FiniteVolumeGPU/ConvergenceSmooth1D.ipynb
André R. Brodtkorb 4fa09d5d39 Refactoring
2018-10-31 13:02:21 +01:00

1401 lines
2.1 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"This notebook sets up and runs a set of benchmarks to compare\n",
"different numerical discretizations of the SWEs\n",
"\n",
"Copyright (C) 2016 SINTEF ICT\n",
"\n",
"This program is free software: you can redistribute it and/or modify\n",
"it under the terms of the GNU General Public License as published by\n",
"the Free Software Foundation, either version 3 of the License, or\n",
"(at your option) any later version.\n",
"\n",
"This program is distributed in the hope that it will be useful,\n",
"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
"GNU General Public License for more details.\n",
"\n",
"You should have received a copy of the GNU General Public License\n",
"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Lets have matplotlib \"inline\"\n",
"%matplotlib inline\n",
"\n",
"#Python 2.7 compatibility\n",
"from __future__ import print_function\n",
"\n",
"#Import packages we need\n",
"import numpy as np\n",
"from matplotlib import animation, rc\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib import gridspec\n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"#import mpld3\n",
"\n",
"import subprocess\n",
"import socket\n",
"import time\n",
"import os\n",
"import gc\n",
"import datetime\n",
"import logging\n",
"\n",
"import pycuda.driver as cuda\n",
"\n",
"try:\n",
" from StringIO import StringIO\n",
"except ImportError:\n",
" from io import StringIO"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#Finally, import our simulator\n",
"from GPUSimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, IPythonMagic"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Console logger using level INFO\n",
"File logger using level DEBUG to output.log\n",
"Python version 3.6.5 |Anaconda custom (64-bit)| (default, Mar 29 2018, 13:32:41) [MSC v.1900 64 bit (AMD64)]\n",
"Registering cuda_context in user workspace\n",
"PyCUDA version 2017.1.1\n",
"CUDA version (9, 1, 0)\n",
"Driver version 9010\n",
"Using 'GeForce 840M' GPU\n",
"Created context handle <759106976560>\n",
"Using CUDA cache dir c:\\Users\\anbro\\Documents\\projects\\GPUSimulators\\GPUSimulators\\cuda_cache\n",
"Autotuning enabled. It may take several minutes to run the code the first time: have patience\n"
]
}
],
"source": [
"%setup_logging\n",
"%cuda_context_handler cuda_context"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#Misc plotting setup\n",
"def setBwStyles(ax):\n",
" from cycler import cycler\n",
"\n",
" ax.set_prop_cycle( cycler('marker', ['.', 'x', 4, '+', '*', '1', 5]) +\n",
" cycler('linestyle', ['-.', '--', ':', '-.', '--', ':', '-.']) +\n",
" #cycler('markersize', [5, 5, 5, 5, 5, 5]) +\n",
" cycler('color', ['k', 'k', 'k', 'k', 'k', 'k', 'k']) ) \n",
"\n",
"#Set large figure sizes\n",
"plt.rcParams['figure.figsize'] = [12, 8]\n",
"plt.rcParams['figure.dpi'] = 100\n",
"plt.rcParams['animation.html'] = 'html5'\n",
"#plt.rcParams['legend.markerscale'] = 1.0\n",
"#plt.rcParams['lines.markersize'] = 6\n",
"plt.rcParams['lines.markeredgewidth'] = 1.5\n",
"#plt.rcParams['savefig.dpi'] = 400"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def save_figure(fig, stem):\n",
" if (not os.path.isdir(\"figures\")):\n",
" os.mkdir(\"figures\")\n",
" \n",
" fig_filename = os.path.join(\"figures\", \"convergence_smooth1d_\" + stem + \".pdf\")\n",
" \n",
" metadata = {\n",
" 'created': time.strftime(\"%Y_%m_%d-%H_%M_%S\"),\n",
" 'hostname': socket.gethostname()\n",
" }\n",
" \n",
" legend = fig.gca().legend_\n",
" if (legend != None):\n",
" fig.savefig(fig_filename, dpi=300,format='pdf',\n",
" transparent=True, pad_inches=0.0, frameon=None, \n",
" metadata=metadata, \n",
" bbox_extra_artists=(legend, ), bbox_inches='tight')\n",
" else:\n",
" fig.savefig(fig_filename, dpi=300,format='pdf',\n",
" transparent=True, pad_inches=0.0, frameon=None, \n",
" metadata=metadata)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def downsample(highres_solution, factor):\n",
" if (len(highres_solution.shape) == 1):\n",
" highres_solution = highres_solution.reshape((1, highres_solution.size))\n",
"\n",
" assert(highres_solution.shape[1] % factor == 0)\n",
" ny = highres_solution.shape[0] \n",
" nx = highres_solution.shape[1] / factor\n",
"\n",
" if (factor == 1):\n",
" return highres_solution\n",
" else:\n",
" \n",
" return highres_solution.reshape([int(ny), int(1), int(nx), int(factor)]).mean(3).mean(1)\n",
" \n",
"\n",
"# Test 2D downsample\n",
"a = np.arange(60).reshape((6, 10))\n",
"b = downsample(a, 2)\n",
"\n",
"plt.figure()\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(a, extent=[0, 1, 0, 1])\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.imshow(b, extent=[0, 1, 0, 1])\n",
"plt.show()\n",
"\n",
"# Test 1D downsample\n",
"a = np.sin(np.linspace(0, 2*np.pi, 40))\n",
"b = downsample(a, 4)\n",
"\n",
"plt.figure()\n",
"plt.subplot(1,2,1)\n",
"plt.plot(np.linspace(0, 1, a.size), a.flatten(), 'x-')\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.plot(np.linspace(0, 1, b.size), b.flatten(), 'x-')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def wall_boundary_conditions(data, num_ghost_cells):\n",
" data[0:num_ghost_cells,:] = data[2*num_ghost_cells-1:num_ghost_cells-1:-1,:]\n",
" data[-num_ghost_cells:,:] = data[-num_ghost_cells-1:-2*num_ghost_cells-1:-1,:]\n",
" data[:,0:num_ghost_cells] = data[:,2*num_ghost_cells-1:num_ghost_cells-1:-1]\n",
" data[:,-num_ghost_cells:] = data[:,-num_ghost_cells-1:-2*num_ghost_cells-1:-1]\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1.0, 50.0, 0.27710612593755635]\n"
]
}
],
"source": [
"def gen_test_data(nx, ref_nx, g, num_ghost_cells):\n",
" assert(num_ghost_cells >= 1)\n",
" ref_ny = num_ghost_cells\n",
" ny = ref_ny\n",
" \n",
" width = 100.0\n",
" height = 100.0\n",
" ref_dx = width / float(ref_nx)\n",
" ref_dy = height / float(ref_ny)\n",
"\n",
" x_center = ref_dx*ref_nx/2.0\n",
" y_center = ref_dy*ref_ny/2.0\n",
"\n",
" #Create a gaussian \"dam break\" that will not form shocks\n",
" size = width / 5.0\n",
" dt = 10**10\n",
" \n",
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" \n",
" x = ref_dx*(np.arange(0, ref_nx, dtype=np.float32)+0.5) - x_center\n",
" y = ref_dy*(np.arange(0, ref_ny, dtype=np.float32)+0.5) - y_center\n",
" xv, yv = np.meshgrid(x, y, sparse=False, indexing='xy')\n",
" r = np.sqrt(xv**2)\n",
" xv = None\n",
" yv = None\n",
" gc.collect()\n",
" \n",
" #Make sure that the wanted resolution is suitable\n",
" assert(ref_nx >= nx)\n",
" assert(ref_ny >= ny)\n",
" \n",
" #Generate highres then downsample\n",
" #h_highres = 0.5 + 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
" h_highres = 0.5 + 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
" h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(h_highres, ref_nx/nx)\n",
" h_highres = None\n",
" gc.collect()\n",
" \n",
" #hu_highres = 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
" hu_highres = 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
" hu[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(hu_highres, ref_nx/nx)\n",
" hu_highres = None\n",
" gc.collect()\n",
" \n",
" #Fix boundary conditions\n",
" h = wall_boundary_conditions(h, num_ghost_cells);\n",
" hu = wall_boundary_conditions(hu, num_ghost_cells);\n",
" \n",
" scale = 0.7\n",
" max_h_estimate = 0.6\n",
" max_u_estimate = 0.1\n",
" dx = width/nx\n",
" dy = height/ny\n",
" dt = scale * min(dx, dy) / (max_u_estimate + np.sqrt(g*max_h_estimate))\n",
" \n",
" return h, hu, hv, dx, dy, dt\n",
"\n",
"h, hu, hv, dx, dy, dt = gen_test_data(nx=100, ref_nx=1000, g=9.81, num_ghost_cells=2)\n",
"\n",
"plt.figure()\n",
"ax=plt.subplot(1,3,1)\n",
"im=plt.imshow(h, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,2)\n",
"im=plt.imshow(hu, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,3)\n",
"im=plt.imshow(hv, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"plt.show()\n",
"\n",
"print([dx, dy, dt])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot initial conditions \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for nx in [128, 1024, 16384]:\n",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, nx, 9.81, 1)\n",
" x = np.linspace(0.0, nx*dx, nx)\n",
" \n",
" #plt.subplot(211)\n",
" plt.plot(x, h0[1:-1, 1:-1].flatten(), marker=' ', label='h_' + str(nx))\n",
" plt.plot(x, hu0[1:-1, 1:-1].flatten(), marker=' ', label='hu_' + str(nx))\n",
" #plt.subplot(212)\n",
" #setBwStyles(fig.gca())\n",
" #plt.plot(x, hu0.T, marker=\" \", label='hu_' + str(nx))\n",
" #plt.legend(loc='upper left')\n",
" \n",
"#plt.xlim([47, 53])\n",
"#plt.ylim([0.58, 0.61])\n",
"plt.legend(loc='upper left')\n",
"save_figure(fig, 'initial_conditions')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return os.path.abspath(os.path.join(\"data\", \"smooth1d\", str(simulator.__name__) + \"_\" + str(nx) + \".npz\"))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def sanity_check(variable, variable_name):\n",
" maxval = np.amax(variable)\n",
" minval = np.amin(variable)\n",
" assert np.isnan(maxval) == False and np.isnan(minval) == False, variable_name + \" contains NaN values\"\n",
"\n",
"def run_benchmark(datafilename, simulator, courant_number, nx, reference_nx, \n",
" ghost_cells, g=9.81, force_rerun=False, transpose=False):\n",
"\n",
" if (datafilename and os.path.isfile(datafilename) and force_rerun == False):\n",
" print(\"WARNING: Existing simulation exists, skipping simulation\")\n",
" return [0, 0, 0]\n",
" else:\n",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, reference_nx, g, ghost_cells)\n",
" ny = ghost_cells\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
" if (transpose):\n",
" h0 = np.ascontiguousarray(np.transpose(h0))\n",
" hu0, hv0 = np.ascontiguousarray(np.transpose(hv0)), np.ascontiguousarray(np.transpose(hu0))\n",
" dx, dy = dy, dx\n",
" nx, ny = ny, nx\n",
"\n",
" sim = simulator(cuda_context, \n",
" h0, hu0, hv0, \n",
" nx, ny, \n",
" dx, dy, dt, \n",
" g)\n",
"\n",
" t, nt = sim.simulate(1.0)\n",
" \n",
" h, hu, hv = sim.download()\n",
" \n",
" if (transpose):\n",
" h = np.ascontiguousarray(np.transpose(h))\n",
" hu, hv = np.ascontiguousarray(np.transpose(hv)), np.ascontiguousarray(np.transpose(hu))\n",
" \n",
" sanity_check(h, \"h\")\n",
" sanity_check(hu, \"hu\")\n",
" sanity_check(hv, \"hv\")\n",
"\n",
" if (datafilename):\n",
" dirname = os.path.dirname(datafilename)\n",
" if (dirname and not os.path.isdir(dirname)):\n",
" os.makedirs(dirname)\n",
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
" \n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
" return [timer.secs, nt, dt]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"LxF [1x16] simulated 1.000000 seconds to 1.000000 with 1 steps (Euler)\n",
"FORCE [1x16] simulated 1.000000 seconds to 1.000000 with 1 steps (Euler)\n",
"HLL [1x16] simulated 1.000000 seconds to 1.000000 with 1 steps (Euler)\n",
"HLL2 [2x16] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"KP07 [2x16] simulated 1.000000 seconds to 1.000000 with 1 steps (RK2)\n",
"KP07_dimsplit [2x16] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"WAF [2x16] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed warmup in 0.9176511764526367 s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"LxF [1x8] simulated 1.000000 seconds to 1.000000 with 1 steps (Euler)\n",
"LxF [1x16] simulated 1.000000 seconds to 1.000000 with 1 steps (Euler)\n",
"LxF [1x32] simulated 1.000000 seconds to 1.000000 with 2 steps (Euler)\n",
"LxF [1x64] simulated 1.000000 seconds to 1.000000 with 3 steps (Euler)\n",
"LxF [1x128] simulated 1.000000 seconds to 1.000000 with 6 steps (Euler)\n",
"LxF [1x256] simulated 1.000000 seconds to 1.000000 with 11 steps (Euler)\n",
"LxF [1x512] simulated 1.000000 seconds to 1.000000 with 21 steps (Euler)\n",
"LxF [1x1024] simulated 1.000000 seconds to 1.000000 with 42 steps (Euler)\n",
"LxF [1x2048] simulated 1.000000 seconds to 1.000000 with 83 steps (Euler)\n",
"LxF [1x4096] simulated 1.000000 seconds to 1.000000 with 165 steps (Euler)\n",
"LxF [1x16384] simulated 1.000000 seconds to 1.000000 with 1314 steps (Euler)\n",
"FORCE [1x8] simulated 1.000000 seconds to 1.000000 with 1 steps (Euler)\n",
"FORCE [1x16] simulated 1.000000 seconds to 1.000000 with 1 steps (Euler)\n",
"FORCE [1x32] simulated 1.000000 seconds to 1.000000 with 2 steps (Euler)\n",
"FORCE [1x64] simulated 1.000000 seconds to 1.000000 with 3 steps (Euler)\n",
"FORCE [1x128] simulated 1.000000 seconds to 1.000000 with 6 steps (Euler)\n",
"FORCE [1x256] simulated 1.000000 seconds to 1.000000 with 11 steps (Euler)\n",
"FORCE [1x512] simulated 1.000000 seconds to 1.000000 with 21 steps (Euler)\n",
"FORCE [1x1024] simulated 1.000000 seconds to 1.000000 with 42 steps (Euler)\n",
"FORCE [1x2048] simulated 1.000000 seconds to 1.000000 with 83 steps (Euler)\n",
"FORCE [1x4096] simulated 1.000000 seconds to 1.000000 with 165 steps (Euler)\n",
"FORCE [1x16384] simulated 1.000000 seconds to 1.000000 with 1314 steps (Euler)\n",
"HLL [1x8] simulated 1.000000 seconds to 1.000000 with 1 steps (Euler)\n",
"HLL [1x16] simulated 1.000000 seconds to 1.000000 with 1 steps (Euler)\n",
"HLL [1x32] simulated 1.000000 seconds to 1.000000 with 2 steps (Euler)\n",
"HLL [1x64] simulated 1.000000 seconds to 1.000000 with 3 steps (Euler)\n",
"HLL [1x128] simulated 1.000000 seconds to 1.000000 with 6 steps (Euler)\n",
"HLL [1x256] simulated 1.000000 seconds to 1.000000 with 11 steps (Euler)\n",
"HLL [1x512] simulated 1.000000 seconds to 1.000000 with 21 steps (Euler)\n",
"HLL [1x1024] simulated 1.000000 seconds to 1.000000 with 42 steps (Euler)\n",
"HLL [1x2048] simulated 1.000000 seconds to 1.000000 with 83 steps (Euler)\n",
"HLL [1x4096] simulated 1.000000 seconds to 1.000000 with 165 steps (Euler)\n",
"HLL [1x16384] simulated 1.000000 seconds to 1.000000 with 1314 steps (Euler)\n",
"HLL2 [2x8] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"HLL2 [2x16] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"HLL2 [2x32] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"HLL2 [2x64] simulated 1.000000 seconds to 1.000000 with 4 steps (dimsplit)\n",
"HLL2 [2x128] simulated 1.000000 seconds to 1.000000 with 6 steps (dimsplit)\n",
"HLL2 [2x256] simulated 1.000000 seconds to 1.000000 with 12 steps (dimsplit)\n",
"HLL2 [2x512] simulated 1.000000 seconds to 1.000000 with 22 steps (dimsplit)\n",
"HLL2 [2x1024] simulated 1.000000 seconds to 1.000000 with 42 steps (dimsplit)\n",
"HLL2 [2x2048] simulated 1.000000 seconds to 1.000000 with 84 steps (dimsplit)\n",
"HLL2 [2x4096] simulated 1.000000 seconds to 1.000000 with 166 steps (dimsplit)\n",
"HLL2 [2x16384] simulated 1.000000 seconds to 1.000000 with 1314 steps (dimsplit)\n",
"KP07 [2x8] simulated 1.000000 seconds to 1.000000 with 1 steps (RK2)\n",
"KP07 [2x16] simulated 1.000000 seconds to 1.000000 with 1 steps (RK2)\n",
"KP07 [2x32] simulated 1.000000 seconds to 1.000000 with 2 steps (RK2)\n",
"KP07 [2x64] simulated 1.000000 seconds to 1.000000 with 3 steps (RK2)\n",
"KP07 [2x128] simulated 1.000000 seconds to 1.000000 with 6 steps (RK2)\n",
"KP07 [2x256] simulated 1.000000 seconds to 1.000000 with 11 steps (RK2)\n",
"KP07 [2x512] simulated 1.000000 seconds to 1.000000 with 21 steps (RK2)\n",
"KP07 [2x1024] simulated 1.000000 seconds to 1.000000 with 42 steps (RK2)\n",
"KP07 [2x2048] simulated 1.000000 seconds to 1.000000 with 83 steps (RK2)\n",
"KP07 [2x4096] simulated 1.000000 seconds to 1.000000 with 165 steps (RK2)\n",
"KP07 [2x16384] simulated 1.000000 seconds to 1.000000 with 1314 steps (RK2)\n",
"KP07_dimsplit [2x8] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"KP07_dimsplit [2x16] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"KP07_dimsplit [2x32] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"KP07_dimsplit [2x64] simulated 1.000000 seconds to 1.000000 with 4 steps (dimsplit)\n",
"KP07_dimsplit [2x128] simulated 1.000000 seconds to 1.000000 with 6 steps (dimsplit)\n",
"KP07_dimsplit [2x256] simulated 1.000000 seconds to 1.000000 with 12 steps (dimsplit)\n",
"KP07_dimsplit [2x512] simulated 1.000000 seconds to 1.000000 with 22 steps (dimsplit)\n",
"KP07_dimsplit [2x1024] simulated 1.000000 seconds to 1.000000 with 42 steps (dimsplit)\n",
"KP07_dimsplit [2x2048] simulated 1.000000 seconds to 1.000000 with 84 steps (dimsplit)\n",
"KP07_dimsplit [2x4096] simulated 1.000000 seconds to 1.000000 with 166 steps (dimsplit)\n",
"KP07_dimsplit [2x16384] simulated 1.000000 seconds to 1.000000 with 1314 steps (dimsplit)\n",
"WAF [2x8] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"WAF [2x16] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"WAF [2x32] simulated 1.000000 seconds to 1.000000 with 2 steps (dimsplit)\n",
"WAF [2x64] simulated 1.000000 seconds to 1.000000 with 4 steps (dimsplit)\n",
"WAF [2x128] simulated 1.000000 seconds to 1.000000 with 6 steps (dimsplit)\n",
"WAF [2x256] simulated 1.000000 seconds to 1.000000 with 12 steps (dimsplit)\n",
"WAF [2x512] simulated 1.000000 seconds to 1.000000 with 22 steps (dimsplit)\n",
"WAF [2x1024] simulated 1.000000 seconds to 1.000000 with 42 steps (dimsplit)\n",
"WAF [2x2048] simulated 1.000000 seconds to 1.000000 with 84 steps (dimsplit)\n",
"WAF [2x4096] simulated 1.000000 seconds to 1.000000 with 166 steps (dimsplit)\n",
"WAF [2x16384] simulated 1.000000 seconds to 1.000000 with 1314 steps (dimsplit)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed simulation in 19.930959224700928 s\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
"#domain_sizes = [8, 16, 32, 64, 128, 256]\n",
"#domain_sizes = [8, 16, 32]\n",
"\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_courant_numbers = [0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9]\n",
"force_rerun=True\n",
"transpose=True\n",
"\n",
"#reference_nx = 4096\n",
"#domain_sizes = [32, 64, 128, 256, 512, 1024]\n",
"#simulators = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_ghost_cells = [2, 2]\n",
"#simulator_reference = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_courant_numbers = [0.95, 0.95]\n",
"#force_rerun=True\n",
"\n",
"sim_elapsed_time = np.zeros((len(simulators), len(domain_sizes)))\n",
"sim_dt = np.zeros((len(simulators), len(domain_sizes)))\n",
"sim_nt = np.zeros((len(simulators), len(domain_sizes)))\n",
"\n",
"#Warmup to compile kernels\n",
"with Common.Timer(\"warmup\") as timer:\n",
" for i in range(len(simulators)):\n",
" run_benchmark(None, \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" 16, 16, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
" \n",
"with Common.Timer(\"simulation\") as timer:\n",
" for i in range(len(simulators)): \n",
" # Run the simulation for all the domain sizes\n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" [secs, nt, dt] = run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
" sim_elapsed_time[i, j] = secs\n",
" sim_dt[i, j] = dt\n",
" sim_nt[i, j] = nt\n",
"\n",
" # Run reference with a low CFL-number\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i] * 0.5, \n",
" reference_nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed simulation in {:} s\".format(timer.secs))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0xb0c6bd1710>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Elapsed time vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(domain_sizes, sim_elapsed_time[i,:], label=simulator.__name__)\n",
"plt.legend()\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Dt vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, sim_dt[i,:], label=simulator.__name__)\n",
"plt.legend()\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Number of timesteps vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(domain_sizes, sim_nt[i,:], label=simulator.__name__)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n"
]
},
{
"data": {
"image/png": 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8fOywHxYWRoUKFVzUUxERERGRG4sW2ZPidC0W2Sv1I/iWZSUCibn/fdQYkwxUBYoU8G80ZcqUoX79+tSvXx/LskhOTiY6Opro6GhiY2M5c+YMO3bsYMeOHQDUrFnTDvzBwcF4eJT6HwkREREREZFSyeVpzhjTChgK3Ab4A50ty1pcoM2zuW38gV3AC5ZlrbuCZ7UA3CzLOnDVHb8BGGPw9fXF19eXO+64g6ysLBISEoiKisLhcHDo0CGOHDnCkSNH2LBhAx4eHgQHB9vz96tXr65yfhERERERkRuEywM+4ANsAz4BFhY8aYx5HHgXeBZYD/QDlhhjGliWFZ/bZgvgfZ57P2BZ1qHcNr7Ap0Dva/EmbgTu7u4EBwcTHBzM/fffz9mzZ3E4HPYIf0pKiv3fABUqVLBL+evUqUO5cuVc/A5ERERERETkQkrUHHxjjEWBEXxjzCbgV8uyBuQ7tgdYbFnWiCLe1xv4EfjIsqzPitA2/4cFFYCEG2UO/pWyLItjx44RHR2Nw+EgNjbWXpU/j7+/vz26HxgYiLu7u4t6KyIiIiJy/WkOvhSnm24OvjHGi5zS/bcKnFoGtCziPQzwL2DlpcJ9rhHAqMvoZqlgjKFGjRrUqFGDu+++m8zMTOLj4+0R/SNHjpCYmEhiYiI//fQTnp6ehIaGEhYWRnh4OFWrVlU5v4iIiIjITSQ2NpbQ0FB+++03mjZt6uruCCU84APVAHfgSIHjRwC/It7jz8DjwHZjTKfcY09ZlrXjAu3fBN7J97oCkFDEZ5UaHh4ehIWFERYWRmRkJCkpKTgcDruk/8yZM+zbt499+/YBUKlSJXt0PzQ0lLJly7r4HYiIiIiISH4HDhxg9OjRLFmyhKSkJPz9/enUqROvvfYavr6+ru6ek48++ohPP/2UnTt3AnDbbbcxfvx47rjjDhf3rGQr6QE/T8F5BOY8x85/oWX9BLgV+UGWlQak2Q/SqDSQMx+/SZMmNGnSBMuyOHLkiD26Hx8fz8mTJ/n111/59ddfMcYQEBBgj+4HBATg5lbkvwIRERERESlmDoeDu+++m1tuuYX58+cTGhrKrl27GDp0KEuWLGHjxo1UrVr1vNemp6fj5eV1Tfp1oXuvXr2abt260bJlS8qUKcPEiRN54IEH2LVrFwEBAdekL6VBSQ/4SUAWhUfra1B4VF+uE2MMfn5++Pn58ec//5n09HTi4uLswJ+UlERCQgIJCQmsXbsWb29vQkND7RH+KlWquPotiIiIiIjcVAYOHIiXlxfLli2zq22DgoJo1qwZderU4ZVXXmHGjBkAhISE0Lt3b6Kioli0aBGdOnVizpw5bN68mX79+rFnzx4aNWrEK6+8Uug5u3fv5qWXXmLt2rX4+PjwwAMPMGXKFKpVqwZA69atadSoEV5eXnz66ac0bNiQNWvWFLrPvHnznF5/9NFHfPXVV6xYsYKnn366uL89pUaJDviWZaXnrpAfCSzKdyoS+M+1fLYxZiAwkMsY/b/epk6dSufOnQkKCnI6Hh8fz6JFixg0aNB16YeXlxd169albt26AJw8edIu5Xc4HKSmprJ371727t0LQNWqVe2wHxISgrf3+TZAEBEREREp+SzLIiMjwyXP9vT0LFLFcXJyMj/88APjxo0rNJXWz8+Pv/3tbyxYsIDp06fb95s0aRKvvvoqI0eOBODMmTN07NiRNm3aMHfuXGJiYgrljcTERO677z769OnDO++8Q2pqKsOHD6dr166sXLnSbjdnzhwGDBjA+vXrKeqi72fPniUjI+OCVQaSw+UB3xhTHgjPdyjUGNMUSM7dBu8d4DNjzC/ABqAvEATMvJb9sixrGjDNGFMROHktn3Ulpk6dygsvvMB7773HqlWr7JAfHx9PREQEDocD4LqF/PwqVapEs2bNaNasGdnZ2SQmJtqj+wkJCSQnJ5OcnMz//vc/3NzcqF27th34/f39Vc4vIiIiIjeMjIwM3nzzTZc8e8SIEUUqnd+/fz+WZVG/fv3znq9fvz7Hjx/n2LFj1KhRA4A2bdrw0ksv2W0+/PBDsrKymD17NuXKlaNhw4YkJCQwYIC92RkzZsygefPmjB8/3j42e/ZsAgMD2bdvH7fccgsA4eHhTJw48bLe68svv0xAQABt27a9rOtuNi4P+EALYFW+13kL3M0BeliWtSB3D/vXAH9gJ/CgZVlx17ebJUvnzp157733cDgcREREsGpVzrcwL9yHhYXRuXNnF/cS3NzcCAgIICAggFatWpGWlkZsbCxRUVE4HA6Sk5OJj48nPj6eVatWUbZsWcLCwuzAX5q3JhQRERERKQnyRtHzVwO0aNHCqc2ePXto0qQJ5cqVs4/dfffdTm22bNnCqlWrKF++fKFnREdH2wG/4L0vZeLEicyfP5/Vq1dre8JLcHnAtyxrNTmL5l2szXRg+nXp0A0iKCiIVatWOQV6y7LIzs4mNDTUaVS/JPH29qZevXrUq1cPgOPHj9uj+zExMaSmprJr1y527doFQLVq1eywHxwcfM0W9xARERERuRKenp6MGDHCZc8uivDwcIwx7N69m06dOhU6v3fvXqpUqWLPkwfw8fFxalOUUvrs7GwefvhhJkyYUOicv7//Be99MW+//Tbjx49n+fLl3HrrrUW+7mbl8oBfUt0Ic/CDgoL49ttvadiwIVlZWfbxrKysG2YhuypVqtCiRQtatGhBdnY2Bw8etEf3Dx48SFJSEklJSWzatAl3d3eCgoLswF+zZk3tciAiIiIiLmWMKfGDUL6+vkRGRjJ9+nQGDx7sNA//8OHDzJs3j6effvqi/7Zu0KABn332Gampqfb1GzdudGrTvHlzFi5cSEhICB4eVx81J02axNixY/nhhx8ue9T/ZlViw6urWZY1zbKsBkCJ3mjx008/LfRpWnx8PLfeeisrVqwo8qIVJYGbmxuBgYFERETQq1cvhg4dymOPPUbz5s2pVKkSWVlZxMTEsHz5cmbNmsXkyZNZtGgR27Zt4/Tp067uvoiIiIhIifXBBx+QlpZGu3btWLt2LQcOHGDp0qVERkYSEBDAuHHjLnp99+7dcXNzo1evXuzevZvvv/+et99+26nNwIEDSU5Oplu3bmzevBmHw8GyZcvo2bOn04BkUUycOJGRI0cye/ZsQkJCOHz4MIcPH9a/+y9BI/g3sPj4eKZNm3bec7GxsbRt25ZWrVrxxhtvcN99913n3l29smXL0qBBAxo0aIBlWSQnJ9uj+zExMZw5c4bt27ezfft2AGrWrGmP7gcFBRXLp4YiIiIiIqVB3bp1+eWXXxg9ejSPP/44f/zxB35+fnTq1IlRo0ZdcnX68uXL880339C/f3+aNWtGgwYNmDBhAl26dLHb1KpVi/Xr1zN8+HDatWtHWloawcHBtG/f/rIX0p4+fTrp6en89a9/dTo+atQoRo8efVn3upmYG2mE1xXyVtE/efJkiVrwreBq+edjjLFH8Dds2MBdd911vbp3zWVlZXHgwAF7/n5iYqLTeQ8PD0JCQggLCyM8PJxq1aqpnF9ERERErsq5c+eIiYkhNDRUi73JVbvYz9OpU6eoVKkSQCXLsk4V9Z4a4rxBLVq0CIfDYf8w7Nmzxz7n5uZGdnY2lmXh7u5O7dq1adCggX3+8OHD+Pn5uaLbxcbd3Z2QkBBCQkK4//77OXPmDA6HA4fDQXR0NCkpKURFRREVFcWyZcuoUKGCPbofFhbmtPqniIiIiIhIaaAR/AsosMhevZI2gg8wdepUOnfuTNWqVZk+fTpRUVGEh4fz8MMP8/HHH7NlyxZWr14N5JSvjxkzhs6dOxMeHs7dd9/N66+/zh13lOglBq6IZVkcO3bMHt2Pi4sjMzPTqU2tWrXs0f3atWvj7u7uot6KiIiIyI1CI/hSnK7FCL4C/iWU1BL9orAsi//+978MHTqU/fv3AxAcHExCQoK9yMVDDz3E66+/zm233ebKrl5TGRkZxMfH24H/6NGjTue9vLwICQmxR/irVq2qcn4RERERKUQBX4qTAr4L3MgBP096ejozZ85k9OjRHD9+HICAgAAOHz5sB/1HHnmE0aNH06xZM1d29bpISUmxS/mjo6M5e/as0/nKlSvbo/v65S0iIiIieRTwpTgp4LtAaQj4eZKTkxk7diwffPABLVu25MMPP2Ts2LHMmzeP7OxsPDw8SEhIoGbNmq7u6nVjWRaHDx8mOjoah8NBfHy80xYexhgCAgLs0f2AgIDLXgFUREREREoHBXwpTgr4LlCaAn6e/fv3k5WVxZ/+9CcANm/eTP/+/WnatCmzZ8+22x08eJCAgABXddMl0tPTiYuLs0f3k5KSnM57e3sTFhZmB/7KlSu7qKciIiIicr0p4Etx0ir6Uizq1q3r9Prf//43v/32G/7+/vaxXbt20aRJE/76178yatQo6tevf7276RJeXl7UrVvX/h6dPHnSDvsOh4Nz586xZ88ee9eCqlWr2mE/JCQEb29vV3ZfRERERERuYgr4F1BgFf1S7bbbbqNWrVr8/e9/t48tW7aMrKwsFixYwBdffEH37t157bXXuOWWW1zY0+uvUqVKNG/enObNm5OdnU1iYiJRUVE4HA4OHDhAcnIyycnJ/O9//8PNzY3AwEA78Pv7+2uxPhERERERuW5Uon8JpbFE/3zOnTvnVBYyadIkVqxYgWVZLFu2DAA3NzeefPJJXn31VcLDw13V1RLj3LlzxMbG2iP8eQsY5ilbtix16tSxS/pL88+PiIiIyM1AJfpSnDQH3wVuloCf35kzZ6hduzYnTpzA29ubbt26ceTIEZYsWQKAn58f8fHxeHp6urinJUtycrJdyu9wOEhPT3c6X716dXt0Pzg4WN8/ERERkRuMAr4UJ83Bl+vCx8eHlStX8uKLL7Jq1Sr+9a9/Ub16dV5++WW2bt1KRESEHU4ty+LgwYPUrl3bxb12vapVq1K1alVuv/12srKyOHjwoD26f+jQIY4dO8axY8fYuHEj7u7uBAcH26P7NWvWVDm/iIiIiFwzPXr04MSJEyxevPiKrp0zZ06h4/v371dlbwmjgF8KZGZm2v+jdurUCQ+Pq/9rbdasGStWrOCbb75h6NCh7Nu3j7feeouGDRty66232u3+85//0LVrV3r16sU//vEPAgMDr/rZpYG7uztBQUEEBQURERFBamoqDofDDvynTp2yR/qXL19O+fLl7bAfFhZG+fLlXf0WRERERERs7du355NPPnE6Vr16dRf1Ri6k1C8gdzNYvXo1jz32GI899hirV68utvsaY3jkkUfYuXMn7733HlWrVmXXrl106NCB9u3bs3PnTpYvX05GRgYzZ84kPDyc5557joMHDxZbH0qLsmXL0rBhQx555BFeeOEFBg4cSPv27albty6enp6cPn2a7du3s2jRIiZPnsysWbP48ccfcTgcZGZmurr7IiIiIlLMTp8+zcSJE+nbty8TJ07k9OnTLunH6tWr8fLyYt26dfaxyZMnU61aNRITE+1j3t7e+Pn5OX25u7u7ostyEZqDfwklcQ7+4MGD6dixI3fddRfDhw/H4XDY8+M7dOhAWFgYEyZMoFy5csVa9n38+HHGjh3L+++/T0ZGBm5ubvTp04f27dszdepU+8MFb29v+vfvz/Dhw5223pPzy8zM5MCBA/b8/fy/SAE8PDwICQmx5+9Xq1ZN5fwiIiIiLnCxOdNnzpwp8n1Onz5NZGQkO3bssI/deuutLFu2jIoVK1K2bNlL3tfHx+ey+n6xEv1hw4bxxRdfsG3bNmJjY7nzzjuZP38+nTt3vuS1cuW0yN51VGCbvHolJeAvWrSIv/zlL0VqGxMTQ0hISLH3ISoqiuHDh/P1118DUKFCBZYtW0ZqaiqjRo2yP/1r2bIl69evL/bnl3ZnzpxxKucv+GluxYoVncr5y5Ur56KeioiIiNxcLhbIimsA5r777nOqyq1evTpJSUmF2l1ujrtYSE9PT+euu+6ibt267Nq1i7vvvpuPPvrI6dq5c+c6vecOHTrw5ZdfXlYfxJkW2buOLMuaBkzLG8F3dX/ytG3btshtf/rpp2sS8MPDw1m4cCHr1q1jyJAhJCUl0bRpU8qUKUPr1q1ZsWIFo0aNYvjER9/gAAAgAElEQVTw4fY1Z86c4ezZs5qnUwQ+Pj40btyYxo0bY1kWR48etcN+XFwcp06dYuvWrWzduhWAWrVq2aP7tWvXVqmUiIiIiFwWLy8v5s6dy6233kpwcDDvvvtuoTYRERHMmDHDfn25FQRyfSjg32AqVKhQpHb33nsvLVq0uKZ9uffee9m0aRMJCQn2J05ZWVl8+umnTJw4kZYtW9pt33//fcaOHcvzzz/PSy+9hK+v7zXtW2lhjKFmzZrUrFmTli1bkpGRQXx8vB34jx49yqFDhzh06BDr1q3Dy8uL0NBQO/BXqVJF5fwiIiIi18HlzKGfMmUKr776aqHjY8aM4cUXX3Q6Fhsbe7VdK5Kff/4ZyNn6OTk5uVCA9/Hx0Yr5NwCV6F9CSZyDX9TAZozhgQceoH///nTs2LFYVte/lFmzZtG/f398fX2Jj4+3y8fbt2/PDz/8AED58uUZNGgQQ4YMoWrVqte8T6VZSkqKHfYdDgdnz551Ol+5cmU77Gu/VhEREZGrc7GS6stx+vRp7rnnHrZt22Yfa9KkCT/99NM1203pYiX60dHRNG3alPfee48vvviCc+fOsWLFCtzc3C55rVw5zcF3gRs54Oc3ZcoUXnjhhWvQG2eJiYm89tprNG3alIEDBwI584NSUlJYvXo1o0aNskvLK1asyAsvvMDgwYOpXLnyNe9baWdZFocPHyYqKgqHw0F8fDzZ2dn2eWMMtWvXtgN/rVq17F/aIiIiInJpxRXwISfkT58+naioKMLDw3n22Wev6VbJPXr0IC4ujilTpjgdr1KlCt26dcPf35+FCxdy+PBhGjduzLBhwxg6dKh9rQJ+8VPAd4EbOeCXLVuW1NRU3NzciImJISgoCIA1a9aQkpJChw4drst87cWLF9OnTx9ef/11+vTpw7fffsvo0aPZvn07kPMLo+CemnL10tPTiY2NtUf4//jjD6fzZcqUcSrn14csIiIiIhdXnAH/euvRowdz5swpdNwYg5+fHzt27LCn0f7nP/+ha9eubNq0iaZNmyrgXyMK+C5Q0gJ+SkqKUz+Cg4OZNm0aHTt2BGDJkiX079+fuLg4u0316tX58ccfadKkCZCzMufatWsJDAykT58+9OrVi1q1al2zPj/yyCN88803ANSvX5+3336bdu3asWjRIsaMGcO///1v6tevD8DRo0cpW7ZskdcakKI7ceKEvTq/w+Hg3LlzTud9fX3tsB8SEoKXl5eLeioiIiJSMt3IAV9KHgV8FyhpAT//NnkDBgxgwoQJuLm52eU8p0+fpkyZMsycOZNhw4Y5zcnu2rUrQ4YM4ZlnnuHQoUOcPJmzOYC7uzuPPPII/fr1IzIystjLtjMyMvjoo48YNWqUvcVHZGQkb7/9No0bN3aqSOjRowfffvstQ4cOZeDAgde0TOlmlp2dzaFDh+zR/YSEBKetVtzc3AgKCrK34/P399difSIiInLTU8CX4qSAfx0ZYwYCAwE3oF5JCfgAgwcP5uGHH6ZNmzYXbXfy5EmGDh3Kxx9/bM/FdnNzIzs7m/bt2/Pkk08yc+ZMfvrpJ/uaJ554gvnz51+Tfp84cYLx48czdepU0tPTcXNzo2fPnowZMwY/Pz/S0tJo1qwZe/bsAXIqD4YNG8azzz6rvd6vsbxfLnmB/8SJE07ny5UrZ4f9sLCwEvP/goiIiMj1pIAvxUkB3wVK2gj+ldi/fz89evSwt76AnPAcFxdH2bJl2b59O//85z/57LPPmDZtGt27dwcgKSmJbdu2ERERUayj+jExMbz88st88cUXQM6q+i+//DJDhgzB09OTzz//nDfeeIPo6GgAatasyfDhw+nfvz9ly5Yttn7IhSUnJ9thPyYmhvT0dKfzNWrUsAN/cHAwnp6eLuqpiIiIyPWjgC/FSQHfBUpDwM+zZMkSevXqRWJiIr6+vhw+fBgPDw8mTZrEjz/+yFtvvUWjRo3sudcTJ05k+PDhhIeH07dvX3r06EH16tWLrT/r169nyJAhbN68GYDAwEDGjx9P9+7dyc7O5rPPPmPMmDHExMQAMH78eEaMGFFsz5eiycrKIiEhwZ67f/DgQafz7u7uBAcH2/P3a9SooXJ+ERERKZUU8KU4KeC7QGkK+JAzH37KlCk0aNCAjh07cu7cOfz9/Tlx4gTTp09nwIABdttx48YxYcIEUlJSAPDy8qJLly7069ePVq1aFUuIy87OZsGCBbz88svEx8cD8MYbb/Dqq6/a/Z0zZw7Tpk1j1apV9krv8fHx1KxZE29v76vug1yes2fPOpXznzrl/PumfPnydil/nTp18PHxcVFPRURERIqXAr4UJwV8FyhtAb8gy7IICgoiISGBO+64g02bNgFw+PBhatSowdmzZ5k/fz6zZs1iy5Yt9nVNmjRhy5YtxbbNXmpqKlOnTuW9995jy5Yt+Pv72/0zxth/5h1r2bIlBw8eZOTIkfTo0UMrvruIZVkkJSXZo/uxsbFkZGQ4tfHz87NH9wMDA/Hw8HBRb0VERESujgK+FCcFfBe4GQL+vffey/r163nnnXcYPHgwWVlZ3HbbbXh6ejJ37lzq1asHwJYtW5g1axaff/45jz76KPPmzbPvs3379kIr4l+J9PR0p7DetWtXAgMDGTlyJFWqVAEgISGBO++8k0OHDgE5WwW++uqrPP3005oL7mKZmZkcOHDAHt0/fPiw03lPT09CQkIICwsjPDwcX19flfOLiIjIDUMBX4qTAr4LlPaADzkhf9WqVbRu3Ro3Nze2b99Os2bNMMawZcsWmjRp4tT+1KlTpKSkEBAQAMDOnTtp3LgxjRs3pl+/fjz55JN5P4xX5bfffqN58+a4u7uzc+dO/vSnP9nnzp07x4cffsibb75ph8iwsDBeffVVnnzySY0SlxCnT5/G4XDgcDiIjo7m9OnTTucrVqxoj+6HhYVpEUUREREp0RTwpTgp4LvAzRDwC9q+fbsd6t3d3Rk0aBBjx45l3bp1tG7dulA5/Lx58+jTpw+pqalAzpZqTzzxBP3796dFixZXNUK7dOlSduzYwdChQ536l1ctkJqaysyZM3nrrbc4evQoAAsXLuQvf/nLFT9Trg3Lsjh69Kg9uh8XF0dWVpZTm4CAADvwBwQEFNsUEBEREZHioIAvxUkB3wVuxoB//PhxevXqxaJFi+xj5cuX5/Tp09xyyy3873//K/S9OHHiBJ999hkzZ85k9+7d9vFmzZrx1VdfERYWVix927FjB02bNqV169ZMnjyZpk2bAnDmzBlmzJjBd999x/Lly+1guH//fsLCwhQUS6CMjAzi4uLswH/s2DGn815eXoSGhtqBv2rVqi7qqYiIiEgOBXwpTtci4Bff5uZSalSpUoWvv/6aLVu22GXxeaXViYmJOByOQtdUrlyZ559/np07d7Ju3TqefPJJvL29SUhIoHbt2na75OTkq+rbr7/+iqenJytXrqR58+b07NmTQ4cO4ePjw0svvcTKlSvtMJ+amkqrVq1o3LgxX3zxBdnZ2Vf1bClenp6ehIeH065dO5599lkGDx7Mo48+SqNGjShbtizp6en8/vvvfP/997z//vu89957fPfdd+zdu5dz5865uvsiIiIiV2Tq1Kn27lH5xcfHM3Xq1Gv23B49emCMKfQVFRUFwIEDB+jVqxe1atXCy8uL4OBgBg0axB9//OF0n9atW9vXenl5UadOHUaMGEFaWlqhZ65atYoHH3wQX19fypUrR4MGDXjxxRftbZdXr1593j4ZYwqt5SRFo4AvF9S8eXN2797N3Llz7Tn1KSkpNGvWjL/85S/ExMTwxhtvOM2rNsZwzz338Nlnn3Hw4EEWLlxol/RnZ2fTokUL7rzzTmbPns2ZM2cuu0//93//x969e+nWrRuWZfHJJ59Qt25d3njjDc6cOeM0HWDHjh2kpaWxZ88eHn/8cZo0acLChQsV9EuoihUr0rRpU7p06cLQoUPp06cPbdq0ITg4GDc3N44fP84vv/zCggULmDhxIp988glr1qwhISFBf6ciIiJyQ5g6dSovvPACERERTiE/Pj6eiIgIXnjhhWsa8tu3b09iYqLTV2hoKA6HgxYtWrBv3z7mz59PVFQUM2fOZMWKFdx9992FBun69OlDYmIiUVFRTJw4kWnTpjF69GinNrNmzaJt27b4+fmxcOFCdu/ezcyZMzl58iSTJ092avv7778X6leNGjWu2fehNFOJ/gUYYwYCA8n5EKTezVSifz6pqam89tprTJkyxZ437ebmRnZ2Nq1atWLNmjWXvMe2bdu4/fbb7W3UKlWqxFNPPUW/fv1o1KjRZfdp48aNDBkyhA0bNgA587fHjx/Pk08+iZtbzmdXJ0+eZOrUqbzzzjucPHkSyNnib/To0Tz66KNawf0GkZaWRmxsrL0dX8FPksuUKUNYWJhdzl8cizyKiIiIFHS1Jfp5Qd7hcBAWFsaqVasACh0LCgoq7q7To0cPTpw4weLFiwud69ChAzt37mTfvn1Oix4fPnyYOnXq8PTTTzNjxgwgZwS/adOmvPvuu3a7Ll26EBsba2+rnZCQQJ06dXj22WeZMmVKoeedOHGCypUrs3r1aiIiIjh+/DiVK1cu7rdc4mkOvgvcjHPwL+bgwYP07NmTZcuW2ccqVqzInj17qFWr1iWvP3r0KP/617/48MMPiY6Oto+3bNmSCRMmcM8991xWfyzL4ssvv2T48OHExsYCOZUHkydPpnXr1na7EydOMGXKFKZMmUJKSgqQM8J/JR8siOudOHHCnrvvcDgKlYRVq1bNDvwhISGFFoYUERERuRIXC2QXq051d3e328fHx9O6dWtiYmLsLZ4zMjIIDQ3l+++/Jzg42ClkX+i+Pj4+l9X3CwX85ORkqlWrxrhx4xgxYkSh6/r27ctXX33FH3/8gTGmUMDftm0b7dq1IyQkhI0bNwIwZcoUhgwZwqFDh/D3979gnxTwNQdfXCwgIIAffviB9evXExoaCuSM7uf9Evrvf/9Lv379SEpKOu/1NWrUYNiwYezbt49ly5bRpUsX3N3d+fnnn51G0wuurn4hxhi6du3Knj17mDBhAhUrVuTXX38lIiKCzp07s3//fiBnjYDXX3+d2NhY/vGPf/DUU085hfvdu3ejD7tuHJUrV+a2226ja9euDBs2jJ49e3LfffcRGBiIMYakpCQ2b97M/PnzmTBhAnPmzOGnn34iMTFRf88iIiJyTZQvX/6CX126dLHbBQUFkZiYCOQE+7zq1piYGOrXr0+HDh2c7hsSEnLee16Jb7/91ukejz32GPv378eyLOrXr3/ea+rXr8/x48edFkSePn065cuXx9vbm6ZNm3Ls2DGnXa/2799PxYoVLxru86tdu7ZTv+rVq3dF709Am4WXYitXruSbb745b1nM1WrZsiVRUVF89NFHpKenU6VKFTIzM3n++eeJj4+nSpUqvPXWWxe83s3NjcjISCIjI0lMTOTrr7+mZcuW9vlBgwaxc+dO+vfvT+fOnfH29r5of8qUKcOwYcPo0aMHo0eP5sMPP2Tx4sWcPHmSlStX2u2qVq3KuHHjnK6Nj4+nadOmNG/enNdff50HHnhApfs3EDc3NwIDAwkMDKR169b2J6F5I/wnTpwgNjaW2NhYVqxYQbly5ahTp449wl+hQgVXvwURERGR6yIiIsIutYecKoDzLfiXX97gSP5/H//tb3/jlVde4dSpU/YgW/4PMSzLuqx/T69bt87p32QeHoqpV0rfuVIoJSWFYcOGMXPmTABatWpF586di/05bm5u9OvXz37t4eFBjRo1iI+P5/PPP7cDfnp6+kVLpP39/Rk4cKD9Oj09nc8//5zjx4+zZs0aqlWrxjPPPEPfvn0JDw+/aJ9q1KjB9OnTee655xg6dKjTYh9nzpzB09OzUF9++eUXPDw82LRpE+3bt6dly5a88cYbtGnTRkH/BlSmTBnq169P/fr1sSyL5ORku5Q/JiaGs2fPsmPHDnbs2AHk/Mzkzd0PCgqyS+VERERELkf+hacLyr9lc3x8PP7+/hct0c8vbxpqcfDx8Sn072kvLy+MMezevZtOnToVumbv3r1UqVKFatWq2ccqVapk32fu3Lk0bNiQjz/+mF69egFwyy23cPLkSRITE4s0ih8aGnpTluhfCyrRL2VWrlxJ48aN7XAP0LZt2+v2/MDAQADatGljH3vyySd57LHHOHDgQJHu4eXlxfbt2xk1ahQBAQEkJSUxadIk6tatS9u2bfn+++8veY8GDRrw3Xffcfvtt9vHXn/9dRo2bMjy5cud2v7lL3/B4XAwePBgypQpw88//0zbtm1p3bp1kRYPlJLLGIOvry933HEHTzzxhF3lce+999prRhw9epQNGzYwd+5cJk6cyNy5c/n55585evSoyvlFRESkyHx8fC74lX/+fUREBDExMYSFhREVFUVUVBRhYWHExMTw0EMPOZXCX+y+xcXX15fIyEimT59Oamqq07nDhw8zb948Hn/88QsOfHl6evKPf/yDkSNHcvbsWQD++te/4uXlxcSJE897zYkTJ4qt/+JMAb+USElJoWPHjtx///3ExcU5nbueJchff/01q1evZtq0aQBERUXx5Zdf8tVXX7Fnz54i36d27dqMHj2a2NhYFi9eTIcOHTDGsGLFCn766afL7ldaWhoLFiwgKiqK9PT0Quf9/Px45513iI6O5vnnn8fLy4u1a9fy0EMPcfz4cae2rtq7VK6eu7s7wcHBtGnThj59+jB06FC6dOlC06ZNqVChApmZmURHR/Pjjz8yY8YM3nnnHRYvXsyOHTuuaFtHERERkfwWLVpUaLX8oKAgVq1aRVhYGA6Hg0WLFl33fn3wwQekpaXRrl071q5dy4EDB1i6dCmRkZEEBAQUmuJaUPfu3THGMH36dCBn0G/KlClMnTqVXr16sWbNGuLi4li/fj39+vVjzJgxTtcfPXqUw4cPO33lrU0gl0er6F/CjbCK/sqVK+nZs2ehYJ/HlX/HeatyWpaFm5sbAwcOZMKECRw6dIiwsLDLKoGPjY3lo48+onfv3vYCf0uXLmXq1Kn069ePjh07XnS+TkpKCl988QU9e/a0n7t06VIaNWpE7dq1ndomJCTw5ptvUq1aNV5//XX7+PDhw5k4cWKhLUzyb3ny7rvvMmjQoCK/LykZLMsiKSnJnrsfGxtLZmamUxt/f3/CwsIIDw8nMDDQqdxORERESr+r3SYPcgaLOnfuXGgrvPj4eBYtWnTN/h15sW3yAOLi4hg9ejRLly7ljz/+wM/Pj06dOjFq1Ch8fX3tdufbJg9g/PjxvPvuuzgcDnsRwOXLl/P222+zefNmUlNTCQkJoWPHjgwZMgR/f397Ff3z2bBhA3fddVcxvfuSSdvkucCNEvB79OhxwRL4+vXr8+KLL9pzYq6ntLQ0+vbty2effWZ/0FC+fHkyMzP585//zIIFC5x+YVyuRx99lP/+978A1KpVi969e9O7d297qsDFHDt2jLp165Kens7QoUMZOnToRVckXbNmDa1bt6Zs2bKkpqZe971L5frKzMwkPj7eDvxHjhxxOu/p6UlISIg9f9/X11drNoiIiJRyxRHwRfIo4LvAjRDwIWd0evjw4U6rYub3/vvv89xzzwE5C4C8+eab9jzz6xFK9u/fT/fu3fnll1/sY97e3qxdu5Y77rjjiu+bt5L/J598Ys9XcnNz48EHH6R///48+OCDF3x/UVFRPPPMM3bJv7+/P+PGjePpp58+78jsu+++y9ChQ51GdT08PDDGkJGRoXBfyp0+fRqHw2EH/oIl+5UqVbLDfmhoqNP+tSIiIlI6KOBLcVLAd4EbJeDnOV+5/rx582jVqpVdhv7999/z0EMPERYWRnR0tN0uISEBf3//a1p2/O2339KzZ0+nxUMeeughPv74Y9asWUOXLl2u6PlpaWksXryYmTNnsnr1agBuvfVWtm7detEPMCzL4uuvv2bYsGE4HA4AmjZtyuTJk50WCszjcDgYO3Ysc+bMITs72z7u7u5OdHR0oVVPpXSyLIsjR47YYT8+Pp6srCz7vDGGWrVq2YG/du3auLlpyRMREZEbnQK+FCcFfBe40QI+FB7N//rrr522ydu8eTPvv/8+gYGBjB8/3j5er149jh07xpIlS7jzzjuvWf8yMzN56623GDNmjL3gnZubG9nZ2bRu3ZqVK1deVVXB77//zocffkjTpk156qmngJzvSd++fenRoweRkZGFwlZaWhoffPABY8aM4eTJkwA8/PDDTJo0iXr16hV6xpo1a2jTpo0d8o0xxMbG2qP3ixcvpkmTJvZaAVK6ZWRkEBcXR1RUFA6Ho9Dqt97e3oSGhtqBv0qVKi7qqYiIiFwNBXwpTgr4LnAjBvw8K1eu5JtvvmHKlCmXbHv8+HFCQkI4ffo0f/zxh70P5YIFC1i6dCndu3cnMjKyWPuXnJxM3759WbhwoX2sXLlybNiwgVtvvbVYnzVr1iz69+8PQFhYGH369OGZZ56hZs2aTu2SkpJ4/fXXmTFjBllZWXh4eDBgwACnxUXyL6jn6elJdnY2WVlZdol+lSpVqFq1KpmZmYSGhtK2bVvatm1LmzZtnPYPldLr1KlT9ui+w+EotOVMlSpVnMr5vb29XdRTERERuRwK+FKcFPBd4EYO+JcrMzOT3bt3O4Xrrl278uWXXzJ69GhGjRplt/v++++577778n7orsqOHTvo1q0bu3btAmD79u00btyYnTt38t133/HCCy9cdQD6/fffmTZtGp9++qk9Qu/p6Unnzp3p168fERERTlUDe/fuZdiwYXzzzTcAVK5cmVdffZVHHnmEdu3aOS2oB86L7H3yySeMHDmSDRs2FFqFvWnTpgwePJinn376qt6P3Diys7NJTEy0w/6BAwecpne4ublRu3ZtO/D7+/urnF9ERKSEUsCX4qSA7wI3U8A/n7Vr1/Ldd9/xxBNP0KxZMwA2bdrEXXfdRfXq1Tly5IgdjC3LuuLSesuy+OKLL9i8eTOTJ0/GsiwiIiJYs2YNffv2ZdasWcXyfs6ePcuCBQuYNWsWmzZtAnICVmxs7HlX3l+xYgUvvvgi27ZtIygoiOeff56hQ4cWaZu806dPs3btWpYvX86KFSvYvn07kLPP6MCBA+3rPv30U9q2bUuLFi0uus2flA5paWnExsbaI/zJyclO58uWLUtYWBhhYWHUqVOnWD5EExERkeKhgC/FSQH/OjLGDAQGAm5AvZs14J/PkiVLGDRoEI0aNeLrr7+2j0dGRuLu7s6kSZNo3LjxVT3Dsizat2/PsmXLqFChAklJSXh5eV1t151s27aNWbNmceLECT7//HP7+Ntvv82dd97JPffcgzGGrKws5syZg6+vL48++ihTp07lkUceITExkZ9++omoqCjCw8N5+OGHWbZs2QX3Lj1y5AgrV67knnvusT9MyD91oGLFirRu3dou6f/Tn/6kbdduAsePH7dH9x0OB2lpaU7nq1WrZo/uBwcHF/v/ByIiIlJ0CvhSnBTwXeBmH8G/mHPnztk/iKdOnaJq1apkZWURGxtrrya/ceNGtm3bRrt27QgJCbms+z/77LPMmDGD22+/nc2bNwPwxhtvcObMGUaOHEmFChWK9f0AxMXFERoaimVZ1K9fn379+vH0008XWhTtgw8+4Pnnn3c61qRJE3766SfKly9f5Of9+OOPzJo1i5UrV3L8+HGnc7Vq1eKbb76hefPmV/6G5IaSnZ3NwYMH7dH9gwcPkv93tLu7O0FBQYSFhREeHk7NmjX1IZCIiMh1pIAvxUkB3wUU8IvGsix27drFxo0b6d27t318wIABzJw5k+eff5733nvPbnvs2DFq1Khxyfv+8ssvVK9eneDgYA4dOkRwcDCZmZl8+OGH9OnTp9jfR1xcHGPHjuXzzz/n7NmzAJQpU4bHH3+cfv36cdddd2GMoVWrVqxbt67Q9c899xxTp0697DnUWVlZ/Pbbb3Y5/7p168jIyCA5Odku0Z4xYwZ79uyhbdu2xbb+gZRsqampxMTE2IE/b/2IPD4+PnYpf506dS7rwyURERG5fAr4UpwU8F1AAf/qzJo1i88//5zhw4fz4IMPAhAVFUXdunW57bbb2Lx5c5HDcHp6OhUrViQtLQ1jDH369OHdd9/FsizKlStXrP0+efIk8+bNY9asWfbceYB58+bx6KOP8txzz/Gvf/3rvNdWr16dhx56iIceeogHHnjgin5uUlNT2b59u9N2hS1btmTDhg1Azkju7bffbpfz33XXXVqJvZSzLIvk5GQ77MfExJCRkeHUpmbNmvboflBQkNZ0EBERKWYK+FKcFPBdQAG/+C1YsIAnnniCVq1asWbNGvv4iBEj8PLyomfPnnaJf36WZfH3v/+d6dOn26uQ+/j4UL58eTp27MikSZOKfX9xy7LYtGkTM2fOZMmSJSxfvvyytvDz9PTk3nvvpWPHjjz00EPccsstV9yX//znPyxbtozly5ezb98+p3O1a9cmPj5e5do3kaysLA4cOGAH/sTERKfzHh4eBAcH26P71atX18+HiIjIVboeAf9ytrq+HD169ODEiRMsXrzY6fjq1auJiIjg+PHjbN261f7vvG2z8xs9ejSLFy9m69atxdq3m5UCvgso4F8bx44d49ixYzRo0ACAjIwMfH19SUlJYcuWLfa887i4OI4fP86tt95qj/QfPHiQ7t27s3btWvt+7u7uLFu2jDZt2lyzPqenp/PFF1/w1FNPXbTdyy+/TFpaGt99912hIF63bl077N97771XvGBafHw8K1assEv677nnHr766isg50OJFi1aEB4ebo/wh4aGXtFz5MZx5swZp3L+lJQUp/MVKlSww35YWFixV72IiIjcDK5lwE9JSWHYsGHMnDkTgK+//prOnTsX2/0V8EseBXwXUMC/PuZAGUsAACAASURBVM6dO8fcuXP5+eef+ec//2mH+ZEjRzJu3Dh69+7NRx995HTNunXr6N69OwkJCfaxyMhI5s6dy9GjR2nUqFGx9zMtLY3JkyfzyiuvnPf8gAEDmDJlil0uv3//fr777ju+/fZb1q5d61RSXaFCBSZMmMCAAQOuqk+WZeX/BcD+/fsLVQqEhYVx//3307ZtW9q0aUO1atWu6plSsuWtc5EX9uPi4sjMzHRq4+/vbwf+wMBA3N3dXdRbERGRG8e1CvgrV66kZ8+exMXF2cdOnTpVrItKK+CXPNci4F/eSmAi10iZMmXo3bs3s2fPdpqTn5aWho+PDy1btrSPJSUlUadOHT799FNiYmKYOnUqZcuWBXJWpff396dx48Z06dLFLuUvLt7e3hfcBg9yFsLr1q0bv//+O5AzYv/CCy+wfPlykpKS+H/snXdYVEfbh++lWFCDAqKCIII9FhR7Q0TUBBM1Rk0sEYOaRIw11hjFFqLR1/JprEkwxBijorEHUBSNaOwN0cBSBBULvUid7w9ezuuK3cVFmPu6uC6ZmXPOs7i75/zmmfk927ZtY/jw4Zibm5OSkkK1atWUYy9fvszcuXO5cOHCC8WkUqk0DPdsbGw4evQonp6edOzYEQMDA9RqNevXr2fgwIHMnz9fGZuTk6OYCUpKDiqVCnNzc9q1a8eQIUOYOnUqQ4cOpV27dsp7rqDM48aNG1m0aBGbN2/mn3/+4f79+8iJX4lEIpFIXpy0tDTS0tI07qNZWVmkpaUVKoNbMDYpKYkvvvgCZ2dnDXEPKOK+YOzDz7WP+vBIJAVIByZJseb7779nwYIFGl9ogYGBqNVqjIyMMDAwYOzYsbi7u/Puu+9y9OhRZeyePXs4cuQITk5Ory1elUrFjh07+PTTT6lfv75G31tvvUW/fv2UiYczZ87QsGFDpX/r1q3MnTuXS5cusXXrViA/E5uenk6FChWeOwZDQ0M6duxIx44dmT17NikpKQQFBSnL+bt166aMPXr0KD179qR9+/bKcn4HBwdpzlbCMDAwwNbWFltbWyB/CaBarVYy/Onp6Vy/fl3ZUlK5cmXFnd/W1laaCEkkEolE8hwUVLO5c+cOVatWBfKfZWfOnFloNaq5uTnp6elYWloSGxv71PPa2Nhw7949Ll++zNtvvw2At7f3S1WU2rNnT6GqO7m5uS98HknxRT7FS4o9j+5Tf/fdd9m3b5/GTKiRkRFqtRohBPXq1eP69etkZWURFRVFdnY2SUlJHD58mH79+r2y0ZiRkRFbtmxh0aJFfPrppwD89NNPTJkyhbfffpvffvsNV1dXZfzBgwdp0qSJRllAPT09WrVqpXFeBwcH+vTpQ79+/ZS269ev07RpU5ycnBRn/gKR9rxUqlRJOfZRgoODycrK4vDhwxw+fJiZM2dibGxMly5d6NatGwMGDHiucoaSN4tKlSrRrFkzmjVrhhCC27dvEx4ejlqtJjo6msTERM6ePcvZs2dRqVRYWloqy/ktLS1fuAykRCKRSCSS4oGTkxOrV6/WaDt58iRDhgzRUUQSbSP34D8DuQf/zSA9PZ3x48dz9OhRzpw5w5EjR9i4cSNt2rRh1qxZ1KtXj7Nnz+Lu7s6GDRteW1wJCQnY2tqSnZ3NxIkTmTRp0gvVr1+7di2ff/65RlvDhg0Vo7727dtjaGj40vEJIQgLC1Oy+4cOHSIhIUHpP3v2LM2bNwdArVZTrlw5LCwsXvp6kuJPwcRYQXb/3r17Gv1ly5ZVVgPUqVPnsfvzJBKJRCIpqTxtz3RaWhqQnwwqSChlZWWRnZ2NgYGBRknjgrE5OTlMnz69kOgGlKX+BWPLly+vTLJnZ2e/8DOg3INf/JAmezpACvw3m48++ogtW7bQuHFjLl++jKGhIaGhocyaNYsuXbrg5uZWpMvRr127xpAhQzh9+jQApqamTJ8+ndGjRyu+AU9DCMG1a9cUo76jR49qLKOqXLkyPXr0oFevXvTs2fOVzfNyc3M5d+4cAQEBnDx5ku3btys3Ejc3NzZu3EjDhg2V5fyOjo4vNGEhefNISkpSsvvh4eE8ePBAo9/ExETJ7tvY2Gg8vEgkEolEUtKQJntS4GsTKfB1gBT4bzZ5eXlcvHiRTZs2sXjxYqpVq4aPjw/du3encuXKeHl5MXLkSPT19blw4QKWlpavLJIfrV0qhMDX15eZM2cSGhoKgKWlJZ6eni88wZCYmIifnx979uxh//79GtlVPT092rZti5ub20vtyXoWvXv3Zvfu3RrGMfr6+rRq1QoXFxc8PT3l0u0STl5eHrdu3VKy+zExMRr+GHp6elhZWSnZ/Ro1arzylhiJRCKRSIoTRV0mb+rUqUo2X5dl8oKCggpNLtjb2+Pp6cnmzZvZsmWLRl/FihWpU6eO1mItLUiBrwOkwC85XL16leTkZMzMzFi/fj0rVqwgIyMDLy8vpk2bhr29PRcuXGDv3r28++67L3z+Z9UuzcnJ4ZdffsHT05MbN26gp6dHSEhIITO+5yU3N5d//vlHye4XuO9/+eWXrFixAshfvvXXX3/RtWtXrdQ9j4+PJzAwUFnS/++//wLQpEkTLl68qIz7448/qF+/Pk2aNJGivwSTmZlJRESEIvgf3t4B+UsJC8z67Ozs5HeoRCKRSN54ilLgF/BoskhbvIjAfxxCCDw9PZkzZ06hPkdHRw4fPqzVeEsDUuDrACnwSyZZWVlUq1aNxMREVCoVgwYN4sKFC1y+fJm4uDjFWG7z5s2sWbMGNzc3hg8f/sTzvciyqgcPHrBmzRpiY2P5/vvvlfYrV67QqFGjl8543rhxg3379tGyZUscHByA/31hW1lZERUVpfVsalRUFAcPHqRMmTKKOUtGRgZVqlQhMzOTqlWr0rVrV2VJv42NjVavLylexMfHK0v5IyIiCpUEqlq1qiL2a9Wq9Ur+ERKJRCKR6ILXIfAlpQcp8HWAFPgll1mzZuHl5UVOTg6Qn22sXbs2gwcPZtKkSZQtW5ZPPvkEHx8fpk2bhpeXF5C/THn16tV07tyZWrVqMXXqVCVr/zAv8tkKCQmhSZMmdO7cGS8vL9q2bauV1+jr68uECRPo0qULGzduVOLq3r07rVq1wtXVlbZt26Kvr6+V6wHExMTw+eefc/jwYcUUpgA7OzsmTJiAh4eH1q4nKZ7k5uYSGxurZPdv3rxZaHtHrVq1lAx/tWrV5HJ+iUQikRR7pMCXaBMp8HXAmyLwhRDy4fgliI+PZ8iQIezfv1+j/ffff2fgwIGo1Wr8/f1p27YtzZo1A+DChQvY29tTrlw5qlWrppG1f5gX+Wz98ssvjBw5kqysLCB/v/v8+fNp3LjxS74yzTjS0tKUmqfnzp2jRYsWSr+pqSk9e/akV69e9OjRgypVqrzyNSF/lcQ///yjLOc/ceIEOTk5LF68mEmTJgFw8+ZNli1bRrdu3ejYseNTtxEsX76cvn37Ym1trdEeHR3Njh07GDdunFbilhQNGRkZREREEBYWRnh4OMnJmvepChUqKNl9W1vbQjV6JRKJRCIpDkiBL9EmUuDrgDdF4Pv6+mJgYECXLl2KdZzFlXPnzjFgwADCwsKUts6dO7NlyxbKly+v4RR/+vRpZs6cSUZGBlFRUVoR+JAvVOfMmYO3tzd5eXmoVCqGDBnCnDlzqF279su9sMeQnJzMnj17FKO+xMREpU9fX58OHTrg6uqKq6vrK20ZeJSUlBSCgoJo0qSJItI3btyIm5sbAGXKlKF9+/bKcn4HBwfFgHD58uWMHz8eW1tbAgMDleOjo6NxcnJCrVazbNkyKfLfEIQQ3L9/X8nuR0ZGkp2drTGmevXqSnbf2tq6SKtdSCQSiUTyvEiBL9EmUuDrgDdB4N+/f5+VK1cCYGBgQLt27ejQoYMsV/USeHt7M3bsWFJSUoB8V3ADAwPGjBmDl5cXZcqUUcYKIUhNTdVwO30YIQSJiYlUqFDhhfYah4aG8s0337Bt2zYAqlWrRnR0tMa1tUVOTg7BwcHs2bOHvXv3cuXKFY1+GxsbXF1dley+tleJHD9+nA0bNuDv709MTIxGn7GxMbt376ZTp04aQr5A5AOF2h7N7kveDHJycoiJiSEsLAy1Ws2tW7c0+g0MDLCxsVEy/GZmZnLFkkQikUh0ghT4Em0iBb4OeBMEPuQbrPn7+3Pjxg0AjIyM6NKlCy1atNDq/urSQHZ2NhMnTuSHH35QSoDp6+vzzjvvMGHCBLp27VromICAAIYOHcrt27eVtuTkZGbPns3GjRtZuHAhI0aMeKE4Tp8+zYwZM3B2dmbq1KlA/qRBSkpKkb0XIyMjFVf+wMBAxSStcePGXLp0SRmXmJj42NqoL4sQgn///ZeAgAACAgIIDAwkMTGRO3fuULVqVQC+/fZbvLy8SE1NVSZMsrOzpbgvgaSlpSlmfeHh4aSmpmr0v/XWW0p239bWVisVIiQSiUQieR6kwJdoEynwXwKVSlUJOAQYAvrACiHE+hc4/o0Q+JAvkkJDQwkICCA+Ph7I31/t7OxMgwYNZMbrBbl9+zYfffQRR44c0WgfOXIkiYmJDBs2jF69egGwZ88e9u3bhxBCo3bpt99+y+nTp9m5cye9e/cG8ldcnD17Ficnp+dadpyXl6eUmtu9ezfDhg1j2rRpjBkzpkiFTVpaGgcPHmTv3r3UrVuXr776CsjfS21mZkb9+vXx8/PDzMxM69fOzc1VjAcL6Nq1q5K5L0BfX5+QkBDq1aun9RgkxQMhBHfu3CE8PBy1Wk1UVJRijFmAhYWFkt2vWbOmnNSUSCQSSZEhBb5Em0iB/xKoVCp9oKwQIl2lUhkBl4FWQoj7z3n8GyPwC8jNzeXMmTMcOXKE9PR0AKysrHBxccHKykrH0b15HDt2jK+//pqgoKBnjvX19VWWli9dupTc3FyCgoJo166d8qFdu3Ytn3/+Od26dcPf3/+FYhkwYABbt24FoEaNGsyePZtPP/30tZYbO3bsGJ07d6ZmzZoapffWrl2LiYkJ3bt31/As0BaHDx/mjz/+YM2aNRr+BsbGxnz++ed4eXnJSaxSQHZ2NtHR0Up2/86dOxr9ZcqUoXbt2orgr1KlinxfSCQSiURrSIEv0SZS4L8iKpXKBDgHOAgh7j3nMW+cwC8gMzOTv//+m+DgYCXj1ahRI5ydnTExMdFxdG8ezxIJI0aMYN68eVSvXv2p45YvX878+fOZPHkyU6ZMAfInZaZMmUKvXr3o3LnzEzOQubm5/Prrr8yePVsx96tTpw5z585l4MCBSqa/qLl79y7h4eFKOb/c3FzMzc2Jj4/HwMCATp060atXL1xdXalXr55WBNbD+/ANDQ3Jy8sjNzcXABcXF/z8/JSxsqpE6SElJUXJ7oeHhyuTmgVUrlxZEfvyYUwikUgkr4oU+BJtUiIFvkql6gxMBhyAGkBfIcTOR8aM/u+YGsAVYLwQ4ugLXKMycASoC0wWQqx6gWPfWIFfQHJyMoGBgZw/fx7IN45r2bIljo6Ocu/qC/C8gvF5PlM5OTlkZWUpf//Dhw/j5ORElSpVuH379jMN9TIzM1m3bh3z5s3j7t27AHz00Uds3rz5uWLUNsnJycydO5c9e/Zw7do1jb46deooRn2dO3d+KbPAZ5nsWVpacvz4caytrYmIiOCdd97hs88+w83NTWtl/yTFHyEEt2/fVrL70dHRio8G5H+Ga9asqQh+CwuL1zYpJpFIJJKSgRT4Em1SUgX+O0AH4CywnUcEvkqlGgj4AKOBv4HPgBFAIyFE9H/HnAEeZxnfXQhx86FzVQN8gQ+EEHHPGd8bL/ALiIuLIyAgQCkFV7ZsWTp06EDbtm1f6xLvNxVtCvxHuXz5MsuWLaNy5cosXrxYae/fvz/Vq1dnypQpj91ekZqayrJly/j+++/x8fHh/fffV2LQVQY7LCxMMeo7cuSIRvmzSpUq4eLiQq9evXj33XepVq3ac53zRcrkzZgxAy8vLyDfbHLw4MF4eHjQrFkz7b9YSbEmKyuLyMhIRfDfv6+5M6tcuXIay/m1aRwpkUgkkpKJFPgSbVIiBf7DqFQqQWGBfxI4K4T44qG2q8BOIcT0l7jGauCQEGLrE/rLojlZUAmIKQkCvwC1Wo2/v7/i+P7WW2/h5ORE06ZNZTbrKTxNMFeqVImUlBS6devGgQMHtGLyFRsbS82aNYH8KgkF/05OTqZixYoa/1cJCQlUrlxZiXHx4sUcOXKEBQsW0LRp01eO5WVJSUnB39+fvXv3snfvXuLi/jevpqenx927d597u8jy5cvp27dvIbf86OhoduzYwbhx44B8c8BNmzaxcuVKDef/jh074uHhQb9+/eSEViklMTFRWcqvVqt58OCBRr+pqaki9m1sbIqkNKVEIpFI3my0KfDT0tKoWLEikJ+0qVChgjZCfCJubm4kJiayc6fGYmllJWlCQgLnz59X/v24iW9PT0927typrAx+mOzsbGbOnMm+fftQq9UYGxvTrVs3vvvuOywsLIrsdb3JlDqBr1KpygDpQH8hxI6Hxi0H7IUQjs9xzmpAhhAi+b/Z+GDgYyHExSeM9wRmP9pekgQ+5Gd4L126xKFDh0hKSgLy6627uLhgZ2en4+iKH4+WpqtVqxZLlizhww8/VH4v2BNvYWHB33//zdmzZ+natetLZwWzsrI4ePAgZ86cYebMmUr7iBEjOHDgAEuXLqV///6PPc7a2pq4uDhUKhUff/wxc+fO1fn/a15eHmfOnFGy+wYGBpw4cULpHzRoEOXLl2f69OnUqVPnla8nhODYsWOsWrWK7du3k5OTw1tvvUVsbKxyM5WUXvLy8rh586aS3Y+JidFYfaOnp4eVlZUi+GvUqCF9HSQSiUQiBf5TBH5SUhIffvghI0eOpFmzZiQkJDB+/HhycnI4ffp0kb2uN5nSKPAtgFiggxDi+EPjZgDDhBD1n+OcDsCPgOq/P6uFEKufMr7EZ/AfJicnh5MnT3L06FGl5rmtrS0uLi7PNIsrTezYsYMPPvgAgC+++IKFCxeip6enfCknJyfz6aefsm3bNiC/fFteXh7Vq1fnwoULSi33V0UIgZ2dHRERERw6dAgnJycgv6RfZGQkbdq0QaVScf36dWbNmsWWLVsAMDAwYOTIkXzzzTfUqFFDK7G8KpmZmZQtm/9RS0pKwszMjJycHMLCwpTJiCtXrlCuXLlXnpy4efMm69evR19fX5ksEUIwadIkevfuTefOnaV4K+U8ePCAyMhIwsLCCA8PJzExUaPfyMgIW1tb7OzssLW1LZH3A4lEIpE8m6cJsrS0tOc6R8G4tLQ0bG1tgfyttGXLliUzM5NKlSpRvnz5Z573RScEilrgP45Tp07RunVroqKiCq3ClBSNwH92Ee7iwaOzEKrHtD3+QCHOAPbPfSEhMoFM5UIl/KHfwMCADh060Lx5c4KCgjh16hRqtZq1a9fSrFkznJyciqTk2ZtG3759GT9+PO+99x5du3ZV2h+eINu6dSs//vgjn332meLubmhoqNV9vSqViqtXr+Lv70/nzp2Vdh8fH6ZMmcLAgQP5/fffqVevHr///jtTpkzh66+/5sCBA6xevRpvb2/Wr1/P4MGDtRbTy1Ig7iFfPO3bt48TJ05oiPmZM2eyc+dOGjRooLjyN2vWjPXr1xMWFkadOnUYPXr0MzPyFhYWzJ6tuTDn6NGjLF26lKVLl9K4cWM8PDwYMmSIzO6XUsqVK0eDBg1o0KABAPHx8Up2PyIigvT0dC5fvszly5cBMDc3VwR/rVq15LYPiUQikbzSM8TDvkSOjo4cPnxY+d3GxoZ79woXACtOidonkZSUhEqlkj43r5HiLvDvAbnAo6lkc+C5TPIkz4eRkRE9e/akTZs2HDx4kCtXrnDhwgWuXLlCmzZt6NixY6k3Elm6dOkzx7i7u9OhQwc6duzI/fv3iY6Opm7duhw6dIhq1arh6+vLkCFDXmniqGzZsvTq1UujrWCJV5cuXZS2Bw8esHXrVubNm8fUqVOZMWMGJ06cwN7+uee7XhuGhoa4uLjg4uKitAkhyM3NxcDAgNDQUEJDQ1m8eDF6enoazui//fYbx44de+GbqoWFBZ999hk+Pj5cvnyZL774gqlTp+Lm5sbo0aOpX/+ZC4QkJRgTExNMTExo1aoVubm5xMTEKHv3Y2NjuXPnDnfu3OHEiRPo6+tTq1YtZTm/ubl5iZ8clkgkEsmbyZ49ewo9MxUkprTNgwcPmDZtGoMGDZIr314jxXqJ/n/bTgJnhBCjH2oLAf58GZO9F4jFA/AA9ID6JXWJ/pOIjY3Fz8+P6OhoAMqXL4+joyMtW7bUioFcSSc9PZ0ePXpw7NgxIF/AduvWjf379zNkyBB8fHy0fs2MjAyEEErpvV27dtG7d29q1qxJVFQUKpWK8+fP07x5c+WYGTNmULNmTUaMGFFsDcWSkpLw8/Njz549bNu2rVCdc4DvvvuOqVOnvtT5ExMT2bhxI6tWreLff/9V2k+cOEGbNm1eOm5JySU9PZ2IiAglw5+crLlqrmLFispSfjs7uyLfUymRSCSS18ebvkQ/NjaW1as1dyufPHmSIUOGaHWJfnZ2Nv379yc6OprDhw+XKh31IpTIJfoqlaoi8LCjVm2VSmUPxP+3DN5/AB+VSnWafIO8UYA1sKYo4xJCrAJWFZTJK8prFUcsLS1xc3Pj+vXrBAQEcO/ePQ4cOMDJkydxdnamUaNGMkP1FIyMjAgKCuKbb75hwYIFZGdns3//fvT19enbt2+RXPPhGwFA9erVGThwIHXq1FEc95s3b06fPn1o1KgR77//PosWLSI3N5clS5Ywd+5cPv7442JXScHY2Jj+/fvTv39/ypQpw4YNGwqNWbRoEfXq1aNPnz4v/L6sXLky48aN48svvyQgIICVK1dy7do1WrVqpYw5cuQIjRo10pqXguTNxsjIiLfffpu3334bIQT37t1TsvuRkZGkpqZy4cIFLly4AOR/Fguy+1ZWVhgY6PzWK5FIJJIi4HkFd8G4h4V7hQoVnni8NieKK1SoUMjMOCYmRmvnh3xxP2DAAMUzSor714vOM/gqlaoLEPiYro1CCLf/jhkNTAFqAJeBCUKIoNcU31tAUmnL4D9MXl4eZ8+e5fDhw8oXkaWlJd27d5dmGc+Bv78/vXv3JiMjA4BmzZpx7tw5VCoVx44do1y5crRs2fK1xBIaGkrDhg0xMDDgxo0bbN++nXnz5inl65o0acK3336Lq6trsZzAWbRo0VMz9S1btuT48eOvvB86IyNDmTB58OABVlZWpKSkMHDgQDw8PGjduvUrnV9ScsnJyeHGjRtKdr+gHGkBhoaG2NjYYGtrS506dTA1NS2WnzWJRCKRPB7pov/0DH6BuP/3338JDAyUyZFnUOJd9IsjUuD/j8zMTIKDgzl+/DjZ2dkANGjQAGdnZ8zMzHQcXfEmMjKSbt26ERERwc8//8wnn3xCWloajRs3Jjo6Gl9fX3r37l3kcaSnp7Nnzx7CwsKYMWMGkH9zadu2LSEhIcre9vbt2+Pt7U3dunWLPKYXITU1lY4dOyqZUYDGjRvTs2dP1qxZQ79+/fD29tbqNcPDw/noo480yru0atWKMWPGMGDAgFLvTSF5OqmpqajVatRqNeHh4aSmpmr0v/XWW0p239bWttBKHIlEIpEUL7Qp8F83LyLwg4KCqFSpksY4e3t7PD092bx5s1KpqYCKFStiY2NDv379OHv2LHv27NEwDjQxMSm220F1iRT4r5HSvgf/aaSkpHD48GHOnTuHEAKVSoWDgwOOjo7SgfwppKenc/36dcXkLiEhgQEDBhAaGsrVq1d19rfLzs6mevXqxMfHM2zYMLZs2UK5cuU4duwYQggaN26sk7ieRGpqKj/88EMhF/379+8rrwUgJCSE4cOHM2vWLFxdXV/5uv/88w8rV65ky5YtZGVlAWBmZsaPP/7I+++//8rnl5R8hBDcuXNHye5HRUUVMjaytLRUsvuWlpbS80QikUiKGaVF4D8OIQSenp7MmTOnUJ+joyPe3t7Url37sccGBgZqmEFL8pECXwfIDP6TuXv3LgEBAVy/fh2AMmXK0L59e9q1aydn6J6D5cuXM2nSJKpWrUpQUJCSLV+/fj0ffPABpqamry2WlJQU/Pz8+OCDD7h16xaXLl3i2LFjzJ8/n9GjR1O1alUGDx5c7DL6T+OTTz7Bx8eHPn36sGPHDq2d9+7du2zYsIE1a9YQHR1NSEgIDRs2BPINAStVqlTsfAwkxZPs7GyioqIUwX/37l2N/jJlylC7dm0lw29iYqKjSCUSiURSwJss8CXFDynwdYAU+M8mMjISf39/bt68CeQv0XFycsLe3l4KnSfw4MEDbGxsiIuLw8LCgoiICMqUKcOBAwd45513qF69OtevXy+0NOp1MnbsWNauXcu4ceP4/vvv0dfXZ+jQoZiamjJixAilXnhx5e7duyxevJhBgwbRrFkzAG7cuMGVK1fo0aPHK+97zs3N5fjx43Tq1Elp+/jjjzl79iyjR49m2LBhsuar5IVITk5WlvKHh4crvh0FVKlSRcnu29jYyAdLiUQi0QFS4Eu0iRT4OkAK/OdDCMGVK1c4ePAgiYmJAFStWhUXFxfq1KkjTaQeQ2RkJP/5z3+YOHEiNjY2ABw/fhw3NzdcXV1ZunSpbgMkPyMdFhbGrFmz2Ldvn9JuYmLC9evXX+sqA23w2WefsW7dOtq1a4enpycuLi5ae29mZGRgbW3NvXv3gHyn9aFDh+Lh4UGTJk20cg1J6UEIwa1btxSxf+PGDcUjA0ClUlGzZk0lu29hYSEnVCUSieQ1IAW+RJtIga8DpMB/MXJycjh16hRBQUE8ePAAABsbG1xcXLCwsNBxdMWbBw8e0KNHDy5fvsy6devo168fkJ+J3r59O6NGx+WhDgAAIABJREFUjdLpA/zRo0cZPXo0ly9fBvLL102ePJlJkybRv39/2rVrx5gxY4r152T69OksW7ZMeW926NABT09PnJ2dtSL0U1NT+fXXX1m1apXydwLo1KkT06dP55133nnla0hKJ5mZmURFRREWFkZ4eDjx8fEa/eXKlcPW1lYR/P99IJBIJBKJlpECX6JNpMB/jUiTvVcjIyODo0eP8s8//ygmUk2aNKFr165y2fITGD58uIYD/Lhx41i4cCHu7u5s2rQJd3f3x9aAf50IIdi/fz/Tp0/n4sWLNGzYkJ9++ol27dpRoUIF7ty5g5GREZD/hVUcb3y3b99m4cKFrFmzRhH6nTp1Ys6cOU80lXlRhBAEBQWxatUqfH19yc3N5fvvv+err77SyvklksTERCW7r1aryczM1Og3NTVVxL6NjY30RZFIJBItIQW+RJtIga8DZAb/1UhMTOTQoUNcunQJAH19fVq3bk2nTp1kOahHOHToEP3799fIzDVv3pxevXqxYsUK/P39adWqlQ4j/B95eXls2bIFU1NTWrduja+vLzdv3sTOzo4BAwagr69Pz549uXv3LitXrqRdu3a6DrkQt27d4rvvvmPt2rWKOHJ0dGTOnDk4Ojpq7TqxsbGsW7eOsWPHKlsatmzZgq+vL2PGjKFjx45yC4vklcjLy+PmzZuEhYWhVquJiYnh4Xu7np4e1tbWiuCvXr26fM9JJBLJSyIFvkSbSIGvA6TA1w63bt3C39+fiIgIIH85aefOnWnVqhUGBgY6jq74EBkZSd++fTl//rzSVqFCBRYvXsxnn32mPJTv2rULMzMz2rdvr6tQC7F06VImTpzI22+/zcyZM3FzcyMzM5Pr168r7vvR0dHk5eUpngPFgdjYWL777jvWrVunlL9zcnJizpw5GgZ62qR9+/YEBwcD+StbxowZw+DBg6lQoUKRXE9Suih4WCjI8Bf4ohRgZGSEnZ2dsqRfl2aeEolE8qYhBb5Em0iBrwOkwNceQgjCwsIICAjgzp07AFSuXJmuXbvSuHFjmVH6L+np6YwcOZLffvtNo33w4MGsXr2ajIwMGjZsSEJCAgcOHKB79+46ilST1atXM2PGDEVMODg48O677zJ37lxlzLhx41ixYgWzZ8/G09NTR5E+npiYGLy8vNiwYYMi9D08PFi5cqXWr3X+/HlWrVrFpk2bFKd0Y2Njhg8fzujRo9+ocoSS4o0QgoSEBCW7HxERoby/CzA3N1ey+9bW1hgaGuooWolEIin+SIEv0SZS4OsAKfC1T15eHufPnycwMJDU1FQALCwscHFxKVaZXV0ihGDp0qV89dVXGktt7ezsWLduHb/++ivnz5/n5MmTxephPCEhge+//57ly5eTnp4OQPfu3fn2229xcHBg8ODBbN68md27d+Pq6gpAXFwcv/32Gx9++CFWVla6DB/IL6X37bff8uOPP/LHH3/Qp08fIP99q22Tw4SEBH7++Wd++OEHwsPDAejSpQuBgYFavY5EUkBubi4xMTFKdr+gvGkBBgYG1KpVS8num5uby8lXiUQieQgp8CXaRAp8HSAFftGRlZXFiRMn+Pvvv5WMUr169ejWrRtVq1bVcXTFg0OHDjFgwADu37+Pnp4eeXl5GBoa8t133zFq1CgqVqwI5E8IfPfdd7i7u2Nubq7jqPON7ObPn8/atWvJycnhvffeY9euXUqfiYmJYvq1atUqxowZQ5s2bThx4sRLX/PQoUPs3r1ba+UFY2JisLS0VMTNokWLOHToEPPnz6dly5ZauUYBeXl5+Pn5sXLlSj799FM++OADAO7cuYO3tzfu7u5vXElCyZtBeno6arVaEfwpKSka/RUrVlSy+7a2tnIbiUQiKfVIgS/RJlLgv0aki/7rIzU1lSNHjnDmzBmEEKhUKpo3b06XLl3k3lAevy8fNJePb9y4ETc3NywtLQkLCys2Nxy1Ws3s2bOZMmWKUgs+Li6OrKwsJVv/559/8p///Ie+ffsyfvx4IL/cYt++fenevTsjRox4qiFjSkoKU6ZMYc2aNQD4+vrSt29frb6O7OxsatWqxa1bt/D29mbYsGFaPf+TWLBgATNnzqRcuXJ89NFHeHh4aH1yQSIpQAjBvXv3FLEfGRlJTk6OxpgaNWoo2X0rKyvpoSKRSEod2hT4OTk57Ny5E4A+ffrI79RSiBT4OkBm8F8f9+7d4+DBg4SGhgJgaGhIu3bt6NChQ6kv8fTovvxy5coRHByMvb09AGfOnMHd3Z1BgwYxZcoUXYb6TD777DM2btyIh4cH06dPx8zMDECZ3AE4ePAg3bp1w9TUlNu3bys3vOzsbI0tCYcOHeLTTz8lKipKaUtOTi6SiSG1Ws3atWtZsGCBEs+BAwcwNTUtsuoG27dv59tvv+Xs2bNKW5s2bfDw8GDAgAGULVu2SK4rkUD+g2d0dLRSiu/27dsa/YaGhtjY2CgZflNTU7mcXyKRlHi0KfADAgJwcXEBwN/fn27dumkjxCfi5uZGYmKiMqkAsG3bNoYMGcLcuXNJT09nzpw5QH4FFgsLC3r06IGXl5eyujYhIYGxY8cqKzPff/99/u///k8pg+3p6amc42GMjIxIS0sr0tf3JiIFvg6QAv/1Ex0djb+/PzExMUC+i3yXLl1o0aKF1vdAv0kU7MtfuHAhfn5+NGvWTOk7evQoDg4OlClTRhGf4eHh/Pnnn4wdO7bYzAjn5ubSo0cPDh48CEClSpX46quvmDBhgoYov3PnDps3byYnJ4dJkyYp7R06dFC2KGzcuFHJ2j/M6/pOy8zMpG7duty4cQNXV1fmzJmDg4OD1q8jhODkyZOsWrWKP/74Q9nOYmVlRVhYWKmf/JK8PlJTUzWW8z/6oGZsbKxk921tbWUpVIlEUiJ5VYEvhFB8isaNG8ePP/4IgLu7O8uXLwfyxXBRTJg+KvA3bNiAh4cHq1atYsSIEXh6erJt2zYCAgLIzc3l3LlzuLu706JFC/bv3w/AO++8Q0xMDOvWrQNg1KhR2NjYsHv3biD/XlHgsVWAs7MzrVq1wtvbW+uv6U1HCnwdIAW+bhBCcPXqVQICAkhISADAzMyMbt26Ua9evVKdJUpOTtZ4L+7du5c+ffrQsmVL/vrrL9566y2EEHTr1o1Dhw7x5ZdfsmLFCh1GrIkQAj8/P6ZPn865c+cAqFq1KjNmzODzzz9/4s3y9u3bWFhYIISgZs2aygTQ487/OoiPj2fChAn8+uuv5OXlAfDee+/h6elJixYtiuSad+7cYcOGDaxZs4auXbtq3ChPnjxJ69atS/VnQ/L6EEIQFxenZPejoqLIzc1V+lUqFRYWFkp239LSEn19fR1GLJFIJNrhaYLsaRlqfX19ypUrR0REBLa2tk+9xtWrV2nQoMEzz/uivigPC/xFixYxa9YsNm3aRL9+/YD87PvOnTs1toUuWLCAWbNmkZqaSmRkJI0aNeLEiRO0adMGgBMnTtCuXTtCQ0OpX79+oWteuHABe3t7goKCiqz88JtMUQj80psOlRRrVCoVjRo1wsPDg549e1K+fHnu3bvH77//zsaNG4mNjdV1iDrjYXG/b98++vTpg6GhIZaWlhpZ8I8//pgaNWowbtw4XYT5RFQqFT169OD06dNs2bKFunXrcvfuXSZMmMCiRYueeFz16tWJiIhgxowZxUIomJiYsHHjRq5evcqQIUPQ09Nj9+7dODg40KdPn0KeCdrA3NycGTNmoFarNcwEL1y4QNu2bWnUqBH/93//R3Lyc98DJJKXQqVSUb16dTp06MDQoUOZOnUqgwcPpm3btlStWhUhBLGxsQQFBfHzzz/z/fffs2XLFk6dOqVM2kokEklJo2LFik/8KRDRf//99zPP86iXkI2NzWPP+bJMmzaNefPmsWfPHiWuJ1G+fHny8vLIyckhODgYY2NjRdwDtG3bFmNjY44fP/7Y4zds2EC9evWkuH+NSIEvKdbo6+vTpk0bxo4dS8eOHTEwMCAqKooNGzawbdu2Uv+guHfvXsWQbv369Ur2NiUlhUGDBhEREYGdnZ0y/ueff+bw4cM6ilYTPT09BgwYwJUrV1i3bh1vv/02Hh4eSn98fHyhbHytWrVYsGABly5d4osvvnjiuUNDQ+nXr5/iWVCU1KtXDx8fH0JCQhg0aBAqlYo///yT5s2b88EHH3Dx4kWtX9PAwIAqVaoov4eEhFCxYkVCQ0MZO3YsFhYWjB49mitXrmj92hLJ4zA0NKROnTr06NGD0aNHM2HCBN5//30aN25M+fLlyczMJDQ0lH379rFixQpWrFjB3r17CQ0NJTMzU9fhSyQSyWujf//+LFiw4KljirKa1P79+1m4cCF//vnnM/f8h4aGsnr1alq3bk2lSpW4ffv2Y6s1mZubF/JpgfztjJs2bcLd3V1r8UuejVyi/wSki37xJCkpicDAQC5cuADki8RWrVrRuXNnjIyMdBzd60cIwebNm/nwww+VvdhCCAYOHEhISAi///47jRs3BiAsLIwmTZrw4MEDjh07RocOHXQZeiEeNtkTQuDk5ER6ejpeXl44Ozsr4x52nDU2NmbkyJGFTPZ++OEHpk2bRs+ePZU9Y5Bf475mzZpFuoz96tWrzJs3j99//12ZoOjXrx+zZ89WKgkUBcnJyfj4+LBq1SquXr2qtDs6OvLrr79Ss2bNIru2RPI08vLyuH37trJ3/8aNG8q2FshfDWBlZYWtrS116tShRo0apdpvRSKRFG9edYl+wbgnZeDj4uKoVKmSho+JNpfoX7lyhXv37mFpacn+/fs1Vn96enoyb948ypcvT25uLpmZmXTp0oV169ZRp04dvv32WzZu3Mi1a9c0zlu3bl3c3d2ZNm2aRvvmzZv55JNPuHHjBtWrV3+hWEsLcg++DpB78Isnt2/fJiAggPDwcADKli1Lp06daN26tYbLemkjJyeH/v37ExQURHx8POXKlWPZsmWMGjWK5ORkpk2bhlqt5sCBA8V6r7ZaraZp06bKDc3Z2RkvLy9atWpVyHG2TZs2TJ06ldWrVwP5ZfLq16/Pli1baNq0qbL0LD09HVNTU2rUqEFwcDDVqlUr0tcQEhLC3Llz+eOPPxShv3nzZj766KMiva4QgsDAQFatWsWff/6Jubk5kZGRygRQVlaWNOaT6JTMzEwiIyMVwR8fH6/RX65cOcWsz87OruDhRiKRSIoF2nDRf5rAT01NfWHh/rwU7MFfsWIFTk5OVK9enQMHDigi39PTkz/++INdu3ahr6+PhYWFRsWen376iYkTJ5KYmKhx3sqVK7N06VKGDx+u0e7s7Mxbb73Fjh07iuT1lASkwNcBUuAXb8LDw/H39ycuLg7I35/etWtXmjZtWqwFbFGxdOlSJk6ciJ6eHvXr11cyuf369WP9+vVUqVJFo9RcdnY206dPZ+LEiVhYWOgy9ELExcWxYMEC1qxZQ3Z2NpBfisXQ0JDt27cDmo6zJ06cYM+ePRp70x/mxIkTdOnShWrVqhEZGam8PzZv3kxubi6urq4ay961xeXLl5k7dy7+/v6o1WrlGo+W/CsKYmJiuH79Ol27dgXyqxg0aNCAli1bMmbMGNq3b18qPyeS4kVCQoJi1qdWqwst2TczM1Oy+7Vq1ZITVBKJRKdoQ+ALIdi6dSuLFi3i008/BfLF85QpU+jfv3+R3ZsfNtmLiYnByckJMzMzxaT5cSZ7D3P16lUaNWqkGPtCvslv27ZtC5nsFWwT3bVrF7169SqS11MSkAJfB0iBX/zJy8vj4sWLBAYGKuZi1atXx8XF5ZkupSWNjIwMRo0axa+//gqAg4MDFy9eJDs7G2trazZv3kz79u2V8d999x3Tp0/H1taWa9euFZtyeg8TGRnJpEmT8PX1feq4iIgIbGxsnjqmoMxX06ZNlbZGjRpx9epVfv/9dwYOHAjkv6e0vUQ4Pj4eExMTIP/G3rlzZ6ysrFi0aNFrWz5/+PBhnJyclN+bNWvGmDFjGDRoUKnc4iIpfuTl5REbG6tk92NjYzW8OPT09LC2tlay+9WrV5eTVBKJ5LWiDYGvKx4tkxcbG4uTkxMmJib89ddfLF269KkCH/LL5N28eZO1a9cC+WXyatWqpZTJK+Cbb77hp59+Ijo6uliYIxdXpIu+RPIY9PT0sLe3Z8yYMTg7O1O2bFlu376Nj48PmzZtUrL7pYHy5cvzyy+/sHTpUvT19Tlz5gx2dnbUqlWL6OhoOnfuzIIFC5RyVu+++y6tWrVi9uzZxVLcQ75z7KNuso/j2LFjzxxTsWJFDXFfYFBob29Pjx49lHYfHx/q1aun1fKCBeIe4Pz58xw7dowdO3a81ptely5dOHv2LO7u7pQrV44LFy4wcuRILC0tmTRpEjdu3HhtsUgkj0NPTw8rKyu6dOmCu7s7kydPpn///rRo0QJjY2Py8vKIjIzk4MGDrFu3jsWLF+Pr68uFCxdISUnRdfgSiUTyRmFpacmRI0dITEzExcWl0NL7x7Fp0yaaNGlC9+7d6d69O02bNsXHx0djTF5eHt7e3ri5uUlxrwNkBv8ZyAz+m0d6ejpHjhzh9OnTipGTvb09Tk5Oper/MDAwkAEDBnDv3j1MTU2xt7fn4MGDADg5OfHrr79iYWFBbm4uenp6Shbs9OnT+Pn5MXny5GLjZ5CZmcmSJUv4+uuvH9vfrl07Nm3aRO3atbVyvQEDBrB161ZmzZrFnDlzgPyb1Y4dO+jWrZtW9gSfP3+e8+fP4+bmprQtWbKE999/n7p1677y+Z9FfHw8P//8Mz/88ANqtRqA4OBg2rZtqzFu+fLl9O3bF2tra4326OhoduzYUezKMEpKLkII4uPjlex+RESEsn2nAHNzcyW7b21tXWy+wyQSScnhTc7gS4ofcom+DpAC/80lPj6egwcPEhISAuSXFmvbti0dO3bUMAwpyURFRdG3b1/OnTuHnp4eH3/8MTt37iQtLQ0zMzO8vb1xdXVVxmdnZ9OyZUsuXrzItGnT8PLy0mH0mjzNkAbyjbk+//xzpk6d+spOrcnJyfz111/Y29srYvvUqVO0bt0aU1NT4uLitD4jfeLECdq1a4e+vj5Dhgzhm2++0ShxWFTk5eVx4MAB/vrrL5YtW6ZM9MybN4/Tp0+za9cubG1tCQwMVER+dHQ0Tk5OqNVqli1bJkW+RCfk5uZy48YNZf/+zZs3NfoNDAyoVauWIvirVq0ql/NLJJJXRgp8iTaRAl8HSIH/5hMTE4Ofn5+y/NjIyAhHR0ccHBxKxbKhR/fl9+7dm4iICKU++/r16xkxYgSQnyHbtGkTCxYsICgoqEjrsL4oTxP4bdq04eTJk0D+NgUPDw+mTJmi1fj9/PwYP348b7/9Nlu3blXaR44ciampKWPGjHmlvfQhISFMmTKFvXv3AvnldD755BNmzpz52r0kEhMTsbS0JD09HZVKhRACS0tLjh8/DqCI+0eFv0SiS9LS0oiIiFAy/I8u2a9UqRJ2dnbY2tpia2tbZC7VEomkZCMFvkSbSIGvA6TALxkIIbh27RoBAQHcv38fyN8T3a1bNxo0aFDiszpCCJYvX85XX31Fbm4uzZs3x97enr1793L+/Hlq1KihMf5Rk7mFCxfSvHlzunfv/rpDV3ia4+yHH35IQEAAs2bNUoR+hQoVuH79utarA2RkZCi1aRMSEqhatSq5ubmEhYUpGfe4uDiMjIw0ass+L//88w9z5sxh3759QL7QHzZsGDNnztTaFoRn8eDBAzZt2sTKlSs1jHZUKhV6enrk5uZKcS8p1gghuHv3rpLdj4yMJCcnR2NMjRo1lOy+lZVVqZjwlUgkr44U+BJtIgX+a0SlUnkAHuQbEdaXAr9kkJuby9mzZzly5IhSY93KygoXFxesrKx0HF3R8/C+/DZt2rBnzx7MzMyU/hMnThTag33q1CnatGmDEIKLFy/SpEmT1x32cyOEYP/+/cyaNYtq1aop2XAomvrvGRkZ/Pnnn5w+fZrFixcr7R4eHmzYsIGFCxcyfvz4lzr3yZMn8fT05MCBA0D+cmM3Nze+/vrrZ1YL0BZCCIKDg1m4cCG7du1S2vX19VGr1VhbW5OVlYW+vr4UR5JiTU5ODtHR0Up2/1HzVUNDQ2rXro2trS12dnaYmpqW+IlfiUTyckiBL9EmUuDrAJnBL5lkZmZy/PhxgoODFZOmhg0b4uzsjKmpqY6jK1qioqIYMmQIq1at0nCU37p1KwMGDMDNzY2ffvpJebhNTU1l5syZJCYm4u3traOoXwwhBElJSVSuXBmAmzdv0qJFCz7//HPGjx+vtBcVzs7OHDp0iN27dyu1X2/cuMHatWvp3bs3rVq1eu5zBQcH4+npiZ+fH5AvRIYPH87XX3/92rLn0dHR1KlTR/msGBoaEhYWhrW1Nd7e3kyaNImePXvi6upKjx49SvxnSPLmk5KSglqtRq1WEx4erkz4FmBsbKxk92vXrq2s2pFIJBIp8CXaRAp8HSAFfskmJSWFwMBAzp8/jxACPT09HBwccHR0LNH7M4UQGtmpwMBATp48yddff83UqVP59ttvCx3z8LL91NRUxo8fz6xZs96IJdoLFixg5syZAFSuXJlJkyYxduzYIvtMF2wJsbGxUb6sV61axZgxY+jYsSNHjx5Vxubk5DxXicK///4bT09PAgICAChTpgzh4eGvtO//eXjYUK/AkTw7O1tZoj9z5kyN8jh6enq0bdsWV1dX3n33XZo1ayYzoZJijRCCuLg4JbsfHR2tlBKF/K0plpaW2NraUqdOHSwtLTW2MEkkktKFFPgSbSIFvg6QAr90cOfOHQICAvj333+BfPHUsWNH2rZtW+LLLAUHB+Po6EjTpk1ZtGgRnTp1Ul5zfHw8VapUKSTQJk6cyNKlS2natCnnz58v9gIuLy+P7du34+npqVRVMDExYfLkyYwZM+ap7vza4uDBg6xduxZHR0c8PDyAfKFsbW1NixYt8Pb2fi5TwGPHjjF79mwqVqzIn3/+qbSnpqZq/XU8LO4LBD1omuz5+/sTGxvLvn372Lt3L5cuXVKOV6lUxMXFKa/rUW8HiaQ4kpWVRVRUlCL47927p9FftmxZateurWT4q1SpoqNIJRKJLpACX6JNpMDXAVLgly4iIiLw9/fn1q1bQL7rspOTE82aNSuxwiQoKIh+/frRpUsX/vjjD0WsZ2Vl0aFDB8zNzQuJz6tXrzJy5EhmzZqlU+O9FyU3N5etW7fi6enJtWvXgHwPhrCwMK3vz38ejh49SufOnTEzM+P27dvKPvagoCAqVKhAixYtnjh58rDZ340bN2jcuDGffPIJS5Ys0dprWb58OePHj3+hMnk3btxQxH5aWhoHDx5U+nr06EFubi6urq64urpSt27dYj85JJEkJSUpS/nVajUZGRka/SYmJorYt7GxKTVlWCWS0ooU+BJtIgW+DpACv/QhhODy5cscPHiQpKQkAMzNzXFxccHOzq5ECpLo6GhMTEyUDHBWVhanTp3C2dmZzMxMatSowaZNm3ByclKOeXSZ//79+zl58iTTp08v9g+4ubm5bN68mTlz5vD++++zZMkSpa8ozPieRMF7LTIykvfee09pb926NadOncLb25thw4Y98zxLlizhq6++wtHRkcOHD2s1xuXLl9O3b99CWzGio6PZsWOHhrh/lIffI0lJSZiammosfbazs1OW8js6OsoHJUmxJy8vj1u3binZ/ZiYGPLy8pR+PT09rKysFLO+GjVqlNjJYYmktCIFvkSbSIGvA6TAL73k5OTwzz//cPToUR48eACAra0tLi4uVK9eXcfRFR1CCD766CPKli3LmDFjcHNz4+rVq6hUKmbMmIGnp2ehPePp6ek0aNCAGzdu4OXlxbRp03QU/YuRk5NDZmam4rcQHBxMv379mDZtGqNGjdLJjTsnJ4eBAwfi5+fH9evXlRKGe/bsYf369QwbNowPPvhA4xghBIGBgRgbG+Pg4ADA/fv38fLy4quvvio279fr168r2f0jR44opn0AH3zwAdu3b9dhdBLJi5OZmUlkZCRhYWGo1Wri4+M1+suXL6+IfTs7O/kcIZGUAKTAf/24ubmRmJjIzp07AejSpQv29vYsW7ZMZzF5e3szfvx4EhMTAfD09GTnzp0a5YWfh6IQ+HJaWSJ5AgYGBrRv356xY8fStm1bpTTY2rVr2bFjh5LdL2mcPXuW7du34+PjwxdffIGvry/u7u4IIViwYAGOjo5ERUVpHFO+fHkWL16s/L3eFAwMDDTMFFevXs2tW7cYN24cderU4YcffiAzM/O1x7R9+3bu37+viHuAbdu2sWvXLv7++2+lTQjBlStXAOjatasi7gEWL17MkiVLqF27NhMnTixUFkwX1KtXj/Hjx+Pv78/9+/fZsWMHI0aMwMLCAhcXF2VcVFQUzZo1Y/r06Rw9erRQ/XKJpLhQtmxZ6tevj6urK19++SVjx47F1dWVBg0aULZsWTIyMrhy5Qq7du1i6dKl/PDDDxw4cIB///2XrKwsXYcvkUhKGW5ubvTp00ejbdu2bZQrV45Fixbh6emJSqVCpVKhr6+PlZUVI0aM4O7du8r4hIQEhg4dirGxMcbGxgwdOlQRuYDGOR7+0aZ5ta+vL/PmzdPa+bTBV199pbEt8XF/69eFzOA/A5nBlxSQkJDAoUOHuHz5MpBfC7xNmzZ06tSpxM3gBgYGMmDAAO7du4eZmRlbt24lLi6OUaNGkZycTOXKlfnxxx8fm0l+eNn+hAkTcHZ2VkrFFXeysrL4+eefmT9/PjExMUD+Hv2vv/6a4cOH62SffgGXLl1i586dvPPOO7Rs2RLI90Jo1KgR9erVIyQkRKMW/aFDh5g5cybBwcFA/iTM6NGjmTJlCubm5jp5DU9CCEFOTo5i7vjDDz8oRoSQX/mgR48euLq60rNnz+cyI5TqNvCYAAAgAElEQVRIdE1eXh6xsbFKdj82NpaHn7n09fWxtrZWsvvVqlUrkVvAJJKShrYy+BMmTOC9996ja9euAEp53aVLl2or1EI8mgnfsGEDHh4erFq1ihEjRuDp6cm2bdsICAggNzeXc+fO4e7uTosWLdi/fz8A77zzDjExMaxbtw6AUaNGYWNjw+7du4F809/U1FSN6zo7O9OqVauXLrf8aNzFgUcz+I/yvDEXRQYfIYT8ecoP8BYgkpKShEQihBCxsbHC29tbeHp6Ck9PT7Fw4UIRHBwscnJydB2aVomMjBQtWrQQgNDX1xfLli0TYWFhonXr1gIQgPj8889Fenr6Y4/fv3+/cqxarX7N0b8aDx48ECtXrhQWFhbKa+3cubOuwyrEtm3bRPny5UXPnj012r/77jvh7e0tEhISxP79+zX+z4yMjMTkyZPFnTt3dBT1s7l3757YtGmTGDRokDAxMVFiB4RKpRL+/v66DlEieWHS09PFlStXxK5du8TSpUuVe0jBz/fffy98fX3F+fPnRUpKiq7DlUgkTyAjI0OEhISIjIyMQn2pqakiNTVV5OXlKW2ZmZkiNTVVPHjwQGnz9fVV7muDBw8WQ4YMUX7/7bffCp274Ly5ublKW1ZW1gvHPmzYMNG7d28hhBALFy4UZcuWFdu2bVP6Z8+eLZo1a6ZxzPz584Wenp5IT08XISEhAhAnTpxQ+oODgwUgQkNDH3vN8+fPC0AEBQU9V4w5OTliwoQJwtjYWJiYmIjJkyeLTz75RIlbCCEcHR3FuHHjlN9r1aol5s2bJ4YOHSoqVKggrK2txc6dO8WdO3fE+++/LypUqCAaN24sTp06pRwTGRkpevXqJSpXriyMjIxEo0aNxN69e4UQQgQGBgpA7NmzRzRt2lSULVtWtG7dWly8eFE5/ueffxbGxsaP/dvNnj1b49kFEIGBgY99vU97PyUlJRUc/5Z4Ef36IoNL0w/gAYQAoVLgSx4lLy9PXLt2TaxcuVJ5OFu+fLm4dOmSxpf6m056errGTWfo0KEiKSlJTJ06VWlr3LixuHz5cqFj09LSxOTJk8W0adN0ELl2yMjIEMuXLxfVqlUT69atU9pzcnJEdna2DiP7H2lpaSIyMlL5PT09XZQvX14A4sKFC0KI/Pfrzp07hYODg/L/VqFCBTF16lRx9+5dXYX+XOTk5Ii///5bfP3118Le3l4YGhqKxMREpX/FihVi+PDhYtu2bRrtEklxJi8vT9y9e1ecOHFC/Pbbb2LBggWFBP/q1auFn5+fCA8PLzbfNxKJ5OmCrOAe+/Ak+vz58wUgRowYobQlJycLAwODQiKwQ4cOAhCDBg3SOK+ZmZkANJ63Hn4ueV4KBP7UqVNFxYoVC02YP07gL1myRAAiOTlZ/PjjjxqitgBjY2Px008/PfaaY8aMEfXq1XvuGBcuXCiMjY3Ftm3bREhIiHB3dxeVKlV6psA3MTERa9asEdevXxdffPGFqFSpkujZs6f4448/xLVr10SfPn1Ew4YNled0V1dX4eLiIi5evCjCw8PF7t27xZEjR4QQ/xP4DRs2FH5+fuLixYuiV69ewsbGRplYeZrAT0lJEQMGDBA9e/YUt27dErdu3RKZmZmPfb1FIfDlHvwnIIRYJYRoBLTWdSyS4odKpaJevXp88cUX9OrVi4oVK5KQkMD27dv58ccfC+1Rf1MpX748v/zyC8uWLUNfXx8fHx+cnJwYPXo0fn5+VKtWjcuXL9OqVSuOHj2qcayRkRGLFi3Cy8tLabt9+zYffvgharX6db+Ul6JcuXKMHTsWtVqNm5ub0u7j40OjRo3YtGmThiu8LjAyMqJWrVrK75mZmUyePJl3332XJk2aAPnv1+DgYBISEpg4cSIODg6kpaWxcOFCateuzYwZM7h//76uXsJT0dfXp3379syfP59z585x69atguVqQP7/xc8//8yHH36ImZkZXbt2ZfHixVy9erVgslYiKXaoVCrMzMxo06YNH3/8MVOnTmXYsGF07NhR8d6Ii4vj+PHj+Pj4sHDhQjZt2kRwcDB37tyR722J5A2nUqVK/8/eeQZEcbVt+FpQsWADC4hItfcauyJgNMYkNkxRY0nsDXuJPZqoMZZYk2BJYlSIEI0dFLEEsQVjV3oRRKR3dne+H7zMx4qxAsvCuX6558yeeUZ2d+Y+T8uX9nf48GEGDx5c6Oc+fvw4q1ev5tChQzg4OLzw2Hv37rFt2zY6dOhA5cqViY6Ofm6aX61atYiOjs43npmZyd69exkzZswr27dhwwbmz5/PoEGDaNy4Mdu3b9e47/8X7733HuPGjaN+/fosXryY5ORk2rdvz5AhQ2jQoAFz587l7t27ck2isLAwunTpQvPmzbG2tub999+ne/fuGmsuWbIER0dHmjdvzp49e3j8+DEeHh4vtcXQ0JAKFSpgYGCAiYkJJiYmRZrmKQS+QPAW6Onp0bZtW6ZMmULPnj0pW7YskZGR7N69m/379xMbG6ttE98ahULBtGnT8PT0pEaNGly/fp22bdtStmxZbty4Qe/evbGxsZHzwl/E7NmzOXjw4Cu1fitOVKxYUc4Ph5xifA8fPmTYsGE0a9aM/fv3a7TK0ibVqlVj2bJlHD16VCOf9+TJkwQFBdGuXTuuXLnCoUOHaN68OSkpKXzzzTfY29u/kWg4c+YMzs7OBXkJL8TY2Fjj9TfffIOzszMNGjRAqVTi7e3N7NmzadKkCW3bthVCSKAT6OvrY2lpib29PWPHjmXWrFkMHDiQVq1aUblyZZRKJQEBAZw6dYpt27axfv16Dh06xK1bt0hLS9O2+QKB4H/k5p/XqFFDHps9ezYpKSls3rxZ49iYmBiNAri9evVi0qRJpKSk4OLionFsSEgIKSkpNG7cWB7L63h4HVq0aIGlpaUsgp/l5s2bskBt0qQJ5ubm7N27V55/Xq0QSZKeO+7u7k5ycjIjRox4JdsSExOJioqiU6dO8liZMmVe6RmzRYsW8r9r164NIDs68o7FxMQAMHXqVL7++mu6dOnCkiVL+Pfff/OtmdcOIyMjGjZsyN27d1/pWrSJEPgCQQFQrlw5evTowdSpU2nbti0KhYL79++zdetWjhw5kq/YiC5iZ2fH1atXadOmDbGxsTg4OLB//36OHTvG6dOnqVChApDTY/55P5Lw/zuhmzZtKkrTCxwvLy9WrVpF9erVuXfvHp988gktWrTgjz/+KDZC/1nOnz+Pu7s7ffv2RaFQ8MEHHzBjxgwgJ1Jj6tSp8s05Ozub+Pj4F66XnJzMhAkTsLe3Z8OGDa+0o10Y2Nvb8/3333P//n0ePnzIxo0beffddzEwMKB+/fryNUmSxKhRo9i6dWuJibARlFwqVapE8+bN+fDDD3F2dmbChAnyZmqZMmVITk7G39+fgwcPsnbtWn766SdOnz5NaGio1qOKBILSTKVKlahUqZKG2C1XrhyVKlXCwMDgucfmpWzZslSqVClfsbXcY/X09DSOfRPMzMzw8fEhKiqKPn365BP5DRs2xN/fnzt37pCens6ZM2ewtbUFwMTE5LldeZ48eSIL6Lz8/PPPvP/++0XSrjfv/0fu///zxnKf07744guCgoIYPnw4N2/epF27dvzwww8vPY8uFEMVAl8gKEAMDQ15//33mTBhAg0bNkSSJK5du8amTZvw8fHR+bZIFhYWXLhwgWHDhqFSqVi1ahUJCQka4VqrV6+mTZs2z60Ca2try6lTp2jdurU8tmfPHubPn096enqRXENBULlyZebPn09ISAjLly+natWq3L59myFDhjB+/Hhtm/dcDA0NGTBgANWqVZPHDAwMaNasGTNnzpSjKtRqNU2bNsXExIRvv/32uWudOXOG5s2bs337dnnsZWF+RYGtrS1Tp07lxIkTPH36lO+//16eu3fvHrt372bSpElYWlrStGlT5syZw9mzZ8nOztai1QLBi1EoFNSqVYtOnToxbNgw5syZw7Bhw+jUqZP82/vo0SMuXLjA7t27WbNmDfv27ePy5cs8ffpURLEIBIJ81KtXDx8fH2JiYujduzdJSf9foL1cuXLY2tpiZWWVb1OiU6dOJCYmcvnyZXnMz8+PxMREOnfurHFscHAw3t7erxWeX7VqVUxNTbl06ZI8plQquXbt2ute4ithbm7O+PHjcXd3Z+bMmfz0008a83ntiI+P58GDBzRq1OiV1i5XrpzWNlzLaOWsAkEJp2bNmnz88ceEhobi6elJZGQkZ8+e5erVq/Ts2ZPWrVtr7MLqErl5+e3ataNNmzYaIdOSJHHv3j1UKhXVq1d/6Vrx8fFyixELC4tiK47/iypVqrBo0SKmTJnChg0bWL9+PcOGDZPnMzMzKVeuXLHd7f3kk0/45JNPUKlUcou9a9eu8fDhQyAnLC4Xf39/XF1d+fPPP58bnla5cuWiMfoVedYzUr16db799luOHj3K33//zZ07d7hz5w5r166latWqrFu37rUeQgQCbVG2bFm5tR7kRNMEBQURGBhIYGAgaWlpPHjwgAcPHgA5aTvW1tbyA3tJa+sqEOgylSpV0tomXN26dTl79ix2dnb07t2bkydPvvQ9jRs3pk+fPnz55Zfs2LEDyGmT9/7779OwYUONY3fu3ImpqSl9+/Z9LbumTZvGt99+S/369WncuDHff//9f7aiexumT59O3759adCggdwKO28KBMDy5csxNjamdu3aLFy4kBo1arxyb3tLS0tOnjzJ/fv3MTY2pmrVqm8cdfG6CIEvEBQiFhYWjBkzhjt37nD69Gni4+M5cuQIfn5+ODg4aIQQ6xK5efl5OXz4MJUrV2bPnj2MGjWKnj17ynNJSUlUqVIl3zrVq1dn9+7d7Ny5ky+++KKwzS40qlWrxtKlS5kxY4bGdS5duhQvLy+WL19Onz59iu3fOlfcQ87Ne//+/Zw8eVLuRZ+SkkKHDh102tNtYmLC3LlzmTt3LvHx8Zw6dYqjR49y/PhxYmNj5cJmkLPJcfjwYfr160e7du10djNOUDqoXLkyLVu2pGXLlkiSRHR0NIGBgQQFBREWFkZCQgLXr1/n+vXrKBQKzMzM5A0CMzMz8fkWCEoxueH6dnZ2ODo65vPCP4+9e/cydepUevfuDcAHH3yQr76AWq1m9+7djBw5UuMZ41WYOXMmUVFRjBw5Ej09PUaPHs2AAQNITEx8rXVehkqlYtKkSURERFClShX69OmTL/r022+/Zdq0aTx8+JCWLVty+PDhVy6W9+WXX3L27FnatWtHSkoK3t7eGs/GhYlChG69GIVCUQVITExMfK5AEQheFaVSydWrVzl37pwcjm5paYmjoyN16tTRsnVvx71792jXrh0ZGRmcOXNGowrp06dPad26NU5OTqxateqlP4ySJPHpp58yePBgBg0aVNimFxqZmZnUq1dPLubSsWNHli1bhqOjY7EV+v/FqlWrWLhw4QuP0dV7iUql4urVq7Ro0UKuIzF37lzWrFkD5ETj9O3bl379+tG7d2+NFAeBoLiTlZVFaGio7N1/tvBr+fLlsbKykgW/+HwLBC8nIyOD4OBgERFTgsmNbIiPjy/038UXfZ6SkpJyOwhUlSQp6bkLPAch8F+CEPiCgiYjI4Pz58/j5+cn5+Y0a9aMXr16vVJYe3EkPT2dsWPH8ujRI06ePKkR2u3i4iJ759u1a8e+ffvkYi3PY+/evQwbNoyKFSsSGBhYJIVZCouYmBjWrl3Lli1b5E2dLl26sHz5cuzs7HRG6H/55Zf8/PPPLzwmIiICMzOzIrKocDl8+DC//vorp06d0shL1NfXp0uXLri5uT23TZBAUNxJTEyUxX5QUBAZGRka80ZGRrLYt7S0zJd/KxAIhMAvDQiBX8IRAl9QWCQmJnLmzBm54ry+vj7t27ene/fusidRl5AkifT0dCpWrAjkeI5iYmKoW7cuhw4dYvTo0cTFxVG5cmW2b9/Op59++tx1MjIyWLlyJbVq1WLKlClFeQmFRnR0NKtXr2bbtm1kZmYCsHbtWmbNmqVly16NNWvWMHfu3Jce984779CrVy/c3d355JNPWLx4sc5sYjyP7OxsLl68yNGjRzl69Ch3796lVq1aREVFyWHNv/76K9WqVaNXr175qiELBMUZtVpNVFQUAQEBBAUFER4erhGJo6enh7m5uSz4TU1Ndfr7LBAUFELgvx2Ghob/OXf8+HG6detWhNY8HyHwSzhC4AsKm6ioKDw9PQkODgZyQia7detGhw4dNDzhusakSZNwdXXFzc2Nnj17Eh4ezmeffcb58+eBnP6tP/zwwwt/6HN58OABU6ZMYdOmTfmKuOgSjx494ptvvmHPnj3cunWLevXqATk/7sX5ISElJYWuXbty48YNeaxZs2Y0bdqUAwcOPPc9FStW5M6dO1hYWAA5PXwtLCx0WiAEBwcTFBSEvb09kCOQ6tSpw+PHjzEwMKBnz57069eP9957Ty6AJhDoChkZGYSEhMge/mdbZVaoUAEbGxusra2xsbERz0SCUosQ+G9HQEDAf86ZmZnppJPrbRACXwsIgS8oCiRJIjAwEE9PTzlnu2rVqtjb29OsWTOdE0Wpqal0796d69evo6+vz7p165g6dSoqlYqvv/6aFStWoFaradCgAQcOHKBVq1YvXK9fv34cO3YMa2trfvrpJ3r16gXktGv766+/ntuSrziTnJysUXV+wIABpKWlsWzZMjp27KhFy/6blJQUtm7dSkBAALa2tkycOBFDQ0P5bzBnzhwOHTrEgQMH8PHxwdDQkLi4OMqUKUN2djZGRkZUrFiRixcvvjBFQ5dISUlh3rx5HD16lJCQEI25hg0bMnbsWGbMmKEd4wSCtyQuLk4O5Q8KCsrX5rVmzZqyd9/CwqLIqkMLBNpGCHxBQSIEvhYQAl9QlKjVam7cuIG3tzfJyckAmJqa4ujoiJWVlZatez1y8/J/++03AIYPH86OHTuoUKECPj4+fPbZZ0RGRlKuXDnWrl3LlClT/nMjIyQkhI8//hg/Pz8AuRVd7tru7u4MGDCgCK6q4ImIiMDa2lquUN+3b1+WLVtG+/bttWzZmxMXF8e9e/fkarw3btygdevWSJLE4cOH6d+/PwAnTpxAoVBgZ2f3ylVpiyOSJHH37l2OHTvG0aNHuXDhAkqlktmzZ8vF+jIyMti7dy/vvfeeRsV+gUAXUKlUREZGyt79yMhIjXl9fX0sLCxk737t2rV1bmNaIHhVhMAXFCRC4GsBIfAF2iA7O5tLly5x4cIF2WtSv359HBwcdKq4lyRJbNy4kVmzZqFSqWjTpg3u7u5YWFjw9OlTRo0axV9//QVA//792blzJzVq1HjuWsnJycydO5dt27ZpjH/55ZesW7eu2PVhfx2CgoL4+uuv+eWXX+TCi/3792fZsmW0bt1ay9a9PYmJiXK7mLCwMPkGZm5uTkREBJMnT2bt2rUl5kEpMTERT09PmjRpQpMmTYCczYzcXsCtW7eWQ/k7dOjw3BZCGzduZMCAAXIaRy5hYWF4eHjka1MpEBQl6enpBAUFyYI/bzFKyOntnevdt7a2fqVULIFAVxACX1CQCIGvBYTAF2iT1NRUfHx8uHbtGmq1GoVCQatWrbCzs9MpQevt7Y2TkxOxsbHUqFEDV1dX7OzskCSJzZs3M2vWLLKysqhTpw6+vr75RE1e/vrrLz744AP5taurK0OGDCmKyyh0AgICWLFiBb/99htqtRqAP//8kw8//FDLlhUMarVaLk6nVCqpUaOG3NfW0NCQfv36YWVlxf379/niiy947733tGlugXLixAmWLFnClStXNAqZGRsb06dPHxYsWCBvBmzcuJHp06djbW2Nt7e3/H0ICwvDzs6OoKAgNmzYIES+oFggSRJPnz6Vi/WFhITIEUm5mJiYYG1tja2tLebm5jpdX0YgEAJfUJAIgV+EKBSKScAkQA9oKAS+QJs8ffqU06dPc/fuXQDKli1Lp06d6Ny5s860MQoNDWXAgAH8888/6Ovr89133zFt2jQUCgX+/v58/PHH2NjYcOTIkReGdqampsreoM8//5xdu3aVuFDQ+/fvs2LFCnx8fHjw4IFccCY9Pb3EFJ+RJAkfHx8OHjyIh4dHvpBfa2trvvrqKz744AOMjY1JSEgoET26Y2JiOHHiBMeOHePkyZMkJCQAcOvWLZo2bQrAqVOnGDNmjJy+4e3tDSCL+2eFv0BQnFAqlYSHh8ve/ejoaI35smXLYmFhIXv4a9SoUeJ+wwUlGyHwBQWJEPhaQHjwBcWJ8PBwTp06RUREBJATBtmjRw/atGnz3DDf4sazefnDhg3jxx9/pEKFCqSmppKZmYmRkRGQU8AsPj4ec3NzjTXyCvyUlBS5NVlWVhaDBw9m6tSpODg4FOFVFR4pKSnytapUKlq1akWzZs1YsmQJjRo10rJ1BYdarebq1au4u7vz+++/Ex4eLs/p6+vTrl07rly5Qs+ePfH09JSjAHQdpVKJr68vPj4+LFy4UBY5H3/8MQcOHEBfXx+VSkWZMmVQKBRkZ2cLcS/QOVJTU+VifYGBgaSkpGjMV6lSRRb7VlZWcqtVgaC4IgS+oCARAl8LCIEvKG5IksS9e/fw8vIiLi4OyAnzdXBwoGHDhsXeEyJJEps2bWLmzJmoVCpat26Nh4eH3E4tl5EjR3L48GH27t0r5y7Dfwv8devWMWvWLGrWrElwcHCJ60l+7tw5evToAeT0p/70009ZvHgx9evX17JlBYskSdy+fRt3d3fc3d01WvMB3L59Ww5lP3z4MC1btsz32dF1Pv/8c/744w/S0tI0xhUKBVu2bGH8+PHF/nsuEDwPSZKIiYmRvfuhoaFy3ZFczMzM5GJ9devW1YnNa0Hp4m0EvrOzM/3795e7AQkEQuBrASHwBcUVlUrFtWvX8PHxkYVAvXr1cHR0pG7dulq27uXk5uVnZmZy+fJlDY90SkoKdnZ2XL9+nUGDBjF+/PiX3gxTUlKYP38+Xbt2ZejQoYVtvlbw9/dn6dKlHDp0CMjxbg8fPpxFixZhbW2tZesKh8DAQDw8PNi7dy8xMTFERESgUChITU2levXqZGdn4+XlJfemLylkZGTg5ubGyJEj5XoMAE2bNuXWrVvya6VSKfKZBTpLdnY2YWFhBAQEEBgYyJMnTzTmy5Urh5WVlezhr169utjcEmidNxX4Hh4eDBw4EIDx48ezZs2aIq2ntH37dmbPnk18fLx830hJSaF69ep07NiR8+fPy8eeP3+e7t27c//+fRo0aADAqlWrWLRoEStXrmTevHkaa+/evZtRo0blO+dPP/3EF198UYhXpfsIga8FhMAXFHcyMzO5ePEivr6+KJVKAJo0aYK9vb0c7l5cCQ0NJTAw8LniPSsri5UrV7J8+XIg52a4dOlSateu/crrX7p0ia1bt7J+/XqMjY0LzG5tc+3aNZYuXcqRI0eAHKHv7+9Ps2bNtGxZ4ZKWliaH796/f59mzZqhVCrx9vamZ8+eAHz//fckJCTw+eefY2Njo0Vr3468BfXKli2LJEkolUpq1qzJ1atXqVevHsnJydjY2ODo6IiTkxPvvvuuCBcV6DRJSUlyKH9QUFC+KJZq1apphPOLz7tAG7ypwE9OTtbQEhYWFuzcubPIvPn379+nUaNG+Pr60rFjRwCOHz/O2LFjefLkCXFxcfI9dsWKFWzfvl2jPk79+vUZPHgwBw8e5MGDBxpr7969m2nTpnH//n2N8apVq5aY2kGFhRD4WkAIfIGukJSUhLe3N/7+/kBOGHe7du3o0aOHzuQ0ent7s2fPHrZt20aFChXy3Qz19PSYMWMGa9aseakXR61W06pVK27evMmkSZPYvHlzYZtf5Fy+fJklS5aQmJjIxYsX5f+TklSM77/IzMxk//79HD9+nL1796Kvr48kSRgZGZGQkEDv3r2ZN28e3bp1A3I+O7qSu59X3L+oyJ6fnx9OTk7y+ypXrsyHH37I0KFDcXR01JkCnALB85AkiaioKFnsh4WFaUSzKBQK6tatKwv+OnXq6Mx3XKDbvEiQpaamvvC9z2sZOXbsWL777jsqV66MUqkkMzMTPT09jfv4f637uumIZmZmTJkyRfbAz507l9TUVLy9vdm4caNcw8je3h5TU1O5ZpKPjw+fffYZwcHBWFpasm/fPrp37y6vu3v3bqZPny4XjhW8OkLgawEh8AW6xuPHj/Hy8iIgIAAAAwMDunbtyjvvvEPZsmW1bN1/k56ejrW1NdHR0SxevJhly5YBPFfI29ra4u3t/dJUhMuXL7NgwQJcXV2LfTTD25C3GF9CQgINGzZkyJAhzJ8/HzMzMy1bV3So1WrMzc159OiRPGZsbEyTJk24e/cuM2bMYP78+Vq08NV41TZ5U6dO5fLly7i6uuLq6ioX34Qcr8m+ffs06lcIBLpMVlYWISEhcju+p0+fasyXL18ea2truR3f/x6KBYIC50WC7E1TSHK9+U+fPsXJyYkePXpw9uxZeb5mzZrExsbme9/r6rjPPvuM2NhYTp48CUCHDh2YM2cOZ86coXr16qxcuZKsrCyqVavGDz/8wJgxYwAYMWIEtWvXZu3atcyaNYsnT56wZ88eeV0h8N8cIfC1gBD4Al0lKCgIT09PuUVRlSpVsLOzo0WLFsXWy+Ht7c3q1avx8PCQd67/62apr6/P1KlTWb169WttXCxevJgGDRrw2WeflchcThcXFznfzcDAgHHjxjFv3jxMTU21bFnRkJGRwenTp3F3d+fQoUMaIqBs2bIMHDiQgQMH0qdPHy5fvkz37t0pV66cFi1+Phs3bmTAgAH5quWHhYXh4eHBtGnTNMbVajWXLl3C1dUVNzc3Hj16RGhoqPz+CxcukJqaSq9evYr1Rp9A8KokJCTI3v2goCAyMjI05o2NjWXvvqWlZbH8ngt0E10W+IFn4xAAACAASURBVD/99BPOzs4kJCSQnp6OkZERkZGReHt7s2nTJi5evCgX9Q0MDMTa2pqkpCRMTU35+++/admyJf7+/nTp0oWoqChZG+Xm4OeNKDA0NMzXJlOQHyHwtYAQ+AJdRpIk/v33X86cOUNSUs7vQu3atXF0dNSJ/GS1Wv3SCso2NjYsX76cjz/++KUbF5cvX+add94B4MqVK7Rr167AbC1OnD17lsWLF8sFc8qXL8+ECROYO3fua9Uw0HWUSiXnz5/Hzc2NAwcOyF0nIEfsZ2dnY2RkRGBgINWqVdOipQWLWq3mxo0btG7dWh577733OH78OEZGRgwcOJChQ4fSs2dPUaBPUCJQq9U8evRIrs4fERGhIXz09PSoV6+e7N03MTEpkRu8gqKhoEP0x40bx9q1a4skRD8gIID69evz999/Ex8fz+zZs7l9+zbR0dHUq1eP+Ph41q1bh4uLC6GhoUBOcb4tW7Zw8+ZNeZ3mzZszZcoUxo4dC+QI/KlTp3L9+nX5GD09vRJbALggEQJfCwiBLygJKJVK/Pz8OH/+PJmZmUCOMHZwcMDExETL1v03S5culUP18zJ27FhsbGxYt24dMTExADRr1oyvv/6aDz744D8f3LKzs/nuu++IiIhgy5YthWq7tpEkiTNnzrBo0SJ8fX2BnCiO0NDQEiVmXxW1Ws3Vq1dxd3fn4MGDcgoLoFEleNmyZTRs2JD+/fuXmFaLkiTh7OzMvn375O8LQI0aNRg0aBBDhw7Fzs5OixYKBAVL7gNzruB/Nmy4YsWKcis+a2tr8XwneC10tcheLubm5kyYMIH4+HhSU1PZunUrAA0bNuSHH37gm2++wdLSkl27dgE5YfxXr17VcKKo1Wrat2+Pn58fIEL03wYh8LWAEPiCkkRaWhrnzp3jypUrcrGili1b0qtXr2L5+V6zZg1z586VX5uZmbFjxw7ef/99AKKjo9m5cydr1qyRbyodOnRg1apVr9w2LSkpiYkTJ7JixQqsrKwK/iK0jCRJnDp1isWLF9OkSRP5hg2aVelLE5Ikcfv2bf744w/8/f35888/AXj69Ck1a9ZEkiT2798vt1uUJKlEePtUKhU+Pj64urpy8OBBOdyze/fu+Pj4yMeVlOsVCCDn8xwfHy+L/eDgYLKysjSOqVWrliz4LSwsRBqL4IUURJu8CRMmsHr16iJtk5fLiBEjiI6Olj34ucVax44dS+XKldm6dSs7duxgxIgR3Lx5k5YtW3L27FmNWkYJCQl0796df//9l2bNmgmB/xYIga8FhMAXlETi4+M5ffo0t2/fBqBMmTJ07NiRLl26FKu2Q3lvhgBGRkb88ssvssBPSUmhUqVKxMfH891337Fhwwa5rdL8+fNZtWrVS88xefJktmzZQosWLfD39y+xwkaSJNLT02VBf+fOHbp06cKUKVNwdnamevXqWrZQ+4SHh2NjY0N2djbXr1+XQ9w///xzHjx4wKpVq0qMp1upVHL27FkOHDhAt27dGDFiBAAxMTG0bduWjz76CCcnJ7p06VJsa3YIBG+CSqUiIiJCFvx5i3JCTn0XCwsLOX+/Vq1aJfa+IHgz3lTgAzg7O9O/f/8i99rnZdeuXUyaNIns7GwiIiLk1L29e/cyYcIEkpOTCQsLw9zcnOnTp3Pp0iUuXbqUb50uXbrQoUMH1q9fLwT+WyAEvhYQAl9QkomMjOTUqVOEhYUBOWGL3bt3p127di/NfS8qnJ2d6dChA6tXr+bGjRvo6enJ0QePHz+Ww6grVarE48ePWbVqFTt27ODixYu0bdsWeLFHMiAggLFjx7J48WK5l3ppYO7cuaxZswbIqbg+Y8YMpk2bVuorT0dGRnLy5ElGjRqFQqFAkiQqVapEeno6derUYdiwYQwcOBBbW1tSUlKwsLDQtskFyo4dOxg/frz8uk6dOgwZMgQnJyc6duwoxL6gxJGWlqYRzp9bryYXQ0NDOZTfxsamxKTuCN6ctxH4xYGQkBCsrKxo1KgRd+/elccjIiIwNzfHxsaGgIAAsrKyqFOnDnPnzmX27Nn51vn+++/55ptviIyM5PfffxcC/w0RAl8LCIEvKOlIksSDBw/w8vKSQ3aNjIywt7encePGxcZz8TI78v6WxcbGUqNGDfn1jBkziI6O5uuvv35uwZdnNwCOHDnCnTt3mDFjRoktQqZWq/nzzz9ZsmQJt27dAqB69erMnDmTqVOn5gsbVCqVcij7Rx99VGL/X57HwIEDOXz4MCqVSh6rWrUqiYmJvPfeexw6dKjE/H9kZWXh5eXFgQMH+PPPPzXEjrm5OW5ubnKhSoGgpCFJErGxsbLYDwkJQalUahxjYmIie/fNzc1LzHdf8OrousAXFC+EwNcCQuALSgtqtZrr169z9uxZuVpr3bp1cXR0zNeqSxu8jsDPS1xcHGZmZmRkZODl5fXS3PykpCQaNWpEVFQU69evZ/r06W9ssy6gVqv5448/WLZsGXfu3AFyCu3cuXNHw1vr5eWFo6MjAJ6enjg4OGjFXm2RnJzMiRMncHd358iRI6SkpMhzxsbGfPjhh3zwwQdcv36dgQMH0qJFi2KzOfamZGZmcurUKVxdXTl06BBpaWk8fvwYY2NjIKf1noGBAe3atdP5axUInodSqSQsLExux/dsy6+yZctiaWkpV+c3NjYW34VSgBD4goJECHwtIAS+oLSRmZmJr68vf//9N9nZ2QA0atQIe3t7Da94UZO76ZCampqv1dvQoUPZunWrRgGYvPj7+/PHH3/w9ddfy2MnT56kdevW1KpVS+NYSZLYs2cP27dvx9vbW6NNTUlGpVLh6urKsmXLGDVqFHPnzkWSJFJTU0lPT2f+/Pm4uLgAMGbMGDZu3AjkpHWUtgfajIwMTp8+zd69ezlx4gTx8fEa8wYGBvj7+9OoUSMtWVjwZGRkcPXqVbp27SqPde3alYsXL2JlZYWTkxNOTk60bt261H0eBKWHlJQUgoKCZA//s63LqlSpInv3ra2tS839o7QhBL6gIBECXwsIgS8orSQnJ3P27Fn++ecfOYS9bdu29OzZU6s5iKmpqXIf2enTp7Np0ybUajX29vZ4eXm90hqxsbFYW1ujVqtxdnZm5syZ+VrHPRu2v2DBAgYNGiTn9ZdUVCoVSqUSAwMDgoODX9rDNjg4GEtLy6IxrhiiVCo5f/487u7u7N+/X05ziYyMpE6dOgA4OjpiZWXF4sWLqVu3rjbNLTCUSiXDhw/n8OHDcmFLyGm/6eTkxNChQ2nZsqUWLRQIChdJknj8+LHs3Q8NDdVI44Gczi+5gt/MzKzY1LYRvB1C4AsKEiHwtYAQ+ILSzpMnT/Dy8uLBgwcAlCtXji5dutCpUyettBLKK/BTUlK4desWX375JS4uLrRv3/6V1rh79y4jRozg6tWrQE7u+dy5c5k8efJzNy/c3d0ZNGgQ5cuXJyQkJF8EQUnlt99+Y/jw4S885tdff2XYsGFFZFHxRq1Wc+XKFS5fvsyUKVMACAsLkwvxbdu2TS5g9+TJE6pWrUq5cuXe6Fxnzpzhr7/+Yv369QVj/BuSmprKsWPHcHV15ejRo6SnpwPQv39/Dh8+rFXbBIKiJDs7m9DQUNm7/+TJE415AwMDrKys5HB+0blEdxECX1CQCIGvBYTAFwhyCAkJwdPTU24pVLlyZXr27EmrVq20XllbrVZr2LBlyxZMTU01Wuw9iyRJ/Pnnn3z11Vdy7rmJiQlfffUVX375pYbwevLkCVOnTsXGxkYjzL+kk5mZyZo1a1i8ePFz51etWsWMGTMwMDAoYst0h9TUVFq0aEFQUBAPHz7E1tYWAAcHBy5evMjKlSuZMWPGK6+XnJzMnDlz2L59O5Cz+TRgwIBCsf11SUlJ4ejRoxw4cICPP/5Y7q0cHBxMv379ZM9+48aNtWypQFD4JCUlyWI/KChI3vzKpXr16rJ338rKSvyO6hC5gszS0lKkYQjemvT0dLmzgRD4RYQQ+ALB/yNJErdv3+b06dNyK5RatWrh4OCAra1tsci9vXv3Lq1atSIrK4uzZ8/So0ePFx6vUqn4/fffWbJkCcHBwQBYWlqyZMkShg0bplEhOe9GwqNHj9i4cSOLFy8u0W2T8kZMPMucOXNYvXp1EVukm4SGhsqefEmSqFKlilyor1WrVgwcOJCOHTsSGxvL+++/n6+LAeR47UePHk1oaKg8lpSU9NxjixNr1qxh7ty58utmzZrJOfsNGzbUomUCQdEgSRJRUVGy4A8PD5fbvUJOEVlzc3PZu29qaqr1jXPBf6NSqXjw4AG1atWSi44KBG/K06dPiYmJoUGDBvnSeITAfwkKhaIicBdwkyRp1mu8Twh8geAZlEolV65c4dy5c2RkZABgZWWFo6MjpqamWrUtMzOT5cuXc+fOHdzd3V950yErKwsXFxdWrFhBVFQUkFNccMWKFQwcODDfw9ZHH33EoUOHGDx4MG5ubgV+HcWFFwl8Nzc3Bg8eXMQWlQx+/PFHduzYgb+/v8aDPuTksf/++++0b9+e1NRU1q9fz759+zT6FeeiC/fwxMREDh8+jKurKydPnpSLdwK0bNmSffv2Ca++oFSRmZlJSEiI7N1/+vSpxnz58uWxtraWPfz/e8AXFCOioqJISEigVq1apbLYrODtkSSJtLQ0YmJiqFat2nOfn4XAfwkKhWIlUB8IEwJfICgY0tPTOX/+PJcvX5aLC7Vo0QI7O7t8ReuKmrze9vj4eObPn8/y5cvzVc1/lrS0NLZs2cK3335LXFwcAG3atMHd3V32wEJOFf7Jkyfj4eFBs2bNCu9CtIwkSbi5ubFmzRpGjx4NwM6dO/n0009xdnaWH2rc3NyoU6cOXbp00aa5OkdsbCx//fUX7u7uHD9+XKNIV506dUhJSdHoRf8sunYPT0hI4NChQxw4cABPT0/Kli3LkydP5CiYv//+m9q1a2NjY6NlSwWCoiM+Pl6uzh8UFERmZqbGfI0aNWTvvoWFxRvX7hAUHJIkER0dLUczCgRvSrVq1TAxMXnuJpEQ+C9AoVDUB74F/gKaCYEvEBQsCQkJnDlzhps3bwKgr6/PO++8Q9euXYtFftqoUaPYvXs3NWrUYMuWLXJu8ItITEzk+++/5/vvv6dmzZrcu3cv30OVSqXSCKfat28f1apVo2/fvgV+DcWZ3NCyxMRERowYwZo1a0pNIcKCJDk5maNHj3Lw4EFOnDghh/C/CF2+h8fFxfHPP/9gb28vj7Vo0YKbN2/Stm1bhg4dypAhQ0p1lwZB6UOtVhMZGSmL/YiICI3vuZ6eHvXq1ZO9+/8lDARFg0ql0ohKEgheh7Jly76wu4bOCnyFQtEdmA20BUyBAZIk/fnMMRP/d4wpcBuYLknS+dc4x6H/vb8zQuALBIXGo0eP8PT0JCQkBMgJM+zevTvt27fXyGUvaq5fv86oUaP4999/ARg0aBBbtmx5JRH65MkTQkJC5Ar92dnZTJgwgQkTJmi0zAsPD6dp06YkJydz/Phx+vTpUzgXUwyJi4tj7ty5/Pzzz0BOL+gVK1YwceJErf7ddZmMjAw++ugjTp48+cLj/Pz86NChQxFZVbikpqby0UcfcebMGY20hQ4dOuDk5MSQIUOoV6+eFi0UCIqe3IJuufn7z3qMK1asiI2NjRzSX9xrcggEgldHlwV+X6ALcB04yDMCX6FQDAV+BSYCF4FxwBdAE0mSwv53zDXgeeVHewPtga6SJM1WKBQjEQJfIChUJEkiICAAT09PuU1QtWrVsLe3p2nTplrzNGRlZbFq1SpWrlyJUqnE2NiYzZs3M3To0Ney6aeffmLs2LHUrl2b0NBQufJxWloaixYt4vLly5w9e7ZU9jv28/Nj0qRJXLt2Dcjxxm7evJlu3bpp2TLd5NnidM9j3759fPzxxwAcO3aM27dvM2DAALlavy7y5MkT3N3dcXV15ezZs7LY/+yzz/jtt9+0bJ1AoD0kSSI+Pp6AgACCgoIIDg4mKytL45hatWrJ3v169epppZ2tQCAoGHRW4OdFoVBI5Bf4fsB1SZIm5Bm7C/wpSdL8V1jzG2AYoAIMgbLAOkmSlv/H8QZobhZUBiKEwBcIXg+1Wo2/vz/e3t5yqHGdOnVwdHTUasitv78/I0eO5MaNGwAMGDCArVu3YmJi8krvDwwMZOnSpXTo0EHudZ4bUmlubk52drb8QKVWq1mxYgUTJkx4ae5/SUGlUvHzzz+zYMEC4uLi0NfXJygoSHhe34CUlBS6du0qf1YhpwJ969at+fXXX4GcegijRo0CwNHRES8vL5YtWya3NlSr1WRnZ+tsC67Hjx9z8OBBXF1dmTlzJv379wfg33//ZeLEiTg5OTF48GDq1KmjZUsFgqJHpVIREREhe/dz29jmUqZMGSwsLGTBX7NmTRHOLxDoECVS4CsUinJAGjBEkiSPPMdtBFpJkvTi/lf51x/JSzz4CoViKbDk2XEh8AWCNyMrK4tLly5x8eJF2dPQoEEDHBwcqFmzplZsys7O5ptvvmHFihUolUqMjIzYtGkTn3766Rs9/Li5ufHZZ58xbtw4Fi5cKG8WbNmyhcmTJ2NpacmDBw9KlSfl6dOnLFiwgPLly7Nx40Z5XJIk8YD5GqSkpLB161YCAgKwtbVl4sSJGBoa4uXlxe7duzU82g0bNiQgIIA+ffowe/ZsevTowaVLl3B0dMTJyYmdO3dq8UoKlq+++oqVK1cCOS3GunXrhpOTE4MGDXrlzTqBoKSRlpYmF+sLDAwkOTlZY97Q0FAW+9bW1iW6xatAUBIoqQK/DhAJdJEk6e88xy0APpck6bUa6L6iwBcefIGgEEhJScHHx4dr167JIq9169bY2dn9Zxu2wubGjRuMGjWKf/75B4APPviA7du3v3arvwkTJrB9+3YAKlSowLRp05g9ezYhISGMHj2aL7/8kkmTJhW4/bpAXkF/584dhg0bxvr16+nR47X2ZwUvIS0tjY4dO8qFLgFsbW2xsrLC09OToUOHsn//fnnOxcWFli1b0qZNG53stx0ZGYmbmxuurq74+vrK4wqFgh49evDrr79St25dLVooEGgXSZKIjY2VxX5ISAhKpVLjGFNTU7k6v7m5ealMLRMIijMlXeB3liTJN89xC4HhkiQ1KgKbRA6+QFCAxMbGcvr0ae7duwfkVBDt3LkznTt31krrn+zsbFavXs3y5cvJzs6mevXqXL58+bVzmL29vVm4cKEsNqpUqcLs2bOZOHEi1apVk0XU3bt38fX1ZdSoUaXOkz148GAOHjwIwKeffsratWtFaHUBIkkSV65cwcXFhX379sneOz09Pbp164azszPvvfceycnJ1KxZE7VaTUhIiEb7R10kLCyMP/74A1dXV/z8/DAyMiI6OlqOmPHz88PGxoYaNWpo2VKBQHsolUrCwsJkwf/48WON+bJly2JlZSUX6zM2Ni519yiBoLhRUgV+gYbov6FNQuALBIVAWFgYnp6eREREADmhgz179qR169Za8SjevHmTUaNGYWRkxMmTJ9/owUaSJI4ePcrChQvliv01a9ZkwYIFjB8/nrJly9KtWzd8fX1ZsmQJS5cuLeCrKN48ffqUr776ih07diBJEoaGhixdupSpU6eWqvSFoiA1NRU3NzdcXFy4cOGCPF67dm0++ugjQkJCSE5O5uLFi/LctGnTuHfvHvPnz6dnz55asPrtCQkJ4f79+7z77rtAznfSysqKiIgI7O3tcXJyYsCAARgZGWnZUoFAuyQnJxMUFCSH9KempmrMV61aVQ7nt7KyKhYtbwWC0kaJFPj/G/MDrkmSNDHP2B3g0KsU2XsLWyYBkwA9oKEQ+AJBwSNJEnfv3sXLy4v4+HgAatSogYODAw0aNChy74FSqSQpKUl++E9KSuLIkSN88sknr2WLWq3G1dWVxYsX8/DhQwDq1q3LV199RUJCAuvXr+fKlSuYm5sXynUUd65evcrkyZPx8/MDoEmTJmzdulWE7RcS9+7dY+fOnezZs4eYmBh5vE+fPhw7dgyFQoEkSZibmxMZGcmxY8fo27cvANHR0Tx48IDOnTvrZMvDmJgY+vTpI6fhQE7hMQcHB4YOHcqHH35I9erV5bmNGzcyYMCAfEUhw8LC8PDwYNq0aUVmu0BQVEiSxOPHj2XvflhYGCqVSp5XKBSYmZnJ3v26devqZGqPQKBr6KzAVygUhkBuLOw/wAzAG4iTJCksT5u88YAvMBb4EmgqSVJoEdgnPPgCQSGjUqm4evUqPj4+pKenA2BhYYGjoyNmZmZas2vcuHH8+OOPjB8/nm3btr32+5VKJbt372bZsmVypIKtrS2LFy9m+PDh8nG//vorHTt2pH79+gVme3FHrVaza9cu5s2bR2xsLN999x0zZ87UtlklmuzsbI4cOYKLiwvHjx9n5MiRuLi4ADl/jyNHjvDgwQMmTZoke+s2bdrEtGnT6NevH0eOHNGm+W/Fw4cP5Zz9vF0JJk6cyJYtW4AccT99+nSsra3x9vaWRX5YWBh2dnYEBQWxYcMGIfIFJZ6srCxCQ0MJDAwkKChIbnmbi4GBAVZWVrKHP+8mmUAgKDh0WeD3JEfQP8seSZJG/u+YicAcwBS4BThLknSuiOwTAl8gKCIyMjK4ePEily5dkosBNW3aFHt7+yJ/gJAkibVr17JkyRKOHz/+ViHLGRkZ7Nixg5UrV/LkyRMmTZrE5s2bgZzUgLZt26Kvr8+NGzdo0KBBAV2BbhAXF8cPP/zAggUL5DD9oKAg6tatq5WaDKWFyMhIlEqlnH9/7do12rVrR/v27fH19ZWLbX333Xd8++23zJ8/X96AycrK4v3336dXr15Mnz6d8uXLa+063oR79+7JYn/z5s1y5Ii7uzvDhw8nLS0NS0tLfHx8AGRx/6zwFwhKC0lJSbJ3PygoSN6Iz8XIyEj27ltZWelsW06BoLihswK/uCMEvkBQ9CQmJuLt7S172vT09Gjfvj3du3enYsWKRWpLTEyMRg/7v/76i1atWr1ReH1KSgobN25k9OjRcqV+Ly8v5s2bR926dfHw8Cj1RY2ysrJo0aIFCoWCzZs3Y29vr22TSgW7du1iwoQJDBw4kN9//10ev3TpEm3btkWpVMpe/dOnT+Pg4EDt2rV59OiRHKobGBiImZmZTgn+vF0epk6dyg8//CDPKRQK9PT0UKlUQtwLBP9DrVYTFRUli/3w8HDUarU8r6enR926dWXvvqmpqQjnFwjeECHwCwkh8AUC7REdHY2XlxeBgYFATlhgt27deOedd7SSDxwUFETz5s3R19fn+++/Z8yYMW8tyPv168exY8c0iu5lZmby008/MW7cuFJXfO7mzZvY29vLIaFOTk6sW7dOtDwrAuLj40lOTpZF7O3bt2nWrBmWlpaMHj2akSNHYm5uTkxMDO7u7mRlZTF16lT5/W3btuXu3bscPnwYBwcHbV3GG3Pnzh3279/Pb7/9RnBwsMZc79692b9/vwhFFgieITMzk5CQENnDHxcXpzFfoUIFrK2tZQ///8SKQCB4BYTAL2BEkT2BoPgQGBiIp6en3NanatWq9OrVi+bNmxepxzsgIIARI0bIrfAcHR35+eef39irp1QqcXZ2ZufOndy4cUNuzbdw4UJWrVpFnz59OH78eIHZryskJCSwePFitmzZglqtplKlSixatAhnZ2cRtl+EHDx4kDFjxpCYmAjkeObeffddxowZQ//+/TX+FikpKTRp0oSIiAiio6PlqBdPT0/OnTvH4MGDadmypVau43UJDQ3F1tZWo2e4iYkJkZGRsifSz8+Pxo0bi+cCgeAZ4uPjZe9+UFAQmZmZGvM1atSQvfsWFhbiN10geAFC4BcSwoMvEBQP1Go1//77L97e3iQl5fzGmZiY4OjoiLW1dZHZoVKp2LhxIwsXLiQjIwNDQ0O+++47xo4d+8abDQkJCVSrVk1+3b17d/z8/Fi3bh2TJ08uKNN1Dn9/fyZPniy3cmvYsCHnz5+nZs2aWras9JCWloa7uzsuLi6cPXtWHq9ZsyYjRoxgzJgxNG7cGMgJd3/48KFGHYnhw4fz22+/MXv2bNasWSMfl5ycXCzvqXkL6uVGz2RnZ2NiYoKfnx/16tVDqVRiampKUlIS7777LkOGDOGDDz4QnkmB4BnUajURERFyK77IyEjy6g59fX3q1asne/dNTExKfZqaQJAXIfALCSHwBYLiRXZ2Nn5+fly4cEH2DNja2uLo6KiRK1/YPHjwgNGjR8vi097enp9//hlLS8u3Wjc8PBxLS0vUajVlypRh9OjRLFq0iEePHqFWq+nYsWMBWK87SJLEr7/+ypw5c2jRogUnT54UD4BaIiAggJ07d7J7926ioqLk8U6dOjFmzBiGDh2KoaGhxnsOHjyIq6sr06ZNo3PnzkBOGkabNm3o06cPhw8fLjZ/z7ziPjfnHvIX2VOr1fTt25d79+7J7y1Xrhy9e/eWxX7eDTuBQJBDeno6wcHBcjh/bnRQLpUqVZLFvo2NTb7fE4GgtCEEfiEhBL5AUDxJTU3l3LlzXL16FbVajUKhoGXLltjZ2RXZd1WlUskV4NPT0zE0NGTNmjWMGzfurYoKXb9+na+++koOzzcwMKBixYokJCRw4MABhgwZUlCXoDMkJiaSnJws5+LHxcWxc+dOpkyZIio2FzFKpZLjx4/j4uLCkSNH5H7ZhoaGbNu2jWHDhr3w/Vu2bGHy5Mn5Wu/9+OOP2Nra0q1bN63UnnidNnmSJHH79m3c3Nxwc3Pj7t278jrz5s3jm2++KXL7BQJdQpIk4uLiCAgIIDAwkJCQELKzszWOqV27tiz4LSwstFJ7RyDQJkLgFxJC4AsExZu4uDhOnz7NnTt3AChTpgydOnWiS5cuRSb8Hj58yOjRo7lw4QKQ4/FzcXHBysrqrda9cOECCxYs4Pz5JLgTggAAIABJREFU80BOVe/Zs2ezYMGCUh8OPGHCBLZv306DBg344Ycf6N27t7ZNKpVER0ezZ88eXFxcePjwIVevXqVt27ZATjRKhQoVqFGjRr73PXz4kPT0dFq0aAHkbNgZGxuTmZnJ7du3adKkCaBZ5b4o2LhxIwMGDMhXVyMsLAwPDw+mTZv23PfduXNHFvu//PILbdq0AeDEiRNs3LiRIUOG8NFHH2FkZFTo1yAQ6CIqlYrw8HDZu583Sghy7u0WFhayd79mzZrFJvpHICgshMAvYESRPYFAt4iIiODUqVOEh4cDULFiRXr06CH3mC9s1Go1mzdvZv78+aSlpVGpUiW2bdvG8OHD32pdSZI4deoUCxYs4Pr160BOz+F58+ZRq1YtBg4cSOXKlQviEnSK33//nZkzZxIdHQ3AwIEDWb9+vWhjpiUkSeLKlSu0b99efugePXo0v/32Gxs2bGDixIkvfH9UVBQLFizg7t27+Pr6ymvMmTOH8+fPs2DBAvr371/o11EQ5N2UGDlyJHv27AFyBIq9vb0s9o2NjbVppkBQrElNTZUL9QUGBpKcnKwxX7lyZVnsW1tbF3kLXYGgKBACv5AQHnyBQHeQJIn79+/j5eXF06dPgRwx7ODgQKNGjYpktz8wMJDRo0dz7tw5Tpw4wbvvvlsg60qShLu7O4sWLdIIBzYyMuL+/fvP9ZKWdJKSkli6dCmbNm1CpVJRoUIFFi5cyKxZs0TYvpaRJIlevXpx9uxZLly4QJcuXYAcr75KpXrlWhWNGzfm3r17uLq6yqkpsbGx+Pr6Ym9vX+wf6h88eICrqytubm78+++/8ri+vj729vb88ccfpXKDTiB4HSRJ4smTJ7J3PzQ0VKPLBUCdOnXkcH5zc/Mi2dgXCAobIfALCSHwBQLdQ6VScf36dXx8fEhNTQXA3NwcR0dHzM3NC/38arUab29v7O3t5bHbt2/TuHHjt8rNh5xr27t3L/PmzZNDGL28vDTOVdq4desWkydPxsfHB4D58+ezatUqLVslgJy/TdOmTeXNtUmTJrFt2zYcHBz44osv+PDDD1+4GRMREcGxY8cYOnSonJaya9cuRo8eTefOneUil7rAgwcP+OOPP3Bzc8Pf35/GjRvLqUWQ8z1u2bKl6BIhELwEpVJJWFgYAQEBBAUFyS10cylXrhyWlpayh9/IyEiE8wt0EiHwCwkh8AUC3SUzM5OLFy/i6+sr7/Y3btwYe3v7Ig2PDQsLo1mzZrRq1QoPD48COXdWVhZbtmzh77//xtXVFYVCQUJCAvv372fcuHGl7mFGkiT279/PqlWr8Pb2liMaijqHW/BiBg8ezMGDB+XXxsbGDBs2jDFjxtC8efNXWuPnn3/m66+/ZtSoUSxZsgTI2VSzt7enU6dOzJs3r9jfrx8+fEh0dDTdunUDcqqL16xZk/T0dHr27MmQIUMYOHBgkXYGEQh0leTkZDmUPzAwkLS0NI35qlWrymLfysqKChUqaMlSgeD1EAK/kBACXyDQfZKTk/H29sbf3x9JktDT06Ndu3Z0796dSpUqFfr5jx49ytChQ2nRogXnz58vtNDBYcOGsXfvXkxMTPjnn38wMTEplPMUZ/IKekmSGDx4MK1atWL27NmUL19ey9YJAIKCgti1axe7du0iMjJSHu/QoQNffPEFQ4cOfen9VpIksrKyZO+/n58fHTt2pEqVKsTGxspV+O/fv0/t2rWLfdu6hw8f8vHHH8t1NgD09PTo0aOHLPZr166tRQsFAt1AkiSio6MJDAwkKCiIsLAwudMH5BSrNTMzkwW/mZnZW0fWCQSFhRD4BYwosicQlDxiYmLw8vLi4cOHQE77uS5dutCxY8dCb8sVHByMWq3GxsYGyPHYRUREUL9+/QJZX5IkPvnkEw4cOICtrS33798v9Q8tPj4+9OzZEwAbGxs2btxIv379tGuUQEalUnHy5ElcXFw4fPiwHGVTsWJFnJyc+OKLL+jcufMrRWAkJiZy5MgRnj59ytSpU+XxHj16cPHiRQ4cOMCgQYPe2uYzZ87w119/sX79+rde63kEBgZy8OBB3NzcuHr1qjy+atUq5s+fXyjnFAhKMllZWYSEhMge/tjYWI15AwMDrK2t5fz96tWra8lSgSA/QuAXEsKDLxCUPIKDg/H09JRz2KtUqYKdnR0tWrQoMlE8a9YstmzZwsqVK5k2bVqBefVv3LiBnp6eHO7s5eXFtm3b+Oqrr2jdunWBnENXkCSJAwcOMHPmTB49egRA//792bBhA9bW1lq2TpCXmJgYfvnlF1xcXLh375483qhRIy5duvRGbSGzs7Np27YtN2/eJDg4WC7s5+Pjg4eHB0OGDJGL/72M5ORk5syZw/bt2wFwd3dnwIABr23T6xAcHCzn7P/+++/Y2toCcODAAbZu3cqQIUMYNGgQpqamhWqHQFCSSExMlEP5g4KCyMjI0Jg3MjKSvfuWlpaiYKtAqwiBX0gIgS8QlEwkSeLWrVucPn2axMREAGrXro2Dg4P8IF1YqFQq3n//fU6cOAFAp06d2LVrFw0bNizQ88TFxWFhYUFKSgoATk5OLF++vMDPU9xJTk5mxYoVrF+/HqVSiYGBAfPmzWPevHkibL+YIUkSvr6+/Pzzzxw4cIDmzZtz6dIlef6ff/6hefPmlClT5pXXDAsL02ifOGHCBLZv386ECRPYunWrPP7kyZPnFrg7c+YMo0ePJjQ0VB5LSkrSWvX7gQMH4uHhAeSEG3ft2pXBgwczaNAgzMzMtGKTQKCLqNVqHj16JIv98PBw8uoiPT09zM3Nsba2xtbWFlNTU1HTRVCkCIFfSAiBLxCUbJRKJZcvX+b8+fPyTr61tTWOjo6FmsMuSRIuLi7MmDGD5ORkypcvz4oVK3B2di4wb35gYCAffvgh4eHhJCcny/UHPv/8c5YsWYKFhUWBnEdXuHPnDlOmTOHMmTPUr1+fmzdvCu9MMSY5OZlHjx7JG1Lx8fGYmppibGzMtWvX3vj76enpyYEDB/jss8+ws7MDcrzl1tbWdOrUiXPnzlGmTJl8Xvu8aPPZKSwsTPbs5938AOjatSteXl7icy0QvAEZGRmEhITIHv74+HiN+QoVKsih/DY2NkIXCAodIfALCSHwBYLSQXp6OufOnePKlStyQZ6WLVtiZ2f3RuHBr0pYWBhjx47l5MmTAHTs2JFdu3bRqFGjAllfqVQSFRVFQkICixYt4tChQ0BOG6Fx48axYMGCUlWMT5Ik3NzcqFGjBr169QJy/o/Cw8OxsrLSsnWCF3HhwgU++ugjzMzM8Pf3lz1pfn5+tGzZ8q2iMfbt28enn35Kjx49OHv27HO99nkpLs9O4eHhstj39fWlY8eO+Pr6yvMeHh60a9euSNqDCgQljbi4ODl3Pzg4mMzMTI35mjVryoLf0tKy0Gv5CEofQuAXEkLgCwSli/j4eM6cOcOtW7cA0NfXp2PHjnTt2rXQwrklSWLXrl04OzuTlJSEgYEBy5cvZ8aMGa8VivwqfP311yxatEh+XbFiRaZNm8bs2bNLbXGhDRs2MG/ePObMmcO8efOoWLGitk0S/AeZmZmEh4fLaTTJycmYmppStmxZud1eq1at3mjtqKgoYmNjad68OWfOnGHUqFGEhYU999ji+OwUERFBTEwMbdq0AXJ+y2rXrk12djYdO3ZkyJAhDB48WCNdQSAQvBoqlYr/Y+++o6I4vwaOfxcEe2IligVB7BorGuwIpKmxBDExGCs2BMTEQoixYCV2LDGK3VhQ7EalKhbsRsEuIM1CUQTpMO8f+zI/icZE3GVXeD7neHKYmZ29S2DZ+5R7Y2Nj5dn9uLi4Au8Durq61K1bV57d/+ijj8RyfuGdiQRfTUSCLwglU2xsLL6+vvIMXtmyZenatStmZmZqa3MXExPDqFGj+PPPPwFl27ANGzbQtGlTlT2Hl5cXTk5O2NjYcPv2bc6dOwco+wRPmjQJZ2dnKlSooLLnex+83JvdyMiIpUuX0qdPH/Hh7D1w5coV+vbtWyARb9OmDSNGjGDQoEHv1B4vMjKSnj17cuPGjVfOff311zg6OtKtW7dC31/dbt26xahRozh16lSBRKRDhw4MGDCAgQMHUrt2bQ1GKAjvr/T0dCIiIrh37x7h4eFyLZ985cuXl5N9ExOTEvd3VVANkeCrmGiTJwiCJEncvXsXX19fubVO5cqVsbS0pGnTpmpJACVJYtOmTUyYMIHk5GT09fWZOXMmP/74o8pm8yMiIqhVqxZ6enocPHiQyZMnc/v2bQCaNWvG9evXmThxIr1795aXsRdnkiSxZ88eJk6cSHR0NACff/45y5cvV1kbQ0F9cnNz8ff3x8vLi3379pGVlQVAmTJlsLGxYeTIkXTt2rXQv6//tFx//fr1DBs2DFDu3U1JSXltkT5Ni4uLw8fHB29vb4KDg+Vkf8WKFTg4OADK3wExoCUIhSNJEomJifLsfmRkJNnZ2QWu+eijj+SEv27duipfnScUTyLBVxMxgy8IQl5eHleuXCEoKEiuSF+rVi0+/fRTtS13jY2NZfTo0Rw+fJi2bdsSEhKilg8EkiTRs2dPjh8/TrVq1ZgyZQr16tWjf//+AIwaNYqFCxdqrGJ4UXrx4gVz5sxh4cKFZGdno6+vz5o1axg6dKimQxP+o4SEBLZu3YqXl5e8zQbA1NSU4cOHM2TIEAwNDd/6vikpKUyZMoXVq1cDyhn83377jWrVqgGwe/duBg4cyODBg9m4caNKXos6PHz4EB8fH3bv3s0ff/wht9hbs2YN69atk5fxizaSglB4+XVd8qvz57fkzVeqVCnq1asnV+evVq2aGGATXksk+GoiEnxBEPJlZWVx9uxZTp8+LY/ON2rUCCsrK/mDvipJksSWLVto3bq13Nc+KysLHR0dlSX7L168wNbWFj8/Py5cuEDjxo3JzMws8H5XvXp1duzYUSJm8wHu3LmDk5MTfn5+XL16lebNm2s6JOEtSZLE+fPn8fLyYvv27fLAnK6uLq6urri7uxfqvgEBARw8eJAlS5YUOO7q6sr8+fOZNGkSHh4ecgyrVq3C2tqahg0bvtsLUjMrKyv8/f3lr9u0acOAAQMYMGAA9evX12BkgvD+e/HihVys7/79+/L7Ub4PPvhALtZnYmIi6sAIMpHgq4lI8AVB+LvU1FSCgoK4fPmyvLS1bdu2dOvWTe377H7++WeOHj3Khg0b5KT/XUmSRFhYWIFE9nWzCWPGjMHDw6NEzOZLkkRoaGiB77GXlxddunTR+mRNKCg1NRVvb2+8vLw4ffo0mzdvZvDgwYCyEF1CQoJKtmJERkaip6cn96LP//kpXbo0iYmJlC9f/p2fQ10eP37M3r178fb2JigoiLy8PPlc+/btOX36tFhSLAgqIEkST548kZP9qKgocnJyClxjaGgoL+evXbu22ur+CNpPJPhqIhJ8QRD+SXx8PP7+/vL+dX19fTp27Ii5uTn6+voqf76UlBRMTU158uQJe/bskZfRq1pkZOQ/toyrWbMmP/30E+PHj1fLc2ur69ev07p1a3R1dfnhhx9wc3PT6oRNeL1bt25Rt25deYZs0aJF/Pjjj4wbN46VK1fK16WmprJq1Sru3buHqakp48aNe+vBu4sXL+Lm5kaFChXkIo4A48ePp2zZsowfPx4jIyPVvDAVevLkCfv27cPb25vAwEAsLS3lNp4AGzdupFOnTqI+hSCoQHZ2NlFRUXLC/+TJkwLn9fX1MTY2lpfzV65cWSznL0FEgq8mIsEXBOHfPHjwAF9fX2JjYwGoUKECFhYWtGrVCh0dHZU+18OHD9mxYwcuLi7ysRcvXqg02Txx4gTdu3d/7Tl9fX2ysrJo0KABx44dKzG948PDwxk/frzc4aBOnTosWbKE/v37iw9b7zEnJydWrlzJ6tWrGTVqFKCsf9GjRw/u3LkjX9eyZUtOnTpVqBU6eXl58vtAfiG+zMxMQkNDadasGaD8EFeuXDmtmyVPSEggMTGRRo0aAcpOH3Xq1AGU3xMbGxsGDBggnxcE4d2kpKTIyX54eDhpaWkFzleqVEme3Tc2NlZb+15BO4gEX01Egi8Iwn+Rv8zd39+fZ8+eAcq961ZWVjRo0EBtSeDjx49p1aoVY8aMwdXVVWUrB14Xb+3atdHT0yMiIgJQFgqaMGECP/30E5UrV1bJ82ozSZI4cOAAEyZMIDIyEgBra2s8PT1FgvMei4mJoVKlSnLy3rdvX/bv3//KdQsWLGDy5Mnv9FyZmZkcOnSIU6dOsXjxYvn3bNKkSaxfv5558+bJAw3aKCwsjIkTJ+Lv709ubq58vEWLFtjY2DB48OASM+gnCOomSRIPHz6U9+9HRUUV2D6jUCioXbu2PLtvaGio8kkFQbNEgq8mIsEXBOFt5OTkcPHiRU6ePEl6ejoA9erVw9raulDVu/9N/hJjUM6obdiwgdatW7/TPVNSUgq831WsWJGUlJQC19SuXZuYmBgAqlSpwvTp0xkzZoxatiZom/T0dObPn8+CBQvIzMykWrVqREVFUbZsWU2HJqhA27ZtuXz58ivHe/XqxYEDB9QyWPfJJ59w7tw5vL29sbGxASAxMRE/Pz++/PJLrat7kZiYyP79+/H29sbPz0/eQ7xlyxbs7OwAZftCsXdYEFQnKyuLyMhIeYY/MTGxwPkyZcpgbGwsz/BXqlRJQ5EKqiISfBVTKBQOgAOgAzQSCb4gCG8jIyOD4OBgzp07J890tWjRgh49eqj0j64kSezcuZPx48eTmJhIqVKlcHV15eeffy50sr137155f//YsWNZsGABgwYN4tChQwAcOHCAXr168eeffzJp0iRu3LgBQIMGDViwYAF9+/YtEcvW79+/j7OzM59++ilOTk7ycdFT/P3m4eHBlClTXnuuUaNGjBw5kiFDhqi0531OTg6nTp3CzMxM3m7j5eXFyJEj6dChAyEhISp7LlVLSkpi//79+Pj4sHXr1vwPo3h4eLBp0ya5Gn/+dgRBEFTj2bNn8lL+8PBwMjIyCpyvWrWqXJ3f2Ni4RAzAFzciwVcTMYMvCMK7SE5OJiAggGvXrgHKNl3t27enS5cuKp3xffz4MQ4ODnIxrxYtWrBx40batGlTqPu5uLjQu3dvuTXeixcv5CXMqamplC9fnrNnz3L16lUkSWLmzJlycaAuXbqwaNEizMzMVPDKtN/LCf3Ro0dZuHAhnp6eNGnSRMORCYWRmppK586d+euvv+RjVapUISMjQ94Pq6enR58+fbC3t8fKykoty2I3b97M7NmzGTJkCG5uboByP//AgQOxsLBg2LBhWr1qpGPHjpw9e1b+ukmTJgWS/ZcHwZYtW0a/fv2oW7dugXtERUWxd+9enJ2diyxuQXgf5eXlERcXJ8/ux8TE8HKOp6OjQ506deTZ/Zo1a4qB6PeASPDVRCT4giCowsOHD/H19ZX3r5cpU4YuXbrQvn17lRbW8vb2Zty4cSQkJKCrq8vUqVOZNm0apUuXfqf7/j3BL1euHObm5pw7d45p06YxadIkFixYwKJFi+RZhEGDBrFgwQJq1679zq/rfSBJEi1btuT69etyfYJffvlF65ZXC//udVX081fLrF27lvPnz8vXGhkZceTIEZo2baryOCRJIicnBz09PQBOnz5N586d+fDDD3ny5Ik8I5eWlqZ1vbOfPXvGgQMH2L17N8eOHSMrK0s+16ZNGy5cuICOjg7Lli1jwoQJmJiYEBgYKCf5UVFRWFhYEB4eztKlS0WSLwhvISMjg8jISO7du8f9+/fl2kD5ypUrJ8/um5iYiBxHS4kEX01Egi8IgqpIksT9+/fx9fWVZ7srVapEjx49aN68ucpG0+Pj4xk/fjy7du0CoHnz5mzYsIF27doV+p5/T/DLlCnDihUrWLJkCSEhIdSoUQNQdhT45Zdf2Lx5M7q6uoSGhtK4ceN3f1HvifDwcCZMmMDBgwcBZT/jRYsWMXDgQDFbUoxcu3aNtWvXsnXrVnR1dYmNjZUH0e7fv4+RkZFaKuI/fPiQbdu2kZGRwc8//ywf79atG8nJyaxZs4YOHTqo/HnfVXJyMgcPHsTb25ujR4/y1Vdf4e3tDSgT+TZt2pCYmCgn+YCc3P898RcE4e0lJSXJs/sREREFBtxAWRQ4f3bfyMhIHlQUNEsk+GoiEnxBEFQtLy+Pv/76i8DAQLl4Xc2aNbG2tlZpBerdu3czbtw44uPj0dXVZfLkyUyfPv2dZ/Nf9vdCWg4ODsTHx2NnZ0dMTAzjxo2TzwUEBNClS5cS8cHh8OHDODk5ER4eDiiTlRUrVqhlllfQnPT0dG7cuEHbtm0B5e92gwYNSE9P5/Dhw+9c8PK/SE5OxsDAQC7AZWRkBMCtW7d4/vw5ZmZmWjW49Pz5c54+fVogzpe3s+jo6KCjo0NOTo5I7gVBDXJzc4mNjZVn9+Pi4gqc19XVxcjISE74DQwMtOo9pCQRCb6aiARfEAR1yc7OJiQkhFOnTsmj6Q0aNMDKygoDAwOVPEdCQgKOjo7s2LEDAB8fH/r166eSe/9dfHw8tWvXJisri6CgILp16yafu3btGq1ataJRo0acP3++RCxbz8jIwMPDg3nz5pGRkcG+ffvo06ePpsMS1Cg8PJwOHTqQlZVFXFycXDDv3r171K1bV21FrhISEggODi7wuz169Gh+//13fvzxR3799Ve1PK8qhIaG8ssvv3DkyBEyMzMLnBs/fjwuLi6YmJhoKDpBKP7S0tKIiIiQZ/ifPy+YR1aoUEFeyl+/fn35fU1QP5Hgq4lI8AVBULcXL15w4sQJLl26RF5eHgqFglatWmFhYaGyRHjv3r38+eefrFmzRq0j8devX2ffvn1MmzZNPnb16lXCw8MZPXo0FhYW8taBkiIiIoI//viDn376Sf7e379/HxMTEzErUgxlZWURGhoqF7iUJInmzZvz5MkThgwZwsiRI4tk28r48ePZtGkTe/bs4dNPPwWUW2hmz56NjY0Nn332mdpjeBs3b96kRYsWcteRfPv37+err74ClIOiJWEFkCBoiiRJJCQkyNX5IyMjyc7OLnBNjRo15Nn9OnXqqGU7kqAkEnw1EQm+IAhFJTExEX9/f27evAkoK3Wbm5vTsWNHlS6rz3+uAQMGMG/ePLXu2U1LS6NBgwZIksTu3bsxMTGR9+tHR0czffp0Zs6cSZ06ddQWg7ZJSEigYcOGfPzxx6xYsYLmzZtrOiRBjWJjY2nfvn2BZbBdunTB3t4eGxsbtVbCz8jIoFSpUvIH8KVLl+Li4kK3bt0ICgqSr8vJydHoh/SXC+rlJ/DZ2dmUL1+ey5cv07BhQwCmTZuGj48Ptra22Nraik4VgqBmOTk5REdHc+/ePcLDw3n06FGB83p6etSrV0+e3a9WrZoYuFYhkeCriUjwBUEoatHR0Rw/fpyYmBgAypcvT/fu3WnTpo3K2nE5ODiwatUqWrRowdWrV9XS5guUy2979+4NKPfavjxQMXjwYLZu3UqZMmWYOHEiU6dOLRFL948cOYKNjQ3p6eno6uri6OjIjBkz5P7hQvGTk5PDn3/+ydq1azl8+DB5eXkAfPjhh9jZ2WFvb0/Lli3VHsfFixfZsGED7du3Z8iQIYByxYGRkRGffPIJ69ato2rVqmqP42UvJ/f/VmSvRYsWhIaGyo9t0aKFnOznDwIIgqA+qamphIeHyzP8qampBc5/8MEH8uy+sbGx1nX3eN+IBF9NRIIvCIImSJLErVu38PPzIykpCYCqVatiZWVFo0aN3nmEPCkpCRcXFxwcHGjfvr0qQv5HmZmZREREyMuSJUli6tSpNG3aFC8vL4KDgwEwMDBg5syZjBw5stgv+Xvw4AETJ07Ex8cHgI8++ohff/0VOzs7MftRzMXGxrJhwwa8vLyIjIyUj5uZmWFvb88333xTpANd/v7+WFlZUaNGDWJjY+XBvsuXL2NoaCivuFGXt2mTl5yczIEDB9i5cyfHjx8vsHTYwsKCgIAAtcYqCML/SJLEkydP5Nn9Bw8evLLFplatWvLsfu3atQsU5RX+nUjw1UQk+IIgaFJubi6XLl3ixIkTpKWlAVC3bl2sra1V3l/+119/5fHjx7i7u6t12fDRo0f54osvKF26NNHR0Zw+fZrJkydz9+5dAJo2bcqvv/7KF198UeyT3WPHjuHo6Ci/9m7duuHr6ysvU87JyWHfvn0A9O3bt9gPfJQkeXl5+Pv7s3btWvbt2ycnq+XLl8fR0ZF58+YVSRySJHHt2jWioqLk1Tag7FV/9epV9u3bJ++BV5dly5bRr1+/V6rlR0VFsXfvXpydnV95zNOnT9m/fz+7du3C19eXIUOGsG7dOvk1eXp60qtXL1GgTxCKSHZ2Ng8ePJCL9cXHxxc4r6+vj7GxsTzDX6VKFQ1F+v4QCb6KKRQKB8AB0AEaiQRfEARNyszM5NSpU4SEhJCTkwNAs2bN6NGjh0r+SMbFxWFiYkJmZiYNGzZk/fr1dOrU6Z3v+zrR0dFMmzYNAwMDPDw8AOUy4ZUrVzJnzhwSExMBsLS0ZOHChbRq1UotcWiLzMxMFi9ezOzZs/n+++9ZvXq1fM7Pzw9ra2sAfH19sbKy0lSYgho9efKEzZs3s27dOm7fvs2UKVOYP38+oBzke/78OZUrVy6yeNLS0ujevTuXL1/m0aNHVKtWDVC2ujx79iy2trY0aNCgyOL5N0lJSaSlpcmDnufPn5dri7Rr1w5bW1sGDBhAvXr1NBilIJQsz58/l5fy379/n/T09ALnK1euLM/uGxsbU6ZMGQ1Fqr1Egq8mYgZfEARt8vz5cwIDA7l69Sqg7BltZmZG165d33mv2+HDhxk1ahRxcXEoFAqcnZ2ZM2eO2vbQSZIkz9BHRUVhZmbG6NGjSUtLw9PTk6ysLBQKBUOGDGH27NnUqlVLLXHgKYryAAAgAElEQVRoi6ioKCpUqEDlypVJS0vjzp07TJgwgZMnTwIwYsQIli1bBkC5cuWK/eqGkkiSJE6dOkW9evXkwpNHjx6lb9++2Nvb4+npWaTxxMfHU716dfnrQYMGsX37diZNmiQPzuV/jtSmn8eQkBCmTZtGQECAXO8AoH379tja2vLdd9+pfeuBIAj/I0kSDx8+lGf3o6OjC/xuKhQKateuLc/uGxoaqq020PtEJPhqIhJ8QRC00ePHj/Hz8+PevXsAlC5dms6dO9OhQ4d3aiP17NkzJk6cyIYNGwAwNTVl/fr1tGnThgoVKgDKIjuq7oM7bdo0Zs+eTffu3QkICCAyMhJXV1d27twJKBPaxYsXM3r0aJU+rzaKiIj412XFERERYjayhJg4cSJLlizByclJHuDJb2X1cvJdFLZt28a2bduYPn26PEMeGhpKr169GDRoEHPnzi3SeP5NfHw8Pj4+7Ny5kxMnTsgJRWBgIN27dweUWyVEIiEIRSsrK4vIyEh5/37+yr18ZcqUwcTEBBMTE0xNTUtsEVqR4KuJSPAFQdBm4eHh+Pr6yq1rPvjgA3r06MHHH3/8TjNqf/75J/b29sTGxqJQKBgzZoy8dFwdCX5eXh7bt2+nSZMmcv/wrKwsVq9eza5duzhz5gyHDx/myy+/VOnzaqOtW7cyePDgN16zZcsW7OzsiigiQZMkSeLixYtUr15dHtQJCgri008/pU+fPtjb22NlZaWxJNXd3Z1ffvmF3r17c+DAAfn4lStXaN68udb0rX/06BE+Pj74+vqye/duudiXs7MzFy9eZODAgdjY2GBoaKjhSAWh5Hn27Jk8ux8REUFGRkaB89WqVZOX89erVw99fX0NRVq0RIKvJiLBFwRB2+UXyQoICOD5c+X7f40aNbCysqJ+/fqFvm9ycjLOzs5s2rSpwPHHjx/LCb6qE/2XLV++HGdnZ7755htGjRpF9+7d5UGLLVu2YGBgwGeffaa259eUzMxMFi1ahJub22vP9+zZkx07dsgrKoSSJ3/FSz4jIyNGjBjBsGHDVF5889+kpaVx/PhxqlSpQteuXQFISUmhevXqlC1blrCwsHdOmgMCAjh48CBLlixRRcgySZKoU6cOsbGxgHKZcOfOnbG1teXrr7+mZs2aKn0+QRD+XV5eHrGxsfL+/ZiYGF7OV3V0dKhbt668nL9GjRpatUVIlUSCryYiwRcE4X2Rk5PDuXPnCA4OJjMzE4D69etjbW3NRx99VKh7/tsfTXX+DZk7dy6zZs1i+fLljBo1Sj6ekJCAqakpycnJ/Pnnn3z++edqi0FTXrx48cYEfs2aNQW+J0LJc+3aNdauXcvWrVt59uwZoPzg++WXXzJy5Eh69uypsa4LFy9epGfPnnz44Yfcvn1bfh/ZunUrOjo69OrV6z99pkpJSWHy5Mn89ttvAPj4+NCvXz+VxhobG8vu3bvllUL5FAoF3377Ldu2bVPp8wmC8HYyMjKIiIiQZ/jz3+/ylStXjvr168sz/EXZZlTdRIKvJiLBFwThfZOWlsbJkye5cOGCvOe0VatWWFhYvPX7mCYTfFAWnjM0NJQTldOnT/PHH38gSRKXLl3izJkz8lLb3NzcYtNj900Jvrm5OUFBQfISxZycHNE+rwRLT09nz549rF27Vi7ICFCzZk2GDRvGiBEjNNIqLjc3l9jYWLn1nSRJNGjQgPv37+Pt7Y2Njc0bHx8QEMDw4cN58OCBfOz58+dq/fAeHR0tJ/shISG4uLiwePFiQPl7tnHjRvr06VPktQ8EQVCSJImkpCQ52Y+MjCQrK6vANQYGBvLsft26dbVmm1BhiARfTUSCLwjC+yopKYmAgADCwsIAKFWqFJ988gmdOnX6z+1oXrx4If83fxXAl19+yejRo7G0tKR8+fKkp6eTk5Oj9lFzSZLo2LEjISEhjB8/niVLlsiJbVpaGm3btuXbb7/lhx9+UOvWgaIgSRLe3t54eHgwfPhwANavX8/kyZOxsbGR91tnZ2djZmbGZ599hpubm/g7VcLdvn2bdevWsWnTpgI9qC0tLVm8eDEff/yxxmLLzMxk1qxZHDlyhODgYHkAa9OmTWzcuJGxY8dia2v7yqz9y4ryM+uDBw/Q1dWVtzzkt6zU1dXFwsKCgQMH0q9fP6pWrVpkMQmCUFBubi4xMTFysb64uLgC50uVKoWRkZE8u29gYPBeLecXCb6aiARfEIT3XUxMDL6+vkRFRQHK5WzdunWjbdu2/3nG++UZ5b8X2ZszZw7Lli1j2bJlfPvtt6p/AS85fvw4M2fOZPfu3fL+2BcvXrB161bGjBkDgKGhodxTvrjM6P+T3bt3M2DAAEBZd2HevHl8//33oip4CZeVlcX+/ftZt24dvr6+gLIgZ36RvszMTEqXLq3BCP+nV69eHD58GHd3dzp27PjKrP3LNPmZ9dixY/z8889cvHhRPqarq4uVlZW8Z7+kVvoWBG2RlpZGeHi4PMOfkpJS4HyFChXk2X0TExOtnwwQCb6aiARfEITiQJIk7ty5g5+fHwkJCQBUqVIFS0tLmjRp8q8j2v+U4Ofl5dGhQwcuXrzIH3/8ofYE/3UcHBwIDg7GxsaGDRs2EBkZCUDLli1ZuHAhVlZWRR5TUZEkicOHD+Pi4iK3TDQzM2P58uV88sknGo5O0AYREREEBQUxbNgw+dhXX33F06dPWbJkCe3atdNgdBAZGcnevXvp3bs3UVFRWpvg58vfYrBr1y6uXLkiH7906ZLcAUSSpPdqllAQiiNJkoiPj5cT/sjISHJycuTzTZo0wdbWVoMR/juR4KuJSPAFQShO8vLyuHz5MkFBQfLy+9q1a2NtbS3vlX1b2dnZeHt7880338gzxwcOHKBatWp07NhRZbG/TmpqKiYmJsTHxxMQEEDHjh3x9PRk9uzZJCcnA8otBR4eHjRr1kytsWhSZmYmy5cvx93dXZ6xsLOz4/fff6ds2bIajk7QJk+fPqVGjRpkZWVx69YtGjVqBCj38mvDz0pKSgpWVlacP3/+lXPR0dFF3iXgTe7evYu3tzchISHs379fTupHjRpFXFwctra29OnTR8zsC4IWyMnJISoqSp7dNzMzo23btpoO641Egq8mIsEXBKE4yszM5OzZs5w5c4bs7GwAGjdujJWV1TvvKU1NTcXU1JTHjx/Tv39/5s2bR8OGDVUR9mslJSWxZ88e7O3t5WP79+9n3759bN26lZycHHR0dLC3t2fmzJmF7ijwPnj06BE//fQTGzZswNLSEl9fXzGTKLwiLi6O48ePM3ToUPnYgAEDiIyMZOTIkXz77bca/8yzbt06pk+fXmBPra6uLm3btsXf319r20RmZWVhYGAgDzDq6+vz2WefMXDgQHr37q3x76sgCErvw0obkeCriUjwBUEozlJSUggKCuLKlSvyH7u2bdvSvXv3Qu9NS0pKYurUqXh5eZGXl4euri6jR49m+vTpGBgYqPgVvCotLY2GDRsSHx+Pl5cXPj4+7N27F1Duv5s6dSouLi6UK1dO7bFoyoULF6hYsSKNGzcGlP9PTp48SZ8+fbT+A41Q9FJTU6lRo4a8qqd8+fIMHDgQe3t7OnTooLGfmZSUFKZMmcLq1asBZRvAdu3ace7cOfma+/fvU69ePa2qt3Hjxg127drFrl27uHnzpny8dOnSjBs3Tq7MLwiC8CYiwVcTkeALglASxMfH4+fnx507dwDlrFOnTp0wNzcvdIuZsLAwpk6dyqFDhwBlcj1lyhRcXFzUWtgmJiaGIUOGcP/+fW7fvk3p0qU5efIkP/zwg1wg6+OPP+bKlSslphidk5MTnp6eWFpasnTpUpo3b67pkAQtEx8fz+bNm1m3bh23bt2Sjzdv3hx7e3vs7OyoUqWKRmILCAjg4MGDuLq68ujRI7kbQHZ2NnXq1EFfXx9fX195u4G2kCSJsLAwdu3axc6dO7lz5w7Tp09nxowZgHJbxMGDB+nZs6fWF/sSBKHoiQRfTUSCLwhCSRIZGcnx48d5+PAhABUrVsTCwoKWLVsWOhkOCgpi0qRJcnJds2ZNZs2axdChQ9XWv12SJJ48eVJgOf6wYcMoU6YMR44cwcXFhQkTJqjlubXRjBkzmD9/PpmZmejq6jJ27FhmzpypsYRN0F6SJHH69GnWrl3Lrl27yMjIAJSzz19//TX29vZ069ZNK1aChIWF0aVLF/T09IiJiZEHI+/cuYOhoaFWLeOXJInr169TtWpVatWqBYCPjw9ff/015cqVo1evXtja2vLFF18U69VFgiD8dyLBVzGFQuEAOAA6QCOR4AuCUFJIkkRoaCgBAQE8e/YMAAMDA6ysrDA1NS3UB/u8vDy8vb1xdXUlIiICgKZNm7JgwQJ69uyp9mQhv4e1np4e169fx9jYGH19fUBZEHDdunV4eHjIS9qLo/DwcCZNmoSPjw+g7KLg7u7OqFGj1DbQIrzfnj17xrZt21i7di1//fWXfLxBgwaMGTOGiRMnajA6pYyMDG7fvk3Lli3lY+bm5ly/fh1vb2+++OILDUb3Zjt27MDNzY3w8HD5WPny5endu7ec7JcpU0aDEQqCoEkiwVcTMYMvCEJJlZOTw4ULFzh58qQ8i2dsbIy1tbXcg/5tZWZmsnr1atzd3UlKSgKgW7dubNy4Ue7RrQ7p6eksX76ctLQ0Zs6cKR9/8uQJlpaWhIaGMnXqVObNm6e2GLRFQEAAzs7OhIaGAhRYMiwIryNJEhcvXmTt2rVs376d1NRUevXqxcGDBwtcow2z+s+fP6ddu3aEh4cTExNDjRo1AOUAl56eHnXq1NFwhAVJksTly5flPfv5bT5BuRKhQYMGmgtOEASNEgm+mogEXxCEki49PZ3g4GDOnz9Pbm4uoNzDbmFhQaVKlQp1z2fPnjF//nyWLl1KxYoVuX//fpG/x0ZHR8udAypUqMDq1avlGKKiojAwMCi2s2c5OTmsWbOGxYsXExISQvXq1QHtSdIE7ZWamsrOnTtp2LAhXbp0AZRbe3r06MHw4cNxc3PT+M+QJEncvHmTpk2byseGDBnCli1bWLRoES4uLhqM7p/lD6Ts2rWLO3fusH//fvnc0KFDyc3NxdbWlk8//ZTSpUtrMFJBEIqCSPDVRCT4giAISs+ePSMgIIDr168DypZVHTp0oHPnzoXunx0VFcWdO3ewsrIClB9wlyxZwpAhQ965Xd+/WbNmDWPGjKFr164EBQXJSYkkSXTs2JG4uDjmzZvHN998U2yL8eXm5haoPt6/f3+aNm2Kq6urKPol/GczZ85kxowZWFpa4ufnJx/Py8vTit8dSZLo1asXR44c4cyZM5ibmwPw+PFjoqKiaNeuncYHJd4kJSWF6tWrk5mZCcAHH3xA3759sbW1xdraWt5uJAhC8SISfDURCb4gCEJBcXFx+Pr6yktJy5YtS5cuXTAzM3vnvdx79uzBxsaGWrVqER4ervYPrhcuXKB06dJyVe6srCwWLlzIqlWriI2NBcDMzIxFixbJs5XF1ZkzZ+jUqRMAtWrVYsGCBQwaNEirEx9BO6Snp+Pj44OhoSEWFhYAPHz4kA4dOmBnZ8fIkSMxMTHRcJTKlQZGRkbyz/Ts2bOZNm0aw4cPx8vLS8PR/bO8vDxCQkLYtWsX3t7exMXFyecqVarE5MmTcXV11WCEgiCoQ2ETfM0PqwqCIAjvFUNDQ77//nsGDRpE9erVSU9P5/jx46xcuZLQ0FDeZeDYwMCAli1bMnLkyALJfV5enipCf4WZmZmc3INyVt/NzQ1DQ0Pc3d2pUKECFy5coGvXrvTv319uI1gcmZub4+Pjg7GxMbGxsdjZ2dGpUye5+4Eg/JOyZcvy3Xffyck9wLZt24iOjmbevHnUr18fKysrdu7cKc9Ca0K9evUKDFilpqZSpkwZunXrJh/LyMhg//79ZGdnayLE19LR0aFjx44sXbqU6OhogoODcXR0pEaNGjx79qzAcv3k5GSOHz+uVfELglDEJEkS/97wD/gAkJKTkyVBEAShoNzcXOnSpUvSwoULpRkzZkgzZsyQfv/9dykiIuKd7pmRkSF/HRgYKLVs2VI6duyYCiJ+sx07dkiGhobSb7/9JkmSJD169EgaPXq0pKOjIwFSqVKlJCcnJykhIUHtsWhKenq6NGfOHKl8+fISICkUCmnYsGHSs2fPNB2a8B7JzMyUdu/eLX322WeSQqGQAAmQqlatKrm4uEg3btzQdIiSJEnS06dPpfT0dPnrnTt3SoDUtm1bDUb13+Tk5EhBQUHSo0eP5GMbNmyQv8/29vaSn5+flJ2d/drHL126VHrw4MErxx88eCAtXbpUbXELgvDfJCcn5793fiC9Rf4qluj/C7FEXxAE4d9lZWVx9uxZzpw5Q1ZWFgANGzbEyspKLuBWWNbW1vK+Xmtrazw8PGjVqtU7x/xP0tLS0NfXl7cbnD59mqlTp6JQKAgODgbgww8/5Oeff8bR0bHYFruKjY1l6tSpbN26lfr16xMWFlZsX6ugXpGRkaxfv57169fLW18AOnXqhL29PQMGDKBcuXKkpqayatUq7t27h6mpKePGjSvyXvYbNmzA1dWVkSNHMnv2bPn4tm3b+OKLL6hSpUqRxvO2Vq1axYwZM4iPj5ePVa9ena+//hpbW1u6du2Krq4uy5YtY8KECZiYmBAYGEjdunUBZV0UCwsLwsPDWbp0Kc7Ozpp6KYJQ4ok9+GoiEnxBEIT/LjU1lRMnTnDp0iW5Invr1q2xsLAo9Af1xMRE5syZw4oVK8jOzkahUDB48GDc3d3lD6Xq1L17d06cOIG9vT22trb88MMPXLt2DVAu+Z0/fz62trbFdq/62bNnyczMpHv37oCyAn9QUBCWlpbF9jUL6pGTk8PRo0dZt24dhw4dkrtyfPjhh9ja2hIcHMytW7fk61u2bMmpU6eKPMnPyckhIyNDft4rV67Qpk0bPvjgAx49elTooqJFJf93dNeuXfj4+JCYmAiAQqEgNjaWmjVrFkjk85N84JVjRfEeKwjC64kEX01Egi8IgvD2EhIS8Pf3lz+s6+np0bFjRzp27Fjownnh4eH8/PPPbN++HYDSpUvj7OyMq6trodv1/Rf37t1jxowZeHh4YGhoSG5uLqtXr2bu3Lk8fPgQXV1dbt68WWL6VXt6euLk5MTnn3/OkiVLaNy4saZDEt5DcXFxbNy4kXXr1hEREfGP1y1YsIDJkycXYWSvOnHiBM7OzjRq1IidO3fKx//44w/MzMy0+nc/OzubwMBAdu3aRVJSEj4+PvK5fv36ERAQwPPnz9HT05OvF8m9IGgHkeCriUjwBUEQCu/Bgwf4+vrKy3IrVKhA9+7dad26daHbZ124cIFJkyZx4sQJAKpUqcLPP//MuHHjimwJuaOjI9u2bcPKyoq6deuycOFC+VxSUpLWL+N9F3PmzGHmzJlkZ2dTqlQpHB0d+eWXX9Q6yCIUX3l5eQQEBODk5MTNmzdfOf/NN9/Ig3qalpaWRrly5QDlyiJDQ0OysrK4ffs2DRs21HB0b+fJkyfUrFnzlQKmenp63Lt3TyT3gqAFRBV9QRAEQesYGRkxYsQIbGxsqFy5MqmpqRw6dIjVq1dz+/btQlXcNzMzIzAwkEOHDtG0aVOSkpKYOHEijRs3Zvv27WqruJ8vOzub4OBgnj59ytixYwsk92FhYdSuXZuJEyfKy4+LGzc3N8LCwujduzc5OTksWbKEhg0bsnbt2mL7mgX10dHRwcrKiqFDh772/Lu23lSl/OQe4OnTp1hZWdGuXbsCyf2ePXsIDAxU+/vQu6pUqRIHDx6kf//+BY5nZ2czduxYLly4oKHIBEF4V2IG/1+IGXxBEATVyM3N5eLFi5w4cYL09HRAOQBgbW1NrVq1CnXPnJwcNm3axLRp03j48CEAkydPZsGCBSqL+5+e9/jx43z55ZfyscOHD7Nr1y42b95M//792bNnj1pj0AbHjh3DxcVFnnkdM2YMq1ev1nBUwvsoNTWVzp0789dff8nHKleuTHh4uLw65Pfff+f58+cMHz5ca1bJZGdny8vbc3NzMTIyIjY2lr1799K3b18NR/dmL+/DL1WqFLm5ufKg69y5c3F1ddVwhIJQsokl+moiEnxBEATVysjI4NSpU5w7d46cnBwAmjVrhqWlJZUrVy7UPV+8eMGSJUtYvHgxISEh8oxafqE/dUtPT6dBgwbExsbi5ubGsGHDqF+/PgAxMTGcPXsWGxubYlmULjs7m1WrVuHu7o6/vz8tW7bUdEjCe+pNVfRzcnIwNjYmJiaGMmXKMGjQIBwcHGjTpo2Go/6f5ORkJk2ahJ+fHzdv3pS3DPn6+vLkyRP69etXYBWAJv1Tkb1OnToRExODsbExQUFB1K1bl23btnHt2jXGjRuHkZGRhiMXhJJDJPhqIhJ8QRAE9UhOTiYwMFCesdPR0cHMzIyuXbsW+kPwy3tkAUaMGIFCoWDWrFkYGhqqJO7XSU5Oxs3NjaNHjxIaGkqZMmUA5QDDsGHD2LRpE+bm5ixatAhzc3O1xaFJf//eu7m5oa+vz6RJk7QmqRHeX1lZWWzZsoUVK1Zw9epV+bi5uTkODg7Y2NhoTRvHvLy8AjVG8jtxzJs3j6lTp2owsv/5r23ynJycaNGiBWFhYejo6PDVV1/h6OiIhYVFsRywFARtIhJ8NREJviAIgno9evQIX19fwsPDAWV1/C5dutChQ4d32n8bGRlJ/fr1ycvL49y5c7Rv315VIf+jjIwMObkH6NOnD0+fPuXSpUukpaUBYGtry/z58zE2NlZ7PJoSHh5Oo0aNyMnJoW7duvz6668MGDBAJATCO5MkiTNnzrBy5Up2795NdnY2AAYGBowaNYrRo0dTu3ZtDUf5P5Ik4e7uzubNmwkKCpJju3z5Mn5+fgwePJiaNWtqJLZly5bRr1+/VwrqRUVFsXfvXpydncnLy+PgwYN4enri7+8vX9OsWTMcHR2xs7OjfPnyRR26IJQIIsFXE5HgC4IgFI379+/j6+vL48ePAWVv7B49etCiRYtCJ4ZnzpzB39+fadOmFThmZmYm75tVl7Nnz9KxY0f09PQ4ceIE69atY8OGDUiShL6+Po6Ojri5uRV6W4I2kyQJb29vfvzxR6KjowHo2rUry5Yto1WrVhqOTiguHj16xNq1a1mzZo3cqUNXV5e+ffvi4OBA9+7dtWZQ6e/bhUaOHImXlxdDhgxh48aNmgvsLdy4cYMVK1awefNmXrx4AcCAAQPYtWuXhiMThOJJJPhqIhJ8QRCEopOXl8e1a9cIDAzk+XPl37IaNWpgbW2NiYnJO98/MjKSRo0aYWRkxLx58+jfv7/aEgBJkjh48CB3797lhx9+AOCvv/5izJgxhISEAMoWf9OnT2fMmDHo6+urJQ5NSktLY+HChcyfP5/09HR0dHSwt7dnzpw5VK1aVdPhCcVEdnY2+/fvZ+XKlQQFBcnHv/zySw4fPqy5wN5g27ZtrFq1irlz59KtWzcAHj58yPz58xk2bJhWD4Q9e/aMjRs3snLlSlasWMFnn30GQGxsLGFhYVhZWRW6DaogCP8jEnw1EQm+IAhC0cvOziYkJIRTp06RlZUFgKmpKVZWVnz00UeFvq+fnx+DBg0iPj4eUO7f/fXXX+nUqZNK4v43MTExmJqaUrduXXR0dLh9+zagfG0eHh6cOHGCr776ih49ehRJPEUlKiqKyZMns3PnTipWrMidO3eoUaOGpsMSiqHQ0FBWrVrF5s2b+eWXX5g8eTKg3MMfHh5O48aNNRzhP/Pw8GDKlCmYm5tz5swZTYfzr/Ly8lAoFPIg6dSpU1mwYAGNGjVi/PjxDBkyhIoVK2o4SkF4fxU2wRfDa4IgCILW0dPTo0uXLjg5OdG+fXt0dHS4d+8ea9asYf/+/fLs/tuysrLi/v37TJs2jXLlynH27Fk6d+5M//795WRbnS5fvkypUqWoUaMG169fZ82aNRgYGHDv3j369+/PsmXLsLS0ZOzYsaSkpKg9nqJSt25dduzYwcmTJ/ntt98KJPeXLl3SYGRCcdO8eXNWrVpFbGwsY8eOlY/v2bOHJk2aYGdnp8Ho3szc3BwbGxtGjx4tH8vKymLo0KEcPnyY3NxcDUb3Kh0dnQIroEqXLk3FihW5ffs2jo6O1KpVCycnJ+7cuaPBKAWh5CkRM/gKhSIHCP3/Ly9KkjTyLR4rZvAFQRA0LCkpCX9/f27cuAFAqVKlMDc3p1OnToWunB0XF8eMGTPw8vIiLy8PXV1dRo0axfTp099plcC/efz4McnJyXIrv8TERHr37s3ly5fJzMyUrzMyMmL9+vXFbjb/ZceOHePzzz+nd+/eLFq0iAYNGmg6JKGYmjZtGnPnzuWXX35h+vTpgLJvfVJSEtWrV9dwdP9s79699O/fnxo1ahAdHf1OhUeLQkpKCps2bWLFihUFBk1tbW3ZuXOnBiMThPePmMF/s2eSJLX6/3//ObkXBEEQtEOVKlUYMGAAI0aMoE6dOuTk5BAcHMzy5cs5f/58oWa2DA0N+f3337l+/Tq9e/cmNzeX1atXY2pqiru7u1xEStU++ugjObkH2L59O2fPnsXAwKDAdQ8ePMDS0pIRI0YUq9n8l4WFhVGqVCkOHjxIs2bNmDJlSqFXZwjCm7i7uxMeHs748ePlY4cOHaJ27doMHjyYc+fOoY2TXs2aNcPZ2RknJ6cCyf2oUaNYu3at2t6nCqtixYqMHz+eGzducOzYMXr16oVCoSjw/iZJUrF9TxMEbVBSZvATJEmqVsjHihl8QRAELSJJErdu3cLf35/ExERAOQBgZWVF48aNC100LygoiEmTJnHx4kVAWdxv1qxZDB8+HF1dXZXF/3chISH88MMPDB48uMCS4pfVqlWLzZs3F8vZ/Fu3buHi4sLRo0cB5fd93rx5fP/997vurGsAACAASURBVKJQl6BWTk5OeHp6yl+3bduW8ePHM3DgQMqWLavByN4sLCyM5s2bU6pUKeLi4rR6BQIoO6SULl1abhF4+vRpPvvsM4YMGcL48eNp0qSJhiMUBO1UZEX2FApFKcANWC9JUvRbPfj19+sKTALaAjWBfpIk7fvbNeP+/5qaQBgwQZKk4Ld4jizgOpAOuEmSdOItHisSfEEQBC2Um5vL5cuXCQoKknvM16lTB2tra+rUqVOoe+bl5eHt7Y2rqysRERG0bNmSS5cuqTXBB+WghSRJ//g8RkZGODo6EhMTw+LFi7Wm9ZeqSJLEkSNHcHFx4e7du4BovyUUjQsXLrBy5Up27Nghb5GpUqUKI0eOZOzYsdSrV0+zAb5GYmIiGzZs4OHDhyxatEg+PmXKFMqWLcvo0aOpWbOmBiN8sx9++IHFixfLX1tZWeHo6EjPnj3V/l4rCO+TIq2ir1AoUoHmkiRFvvWDX73XF0An4DKwh78l+AqFYiCwBRgHnAZGAyOBppIkRf3/NZeA123C/FSSpDiFQmH4//9tDhwGWvzXb5JI8AVBELRbZmYmp0+f5uzZs+Tk5ADQpEkTLC0tC92KLTMzk99++40WLVrIs+bp6emEhoZiZmamstj/7nWJe7169ejQoYO8f9XExAQXFxdGjhxJmTJl1BaLJmRlZbF8+XJmzZrFpk2b6Nevn6ZDEkqIhIQEvLy8WL16NQ8ePACUv4+9evXCwcEBa2trrV5R8uzZM2rWrElGRgbnz59X6/vUu5IkicDAQDw9PTlw4AB5eXkAGBsbM27cOBwdHQtdW0UQipOiTvD3AfskSdr41g9+830lXk3wzwGXJUka+9Kxm////K6FeI4/gWmSJF38h/OlKThYUBGIEQm+IAiCdnv+/DlBQUFcvXoVSZLQ0dGhbdu2dOvWjfLly7/z/efPn4+rqysTJ04sMGumKikpKQX+zujr68stAvN99NFHPH78GFDWEHB1dS2WiX5iYiJVqlSRBzzWr1/Po0ePmDhxYrF7rYJ2yc3N5fDhw6xcuZLjx4/Lxxs0aMC4ceMYMWKEVrZ+y8zMxMfHh8DAQNasWSP/7ixcuJBbt27h5OTExx9//Fb3DAgI4ODBgyxZskQdIQMQGRnJqlWrWLduHU+fPsXExIQ7d+6ImXxBoOgT/NHADGAbcAkoUOFDkqQDb31TXk3wFQqFPpAGDJAkae9L1y0DWkmS1O0/3LMykCZJUqZCoaiNchVAa0mSkv7h+hnA9L8fFwm+IAjC++Hx48f4+flx7949QJkod+7cmU8++QQ9Pb1C39fJyYkVK1awefNmtbTayq+WDTB27FgWLFhAUFAQX331FQD9+/fHx8eH1q1bk5CQQHS0cpdcrVq1cHV1ZcSIEcUy+X327BmmpqYkJiZibGzMokWL6Nu3b7HbpiBon9u3b7Nq1So2btzI8+fP0dfXJyYmRuv3vOfLy8vDxMSEBw8esHXrVr777rv/9LiUlBQmT57Mb7/9BoCPj4/aV9OkpaWxfft2ypUrx7fffgsoBy2+/fZb7Ozs+Oqrr7S+g4AgqFpRJ/h5bzgtSZJUqGG31yT4hkAs0EmSpDMvXfcTMESSpEb/4Z4dgTVAHiABM/6+x/9v14sZfEEQhGIgPDwcX19fHj16BCirO1tYWNCyZctCL7UNCwujSZMm8uO3bdtGdHQ0zs7OKinK5eLiQu/eveVtAS9evKBChQoA+Pr6snPnTvr27YuVlRUbNmzA3d2duLg4oPgm+pIksX37diZPnkxsbCwAlpaWLF26lObNm2s4OqEkSE1NZdu2bcTFxTFz5kz5+IQJEzA3N6d///7vNHioLpIkcfLkSbZt28bSpUspV64cADt37mTjxo04OTnxxRdfFHhMQEAAw4cPl7cpgDLJ0MSqhS1btvD9998Dyvoq48aNY+TIkVSrVqi62YLw3inSBF9d3pDgd5Qk6exL17kBgyVJalwEMYk9+IIgCO8pSZK4fv06AQEBJCcnA8pl7lZWVtSvX/+dZoFfvHhBgwYNePjwIbVr12b27NnY2dmpdGnpywl+amrqK1sNfvvtN8aOHYuenh7Z2dmAMtHPb6tVnPaxvnjxgvnz5/Prr7+SmZmJjo4OY8eOZdasWVSpUkXT4QklzPXr1/n444/R1dUlMjJSrhD/PrC2tsbPz49ffvlFHrB4/vw5kydPZs2aNa9cr6lcISYmhtWrV/P777+TkJAAQOnSpRk0aBCOjo60bt1aI3EJQlEprgn+Oy/RV0FMIsEXBEF4z+Xk5HD+/HmCg4PJyMgAlMXqrK2tqVGjRqHumZeXx7Zt23Bzc5OXy7ds2RIPDw8+/fRTlcT9bwl+eno6f/75J7m5uSQkJDB37lxiYmIA0NPT46effsLV1bVYJfoRERFMmjSJPXv2oFAouHTpkvigLxS5J0+esGrVKuLj41m5cqV8fN68eXTq1IkuXbpo7TaSu3fvsnHjRkaOHImxsTEBAQHY2dnx8OHD116v6VwhIyODHTt24OnpyeXLl+Xjd+/exdTUVIORCYJ6FXmCr1AougE/Ak1QLn2/Cfz6Nu3rXnPPfyqyd0mSpHEvHbsB7C9Mkb23iMUBcAB0gEYiwRcEQXj/paWlERwczPnz5+XKzR9//DE9evTI/yP61jIyMvD09GTOnDnyKgFra2s8PDxo1aqVymL/LzIzM5kzZw7u7u4AVKtWjYiICCpUqMC1a9eoUqXKezXT+CaBgYGEhITg6vq/jwLh4eGYmJhoMCqhJLt79y4NGzYEoEWLFjg4OPDdd9/Jg3TaKiAggL59+5KSkvLa85pO8PNJksTZs2fx9PQkKSmJY8eOyef279+Pubk5BgYGGoxQEFSrqPfg2wEbAB+UResUQEegHzBUkqQ/3uJeFYD84bcrwEQgEEiSJCnqpTZ5Y4CzwCjAHmgmSdKD19xSpcQMviAIQvHz9OlTAgICCA0NBUBXV5cOHTrQpUuXQu9fT0xMZO7cuaxYsYKsrCwUCgV2dnbMnj2bunXrqjL8f/Xo0SMWLFhA06ZNsbe3B8DCwoKgoCC8vLwYPnx4kcZTFG7fvk2LFi3o3bs3CxcuxNjYWNMhCSVMZGQkc+fOZevWraSnpwPw4YcfMnToUMaNGycn/9ro3r172NracuXKlVfOvXjxQt6/ry1yc3Pl7VCPHz+mTp06KBQKBg4ciKOjo1a3CRSE/6qoE/ybwO+SJC352/GJgL0kSU3e4l7dUSb0f7dJkqSh/3/NOGAyUBMIBVwkSTr51oEXgkjwBUEQiq/Y2Fh8fX3lglJly5ala9eumJmZFXovfUREBG5ubmzfvh1Q7hl1dnbG1dWVSpUqqSz2t5GdnU3r1q0JCwvD1NSUW7duoaury9WrV7l8+TL9+vWjcuXKGolNVdauXcvYsWPJzc2ldOnS/Pjjj0ydOlXrZ0+F4ufp06ds3LiRlStXcv/+ffn4p59+ioODAz179tTaNnCvK7LXqVMnTp06pcGo3uzatWuMGjWKc+fOycc++eQTHB0dsbGxQV9fX4PRCULhFXWCn4lyBv3e346bAqGSJBWb8r0iwRcEQSjeJEnizp07+Pn5yYWcKleujKWlJU2bNi30PtqLFy8yadIkgoKCAKhSpQr79++nc+fOqgr9rezevRsnJyeGDRvGnDlzABgzZgxr1qxh+PDheHl5aSQuVQoNDWXChAn4+/sDYGhoiIeHB4MGDdLa/dBC8ZWXl8fx48dZsWIFR44ckZe6GxkZMXbsWEaMGKGVFeFTUlKYMmUKq1evBpQtQpctWwYoX9OjR48wNDTUZIivdf78eTw9Pdm5c6dcdLRGjRp4e3tr7H1XEN5FYRP8wvUJgmjA8jXHLf//3HtPoVA4/P9e//OajkUQBEFQH4VCQaNGjRg7diy9evWiQoUKPH36lN27d+Pl5VVgJutttGvXjoCAAA4fPkyzZs1QKBS0aNFCxdH/dzY2NoSHhxfYs166dGn09PSoUKECmZmZgHJVg62tLXv37v2nW2mt5s2b4+vry969ezExMSEuLg47Ozs+//xzrdlHLJQcOjo6fP755xw6dIh79+7x448/UrlyZR48eMDUqVOpXbs2v//+u6bDfEXFihVZtWoV/v7+ODk5sWjRIvncgQMHqFevHhMnTtRghK/Xvn17tmzZQnR0NLNmzaJmzZo8ffqUxo3/13QrOTlZvBcIxV5hZ/DHAkuB9cAZlEX2OgNDAWdJkl7tsfGeEjP4giAIJUtWVhZnzpzhzJkz8ixQo0aNsLKyKvRsW25uLrdv36Zp06aActXA2LFjGThwIBYWFiqL/W0NGDCA3bt3A8o+0z/99BMpKSlMnjyZzp07Exz8v7q5kiS9V7PgGRkZLFmyhDlz5jBt2jSmTJmi6ZAEgbS0NHbs2MHKlSu5fPkyZ86cwdzcHICkpCTKlStX6DogRcHJyQlPT09cXV2ZO3eupsN5o+zsbK5cuUL79u3lY507dyYjIwNHR0cGDhyo1d9rQdBEFf1+wA8oq+jD/6ro7y/UDbWUSPAFQRBKptTUVIKCgrh8+bKc3LZp04bu3bu/875uHx8fvv76a8qWLUt0dDRVq1ZVUdRvJyMjg3Xr1jFv3jzi4uIA5ZLWFi1a8N133zFkyBBAOejRrFkzLCws8PDw0FgtgcKIi4ujatWqcqvAwMBALly4gLOzc7FqHyi8XyRJ4urVq7Rq1UoeOHNwcGDXrl0sW7aMQYMGaTjCf3b27Fnq168vV6y/efMmTk5OTJ06FUvL1y3w1Q4xMTGYmprKq5WqV6/OqFGjGDNmTLHpLiIUL0WW4CsUCl2Us/XXJEl6+lYPfg+JBF8QBKFki4+Px9/fn9u3bwOgr69Px44dMTc3L3TxpidPnuDu7k716tX5P/buPKzqom3g+PewKCjukvsuCCpCaQRuCYpLj+aWj1YqplbuS5n6lmaa5Va4a1ni1qbllqYlCLgjpiaKpCLIoii4IBx2OPP+cTrzcAQUTBZxPtd1ruTHnGHOjwNxz9xzz8cffyyv3717l+rVqz+RcRdGXoF+w4YN+fDDD3nrrbc4ePAgr7zyCrVq1eL69etG1autra0xMXncHX/FKysrCycnJ1ls0MvLi969ez9VmQlK2aTT6XBwcODixYv4+vrKQDk1NRULC4tS/R4dOXIkGzZsoF+/fqV+a098fDzffvsta9asISYmBtCfojJgwAD+7//+j+eff76ER6go/1PcRfbSAHshREShn/yUUQG+oiiKAvojsHx8fGQAbGVlhZubG05OTk8kwD1y5Ag9evTgvffeY/r06VSuXJnk5GSZLaDVaqlYseK//joPk5aWxjfffMOCBQuIjY0F9IH+zJkzadq0Kffu3WPIkCGy/YsvvkhcXBxbt27FxcWlSMf2JOh0OrZs2cLMmTO5efMmAD169GDp0qXY2//vAKCsrCx27doFQL9+/TAzMyuR8SrPlqysLP744w9eeeUVGdBPmzaN3377jXHjxuHp6Vkq/xaNjIzEy8uLN998U6bDJyYm8ssvv/Dmm2+WykwZw8/4ypUrOXxYfzDXTz/9xODBg0t4ZIryP8Ud4J8CZgohDhb6yU8JjUYzHhiPvhBhCxXgK4qiKEIIQkJCOHjwIAkJCYA+zbNbt27Y2Nj8q1W28ePHs2bNGgBq1qzJnDlzePPNN+WKfnEE+Ab5BfqzZ89m9OjRANy+fZumTZuSkpJCbGws1tbWgD5dV6fT0apVq2IZ6+NISkris88+Y+nSpWRkZGBmZsaECROYM2cOVatWxdfXFw8PDwB8fHzo1q1bCY9YeRbpdDqaNm0qC31aWVkxbNgwxo8fX6p/vgAWL17MjBkz6Nq1K76+viU9nIc6d+4cGzduZPHixZibmwOwdu1aIiMjGTduHA0bNizhESrPquKuov8R8IVGo+mt0WjqaDSayjkfj9lnqSKEWC2EaAk4P7KxoiiK8kzQaDS0bt2a8ePH06NHDywtLYmPj+fHH39k8+bNcnX/caxatYqdO3dia2vL7du3mThxIi+88IL8fHJysnwUNQsLCyZOnMjVq1dZvnw5derUISoqSh4/B/pJiFu3buHn5yeDe4D58+fTunXrUl2Aq1KlSixcuJCQkBBeffVVsrKyWLZsGXv37iU5OZmffvpJtv3pp5/kfVfVt5XiZGJiQnBwMKtWrcLe3h6tVsvatWtp3bo17u7ubN++naysrJIeZp5q1qxJvXr1GDZsmLym0+nkUaSliaOjI0uXLpXBfVZWFgsWLGDRokU0adKEgQMHEhAQoH7+lafG467g63J8mLMDDSCEEKb/dmClhUrRVxRFUfKTlpbGkSNHOHnyJNnZ2QA4ODjg7u7+2IXoMjMzH7m337Avt7ikpqbyzTff4OHhIVPZr169ysGDBxkxYoTReN944w1++eUXjhw5wksvvSTb7t69m//+97+lspjVgQMH8Pb2ZuvWrQ9tFxERQePGjYtnUIqSgxACf39/Vq9eza5du9Dp9H+K169fn3fffZe3336bWrVqlfAojaWnp2NiYiID5z179jB48GCmTp3KZ599VsKjy192djZ79+5l5cqVRpOarVu3ZuLEibz55pvFlk2lPNuKO0X/5Yd9XghxqNCdllIqwFcURVEeJSEhAX9/f4KDgwF90SZnZ2c6deqEpaVloft7VKq/ubk5Tk5O7Nq1i7p16z7WmP+tt956i40bN+Lp6cnGjRuNPnfv3j2qVq0qX8e8efOYM2cOvXr1Yt++fSUw2kf77rvvjFYb87Jp0yaGDx9eTCNSlLxFR0fz9ddf88033xAXFwfofycMGjSICRMm4OLiUiqL8r377rusW7eOGTNmsHDhwpIeToGEhISwatUqNm/eTEpKCgCjR4/mm2++KeGRKc+CYkvR12g0ZkAXIFwIcSivR2H7VBRFUZSnWdWqVenfvz/vvPMOTZo0ITs7mxMnTrBixQqOHz9e6DRarVaLVqvl1q1b8tqHH37IK6+8grW1NZmZmYSEhMhjqkBfjKtPnz4EBAQ8qZf1UO3ataN27dqMHTtWXktMTCQjI4Nq1aoZBRj29vZ07tzZ6Oiv5ORkevfuzfr160tFmvGgQYMeuao4YcIEunXrxu7dZepEYOUp06BBA+bPn09UVBTfffcdrq6uZGZm8sMPPzBmzJiSHl6+vvrqK3x9fZkyZYq8dunSJfr27cvx48dLcGT5a9WqFWvXruX69et4eXnRrFkz3n77bfn5sLAwfHx8VPq+Uqo87gp+EuAghLj2xEdUyqgVfEVRFKUwhBBcvXoVHx8fubpWtWpV3N3dad26daFW1vKqoi+E4Nq1a1y9etWo+FvLli0JDQ1lz5499O7dG9BX5t+0aRMuLi64uLhgb28vj7h7EjIyMozS86dMmcLu3bv56KOPGD58+EO3Gvz000+8/vrrNGvWjCtXrsj7otPpSuzYvZz3+0EWFhakpaUBsGHDBkaMGAHAmTNnmDdvHs7Ozjg7O9OuXbvH3p6hKI/rzJkzrF69ms6dO+Pp6Qn8r5jk22+/TbNmzUp4hHkbNWoU3t7evPrqq0/FxNmDv58MWQl2dnZMmDCB4cOHU6lSpRIcoVKWFHeK/i5glxBiY6Gf/JRQVfQVRVGUf0On03Hu3Dn8/f1JSkoCoE6dOnh4eNCkSZMC9VGYY/JOnjxJYGAgQ4cOpUaNGgB8/PHHfPrpp7JNpUqVePHFF2XA/9JLLxllAfwbmZmZ2Nracu3aNQAaN27MRx99hKenp9yDm1N0dDRbtmyhWrVqMgtACIGTkxO2trZ4eXnRoEGDJzK2gnpYgJ+QkMC1a9cICgqiZ8+ecmwrVqxg8uTJRm1btGghA/7+/ftTr169Ih+7ojxo7dq1jBs3Djs7Oy5evFgq0/YvX77MkiVLGDlyJK6uroB+YmLv3r0MGjSo1B9ROXPmTFavXo1WqwWgcuXKjBgxggkTJmBjY1PCo1OedsUd4L8LfAJ8D5wGjEr6CiF+LXSnpZRawVcURVH+jczMTAIDAzl69CgZGRkA2NjY0K1btycWXOfn+PHj7N27l8DAQIKCgvKswN+0aVMZ7Lu4uODk5PTIIn/5SUlJYd26dSxcuFBuL3hUoJ/TuXPncHJywsLCgri4OLkSFhsbS40aNR57XAUlhODnn39m8eLFjBw5EgBvb2+mT5/OoEGD8gyQQkND2b9/P0FBQQQFBREREWH0+cOHD9OpUycATp06RWhoKM7Oztja2pZYpoLybDh06BALFy7klVdeYeLEiYC+YOa6desYNmyYPIKztPnyyy+ZNm0aPXv2ZP/+/SU9nEdKTExk06ZNrFq1isuXL8vredUnAVi+fDn9+/fPdfxeVFQUO3fuzDVhqDy7ijvA1z3k06qKvqIoiqI8IDk5mUOHDnH69Gl0Oh0ajQYnJyfc3NyKJaUzOzubkJAQAgMD5Wr/xYsXc7V7MFU2Ojqa+vXrF2r1L79Af9asWQwfPjzfQF8IwdmzZwkJCTEqeNenTx+OHTvGhg0b6Nu3b4HHURLi4+M5deoUQUFBnDp1im3btsnMi8mTJ7NixQpAv9LXrl07udLv7OysVvqVIiGEkD+/Gzdu5K233sLS0pI33niD8ePHY2Njw5o1awgLC6N58+aMGzcu30yW4rBmzRrmzJnDokWL5ESbECJnsFMq6XQ6Dhw4wMqVK9m3bx+zZ89m3rx58nNarZYNGzYwZcoUmjZtir+/vwzyo6KicHNzIzw8nGXLlqkgXwGKOcB/lqgAX1EURXmS7ty5w8GDBwkNDQX01a9dXV1p37495cuXL9axJCQkcOrUKaOgf8qUKcyaNQuAmJgYGjRoQP369QkPD5eBeXZ2doH28qekpPD111+zaNGiQgX6OWVkZGBjY0NUVBQhISG0bNkSgPDwcGJjY3F1dX1qVsJXr17N1q1bOX36tKzIndP169flqQjXrl2jWrVqpTqgUZ4+v/76Kx9//DHnzp2T1ypUqGD0fnR0dOTo0aMlGuSnpKRgZmYms3b27dvH66+/zrRp05g9e3aJjaugwsLCqFKlCtbW1gDs3buX119/nQEDBuDv7090dLQM8gEZ3D8Y+CvPtmIJ8DUazT7gdSHE/X8+/ghYLYRI+OfjGsARIUTLwgy+NFMBvqIoilIUoqKi8PHxISYmBoCKFSvSpUsXXnjhhRILWIUQZGRkyIkGX19fevXqRevWrTl79qxs17FjR7RardzL7+Li8tCU8/wCfS8vL/r37//IcWVnZxMUFCT36AK8//77eHl5MWbMGNauXftvXnaxy8rK4uLFizKtPygoiHv37hEZGSnb9O7dm99++81oP7+zszOOjo7FPhGklC1CCI4dO8bq1avZtm0bOl3uxNxFixYxffr0Ehhd3gzHck6bNo0lS5aU9HAK7Z133jE6Ws/S0pLU1FQ5yZmZmamCeyWX4grws4E6Qoi4fz5OBJyEEOH/fFwLuKFS9BVFURTl0YQQhIaGcvDgQe7evQtAjRo16NatGy1atCgVRbFSU1OJjY2ladOmgH5FvVKlSrKegEGVKlXkPn4XFxecnZ1lsT+DBwP9H3/8kSFDhjzWuKZPn85XX33F5s2b6devHwC3b99m+fLlDBkyhFatWj1WvyUlMzPTKKPBxcWFkydP5mpnbm5Ohw4d8PPzKxXvD+XpNnToUL7//vtc121tbdm6dStOTk4lMKrcdDodv/32G23btpVZLleuXOHjjz9mxowZpWac+RFC4Ofnx8qVK/n1119zHatnbm5OWFiYCu4VI8UV4OuA2jkC/CTAUQX4iqIoivL4srOzOX36NIcOHZKpsg0bNsTDw4P69euX8Ohyu379ukzpP3nyJKdOnSI1NTVXOxsbGxnwDxgwgNq1awP6QP/7779n5MiRMtX/u+++IyMjg2HDhhUodR8gLS0NU1NT2X7dunW8++67ODk5GWUcPK3i4+P5888/jVb6b9++TadOnTh8+LBs5+LiQsWKFdV+fqXQFi9ezIwZM/L9/Msvv8z69etL5TF7hiPq/vOf/7B3796SHk6BRUREsHDhQtatWyevqQBfyYsK8J8wdUyeoiiKUtzS0tI4duwYgYGBZGVlAdCqVSvc3d1LbcVr0K8+X7hwgcDAQPnIWU0aIDAwkJdeegnQV5OPjIykQ4cO1KlTh9TUVJo1a0ZsbCwbN26U53gXlp+fH8uXL8fNzY0pU6YA+smTV199FXd3d8aMGfPQowZLOyEE165dIzExEUdHRwDu379P1apVc7WtU6cOzs7O9OnTh1GjRhX3UJWnhFarpWPHjkZ78m1sbHBwcGD37t1UrFiRmJgYWQg0Z8G+knbu3DkWL17MuHHj6NChA6B/PX5+fvTu3bvU1ubIWVDP1NQUjUZDVlYWTZs2Ze/evWzcuJEJEyYU+zGhSulTnCn6tYUQ8f98nAS0EUJE/PNxmQnwDdQKvqIoilLcEhMT8ff356+//gLAxMSEF198kc6dO1OhQoUSHl3B3L17l6CgIAIDAzl16hQ7duyQe8fHjBnD119/zQcffMDixYtJS0tj2bJlbN68mePHj8uANSwsjEaNGhV4RT8vhw4dokuXLlStWpVbt27Jol1ZWVml/oztgjCcjpBzlf/ChQtkZ2cD+r3L3t7egH4i5p133qFt27ZqP78iabXaPKvoR0dHc+7cOXr37g3og/vOnTvj6OjIxx9/XOTHfD6OpUuX8t577+U6DaS0yBnc51Vkr0aNGty5cwczMzPefPNNpk+fLguLKs+e4lzB3w+k/3OpD+AHGA7WLQ/0VAG+oiiKovx7t27dwtfXl7CwMADKly9Pp06dcHZ2/ldBb0lbsGAB27ZtY86cOXL/vI+PD927d8fU1BRHR0ecnZ3lpMAnn3xSqNT9nO7cucO2bdtITk5m2rRp8rq7uzumpqZ4eXnh4ODwxF5baZCSksLZs2cJCBPEDgAAIABJREFUCgrCwcGBbt26AfDXX3/x/PPPy3bm5ubyXjs7O9OlSxcaNWpUUsNWSrkTJ07Qvn17LC0tiYmJKZVZRV5eXsydO5cvv/yS0aNHA/qJidTU1FIxObp8+fJHHpPXvHlz+Tsf9EeXzpw506jIqPJsKK4Af0NB2gkh3ipwp6WcCvAVRVGUkhYeHo6Pjw83b94E9Geou7u706ZNm1KTLvtvbdu2jcmTJ8vX+KAKFSrQvXt33nnnHVxdXfNMSy+ouLg4ateujRCCqKgomQobGxvL/PnzGThwIO7u7oA+7X/Pnj0sXbr0sb9eaREVFcWGDRs4deoUJ0+e5Pbt20afnz9/Ph999BGgL1h4+PBhuZ+/rLzPlMdnKBR35coVxowZI697enri6urKsGHDSsUWmPv372NhYSGzU37//XeGDh3KzJkzjSb5Ssry5cvp379/rv32UVFR7Ny5k8mTJxMUFMSiRYvYuXOnLMjXpUsXDhw48FRP7iqFUywB/rNIBfiKoihKaSCEIDg4GD8/PxIT9f+fr127Nh4eHrLC/dNOCEF0dLQs4Hfs2DH+/PNPmW6ek52dHT169GDZsmWP9bXCw8M5fPgwI0aMkNc8PDzw9fUF9NXFQV/8D2DHjh0FOtLvaSGEIDIy0ii1f968eXTp0gWA7du389prrwH/289veLRr1+5fTbAoZUdQUJCsrVGtWjXefvttxo8fX6qKxRlOCpg6dSpeXl4lPZxCuXTpEkuWLGHz5s307duXn3/+WX6uNNVDUIqGCvCLiArwFUVRlNIkMzOToKAgjhw5Qnq6fsdcs2bN8PDwoFatWiU8uicvIyODwMBAli5dyv79++VrBn0Bwr/++kvupX/99ddp1KgR77//PtbW1oX6OkIIXFxcCAoKyvPznTt35tChQ/LjyZMnc+vWLT766COZ4h8TE0NAQAANGjTg5Zdflm1TUlKwsLAotUW/8rJ9+3bmz5/P+fPn85xg2b17N6+++ioASUlJmJubY2FhUdzDVEpYYmIiGzZsYMWKFYSHhwNgamrKgAEDmDx5Mu3bty/xIDQrK4vt27fTsWNHebrE1atX+fzzz/nggw+ws7MrsXHt2rULgH79+j20Jsj169fJyMigSZMmgH78PXr0YMqUKYwcObJUbD94WhTmvpe0xw3wEUKox0MeQGVA3L9/XyiKoihKaZGcnCz2798v5s2bJz755BPxySefiF27dpXp/19ptVqxZMkSUbNmTQEIQDRr1kxs3LhRXL9+XQBCo9GIhIQE+Zzvv/9eeHl5iePHj4vU1NSH9q/T6cSZM2fEzp07Zf+TJk0SgOjVq5dRWxsbGwGIw4cPy2vbt28XgGjfvr1R2xdffFFoNBrx22+/yWunT58W//nPf8SMGTOM2u7Zs0f88MMPIiYmRl7LyMgQSUlJQqfTFfxmPSHJycni6NGjwsvLSwwZMkQ0bdpUAOLq1auyzaJFi4S5ublo166dGDdunNiwYYMICQkR2dnZhfpamZmZ4ueffxY///yzyMzMfNIvRcnHk7jvWVlZYvfu3cLd3V3+7ACibdu2YsuWLSI9Pf0Jj/rfGTNmTJ4/18XJx8dH3icfH59CPXfq1KnyuTVr1hSffvqpuHv3bhGNtGz5N/e9uN2/f98w1sqiMPFrYRo/iw8V4CuKoiil2Z07d8TPP/8sg/z58+cLX19fkZaWVtJDKzJarVYsXrzYKNBv2rSpmD17tpg1a5ZR286dO8s25ubm4sUXXxQTJ04U33//vbh69WqeQfOtW7fkc65fvy5u374tbt26ZdRm69atYtmyZSI2NlZe8/PzE926dROTJ082amtraysAcejQIXltx44dAhCurq5GbV988UUBiN27d8trBw8eFIBo3bq1Udtp06aJvn37iqNHj8prN2/eFN98843Yu3evUduEhASRkpLyRCYJ4uPjjfrx9PQ0CuoMj0qVKgk3NzejyYqHeZr+8C5LnvR9P3funBg1apQoX7687Ld27dpi7ty5uX6OSkpgYKDo27evCAgIkNe0Wq3w8fEp0ok0nU4ntFqt0Gq1YtSoUfL+jBo1Sl4vyNdPSUkRq1evFk2aNJF9WFlZiffee09ER0cX2fifVk/qvhc3FeA/+cB+PHAR+FsF+IqiKEppFx0dLby9vWWgv3jxYnHy5EmRlZVV0kMrMklJSTLQr1ixooiLi8vVxsvLS7z66qviueeeyzMIrVmzpujdu7ecGLl//75RgP8kApLU1FRx8+ZNo0mXiIgI8e2334rt27cbtR0/frzo0qWL+PPPP+W1/CYDnJ2dc00G+Pn5CUDY29sbte3evbsAxObNm+W1v//+W3Tt2lW8/fbbRm1/++034e3tLcLCwuS1jIwMERcXl+dKrE6nExEREWLr1q3i/fffF506dRIVKlQQgChXrpzR6/7www9F3759xWeffSZ8fHzE3bt3hVarFePHjxe9evWS971Xr15i/PjxpfYP76ddcQQ88fHx4rPPPhN169aV/ZcrV05s2rTpCb2KJ2v58uUCEIMGDSqyrxEeHp7n76Gcj4iIiAL3l5mZKX744QfRpk0b+Xxra+tSlzFR0p70fS8ujxvgqz34j6D24CuKoihPCyEEly9fxtfXV1ZIr169Ol27dsXe3r7E98IWFa1Wy+nTp432vY8ePZrOnTvzxhtvYGZmhhCCa9euERgYSGBgICdPnuTMmTNkZmbm6u/zzz/nww8/BOC3337j7Nmz2NjY8N///le22b17N6amppQvX55y5cpRvnz5R/7b1PTxThEWQpCSkkJ6errR0WT79+8nOjqanj17yqJmp0+fZu7cudSrV4+1a9fKtq6urgQGBhrtnQ8ICMDNzQ17e3suXrwo2/bo0YMDBw6wadMmhg8fDsDZs2d54YUXqFOnDjdu3JBtZ8+eTVBQEFOmTKFXr14A3Lt3j02bNpGeno6tra0sTnj37l1efvllLly4UKjX7+fnR/369Y2ulStXzuhIv6ioKDIyMozaGN7vZmZmRm2vX79uVMshJ1NTU6O2N2/eJC0tLc+2Go3GqG1cXBypqan5vo6GDRvKMd2+ffuhbevVqydrNty9e5eUlJQ8Xxvoi20a3lsJCQm52ub03HPPYWZmRkRExCOLc166dAlbW1s53vj4eHQ6ndFDCIFOp8Pe3l5W0I+JiSE8PFy2ycjI4NChQ+zcuZNLly5x7Ngx2rdvD+jfr4a9+3n16+7uLr/3ly5dIiAgINcYDI/evXvTokULAC5evMiOHTvybfvaa6/Rrl07AEJCQli3bh1BQUGcOnWKDh06YGdnh06nIzs7m8GDB9OjRw/Z7/z58/Ptd8SIEQwYMACAv//+m4kTJxp9/ubNm1y+fPmh971Ro0bUqFGDnDHa8OHDmTJlCgA3btzglVdeATBqk5iYSHx8PO3atSMgIADQHxPq7OyMhYWFUVvDv/v168eCBQsAfa0QwzGaebXt2bMnK1eulNcN75+82rq5ubFhw/8OX7OzsyMlJSXPtq6urkbFA1u3bs2dO3fybOvk5MQff/whr7/wwgtER0fn2bZFixYcP34c0BdLHTZsGA+zZcsWWVy1tFB78ItuJV+l6CuKoihPlezsbHHq1CmxZMkSuaL/7bffiqioqJIeWrE4fPiwTMmPjIzMt11qaqo4ceKEWLp0qRg8ePAjV3hyMjMze2T7Bx9btmyRz//9999FgwYNxGuvvWbU76BBg0T37t1Fnz59xGuvvSbeeOMN8dZbb4kxY8aISZMmiQ8++EDMmjVLzJs3TyxatEgsW7ZM/PXXX/L5t2/fFrt37zbaDiCEEJcvXxZnzpwRly9fFrGxseLu3bvi6tWrYtOmTeKXX34xajt79mzRq1cvo/oCAQEBAhB2dnZGbQ2ZARs3bpTXzpw5IwBRp04do7aGe9yvXz+j/fyP88iZobB37958MzQA0bBhQ9n26NGjonHjxvm2rV69umx7/vx50apVq3zbWlhYyLbXrl0TLi4uDx2zYUU8Pj5e9OjR46Ftk5KShBD6GgiPem8askyys7PFuHHjHto2PDxcCCHEli1bHnmPFyxYIF/fnDlzHto2KChItl28ePFD2/r7+8u27dq1e2jbnFtNNmzY8NC227Ztk223bt360Lbe3t5G75+Hta1SpYpYtWqV0c9Bfo9FixbJfoOCgh77/f3gY9q0abLfiIiIh7YdM2aMbLtt27aHtvX09JRttVrtQ9s++LvqYW1feeUVo7aGjJ68Hi+//LJR25xbrx58tGvXzqhto0aN8m3bsmVL2S4tLU1Urlw537ZvvvlmqdzW9rgr+KW3bKCiKIqiKI/FxMSEdu3a4eDgwPHjxzlx4gQxMTF4e3tjb29P165dqVGjRkkPs8g8//zzLFq0iPv37xsd1+Xn50fnzp1l1WQLCwtcXFxwcXEBYOvWrQXqXwh9xf309HTS09PJyMjI9985lStXTv47MTGR6OhoWRXbICAggPj4+EK93hUrVuDo6AjoVyP79u1LixYt+Pvvv2WbAQMG5LtybmJikmfGwdmzZ+nUqRMATZo0wd3dPdfxeLa2tuh0Oo4ePcqVK1coV64ciYmJODo6UqFCBdavXy/7M6zUvvTSS8ycORPQZyEYViPzYmZmRoUKFdBoNGRnZ6PVagGoUKECWq0WjUbDtm3biIuLk+MH/WpwcnIygNHZ7D/++CPXrl3D3NxcthVCGLXV6XRoNBq2bNlCSEgIZmZm8nsnhJAr75aWlrLfTZs2ERgYiKmpqdE55YbVf8PXMrT9448/MDExMWpryCrIeW3z5s1s3boVjUZjVO3bkHmS89p3333HmjVr0Gg0ckVfCCFPQch5ikOFChUwNTXN84QE0GcIdO/eHQB/f3+WLl2Kubk5VapUwcTEBBMTExISEsjMzKR69epyHIbz2ytUqECjRo1k25iYGJKTk2nQoIH8fpw6dYozZ84A+pXYypUrY2JiwuXLl7l79y42NjbUrFkT0B9r+cknn1C9enXc3Nxkv8HBwdy4cYNWrVrJn/XY2FhmzZqFtbU1AwcOlG3//PNPrl69iqOjI61atQL0GQ/Tp0+ndu3ajB49GlNTU0xMTAgMDCQ4OBghBDdu3ODKlSukp6czdepUGjVqxMSJEylfvjwmJiYcO3aMkydP0rZtW7nSDzBp0iRatGjB+++/L1/b0aNH2bdvH2FhYXne9y+++EJmWx09epS9e/fSpk0bRo0aJdtMmTIFR0dH3nvvPerUqYNGo+HkyZP88ssvtGzZksmTJ8u2n3/+uVH/zZo1w8XFhZCQEGxtbeXPIcDEiRN54YUXGD9+PLa2tmg0Gs6fP8+3335Lo0aNmD9/vmw7YcIE2rZty7vvvkubNm0AfYbFypUrqVu3LkuWLJFt33//fVq1asWoUaNo164dGo2G8PBwlixZQs2aNY2OOp01axbNmjVj7ty5dOjQAY1Gw/Xr15k7dy6VK1c2ykqaP38+devW5b333qNbt25oNBri4uKYOXMmlpaWfPvtt7LtypUrsbGx4fTp03ne93nz5hn9jD7tVICvKIqiKGVU+fLlcXNzkymbZ8+eJTQ0lEuXLtG2bVtefvllo+CnrLCysmL69OlG186ePUvXrl2xtbVl9uzZDBkyJNfxSIbgMTk5WR45eOvWrVz3SKPRcOTIkUeOQwhBZmamDPZz9tOtWzdOnjyZ63irr7/+Gq1W+8jJg5wfG9KSQR+4OTs7G6WOG+5J5cqV5XNz0ul0pKam5koZv3//vvx3QkICfn5+PPfcc0Ztzp0799B7ceLEiVzXrl27Jv/drFmzfJ8L+iOtEhNzZ6aePn2aSpUqGV1zcXGRRxnGx8fLsR49elS2CQ4OBvQBcl7bM6Kjo3NtpWjatCmXLl2S47GwsCA7O9soVTgwMBBApnWDcRq9EAJLS0s0Gg1ZWVkA1KhRg7i4ONmmXLlyZGZmsnnzZqysrADk6zE1NTV6ryQmJso+7ezs0Gg08vtqmPwwsLKyIjk5mc8//1xOKAUGBuYb3BvG27t3bzQaDWlpaSQmJmJubm40+VS7dm1u3brFkCFDZGp3UFAQd+7cwczMjKSkJNk2JSWFjIwM7t69K1PYMzIy0Ol0mJiYcPDgQTl5VLVqVVJSUqhSpQrOzs6APjU+MjJSBuoGt2/fJjk5mdDQUAYPHiy/R9evX0ej0TBt2jT5HnN1dSU+Pp7s7GzZb2xsrNye8v3338vv2Z07d7h//z5VqlTB2tqanTt3snv3bvnePXbsGF5eXjRu3Jjff/+dq1evYmVlJSfasrOz5Xvi888/l79r7t27x507d/K979OmTZMp5rt27SI4OJjExESjo/z27dtHZmYmc+bMkUFpQkICt27dIiwsTE6agP44PcNrDw4O5urVq/JaWFgY3333nWz7888/o9VqmTdvnvxdlZSURHR0NBcvXjSaMIyIiCA1NZWzZ8/y9ttvA/otCX/++ScVK1aUWzsAfvjhB27evElsbKz8HqekpBAeHk65cuUYOHCgbHvt2jWSkpKoX78+48aNA/RbVE6ePImZmZnR74stW7Zw+fJlIiMj8fb2BvSTZH///TcmJibyfQb6LTz37t3L9743a9bMKM3/aacCfEVRFEUp4ypVqkSfPn146aWXOHjwIJcvX+bUqVOcO3eODh064OrqarRqWBZdu3aNGjVqcPnyZYYNG8ann34qA/0PPviAPn364O7unut5FStWfOxJEI1GQ7ly5YxW7g2qVasmg4ycDPvVH1e7du04efJkrus5A20hBFlZWY/MPsi5771+/fps3rw516SIp6cnnTt3LlA2g+HfOfd+GwLZJ6Fu3bry39WqVcuzjb29fYEmZ3Jq0KCB/LeZmRmVK1fm3r17RrWZXnjhBfbv3y8ndR70YDYH6APknJo0acLly5eN7rurqys//fQTWVlZRhMuBjmDaIMH36/29vb8+eefRpM+BTn7PTY21uhjw8SEgYODA7du3aJx48bymmEVPSsri5iYmFx93rt3L1egZdifDvpJNsPkxOHDh2nVqhWTJk2S49XpdERGRhaoX8P73MDR0ZHAwECj72fOSZOIiIhc/eZ1zwF27txJamoq+/fvp3Xr1uzZs4c6derk2TbnhFZhGCbuHsy2MkwE5dWvVqs1CsQNBg4cyN69e1m9ejWLFy+Wk4g5J7OqVKmCVqvN8/6mpqYa1ekwyPleM9zXB3/f1axZk5s3bxITE5PrPZGRkcH58+cf2q/h5+TBCalatWpx+fJlbty4YVQXBPTvk3PnzuXq91mhiuw9giqypyiKopQ1ERER+Pj4yD/gK1WqhJubG46OjkZpvGWNVqtl9erVLFmyRK6i1alTR96HMWPGsHjxYkxMTGTgqdVqy2SWQ2mi1WrZsWMHS5YskdsIWrduzdSpU+nbty9WVlZydS3n360PXjM1NcXCwkJeMwSKVlZWcmXWsJJckP4M/zU3NzfamhAXF4cQgho1asgJj8TERLRabaH7zTkpERMTQ2ZmJnXq1JGvIyEhgdu3bxeov5z3IecKakREBCkpKTRo0ED+LZuQkEBoaCgHDx5k06ZNMmW8efPmeHp64u7uniu7BPRFzgzCw8O5f/8+DRo0kKn0iYmJ+aafPyzmcHR0lPcyICCAr776ir1798qtE1WrVqVPnz4MGjQo18TIw/p1cHCQWymio6O5ceMGtWrVkpMSGRkZRiveBen3zJkzbN++ndmzZ+Pm5kZsbCyhoaHExcUxZMgQ+VxDgbcHGTJlEhISGDRoEADbtm2jatWq2NrayomYuLg4Ll26RJUqVWQaPOgn6x6cbHnUfWjevLl8r12/fp3FixdTr149memUkpLCuHHj+M9//oO1tXWB+23SpIm8l1qtlqCgIMqVK0fHjh1lmz///DPfiZL81K9fX05wpKenc/jwYQA8PDxkm3PnzhllwDxqvGlpaTz33HPUqlVLTjKGh4fLTJ/S+Hv+cYvsqQD/EVSAryiKopRFQgguXLiAn58fCQkJgL7Cdrdu3WjevHmZrbgP+lXP1atX88UXX+RKl23UqBHe3t55ruYrRSs5OVlNrJSAuLg4oy0pD27DKCmJiYls2LCBlStXyrRyU1NT+vfvz5QpU2jfvn2p+T21evVqJkyYwNChQ9myZUuBnlOa7rth/Obm5gwfPpwPPvjAaOtPWVKa7vujPG6AX3an6RVFURRFyZdGo8HBwYHx48fj4eGBhYUFcXFx/PDDD2zZsiVXem5ZUqlSJWbOnElERIQ8IsogMjKSrl27MmbMmDzTnxWlrMk5kVKaJlUqV67M5MmTuXTpErt378bd3Z3s7Gx++eUXOnbsyIsvvsiWLVvy3P5Q3OLi4jA3N8fV1VVee3CLwINK031v1aoVnTt3JjMzk/Xr12Nvb8/AgQMJCgoq0XEVhdJ034uKWsF/BLWCryiKojwLUlNTOXLkCEFBQXKvY5s2bXBzc8tVOb2syW8VsEGDBmzcuFEGFo97jr2iKE/G+fPnWb58Od99950sKtivXz927txZwiPTp75Xr15dbgnw8/Nj9OjRzJo1i5EjRxa4Hz8/P/bs2cPSpUuLaqj5On78OIsWLeLXX3+V19zd3dm/f3+etUSUoqVW8BVFURRFeWyWlpZ0796dCRMm4ODgAOgrjq9atQofHx953NezJGc9AhsbG2xsbAgNDZXX4uPjC723VFGUx+fg4MC3335LTEwMn332GXXr1mXo0KHy83fv3uXs2bMlMrZ69eoZHZ24du1aIiIiCjyepKQkxo4dS9euXVm2bFmJTFq0b9+e3bt3c+HCBTw9PTEzM8PKysoouFeLw6WfWsHPh0ajGQ+MRz8J0kKt4CuKoijPkhs3buDj4yMrNVtaWtK5c2fatWuXq5L60y6vFfyhQ4eyZs0aKlWqhFarlUey3blzh+rVqwMwdepUli1bRp06dbC3t8fOzg57e3v5MJxRrShK0cjMzMTExERm13z++ed89NFHjB07ljVr1pTo2FJSUvD29qZ3796yEF1kZCRr165l8uTJRlX3/fz8GDlypFEF+8TExFxHQRa3qKgo0tPTsbGxAfTj79mzJ1OmTMHT01MWg3yaaLVa1qxZQ1hYGM2bN2fcuHFP9DSPJ0kV2SsiKkVfURRFeVYJIbhy5Qq+vr7y/OuqVavStWtXWrVqVSaC16SkJKP/v+dVZE8Iwa1bt7h06RIvv/yyvP7GG2/w448/5tt3lSpVcgX9jo6O8igxRVGerPfee4+VK1eyYcMGubKfnJxMRkZGvkcnFqdJkyaxcuVKevbsyf79+0lKSmL69Ol89dVXudqWxhht+vTpLFmyBNAfUzdlyhTGjh1rCEJLPa1WS4cOHQgODpbXHB0dOXr0aKkM8lWAX0RUgK8oiqI863Q6HX/99Rf+/v7y6LG6devSvXt3o7O1n0Y7d+5kwIABAIwdO5ZFixYVatXs/v37/P3334SGhho9wsPD5dneOQ0fPpxNmzYB+tXHzz77TBa0KmuZEYpSEq5fv461tbVMK1+6dCmzZs3C09OTSZMmYWdnV2Jj+/333/n000+ZO3cuJiYmuVbtcyqNMVpycjLr16/niy++IDo6GtAXLR07dixTpkwxykooDdLT0/Hx8SE4OJjg4GD8/f3zPFpv0aJF8sjA0kQF+EVEBfiKoiiKopeRkcGJEyc4fvy4rFxta2tLt27dcp2d/DSZOnUqffr0eaJH46WlpXHlyhVCQ0ONJgBGjBjBlClTAAgNDaVly5ZUrFiRpKQkmRGxcOFCbt++bbTyXxpWHxXladS3b1+jonE9e/Zk8uTJdO/e3ajORnExxF7+/v4PDfAHDhxIamoqCxYsoE2bNvK5pSFzKjMzk59++olFixYREhICQM2aNYmJiaF8+fIlMqZr167xxx9/ULlyZV5//XVAXzzWysoqz8nWnN5++23WrVtXHMMsFBXgFxEV4CuKoiiKMa1Wy6FDhzh9+rT8g/P555/Hzc2tVKY5llZhYWEsXLgQIQTr16+X11u1asXFixeN2taqVcso4Dc86tatWyr+4FeU0koIgb+/P8uXL2fPnj0ywLazs2PSpEkMHz68xI5LS0pK4t13381zq0+lSpVISkriwoULtGrVCoAffviB6dOnM3jwYL788kvZNjExsUTiFJ1Ox759+1i4cCGurq4yfV8IQUhICK1bt36iXy87O5uwsDDOnz9PcHAw/fv35/nnnwdg69atDBkyBFdXV44fPy6f069fP6ysrGjTpg2XLl3C29s7V79qBf8ZowJ8RVEURcnb7du38fX15dKlSwCYm5vTvn172rdvr45U+he+/fZbgoOD5ar/9evX821buXJl7OzsmDFjhtxqYDh7W6X8K4qxq1evsnLlSry9vUlKSgL0dUVGjx7NhAkTSmzLUV5F9vbt20dkZCQjR46Uv09nzZrFZ599xjvvvMPXX38N6IPpmjVrYmJiwvHjx2VBvLi4ODIzM4ttEjAzMxNzc3MAAgICcHNzo2vXrsycOZOuXbsWegy3b9+WgbzhERISQmpqqmyzZMkSpk2bBsCVK1eYNGkSLi4uzJkzJ88+tVotHTt25Ny5c/Ka2oP/DFIBvqIoiqI8XGRkJD4+PjIQtbKyokuXLjz//PMlkgJb1iQmJhql+Rv+ffXqVbKzswH4/vvveeONNwA4cOAAffr0oVevXuzatUv2c+nSJRo0aECFChVK5HUoSmmRmJjIxo0bWbFiBVevXgX0x2L279+fKVOm0KFDh2LPjElKSmLGjBmsXbsWgB07dtC/f/9c47548SKVKlWSq/p37tyhZs2aaDQatFqt/PmeN28ec+bMMZoMAPjjjz+wsbGhcePGRfb7eenSpXzwwQfy99MLL7zAzJkzGTBggDzx4EE7d+7kxIkTBAcHc/78eW7cuJFnO0tLS1q3bk2bNm3473//S/fu3QtDy76gAAAgAElEQVQ1NlVFX1EBvqIoiqIUgBCCixcvcvDgQe7duwfo92R269YNW1tblUZeBNLT0wkLCyM0NBRXV1fq1asHwIoVK5g8eTIDBgxg+/btgP77U6VKFbRaLY0aNcoz3d9w/J+iPCuys7PZt28fy5cv5+DBgwDUrl2byMjIEstC8vPzY8+ePSxdurTAz0lJSSE8PNwoJf69995jxYoVLFiwgA8++ACAhIQEWc8jISFBVr8/fvw4sbGxODs706BBgyfyOiIjI/Hy8uKbb76Rq+6GgDo1NZUbN26watUq2b5bt27ye2DQtGlT2rRpY/Ro2rRpvpMEZY0K8IuICvAVRVEUpeCys7M5deoUhw8fln/UNWrUCA8PDxmAKkVLp9MRFRVFZmamTNe9ffs2LVq04O7du/k+77nnnssV9L/00kvq7x/lmXDhwgVWrFhB8+bN5X7s7Oxsli5dyrBhw6hVq1YJj7DwMjIyyMzMlDUGrly5wmuvvUZycjJhYWGynaenJ5s3b+bTTz9l1qxZgL5i/qJFi7C3t2fw4MGFWu1PTk7mwoULBAcHExQUxI0bNwgMDOTu3bs0a9ZMZk3cu3ePqlWrArB69WpCQ0Np06YNDg4OtG7dulAnmpRFKsAvIirAVxRFUZTCS0tL4+jRowQGBso0zdatW+Pu7q4qwpcQIQTx8fG5jvQLDQ0lJiYmz+ccPnyYTp06AXDo0CFOnDhB586dad++/b8eT1GcXqAoT9KuXbvo378/derUISoqqszUtXiwGv+8efPYu3cvH3/8Mb179wbg9OnTtGvXDmtra6Oj5VatWkVUVBRDhgzBycmJ8PBwuUfesGf+6tWrRsf8de3alV27drF+/Xrq1KlDQEAADRo0YMSIEXz99deMGTOG2rVrF98NeEqoAL+IqABfURRFUR7f/fv38ff3l0WNTExMcHZ2pnPnzlhaWpbw6BSDpKQkLl26lCvwP3r0KDVr1gTg/fffx8vLi8mTJ7Ns2TJAn+Y7atQoo1X/Fi1aPLIq+c6dO2VRwDFjxrB48eJnfrVOKX38/f356KOP6Ny5MwsXLgT0wfG+ffvo0aNHmQn48/L333/j5eVF+fLlWblypbxuOOWjefPm3Lhxg5SUlDyfX7t2bRwcHGjTpg0uLi689tprudqsW7eOd999l/LlyzNixAimTZtG8+bNi+w1PW1UgF9EVICvKIqiKP9ebGwsvr6+hIeHA2BhYUHHjh156aWXyvQfyWXJ1q1b2bNnDwMHDpTFv44fP06HDh1ytc1vn3+NGjUA/YRCzr+rGjVqhLe3t1rNV0qlnBXiDxw4QI8ePWjYsCETJ05k1KhRZTYr6dNPPyUwMJBly5bJ7T5Dhgxh69atso2FhQV16tQhIiKCxo0b8+233+Lg4MBzzz3HoEGDiI+PZ+HChbi4uAD6bQ8mJiZoNBoOHjzIrFmzCAwMBPQTwK+99hozZszghRdeKP4XXMqoAL+IqABfURRFUZ6csLAwfHx8ZMpnlSpVcHd3x8HBQRXiewpFR0fzyy+/GK3637lzJ9/21tbW2Nvbs3v37jyDIrWar5R23333HVOnTuX27dsAVKhQAU9PTyZNmoSdnV0Jj67ghBDcvHnTKL1eq9WyY8cO2cbV1ZXAwEB++uknBg8eDMCZM2fYuXOnXJ1v3rw5169fx9fXFysrK9kO9Kv4t27d4tSpU7Rr1w7Qb3sYMWIEAwYMwNvbGyEER44cYd68eUZF9rp3786vv/5K+fLli+mOlD4qwC8iKsBXFEVRlCdLp9MRHByMn5+fPIu6Tp06eHh40KRJkxIenfJvGfb55zzaLzQ0lKioKEAfECUlJeVbCbtRo0bMnj2bmJgYLC0t5cPCwsLo47yuGY4LU/Knah/8e6mpqfzwww8sX76c8+fPy+s9e/Zk8uTJdO/ePVdRupK87ykpKVy8eDHXXnnDJIWBiYkJycnJWFhYAPrjNxMTE+nZs2ehfzcLIThz5gwXL15k4MCB8vi+zz//nI8++oihQ4eyZcsW2b5hw4bEx8fj5ubGgQMH6N69O97e3ty/f59mzZphamr6WD/bBb3vj3N6QVFTAX4RUQG+oiiKohSNzMxMAgMDOXr0KBkZGYD+GCUPDw+ee+65Eh6d8qRptVouXbpEbGwsvXv3zveP9UaNGvH666/LPc8FZWpqSlZWlvx46NCh+Pj44OXlxZtvvgnoC4fNmDGjQJMFOa/16dNHHpsWExNDcnIytWrVkhXAnxaq9sGTJYQgICCA5cuX8+uvv8rCcnZ2dkyaNInhw4dTsWLFErnvFy5cYO7cuZw/f54rV66g0+lytTExMcHW1lZWrm/Tpg09evQo0lXz9PR0rly5gqmpKfb29oB+wqRatWqkp6dz584dEhMTSUtL47fffmPatGn07duX8PBwJk2axLBhwzhw4ACNGjWiZcuWD93iVZD7npSUxPTp0/nqq68A2LFjh9yCVNJUgP+EaTSa8cB4wARooQJ8RVEURSkaycnJHD58mD///BOdTodGo8HJyYkuXbqo//eWYXkF+GPHjmXRokWEhISwceNG0tLSSE1NNXrkd83c3FxmhAD06tWL33//nY0bN+Lp6QnA3r176dOnT6HHmpSUhJWVFQBvvfUWGzduZMGCBcycORPQTxy4uLgUaNIg5+c+/vhjWZfgxIkTXLhwgeeff16mM6elpXH27Nl8+y1s/QpV+6DoXL16lVWrVrF+/Xr5PqxatSqjR49m7NixNGvWTLZ90vd93bp1bNq0iWHDhjFmzBhAH+A7ODjINjVr1sTR0dEomG/ZsmWpKXaalZVFRESE3OsPMHfuXBYvXszzzz/PsWPHgP+l/Ru2GBiOLzx+/DhhYWG4urrKPh71fvfz82PkyJFERkbKNomJiaVm0ksF+EVEreAriqIoSvG4c+cOBw8eJDQ0FAAzMzNcXV3p0KHDM70PsywqikBTp9MZpUXHxMRw79496tWrR/Xq1QG4fv06hw4deuRkwYMf+/v7y2B67Nix/Pjjj3z22WeMHz8egKNHj8rjBAsjOjqa+vXrA/pU4mXLljFz5kwWLFgA6IPGh1UVNzMzy3Mi4YcffpCro7t37+aXX36ha9eujBgxIs+JFXd3d9544w0sLS3l5/P6b5cuXWR2TXh4OGfPnqVevXqygBro91jn9/z8/uvk5ETdunUBuHnzJufOnaNatWo4OzvLfg8fPkxGRkah+m3WrBn16tUD9Cd6XLhwAUtLS6MCbufOnSM1NVU+pyD91q5dW443LS2NS5cuYWZmRqtWrUhKSmLjxo18+eWXREZGYmJiwh9//IGHh0eu+z548GA++OADOXlUpUoVeVxcVlYWV69eJSsrC41GI9Pqg4KCuHjxIps3b5avbdWqVaxevZp+/frJ905mZiZbtmzB1taWtm3b4uTkJF+D4XesjY2NfF/fvHmTu3fv5hrjw1SoUIHGjRvLjy9dukR2djZNmzaVaf7x8fFGx+wVRLly5WSQrtPpOHXqFNu3b+e7774jNjYW0H8fRo0axZtvvknNmjX59NNP2bZtG6NHj2by5MnyHuRVrG/UqFEIIfD29s71udIUGz9ugI8QQj0e8gAqA+L+/ftCURRFUZSiFxUVJdavXy8++eQT8cknn4jFixeLoKAgkZWVVdJDU56QHTt2CEAAYuzYsSIxMbGkh/SvpKeni+joaHHlyhURHBwsTp48KQICAsT+/fvFjh07xPfffy/Wr18vVq1aJZYsWSLmzZsn/u///k8kJSXJPr755hvx6quvii1btshrV65cEU2aNBG1a9cWVatWFeXLl5f37WGP8+fPyz4++eQTAYgxY8YIIUSBnp/fw8/PT/a7evVqAYiBAwca3YvH6fenn36Sz//5558FIDp37mzUr7W1daH7XblypXx+QECAAISdnZ1Rv61atSp0vx9//LF8fkhIiABEjRo1jPrt0qVLofv19PQUPj4+4ssvvxSDBw/+V9+rnI8Hv0cajUYA4ubNm/La+PHjC91vp06djPp97rnncr3/5s6dW+h+8/se/f7778Lb21vY2dk9sXvz4KM0uX//vmFclUUh4ld1Lo2iKIqiKKVKgwYNeOutt/j777/x9fXl7t277Nu3j5MnT9K1a1fs7OxUIbWnXP/+/ZkyZUqZKfZWrlw5uRL/uEaPHs3o0aONrjVv3lweLWmg0+lklkFe2QapqalGq6rdu3enYsWKtGnT5qFf38LCAnt7e3m6gfhnJVP8b9HLqOZAnTp16NSpk8wUMGjfvr3Rcx/sI69rhgwLw9dwcnLKlbnQsmVLucJc0H5zjtfS0pLmzZvTqFEjo37r169PSkpKvn3l9d+cKdxmZmbUrl0716kQVatWxdraWvb7sNMlDDZt2sSmTZtyXa9QoQJt2rShTZs2BAcHc/HixUIVnTNkCBhUr14dIYTR8ytWrCi3ixTUP6vLRv3qdDqjApoVKlTA2tq6UP3mfD8YPra2tqZChQq89dZbeHp6MmXKFNauXYu5ubnR9yM7O1t+/ezs7ALd97JGpeg/gkrRVxRFUZSSk52dzenTpzl06BApKSmAfgLAw8ODBg0alPDoFOXp87DaB6Vl73FZVNBg3MbGRgbzhr3yTZo0yVWVX9FPuGRkZMgtXMeOHaNjx4706NGDGTNm0KVLlzzv29ChQylfvjzr16/Ps8/SQu3BLyIqwFcURVGUkpeens6xY8c4ceKErJTesmVLunbtmmu1R1GUvKkieyXjwftuZWWFVqvN1W7EiBFs2LChOIdWpixdupRp06bJEwPatm3L6dOn5efNzMzYvHkzr7/+OgA//vgjw4cPNzp9oywU2VNTQYqiKIqilHrly5fH3d2diRMn4uTkBMDFixdZvXo1+/fvl6v7iqLkz9fXV/577NixnD9/XgX3xeDB+z59+vQ82z243UEpnKlTp3LlyhXGjRuHhYWFUXBvYWFBVlYWs2bNIioqiqioKGbNmkVWVpbR5EvO79XTSq3gP4JawVcURVGU0ufWrVv4+voSFhYG6CcAOnTogIuLC+bm5iU8OkUpvaZOnVpmah88TXLed61WS8eOHTl37pz8vKOjI0ePHs21X155PHFxcaxYsYIvvviC9PR0GjRogLm5OeHh4fL/EZmZmTRt2hR/f3/CwsLYs2cPS5cuLeGR/49K0S8iKsBXFEVRlNIrPDwcHx8fbt68CUDlypVxc3OjTZs2as+qoiilllarZc2aNYSFhdG8eXPGjRungvsikJiYyLp166hduzadO3emefPmZGZmAmBubk5YWBgNGzYs4VHmTQX4RUQF+IqiKIpSugkhOH/+PH5+fty/fx+AWrVq0a1bt4eeIa4oiqI8O6KiolSAr6gAX1EURVGeFllZWZw8eZIjR46Qnp4OQNOmTfHw8KB27dolPDpFURSlpERFReHm5pZvin5pDPJVgF9EVICvKIqiKE+XlJQUDh8+zKlTp2Q1ZUdHR9zc3HKd26woiqKUbTmDe0NAD+S6VtqCfFVFX1EURVEUBahQoQI9e/ZkwoQJtG7dGoBz586xatUqfH19SUtLK+ERKoqiKMVl586duQL5hg0b4u/vT9OmTQkPD2fnzp0lPcwnRq3gP4JawVcURVGUp9v169fx8fEhMjISAEtLS15++WXatWuHqalpCY9OURRFKWrLly+nf//+uVbpo6Ki2LlzJ5MnTy6hkeVPpegXERXgK4qiKMrTTwjB5cuX8fX15fbt2wBUq1aNrl270rJlSzQaTQmPUFEURVH+RwX4RUQF+IqiKIpSduh0Os6cOUNAQADJyckA1KtXj+7du5e6/ZeKoijKs0sF+EVEBfiKoiiKUvZkZGRw/Phxjh8/Lo9MatGiBd26daNmzZolPDpFURTlWacC/CKiAnxFURRFKbuSkpIICAjg7NmzCCHQaDS0bduWl19+GSsrq5IenqIoivKMUgF+EVEBvqIoiqKUffHx8fj6+nL58mUAypUrR/v27XF1daVcuXIlPDpFURTlWaMC/CKiAnxFURRFeXZcu3YNHx8fbty4AYCVlRVubm44OTlhYqJOF1YURVGKhwrwH0Kj0TQBvIFaQDbgIoRILuBzVYCvKIqiKM8QIQQhISEcPHiQhIQEAKytrfHw8KB58+aq4r6iKIpS5FSA/xAajeYQMEsIcUSj0VQHEoUQWQV8rgrwFUVRFOUZlJWVxalTpzh8+DBpaWkANG7cGA8PD+rWrVvCo1MURVHKMhXg50Oj0bQClgshuj3m81WAryiKoijPsNTUVI4ePcrJkyfJzs4GwMHBAXd3d6pWrVrCo1MURVHKoscN8Et8M5lGo+ms0Wj2aDSaGxqNRmg0mn55tBmn0WgiNBpNmkajOa3RaDoV4kvYAFqNRvOrRqM5o9FoPnxyo1cURVEUpayztLTEw8ODCRMm4ODgAMD58+dZtWoVBw4cIDU1tYRHqCiKoih6Jb6Cr9FoegEdgDPAdqC/EGJXjs8PBrYA44BjwLvAaKClECLqnzangfJ5dN/9n76/ApyAOOB34HMhhE8Bx6dW8BVFURRFkWJjY/Hx8SEiIgIACwsLOnXqhLOzM2ZmZiU8OkVRFKUsKBMp+hqNRpA7wD8JnBFCjM1xLRTYJYT4vwL06QrMEUL0/OfjDwCEEEvyaV8e48mCSkCMCvAVRVEURTEQQhAWFoavry9xcf/f3p0H2XUe5pl/vl6xEvtKACQ2ggRBEFsTazd6u4xdHjuWazQaSyPJji3JImIn9njkyK7x2EklmdhJKpGsGpXHo7KkSjn2xIokp+Ixbi9obI19J0AChACCIIh9X3r/5o9uyi0QABtAnz63bz+/qi52n/W9TdSpfu937ncuAjB27Fiqq6tZtGiRE/FJkp7KoL1F/1FCCCXAcmDjfas2Amv6eJjdwJQQwrgQQgFQARx7xPZfBW70+jr7WKElSVLeCyEwf/58vvSlL/GzP/uzjBo1iuvXr/O9732PP/uzP+P06dNpR5QkDUE5PYIfQpgOvA+sjTFu77Xd7wKfjzEu6ONxfxr4IyAAG2OMv/WIbR3BlyRJj6WtrY0dO3awbds22traAHjhhReora1l0qRJKaeTJA02TzqCP1g+KHb/uxDhAcsevnOMfwv8bR+3bQVaf3wib7GTJEkfo6SkhIqKCpYvX86mTZvYu3cvx48f58SJEyxdupTKykpGjx6ddkxJUp7L6Vv0gctAJzD1vuWTgQsDH0eSJOnhRo4cyc/8zM/wxhtv8OKLLxJjZN++fXz961+nsbGR1tbWjz+IJElPKKcLfoyxDdgLZO5blQG2f3SP/hNC2BBCOArsSvI8kiQp/0ycOJFPfepT/PIv/zIzZsygvb2dzZs38/Wvf509e/bQ1dWVdkRJUh5K/TP4IYRRwLyeH/cDvwU0AldjjGd6PSbv14Bm4IvAF4CXY4zvDkA+H5MnSZKeWIyRY8eOUVdXx7Vr1wCYMGECtbW1LFiwwI8DSpI+YtA+Ji+EUEl3ob/ft2OMv9SzzRvAV4BpwBHgN2OMmwconwVfkiQ9tc7OTvbs2UNTUxP37t0DYNasWWQyGWbMmJFyOklSLhm0BT/XWfAlSVJ/amlpYdu2bezYsYOOjg4AXn75Zaqrqxk/fnzK6SRJucCC389CCBuADXTPU7DAgi9JkvrTjRs3aGxs5ODBgwAUFBRQVlZGRUUFI0aMSDmdJClNFvyEOIIvSZKSdP78eerq6jh58iQApaWlrFu3jpUrV1JcXJxyOklSGiz4CbHgS5KkgXDy5Emy2SwXLnQ/CfiZZ56hurqaxYsXOxGfJA0xFvyEWPAlSdJA6erq4vDhwzQ0NHDzZvffc1OnTiWTyTBnzpyU00mSBooFPyEWfEmSNNDa29vZuXMnW7dupbW1FYC5c+eSyWSYMmVKyukkSUmz4PczJ9mTJElpu3v3Lk1NTezZs4euri4AlixZQlVVlX+XSFIes+AnxBF8SZKUtqtXr1JfX8/Ro0cBKCoqYtWqVaxbt47S0tKU00mS+psFPyEWfEmSlCvOnj3Lxo0bee+99wAYMWIE69evZ/ny5RQWFqacTpLUXyz4CbHgS5KkXBJj5O2336auro4rV64AMH78eGpqanjppZeccV+S8oAFPyEWfEmSlIs6OzvZt28fTU1N3LlzB4CZM2eSyWSYOXNmyukkSU/Dgp8QC74kScplra2tbN++nebmZtrb2wF46aWXqKmpYcKECSmnkyQ9CQt+P3MWfUmSNJjcunWLxsZGDhw4QIyRgoICli9fzvr16xk5cmTa8SRJj8GCnxBH8CVJ0mBy8eJF6urqOHHiBAAlJSWsW7eOVatWUVxcnHI6SVJfWPATYsGXJEmD0alTp8hms3zwwQcAjB49mqqqKl599VUKCgpSTidJehQLfkIs+JIkabCKMXLkyBHq6+u5ceMGAJMnTyaTyTB37lxn3JekHGXBT4gFX5IkDXYdHR3s2rWLLVu20NLSAsCcOXPIZDJMnTo15XSSpPtZ8BNiwZckSfni3r17bNmyhV27dtHZ2QnA4sWLqa6u/vAPSUlSDrDg9zNn0ZckSfnq2rVrNDQ0cOTIEQAKCwtZuXIl5eXlDBs2LOV0kiQLfkIcwZckSfnq3LlzZLNZTp8+DcDw4cOpqKigrKyMwsLCdMNJ0hBmwU+IBV+SJOWzGCMnTpygrq6OS5cuATBu3Diqq6t5+eWXnYhPklJgwU+IBV+SJA0FXV1dHDhwgMbGRm7fvg3As88+SyaT4bnnnks5nSQNLRb8hFjwJUnSUNLW1kZzczPbt2+nra0NgAULFlBbW8vEiRNTTidJQ4MFPyEWfEmSNBTdvn2bpqYm9u7dS4yREALLli2jsrKSUaNGpR1PkvKaBT8hFnxJkjSUXb58mbq6Ot5++20AiouLWbt2LatXr6akpCTldJKUnyz4CbHgS5Ikwbvvvks2m+X9998HYNSoUVRWVrJ06VIKCgpSTidJ+cWCnxALviRJUrcYI0ePHqW+vp5r164BMGnSJGpra5k/f74z7ktSP7Hg97MQwgZgA1AALLDgS5Ikdevo6GDPnj1s3ryZe/fuAfD888+TyWSYPn16yukkafCz4CfEEXxJkqQHa2lpYcuWLezcuZPOzk4AFi1aRHV1NePGjUs5nSQNXhb8hFjwJUmSHu3GjRs0NDRw6NAhAAoLCykrK6OiooLhw4ennE6SBh8LfkIs+JIkSX3zwQcfkM1mOXXqFADDhg2jvLyc1157jaKiopTTSdLgYcFPiAVfkiSp72KMnDx5kmw2y8WLFwEYM2YMNTU1LFq0yIn4JKkPLPgJseBLkiQ9vq6uLg4ePEhjYyO3bt0CYNq0aWQyGWbPnp1yOknKbRb8hFjwJUmSnlx7ezs7duxg69attLW1ATB//nxqa2uZPHlyyukkKTdZ8BNiwZckSXp6d+7coampib1799LV1UUIgSVLllBVVcXo0aPTjidJOcWCnxALviRJUv+5cuUK9fX1HDt2DIDi4mJWr17NmjVrKC0tTTmdJOUGC35CLPiSJEn977333mPjxo2cPXsWgJEjR7J+/XqWLVtGYWFhyukkKV0W/H4WQtgAbAAKgAUWfEmSpP4VY+TYsWPU19dz9epVACZMmEBtbS0LFixwxn1JQ5YFPyGO4EuSJCWrs7OTvXv30tTUxN27dwGYNWsWmUyGGTNmpJxOkgaeBT8hFnxJkqSB0drayrZt22hubqajowOAhQsXUlNTw/jx41NOJ0kDx4KfEAu+JEnSwLp58yaNjY0cOHAAgIKCAlasWMH69esZMWJEyukkKXkW/IRY8CVJktJx4cIF6urqeOeddwAoLS1l7dq1rFq1iuLi4pTTSVJyLPgJseBLkiSl60c/+hHZbJbz588D8Mwzz1BVVcXixYspKChIOZ0k9T8LfkIs+JIkSemLMXLo0CEaGxu5ceMGAFOmTCGTyTB37tyU00lS/7LgJ8SCL0mSlDs6OjrYuXMnW7ZsobW1FYC5c+dSW1vL1KlTU04nSf3Dgp8QC74kSVLuuXv3Lps3b2b37t10dXUB8Oqrr1JVVfXhH8WSNGhZ8BNiwZckScpdV69epaGhgTfffBOAoqIiVq5cybp16xg2bFjK6STpyVjwE2LBlyRJyn1nz54lm81y5swZAIYPH8769etZsWIFhYWFKaeTpMdjwU+IBV+SJGlwiDFy/Phx6urquHz5MgDjxo2jpqaGhQsXEkJIOaEk9Y0FPyEWfEmSpMGlq6uLffv2sWnTJu7cuQPAs88+y+uvv86sWbNSTidJH8+CnxALviRJ0uDU2tpKc3Mz27dvp729HYAXX3yRmpoaJk6cmHI6SXo4C35CLPiSJEmD261bt9i0aRP79+8nxkgIgeXLl7N+/XpGjRqVdjxJ+ggLfkIs+JIkSfnh0qVL1NXVcfz4cQBKSkpYu3Ytq1atoqSkJOV0kvT3LPj9LISwAdgAFAALLPiSJEn54fTp02SzWc6dOwfA6NGjqaysZMmSJRQUFKScTpIs+IlxBF+SJCn/xBg5cuQIDQ0NXL9+HYBJkyaRyWSYN2+eM+5LSpUFPyEWfEmSpPzV0dHB7t272bx5My0tLQA8//zzZDIZpk+fnnI6SUOVBT8hFnxJkqT8d+/ePbZs2cKuXbvo7OwE4JVXXqG6upqxY8emnE7SUGPBT4gFX5Ikaei4fv06DQ0NHD58GIDCwkJee+01ysvLGT58eMrpJA0VFvyEWPAlSZKGnnPnzpHNZjl9+jQAw4YNo6KigrKyMoqKitINJynvWfATYsGXJEkammKMvPPOO2SzWS5dugTA2LFjqa6uZtGiRU7EJykxFvyEWPAlSZKGtq6uLg4cOEBjYyO3b98GYPr06WQyGZ5//vl0w0nKSxb8hFjwJUmSBNDW1saOHTvYtm0bbW1tALzwwgvU1tYyadKklNNJyicW/IRY8DO27w4AACAASURBVCVJktTbnTt32LRpE3v37iXGSAiBpUuXUllZyejRo9OOJykPWPATYsGXJEnSg1y+fJn6+nreeustAIqLi1mzZg1r1qyhpKQk5XSSBjMLfkIs+JIkSXqUM2fOkM1mOXv2LAAjR46ksrKSZcuWUVBQkHI6SYORBT8hFnxJkiR9nBgjx44do66ujmvXrgEwceJEamtreeGFF5xxX9JjseAnxIIvSZKkvurs7GTPnj00NTVx7949AJ577jkymQzPPvtsyukkDRYW/IRY8CVJkvS4Wlpa2Lp1Kzt37qSjowOAl19+mZqaGsaNG5dyOkm5zoKfEAu+JEmSntSNGzdobGzk4MGDABQUFFBWVkZFRQUjRoxIOZ2kXGXBT4gFX5IkSU/r/Pnz1NXVcfLkSQBKS0spLy9n5cqVFBUVpZxOUq6x4CfEgi9JkqT+cvLkSbLZLBcuXABgzJgxVFVVsXjxYifik/RjFvyEWPAlSZLUn7q6ujh06BCNjY3cvNn9d/vUqVPJZDLMmTMn5XSScoEF/yFCCAuAv+y1aAHwizHG7/dxfwu+JEmS+l17ezs7d+5k69attLa2AjBv3jxqa2uZMmVKyukkpcmC3wchhFHAaeC5GOOdPu5jwZckSVJi7t69S1NTE3v27KGrqwuAJUuWUFVV5d+f0hBlwe+DEMKngX8YY/zUY+xjwZckSVLirl69Sn19PUePHgWgqKiIVatWsW7dOkpLS1NOJ2kgPWnBL0guUt+EECpCCH8TQjgXQoghhJ9/wDZvhBBOhRBaQgh7QwjlT3i6/4mfvF1fkiRJygnjx4/nk5/8JL/yK7/CzJkz6ejoYOvWrXzta19j165ddHZ2ph1RUo5LfQQ/hPDTwFpgH/DXwCd6fz4+hPAp4LvAG8A24EvArwILY4xnerbZCzzobc3XY4znerZ5BjgJzIwxtjxGPkfwJUmSNKBijLz99tvU1dVx5coVoPsNgNraWl588UVn3JfyXF7coh9CiHy04O8E9sUYv9xr2THg+zHGrz7GsT8L/IMY4//yMduV8pNvFowGzlrwJUmSNNA6OzvZt28fTU1N3LnTPYXUzJkzyWQyzJw5M+V0kpIyaG/Rf5QQQgmwHNh436qNwJrHPFxfb8//KnCj19fZxzyPJEmS1C8KCwspKyvj13/91ykvL6eoqIj33nuPb33rW/zVX/3Vj0f3JQlyfAQ/hDAdeB9YG2Pc3mu73wU+H2Nc0MfjjgGO0317ftvHbOsIviRJknLSrVu3aGxs5MCBA8QYKSgoYPny5axfv56RI0emHU9SP3nSEfyi5CL1q/vfhQgPWPbwnWO8AfTpYaIxxlag9ccn8vNNkiRJyhGjR4/m537u51i1ahV1dXWcOHGC3bt3c/DgQdatW8eqVasoLi5OO6aklOT0LfrAZaATmHrf8snAhYGPI0mSJKVv8uTJfPrTn+Zzn/sc06ZNo62tjYaGBr7+9a9z4MABurq60o4oKQU5XfB7bqffC2TuW5UBtn90j/4TQtgQQjgK7EryPJIkSdKTmj17Nl/4whf4hV/4BcaMGcOtW7f4wQ9+wJ/+6Z/yzjvvpB1P0gBL/TP4IYRRwLyeH/cDvwU0AldjjGd6PSbv14Bm4IvAF4CXY4zvDkA+H5MnSZKknNfR0cGuXbvYsmULLS3dT4WeM2cOmUyGqVPvvyFWUi4btI/JCyFU0l3o7/ftGOMv9WzzBvAVYBpwBPjNGOPmAcpnwZckSdKgce/ePTZv3szu3bvp7OwEYPHixVRXV39YGCTluEFb8HOdBV+SJEmD0bVr12hoaODIkSNA9yP3Vq5cSXl5OcOGDUs5naRHseAnxIIvSZKkwez9998nm83y7rvdn24dPnw4FRUVlJWVUVhYmHI6SQ9iwe9nIYQNwAa6JyJcYMGXJEnSYBVj5MSJE2SzWS5fvgzAuHHjqKmpYeHChT4aWsoxFvyEOIIvSZKkfNHV1cX+/fvZtGkTt2/fBuDZZ58lk8nw3HPPpZxO0ocs+Amx4EuSJCnftLW10dzczLZt22hvbwdgwYIF1NbWMnHixJTTSbLgJ8SCL0mSpHx1+/ZtNm3axL59+4gxEkJg2bJlVFZWMmrUqLTjSUOWBT8hFnxJkiTlu0uXLlFfX8/bb78NQElJCWvWrGH16tWUlJSknE4aeiz4/cxJ9iRJkjTUvPvuu2SzWd5//30ARo0aRWVlJUuXLqWgoCDldNLQYcFPiCP4kiRJGkpijLz55pvU19dz/fp1ACZNmkRtbS3z5893xn1pAFjwE2LBlyRJ0lDU0dHBnj172Lx5M/fu3QPg+eefJ5PJMH369JTTSfnNgp8QC74kSZKGspaWFrZs2cLOnTvp7OwEYNGiRVRXVzNu3LiU00n5yYKfEAu+JEmSBNevX6exsZFDhw4BUFhYSFlZGRUVFQwfPjzldFJ+seD3MyfZkyRJkj7qgw8+IJvNcurUKQCGDRtGeXk5r732GkVFRSmnk/KDBT8hjuBLkiRJPynGyMmTJ8lms1y8eBGAMWPGUF1dzSuvvOJEfNJTsuAnxIIvSZIkPVhXVxcHDx6ksbGRW7duATBt2jQymQyzZ89OOZ00eFnwE2LBlyRJkh6tvb2dHTt2sHXrVtra2gCYP38+tbW1TJ48OeV00uBjwU+IBV+SJEnqmzt37tDU1MTevXvp6uoihMCSJUuoqqpi9OjRaceTBg0LfkIs+JIkSdLjuXLlCvX19Rw7dgyA4uJiVq9ezZo1aygtLU05nZT7LPgJseBLkiRJT+bMmTNks1nOnj0LwMiRI1m/fj3Lli2jsLAw5XRS7rLg9zMfkydJkiQ9vRgjx44do76+nqtXrwIwYcIEamtrWbBggTPuSw9gwU+II/iSJEnS0+vs7GTv3r00NTVx9+5dAGbNmkUmk2HGjBkpp5NyiwU/IRZ8SZIkqf+0tLSwbds2duzYQUdHBwALFy6kpqaG8ePHp5xOyg0W/IRY8CVJkqT+d/PmTRobGzlw4AAABQUFrFixgvXr1zNixIiU00npsuAnxIIvSZIkJefChQtks1lOnjwJQGlpKevWrWPlypUUFxennE5KhwU/IRZ8SZIkKXknT56krq6O8+fPA/DMM89QXV3N4sWLnYhPQ44FPyEWfEmSJGlgxBg5dOgQDQ0N3LzZ3WmmTJlCJpNh7ty5KaeTBo4FPyEWfEmSJGlgtbe3s2vXLrZs2UJraysAc+fOJZPJMGXKlJTTScmz4PezEMIGYANQACyw4EuSJEkD6+7du2zevJndu3fT1dUFwJIlS6iqqvJvc+U1C35CHMGXJEmS0nX16lUaGhp48803ASgqKmLVqlWsXbuWYcOGpZxO6n8W/IRY8CVJkqTccPbsWbLZLGfOnAFgxIgRVFRUsGLFCgoLC1NOJ/UfC35CLPiSJElS7ogxcvz4cerq6rh8+TIA48ePp6amhpdeeskZ95UXLPgJseBLkiRJuaerq4t9+/axadMm7ty5A8CMGTPIZDLMmjUr5XTS07HgJ8SCL0mSJOWu1tZWmpub2b59O+3t7QC8+OKL1NbWMmHChJTTSU/Ggp8QC74kSZKU+27dusWmTZvYv38/MUZCCCxfvpzKykpGjhyZdjzpsVjwE2LBlyRJkgaPixcvUl9fz/HjxwEoKSlh7dq1rF69muLi4pTTSX1jwU+IBV+SJEkafE6dOkU2m+WDDz4AYPTo0VRVVfHqq69SUFCQcjrp0Sz4CbHgS5IkSYNTjJEjR47Q0NDA9evXAZg8eTK1tbXMmzfPGfeVsyz4CbHgS5IkSYNbR0cHu3fvZvPmzbS0tAAwe/ZsMpkM06ZNSzmd9FEW/H4WQtgAbAAKgAUWfEmSJGlwu3fvHlu2bGHXrl10dnYCsHjxYqqqqhg7dmzK6aS/Z8FPiCP4kiRJUn65fv06DQ0NHD58GIDCwkJWrlzJunXrGD58eMrpJAt+Yiz4kiRJUn46d+4c2WyW06dPAzB8+HDKy8spKyujqKgo3XAa0iz4CbHgS5IkSfkrxsiJEyeoq6vj0qVLAIwdO5aamhpefvllJ+JTKiz4CbHgS5IkSfmvq6uLAwcO0NjYyO3btwGYPn06r7/+Os8991zK6TTUWPATYsGXJEmSho62tjaam5vZvn07bW1tALzwwgvU1tYyadKklNNpqLDgJ8SCL0mSJA09t2/fpqmpib179xJjJITA0qVLqaqqYtSoUWnHU56z4CfEgi9JkiQNXZcvX6a+vp633noLgOLiYtasWcOaNWsoKSlJOZ3ylQU/IRZ8SZIkSWfOnGHjxo28//77AIwcOZLKykqWLVtGQUFByumUbyz4CbHgS5IkSYLuGfePHTtGXV0d165dA2DixInU1tbywgsvOOO++o0FPyEWfEmSJEm9dXZ2smfPHpqamrh37x4Azz33HJlMhmeffTbldMoHFvyEWPAlSZIkPUhLSwtbt25l586ddHR0APDyyy9TU1PDuHHjUk6nwcyCnxALviRJkqRHuXHjBo2NjRw8eBCAgoICysrKqKioYMSIESmn02BkwU+IBV+SJElSX5w/f55sNsuPfvQjAEpLSykvL2flypUUFRWlnE6DiQU/IRZ8SZIkSY/j5MmTZLNZLly4AMCYMWOorq7mlVdecSI+9YkFv5+FEDYAG4ACYIEFX5IkSVJfdXV1cejQIRobG7l5s7ufTZ06lUwmw5w5c1JOp1xnwU+II/iSJEmSnlR7ezs7d+5k69attLa2AjBv3jxqa2uZMmVKyumUqyz4CbHgS5IkSXpad+7cYfPmzezZs4euri5CCLz66qtUVVXZM/QRFvyEWPAlSZIk9ZcrV67Q0NDA0aNHASgqKmL16tWsXbuW0tLSlNMpV1jwE2LBlyRJktTf3nvvPbLZLO+99x4AI0aMoLKykmXLllFYWJhyOqXNgp8QC74kSZKkJMQYeeutt6ivr+fKlSsATJgwgZqaGl588UVn3B/CLPgJseBLkiRJSlJnZyf79u1j06ZN3L17F4CZM2eSyWSYOXNmyumUBgt+Qiz4kiRJkgZCa2sr27Zto7m5mY6ODgBeeuklampqmDBhQsrpNJAs+Amx4EuSJEkaSDdv3mTTpk0cOHCAGCMFBQWsWLGCiooKRo4cmXY8DQALfkIs+JIkSZLScPHiRerq6jhx4gQApaWlrF27llWrVlFcXJxyOiXJgp8QC74kSZKkNJ06dYqNGzdy/vx5AEaPHk11dTWLFy+moKAg5XRKggU/IRZ8SZIkSWmLMXL48GEaGhq4ceMGAFOmTKG2tpZ58+alnE79zYKfEAu+JEmSpFzR0dHBzp072bJlC62trQDMmTOHTCbD1KlTU06n/mLBT4gFX5IkSVKuuXv3Llu2bGHXrl10dXUB8Oqrr1JVVfVhMdQgZsFPiAVfkiRJUq66du0a9fX1vPnmmwAUFRWxcuVK1q1bx7Bhw1JOpydlwU+IBV+SJElSrnv//ffJZrO8++67AAwfPpyKigrKysooLCxMOZ0elwU/IRZ8SZIkSYNBjJHjx49TV1fH5cuXARg3bhw1NTUsXLiQEELKCdVXFvyEWPAlSZIkDSZdXV3s37+fxsZG7ty5A8Czzz5LJpPhueeeSzmd+sKCnxALviRJkqTBqK2tje3bt7N9+3ba29sBWLBgAbW1tUycODHldHoUC35CLPiSJEmSBrNbt26xadMm9u/fT4yREALLli2jsrKSUaNGpR1PD2DBf4QQwm8CvwoEoA74J7GPL9yCL0mSJCkfXLp0ibq6Oo4fPw5ASUkJa9asYfXq1ZSUlKScTr1Z8B8ihDAJ2AG8DLQDm4HfjjE293F/C74kSZKkvHH69Gmy2Sznzp0DYNSoUVRWVrJ06VIKCgpSTiew4D9UT8HfA7wKtNBd8H8xxniyj/tb8CVJkiTllRgjb775JvX19Vy/fh2ASZMmUVtby/z5851xP2VPWvBTf3smhFARQvibEMK5EEIMIfz8A7Z5I4RwKoTQEkLYG0Io7+vxY4yXgH8LnAHOAXV9LfeSJEmSlI9CCCxatIgNGzbw+uuvM3z4cC5dusRf/MVf8J3vfOfHo/saXFIfwQ8h/DSwFtgH/DXwiRjj93ut/xTwXeANYBvwJbo/T78wxnimZ5u9QOkDDv86cA/4z8Av9nz/t8Dvxxg39zGfI/iSJEmS8lpLSwtbtmxh586ddHZ2AvDKK69QXV3N2LFjU0439OTFLfohhMhHC/5OYF+M8cu9lh0Dvh9j/GofjvlJoDLGuKHn5/+N7tf9Rw/ZvpSffLNgNHDWgi9JkiQp3924cYOGhgYOHToEQGFhIa+99hrl5eUMHz485XRDx6C9Rf9RQgglwHJg432rNgJr+niY94A1IYRhIYRCoBJ4+xHbfxW40evr7ONkliRJkqTBasyYMXziE5/gi1/8IrNnz6azs5Pm5ma+9rWv0dzcTEdHR9oR9Qg5XfCBiUAhcOG+5ReAqX05QIxxB/Dfgf3AIeAk8MNH7PKvgTG9vmY8XmRJkiRJGtymTZvGZz/7WT7zmc8wefJkWlpa2LhxI9/4xjc4fPgwuXQnuP5eUdoB+uj+fz3hAcsevnOMvwf8Xh+3bQVaf3wiZ4+UJEmSNASFEJg3bx5z5szh4MGDNDY2cv36db73ve/R3NxMJpNh9uzZacdUL7le8C8DnXx0tH4yHx3VlyRJkiT1s4KCApYuXcqiRYvYsWMHW7du5YMPPuA73/kO8+fPp7a2lsmTJ6cdU+T4LfoxxjZgL5C5b1UG2J7kuUMIG0IIR4FdSZ5HkiRJkgaD4uJiysvL+Y3f+A3KysooKCjgxIkTfPOb3+SHP/wht27dSjvikJf6LPohhFHAvJ4f9wO/BTQCV2OMZ3o9Ju/XgGbgi8AXgJdjjO8OQD4fkydJkiRJ97ly5Qr19fUcO3YM6H4DYPXq1axZs4bS0gc9xVx9NWgfkxdCqKS70N/v2zHGX+rZ5g3gK8A04Ajwm319jn0/5LPgS5IkSdJDnDlzhmw2y9mz3Q8gGzlyJJWVlSxbtoyCgpy+aTxnDdqCn+ss+JIkSZL0aDFGjh07Rn19PVevXgVgwoQJ1NbWsmDBAicvf0wW/H4WQtgAbKB7noIFFnxJkiRJerTOzk727t1LU1MTd+/eBWDWrFlkMhlmzPAJ5H1lwU+II/iSJEmS9HhaW1vZunUrO3bsoKOjA4CFCxdSU1PD+PHjU06X+yz4CbHgS5IkSdKTuXnzJo2NjRw4cADofuReWVkZFRUVjBgxIuV0ucuCnxALviRJkiQ9nQsXLpDNZjl58iQApaWlrFu3jpUrV1JcXJxyutxjwU+IBV+SJEmS+sePfvQjstks58+fB+CZZ56hurqaxYsXOxFfLxb8fuYke5IkSZLU/2KMHDp0iIaGBm7e7O6uU6dOpba2lrlz56acLjdY8BPiCL4kSZIk9b/29nZ27tzJ1q1baW1tBWDu3LlkMhmmTJmScrp0WfATYsGXJEmSpOTcvXuXzZs3s3v3brq6ugBYsmQJVVVVQ7aDWfATYsGXJEmSpORdvXqV+vp6jh49CkBRURGrVq1i7dq1DBs2LOV0A8uCnxALviRJkiQNnLNnz5LNZjlz5gwAI0aMoKKighUrVlBYWJhyuoFhwU+IBV+SJEmSBlaMkbfffpu6ujquXLkCwPjx46mpqeGll17K+xn3Lfj9zFn0JUmSJCldnZ2d7Nu3j6amJu7cuQPAjBkzyGQyzJo1K+V0ybHgJ8QRfEmSJElKV2trK9u3b6e5uZn29nYAXnrpJWpqapgwYULK6fqfBT8hFnxJkiRJyg23bt2isbGRAwcOEGOkoKCA5cuXs379ekaOHJl2vH5jwU+IBV+SJEmScsvFixepq6vjxIkTAJSUlLB27VpWr15NcXFxyumengU/IRZ8SZIkScpNp06dIpvN8sEHHwAwevRoqqqqePXVVykoKEg53ZOz4CfEgi9JkiRJuSvGyJEjR2hoaOD69esATJ48mdraWubNmzcoZ9y34CfEgi9JkiRJua+jo4Pdu3ezefNmWlpaAJg9ezaZTIZp06alnO7xWPD7mY/JkyRJkqTB5969e2zZsoVdu3bR2dkJwOLFi6mqqmLs2LEpp+sbC35CHMGXJEmSpMHn+vXrNDQ0cPjwYQAKCwtZuXIl5eXlDBs2LOV0j2bBT4gFX5IkSZIGr3PnzpHNZjl9+jQAc+bM4bOf/Wy6oT7Gkxb8ouQiSZIkSZKUrunTp/O5z32OEydOUFdXx7p169KOlBgLviRJkiQpr4UQeOGFF5g3b96gfnzex8nfVyZJkiRJUi/5XO7Bgi9JkiRJUl6w4EuSJEmSlAcs+A8RQtgQQjgK7Eo7iyRJkiRJH8eC/xAxxm/EGBcCr6WdRZIkSZKkj2PBlyRJkiQpD1jwJUmSJEnKAxZ8SZIkSZLygAVfkiRJkqQ8YMGXJEmSJCkPWPAlSZIkScoDFnxJkiRJkvKABV+SJEmSpDxgwZckSZIkKQ9Y8B8ihLAhhHAU2JV2FkmSJEmSPo4F/yFijN+IMS4EXks7iyRJkiRJH8eCL0mSJElSHrDgS5IkSZKUByz4kiRJkiTlAQu+JEmSJEl5wIIvSZIkSVIesOBLkiRJkpQHLPiSJEmSJOUBC74kSZIkSXmgKO0Ag8XNmzfTjiBJkiRJGgKetH+GGGM/R8kvIYRngbNp55AkSZIkDTkzYozv93VjC/7HCCEEYDpwq2fRLuC1fj5Nfx3zaY/zJPuPpvsNkBn8/e9IAyOJf4u5IpdfW1rZBuK8Xt9+kte39OTyNeBp5fJr8/qWzjG9vg0tuXwNeFq5/NrSzPY05x4NnIuPUdq9Rf9j9Pwyf/yOSQihK8bYr/fr99cxn/Y4T7J/9/sfANzq79+LHi2Jf4u5IpdfW1rZBuK8Xt8+ss+H33p9G2C5fA14Wrn82ry+pXNMr29DSy5fA55WLr+2NLM95bkfez8n2Xt838jhYz7tcZJ4bUpOPv//yuXXlla2gTiv1zflinz+/5XLr83rWzrH9Po2tOTz/69cfm1pZhvQc3uLvp5KCOEZ4AYwJlffsZOkJ+H1TVK+8vom5S9H8PW0WoE/7PmvJOUTr2+S8pXXNylPOYIvSZIkSVIecARfkiRJkqQ8YMGXJEmSJCkPWPAlSZIkScoDFnxJkiRJkvKABV+SJEmSpDxgwVeiQgj/NYRwLYTwX9LOIkn9JYQwM4SwKYRwNIRwKITwybQzSVJ/CCGMDiHsDiEcCCEcDiF8Ie1MkvrOx+QpUSGEKmAU8PkY4/+Ydh5J6g8hhGnAlBjjgRDCZGAfsCDGeCflaJL0VEIIhUBpjPFuCGEEcAQoizFeSTmapD5wBF+JijE2ArfSziFJ/SnG+EGM8UDP9xeBq8D4dFNJ0tOLMXbGGO/2/DgMKARCipEkPQYLvh4qhFARQvibEMK5EEIMIfz8A7Z5I4RwKoTQEkLYG0IoTyOrJD2O/ry+hRBWAAUxxvcSDy5JH6M/rm8hhLEhhIPAWeCPYoyXByq/pKdjwdejjAQOAv/4QStDCJ8C/gPwL4GlwBbgb0MIswYsoSQ9mX65voUQJgDfAb6YaFpJ6runvr7FGK/HGF8FZgOfDiFMSTy1pH7hZ/DVJyGECHwixvj9Xst2AvtijF/utewY8P0Y41d7LasE/rGfwZeUi570+hZCKAWywP8dY/zuAMeWpI/1NH+/9Vr3fwENMcb/dyAyS3o6juDriYQQSoDlwMb7Vm0E1gx8IknqH325voUQAvDndP/Ra7mXNCj08fo2JYTwTM/3zwAVwNsDmVPSkytKO4AGrYl0T7py4b7lF4CpH/4QQvg7YBkwMoRwlu53kXcPWEpJenx9ub6tBT4FHOr1+dbPxhgPD0xESXoifbm+zQD+n543MgPwJzHGQwMXUdLTsODrad3/GY/Qe1mM8R8MbBxJ6jcPvb7FGLfiXXCSBq9HXd/2AksGPJGkfuEfJ3pSl4FOeo3W95jMR98VlqTBxOubpHzl9U3KcxZ8PZEYYxuwF8jctyoDbB/4RJLUP7y+ScpXXt+k/Oct+nqoEMIoYF6vRbNDCEuAqzHGM8C/B74bQtgDNNP9mKhZwDcHPKwkPQavb5Lyldc3aWjzMXl6qJ7H2zU+YNW3Y4y/1LPNG8BXgGnAEeA3Y4ybByqjJD0Jr2+S8pXXN2los+BLkiRJkpQH/Ay+JEmSJEl5wIIvSZIkSVIesOBLkiRJkpQHLPiSJEmSJOUBC74kSZIkSXnAgi9JkiRJUh6w4EuSJEmSlAcs+JIkSZIk5QELviRJIoTwfAghhhCWpJ3lQyGEF0MIO0IILSGEAwmd489DCN/v9fOmEMJ/SOJckiQlzYIvSVIO6CmaMYTwz+5b/vMhhJhWrpT9IXAHWADUpJxFkqScZ8GXJCl3tAC/E0IYl3aQ/hJCKHmK3ecCW2OM78YYr/RXJkmS8pUFX5Kk3FEHnAe++rANQgh/cP/t6iGEfxpCON3r5z8PIXw/hPC7IYQLIYTrIYT/I4RQFEL44xDC1RDC2RDCP3rAKV4MIWzvuS3+zRBC5X3nWhhC+O8hhNs9x/5uCGFir/WbQgh/EkL49yGEy0D2Ia+jIITw+z05WkMIB0IIP9VrfQSWA7/fc2fDHzziOL8TQnin5zhnQgi/12v9syGEvwwhXAshXAkh/CCE8PzDfr8POP4bIYQTPb+PCyGE/9LXfSVJGmgWfEmSckcn8LvAr4cQZjzlsaqB6UAF8FvAHwD/DbgGrAS+CXwzhDDzvv3+GPh3wFJgO/DDEMIEgBDCNKAJOACsAH4KmAL81X3H+DzQAawFvvSQfP8E+F+B3wYWA3/Xc675PeunAW/2ZJkG/NuHHOdfA78D/AtgIfBp4EJP3hFAI3C75/ewruf7/68vdxaEEFYAXwN+n+6PCfwUsPnj9pMkKS0WfEmSckiM8b/SXaD/sSg4ZwAAA6NJREFU8CkPdRX4jRjj2zHGbwFvAyNijP8qxniC7mLcRncJ7+1PYox/HWM8BnwZuAH8Ss+6LwP7Yoy/G2N8K8a4H/hHQFUI4YVex3gnxviVnnO/9ZB8vw38mxjjf+7Z7nd6Xvc/7fk9nKf7TYLbMcbzMcbb9x8ghDCa7jcKvhJj/HaM8WSMcWuM8c96NvmfgS7gV2OMh3te0y8Ds4DKPvwOZ9E9B8B/6/mYwP4Y49f6sJ8kSamw4EuSlHt+B/h8CGHhUxzjzRhjV6+fLwCHP/whxtgJXAEm37dfc69tOoA9wEs9i5bTXeZvf/gFfFjg5/Y6xp5HBQshPEP33QXb7lu1rde5+uIloBSof8j65cA84FavvFeBYfflfZgs8C7wo56PInym564ASZJyUlHaASRJ0k+KMW4OIfwd8K+AP79vdRcQ7ltW/IDDtN9/2Ics68ub/R/O4l8A/A3db0Dc74Ne39/pwzF7H/dD4QHLHuXex6wvAPYCn3nAuksfd/AY460QwjK6R/tfB/458AchhLIY4/XHyClJ0oBwBF+SpNz0VeBngTX3Lb8ETA0h9C75/fns+lUffhNCKKJ7FPzDUfp9wMvA6RjjO/d99bXUE2O8CZyj+zPxva0Bjj1G1hN0l/yHPUJvHzAfuPiAvDf6mLUjxlgXY/wK3XMFPE/3/AaSJOUcC74kSTkoxngI+E/Ar9+3ahMwCfhKCGFuCGED8NP9eOoNIYRPhBBeBL4BjAO+1bPuG8B44C9CCK+FEOaEEF4PIXwrhFD4mOf5Y7ofCfipEMKCEML/SfcbFf+xrweIMbYA/wb4oxDC53p+H6tCCB/OGfCfgMvAD0II5SGE2SGE9SGE/9iXSQxDCP9DCOE3QghLQgjPAZ+j+2+ntx/ztUqSNCAs+JIk5a7/nftux++ZKO4NYANwEHiNh88w/yT+Gd234B8EyoF/GGO83HPuc3RPyldI96z3R+gu5Dfo/ujA4/ga3TPk/zu65wb4KeDneiYAfBz/oucY/5zu0f+/pGdegRjjXbpnzz8DfK9n/beA4cDNPhz7OvALQEPPvr8G/GKM8c3HzChJ0oAIMT7OR90kSZIkSVIucgRfkiRJkqQ8YMGXJEmSJCkPWPAlSZIkScoDFnxJkiRJkvKABV+SJEmSpDxgwZckSZIkKQ9Y8CVJkiRJygMWfEmSJEmS8oAFX5IkSZKkPGDBlyRJkiQpD1jwJUmSJEnKAxZ8SZIkSZLywP8PtwLJ666GmBgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
"order = np.zeros((len(simulators), len(domain_sizes)-1))\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" #Read the reference solution\n",
" datafilename = gen_filename(simulator, reference_nx)\n",
" with np.load(datafilename) as data:\n",
" h_ref = data['h'].astype(np.float64)\n",
" \n",
" #Compute conservation and error for subsequent resolutions\n",
" for j, nx in enumerate(domain_sizes):\n",
" #Read current resolution\n",
" datafilename = gen_filename(simulator, nx)\n",
" with np.load(datafilename) as data:\n",
" h = data['h'].astype(np.float64)\n",
" \n",
" #Downsample reference to current resolution\n",
" h_ref_downsampled = downsample(h_ref, reference_nx/nx)\n",
" \n",
" #Compute error per cell\n",
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref) - np.sum(h))\n",
" \n",
" #Compute the numerical order\n",
" a = np.arange(1, len(domain_sizes))\n",
" order[i,:] = np.log2(error[i, :-1] / error[i, 1:])\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
"\n",
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
" \n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Error')\n",
"plt.title(\"Convergence\")\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>8</th>\n",
" <th>16</th>\n",
" <th>32</th>\n",
" <th>64</th>\n",
" <th>128</th>\n",
" <th>256</th>\n",
" <th>512</th>\n",
" <th>1024</th>\n",
" <th>2048</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LxF</th>\n",
" <td>2.046113</td>\n",
" <td>1.074352</td>\n",
" <td>1.834396</td>\n",
" <td>1.165695</td>\n",
" <td>1.413403</td>\n",
" <td>1.434256</td>\n",
" <td>1.528817</td>\n",
" <td>1.582837</td>\n",
" <td>-0.651759</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FORCE</th>\n",
" <td>1.843822</td>\n",
" <td>0.964271</td>\n",
" <td>1.528033</td>\n",
" <td>1.060319</td>\n",
" <td>1.226514</td>\n",
" <td>1.207009</td>\n",
" <td>1.225253</td>\n",
" <td>1.552378</td>\n",
" <td>1.701265</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL</th>\n",
" <td>0.959727</td>\n",
" <td>1.222380</td>\n",
" <td>1.098404</td>\n",
" <td>1.174641</td>\n",
" <td>1.077480</td>\n",
" <td>1.167240</td>\n",
" <td>1.380064</td>\n",
" <td>1.709250</td>\n",
" <td>0.591226</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL2</th>\n",
" <td>2.108358</td>\n",
" <td>2.912787</td>\n",
" <td>2.417060</td>\n",
" <td>1.994055</td>\n",
" <td>0.793664</td>\n",
" <td>0.095366</td>\n",
" <td>0.006444</td>\n",
" <td>0.001872</td>\n",
" <td>0.001645</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07</th>\n",
" <td>1.469653</td>\n",
" <td>1.925581</td>\n",
" <td>1.846695</td>\n",
" <td>2.178919</td>\n",
" <td>2.111979</td>\n",
" <td>0.766464</td>\n",
" <td>0.002079</td>\n",
" <td>-0.026937</td>\n",
" <td>-0.005820</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07_dimsplit</th>\n",
" <td>2.133728</td>\n",
" <td>2.334123</td>\n",
" <td>2.387310</td>\n",
" <td>1.989174</td>\n",
" <td>1.251513</td>\n",
" <td>0.217078</td>\n",
" <td>0.025907</td>\n",
" <td>0.006118</td>\n",
" <td>0.000582</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WAF</th>\n",
" <td>2.095988</td>\n",
" <td>2.662524</td>\n",
" <td>1.904090</td>\n",
" <td>2.028226</td>\n",
" <td>1.823600</td>\n",
" <td>0.581859</td>\n",
" <td>0.125404</td>\n",
" <td>0.007799</td>\n",
" <td>-0.000888</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 8 16 32 64 128 256 \\\n",
"LxF 2.046113 1.074352 1.834396 1.165695 1.413403 1.434256 \n",
"FORCE 1.843822 0.964271 1.528033 1.060319 1.226514 1.207009 \n",
"HLL 0.959727 1.222380 1.098404 1.174641 1.077480 1.167240 \n",
"HLL2 2.108358 2.912787 2.417060 1.994055 0.793664 0.095366 \n",
"KP07 1.469653 1.925581 1.846695 2.178919 2.111979 0.766464 \n",
"KP07_dimsplit 2.133728 2.334123 2.387310 1.989174 1.251513 0.217078 \n",
"WAF 2.095988 2.662524 1.904090 2.028226 1.823600 0.581859 \n",
"\n",
" 512 1024 2048 \n",
"LxF 1.528817 1.582837 -0.651759 \n",
"FORCE 1.225253 1.552378 1.701265 \n",
"HLL 1.380064 1.709250 0.591226 \n",
"HLL2 0.006444 0.001872 0.001645 \n",
"KP07 0.002079 -0.026937 -0.005820 \n",
"KP07_dimsplit 0.025907 0.006118 0.000582 \n",
"WAF 0.125404 0.007799 -0.000888 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Max</th>\n",
" <th>Min</th>\n",
" <th>Mean</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LxF</th>\n",
" <td>2.046113</td>\n",
" <td>-0.651759</td>\n",
" <td>1.269790</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FORCE</th>\n",
" <td>1.843822</td>\n",
" <td>0.964271</td>\n",
" <td>1.367651</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL</th>\n",
" <td>1.709250</td>\n",
" <td>0.591226</td>\n",
" <td>1.153379</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HLL2</th>\n",
" <td>2.912787</td>\n",
" <td>0.001645</td>\n",
" <td>1.147917</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07</th>\n",
" <td>2.178919</td>\n",
" <td>-0.026937</td>\n",
" <td>1.140957</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KP07_dimsplit</th>\n",
" <td>2.387310</td>\n",
" <td>0.000582</td>\n",
" <td>1.149504</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WAF</th>\n",
" <td>2.662524</td>\n",
" <td>-0.000888</td>\n",
" <td>1.247623</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Max Min Mean\n",
"LxF 2.046113 -0.651759 1.269790\n",
"FORCE 1.843822 0.964271 1.367651\n",
"HLL 1.709250 0.591226 1.153379\n",
"HLL2 2.912787 0.001645 1.147917\n",
"KP07 2.178919 -0.026937 1.140957\n",
"KP07_dimsplit 2.387310 0.000582 1.149504\n",
"WAF 2.662524 -0.000888 1.247623"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"from IPython.display import display\n",
"\n",
"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
"display(table)\n",
"\n",
"order_summary = pd.DataFrame(np.empty((len(simulators), 3)), columns=['Max', 'Min', 'Mean'], index=[simulator.__name__ for simulator in simulators])\n",
"for i, simulator in enumerate(simulators):\n",
" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
" np.min(order[i,:]), \n",
" np.mean(order[i,:])]\n",
"display(order_summary)\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(order[i,:], label=simulator.__name__)\n",
" \n",
"plt.ylim([0, 3])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"plt.title(\"Numerical order\")\n",
"save_figure(fig, 'numerical_order')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
" y = h[0,:]\n",
" \n",
" plt.plot(x, y, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
"def plot_comparison(nx, **kwargs):\n",
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"boxes = np.array([\\\n",
" [[28, 35], [0.499, 0.516]], \\\n",
" [[45, 56], [0.58, 0.60]]\n",
" ])\n",
"comparison_nx = 32\n",
"\n",
"fig = plt.figure(figsize=(12, 12))\n",
"gs = gridspec.GridSpec(2, 2)\n",
" \n",
"ax1 = fig.add_subplot(gs[0,:])\n",
"setBwStyles(ax1)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.title(\"Comparison of solutions at nx=\" + str(comparison_nx))\n",
"plt.legend()\n",
"\n",
"ax2 = fig.add_subplot(gs[1,0])\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
"plt.xlim(boxes[0, 0])\n",
"plt.ylim(boxes[0, 1])\n",
"\n",
"ax3 = fig.add_subplot(gs[1,1])\n",
"setBwStyles(ax3)\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
"plt.xlim(boxes[1, 0])\n",
"plt.ylim(boxes[1, 1])\n",
" \n",
"save_figure(fig, 'solution')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 12))\n",
"gs = gridspec.GridSpec(2, 2)\n",
" \n",
"ax1 = fig.add_subplot(gs[0,:])\n",
"setBwStyles(ax1)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.title(\"Comparison of reference solutions\")\n",
"plt.legend()\n",
"\n",
"ax2 = fig.add_subplot(gs[1,0])\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"plt.xlim(boxes[0, 0])\n",
"plt.ylim(boxes[0, 1])\n",
"\n",
"ax3 = fig.add_subplot(gs[1,1])\n",
"setBwStyles(ax3)\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"plt.xlim(boxes[1, 0])\n",
"plt.ylim(boxes[1, 1])\n",
" \n",
"save_figure(fig, 'reference_solutions')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: created\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n",
"c:\\Users\\anbro\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py:1579: UserWarning: Unknown infodict keyword: hostname\n",
" warnings.warn('Unknown infodict keyword: %s' % k)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x1200 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for simulator in simulators:\n",
" fig = plt.figure(figsize=(12, 12))\n",
" \n",
" gs = gridspec.GridSpec(2, 2)\n",
" \n",
" ax1 = fig.add_subplot(gs[0,:])\n",
" setBwStyles(ax1)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
" plt.title(str(simulator.__name__))\n",
" plt.legend()\n",
" \n",
" ax2 = fig.add_subplot(gs[1,0])\n",
" setBwStyles(ax2)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[0, 0])\n",
" plt.ylim(boxes[0, 1])\n",
" \n",
" ax3 = fig.add_subplot(gs[1,1])\n",
" setBwStyles(ax3)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[1, 0])\n",
" plt.ylim(boxes[1, 1])\n",
" \n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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