA3vgmAb+HZ+Mz7M+Ng6jALVswt/uDHw6qCfYA7H4FkjGkz68m4NAABX5DeUJ1XDF6ZQEWkDBU9ADSzBjM7pUX/zrmngQ8Ai/DKQPxd9lJn9ngx8H7n3JZTeR8REZGpzCWTdPzil7njA1/4Ap1PvMhvaqrp8Xl/MiytW8pFsy8a8P7Dt32LdEcH8XAD82vyv/rb5gWLO/Dx1LQCpi332sko7HqUxuoKEpneXJdUVaNXCkIzgCJShooSAJpZtZl9w8xagSPAawXXLjCz+83snNE80zn3I+B04DvAM8Au4HngB8Bq59zPxuwbEBERmYJ6nnqK9NGj+ROZDC1P1vNcWz75y81vuBkzO+He2Esv0XHXXQC0vWEtlQFvxjCejnLxe9YUddzjrl9R+FDAR8LlA8BkZQO1PVoCKiLlacwDQDOrwyvU/nFgP/AKfYu2bwIuBf7HaJ/tnNvhnPu4c+4i51yzc+6NzrmPOOe2jcXYRUREpqqOQ1FeuPtFYpFp3onjQV7GeM89sGKvoz5czw1LbjjhXpdO03rLreAcaXzMnn1W7tpr/qPUNNSOx7cwfgrLQWx7ANIpki6ZO5WK1HpLQBUAikgZKsYM4OeA04D3OOfOAe4qvOiciwJ/BK4c6QPN7ItmdtkwfS41sy+exHhFRESmtHhPkl//03O82ruU3Rd9nENnv4+mL3+LQJUDIJyCv78rzfuCa4gEIifc33HXXcS3bMEB+y54D3UhL4hMZhKsfN+a8ftGxsucs6EmW3o41g57niBl6fz1SLX2AIpI2SpGAHgj8Dvn3E+G6PM6MJrd4F8G1gzT5zK8IvRShsxsnpn90Mz2m1mvme02s2+ZWcMonrHOzNwQX5F+/Wuz7/Gn7PvGzeyQmT1jZv/LzFQ3UkSmvEw6zb1fvp3zM4e5oq6a8+tmsHThhcQ3VuC74lvEzvtvEKyishcu+vrD9O7qW8Y31d7Oodu+BcCeRdexbMbq3LWddoT5zQMm8J7YfL6+2UBfuZeM3+WPQ5XKAioiZStQhGfOA+4epk83MHD12JMXwMsEKmXGzJYCTwAzgHuArcD5wMeAa83sEufcaIol3TLI+VS/40a85EHPAvcBh/F+7q4AbgP+xswucs51juK9RUQmjUwmw8NfuJML/aeD/8TrYX8VM+ZdRXLOpbTte4zw5nvZ8773s/BnPyM0z/sc99A3vkHm2DH2z3wjDc3nEfFXAhBNdfPG//fa8fx2xteqG+DZf/PaW+8jytm5SxaMUBuDI7EjpDIpAr5i/LklInJyivEvUhfeH/pDWYyXHGYsnVuEZ8rY+AHez8RHnXPfPX7SzL6Jt1f0q8AHR/ow59yXR9h1L1DnXMHGjPx73wG8K/u+/zTS9xYRmUz+9LUHOS2zIHecyiQ5EttL2jI0hmZRkU3kEvSFmbXganrnXsKhvY8Se9/fsOqOfyfZ0sKxu3/NkcZVhFZfzdzKfObPjjN8NM8c6896y8jCSyBSD/EO6NxHLB3P/VXlD0SojkLGZTgcPczs6tmlHauISIFiBIDPAjeYWY1zrqv/RTObDVyPV75hUGb2h36n3mNmawbo6gfmAwuBn5/UiKVozGwJsBbYDXy/3+Uv4c3QvdvMPumc6xnL93bOpYH0IJfvwgsAl4/le4qITBSP/+oplnbls3sejB8k/ezPaZrjZ9Y/fZ7bv3c7M482c1rVvNyevrC/kvmL3kLv/Ct46pZ76Ex0E7r0b5lTsyDXB6BzRhfn/9X14/49jSt/EJqvhZfuBCBkx/KXAmEqEhBMOlqjrQoARaSsFCMA/DbwAHC/mX2g8IKZrQL+Da+o+3eGec6agrbDqwG4aIB+GaAN+AXebJKUlyuyrw855/os0XXOdZnZerwA8ULgkZE80MzegTeLnMDLMvsH5wryb4/M8RRuL43yPhGRCa+7J07tU4cg4G3Dbom+zp69ezi97WXqPvAZfHse4Fen/Z50YjOrWy7h6ralrKpsojrgZfMM+ytYXLNywGcfrTrKaR87MVPopLTqhlwAWO324y1GgoA/BKBMoCJSlsY8AHTO/c7MvoyXuGUzkAQwsyNAA15JiE87554Y5jm5BDVmlgG+7Jy7dazHK0W3Ivu6fZDrO/ACwGZGGAACd/Y7PmRmH3bO/WqgzmYWAD6fPWzESxh0JvAo3gcSwzKz5wa5NPBfQCIiZewP33uYc7LBXzKTYHMszDmv3gtm1Fx3Hff911/QHvBDxWF2rPoD3/jzz7P9iQO8et+zLPFXU51dGloomUlybE4PZ3zkenz+opQZLj9Lr4RABaRiVGf25U4HfV7hewWAIlKOirIr2Tl3q5n9Cfgo3szONLxZvPuB25xz/Zd3Due9wMaxHaWMk+MbQI4Ncv34+foRPOse4H/j/Sy04S37/Svgk8AvzOwG59wDA9wX4MQMsT8FPuSci4/gfUVEJo3DBzo4ra0ilwd8a/ceZu57mUjvUSovupBABdyRPgIBbxbrnaveSUVlmDOvWsTqKxfS+uoxdvz4XsK7DxAIV5P0QefC+VzwnktZPGcS7/kbSKgSll0JW++l0n8of9ofBqA26jjQc6BUoxMRGVDR0lI55x7Fm2EZi2f9eCyeI2UpW2kYN2QvwDl3W79T24DPmtl+4LvAP+AtP+5/XxwwMzNgDnAV8DVgg5ld65zbPYL3PnfAwXszg+cMd7+ISLl4/t/WcZrP26/XlTxKS7KWC/Y8DEDdDTew4YXb2Rb2gr8KZ9z4hptz95oZs5fWM/vWm+l86CGiTz1N4/veS2jevPH/RsrFyhtg671U+w9y/BPFkC9E0vwqBSEiZWnMA0Azq3fOdYz1cwuePw+vhmB4oOvOuceK9d5yUo7P8A32sXBtv34n43a8sg5nDZZ8CMA554AW4Mdmtg14EvgeMEU2q4jIVNfd2cPSrspcyYct3YdZvPMJAuleLBik5uqr+ek938z1f1v9SurCA//zXbt2LbVr147HsMtb8zVgfioD7cSzxYhCvjDRYDV10S52KQAUkTJTjBnAA2b2n8CPgQf7J/44WWa2Fu+P/OH2XA1QyUhKaFv2tXmQ68ezcA62R3BYzrm4mXXh7TGtwitFMtw9T5lZB32TDYmITGpP/eRxVmbr9HUnj9EVnMkbDjwJQNWbL2N/6hDr0sfAvMUZ7zrzb0s21gmjshEWvYnwrj+ScWl85ifgC9IbrqM22snB6MFSj1BEpI9i7NLeDdwE/BfQYmZfN7MzTuWBZnYBXtmIerwZGwMew0vgsTV7/F+AksSUn+PLgNeaWZ+fNzOrAS4BYsBTJ/sGZrYCL/jrYoS1ILPvXcuJxeNFRCatWS35sqg7o4eZf+hpLLsCv+6GG/iPDbfhssHfpUlj8aI1pRjmxLPqrfh9kMjkt5UnqqdRG4X2eDu96dEmqhYRKZ4xDwCdc6uAC4B/BoJ4CTpeMLPnzOyjZjb9JB77WSAOvNE597HsuUedcx8ETge+greva8AskFI6zrldwEN4JTw+3O/yLXgzdj8prAFoZivNrM9Mr5ktMbO5/Z+f/Xn6UfbwTudcquDaWWZ2QnIZMwvhfZDgA+47me9LRGSi6drVSr3zlnOmXYoD1DHjZe+fQF9lJVx8Hr9pXZ/rf3PTBbmZQBnGCq/mYTKTD/RSFQ3URr32wR7NAopI+ShWFtBngWfN7H8Bb8PL1Hgt8C3g62b2APDvzrnfjvCRFwH/6ZzbX3DOl30vB3zJzK7HCyj+coy+DRk7HwKeAL5jZlfi1e67ALgcb+nn5/r1fyX7WviXx2XA7Wb2R2AX0A4sAK7H21+4AfhUv+e8B/iAma0DXgc68JLArAVm4S1P/btT/u5ERCaA/Q+8RBUVXjvWwvxqP8FUDICaq6/mnr330+PSACxNJLjojJsHfZb0UzcX5pxD8pX8DGA6UkNthze72trTyoLaBaUanYhIH0XLAgrgnEsCdwN3Z2dqbgbejRcU3jCK968D9hQcJ/BmjgqtB955SgOWonDO7TKz8/CW6F6LF7QdAL4D3OKcax/BY54D7sCrsnsW3vLNLmAT8EvgX5xziX733AXU4JUiuSjb7gReBr4B/MA5Fz21705EpPw55/DtTec+Vtvbm6L55V/nrle/5Xp+tuXLueOboyls4cXjPMoJbtUNpF6O5Q5duDo3A9gaVSIYESkfRQ0A+2kDtuDN7pw+yvc+hLfHq/B4ab8+Qch+tCllxzm3F6+e40j6nrDmyDm3CW9GbzTvuR7vgwERkSlt/zNbqTCveHsiHScwcw7hP3qLLfyNjTw7P07La4cBqE+nuWHOpeAPlmy8E9LKt5Jxj+QOLVSZDwCVCVREykgxksD0kd3P9TW8GbwH8WbpXge+OIrHbKdvwPcUcLWZNWffYxbwdmDHmAxaRERkEtl836Zc+0D8MIvjW3LHtdddxx3bfp47vqmrm8iKt4zr+CaFpmacL59kx4IRKhMQSKkWoIiUl6IEgGbWYGYfMrOn8Wb9Po23/O7/Am9yzjU75746ikc+CLzZzBqzx9/Gm+3baGbP4mUCbcLbYygiIiIF5vbkF8gc9BkV636ROz562elsOLgBgIBzvKMrCsuvGvcxTgZWkV/c5A+EAKiNagZQRMpLMQrB/wpvf18QcMDvgX8HfuOciw9x61D+Ba/sQxK8pX1mdhNe9s/T8UpPfMo595NTGryIiMgk8/rLLdQHvYTIqUyS6Yuqcb87BkBw7lx+5Hsm13dtT5SZ8y6EioYBnyVD645UQXbZZ8BfEABqD6CIlJFi7AG8ES+74o+BnzrnWk71gc65TuDpfud+A/zmVJ8tIiIymW397XOclt1Gf7j3EPNf38DxT2MD11zOA7vvzvW9+VgXnH1tCUY5OXRW1hUEgN4eytqo4zXNAIpIGSlGAHixc+6ki3qLiIjI2Kk90gveZBSHgglqfp9PVPLU6UGSh719a2fFezkjkYAV15VimJNCsLEKjnjtkC+Iw6iNQleii2gySmWwsrQDFBGhOIXgixb8mVmTmX3QzL5tZrf3O3++mSkLqIiISFZvPMGsQGPuuKY+jYt783/h5mbut825azd2dcO05TCtf5JtGanKadW5dsgXJBmspE6ZQEWkzBStDISZ+YEVeOUb/AP1cc49NornvR+vblwEr5KRA/46e3km8CTwAbxEMyIiIlPehns3stDnTf/1pDqZv/upPss/Xzj0QwB8zvHmaAxWa/nnqahtqsOregUhX4jOYDW1US8CbO1pZUn9khKOTkTEU5QA0My+AHwcr4D7UAYMDAd43tXAvwIvAV8CrgE+ePy6c26zmW0B/hwFgCIiIgB0b9wNzAHgYPIoTU/mS6O+dGYtbpcD4KzeXhozGWjW8s9TMX1OI/kAMEwiWENt9BAAB3oOlHBkIiJ5xcgC+ingFuAY8FNgL5A6xcd+GjgAvNk512lmZw/Q5yXgolN8HxERkUmjMeqDsNfusV6a0mkAKs4+m4cSL+T6Xd4Tg0g9zL+gFMOcNJrmNHLIpfGZn4AvSDJUmy8Gr0ygIlImijED+DdAC3COc+7wGD3zPODObDbQwewDZo3R+4mIiExosZ44TcFpuePqjtdy7Yq1V/Lk/n/OHa+JxmDVjeAv2s6QKSESCtGb6aXC7yV7SVTVUxP1Zlm1B1BEykUxCsHPB347hsEfePnLeobpUw+kx/A9RUREJqxXfr+JgM8rRdCV7KDhuftz17ad2Ug87e0GXJxIsiiVghXa/zcWEpneXDtVUTADqABQRMpEMQLAg4z9zOJu4Nxh+lyAV39QRERkynPb8nvO2pId+JMxACrOOotH4gXLP6NR8AVg2VXjPsbJKO6SuXYmXKUsoCJSdooRAP4SuNrMwmP4zHuAS83spoEumtl7gdXA3QNdFxERmWrsSCLX7k0cy7Wr117Nur3rcseXR2Ow8GKIDJe3TUYiUbgYKVRBVS/4046DPa0450o3MBGRrGIEgF/ES9jyKzNbPEbP/CdgD/BzM/sF2WQvZvY/s8f/CuwAvjtG7yciIjJhZTIZal1N7ti356Vce99582mPtwPQmE5zRm8CVlw/7mOcrHyR/J9WvqBXgqM2CrF0nM7EUKkMRETGRzF2e28Bgnh5p683s2NAxwD9nHNuRNVmnXNHzezNwE+AwlnA72Rf/wS80zk33D5BERGRSe/I5t1EjiciScdp3PM8AJHVq3kwmS/+viYa8+oxNWv/31iJ1AS9POiAL5APAI/WeMtA68KaaRWR0ipGAOjDK/uwp+CcDdBvoHODcs7tAdaY2Wq8GcBpeP/EPuWce+4kxyoiIjLpbHl4C8upB+Boop3KlPf5aO01a3l07z25fmuiMWhaCY1jtWBH/FXhXAAYyGZVrY06wGjtOcCKxhWlG5yICEUIAJ1zi8b6mWZ2GdDpnHvBOfcSXs0/ERERGYBr6YSQFwB29RymMnv+2MWn8doz3wIgkslwYSwOZ2v2byyFGyKw32sHfUEc5DOBHnwJ5q8p1dBERIDi7AEshkeBD5R6ECIiIhPB9FzIB7TtBiBy2mk8lt6aO31RLE6Fc7DiunEe3eQWaqzKtcP+AGl/JB8A7n+2RKMSEckregBoZrVmNt/Mak/hMUeA2FiNSUREZLI61HKE+mAjAM45avdsAKDmmmt4dO+juX6XR2NQOQ3mvbEk45ysjvrzi6vCvhCJUE12CSi0tm8v1bBERHKKEgCamd/MPmNmO4GjeHX8jprZzuz50S49XQdcPMbDFBERmXRevHcjPvN+vXcmO6joOQhAZs0FvHDYq/9nznFZNAbL14LPX7KxTkaR6fkkL2FfmGSwOm/qw/AAACAASURBVD8D2HsUYgPlxRMRGT9jHgCaWQh4GPgqsAjYCzyTfV2UPf/7bL+R+jywwsy+YmbBMR2wiIjIJJJ67Uiu3Rk7DEB41Sqe8L1KxmUAOKu3l2mZjLJ/FsGM+U25dsRfQW+wKh8A+n2w65ESjUxExFOMLKCfANYA9wKfdM7tOH7BzJYC3wDemu33jyN85t8Dm4HPAu83sxeBVqB/RVXnnHv/KY1eRERkAmuI+yDitRPH9gHZ7J978ss/10Rj4AvC0itKMcRJrW56Fd0ujc/8BH1hesO1uSWgBwMBMtsexHf620s8ShGZyooRAL4TL1j7c+eyHzVmOed2mdmNwAvAuxh5APiegvas7NdAHKAAUEREpqRMxtEYyG+5D7V6Nf/CV13Ok0//MHf+8mgMFl0KkVPZni8D8ft9xNNxKgNeMphUZR0N7d6Cq6QZ7a8+wvRMWktvRaRkihEALgO+2z/4O845lzGzB4CPjOKZKlAkIiIyjG1PvkpNoBqAVCZJzYGXCTc383y4lVjKy6W2KJFkcTIFK64v5VAntZjrpRIvAHQVNdQWpLFrTXYxfd8GWHBBiUYnIlNdMQLABFA9TJ8qIDnSBzrnXj+lEYmIiEwBu5/cyhl4s3qdiTaCLkPNNWtPzP4JsEL7/4ol7gr+xIlUUhnL4E8bab/RGvBz+vYHFQCKSMkUIwvoS8BfmlnTQBfNbDrwl8CLRXhvERGRKctaj+XaPTEvGUz1NWtZt3dd7vzl0SjMOA3qF4z38KaMuC+da/uCFQBUZ+Pu1kAAtv+uFMMSEQGKEwB+D2gCnjGz95vZEjOrMLPFZvZe4Ons9e8N9RAzC5vZM2b2yFCZP80slO3zlDKEiojIVFafzv9aTx3bR2jZUrbXRWmLtwHQmE6zujeh2b8i6y1YX+UPhAHymUADfji0BTr2lGBkIiJFCACdc7/ES+6yEPhXYAfQDewEbsfbz/f1bL+hvAs4F/iGc27Q5aLOuQTwdeD87D0iIiJTTibjqPfld2CED26ldu01fWb/LovG8AM0Xzfu45tKUpF8gpdgwPtsOlcM3p+9pllAESmRohSCd859Fq9w+w+BjcCr2dcfApc45z4zgsfcCLzqnLt/BO/3IF6gedNJD1pERGQC2795D9VBrwh52qWpbt1GzbXX9Cn/cHk0BlVNMPfcUg1zaqjJlzoO+r12XW4GMDs9uOOh8R6ViAhQnCQwADjnngKeOoVHnA0MG/wVeAxQSjMREZmSDjyzg9l4yw07E+1ULlrAwZlhdj25C4BwJsNFsTic+XbwFeXzX8lauHg6HPb2AYZ9QdK+ILVR77g1kJ0BfPWPkOiBUFWphikiU9SY/wYws5vM7A9mNmeQ63Oze/ZuHOZR04GDo3jrg8C0UfQXERGZNHr3tOXaPbE2aq69hnX71uXOXRSLU+Gc9v+Ng8a5Dbl22B8iGazOLQE97A+QAkj3wmuPlWaAIjKlFeMjwL8G6p1z+we66JxrAWqz/YYSY/hyEoWqgfgo+ouIiEwa1pnPPJnsPEDtNdecWP7BH4Ill5dieFNK5fS6XDviC5MIVtPUGwEgY3Aktw/wwVIMT0SmuGIEgGcAG4bpswFYPUyfvcAbR/G+5wFKqSUiIlNSgz//manFDxJdOIONhzZ6x85xWTQGiy+D8Gg+W5WTUTGrMdcO+ypIhKpp6s3vC8wtA93+EDg33sMTkSmuGAFgI3BomD5teEs8h7IOuNDMzhvuDc3sXLykM48O11dERGSyaXv9MDWBegAyLkPDGQt4fP/jZFwGgNW9CaZnMtCs5Z/jIVQVIZXxEpj7fQF6K+qpj+X/5GqtqPUaXfuhdVMphigiU1gxAsAjwPJh+iwHOobp8z3AAXeZ2arBOpnZSuAuIA38YBTjFBERmRR2rduMmQHQlexg4V++pV/2z2wKyhUq/zBe4plYrp2ubKCmJ5M7bp25Mt9R5SBEZJwVIwBcD7wtG5idIBvM/Rnwp6Ee4pzbBtyKV09wo5ndYWbvM7O1Zna1mb3XzO7AKy+xCLgle4+IiMiU0rnp9Vy7q/cogVXLWL9/fe7c5dEYzDoD6uaVYnhTUizTm2tnItVEuhO549a6WfmO2gcoIuOsGGUg/jdeDb/HzexW4EGgBZgLXAd8AfBn+w3JOXermaWALwHvBP5Hvy4GJIHPOee+NmbfgYiIyAQSimdyadM6XZxnWp8hlvJmoBYmkyxOplT8fZzFvVyfnkgVge44lvHhfEZrKAzmB5eGlueg+zBUN5VusCIypYz5DKBz7lngQ3iZPm8DXgE6s6/fzJ7/W+fc0yN83j8AzcBX8Pb4bQW2Zdu3As0K/kREZCqrCeQTu8Sbavpm/+yJYaDyD+Os15fPyuoLVmDOUZNdFdoab4f5F2SvOtj58PgPUESmrKIUgnfO/ZuZPY4XCF4A1OPt+XsK+D/OuVdG+bzX8WYBRUREpEDPwXbqgvm6c3WXnsG6vbfnji+PxqB6Jsw+uxTDm7ISQZ+XyQDwB70MoLVR6KyC1p5WaP5z2POE12H7g3DWO0s0UhGZaoqxBxAA59wrzrmPOOfOd841Z18/OtrgT0RERAa36/4nCfm9GnO96Tj+5QmOxI4A0JBOc2ZvLzRfA76i/cqXAWQq85+xB/xeAFgf8xL1tMXbSCy9Mt955x8glUBEZDzot4GIiMgEdmjL3lz7WLKD59ueyB1fFo3hB+3/KwFfXUWuHfIHAZibrMmdO1hVB/ULvYNEV342UESkyBQAioiITGAWzbePpXv67v+LxiAQgSVrxn1cU13FjLpcO+wPkTEfc1P5vZqt0YPezOxx2x8az+GJyBSmAFDGhZnNM7Mfmtl+M+s1s91m9i0zaxj+7twz1pmZG+Ir0q//XDP7iJk9kH2/XjNrM7OHzezGsf8uRUTGX5W/MtdO1hk7O3YCEM5kuCgWh8VvhlDlYLdLkdTNacy1w74QyWA1MxL5X1PePsDCAFDlIERkfBQlCYxIITNbCjwBzADuwcvkej7wMeBaM7vEOdc2ikfeMsj5VL/jjwCfBl7DyxrbildX8kbgKjO7zTn3iVG8r4hIWUl1dVMTzM80db4h6RVHAi6M91LpnLJ/lsj0BdPJ4O3FjPgraA9W0xjL/9nV2tMKq94NwSpI9kD7LjiyE6YvK9WQRWSKUAAo4+EHeMHfR51z3z1+0sy+CXwc+CrwwZE+zDn35RF2fQZY45z7Y+FJM1uFl5H242b2M+fccyN9bxGRcrJv3QZqgvUAOOd4qOYpaPeuXd6TXRvarACwFGbMbaQ12w77KoiFaqiN5a+39rRCMAJLL4et93ontz8I0//nuI9VRKYWLQGVojKzJcBaYDfw/X6XvwT0AO82s6qxfm/n3K/7B3/Z868Av8gerhnr9xURGS/7n92Jz7xf5T2pTp45ugEAc443x2Iw+yyonVPKIU5ZgaCf3owX8ZkZyZppVHUnc9dbo9nwcPna/E1aBioi40ABoBTbFdnXh5xzmcILzrkuYD1QCVw40gea2TvM7DNm9gkzu87MwicxruO/hfsvGxURmTCiR+K5dlemk7Tzio+f0ZtgejoDK5T9s5R6XW+unaqqJ9SZ/+/V2jNAALjnSYgfG6/hicgUpSWgUmwrsq/bB7m+A2+GsBl4ZITPvLPf8SEz+7Bz7lcjudnMaoG345XoHVHaNTMbbJnoypHcLyJSDEHyn38dsPxW6suj2bWGWv5ZUglf/jNGi9Tia+3OHecCwNrZ3kztgRcgk4Jdf4DT/mK8hyoiU4hmAKXYjmcnGOwjzePn60fwrHuAtwLzgAq84Otr2Xt/YWbDftRtZgbcDswE/k92OaiIyISTiUapDubrym2q2ZlrXx6NQs0cmH1mKYYmWZmgy7UtXI071knQ/AB0JjqJJgfYp7n9d+M5RBGZghQASqlZ9tUN2Qtwzt3mnLvXOdfinIs757Y55z4LfBLvZ/kfRvB+3wBuAv4EjDgDqHPu3IG+8DKaioiMu/bnN1MXyn929lTTFgAWJJMsSaa8EgNmg90u4yATyf+ZFQhVQibDYppy53L7AAvLQex4CDLp8RqiiExBCgCl2I7P8NUNcr22X7+TcTveXr6zzKxmsE5m9nW8rKOPAdc7V7A5Q0Rkgnn98S1E/F7+rGQmwetVhwBv+aeB9v+VgYMFn20Gg14NwEWZfH3A3DLQ2WdB1QyvHW2DlufHbYwiMvUoAJRi25Z9bR7k+vLs62B7BIflnIsDXdnDAbOJmtltwN/h1QO8zjnXPVA/EZGJon1PR659LHkU5/OCjTXRGAQqYPFlpRqaZAUaK3PtsN/brzkvlf+c8mDPQa/h80GzsoGKyPhQACjF9mj2da2Z9fl5y87WXQLE8OrynRQzWwE04AWBR/pdMzP7PvC/gIeBtzjnoif7XiIi5cJSwVz7iPP+6atPpzkr3uvVlgtWlGpoklU5J79EN+yPkPYFmZXIB4W5GUDQPkARGTcKAKWonHO78DJtLgI+3O/yLXgzdj9xzvUcP2lmK82sT3ZNM1tiZnP7P9/MpgM/yh7e6ZxLFVwz4F+BDwEPAG9zzsX6P0NEZKLJRKNUhqpzx69GvEDismjMS++t7J9lYdqC6bl2hT9Cb7ie6b35wD23BxBgyRrwh7z2wU1wbN/4DFJEphyVgZDx8CHgCeA7ZnYl8ApwAXA53tLPz/XrfzwzZ2H2gsuA283sj8AuoB1YAFyPt79wA/Cpfs/5IvDXeDOMLwCfsRMTIrzgnPvtSX9nIiIlEH15KzXB/NbqTXW7gMLyD9cMdJuMszlLZ9PNfgAi/koOh2qpj+U/ez/QfSDfOVwDCy+BV7MLZ7b/Dt74/vEcrohMEQoApeicc7vM7DzgVuBavKDtAPAd4BbnXPsIHvMccAdwLnAWXvKYLmAT8EvgX5xziX73LM6+VgB/P8hzfwwoABSRCeXQsy9TG8wvinhh2g5CGcfFsTjMPRdqZpVwdHJcfV0l7ek4IX8En/mJ1cyiMZrJXe8zAwjezO3xAHDHQwoARaQoFADKuHDO7QXeO8K+J0zTOec2Ae8Z5Xu+Z7T3iIhMBPte3s+SqoUARFPddIR7uCwap9I5aFb2z3ISzcQI+b0MoKnqaUS68tvQW3tacc6RW53SvBYe/LTXfnUdJKIQqkREZCxpD6CIiMgE01uQx/ho2ltEsSaaDSxWaP9fOYkVLE5xlXX4OrqoCHgJemKpGJ2JznznxiUwfYXXTsVh95/Gc6giMkUoABQREZlAMrEYgWC+lMB+32EgW/6hdh7MPL1UQ5MBRC2XmwwLV5Nub2dm5czcuT6ZQEHlIESk6BQAioiITCDxrVupitTmjndVtrA63ktTOuPN/p2Y7EpKqCDpJ4FQBan2dmZV5fdoHowe7HtDn3IQD4FziIiMJQWAIiIiE0j3Sy9TW5AB9MX67d7sH2j/XxnKVOXTLQQDYdJtbcwNNuXOnTADOP8CiGT/+3bug4NbxmOYIjKFKAAUERGZQFpe3E11NgDMuAxbGvZ45R+CVbDoTSUenfS3ZHm+FmDYHyJjPhZGBykGD+APwrKr8sdaBioiY0wBoIiIyATSdrg31+5MdTAzE2NpMglLL4dgpIQjk4FEmvLLdSP+IIlQLXM6/blzJwSA0G8Z6O+KOTwRmYIUAIqIiEwQmXgc58sngDmSaefyaAwDWKHln+WoanZjrh3xR+gN1zPtaDp37oRagODNAFr2T7R9z0JPW7GHKSJTiAJAERGRCaJ361bClfW5433BQ97yTwyWX1O6gcmgqufPyLUr/JXEQ3XUtMVy5wacAaxshHnnZw8c7Hy4yKMUkalEAaCIiMgEEduyhepwPgHM7qrXODveC/POg+qmIe6UUgnXVJLMeLUA/RYgXjWd8KGO3PWDPQdxA2X6bC4I6LUPUETGkAJAERGRCaLjpe3UBfMzgIGKlwiAln+WuVgmP+OXrG7AtbRSk63lmMgkaI+3n3hT4T7AnY9AOlnsYYrIFKEAUEREZIJo2d1B2F8BQDKT4Cx2exdU/qGsRV0if1BRTbKlhZlVBcXgB9oHOGMV1M332r2dsOfJIo9SRKYKBYAiIiITQCYeJ+aqc8dHU+1cGI9B/QIvWJCyFfXlk774wlWkjx1jgS9fHmLAfYBm/ZaBKhuoiIwNBYAiIiITQO/Wrfhq8vv82mmjPpPxZv/MSjgyGU48nP/vEwqGAVgcrcqdGzAABJWDEJGiUAAoIiIyAcS2bKEikt//F/fv8xorrh3kDikXmbpwrh0OhHHAvK5g7tygAeCiSyGYLRrftgPadhVxlCIyVSgAFBERmQBim7dQE8oXFZ8W2AShGlj4phKOSkYiNDNfu7HCHyYZrKKpI5/5s6W7ZeAbgxFY/Ob8sWYBRWQMKAAUERGZAFpefo26YEPueHXgeVh2BQRCJRyVjETd/Px+v0p/hN5wA00dmdy5LUe2DH5z4T7AHQoAReTUKQAUEREpc5l4nK5kLX5fAIBoqpsqf6eyf04Q85rn5tqVgWri4TqqjvRQEfAyuu7v2c/BnoMD31wYAO5eD/HOYg5VRKYABYAiIiJlrnfbNtIN83LHnek2MB8sX1vCUclINc2uyxWDD/pCxKumk27Zz+nTT8/1eeHwCwPfXDsHZq322pkkvPposYcrIpOcAkAREZEy1/nSRoJV03LHaXcQ5p0PBeekfPl8PnrSPbnjVM10Ei37OWv6mblzLxwaJAAEZQMVkTGlAFBERKTMtTz3OJXhutxxle9VWKHlnxNJjMJi8LW4aJSzw8typ4YOAAv3AT4EmczgfUVEhqEAUEREpMzFXtlJbUEG0BmhjQoAJxh/Vb4WoD/i1QBcGc8n9dnavpVYKjbwzXPOgcpsIpmew7B/Y9HGKSKTnwJAERGRMpbp7SXZ00BN0KsBmHEZps9MwPTmEo9MRsNq83X/QkEv+Uv4UAdL65YCkHIpNh/ZPPDNPl/fWcDtDxZtnCIy+SkAFBERKWN7Nj5G74z8UsGeVAe+VVeD2RB3SbkJN1Xm24EIAIl9LZw146zc+REvA1UAKCKnQAGgiIhIGdvx5O+w2lm543j6cN+kIDIhVM2pz7UrA2FS/jDJffs4e8bZufMbDw2xtHPJ5eDLziK2vgSd+4s1VBGZ5BQAioiIlLGuTRuJVOb3ijnbDwsvLuGI5GTYjIIA0F9Jb7ie5L59fWYAXzz8Ihk3SIKXSG3f/+47HirWUEVkklMAKCIiUqaS6SQVuw5TE6rJnQtNi4I/OMRdUo6q58/MtSP+SuLhehIt+1hQs4DGSCMAnYlOXjv22uAPUTkIERkDCgBFRETK1Av7nqEuOpP6UGPu3IzzVpVwRHKyGhtriKW8WoA+85GonU1y/wHIZDizKV8PcMhloIX7AF9dB8lBsoaKiAxBAaCIiEiZ2vz0ffQ0rSDoCwEQT/fQdOkNJR6VnKyeTDTXTtZMg2SS1OHDffYBDpkIZtpSmJZNCJSMwu7HizVUEZnEFACKiIiUqaMbniLTOC933JVqw6qmlXBEciq6C4vBV9YBnJAI5oXDQwSA0G8ZqLKBisjoKQAUEREpQ0diR6jb0UqwOr/8s9vfU8IRyamKF2zdDIS9shCJfftYNW0VwWyGz9c7X6ct1jb4Q/qUg3gInCvGUEVkElMAKCIiUoae3P8ky1ugOlybO5csKCUgE0+qOpRrB7PF4JP7Wgj7w5w27bTctRcPvzj4QxZcBMd/Jo7tgUOvFGWsIjJ5KQAUEREpQ89vepjKZBP1wbrcuRkXri7hiORUhWbm/1tWBI4HgPsARr4P0B+EZVfmj7UMVERGSQGgiIhImcm4DB0bnuLYtKVUBqoBSGWSrHjj8hKPTE5F04o5uXZloJKMBXIB4Jkz8plAh90HuLxwGajKQYjI6CgAFBERKTOvtL3C3Ne7STQtyp3rzhwjGPSXblByyhavXpBrVwdqiUbqSbS0AHBWU74g/JYjW0ikEyfcn7P8asC89r5nINpejOGKyCSlAFBERKTMrN+/nuZ9jkB1PuNnokrJPia66oYqetNe7T6/L0C0YS6p1lZcIsG0imksrF0IQCKT4OW2lwd/UNV0mPdGr+0ysPP3xR66iEwiCgBFRETKzNOv/YlFB6Eqkk8AE55bO8QdMlEU1gJM1M8B50geOADQpyD8kPsAoV82UO0DFJGRUwAoIiJSRroSXXRvepFMoK5PApjpZ84v4ahkrKSC6fxBVRMAyewy0MJEMBsPbRz6QYUB4M7fQzo5ZmMUkclNAaCIiEgZefrA0yxrSdPRuISaoFf2IeMyNJy+qLQDkzHhqgO5dqDCC/AT2UQwhfsAXzj8Am6oGn8zT4fauV47fgz2Pj32gxWRSUkBoIiISBlZv389K/Y5emcsxcxL9NGR6iBUFS7xyGQshGdV59thr53c580ALqlfQk2oBoD2eDt7u/YO/iCzfstAlQ1UREZGAaCIiEiZcM6xft/jNLc4/LWzcufbLVbCUclYql/SlGt7pSB8uVIQPvP1mQUcfhnotfm2AkARGSEFgCIiImXitc7XyOw7QF0Uqiry+//ijZr9mywiS/KBfXWghmhFE4mWfblzZ80YRQC46FIIRLz2kW3Q/uqYjlVEJicFgCIiImVifct6mlscyUAF9aH63Pnp5ywY4i6ZSBrnTyftUgBE/JV01c3PLQGFvolgXjz84tAPC1XC4jfnj7c/NKZjFZHJSQGgjAszm2dmPzSz/WbWa2a7zexbZtYwimesMzM3xFdkgHveb2b/YmZPm1k02+//G9vvTkRkbKzfv54VLY6jjcuoyWYATbsUp192eolHJmPF5/fRmerKHSca5pNuayMT9cpDnD79dPzmB2Bnx06O9R4b+oGF+wB3aBmoiAwvMHwXkVNjZkuBJ4AZwD3AVuB84GPAtWZ2iXOubRSPvGWQ86kBzn0DqAOOAvuBpaN4HxGRcRNPxdnQuoE/a3H0zmzOne9IHmNhpZaATiadxGgg+/lnTb4URHj5cioCFaxsXMmWti2ANwt42bzLBn9Y8zVwX7a9+3Ho7YJwTRFHLyITnWYAZTz8AC/4+6hz7s+dc59xzl0B3AasAL46moc55748yNdAAeB/BxY55xoBzfyJSNl6/uDz+KJxFhwCf31BAhhfvISjkmKIhvLlHUIVXrB2vBQE9F0GOmxB+Lp5MPMMr51OwKvrxmycIjI5KQCUojKzJcBaYDfw/X6XvwT0AO82s6pivL9z7kHn3OvFeLaIyFh6fP/jLNvv8AHVFfnV8b0zKks3KCkK15T/b1oRqsQByZb9uXOFiWBeODxMAAjQvDbf3v7gWAxRRCYxBYBSbFdkXx9yzmUKLzjnuoD1QCVw4UgfaGbvMLPPmNknzOw6M9PaKBGZ8J5oWU9zC8TCDdSH8gHg7PO1cn2yqV82M9eu9lfQG67PlYKAvgXhNx/ZTDKTHPqBfcpBPASZzOB9RWTKUwAoxbYi+7p9kOs7sq/Ng1wfyJ3A1/D2990P7DGzvzy54YmIlF5rTyu7jr3Kin2OthkrqQp4ywJTmSRvuHhliUcnY23pectz7epgLT2VM0kWlIKYWTWTOVVzAIilYmxvH+xXaNbcc6FymtfuOQQHRjBrKCJTlgJAKbbjhawGS2N2/Hz9INcL3QO8FZgHVAAr8QLBeuAXZnbdKYxzSGb23EBf2TGIiJyS9U/8E+Ycy/c7UjPzwUGX6yQY8pdwZFIMjbMb6M14ezuDvhDdjQtIFJSCgFHWA/T5YXnhMlBlAxWRwSkAlFKz7KsbshfgnLvNOXevc67FORd3zm1zzn0W+CTez/I/FHOgIiJF8fqTrN/xn8w9AlW9EKmZkbuUqhviPpmwzIxj6e7ccbpuZp8loHAS+wCXax+giIyMAkAptuMzfIP9GVPbr9/JuB2vBMRZZlaU3NfOuXMH+sIraSEicnI69pL6xc08FQmzosWR8keoD+cXRFSvairh4KSYjvnz+/oCVfVkurpIH8v/KizMBLrx0EacG+Zz0qVXgC9b3evAC9DVOqbjFZHJQwGgFNu27Otge/yOr3UaZoPD4JxzceB4Vd2iZBMVERlziSjc+U42pTvp8vto3uc4WreExlBjrsusC0ezPVomkso51fl22GsXloJYVr+MyoCXLfRQ9BAHeg4M/cCKelhwUf54x0NjN1gRmVQUAEqxPZp9XWtmfX7esrN1lwAx4KmTfQMzWwE04AWBR072OSIi48Y5uOfD0PoS6ysqAFjR4uiZ8wb82Vmc7tQxauZqBnCymnvGnFy7OlBFMlBBsmAfYMAXYHXT6tzxsPUAoV82UO0DFJGBKQCUonLO7QIeAhYBH+53+Ra8GbufOOd6jp80s5Vm1ie5ipktMbO5/Z9vZtOBH2UP7xykGLyISHl5/Juw5dcArK+MUBN1zGmHQEM+KDjouge7WyaBhlULcu3aYC09lbNItvRNBNN/Geiwmq/Jt3c9Csn4KY9TRCafQKkHIFPCh4AngO+Y2ZXAK8AFwOV4Sz8/16//K9lXKzh3GXC7mf0R2AW0AwuA6/H2F24APtX/jc3sr4E3ZQ+XZV/fambzsu2tzrl/PPlvTURklLY9CI98BYCjPh9bwmHO3pEhYz5qKvLbpWMzKko1QhkHlbMbOJRJEPSFCPsr6GqYf2IimKZRJoKZtgwal0D7q5Dsgdcfh2VXjfXQRWSC0wygFF12FvA84N/xAr9PAkuB7wAXOefaRvCY54A7gBnA27PPuBbYBHwUuMQ51zHAfW8C/ir7dUn23OqCc9cOcI+ISHEc3gZ3/zXHEx8/Of9MHN7yz67qeUwr2P83+6JlAz9DJgUzo4eCTKANc0m09A0AVzetxpfdPbH96HZ6kj0MyezEovAiIv0oAJRx4Zzb65x7r3NutnMu5Jxb6P7/9u47Po76zv/467tFzapWsUCWu2xsIBgwBgy40UsMoRMuhORHAiFH2hHg9zaeqwAAIABJREFUjuQCCeRIIIED8ggkJEcOSKihBQymG0OAwxQbcAEbG1uWXFRsWW3b9/fHjHZXzV51rfb9fDzGs9+Z78x85a92dj+ab7H2+9ba2i7yGmut6bBtpbX2YmvtgdbaQmut31o72lp7jLX2DmttoJvrXtx2vm6W+QP0I4uItNdcB387HwLumFV543hj4iwAKiqhfsx+ZPqccawCkVb2P1LTjI50NbRGX/uyC9v1AQTITsumIt8ZKy1iI6zYvmLvJ41vBrr2Oae/qYhIHAWAIiIiAy0cgke/6TTNA/BnYc9/gDe3Lccbtkypstii8dHs20P1+PyaAH6ka8mL9cQZlZFLsLKy03QPPZ4PcNwcSHNnRKrf6Dx1FhGJowBQRERkoL34M1j3cix9xu9Zm57OjuYdjNsG6UHIHlUY3V2fY7o4iYw02dNKoq9z03IJBUKEd7QfzLpdAJjISKC+NJi8IJbWpPAi0oECQBERkYH0wd/gn3fG0nOvgv3PYFnlMsDp/9eSUUhRRqz/X+7MsR3PIiPQ1COnRV/n+PNozCptNxcgtB8J9MPtHxKOhBM4saaDEJHuKQAUEREZKJuXw9Pfj6WnnQrz/x2AN7e8CcDUSkv9mP3J8ecDEIoEmXnCQYNeVBl8xWXF7A7tAsBrvDSOqejUD3DfUftSnOnMB9kYbOSz+s/2fuKK44kOpL3pbWjq1N1eRFKYAkAREZGB0FAND10IYXegj+LpcObd4PHQFGzivW3vAU4AGCqtiB62LVRD5qiMoSixDIG6SGxkz0jBWIIdRgI1xvS8GWh2CZQd6ry24fbNj0Uk5SkAFBER6W/BFnjwQmioctIZ+XDBXyHdGZzjnep3CEVCFDRYSnZCdk6sL1jNqMhQlFiGSENGrL9nenZhp8ngof18gO9vT2BCeOg8GqiIiEsBoIiISH+yFv7xQ6h810kbL5xzrzNBt6ut/9/USkvAl0lxRnF0X8mRkweztDLE/ONjg//kZozu1AcQ2vcDTOgJILQPAD99wRmJVkQEBYAiIiL9663fw4d/jaVPvLH9qIy07/9XU3Ywmb5sAAKRFg4+4WAkdVQsnBF9nZdWSOPmLZ3y7Fe4Hxlep1lw5e5Ktjdt3/uJS78EOfs4r1vqYfP/9Ut5RST5KQAUERHpL+tehiXXxtIzL4TDL2uX5YtdX7CpYRMA0ysNkX33j+6rZycen+b/SyVjK0ppDDUA4PP4qfGMwYbbj/Tp9/jZvyj2e/L+tgSagRqjZqAi0iUFgCIiIv2hZh088g2wbh++sYfBabc6X8TjvLHlDQD8IcuEasjJGRPd5ykfNWjFleGjJtwQfR0smUaourpTnnbNQBOZEB6gIj4A1HQQIuJQACgiItJXLbvgwa86Te3AaXp33v3gS++U9Y1KJwCcVA27s8dRnB4bAGZcXHNASR2+4tior+k5pQQ2dx4Iplf9ACfNA6/7O7h9FdRt6EsxRWSEUAAoIiLSF5EI/P3bsH21k/amw/kPQE5pp6yBcIB3qt8B3Pn/JhxOmtu3qzG0m4IZ4wat2DJ8FBxYFn2dn1FE66bOA8EcVBybG3JVzSpaQi17P3HaKJg4N5Zeu6RP5RSRkUEBoIiISF+8+ktYuziWXnRHbA62Dt7f9j7NoWYADqlMJ7NwfHRfpanHdGguKqlh3PzpRKzT7y8vbTRVq7d1ypOXnsekPGck2ZAN8dGOjxI7ebvRQNUMVEQUAIqIiPTex4/D0ptj6TlXwEHndZu9rf9fTpNl/OZsxmTGpn+w04sGrJgyvKXnjKI+WBNN76juesqGXvUDjA8AP18Krbt7VUYRGTkUAIqIiPRG1Qp44vJYevKxcNz1ezykrf/f0R9basfOJsefB0AwEuCwM+cMWFFl+NvtbYy+joQzu8wT3ww04X6A+eOgxO1bGg7A56/1uowiMjIoABQREempxh3OoC/BJic9ejKc/SfwdD+Fw7ambaytWwvA/I8s3jFTovsqQzvIzdcIoKmstTQ7+rogPY9wONIpT8cngBHbOU+XNB2EiMRRACgiItIToQA8fBHsdObyIz0XLngQMgv2eFjb5O/l2y1lNVkUjYo1/2wcl93dYZIi9j/zyOjr0elFrHlrXac843PHU5Du/J7tbN3Jhp0bEjv51JNir9cuAWv7UlQRSXIKAEVERHriuath4xtuwsBZ90Dx1L0e9malEwDOWxlhW+khFKY5AWDERjj47MMHqrSSJEom7kN96w4APMbLusXLO+UxxnBQSVwz0ET7AY49LPYHit3VUPVhn8srIslLAaCIiEii/u9P8O6fY+lj/7N987puhCNh3qx6E0/EcsxHlkj5AdERP7cHaygZqwFgBOqbYxPAZ+1s7TJPfDPQ97e9n9iJPV6YcnwsrUnhRVKaAkAREZFEbHgDFl8VSx9wFhz9w4QO/aTmE3a27uRLn1tym/2MyYvN+7ajSB/F4jCeuujrEn8uoWC4U56ZxTOjrxMeCAbUD1BEovSpIyIisjf1X8DDX4OIOzz/PgfBojshgXn7IjbCXSvuAmDeSktN2SyK0kvcfWFmnDtrwIotyWXi7HHR+QAL0op498VVnfLsX7Q/fo8fgA27NlDXUtcpT5emHAvGHaRoy3vO02z1BRRJSQoARURE9iTQ6Iz42eTO0zaqGM57ANKyEjr8vk/uY+nmpWS1WA5ba7HjY5PEbwlspXzK2IEotSShMWedTk1LrBlo7Uudm3ime9OZUTgjmk74KWBmAUyaH0s/8yP42wXOiLYiklIUAIqIiHTHWmeuv+qVTtrjh3Pvg/zyhA5fuX0lty2/DYAjV1l8YcOYvHHR/Rkz9jxyqKQWb04OtYHt0XRRwNdlvnbNQBMdCAbgtFuheHosvXYx/H4OfPpij8sqIslLAaCIiEh3Xr8FPnkilj71Fhh/ZPf54+wK7OLHS39MyDrNRk9ZncnWimPJ8ecDEIi0Mv38Y/q9yJLcCo6YFH1dkjGGqjVfdMrTbj7AnvQDLBgP334FZl8a27Z7KzxwFiy+BoItvSqziCQXBYAiIiJdWf0svHxDLH3Yt+DQixM61FrLdW9eR+XuSgAm7cqkfEMj/vLYk5sabx3pOZn9WWIZAQ6+6BQagvUA+Dx+Vt/zTKc88VNBfLTjIwLhQOIX8GfCKb+GCx+FUSWx7W//Hv64ALZ+3Ouyi0hyUAAoIiLS0bbV8Pdvx9ITjoGT/ivhwx9Z+wgvbHwhmv732iOpL6hgbPb46Lai+VP6pagyshhj2BqqjaZHNWdgOwzWUpRZRHmO0ww5EAmwqrbzYDF7VXE8fOfN9pPEb/sE/rAA3vo9RCK9Kr+IDH8KAEVEROI11cLfzodAg5POHwfn/AW8/oQOX1O7hl+986to+twp51D42kp2Tz8OvycdgJ3BOsYff1B3p5AUV3DE1Ojr4qxx1C1d1ilPr5uBxssuhgsehFN/A74MZ1u4FZ67Bh44Gxqq93y8iCQlBYAiIiJtwiF49JtQ97mT9mfB+X+DUYUJHd4UbOLK164kEHGa5E0tmMq/mgXsrA1QVjAhmq9ydAiPRx/B0rWppx3KLrcZqN+TxtpH3uqUZ2ZJrDlxwhPCd8UYOOwSuHQplB4Y277uJWeAmNXP9v7cIjIs6dNHRESkzQv/CetfiaW/cheUHpDw4Te+fSMbdm0AINOXyc3zbqb5qWfZsf/J5PqdET+DkVaOuPS4/iy1jDCZOWnUeBui6TTPWEK1te3ydJwQvmMz0R4rngaXvARzrohta6qBBy+Af/wQAk19O7+IDBsKAEVERAA++Cu89btYet7VMOP0hA9/at1TPLXuqWj62sOvZYJvDDUvvkZp8bTo9nXeWnKLcvulyDJylS06OBrUFWeW8cHvHmq3f3L+ZHL8OQDUtNSwuWFz3y/qS4cTboCLnoScfWLb3/0z3D0XtvSyqamIDCsKAEVERDa/C09/P5be7zSYd03Ch3++83NueCs2YuiiyYs4fcrp7HrhBaonLqQoYwwAYRtm+jeP6rdiy8g16ejpbG3ZAjgDw+zeFMHGDcziMR6+VPKlaPr97X1oBtrp4vOdAWKmL4ptq/kU7jkOlt2mAWJEkpwCQBERSW27quDBC6FtKP3i6U7TzwT76LWEWrjytStpDjUDMCF3Atcefi0ANX9/gpKxscE6Po9UU1ZR1r/llxGrtiw2TcjYvCl88czL7fYfXNwPA8F0J2s0nPu/sOhO8I9ytkWC8OLP4H8Xwc7K/r2eiAwaBYAiIpK6gi3w0IWw2x3tMLMALvgbpOckfIpb3r2FtXVrAUjzpHHLvFvI8mcR3LKFjS37UJjuzLUWtiHKv3pYv/8IMnLNv+JkGkO7AMjwZrH26Y/a7Y8fCbRPA8F0xxg45Gtw2etQdmhs+4bXnQFiPn68/68pIgNOAaCIiKQma51mn5XLnbTxwjn3wuiJCZ/ihY0v8NCaWN+sqw67immjnf5+mx78O/uWx5p7rotsZfLBk/ul6JIa0jLT2Oirj6bLc6awc0Osr98BRQfgNV4A1tWvY1dg18AUpHAyfPN5mPtjMO5Xx5Z6eORieOK70Nqwx8NFZHhRACgiIqnpn7+DFQ/G0if+0un7lKDNDZv52Rs/i6aPH3885047FwBrLRtXe8j25wHQGm5m+qUL+6PUkmJmXXEyreEWALL9ebz926ej+7L8WdE/OFgsK7avGLiCeP2w8Cdw8TOQVx7b/sH9cNcxTj9aEUkKCgBFRCS1BJrg/QfghZ/Gth38L3D4pQmfIhgOctXSq2gIOk8+yrLLuG7OdRhjAPjgj4uZVDAjmv+zrF3sM6Wkf8ovKWV02WjWt26MpiekjWfL5h3R9IA3A+1o/By4bBkceE5sW93n8KcT4LVfO3NpisiwpgBQRERGvoZqWH4v/PV8+PVEePJysO5IhmNnw6m/dfo7Jej2929n5Y6VAPiMj5vn3kxumjO1w87qnfhXB6JN82pat7Lw2kXdnktkb2Z850Saw40AZPly+OQ3selG4ucD/HDbh4NToMx8OOseOPOPkO5OaWLD8MqNcO+pULdxz8eLyJBSACgiIiOPtVD9Ebx2M/xxIfxmmtPfb+1iCLXE8uXsC+fd58x/lqClm5dy78f3RtPfP+T7HFh8oHtZy8c3P0N+WiEA4UiI3NlZ+NPS+uXHktRUNr2cz5piff8q0ibx2jPO076ZJbEAcMWOFYQig/gE7kvnOk8Dy4+Ibdv0Ftx1NKx4ePDKISI9ogBQRERGhlAA1r0Mz/4YbjsQ7joKXrkhNshLvOL94KgfwLdfhZzShC+xtXEr1y67Npo+puwYLtr/omh62c8fZZw/1j9q8/Z/MuG8k3rz04i0c+CFc9jRug0Ar/FS+PImAo0tlI4qZZ9RzqTtzaFm1tStGdyCFYx3+gUu+IkzkBJA6y74+7fgsUuguX7Px4vIoPMNdQFERER6rakWPn0B1jwLn70EgW5GIzRep+/StJNh6knOqIY9FIqEuPr1q6lvdb7QlmSWcOPRN+JxR0V89rr7OKB5HLgtSasa1rP/2TMxCc4nKLInY+fMYNU9T5BfVIDP4yffX8CKG/7BITeeyczimVQ1VgGwbPMyZoyeEe2POii8Ppj3Y5i8wAn66j53tq98BL54G86823n/iciwoABQRESSy47PnKacaxbDF/+M9eXrKD0PKo6DaafAlGOdOf764O4Vd7N8q/M00WM83DT3JgoynHM+c83/cICdEA0G6wM7KD++iPxTT+nTNUXizT53Fu88+AHTS535JEvtGD787bPMPHUmizcsBuDOD+7kuQ3PcVbFWXx58pfJS88bvAKOneXMGfjcNfD+/c62nV84/QKP/hHMv8YZTVREhpSx1g51GUSSljFm+SGHHHLI8uVdNDETkf4RDsHmd5yAb81iqPm0+7z5452Ab9rJzhOHfvqy+U7VO1yy5BIszmfm5TMv5zsHfYeW1gBLr/wL+2VNjQZ/DcGdRGaPYv/zFvTLtUXa2GCQ1cceT92BFzMuJ/YUu2rMDr5d9PNO/f/SPGkcO/5Yzq44m1mls6K/o4Pi4yecfrctcU1A9z3EGTymF0/gRVLdoYceynvvvfeetfbQvp5LAaBIHygAFBkgrQ1Ok861z8Ha56G5tpuMxnnqMO1kJ/Ar3q9Ho3kmoqa5hnOePoftzdsBmF06mz8c/wfWr66k9q5llGXF+vw1BOsJHT2aA79yVHenE+mTbbfdxqa/PAxzv8eYzLLo9hWRjSw7aTUvVi2hOdTc6bjynHLOrDiT0yefTnFW8eAUdmclPH4pbHg9ts0/Ck6+CQ7+Wr+/V0VGMgWAklSMMWOBnwMnAYVAFfAEcL21ti7Bc7wKzNtDlkxrbUvHjcaYGcB1wHwgF9gIPAjcZK3t/AnZQwoARfpR/SYn4Fuz2PnCGA50nc+fBZMWuP35ToTsgZtfL2IjXP7i5byx5Q0ARmeM5t6F97Hid+9wQGMu6d7MaN6alq3knjuDiXNmdHc6kT4LVlby2fEnUJs/kazZX6c4IzaIUU2ghi1HFLJ7ZjWPrX2Mj2s+7nS813iZN3YeZ009i6P2PQqvxzuwBY5E4J93wEu/gEgwtn36l+HLt0PW6IG9vsgIoQBQkoYxZjLwJlACPAmsBmYDC4A1wFHW2poEzvMqTgB4fTdZbrDWtmv7Yow5HHgZ8AOPApuAhcAs4A3gWGtta89/qnbXUAAo0luRCFR9EGvauXVl93mzS2HaSc5TvolzwZ/Zfd5+9OeP/syty28FILc1ix99cTkzmgvJ8bfvV7WuYTWH/Oxsckr61s9QJBH1jz1G9S9uoCr/ADK+dDLlcU+hAT4LVGJOnE7JrDQe/+xx/rH+HzR0MUDSmKwxnDHlDL5S8RXKsss67e9XWz5wBoiJb8Kdsw985S6YNH9gry0yAigAlKRhjHkeOAH4nrX2jrjtvwV+CNxtrb0sgfO8Csyz1ibUXsQY4wVWAtOB0621T7nbPcDDwFnAv1trb+rZT9TpOgoARXoi2AzrX3MHcXkOdld3n7f0QCfgm3oS7DMT+nk0zYiNUNNcQ1VjFVWNVVQ3VrNl95bo66rdVRRuz2Jh1SwObZlKmb8cn6d9n8LdwZ1sDG7iuN9+C69P46rJ4AnV1VH317+y8ZHnqak4kWkF0zv9fm5t3c6m3AiFx+5HzT7reWLd36MDGcUzGI7c90jOqjiLBeUL8A/UQC2BJljyE3j3T+23z7kCFv60R/NxiqQaBYCSFIwxk4B1wAZgsrWxofqMMTk4TUENUGKtbdzLuV6lZwHgQuAlYKm1dl6HfW3l2ghMtH14EygAFEnA7m1u087nnHn6uuifBIDH7zzda5uqIb+863wJag41O4Fch+CuancVVY3VbG2qxhcwjGnMo7yhhLLGEspbSigNj6aAPPLTCsn0jury3IFwCxvqVlF+aDEV37mgT+UU6YtIczP1jz/Be4+/T3bpgYwdNaHLfE2h3TREdtLqa6YurZ6V3jV8lLWeytwG6jKaCHucj+jRGaNZNHkRp0w8hfz0fPxeP36Pu3j9+Iyv71NMrFkMT34XmuIaAJUeCPOucZ7ue3yxxetrn+5q6ZRngJu1igyB/gwA9edKGUgL3fWS+OAPwFrbYIx5A+fp4BE4wdpeGWPOAyYCAWAV8HI3zTjbrv1cxx3W2vXGmLXAVKAtGEwqtUvWseal97CBMFgwNoIn0nEo/LbxCjv2s+/4wd0+/jWd9vePPV+1r9fd87EDNc5A3/+vuj++T2fu4w+8l/9NOtdeIkdnYDgDOGPPx9YCywHecpee61iCUcAU42GaGYvXTMBrfHg9PnzGh8d0+KKYtudz1wdqqK5ZQ8GnLzL7pp+SPXdur8oo0l88mZmM/uoFHHveuWx7egnvPPUuhaOKGZs1tt3vd5YvmyyyARgXgoNCs6AVcHvihyJBgpEAoUiAyNsRQnYV24kQsZYIEay1RGyEtvd/+7tA53vCnv+yaoHrwcadqwb4uLvBnkT6Sfzn4x5/SWP5jAHj8WDcVh7pmT6Kpoxn36/3OQ4bMgoAZSBNc9dru9n/KU4AOJUEA0CcAVzibTPGfNda+2gvrj3VXfYaABpjunvEt9/ejh0IwU0NlJtSUGsZkQEVCLdQF6hhZ9M2vKaBSZPSGXvMNLLnXoKvsHCoiycSZbxexpxxMqedfhK1S99h5f1LCIRzyM8uoThjDH7Pnv+64fP43SakXT/1FhFXEMIbmoa6FH2iAFAGUtsoCTu72d+2PT+Bcz0J3AK8j/N3wvHA14F/Ax4yxpxmrV08QNcWkREqbEO0hltojbQQCAdoDjbSEm4h7I+QXZrLtPnTGD/zSLzZ2UNdVJGEGGMonHc48+cdTmDTJlo+W8eWT2v4fH0ttjGMN+IjzZNGhjeTLG8WaZ40fJ60wZ0jUESGlAJAGUptz9f32gfPWntrh01rgP8wxmwB7gB+CSzudGA/XNu9fpfP+d0ng4f04Lr9ImduOctZzu6aFqcJaFMTprX9X6Naw81EbBiANJ8HnyfWnMECLcEwRMJ4InsfCNXvMRhP+4Z1gVC4y7xdNQRK93raNbuwQCDUsclq10c75fe6FWYBQwRLsMvjOzMG/F5vu3NbawlG2tJ7bs5ojPPzx4sAoXBi1/cY8HcYvCRkLaGErg8ej+l0/XAEwpFIF0e2/z8G8HkNPq+n3b5g2BLBYrtsrhn7nwaD3+vB23Z9tw5bwxFiPWdNhzaXpt3a7/Pg88TXv6U5GKa7nrdtzWrb+hhl+L14PZ52zW2bg5H2RxjAeOLKYvB6ffg9aeRkpOHzevD6vfgy0/FmpePLziJrdDaZRXlkjM4hI28UnrQBGvRCZAillZeTVl5O7oKum6uEQxFa6xpo3LKdxu11NO9sIdgUINgSIBwIEgoEiQTDhIMhPNaS6fVibVtzUEtzIERTIITFvSe4+5wuCM771GLBWrweD+n+2L3Q4HwOBBO8l/q9Hvze9vfSQCgcdy/twDr/GPdu5vMY/N62+0gErHP9SFz3CUOH+7J184JzH+nQvD4YdprIJlp+j+n8OZroIARpXk+7vpeW7j+Huzw++jnqHm8tgQT/7417fLyItQnXnTGGtA51F7a2B5+jplPd9/p4nx88aQTDe/7dy/TG/uiX5vOQNSoTb77zzCCvKJOiieMTuvZwpQBQBlLbU7a8bvbndsjXG/cAtwIzjTE51tq2ca4H49pDJquikGMqThjqYoiISBLz+jxkFeeRVZzHIE0NLyLDgJ73y0Ba466ndrO/wl13109vr9zJ39uCvviOCwN+bRERERGRZKMAUAbSK+76BHf+vSh3GoijgGZ6O9Sfc55pQAFOELgjbtfL7vqkLo6ZhBMYbgTW9/baIiIiIiLJRgGgDBhr7TpgCTAB+G6H3dfjPLH73/g5AI0x+xlj2nVVMMZMMsaUdTy/MaYI+B83+aC1NhS3+zWcaSLmGmMWxR3jAX7lJu/qyxyAIiIiIiLJRn0AZaBdDrwJ3G6MORYnKDscWIDT/PLaDvlXuev4vspzgXuMMa/hTNlQC4wDTsHp4/cucFX8Say1YWPMN3CeBD5qjHkU+AI4FpgFvIHTd1BEREREJGUoAJQBZa1dZ4yZBfwcpznmKUAVcDtwvbU2kVlflwP3A4cCM3EGcGkAVgIPA3dbawNdXPttY8xhOE8bTwBycJp9/hy4qZsJ5EVERERERiwFgDLgrLWbgG8kmLfTuPTW2pXAxb289ifAOb05VkRERERkpFEfQBERERERkRShAFBERERERCRFKAAUERERERFJEQoARUREREREUoQCQBERERERkRShAFBERERERCRFKAAUERERERFJEQoARUREREREUoQCQBERERERkRShAFBERERERCRFGGvtUJdBJGkZY2oyMzNHT58+faiLIiIiIiIj1KpVq2hubq611hb29VwKAEX6wBjzOZALbBjkS+/nrlcP8nVlcKmeU4PqeeRTHacG1XNqGKp6ngDsstZO7OuJFACKJCFjzHIAa+2hQ10WGTiq59Sgeh75VMepQfWcGkZCPasPoIiIiIiISIpQACgiIiIiIpIiFACKiIiIiIikCAWAIiIiIiIiKUIBoIiIiIiISIrQKKAiIiIiIiIpQk8ARUREREREUoQCQBERERERkRShAFBERERERCRFKAAUERERERFJEQoARUREREREUoQCQBERERERkRShAFBERERERCRFKAAUSSLGmLHGmD8bY7YYY1qNMRuMMbcZYwqGumySOGNMoTHmEmPM48aYz4wxzcaYncaYZcaY/2eM6fLebIyZY4x51hhTa4xpMsasMMb8wBjjHeyfQXrHGPM1Y4x1l0u6yXOaMeZV93ditzHmbWPM1we7rNIzxphjjDGPGWOq3PtzlTFmiTHmlC7y6r2chIwxp7p1utm9b683xjxijDmym/yq52HIGHO2MeYOY8zrxphd7v34/r0c0+O6HM73ck0EL5IkjDGTgTeBEuBJYDUwG1gArAGOstbWDF0JJVHGmMuA3wNVwCvAF8AY4EwgD3gMOMfG3aCNMae721uAh4Ba4MvANOBRa+05g/kzSM8ZY8qBlYAXyAa+Za29p0OefwXuAGpw6jkAnA2MBX5jrb1yUAstCTHG/AT4BbAD+AfOe7sIOBh4xVp7VVxevZeTkDHmV8BVOO/NJ3DqegqwCPABF1lr74/Lr3oepowxHwAHAbuBzcB+wAPW2n/pJn+P63LY38uttVq0aEmCBXgesMAVHbb/1t1+11CXUUvCdbkQ58PD02F7KU4waIGz4rbnAtuAVmBW3PYMnD8KWOD8of65tOyxzg3wIrAOuNmts0s65JmA8wWjBpgQt70A+Mw95sih/lm0dKrbc9y6eQHI6WK/P+613stJuLj35jBQDZR02LfArbf1qufkWNw6q3Dvy/Pd+ri/m7w9rstkuJerCahIEjDGTAJOADZDxyJhAAAGS0lEQVQAv+uw+2dAI/A1Y8yoQS6a9IK19mVr7dPW2kiH7dXAXW5yftyus4Fi4EFr7btx+VuAn7jJ7wxciaUffA8n8P8Gzvu1K98E0oE7rbUb2jZaa+uAX7rJywawjNJDbnPtXwFNwFettQ0d81hrg3FJvZeT03icblNvW2u3xe+w1r4CNODUaxvV8zBmrX3FWvupdaOyvehNXQ77e7kCQJHksNBdL+kiaGgA3gCygCMGu2DS79q+LIbitrXV/3Nd5F+K8+VzjjEmfSALJr1jjJkO3AT8t7V26R6y7qmeF3fII8PDHGAi8CxQ5/YRu9oY8/1u+oXpvZycPsVpwjfbGFMUv8MYMxfIwXnC30b1PHL0pi6H/b1cAaBIcpjmrtd2s/9Tdz11EMoiA8QY4wMucpPxHxzd1r+1NgR8jtMHZdKAFlB6zK3T+3Ca9v7HXrLvqZ6rcJ4cjjXGZPVrIaUvDnPXW4H3cPr/3QTcBrxpjHnNGBP/ZEjv5SRkra0Frsbpq/2JMeYPxpj/MsY8DCzBaf57adwhqueRozd1Oezv5QoARZJDnrve2c3+tu35g1AWGTg3AQcAz1prn4/brvpPXv+JMxDIxdba5r3kTbSe87rZL4OvxF1fBmQCx+E8DToAp9/2XOCRuPx6Lycpa+1tOAN1+YBvAdfg9P/cBNzboWmo6nnk6E1dDvt7uQJAkZHBuGsN65ukjDHfA/4NZ3TXr/X0cHet+h9GjDGzcZ76/cZa+8/+OKW7Vj0PH21DwBvgbGvtS9ba3dbaj4Gv4IwwOK+7aQK6oDoepowxVwGPAvcCk4FRwKHAeuABY8yve3I6d616Tn69qcshr38FgCLJYW9/LcrtkE+SiDHmu8B/A58AC9zmRvFU/0kmrunnWuCnCR6WaD3v6kPRpH/Vuev11toP43e4T3zbnuTPdtd6LychY8x8nMF+nrLW/shau95a22StfQ8n0K8E/s0dsA1UzyNJb+py2N/LFQCKJIc17rq7Pn4V7rq7PoIyTBljfgDcCXyEE/xVd5Gt2/p3A42JOIPGrB+ockqPZePU13SgJW7yd4szci/AH91tt7npPdXzPjhPHDZba5sGuOySuLY6q+9mf1uAmNkhv97LyeU0d/1Kxx3u+/EdnO/UB7ubVc8jR2/qctjfyxUAiiSHtg+dE9xhx6OMMTnAUUAz8NZgF0x6zxhzNXAr8AFO8Letm6wvu+uTutg3F2cE2Detta39X0rppVbgT90s77t5lrnptuahe6rnkzvkkeFhKc6XvwpjTFoX+w9w1xvctd7LyalthMfibva3bQ+4a9XzyNGbuhz+9/KhnIRQixYtiS9oIvgRteA0C7TAu8DoveTNBbajSYVHxAJcR9cTwU9kmE8erKXL+rzfrZsbOmw/HojgPB3Md7fpvZyEC3CuWzfVQFmHfSe79dwMFKqek2shsYnge1SXyXAvN26BRGSYM8ZMxrnZlABPAquAw4EFOE0/51hra4auhJIoY8zXcQYSCAN30HU/kA3W2nvjjjkDZwCCFuBBoBZYhDPc9KPAuVY39KRgjLkOpxnot6y193TYdwVwO84Xh4dwniicDYzFGUzmysEtreyNMaYEZy7WKcDrOM0Bx+P0DbM4E8Q/Epdf7+Uk47a8eR5nlNcG4HGcYHA6TvNQA/zAWvvfcceonocpt27OcJOlwIk4TThfd7ftiL/X9qYuh/u9XAGgSBIxxpQDP8dpVlAIVAFPANfbzgOHyDAVFwDsyWvW2vkdjjsKuBY4Euevj58BfwZut9aG+7+kMhD2FAC6+78MXAkcgtNV4xPgTmvtXwaznJI4Y8xo4Cc4QV8ZTpCwDPgva22npvl6LycfY4wf+C5wPjADp+lfLU7Af7u1dkkXx6ieh6EEPoM3WmsndDimx3U5nO/lCgBFRERERERShAaBERERERERSREKAEVERERERFKEAkAREREREZEUoQBQREREREQkRSgAFBERERERSREKAEVERERERFKEAkAREREREZEUoQBQREREREQkRSgAFBERERERSREKAEVERERERFKEAkAREREREZEUoQBQREREREQkRSgAFBERERERSREKAEVERERERFKEAkAREREREZEUoQBQREREREQkRSgAFBERERERSRH/H/xG2ri67oyCAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 273,
|
|
"width": 448
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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PatGf3f0l6j+NuPsX7v4LoAtwBfApcDTBURCTzOxFMzvdapkVxszWmtkaMzu0grJeReXR+AwSVSnh58qyvxZdb12Dtl4mSN5yCEHCob7AH8L3Pmdm42rQxhUEZ0o+5e7aJCAiInKAKEr4opk/aSqKwqH9nayo3g6Cd/cc4HHgcTM7mmCJ6AXABOBMggPdu9WiyZ4Es4jxFZTFR5RL01L0Q0C1/+7c/cEyl1YBvzazTQTHjfwPVWT1NLMY4LLw21ot/3T3wZW0mUbJMSciIiIiIjWyD6ckRMV++YnE3Ze7+7UEewUnAYuArrVs5lCgF7C2grI1EeXSuBTN8KVUUt6qTL198RjBERADzaxlFfXGAd1R8hcREREROUjV2wxgRdw9D5gBzDCzWu2dcvd1VZQVAJWWS4NaFX4+vJLyPuHnyvYIVsvdc81sF9AGSAYq20lblPxF50WKiIiIyEEpKjOAZvaOmd1mZkNrurfP3b+MRt/S6M0LP58aXoJZLDxbdyKQA3y8rx2Y2REEwd8uYFsldboQZKjdQZClVkREDjLvf7WVHz2wgCPueJOL/vkJ6zO0FVykrt5++21OOOEE2rRpg5lx1llnNfSQpBrRmgEcTUm6/51mNp8go+Ncd18ZpT6KmVkc0I8gEUi6u2+Jdh8SHe6+xszeJsj0eQ3BXr0iUwhm7B6JPAOwaHY48keC8HmCee6+MbJ9M2sPPBF+OzM8G1yRywmSv/xLyV9ERA4+S77N5PInF7O3MNhyvvDrbVzw2Ce8dt1JtEqsKL2ASNNVdj4mJiaGlJQUBgwYwKRJk7jkkkuisv8sPT2dCRMm0Lp1ay699FJatWpF375KkN7YRTsAHAUMpSTRC2b2HeFgkCAg3FCTBs3sMIJlg2+5e2H4mgF3AjcCLSPqzgeudvfVUfo8El2/AD4CppnZaGAlcDwwkmDp52/K1C/60SDy/0zDgcfMbAHBns8Mgv18pxHsL/wMuLWizsMzj5eH3+rsPxGRg0x+QYibn19aHPwV+TYjm6nvfs2dZxzZQCMTqV+TJ08GYO/evaxevZoXX3yRBQsW8Nlnn/HQQw/Vuf13332X3Nxc/vSnP3H++efXuT3ZP6J1DuA8gqV+d5pZMnAKJQHhMcCFBBlAMbPVlASDs6po9h5gsLsfFnHtL8B/EWSMXAtkEuwhGwksNLPB7r4pGp9Joic8CzgEuBsYSxC0bQamAVPcPaMGzaQBTwGDgYEEyWN2AcsIlnQ+4u75ldw7BuhBkPxlWV0+i4iIND17C0MM79OBb7dnkxgfy+UnHcrUuV8D8PQn67h21GG0bt6sgUcpEn133XVXqfcffvghw4cP569//Ss33XQThx5a7nS1Wtm0Kfja3aVLlzq1I/tXfZwDuMfd33D3m919ENAB+Cnwd4LZnj4ER0JUdwj3UGBh0Rsz600Q/K0GBrl7H3c/DuhEkP6/E3BHtD+PRIe7r3f3S929s7s3c/ce7v7fFQV/7m7ubmWuLXP3Se7e393buXu8u7d195Pd/S9VBH+4+5vhNn9QH59NREQat+SEOO468yjeue5knhh0KJd5M37aphUxQO7eEM9/VqPFSSJN3oknnkjfvn1xd9LS0iqs89Zbb3HaaafRvn17EhIS6N27N7fccgtZWVnFdebPn4+ZFc8wjhw5EjPDzJg/f35xvYyMDG6//Xb69etHUlISKSkpjB49mrfffrtcv9OnT8fMmD59OnPmzGHEiBGkpKSUW6r65ZdfMmnSJLp160ZCQgKdOnXi/PPPZ9WqVeXanDRpEmZGeno6jzzyCP379ycxMZFOnTpx1VVXsWNHxUnoN2zYwHXXXUefPn1ITEykbdu2HHfccfzud7+rsO4vf/lLevXqRUJCAu3atePMM89k8eLFFbbdGNR7FlB3zzCzWcA3BJk6LwD61+DWVIKzAosU7TG8OjKFf/iL/x1mdhJBkg8RERGRUvI37SbpmVV03pbDLuA6YDTNmUIOry3bzJXDdZKUHByKDh2Pjy+/9/Xuu+9m8uTJtG3bljPOOIOOHTvyxRdfcP/99/PGG2+waNEiWrVqRc+ePZk8eTLz589nwYIFXHLJJfTs2ROg+HndunWMGDGC9PR0Tj75ZMaOHcuePXt47bXXGDt2LI888ghXXnlluTG88MILzJkzh3HjxvHzn/+c9PT04rI5c+ZwzjnnsHfvXsaPH89hhx3Ghg0bmD17Nq+//jrz5s1j0KDyxzPfeuutvPXWW4wfP55TTz2VefPm8eijj7J69Wree++9UnU/++wzxowZQ0ZGBsOHD+ecc84hOzubFStWcNddd3HnnXcW112yZAmnnnoqGRkZjBkzhnPOOYdt27bx0ksvcdJJJ/Hiiy9y2mmn1fZfUf1z93p5AEcCvwRmE+zXKgRCwAaCpXyXV3P/dmBaxPtfhdtoXkn9+4Dc+vo8euhR0QNIGzRokIuISOOV+02Wb7jzQ19/2/vlHp/eNt+PuO0135iZ3dDDlDpasWKFr1ixoqGH0SgQbJcqd33BggUeExPjzZo1802bNpUqe++99xzwH/zgB56ZmVmq7IknnnDAr7/++lLXJ0+e7IDPmzevXF+nnHKKm5k/++yzpa5nZmb6Mccc44mJif7dd9+V68PM/M033yzXXkZGhrdu3drbtWvn//nPf0qVLV++3JOTk/3YY48tdf2SSy5xwLt16+br1q0rvr53714/+eSTHfBPPvmk+HpeXp737NnTAX/66afLjeHbb78t1Ubv3r09ISHB58+fX6rexo0bvUuXLp6amuq5ubnl2olU0z+3gwYNciDNo/D9NWozgGZ2KCX7/kYBHQmSeHwPvE2wR3Ceu9f0vLcvgB9GvC9an9GDkiQhkXoAWRVcFxERkYNQ8GUHsl5eg+cXAmDxMcR3bUH+tzshBJ2J4fa2rcnMzqdL66QGHrHUtwff+ap4/2d1fnZcN/5wzoBS126f/QXPfrq+Rvf/9+g+3PCj0scgXz59MXO/rDx5fUX31EXRHsDIJDDuzv3330/nzp1L1Z02bRoAjz76KK1bty5VNmnSJKZOncrTTz/Ngw8+WG2/S5cuZcGCBZx77rlMnDixVFnr1q2ZMmUKZ511FrNmzeIXv/hFqfIJEyYwduzYcm3OmDGDrKwsHnroIY48snTipqOOOoorr7ySP//5z6xYsaJc+W9/+1u6d+9e/D4uLo5LL72UhQsX8umnn3LccccB8Oqrr5Kens6ZZ55ZYVKbbt26Fb9+/fXXWbNmDTfffDOnnHJKqXpdunTh1ltv5frrr2fu3LmNbhYwKgGgma0lCMAgmLlbQEnAt6/HQEwHnjCz37n7ncArBDOJ95vZOR4cKl/U/w+Bs4EX9rEvEREROcCs+n4Xd/5jMQ9mBwleLD6Gjr8cSHynZHZ/spmsF4Pk4aN3Op1bKfiTA8+UKVNKvTcz/vnPf3LppZeWq7to0SLi4+N5/vnnef7558uV5+fns3XrVrZv3067du2q7HfRokUA7Nixo1wiGoCtW7cCsHJl+TChKBirrM2lS5dW2OZXX31V3GbZAHDIkCHl6hcFc5mZmcXXPv44OJZ63LhxFY6hovGsW7euwvF8/fXXxeM5IANAoCfB8s4XCDI7fuLhoxv2lbs/aWbnAr8OB3gzgAcIMkl+ZWZzCGb8jibI8phLcK6ciIiICHNXbmFYdsnRD4lHtSO+UzIAyUNT2fPxZvZu3gMFTs6K7bQ4rnNlTYk0SR5sV2HPnj0sWrSIyy+/nJ///Of06NGDUaNGlaq7fft2CgoKygWNZe3evbvaAHD79u0AvPPOO7zzzjtVtlVWampqlW0++uij1Y6vrLIzmhDMAgIUFpaELEWJbrp27VplH5HjqShYrm48DS1aAeBjBEcx/BT4CbDHzD4A3iOYCVziRX8Ca+dcgqDvaqDo5wADugFXRLxfC1ziEQeHi4iIyMHtk9XbuJmSRBdLVs2h4OE3SOmYymFDh9F8cCd2vLYWgJzlCgAPBjf86PA6LbH8wzkDyi0LrY1/Thq6z/fWRXJyMj/84Q959dVXGTRoEJdccgmrVq2iefPmxXVSUlIIhUJkZNTkdK6qpaSkADB16lSuu+66Wt1b2QH1RW0uXbqUAQP2/d9BVYoCxY0bN1Zbt2g8L7/8MmeeeWa9jKe+ROUYCHe/yt37EBzMfTnwMkGmzz8CnwLbzewlM7vOzGqSAbSo3Tx3v4bgQPjJwKvAx8Bi4B3gIeAsoJ+7fxiNzyIiIiJNX3Z+AXyzk7bhrzrZBbtYtmIuK95/j0UvPMNTv7qeFes+KK6ftyaLUE5BQw1XZL8YMGAAV155JRs2bCi3l2/YsGFkZmbyn//8p879DBs2DICFCxdWU7Nh26ysjzfffLNRjKe+RPUcQHff4O7T3f0id+8G9AWuJZgJPBH4M/C5mW0xs+rOAYxsd627/97dz3L3E9z9eHcf68E5cq+4+95ofg4RERFp2hanZ/KjUMlCp3W7/4NTshjJPcQHr/yLnRbOH1fovPVaTfPUiTRdd9xxB4mJidx///2l9r/dcMMNAFx55ZXFB7xH2rNnT/EeueoMGTKEk08+mdmzZ/P4449XWGfZsmVs2VJ5QpyyLr300uIEMp9++mm58lAoVOoMwn0xfvx4evbsySuvvMKzzz5brjxyZnDChAn07t2bhx9+mDfeeKPC9hYtWkR2dnadxlQf6vUcwHDGz6+AvwKY2QSCPXz9CZZ3ioiIiETd4lVbOCfia0767uXExscz/ILL+PqTD9mwcjkA6zNXcFTrEwDY/nXdl76JNHZdu3bl6quvZurUqfzxj3/kD3/4AwCjR4/m3nvv5fbbb6dPnz6cdtppHHrooezevZt169axYMECTjrpJObMmVOjfp555hlGjRrF5ZdfzrRp0zj++ONp3bo1GzZs4IsvvmD58uUsWrSIjh071qi9du3a8cILL3D22WczbNgwRo8ezVFHHUVMTAzffvstixYtYvv27eTm5u7zP5tmzZrx/PPPc+qpp3L++efzyCOPMGzYMHJzc1m5ciVz586loCBYKRAfH8/s2bMZM2YMp59+OieccAIDBw6kefPmrF+/nsWLF7N27Vo2b95caqltY1CvAaCZdSDYGzia4GiIyFNW92VPoIiIiEi1slZl0oxgL1Fm3vfs3LudwWeczaBx4xk45jQ++vczfPLic2Tklsx0dNhVQGHIiY2peA+SyIHi9ttv59FHH2XatGlcf/31dOrUCYDbbruNE088kWnTpvHBBx/w8ssvk5KSQteuXbnqqqsqPBqhMocccghpaWn85S9/YdasWTz99NMUFhaSmprKkUceybXXXkv//jXeGQYEQWrRwfRvvfUWCxcupFmzZnTp0oVRo0bx4x//uFbtVWTIkCF8/vnn3Hvvvbz55pt89NFHtGzZksMOO6xcgpwBAwawdOlSHnjgAV577TWeeOIJYmJi6Ny5M8ceeyxTpkyhffv2dR5TtNm+5WappDGzVsAplAR8RxUVhZ+/IlgOOpfgiIha/9QW3kN4FzAcSCZIAPMv4E/ursX7sl+ZWdqgQYMGpaWlNfRQREQkrKAwxNQ75nGeB8c/fLnjU1bmfMIVf3mMpJatAPBQiMevv5qcrTs4q8e1AOThhK4bSJ8urRps7LLvio4U6NevXwOPRKTmavrndvDgwSxZsmSJuw+ua59R2QNoZv9jZp8QnAH4EnAdwfEMGwmCs0uAQ9y9r7v/wt1nVRf8mdkmM7uxzLXhwCKCM//aAYnAkcD/ALOj8VlERESkaVu5eRdHh0q+4mzNXc/QM39cHPwBWEwM/UePIS+UzZ69OwBIwPj2q+37fbwiIvtTtJLA/AoYSnAu3yzgF8AR7t7d3Se5+7/cvfxu0qqlAi2K3phZDPAEkAT8CegDpADjCGYBTzezC+r8SURERKRJ+2TVFvpGfMXZ02wXg0+bUK7eUaeMJiY2lu15JV9Rdn+zY7+MUUSkoURrD+DNwFx3Xxql9ioyHDgU+Lu73xJx/a3wQfErgYuBp+txDCIiItLI5a3ZRqwFAWBW/haGnHMO8YmJ5eolt25D7yHHk7HyO7q3CJZfxWzN2a9jFRHZ36J1DuADdQ3+zOy/zWxtFVUGECSOeahTa0yJAAAgAElEQVSC/tcBrwMD6zIGERERafpO2bWt+HUW2+k/ekyldQeMGsOOvVuL3zffpZOlROTAFtVzAOuoNdCjivLk8HNlQeKacBsiIiJykHJ32JRf/L7TiUcQG1f5gqceA44lJ7Zk1q9zfoiCwlC9jlFEpCE1pgCwIpEpSr8NP7espG5LYE/9DkdEREQas8xv1pMS1wGAkIfoNe4HQBAYrvxoM689tJTVaSWHT1tMDK26d6QgFASNrSyWdRu0D1BEDlz1eg5gFNxgZpeGXyeEn48C5ldQ91Dgu/0xKBEREWmctn+2liSLBWBP3E5imzejYG8hC55ZxZeLgq8J65ZvJya2P70GBoFix1692bkkg7YJqQBsXJ1F7x5tGuYDiIjUs8Y8A/gtsIPgDEED8sPXTi5b0czaEBw4/3/7c4AiIiLSuGSuKjllKtTR2JWRy4v3LykO/oq888QKtm/cDUCnXoexc2/JvsFeMY3565GISN002hlAd+9Zi+qdgXuBefUzGhEREWkK4rKA+OD15rg4PvnDYnIiErvEJcRSkFdIQV4hr//1C37yqyF0OrQ33+QvLK7TYnfBfh61iMj+c0D8xOXuK9x9iru/39BjERERkYaxNyePdnElSze/WR4qDv5iYoyTzzucc28dTHxCsER01/Zc5vxjOa3ap5LNruL7cjdqD6CIHLgOiABQREREZPWnq4i1YHHT7oKd5Htw9l9Sy3gm3DCQASMPoV3XFvzo8qOCzSXApq+zWPj8app1bFHczt5t2ft97CIi+4sCQBERETkgbPliXfHrzPydADRv1Yyf3D6ULn1KZgYPHdCeYRN6Fb9fsXATBUkRScb3hPBQZCJyEZEDR5MJAM3scTP7p5l1qqAstai8IcYmIiIiDS/mu5Lz/LIKg318g8b2oGXbxHJ1B43pQZ+hJV8pMjOSySkIksKYG9+mZ9bzaEVEGkZjCgDnA3dXUT4p/EipoCwlolxEREQOQil5zYpfZxU2IzmlGUed3KXCumbGiPOPwMJLQXN2tmJPQcnev+/X76zXsYqINJRGEwC6+wJ3n1JFlUuBy4DNFZRtjigXERGRg0z+7mxSYlsXv99JCoPG9iQuPrbSe5olxdHukPDev5h27C4sCfqyvt1eb2MVEVi5ciWTJ09mwoQJdO/eHTPDzCgoqD4L77Jly7j44ovp1q0bCQkJdOzYkVNOOYUZM2bsh5E3fXU+BsLM3tvHW93dR9ei8pNVlO0EKi0XERGRA9uWz78iNnwA/O69O4lPSeHIkzpXe1/nXilsW78bsxiyKfniWbhxWxV3iUhdvfXWW9x9993ExsbSp08fEhMTyc3Nrfa+6dOnc8UVV9C8eXPOOOMMevbsSVZWFsuXL+eNN97g4osv3g+jb9qicQ7giEquO8U5tiq8rt3VIiIiEhWbPl9HF9oCkFWwm6Hjj6ly9q9Iau8Uli3YCEBOxPWE3fn1MUwRCRs3bhw/+MEPGDBgAElJSfTs2ZN169ZVec/HH3/MFVdcwdFHH82cOXNITU0tVb53795K7pRIdV4C6u4xkQ8gEXgF+IZgWeahQFL4+TJgLfByuJ6IiIhIneWllyzfzAg5R55Y8d6/slJ7l6QW2BMR87XY22h2yYjUWnp6OmbGpEmTSE9PZ+LEibRv357ExESGDBnCa6+9Vlw3MzOTnj17kpCQQFpaWql2QqEQI0aMwMx46qmnojrGI444guOPP56kpKQa33PrrbdSWFjIU089VS74A4iPj4/mEA9Y0ZgBLOtOYAhwtLtnRVxfB0w3s1eAZeF6v92XDsysPzAcSCYIKOe4++46jVpERESapPzcAloWJhZ/q9ncIYXY+JoFcC3bJpKc0ow9O/LZU1AyY5jizaq4S6RpWLduHccddxy9evXioosuIiMjg+eee44JEybw7rvvMnLkSNq0acPMmTM5+eSTOe+881iyZAmtWrUCYMqUKSxYsIBJkyZx4YUXNuhn2bBhAwsXLmTIkCEcddRRzJs3j7S0NMyMgQMHMnLkSGJi9MNNTdRHAHgBMKtM8FfM3TPM7AXgQqoIAM3sKuAzd18ScS0B+CfwszLVt5rZBe4+t86jFxERkSZl6TvL6BDfrvj9hb84pcb3mhmpvVuzZskW8qw5IQ8RYzEkxySyN7eA+MT6+Koksn/Mnz+fu+66i8mTJxdfO//88xk7diz33XcfI0eOBGDYsGHcc8893HbbbVx99dU8++yzzJs3j9///vf069ePhx56qFS76enpTJ8+vVZjmTRpEj179tznz7J48WIA+vTpw6hRo5g/f36p8v79+zN79mwOO+ywfe7jYFEf/1frAlS3cH4vUN3O7L8DdwFLIq79GTgfyATeALYCxwM/AF4ys/7unl77IYuIiEhTteWLr+kcE3ytyPUcEto3r9X9nXunsGbJFohpRW7hbprHBbMf32/exSGHtqnmbmky7qroJLFG6q4d1depgR49enDHHXeUujZmzBi6d+/Op59+Wur6Lbfcwrx585g5cybHHHMM06ZNo1mzZjz33HMkJyeXqpuens6UKVUl7y9vxIgRdQoAt2zZAsC///1v2rdvz+zZsxk9ejRbt25lypQp/Otf/+L0009n2bJlNGumGfyq1Mc86QZggplV+E8+PIs3AdhYm0bNrCtwBbAaOMbdL3L3G939ROA3BMtBb6jTyEVERKTp2VZyaHt+UmGtb0/tFQ4MLJnsgl3F17d+m1HnoYk0pIEDBxIbWz4ZUrdu3cjMzCx1zcyYMWMGXbp04fbbb2fz5s1MnTqV/v37l7t/xIgRuHutHiNGjKjTZyksLCx+fuyxxzj77LNp1aoVvXv35sknn2TIkCF89dVXzJo1q079HAzqIwB8EjgMeM/MhpsFOZnNLNbMTgHmAr2A6bVsdyQQC9zu7hsiC9z9D8By4Ed1HLuIiIg0Mc33liQWb3ZIq1rf3757C+LiY4KjIApLcoFmrdsalfGJNJTWrVtXeD0uLo5QKFTueocOHRg+fDgA7dq146KLLqrX8dVGmzbBbHxCQgKnnXZaqTIzY8KECQDlZjalvPpYAnovMBg4E5gHhMwsA2hLEHAaQZbQe2vZbleCoyM+qKT8Q6Dx/CkVERGRercnaxcpsSVB365u7WvdRmxsDB17tmLT11nkFJakke9O+S/I0oRFaVnlgWzmzJnMnDmT9u3bs23bNq677joeffTRcvUaYg/gEUccAUDLli0rTPZSFCDm5OSUK5PSoh4Auvte4CwzO5/gGIhjCYK/HQT7+Z5w92f3oemikyEr+693B/UzoykiIiKN1Noly2iT0LH4/WPfZPLwPrST2jslCAAjZkVCWdlRGKFI07BmzRquuuoqOnToQFpaGhdeeCGPPfYYo0ePZuLEiaXqNsQewAEDBhQHpt9//z2dOnUqVb58+XKAOvVxsKi3gMndn3H3H7l7e3ePDz+fWsvgb6CZXWxmFwM9w9cOqaRuV0CL9UVERA4im5d+TXxMAgC5oXzapyZXc0fFOof3Aea4FV8L7Sqo+wBFmoD8/HzOO+88du/ezZNPPkm3bt145plnaNeuHVdddRWrV68uVb8h9gDGxcVx9dVXA8F5gJFLWJctW8b06dOJi4vj3HPPrVM/B4PGntv4LIKEMRAsHQU4lSARTFlDga/3x6BERESkccjZtBViewGQEcqnZ4cW+9ROUSKY3FDJQdIxWkkmB4lbb72VtLQ0brzxRsaNGwdA165dmT59OuPHj2fixIl89NFHUc2uuW3bNm6++eZS7wEuv/xyzIKv/b/61a/o27dvcZ1f//rXzJ07lxkzZrBs2TJGjBjB1q1bmTVrFrm5ufzpT3/SMRA10JgDwEsruf5N2QtmdhJwOPByvY5IREREGpWY7AJoGbze4nBE+jI2vzuDFsOH0+KUU7AaHgyd2CKeNqnN2b0xsfha3N74Ku4QOTC8+uqrTJ06lSFDhnDvvaVTdJxxxhnccMMNPPjgg9xyyy1MnTo1av0WzTaWNWPGjOLXkyZNKhUANm/enLlz5/LHP/6RmTNn8vDDD5OYmMgJJ5zATTfdVBy8StXM3auvFe1OzZ4ALnL3xhyAilTLzNIGDRo0KC0traGHIiJyUHrrv+7jqJRhALyZv5OT3v0N5OcBkNDnMNpefjkpp5+OxVcfzL03YyUrPviK8W1SiA2SmNPht8NIaK5AsClYuXIlAP369WvgkYjUXE3/3A4ePJglS5YscffBde2zIZOmWPVVRERERCqWu2c3ybElSz7zcrYXB38AeV+vZvOvbmf1qWPIePJJQnv2VNleau8UsBbkRJwF+F36tugPXESkASlrpoiIiDRJ277dRHJcyTlnbXM2VFivYPNmvv/DvXw9ajRbp02jIKPinHGde6dgZuQW5hZf2/LN5ugOWkSkgUVlCaaZvV/LWw6PRr9lxnA5cKK7XxbttqXuzOwQ4G5gLNAO2Ay8BExx98watjEfOKWKKknunltRgZmdCfwXMARoBWwB/g/4H3f/uIYfQ0REGpHNa9aTEpdS/D51e0kuuNQpUyjMzCBjxr8oDAd8oR072PbXv7H98Sdofc45tL3sMpod0rX4ntadmpOQHEfO3vzia7s21eivKBGRJiNae/BOIjikvTbLOqO9+fAk4GJAAWAjY2a9gY+AjgSJer4EjgP+GxhrZie6+/ZaNFnZwTPl8nWbWQzwd+BKYD0wG9gOdAKGAYMBBYAiIk3Q9m83kxrbHYCQOx2+/aK4rMXwk4nv3Jm2kyax48UX2f74E+xdvx4Az80l85lnyHrxRQ6d9QIJvYIsomZG514p5K5ML26nIKNkOaiIyIEgWgFgJrABOLOG9e8HzolS39L4/ZUg+LvO3f9SdNHMHgBuAO4Bfl7Txtz9rlr0fRNB8Pcv4Ap3z48sNDPt7BcRaaJyN2dh1gOAPaFc4vKCg9vjOnUivnNnAGISE2nzs5/R+qc/Zdfbb7P90cfIXbECAM/JYeebb9LhmmuK2+x0aCu2/qfk9+yYXaX+2hARafKiFQD+H/AD4FuvQVpRM9tdgzq1ncnrU8v6sh+YWS+CsxvTgYfLFE8GrgIuMrOb3L3q3fm177sV8FuCHyeuLBv8Abj73mj2KSIi+4/vyoXwqQ25odyilyQdc0y5uhYbS6tx42g5diwZT0xnyx//CEBOmSzOLdslscFji983ywshInIgiVYA+DkwEugLrKxB/ZosFX2M2i0TtVrWl/1jVPj5bXcv9beou+8ysw8JAsRhwNyaNGhm5wGHAvkEf97ec/e8CqqeCbQgWAIaY2bnAocBu4AP3H3pPnweERFpJOLyQsUBYKJlF1+vKAAsYma0GjumOADM/nwpXlCAxQVfiVq2TSA34pSqpFBshe2IiDRV0QoA5wC9CZJr1MSjwLxq6uwlSBTyRA3bPAsYUMO6sv8cEX7+qpLyrwkCwMOpYQAIzCzzfouZXePuL5S5PjT8vJcgUOwRWWhms4CL3T2baphZZQf99a3kuoiI1CN3J5GSVfy2/dviX4GTBlYeAALEd+lCXJfOFGzajGdnk7tyJUn9+wPQok0iuTQrrtvcEitrRkSkSYpKAOju7wLv1qL+h8CH1VRbAXRy98oSfpRiZj1RANgYFaVn21FJedH11pWUR3qZYP/o/xEkcukBXEKwz+85MzvD3d+MqN8x/Hxr+J6fEvy5OpJgOeqPgd3ApJp8EBERaTyyvs8iOTa5+H3MhpUUAsTFkXjUUdXe33zwEHZuehWA7MWfFQeAya0TyLOEknoxSbg7Zjq+WEQODI35HMD/AzqZWaeGHojUq6K/UatdvuvuD7r7a+6+0d1z3X2Vu/+aIACMAf6nzC1F63ZygPHu/qm773b3TwmWh+4m2H/YlWq4++CKHgQZTUVEZD/b/PV6kuNLjoAgOziwPbFvX2ISq5+1az54cMmtEfsAY+NiiG/RgsJQkFg6PiaBPdt3RmnUIiINrzEHgEsJgoOBNaz/JVDb8wil/hXN8KVUUt6qTL198RjBERADzaxlxPWiw5s+dvfvIm9w983AJwT/DQypQ98iItIAtqSXPgQ+tCcIAKva/xep+ZCSADAnLQ0PlWxTb9k2kZxQye6A3O8rPjheRKQpitYewHLMrCPBF+s2lMzElOLuM6po4mFgOlDt/qxwW/8L/G/tRin7warw8+GVlBdlb61sj2C13D3XzHYR/FlLJkjyEtl3ViW3FgWISfvat4iINIzMjd9xWGxvAAq9EM8Nfkesbv9fkWa9exPbpg2FmZkUZmWRv3YtCYcdBoT3AW7JpUVc8BtlzvdZUP2qUhGRJiHqAWD4XLW/ExzKXtkMY1HGzkoDQHcvoG6zQtI4FCX7OdXMYiIzgYZn604kWKK5z4exm9kRBMHfLmBbRFFRUpnK/touup6+r32LiEjDKNi2q/hbTF7+Lop2EiQNrNnCITMjafAgdr8b/FWR/VlaRACYQG5hySlBedt1GLyIHDjqYwbwd8ClwBrgaWA9wfI8OQi5+xoze5sg0+c1wF8iiqcQzNg9EnkGoJn1Dd/7ZcS1XkCeu2+MbN/M2lOSKXZm+IeDor6Xho+ZONHMrnD3xyLuuwLoR/DndHFUPqyIiOw3Mdl5xZsICnIzMCC2bVviDzmkxm00HzykJABMS6PNxPOAYAZwpxcW19ubVaPFSCIiTUJ9BIDnEyznO9bdc+qhfWl6fgF8BEwzs9EERzIcT3B25FfAb8rULzpLMjLl2nDgMTNbQBC0ZQDdgdMI9hd+RpDts6zLgQ+AR83sHOA/BFlATyNYXjzJPeJveRERafRCIadZ5P+5d38PBPv/apOtM3IfYPZnnxW/btE2ga2hktxkezL1dUYk2l566SWeffZZli5dyvfff09ubi6HHHIIQ4YM4aabbmLIkNIpGvbs2cNLL73E66+/zpIlS1i/fj0xMTEcccQR/OxnP+Paa6+lWbNmlfQmkeojAOwI/FXBnxQJzwIOAe4GxhIEX5uBacAUd6/J7vo04ClgMEFioFYESz6XAf8mmEXMr6DvVWY2CJgMjAN+SBA8Pgv8zt1Xlr1HREQaXl5hXnDWX1z5jJ67M3JJjCn5ChOzewtOzRPAFEns1w9r3hzPzqZg82b2btxIfNeutGiTSJ6XBJI7M3L3+XOISMVefvllFi9ezNChQ+nSpQvNmjVj9erVvPjiizz33HP84x//4Iorriiuv3DhQi688ELatm3LyJEjOeuss8jIyODVV1/l5ptvZvbs2cydO5fEGmQBPtjVRwD4LTU/EF4OEu6+nmBpcE3qlvv51t2XsY/n9YX7vqLaiiIi0ihsy9nGea+eR1ZeFtNGTePErieWLt+QSVJsyZe82D0ZFFDz/X9FLC6O5gOPYc9Hi4BgGWhK1660aJNAnpfkr0so0BmAItH2t7/9rcJgbdmyZQwdOpSbb76Ziy++uHhWLzU1laeeeoqf/OQnpWb6du3axYgRI/joo494+OGHuemmm/bbZ2iq6uMYiOnAODOrLO2/iIiISKXeSn+LLTlbyA/lc/eiu8krzCtV/v3aDSTFtih+7zk7ICaGxKOPrnVfSZHnAX4WnAeYnNKMfOKLryd6vSVNF6kX6enpmBmTJk0iPT2diRMn0r59exITExkyZAivvfZacd3MzEx69uxJQkICaRFnYgKEQiFGjBiBmfHUU09FdYyVzdT179+ffv36sWPHDrZu3Vp8feDAgVxwwQXllnm2bNmyOOibP39+VMd4oKqPAPBegj1X75rZSDPTbKCIiIjU2NqstcWvN+3ZxFMrSn/x3PrtxtIBYG4WCX36ENsiudZ9NR8ytPh10YHwMbExeFLz4utJJNS6XZHGYN26dRx33HGkp6dz0UUXcd5557F8+XImTJjAvHlBovY2bdowc+ZMQqEQ5513Hjt37iy+f8qUKSxYsIBJkyZx4YUX7pcxf/XVV6xatYr27dvTuXPnGt0THx/8YBMXpx9raqLO/5TMLERR7uUyRcC74ToV3eru+klNRERESlu7Y22p948te4yz+5xN28S2AGR9/x1JcX2Ky0O5WSQdc9I+9ZV0zACIj4e9e8lfs4aCzEzi2rShWdvWsDtILJ0Ym0QoVEhMTIXHGos0WvPnz+euu+5i8uTJxdfOP/98xo4dy3333cfIkSMBGDZsGPfccw+33XYbV199Nc8++yzz5s3j97//Pf369eOhhx4q1W56ejrTp0+v1VgmTZpEz549y11/9913+eCDD8jPz+ebb77h1VdfBeCxxx4jJqZmc1WPP/44AGPHjq3VmA5W0QjA3qfiAFBERESk1soGgLv37uZvn/+N3wwLkkbnZGQQ3yaYlQuFCmBvdq33/xWJSUwk6aijyPn886DttDRa/vCHtOiQTGhXBjEWS7OYBHZszaBNpw51+FTS0Po/2b+hh1Bjyy5ZFpV2evTowR133FHq2pgxY+jevTuffvppqeu33HIL8+bNY+bMmRxzzDFMmzaNZs2a8dxzz5GcXHp2PT09nSlTptRqLCNGjKg0APzf//3f4vepqalMnz6dMWPG1Kjdhx56iDlz5jBw4EAuu+yyWo3pYFXnJaDuPsLdR+7Loybtm1l3M5tsZgvMbLOZ5ZhZdvj1AjP7rZl1r+vnEBERkYa3I28HGbnlk0M//9XzrN2xlsKCEDF5JefyFeTtACBpYO0ygEYqdRzE4uA4iJbtksgrLMn+uSX9+31uX6ShDBw4kNjY8jPX3bp1IzMzs9Q1M2PGjBl06dKF22+/nc2bNzN16lT69y8fOI8YMQJ3r9VjxIgRFY7x3nvvxd3ZvXs3S5YsYdSoUYwbN4577rmn2s83e/Zsrr/+elJTU5k1a1bxUlCpWn3sAYwaM/sF8CXwW+BkoBOQACSGX58M3AV8aWb/1UDDFBERkSj5Zsc3xa8Pb3M4Q1ODPXqFXsiDnz3Izm05JFqouI7nZhHTqhXNKphZqKlSiWDC+wBbtE4gL1RyulDGppqcWCTSuLRu3brC63FxcYRCoXLXO3TowPDhwwFo164dF110Ub2OL1JycjLHHnssTz/9NGPGjOHOO+9k8eLFldZ/6aWXmDhxIh07dmT+/Pn06tVrv421qYv6HjwzWwv82d2nVVHnGuAmd6/035SZnQ48RHBm233Am8DXwI5wlRSgD8GZctcAD5lZuru/GZUPIiIiIvtdZADYK6UXlx59KRNfm4jjzN8wn09iPicpMrdAdiZJAwZgNdwrVJHmgwaBGbiTu3IloT17aNEmkazQ3pJutu6sogVpCqK1rPJANnPmTGbOnEn79u3Ztm0b1113HY8++mi5etHcA1iRsWPHMmfOHBYsWMDQoUPLlT///POcf/75pKam8t5779GnT58KWpHK1EcSlp5AxT83lGgN9Kimzs3AdmCwu39bQfn28ONjM3scWAzcQhAoioiISBMUuf/v0JRDObLdkYzvPZ5X1rwCwLufvcuIyMPhc7JIOn7f9v8ViU1JIeHww8lbtQoKC8n+/HNadDma70OFxXX2ZmVX0YJI07dmzRquuuoqOnToQFpaGhdeeCGPPfYYo0ePZuLEiaXqRnMPYEU2btwIVJzV85lnnuHiiy+ma9euzJs3TzN/+6ChloC2APKrqXMsMLOS4K8Ud08HngMGV1NVREREGrHIALBXSvDF7tpjryUxfPB7aEteuSMgko7Z9/1/RZpHLAPNSUujZZtE8r0kx118bkGd+xBprPLz8znvvPPYvXs3Tz75JN26deOZZ56hXbt2XHXVVaxevbpU/bruAczLy+Ojjz6qcCyLFy/m73//OzExMeWyej755JNcdNFFdO/enffff1/B3z6KygxgBUlYWleSmCUW6A6cC6ytoLxs3eqCxEj5NPI9jSIiIlK1yCWgh6YcCkBqcioXH3Ux//jiH7TOTqB5XMviOp6bRdKAumd3bD5kMJnPPAMEB8K3+2Uz8r3ka0Vr11cMOXDdeuutpKWlceONNzJu3DgAunbtyvTp0xk/fjwTJ07ko48+KncI+77KycnhxBNPpG/fvgwaNIhDDjmE7OxsVq5cyXvvvQfAfffdR9++fYvvmTdvHpdddhmhUIiRI0fyxBNPlGu3devWXH/99VEZ44EsWktA0yl9FMR/hx+VMeDGatpcAZxrZlPcvcqF92bWmiCoXFH9UEVERKQxyivMY+PuYOmXYfRoVbJb5LKjL2PWV7NonmM0T2lVck/zOGJTUurcd9LgIcWvc5YuhYK9hBJKMgp6TvmEGSIHgldffZWpU6cyZMgQ7r333lJlZ5xxBjfccAMPPvggt9xyC1OnTo1Kn8nJydx9990sWLCABQsWsG3bNsyMrl27cuGFF3LNNddw/PHHl7pn3bp1xYlris79K6tHjx4KAGsgWgHgDIIA0ICLgS+AzyuoV0iwb2+uu79dTZt/BZ4AFpvZPcBb7l4qB7OZdQLGAr8BuoafRUREpAlat3MdIQ++4HVt0ZXEiL1+yfHJ/FffX7L5tSUkx5UEfN4zNSp9x3fqSHy3buxdvx7PyyN3+X+IadEc8oLy2ALNAErT0bNnT9wrP6Z7/vz5xa/Hjx9fZd0HHniABx54IJrDIz4+njvvvJM777yzxvdMmjSJSZMmRXUcB6uoBIDuPqnotZldDLzo7nfXsc0nzaw/wUzhE+G2d1M6C2jRJgADHnD3f9WlTxEREWk4ZRPAlHVC0khe9PdJjA0OpfZQAa2OPTJq/TcfPJgd69cDkJ32Gc1aHw3fB3v/4kI6X0xEDgxR/znL3WPqGvxFtHUzcCLwNLAJaPn/7N15fJTV2fDx3zUzmSwkEMhCWAIRZFMQFIRQFYP4KFgora2CFjTaVqu+Iiq4tFbFB1vfWrGgtvaRKlCrwaovLnWrCuqj4BJwAVHWRITIlpA9mWTmvH/ck1nITDJJZiDg9f188snc933u+5xUmsw155zrAvp6v1K8554EzpxVLwwAACAASURBVPC2VUoppdQxaueh4BIQh6vcX0+Szb8U011bRu1JGVHrP+n0gGWgnxQSn+FPah5vS6Shvi7UbUopdUyJRRkIHxHpi5XNMxVr5m69MebbtjzDGLMWWOt9XhLWzB9AuTFGczIrpZRSx4mgGoCpzQPA0pIqkmz+ty7u2gMsLn+dv3JeVPoPzARas2EDzh/H+47j7UlUlZXRPatXVPpSSqmjJSYL2kWkn4i8BhQDq4BlwP8DikXkNRHJac9zjTE1xpgS75cGf0oppdRxpLUloAd27SXJ4S8BcYiD/G/JB3ywO3Q6+baK698fe3o6AJ6KCpI9FTR4i8Hbxc6hvWVR6UcppY6mqAeAIpIFvA+chxUA/gP4o/f7Tu/5//W2U0oppZTCYzwUVRT5jkMtAS3dvScoAcyehIMA/KnwT7gDira3l4gEzQI6dn1Nvce/7LOsRANApdSxLxYzgL/Dysh5KzDIGJNvjLndmyhmCHAL0Bu4I5KHiUhPEfmJiEwTkbB5nkXkbBG5s+PDV0oppdSRtqdqD/VuK+Vmj4QedIsP/pPvbvRQVbY/KADc0c2qErW1bCurtq2KyjgCA0C+Wk+9u8F3WLW/Mip9KKXU0RSLAPCHwBvGmPuNMUEfxxlj3MaYPwFvAFNbe5CI/B+sGoPPYi0l/VZEwtUPzAPu6sC4lVJKKXWUtLb8s3x/LaaxIigAlBP9GUAf/vRhaho6vjskaYw/APQUrqPO0+g7ri+t7vDzlVLqaItFAJgFFLbSptDbLiwRyQOWYI3xTeBVrKQ194vIP0VEC/IopZRSx4mgBDAhln8e+q4GY6rpEucPAMeffiGZiZkAHKg9wBObnujwOOKHDMGWbO0zdO/fRz3+z7Ld5fUdfr5SSh1tsQiiyoH+rbTph7+eXzhzgUbgXGPM+caYqcBQrIygM4EnRUQ6OlillFJKHX2BAWCoGcCyvdXYTJ2/BqDxMHxQb64/7Xpfm2Ubl7G3em+HxiF2O4mnneo7dgXMANpqGkPdopRSx5RYBID/C/xMRH4Q6qKIjAMu8rZrSS7wojHmvaYTxphi4BzgOawgcHlURqyUUkqpoypwCWi4GcDEgM99jcNFYryDaQOmMaT7EADq3HU8tOGhDo8labS/HqDH7U8CE+fq8KOVUuqoi0UAeK/3+zsi8g8RuVJEpojIFSKyHGgK6H7fynO6A18fftIY48IK/lYCs0Tk8WgNXCmllFJHR2tLQMv21pBkt/uO7alWjT67zc680+f5zr+4/UW+Kv2qQ2MJ3AcoNRW+1/HGHqq5UkodU6IeABpj1gM/w1ri+XPgMeBlYCkwG6gALjbGtLZPcC/QI0wfHu+znwUuF5G/AbocVCmllDoGldaVcqj+EACJjkR6dukZdN0YQ+meSrrYAwqz903zvc7tlcuEvhOsthj+9PGfMMa0ezwJI0YgTicAjor9/j5xhLtFKaWOGTFJpGKMeRlrH+As4EHgce/32UB/Y8yLETxmK3BmC314gEuAl4BfAtd0cNhKKaWUOgoCZ/9yuuZgOyzPW21lA67aGro4Unzn4jKSg9rcPPpm7GLN0H343Ye8++277R6Pzekk4ZQRVj81pb7z8eJs9zOVUqqziFkmTWNMtTHmKWPMPGPMr7zf/2mMiTSH8hvASSIysoU+3Fj7CV8DMqIwbKWUUkodYa2VgDi0t9rKABpQAuLdfRVBbQakDuBng3/mO36g8AEaPe1P2pI0xtoHGF/lnwF02uI7NLOolFKdQcxLKYhIVxHJFpGubbz1OeAZIGwACGCMaQB+gpUQpv0f9ymllFLqqNhxqOUEMGXf1WA8VUEBYJeMpGbtrhl5DV3irCyhO8t38tyW59o9pqZEMPGVe3zn4m2J1FVXtfuZSqnmDhw4wPz58xk6dCiJiYmkpqZy6qmncuutt7Z677vvvovdbkdEuOOOO47AaI8PMQkARcQuIreJyDagDKuYe5mIbPOeb3URvTFmmzHmEmPMigjauowxVxhjJnZ89EoppZQ6knZWBCSASQ0RAO6pAk9wDcC03snN2qUlpvHLEb/0Hf/ls79Q5WpfwJY4YjgAjvoy3MaaSbTbHJSXlLZ0m1KqDTZs2MBJJ53EokWLOOGEE7jhhhvIz88nOzubZ555psV7Kysrufzyy0lKav5hkGpZ1Hczi4gTa0nm2YABdgElQC8gBytL6GQROc+b0VMppZRS32M7DwXUAOzafAnowR37sZlaXw1At/HQq2+3Zu0AZg2bxTNfP0NJdQmldaUs/WIpc0fPbfOYbN26IfHxUF+Py11PosN6y3So+ABZg1ord6yUak1ZWRnTpk3D5XLx/vvvk5ubG3S9oaGhxftvuOEGysvLuf322/ntb38by6Eed2IxA3gTkAf8GxhmjMkxxow3xuQAQ7CStpzlbdcuInK5iLwdhbEqpZRS6iiqbaxlT7W1zNIudvp17deszaHvqkm0eXzHZaaejK7xzdoBJDgSmHPaHN/xP778B3uq9oRs2xIRwZFhpRdweep95w98c7DNz1LqSCsqKkJEyM/Pp6ioiJkzZ5Kenk5CQgJjxozh5Zdf9rUtKysjJyeH+Ph4CguDk/R7PB7y8vIQEZ588smojvHBBx9k9+7d3Hvvvc2CP4C4uLiw977wwgs88cQTLFmyhN69e0d1XN8HsQgALwU2Aj82xmwNvGCM2Q5cCGzCKuPQXjlYM4xKKaWUOoYVlRf5XvdN6YvTHpxp093goareQVLAO5ZDNjci4as/XXDCBZycdjIALo+LxesXt2tsjsxMABoa/QFg1YHKdj1LqaOhuLiYsWPHUlRUxOzZs5kxYwYbN25k+vTprF69GoDu3btTUFCAx+NhxowZVFT4EywtWLCAd955h/z8fGbNmhXVsT311FPY7XZmz57Nl19+yUMPPcT//b//l2effZaqqvBLt/ft28evfvUrfvzjH0d9TN8XsShocyLwkLdMQzPGGI+IvApcH4O+lVJKKXUMaTUD6L4aQEiy+d+yVMW3XPrXJjbmnz6f/NfyAXhl5yvMPmk2w9OHt2lsTTOAje463zl3VX245kp1OmvWrOHuu+/mrrvu8p279NJLmTx5Mvfffz8TJ1rpM3Jzc7n33nu59dZbufrqq3n66adZvXo1CxcuZNiwYTz88MNBzy0qKmLZsmVtGkt+fj45OTmANeu4fft2Bg8ezN13382f//znoAy7aWlprFixggsuuKDZc6666io8Hg+PPvpom/pXfrEIAF1A853ZwboALS/sVUoppdRxL7AGYKgMoAe++haALgEzgw0poZd/BhrdczST+k3irW/eAuD+j+9n2eRlLc4cHq4pAHQ3+gNAqdO3L8eqzUOHHe0hRGzYV5uj8pz+/fs3y455/vnn069fPz766KOg8/Pnz2f16tUUFBQwcuRIlixZgtPpZOXKlXTp0iWobVFREQsWLGjTWPLy8nwB4L59+wDYvn27b+bvsssuwxjDk08+ye23385Pf/pT1q9fz7Bh/v9ujz/+OC+88AIrV66kZ8+ebepf+cViCejnwM9EJGRdPhFJB34GfBaDvpVSSil1DGltBnD/58UYY0iy+zP92TNCJ4A53NzT5uLwJh5fv289b+9qW/qApiWgHletv++GkAuclOqURo0ahd1ub3Y+OzubsrKyoHMiwooVK+jduze33347JSUlLF68mBEjRjS7Py8vD2NMm77y8vJ897vdbt/3G264gfnz59OzZ0+ysrKYN28ec+bMoa6ujj//+c++e4qKipg7dy4XXXQRF198cZT+F/p+ikUA+DBWUfaPROQXIjJARBJF5AQRuQL40Hv94Raf0rI1wD0dH6pSSimljqbWZgDLdh0CU08XR4rvXJdekZUWzumWw4yhM3zHz299vk1ja5oBNK5q37k4jf/UMSQ1NTXkeYfDgcfT/B9zRkYGEyZMAKxlmLNnz47JuLp37+57/ZOf/KTZ9aZzgbOUV155JYmJifzlL3+JyZi+T6K+BNQY84yIjAJuA/4nRBMB/miMabm4R8t9vAO80977lVJKKXX0NXoaKa4o9h2HmgEsL/dgbNUkOfxBX3qflGbtwrlk6CX8c/M/Afjku09o8DQQZwufXTBQUwBIvT/xi9M0n01Rx4ZoLas8nhUUFFBQUEB6ejoHDhxgzpw5PPbYY83adXQPYK9evejatSsVFRUhg9SmALG21j/7vn79esrLy8nICLnIkHvvvZd7772X6dOns2rVqjaN7fsmFnsAMcb8RkReBH4BnAp0A8qBDcDjxpi1sehXKaWUUseO3VW7afBYe+oyEjNIcQYHdu7qaqqkK+I5QKIjCwAPHoYPDv0GMJR+Kf3o3aU3e6r3UNNYw+f7P2d0z9ER3evItPpx1Jb7zsVLTN46KXXUbd++nauuuoqMjAwKCwuZNWsWS5cuZdKkScycOTOobUf3AAKcc845rFq1io0bN3LyyScHtd24cSNAUPvLLruMmpqaZs/dunUr7777LqNGjWL06NGceuqpbRrX91HMfosZY9YB69p7v4j8B3gFWG6MKY3awJRSSinVKbS2/LNi/UbcjkSSGv2JVxrsLuxxke9gERHG9x7Pc1ufA2DtnrWRB4DemQZHjX+vVLzNGa65Uscsl8vFjBkzqKqqYuXKlWRnZ/PUU08xcuRIrrrqKsaMGcOJJ57oa9+0B7AjrrvuOlatWsXChQs5//zzfTOBhw4d4r//+78BggLPJUuWhHzOsmXLePfdd/nhD3/IwoULOzSm74tY7AGMlknAn4DdIvKkiEw42gNSSimlVPQEJoDJ6ZbT7HpZ4SYAkgKKwLvj3W3uJ7e3v8j02pLIFyHZU1ORuDicVft855y2eDzuto9Bqc7slltuobCwkBtvvJEpU6YA0KdPH5YtW0ZlZSUzZ87E5XJFtc9zzz2X66+/no0bNzJ8+HCuueYarrnmGkaMGMGmTZv48Y9/zGWXXRbVPpUlZgGgiNhEJFtExovIhFBfETxmJ+DBKi6/WkS+FJEbRaRHrMatlFJKqSOjtRnA8s3W9cAi8HRp+1uXcVnjEKzyDxsPbKTSFVkxdxHBkZGBre6Q71y8PZHKsvIW7lLq2PLSSy+xePFixowZw3333Rd0berUqdx4440UFhYyf/78qPe9ZMkSli9fTt++ffnHP/7BsmXLSE9PZ8mSJTz77LPYbJ15rurYFZMloCIyH5gHpLfStLWd1CuAxcBlwK+A4Vizgr8XkeeAvxlj3uvgcJVSSil1FLRUAsJ4PFQWfQcnQJLN/3ahPqntbwi7J3RnaI+hbC7djMd4+Oi7j5jUb1JE9zoyMmjYU4IxHkRsxNniKd9zkG7p+lm06rxycnJaXKK5Zs0a3+tp06a12HbRokUsWrQomsMLctlll3Vopi8/P5/8/PzoDeh7IOoBoIjcDdwJHASWA7uBxvY+zxhTDjwEPCQiucDVwEVYs4KXiMjXWNlGV+heQaWUUurYYIxh56HwM4CuoiLq3Fa2ziSHf9/djkYPzauStW587/FsLrWyQK7dszbyADAzAzC4PPXE2xMBqCwpg1PaMQillOoEYjED+AtgBzDaG7xFTVNiGRG5AZiNNSt4CvAA8AcRec4YMyuafaroEJG+WLUbJwNpQAmwClhgjClr6d6AZ6wBzm6hSaIxpu6we1raofyhMSa3hetKKaVi5GDdQSobrKWYXeK6kJmUGXS9dsMG6p1W6Ycu3sALICErsiLwhxvfezyPb3wcgHUlkeeoc2RY43K5/QFg7T5dAqqUOnbFIgBMAx6NdvAXyBhTATwCPCIiY7FmBWcAlwAaAHYyIjIQ+ADIBF4AvgLGAjcAk0XkDGPMwTY8Mlze4XAzzcXAshDnv21Dn0oppaJox6GA5Z9dT0BEgq7XbNiAy9kVYwxJ9mTf+fSBWe3q79TMU4m3x1Pvrqe4opg9VXvondy71fuaSkE0uOt95+oPVYdrrpRSnV4sAsBtQPcYPDckY8xHwEciMhf4+ZHqV7XJX7CCvznGmIeaTorIIuBG4F7g15E+zBhzdxv7L2rHPUoppWIoKAFMavMEMLUbPsXVZTI2U02iw3pb4TFu+g7MbNY2EvH2eE7LPM2XBXRdyTouHHRhq/c1lYJoDAgAGytrwzVXSqlOLxapdf4CTBWR9n1E107GmEpjzKNHsk/VOhEZAJwHFGHN2ga6C6gGZotIlyM8NKWUUkdRSwlg3IcO4dq+HZezK4niL/xc6a4ms2tCu/sc33u87/XaPZGVg3BkWgFnY4N/h0FNRX245kop1elFfQbQGPOoiAwG3heRe4D1QMjloMaYb1p41HLg02iPTx1x53i/v2GM8QReMMZUisj7WAFiLvBWJA8UkRnACYAL2Ay8bYxp6a9xqohcCWRh/Vss9O4nVUopdZS0FADWfvYZAC5nV7pKhe98halrtlS0Lcb3Hg+F1usPSz7EYzzYpOXPwptmAD0N/lk/qfeEa66UUp1eTMpAAJ8B+cDjLbQxLfVvjLkiymNSR8cQ7/ctYa5vxQoABxNhAAgUHHa8T0SuM8Y8G6b9SODvgSdE5DNgtjHmiwj7VEopFUUt1QCs2bABg+CKSyZR/DX4Kh0dK8A+uPtgeiT0oLSulLL6Mr4q/YqT0k5q8Z6mANA0+Pf9xWn8p5Q6hsWiDMQvgb9hJeRYA+yhA2Ug1DGvKV1buKRATedTI3jWC1h1IDdglRnpD1wO3AysFJGpxphXD7tnEfAcVgBaBwwFbgV+BrwtIqOMMbtb61hECsNcGhrBuJVSSgWobqhmb81eABzioG9K36DrtRs+xeVMAbEFFYGvS+zYzhWb2BjXaxyv7rT+VKwrWddqAGjv3h0cDqiv8p1zGi1OrZQ6dsViBvBmYB/wA2PMztYaR0pETsCaJUrFmj0sB7ZEsw91VDSt5WmpXIPVwJgHDzv1NfAbEdmDVSvy98Crh91z82H3fAJcJCLPAj8F5mElolFKKXWEFJUX+V7369qPOFuc79g0NlL7+ee4nGkAJNn91zyp/nIQ7TW+13hfALh2z1quHH5li+3FZsORno6tzv85plNitYBKKaViLxa/wXKApdEIzEQkDuvN+a+xZntCtSkG/gr82RjT0NE+VdQ1/cUMV7ip62Ht2mMp8CAwSkRSjDGVEdzzKFYAOCGSDowxo0Od984MnhbpQJVSSgXv/zt8+Wfd119jamtx9WiqAehP+pLQq+NJxgMTwazfu566xjoSHC0nlnFkZOAo85esjRdnC62VUqpzi8Uaht1AXKutWiEiCVh7wv6AFVRuBV4BnsbaA/aK91wOcB/wpojEd7RfFXVfe78PDnN9kPd7uD2CrfIWf28K+iLNJrq/je2VUkpFSYsJYDZY+d/8NQD9v6azBvXpcN9ZXbLI6Zpj9eFxsX7f+lbvcWRmEld1wHfstOnbDaXUsSsWAeAK4AIRSengc24DzgSeBwYaY4YaY6YZY2YZY37ufT0UGOhtcybW3i7Vuaz2fj9PJDjVmvffyBlALdDurJwiMgSr9mQlcKCV5k1yvd93tNhKKaVU1AUmgGkeAG4AoN6Zgs3UkeiwAkCPcXPKKdlR6T9wFnBdSet/fhwZ6ThqD/qO4+0J1FVpLUCl1LEpFgHg74GPsGbk8joQCM4EPjbGXNTSclLvtYuxEjtf2s6+VIwYY7YDb2DN1F532OUFWDNwK4wxvvRqIjJURIKSq4jIABFp9tGviKQDT3gPC4wxjQHXTgtVX1BETsEqPg/wZJt/KKWUUh3S0hLQpgDQ5ewWVAOwjlpsjui8bRnfKyAA3BNJAJiBuPxjibMlcGh/WQt3KKVU5xWLPYBN9dgEb1r/MDV7jDGmpf77A3+OpENjjBGRt4C5bRinOnKuBT4AlojIJKzafeOAiVhLP397WPvN3u+B/3AmAEtF5B1gO1AK9AMuwNpf+Alwy2HPmQNcKCJvA7uw/m0OBSYDduAxrCXFSimljpAGTwO7Knb5jgNnABv27qVhzx4AXIndSRR/idfGOFfUxjAmawx2seM2bjaXbqa0rpQeCT3CtndkZoJx0+CpJ84Wj01slO8uJeuE3lEbk1JKHSmxCADfI4KMjhGoAPq22sqvH/59YKoTMcZsF5ExwD1YwdcFQAmwBFhgjCmN4DGFWLN1o4FRWMljKoEvgGeAvxljDn93sMrb7hSsgvQJWOUjXgUeM8a82MEfTSmlVBvtqtxFo3exRlaXLJLiknzXmvb/ATSmZtFF/LndPIntLwB/uBRnCiPSR/Dpfqu/D0s+ZMoJU8K2b6oF6HJbASBA+R6dAVSqIzZv3kxBQQGffvopGzZsYNcu64OhhoYGHI7mIUp1dTWrVq3i3//+N+vXr2fXrl3YbDaGDBnCJZdcwvXXX4/T2TxBk9vtpqCggEcffZStW7dSUVFB3759OeOMM5g3bx4nn3xyzH/WzibqAaAxJi9Kj3oHK11/gTHm3y01FJFpWHXdVkWpbxVlxphdwBURtm32V95bsD2/jX2uQv9NKKVUp7LzUMD+v66h9/8BuBK6k+HZ5zuujHLizfG9x/sCwLV71kYUADZ4/J8zNpTXhGuulIrA66+/zj333IPdbmfQoEEkJCRQV1cXtv17773HrFmz6NGjBxMnTuTHP/4xpaWlvPTSS8ybN4/nn3+et956i4SE4Ky+l156Kc888wx9+/blwgsvJCUlhS+++ILly5fz1FNP8eqrr3LOOefE+sftVDpzIZu7gB8CL3qX/b2OtVwwsKzAYKwZpQlAjfcepZRSSnVSOyv8AeCA1OD9fzWf+gPAeuJJsvvfpuy1h5gB3F0I7y+BoT+EUy5u0zjG9x7PXz/7KwBrS9ZijAm3ZYW4zEwAGt3+JalGk8Ao1SFTpkxh/PjxnHLKKSQmJpKTk0NxcXHY9llZWTz55JNcdNFFQTN9lZWV5OXl8cEHH/DII49w883+EtAff/wxzzzzDCeffDIfffQRSUn+FQdPPPEEV155JQsXLvzeBYCxSAITkoiki8hPROR8EbG31t4Ysxlr2d7XQB5Wcplngf94v571njsb+AqYZIz5KkbDV0oppVQU7DgUUAIiYAbQU1dH3ZfWFnC3LY6GBkgKqAEYn5Ua/KBGF6ycDV+uglXXQPnuNo1jePpwusRZecK+q/6O4orwbzztPXqAzUZjoz8AdFfVh22v1NFWVFSEiJCfn09RUREzZ84kPT2dhIQExowZw8svv+xrW1ZWRk5ODvHx8RQWFgY9x+PxkJeXh4jw5JPRzZs3ZMgQxo0bR2JiYkTtR40axc9//vNmyzxTUlJ8Qd+aNWuCru3YYf2+mTRpUlDwBzB9+nQA9u/fz/dN1ANAEblGRD4UkR4B50ZjJfZ4Fqt+3wehsjMezhjzITAcmIQV7D0HvOn9es57bhIwwhjzUbR/FqWUUkpFV2AJiMAZwLpNm6DB2vNnBlp7croE1ABMG5AV/KAv/gUV3qDP0whbXmvTOOJscZze83Tf8dqStWHbit2OIy0Nd6N/eZqpawzbXqnOori4mLFjx1JUVMTs2bOZMWMGGzduZPr06axebVXq6t69OwUFBXg8HmbMmEFFRYXv/gULFvDOO++Qn5/PrFmzjtaP0aq4OKsE+eF7B5v297399tvU1gbP2jcFweeee+4RGGHnEosloDOwEnMGJva4H6tO2xNAT6ylnb8GHmjtYcYYD1YtudWttVVKKaVU52WMCVoCGpgBNHD/H8NGIeX1JDqSAfAYD/2GBGTc9HjggyXBD9/6Bpz+izaNJ7d3Lmu+XQNY+wAvGXpJ2LaOzExMQ8AbSJe7TX0pdTSsWbOGu+++m7vu8u+SuvTSS5k8eTL3338/EydOBCA3N5d7772XW2+9lauvvpqnn36a1atXs3DhQoYNG8bDDz8c9NyioiKWLVvWprHk5+eTk5PT0R8ppMcffxyAyZMnB50fPnw4N954Iw8++CBDhw5l6tSppKSksGnTJl577TVmzpzJwoULYzKmziwWAeAgwJe0xVun7WxgqTHmau+5D7Fq9rUaACqllFLq+LC3Zi/VDVbZ1xRnCmkJab5rNesDAsCcoSR+Vg1YAWCVu4phqQHLt7a+AfsP2/Wx4x1oqIW4yJaTQXBB+I+/+5hGTyMOW+i3Ro6MDKjylazF4/JE3I/qHB759dtHewgRu+7R6OxJ69+/P3fccUfQufPPP59+/frx0UfBi+fmz5/P6tWrKSgoYOTIkSxZsgSn08nKlSvp0iV44V5RURELFixo01jy8vJiEgA+/PDDvPbaa4waNYorr7yy2fVFixYxZMgQbrzxRv7yl7/4zo8ePZrLL7+82c/2fRCLPYBpwL6A4zO83/9fwLn3sOr8tYuI3CAiO1pvqZRSSqnOImj5Z7cBvqQrxpigGcDGzP5BNQArTG1wgpb3Q5QJbqyFne+1aTwndD2Bnkk9AahqqGLjgY1h2zoyMqDOX23K0TxhtVKdzqhRo7Dbm6feyM7OpqwsuJSJiLBixQp69+7N7bffTklJCYsXL2bEiBHN7s/Ly8MY06avvLy8qP98zz//PHPnziUrK4vnnnvOtxS0iTGGOXPmcN1113HnnXeya9cuKisree+99xARpkyZwiOPPBL1cXV2sQgAS4H0gOOzAQ9WIfAmBqsmW3ul0oEAUimllFJH3o7ygAQwgQXgi4txe9+M2rp1w+VMISmgBmClPWC55Tcfwjfe/Xq2OBj+U/+1ra+3aTwiEjQL2NI+QEdmJvY6/94op3TmROpKWVJTU0OedzgceDzNZ7EzMjKYMGECAGlpacyePTum4+uIVatWMXPmTDIzM1mzZg0DBgxo1mb58uU89NBDzJkzh9tuu42+ffuSnJzMmWeeyUsvvURiYiK33XYbVVVVR+EnOHpi8dtrMzBNRH4LuLH2BH5sjKkIaJMDfBeDvpVSSinVSR0+A9ikJqAAfOKokeypbCApv0jCeAAAIABJREFU4CPq2qSAtyuBe/9OuRhGXgIbn7OOt7wOF/wJwpRzCCW3Vy6rtlklY9ftWcc1I68J2c6RkYGj1j9jogHgsSdayyqPZwUFBRQUFJCens6BAweYM2cOjz32WLN2R3sP4L/+9S8uvfRSsrKyePvttxk0aFDIdk2JXpr2OgbKyspi6NChbNiwga+//prRo0dHZWzHglj89lqMVXz7W6ARSAJubbroLQFxJsEzgkoppZQ6zoULAAOXfyadeio15S662/zL1jzdvfv/9m+Br3xpBuAH10PaiRDfDerLoXwX7NsMPU+KeEy5vXJ9rz/f/znVDdW+8hCBHJkZOGr8+e2cNifuBg/2uCNWUUupmNq+fTtXXXUVGRkZFBYWMmvWLJYuXcqkSZOYOXNmUNujuQfwqaee4rLLLqNPnz6sXr065Mxfk/p6ayl5uFIPTecPLy1xvIv6by1jzItYGT43YdXwm2eMCSwcci7W8s+2rdNQSiml1DEt3BLQwAAwcdSp1JTX08Xh3ynSpa93Z8kHS7B2kQCDJ0PmMLDHwYkBMzttLAeRlpjGkO5DAGg0jXzy3Sch2zkyMnHU+ZeJOW3x1FTWhWyr1LHG5XIxY8YMqqqqWL58OdnZ2Tz11FOkpaVx1VVXsW3btqD2R2sP4PLly5k9ezb9+vXj3XffbTH4AzjrrLMAKxFMeXl50LVHH32Ub7/9lqysLE46KfIPjY4HMVm/YIz5H+B/wlx7HaskRBAR6QqkGmO+iaCLVUBRR8aolFJKqSOnwlXBgdoDgFWDr09yHwDclZXUN725tNtJHDGc6v/3CcmOrr57TxyZAxUl8PlK/wPPmOt/Peh82OTNNbf1DTjrpjaNbXzv8Xxd9jVg7QM8O/vsZm0cmRnQ4M8C6rQlUHGgnJQeSc3aKnWsueWWWygsLOSmm25iypQpAPTp04dly5Yxbdo0Zs6cyQcffBDVmbIDBw4wb968oGOAX/ziF76kT7fddhtDhw4FYPXq1Vx55ZV4PB4mTpzIE0880eyZqampzJ3r/91w7bXX8s9//pPPP/+cwYMH86Mf/YjU1FTWr1/P22+/jd1u55FHHgmZKOd41pkWsN8I3Am0+l/AGPMZ8FnMR6SUUkqpqAhc/tm/a3/s3iWeru3bwVizevEDByJJSbjKDxCfmgmA2zSSMyAd3roL3C7rAX3HQj//0k0G/RcggIFdH0JNKST1iHhsub1yWbZpGWDVAwzFkZYGbhce48Ymdhy2OA6VlNJncK+I+1GqM3rppZdYvHgxY8aM4b777gu6NnXqVF8dvfnz57N48eKo9ds023i4FStW+F7n5+f7AsDi4mJf4pqmun+H69+/f1AAmJyczPvvv8+iRYt4/vnneeqpp3C5XGRkZHDRRRcxb948xo4dG7Wf6VjRmQLANhGRJGAI4AK+NMb710MppZRSnU64/X+ub/wLf5w5OdTXNJLoqfGdq7PXIq4K+CTg0/4zbghO9NIlHfqOgW8/BuOBbW/BKRdFPLbTep5GnC2OBk8DO8p38F31d2R1yQpqIw4H9rQ0XJ56EuzWrN+hktJQj1PqqMvJyaGlt8Zr1qzxvZ42bVqLbRctWsSiRYuiOTyg9TEeLj8/n/z8/Db3k5yczJ133smdd97Z5nuPV51657KI5InImyLymYj8SUQSveevAUqAT4DPgV0iMv1ojlUppZRS4QXu/xuQGhAAFhX7Xjv796em3EWyrdF3zp3ogcJlUO9NJp42CIZc0LyDQef7X7dxH2CiI5HTMk/zHX9Y8mHIdo6MDBrc/vqEVQcqQ7ZTSqnOrNMGgCJyEvAacA4wArgJeExEzgMewZq9/BTYDfQG/iUiY47ScJVSSinVgp2H/DOAJ3T1J4AJmgHs34+ainq6BGwGsaXaYd1f/SfOmAO2EG9fBgcEgNveBHdj8zYtyO3tX1Iarh6gIyOdxoAA0FVeE7KdUkp1Zp02AATmAXHAFUAakA9cDCzEmvkbYIwZbYzpB1yLFRDefHSGqpRSSqmW7KwIWAKaGnoJaFy/ftRUuEi2xfnOVdYWQ2WJdZCcBafMCN1B1ghI6W29rjtkLQdtg8CC8Ov2rAu5NM2RmRkUAMY3NjRro5RSnV1nDgDPAF41xiw3xpQZY1ZglY4YDcw1xuxtamiMeRR4Gzjr6AxVKaWUUuG43C52Ve4CQBD6d+3vv1YcuAQ0xwoAHf7Mmpk1b/sflHsNOOJDdyICg8/zH7dxGejQ7kPpFt8NgIN1B9lStqVZG0dGBp6GWn+XdW2bZVRKqc6gMweAfYEvDju30fv90xDt1wMZMR2RUkoppdrsm4pv8Bgre1/v5N4kOhIBcB86hMdbm0sSEnBkZlB1sJqUOH8JiCy3dz+eMwXGXNFyR4H7ALe+0aYx2m12xmWN8x2vK1nXrI0VAPqXfUqDu019KKVUZ9CZA8AKIOWwc03HqSHap2JlBFVKKaVUJxKuAHzQ/r9+/RARqkr2EmezZvlcnjqctkNWgzFXQEK3ljsacDbYvTOE+76EQ5GUFvYLXAYaah9gXGYmJiAAtDVqAnKl1LGnMweAW4FpIhIPICIJwFSgDvh5YENvEfkfee9RSimlVCcSNgAsDs4ACtC4319aoaZxv1XtwRYHude23pGzC5wQsBtky+ttGmdgAFj4XSEud/Dnyo6MDKTen/nT7mnT45VSqlPoTAGgeL+a/A3IBj4SkQeBD73HNwK/F5H7ReSHIpIP/C/W8s/nj+yQlVJKKdWasDUAi4MzgAI4aup85xo93u3+I2dA1wgLrg+e7H/dxgCwT3If+qVY46hz1/HpvuAdJ46MDGx15f5jY0cppY41nakQ/BPA6oDjp7Fm9S7CKgMBsMgY8z8iMhwr4+dN3vMCfAZEv0qlUkoppTokMAAMXgLqnwGM62cFXl3c/s+CbViJY/jBnMg7GxSQCGbnu+CqtmYGI5TbK5dvKq3AdG3JWsb2Guu75khPx1FzyHfstNlxuz3Y7Z3p83SllGpZzH5jicgpInKfiLwgIm8GnM8RkYtFpHtge2NMsTHmnYBjjzFmBjAWmAmMMMbM816bA1yJNeP3b+BW4ExjjBbkUUoppToRj/FQVFHkOw6cAWwInAHs1x+320OKPcF3Lsm23Sr6njEk8g6794eModZrd70VBLbB4eUgAonTic3hX/fptDmpr9ZMoEqpY0tMZgBF5B7gN/gDzMBd0jas2b25wEOtPcsY8wlW3b/Dzy8DlnVwqEoppZSKoe+qv6O20Sqd0D2+O90T/J//Bu0BzOlPTbmLrg5//rfkuB1wxtK2dzr4fNj/lfV6y+swZErEt47tNRab2PAYD5sObqK8vtxXHgLAkej0vY4TJzWV9SR1dYZ6lFJKdUpRnwEUkZnAHcB/gFHAHwKvG2N2YAV0P4p230oppZTqXMIlgHGXl+M+ZC2nlPh4HJmZVJdU4bQ3ZQCtR7IyoN842uzwchAhirqH09XZleFpwwEwGD4s+TDourOHP0B12hOoOVTV9vEppdRRFIsloHOAbcB0Y8znhC7NsBkYFIO+lVJKKdWJhN//t8v32tkvG7HZqNz2re9cVUMZtrP+T/s6zR7nLxlRsRv2bmy5/WFye+f6Xh9eDiI+wz8b6LQlUL7vEEopdSyJRQA4AnjdGNNSTb49QM9odioiT4iILsRXSimlOpHAGcDgDKABCWC8JSCqN/uzbtZ7auhx6vT2dWp3wInn+o/bmA00t1dAALgnOAB0ZqbT6LHe4tjERunesvaNUSmljpJYBIACtFYZpydWPb9Y9K2UUkqpTiKSDKDOfv2hsR7XvoO+c412N3Z7B8osdKAcxKiMUSQ6EgHYXbWbXZX+2UpHZiYN7nrfcc2BivaPUanvKWMMr732Gtdffz2jRo2ie/fuJCQkMGTIEObOncvevXtD3peXl4eIhP2qqwsfXrz44otMmTKFjIwM4uPjyc7O5kc/+hHr1q0Le8/xKhZJYLYCPwh3UUTswJnAphj0rZRSSqlOJKgGYGq4DKD94LMCjNufAdSTFN+xjk88F8QGxgPffgzVB6FLWkS3xtnjGNNzDO/tfg+wZgGzh2QDVi3ABncViXHWXkDXoeqOjVOp76H6+nqmTJmC0+lkwoQJnHvuubjdbt5++20WL15MQUEB7733HoMGhd4xdtddd4U873A0D208Hg+//vWveeyxx8jOzubCCy8kLS2NvXv3sm7dOgoLC8nNzQ3xtONXLALAZ4CFInKzMeaBENdvB04EFrf0EBFpW95mGNzG9koppZSKoUN1hyitKwUgwZ5Ary7+Yu6ubwICwOxs+OB6bFzvO2fvltixzpN6QN+xsGsdYGDbf2DkzIhvH997vC8AXFeyjouHXAxYAWCjO2CmsqY+5P1KqfDsdjsLFy7k2muvpXt3f2Zgj8fDtddey9/+9jduuukmXnrppZD333333RH39cADD/DYY48xe/Zsli5ditMZnLW3oaGhXT/DsSwWS0D/jFWU/Y8i8iEwBUBE/uQ9XgCsA/6nleecCZzh/R7JV2bUfxKllFJKtdvOCv/sX063HGzif9sRVALCvR0ObiPOluQ7F5/RteMDGBxQFL6Ny0DH9/LXA/yw5EPcHjdgLQF1e8taAEj99+/No+r8ioqKEBHy8/MpKipi5syZpKenk5CQwJgxY3j55Zd9bcvKysjJySE+Pp7CwsKg53g8Ht+yyyeffDJq44uLi+O3v/1tUPAHYLPZuPPOOwFYs2ZNh/upqKjgnnvuoW/fvjz22GPNgr+msXzfRH0G0BhTKyITsWb4fg40LeC/CWtv4JPA/zHGtJawpQz4lsjLRfwJuLDtI1ZKKaVULOw4FKYERGUl7lJrZlCcThxfLwMg3uaf9Svt4g8G223Q+fDWPdbrbW+BuwHskb3ZG5g6kIzEDPbX7qfCVcHm0s0MTx+OIyMdT0AAmOhpLe2BUkdPcXExY8eOZcCAAcyePZvS0lJWrlzJ9OnTefPNN5k4cSLdu3enoKCAs846ixkzZrB+/Xq6drU+gFmwYAHvvPMO+fn5zJo164iMuSlIC7Wcs8nKlSvZuXMnTqeTYcOGcc455xAf33zZ+IsvvkhVVRW//vWv8Xg8PPvss2zbto2UlBTOPPNMRo4cGbOfozOLSSF4Y0w5kC8iNwGnA2lAOfCRMWZ/hI/ZAIwHvjGm9QI+IqKFeJRSSqlOJHwCGP/yz7isNGT3J9Q0ppBo7+I732t4v44PoOfJ0LUvVHwL9eWw60PIOTOiW0WE3F65vLTDWoK2ds9ahqcPxxYfj3H7A0C7O/Iag0odaWvWrOHuu+8O2jN36aWXMnnyZO6//34mTpwIQG5uLvfeey+33norV199NU8//TSrV69m4cKFDBs2jIcffjjouUVFRSxbtqxNY8nPzycnJ6fVdn//+98BmDx5ctg2M2cGL+fOzMzkkUce4Wc/+1nQ+Y8//hiwZvmGDRtGccDKA4Cf/vSnrFixgqSkKHzgdAyJSQDYxBhTCrRtzYXfp8BEYChW3cDWaAZQpZRSqhMJVwKiIXD5Z4KVRGVfw0AcNmt2rtHTwAkDo1AtSsRaBvrJ49bxltcjDgDB2gfoCwBL1vKrU34FgE38yz7tOgF4zHhgxtSjPYSI3bzy5dYbRaB///7ccccdQefOP/98+vXrx0cffRR0fv78+axevZqCggJGjhzJkiVLcDqdrFy5ki5dugS1LSoqYsGCBW0aS15eXqsB4Mcff8yCBQtISUlh4cKFza5Pnz6defPmceqpp5KWlkZxcTHLly/ngQceYMaMGbz88stMmTLF137fvn0A/PGPf+TUU0/lmWee4aSTTuLLL7/kuuuu47nnniM5ObnNweyxLup7AEUkQ0QmiEhKmOtdvdfTW3nUa8CLQKSbAB4DrmzDUJVSSikVQ4EBYLgZQKfsAWB//UDfuRp3DYnOKO3L6UA5iMB6gBv2baCmoQYAR5w/6ovDhsetUaDqnEaNGhWynEp2djZlZcE1LEWEFStW0Lt3b26//XZKSkpYvHgxI0aMaHZ/Xl4expg2feXl5bU41i1btjBt2jQaGhp48sknGThwYLM2N954I1OnTqVPnz6+shG///3veeCBB/B4PPzmN78Jau92W3t3ExMTeemllxg7dizJycmMHTuWF198keTkZP7xj3+we/fu1v6nPK7EIgnMHcDLhK8F6AZewsoGGpYx5k1jzE+MMR9G0qkx5n1jzPI2jVQppZRSMVHXWMeeKiu4s4mNnK45vmuuwBIQyVZKgEO2ob5zNcYVvYHknAUOb3mJA19D6c6W2wfISMrgxNQTAWj0NFK410qQEZfkD07jbHbqa1tLa6DU0ZGamhryvMPhwBNi/2pGRgYTJkwAIC0tjdmzZ8d0fE22bt3KxIkTKS0tpaCggB/9KNIUIJZf/vKXOBwOPv30UyorK33nm5LM5ObmkpWVFXRPr169GDduHB6Ph08++aTjP8QxJBZLQP8LeMMYE7IwjjGmWkTeAM4Hbo5B/0oppZQ6yoorijFY++P6JvfFafdn3wuaAUyxgqc6j39hUK3dHb2BOJPghLNhq3f2b+sbMO7qiG/P7ZXLtkPbAKscxFl9z6LW6aBpmZNT4qivbiQxuXl2QdW5RGtZ5fGsoKCAgoIC0tPTOXDgAHPmzOGxxx5r1i6aewA3b97MpEmTOHjwIP/617+YPn16m8edkJBASkoKZWVlVFdXk5Ji/T90yJAhQPhAuClArK2tDXn9eBWLADAba4avJTuA81ppo5RSSqljVLgEMBBcAiIu2Q39fkDCQf8ytbqkKC9QGnyePwDc8nqbAsDxvcfz5GYr/f3akrUAOLt3tXKVA05bHPU1OgOojn3bt2/nqquuIiMjg8LCQmbNmsXSpUuZNGlSs6Qr0doD+MUXX3DuuedSXl7Oc889x9Sp7dun+fXXX1NWVkZKSgrp6f4PkyZNmgTApk2bQt7XdD6S5DTHk1gsATVAax+DOfGXh2iViJwtIgtE5GkReVVEXvG+XiAiZ3dotEoppZSKunAJYNxV1bgPHLAObIa4JDee8TeQLP5llfbM4IQTHTbofP/rovegPvLE4WN6jsFhsz4v31q2lQO1B0ju43+D6bTFU1cdxSWrSh0FLpeLGTNmUFVVxfLly8nOzuapp54iLS2Nq666im3btgW1j8YewE8//ZSJEydSWVnJCy+80Grwt2PHjpB79Q4cOMAVV1wBWNlBA8tHjBw5kjPOOIPNmzezdOnSoPuWLl3K5s2bGThwIKeffnpb/uc65sViBvBrrOWdIYmIeK9vC9cmoO3pwOPASYTP8nmHiGwCrjTGfL8W8CqllFKdVLgEMA27ApZ/dmlEeg6jvPuZJDv+4zvf7YSM6A4mNRsyT4Z9m8Dtgp3vwNAfRnRrUlwSozJG8cle6y3G2j1rOSunN1Ub6wGIsydQXV4NtJbbTqnO65ZbbqGwsJCbbrrJl0WzT58+LFu2jGnTpjFz5kw++OCDkIXU26OsrIxJkyZRWlrKpEmTWLt2LWvXrm3Wbu7cub7lm++++y6//OUvOfvssxk4cCA9evTgm2++4ZVXXqG8vJwxY8bwxz/+sdkz/v73v3PmmWfyq1/9iueff56TTz6ZL7/8kldeeYWkpCSWLVsWMlHO8SwWAeCzwB9E5GFgvjHGt6hWRBKxCrYPwUoWE5aIDAVWA0nAe8CrwFaseoKClR10EHABcCbwtoiMNcZ8FfWfSCmllFJtErYG4Hb/57/OFDecMYeDJVUkO/xJv/uPiEINwMMNPs8KAAG2vBZxAAjWPsCmAHBdyTrOy76KSlOMiOC0xVOyvwzoH/0xK3UEvPTSSyxevJgxY8Zw3333BV2bOnUqN954Iw8++CDz589n8eLFUemzvLyc0tJSAN566y3eeuutkO3y8/N9AeDo0aOZNWsWhYWFfPrpp1RUVJCSksKIESO4+OKLufrqq0MGqEOGDGH9+vUsWLCAV199lTfffJMePXpwySWX8Lvf/Y5hw4ZF5Wc6lsQiAFwCXAJcA/xYRN4FdgN9gAlAb+Az4M+tPGcB1lLR6caYlvYU3ici04F/AXcDM1toq5RSSqkYc3vcFJUX+Y6DAsCP/Ik4nD0SYPjP+PbpTxlos964uTz19Okbg9m0wZPhfx+0Xm/9Dxhj1QmMwPje43n4U6sQ9ro963Cc9lsaPFtw2q3sohX7D0V/vEp1QE5ODsaYsNfXrFnjez1t2rQW2y5atIhFixZFc3itji+UESNGtLteX3Z2drMloN9nUd8D6J3xywNWAllYAdnN3u9ZwFPAxMCZwTDygGdaCf6a+nwBa+ZxYrsHrpRSSqmo2FO9B5fH2heXlpBGt/hu1gWPG9fn7/vaxY2cAA4nrm+/852rpQaJMDBrk76nQ6KV8Y/KEvju84hvPTntZFKcVlbBfbX7KHKV4HLX+a7XawColDqGxCIJDMaYQ8aYS4FewFRglvd7ljFmljEmkt+UXYFdbei2mMiLxqsjTET6isjjIrJHROpFpEhE/iwi3dvwjDUiYlr4SojgGb8LaH9ux34qpZRSoQQu/xyQ6k8Aw1f/xnWwxnfoPPNnALgP+t8WuBPbNisQMZsdTvwv/3EbisLbbXbGZY3zHa/ds5ZGT73v2F0ReVIZpZQ62mKxBNTHGLMfeKWdtxcD50TS0JtYZhLwTWtt1ZEnIgOBD4BM4AXgK2AscAMwWUTOMMYcbMMjw+UdbjEPt4icBvwOqAKS29CfUkqpNthxKCABTFfv8k9j4P0/01Dpf+vhPNEq/h5X3+h7RxKXnhS7gQ0+H754xnq95XU4+5aIbx3fezxvfvMmYO0DPMnzA981W219uNuUUqrTiWkA2EErgd+JSAFwqzGmOFQjEekP/BEYDdxzBMenIvcXrOBvjjHmoaaTIrIIuBG4F/h1pA8zxtzd1gF4Zwf/AXyClYF2dlufoZRSKjI7K0LMABa/j6d4PY11vaxju524Xr2or22ku93/mVzKiVHOABpo4DkgdjBu2F0IVfshObL+cnvl+l5//N3HXGb8aeOlMYqF65VSKsZiEgCKSA/gSqxZnu6ErvlnjDGTWnjMH7Bm9S4GLhKRLcAWrCygAN2Awd4vwZphui/Ec9RRJCIDgPOAIuCRwy7fBVwFzBaRm40x1TEcyh+AE4BRwG9i2I9SSn3vBc0ANiWAeX8xrir/2wFn376Iw8HBHQfp4fQnfel6SgyzaSb1gOxx8M0HgIFt/4FRl0Z0a3ZKNn2S+7C7ajc1jTW48M/6xZkY7FlUSqkYiXoA6C3fsAbIIHztPrAKxoe/aEydiJyDlUDm11ilI4aEaPoN8CiwyBijlVg7n6ZlvG8YYzyBF4wxlSLyPlaAmAuEzgF8GBGZgRXMuYDNwNvGmLDrb0RkItZy0xuNMVtiklxAKaUUAMaY5kXg926CrW/gqvRv1Y7LsQK97z7ZTqbNKgJf1VhBl9QoF4E/3ODzvAEgVjmICANAESG3Vy7PbX0OAHec/8+OU/+uKKWOIbGYAfwT1nK/+4D/AXYZY9q1NsIb0P0Bq67gQKwA0JtKjHLga2PM9o4PWcVQU9C+Jcz1rVgB4GAiDACBgsOO94nIdcaYZw9vKCLdgGVYtSSXRPj8ZkSkMMyloe19plJKHY9K60qpcFUAkOhIpGdST3jjbgBcVQH7//pZAWD1tn00/Wn/zlXK0C7RKTQd1uDJ8KY1HravhkYXOCLrc1yvcb4AsNJe4TvvkO9XEWml1LEtFgHgWcC/jTFRXWbnDfQ02Dv2BAbsoTSdT43gWS9gfcCwATiIVXX3cqxZ4pUiMtUY8+ph9zwEpGGVHolRajmllFJNAmf/Tuh2AlL+LXzxLwAaKgOWgPazir3HVzb4Nop8Zz8CC3kyhkK3flD+DdRXwDdrYcDZEd2a0zXH9/pgXDl417XEiR2Px2Cz6UygUqrzi0UZCAG+jMFz1fGp6a9lq8GZMeZBY8zLxpjdxpg6Y8zX3g8absb6t/z7oAeLXIiV7OUWY8yOEI+MmDFmdKgvrIymSimlvIJKQHQbAOv+Ch4rSbOrIc13zeldAprkifOdq+wRwwygTUSsbKBNtr4R8a19U/r6Xn8b509eHScOXLUtJqJWSqlOIxYBYCGh9+q1m4h0F5EWa/yJSD8RmRDNflVUBCbtCaXrYe3aYylWCYhRIpICvkREfwPeBv7agWcrpZRqg6AAMKkXFC7zHbtq4n2vnf364XZ76GJP9J3rMsQfYMVUYADYhnqAKc4UX1H73Yn+P1tOWxx11Q1RG55SSsVSLALAe4ALRCSvow8SkXEi8hlwACgTkf8VkXFhml8BrO5onyrqvvZ+Hxzm+iDv93B7BFtljKkDKr2HTdkD+gHpWEloPIEF47GWjQL8x3tubnv7VkopFSwwADxh3xZosBI8e7oPo/GgN2iy24nr3ZuynQeJs1n77xo8LgafNqjZ82Ii5yyI8842HtwKByPfYdI32QpS93XxJ6522pzU7iuL6hCVUipWYrEHMBtrr9YbIvI01ozgoVANjTErwj3Em/TlTaw39LVYMzw/AN4VkTnGmL9Fe+AqJpqC8vNExBaYCdQ7W3cG1n/fde3tQESGYJUbqcT6sACsPYJ/D3PLBKzA81VgD7CxvX0rpZQKFpQBdLN/ds014FKaFmTE9e2DxMXx7frtNBWAqGqsZGh2OkdEXAKccDZs8W4b3/oGpF0T0a19U/qy6eAmSuMrfeectniq9xyA4X1iMVqllIqqWASAy7D2cwnW/qvZNN/fJd5zYQNA4Das4O83WIXeDVZNwIeAv4iIwxhzeF051ckYY7aLyBtYmT6vw/rv12QB1n/jvwXWAPSWEsEY81XAuQFAvTFmd+DzRSQdeMJ7WGCMafTeuwv4ZagxicgyrABwkTHmzQ79gEoppXxqGmooqS4BwI6QXbHPutC1Ly6nfyFIUwZfM09eAAAgAElEQVTQA9v2kI5ViL3S4yI5PibliUMbfL4/ANzyGuRGGAB6ZwDL42p855z2BPZ9uy/qQ1RKqViIxW/aK6L0nEnA+8aYwOLuK0XkI6yZmyUi0qgzgceEa4EPsP6bTcKq3TcOmIi19PO3h7Xf7P0emE5tArBURN7BygZbirXM8wKs/YWfALfE6gdQSinVuqKKIt/rbLfBl95l/HU0fOn//K4pA2hjaSU4vAHgka6kMOg8/+ui96G+EuJTWr2tKRGMy9ZAo6cBhy0Ou9gp31MSq5EqpVRURX0PoDFmeaRfrTyqN7A2xPN3YpWa2Aw8IiK/iPbPoKLLW8JjDNbs8DisrJ0DseryjTfGHAx/t08h8CRWjcmfep8xGfgCmAOcYYwJudRYKaXUkRG0/LPOO0OWkAqnXYar+BvfNWd/KwBMcPl2BVCf4i8Sf0R06wM9R1ivPQ1WTcAIBGYCdXn8xeDrDlVFdXhKHe/uvvtuRCTs12uvvdbsnv/85z/cfPPNTJo0iR49eiAinHnmmWH72L17Nw899BBTpkwhJyeH+Ph40tLS+K//+i+ef/75WP54ndoRXGvRZhWEGZ8xZr+ITATeAf4mIpp6q5PzLsmMaHbYGNOskJIx5gsgP0pjyY/Ws5RSSvkFJYBp8P5pPv2XEJ+Mq7jYd83Z31sCQvx/5pNzMo7MIAMNPh/2fmG93vo6nPSjVm9pWgIK4PLUkUQyAO7aI1DDUKnj0OWXX05OTk6z8yeeeGKzc4888v/Zu88wuaor0fv/Vbm7Oge1OiijRiIKJIQCCGEMEoyxPczwwrXhjrhmsC9j8IAH4zQmjOM4YIKZa8MwwDjA4EAyyRhJIAkQCAQI5axWt9Stzqm60n4/nOpTnYNUVZ3W73n09D7n7HNqF0HVq/bea/2CZ555Bp/Px0knnUR9/cDJl+6//35+9KMfMWPGDC688EImT57MgQMH+OMf/8irr77KLbfcws9+9rNEvZUxI2kBoIgUYs3UzAX8xpjru5yfAXxkjGkf4BH7gfn9XYwFgRdhBYH/iVUcXCmllFIjpFsJiFAYnF4494sABA/GZwDdU6fSdKwevzPDPrf4E3NTN9BO5SvgjZ9Y7Z2vQDQKjoEXR032T8YpTiImQsAE4hdCkSQOVKnxa9WqVSxfvnxIfW+//Xa+973vMWfOHA4dOsSMGTMG7L9w4ULWrFnDBRdc0O38tm3bWLRoEffccw+f//znmT+/35BjXEpGGQhiyzL3A78AbqL7zE8R1tLOzw3ymDXAEhEp6q+DMaYKK83/QawlhkoppZQaIXsbuiwBDYbgrM9DxiSigQDhqtgeOYcDT2kpBz7cQYYrx+7vLczo+bjkK50P6bHi9K3VULV50FtcDhfF/mIAAsS/x3ZEey1eUWrE7N+/HxFh1apV7N+/n6uvvpqCggJ8Ph8LFizg+eeft/vW19fbyyM3bdrU7TnRaJTly5cjIvz6179O9dvoZfHixZx66qk4nUPbNHzFFVf0Cv4A5s6dy1VXXQXAmjVrEjnEMSHhAaCIXAz8Ciu5x9/Sowi3MWYL8DHw2UEe9TRWSv//PVAnY0wFVjKRAwP1U0oppVTyhKNhDnRJAjM9FIbFXwYgVFFhn3eXliIeD7VbD+F0WAuRAtEAjrQR2JXicMJJF8ePd70ypNs69wG2SnwG0ClJ+U5dqRNy4MABFi5cyP79+7n22mu56qqr2LJlC5/5zGdYvdra95qbm8sTTzxBNBrlqquuoqmpyb7/rrvuYu3ataxatYprrrkmKWNct24dP/3pT/nRj37Ek08+ybFjxwa/KQHcbitNlcs1mnfEJUcy3vHtQBVwgTGmSUTO6qPPh8DigR5ijNkAFA/lBY0xB7GWlSqllFJqBFQ0VxA21jLISeEwGXMvh/xZAN33/8UygAYq64HJVtsdTu1guypfAR8+YbV3vgTLvz7oLWWZZVAFzc54MXiXw4UxBhGdCVSjx5o1a7jzzju544477HOf+9znWLlyJT/+8Y+58MILAVi0aBHf+973uP322/niF7/I7373O1avXs13v/td5s6dywMPPNDtufv37+fRRx8d1lhWrVrV516/f/3Xf+127PV6ue2227j77ruT9v9TU1MTf/jDHxARLrnkksFvGGeSEQAuwKrH1jRAnwo6/9ZXSiml1Ji3r3Kj3Z4RCsPSr9jHfWUApTEIsaoLgQy7YETqzfoEiBNMBCrfh+ajkNnv7hOgSy1AV6td6djldBFtacGZOXgpCTUyKr7+xkgPYcjKfnh+Qp4zbdo0vv3tb3c7t2LFCqZOncrGjRu7nb/ttttYvXo1TzzxBGeeeSb33XcfHo+HJ598Er/f363v/v37ueuuu4Y1luXLl3cLAM8880weeeQRli9fTnFxMdXV1bzyyit8+9vf5rvf/S6RSITvf//7w3vDQ2CM4frrr+fo0aPceOONzJ07AvuPR1gy1it4gNZB+uQAultaKaWUGic+2PJbu32Sr9DaXxcTPBifAXRPnUo4GCHLkWafayvJSs0g+5KWA9OWxI+HsAy0cwlooyte+sHtcBOuqUn48JQ6EfPmzetzv9yUKVN6ZdAUER5//HFKSkr4xje+QVVVFffeey+nn356r/uXL1+OMWZYf3omevnbv/1brrvuOmbMmIHP52Pq1Klcf/31vPDCC7jdbn7yk58kZTnoV7/6VZ566inOP//8CZkBFJITAO5ngOydMecCO5Lw2koppZRKtbY6NjTEP9YXzr2y2+WeJSD2f3SAbHeufa7kzKnJH+NAuhaF3/XyoN07A8B6b6N9zu1wETp6NOFDU+pE5OTk9Hne5XIRjUZ7nS8sLGTZsmUA5Ofnc+211yZ1fH05++yzWbhwIaFQiDff7FUS/ITcdttt3HPPPSxbtowXXngBr9eb0OePFclYAvoM8DURudIY81TPiyJyHXAG8K0kvLZSSimlUuzYWw+wzWP9SuEysHDe9d2uh7otAZ3Gzpe3cpo7zz43tTyPEVW+Av4S24e0ZzWEO8DV/y+GnUtAG7rMAHocLtqrjjECuUzVECVqWeV49sQTT/DEE09QUFDAsWPHuPnmm3nooYd69UvkHsC+FBZadUFbWwdbVDh0t9xyCz//+c+58MILef7550lPT0/Ys8eaZASA/w5cDfxORP4eyAYQkS8D5wNXALuA+5Pw2koppZRKpVA7b275NWRbAdO8zGlkeOP74KLBIKEuJSDcZWU07n4Vh9vad9Mcbacs3ZPyYXdTUA6506F+PwRb4MAGmHVhv92zPFlkujOp93YNAD20HW1I/liVSpI9e/Zwww03UFhYyKZNm7jmmmt4+OGHueiii7j66qu79U3EHsD+hEIh3nvvPQBmzpw5rNfoizGGL3/5yzz44INcfPHFPPPMM6SlpQ1+4ziW8CWgxph64AJgHXAlcAkgwH2x4w3ARcaYxIX0SimllBoZm3/Demc8i+fSky7vdjl06BAYK1OKu7gYnC78rfE0ANWujtSMcyAiMHtF/HjnwMtARYSyzDLqPc32OY/DQ6CueYC7lBq9gsEgV111FS0tLTz22GNMmTKF3/72t+Tn53PDDTewe/fubv1PdA9gc3Mzmzf3rrsZDAb553/+Zw4ePMicOXNYsODEynwbY7jhhht48MEHufTSS3n22WcnfPAHyZkB7CzLsFxEzsAq95APNAJvGWM2DXizUkoppcaGaITohvvYkOmzTy0p677MrmcG0JpDLeS747+AtRSNkl/GylfAxl9a7V0vw6U/HLB7WWYZG7zxwvceh5fa2pYB7lBq9Pra177Gpk2buPXWW7n00ksBKC0t5dFHH+Xyyy/n6quvZsOGDXg8iZmtr62t5ayzzmLevHmcccYZFBcXU1NTw+rVq9m3bx8FBQX87ne/w+HoPle1bt06Hn74YQBaWqz/33bt2sWqVavsPl2Xpt599908/PDDpKWlMW/ePH74w97/X8+bN4/Pfnaw8uTjS1IrHxpjPsSq+aeUUkqp8WbrM2xrraQ+xyrbm+fNZU7enG5demYArdheS4GnwD6XcWpZasY6mOnngdsPoVao2wvHdkPBSf12L8soo9XVQdREcIgTl8NDa2N7CgesVGI899xz3HvvvSxYsKBXgPSpT32KW265hXvuuYfbbruNe++9NyGvmZeXx0033cTGjRt5+eWXqaurw+PxMGvWLG6//XZuvfVWJk2a1Ou+3bt389hjj3U7V11d3e1c1wBw3759ALS3t/ODH/ygz7H8wz/8gwaAo4GILDvee40xrydyLEoppZTqgzGw/l42dFlOtaR0KQ7p/o196GDXGcDpVG7exVnubOtaNMTMM6ekZryDcXmtfX/bn7eOd74EBV/ut3tZZhkIBKMBfE6rRlogoBWu1Ogwffp0TGzpdV/WrFljty+//PIB+/7sZz9LeLmErKws7rvvvmHft2rVqm6zfYN59NFHh52sZiJIeAAoIt8ZQrco0ARsA9YaY4I9rq/BLq06bL2LnSillFIqsfa9DlWbWT85/i39kpIlvboF93efAQy9WwmZ0wA4Gq5nYf4oysQ3+5J4ALjrZVgyQAAYywTaEe2wA8CIxn9KqTEgGTOAd9I9eJMu7Z7nDVArIjcbY57ocu1uegeA5wIrgT1YCWaOAJOB84BZwIvAxgSMXymllFKDWf9zWkT4wBcvl9BnANhlBrAlfTJ+Ez+u9oRwOKTXPSOmaz3AAxsg0Ai+7D67dtYCDJgAnT2McWGMQWQUvSellOohGQHghcBXgMuAx7GCtaNAEVYZiGuBPwO/Bc4GbgL+W0QOG2PeADDG3Nn1gSKyCPhG7Lm/MMZEu1xzxJ7xQ6zAUSmllFLJVPUh7HmNt9PTCMeCnbl5c8lPy+/WzQSDhCorrQMRalrSyHK57evZ00e4/l9PWcVQfCZUfQDRsFUT8NS+9wYV+4txiIMA8Sym4vZi2toQvz9VI1ZKqWFLeBkIYBpwMXCOMeYGY8zjxpiXYz//EWsmbwWQZoz5FrAUa7bvXwZ45r8Brxpj7u8a/AEYY6LGmHuBv6IBoFJKKZV8G6y9OxvS4tk/l5Yu7dUtWHEYotbHtqt4MlX7Wsh2x2sEnnrurCQP9DgMsRyE2+lmcvpk2ognfhGXl3BdXTJHp5RSJywZAeAtwP8YYz7q66Ix5gPgKeDW2PFHWDOCiwd45kKgd7GQ7j4AFg17tEoppZQauvoDsOWPGGB91wQwfS7/7Lr/bxqV2yvIcFkLJo0x5M6dmvThDlv5ynh71yt2ANuXsswyWh3xANDp9hKprU3m6JRS6oQlIwA8GWt/3kAqY/067QJyBugvWPv8BtJ/rmallFJKJcabvwAT4YDLxWG3tZMk3ZXOvMJ5vbp2zQAaLDkZZ2udnSU0IK04fe5e94y4krPAX2i1245B5Xv9di3LLKPF0WYfO51unQFUSo16yQgAmxl4Ng9gCdC1Wqo/dl9/NgB/JyKf6uuiiHwauAJYP4xxKqWUUmo4WmvhvccBWJ8eX/55bvG5uJ29g7mOWA0ugPrMmWRJfL9c2D9KU2Y6HN2TwQywDLQso4wmV/zXGZfTTVhnAJVSQzRQ+Y1kSkYA+AJwgYh8X0S67YIWEb+I/ABYFuvX6TRg/wDP/BYQAp4RkddE5E4R+b+xn6uBPwEdsX5KKaWUSoZ3HoawteRxQ068/MPSkt77/6KtrTS/8KJ9XCeF5LjilZrq0kZxpsyuAeCuAQLAzDIa3PHvr91ON5FanQEcKZ3ZV6MDLNtVajTpDABTnTk4GVlAvwEsB24HviQiHxLPAnoG1lLPg8A3AUSkGGv55v/r74HGmE0icjHwSOzZy7ESx3T+09oBfMEY837C341SSimlINgGG39pNYF33GJV9QWWlPbe/1f/1FNEGhsBcJWWcrTBzXx3ln3dO7Mg6UM+brM+AQ6XlQm06gNoqrIyhPZQllHGa+5GOhOBuh1uQjoDOGK8Xi+BQIDW1lYyMzMHv0GpEdba2gpY/+2mUsIDQGPMERFZiFWW4Wqs2b5O7cCjwNeNMdWx/lVA6RCeuwGYIyJLsMpHZAONwHuxa0oppZRKls2/gTYruHkvfyrt0RAAUzOnMiVzSreu0WCQukf+yz72XXMDgbdayc6xyj5ETZQ5y+emaODHwZcF05ZYxe7BSgYz/x96dSvLLKPeE18C6hEXHbVNqRql6iEzM5NAIMCRI1YqCr/fj4hoXUY1qhhjMMbQ2tpq/7ea6i8skjEDiDGmBviCiHwJK9lLNtAEbDfGhE7w2Ruw9gQqpZRSKhUiYdhwv324YfpZUGctuumr/EPj008Trq4GwFlYwLHiBeTIOzikBID6cB1T87J63TeqlK+MB4A7X+4zAMzx5tCeHobYqk+Pw0N7XUuvfio18vLyaG1tpa2tjYqKipEejlJDkp6eTl5eamuiJnwPoIh8R0SuBTDGhIwxW4wx640xH51o8Bd7vl9EzhKR8098tEoppZQa1NanoSFW0iEtj/XR+L63nvv/TDhM7cP/aR/nr1rFrvdqyXfGE8DU+ILJHW8idK0HuHcNhAK9uogI3twM+9jj9BJo6ujVT6WGw+FgypQpFBYW4vP5dOZPjVoigs/no7CwkClTpuBwJCMtS/+SMQP4beDniX6oiJQB9wKXA06sPYCu2LXzgF8BNxpj1iT6tZVSSqkJ7c1f2M3qs69hZ+XTALgcLs6ZfE63rk0vv2yXf3BkZcGFn6Hm3z+k3Jdu95EZ+SkY9AkqOAnyZkLdXgi1woF1cNIne3XLnlSIMQYRwePw0t7SO1BUqeNwOCgoKKCgYBTvMVVqhCUj3DwMJHRdRyxRzNvAZ4DngTeJJ4Ahdm0ScFUiX1cppZSa8Jqq4rXwHG42lMTL+J496WzS3fHAzhhD7S9/ZR/nXXMNu7c04TIt5HkL7T6nrjw7NWM/UV2Lwu98pc8uJTllBKPxoC8YdmE0C6VSahRLRgD4J+CTIpKWwGfegRXgfdIYcwXwl64XY0tL3wB6b0RQSiml1PHbuzrenrqIDcc+tA977v9rWbOGjp07AZD0dHKu+Tw7Nx4hT+rtAvA1kToml6V2v8tx61YP8CXoo2ZXWWYZwWh82WfEm2FnP1VKqdEoGQHgHUA98LSInJagZ14GPDvI8s6DQEmCXk8ppZRSALv/ajcjsy5kQ1U8D1vX/X89Z/9yr7yS2gYnTccCTHLFF+1UZ4zSAvB9mbYUPLE9fg0H4NjOXl3KMsroMPEAMOrLJFKntQCVUqNXMgLAD4Bi4JPAByLSKiL7RGRvjz97hvHMImDXIH1CgH+QPkoppZQaqmi02wzg1sIZNHZYs1sFaQWU55bb19reeYf2zZutA7ebvP9zHTvfPoIxUSb74nv+0s7sXjJiVHN5YNaF8eOdvYvCl2WWETDxJaDGk05YawEqpUaxZASADqxg7GDsT3XsvPT4M5zXrgMG+8QoB44Ma6RKKaWU6t+RD+zaf/gLWR84al9aUrKkW5bFrrN/OZ/9LI6CQnZtqsZv6vC7rNQAoWiQBZecmZqxJ0q3fYC9A8CSjBLa6ZL4xePTGUCl1KiWjELw0xP9TGA98GkRmWyM6RXkichsYCXw6yS8tlJKKTUxdVn+yaxPsKHqTfuw6/LP9o+20Lp+vXXgcJB//Rc4tLWOQEuIqc5mrIVB0Jreit/vTcXIE+eki+Ptg29CewOk5dinvE4vAYmXtXC4fDoDqJQa1VJbdOL4/RjwAWtF5FIgHeyagJcCzwFR4KcjN0SllFJqnNkTX/7ZNG0JH9ZYCWAEYXHJYvta7a/is39ZK1fimTaNnRuPYkyUSW63fS395DGS/KWrzCIoiWUtNRHY89deXQLOeJljp8tDpFZnAJVSo1fSA0ARyRWRE1rwb4x5G7gBmI5VBuJfYpeaYsczgC8YYz4+kddRSimlVExHMxx6yz582+8nYqwELqfkn0KuL9fqtmcPza++avfL/+INBANh9n1QA+GDTPLF87OVfmKMLf/sVN6lKHwf5SCC7njZB6fLQ7hOZwCVUqNXUgJAEckQkZ+KyBHgGLCvy7VzReQFERlWESBjzH8BpwH3ARuBPcB7wIPAGcaY3yTsDSillFIT3b43IBq22kWns74u/h1r1/IPtQ89bJdHyFi+HN/JJ7Pvg2OEg1EmOepwO6wln0FPEM+kjNSNP5G6loPY9QpEu2cyjfqcdtvtcOsMoFJqVEv4HkARyQbWAacCm7ECwLldunwEnA/8L6wAbsiMMbuAWxIzUqWUUkr1a89rdtPMupANlb3LPwQrDtP43HP2+fwv3gBgLf+MtjM1NksI4Jyb1y1pzJhSPA8yiqDlKLTXweFNMGWhfdmZ5YM2q+1yugkf0wBQKTV6JWMG8FtYwd8qY8zZwFNdLxpj2oC1wEVDfaCIfEdElg3S53wR+c5xjFcppZRSPXXZ67av5DSqWqsAyHBncHrh6QDUPfIIRKzZsPRzziH9rLPYvamagx/X4gjtpDh9pv0M/5KZjFkOB8zukgxm50vdLucUxQNdj8OtSWCUUqNaMgLAK4CXjTGPD9DnAFA6jGfeCSwfpM8yrCL0SimllDoRdfugbq/VdqezvnN6Czi3+FzcDjfhY8do+MMf7PP5X/wixyqa+etjWzEmyjRPGKdYC42OOtopmJad0reQcN3KQXTfBzht2lS77Xa46WhoSdWolFJq2JIRAJYBHw7SpwVI9CeBCysTqFJKKaVORJfln0w/j/VH3rYPO/f/1T32OKajAwDfqafiOHMBLzz4EeFglGhwC7MzT7HvCZw5OTXjTqaZy8ERy2h69CNorLAvFU6OJ7rxODwE2yOYYBCllBqNkhEANgOTBukzA2tvYCLNT8IzlVJKqYmnSwAYmLGMd4+8ax8vLVlK+wcfUP+beO613H+8gVce+pjmugDGhChzNpAeK/7eYoIs+HQ8GByzvJkw/bz48a74LKB/UtcloF5CrnTC9Q2pHJ1SSg1ZwpPAAO8AnxKRTGNMc8+LIlIMXIZVvqFfIvJaj1OrRGR5H12dwBRgGvC74xqxUkoppSyREOx73T58L6eIjog10zc9azpZ7+/lwM03Y9rbAfDMmsWH9dM4vPMwAI6ODzijcJF9/4eT05iTloxfN0ZA+QrYG6uNuPMVWPB/APD4/YSiQdwODw5xEEzLJlJXi7tosO/DlVIq9ZLxN/K9wIvACyJyQ9cLIjIXeAirqPt9gzxneZe2waoBOL2PflGgFngSzRCqlFJKnRBz6B2i7UGqAlmQPon1Lfvta//foRIOfedGCFmFz1tLTuXQiq+ya60V/EUjDZyS7sPn9ANQF+1g2bWLe73GmFW+Al76utXeuwZC7eBOQ0QIRjtwOzwARNJyCWspCKXUKJXwANAY87KI3ImVuGULEAIQkWNALiDA7caYDf09I/Yce3mqiESBO40xdyd6vCo1RKQMuBtYCeQDVcDTwF3GmPohPmMNcMEAXdKMMYEu/bNirzkfmAXkAU3AfuC3wEPGmNbhvhellBpvXvmoirODgutwKy0b2yD8e0J0QJtw1u/38OeTsliwpYH5f3mDsMPD0eKlVE1bTpOvBLZaM4Em2k5G9A1mZ37Wfu5/eKL8R4F/pN5W4uXNhPzZULsLwu2wf52dHbQj2oGfTADCaZlEtBi8UmqUSsqaDGPM3SLyBnAzsAjrF34DvADcY4zpubxzMNcB7yd2lCpVRGQWsAFrb+gzwHZgIfAVYKWILDXGDOeT8q5+zod7HOcBN2AtS/4zUIOVfOgTwD3AP4rIYmNM0zBeWymlxg1jDPc/vZXZb1UTkM5fCazC7Z0F3Ocwl0d3f5ejkcO8c852Gh3ZOLxnIOK2n2EiNTh5g7Mzl+EQ6/vbDyOt3PGNgb6zG6PKV8Cbu6z2zpfiAaCJJ30x3gydAVRKjVpJW5RvjFkNrE7Qsx5LxHPUiHkQK/i72Rhzf+dJEfkZ1rLd7wFfGurDjDF3DrHrISDbGBPqeUFEfg18Pva6/z7U11ZKqfHkP/+8naVvVVMkA/864HK4KM2cRmnmNJqCtXzc+AaHQ04wDcAR0o2XU3KWkO+zsmGGjeHoedOYnJ2WgneRYuUr4M0HrPbOV+AyAyIEJWJ3Md50nQFUSo1aCQ8ARSTHGJO01FexpYSldH5F2YMx5vW+zquRISIzgUuwll3+osflO7Bm6K4Vka8mejmmMSYCRPq5/BRWADg7ka+plFJjxfqPj3L6G0fs4C9qouxp3kxl225qgh2k+z9JljRwqj+PXG+RfV+WJ5/FhSsA6Ii0ETVR0lwZ3Z69ZVYG131mbureTCpNXQzeLOhogsaDUL0Nik4h6DB2F4c7jdCxoyM4SKWU6l8yZgCrRORZ4DHgJWNMQmrzicglWMv25gzS1ZmI11MJ84nYz1d6/rdgjGkWkfVYAeIi4K9DeaCIXIVVSiQIbANeM8Z0DHNcl8d+DlazUimlxp3mQIhDv93CeRJLWhINs676T9REc3F6luDyTiIkQlPIx+aDm0h3baCs8Cwm+afglvjHrNeZ3uvZvlPy+ZtrxmnwB+B0w6xPwNanreNdL0PRKYTdDmuzC+B0eWmtqRq5MSql1ACSEQDuB64E/h6oji21e9wY89HxPlBEzsUqG1EDPADcBKwFdgDnA3OBZ9F9gqPRybGfO/u5vgsrACxniAEg8ESP42oR+SdjzO/76iwiLuDbscM8YBlwJtYS5YeG8oIisqmfS4N9IaGUUqPOc3/axrKIxz5++9gL1DpOwe0rp8i5neyK9WQd3klmSwWCYc0iP5f99Ie8/F4VHa/s55w2g6dLIBgB0k7JI/PcYnyzcxGHjMC7SqHyFfEAcOfLcN4tGK8TYmnIXC4PHVXVIzc+pZQaQDKygM4VkXOAVcBVwFeBW0VkM9as4G+NMcMt2P5NrL9WzzHGVIrITcDqWLIZwco4+lXgWwl6GypxsmM/G3+lD/gAACAASURBVPu53nk+ZwjPegb4CVagX4tV+/EfsP7dPykinzLGvNjHfS6s5aZd/TdwY9esoUopNRFUNwaYtbkGYrN/+5o/ospMxeUtZ7r3Hc7Y+v9oOeSz+z+xzEH0f68kzevhs4unYRZN5U+bKnh53QGuDLmoD0UIzi/kyotOwuNy9Pey48tJF2MlNTdw6G1oq0MyPF0CQC/RuiEluFZKqZRLVhbQd4B3ROSfgU9j/ZK+Evg58GMReRF41Bjz9BAfuRh41hhT2eWcI/ZaBrhDRC7Dyg759wl6Gyo1Or8mNgP2Aowx9/Q4tQP4pohUAvcD38eqQdnzvgAgsS8LSoBPAj8A3hWRlcaY/UN47fl9Dt6aGTx7sPuVUmq0WPOHrSyJBX+haAcfNR/Alb6CvJwASxt/QdWheNmGh1Y4+MvZDn5cdp59TkS4YsEUrlgwJeVjHzUyCqF0Phx+F0wU9ryGJycbYl9vexwenA0tGGOwPnqUUmr0SOpXdcaYkDHmD8aYT2P94n0rVm3ATwN9LtfrRzZwsMtxEOhZWGg91tI+Nbp0zvBl93M9q0e/4/EwVgmIeSKS2V8nYzkcyyp7Bdby1AdO4HWVUmpMaesIM2N7fBHOtoaNRLzn4stwc9msJ6nf7LavrTvVCv4c4mBx8Tgq5p4o5Svi7Z0v4S/Ksg89Tg/OYBjT1jYCA1NKqYGlcq1GLfAxVtKOEPGZn6Goxioi3/V4Vo8+bmAc5pse83bEfpb3c70zC2d/ewQHFZvha44dDqnisDHmLaABWH68r6uUUmPN2hd2UuywPipD0Q72BcHlyeXS60/GvLmaQL01Mxj1uPjNBdbH9Gn5p5Ht7e87vAmsawC4+1XySuP/jDwOL1FxEa7TWoBKqdEn6QGgiMwRkR9gzeC9BHwOOAB8ZxiP2Un3gO8t4GIRKY+9xmTg77ASiqjRpbMW5CUi0u2/t9hs3VKgHevf6XERkZOxviBoxl6AM+g9mVizjz2Lxyul1LhVvO2I3d7bvBXjPZvlnz+ZyZFN1Lwf3/e39eLZ1GZbAeCS0iUpH+eYMPkMyCy22u31FDoq7Eseh4+gJ4NIrdYCVEqNPkkJAEUkV0RuFJG3sWb9bgcygf8EzjPGlBtjvjeMR74EXCAiebHje7Fm+94XkXeA7UAh1h5DNYoYY/YArwDTgX/qcfkurBm7x7vWAIx9adAtu6aIzBSR0p7PF5EC4L9ih08YY8Jdrs0TkV7JZUTEg7X00wH8+Xjel1JKjTWR5iD5TfHMnXs7Opg8s4C5S0qoffghwu3WNWeml0fOiicwWVqyNOVjHRNEYPYl9qG/+g3C0RAALoeLoDeXpqMV/d2tlFIjJhmF4H8PfAprSaYBXgUeBf50AhkXfwm8jrV0FGPMehG5Evg34DSs0hNfM8Y8fkKDV8lyI7ABuE9ELsJaBnwucCHW7G7P7K3bYj+7LhNeBjwsImuBPUAdMBW4DGt/4bvA13o8ZxVwg4iswZp1bsDai3oJMBlreeq/nPC7U0qpMaB+3T4k9r1vdeAQAecsTjmvhNDRo9T+ZZvdz/yvC6mIvApApieT0wpOG5HxjgnlK+C9xwBw7H6FYHQRLoe1jzKYkU9d5V6KRnJ8SinVh2RkAb0C6xfrx4D/NsYcPtEHGmOagLd7nPsT8KcTfbZKPmPMHhFZANyNlQ32MqAKuA+4yxgzlE0Sm4BfA/OBeVjLN5uBj4D/AX5pjAn2uOcprJnnRViZZDOBJmAr8FPgQWOM7tBXSk0ITRsP48EKTg60HcabvpCT5k+i5lv/QufaCW9OmDcuPBk+tALARcWLcDmSkjB8fJhxATi9EOmA6q0ETQfpZAAQTs+jsfrQCA9QKaV6S8bf6ktiCTaUshljDgHXDbFvrwRBxpiPsGb0hvOa67Gywyql1IQWrG7B024Ff5FomKpIJnPPKSKyeweNf37Z7le0cgrra96zj3X55yC8GTD9PNjzVwDCpsO+FEnLpK16/wgNTCml+pfwPYDJDP5EpFBEviQi94rIwz3OLxQRzQKqlFJK9fDqr9+020cCB4m6ZjJ3aTHVP/yhfT6jJIDjE5ey6egm+9zSUg0AB1W+0m6Gou3x894MQrVDykumlFIplbR1HSLixKqzlgs4++pjjHl9GM/7AtaSQR/W3jADXB+7XAS8CdyAlWhGKaWUUjGFRzrAYWX5rOxopaAsh7RdG6l/912rgxgmzWtkY04RwX3WavpZ2bOY7J88UkMeO8ovgRdvA8BEm+3T4k7D1J1IiVullEqOpASAIvKvwC30X/y7U5+BYR/Puxj4FfAhcAewAvhS53VjzBYR+Rj4LBoAKqWUUrbDFY0UO6yP46iJciSSwZLFk6j593+1++TObsVbnMeG9kr7nJZ/GKLc6VBwMhzbARIPAB1uH+5G3WaulBp9kpEF9GtY6f0bgf8GDnHitdZux0oacoExpklEzuqjz4dYiT6UUkopFfPRKx/TmcfzWKASfKVM2reWhoMHAXB4ohSe2gwzV7K+aoN9n+7/G4byFXBsB06a7FMulxdnc5BINILTMaTvu5VSKiWSMQP4j8Bh4GxjTE2CnrkAq8Zb0wB9KrBS+yullFIqxr27BrDK6B4J1jPrzDk0/eob9vXCU5txeg2VUxewb+sDAHidXuYXzR+J4Y5N5Stgw324pME+5XZ6yGiDIy1VlGaVjeDglFKqu2QUgp8CPJ3A4A/AA7QO0icHiCTwNZVSSqkxLRSKMDXst4+rw26KK94g2mwtVfRkhsk9yfp4Xe+Nfye8oGgBPpcvtYMdy6acC75sfI540he3043TwOHKnSM4MKWU6i0ZAeBREj+zuB+r/ttAzsWqP6iUUkop4OONB0hzeAFoD7dATinOP/3Kvj7pzCbECRSdzobaLfb5JSW6/29YnG6YdRHpzmr7lMfhISouaip3jeDAlFKqt2QEgP8DXCwi3gQ+8xngfBG5sq+LInIdcAbwhwS+plJKKTWmHdmw3W4f7TjC1KadSMRaLJM+K4+M0gAAoVnLeasqXsXpvNLzUjvQ8aB8JT5nvX3odXgIuf3UVe0bwUEppVRvyQgAv4OVsOX3IjIjQc/8d+Ag8DsReZJYshcR+XLs+FfALuD+BL2eUkopNeZlVgfs9rFQmMx3n7MORCg6uwUR6/Cjwhm0hFoAmOyfzIzsRH18TyAnfbJbAOhx+Ah6Mmk+WjGCg1JKqd6SkQTmY8ANlACXiUgj0NBHP2OMmTWUBxpj6kXkAuBxoOss4H2xn28AnzPGDLZPUCmllJoQAh0hSiTHPm7AT3lrFQAZ552Lz/lH64I7nfVd6tctLVmKdEaGauj8+aRNO4Xa3SFcDjcuh4ugN5tATfXg9yqlVAolIwB0YJV9ONjlXF+fJMP6dDHGHASWi8gZWDOA+VilJt4yxmw6zrEqpZRS49KON3eT73AD0BpqJCMaRDAAZMzKgM7JwennsaHqbfs+3f93/FxzLiG4M4Ar9s89lF5ApE6XgCqlRpeEB4DGmOmJfqaILAOajDGbjTEfYtX8U0oppVQ//Aeq6dzpUROsJfvQ+/FrmZV2AFg/bTEf73kUAKc4WVSyKMUjHUfKVxCK7gQyAQj7s/E0tdMaasXv9g98r1JKpUgy9gAmw2rghpEehFJKKTVWhA7Gl3XWhkJk12wFwFVcjLtxo33tzcxsTGxm8PSC08nyZKV2oONJ0WmETHzfZdSXQXYbVDTrPkCl1OiR9ABQRLJEZIqInMgnyjGgPVFjUkoppcYzYwyeFo993ISXjJbDAPhPn4UEm6wL2VNY37zX7rekVJd/nhARIo5w/NiTTmaboaJFA0Cl1OiRlABQRJwi8nUR2Q3UY9XxqxeR3bHzw116ugbQTyWllFJqCNoq6/FKGgChaAfeUIe9/89fYux+ZuZyNlRusI+XlixN6TjHJU/8VyuH20d2q84AKqVGl4QHgCLiAf4CfA+YDhwCNsZ+To+dfzXWb6i+DZwsIv8mIu6EDlgppZQaZ7a89pHdru2oJbsivnU+3RsvTL6z5FSOtR8DINubzan5p6ZukOOUZKTbbafLo0tAlVKjTjKygN4KLAeeB75qjLE/aURkFvBT4PJYvx8O8ZnfALYA3wS+ICIfAEcA06OfMcZ84YRGr5RSSo1xjduPUkoxAHXhADl1OwDwzJyOu/FNq5M4WOeM2PcsLl6M0+FM+VjHm0aXg0mxtsvlISMAlQ0HB7xHKaVSKRkB4OewgrXPGmOiXS8YY/aIyBXAZuDzDD0AXNWlPTn2py8G0ABQKaXUhFYQcFsVeYHGqIPS2B40/8nF2N+dls5n7dF4MpjzSs9L8SjHp6jfa21+ATxO619Cw1ENAJVSo0cyAsCTgPt7Bn+djDFREXkRuGkYz5yRkJEppZRS41xtbQsFrtz4iUAbjthHsn9SC3RYp+unL+WDyqcBEITzy85P9VDHJd+kTIit+PQ4PETFSVt1FVETxSFjJfm6Umo8S0YAGAQyBunjB0JDfaAx5sAJjUgppZSaILau3cIMsZZyNoXqyTz8sXXB4SBd4nsD12XlEj1sBYZnFJ5Bni8v5WMdj7Im5wANAPicHoLuDNJbmqluq2ayv78FTEoplTrJ+CrqQ+DvRaSwr4siUgD8PfBBEl5bKaWUmtBatlfZ7dpgEzn11lZ835yTcAYqrQvebNa2HbL7LZ+yPJVDHNfyywrsttfhI+jJ1EQwSqlRJRkB4ANAIbBRRL4gIjNFJE1EZojIdcDbsesPDPQQEfGKyEYR+etAmT9FxBPr85ZmCFVKKTXRZdTHE7vUh0Nktlj7z/wzM+3zoRnns75L+YdlZctSN8BxblJZAcZY+yy9zjSCnkyy2qDi2NYRHplSSlkSHgAaY/4HK7nLNOBXwC6gBdgNPIy1n+/HsX4D+TwwH/ipMabf5aLGmCDwY2Bh7B6llFJqwio08TIEwfaW+P6/7GP2+fcml9MSagGgxF/C7JzZqR3kOObyuOmIttvHQX8+2a2GioOvj+ColFIqLim7kY0x38Qq3P4I8D6wN/bzEWCpMebrQ3jMFcBeY8wLQ3i9l7ACzSuPe9BKKaXUGFdTWU+Gy5rpi5gwvkpr+ad4vaRFN9v91jrj36suK1uGiKR2oONcIBqw25H0bGsJaM3HIzgipZSKS0YSGACMMW8Bb53AI84CBg3+ungduOwEXk8ppZQa07at28rMWLsxWE9Bw24A0uZMx2H2AWDyZ7G25n37Ht3/l3gBE7TbEV8WWS1QEaiDtjpI12Q7SqmRlfAZQBG5UkReE5GSfq6XxvbsXTHIowqAo8N46aNA/jD6K6WUUuNK6474x2ZDqIXM5tj+v6nxLfL7py3iYOx8miuNBZMXpHaQE0CAsN12eNPJbjNUuJyw48URHJVSSlmSsQT0eiDHGFPZ10VjzGEgK9ZvIO0MXk6iqwwgMGgvpZRSapzKb42X4G3taMFhrIQw/vR4NaXXs7Lt9uLixXid3tQNcIIIOI3ddrjTyGqDWpeT9q1Pj+ColFLKkowA8HTg3UH6vAucMUifQ8A5w3jdBcDBYfRXSimlxpWsiM9um4YjADgyM/CZHdZJh5s1bYftPrr8MznSsz122+X2kt0KGMPhQ+sg0DRyA1NKKZITAOYB1YP0qcVa4jmQNcAiERl0bYqIzMdKOrN6KANUSimlxpuOhlYynNbsXtRESaveC0D6nFIk9mnfOPUc3j/2oX3P+WXnp3ycE4E/L56J1eXy4A2DNwQVYmDXKyM4MqWUSk4AeAwYLJ/0bKBhkD4PAAZ4SkTm9tdJROYATwER4MFhjFMppZQaN2o277LbTaF6sppi+/+K4glJ1hfNIhJbFnp6wekUpA32Xaw6Ht4uAaAntsQ2qw0q3C7Y+sxIDUsppYDkZAFdD3xaROYYY7b3vBgL5j4DPDfQQ4wxO0TkbuBO4H0R+T3wGlCBFRiWARcBfwd4ge8Y07nGRSmllJpY6j+uJBerBERDqIW8dqvun98T/2hc6+he/kElR3pRFtAKgNfhISpOsluhIsMFu1+FYBt40gd+iFJKJUkyZgB/ghVYrhORm0WkXET8sZ9fAd4AnLF+AzLG3A18GxDgc8BDwIvAS1hF5T8Xew/fMsZ8NwnvRSmllBoTGvY32+3WQAuCwZWfi8dtBYJhfyHr6rbYfS4ouyDlY5wo0grjiXa8Tg8hd4aVCdTtglCbFQQqpdQISfgMoDHmHRG5EfgFcE/sT1cR4P8aY94e4vO+LyK/Af4PsBQoxgoIK4F1wH8ZYw4M8AillFJq3MuJpllfrwLhphoA/LPz6azxvnnafJratwIwKX0Sc/LmjMQwJ4RoTqbd9jnSaHJnkNXWzEFX7F/QtmfhlE+P0OiUUhNdUgrBG2MeEpF1wI3AuUAO1p6/t4D/MMZsG+bzDgB3JHygSiml1DjQ2tRGtsuadTLG4DlmfS+antdo93k9M8sqsIQ1+yedkaFKuILJeVREwzgdLlwON0FfDtmtVVS4XBhAdr4M4Q5waQkOpVTqJSUABIgFeTcl6/lKKaWUsmx/eydFsVSfzeEGshpjCWA88e9b17THy/Nq+YfkcrpcBKLt+B3WTGAwI5/sNkOHw8kxp4PCjibYuwbKV4zsQJVSE1Iy9gAqpZRSKoVqt1TY7cZQC/62Kjwlhbh9VgbQg5NPYV+zFRT6nD4WTl44IuOcSALRgN2OpOWQZeWEocIV++5967MjMCqllNIAUCmllBrznEdb7XZrsBVnNEz69DT73OtFM+z2ouJF+Fw+VHIFTDzjqknLJLvNale4YwHgjj9DJNTHnUoplVwaACqllFJjXFbQabeDrda+P39mlX1ujaPDbi+bouUfUiEgEbst3nSy2gwAFem51sn2eti/biSGppSa4DQAVEoppcYwYwy5ziz72FF/GETwp1tLPls8fjY17rGvLyvVADAVgl2yLDjdaWR3LgHNmxq/sE2XgSqlUk8DQKWUUmoMO7y7Cp/TWu4ZigbJPLYb3/RJOL3WjNP6KacTNtZs1Ny8uRT5i0ZsrBNJ2BeflXW5vGS1gRhDhbfL8tttz0M00sfdSimVPBoAKqWUUmPYnrd32u2mUCOZLZX4S+LXX8+I16S7YIoWf08VR2Y80HO7PDgN+NuhItQE/kLrQms1HBpSWWSllEoYDQCVUkqpMaxtT43dbg614A63kZ62H4AI8EYgvhdwedny1A5uAvMWxgNvj8MDQHYbVLfXEDh5ZbyjZgNVSqWYBoAqJUSkTEQeEZFKEekQkf0i8nMRyR3GM9aIiBngj69H/1IRuUlEXoy9XoeI1IrIX0TkisS/S6WUSr3CDmO32wNNiNtFek4DAB/llVEfbAKgIK2AuflzR2SME1F2aZ7d9jo9RMVBViwTaOX0xfGO254DY1BKqVRJWiF4pTqJyCxgAzAJeAbYDiwEvgKsFJGlxpjaYTzyrn7Oh3sc3wTcDuwDVgNHgGnAFcAnReQeY8ytw3hdpZQadXxBj/1pHm2qIW16Hg6XlQBmbdF0CFjtZWXLcIh+75sq08tLaP3rDgC8Th+t7gyyW1sAoSK7mJm+HAg0QFMFHH4PyuaP7ICVUhOGBoAqFR7ECv5uNsbc33lSRH4G3AJ8D/jSUB9mjLlziF03AsuNMWu7nhSRucBbwC0i8htjzKahvrZSSo0m4WCIDEc8A6i3eh/+WW328RqJFyO/oEz3/6VSdnEendUZvY40aj2ZZLW1AHCorQpOvgw++K3VYdszGgAqpVJGvwpUSSUiM4FLgP3AL3pcvgNoBa4VEX+iX9sY88eewV/s/Dbgydjh8kS/rlJKpUrd9gO4HG4A2sOtZNXvId27H4DDbje726sBaw/aouJFIzTKicnhcdERabfa4iCQOYnszlqAzRVwyqfjnbc+q8tAlVIpowGgSrZPxH6+YoyJdr1gjGkG1gPpwJB/MxGRq0Tk6yJyq4hcKiLe4xhXKPaz57JRpZQaMw5v2m+3G0NN+IL1+PKsv97WFpfb1xYWLyTdnZ7q4U14HabDbocz8siKTQkebjkMMy8ET4Z1on4fHN0yAiNUSk1EugRUJdvJsZ87+7m+C2uGsBz46xCf+USP42oR+SdjzO+HcrOIZAF/BxjglSHe098y0TlDuV8ppZKhekcNhZQB0BpsIrcwDYfLmkl63e+HQDOgyz9HSocE7bZJyyE7tjq3oqUC3D4oXwFb/mCd3PosTD59BEaplJpodAZQJVt27GdjP9c7z+cM4VnPAJcDZUAaVvD1g9i9T4rIpYM9QEQEeBgoAv4jthxUKaXGpMwOsdvB1jp8sTSTbSJs7DhmX9MAcGQ0RUJ2W3wZZHVZAmqMgbldloFu03IQSqnU0BlANdI6f3sZdPODMeaeHqd2AN8UkUrgfuD7wIuDPOanwJXAG8CQM4AaY/rcnR+bGTx7qM9RSqlEynVk2G1H/WHSMq3v1N7MyiNkrBXu5bnlFGcUj8j4JroOd7zt8maQ22Z9794ebqcuUEf+7IvBlQbhdqjZDjU7obC8n6cppVRi6AygSrbOGb7sfq5n9eh3PB7G2ss3T0Qy++skIj/Gyjr6OnCZMV02Zyil1BhTd6yJDJf1V2jURPEf3Y4vN7b/r3CK3U9n/0ZOKC3+PbvLnU52W3zGtqKlAjx+OOmi+A3bnknl8JRSE5QGgCrZdsR+9veV5uzYz/72CA7KGBMAmmOHfWYTFZF7gH/Bqgd4qTGm5XhfTymlRoOtr2/FWtUOLeFGMpsr8OWGiAKvdy3/MEUDwJEiOWl22+Pykd4ewRnpkgkU4JTPxG/YqstAlVLJpwGgSrbVsZ+XiHSvQBybrVsKtGPV5TsuInIykIsVBB7rcU1E5BfAPwN/Af7GGNPW+ylKKTW2NG2vireDTfgyQzjcho89HmrD1l9zeb48Tss/baSGOOGlFefaba/ThwGyOhPBdAaA5SsgVsqDIx9C3b7UDlIpNeFoAKiSyhizByvT5nTgn3pcvgtrxu5xY0xnvVxEZI6IdMuuKSIzRaS05/NFpAD4r9jhE8aYcJdrAvwKuBFrb+CnjTHtJ/ymlFJqFPDUxWf52gON+HKtVe1rCkrs8+eXno/T4Uz52JSlYEaB3U5zphF2+eMBYEssAPRlw6wL4zdtey6FI1RKTUSaBEalwo3ABuA+EbkI2AacC1yItfTzWz36d2bmlC7nlgEPi8haYA9QB0wFLsPaX/gu8LUez/kOcD3WDONm4Oudy6W62GyMefq435lSSo2Q7Ijb/hQPN9fY9f9e9/shHCv/oMs/R1Tp7BLaOAqAz5lGvS+X7NZKQOIzgGBlA90Vq0q07VlYenPqB6uUmjA0AFRJZ4zZIyILgLuBlVhBWxVwH3CXMaZuCI/ZBPwamA/Mw0oe0wx8BPwP8EtjTLDHPTNiP9OAb/Tz3McADQCVUmNKNBol15VlH7tr9+ObHeKI08n2WPDncrhYXLx4pIaogNwcPw2RAB6nD4c4ac8qJrutEugyAwgw52/gua+AiUDFO9B4GLJ7LXpRSqmE0ABQpYQx5hBw3RD79pqmM8Z8BKwa5muuGu49Sik1FuzbdQSf00owEooGyazeiW9hiD/740HhOUXnkOHJ6O8RKgVEhLZoOx6nD4BQRqFdDP5o61GCkSAepwfS82D6ebBvrXVx+/Nw7hdHaNRKqfFO9wAqpZRSY8zRd/fa7aZQA9meGpxuw9q8yfZ5Xf45OrR3qTgU9edSErSSVRsMlS2V8Y6ndCkKr9lAlVJJpAGgUkopNcb4jsZLpzYHm0jLDdIuwtuO+Er4ZWXLRmJoqod2idht8WVQFPTZx92XgV6OvfX94AZoqUnRCJVSE40GgEoppdQYY47FM4AG2uvx5YV42+ejw1jBxqzsWUzJnNLf7SqF/Lkeu+30pJPXHt990y0RTGYRTF1ktU3UWgaqlFJJoAGgUkopNcZ4g/EgItpUjS83xNqsHPvcsik6+zdauLPiAaDb5SOzzdjH3QJAsLKBdtqmy0CVUsmhAaBSSik1hkQjUTIc8WQv3urdeHNDvO5Pt88tL1s+AiNTffFNiifi8bg8+JpD9nG3JaAAcy+Pt/e9Du31yR6eUmoC0gBQKaWUGkN2v78fl8OaAWwPt1AY3M3ODBfVxgossr3ZnFF4xkgOUXWRVpQdbzs8RJsMzog1C9hrBjBnCpScbbWjYdjxYqqGqZSaQDQAVEoppcaQPW/ustuNoUays+pZm55mnzu/9Hw7QFQjzzMpvjTX5/TR4c6iqME6rmipwBjT/QbNBqqUSjINAJVSSqmxpLLJbrZ0NMb2/+Xb5y4o0/IPo4m3uNBu+5zptHtzmVHvBqA11EpDR0P3G7ruA9zzGnQ0p2KYSqkJRANApZRSagzJjpeVI9hWT6AgwsdOK/unS1wsKV0yQiNTfcnJyyAYtf6lOcVJe0Yhc5oz7eu9loHmz4Ki06x2pAN2vpyqoSqlJggNAJVSSqkxJNcRT/ZiGirZWOK0j88uOpssT1Zft6kR1B6Jl+0IZ+QwvS6+RPdwy+HeN2g2UKVUEmkAqJRSSo0R1ceayXBas0dREyWraQer8+JZJrX4++jURjB+4Mtg0rEBMoFC932Au/4CwbYkjk4pNdFoAKiUUkqNETvf2o2IANAcaqDIu4+30n329eVTlo/QyNRA2mJLdAGc3nSyqprA9JMJFKBwDuTPttqhNtjz11QMUyk1QWgAqJRSSo0RDR/Hlws2hRqpK+ygHSuQmJ41nWlZ00ZqaGoAAV/81y2P24uzPUheLLdLnwGgiGYDVUoljQaASiml1Bjhq223262BRjZ12f+n2T9Hr0i21277XB6i4qK0NjYD2NcSUOi+D3DnSxDu6LufUkoNkwaASiml1BiRE44nDwm11PLn6fH6fxdM0QBwtPJ2KwbvJeDNobTWOq5qrSIUDfW+qfhMyJlqtTuaYO/aFIxUKTURaAColFJKdS7aUQAAIABJREFUjQHhSJQ8V7x8gLPlAPv81sd4pjuTeZPmjdTQ1CByp8VrAaa70ujw5XJSo7V3M2qiHGk50vsmkR7ZQJ9J9jCVUhOEBoBKKaXUGNBa1YjHYS0l7Ii0E5U99rXzSs/D7XCP1NDUIMpOLrXb6c4M2rw5TKuLL9891HKo7xtP+Uy8vf0FiISTNUSl1ASiAaBSSik1BjRuORBvh+rZU1hjHy+bouUfRrPCwngxeJfDTUdGAZNq4qUh+kwEA1C6ADKLrXZ7HRxYl+yhKqUmAA0AlVJKqTGgYXt8mWBTsJkNZdZHuEMcnF96/kgNSw2BiNBBPIFPJCOXtMYO0gODJIJxOGDu5fFjzQaqlEoADQCVUkqpMSBaE7DbgfZG9k626gHOK5xHtje7v9vUKBFyxZdvOtKsvZydiWD2Nuzt/8au+wC3Pw/RaDKGp5SaQDQAVEoppcYAXzC+xy/YdpSWdCsA1OLvY0M0nrAVl8c66CwF8c6RdwhF+sgECjBtCaQXWO2Wo3Do7WQOUyk1AWgAqJRS/3979x0fV3Xn//91pql3W5Yt25J7AQzYptkGjOmmhAWWEJY0kmwghSRfsqRnYUmypJIAy5KQXzYhhBZSgMSAwTQXmk0cmg1ucpGrehtp2vn9cUczI1kjybJG9f18MNx77j333jO+mvKZ00SGuPoGP5mubMAZNbLKxvsDav6/4cFbkB5bT/M6g/nMbnDuaUuohY2HNnZ9oMsNsy+KpzepGaiIHB0FgCIiIkPc+69vw2Wcj+ymUB078ysBmJg9kSl5UwazaNJLrbkJk8G7fYTc6cxujE/rsbpydfKD5yZOB/EkWJuKIorIKKEAUEREZIireis+TUB9oIGtJbWA0/zTGDNYxZIj0JgZrwHMdKfTmlZA8cH4SKBrKrsZ4bP8DEiP9vOs3w1730xVMUVkFFAAKCIiMsSlHWiMrTe31bNjvBP0nVd+3mAVSY7Q2KklsfVMdyZt6QV49leTGfEAsKV2CweaD3R9sMcHs5bH0xoNVESOggJAERGRIa4gEP+49vtraMw0TMiawPFjjx/EUsmRmDxrPBHrjOCZ4cnCn14IkQhLzexYnrV71yY/QeJooJueUDNQEekzBYAiIiJDWCQSId8Tn+ahOuQMAHPBlAti/QJl6MvJysAfbomlA7nOyJ6Lg+Wxbd02A522DHzOoDHUbIcD76aimCIyCuiTQ0REZAjbseUgPrfTfywQbqUiewsAy6cs7+4wGYKaIvHJ4CNZTlA/uyErtu2Vva8QjCSZDsKbDjMSmvxqNFAR6SMFgCIiIkNYxfMbYuv1wVq2llQzLW8aMwtmDmKppC+aXAmTwadnApC1t46SLKd/YFOwibcOvZX8BImjgaofoIj0kQJAERGRIcy1Y19svbGtnu0TDMunLtfon8OQPy3+tcvndWp127ZvZ0npktj2bpuBTj8XPNHRRA9tgqotKSmniIxsCgBFRESGsKw2b2zd3+oMAHNh+YWDWCLpK1uQEVtP8/iwQGDHDpaMXxTbvraym4Fg0rJh+jnx9HuPp6CUIjLSKQAUEREZqiIRcj2FsWRNcA/zxsxjUu6kQSyU9FXmxPi9zHSnE/RmY1tbWWDL8BhnOohNNZuo8lclP0nn0UBFRI6QAkAREZEhqm3rG2R78wGI2DBbM97hwimq/Ruuxs0sja1neTLxpxUA4Nm9nxPHnRjb120t4MzzwRWtFd73T6itSEVRRWQEUwAoIiIyRFU+/0ZsvT5Qw9bxVZxffv4glkiORtms+GTwWZ5cGrOKAGjbdgT9ADPyYerSeHrTk/1cShEZ6RQAioiIDFG121tj6w2BOvLmncjYzLGDWCI5GhlZPlojzlyALuOmNX8CAIHt21k8YXEs37q96whFQl2eA9BooCJyVBQAioiIDEVtjdi2gliyyV/FWcf/yyAWSPpDmzsQW4/kOJPBt23fzsyCmRRnFAPQEGjgnap3kp9k1kVg3M76ntehYW/KyisiI48CQBERkaGoYg2Z7jGxZE1oD2eXnT2IBZL+EMmMT9/hycgBILBtG8YYFpfGawG7bQaaVQTl8bxs+lu/l1NERi4FgCIiIkNQy9uryPE6NYARG6FhQiO5vtxBLpUcLd/Y+FQQ6b4MIsZFuK6OUG1t7/sBgkYDFZE+UwAoIiIyBO3ZeCg22XtjsJapl6j2byRoyEmLrWe6ffgznD6dgW3bOHXCqbijTTvfrX6Xan918hPNuQSI1ibuXAvN3UwdISKSQAGgiIjIUFNbwcG6sliyLlDL4pMvH8QCSX+x4+L9OrPdmTRnOiODtm3bTq4vl+PHHh/bv27vuuQnyimBSadETxqBzWoGKiK9owBQRERkqNm6CpeZHEvWh+rI9GYOYoGkv0yaMzG2nu3NoyHLGfglsH07QIdmoGv3djMfIGg0UBHpEwWAIiIiQ0xk6ypyvfEBYNry3YNYGulPxSU5BCLOSKBeVxr+XCcAbOsiAFxXuY6IjSQ/2ZxL4us7XgJ/bf8XWERGHAWAMiCMMRONMb8xxuw1xrQZYyqMMT83xhT0fHTsHC8aY2w3j/QujvmUMeaXxpjXjDEt0Xzf699nJyLSj8JB3tiygdzoADDWWuZdumyQCyX9xe12URdpiqVNdj7g9AEEmFU4i6J0Z4L42rZa3q16N/nJ8ifDhBOd9UgI3n86NYUWkRHFM9gFkJHPGDMNWAcUA48Dm4GTgS8BFxhjFltru+npfphbk2zvatbcnwJ5QC2wF5h2BNcRERl4lRuoODSf0iznN9qGYC1zTzt9kAsl/anBHaA4uu5Lc0YCDe7dS8Tvx5WRweLSxTyxzWnSuWbvGo4be1zyk825FPb+w1nf9ASc8JHUFl5Ehj3VAMpAuAcn+LvRWnuZtfbr1tplwB3ALOD7R3Iya+0tSR5dBYBXA+XW2kJANX8iMuQFtzxLTvDYWLomWBcbDVRGhtac+O/v2W43/nSnuW9gxw4ATi+NB/w9Tgcx90Px9a2roK2x/woqIiOSAkBJKWPMVOA8oAL4n067/xNoBj5qjMlKxfWttU9ba3em4twiIqnwyo6nKfKUxtJN3m76gMmw5C7Jj61nu720ZI0HnJFAAU6bcBou43xFe/vQ29S11iU/WdE0GBf9wSDcBltWpqbQIjJiKACUVGvvuLLS2o492a21jcBaIBM4tbcnNMZ82BjzdWPM/zPGXGiMSev5KBGRYaClhher91GQXhzb5Js9uZsDZDgaMythJFBPFo1ZzlQQgR1OAJiXlsdxY5xmnxbLK/te6f6EczQaqIj0ngJASbVZ0eUHSfZviS5nHsE5Hwb+G6d/3wpglzHmyr4VT0Rk6PBvXUlo32QyPTkAhCIBTrx04SCXSvrb1OPiNbzZ3nwaMguBeA0gwOLSxbH1npuBJgSAW56FoL9/CioiI5ICQEm1vOiyPsn+9u35SfYnehy4BJgIZACzcQLBfOARY8yFR1HObhljNnT1iJZBRKRfvPT+nzm+YUEsXRuoobAkr5sjZDjKy8+kOdwCgNu4ieQ49ziwfVssT+d+gN1OBzF2NhTNcNaDzU5fQBGRJBQAymBrH9nA9pTRWnuHtfZv1tpKa22rtfZ9a+03gZtw/pZ/kMqCioikVMM+VlS/zVjPlNimZk/rIBZIUqk1LRhb96anEzEuAhU7sSFnPLO5RXMpSHOmAqlprWFzzebkJzOmYy3gJjUDFZHkFABKqrXX8CX7CTu3U76++DXOFBAnGGNyjuI8SVlrF3T1wJnSQkTk6ARaqH/oKrY3usjNiPf/807u9VSpMsxkjItPXZvjNrSmj8EGgwT37AHAZVwsKl0Uy9NjM9DEfoDvPw2hQL+WV0RGDgWAkmrvR5fJ+vhF26wk7SPYI2ttK9A+7nVKRhMVEUmZSAT+ej2rGrdxzA4f+WljYrtKl6iV+UiVXpobW8/x+GhuHwl0e7wf4JLSJbH1tZVruz/h+OOdieEB2uphx0v9V1gRGVEUAEqqvRBdnmeM6fD3Fq2tWwz4gVf7egFjzCygACcIrOrreUREBsWLP4D3HmdFdhbza07A4/IC0BJqovTEaYNcOEmV3BkTYut5nmyaMscBEEgIABdNWISJ9pT456F/0hBoSH5CYzqNBvp4/xZYREYMBYCSUtbabcBKoBz4fKfdt+LU2N1vrW1u32iMmW2M6fCztzFmqjGmtNPxGGPGAP8XTT6cZDJ4EZGh6a1H4eUfc8jtYoPXR1HarNiu6lC9JoAfwbKnxJv65ngLacgqAjqOBFqYXsgxRccAELZhXtnbw3QQiZPCb/47hPWRKCKH8wx2AWRU+BywDrjTGHM2sAk4BTgLp+nntzrl3xRdJn7zOQP4tTHmJWAbUANMBpbj9C9cD9zc+cLGmE8D7W1opkeXlxhj2idh2mytvb3vT01EpI92vw6PfwGAp7OymLbPkJ0TrxWqz3EPVslkAHiyfbSE/WS6M/C4vISyna7ybQkjgQIsmbiEd6rfAZxmoOeXn5/8pKULIWc8NO4Dfw3sXAtTz0zZcxCR4Uk1gJJy0VrAhcBvcQK/m4BpwJ3Aadba6l6cZgPwAFAMXBE9xwXA28CNwGJrbV0Xxy0BPh59tE+qNC9h2wV9elIiIkejbhc8fA2E2wB4Kr+QeTsMheljY1nyFpQPUuFkoNTQEltPy8jAYghs34G18YGxO/cDTNx3GJcL5lwST2s0UBHpggJAGRDW2t3W2k9aa8dba33W2jJr7ZestTVd5DXWWtNp29vW2k9Ya4+z1hZZa73W2kJr7enW2rustV0OdxY9xnTzWJqipywi0rW2Rnjwamg+BMCu7CLedluOqZtHpicbgECkjQXLTxjMUsoAaMiMr+d6XPgzxhJpbCR06FBs+7FFx5KX5tQOHvQf5IPaHsZMS+wHuOlvziBDIiIJFACKiIgMlEgY/vRpOPiuk3Z5eeqkj5DRZsnPODaW7VCgGp/PO0iFlIFiS+IzF+V50mnOKgE6DgTjdrlZNP4IpoMoWwSZ0ZFkm/bDntf7r8AiMiIoABQRERkoz34XPng6lrQX/5wVte8wd5clMy/e/68mQ7U2o8GYYybG1vO8eTRlOgFg4lQQAItLF8fWewwAXW6YfVE8/Z6agYpIRwoARUREBsKb98Mrd8fTi7/EB+Unsb1+O8dVGAoy4vP/ZRw3oYsTyEgza8EUIjYMQI43n8acQgAC25IHgBsPbqQp0NT9iecmNgN9ErrrNygio44CQBERkVSrWAN/+0o8PesiOPsW/r7j706y9hiyPc7E4KFIgIWXLByMUsoAy87yURuOB3Mmx/kb6DwS6JiMMcwpnANAyIZ4bd9r3Z+4/AxId/oNUr8L9v6j/wotIsOeAkAREZFUqt4Gj1wLkeicbOOOg8t/RcTA0zuepqDRkpF/XCz7oWA12TlZg1RYGWhV3mBsPSM9nYhxHVYDCB1HA11dubr7k3p8MGt5PK3RQEUkgQJAERGRVPHXwUNXg7/WSWcVw0cegrRsNh7cyL7mfRxXYUlP7P+Xrv5/o0lbcTzYz/ek0ZQ9kdDBg4SbOjbz7DAdxN4epoOAjqOBvveEmoGKSIwCQBERkVQIh+CPn4Cq6LD97jQn+MufBMCKHSsAOKbCUJRRHDss78SygS6pDKKCYyfH1335VOfPADqOBAowb+w8crzOqKH7m/ezra5jM9HDTFsGPmdaEWq2wcH3+q/QIjKsKQAUERFJhae/BttfiKcvuwcmOn37gpEgKytWgrVMazmObG9edHuAhR9aMBillUEy5+RyItap9c31FlFdWApA25YtHfJ5XB5OnXBqLN3jaKDedJhxXjyt0UBFJEoBoIiISH97/T5449fx9Jlfh+OujCVf2/catW21TKwCb/H82PaaSA2eNN9AllQGWX5eOq1uPwAu48KdU0DEuGl8btVheU8vPT22vmZvDwEgdBoNVAGgiDgUAIqIiPSnravgqa/F08dcDku/3iHLiu1O88/jKiy5ufG54Gxp5oAUUYaYMe7Yap4XGnLKaFq9mlBtbYdsidNBvHngTVqCLd2fd/q54El31g++B1Vb+63IIjJ8KQAUERHpL4fed/r9Red2Y8J8p+mnMbEsraFWVu1yaneOrSxlTPq42L7yC+cNZGlliMgsL4itF3gyqC2YCaEQDStWdMhXnFnMzIKZgNOMuMfpINKyYfo58fSmx/utzCIyfCkAFBER6Q/N1fDgVdDW4KRzS51BX7wZHbK9tOclWkItuMOWsWmL8Li8ADQEaxkze9JAl1qGgIITp8TWx6SNpTp/KgANTzx5WN7Oo4H2qPNooCIy6ikAFBEROVqhADz6UaitcNLeTCf4yyk5LOtTO54CYPpeyCyMjwBZ6Wo6LK+MDpmTCwlZZz7ATE8OgZw8wi4P/n/+k0BFRYe8iQHgmso1PU8HMfN8iP7IwL6NULuzP4suIsOQAkAREZGjYS387Suws702xsDl98H44w/L2hBo4OU9LwNwwo4xjM0YE9vnOmbcYflldDBuw95IfSyd726lIdepFax/8m8d8p5QfAJZXmfuwMqmSioaKro/eUY+TF0aT286vFZRREYXBYAiIiJHY91dsPGBePqc/4Q5F3eZddXOVQQjQUzEMrfxZHK9Tt+vUCTIKVcsGojSyhBVVxgf/bXI46I2fxYA9U8+2aGWz+vycur4I5gOAjQaqIh0oABQRESkrzavgGe/G08ffw0s/nLS7O2Tv5+22ZId7ecFsC9cTXZORrLDZBTIO6E8tj42rZDqwukABHftwr9xY4e8iaOB9ioAnHURmOhIo7tfg4Z9R11eERm+FACKiIj0xf634U+fBqK1M5MXwSU/7zDiZ6IqfxWv738dYy0Xv1FASVZxbF99ec4AFFiGsuMWTyMcHT02zzeW1kwvIXcaAPVPdKy1S5wPcP3+9fhD/u5PnlUE5fGgkc1/S55XREY8BYAiIiJHqvEAPHg1BJuddH4ZfPj34ElLesgzFc8QsRHmb7V4sk6hMG0sAGEbZv6VpwxEqWUIy81NZ69tiKWL3K3U500DoHHFU9hAILavJKuE6flODWEgEuCN/W/0fIEOo4FqOgiR0UwBoIiIyJEI+uHha6Bhj5NOy4VrHoGsMd0etmLHCrCWy9dGcI+fGdu+N3iI4vEF3Rwpo0V1oTe2Ptbro37iiQCE6+tpWr26Q97FE46wGeicS4Bo7fTOtfCPPzgDGInIqKMAUEREpLeshce/AJXrnbRxwZX/B8Vzuj1sd+Nu3jr0FsfutEysKaQka2xsX+3E9FSWWIaRsSdPj62PSyuhZtysWLq+05yASyYmzAdY2Yv5AHNKoDx6jI3A459zpi5pqTm6QovIsKMAUEREpLde/jG881g8ff5/w4xzuj0kGAly2yu3AXD5Osv+ySd3aP4574pTuztcRpF5i8oJRJymnlnePIKtDQQ9zuBATS+8QLgh3kR0fvF8MqL7djXuYlfDrp4vcMkvoCgeZLLpSbjnNNj6XP89CREZ8hQAioiI9MY7f4YXvh9PL7wOTvlst4dYa7ll3S28su8VZuyxHLvT4hk/I7Z/b6iKiWVjuzmDjCYZ6V52uRpj6RJPmJZjzwLABgI0PPNMbJ/P7eOUknjf0V41Ay2aBp992fnbbde0Hx64Albc7DRvFpERTwGgiIhITyo3wF9viKennAkX/ijpiJ/t7t54N09sc0ZwvPyVCI2Z45iUMym2f+wppSkprgxf/vK82HpJWg4Ns+J9/Roe7zga6JLSeDPQXgWAAL4suPgOuOZRSGiKzOu/hF+eCfv+2beCi8iwoQBQRESkO/WV8NA1EGp10kXT4arfgdvb7WGPvv8ov3rrVwCUHbAs2Go5OOc8crz5AAQibUz50IKUFl2Gn2MuPCE28fuYtAnsq2vBupw5/FrWrydYWRnLmzgf4Bv736At3Nb7C808H254BWYtj2+reh/uOxvW3AGR8NE9EREZshQAioiIJBNohoeudprJAaTnOzUnGd2P2vni7hf5/mvx5qL/vrGINl8eRUVlsW2NeS2403wpKbYMX5PLCmjNcH5scBkXea11NC++Ira//sn4HH4TcyZSnlsOQGu4lQ37NxzZxbLHwtUPOn0DvZnOtkgQnrsFfnsx1O48mqciIkOUAkAREZGuRCLw53+H/W85aZfHmeuvaFq3h7196G3+46X/IGIjAJwemcaMfxxi55RlTMiIN/mc9C/Hp6zoMrxlzos3zSxNz2NPSXygoPonnojVEELHZqCrKztOFdErxsCCT8D1a6B0YXz7rnVw7xL458OaLkJkhFEAKCIi0pXnb4PN8doWLvopTDmj20N2Nezi86s+T2vYqcEpzS7lPzZPI+jOwDd+Km7jNOWrCldROLesu1PJKFZ8VnxakXHpkzmwbz+tBRMBCGzfTuu778X296kfYFeKpsF1z8DSb0D075S2BvjLZ+GxT2q6CJERRAGgiIhIZxsfgjU/i6dP/bxTS9KNmtYarn/uemrbagHIT8vnnmNupfXvK9k5cQlTssbF8u4vy0hFqWWE8Bak4890RuR0GRcTPH4OnnR1bH/9E4/H1heWLCTd7cwlWdFQwZ7GPX2/sNsDS78On1oJhVPj29/9C/zvYtj2Qt/PLSJDhgJAERGRRDtfgSdvjKdnnA/n3dbtIS3BFr6w6gvsbtwNQJo7jbuW3UXmH58lHDEEJ80mOzr4S1ukldM/tjRVpZcR4uDErNh6eUYxO+1Ewi5n4KGGv6/AhkKA87d2UslJsbxHVQvYbuJC+OxqmP/x+LbGvfD7y+Dpb0Kw9eivISKDRgGgiIhIu9oKeOTfIOxMxk3xXLji1xAdhbEroUiIm1++mber3gacGpsfnfEjjnVNpO6xx6gcfxozsotj+T/I9ZOVm57KZyEjwLTl8whZJ8grTBuHz7+dqmnOnIDh6mqa162L5U0cDfSODXfw0u6Xjr4Aadlw6Z3OIDGZRfHtr/4P3HcW7H/76K8hIoNCAaCIiAhAawM8eDW0VDvpzDHwkYchPTfpIdZavv/a93lpT/wL9zdO/gbLJi+j5re/JRwI0jTlBArSnAAwFAly4nWnp/RpyMhQUpLDVk98UvjyNBd7ys+mfTiW+ieejO27oPwC8tKc+QNbQi188fkv8rt3f9dhsJg+m32RM13EjPPi2w6+B/ctg7V3OoMliciwogBQREQkEobHroNDm5y02wdX/wEKuh+o5b637+OxDx6LpT917Ke4evbVhOvqqH3wIfaNm8+s3JLY/g8y6imZ0P0UEiLtMpbOiq2XZ82gyV9FQ3Tah8bnniPc1AxAUUYRvz3/t5RmO6PMWiw/Wf8TbnnlFoLh4NEXJGecM/3JRT8FT7T/ajgAz34H7r8U6o+i36GIDDgFgCIiIiu/DVufjacvvRsmn5o8P/D41se56x93xdIXTb2IG+c7fQdr/vAHAm0RmmecQr5vDODU/s39xJIuzyXSlVOWzWB/pAEAj8tLudfPvtkXA2BbW2l8Lv43O71gOg9e9CDzi+fHtv15y5/5zLOfoba19ugLYwyc9Gm4fjWMPyG+vWI13LMI3n4s+bEiMqQoABQRkdFt/f/Bq/fE06ffBMd/uNtD1lWu45Z1t8TSp4w/hdsW3YbLuAju20ft/b9n08zLmJsXnzPw/ZxmJk4Z28XZRLrmcbuoOS7+NzMjezoH04oIeLMBqHv4kdhgMACF6YXcd959XDrt0ti2DQc2cM3fr2Fb3bb+KdSYGfDp5+D0r4KJfo1sq4c/fQoe+xT46/rnOiKSMgoARURk9Nr+Eqz4ajw951I469vdHrK5ZjNfefErsQE6ZhbM5I6ld+B1ewns2cPOaz/KXt80iiZMJMPjfFFvCbdw2hfPSdnTkJHr9CtPpC7sNPVMc2dS5qmioszpj+ffuJG93/gmNqEfns/t43uLv8dXFnwFgwFgT9Merl1xLWsr1/ZPodxeOPs78MmnID+hmfQ7jznTRex4uX+uIyIpoQBQRERGp6qt8OhHIRKtQRl/PPzLveBK/tG4t2kvNzx3Ay2hFgDGZY7jnrPvIceXQ9uOHez8t2tprGphz6wzmJE9PXZcxax0cvM1958cuYwML7tmZsfSM3Nms3/cFGoKZgPQ8OST7L/l1g4DvhhjuO7Y67jjrDvIiPbZawo28blVn+MPm/7QP4PDgNNM+vo1cMK18W0Ne+B3lzrNqkNt/XMdEelXCgBFRGT0aamBB6+C1nonnV3ijPjpy0p6SH1bPdc/dz1V/ioAcrw53HvOvYzLGkfbli3s/OjHCB44yDtzPsyCvPG4os3jDpgazv6kRv6Uvjv7Y6dRHWkCwOdKY26G5b0Tros3BX30UQ7efvthgd3Zk8/m/gvvpyTLGYgoYiPc/vrtfP+17xOM9MPgMOCMknvZ/8BVv4eM9gGOLKy7yxkp9MB7/XMdEek3CgBFRGTki4Rh70ZYdzc89BG48wSoifaJ8mTARx6C3AlJD28Lt3Hj8zeyo34HAF6Xl18s+wXTC6bTumkTOz/2ccJVVVRMPpcpY/PI8TpfhEM2yNwvnoHbrY9b6bu0NDc1SybH0lOyZ5MV2smWM2+KTQtR87v7OXTnnYcdO7twNg9d9BDzxsyLbXvk/Ue44bkbqG+r779Czr3UmS5i2tnxbQfegV8thVfu0XQRIkOIPpFERGTkCYegcoMzT9mDH4YfToFfnQkrvwXvr4jX/IHT7LN0ftJTRWyEb6z+Bm8efDO27QdLfsBJJSfhf+stdn78E4Rra6nJnw5TZ1OeFR/4xbd0DBma9kH6wdJL5rI/szmWXpg3lUOtrRw6+/rYtur/vZeqX9132LFjMsbwmwt+w4VTLoxte23fa1y74loq6iv6r5C54+HaP8GFPwZPurMt3AbPfAN+fxnUV/bftUSkzxQAiojI8BcOwp71sObn8MCV8MNyp/nZs9+BD552RinsLLtnuGN/AAAXs0lEQVQEPnQPHHNZt6f+8Rs/5tmd8eH2v7rwq1ww5QJaNmxg1yevI9LQwP7i+RyYdz7z8o+N5Wse62f8Bcf11zOUUc4Yw/FfOpMgTr+6TE8OC7M8vBMuI3RmfNTPQz/7GTW/f+Cw49Pcafzw9B/yhRO+ENtW0VDBNSuu4dV9r/ZnQeGUf4d/fwlKEv7+d7wE/7sI3vlz/11LRPrE9FtHYJFRyBizYf78+fM3bNgw2EURGV3CQdj7D6hY4zx2vwaBpu6PyRkPZYuhfInzKJrufFlNwlrL/e/dz0/W/yS27do513LzSTfT8tpr7L7hc0T8fiomn0PrlGNYmD8n1u+v1t3AMbdcgMvr7penK9Ku9o2dNP9pVyy9rXEzu/KmcPLePxN59YXY9vHf/x75V1zR5TlWVqzkW2u+RWu4FQC3cfPNU77JVbOu6t/ChgLw4g+cH2ZI+L4572pY/iNIz+vf64mMYAsWLODNN99801q74GjP5emPAomIiKRUKAB733Qmna5Y6wR8wZbuj8ktdQK99qCvcGq3AR+AP+Tnjf1vsHrPalZXrqayKd5k7dyyc/nqwq/SvGYNe77wRcKBIJtnXkXuxFLm5c6J5asK1TP5pqUK/iQlCk4qo3nrIfinH4BpObOJ1L3L6oKLOGFhBlnrVwCw79vfwaSlk3fxRYed47zy8yjNLuXG52/koP8gYRvmtldvY0f9Dm5aeBMeVz99PfT44JxbYPq58JfroT4auL71MOxcB5f/EsoW9c+1RKTXVAMochRUAyiSIqE2pw9frIbvdQj5uz8mb1LHgK+gvMeAz1rLzoadrKlcw+rK1azfv55AJHBYvvnF87l76tdoefzv1P7+9zR5C/lg1nJmFU9mXEZpLF9VqI5xX1rC+Enq9yepYyOWt378HEW16bFte5q3s7EtjWkt2yld/wAGC243E+/8BTlnn93leQ40H+CLz3+RTTWbYtsWly7mx2f8mBxfTv8WurUeVtzsBH8xBpZ8GZZ+0wkWRSSp/qwBVAAoKWeMmQj8F3ABUATsA/4K3Gqtre3lOV4EzuwmS4a1trWL4+YCtwBLgVxgJ/AwcLu1todvk70qlwJAkf4QbIXK9fGAb88bEDrsJd1R/mQoPz0h4CvrPn9Uey3fmso1rN6zmj1Ne5LmHRPM4OP7prFkY4Dgu+/RkjGW7eXnkF0ygdk5U/C64l9aKyLVzP2Pcygcm530fCL9pbUtyJrbnmV2KB6oNQfr2di4G9vmZc6bv8QXbAKXi6xTTyF3+XJyzj0Xd17HZpf+kJ9vrflWh36uU/Omcveyu5mUO6n/C/7On+FvX4HWuvi2knlw+X1QPLv/rycyQigAlGHDGDMNWAcUA48Dm4GTgbOA94HF1trqXpznRZwA8NYkWb5nrQ11OuYU4HnACzwG7AaWAQuBtcDZ1tqjmqVWAaBIHwX9Tq3ezrXRgG+9M1pgdwrKozV8S6B8sRMA9lKslm/PatYfWE9bN9eanjOVy2qncOIbtfjWbSQSCNCcNYGd5aeTXTyJqVnjyfTEv3Rba3krp5Zzbr6YNJ+afcrACQTDrPrhSo5r6vijwz7/Lra0NOE9dIiJ+14lr34bBsDrJXvxYnIvWk72WctwZzvzXkZshHs23sMv3/pl7By5vlxOm3AaZblllOWWMTlnMmW5ZeSn5WN6qFnvUcNe+OsNsP3F+DZPOpx4rTM4U0Y+ZBZCRmF0WeCs+7J6rNUXGakUAMqwYYx5BjgPuNFae1fC9p8BXwF+aa29PtnxCflfBM601vbqnd8Y4wbeBuYAH7LWPhHd7gIeBa4AvmGtvf3IntFh11EAKNIbgeaOAV/lBggf3tSyg8KpHQO+vIm9vlxrqDVey1e5mt2Nu5PmzXKlc1bGCSwxM5izpZXwilX4axqpLphF3fg5+ApKGJeeS3F6CS7TMcCrCdXTtGwSi5Yf3+uyifQnay2r/vAGZW/Vk+FK77CvPlDF7tYqalvayKt8lzG1W8lq3ofLhjFpaWQvXUru8uVkn3kGrvR0/r7973x37Xe7bAbdLseXQ1lOGZNznYBwcu7kWDov7QgGdYlE4LV74blbev7xp53bFw8GY4FhQccgsat1T1rvyyUyRCkAlGHBGDMV2AZUANOstZGEfTk4TUENUGytbe7yJPH8L3JkAeAyYBXwsrX2zE772su1E5hij+JFoABQhq1I2OlnF25zRtQMtTkBWTgQXQ9G9wWcAViS5gskpAOdjok+mg46I3ZGgt2XqWh6LOCLlJ2GP7OA5mAzzcFmWoItsfXmUDPNgeiyi31NgSY212wmGGzFF4S0EKQFoLAJiussY+sNZc1jKWktIKMth0jERzAjn3BmAd6MPNJ92WR5M8j3FuBzp3dZ1Jawn20TIpx1wzmkp2s8NRl8uyvreO/eF5kbKOyyhq4t7Kc2UENDyE9boBXrr8c0HcDbUkd6WyM5RZnkFGXRnA2rmtezJ72F2myozTLUZUNtNoQ83X8E56fldwgI2wPE0qxSfG4fbpcbj/HgdiX8kHLgPfjzZ5xJ41PFmxUNBvOTBImFCYFk+758cKlGX4YOjQIqw8Wy6HJlYvAHYK1tNMasxakdPBUnWOuRMebDwBQgAGwCnk/SjLP92k933mGt3W6M+QCYCbQHg8NKzcptvL/qTWwgDBaMjeCKRDrlsrFBt7tsMWPbdySPfw2JB9oOe9rP3jFPapgu1lJ6vQFsYjQQ/37OdforlxvIiD76fprOz9sC1BF9NUaAtYedxgvkRx+OLKC96Vvsrz26vDR2HYMLl3HhNm5nmefGne/B4/LFpm3orQZXPQemZnHav53FzAzvER0rkkqTSvOZdNtlvPPmLir/8iYz23LxuuJ/o2nuDEoySilJcnzYhghGAngiAc7NvgBLhIg/gm2xRA5FsNYSsRHaX2u202dH57SjmiaqeZ9/OHkO+721Pf3ZI36+/SsIHIw+ZOTrzWedwZiE7wPGYDweQhFLyA3Tjp3OhI8fdRw2aBQASirNii4/SLJ/C04AOJNeBoA4A7gkOmiM+by19rE+XHtm9NFjAGiMSVbFNyg91oO7G5lkSkCtWkRSqjXipzW9lfQZeZSedzwTx+Uzd7ALJdKNY+dP5tj5k6mrbWH9XzaQU1HN2NYsfK6ua7PbuY0Ht9tDujtzgEoqMnyFK3qYhmiIUwAoqdTeGaA+yf727flJ9id6HPgJ8A+gGigDPg7cBDxijLnYWvtUiq4tIiNUINJGW7iVNhuk1URo9oQJ5HhILxtD2YJpTJ09HpfryGoJRYaC/IJMzrnudMCpefPvraNq43aad1ZTV9mA2+/0f00zPrwuH26j5o4io4UCQBlM7XXwPfbBs9be0WnT+8A3jTF7gbuAHwBPHXZgP1w7ev0u6/mjNYPzj+C6/SLnjElsYANN1a1OE9CWFkxbx1+j2sJ+IjYMgM/jwuPq2OTBH4xAJIQr0nPne6/LYKLHt5+lLRTudXl9nsO/QAdCnZusdnd84hcTp6FRsJvrx2+q04TD5+743CNAMNy767sM+FyuDi1GwhZC4UjXfzwm9r/Y8d7Ef3sD4YhzfE/HArhd4HF3/PcLhtubYnXdjMUaF04zXYPH7cLrcUGsqaOLtnCEcK/+8g0+t+lwfQO0hsJEDjve0N6wM7FU6T43bpcr2hTT2ekPhLEWLAbnP+cIl3HhMh5c0aaaxhiy0z143O74v43LUOcPET2QaBsdcLvB7QGPG+P1YDwejNdNcW46vnQ3now0fFnp+HLSScvJJD0nE3emD+NWcCcjnzGGzNICJpd23WTNWkuopY3mumYaq5tobPDT0uAn0NKGOxQm2w02GMYGQthQmPrmNpr8bc6bWSQCEQvhCMZGwEacN2FrAYvP4ybL60q8GC2BEG0hpzmpjeaL/T8ST4PF6zb4PIYI1jkllrZQmFDv3sTweQyeTj/itAbDhHvq/m/BEMHnct6HE7WFwtjD3wQ7MNFn4PW4cHXqTtEW+/zr+Tn43O3vnu3/IhA4os9fd8erW0ugl59/zudnxx8GItYeweenwdvpHy9sbdeff709PmIJHdblJdnxLrydPv+DeAjS848dGe5s0rwu0qPfP4zPhzs/n/qWIJEsNwsXDu+2IAoAJZXaa9mSDQuW2ylfX/wauAM4wRiTY61tHMBrD5rMGUWcPuO8wS6GiIiMAMYYvFnp5Gelk19aNNjFEZEU00+fkkrvR5czk+yfEV0m66fXo+jk7+1BX9ZAXltEREREZLhRACip9EJ0eV50/r2Y6DQQiwE/8GpfL2CMmQUU4ASBVQm7no8uL+jimKk4geFOYHtfry0iIiIiMtwoAJSUsdZuA1YC5cDnO+2+FafG7v7EOQCNMbONMR1G1jTGTDXGlHY+vzFmDPB/0eTD1tpQwu6XcKaJOMMYc2nCMS7gh9HkvUczB6CIiIiIyHCjPoCSap8D1gF3GmPOxgnKTgHOwml++a1O+TdFl4m9ds8Afm2MeQlnyoYaYDKwHKeP33rg5sSTWGvDxphP4tQEPmaMeQzYBZwNLATW4vQdFBEREREZNRQASkpZa7cZYxYC/4XTHHM5sA+4E7jVWlvTi9NsAB4AFgAn4Azg0gi8DTwK/NJaG+ji2q8ZY07CqW08D8jBafb5X8DtSSaQFxEREREZsRQASspZa3cDn+xl3sPGtbfWvg18oo/Xfg/4174cKyIiIiIy0qgPoIiIiIiIyCihAFBERERERGSUUAAoIiIiIiIySigAFBERERERGSUUAIqIiIiIiIwSCgBFRERERERGCQWAIiIiIiIio4QCQBERERERkVFCAaCIiIiIiMgooQBQRERERERklDDW2sEug8iwZYypzsjIKJwzZ85gF0VERERERqhNmzbh9/trrLVFR3suBYAiR8EYswPIBSoG+NKzo8vNA3xdGVi6z6OD7vPIp3s8Oug+jw6DdZ/LgQZr7ZSjPZECQJFhyBizAcBau2CwyyKpo/s8Oug+j3y6x6OD7vPoMBLus/oAioiIiIiIjBIKAEVEREREREYJBYAiIiIiIiKjhAJAERERERGRUUIBoIiIiIiIyCihUUBFRERERERGCdUAioiIiIiIjBIKAEVEREREREYJBYAiIiIiIiKjhAJAERERERGRUUIBoIiIiIiIyCihAFBERERERGSUUAAoIiIiIiIySigAFBlGjDETjTG/McbsNca0GWMqjDE/N8YUDHbZpPeMMUXGmE8bY/5ijNlqjPEbY+qNMWuMMZ8yxnT53myMWWSMWWGMqTHGtBhj3jLGfNkY4x7o5yB9Y4z5qDHGRh+fTpLnYmPMi9G/iSZjzGvGmI8PdFnlyBhjTjfG/MkYsy/6/rzPGLPSGLO8i7x6LQ9DxpiLovd0T/R9e7sx5o/GmNOS5Nd9HoKMMVcaY+4yxqw2xjRE348f6OGYI76XQ/m9XBPBiwwTxphpwDqgGHgc2AycDJwFvA8sttZWD14JpbeMMdcD/wvsA14AdgHjgMuBPOBPwL/ahDdoY8yHottbgUeAGuASYBbwmLX2XwfyOciRM8ZMAt4G3EA28Blr7a875fkCcBdQjXOfA8CVwETgp9barw5ooaVXjDHfBm4DqoC/4by2xwAnAi9Ya29OyKvX8jBkjPkhcDPOa/OvOPd6OnAp4AE+Zq19ICG/7vMQZYzZCBwPNAF7gNnAH6y11ybJf8T3csi/l1tr9dBDj2HwAJ4BLPDFTtt/Ft1+72CXUY9e38tlOB8erk7bS3CCQQtckbA9FzgItAELE7an4/woYIGrB/t56dHtPTfAc8A24MfRe/bpTnnKcb5gVAPlCdsLgK3RY04b7Oeix2H39l+j9+ZZIKeL/d6Edb2Wh+Ej+t4cBvYDxZ32nRW9b9t1n4fHI3rPZkTfl5dG78cDSfIe8b0cDu/lagIqMgwYY6YC5wEVwP902v2fQDPwUWNM1gAXTfrAWvu8tfZJa22k0/b9wL3R5NKEXVcCY4GHrbXrE/K3At+OJm9IXYmlH9yIE/h/Euf12pXrgDTgbmttRftGa20t8INo8voUllGOULS59g+BFuAaa21j5zzW2mBCUq/l4akMp9vUa9bag4k7rLUvAI0497Wd7vMQZq19wVq7xUajsh705V4O+fdyBYAiw8Oy6HJlF0FDI7AWyAROHeiCSb9r/7IYStjWfv+f7iL/yzhfPhcZY9JSWTDpG2PMHOB24BfW2pe7ydrdfX6qUx4ZGhYBU4AVQG20j9jXjDFfStIvTK/l4WkLThO+k40xYxJ3GGPOAHJwavjb6T6PHH25l0P+vVwBoMjwMCu6/CDJ/i3R5cwBKIukiDHGA3wsmkz84Eh6/621IWAHTh+UqSktoByx6D39PU7T3m/2kL27+7wPp+ZwojEms18LKUfjpOjyAPAmTv+/24GfA+uMMS8ZYxJrhvRaHoastTXA13D6ar9njPmVMea/jTGPAitxmv9+NuEQ3eeRoy/3csi/lysAFBke8qLL+iT727fnD0BZJHVuB44FVlhrn0nYrvs/fH0XZyCQT1hr/T3k7e19zkuyXwZecXR5PZABnINTG3QsTr/tM4A/JuTXa3mYstb+HGegLg/wGeDrOP0/dwO/7dQ0VPd55OjLvRzy7+UKAEVGBhNdaljfYcoYcyNwE87orh890sOjS93/IcQYczJOrd9PrbWv9Mcpo0vd56GjfQh4A1xprV1lrW2y1r4L/AvOCINnJpsmoAu6x0OUMeZm4DHgt8A0IAtYAGwH/mCM+dGRnC661H0e/vpyLwf9/isAFBkeevq1KLdTPhlGjDGfB34BvAecFW1ulEj3f5hJaPr5AfCdXh7W2/vccBRFk/5VG11ut9b+M3FHtMa3vSb/5OhSr+VhyBizFGewnyestf/PWrvdWttirX0TJ9CvBG6KDtgGus8jSV/u5ZB/L1cAKDI8vB9dJuvjNyO6TNZHUIYoY8yXgbuBd3CCv/1dZEt6/6OBxhScQWO2p6qccsSyce7XHKA1YfJ3izNyL8B90W0/j6a7u8/jcWoc9lhrW1Jcdum99ntWl2R/e4CY0Sm/XsvDy8XR5Qudd0Rfj6/jfKc+MbpZ93nk6Mu9HPLv5QoARYaH9g+d86LDjscYY3KAxYAfeHWgCyZ9Z4z5GnAHsBEn+DuYJOvz0eUFXew7A2cE2HXW2rb+L6X0URvw/yV5/COaZ0003d48tLv7fGGnPDI0vIzz5W+GMcbXxf5jo8uK6FKv5eGpfYTHsUn2t28PRJe6zyNHX+7l0H8vH8xJCPXQQ4/eP9BE8CPqgdMs0ALrgcIe8uYCh9CkwiPiAdxC1xPBT2GITx6sR5f384Hovflep+3nAhGc2sH86Da9lofhA7gqem/2A6Wd9l0Yvc9+oEj3eXg96N1E8Ed0L4fDe7mJFkhEhjhjzDScN5ti4HFgE3AKcBZO089F1trqwSuh9JYx5uM4AwmEgbvouh9IhbX2twnHXIYzAEEr8DBQA1yKM9z0Y8BVVm/ow4Ix5hacZqCfsdb+utO+LwJ34nxxeASnRuFKYCLOYDJfHdjSSk+MMcU4c7FOB1bjNAcsw+kbZnEmiP9jQn69loeZaMubZ3BGeW0E/oITDM7BaR5qgC9ba3+RcIzu8xAVvTeXRZMlwPk4TThXR7dVJb7X9uVeDvX3cgWAIsOIMWYS8F84zQqKgH3AX4Fb7eEDh8gQlRAAdOcla+3STsctBr4FnIbz6+NW4DfAndbacP+XVFKhuwAwuv8S4KvAfJyuGu8Bd1trfzeQ5ZTeM8YUAt/GCfpKcYKENcB/W2sPa5qv1/LwY4zxAp8Hrgbm4jT9q8EJ+O+01q7s4hjd5yGoF5/BO6215Z2OOeJ7OZTfyxUAioiIiIiIjBIaBEZERERERGSUUAAoIiIiIiIySigAFBERERERGSUUAIqIiIiIiIwSCgBFRERERERGCQWAIiIiIiIio4QCQBERERERkVFCAaCIiIiIiMgooQBQRERERERklFAAKCIiIiIiMkooABQRERERERklFACKiIiIiIiMEgoARURERERERgkFgCIiIiIiIqOEAkAREREREZFRQgGgiIiIiIjIKKEAUEREREREZJT4/wGzf5m/3rt1fQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 273,
|
|
"width": 448
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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loNOAM4AXzWwJ8DrBB/7dofJ2BB/wxwMnAVnUnJ3xLoJZvR8RBJdfVdHmoQRZQd8jyDAqTUu70PPuKsqLrrevRVsvAPcA/wV2Eiw9vgS4EXjazM5095qSulwORAOPu7s2CYiIiDQTRQlfNPMnB4pgESMNnqwoLAGgu68xs7HAYwTJW6pK1W/AGuDSmo5rcPfsUJs3EiQIOYyS2aTSvgX+Btzn7rn79xNIIyo637HG33x3/3O5S18CvzKz74AHgD9QTVZPM4sCfhJ6W6fln+5+TBVtriDIJioiIiIiUmtFAWBDC9tB8O7+gZkdSRD8jSUI1krP/nwJLASWlN8LVk2buQQzgXeFjhKo0Ka7rwvXzyARUXrGtjJty9XbH48CfwaGmFmb0N7Cykwg2H+q5C8iIiIi0iKFLQAECAV2i6h5f9/+tL0OULB34Pky9FzVHr/+oeeq9gjWKDRbvBfoACRRdYKhouQvD+9vXyIiIiIiB7KwLpI2swQzO8bMhu5HZkZpnoq+DDg1tASzmJm1AUYC+4D397cDMzuMIPjbC+yook53gn2qu4F/729fIiJy4Fr+wSZm/uEdfnn7Aq577CN2ZDRs4gWR5uiNN97ghBNOoEOHDpgZZ599dmMPSWoQtgDQzH4OfA98CCwHtpvZ1eFqXw5MoZnbN4AUoPzvwwyCGbs5pc8ANLMBZlYmu6aZ9Q1l8KTc9U4Ee08B5rp7fhVDuYwg+cu/lPxFRKTlyVy5jW7PrefcPfDz/Dgu+zKT3z3wPvtyCxp7aCJhZ2ZlHtHR0Rx00EGMHj2aWbNmhS3pSGpqKpMmTWL9+vVceumlTJs2jcmTJ4elbYmcsCwBNbPxwP2ht0Uf5FsD95vZWnd/PQx9fEOQKOQH7r6+XFlf4C2Cc+b71bcvCbufEWRpvd/MxhEkAjoOGEOw9PPX5eqvCT2X3hl7EvBoKMvsOiCNYD/f6QT7Cz8Cbqms89DM42Whtzr7T0SkhSnMKWDXK9+UudaBKK7e7cx+cQ0/Pe/IRhqZSGRNmxYk3c/Ly2Pt2rU899xzLFmyhI8++ogHH3yw3u2/9dZbZGdnc++99zJlypR6tycNI1x7AH9OEJz9xN1nA5jZTwiSc/yc4FiI+koJ9RFbSVlsqXJpYtx9nZkNA+4gOArkdGALwZcGM9w9rRbNrAAeJzjvcQhB8pi9wGqCJZ0PV5MF9jSCIyPed/fV9flZRETkwJO+YB2eWbJApMALibYoEjEGrdjJ3jPyaNOqso8XIge26dOnl3n/7rvvctJJJ/HXv/6VG2+8kT59+tSr/e+++w6A7t2716sdaVjhWgI6DJhfFPwBuPs/CVLyHxumPvoAfYFvKilbV6pcmiB33+jul7p7N3ePc/fe7n5tZcGfu5u7W7lrq919qrsPcveO7h7r7ge5+4nu/kB1R4C4+2uhNo+PxM8mIiJNl7uzd9mm4vcfbn+VNzc/Rl5h8L+N3h7F4tfXNtbwRBrUyJEjGTBgAO7OihUrKq3z+uuvc/rpp9OpUyfi4+Pp168fN998M7t27Squs3jxYsyseIZxzJgxxctNFy9eXFwvLS2N2267jYEDB9KqVSvatWvHuHHjeOONNyr0O2vWLMyMWbNmMX/+fEaPHk27du0qHJXwxRdfMHXqVHr27El8fDxdu3ZlypQpfPnllxXanDp1KmZGamoqDz/8MIMGDSIhIYGuXbty5ZVXsnt35UnoN23axDXXXEP//v1JSEjgoIMOYvjw4fzud7+rtO7Pf/5z+vbtS3x8PB07duSss85i+fLllbbdFIRrBrAjsKqS658Ap4SjA3ffUE1ZPlBluYiIiLRMe7/aSkxeMLuXW5BNasZnOIV8s3cVh7ULvqOOXbUTlLdCWoii/X+xsRVnve+44w6mTZvGQQcdxJlnnkmXLl345JNPuOeee3j11VdZtmwZbdu2JSUlhWnTprF48WKWLFnCJZdcQkpKCkDx84YNGxg9ejSpqamceOKJjB8/nszMTF5++WXGjx/Pww8/zBVXXFFhDP/5z3+YP38+EyZM4Kc//SmpqanFZfPnz+ecc84hLy+PiRMncsghh7Bp0yaeffZZXnnlFRYtWsTQoRWPZ77lllt4/fXXmThxIqeeeiqLFi3ikUceYe3atSxcuLBM3Y8++ojTTjuNtLQ0TjrpJM455xyysrL4/PPPmT59Or/5zW+K665cuZJTTz2VtLQ0TjvtNM455xx27NjB888/z6hRo3juuec4/fTT6/pHFHnuXu8HUAj8tpLr04CCcPShhx5N8QGsGDp0qIuISNP02u1zfeOtb/vGW9/2D26e7ds3rPe/XvFj/9uUC4uvb7hliW/bvKexhyr19Pnnn/vnn3/e2MNoEgi2RVW4vmTJEo+KivK4uDj/7rvvypQtXLjQAT/++OM9PT29TNljjz3mgF933XVlrk+bNs0BX7RoUYW+Tj75ZDczf+qpp8pcT09P96OOOsoTEhJ869atFfowM3/ttdcqtJeWlubt27f3jh07+meffVam7NNPP/WkpCQ/+uijy1y/5JJLHPCePXv6hg0biq/n5eX5iSee6IB/8MEHxddzcnI8JSXFAX/iiScqjOHbb78t00a/fv08Pj7eFy9eXKbe5s2bvXv37p6cnOzZ2dkV2imttr+3Q4cOdWCFh+HzazjPAdT+OxEREWkyMnbvpmdWQnH2gJyByXTqlcLE63/JM7/7Nd/v+5YurXoRZcanyzYy9tzDG3fAEnF/fvMrZi74ulZ1Lxjek7vOGVzm2m3PfsJTH26s1f3XjuvP9aeUPQb5slnLWfDF93W6pz6K9gCWTgLj7txzzz1069atTN377w/yOT7yyCO0b9++TNnUqVOZOXMmTzzxBH/+859r7HfVqlUsWbKE8847r0JW0Pbt2zNjxgzOPvts5s2bx89+9rMy5ZMmTWL8+PEV2pwzZw67du3iwQcf5PDDy/5dPeKII7jiiiv4y1/+wueff16h/Le//S29evUqfh8TE8Oll17KO++8w4cffsjw4cMBeOmll0hNTeWss86qNKlNz549i1+/8sorrFu3jptuuomTTz65TL3u3btzyy23cN1117FgwYImNwsYzgDwejO7tNy19lCcwbM892oydprZm8CrwGyvXZIQERERkWKLn36VIbEHA5BfmM+IyaMBOHjgkZx4wSVsfWkNXVoFHwpz1+1prGGKRMyMGTPKvDcz/vGPf3DppeU/ssOyZcuIjY3lmWee4ZlnnqlQnpuby/bt29m5cycdO3astt9ly5YBsHv37gqJaAC2b98OwJo1ayqUFQVjVbW5atWqStv86quvitssHwAOGzasQv2iYC49Pb342vvvB8dST5gwodIxVDaeDRs2VDqer7/+ung8zTkAbB96VCalkms1zRiOA8YCfzCzecDf3f3t/R+eiIiItCT5X6dBdBAAfhefTUqruOKywadMYO5zJXt/+mTmNfj4RCLNg+0qZGZmsmzZMi677DJ++tOf0rt3b8aOHVum7s6dO8nPz68QNJaXkZFRYwC4c+dOAN58803efPPNatsqLzk5udo2H3nkkRrHV175GU0IZgEBCgpKzgItSnTTo0eFo6erHE9lwXJN42ls4QoA65dDtmrrgW7AFOACM/sSeATNCoqIiEgNuua2hlbB68K+HcqUxSW0ot3A7uRvzyUmKo6kHMhPzyamQ0IjjFQayvWnHFqvJZZ3nTO4wrLQuvjH1HAlx6+bpKQkfvCDH/DSSy8xdOhQLrnkEr788ksSExOL67Rr147CwkLS0ur/Ebtdu3YAzJw5k2uuuaZO95bP+lm+zVWrVjF48P7/GVSnKFDcvHlzjXWLxvPCCy9w1llnRWQ8kRKWYyDcfUNdH8DOWjQ9B+gOXAt8BgwA7gE2m9njZnZiOMYvIiIizcuWTVtJji/5Fr//6EPJzy0gfWsmhQWFABx6wki2Z5d80MtJ1TJQad4GDx7MFVdcwaZNmyrs5RsxYgTp6el89tln9e5nxIgRALzzzjv1biuSbVbVx2uvvdYkxhMpYQkAzWxiHesnEuzvq5G77/bgnLfBwAkEQWEBwazgYjP73MyuM7OD6jpuERERaZ5WL1pNbFQ8AHsLMvjv65v4x81LeXL6B7z0wCoKCwrpe/SxpOdvLb4n4+ttjTVckQZz++23k5CQwD333FNm/9v1118PwBVXXFF8wHtpmZmZxXvkajJs2DBOPPFEnn32Wf75z39WWmf16tV8/33VCXHKu/TSS4sTyHz44YcVygsLC8ucQbg/Jk6cSEpKCi+++CJPPfVUhfLSM4OTJk2iX79+PPTQQ7z6auVhzbJly8jKyqrXmCIhXEtA55rZD9x9WU0VzSweeBEYWddO3P194H0zuxa4CLgCGAzcC9xlZvPc/cK6tisiIiLNS86X24EgycPOnD2s+zi+uGzTF+msfH0Dw07vQ2z31hDaopOxdhtdGdQIoxVpOD169OCqq65i5syZ/O///i933XUXAOPGjePuu+/mtttuo3///px++un06dOHjIwMNmzYwJIlSxg1ahTz58+vVT9PPvkkY8eO5bLLLuP+++/nuOOOo3379mzatIlPPvmETz/9lGXLltGlS5datdexY0f+85//8MMf/pARI0Ywbtw4jjjiCKKiovj2229ZtmwZO3fuJDs7e7//28TFxfHMM89w6qmnMmXKFB5++GFGjBhBdnY2a9asYcGCBeTn5wPBOYrPPvssp512GmeccQYnnHACQ4YMITExkY0bN7J8+XK++eYbtmzZUmapbVMQziQwL5rZie7+RVUVzCwWmEeQ3KXqHaE1cPc9wEPAQ2Y2HLgKOB+4AFAAKCIi0sJ1yjAIbedLyy+sUL785VR6D+pE16GHQSjFnO+CgoJCoqPDskBKpMm67bbbeOSRR7j//vu57rrr6Nq1KwC33norI0eO5P7772fp0qW88MILtGvXjh49enDllVdWejRCVQ4++GBWrFjBAw88wLx583jiiScoKCggOTmZww8/nF/84hcMGlS3L1zGjRtXfDD966+/zjvvvENcXBzdu3dn7NixnHvuuXVqrzLDhg3j448/5u677+a1117jvffeo02bNhxyyCEVEuQMHjyYVatWcd999/Hyyy/z2GOPERUVRbdu3Tj66KOZMWMGnTp1qveYws2KsgPVqxGzM4DngO+AE9y9wryxmUUD/wZ+SPBP7Xh3rzJEN7NCYLq731HLMbQBfuzuf9uPH0Fkv5jZiqFDhw5dsWJFYw9FRERC8vIL2HDbAhKigwww70dnkjJqAH0Gd2LxE1+w9Ztgr1/HHkmcefVhfH/XcuKig2gx99JD6XtY10Ybu+y/oiMFBg4c2MgjEam92v7eHnPMMaxcuXKlux9T3z7DlQTmFeBKoBcw38zK5Fq1IJ3PHILg733gjOqCv/0cw14FfyIiIvLp0q+Kg7+cgn1M+u04hk1IoWOP1oy75HBiYoOPPzs3Z7J6yU7SCkqyHqZ+tK5Rxiwi0lDCtsbB3WcBvwKOJFgOGl+q+FGC5Zn/JZj5y6xFk7OBj8M1PhEREWkZor4sWYi0My+N2PjY4vftuyZy/Dn9it//940N7I4q+U46d0NtkpSLiBy4wrrI3d3vBh4ARhEkhokys78ClxIc43BKaP9ebdq61N1fDOf4REREpPnL3by7+HV2q4r7/wadfDA9DgsWK7lDRnZ+cVnCHh0ILyLNW9h3Obv7tcDTwCTgU+CnwNfAD3R4u4iIiERa/L6SjzcxXdtVKLcoY+zFA4lNiAZgb25JTrx2+eHMjyci0vREKs3VxcBbBAe3rwfGursO1xEREZGIKiwopK21LX7faUifSuu17diKUef1ByCTpOLrHaJaU1BJ1lARkeYiLF9zmdnCSi63BhzIAf4V5IEpw9193H70NQiYDpwEJAHfAP8C7nX3/GpuFRERkWZu8+qNxEQFe/6y8jPodexxVdY97Lhk3p77FXl57ckuyCIhOpGYqFhSv9pKv8O7N9SQRUQaVLjWOYyupmxA6FFetedPmNl3wD3ufl+paycBrwKlT1M8HPgDwcHyZ9VyvCIiItIMff72lxxBkAF0V146hybFVVk3OjaKzr3asPWb3ezNSychOvh4sek/FFSFAAAgAElEQVST9QoARaTZClcAOCZM7ZSWTDCLCICZRQGPAa2Ae4G/Ad8DJwAPAmeY2Y/d/YkIjEVEREQOAFFb9kIoAEwnp8b6yf3aBQFgQTadQ9f2fbs9cgMUEWlkYQkA3X1JONqpwUlAH+Bv7n5zqeuvm9kPgDUEew8VAIqIiLRQbXOA0KRfTpuqZ/+KdOvbjo+BjIKShUkx6TUHjiIiB6pIJYGpMzO71sy+qabKYIJlow+WL3D3DcArwJAIDU9EREQOAO2iSnaJtE7pWmP9rn2DhDEZhSVnBXb22Kqqi4gc8JpMAAi0B3pXU16UoquqIHFdqA0RERFpgbZ9n0HrmGD3SIEXcNiJh9d4T1K7eNp2SiDLSzKBJhTE415tqgIRkQNWUwoAK1P6X99vQ89tqqjbBsiM7HBERESkqVrz7lfFrzPydtGtf7da3Zfctx1ZpY6CaBXVmsy09LCPT0SkKWjqAeD1ZvZNaGno/4auHVFF3T7A1oYZloiIiDQ1e9ZsLn69uyCTqKgKR1BVKrlvO9yMrPwsAKIsip1fpkZiiCIija4pB4DfArsBCz1yQ9dOLF/RzDoQZCL9b0MOUERERJqOhPSs4tcZ0QW1vi+5bzsAsgqyi69lbtoRvoGJiDQhTTYAdPcUd+9TyeN3lVTvBtwNPNzAwxQREZEmom1+ycea/A6J1dQsq2OPJGLio8ksyC2+9u3anWEdm4iUtWbNGqZNm8akSZPo1asXZoaZkZ+fX+O9q1ev5uKLL6Znz57Ex8fTpUsXTj75ZObMmdMAIz/whescwEbl7p8DMxp7HCIiItJ42keX7ONrf2jt9v8BREVH0TWlDZnrSnaSRO2t+UOoiOy/119/nTvuuIPo6Gj69+9PQkIC2dnZNd43a9YsLr/8chITEznzzDNJSUlh165dfPrpp7z66qtcfPHFDTD6A1uzCABFRESkZduzcy+tY4I8cYVewBGjj6zT/cl927H165IZxFa5TXaRlEizMGHCBI4//ngGDx5Mq1atSElJYcOGDdXe8/7773P55Zdz5JFHMn/+fJKTk8uU5+XlRXLIzYb+dRMREZED3vcrSk6JysjfTbuuHep0f3LfdmSVOv+vtSeEbWwiDS01NRUzY+rUqaSmpjJ58mQ6depEQkICw4YN4+WXXy6um56eTkpKCvHx8axYsaJMO4WFhYwePRoz4/HHHw/rGA877DCOO+44WrVqVet7brnlFgoKCnj88ccrBH8AsbE6w7M2DpgA0Mz+aWb/MLMKp7qaWXJReWOMTURERBrXri+2FL/OyNnN5ltuoWD37lrfHwSAJR9E20S31lmAcsDbsGEDw4cPJzU1lYsuuojzzz+fTz/9lEmTJrFo0SIAOnTowNy5cyksLOT8889nz549xffPmDGDJUuWMHXqVC688MLG+jEA2LRpE++88w7Dhg3jiCOOYNGiRdxzzz3ce++9LFiwgMLCwkYd34GkKS0BXVxD+VSCcwH/CGwrV9auVPllYR6XiIiINHH52zMhdJbfvuw09rz1ElkffEi3O++k9aiRNd6fkBRLqy5tKczJIcqiSYhOZPf3abTv2jHCIxeJnMWLFzN9+nSmTZtWfG3KlCmMHz+eP/3pT4wZMwaAESNGcOedd3Lrrbdy1VVX8dRTT7Fo0SJ+//vfM3DgQB588MEy7aampjJr1qw6jWXq1KmkpKTs98+yfPlyAPr378/YsWNZvHhxmfJBgwbx7LPPcsghh+x3Hy1FkwkA3X0JsKSaKpeGnrdUUralVLmIiIi0MHH7KP5UU7g3+J44f9s2Nl5+OR2mXECXm24iKrH6zKDdDmnPvk/WkxTaS7jpq00KAJuT6e0aewS1N732s9fV6d27N7fffnuZa6eddhq9evXiww8/LHP95ptvZtGiRcydO5ejjjqK+++/n7i4OJ5++mmSkpLK1E1NTWXGjLrlXxw9enS9AsDvv/8egH//+9906tSJZ599lnHjxrF9+3ZmzJjBv/71L8444wxWr15NXFzcfvfTEtQ7ADSzhft5q7v7uDpUnl1N2R6gynIRERFp3hIpWb4Zs3N9mbL0J58i89336P7Hu2k1ZEiVbST3bce+/2YXB4BpG3ZUcvqwyIFjyJAhREdHV7jes2dPli1bVuaamTFnzhyGDBnCbbfdBsDDDz/MoEGDKtw/evToBl8iXVBQUPz86KOPcuaZZwLQtm1bZs+ezZo1a/joo4+YN28eF1xwQYOO7UATjj2Ao6t4nFyL6yIiIiL1snNbBomhIyDcndbff0mnn/+c1uNKvmfO3bCB1Ck/5vu//AXPza20neS+7cgqKMkimP39nkrriRwo2rdvX+n1mJiYSvfMde7cmZNOOgmAjh07ctFFF0V0fHXRoUOQ2Ck+Pp7TTz+9TJmZMWnSJIAKM5tSUb1nAN29TBBpZnHAv4Ejgd8R7O3bCiQDY4BfA58CP6pv3yIiIiJfLFtPbws+jmTl7yE+N5vEYcPodPXP2P38C2z7/e8pzMyEwkJ2/u1hMpa8Tfc/3k3CoYeWaadDciL7vORDsafva9CfQyIsTMsqm7O5c+cyd+5cOnXqxI4dO7jmmmt45JFHKtRrjD2Ahx12GABt2rQhKqriHFZRgLhvn/7e1iQSewB/AwwDjnT3XaWubwBmmdmLwOpQvd/uTwdmNgg4iWC39zfAfHfPqNeoRURE5ICU9sUmetMagMy8PbQC4vr2wcxo/8OzSRp+LN/96tdkffABADlr1pB67nl0ufkmDip1aLRFGfviSpbLxWcpq6C0HOvWrePKK6+kc+fOrFixggsvvJBHH32UcePGMXny5DJ1G2MP4ODBg4sD023bttG1a9mDAT799FOAevXRUkTiGIgfA/PKBX/F3D0N+A9QbS5ZM7vSzIaWuxZvZo8DHwP3A3cBTwNrzazW+wlFRESk+YhKK/kOODtnF1GtWxPTuXPxtdgePej12D/petsvsfh4ADwvj21/uIvMcvugEpNLEoW0RWeKScuQm5vL+eefT0ZGBrNnz6Znz548+eSTdOzYkSuvvJK1a9eWqV+0B7Auj9GjR9drjDExMVx11VVAcB5g6SWsq1evZtasWcTExHDeeefVq5+WIBIzgN2ByhfXl8gDutVQ52/AdGBlqWt/AaYA6cCrwHbgOOB44HkzG+TuqXUfsoiIiByoEnPzIXRue/6+NOL69sXMytSxqCgOuuQSkkaNYvPNN5Pz+RoA9rz6GknHH19cr1NKZ9iZCUA88Q3zA4g0sltuuYUVK1Zwww03MGHCBAB69OjBrFmzmDhxIpMnT+a9994La3bNHTt2cNNNN5V5D3DZZZcV//395S9/yYABA4rr/OpXv2LBggXMmTOH1atXM3r0aLZv3868efPIzs7m3nvv1TEQtRCJGcBNwKTQXsAKzCwemARsrkujZtYDuBxYCxzl7he5+w3uPpJgX2EScH29Ri4iIiIHnDalZ+r2biW+b98q68b360fyr39d/D7j3aVlshm2S+lS/LpVVBKFhQXhHaxIE/PSSy8xc+ZMhg0bxt13312m7Mwzz+T6669nxYoV3HzzzWHtt2i2seiRmRl88TJnzpzia1u3bi1zT2JiIgsWLGDatGlkZWXx0EMP8eKLL3LCCSfw6quvcsMNN4R1jM1VJGYAZwMzgIVm9ivgXXcvMLNoYBRwJ9AXmFZNG5UZA0QDt7n7ptIF7n6XmV0AnFLv0YuIiMgBw91pHV1yBER82rfE9Z1Y7T2tBg8mqnVrCjMyyP9uC7nr1xcHjW17dmCPf020xRAXnUDGth207da12vZEmpqUlJRqj2kofYj6xIkTq6173333cd9994VzeEDNY6xKYmIi06dPZ/r06WEfU0sRiRnAu4EXgROARUC2mW0DsoGFoesvherVRQ/AgaVVlL8L9NqfAYuIiMiBafuWPSTGBAlg3J3EnanE9+1T7T0WG0vS8SOK32cuLflo0bpDAln5WcXv09ZvC/OIRUQaV9gDQHfPc/ezCZK8LAR2AweFnhcAP3b3s909v45NZ4eeq8rhu5vIBLQiIiLSRH394Tqiio6AKNhLTH4ecdUsAS2SNHJU8euMd0oCwNj4aLILS1IZpK6p044VEZEmL2IBk7s/6e6nuHsnd48NPZ/q7k/VoZkhZnaxmV0MpISuHVxF3R5AWn3GLJFjZgeb2T/N7DszyzGzVDP7i5l1qEMbi83Mq3kkVHPvWWb2mpltD/W/0cxeNLMRVd0jIiJN366vtxS/zszdAzExxPXsWeN9SaNKAsCs5cspzMkpfr+v1HfU+7bpMHgRaV4isQcwnM4mSBgDUJTO61SCRDDlHQt83RCDkroxs37Ae0AX4AXgC2A4cC0w3sxGuvvOOjRZ1cEzFWaVzSyKIKPsFcBG4FlgJ9AVGAEcA7xfh75FRKQJScrYB7QFIDt3L+169sRiaz6+Ie7gHsT16UPu+vV4djZZH31E65Ejg3aiSu1L2ptdRQsiIgemphwAXlrF9fXlL5jZKOBQguBCmp6/EgR/17j7A0UXzew+gsytdwI/rW1j7j69Dn3fSBD8/Qu43N3LHFFiZjrkSUTkAJaQXVD8FXHevl3E9at5+WeRpFGjyF0ffKzIXPpucQCYE1vy8Sgup+5JKkREmrJG2TNnZo+ZWbV7AN19dhWPtyupu9Tdo9z91siNWvaHmfUlmLVNBR4qVzwNyAQuMrOkCPTdFvgtwdEkV5QP/iDYsxrufkVEpOHE5Zf6KJPxPfF9ah8Ath41svh15tJ3il8XJJXsKEgojK7fAEVEmpjGnAG0mqtIMzA29PyGuxeWLnD3vWb2LkGAOIIgSVCNzOx8oA+QC6wBFrp7TiVVzwJaEywBjTKz84BDgL3AUndftR8/j4iINCGJllj8OjZ9M3F9R1VTu9y9xx6LxcbieXnkfL2WvK1biU1OJrpDGwglAm1F+A6+FhFpCpryElBpHg4LPX9VRfnXBAHgodQyAATmlnv/vZld7e7/KXf92NBzHkGg2Lt0oZnNAy529yxqYGYrqigaUIvxiohIBOTvyyUxutQREDvW1ngERGlRiYkkHjuMzPeWAZD57ru0P/dcWvfoAJvTAUiIrjK/mIjIASksS0DN7O26PIAJ4ei33BguM7N/hrtdqbd2oefqju8AaF+Ltl4AJhJkgm1FEHzdFbr3aTMr/3vVJfR8C7AdOA5oE3r+CDiXYH+iiIgcgD77YG2pIyAyiM/NIK5P7QNAKHccROg8wE79OhdfaxWdRG72vjCMVkSkaQjXDOAogkPa67KsM9y7qkcBFwM/CXO7EllFvzM1/j64+5/LXfoS+JWZfQc8APwBeK1UedHGjX3ARHffGnr/oZmdRTAreZGZ/drdqz3oyd2PqXTwwczg0JrGLiIi4bft8810JJihy8zbS+vOnYhu27ZObSSNGgV/+lPQxnvL8IICeqS0I93zibYYYqPi2b11B51Taj5aQkTkQBCuJDDpwKcE+7Jq85gXpn6l6Sua4WtXRXnbcvX2x6MER0AMMbM2pa6nh57fLxX8AeDuW4APCP4ODKtH3yIi0kjySp3Rty8vg/i+/ercRvyh/YnpEiwYKdy9m+zVq2nTNp59BSWzflvWbq3qdhGRA064ZgD/CxwPfOvuNc7kmFlGLerUdSavfx3rS8P4MvR8aBXlRX9uVe0RrJG7Z5vZXqADkESQ5KV037uquLUoQGy1v32LiEjjicvMLf4kk5ezl7g67P8rYmYkjRrF7mefBSBj6bu0GjKEfQU5tI4JvlPcvSG9uiZERA4o4QoAPwbGEOzJWlOL+rVZKvoodVsmanWsLw1jUej5VDOLKp0JNDRbN5JgieZ+H8ZuZocRBH97gR2lioqSyhxRxa1F11P3t28REWk8iQVW/EmmMGsX8X3qPgMIwXEQRQFg5tKldP751eRFFRSXJ2RWlmhaROTAFK4AcD7Qj5LlfDV5hJLAoCp5wBbgsVq2eTYwuJZ1pYG4+zoze4Mg0+fVBHv1iswgmLF72N0ziy6a2YDQvV+UutYXyCm/V8/MOlHyOzLX3YvPl3T3VaFjJkaa2eXu/mip+y4HBgLrgOVh+WFFRKRBtbb44tdRe7cT1/eU/Won8fjjwQzc2ffJJxTs3o3HlnxXnbdHSWBEpPkISwDo7m8Bb9Wh/rvAuzVU+xzo6u4zatOmmaWgALCp+hnwHnC/mY0jmCU+jmDW+Cvg1+XqF80il54pPgl41MyWEARtaUAv4HSC/YUfEWT7LO8yYCnwiJmdA3wGHB66LwuY6u4FldwnIiJNWGGh0zo6qfh9QvrGOh0BUVpMhw4kDBpE9iefQGEhmcuWQUI0ZAflnpVffQMiUmfPP/88Tz31FKtWrWLbtm1kZ2dz8MEHM2zYMG688UaGDSuboiEzM5Pnn3+eV155hZUrV7Jx40aioqI47LDDuOCCC/jFL35BXJzO7ayNcCWBiYT/Al3NrGtjD0Tqx93XESRamUUQ+N1IMGN8P3C8u++sRTMrgMcJjnY4N9TGeGA1cA0w0t0r7PVz9y8JsnT+AzgKuBY4BngKGObuS+vzs4mISOPYvHE78dHBFu4Cz6f1vm3EJCfvd3utR5U9DiK6TanZxdzCym4RkXp44YUXWL58OUcddRRTp07lmmuuYfDgwTz33HMMHz6cRx99tEz9d955hwsvvJDXX3+dI488kl/84hdccMEFbN68mZtuuokxY8aQnZ3dSD/NgaUpHwS/imAGaAjwei3qfwG8HdERyX5z943ApbWsW2GPqLuvBqbWo+/L9+deERFpmtavXE/f0Ous/AySUg7Govb/e+2kUaPY8dfgaNjMpe8Se9GpwQmyQHRBU/6+XOTA9H//938kJCRUuL569WqOPfZYbrrpJi6++OLiWb3k5GQef/xx/ud//qfMTN/evXsZPXo07733Hg899BA33nhjg/0MB6qI/YtmZl3M7HQz+7GZXVzZo4YmHiJI7LGwNv25+x/dfUy9By4iIiJN3p5vvi9+nZWXSVzfvtXUrlmrwYOIahNk/czfupVd2cVb04kltl5tizS01NRUzIypU6eSmprK5MmT6dSpEwkJCQwbNoyXX365uG56ejopKSnEx8ezYsWKMu0UFhYyevRozIzHH388rGOsLPgDGDRoEAMHDmT37t1s3769+PqQIUP48Y9/XGGZZ5s2bYqDvsWLF4d1jM1V2ANAM4s1s38Am4GXgDkESTpKP2ZRQ3IXd893993unhfuMYqIiMgBLq0kQMvOy9yvIyBKs5gYko4/vvh9u73fFb9OiIqv7BaRJm/Dhg0MHz6c1NRULrroIs4//3w+/fRTJk2axKJFQT7GDh06MHfuXAoLCzn//PPZs6fkfM0ZM2awZMkSpk6dyoUXXtggY/7qq6/48ssv6dSpE926davVPbGxwZc0MTFNeXFj0xGJ/0q/I1jqtw54AthIcEi3iIiISFh0KJW+Kz9nL/F9B9S7zaRRI9n7xhvB6y+WQ3JwhG18VCuy9mSR2Dax3n2INKTFixczffp0pk2bVnxtypQpjB8/nj/96U+MGRMsnhsxYgR33nknt956K1dddRVPPfUUixYt4ve//z0DBw7kwQcfLNNuamoqs2bNqtNYpk6dSkpKSoXrb731FkuXLiU3N5f169fz0ksvAfDoo48SVctl3f/85z8BGD9+fJ3G1FJFIgCcQpDZ8Wh3V95kERERCbv4PKNoZWZhZjpxfeq3BBTKJoIp+O8HFI6/gCiLIi46gS3rttDv6P07Z1CahkGzBzX2EGpt9SWrw9JO7969uf3228tcO+200+jVqxcffvhhmes333wzixYtYu7cuRx11FHcf//9xMXF8fTTT5OUlFSmbmpqKjNm1CpRf7HRo0dXGQD+8Y9/LH6fnJzMrFmzOO2002rV7oMPPsj8+fMZMmQIP/nJT+o0ppYqEnsAuwCvKvgTERGRSEmgZB9QdOZ24lJ617vN2O7diesXBHmek01OYUlGwW3rtta7fZGGNmTIEKKjoytc79mzJ+np6WWumRlz5syhe/fu3HbbbWzZsoWZM2cyaFDFwHn06NG4e50eo0ePrnSMd999N+5ORkYGK1euZOzYsUyYMIE777yzxp/v2Wef5brrriM5OZl58+YVLwWV6kUiAPyW2h8ILyIiIlInXlhIYlTr4vdtorKIig/PPr3Wo0YWv84pKAkA93yXFpb2RRpS+/btK70eExNDYWHF4006d+7MSSedBEDHjh256KKLIjq+0pKSkjj66KN54oknOO200/jNb37D8uXLq6z//PPPM3nyZLp06cLixYvpW89EUC1JJJaAzgKuNrN27r47Au2LiIhIC5a2cRtx0UEGwfzCfDp0C9/evKRRo0ibPQeAvPxsiiYa89Izq7lLDgThWlbZnM2dO5e5c+fSqVMnduzYwTXXXMMjjzxSoV449wBWZvz48cyfP58lS5Zw7LHHVih/5plnmDJlCsnJySxcuJD+/fvXaSwtXSQCwLsJDtx+y8xuAVa4+54a7hERERGplY/f+5rDCI6MzSrIoGPflLC1nXjssVh8PJ6TQ0FeSdDnmTlh60OkKVq3bh1XXnklnTt3ZsWKFVx44YU8+uijjBs3jsmTJ5epG849gJXZvHkzUHlWzyeffJKLL76YHj16sGjRIs387Yd6LwE1s0IzKyh6AHnAecAxwFtAeunyUg9lBhUREZE6y/p2Z8nrMBwBUVpUQgKJw4YBUJibUXw9JkcfW6T5ys3N5fzzzycjI4PZs2fTs2dPnnzySTp27MiVV17J2rVry9Sv7x7AnJwc3nvvvUrHsnz5cv72t78RFRVVIavn7Nmzueiii+jVqxdvv/22gr/9FI4ZwLcBD0M7IiIiIjWyXVnFr3NyM4jve3RY208aNYrMd9+F7JKdLHEVt0uJNBu33HILK1as4IYbbmDChAkA9OjRg1mzZjFx4kQmT57Me++9V+EQ9v21b98+Ro4cyYABAxg6dCgHH3wwWVlZrFmzhoULFwLwpz/9iQEDSo53WbRoET/5yU8oLCxkzJgxPPZYxSPF27dvz3XXXReWMTZn9Q4A3X10GMZRJTPrRXCu4FjgUKA9QcC5m+C4iQXALHf/NpLjEBERkaYhIdshlPMlP2cvcWGeBWg9aiTf/xGiskoSv8RTMZOiSHPw0ksvMXPmTIYNG8bdd99dpuzMM8/k+uuv589//jM333wzM2fODEufSUlJ3HHHHSxZsoQlS5awY8cOzIwePXpw4YUXcvXVV3PccceVuWfDhg3FiWuKzv0rr3fv3goAa8Hcm+7knZn9DLiH4J95q6ZqNnCju/9fgwxMJMTMVgwdOnToihUrGnsoIiItxvvXPsXBrQ4G4OuNCxnzxLQa7qgbd2ftmLFkxvag0zFXAfBd1rccc98FRMdEIoG6hMOaNWsAGDhwYCOPRKT2avt7e8wxx7By5cqV7n5MffsM+79iZvaNmV1TQ52rzeybGuqcATwIZAG/B04AOhPk44oLvT4hVLYPeNDMJtT/JxAREZGmrHV0q+LXsTEFYW/fzEgaNZLYfbuKryVEx5G5W4lgROTAF4mvsVIIlmlWpz1Q04mtNwE7gaHuPs3d33f3ne6eH3rsDF37LUHCmTTg5voOXkRERJqunNw8kmJKzgDs0DUhIv20HjWKqKySJObx0a3Y8/3eiPQlItKQGmsdQ2sgt4Y6RwNza7O3z91TgacJAkERERFpptZ9uYnYqGADYF5hLp37d4tIP4nDh0NuqQAwKpGd322PSF8iIg0pLOcAhhK1lNa+kmsA0UAvgmMiql0CGqpbU5BYWi6NF9CKiIhIA9i8aiNti84AzM+gU//wHQFRWnSHDlg0FBTmEx0VQ0xULOnfpdV8o4hIExeug+BTKXsUxLWhR1UMuKGGNj8HzjOzGTUdJG9m7QmCys9rHqqIiIgcqPZt3Al0Cl7nZ4b9CIgiZkZM167kFGSRGNUWgL1bd9Vwl4hI0xeuAHAOQQBowMXAJ8DHldQrINjXt8Dd36ihzb8CjwHLzexO4HV331a6gpl1BcYDvwZ6hJ5FRESkmYpOz4SoIADMzs0ktkePiPUV06UzmflZEBsEgHm7MiPWl4hIQwlLAOjuU4tem9nFwHPufkc925xtZoMIZgofC7WdQXD+H0A7gr2EEASe97n7v+rTp4iIiDRtHb3kVKj8wmwsOnLn88V26Up+diaEko56VnbE+hIRaSjhmgEs5u5h24fn7jeZ2Tzg/wFjCGb52pSqshlYCPzN3ZeFq18RERFpmmLzoyk6kz06NvxHQJQW06ULhWtLMn/G5Ea2PxGRhhD2ALA0MzuYIJtne4KZu5XuvqkubYQCu2Wh9hIJZv4Adrt7VhiHKyIiIk1cgpWcAZjUIT6ifcV07Yp/urH4fbxDYaETFWXV3CUi0rRFJAAMZQD9O3BKJWVvAj8NHd1QJ6GAT0GfiIhIC1RYUEBSTMlCoI4ROgKiSEyXzpDzWfH7OIti395cktpFNvAUEYmksAeAZpYMvEuwXDMVeBvYAnQDRgGnAkvNbJi7bw13/yIiItI8fbd2CzFRsQDkFubQ5eh+Ee0vtmtXyC5JRJ4QFUNGeo4CQBE5oEXi3LzfEAR/twL93X2qu98WShRzGHAL0B24vTaNmVlXM/uhmU00s3bV1DvZzH5b/+GLiIhIU7Rm2dfFr7PyM0g8JLIBYEyXLkSVCgDj/j97dx4fZXU2/v9zzUwmOxCyEAmBsCggIkEi0goYFsVYEGurUAoarcVWv0VRcWldwAesrYqCy6OVKlAeDFb9uRU3JOBeMIAIriwJiMhiQjayzpzfH/dkZkL2ZAYSvN6vV165l3Ofc6a1Ndfc51yXLYSjhRVBHVMppYItGAHgL4C3jTEPGGNq7ZY2xriMMQ8CbwMTm+pIRP4f1lvEF4CXge9EpKH6genAPW2Yt1JKKaXasYpd+73HZUgw9uEAACAASURBVNVHsUVEBHU8R0ICtjJfEhinLYTy0qqgjqmUUsEWjAAwEchpok2Op12DRCQdWIw1xzXAG1hLVh8Qkf8TkWDMXSmllFLtlKOwzHtcVl3WSMvAsIWFYbe7veehtlDKSjQAVEp1bMEIogqBXk206Ymvnl9DbgSqgfHGmAnGmInAAKyMoFOBFSKiabiUUkqpn4gIl6/mX6Ucn0DM0cmXddRpD+NokRaDVyqQDh8+zJw5cxgwYADh4eF06dKFoUOHcttttzX57HvvvYfdbkdEuPPOZu0uUwQnAPwA+LWI/Ly+myJyDnCZp11jRgCvGmPer7lgjMkDxgIvYgWBywIyY6WUUkq1exF2v+QrEUGtZOUVnhCD21hvAUNsoRzNP3JcxlXqp2Dz5s2cfvrpLFy4kN69e3PDDTeQmZlJcnIyzz//fKPPFhcXc+WVVxIR5KXgJ6Ng/L/nAqx9gOtFJAvIxsoCmoi1T+83gBu4r4l+YoCvj71ojKkUkanA/wHTRaTaGHN14KavlFJKqfYowh7pPY5Kjj0uYzq6daOssoxQhzV2ZUFxE08opZqjoKCASZMmUVlZyYcffsiIESNq3a+qavwt/w033EBhYSF33HEHf/nLX4I51ZNOwN8AGmM2Ab/GWuL5W+Bp4HVgCTADKAIuN8Y0tU/wANC1gTHcnr5fAK4UkacAXQ6qlFJKnaRKyyuJcER5z3v+/PTjMq4jIZ4ql2+/YXWxLgFV7V9ubi4iQmZmJrm5uUydOpW4uDjCwsJIS0vj9ddf97YtKCggJSWF0NBQcnJq/3nudrtJT09HRFixYkVA5/jwww+zb98+FixYUCf4AwgJCWnw2VdeeYVnn32WxYsX071794DO66cgKIlUjDGvY+0DnA48DDzj+T0D6GWMebUZ3XyLVTewoTHcWG8TXwOuAf7YxmkrpZRSqp3a8cHn3hqAFa5yEoee2qznfij9gRuzb+S3q39LbmFui8cN6daNar+EM6Y8+MlnlAqUvLw8hg8fTm5uLjNmzGDKlCls27aNyZMnk52dDUBMTAxZWVm43W6mTJlCUZGv9Mm8efNYv349mZmZTJ8+PaBzW7lyJXa7nRkzZvDFF1/w6KOP8re//Y0XXniBkpKSBp87ePAgv//977nkkksCPqefiqAtoDfGlAIrPT+t8TZwn4gMMcZ81sAYLhG5DKtERAZgWjmWUkoppdqxQznfEksSYNUAtNmb/g770x8+5eb1N5Nfng/AwpyFLB67uEXjOhIScFXt8p6bisoWPa/UibRu3Trmzp3LPff4KqVNmzaNCy+8kAceeIAxY8YAMGLECBYsWMBtt93Gtddey3PPPUd2djbz589n4MCBPPbYY7X6zc3NZenSpS2aS2ZmJikpKYD11nHnzp2cdtppzJ07l0ceeQRjfH/Gx8bGsnz5ci666KI6/cycORO3282TTz7ZovGVT9B3UItIJ6AzUGiMKWqqvZ8XgVRgCFBvAAhgjKkSkV8CTwEpbZiqUkoppdop14FCcHoCQNfRRtsaY3juq+d4YOMDVJtq7/UP9n1AYUUhnUM7N3tcR0I33JVbvef2ancjrVV79uWAgSd6Cs028KsvA9JPr1696mTHnDBhAj179mTDhg21rs+ZM4fs7GyysrIYMmQIixcvxul0smrVKiIjI2u1zc3NZd68eS2aS3p6ujcAPHjwIAA7d+70vvm74oorMMawYsUK7rjjDn71q1+xadMmBg70/ff2zDPP8Morr7Bq1Sq6devWovGVT1CWgIqIXURuF5EdQAFWMfcCEdnhud5k4GmM2WGM+Y0xZnkz2lYaY64yxoxp++yVUkop1d44K3xvB8pMw2/hKlwV3PXhXfx1w19rBX8AVe4q3t3zbovGdSQkYCp9iV9CBaoqXS3qQ6kTJTU1FbvdXud6cnIyBQUFta6JCMuXL6d79+7ccccd7N+/n0WLFjF48OA6z6enp2OMadFPenq693mXy+X9fcMNNzBnzhy6detGYmIit9xyC7NmzaK8vJxHHnnE+0xubi433ngjl112GZdffnmA/hP6aQp4ACgiTuAdrGygKcBeYIPnd4rn+hpPO6WUUkqpJoXZfCUg7JF1/6AFa7/flW9cySs7X/FeOz32dK44/Qrv+erdq1s0riMuFip9iV9CRCjXYvCqg+jSpUu91x0OB2533bfZ8fHxjB49GrCWYc6YMSMo84qJifEe//KXv6xzv+aa/1vKq6++mvDwcJ544omgzOmnJBhLQG/CKvfwOnCzMebbmhsi0hd4CJjkaXd/awYQkSuBK40xY9s8W6WUUkq1e6E2X0H20LjoOveP3e8HcHHfi7lrxF0UVhTyry/+hcGw8YeNHDp6iPiI+GaNK3Y7buML+EJtdspLq4juGtaGT6NOhEAtqzyZZWVlkZWVRVxcHIcPH2bWrFk8/fTTddq1dQ/gKaecQqdOnSgqKqo3SK0JEMvKfEmXNm3aRGFhIfHx9f9vd8GCBSxYsIDJkyfz8ssvt2huPzXBCACnAduASzyZOr2MMTtF5FJgC1YZh1YFgFhvEs9ryySVUkop1TGY6mrCHb49SJ1OS/LdM4aVX63kwY0Pepd82sXOnLPnMG3ANESEMEcYaYlpbPxhI27j5q3ct5h+eguyB4b4Kk05bQ7KS/UNoDr57Ny5k5kzZxIfH09OTg7Tp09nyZIljBs3jqlTp9Zq29Y9gABjx47l5ZdfZtu2bQwaNKhW223btgHUan/FFVdw9Gjd/b/ffvst7733HqmpqQwbNoyhQ4e2aF4/RcEIAPsBjx4b/NUwxrhF5A3gT0EYWymllFInmYp9+2rVAExI7WNdd1Vw78f38upOX3WprmFdefC8Bzk78exafWT0zmDjDxsBeGP3Gy0KAO0Rvl0rTgmhorS6kdZKdTyVlZVMmTKFkpISVq1aRXJyMitXrmTIkCHMnDmTtLQ0+vXr521fswewLa6//npefvll5s+fz4QJE7xvAo8cOcL//M//ANQKPBcvrj+D79KlS3nvvff4xS9+wfz589s0p5+KYCSBqQSimmgTCejXZ0oppZRqUu6H27B78sdVuMqISY717vfzD/4GxQ5i1cRVdYI/gPN7no/DZvWx9fBW9hbvbfb4zhjfktNQeyhlJVoKQp1cbr31VnJycpg9ezYZGRkAJCUlsXTpUoqLi5k6dSqVlYH95378+PH86U9/Ytu2bZxxxhn88Y9/5I9//CODBw9m+/btXHLJJVxxxRVNd6RaLBgB4Fbg1yJS7wJdEYkDfk0jpR2UUkoppWp8v32f97i0uoRPD3zKlNensP3H7d7rk/tOZlnGMhIjE+vto0tYF87tfq73/I3dbzR7/IjErt5jpy2co0dKG2mtVMfy2muvsWjRItLS0rj//tq7syZOnMjs2bPJyclhzpw5AR978eLFLFu2jB49evCvf/2LpUuXEhcXx+LFi3nhhRew2YJSsOAnLxhLQB8DsoANIjIfyAb2A4lYyWHuBOKBWW0YY13bpqiUUkqpjsJ1pAI8L+FKXUf549u/x2WsNPIOcXDr8FuZ2n8qItJIL9Yy0PXfrQesAHDmmTObNX5kcjyVh6xjpy2Mkvz8xh9Q6gRLSUlpdInmunXrvMeTJk1qtO3ChQtZuHBhIKdXyxVXXNGmN32ZmZlkZmYGbkI/AQEPAI0xz4tIKnA78I96mgjwd2PM820YYz2wvrXPK6WUUqrjcLh8ZR+KTJE3+Osa1pWHznuItMS0ZvUzJnkM4Y5wyqrL2HFkB98UfMNpMac1+VxE90RKNx4lxB6GiFD6Y2HrPohSSrUDQXmvaoz5M/Bz4BlgM7DL8/sZ4FxjzO3BGFe1XyLSQ0SeEZHvRaRCRHJF5BERiWn6aW8f60TENPJTJyd3E+0/CeynVEopFQyhfjUAf7QVAXBG7Bmsmriq2cEfQERIBOk90r3nq3c1ryZgSLcEqlzl3nNXsS4BVUp1XMFYAgqAMeYToNV/YIvIO8BqYJkxRtdadGCe+o8fAQnAK8BXwHDgBuBCETnXGPNjC7psKO9wQ2nZ8oCl9Vz/rgVjKqWUOgE2fv9fwkN8JSD2hf/IJf0u4c4RdxJqD23kyfpl9M7gjVxr/9+buW9yw1k3NLl01JGQQFX1JnB66pWVV7R4XKWUai+CFgAGwDhgLHCfiLwI/MMY894JnpNqnSewgr9ZxphHay6KyEJgNrAA+ENzOzPGzG3h+LmteEYppdQJVFPfb8nav/O/jgXe691OG8AtP7+6yaCtISOTRtLJ2YmiyiL2lezjs0OfkZqQ2ugztk6dcFX7ClJrAKiU6siCllpHRGwikiwiPxOR0fX9NKOb3YAbq7h8toh8ISKzRaRrE8+pdkJE+gAXALnA48fcvgcoBWaISCRKKaUUVvB390d3c/+G+0k45K5VA3DiBZe0OvgDCLGHcH6v873nq3c3vQxURDDGtwTUXqV1AJVSHVdQAkARmYOV+TMX+AArE2h9P01ZDnTHWiq4HRgAPAjsE5EVIjIq4JNXgTbW8/ttY4zb/4Yxphj4EIgARjS3QxGZIiK3i8hNIpIhIk2tAeoiIleLyJ9F5HoRafZYSimljr+1e9by8o6XARhYkIRNrCQw5a5SYpLa/h3wRb0v8h6/lfsW1e6mAzoRX/liuwHjblsRbKWUOlECvgRUROYCdwM/AsuAfTS8N6tJxphC4FHgUc8f7tcCl2G9FfyNiHyNlW10ue4VbJf6e35/08D9b7HeEJ4GvNvMPrOOOT8oItcbY15ooP0Q4J/+F0TkM2CGMebzZo6plFLqOPno+4+8xwMrBkG4dVxaXdqmt381hnUbRnx4PIfKDpFfns+GHzbw8+4/b/SZKpvLe+y02agoqyYsMqTNc1FKqeMtGHsAf4eV9XOYJ3gLmJrEMiJyAzAD+D1wJvAQ8FcRedEYMz2QY6o26+z53dA/CzXXuzSjr1ew3gBvxvqCoRdwJXAzsEpEJhpjjq3suxB4ESsALcd6i3wb8GtgrYikGmP20QQRyWng1oBmzFsppVQLbDq4yXvcxdXNe1zqLq+veYvZbXYmpExgxZcrACsbaFMBYJnfmimn2CkvqdIAUCnVIQVjCWgs8Gqggz9/xpgiY8zjxphUrKWDSwEX8JtgjamCpuar3CbX0hhjHjbGvG6M2WeMKTfGfO0pOXIz1j/L99XzzM3GmI+MMYeNMSXGmE+NMZdhBYVxwC0B/CxKKaXaqLCikJ1HdgJgFzvhtgjvvQpxNfRYi/2izy+8x+/ueZcKVxOJXSJ9uw1CbQ7Kj1Y10lgppdqvYASAO4Bm13ZrK2PMBmPM74BTgOuP17iq2Wq+COjcwP1Ox7RrjSVYy4xTRSS6mc886fndnGREGGOG1feDVdJCKaVUgHx26DOM5zvBATH9cdp9AWBobHjAxhkUO4jk6GQASqpKeP+79xttb4/x/evFaQuhvEQDQKVUxxSMAPAJYKKIJAah7wYZY4qNMU823VIdZ197fp/WwP1TPb8b2iPYJGOlZiv2nDY3m+ihFrZXSil1HGw5uMV7fE7E6YT61QAM6x64JOAiQkbvDO95U9lAw7rHe4+dNicVpRoAKqU6poAHgJ4g7F/AhyJypYgMFpGe9f000dUyYEsTbVT7V5Pt9QIRqfXPm+dt3blAGfBJawcQkf5Yb52LgcPNfKwmE+iu1o6rlFIq8Pz3/w2tPKVWCYjOfbvV90ir/aK3bxnoe9+9R0llSYNto3t39x6H2sIoK6kM6FyUUup4CVYdwM+w/iB/BiuI213PT6N/eBtjrjLGvBqk+anjxBizE3gbSKHuEt15WG/glhtjSmsuisgAEamVXEVE+ohI0rH9i0gc8KznNMsYU+1376z66guKyJlYxecBVrT4QymllAqKKlcV2w5v856nFIYT7hcAJpzRK6Dj9enSh/4xVrLqClcFa/eubbBt11N931s77WGU5Act1YFSSgVVMMpAXAM8hbUnax3wPW0oA6FOCtcBHwGLRWQc8CVwDjAGa+nnX45p/6Xnt3+u79HAEhFZD+wE8oGewEVY+ws/BW49pp9ZwKUishbYC1RgZe28ELADTwPPBeDzKaWUCoAv8r/wJmPpEdWD/M/ySZAUAMqqS+gR19xt3s2X0TuDrwus3Qqrd6/m4r4X19uuc1wnitxVOGwh2MVByf7mLjhRSqn2JRhlIG4GDgI/N8bsDlSnItIbax9ZF6yMkYXAN4EcQwWHMWaniKQB92IFXxcB+4HFwLxm1m/MwXpbNwxIxUoeUwx8DjwPPGWMOXY9zsuedmdiFaQPwyof8QbwtL5hVkqp9sV//9/QhKEUHiglwZNWrtR1tO4Dbjcc/hq69gFHaN37zZDRO4NHNj0CwCfff0J+eT5dw+ruNbTbhCp3OQ6bVfqh/MeCVo2nlLJ8+eWXZGVlsWXLFjZv3szevXsBqKqqwuGoG6KUlpby8ssv85///IdNmzaxd+9ebDYb/fv35ze/+Q1/+tOfcDqddZ5zuVxkZWXx5JNP8u2331JUVESPHj0499xzueWWWxg0aFDQP2t7E4wAMAVYEojATERCgNnAH7BqvtXXJg/4X+ARY4zuyG6njDF7gaua2bZOlV9PwfbMFo75MlYQqJRSqgPYdMBv/1+3obirfH9K1FsD8D83Qc6z0G0wzMwGe8vr8nWP6s7QhKFsPrgZl3Hxdu7bTB0wtd62la5ywh3WW8jqkrIWj6WU8nnrrbe49957sdvtnHrqqYSFhVFe3nCtz/fff5/p06fTtWtXxowZwyWXXEJ+fj6vvfYat9xyCy+99BLvvvsuYWFhtZ6bNm0azz//PD169ODSSy8lOjqazz//nGXLlrFy5UreeOMNxo4dG+yP264EIwDcB7S5MqqIhGHtHTsXayngN8C3WG/+BOvNzqlYbwXvx8o8eoExpolCPkoppZRqb4wxbDnk9wYwfijf2/d7z8scx5SLLciDnKXW8YHPYc8n0HtUq8bO6J3B5oObAXhj9xsNB4Buv4UmFZoERqm2yMjI4Gc/+xlnnnkm4eHhpKSkkJeX12D7xMREVqxYwWWXXVbrTV9xcTHp6el89NFHPP7449x8883eexs3buT5559n0KBBbNiwgYgIX1mZZ599lquvvpr58+f/5ALAYCSBWQ5c1IJ6bA25HRgJvAT0NcYMMMZMMsZMN8b81nM8AOjraTMSuK2NYyqllFLqBMgryiO/3NoR0MnZiV6OBJwhvj8lqqJqf6vPxiWAX1C4451Wj31Brwuwix2wspDuL9lfbzu3+FIa2N2m3jZKtQe5ubmICJmZmeTm5jJ16lTi4uIICwsjLS2N119/3du2oKCAlJQUQkNDycnJqdWP2+0mPT0dEWHFisDmzevfvz/nnHMO4eHNq++ZmprKb3/72zrLPKOjo71B37p162rd27XLyjk5bty4WsEfwOTJkwE4dOgQPzXBCADvAzYAa0QkvQ2B4FRgozHmssaWk3ruXY61R2xaK8dSSiml1AlU8wYOIDUhFdfe7whz+jKAhnTr7GtceRQ2La/dwbdrWj12bHgsI04Z4T1/I/eNetuFhPt2KDios1tBqXYnLy+P4cOHk5uby4wZM5gyZQrbtm1j8uTJZGdblbpiYmLIysrC7XYzZcoUioqKvM/PmzeP9evXk5mZyfTp00/Ux2hSSIi1+PDYvYM1+/vWrl1LWVntZds1QfD48eOPwwzbl2AsAa1ZginAu2AVW62HMcY0Nn4v4JHmDGiMMSLyLnBjC+aplFJKqXbCPwAcmjCUyj17iPQvATHQV4ePbS9A+ZHaHRzcDkXfQ6futEZG7ww+/P5DwFoGevUZV9dpYwu3gScXTYgIrio39pBgVdRSqu3WrVvH3Llzueeee7zXpk2bxoUXXsgDDzzAmDFjABgxYgQLFizgtttu49prr+W5554jOzub+fPnM3DgQB577LFa/ebm5rJ06dIWzSUzM5OUlJS2fqR6PfPMMwBceOGFta6fccYZzJ49m4cffpgBAwYwceJEoqOj2b59O2+++SZTp05l/vz5QZlTexaMAPB9aq3JaLUioEcL2vfEygqplFJKqQ7m2ACwIPu/hDsGA+A2bvql9bFuGgP//YfvQZsD3J6lmTvWwFlXtGr8cT3Hce/H91LpruSr/K/YdWQXfbr0qdXGHh3mDQCdIpQfrSKyc+uyj6rj7/E/NFznsb25/snA7Enr1asXd955Z61rEyZMoGfPnmzYsKHW9Tlz5pCdnU1WVhZDhgxh8eLFOJ1OVq1aRWRk7bLKubm5zJs3r0VzSU9PD0oA+Nhjj/Hmm2+SmprK1VfX/eJm4cKF9O/fn9mzZ/PEE094rw8bNowrr7yyzmf7KQj411bGmHRjzJjm/DTR1XrgMhH5RVNjisgk4NdAdiA+g1JKKaWOn/zyfHKLcgFw2BwMih3ED9/6KgQdrS4mItqzT2jPx1bSFwBHOJx7g6+jHa1fBhrljOK85PO856t3r67TJiTGb0mqzUZ5iSYfV+1bamoqdru9zvXk5GQKCmqXMhERli9fTvfu3bnjjjvYv38/ixYtYvDgwXWeT09PxxjTop/09PSAf76XXnqJG2+8kcTERF588UXvUtAaxhhmzZrF9ddfz913383evXspLi7m/fffR0TIyMjg8ccfD/i82rv2vG7hHsAFvCoia0XkNhH5pYiM9fz80nMtGyvVf6XnGaWUUkp1IP71/wbFDiLMEcbRErf3Wq0agBv83v6deTkMvsx3vnMduHyJWloqo3eG9/iN3W9gTO0FTYdDfIlonDYHZUe0FIRq37p06VLvdYfDgdvtrnM9Pj6e0aNHAxAbG8uMGTOCOr+2ePnll5k6dSoJCQmsW7eOPn361GmzbNkyHn30UWbNmsXtt99Ojx49iIqKYuTIkbz22muEh4dz++23U1JScgI+wYkTjCWg9RKROGAU1uKJNcYYV2PtjTFfishY4FkgHTivgaYCfAlcZYz5KnAzVkoppdTxcGwBeAAxvqWVJcZTcqHoe/jiVd+D51wL8QOgUxIU7YOKQvhuI/T6WavmMSppFFEhUZRUlbCneA9f/PgFg+J8RaLLwpxY3zeDU0Io3X8YBsW3aix1/AVqWeXJLCsri6ysLOLi4jh8+DCzZs3i6aefrtPuRO8B/Pe//820adNITExk7dq1nHrqqfW2q0n0UrPX0V9iYiIDBgxg8+bNfP311wwbNiwgc+sIAh4AisgfsQp2Zxhj8j3XhgFvAl09zT4VkbHGmNLG+jLG/FdEzsAK/sYC/YGaNGCFwNfAWmC9Mabu1xhKKaWUavc2HfQrAJ8wFHd5OQ6nXwmIcM8Stk+fgZrvj3uNhG6e4KzfeNi0zDre8U6rA8AwRxhje47l1Z1WkPmf3f+pFQBGxnUCDgPgtIVw9MCR+rpRqkPauXMnM2fOJD4+npycHKZPn86SJUsYN24cU6fWro15IvcArly5kiuuuIKkpCSys7PrffNXo6LCyk3ZUKmHmuvHlpY42QVjCegUrMSc+X7XHgBisN7mrQbOBv7QnM6MMW5jTLYx5i5jzOXGmAmen8s917I1+FNKKaU6pvLqcrb/uN17npqQStV33xHqFwBGJ3aC6gpf4XeAc2b6jvv5pXFvwz5AgIt6X+Q9fmv3W7jcvgVLnbvFeI+dtjDKDmvuOXVyqKysZMqUKZSUlLBs2TKSk5NZuXIlsbGxzJw5kx07dtRqf6L2AC5btowZM2bQs2dP3nvvvUaDP4BRo0YBViKYwsLCWveefPJJvvvuOxITEzn99NPbPLeOJBhLQE8F/lNz4ln6eR6wxBhzrefaf7Fq9j0UhPGVUkop1UFs/3E71Z4snimdUuga1pXiPVsI9ysCH5HUFba/DKWeb/E7JUF/vxxxfc7zZQPd/xkUH4Dobq2azzmnnEPXsK7kl+dzsOwgmw5u4uzEswGISejkWQAKTnsYpfmHWzWGUu3NrbfeSk5ODjfddBMZGdZe2KSkJJYuXcqkSZOYOnUqH330UUDflB0+fJhbbrml1jnA7373O28Judtvv50BAwYAkJ2dzdVXX43b7WbMmDE8++yzdfrs0qULN97oqwp33XXX8X//939s3bqV0047jYsvvpguXbqwadMm1q5di91u5/HHH683Uc7JLBgBYCxw0O/8XM/v/8/v2vtYy0RbRURuAG4wxjQe9iullFKqXTu2/ANARd4eIkN8laBiByTBJ3/xPZR2Ndj9/oQJ6wzJ50CeVcePne9C6rRWzcdhc3BBrwvI+joLgP/s+o8vAOwcxj53FQ5bCHaxU1b400ocoU5Or732GosWLSItLY3777+/1r2JEyd66+jNmTOHRYsWBWzcmreNx1q+fLn3ODMz0xsA5uXleRPX1NT9O1avXr1qBYBRUVF8+OGHLFy4kJdeeomVK1dSWVlJfHw8l112GbfccgvDhw8P2GfqKIIRAOYDcX7n5wFu4CO/awYIo/W6YBWKV0oppVQHVl8AWLJrHyG2vgBUuStJjtoP+3KsRnYnDMus21G/8b4AcMeaVgeAABf1ucgbAL6T9w5/OecvhNhDCLHbqHRX4LBZqearyrUMhGqfUlJS6mSx9bdu3Trv8aRJkxptu3DhQhYuXBjI6QFNz/FYmZmZZGZmtnicqKgo7r77bu6+++4WP3uyCsYewC+BSSISKyJdsPYEbjTGFPm1SQF+CMLYSimllOog3MZdbwbQfd/5csSVVhfj2Oz3bf8Zv4JI/++ZPU4933e8cy24G0023qgh8UPoHtkdgKLKIj763vcddoW70ntsqjUFgVKq4wlGALgIOAX4DtgLJAJP1NwUETswEvgsCGMrpZRSqoPYdWQXRZXW98Ndw7rSq5O1uKe6ylfMucR1FLa/5Hto+Ezq1e0MiEq0jssKYN+m+ts1g01sXNj7Qu/5f3Z7UxtQjv9bP2n1GEopdaIEPAA0xryKuINuuwAAIABJREFUleFzO1aZhluMMSv8mozHWv75VqDHVkoppVTHsfmQb/lnanwqIoKpqsLm8CWAqaAMXJ63bj3OhqSz6u9M5JhsoO+0aW7+2UDX7V3H0SqrGH25zffWzy62Fi1hU0qp9iAYbwAxxvzDGJPm+Xn4mHtvGWNijDH/8L8uIp1EpGczh3gZuDpQ81VKKaXU8bf5gC8APKubFdhV7d+PI6yz97rN+GXabOjtX41+43zHbSwHcVrMafTtbO1DLKsuY/136wEo98ueYHfYcRVrKQilVMcSlACwlWYDu5vT0BjzmTGmbtogpZRSSnUY/glgUhNSAajM20OYXw3AUPneOohMgNMvabzDvmNAPH/a7NsEpa0v0yAiZPTO8J6v3rUagE5dQr3XnGKjbK+mNFBKdSztKQBsERGJEJGhIjJIaoqFKKWUUqpDOHT0EN+VfAdAqD2U07tahZgr9+4hPCTK2y7anmcdpF0FjiZqkIXHWMtEATCwM7tNc/QPAD/4/gMKKwrp0jXCe80pUPrdwfoeVUqpdqtdB4Aiki4ia0TkMxF5UETCPdf/COwHPgW2AntFZPKJnKtSSimlms//7d8ZcWcQYrcSvxzdlUuE3x7A+NCvrCLvw65qXsf9/LKBtnEfYM9OPRkcNxiAanc1a/LWYI/yBaEhNjul+/PbNIZSSh1v7TYAFJHTgTeBscBg4CbgaRG5AHgcq4bhFmAf0B34t4iknaDpKqWUUqoF/APAsxJ8iV1+zM3H5lnGWVZdQteQ/TDwYuh0SvM6PtU/Ecy74G5bqYZay0B3ryYk2lfG2Cl2jh4qqu8xpZRqt9ptAAjcAoQAVwGxQCZwOTAf681fH2PMMGNMT+A6rIDw5hMzVaWUUkq1RH37/wCKS3y7OkpdJdhswDnXNr/jxCEQGW8dHz0M+7c03r4JE1ImIJ5yDxt/2Eh5uC+gdNoclP2oSWCUUh1Lew4AzwXeMMYsM8YUGGOWY5WOGAbcaIw5UNPQGPMksBYYdWKmqpRSSqnmOlp1lK/yvwJAEIbEDwHAuN24JdLbrtxVAomDIfmc5ndus0HfwGUDTYhIYHjicGt+GNYX+MoYO21OyovK29S/Ukodb+05AOwBfH7MtW2e3/V9nbcJiA/qjJRSSinVZp8f/hyXcQHQt0tfOodaZR+qDx7EHh7jbVdtCmH4tVaNv5aoVQ+wbQEg1F4G+t/yT7zHTlso5SVV9T2ilFLtVnsOAIuA6GOu1Zx3qad9F6AyqDNSSimlVJv5L/8cmjDUe1yZt4cQvxqA2Aph8K9bPkDfseBZtsl3G+Fo2xK1jO81HofNKgC4pWqr97rTHkp5uatNfSul1PHWngPAb4FJIhIKICJhwESgHPitf0MR6QRc7HlGKaWUUu1YgwHgnjzCnL4SEGEJ0RAS3vIBImMhyZNYxrhh17rWThWAzqGdGZk00pqjvYpqt/XWzy4OKlxgXBoEKqU6jvYUAArer+sAeApIBjaIyMPAfz3ns4H7ROQBEfmFiGQCH2At/3zp+E5ZKaWUUi3hcrv47JBvH51/AFj11WdEhPgW/8SkDW/9QLXKQbR9GehFvS/yHlcY374/4wzDla+lIJRSHUd7CgCfBcb4nT8H/BurBMQNnt8PG2P+AfwvVsbPV4F/Amdg1QNceDwnrJRSSqmW+fbIt5RWlQKQEJ5AUlSS997R7Z8SZrcKrbuMi8RzhtbbR7Mcuw/QmNb3BZzX4zzCHdbbyHJT5rsREkbVAS0Gr1RLGGN48803+dOf/kRqaioxMTGEhYXRv39/brzxRg4cOFDvc+np6YhIgz/l5Q0nZXr11VfJyMggPj6e0NBQkpOTufjii/nkk08afOZk5QhWxyJyJjANGAhEGmPGe66nAMOBd4wxBTXtjTF5QJ7fuRuYIiIPAH2A7caY7Z57s0RkE/ALIBR4H3jCGHM0WJ9HKaWUUm13bPkHqUnwUl5EQXGoN5vb0epiIrtE1u2guZLOgvCuUJYPJQfgh8/hlDNb3V1ESARjksewevdqyvAFgBLioPrgAWBQ6+eq1E9MRUUFGRkZOJ1ORo8ezfjx43G5XKxdu5ZFixaRlZXF+++/z6mnnlrv8/fcc0+91x2OuqGN2+3mD3/4A08//TTJyclceumlxMbGcuDAAT755BNycnIYMWJEQD9fexeUAFBE7gX+jO8No//Xbjast3s3Ao821Zcx5lOsun/HXl8KLG3jVJVSSil1HG0+4FcAvpuvALzZspLSsN7eALDE1cbvdG12KxnMthes8x3vtCkABBjXcxyrd6/mKL652R0Oqg/qG0ClWsJutzN//nyuu+46YmJ8mX/dbjfXXXcdTz31FDfddBOvvfZavc/PnTu32WM99NBDPP3008yYMYMlS5bgdDpr3a+q+ull8g34ElARmQrcCbwDpAJ/9b9vjNmFFdBdHOixlVJKKdW+bT5UTwF4txvX+n9gIhO994oJwB9ltZaBvtvm7np16gVAia3Ue81hs1PxQ/3L1ZQ6UXJzcxERMjMzyc3NZerUqcTFxREWFkZaWhqvv/66t21BQQEpKSmEhoaSk5NTqx+32+1ddrlixYqAzS8kJIS//OUvtYI/AJvNxt133w3AunXr2jxOUVER9957Lz169ODpp5+uE/zVzOWnJhhvAGcBO4DJxphKEfllPW2+BNKDMLZSSiml2qn9Jfv5ofQHAMId4fSP6W/d2JVN5d49hER09bYtD7O3fcB+fgXh93wC5YXgX2aihWr2KxbbS71rm5wCZQcKGnlKqRMnLy+P4cOH06dPH2bMmEF+fj6rVq1i8uTJrFmzhjFjxhATE0NWVhajRo1iypQpbNq0iU6dOgEwb9481q9fT2ZmJtOnTz8uc64J0upbzllj1apV7N69G6fTycCBAxk7diyhoaF12r366quUlJTwhz/8AbfbzQsvvMCOHTuIjo5m5MiRDBkyJGifoz0LRgA4GFhqjGmsJt/3QLdADioizwIzjDFB29eolFJKqdbz3/93ZvyZ3tp6bPgHVcUOwrr4BWcxUbRZVAKcMgT2fwbGBbvWw+mtX4AU5Yyic2hnKwCstq6F2ISyQ0Vtn6tSQbBu3Trmzp1ba8/ctGnTuPDCC3nggQcYM8bKvzhixAgWLFjAbbfdxrXXXstzzz1HdnY28+fPZ+DAgTz22GO1+s3NzWXp0qUtmktmZiYpKSlNtvvnP/8JwIUXXthgm6lTp9Y6T0hI4PHHH+fXv65dN3Tjxo2A9ZZv4MCB5OXl1br/q1/9iuXLlxMREdGcj3DSCEawJIC7iTbdsOr5BWNspZRSSrVDmw5u8h6fleDZ/5e/G755i8qSKCLjO3nvd+kboO+J+51vBYBg7QNsQwAI1ltA/wDQKTbKCkobf0i1Cw9NmXiip9BsN696velGzdCrVy/uvPPOWtcmTJhAz5492bBhQ63rc+bMITs7m6ysLIYMGcLixYtxOp2sWrWKyMjaCZlyc3OZN29ei+aSnp7eZAC4ceNG5s2bR3R0NPPnz69zf/Lkydxyyy0MHTqU2NhY8vLyWLZsGQ899BBTpkzh9ddfJyMjw9v+oGd/7t///neGDh3K888/z+mnn84XX3zB9ddfz4svvkhUVFSLg9mOLhhlIL4Fft7QTRGxAyOB7UEYWymllFLt1JaDW7zH3v1/G5cAhrKjkYQ7rLd+buOib1q/wAx67D7ANpaDSIpK4kiIL+Bz2uyUF5U18oRSJ05qaip2e93l1MnJyRQU1F66LCIsX76c7t27c8cdd7B//34WLVrE4MGD6zyfnp6OMaZFP+np6Y3O9ZtvvmHSpElUVVWxYsUK+vbtW6fN7NmzmThxIklJSd6yEffddx8PPfQQbrebP//5z7Xau1wuAMLDw3nttdcYPnw4UVFRDB8+nFdffZWoqCj+9a9/sW/fvqb+ozypBCMAfB44S0RubuD+HUA/YGVjnYjIey35ATIa608ppZRSJ05xZTHfFHwDgE1sDIkfApWlsPlfAByRPt62JdVFxCd3CczAPc727fsr2gcHv2xTd1YAWOI9d4qDygpwV1S0qV+lgqFLl/r/d+RwOHC76y7Yi4+PZ/To0QDExsYyY8aMoM6vxrfffsuYMWPIz88nKyuLiy9u2Zv6a665BofDwZYtWyguLvZer0kyM2LECBITE2s9c8opp3DOOefgdrv59NM6BQdOasFYAvoIcBnwdxG5HM82aRF5EBgFpAGfAP9oop+RnmdbsqyzbV/rKaWUUiooth7aivH8a7p/TH8iQyLh02etxCxAacRp1KSAKXEdxWYP0HfUdgf0GQNfvGyd71gD3U5vdXdJUUnk1HoDGEJVSATVBw/iTE5u62xVEAVqWeXJLCsri6ysLOLi4jh8+DCzZs3i6aefrtMukHsAv/zyS8aNG8ePP/7Iv//9byZPntzieYeFhREdHU1BQQGlpaVER0cD0L+/lWiqoUC4JkAsK/tpvcUPeABojCkTkTHAIuC3QM1755uw9gauAP6fMaa6ia4KgO9ofrmIB4FLWz5jpZRSSgWb//6/oQlDraWYG6w/LF2Vgiuiu/d+CU39idBC/cb7BYDvwLmzWt1V96juFIT53jA4baFUOzQAVB3fzp07mTlzJvHx8eTk5DB9+nSWLFnCuHHj6iRdCdQewM8//5zx48dTWFjIiy++yMSJrdun+fXXX1NQUEB0dDRxcXHe6+PGWZmAt2+vf+dZzfXmJKc5mQQlY6YxphDIFJGbgLOBWKAQ2GCMOdTMbjYDPwP2GNP0gn0RKWmqjVJKKaVODP/9f0MThkLeh3DQ+uOrsjyKkIhY7/3ysADvUPHfB5j3MVQUQ2h0q7rqEdWDw06/ANAeSmVIONUHtBag6rgqKyuZMmUKJSUlrFq1iuTkZFauXMmQIUOYOXMmaWlp9Ovn25dbswewLbZs2cL48eM5evQor7zyChMmTGi0/a5duwgNDSUpKanW9cOHD3PVVVcBVnZQ//IRQ4YM4dxzz+XDDz9kyZIlXHPNNd57S5Ys4csvv6Rv376cffbZbfosHU1QSyYYY/KBt1r5+BZgDDAAq25gUzQDqFJKKdUOVbmr2Hpoq/c8NSEVXp/ju991JGEuXwkIiWtdcNagTqdAtzPgwDZwV8Hu92HARa3q6pSoUygPqaLaXYXDFoJdHLhCIqjyZBtUqiO69dZbycnJ4aabbvJm0UxKSmLp0qVMmjSJqVOn8tFHH9VbSL01CgoKGDduHPn5+YwbN46PP/6Yjz/+uE67G2+80bt887333uOaa67hvPPOo2/fvnTt2pU9e/awevVqCgsLSUtL4+9//3udPv75z38ycuRIfv/73/PSSy8xaNAgvvjiC1avXk1ERARLly6tN1HOySzgAaCIxAMDgc3GmOJ67ncCUoEvjDGHG+nqTaAv0KmRNv6eBrJbOF2llFJKBdnX+V9T7rKqP3WP7E5idTV89R/v/cqwQUSE+IK+noODsJSy33grAARrGWgrA8BwRzixYbFUmnIchADgDg2n+oAGgKpjeu2111i0aBFpaWncf//9te5NnDiR2bNn8/DDDzNnzhwWLVoUkDELCwvJz88H4N133+Xdd9+tt11mZqY3ABw2bBjTp08nJyeHLVu2UFRURHR0NIMHD+byyy/n2muvrTdA7d+/P5s2bWLevHm88cYbrFmzhq5du/Kb3/yGu+66i4EDBwbkM3UkwXgDeCdwFXBKA/ddwGvAEqChTKEYY9YAa5o7qDHmQ+DD5k9TKaWUUsfDpgO+/X+pCanw6TNWYXaAlFGUfVVJuMOqM+Yy1fQ8u2769zbrNx4+fMQ63rHG2oMorVs8lBSdRLm7nAi7J2h1hlF9cFeAJqpU26WkpDS6RHPdunXe40mTJjXaduHChSxcuDCQ02tyfvUZPHhwq+v1JScns2TJklY9ezIKRhmI84G3jTH1VkX1XH8baHyhr1JKKaVOClsO+fb/nRU3GHKW+m6ecy2HDvhKKJRWFxPdNcBLQAF6jgCnp98je+Dwt63uKikyiTKOes9tDofuAVRKdRjBCACTgZ1NtNnlaad+IkSkh4g8IyLfi0iFiOSKyCMiEtOCPtaJiGnkJ6wZfdzl1358U+2VUkq1jTGGzQc3e89TC3+Eoz9aJ52T4bQMjlb6/u+71H302C4Cwx4Cfc7zne9o9iKjOpKikzgqvrTxNnsIVYd0CahSqmMIxhJQAzS1Q9SJrzxEk0TkPGAscBrQxTNGIfANsNYYs751U1XHg4j0BT4CEoBXgK+A4cANwIUicq4x5scWdNlQ3uFG84aLyFnAXUAJENWC8ZRSSrXSd8XfcbjM2vIfHRJNv89f8t1Muxp3ZRVupy8BTKUziCV9+42Hrzy14Ha8Az+7rlXddI/qTons8547HHaqDhzEGIO0clmpUkodL8EIAL+mkeWdYv0/4wRgR1MdicjZwDPA6TSc5fNOEdkOXG2M+bTl01XHwRNYwd8sY8yjNRdFZCEwG1gA/KG5nRlj5rZ0Ap63g/8CPsX6Z29GS/tQSinVcpsP+d7+nRndC/s3q60TeyicdSUVu3bhDPctBikMCWI2Pv9yELkfQuVRcEa0uJukqCTy7N94z0NsgqvSjbu4GHun5uauU0qpEyMYS0BfAAaIyGMiEu5/w3P+GNAfWNVYJyIyACur5yDgA+DPwGXABVgB5GWeax8CZwBrPc+odkRE+mD9d5YLPH7M7XuAUmCGiEQGeSp/BXoDmYA7yGMppZTy8E8Ac1ZJoe/G4MsgMpbyrVuJDPW9AXT2aPbOgJbrkgzxnj8VXBWQ+0GruukR1YNiuy/VQYgIVSERug9QKdUhBOMN4GLgN8AfgUtE5D1gH5AEjAa6A58BjzTRzzyspaKTjTGvNdLufhGZDPwbmAtMbdPsVaCN9fx+2xhTK/AyxhSLyIdYAeIIoP4cwMcQkSlYwVwlVo3ItcaYikbaj8FabjrbGPONLs9RSqnjp1YB+D2+Y4b/HoDSLZ8RFXK+93KvtCBkAPXXbzwc+so63vEOnHZBi7tIjEykyH7UymsOOMVGtcOqBRh66qkBnKxSSgVewANAY0yZiKRjLfu7nNoBmRtYCfw/Y0xZPY/7SweebyL4qxnzFRF5ARjXqkmrYOrv+f1NA/e/xQoAT6OZASCQdcz5QRG53hjzwrENRaQzsBR4H+vLiVYRkZwGbulbZ6WUakBhRSE7C628cA6EM8o9CV6Sz4HuqQAc+vp74gdYqQMqXGX0Se0V3En1Gw8fP2YdtzIRjNPupMzpsr6GBJw2O1WOCK0FqJTqEIKxBBRjzBFjzDSsWoATgeme34nGmOnGmCPN6KYTsLcFw+bR/KLx6vipWddT2MD9mutdmtHXK8AkoAcQjhV8/dXz7CoRyajnmUeBWOAq09KCM0oppdrE/+3fwCoX4TX/Nzx8JgCu4mJK3b5/dRdVF2F3BHEPIECvn0OIZ99f/i74sanE5fVzdPLlu3OKg+qQSFz5LclnppRSJ0YwloB6GWMOAatb+XgevuWDjfIklhkH7GnlWOrEqVmP2WRwZox5+JhLXwN/FpHvsQK9+4A3vB2LXIqV7OV6Y0ybKvQaY4bVd93zZvCstvStlFInq00Hffv/hh4tsQ6iusHAiwEo37YN07m7t01Rw6v5A8cRCr1HwzdvWuc73oXYli87DesaBd9bx05bCFWOCFxHmvP9tlJKnVhBeQMYIKuAs0UkS0QaXA/iuZcFDMNaXqral5o3fJ0buN/pmHatsQSrBESqiEQDiEhX4ClgLfC/behbKaVUK9Xa/1fuCe7SrgaH9fas7LOtOCLjvG2ONlVEKlD8s4HueKdVXUTFdfUeO21OqkMiqC4oaOvMlFIq6ILyBtDzx/fVWLXeYqi/5p8xxjS2Z++vWG/1LgcuE5FvsPaR+QcUp3l+BKvO3P0B+QAqkL72/D6tgfs1u+Ub2iPYJGNMuYgUY/2zFgkUAz2BOKy3yO4GEr+847k+2xjTVFIipZRSLVDpqmTb4W3e89TyCrCFwLCrvNfKPv+c8NDRvofij1OJVv8AcPf7UFUOIWENt69HXLdTvMdOe6j1BrBA3wAqpdq/gAeAnlIM64B4Gq7dB00s+fP8UT8WuBmrRlx/fAlF/O0BngQWGmMqWzNnFVTZnt8XiIjNPxOo523duUAZ8ElrBxCR/ljBXzFw2HP5R+CfDTwyGivwfANrAc+2BtoppZRqpS9+/IJKt/Wv5Z5VVcS53XDGpRDdDQBjDGVbPyN6xMXeZ+IG9Tg+k+vaG2L7wY87oLoM8j6Efi3LI9e9Wy+q3aU4bCHYxYErJBLXkX1NP6iUUidYMN4APohV9Pt+4B/AXmOMqzUdeQK6vwJ/FZG+WAGgf1KRr40xrdu9rY4LY8xOEXkbK9Pn9Vh79WrMw3pj95QxxltQqaaeozHmK79rfYAKY0ytf7uKSBzwrOc0yxhT7Xl2L3BNfXMSkaVYAeBCY0zrUsAppZRqVK39fzXLP8+51nut+ocfqCiuJMZulQyudlcy8OfHcUt1v/OtABCsbKAtDQCjkihzb8VhCwHAFRaBS5eAKqU6gGAEgKOA/xhj/hzITj2BngZ7HdN1WEt0F4vIOKzafecAY7CWfv7lmPZfen77v0EeDSwRkfVY/xzkYy3zvAjrS4FPgVuD9QGUUkq1zOaDm73HQ8sr4JRU6HG291rZZ1s52m0gNWXfi6sLSekSefwm2G88/NezRXzHGqzvm5vvlKhEvjAbiCAaAOMM0yQwSqkOIRhJYAT4Igj9qg7KE7ynYdXjOwdrWW9frLp8PzPGNCdvdg6wAuvt8q88fVwIfA7MAs5tZnkRpZRSQWaMqZ0ApqLCKv3gtx+7bOtWqmJ8Od5KmywPHGAp54LDs+/v8DdQkNeixx02B+WUe89tIU5chYUYt7uRp5RSNebOnYuINPjz5ptv1nnmnXfe4eabb2bcuHF07doVEWHkyJENjrFv3z4effRRMjIySElJITQ0lNjYWM4//3xeeumlYH68di0YbwBzqH+vXquJSAzgMsYUNdKmJ5BijHkvkGOrwPAsybyqyYZW2zp7R40xnwOZAZpLZqD6UkopVdfuot0cqbC+k+victE7pDOc8atabcq3bsUWPcJ7XhXeWNqAIAgJh5SRvmLwO9bA2b9rURdl/gGgIwTcbtxFRdi7NKe0rVIK4MorryQlJaXO9X79+tW59vjjj/PKK68QFhZGv379KGhi2fWjjz7K3/72N3r37s2YMWNITEwkLy+Pl156iTVr1jB79mwWLlwYqI/SYQQjALwXeEtE0o0x69rSkYicg7WP8AzP+cfAzcaY/9bT/CrgburPOKqUUkqp42TzAd/yz9TyCuSsK2tl2TTV1ZRt307YyAzvNXtc9HGdI2DtA2xDAHhUqrzHNrv1J1V1QYEGgEq1QGZmJunp6c1qe9ttt7FgwQIGDBjA3r176d27d6Pthw8fzrp16zjvvPNqXf/yyy8ZMWIEDz/8ML/97W8ZNqzecs8nrWAsAU0GXgHeFpFlIjJLRK6o76exTjxJX9YAg4FyoAT4OfCeiFzb2LNKKaWUOnE271nnPR5aUWnV/vNTsWMHpqyMqFBfoNT5tO4cd6ee7zvetR6qW5ZMvNzuy3HnsNkwiJaCUO1Cbm4uIkJmZia5ublMnTqVuLg4wsLCSEtL4/XXX/e2LSgo8C6PzMnJqdWP2+0mPT0dEWHFihXH+2PU8bOf/YxBgwZhtzfvfc+ll15aJ/gDGDhwIFOmTAFg3bp1gZxihxCMN4BLsUo8CDDD83NsyQfxXFveSD+3Y2WI/DPwd0/7y7GySD4hIg5jzOMBnblSSiml2mzzft9CnaGJadAludb9sq1bqQ6NJNphvfVzmWp6pDVULjaIuvaBmBQoyIWqUtjzMfSp+8diQypDBKqtY6dNqHaEayIY1a7k5eUxfPhw+vTpw4wZM8jPz2fVqlVMnjyZNWvWMGbMGGJiYsjKymLUqFFMmTKFTZs20alTJwDmzZvH+vXryczMZPr06UGZ4wcffEBOTg7V1dWkpKQwbtw44uLigjKWv5AQK4OvwxGUsujtWjA+cbP2eTXDOOBDY4x/cfdVIrIBq37bYhGpNsY8FaDxlFJKKdVGh4/sZo/bSujidBsGDf9TnTZlW7dS1q2/NwNoUdURenY7TkXg/YlYy0A3Pm2d71jTogDQHer0BYBi8xSD11IQqv1Yt24dc+fO5Z577vFemzZtGhdeeCEPPPAAY8aMAWDEiBEsWLCA2267jWuvvZbnnnuO7Oxs5s+fz8CBA3nsscdq9Zubm8vSpUtbNJfMzMx69/rdddddtc5DQ0OZM2cO9957LyLB2RtcVFTEiy++iIhwwQUXBGWM9izgAaAxZlmAuuoOvFBP/7tFZBRWgfHHPUFgQwW/lVJKKXUcbdnoW5wzyNhx9hlTp0351s+pik31nh9xHQ3aH3pN6je+dgB4wf80+1FHZBR4qtg6bTaqQyL0DWA79t3t75/oKTRbj/tHBaSfXr16ceedd9a6NmHCBHr27MmGDRtqXZ8zZw7Z2dlkZWUxZMgQFi9ejNPpZNWqVURG1i7Rkpuby7x581o0l/T09FoB4JAhQ3jmmWdIT0/nlFNO4eDBg7z99tvceeedzJ8/H5fLxX333deyD9wMxhiuueYaDhw4wHXXXcfAgQMDPkZ7157feRbRwPyMMYdEZAywHnhKxG8XtlJKKaVODLebzbvfhlDrdGi3s2qVfgBwl5ZSsWMHIaMu8l4rDjl2p8hx1HsU2J3gqoSDX0Dhd9C5R7MeDevcBQ5ax05xUOqIwHVE3wCq9iM1NbXe/XLJycl8/PHHta6JCMuXLyc1NZU77rgDgKeeeorBgwfXeT49PR1j2va/21/+8pe1znv27Mk111zDWWedxYgRI3jwwQe56aabAr4c9Oabb+bf//43o0aN+klmAIXgJIE/OGhrAAAgAElEQVQBQETiReQPIrJIRJYcc324iIQ30UUu0GBKHmPMIaxloruAfwK/CMC0lVJKKdVaO9eyxfhKIww9fUqdJmXbtoPbTUS47486d+wJyABawxkJvX7uO9/xbrMfDY/xLVt12kKoDomkWpeAqnakSwMZaR0OB+56albGx8czevRoAGJjY5kxY0ZQ51efs846i+HDh1NVVVUnSG2rOXPm8PDDDzN69GhWr15NaGhoQPvvKILyBlBEfodV5DsMX8KXazy3uwEfAzOxAreGrANmi0g3Y8yB+hqY/5+9+w6v66rz/f/+nq5eLLn3npDidEhvziS5CSUQkjvAEC4zeRiGmpmhzqXNZeAOlz6T+TFkgAADyYTABAIhJJDiVCdO4p64xE2SLdmWLauco9PW7499dI4kq9rnSEfS5/U8frT23mvvvZT4sfQ9a63v17n9ZnYl3kzguRyfbEZERETGSPT5f2NLOJQ9XjXrjcf1iW3cgDM/FeHa7LnZ5ywek/ENaulqeP1xr73jETjnvSO6bdUb5hBbuw+AkC/k7QHUEtCila9llZPZPffcwz333ENdXR2HDh3iIx/5CN///veP65fPPYADqa+vB6Czs3NU7xjKxz/+cb71rW9xxRVX8OCDD1JaWpq3Z080eQ8AzWw1Xu2+DcDngT8DPtBz3Tm3ycw2A29l6ADwv/EyiP4F8LXBOjnnGnotB51/0t+AiIiIjN7hnWxqeIrkrOkALC6fS3Xk+NmH6PoNxGvmU2neryCdyWOcetEFYzrU4yxbDX/4rNd+/QlIJcAfHPa2kroqYmQCQH+YZKCU1JFDhRypSMHs3LmT22+/nfr6etatW8e73/1u7rrrLq666ipuvfXWPn3zsQdwMIlEgpdeegmAxYtP/sMh5xwf+tCHuPPOO1m9ejUPPPAAJSXDLUSc3AqxBPSTwH7gMufcr8muju9jA3DqUA9xzj3jnJvlnBs0+OvVd69zbpFzTkXgRURExsML/8HLvWb/zpo1cFAX3bCBrlmnZY+PJtqIlIUG7Dtm6pZDVaZURfcx2Ld26P4ZkaoKUmkvDajfAiRDFZoBlAkpHo9zyy230NHRwd133828efP42c9+xrRp07j99tvZsWNHn/49ewBH86d3sff29nZeeeWVAcfxsY99jL1797Jy5UrOPffck/q+nHPcfvvt3HnnnVx33XX8+te/nvLBHxRmCei5wD3OuWND9GkAZhbg3SIiIjLWujvg5Z/ycnVuP81Z0886rluiuZlkczMsyy3YafMVQR43My8b6Lofesc7HoWFFw17mz8QIO5ilODtBUyHy0jt1x5AmXg+8YlPsG7dOu644w6uu+46AObMmcOPfvQjbrzxRm699VaeeeYZQqH8fFhz+PBhzjrrLFatWsUZZ5zBrFmzOHjwII899hi7du2irq6On//85/h8feeqnnrqKe66y0st0tHRAcD27du57bbbsn16L0390pe+xF133UVJSQmrVq3iq1/tXV3Os2rVKt761rfm5fuaKAoRAIbIJkUeVDWQKsC7RUREZKxtuJd0dxvrw7nsmWdPP/u4btENGwAoKc0lgOmuKpIkDH0CwEfg6s8P3T8j7rqzAaALR0i1teHSacxXsDx7Inn1m9/8hm9/+9uce+65xwVIN9xwAx//+Mf55je/yd///d/z7W9/Oy/vrK2t5cMf/jBr167l4YcfprW1lVAoxJIlS/jkJz/JHXfcwfTp04+7b8eOHdx9d9+Kcy0tLX3O9Q4Ad+3aBUA0GuUrX/nKgGN573vfqwAwD3YzRPbOjAuA1wrwbhERERlLzsHa77MjGKTd7wU90yLTmFtxfCmF2IaNAH0SwNSdMW9sxjmcxZeBLwDpJBzYCO0HoGL4xUpdqThVmd+mLBiGVIp0ezv+qqoCD1hkcAsXLhyyTMPjjz+ebd94441D9v3GN76R93IJlZWVfOc73xn1fbfddluf2b7h/OhHPxp1spqpoBAfTz0AXGJmNw900czeB5wB3F+Ad4uIiMhY2r0GDm5lTWkke+rsGWcPWNg9umED0ap5RPzeHpxEOs6qa1Yd129chCtg/ptyxyMsBxEjmW1bwFsel1IpCBEpYoUIAP8Z2Av83MzuBd4EYGYfyhz/O7Ad+G4B3i0iIiJj6fnvkQbuq8jV8rt07qXHdXOpFLGNG2mfnSsqfSx5lJLysrEY5cgsvTrX3vHIiG7ptlwtNX/AmwpUIhgRKWZ5DwCdc0eAy4CngJuBa/BqAX4nc/wMcJVzLn+FPURERGTsHd0Lr/2Op0siNAa94KcyVMm1C689rmv89ddJd3VhtQuy56KhIkgA01vvAHDnY5BKDt43o7vXZhq/3ztQMXgRKWYFKQTvnNsLXG5mZ+DNAE4D2oDnnHPrCvFOERERGWMv/gBcmnsrc7N/b1v6NiKByHFdexLAlJblEsD4Z5UXfoyjMeMNUDEb2psgdhQa18H8oWsUJkNGzyrQoM9I+QKkjraNwWBFRE5MQQLAHs65DXg1/0RERGQySURh3d00Bvw8WZIL+N654p0Ddo9u2EjafFSHp2XPzTj/5Is855UZLL0KXv6Jd7zj0WEDwFQkAF42ekLmyxSD1wygiBSvggaAJ8rMjt88MELOuSfzORYREREZwKb7IdrKfTVVuEzCl4tmX8T8yvkDdo9u2MCx6acwz18KQDwVY8F5y8dsuCO29OpeAeAjcOVnh+5fEswFgD6/AkARKXp5DwDN7HMj6JYGjgFbgSecc/F+1x8HBs9HOzT/Cd4nIiIiI+EcPP894sAvK3LLOG9ZccuA3dPRKN3bthE9/e3Zc4eTR1gcKMLPoRdfDuYHl4Kml6HjIJTXD9rdX1ECB712yOcnFixTEhgRGZGhym8UUiH+5f0CfYO33nmg+593wGEz+4hz7p5e177E8QHgBcC1wE68BDMHgJnAxcAS4CFgbR7GLyIiIkPZtxYObOAPZaUc8Xufu84qmzVg9k+A2JYtkEoRqpqTPXc0WGQJYHqUVMO882Hvs97xzj/BmQMHtgChqtJsO2gB2gOlSgIzTswM5xzpdBqfrxCJ7kXyqycAHKhsTiEVIgC8AvgocD3wY7xgrRmYAVwCvAf4LfAz4Gzgw8BPzKzRObcGwDn3hd4PNLM3Ap/OPPdfnXPpXtd8mWd8FS9wFBERkUJa+z2APslfbl5+M37fwItwouu9dACVpbmZNJtXxIXSl16dCwB3PDJkAFheX0nPGtCwL0QyUEp366ExGKT0Fw6HicVidHZ2UtGrLIlIsers9IoihMPhMX1vIT4eWQCsBs5zzt3unPuxc+7hzNe/wpvJ+zOgxDn3WeAivNm+vxvimf8IPOqc+27v4A/AOZd2zn0b+CMKAEVERAqr/QBseYBXQ0FeiXi/tAR8Ad627G2D3hLdsIF4uIrqUC3gfep9yjWnD9p/3PWpB/hHSKcG7VozsybbDvnDJIKlxBUAjoueoO/AgQO0t7eTTqfHbYmdyGB6Zqnb29s5cOAAwJh/YFGIGcCPA//lnNs40EXn3Hozuw+4A/ipc26jmf0WLxAczPkMXzh+PfChExmwiIiIjNCLP4R0knsrcoHPNQuuoa6kbtBbYhs20D7/fKaZ97nz0cQhTlt+ScGHesJmngFl06GzBaKt0PQKzD1nwK7Ll8xkf3oXfl8AvwVIBstJqwzEuKitraWzs5Ouri4aGhrGezgiI1JaWkptbe2YvrMQM4Ar8PbnDaUp06/HdqB6iP6Gt89vKEuHH5qIiIicsGQc1v2QdjN+W16WPX3rylsHv+XQIRJNTbjpuR/Th9IdY77nZVR8vn6zgI8O2jUUjhBPx7LH6UglvrYOzTyNA5/Px7x586ivrycSiRT33zGZ0syMSCRCfX098+bNG/M9q4WYAWzHK/4+lAvJJk0GoCxz32CeAd5uZjc45x7sf9HM3gzcBDwyyrGKiIjISG39NXQ08+vKcqKZX1iW1yxnVf2qQW+JbvAWBJWXz8iei00rHax78Vh6Faz/mdfe8Qhc/slBuyaIU9JzEC7B0o50ezv+ysqCD1P68vl81NXVUVc3+Iy0yFRXiHDzd8BlZvZPZlbW+4KZlZnZV4BLM/16nAbsHuKZnwUSwANm9icz+4KZ/XXm62PAr4DuTD8REREphOe/hwPu7bVf5ZYVtww50xLdsJ5UIERtZHr23OIrTyvkKPNjyZWQWbJK4zroah20a9JyGU1dMAKgUhAiUrQKMQP4aeBy4JPAB8xsA7ksoGfgLfXcC3wGwMxm4S3f/P8Ge6Bzbp2ZrQZ+kHn25XiJY3p+4rwGvN8593LevxsRERHxauI1rOWFSJhdoSAAZcEyblh8w5C3xTZsoH3B+VSb9ytHW7yVUy+8uODDPWmltTDnHGh4AVzaKwdx+jsG7NpNMtv2hUIAXjH4+fPHZKgiIqOR9wDQOXfAzM7HK8twK95sX48o8CPgU865lkz//cCc/s8Z4LnPACvN7EK88hFVQBvwUuaaiIiIFMra7wNwT6/SD29e8mZKg4Mv53TpNNGNm0if+Z7sueb0Md4wUfZmLV3tBYDgZQMdJABsSyWYlamA4fN7v1oljhzJLQsVESkihZgBxDl3EHi/mX0AL9lLFXAMeNU5d1KVXzPBngI+ERGRsdJ5CDb+gha/nz+V5sKaW1YMXh8PIL57N6n2dior5mbPhRaNbba7k7L0anj8n7z2jkchnfYSxPQT9+USvvgD3uzo0ea9aAegiBSjvO8BNLPPmdl7AJxzCefcJufc0865jScb/GWeX2ZmZ5lZEeePFhERmUReuhtS3dxfUUYqM3t33szzWFI9dILu6IYNtNedQk3YS8iRdilOu+m8gg83b2afBaXTvHZnCxzYMGC3eCg3oxnw+XEYRw/uG4sRioiMWiGSwPwDkPfqrmY218zuB44ALwKP9bp2sZltMbPL8/1eERGRKc05WHc3CeAXFeXZ08PN/jnnaH/4D3Qtzn1eezjRQvW86UPcVWR8Pi8ZTI9BykGkwv5sO+TzkfKHaW9pKvToREROSCECwEbI76qHTKKY54G3AA8Cz5JLAEPm2nRg6J9GIiIiMjqHtsHRPTxeWkJLwNs5UldSx5XzrxzytiM/+QnHHn+C8prcNv/u2nRBh1oQS1fn2oMEgK4klG2HzEciWErscEuhRyYickIKEQD+CrjazPK59/nzeAHe1c654+r9ZZaWrgEuyuM7RUREJBP03Nsr+cs7lr+DoC846C1dL71E8z9/jdZpp1Efrs+en3vNBCj/0N/Sq8h+5rxvLUSPL+8QqAhn2yGfn2SgjOTRI2M0QBGR0SlEAPh5vGWa/21m+fqX/nrg1865x4fosxeYnaf3iYiITFnO5ZKasP0RXg8GeL7Eq2/nNz9vX/b2Qe9NHjxI40c/BskknUsuJODzZg2PJlqZc94bCjrugiirg9mZQvcuBa8/flyXYFWu7HHIgiQCpVhb+xgNUERkdAoRAK4HZgFXA+vNrNPMdpnZ6/3+7BzFM2cA24fpkwDKhukjIiIiQ+h66SV2XH4Fu9/9buLbt8Kep/mvXoXfr5h3BTPLZg54r0smabzjb0kePEjSH6G2OtevqTQ6ZMH4ojbMMtDSutx/n6AvSDJYir89OhYjExEZtUIEgD68YGxv5k/PInjr92c0724F5g3TZzlwYFQjFRERkT5avv4Nks3NRF9cx65b38XhRuOBitznq7esHHy7fcs3vknXC17dvOY55zMzMiN7bfGbVxVu0IW29Opce8cfvcQ4vVROr8m2Q74wiUApJR0JkukkIiLFphCF4Bfm+5nA08CbzWymc+64IM/MlgHXAj8twLtFRESmhERLC9GXXsoepzujND9Ry2V++O15joVVi7hg5gUD3nvs4T/Q+oMfZI+Tyy7CZ152zEPxg6w6bwJXb5pzDkSqIXYU2pugZQvMyC1nrZ9ZS8rtw28BAr4AiVA5FVFo7mxmTsWcIR4sIjL2CjEDWAhfAyLAE2Z2HVAK2ZqA1wG/AdLA18dviCIiIhNb+6OPHje7Zc547x/TfPC3aW5d9PYBl3F2v76L/Z/5TPbYXXYdCyLTsscHZ0zA7J+9+QOw5Irc8fY+ueioq6kknoplj12kkkAamlpGs9tFRGRsFDwANLMaMxtu+eaQnHPPA7cDC/HKQPxd5tKxzPEi4P3Ouc0n8x4REZGprP0PucBm2ntvIV2fyB5fvtFxwZcfJNHSt7xBurOTho98mHRnJwDBefPYPusSKoJeRah4KsY5fzGBZ/96DLEPsDQcIEE8e5wOlwLQ3DRc+gIRkbFXkADQzMrN7OtmdgA4BOzqde0CM/udmZ09mmc6534InAZ8B1gL7AReAu4EznDO/WfevgEREZEpZuufdvBs19k0zXwTDqPm7Cp+dnOax87IzfglNm5m9ztuJrphA+BlC93/vz9HfIc302XhMLVf+WcWHcs9d5e1UDtrBhPe0qty7b3PQnffLJ9Jeu33C3mVsFpb9ozFyERERiXvewDNrAp4CngD8ApeAHhKry4bgUuA/4kXwI2Yc2478PH8jFREREQADjd18Kd7tlBSM5/DdQuIn3I9kW3P8lBFKYnrYfd0x22PgaXSJFta2PPu9zDrH79Equ0Yx373u+xz6j/3BR6/5zXOD3lVmZLpBMtvu3S8vq38qpgJM0+HAxshnYTXn4BTbsheTvlTub5BrzD8seaGsR6liMiwCjED+Fm84O8259zZwH29LzrnuoAngKsGuHdAZvY5MxvyJ4iZXWJmnzuB8coYMLO5ZvYDM2sys24z221m3zKzmuHvzj7jcTNzQ/yJ9OtfmXnHmsx7Y2bWYmZrzexjZqayISIy5UU72vnDF/8vF5dFuaamlgsrazi9agahxrfy061f431Nb+HAZWew4Pvfx1dVBYCLx2n65Kdo/upXs8+peuctrD0wl9OozJ573XeQeaee1C6Q4jLEMlAXzO2d9AeCAHQdbh6TYYmIjEbeZwCBm4CHnXM/HqLPHuC8UTzzC5k/Tw7R51K8IvRfGsVzZQyY2RLgGWA68ADwKnA+8FHgWjO7yDl3eBSP/OIg5/vn267F2zv6AvBb4CBQBVwJfBP4KzN7k3PuGCIiU1AqkeS5z9/PJTXXDHi90lfOO49dy5tfiPHHPZ2cf9eP6fz0Hdkln6S95C7h00/ntaU3Uf3iRkpL5wMQS3Vx5kdH/FnvxLD0anjqG157RyZhTiYpToelmZ7p5ssEgPHW0fxoExEZG4UIAOcC9w/TpwPvF/F8CuBlApXicyde8PcR59x3e06a2TfwlvR+GfjASB/mnPvCCLvuA6qcc4n+F8zsp8C7Mu/955G+W0RkMnn+S79hWXBJ9jjlkrTGmkiRpjY0k5DfW1gR8UU4+xAc/fEuXr38rzl91m+Ir3kCAH91NQfe/Hf4nn+ZeeWLs886vDLF0rl1Y/sNFdq88yFcCd3HoG0fHNoG9SsAOJxK0fPdB/1BHGBt7cRTcUL+0LgNWUSkv0IsAW2H7Idgg1mEtzcwn84pwDPlJJnZYuAaYDfwr/0ufx7oBN5TiOWYzrnUQMFfRs/S5GX5fq+IyETw5N2PMD+RC9AaowdpffxrzDutix+u+Ab/N/Ajnmt9ho7EkWyfcn8p5x6qJFn1ZpquvoPtl97O9nPeS+XLjSzpFfy117dzwfuvH9PvZ0z4g7D4stxxr3IQ6UjuM/Wg+Uj5w5RHHQc6jytfLCIyrgoxA/gCcIOZVTjn2vtfNLNZwPV45RsGZWZ/6nfqNjO7fICufmAesAD4+QmNWArpyszXPzjn+szQOufazexpvADxjcAfR/JAM7sF70OEOLAV+JNzrnuU47ox83XDKO8TEZnw2jui1GyIQtCb4dvTuYeDu15jRdsuOs+cyZotCdzKDbyYfJUvui+TenEDp5YvpiRQDkBZoIIV5SsHfPaxijZWfmwSBn89lq6Grb/x2jsehQs/BIArDUGXdzro85EIllERjdPQ0cD8yvnjNFgRkeMVIgD8NvAQ8Dszu733BTM7Bfg+XlH37wzznMt7tR1eDcCFA/RLA4eBe1GG0GK0IvN12yDXt+MFgMsZYQAI3NPvuMXM/sY594uBOptZAPiHzGEt3n7RM4HH8P4+DsvM1g1yaeDfgEREitjjdz7CWUEvB1ci3c2rsQrO3fMw4RUruL/ll7jMvrYLAgFueO+1dL0zzpr/fA63cRtLy+YS8Zce98ykSxJdkmDlX16Pz1fwMsPjZ+nVufaepyHeCaEyfBUl2XVIIfOTCJZTET1CU0fT+IxTRGQQeQ8AnXMPm9kX8JK2bAISAGZ2CKgBDPikc+6ZYZ6T/elhZmngC845JXiZeHr2erYNcr3nfPUInvUA8P+Al/GC/gXAe4G/Be41sxuccw8NcF8Ab7lpbz8BPuici43gvSIik0Zz8zFOORjx1s8Ar3Y0MXPfekKJdkpWX8kvD/8g2/fW2ZcDUFoZ4s/++lKONp/L+kd30/HaDkriCYLOT8qXJjW7iovfexHhysgAb5xkqubA9FOhZQuk4rBrDay4llB1ebZLyBekK1hORZfjtY7GcRysiMjxCjEDiHPuS2a2BvgI3tK+aXizeL8Dvumc67+8czjvw/ulXyafngrDbshegHPum/1OvQZ8xsyagO8C/4Q3+9z/vhhgZmbAbOBq4CvAi2Z2rXNu9wjefc6Ag/dmBs8e7n4RkWLx0n88wel+7zO3jkQbDbFS3rjPW4Cx/pQQbQ1ePbs5iSQXnXlbn3urZ5Ry2btOBU4dyyEXn6VXewEgeMtAV1xLeV0FXhoECPlC3hLQTmhsVwAoIsWlYGs0nHOPOefe5pyb5ZwLOefqnXM3nkDwh3Pubuec9mpNTD0zfINlfa3s1+9E3IVXAmKVmVUM1sl5Gp1zd+OVK1kB/MtJvFdEZELp6uhm6ZFw9nhL5wEW7HmUQKqb0OLF/KTtt9lrNycC+Ou1yn1AvZeB7ngEnKNqZm32VMgXziwBhcYOFYMXkeKS9xlAM6t2zh3N93N7PX8uMAcID3TdOTdUrUAZe69lvi4f5HpPFs7B9ggOyzkXM7N2vCXGZfR8BDv0Pc+Z2VH67jUVEZnUnvnxU6z0lwDQmTxGK3WsaHoKgO5LzmJD+wMABJ3jbXMuy9a4k37mvwmCZZDohCO7ofV16mdOJ+V24rcAAV+AeKicYAoOHVYAKCLFpRAzgPvN7F4zu97M8vZ8M7vGzDbjFZF/Bi+Bx0B/pLj0/D+5pv/fh8xs3UVAFHjuRF9gZivwgr92RlgKJPPuSo4vHi8iMmnN3Jfb9ryjs4m5DU/jc96Sz4cXHcte+7POLmqXT+JMnicrEDquHERdZSnxVC4hdTriLUhJHGklltR2cxEpHoUIAHcDNwO/ARrN7GtmdvrJPNDMLsArG1GNt2TPgCfxMji+mjn+DaAkMUXGObcT+ANeBte/6Xf5i3gzdj92znX2nDSzlWbWZ92RmS02szn9n29mdcAPM4f3OOeSva6tMrPjksuYWQjv75EP+G3/6yIik9GxHc1UO2/VfcolaUxXMWuP9xmdf+4cfpZ4Otv3lvYoLLp0XMY5YfRZBvookaCfWK+KROmwV962IooygYpIUSlEFtBTzOw84DbgFrwMjXeY2SvA3cDPnHOjLdj+GSAGnOecazKzDwOPZZLNGF7G0b8FPpunb0Py64N4s7bfMbOr8Gr3XQBcgbf0s///t62Zr73XHl0K3GVmTwA7gVZgPl5NySrgReAT/Z5zG3C7mT2ON3N8FC8JzDXATLzlqX930t+diMgEsP93r1CGV76hqauBOWFHKOF99tZw7jxi6WYAVnbHOXPm2RAedEu1QN8AcPcaSERJ9F5UEvJ2qlREHY0djSyuXjzGAxQRGVhBksA4515wzv0NMAtvNvC3wOnAt/BmBf/bzN46ike+Cfi1c673R2i+zLucc+7zeEHDF/PyDUheZWYBzwV+hBf4/S2wBK8W5Jucc4dH8Jh1wE+B6cDbM8+4FtiIl232ogH2nt4H/ByvXMStwN/jFYDfmWmf7ZzbfzLfm4jIRJBOp/E15JIt742nmLk+Vzr1vtn7su1b2tuxpavHdHwTUs0CqMtsb0/GYM/T+MO5/8YWDAFQ0QWNKgUhIkWkIGUgejjnEsD9wP2ZpXrvBt4DvBm4YRTvrwL29jqO4y0d7O1p4M9PasBSMM65fXjlPEbS97isA865jXgzeqN559N4fy9ERKa0pmc2UeLzfmx2p2IEZsyi9IntAKSn1/JU5QHAKE+nub6jq+/slgxu6Wo4lMlhtv1RXOg8b70S4PcHATKZQBUAikjxKFgZiAEcBjbjzdQl6Lu8bzgteEk+eh8v6dcnCJSczABFREQmo60Pb82298cOsiiWO950WkU22+db2jspLZ8JM94w5mOckJZelWvveARfiT976PcHcOSWgIqIFIuCB4CZhB5fwZvB+z3eLN0e4HOjeMw2+gZ8zwGrzWx55h0z8ZYFbs/LoEVERCaR2dHSbLvZH6Dsqdzyz/vn5IKTd7a3e0GNyj+MzIKLIJD57PnwDnyhRPZSyAfJQImWgIpI0SlIAGhmNWb2QTN7Hm/W75NABfAfwMXOueXOuS+P4pG/By4zs54qq9/Gm+172cxewMsEWo+3x1BEREQydq7bSVXAS4icTCeYsWIa6VZv63W8uoxX53j71i6IxlicSGr552gEI7DokuxhV0duW3nQzCsGH1MWUBEpLnkPAM3sF8B+4LvAOcCjwLuAmc65251zz5zAY7+HlwUyAdm9XTcDu4DTMu/7a+fcj0/+OxAREZk8tj34crbd0t3CwuZc2dVNp5XhMrN9N3Z0gvlh8RVjPsYJrVfCnGA8l64g5POTCJZR0QVHu4/Smegc6G4RkTFXiCQwN+Gl178b+Ilz7qTXPTjnjgHP9zv3K+BXJ/tsERGRyazmaBq8igS0RHag7bYAACAASURBVKDmjw9nr/1u/pFs++KuKMw9H0qOK58qQ+m1D7A6vj2b4SBkATqD5VREvRnWhvYGVtSuGI8Rioj0UYgloBc6505xzn01H8GfiIiInJhoR5SZwbrsce3iMpIHDwKQqipj07w0AKd1dzMtndbyzxMxbQnUejX+SqwlezrkC3pLQKPesZaBikixyHsA6Jx7bvheJ8bM6s3sA2b2bTO7q9/5881MWUBFREQyXvzlcwR8XjmC9kQbCw9vzl57/Yx60j5vuuqSrkztgmUKAE9IZhloxNeWPRXyhbJLQHHKBCoixaNgdQDNzA+swCvf4B+oj3PuyVE87/14hcMjeAssHPCXmcszgGeB2/ESzYiIiEx50c2NYAsAOJBqJ/DoH7LXHlqQW/55aVcUSutg5pljPsZJYenVsPZ7lPiP0OFNqhLyhekOlhFKQTihTKAiUjwKEgCa2f8GPo5XwH0oAwaGAzxvNfDvwAbg88CfAR/oue6c22Rmm4G3ogBQREQEgGnxUHb/X1eJj2STl6XSlZfx7OwOwKhNpTg1HoeVV4FvLMsDTyILLwZ/mGC6i7RL4TM/AV+QRKgMUDF4ESkueQ8AzewTwBeBNuAnwD4geZKP/SReps/LnHPHzOysAfpsAN50ku8RERGZFI4eOkJdqD57PD19INs+cM58Un6vdO7FXVFvP0ivbJYySqFSWHgRvp1/Ip6OEvGXA5AOe/UXFQCKSDEpxAzgXwGNwNnOuYN5eua5wD2ZbKCDaQBm5ul9IiIiE9rWh15mnnn7/9oSR6l4/pe4zLU/rohn+10SjQEGS1T+4aQsXQ07/0QyHYVMAEgoAkBFl+P1jiacc1im7IaIyHgpxFqPecB/5zH4AwgBwxXQqQZSeXyniIjIhOXb1ZptH0m14w55GSp902p5sGYPAH7neFM0CrPPgrK6AZ8jI5TJoJpyXblzQS8Ar4hCR6KDY/GhPscWERkbhQgAm8n/zOJuvKLyQ7kAr/6giIjIlBdsS2fbqVQu8Dh88SmkMz/9z+zupirtVP4hH+qWQfV8nMt9Xu0PeKkOekpBaBmoiBSDQgSA/wWsNrNwHp/5AHCJmd080EUzex9wBnB/Ht8pIiIyISXjcap8uYLuoe3PZ9trTsn1u7QrE5ks0/6/k2YGS1dj5IJtv8+Pw6jo8hbfKgAUkWJQiADwc3gJW35hZovy9Mx/BvYCPzeze8kkezGzD2WO/x3YDnw3T+8TERGZsPY8vZmw3yuNG0tFqdzzAgDBefN4IJSrBXhJVwwi1TD77HEZ56Sz9Gp81p49DPkgESxVMXgRKSqFSAKzGQgCs4HrzawNODpAP+ecWzKSBzrnjpjZZcCPgd6zgN/JfF0D/Lnrve5CRERkitr11HZWMguAo/EjlDlvi3zXFefQnngQgBnJJMsSCVh+BfgLVhZ4all0KX7fo9nDkEEiWE5F1NsX2NDeMF4jExHJKsS/+D68sg97e50bKOXVqNJgOef2Apeb2Rl4M4DT8EpNPOecW3eCYxUREZl0Aodi4E0AEj22n7LM+edPC0Gm/vulXVHvB7HKP+RPuJxgZQlk8sCEfL5MAOgl4NESUBEpBnkPAJ1zC/P9TDO7FDjmnHvFObcBr+afiIiI9OOco85fkT32t2wDIHzqKTzExux5r/wDsPSqMR3fZBecNQd2eu2QBekOllER9fYAagmoiBSDQuwBLITHgNvHexAiIiLFbtu67VQFpwGQdmkq96wFwHfN5Ww/4hV/DzrHBdEYzDgdKlRCN5+OTc/tbon4Q94MYGZGsKnTqwUoIjKeCh4Amlmlmc0zs8qTeMwhIJqvMYmIiExWOx7bnC02fix+BH+yE8x4+YzSbJ/zojFKnYNlKv+Qb74FK7LtsC9MPFiWTQITTUZpjbUOcqeIyNgoSABoZn4z+5SZ7cDbbbAbOGJmOzLnR7v09HHgwjwPU0REZNIJ7M9loezoagag9Lzz+FNsffZ8bvmnAsB8mzanLtsO+0vpDpYSTkIooVIQIlIc8h4AmlkIeAT4MrAQ2AeszXxdmDn/aKbfSP0DsMLM/tHMgnkdsIiIyCRSk879eE21vg5A2fXX8vz+XC3AS7qiEKqAeReM+fgmu+qaElKZrKtBX4hEyMvGo2LwIlIsCpEF9A7gcuBB4G+dc9t7LpjZEuDrwI2Zfl8d4TM/DWwCPgO838zWAweA/gvpnXPu/Sc1ehERkQmq/XCUmkCuAHxpwysQDLJ91TSiz3sRyIJEggXJJKy8DPz6TDXfggE/sXSMMr+Xe9VFMgFgFxyuVAAoIuOvEAHgn+MFa291zqV7X3DO7TSzm4BXgHcx8gDwtl7tmZk/A3GAAkAREZmSNj+5mbkBL/BIpuOEj+yj/Mor+PWxl7N9LunKTEVp+WfBRNPd2QCQUAQgkwnUFACKyLgrRAC4FPhu/+Cvh3MubWYPAR8exTMX5WVkIiIik9jB9buZywwAjnUfIoij6ob/wZrGO7N9LulS+YdCi1oy2/YHvSW5PUtAVQpCRMZbIQLAOFA+TJ8yIDHSBzrn9pzUiERERKaA0NFO8CaciHY2Ey4tpfXcJex5yPsxWpJOc24sBnUroHr+OI50cov5c5+BBzLLbHtKQWgGUETGWyGygG4A3mFm9QNdNLM64B3A+oGui4iIyOg556h2uT19rnUXFauv5qlDL2TPXRCNEQJYtnrsBziFxEOWbYf8ftLm6zMDmB54kZSIyJgoRAD4L0A9sNbM3m9mi82sxMwWmdn7gOcz1/9lqIeYWdjM1prZH4fK/GlmoUyf55QhVEREpqr21ijVwarsccn+LVTecANrGtdkz10a7dn/p+WfhZQqyS2wCpuRCJZT1+UFfYl0goNdB8draCIi+Q8AnXP/hZfcZQHw78B2oAPYAdyFt5/va5l+Q3kXcA7wdefcoMtFnXNx4GvA+Zl7REREppw9L2yjLFAJQCqdpMS6sHPO4IUDuRnAS7piECyF+SqtW0hWnivFEfL5SQTLqO/MzfppGaiIjKeCFIJ3zn0Gr3D7D4CXgdczX38AXOSc+9QIHnMT8Lpz7ncjeN/v8QLNm0940CIiIhPY4Q27s+1j8cNUXnsNaw+9RCLtfYa6LB5nZioFCy+BYGScRjk1LFjQqxi8L0AiWE5NV+66AkARGU+FSAIDgHPuOeC5k3jEWcCwwV8vTwLXn8T7REREJizXcgwC0wDo6myh8i9uYE3jb7LXL1X5hzFTP7eGbg4AEPGF6QqWZ/cAggJAERlfeZ8BNLObzexPZjZ7kOtzMnv2bhrmUXVA8yhe3QxMG0V/ERGRSSMSz/1Id7EWIqvO5MmGJ7PnVP5h7ETqq7PtsD9MIlhGSSx3XaUgRGQ8FWIJ6F8C1c65Af91c841ApWZfkOJMnw5id7KgdiwvURERCaZWGeiTwKYwJwKdrTtoLnL+xy1IpXmzO5uqF0M05aM1zCnjJLpuf8XYX8J3cEygrFcZlDNAIrIeCpEAHg68OIwfV4Ezhimzz7gvFG891xg7yj6i4iITAo7nn2NiqA365RyKRb9z2tZ05DL/nlRNOrt+dDyzzERiIRIZvZe+i1AIlKGJY1gwgHQ2LZrPIcnIlNcIQLAWqBlmD6H8ZZ4DuVx4I1mdu5wLzSzc/CSzjw2kgGKiIhMJo2P5jJ9tsePMO3MN/Rd/hntWf6pAHCsRNO5TX/piLegqWcf4IHoIZLp5HgMS0SkIAHgIWDZMH2WAUeH6fMvgAPuM7NTButkZiuB+4AUcOcoxikiIjI5HM3tgGhLtdPW3cb6g+sBMOe4qCsK/jAsvHi8RjjlRF0827ZQCQDz21MApHA0dx4Yl3GJiBQiAHwaeHMmMDtOJph7C7BmoOs9nHOvAV/Cqyf4spn91Mz+l5ldY2arzex9ZvZTvPISC4EvZu4RERGZUkr9Jdl2e5mfZ/c/S8p5wcZp3XGmpdOw4EIIlY3XEKecGLkZPl/Qqws4v1cpiKbdj4/xiEREPIUIAP8fXnmJp8zsI2a23MzKMl8/ihf4+TP9huSc+xLwD4ABfw58H3gI+D1eUfk/z3wPn3XO/Z8CfC8iIiJFLdrUQkUolzMtsGJ2n/1/l0RV/mE8xPy5wu+BYBCAuS6XHbRh+2gqXYmI5E/e6wA6514wsw8C/wp8M/OntxTw186550f4vH8ys/8E/hdwETALLyBsAp4Cfuic25Ov8YuIiEwkjU9toipYkz1e8MZlPLX+C9njXPkHBYBjKRHxQWYVaMDv/bo1IzAb2AZA44GXIZUEf8FKMouIDKgg/+o4575vZk8BHwQuAKrx9vw9B/ybc27rKJ+3B/h83gcqIiIywe1et5OVPm/XRSzVRay2ldZYKwC1qRSnxuNQNQ/qV4znMKecdGkoGwCGfH5SviDTfDPoCQCb0t2wew0suWL8BikiU1LBPnbKBHkfLtTzRUREBLqPdHv5t4GjiTbWNu3MXru4K+rt9Vh6FZgNeL8Uhr86kk13F/b5SQTLqIzldt40Bv2w8RcKAEVkzBViD6CIiIiMkbAvnG23BeL99v9p+ed4idRWZtthX5BEsJyyrty+wMZAALb+GhKxgW4XESkYBYAyJsxsrpn9wMyazKzbzHab2bfMrGb4u7PPeNzM3BB/Iv36zzGzD5vZQ5n3dZvZYTN7xMxuyv93KSIytroPHqasV2ZP/8JyNh3e5LWd48JoFHwBWHTZeA1xyqqclfvxFvaFSATLCLV3Y3gzsS1+P/HuY7DjkfEaoohMUdp5LAVnZkuAZ4DpwAPAq8D5wEeBa83sIufc4VE88ouDnO9fVffDwCeBXcBjwAG8siI3AVeb2Tedc3eM4r0iIkWl5dnNVAUrssedi7q8arzAqlg3lWkHC94IkcpBniCFUj9/Oo6DAET8EQ4Gy3BtbUwvnU5zVzPOjP2BAAs23gen3DjOoxWRqUQBoIyFO/GCv484577bc9LMvgF8HPgy8IGRPsw594URdl0LXO6ce6L3yUwtyueAj5vZfzrn1o303SIixaTxlV3MCSwCIO3SPBl6OXstV/7hqvEY2pRXP6uSlkw77CslFiojdeQAc8rn0tzVDHjLQBe89nuIHVOQLiJjRktApaDMbDFwDbAbrzRIb58HOoH3mFneqxM7537ZP/jLnN8K3Js5vDzf7xURGStHm45hmeQunaljrDn4dPbapT3lH5atHo+hTXmhUIDutBeEmxmJ0kpSR48yp3xOtk9j0A+pbnj1t+M1TBGZghQASqFdmfn6B+dcuvcF51w78DRQCrxxpA80s1vM7FNmdoeZXWdm4eHvOk4i87X/slERkQnDpXMLeTp9HbQn2gGYmUyyNJGA8hkw47TxGt6UF++pAwG40krSXV3MC8/InmsKZP7/bbxvrIcmIlOYloBKofUUnto2yPXteDOEy4E/jvCZ9/Q7bjGzv3HO/WIkN5tZJfB2wAF/GOE9gy0TXTmS+0VE8i1xuJWSYGn2eG+4Ndu+tCvqpRpZerXKP4yjZCAFmY8+fWFvocu8dHX2emNPAPj649BxEMrrx3iEIjIVaQZQCq0q87VtkOs956sHud7bA8CNwFygBC/4+krm3nvN7LrhHmDeWqm7gBnAv2WWg4qITDiHXthCZa8AcFPF9mz7ki6VfygGrtf6FH/IS1Q9K1WePddYlskU6lKw5b/HcmgiMoVpBlDGW89H0264js65b/Y79RrwGTNrAr4L/BPw0DCP+TpwM7AGGHEGUOfcOQOdz8wMnj3S54iI5EvzK7uoCuaWEz5fuh6AUNpxfiwG5oPFl4/P4MRTHoBMLp5gwIsG6+O5ikXZGUDwloGe/1djOToRmaI0AyiF1jPDVzXI9cp+/U7EXXh7+VaZWcVgnczsa3hZR58ErnfOdZ/EO0VExtX+XYcI+0sAiKe72Vvm1X84Lxaj1DmYcy6U1o7nEKe8xlRu63vIHyJtPiqi4Dc/AIdTXUT9Qa/DvufhyJ7xGKaITDEKAKXQXst8XT7I9WWZr4PtERyWcy4GtGcOB8wmambfBP4Orx7gdc65jhN9n4hIMUjGcz/CjyQPZ3+i58o/aPnneAvU5pboRvxBEsEKaDvGzLKZ2fP7F12Yu2HT/WM5PBGZohQASqE9lvl6jZn1+fuWma27CG+BzHMn+gIzWwHU4AWBh/pdMzP7V+BjwCPA/3DOdZ3ou0REikGqrY1wKBdcNPmas+3s/r9lCgDHW+mM3OKXiC9Ed7jquFIQDQsuyN2wcUS5zERETooCQCko59xOvEybC4G/6Xf5i3gzdj92znX2nDSzlWbWJ7ummS02szn97sfM6oAfZg7vcc4le10z4N+BD+LtDXyzcy560t+UiMg469y4mbJeAeD2kt0ALIwnmJ9MQuk0mHXWOI1OetTOnZZtl/hL6A5XkzxypE8A2FQzBwLeUl5aNkPzlrEepohMMUoCI2Phg8AzwHfM7CpgK3ABcAXe0s/P9uvfk5mzd+7yS4G7zOwJYCfQCswHrsfbX/gi8Il+z/kc8Jd4M4yvAJ+y49Ohv+KcU+o1EZlQWl7aQVWwMnu8tXIvABf3LP9cciX49BnveJu9dCbtNAAQ8ZcSDVWSOnKUOeVLsn0aY4dhxXWw+ZfeiU2/gBmfG4/hisgUoQBQCs45t9PMzgW+BFyLF7TtB74DfNE51zrU/RnrgJ8C5wCr8JLHtAMbgf8Cvueci/e7Z1Hmawnw6UGeezegAFBEJpT925qZXzY/e7y52gsAc+UfVo/HsKSfqooSDqVihP0RfOYnXlZL6ugRZpfPzvZp7GiE09+RCwA33gdX/m/VbxSRglEAKGPCObcPeN8I+x73U885txG4bZTvvG2094iITARtR5P4y71Mkh3JY7SHopSk05wbywSAS64cx9FJb9F0lLDfK/2QLq0ideR15lbMzV5v7Gj0EvZEqiDWBkf3QsMLMO/88RqyiExyWh8iIiIygaTa27FgLuHxQXcQgDdGY4QAZq2C8vrxGZwcp4vc4hSLlJE6epTZZf1mAANhOPUtuZuUDEZECkgBoIiIyAQS27yFSEl59nhf4ADQq/zDMi3/LCZRXyrb9oUiJA8doq6kjpAvBEBbdxsd8Q447R25mzb/ElLJ/o8SEckLBYAiIiITSNv6rVQEcxlAt5XvAnrv/1P5h2ISC+XawUAYF4vhDrcevw9w4cVQnqkP2HkQdj0xxiMVkalCAaCIiMgE0rK1iapgRfZ4a8U+lnfHmZlKefvI5pw7jqOT/lJluXQL4UCAlC9IvKHh+ADQ54fT3p67UUXhRaRAFACKiIhMIAf3t1MW8EpApFyK16oac8s/F18BfuV3KybLl+b2Y0YsQHeoikRDQ99agB1NXuP0XgHgll9DQqVrRST/FACKiIhMEKmODmK+3P6/tmQrKV+aS7X8s2iF63KztRF/kHjYCwCPmwEEmH021C722vF22P6HsRyqiEwRCgBFREQmiNiWLQTKa7LHzXaQinSaM7q7vRNLrxqnkclgymbVZtsRX4TuUBXxhgbmludKQew65u3jxAxOvzl3s7KBikgBKAAUERGZIKKbtlAazs0A7go3clFX1CvqO/0NUDl70HtlfJTPnZ5tl/hLiYWrSOxr4JRpp2TPbzy4kbRLewe9s4Fue9irDSgikkcKAEVERCaI1s27qAyUZI9fK9/NpdnyD1r+WYxCFSUk014tQL8vQHdpNYmGBuZXzKcm7M3mHosfY3fbbu+G+uUw8wyvneqGrQ+Ow6hFZDJTACgiIjJBHNzdSlWwOnu8uXoPF2r/X9HrTOeSuaRLK0gcOADJJGdOPzN7/pWDr+Ru6L0MdJOWgYpIfikAFBERmQBSHZ0cSYQJ+SMAxNMxam0/09JpCJXDvDeO8whlMF0unjsIl0I6TWL/flbVr8qefqWlVwB42k259uuPQ0dL4QcpIlOGAkAREZEJoPvVrbiqmdnjw6nDXBLLzCwtugwCoUHulPEW9aez7UAoDECioYFV03sFgL1nAKvmwoKLvLZLw+Zfjck4RWRqUAAoIiIyAcS2bCFUWpk9bvI39yr/oOyfxay7xLLtUDCEA+INDbxh2hsImFe3cVfbLo7GjuZuOr1XMhhlAxWRPFIAKCIiMgF0btpKeSiXAGZfZDenxDNLC7X/r6ilK3OzsyW+IMlACYl9DUQCEVbWrsxe23BoQ+6mU98KPi84pGEttO4aq+GKyCSnAFBERGQCOLT9AJXBXAkIC2/3fojXLYeaBeM2LhleZHpu5rbEHyIeqiLR2ADQdxlo732ApbWwpNfM7qb7Cz5OEZkaFACKiIgUuXRXF4eOOSqDuSLwy3xbvYZm/4pe1fxp2XapP0J3uJp4QyPA4JlAoV82UAWAIpIfCgBFRESKXOzV14jWzMNvfgA6Usd4U/ywd1H7/4renGVzsu3SQDmxUCWJffsA+mQC3XRoE4l0Infjiuugp+5jyxZo3jwm4xWRyU0BoIiISJGLbd6MryI3i3QkfYgK57zgYMHF4zgyGYlpM6tIZgK7oC9Ed1kNqSNHSHd2MrNsJjPLvOyu0WSUbUe25W4Ml8PK63PHG+8by2GLyCSlAFBERKTIxTZvJlJSkT2O+rzZIxZeDMHIOI1KRsrn89GR6swep8prAbLLQAetBwh9l4FuvB+cK9xARWRKUAAoIiJS5I5ufZ2KQC4DaI3vVa+h/X8TRpTubNsiXjCfaMgsA+2VCGZ9y/q+Ny65CiLVXrttL+xbW9iBisikpwBQRESkiKWjUQ4dSlAVzGWSXORXApiJJlCe+5UrEPaC+URDJhNo/SAF4QECITj1LbljLQMVkZOkAFBERKSIdb/2Gm1VcygPVgGQdikqA7uhZiFMWzKuY5OR81UGs+1QZtluzxLQ5bXLifi9c/s799Pc2dz35t7LQDf/ClLJwg5WRCY1BYAiIiJFLLp5M8ma2dnjjmQrPl/Sm/0zG8eRyWiEp5dm25FACIdlM4EGfUFOqzste339wX7LQBdcCBWzvHbXIdj1eKGHKyKTmAJAERGRInbklRcJlVZnj5Pp/V5Dyz8nlJIZVbm2P0w8VJEtBg/9CsL3Xwbq88Npb88db/xFwcYpIpOfAkAREZEi1rppE2Xh3OxR2LcD/CFYeMk4jkpGy+pzAWCpv4R4qIp4QyMuk9Wz9z7A4xLBAJz+jlx764OQiBZsrCIyuSkAFBERKVLp7m4SrSGqA2XZcxWBV2H+m7wacTJhlM2rz7ZL/GXEwlW4aJTU4cMAnFF/Rvb6ltYtxJKxvg+YtQpqM3s+4+2w7eGCj1lEJicFgCIiIkWqfctG2svmUBWqyZ6rDb2q5Z8T0LS6aqKZWoA+8xGv8Iq/92QCrYnUsLByIQDJdJIth7f0fYBZv5qAygYqIidGAaCIiEiR2v7074hOm0PQFwIgluog4m+FZavHeWRyIjpTXdl2sqJvMXgYZh8g9F0Guv0RiB7N/yBFZNJTACgiIlKkWl96Hl/FtOxxNHkAKudA/cpxHJWcqE7i2baV9C0GD/3qAbYMEADWLYNZZ3rtVDe8+mBhBioik5oCQBERkSLknCO0rZHSSG7/n49dsPQqlX+YoKK5UoD4M4l94g0DZwJdf3B9NkFMH1oGKiInSQGgiIhIEdrdsInyrhqqMkXDAcoDr8JSLf+cqFLloWy7pxh8otcS0EVVi6gIeTODrbFW9rXv4zhvuAnIfACw60lobz6+j4jIEBQAioiIFKENa37JsfK5VAdzNQBrwttg8WXjOCo5GcEZldl2JJAJAPflgjyf+Tiz/szs8YD7AKvmwIKLvLZLw+ZfFWawIjJpKQAUEREpQgfXPUN77VxKAl65h2Q6TvmiWRCpGuZOKVb1y2Zk22WBMtIWIHHgAC6ZzJ4fdh8g9E0Go2WgIjJKCgBFRESKTFeii8i2BlzV9Oy5zmQLvmVXjeOo5GQtOH1htl0WqCAaroRUisSBA9nzw2YCBTj1LeDLbChsfBFadxViuCIySSkAFBERKTLPNT3L4sY0kdKK7Lm026vyDxNcZV0F3SmvwHvAF6SrejbQdxno6XWn4zPv17MdR3bQHm8//kGltV4yoB6bflG4QYvIpKMAUEREpMi8uP73lKSqqQzkEsCUhvfCjNPHcVSSD53pzmw7Xj3H+9orE2hpsJQVNSsAcDg2Htw48IP6ZAP9BQyUMVREZAAKAEVERIqIc46WdU/TXj6H6lAuaUj1ogrw6cf2RJcIpHIH5d4S38S+hj59hk0EA7DiOgh6pSQ4+Co0b87rOEVk8tJPEhERkSKy7cg2pu86SlvVPCqDNQCkXYqKc88e55FJPriy3K9e/lIvoU+ioW8A2Gcf4GCJYEJlsOL63LGSwYjICCkAFBERKSJrGtewZL/DTZudPdeROETolKvHcVSSL8G6smw7HPIyvMYbBw8ANxzaQCqdYkC9l4Fuuh/S6fwNVEQmLQWAIiIiReSpPU+y+ACES3P1/6Ic8BJ/yIRXubgu2y4NlOE4fgno7LLZ1JfUA9CZ6GTH0R0DP2zJlVDizRLTtg8a1hZiyCIyySgAFBERKRJt3W0cfvVlAukIleHS7PlkVWwcRyX5VL50Zq4dLKc7VEmqtZV0Zy45jJn1mQVcf3D9wA8LhLySED20DFRERkABoIiISJF4pukZljSmaS+fQ00wV/C97Izl4zgqyafahTNIOa/we8RfRkdlJhNoY2Offn0SwQy2DxD6LgPd/CtIJfI3WBGZlBQAypgws7lm9gMzazKzbjPbbWbfMrOaUTzjcTNzQ/yJDHDP+83se2b2vJl1Zfr9n/x+dyIi+bGmYQ1LmxxtNQsozwSAKZdk6WrV/5ss/AE/7clcbb/uaQuBYRLBDJYJFGD+hVCR2S/adRhefyJvYxWRySkw3gOQyc/MlgDPANOBB4BXgfOBjwLXmtlFzrnDo3jkFwc5nxzg3NeBKuAI0AQsGcV7RETGTCqd4qnGp/j0aW4bfQAAIABJREFUfkdq/rzs+WOJwywoLxnHkUm+tbso1Xiff7qKGcDxAeAptacQ8oWIp+Psa9/Hoegh6krqjnsWPh+cdhM8+y/e8cb7YJkSBonI4BQAyli4Ey/4+4hz7rs9J83+//buPD7uqt7/+OszM9nXNmm60H0vLWUpUNmhILLvCCIIKly54g4IXr0o6kXwXgTx3p+KqIDswgUEAfECpWVVCpRutHSF7k3SJs06k5nz++M7mZkkkzRJM2km834+HsN3zvme7/d7wuksn/mexX4BfBv4D+Dq7p7MOfejHlz7YmCFc26DmV0B/LEHx4qI9JtlVcto2F3N2B2waf/4hC81/t1dHCXpqD4rPqtnIDrZT7BdAJjtz2Zm+Uze2/4e4I0DPHHsiclPeMCF8QDww2ch2ADZ+cnLikjGUxdQSSkzmwicDKwH/qfd7h8C9cBlZlZACjjnXnDObUjFuUVE+tLCTQuZuBVaAoWURJcHAGgaVdrFUZKOwqXxEQu5Od7HX/uZQAEOGpYwEcz2TiaCARh5IJRN8Z4H6+Cjv/VNRUVkUFIAKKk2L7p90TnXZoEi59xu4HUgH/hUd09oZheZ2Y1m9h0zO9XMcvquuiIi+8aCjQuYvMWxq3g8Q7LjQd/wuTP3Ya0kFYomVcSeFwQKiJivQxdQgAMrEiaC6WocoBkccEE8veTxPqmniAxOCgAl1aZFt6s62f9RdNuTKe4eAX6GN77vOeBjM7ug60NERAauysZKllct9yaAKZ9AfqAIgJZIiGlzJu7j2klfmzBncux5UVYRjbllBDdtwjnXplziTKDLKpcRDAc7P+mshI/Bj16Exl19Vl8RGVwUAEqqtc5jXtPJ/tb87vRxeho4ExgN5AHT8QLBUuBRMzt1L+rZJTNblOwRrYOIyF55bdNrAEze7GDo6Fh+ndWQnaPh+oPNiInDCUaaAcjy5bB7yDhcQwPh6uo25crzyhlT5E0IFIwEWVG9ovOTlk+GUQd7z8NBWPFMSuouIulPAaDsaxbdui5LAc65O5xzzzrnNjnnmpxzK51z/wZci/dv+ZZUVlREJFUWbFxASZ2jbLePgvzi+I5hCv4GIzOjJmEpiFCZF+Ql6waaOA6wy/UAoe1dQC0KLyKdUAAoqdZ6h6+kk/3F7cr1xj14S0AcZGZFe3GeTjnn5iR74C1pISLSa6FIiDc3v8nkLY66wtGUJUwAUzi9oosjJZ3VWnPsub9wGNBxJlBoux7g4h1dTAQD3nIQrb+rrlsAu7fudT1FZPBRACiptjK67WyMX3Task7HCO6Rc64JaP0pNSWziYqIpMr729+nLlTH5M2OXSUTGZJdFttXcVhPhkdLOvGXxWcCzcnzfiNNNhNo4jjAxdsXdxgn2EbxKBh/dDThYNmTfVJXERlcFABKqr0S3Z5sZm3+vUXv1h0FNAJv9fYCZjYNGIIXBFb29jwiIvvCwo0LAZi8GZqGT8BvXrfPunAt+cOH7MuqSQoNm5owE2j0rm9oU8cAcHLpZAqyvN82tzduZ0v9lq5PfIC6gYpI1xQASko559YALwLjgWva7b4Z747d/c65+tZMM5tuZm0mVzGziWa2X/vzm1k58cXdH3HOtfRh9UVEUm7hpgWYc0za6sgpii8Av9XquzhK0l3FweNjz4uySmjxZSftAur3+ZldPjuW3uM4wBlngS/Le75pEVSt6YvqisggogBQ+sNXge3AXWb2lJn9zMxeBr6N1/Xz++3Kr4g+Eh0LbDCzl8zsbjO71cweAlYDRwDvAN9tf2Ezu9LM7jWze4Ero9lntuaZ2Y199UeKiPTU5t2bWL1rDSOqIeBKKc3Oj+1rGpHfxZGS7krGjyAU8ZZ1yPXnUzt0fNIuoNB2HGCX6wEC5A+FKZ+Op5f+717XVUQGFwWAknLRu4CHAvcCc/Fm7ZwE3AUc4Zyr6sZpFgEPABXA+dFznAIsAb4BHOWcS7bo0dHA5dHHUdG82Ql5p/TqjxIR2VuRCAtf+CbgLf+wq3gCZdnxO4AjD5/c2ZEyCPj8Puoi8ZlAm8snEdqyBdfSsSNLj2YCBZh1fvz5ksegq3GDIpJxNL+09Avn3CfAF7tZ1pLkLQGu6MV1r+jNcSIiKRWJwDPfYGHl+5Cfx+QtjtqKieQFvLFewUgz+8+dsoeTSLrb5ZpoHeVpJSMhHCa0dRvZo9uOeDhg2AEYhsOxaucqGkIN5Gd1cYd42qmQVQCheqhcBVuXwMjZnZcXkYyiO4AiIiL9KRKGp79K0/sP8HZuDuDdAfSXjogV2R6uISvLv69qKP2kLi/+e2dugTf7a2jjJx3KFWUXMXmId0c47MIsrVza9YmzC2D66fH00sf3vrIiMmgoABQREekv4RZ48iuw+GHeyc2hyecj0OIYW5lFcV58AfjaUn08Z4Ks/Upjz4tyvHuByRaDh3bdQPc0DhDazQb6hHfXWUQEBYAiIiL9IxyC/70yNjX/wrw8AMZth/r8sQzLiS/5UHrQmH1SRelfk46Mr/NYlF1KxPxJZwKFdhPBdGcc4KR5kBcdU1q7ET7p9WpLIjLIKAAUERFJtZYgPP7F2MLcDlgwxFsHbvJmR03FNIqyvLtBLZEQB554wL6qqfSjcQeMo76lFgC/BWgcNqnzmUAT7gAu3rGYiNvDHT1/Fsw8J55eom6gIuJRACgiIpJKLc3w58thxTOxrPWHfJ6NkUYAZmz14xs2LrZvW0sVOfk5/V5N6X8+n49dLfGZQBuHT+u0C+iYojEMzfXu6NUGa1lfs37PF5iV0A102ZPeXWgRyXgKAEVERFIl1ASPXgorn4vnHfE1Fk76VCw5Y1sWRQXx5R92lnSYCFkGsVp//E6ev2Q0wU2bkpYzM2YPS1gQvjvjAMceAcXRGUUbq2HNK3tVVxEZHBQAioiIpEKoER75HHz0YjzvqG/ByT9lwaYFABQ0OrJ3F1CRUxYrMuJIrf+XSUJDC2PPCwqGE66sJNLQkLRsj9cD9Pnargmo2UBFBAWAIiIifS/YAA9dBGtejucdez2c9CPqWxpYtG0RABO3Oqr2O5C8gBcEBCNNzD5B4/8yScXsibHnJTnlOPMR6uQuYJuJYLpzBxDggAvjz1c86/3bFJGMpgBQRESkLzXXwYMXwrpX43nH/xvM+wGY8daWt2iJtABw5M5ybHh8wfcaXy2+gNb/yyRjZ4+loaUOgIAvm6aysZ3OBDqzbCYBCwCwrmYdu5p27fkCIw6A8uhso6F6WPV8n9RbRNKXAkAREZG+0rwbHrwANrwWz5v373D8DbHkwo0LY89n7SiiuCDe/TN7fFG/VFMGjtKKfHaGamLpUBczgeYGcplRNiOW/qDygz1fwKztXcAlT/S6riIyOCgAFBER6QtNNfCnc+HjN+N5n/4xHHtdLOmciweAzkFlGRU5FbH9o46Pf7mXzJCdF6CWcCxtZVMIbUoeAAIcOOzA2PNujQOEtuMAP3oRGnf2uJ4iMngoABQREdlbjTvh/nNg4z/jeZ+5BY76Zptiq3auYnvjdgAmNBVRXz6dbH8uAPUtdZROG91vVZaBwyqKY88LisYQ3Jh8DCD0chxg2SQYdYj3PBKC5X/pVT1FZHBQACgiIrI3Gqrh/rNh87vxvFP/E464pkPRBRsXxJ5/pn4SBUNGxdKbfDWYaQmITDRszpTYwu7F2eU0b9rWadnEO4BLK5cSinRzbb/EbqCaDVQkoykAFBER6a36SrjvLNiyOJ53xh0w91+SFl+4KT7+b+rWUQzPjY//c/uXJTtEMsD4OePYFawEvPX+dofycc4lLTuiYAQjC0YC0NjSyKqdq7p3kVnnAdEfGNYthCUKAkUylQJAERGR3qjbAfedCduWRDMMzvoVHPqlpMVrmmtYvMMLFM1BaHMxRVklAIQiQQ4/98j+qLUMQMXluVSH62Pp5vIZhHd2Pk6vx+sBAhSNgMknRRMOnvgyzL/NG4sqIhlFAaCIiEhP7d4K954O25dHMwzO+X9wyBc6PeT1Ta/HuvmdXjuBQEF88pfNLTsoKilIZY1lADMzdhdmx9J5JeMJdbIUBMCBFfFuoIu3L+60XAdn3BFfEgJg/i3w5FegpblH9RWR9KYAUEREpCdqN3vBX+VKL20+OO93cNAlXR6W2P3zxPcKqSgYGkvXjVXwl+mGHzY99rw0bzhVK9Z0WrZXE8EAlI6BL/8dJhwXz/vgUW8Ma31Vj+orIulLAaCIiEh31WyEP54GVau9tPnh/N/D7Au7PCwcCfPaJm9twJJ6R3hrKWXZ3h3AiItw0HlHpLTaMvDNOG46NcFqAPwWYP0rnd/ZmzpkKnmBPAC21G9ha/3W7l8orxQufQLmXBHP+/hNuGce7OjmeEIRSWsKAEVERLpj5wYv+Nu5zkv7AnDhH6OTa3RtadVSdjXvAuCM5XkwakZsxs8dLVUMH1uesmpLeigamsv2UG0s7W8uoKW6OmnZLF8Ws8pnxdKtY0u7zZ8FZ9wJJ/8HsYlhdq6He06CtfN7di4RSTsKAEVERPakep3X7XPXBi/ty4LP3g/7n73HQ0OREL945xcAWMRxwvs+hhfFl3+oLNPSD+JpGJIfe15UMoFdj3c+U2evJoJJZAZHfg0ufhCyotdtroEHzodF9/b8fCKSNhQAioiIdKVqjRf81Xzipf3Z3pfm6ad36/A7F93Ju9u9NQIPWWc05+5PeW68++f+FxyakmpL+hlzzMzYREElORVseexpXEtL0rKJ4wB7fAcw0fTT4YvPQ5G3tASRFnjmm/DiDyAS7v15RWTAUgAoIiLSmcqPvG6ftZu8dCAXPvcwTP1Mtw5/cf2L3L/8/lj6qtVjiYyfE0tvCW5lzNQxfVplSV+TDp9AVfN2wJsZtLlgPLtfeSVp2dnls2PPV1SvoKmlqfcXHnUQXPUyjIifkzd+BY9eBsH6zo8TkbSkAFBERCSZ7R96wV9ddIKNQB5c8mjCWmpdW1ezjpveuCmWPiNvLqXvrWN4ybhYXva0kj6tsqS3gpIctiasB+gfeTA7H3woadnS3FImlEwAoCXSwvKq5UnLdVvxKPjSCzAt4c72yr/CH07xZr4VkUFDAaCIiEh725Z53T7rvbsxZBXA5/8ME4/v1uENoQa+M/871Ie8L/OjC0fz1Y8nUznhGIqySgEIRZqZcfHRKai8pLPw6LLY89LiCdS//U+aV69OWrbNOMCeLAfRmewCuOhPcOTX43lbP4DfzYPNfXB+ERkQFACKiIgk2vIB3HsGNFR66exCb9r8Ccd063DnHD956yes3uV9ac/x5/CLo39O45PP4h8XH++3w6rJLS3s8+pLeps2bw51oRoAsnzZNI6Zzc6Hkt8FbLMeYG8mgknG54eTfwpn/tKb6RZg9xb446nw4V/75hoisk8pABQREWm1+T2470xojE6/n1MMlz0J47q/Tt9jKx/j2bXPxtLfn/t99lv0CbXN2YwqmhDLH3Lk+L6qtQwio2eUs7kpvii7jZ3LrqeeJrx7d4eyiXcAF+9YjHOu7yoy5wrvh4+caDflUAM88nlvbGBfXkdE+p0CQBEREYCNi+C+s6HJW6+P3BK47CkYc3i3T7FkxxJu++dtsfR5U87j3CnnsvPhR6ideRrZvhwAakO7mHSGZv+UjvIKs9lVVBxLDxkyk3BTkJqnnu5QdnzJeIqzvbLVTdV8svuTvq3MxOPhyv+DIeOjGc6bHfSZb0I41LfXEpF+owBQRETkk3/An87x1kEDyC2FL/wFRs/p+rgEO5t2cu2r1xKKeF+MZwydwfcO/x7Na9ZQu+gDhpdNiV+uqBGfXx/Bktywg2bEu4H6c2gaN4edDz6Ii0TalPOZjwOHHRhL98k4wA6VmQpXvgxjE+6Cv3uft15g486+v56IpJw+fUREJLNteAP+dC4013rpvKFwxbPe1PjdFI6E+d7C77GlfgsARdlF3H787eQGctn5yKNsn3kaJdlDAQhFgsy9+tN9/mfI4DF6RhmfNFXG0lnjjiS4fj31b7zZoWxKxgG2V1AGX3gaZl8Uz1v3Kvz+ZKhem5prikjKKAAUEZHMtW6hdycjWOel88u94G/EAT06zd0f3M3rm1+PpW85+hbGFI0h0tDArqeeYuh+8S/pa9lB6YghfVJ9GZz2mzaEzeTH0kNKphHJG8LOBx/sULbPZwLtTCAHzv0tnPD9eF7lKrjnJPj4rdRdV0T6nAJAERHJTGvnw4MXepNbABRUwBV/heEze3Sa1za9xq8X/zqWvvKAKzl+zPEA1D73HDtGHMaw3JEARFyYyZ/v/oQykpmycwNMPelgtjVtAsDMR9O046mbP5/gxo1tys4qn4Xf/ACs3rma3cGOk8X0GTM47rtwwR/A741npaHKmzjpg8dSd10R6VMKAEVEJLO0NMP7D8FDF0FLo5dXNBK++BxUTO/RqTbXbebGhTfi8GZFnDtiLtccdE1sf9XDD1M88fhYen1oM+MOHIfInhx00jg2NDfG0iWjj8GZn50PP9ymXH5WPlOHTAXA4ViyY0nqKzfrfO/HkoJhXjochP+9Cl65RTOEiqQBBYAiIpIZti6B52+A26fBU/8KLU1efvF+3pfZ8ildH99OMBzk2vnXUhOdOKYir4Lbjr2NQHTttMYlS9kWHEZZ3ggAwi5M6emz+u7vkUEtryiboUceQkOL1z05N1BIw+Sj2PX4E0QaG9uUTRwHuHDTwv6p4JjD4MqXYNiMeN6rt8ETX4ZQU//UQUR6RQGgiIgMXo074R+/g98eC785Gt7+TduZC0vGeMFf2aQen/rn//w5S6uWAhCwALcffztleWWx/Vv/9BBDp54eS69t3sTsE2f3/m+RjHPoGdNZ07A1li6cdAqRmlpqn3uuTbnEcYAPrHiAGxbcQG2wNvUVHDIOvvw3mDQvnrf0Ca9LaN2O1F9fRHpFAaCIiAwukQiseQUe/zL81zR47jrYsrhtmZIxcNyN8C+vwtAJyc/ThWfWPMOjKx+Npa899No2d2HCNTVs3ZJHYVYpAMFwE+VnHta7v0cyVuGQHHwHTCMYafbSOWUEJx1N9QMPtln0/aRxJ8W6gQI8t+45LvjLBbyz9Z3UVzK3BC75Mxx2ZTxv4z/gnnmwfUXqry8iPaYAUEREBoddH8MrP4NfHuit6bf0cQg3x/f7c2DWBd7i7t/8AE74nje9fQ+t2rmKH7/541j6M+M/w+dnfL5NmQ33Ps6oUUfH0h+2bGfmCT3rYioC8KkLDuajunWxdN60M2lauZrG9+Izfmb7s7n/1Ps5Z/I5sbwt9Vv40t++xC/f/SWhVC/a7g/Aaf8Fp9wGFv1quetjb5mI1f+X2muLSI8pABQRkfQVaoIlj8P9Z8Ods+HVW6Hm47ZlRh7ofTm9biVc8HuYdAL4evfxVxes4zvzv0NT2BvjNL54PDcfeTNmFq9SfSMN60vxmzcWsKp5O4d+6zR8Pkt6TpGulAzLIzx9Gs1hb7ba/OxSmmafxc4HHmhTriCrgJ8c9RNuP+52irOLAW9SmHuW3MOlz1/Kupp1Hc7dp8zgU1fD5x6B7EIvr7kWHvws/POe1F5bRHpEAaCIiKQX52Dz+/DX6+D2qd6kE2vnAwmzD+YNgblXw1cWwlcWwOFXeXl7dVnHTW/cxIbaDd4lAnncecKdFGQVxMqEa2t574b7KM2p8NIuTOP+Q6gYp3X/pPc+deEcltVtiqXLxp5I1ZsfENq+vUPZk8efzBNnPcHckXNjecurlnPRsxfx2MrH2nQdTYmpn4EvveBNrgTgwvDXa+H5GyESTu21RaRbFACKiEh6aKiGt34DvzkG7j4O/vk7aKpJKGAw+SS48F64diWcehuM7LtJV+5ffj9/3/D3WPpHR/yISaXxyWOa167l3a/+jFGF8XUEP2pYy9wvn9BndZDMNHRkAf5ZB1Ld7AV8fl+ArMOupOqhR5KWH1Ewgrs/fTfXHXodWb4sABpbGvnJWz/hG698g+qm6tRWeMQBcNXLMOrgeN7bv4ZHLoHmFK5TKCLdogBQREQGrkjYG0P02OXe8g0v3ADb2q1zNmQ8nPAD+PZSuPQJmHkuBHL6tBqLti3ijkV3xNKfm/45Tpt4Wixd9+qrfPD1nzB8v8/E8jY1fsLhN30WU9dP6QOfOnca7zc1EHYtABTlj2LL4iDbf3EHLhjsUN5nPi6feTkPn/4wk0riP1TM/2Q+5z19Hgs3pni5iKIRcMVzMOOseN6qF+APp0DNxs6PE5GUUwAoIiIDT/U6ePmncOcB8MD5sPwpb7HpVoE8mH0xXP4sfP09OO56KBmdkqpUNlZy/avXE3Ze97XZ5bO5/tDrAa9baOXvfseqW+6mYuZl+MwPwK5gFQVnz6F4WGFK6iSZp2xUIcd+9VSW1n4Uyxs2fC4bX9/Euosupvmjj5IeN23oNB454xEumX5JLK+qqYqvvvRVbnn7FppaUrhmX3Y+XHgfHP3teN62pfC7ebDp3dRdV0S6pABQREQGhmADLH4U7j0D7joIFvwn1G5qW2a/OXDGHd6ELuf9FiYc0+sJXbqjJdLC9a9ez45Gb02z0pxSbj/+drL8WUSamth03fWse/Ejyg+6Cn+0q11dqJZPxg1l1rxpKauXZKbxB5Qz4fOn8HH9+lhexZSz2WXjWHf+BVTfdx8uEulwXG4gl+/N/R6/PunXlOeVx/If/vBhLn72Yj6s/jB1lfb54KQfwdn/A9HXCHXb4I+nwfK/pO66ItIpBYAiIrLvOAcbF8Ez3/K6eD75L7C+Xde0/DI44mvwr29644oO/ZK39liKRVyEu969i3e2eWupGcZtx97GiIIRhLZu5cNLrqCybiojJ50Zu/NXF6phaYGPE//lyJTXTzLT/kePJevEg9nRtCWWVzH1PBpnf5Ztt/4nH3/py4S2bEl67NH7Hc0TZz3BCWPi41LX1Kzhkr9ewr1L7yXiOgaPfebgS+GyJyHXWxuTlkZ47DJ47Q7vfUBE+o2lfDYoyXhmNhr4MXAKUAZsAZ4CbnbO7ezmOeYDx3VRJM8516Efi5ntD/wIOB4oBjYAjwC3Oucau/1HdF6vRYcccsghixYt2ttTiWSW+kr44FF47wHYvrzjfvPB5E97XxqnngKB7JRWxznHtoZtLK1cGnssq1pGXaguVuaag67h6gOvpvKtf7Du9scYOu7T5ATyY/urmrezfWoF8646Cn9Av69Kas3/w+sMWbKFspzhsbyaxq1E3rmX7OAORtx0E8VnnN5miZJWzjme+OgJfv7Pn9PYEv8onDtiLj89+qeMKBiRuopXroaHPgvVa+J5B18Kp9+R8te5SDqbM2cO77777rvOuTl7ey4FgJJSZjYJeAOoAJ4GPgQOB04AVgJHOeequnGe+XgB4M2dFPmpc9GR8fFj5gIvA1nA48AnwDzgUOB14ETnXHP7E/WEAkCRHgi3wJqX4L0/wcoXIJJkceqhk7wvgwd+DopHpqwqNc01LKtcxpLKJSyt8gK+ysbKpGXNOc7mIL4Wmseqt3dQXjydouyhbcqsrlvNsM8ex8xjJ6asziKJnHP8/e63KVm2hv3yx7bJ3161hJwlT1J65GxG/vAm/KWlSc+xvmY9Ny68kWVVy2J5xdnF/PCIH3Ly+JNTV/mGanj0MtjwWjxv/DHeDL75Zd6agiLShgJASRtm9jfgZOAbzrlfJeT/Avg28Fvn3NXdOM984DjnXLc+FczMDywBZgBnO+f+Es33AY8B5wPfc87d2rO/qMN1FACK7EnVGu9O3+KHYXeSrmlZ+d7MnQdfCmOP6PMvf40tjXxY/SFLK5eypHIJyyqX8fHujzs/wDnGVMLMDY7Dto5kP98h5JbNoKxwHIHWMUxR9S21LG+p5rjvnsPQUUV9Wm+RPXERx5L5a9n0xEvsXzgFvwXa7K9q2Exd5Qry2caw/UdTOGsmuTNmkDNxIpbl/VsORUL8+v1f8/ulv2/TBfT0iadzxMgjGJo7NP7IG0qOv49m2G0JwrPfgvcfbJvvz4acYq+bd250m1McfV7adl+ycjnF4A8kv6ZIGlMAKGnBzCYCa4D1wCTn4p8sZlaE1xXUgArnXP0ezjWfngWA84CXgAXOuePa7Wut1wZggtuLF4ECQEkrkTC0NEGoydu2PmLpRmhphlB029LYRdkk6c72JbvTBzBmrhf0zTwXcroXPDnnaHEthMIhguEgwUgwtm3Naw43s752fawr5+pdq2MzePoijoImKGyEwiYorctiVONQhjUPZ2jLMIa54RRbKbk5JRTllJEXKEhaj1CkmVUNH1N43BwOP3sWWdn+XjWJSF8INrUw/+6/U7q6ilH545KWqQ/tZndzFc0NVbjGXWRnBcktzyM4qoLC/aeyOWcHv13zGz4Jb6cpC0IBkv4YU5BV0DYojD7K8so65JXmlOL3dfHacM4bA/hSZ517eim7sIsgsiRhX0nyctkFugspA05fBoD6iURSaV50+2Ji8AfgnNttZq/j3R38FF6wtkdmdhEwAQgCK4CXO+nG2XrtF9rvcM6tNbNVwFSgNRhMK9UvrmHlS+/igmFwYC6Cr8PMb47WyLbj55i1Kdd2T2o/9FrP70ged+/99Tseb13v3qtz9+zUXZVwfXD+PV2+J2cIAEXRR4r+XezCu0/P83T21/XmqgFgMjCZmZyDtyi7z3z4zY/fAtGHH78vC7/5IQfv0Q01wWo2hKsYe+6RfPqYefj8Gusn+152boCTv3EqNTvqeO2//0rZziCj8sbis/i/z4KsIgqyiqBwfNuDK4EFMCFSxk8j1xOKhIgQwbkIzjkiRIg4hyMSvUPY8b3bez93QBVQxU6g66XmXfy/bhjwq64Kp1BD9LF1H11f+p3F/pPsn3L7gt4zA/P5sIAXNuXkBSifPI5Rl+91HLbPKACUVGqdA31VJ/s/wgsAp9LNABBvApdE283sGufc47249tToY48BoJl1dotv+p7g6WoUAAAOlklEQVSOTYXQJ7sZYyO6/aVVRHonFAmyM1hFTXaQrCn7ccDZJzGzIvldQZF9rWRYIafffBHNDSGWPP8OlW9/xNDmABU5Izp0X24vy5dNli+bvH6qq0jaCkF4fcO+rsVeUQAoqdQ6T3tNJ/tb85OPTm/raeC/gPfwfmIcB1wOXAs8amZnOOeeT9G1RWSQCrswzeFGmiPNBCNBGiNNNPjDuKFFlE8dxcTj5jBhhN4mJL3k5Gdx6PlHwPlHALB9/Q42vLaU5g2VsDtIoNmRQw75/nyyLJssX07S2UJFZHBSACj7UuunzR7H4Dnn7miXtRL4NzPbjNd35Ba8fmR9fu3o9ZPe54/eGTykB9ftE0XHjmERi6iravK6gDY0YM1tf41qDjcSiY57yg74CPjafrg3hsIQCeMLR3vQJv3s9/73ZPl8xHsSeQWDLeEuatj2f2u239em+6FzEAqHO7tox+MD/jZVjOD2cP04M/OunyCCoyWcfL2r9v8gzGhzvAMiEUdLpLN/Om27cppBVrslAcIRR7jd8V7KsHY18PmMQLv6h8MRwi5JXQGHRf9f+3AGAZ+frIDfW1bBvLMHW8IJ1+/6S192wPD7rE0X0KaWMOEOQ2c7dhI1IDvLR8Dni+71jmkMhZO88AwwfGaYeeV9+MjPCZDtzwIzfObD5/Oxu9Gb8NdBtG9O9OHztfbVwfkA/JQWZpOV5cefnU2gOJ+s0mJ8BbkUDikgb0gBucV5BLL0USiDW8X4YVSMP6HT/U11DezetoumnfWE6oM0N4Vorm+keXcjoYYmQo1NWChMUcCHcw4XcTjnaA6FqW9qARzmnLecX5sRH46ICxOJhPH7feRn+dp0/29uCRMMtX0vjnUnbfceF/B7n2WJmcGWCKEkC98nk+X3kdXuvbQ5lOy9zLu8EQEXwaJ/T5bfey9MLBMMe91k98wR8Pvwt3uTDLZEOv8S4tomsv2+Dr34m7v5OQje52j7wR/d/RwFyAm0HcvpnCPYyedoe97naNvjI84R6ubxPrMObRd2nX+Od3l8IAt82YTCkS6vn+cvjD3PDvjIL8iLzaZbUp5H+YTkY23ThT71JJVa77J1tmJzcbtyvXEPcAdwkJkVOed29+O195n8KWUcMyWFU3SLiEjGyC3MJ7cwf88FRWRQ0Oh1SaWV0e3UTvZPiW47G6e3R9HF31uDvsSBOSm/toiIiIhIulEAKKn0SnR7cnT9vZjoMhBHAY3AW729gJlNA4bgBYGJqzi/HN2ekuSYiXiB4QZgbW+vLSIiIiKSbhQASso459YALwLjgWva7b4Z747d/YlrAJrZdDNrM7OmmU00s/3an9/MyoE/RpOPOOdaEna/irdMxLFmdlbCMT7gtmjyN3uzBqCIiIiISLrRGEBJta8CbwB3mdmJeEHZXOAEvO6X329XfkV0mzhW+VjgHjN7FW/JhmpgLHAa3hi/d4DvJp7EORc2sy/i3Ql83MweBz4GTgQOBV7HGzsoIiIiIpIxFABKSjnn1pjZocCP8bpjngZsAe4CbnbOdb1WrGcR8AAwBzgIbwKX3XhLSD8G/NY5F0xy7bfN7DC8u40n461ovSFal1s7WUBeRERERGTQUgAoKeec+wT4YjfLdpiT3jm3BLiil9deDlzYm2NFRERERAYbjQEUERERERHJEAoARUREREREMoQCQBERERERkQyhAFBERERERCRDKAAUERERERHJEAoARUREREREMoQCQBERERERkQyhAFBERERERCRDKAAUERERERHJEAoARUREREREMoQ55/Z1HUTSlplV5eXlDZ0xY8a+roqIiIiIDFIrVqygsbGx2jlXtrfnUgAoshfMbB1QDKzv50tPj24/7OfrSv9SO2cGtfPgpzbODGrnzLCv2nk8UOucm7C3J1IAKJKGzGwRgHNuzr6ui6SO2jkzqJ0HP7VxZlA7Z4bB0M4aAygiIiIiIpIhFACKiIiIiIhkCAWAIiIiIiIiGUIBoIiIiIiISIZQACgiIiIiIpIhNAuoiIiIiIhIhtAdQBERERERkQyhAFBERERERCRDKAAUERERERHJEAoARUREREREMoQCQBERERERkQyhAFBERERERCRDKAAUERERERHJEAoARdKImY02sz+Y2WYzazaz9WZ2p5kN2dd1k+4zszIzu9LMnjSz1WbWaGY1ZvaamX3ZzJK+N5vZkWb2nJlVm1mDmX1gZt8yM39//w3SO2Z2mZm56OPKTsqcYWbzo/8m6szsbTO7vL/rKj1jZseY2RNmtiX6/rzFzF40s9OSlNVrOQ2Z2enRNt0Yfd9ea2Z/NrMjOimvdh6AzOwCM/uVmS00s9ro+/EDezimx205kN/LtRC8SJows0nAG0AF8DTwIXA4cAKwEjjKOVe172oo3WVmVwO/BrYArwAfA8OB84AS4AngQpfwBm1mZ0fzm4BHgWrgTGAa8Lhz7sL+/Buk58xsDLAE8AOFwFXOuXvalfka8CugCq+dg8AFwGjgdufcdf1aaekWM/sB8BOgEngW77VdDhwMvOKc+25CWb2W05CZ3QZ8F++1+RReW08GzgICwBeccw8klFc7D1Bm9j5wIFAHbASmAw865y7tpHyP23LAv5c75/TQQ480eAB/Axzw9Xb5v4jm/2Zf11GPbrflPLwPD1+7/BF4waADzk/ILwa2A83AoQn5uXg/Cjjg4n39d+nRZZsb8H/AGuA/o212Zbsy4/G+YFQB4xPyhwCro8ccsa//Fj06tO2F0bb5O1CUZH9WwnO9ltPwEX1vDgNbgYp2+06ItttatXN6PKJtNiX6vnx8tD0e6KRsj9syHd7L1QVUJA2Y2UTgZGA98D/tdv8QqAcuM7OCfq6a9IJz7mXn3DPOuUi7/K3Ab6LJ4xN2XQAMAx5xzr2TUL4J+EE0+a+pq7H0gW/gBf5fxHu9JvMlIAf4b+fc+tZM59xO4JZo8uoU1lF6KNpd+zagAbjEObe7fRnnXCghqddyehqHN2zqbefc9sQdzrlXgN147dpK7TyAOedecc595KJR2R70pi0H/Hu5AkCR9DAvun0xSdCwG3gdyAc+1d8Vkz7X+mWxJSGvtf1fSFJ+Ad6XzyPNLCeVFZPeMbMZwK3AL51zC7oo2lU7P9+ujAwMRwITgOeAndExYjeY2Tc7GRem13J6+givC9/hZlaeuMPMjgWK8O7wt1I7Dx69acsB/16uAFAkPUyLbld1sv+j6HZqP9RFUsTMAsAXosnED45O29851wKswxuDMjGlFZQei7bpn/C69v7bHop31c5b8O4cjjaz/D6tpOyNw6LbbcC7eOP/bgXuBN4ws1fNLPHOkF7Lacg5Vw3cgDdWe7mZ3W1mPzOzx4AX8br/fiXhELXz4NGbthzw7+UKAEXSQ0l0W9PJ/tb80n6oi6TOrcAs4Dnn3N8S8tX+6esmvIlArnDONe6hbHfbuaST/dL/KqLbq4E84CS8u0Gz8MZtHwv8OaG8Xstpyjl3J95EXQHgKuBGvPGfnwD3tusaqnYePHrTlgP+vVwBoMjgYNGtpvVNU2b2DeBavNldL+vp4dGt2n8AMbPD8e763e6ce7MvThndqp0HjtYp4A24wDn3knOuzjm3DDgXb4bB4zpbJiAJtfEAZWbfBR4H7gUmAQXAHGAt8KCZ/bwnp4tu1c7przdtuc/bXwGgSHrY069Fxe3KSRoxs2uAXwLLgROi3Y0Sqf3TTELXz1XAv3fzsO62c+1eVE361s7odq1zbnHijugd39Y7+YdHt3otpyEzOx5vsp+/OOe+45xb65xrcM69ixfobwKujU7YBmrnwaQ3bTng38sVAIqkh5XRbWdj/KZEt52NEZQBysy+Bfw3sBQv+NuapFin7R8NNCbgTRqzNlX1lB4rxGuvGUBTwuLvDm/mXoDfRfPujKa7aueReHccNjrnGlJcd+m+1jbb1cn+1gAxr115vZbTyxnR7Svtd0Rfj//A+059cDRb7Tx49KYtB/x7uQJAkfTQ+qFzcnTa8RgzKwKOAhqBt/q7YtJ7ZnYDcAfwPl7wt72Toi9Ht6ck2Xcs3gywbzjnmvu+ltJLzcDvO3m8Fy3zWjTd2j20q3Y+tV0ZGRgW4H35m2Jm2Un2z4pu10e3ei2np9YZHod1sr81Pxjdqp0Hj9605cB/L9+XixDqoYce3X+gheAH1QOvW6AD3gGG7qFsMbADLSo8KB7Aj0i+EPwEBvjiwXokbc8Hom3z03b5nwYieHcHS6N5ei2n4QP4bLRttgL7tdt3arSdG4EytXN6PejeQvA9ast0eC+3aIVEZIAzs0l4bzYVwNPACmAucAJe188jnXNV+66G0l1mdjneRAJh4FckHwey3jl3b8Ix5+BNQNAEPAJUA2fhTTf9OPBZpzf0tGBmP8LrBnqVc+6edvu+DtyF98XhUbw7ChcAo/Emk7muf2sre2JmFXhrsU4GFuJ1BxyHNzbM4S0Q/+eE8notp5loz5u/4c3yuht4Ei8YnIHXPdSAbznnfplwjNp5gIq2zTnR5AjgM3hdOBdG8yoT32t705YD/b1cAaBIGjGzMcCP8boVlAFbgKeAm13HiUNkgEoIALryqnPu+HbHHQV8HzgC79fH1cAfgLucc+G+r6mkQlcBYHT/mcB1wCF4QzWWA//tnLuvP+sp3WdmQ4Ef4AV9++EFCa8BP3POdeiar9dy+jGzLOAa4GJgf7yuf9V4Af9dzrkXkxyjdh6AuvEZvME5N77dMT1uy4H8Xq4AUEREREREJENoEhgREREREZEMoQBQREREREQkQygAFBERERERyRAKAEVERERERDKEAkAREREREZEMoQBQREREREQkQygAFBERERERyRAKAEVERERERDKEAkAREREREZEMoQBQREREREQkQygAFBERERERyRAKAEVERERERDKEAkAREREREZEMoQBQREREREQkQygAFBERERERyRAKAEVERERERDKEAkAREREREZEM8f8Bgx8qqQbFjY4AAAAASUVORK5CYII=\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"image/png": {
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"height": 273,
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"width": 448
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}
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},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 273,
|
|
"width": 448
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"\n",
|
|
"for i in range(len(simulators)):\n",
|
|
" print(simulator_names[i])\n",
|
|
" #reference_nx = max(domain_sizes)*4\n",
|
|
" reference_nx = 16384\n",
|
|
" #h_ref, _, _ = run_benchmark(simulators[i], reference_nx, simulator_ghost_cells[i])\n",
|
|
" h_ref, _, _ = run_benchmark(simulator_reference[i], reference_nx, 2)\n",
|
|
" \n",
|
|
" fig = plt.figure()\n",
|
|
" x = np.linspace(0.5, reference_nx-0.5, reference_nx)*100.0/float(reference_nx)\n",
|
|
" plt.plot(x, h_ref, '--', label='Reference')\n",
|
|
" \n",
|
|
" h_ref = downsample(h_ref, reference_nx/min(domain_sizes))\n",
|
|
" \n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
|
|
" h, _, _ = run_benchmark(simulators[i], \\\n",
|
|
" nx, \\\n",
|
|
" simulator_ghost_cells[i], \\\n",
|
|
" courant_number=simulator_courant_numbers[i], \\\n",
|
|
" dt_in=simulator_dt[i])\n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" plt.plot(x, h, label='nx=' + str(nx))\n",
|
|
" \n",
|
|
" h = downsample(h, nx/min(domain_sizes))\n",
|
|
" error[i, j] = np.linalg.norm(np.abs(h_ref - h), ord=1)\n",
|
|
" conservation[i, j] = (np.sum(h_ref) - np.sum(h))\n",
|
|
" plt.title(str(simulator_names[i]))\n",
|
|
" plt.legend()\n",
|
|
" save_figure(fig, simulator_names[i])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 288,
|
|
"width": 455
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"\n",
|
|
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
|
|
"\n",
|
|
"#scaling = np.min(error[:,0]) * domain_sizes[0]**0.5 * 0.5\n",
|
|
"#plt.loglog(x, scaling/(np.sqrt(x)), '-', color='gray', label='Order 0.5')\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 in range(len(simulators)):\n",
|
|
" plt.loglog(domain_sizes, error[i,:], label=simulator_names[i])\n",
|
|
" \n",
|
|
"#plt.axis([10**2, 10**5, 10**-6, 10**-1])\n",
|
|
"plt.axis([10**1, 10**4, 10**-5, 10**-1])\n",
|
|
"plt.xlabel('Number of cells')\n",
|
|
"plt.ylabel('L2 error')\n",
|
|
"plt.legend()\n",
|
|
"save_figure(fig, 'convergence')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 286,
|
|
"width": 448
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"\n",
|
|
"for i in range(len(simulators)):\n",
|
|
" a = np.arange(1, len(domain_sizes))\n",
|
|
" #order = np.log2(error[i, :-1] / error[i, 1:])\n",
|
|
" order = np.log2(error[i, 0] / (error[i, 1:]) )/a\n",
|
|
" plt.plot(order, label=simulator_names[i])\n",
|
|
" \n",
|
|
"plt.xlabel('Number of cells')\n",
|
|
"plt.ylabel('Order')\n",
|
|
"plt.legend()\n",
|
|
"save_figure(fig, 'convergence2')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"image/png": {
|
|
"height": 273,
|
|
"width": 448
|
|
}
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"image/png": {
|
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"height": 273,
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"width": 454
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}
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},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"image/png": {
|
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"height": 273,
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"width": 457
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}
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},
|
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"output_type": "display_data"
|
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}
|
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],
|
|
"source": [
|
|
"def plot_comparison(marker=None):\n",
|
|
" reference_nx = 16384\n",
|
|
" ref_x = np.linspace(0.5, reference_nx-0.5, reference_nx)*10.0/float(reference_nx)\n",
|
|
" ref_h, _, _ = run_benchmark(HLL2.HLL2, reference_nx, 2)\n",
|
|
" plt.plot(ref_x, ref_h, '-', color='black', label='Analytic')\n",
|
|
"\n",
|
|
" for i in range(len(simulators)):\n",
|
|
"\n",
|
|
" nx = 512\n",
|
|
" x = np.linspace(0.5, nx-0.5, nx)*10.0/float(nx)\n",
|
|
" h, _, _ = run_benchmark(simulators[i], \\\n",
|
|
" nx, \\\n",
|
|
" simulator_ghost_cells[i], \\\n",
|
|
" courant_number=simulator_courant_numbers[i], \\\n",
|
|
" dt_in=simulator_dt[i],\n",
|
|
" nosave=True)\n",
|
|
"\n",
|
|
" #plt.plot(x, h, label=simulator_names[i], drawstyle='steps-mid')\n",
|
|
" #plt.plot(x, h, label=simulator_names[i], markevery=(4*i, 32))\n",
|
|
" if (marker):\n",
|
|
" plt.plot(x, h, label=simulator_names[i], marker=marker)\n",
|
|
" else:\n",
|
|
" plt.plot(x, h, label=simulator_names[i])\n",
|
|
" \n",
|
|
"\n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"\n",
|
|
"boxes = np.array([\\\n",
|
|
" [[4.2, 4.9], [0.53, 0.531]], \\\n",
|
|
" [[5.3, 5.65], [0.566, 0.57]]\n",
|
|
" ])\n",
|
|
"\n",
|
|
"#boxes = np.array([\\\n",
|
|
"# [[5.3, 5.65], [0.52, 0.53]], \\\n",
|
|
"# [[4.2, 4.9], [0.48, 0.49]]\n",
|
|
"# ])\n",
|
|
"\n",
|
|
"\n",
|
|
"plot_comparison(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.xlim([0, 10])\n",
|
|
"#plt.ylim([0, 0.0055])\n",
|
|
"plt.legend(loc='upper left')\n",
|
|
"save_figure(fig, 'solution')\n",
|
|
"\n",
|
|
"for i, bbox in enumerate(boxes):\n",
|
|
" fig = plt.figure()\n",
|
|
" setBwStyles(fig.gca())\n",
|
|
" plot_comparison()\n",
|
|
" plt.xlim(bbox[0])\n",
|
|
" plt.ylim(bbox[1])\n",
|
|
" plt.legend(loc='upper left')\n",
|
|
" \n",
|
|
" save_figure(fig, \"solution_zoom_\" + str(i))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|