FiniteVolumeGPU/ConvergenceSmooth1D.ipynb
André R. Brodtkorb cbb1bdb839 Fixed KP07
2018-07-25 15:52:31 +02:00

743 lines
1.0 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",
"#import mpld3\n",
"\n",
"import subprocess\n",
"import os\n",
"import gc\n",
"import datetime\n",
"\n",
"import pycuda.driver as cuda\n",
"\n",
"try:\n",
" from StringIO import StringIO\n",
"except ImportError:\n",
" from io import StringIO\n",
"\n",
"#Finally, import our simulator\n",
"#from SWESimulators import FBL, CTCS, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, CDKLM16, DataOutput, PlotHelper\n",
"from SWESimulators import Common, LxF, FORCE, HLL, HLL2, KP07, PlotHelper"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CUDA version (9, 1, 0)\n",
"Driver version 9010\n",
"Using GeForce 840M\n",
" => compute capability: (5, 0)\n",
" => memory: 2048.0 MB\n",
"=== WARNING ===\n",
"Using blocking context\n",
"=== WARNING ===\n"
]
}
],
"source": [
"cuda_context = Common.CudaContext(verbose=True, blocking=True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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": 4,
"metadata": {},
"outputs": [],
"source": [
"def save_figure(fig, stem):\n",
" fig_filename = \"convergence_smooth1d_\" + stem + \".pdf\"\n",
" \n",
" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
" \n",
" #ax = fig.gca()\n",
" #pos1 = ax.get_position() # get the original position \n",
" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
" #ax.set_position(pos2) # set a new position\n",
" \n",
" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
" # horizontalalignment='right', verticalalignment='bottom')\n",
" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
" \n",
" legend = fig.gca().legend_\n",
" if (legend != None):\n",
" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
" else:\n",
" fig.savefig(fig_filename)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def gen_test_data(nx, g, num_ghost_cells):\n",
" ny = 1\n",
" width = 100.0\n",
" dx = width / float(nx)\n",
" dy = 1.0\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",
" #Create a gaussian \"dam break\" that will not form shocks\n",
" x_center = dx*nx/2.0\n",
" size = width / 5.0\n",
" dt = 10**10\n",
" for j in range(-num_ghost_cells, ny+num_ghost_cells):\n",
" for i in range(-num_ghost_cells, nx+num_ghost_cells):\n",
" x = dx*(i+0.5) - x_center\n",
" \n",
" h[j+num_ghost_cells, i+num_ghost_cells] = 0.5 + 0.1*np.exp(-(x**2/size))\n",
" hu[j+num_ghost_cells, i+num_ghost_cells] = 0.1*np.exp(-(x**2/size))\n",
" \n",
" local_h = h[j+num_ghost_cells, i+num_ghost_cells]\n",
" local_hu = hu[j+num_ghost_cells, i+num_ghost_cells]\n",
" local_u = local_hu / local_h\n",
" dt = min(dt, dx / (local_u + np.sqrt(g*local_h)))\n",
" \n",
" return h, hu, hv, dx, dy, dt, nx, ny"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return \"smooth1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def sanity_check(variable, variable_name):\n",
" maxval = np.amax(variable)\n",
" minval = np.amin(variable)\n",
" if (np.isnan(maxval) or np.isnan(minval)):\n",
" print(\"=== WARNING ===\")\n",
" print(variable_name + \" contains NaN values\")\n",
" print(\"=== WARNING ===\")\n",
"\n",
"def run_benchmark(datafilename, simulator, courant_number, nx, ghost_cells, g=9.81, force_rerun=False):\n",
"\n",
" if (os.path.isfile(datafilename) and force_rerun == False):\n",
" print(\"=== WARNING ===\")\n",
" print(\"Existing simulation exists, skipping simulation\")\n",
" print(\"=== WARNING ===\")\n",
" else:\n",
" h0, hu0, hv0, dx, dy, dt, nx, ny = gen_test_data(nx, g, ghost_cells)\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as t:\n",
" sim = simulator(cuda_context, \\\n",
" h0, hu0, hv0, \\\n",
" nx, ny, \\\n",
" dx, dy, dt, \\\n",
" g)\n",
"\n",
" t = sim.step(2.0)\n",
" \n",
" h, hu, hv = sim.download()\n",
"\n",
" h = h[ghost_cells, ghost_cells:-ghost_cells]\n",
" hu = hu[ghost_cells, ghost_cells:-ghost_cells]\n",
" hv = hv[ghost_cells, ghost_cells:-ghost_cells]\n",
" \n",
" sanity_check(h, \"h\")\n",
" sanity_check(hu, \"hu\")\n",
" sanity_check(hv, \"hv\")\n",
"\n",
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
" \n",
" gc.collect() # Force run garbage collection to free up memory"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=== WARNING ===\n",
"Existing simulation exists, skipping simulation\n",
"=== WARNING ===\n",
"=> KP07_16384 16155.596733 ms\n",
"=> KP07_16 15.648365 ms\n",
"=> KP07_32 15.642881 ms\n",
"=> KP07_64 15.634775 ms\n",
"=> KP07_128 5.243540 ms\n",
"=> KP07_256 15.657902 ms\n",
"=> KP07_512 41.563749 ms\n",
"=> KP07_1024 78.989029 ms\n",
"=> KP07_2048 180.765629 ms\n",
"=> KP07_4096 605.001211 ms\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [16, 32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
"\n",
"#simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
"#simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"#simulator_names = ['LxF', 'FORCE', 'HLL', 'HLL2', 'WAF', 'KP07', 'KP07 dimsplit']\n",
"#simulator_reference = [KP07.KP07, KP07.KP07, KP07.KP07, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
"#simulator_courant_numbers = [0.95, 0.95, 0.95, 0.95, 0.95, 0.95, 0.95]\n",
"\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07]\n",
"simulator_ghost_cells = [1, 1, 1, 2, 2]\n",
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07]\n",
"simulator_courant_numbers = [0.75, 0.95, 0.95, 0.95, 0.45]\n",
"force_rerun=False\n",
" \n",
"for i in range(len(simulators)):\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \\\n",
" simulators[i], \\\n",
" simulator_courant_numbers[i], \\\n",
" reference_nx, \\\n",
" simulator_ghost_cells[i], \\\n",
" force_rerun=force_rerun)\n",
" \n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" run_benchmark(datafilename, \\\n",
" simulators[i], \\\n",
" simulator_courant_numbers[i], \\\n",
" nx, \\\n",
" simulator_ghost_cells[i], \\\n",
" force_rerun=force_rerun)\n",
" gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"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"
},
{
"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"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
" \n",
" plt.plot(x, h, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
"\n",
"for simulator in simulators:\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" \n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" \n",
" plt.title(str(simulator.__name__))\n",
" plt.legend()\n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def downsample(highres_solution, factor):\n",
" assert(highres_solution.size % factor == 0)\n",
" nx = highres_solution.size / factor\n",
" return highres_solution.reshape([int(nx), int(factor)]).mean(1)\n",
"\n",
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\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']\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']\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(np.abs(h_ref_downsampled - h), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref_downsampled) - np.sum(h))\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.axis([10**1, 10**4, 10**-8, 10**-2])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('L2 error')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"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",
"\n",
"for i, simulator in enumerate(simulators):\n",
" a = np.arange(1, len(domain_sizes))\n",
" #order = np.log2(error[i, :-1] / error[i, 1:])\n",
" order = np.log2(error[i, 0] / (error[i, 1:]) )/a\n",
" plt.plot(order, label=simulator.__name__)\n",
" \n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence2')\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot initial conditions \n",
"fig = plt.figure()\n",
"reference_nx = 16384\n",
"ref_x = np.linspace(0.5, reference_nx-0.5, reference_nx)*10.0/float(reference_nx)\n",
"h0, hu0, hv0, dx, dy, dt, nx, ny = gen_test_data(reference_nx, 9.81, 0)\n",
"plt.subplot(211)\n",
"setBwStyles(fig.gca())\n",
"plt.plot(ref_x, h0.T, linestyle='-', marker=\" \", label='h')\n",
"plt.legend(loc='upper left')\n",
"plt.subplot(212)\n",
"setBwStyles(fig.gca())\n",
"plt.plot(ref_x, hu0.T, linestyle='-.', marker=\" \", label='hu')\n",
"plt.legend(loc='upper left')\n",
"\n",
"save_figure(fig, 'initial_conditions')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"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"
},
{
"data": {
"image/png": 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6brjhBo4//vgydcVXdpVeRbdu3Tq+973vcfPNN5fpV/xyg9IXFUQE69atA6BZs2YVxrV+jvPOO48hQ4aUqWvfvv0G+0qSJEnSlibbZNrjwP0R8VNgIpCA7wK3AJW7zk6SiomIKm23rEuuu+46+vfvzwUXXECPHj1YsGAB22yzTWYLZ2X06NGD999/P5Okq0q/v/71r3To0IFttsnuj/R99tmHjz/+mA8++KDc1Wk9evTgnXfeqXJskiRJkrQlyvY2z58CTwB/AOYAHwEPAn8BrqiOwCSpvujTpw977rknv/71rzn88MPp1asXxx13HGPHjmXOnDlMnDiRa665hilTKt4Ff+211/KHP/yB66+/nnfeeYd3332Xxx9/nGuuuWaDc1900UV8+eWXnHbaabzxxhvMnj2bF154gbPOOou1a9dWKv5DDjmE3r17c8IJJ/Diiy+Sn5/Pc889x/PPPw/AFVdcwaRJk7jooouYNm0aM2fO5Omnn85sbZUkSZKkrUlWybSU0qqU0lBgO6A7sB+wfUrpkpTSN9UZoCTVB5deein33nsvH3/8Mc8++yy9e/fmrLPOokuXLpx66qnMmTOHHXfcscL+Rx55JGPGjOHFF1/kW9/6Fj179mTEiBHsuuuuG5x3p512YsKECaxdu5YjjzySvfbai6FDh5KXl0eDBpX/I/6vf/0r3/rWtzjttNPo1q0bl19+eSYZt88++/Dqq68yc+ZMDj74YPbbbz9+/vOfl9hGKkmSJElbi6xu8ywxQMQuQEopfVI9IUnaElT1Nk9tWfyMJUmSJG1um+s2z6xWpkVEg4i4NiIKKNziOTciFkfEzyMi262jkiRJkiRJUp2W7QUEvwLOBq4EJgABfAe4HmgKXF0dwUmSJEmSJEl1SbbJtB8C/5NSerpY2VsR8QkwCpNpkiRJkiRJ2gJluyVze+C9csrfK6qTJEmSJEmStjjZJtPeAi4up/ziojpJkiRJkiRpi5PtNs/Lgb9HxOHAJCABBwHtgKOrKTZJkiRJkiSpTslqZVpK6VVgD+BJYFsKt3Y+AeyRUnqt+sKTJEmSJEmS6o5sV6aRUvoELxqQJEmSJEnSViSrlWkRMTsifhcRTUqV7xARs6snNEmSJEmSJKluyfYCgg7Ad4DXIqJtsfKGwK6bGpQkSZIkSZJUF2WbTEvAUcDHwJSI+Fb1hSRJGzZy5Ejmzp1bpnzu3LmMHDmyRucePHgwxx13XNZ9I6LMM2vWrGqOUpIkSZJUU7JNpgWwNKV0PPAH4NWI+EH1hSVJ5Rs5ciTDhg2jb9++JRJqc+fOpW/fvgwbNqzGE2qb4qijjmL+/Pklno4dO9Z2WJIkSZKkStqUlWmFX6R0FXAucC9wY3UEJUkVGThwIJ06dWL27NmZhNr6RNrs2bPp1KkTAwcO3OxxjR8/nsaNG/Paa/+90PjWW29lhx12YP78+ZmyJk2a0KZNmxJPw4YNN3u8kiRJkqTsZHubZxR/kVJ6OCI+BJ7c9JAkbc2WLVtWYV3Dhg1p374948aNyyTPOnfuDMDq1avp2LEjf//732nVqhUrVqygWbNmGxw3Jyen2uLu06cPw4YNY9CgQbz11lvMmTOHq6++mkcffZS2bdtufABJkiRJUr2Q1cq0lFKDlNLCUmWTgH2BQ9eXRcR3St/4KUkbkpubW+FzwgknAGQSalCYRFu9ejUA+fn5dO3aldzcXPr3719i3A4dOpQZr7r98pe/ZPvtt+fcc8/ljDPOYNCgQWVWyY0ZM6ZEDCeddFK1xyFJkiRJqjnZrkwrV0rpM+CzYkXPAd2B2dU5jyTVRY0bN+bhhx9mn332Ydddd+X2228v06Zv376MHj0687o6V8dJkiRJkmpetSbTyhEbbyJJ/7V06dIK69afLbb+jDSARo0aAf/d5vnss8/Srl07GjQoufB2zpw5NRNwKRMnTgTgyy+/5MsvvyyTLMvJyclsTZUkSZIk1T/ZXkAgSTUiJyenwqdp06ZlLhuYNWsWs2bNolOnTuTn5zNgwAC++OKLEuelVTRudfvwww+55JJLuPfee+nZsydnnnkm69atq/Z5JEmSJEm1x2SapHrlySefzCTSxo0bR/v27TNnqK2/5fPJJ2v2LpSCggKmTZtW4vnoo48YNGgQRxxxBD/60Y/43e9+x9tvv82tt95ao7FIkiRJkjavmt7mKUnVaujQoQAMHDiQ9u3bZ8rXJ9SefPLJTJuaMn78ePbbb78SZRFBmzZteOaZZwBo06YN9913HyeffDL9+vWje/fuNRqTJEmSJGnziJRSzQ0esQTonlLyAgJpKxMRLYGCgoICWrZsWaJu5cqV5Ofn07FjR5o2bVo7AapG+RlLkiRJ2tyWLFlCXl4eQF5KaUlNzVPT2zy9gECSJEmSJElbjBrd5plSalGT40uSJEmSJEmbU1Yr0yJix4h4KCI+jYg1EbG2+FPdQUqSJEmSJEl1QbYr0x4E2gO/AOYDNXfwmiRJkiRJklRHZJtM+y5wcEppWnUGI0mSJEmSJNVl2V5AMA8vF5AkSZIkSdJWJttk2jDgpojoUH2hSJIkSZIkSXVbtts8HweaAx9GxHJgdfHKlNL2mxqYJEmSJEmSVNdkm0wbVq1RSJIkSZIkSfVAVsm0lNLvqzsQSZIkSZIkqa7L9sw0IqJhRJwQEddExNURMTAiGlZncJKUjVdeeYVLLrmkRsYePHgwEVHmmTVrFgDz5s3j7LPPZqeddqJx48bsuuuuDB06lC+++KLEOH369Mn0bdy4MbvtthtXXXUV33zzTZk5x40bx9FHH02rVq1o3rw53bp14yc/+QmffPIJAOPHjy83pohgwYIFNfLrIEmSJElbq6ySaRHRGXgX+ANwPHAi8DDwTkTsVn3hSVLlff3111xwwQUcdthh3H777Tz55JM1Ms9RRx3F/PnzSzwdO3Zk9uzZHHDAAXzwwQc8+uijzJo1i7vvvpuXX36ZXr168eWXX5YY55xzzmH+/PnMmjWL4cOHc9ddd3H99deXaHPPPfdw+OGH06ZNG/76178yY8YM7r77bgoKCrj11ltLtH3//ffLxNW6desa+TWQJEmSpK1Vtmem3QF8CPRMKX0JEBGtKEyo3QEMqJ7wJKlyXnnlFc466yw++uijTNnhhx9eI3M1adKENm3alCm/6KKLaNy4MS+88ALNmjUDoH379uy3337stttuXH311YwePTrTvnnz5plx2rdvzx//+EdeeOEFbrzxRgA+/vhjhgwZwpAhQ7jtttsy/Tp06EDv3r1ZvHhxiflbt27NtttuW+3vV5IkSZL0X9lu8zwEuHx9Ig0gpfQFcGVRnSRlZdmyZSxbtoyUUqZs1apVLFu2rMwWyGXLlrFgwQLOP/98DjvssBKJNIAWLVqUGXfdunU1EveXX37J2LFjufDCCzOJtPXatGnDGWecweOPP17ifRX31ltvMWHCBBo1apQp+/Of/8yqVau4/PLLy+1j4kySJEmSNr9sk2nfAC3KKc8FVmUfjqStXW5uLrm5uSxatChTdsstt5Cbm8vFF19com2rVq1o27Yt99xzz0bH7dChA7m5ubz77rubHOOYMWMycebm5nLSSScxc+ZMUkp07dq13D5du3blq6++4vPPP8+UjRo1itzcXJo0aUL37t35/PPPueyyyzL1M2fOpGXLlrRt27ZSce2yyy4l4tpjjz027Y1KkiRJksrIdpvnGOD/IuJs4I2ism8DdwNPV0dgklRX9e3bt8R2zZycHObOnbvBPutXpEVEpuyMM87g6quvZsmSJdx88820bNmSE044oUSf4u035rXXXiuxGm+bbbL9I16SJEmSVJFsv9MaAvwemASsLjbW08DQaohL0lZq6dKlQOF5YutddtllDBs2rExy6IsvvuDrr7/mhhtu4O67797guHPmzAEoswUzGzk5OXTu3LlEWePGjYkIZsyYwXHHHVemz3vvvcd2223HDjvskCnLy8vLjPPwww+z5557cv/993P22WcD0KVLFwoKCpg/f36lVqd17NjRrZ+SJEmSVMOy2uaZUlqcUjoW2IPCmzxPAvZIKQ1MKRVUZ4CSti45OTnk5OSUWJHVuHFjcnJyaNKkSZm2bdq0YfTo0bz88svsuuuuJeq//vrrMuM2aJDt7vYNa9WqFf369WPUqFGsWLGiRN2CBQt45JFHOOWUUypcadaoUSN+9rOfcc0117B8+XIATjzxRBo3bszw4cPL7VP6AgJJkiRJUs3bpO8qU0ozU0rPpJSeTinNqq6gJKmqDj30UKZPn84FF1yQKXvppZc2awx33nkn33zzDUceeST/+Mc/mDdvHs8//zz9+vVj55135le/+tUG+59++ulEBKNGjQKgXbt23HbbbYwcOZKzzz6bV199lY8++ogJEyZw3nnn8Ytf/KJE/4ULF7JgwYISz+rVq8ubSpIkSZKUpUpv84yIEcDPU0rLir6uUErp0k2OTJKqqEWLFowaNYoTTzyRZ555hoEDB27W+XfffXemTJnC9ddfzymnnMIXX3xBmzZtOO6447juuuvYfvvtN9i/cePGXHzxxQwfPpzzzz+f3NxcLrzwQrp06cJvfvMbBg4cyIoVK+jQoQPHHHMMl15a8o/a8i4cmDRpEj179qzW9ylJkiRJW7NYfyj2RhtGjAMGppQWF31doZRS3+oITlL9FREtgYKCggJatmxZom7lypXk5+fTsWNHmjZtWjsBqkb5GUuSJEna3JYsWUJeXh5AXkppSU3NU+mVacUTZCbLJEmSJEmStDXK6sy0iHggIlqUU54TEQ9U0OeEiGheXp0kSZIkSZJUH2R7AcEPgWbllDcDzqygz5+BBRHxfxHx7SznlSRJkiRJkmpNlZJpEdEyIvKAAFoUvV7/bAccDSzcwBC3AAcAkyLi7YgYFhGtso5ekiRJkiRJ2oyqujJtMfAlkIAPgK+KPYuAB4C7NtD/npRSD+BbwD+A64BPIuJPEdGvirFIW4SIuDAi8iNiZURMjYiDN9B2cESkcp6mpdrtHBEPR8QXEbE8IqZFxP7F6neMiAcj4tOi+ucjYvdSY4wvZ57Hqv9XQJIkSZKk+qPSFxAU6UvhqrRXgBMoTKyttwr4KKX06cYGSSlNBaZGxKXAScBZwPMRMS+l1KGKMUn1VkScAtwOXAhMAM4DnouIbimluRV0WwLsUbwgpbSy2JjbFY01DuhP4WrR3ShMhhMRATwFrAaOLRrvUuClonmXFRv6XuDaYq9XZPdOJUmSJEnaMlQpmZZSehUgIjoCc1NKqSrdyxlvJfAQ8FBEdAZ+VJV4pC3ApcD9KaX7il4Pi4gjgQuAqyrok1JKCzYw5hXAvJRS8d9Pc4p9vTvQE9grpfQOFK6OozDpdhpwX7G2yzcylyRJkiRJW5VsLyDYFTg4InqX91TQJzY0YEppVkrp6izjkeqdiGgM7A+8UKrqBeCgDXTNjYiPIuLjiBgTEfuVqv8+MCUi/hwRCyPi3xFxTrH6JkX/zaxmSymtpXB16XdLjXVGRCyKiHci4jfl3eIrSZIkSdLWpKrbPNcbX05Z8ZVnDcup7wh8nuV80pZoBwp/r3xWqvwzoE0Ffd4DBgPTgZbAUGBCROybUppZ1KYThSvbRgC/Bg4E7oiIb1JKfyga4yPgxog4D1hG4Qq5NkDbYnM9AuQDC4C9gBuBfYFyzzeMiCb8N1EHYOJNkiRJkrTFyTaZtl2p142A/YBfAOWuLkspfVReeUREFbeLSlua0v//RzllhQ1Teh14PdMwYgLwJvBjYEhRcQNgSkrpZ0Wv/x0Re1KYYPtDSml1RJwA3E/huYdrgZeA50rNdW+xl29HxEwKV7z1SCm9WU54V1F4qYgkSZIkSVusrLZ5ppQKSj2LUkovApcDw6s43DcR0TWbOKR6bhGFiazSq9BaU3a1WrlSSuuAf1F4Dtp684EZpZq+C7Qv1m9qSqk7sC3QNqV0FNCKwpVoFXmTwksLdq+g/kYgr9izS2XeQ30zePBgjjvuuDLl48ePJyJYvHhxia/Lc/3119O9e/eaDlWSJEmSVAOyXZlWkc8pdcvgehExooI+DYErI+ILgJTSpdUck1QnpZRWRcRUCrdNPlmsqh/wt8qMUXQ5y12sAAAgAElEQVQzZ3cKt32uN4Gyvw+7ULi1s3QMBUXj7A4cAPx8A9PtSeEq1PnlVaaUvgG+KRbbxt/AJlq2bBm5ubkALF26lJycnBqfU5IkSZK0dcsqmRYR+5QuovCspSuBtyroNqyorvRSjQC6Unhuk9s9tbUZQeFttlOAScC5FK4guxsgIv4AfJJSuqro9XUUbvOcSeGZaUMoTKZdVGzM24CJEfEz4E8Unpl2btFD0TgnUZj8ngvsDYwEnkopvVBUvxtwBvAshSvougG3Av+mMFknSZIkSdJWKduVadMoTHyVXnryOnBWBX2uBs4BfpJSemV9YUSsBganlEpvS5O2eCmlxyOiFXAthQnpt4Gji50x2B5YV6zLtsD/Ubg1tIDC5FbvlNIbxcb8V0QMpHDb5bUUbt0cllJ6pNg4bSlM5O1I4UqzP1B45uF6q4DDKLzgIBeYB/wduKHo5s8as2zZskq3Kd52/ddr1qxhm222oUGDBjRr1myD47qSTZIkSZJUVdkm0zqWer0O+DyltLKiDimlGyPiJeDhiHgGuCqltDrL+aUtRkppFDCqgro+pV5fAlxSiTHHAGM2UH8HcMcG6ucBh2xsnpqwfttmVe24444lXh9yyCGMHz8+87pDhw4sWrSoRJts7z4ZM2ZMmTjXrq3RHKMkSZIkqY7IKplW0c2clej3r4jYH7gLmBoRZ+DWTkn1TN++fRk9enSJssmTJ/ODH/ygliKSJEmSJG0ulU6mRcSQyrYtWvVSUd1S4IcRcSrwIoUXEEgSUHiRwMYU3+bZqVMnAD777DNycnJKbPMsbs6cOdUWY05ODp07dy5R9vHHH1fb+JIkSZKkuqsqK9M2urWsSGID28cyjVJ6LCL+CexPObcMSto6VeYcs/Vtip+DlpOTs8G+no8mSZIkSaoOlU6mpZRKn5O2yVJKHwMu55C0RZo+fTotWrQoUda9e3cAVqxYwbRp00rU5ebmllnxJkmSJEmqW7K9gCAjIgIgVeEk74g4EyhIKf2tWNmxQF5K6Q+bGpOkrUNOTk7WlwhsDr179y5Ttj7eDz74gP32269EXelLEyRJkiRJdU9k+41oUULsMmD3oqIPgFtSSg9Vou864L2UUrdiZe8Bu6eUPENN2gJEREugoKCggJYtW5aoW7lyJfn5+XTs2JGmTZvWToCqUX7GkiRJkja3JUuWkJeXB4WLtZbU1DwNNt6krIi4FBgNPAucDJwCPA/cHREbPVstpdSgeCKtqOz/N5EmSZIkqT4aOXIkc+fOLVM+d+5cRo4cWQsRSZJqSrbbPH8MXFBqS+bfIuId4Hrgtk0NTJIkSZLqg5EjRzJs2DDuuOMOxo0bR/v27YHCRFrfvn2ZPXs2AEOHDq3NMCVJ1SSrlWlAW2BiOeUTi+qqLCIaRUT7LOORJEmSpFoxcOBAOnXqxOzZs+nbty9z584tkUjr1KkTAwcOrO0wJUnVJNtk2iwKt3eWdgowM8sxuwH5WfaVJEmSpFrRvn17xo0bl0mode7cmc6dO2cSacVXq0mS6r9st3leBzweEb2BCUACvgscRvlJNkmSJEnaYq1PqHXu3JnVq1cD0KhRIxNpkrQFyiqZllL6a0R8G7gEOA4IYAZwYErp3+X1iYg3NzJss2xikSRJkqTatmzZMh544IFMIq24c889lzVr1tCrVy8OOuggunbtSoMG2W4SkiTVtmxXppFSmgr8oApdugGPUfFWzrZAl2zjkSRJkqTN7auvvuKuu+5ixIgRfPXVV5nyRo0asXr1avr27ctnn33GsmXL+N3vfgdAXl4ePXv2pFevXvTp04dDDjmktsKXJGUhq2RaRPQAVqeUphe9Phb4EYWr065PKa0qp9vbwOSU0ugKxuwOnJNNPJIkSZK0OS1YsIARI0YwevRoli5dminfYYcdmDBhAk2bNs1cQNCmTRsGDx7MO++8wxtvvEFBQQFjx45l7Nix9OvXr0Qy7fHHH6d79+506dKFiKiNtyZJ2ohsV6bdA9wETI+ITsDjwBPASUBzYFg5ff4J7LGBMb8G/pFlPJIkSZK02cyYMYNbbrkFgLZt2zJ//vwylw2MGzcuk1DbfffdufPOO1mzZg3Tp09n4sSJTJo0iZ49e2bGXLhwIaeeeioA22+/PT179uSggw6iV69eHHjggeTm5m7+NypJKiNSSlXvFFEA9EgpfRgRVwCHppSOjIjvAI+llNpVd6CS6peIaAkUFBQU0LJlyxJ1K1euJD8/n44dO9K0adPaCVA1ys9YkrSl+c9//sO7777LKaecAkBKiQsvvJABAwYwYMAA7rjjDgYOHFjmsoG5c+fy5JNPMnTo0I3OMWPGDM477zymTJnCypUrS9Q1aNCA6667jmuvvTYzP+DqNUkqZsmSJeTl5QHkpZSW1NQ82Z56GcX6Hg48W/T1PGCHTQ1KkipjzZo1/OUvf+Evf/kLa9as2SxzDh48mOOOO65M+fjx44kIFi9eXOLr8lx//fV079693LrVq1dzxRVXsPfee5OTk8NOO+3EmWeeyaefflqt70OSJFXOxIkTOeaYY9h3330555xzMn+/RwSjR4/mmGOOISIYOnRoubd2tm/fvlKJNIBu3brx2muvUVBQwOTJk7n99ts55ZRTaNeuHevWrWPXXXfNtJ08eTJt2rTh2GOP5eabb+Yf//gHy5cvr543LUnaoGy3eU4BromIl4BDgAuKyjsCn1VloIh4BfhRSumjLGORtJUaP348J510EgAvvvgihx9+eC1HtOmWL1/Om2++yc9//nP23XdfvvrqK4YNG8b3v/99pkyZUtvhSZK0VUgpMXbsWG688Ub+8Y/Ck2gigv79+7N06VK23XbbGp2/cePGHHjggRx44IGZRNwnn3xSYpvnpEmTWLhwIU8//TRPP/00ANtssw3du3enV69enH/++XTr1q1G45SkrVW2ybRhwCPAccCvUkqzispPBCaW1yEivl/BWL2BYyJiHkBK6eksY5K0FUgpZX7q+thjj2XKH3vsMXr16gVA8+bN6+2Wh7y8PF588cUSZb/97W858MADmTt3brk/8ZYkSdVn6tSpnHPOOfz73/8GCm/l/OEPf8jll1/O7rvvXmtx7bzzziVeX3jhhfTs2ZNJkyZlzl/79NNPmTJlClOmTOHkk0/OtH3ttdeYPHkyvXr1Yv/99/cIBknaRFkl01JK/wH2LqfqMmDt+hcRcRrwdEppGfAUkCjcIlrab9cPDTTMJiZJW4Zly5ZVWNewYcPM4b6l3X///dx///0AvPPOO3Ts2JFmzZptcNycnJxqiLjmFRQUEBE1/lNwSZIErVq14j//+Q85OTmcd955XHrppWUSWXVBkyZN6NWrF7169eLSSy8lpcS8efMyibX9998/0/ZPf/oTd955J1CYHOzRowe9evXKXG6wyy671NbbkKR6KduVaeVKKa0sVXQPMBmYDYylMNF2Vkpp4foGEbEa2DelNKM6Y5FUP23olqqjjz6a0047baNj7LnnnhxyyCGMHz8+U9ahQwcWLVpUol02F7AAjBkzpkyca9euraD1plm5ciVXXnklp59+epmLHCRJ0qZZunQp9957L7NmzeKuu+4CCv/N8Kc//YlDDjmEVq1a1XKElRcRtG/fnvbt22duBF3vwAMP5Nhjj81sDZ08eXLmTDaATz/9lLZt2wKwYMECtt9+exo3brzZ34Mk1RfVmkwrR2YVWkqpf0RcAvwrIi5KKY2p4bklbYFOOukk5s6dy9VXX11rMfTt25fRo0eXKJs8eTI/+MEPqnWe1atXc+qpp7Ju3TpGjRpVrWNLkrQ1+/LLL/ntb3/LHXfcwZdffgnAxRdfTNeuXQE4/vjjazO8ajdo0CAGDRpESonZs2czadKkzFNQUJBJpAGcffbZvPLKK+y///6ZlW+9evUq0UaStnY1nUwrIaV0W9GFA3+MiO8Bl2zO+SXVfUuXLq2wrmHDhjRp0oShQ4dWmEz77LPPyMnJoUGDkpcVz5kzp9pizMnJoXPnziXKPv7442obHwoTaSeffDL5+fm88sorrkqTJKkafPLJJ4wYMYJ77rkncwRE586dueKKK8o9RmJLExHstttu7LbbbpkfAq5evbpEm1mzZrFy5UomTJjAhAkTMuW9evXiiSeeoE2bNps1ZkmqizZrMg0gpfRWRBwA3AZMo/wz1CRtpTb1HLOcnJxyx6gv56PBfxNpM2fOZNy4cfVqi4kkSXXVyy+/zNFHH82qVasA2Hfffbnqqqs48cQTadhw6z22uVGjRiVev/fee8ycObPExQZvv/02kyZN4sQTT+S1116rtxc9SVJ12ezJNICU0grg/KIbPvsCizbSRZIymjdvzuOPP87w4cM566yzAHjggQe4/PLLad68eS1H91/Tp0+nRYsWJcq6d+8OwIoVK5g2bVqJutzcXDp06MCJJ57Im2++yZgxY1i7di0LFiwA8PwSSZKqaOnSpZlzTnv27EmLFi3o1q0bV111FUcddZRJoXJEBF26dKFLly788Ic/BApXq5100kn89re/9ddMkqilZNp6KaWngadrMwZJ9U9EcPLJJ5e48v3CCy+sxYjK17t37zJl6y89+OCDD9hvv/1K1B1yyCE8+OCDPP104R+L6xNv640bN44+ffrUTLCSJG1BXnvtNW688UbmzZvHW2+9RYMGDcjJyWH69Ome/ZWFzp07M3Xq1BLHaKxZs4ZttqnVbyclqdZEtrfZVWrwiLeB/imleaXK2wOrU0rzi5W1BRqllObWWECSNpuIaAkUFBQUlDnva+XKleTn59OxY0eaNm1aOwGqRvkZS5I2t5QSzz77LDfeeGPmrK8GDRowefJkDjjggFqObssyceJEzjzzTJ566in22muv2g5HkjKWLFlCXl4eQF5KaUlNzdNg402yl1Laq3Qircgc4OVSZa8A+TUZjyRJkqQty5o1a3jsscfo3r07xxxzDBMmTKBx48ace+65vP/++ybSqllKiZ/97Gd8+OGH9OnThzfffLO2Q5Kkza7S63Ij4iugUsvYUkrbb6RJX2B5qbIzgbpz2JEkSZKkOm/8+PGcdtppQOH5o+effz6XXHIJO+20Uy1HtmWKCJ588kmOOuoo3njjDQ499FCee+45evXqVduhSdJmU5VN7sOKfd0KuAYYC0wqKusFHAn8YmMDpZReLafsX1WIRZIkSdJW6Ouvv+att97iu9/9LgCHHXYY/fr14+CDD+aiiy5i++039nN9bartttuOF198kQEDBvDPf/6Tfv36MWbMGM92lbTVyOrMtIj4KzAupXRnqfKLgcNTSsdVU3yS6inPTNu6+RlLkqrbokWLGDlyJHfeWfgtyEcffVTm3xjavJYtW8axxx7Lyy+/TNOmTXnqqac48sgjazssSVuxun5m2pHA8+WUjwUOL69DRHSJYvcoR8R3I+KpiHgnIl6KiGOzjEWSJEnSFmrevHkMGzaMXXfdlV/+8pcsXryY1q1b89FHH9V2aFu9nJwcxowZw4ABA1i5ciX33XdfbYckSZtFtsm0L4CB5ZQfV1RXnneB/w8gIvoArxbN/wiwGHgiIvwxhiRJkiTmzp3LWWedxW677cbIkSNZvnw5PXr04M9//jMzZsxg7733ru0QBTRt2pQnnniCX//61zz00EO1HY4kbRZVOTOtuOuA+4uSYuvPTOsJHAX8TwV9otjX1wB3p5QuylRG3Aj8jMLVbZIkSZK2YqtWreL3v/8969ato0+fPlx11VX069ePYptdVEc0btyYq666KvM6pcTkyZPp2bNnLUYlSTUnq5VpKaUHgYMoXFF2PHACUAB8p6huY7oBfyhV9hCwZzbxSJIkSaq/UkqMHz+em2++OVPWuXNnbrnlFiZNmsS4ceM44ogjTKTVAyklfvrTn9KrVy/uueee2g5HkmpEtivTSClNBs6oYrcWEbESWAF8U6puFdAs23gkSZIk1T9r165l0KBBPProozRo0IDjjz+e3XffHYBLL720lqNTNlavXg3A+eefz4oVKxg2bFgtRyRJ1SvbM9PKFRHbRET7DTT5APgK6AjsX6puT+CT6oxHkiRJUt2VUmLo0KE8+uijNGrUiPPPP5+cnJzaDkubICIYOXIkV1xxBQCXXHIJv/71r2s5KkmqXtWaTKMwIZZfQV1f4NCipy/wWqn6DsC91RyPJFWrwYMHc9xxx5Uo+8tf/kLTpk0ZPnw4119/PRFBRNCwYUPatWvH//zP//D5559n2n/11VcMGjSIvLw88vLyGDRoEIsXL87UFx+j+OM3F5KkLc3w4cO56667iAgeeeQR7rrrLnbaaafaDkubKCK48cYbueGGGwC4+uqrueaaa0gp1XJkklQ9qjuZVqGU0qulng9K1Y9MKd2yueKRpOpw3333ccYZZ3DnnXdy+eWXA7Dnnnsyf/585s6dy+jRo3nmmWc488wzM31OP/10pk2bxvPPP8/zzz/PtGnTGDRoUKb+pz/9KfPnzy/xdOvWjZNOOmmzvz9JkmrKQw89xJVXXgnAbbfd5t9zW5iI4Nprr2X48OEA/OpXv8qsVpOk+q5KZ6ZFxJsbaeKZZ5I2i0suuYTvfe97HHrooQC88sorPPPMM9x2222bLYbhw4dz7bXX8sc//pETTjghU77NNtvQpk0bAHbeeWeGDBnCtddey4oVK5gzZw7PP/88r7/+Ot/+9rcBuPfee+nVqxfvv/8+e+yxB7m5ueTm5mbGe+utt5gxYwZ33333ZntvkiTVpJkzZ3LWWWcBhT9EGjp0aC1HpJpy2WWX0bx5c4YOHUr37t1rOxxJqhZVvYCgG/AYFW/lbAt0ySaQiNgXeDOl1DCb/pK2DMuWLQOgefPmmRu7Vq1axerVq9lmm21o0qQJTz75JLfffju33347p556Kg0bNuSRRx4B4KCDDuLoo4+mYcOGNG3atMy4zZo1o0GDTV+Ue+WVV3LXXXcxZswYDj/88A22bdasGevWrWPNmjVMmjSJvLy8TCINoGfPnuTl5TFx4kT22GOPMv3vu+8+unTpwsEHH7zJcUuSVBfsvvvu3HrrrbzxxhslbvDUlumiiy7iyCOPpHPnzrUdiiRVi6p+R/k2MDmldEN5D7Cpyya861rayq1flbVo0aJM2S233EJubi4XX3wxAIcffjgXXHABAI899lgmkXbBBRfw4Ycfkpuby9lnn11i3A4dOpCbm8u77767yTE+99xz3Hzzzfztb3/baCLtvffeY/To0Rx44IG0aNGCBQsW0Lp16zLtWrduzYIFC8qUf/PNNzzyyCNl3o8kSfXdkCFDeOihh6rlh1yq+4on0j755BN+8pOfZG79lKT6pqp/c/0TKLts4r++Bv5RXkVEPLGhBxgBeCKlpI1q0aIFo0aNonHjxpmyp59+mlGjRpVYjVZT9tlnHzp06MC1117L119/XaZ++vTp5Obm0qxZM7p160a7du0yCT8gs+KuuJRSueVPPPEEX3/9dYkz1yRJqo+++OILzj77bL766qtMWXl/92nLtnbtWo4++mhGjBjBSSedxDfffFPbIUlSlVUpmZZSGpZSGraB+g9TSn0rqP4e0BQoqOBZWpVYJG2Zli5dytKlS9lhhx0yZZdddhlLly7lzjvvLNF23rx5ma/Xn5120UUXsXTpUu6///4SbefMmcPSpUvp2rXrJse488478+qrrzJ//nyOOuqoMgm1PfbYg2nTpjFjxgxWrFjBK6+8kvlpbJs2bfjss8/KjPn555+z4447lim/7777OOaYYzJnsEmSVB+tWLGC73//+zzwwAOcfvrptR2OalHDhg256aabaNq0KX/729849thjWb58eW2HJUlVsjnXVL8L/DWl9KPyHuC6zRiLpDoqJyeHnJycEj+pbty4MTk5OTRp0qRM29IaNWpETk5OmRVq68etrq0k7du359VXX2XhwoUcccQRLFmypES8nTt3pmPHjmVi7tWrFwUFBbzxxhuZssmTJ1NQUMBBBx1Uom1+fj7jxo1zi6ckqV5bu3Ytp59+OhMnTmTbbbflN7/5TW2HpFrWv39//v73v9O8eXPGjh3LgAEDyl3tL0l1VdbfVUbEthFxRET8ICLOLP5U0GUq0GMDQ34DzM02Hkna3HbZZRfGjx/PF198wRFHHEFBQcFG+3Tt2pWjjjqKc845h9dff53XX3+dc845h2OOOabM5QMPPPAAbdu2pX///jX1FiRJqlEpJYYMGcJTTz1FkyZNePrpp9lzzz1rOyzVAYceeigvvPACLVq0YPz48Rx55JEsXry4tsOSpErJKpkWEd+jMPH1HHAnMLLYc3sF3c4HLqtozJTSuymljtnEI2nrlJOTQ0qJlFK5q9Q2h/VbPhcvXky/fv0q9Y/ARx55hL333psjjjiCI444gn322YeHHnqoRJt169bx4IMPMnjwYBo29JJjSVL9dNNNNzFq1CgigocfftibqVXCd77zHV5++WW22247Jk2alLlgSpLqukip6mf+R8QHwLPAz1JKbnCXVEZEtAQKCgoKaNmyZYm6lStXkp+fT8eOHTfLhQHa/PyMJUkPP/wwgwYNAuCOO+7gxz/+cS1HpLrqrbfe4oILLuDPf/4zO++8c22HI6keW7JkCXl5eQB5KaUlG2ufrW2y7LczcIeJNEmSJEnl2X///Wnfvj2nnHKKiTRt0L777suECRNKnJn7zTfflDl7VpLqimzPTBsLHFCdgUiSJEnacnTt2pWpU6dy00031XYoqgeKJ9IeffRR9txzT/Lz82sxIkmqWKVXpkXE94u9/DtwS0R0A6YDq4u3TSk9XT3hSZIkSaov8vPzmTNnDn379gVghx12qOWIVN+sWrWK//3f/+XDDz+kd+/evPzyy3Tp0qW2w5KkEqqyzfOpcsquLacsAZ6WLUmSJG1FFi1axFFHHUV+fj5PPPEExxxzTG2HpHqocePGvPzyyxx22GG899579O7dm5deeom99tqrtkOTpIxKb/NMKTWo5GMiTVKlZHMBiuoHP1tJ2rosX76c733ve3zwwQe0bduWHj161HZIqsd22mknXn31VfbZZx8+++wz+vTpw5tvvlnbYUlSRlZnpkXEmRFR5jTIiGgcEWdW0Kdxqde7RcTtEfH3iLgvIvbPJhZJ9U+jRo2Awn946/+xd99xVVf/A8dfh42iIo7EHIm4TSUtZ+49cuXM/XWPsq8mWWnDrL6aiZW5tynuvQcaYblnaqGoaDlDQYaMe8/vj4v3BwoKVy4X9P18PD6Px73n8/mc8/4AIrw5532eTw8/tw8/10IIIZ5fCQkJdOvWjd9//528efOyfft2ChcubOuwRDZXsGBBAgICqFatGv/++y8NGzbk999/t3VYQggBWL6b5wJgO3DrkfZciecWp3BPjFLKU2t9SylVBQgC/gIOA1WAA0qpN7XWhyyMSQiRTdjb2+Pu7s6tW6ZvITly5EhWdFZkX1proqOjuXXrFu7u7tjby2RlIYR4nmmtGTFiBBs3bsTZ2ZmNGzdSrlw5W4clnhMeHh7s3r2bVq1aERQUxKZNm6hRo4atwxJCCIuTaQpTbbRHFQHCn3DPQxOArUBnnbgWSCk1H/gcaGFhTEKIbKRQoUIA5oSaeL64u7ubP8dCCCGeX19//TUzZ85EKcWyZcuoU6eOrUMSz5k8efKwY8cOFixYwLBhw2wdjhBCAOlMpimljmNKomlgj1IqIclpe6AEphlrT1MF6KqTF9WZBuxITzxCiOxLKYWnpycFCxYkPj7+6TeIbMPR0VFmpAkhxAtAa8358+cB+P777+nQoYONIxLPq5w5czJ8+HDz+9jYWA4fPizJWyGEzaR3ZtrDHT2rYEp8RSY5FwdcBtakcu/DJByAAYh45HwEkCed8Qghsjl7e3tJvAghhBDZkFKKRYsW0b17d5o3b27rcLKMhIQE1q83/drUrl07HBwsXQwkUhIfH0/nzp3ZunUry5Yto1OnTrYOSQjxAkrXd3at9ecASqnLwAqt9YN03K6Av5RSGnADXgVOJzlfCriRnniEEEIIIYQQmevy5csULVoUe3t7lFKSSHvEvn37zAmeXbt20bhxYxtH9HxRSpErVy4SEhLo2rUrMTEx9OqV4h54QghhNRb9mURrvQggcQfOcphmnJ3VWh9/wm19H3l/8ZH3NYB1lsQjhBBCCCGEsL6QkBBq1qzJm2++ydKlS3FxcbF1SFnCww14APz9/c3t/v7+1KxZEwBXV1fu379PZGQkMTExPHjwgJiYGGJjY3F2diZXrly4ubmZD5nRljIHBwcWLVqEq6src+fOpXfv3sTExDBo0CBbhyaEeIGo5GXL0niTUgUBf6A+cA/TrLM8QACmWmi3MzBGIUQ2pJTKDYSHh4eTO3duW4cjhBBCiGd0584datWqRXBwMJUrV+aXX36R/+MTXbp0CS8vryde4+TkRFxcXJr79PDwwNPTE09PT7y8vChTpgxly5albNmyFC9e/IUvk2E0Ghk5ciQ//PADAFOnTmXkyJE2jkoIYWsRERHkyZMHII/W+tHyYhnG0j93/ADkBiporc8BKKXKA4uA74FuGROeEEIIIYQQwtaio6Np3bo1wcHBFC9enK1bt77QibTY2FhOnjzJ4cOHOXLkCLt3737qPQ8TaY6Ojri4uODq6oqLiwvOzs7ExsYSGRlJZGSk+bqwsDDCwsL4448/HuvL2dmZUqVKUaFCBerUqUP9+vUpX748dnZ2GfugWZidnR3Tpk3D1dWVSZMm8f7772MwGBg1apStQxNCvAAsnZkWDjTWWh9+pP0NYKfW2j2V+1oB7YEwYL7W+nySc3mBNVrrhukOSAiR5cjMNCGEEOL5kJCQQMeOHdm4cSMeHh4EBQVRtmxZW4eVqeLi4vj999/ZvXs3e/bs4fDhw+nejTwwMJCqVavi6urKihUruHjxItWqVaNq1arky4idxc8AACAASURBVJcv2Vjh4eHcvHmT69ev888//3DhwgXOnz/P+fPnCQ4OJjY29rH+8+XLR926dalfvz4NGzakQoUKKKWe+dmzOq01X3zxBZMnT2bnzp3UqlXL1iEJIWwos2amWZpMuw+8qbU+8Ui7D7Bfa/3Yb85Kqe7AYmA7piWh1YD+WuufE8+/BPyjtX6x5ysL8ZyQZJoQQgiR/WmtGTx4MLNnz8bFxYXdu3dTu3ZtW4eVKW7evMnatWvZtGkT+/fvN9dEe8jDw4MqVapQu3ZtqlWrRlRUFN27d0+xr/79+zNnzhzz+5YtW7Jt2zbz+1deeYWqVauak2sNGzZMdRmnwWDgypUrnD9/nmPHjrF//34OHDjwWHwFCxakUaNGtGvXjpYtW+Lm5mbphyJbuHr1KkWLFrV1GEIIG8vqybQNgDvQTWv9T2Lby8DPwF2tdfsU7jkGLNBa/5D4/m1gATBSaz1PkmlCPF8kmSaEEEJkf+fPn8fHx4fY2FjWrFlD+/aP/Zj/XLl16xZr165l1apV7Nu3D6PRaD5XoEABGjVqRKVKlbhw4QJr1qzhnXfeYfr06QBERkaSK1euFPuNjIwkZ86c5vdz5swhICCAI0eOEBwcnOxaNzc3wsPDzUs2N23ahKurK1WrViVv3rwp9h8XF8fRo0fZv38/AQEBBAYGEhMTYz7v4uJCs2bN6NmzJ23atMHJycmyD1A2cfz4cZYtW8b//ve/F2rpqxAi6yfTigIbgIrAVUy7eRYDTgNttdbXUrgnEnhVa30pSVt9YCMwBtNOnpJMEy8cpdRQ4APAE/gDU4I5MJVr+2BKQj/KVWv9IMl1LwP/A1oArsBfwH+01kcTz7+UeL4ppsT4L8AIrXVwkj6cgW8x1UB0BfYAQ1P6951KrJJME0IIIZ4DBw4c4OzZs/Tv39/WoVhFbGwsGzduZOHChWzfvj1ZAu3111/n7bffpmnTply/fp3p06ezdetWHv4OVaVKFY4ePYqdnR1aa1atWsWkSZPo168fAPPnz2fMmDF06tQp1SWX4eHhHDt2jCNHjnD06FEcHBxYunSp+XyZMmX466+/APDy8jLPXqtWrRqvvfYa7u6PV9iJjY3l999/Z9u2baxZs4YLFy6YzxUsWJDevXvTv39/Spcu/ewfwCzm/v37eHt7c+vWLfr06cPcuXNf+M0ahHiRZOlkmvlmpZoAZTHt5nlWa51q5U2l1D9AB63174+01wM2A9OAsZJMEy8SpVQXYAkwFAgCBgH9gfJa69AUru+D6d9KmaTtWusbSa7JCxzHtLvuDOAWUBK4rLW+qEw/yR0A4oFRQATwX6B54rhRif3MANoAfYB/gSmAB1BVa21Iw7NJMk0IIYTIphISEnBwsHSvsuzh8uXL/PDDDyxcuJCwsDBze7Vq1ejUqROdOnWiRIkSLFq0iK+++sqc0AJo3rw5I0aMoHnz5lad+WQwGHjnnXc4fPgwISEhj52vVKkSJ0+eNL8/cuQIpUuXTvazl9aaU6dO4e/vz8KFC7lxw/xjI/Xq1WPYsGG0b9/+ufp8L1u2jF69emEwGOjSpQtLlizB0dHR1mEJITJBtkimpWsgpdYDJ7XWn6Zwrj6mhJqrJNPEi0QpdRA4prUekqTtHLBeaz02hev7AH6pbfKReM03QG2t9ZupnC8N/AlU1Fr/kdhmjynp5qu1nquUygPcBnpqrVckXlMY00zUllrrHWl4NkmmCSGEENnQkSNH6N69OytXrqRKlSq2DifD/fbbb0ydOpU1a9aYZ6G9/PLL9OrViz59+jw2W+vjjz/mq6++IleuXPTt25dhw4bZZEZXWFgYx44d4+jRo+ZZbA0aNGDevHmAaaln7ty5iY2NpXTp0slqsPn4+JA7d27i4+PZunUrc+bMYdu2bebnL1q0KMOGDWPAgAF4eHhk+rNZw5o1a+jWrRvx8fG0a9cOf39/nJ2dbR2WEMLKMiuZhtbaogOoB2wCLgDBmJZrvvmU68c+4Xx9TDXVLI5JDjmy0wE4AQlA+0fap2HayCOle/ok3nMFuIYpCe3zyDVnganAKkwJsuPAgCTnX8W0NLvkI/ddBxYmvm6YeE3eR645CXyeSmzOQO4kx8uADg8P10IIIYTIHi5cuKALFiyoAd2xY0dbh5NhEhIS9Jo1a3SNGjV04s84GtCNGzfWmzdv1gkJCdpgMOhNmzbppk2b6q1bt5rvvXr1qv7xxx91RETEU8cZOXKk3rNnj/n9nj179MiRI63yTFprHR8fb3596dIlXbx48WTP9/BQSunhw4ebrzUajfrs2bN63LhxukCBAubrXF1d9cCBA3VISIjVYs5Mmzdv1s7OzhrQZcuW1efPn3/smitXrmg/Pz8bRCeEsIbw8PCH39Nya2v+Pm/RTdAD0xKxFcC7wHuJr+OA7tYMWA45npcDKJz4j7zWI+0fAX+mck+NxH9/lYE3gdVANFAqyTUPEo+vAB9MS0djgF6J5x2By8BKIG9iUu/DxFh2JF7THYhNYfydwKxUYvsspR/eJJkmhBBCZA+3bt3S3t7eGtA+Pj5pSh5ldQ8ePNBz587VpUuXNv9s4uTkpPv27atPnTqltdb67t27esqUKdrLy8t8TYsWLdI91tq1a8339+jRQ/fo0cP8fu3atRn9aKm6ffu23r59u544caJu3769Llq0qAb0V199Zb4mJCREK6V02bJldbdu3XS3bt10qVKlzPE6OjrqYcOG6X/++SfT4raW3bt3a0dHRw1od3d3feXKFfO5K1eumD/vklAT4vmQ1ZNp54D3U2j/L3AuHf1sATyt+YByyJFVjyTJtJqPtH8MnE9jH3bACeD7JG1xwIFHrvse+C3J+6qJ92lMM922A1uBrYnnU0um7QJmphKLzEwTQgghsqnIyEj9xhtvaEAXL1482ydRDAaDXrp0abKZWu7u7vqTTz7RN27c0Fprffr0aT1o0CCdI0eOZNeMGjVKX7x4Md1jRkRE6C5dujz2h8UhQ4bYPDF58+ZNffv2bfP7DRs2pDqDLWfOnMlmqo0ZM0bfuXPHhtE/u9WrV5s/z15eXvrKlSvJEmkP24QQ2V9mJdMs3c0zFqigtb7wSLs3cEZr7ZLGfu4DlbXWj1fTFOI5p5RywjSrrJPWel2S9mlAFa11vTT2MwcoorVukfj+CrBLa90/yTVDgE+01i8/cm8ewElrfTuxftsRrfUwpVRDTLt3emit7ya5/iSmem6P1T5MIS6pmSaEEEJkAwkJCbRv357Nmzfj4eFBUFAQZcuWtXVYFtu7dy8ffPABx44dA8DT05NRo0YxcOBAcuXKBZgmFPj4+JiL91esWJERI0bwzjvvkDNnzhT7fXRThrFjx7J582a++eYbWrVqBcDBgwepUaOG+ZqNGzfSpk0b/Pz8KFy4MG+99RYuLmn6Vcnqbt68ydGjR5PVYPv7778B+PTTT9m1axcHDhwAwM7Ojtq1a7N+/fpsW1MtNDSUBg0aEBISYt6MID4+Hi8vLwICAihWrJiNIxRCZITMqplm6dYzV4FGKbQ3SjwnhHgKrXUccBRo8sipJph223yqxJ05q2Cqd/ZQEI/s9gmUxlRn7dEYwhMTaaWAasCGxFNHMS3lNsemlPIEKqY1NiGEEEJkD5MmTWLz5s24uLiwadOmbJtIO3PmDC1btqRRo0YcO3aMXLly8dVXX3HhwgX69OnDzJkzuX//PgBKKUaOHEmHDh0ICAjg1KlTDBw4kJw5c3Lv3j3Cw8PN/Z49e5aSJUs+tulAaGgoZ86c4fTp0+a28uXLM27cOPP7hg0bEhkZySeffEKXLl3MCb6s4KWXXqJly5aMGzeODRs2cO3aNa5fv87mzZsZNmwYv/76K5s3b6ZQoUIYjUYCAwMpXLgwixYtwpIJGbZWrFgxAgICcHR0JD4+nvj4eBwdHSWRJoSwiKXJtCnA90qpGUqpnkqpHkqpmZgKp3+bjn6uYPqFXYgX1XdAf6VUP6VUOaXUVKAYMBNAKbVYKfX1w4uVUp8qpZoppbyUUlWAeZiSaTOT9DkVqKGU+kgp5a2U6g4MBKYn6aeTUqp+Yj9tMS3fXK+13gmmJFti31OUUo2UUj7AUuA0sNtqHw0hhBBCZLoRI0bQokULli9fTq1atWwdTrr9/fff9O/fn8qVK7Nt2zYcHBwYMWIEFy9epHnz5owYMYIiRYowZswYFi9eDJhmpjVr1oxRo0ZRv359TH+fhAEDBpA3b17zDplgSjqFhIRw6dIlIiMjze0jRoxgy5Yt9OnTx9yWK1cufH19k8UXHx/PyJEj8fHxYeXKleb2OXPm8MUXXxAaGmqND4tFChUqRKtWrShQoABKKVq1asWJEycYPHgwSiliY2Pp06cPDRo0IDg42NbhPrOHu5kKIUR6OTz9ksdprWcopW4Ao4DOic3ngC5a6w2p3/lYPxUtGV+I54XWeoVSKh8wHvAEzgAttdYPZ5EVA5L+L+8OzAYKAeGYduqsq7U+lKTPw0qp9sDXif1eAkZqrX9O0o8npkTeS5hmtS0GJjwS3vuY6qmtBFwxLfvso7U2POtzCyGEECLryJUrF1u2bDEnlLKLBw8e8PXXXzN58mRiYmIAePvtt/n88885ffo07du3JygoyHx9mTJlKFKkCAA3btygcOHC2NnZERUVZV566enpCcC1a9fM9+XLl4/9+/dTpkyZZEtAky7nTCoqKirZa1dXV/7991+OHz/O8ePHqVevHu3atWPy5MkEBwdTvHhxevfunUEflYz30ksvMWPGDLp160bz5s2JiYlh//79VKxYkY8++ghfX98ss3T1SR4u84yPj8fe3h6DwYDBYKBevXrs379fZqcJIdLFopppFg2kVEdgm9Y6OlMGFELYlNRME0IIIbKurVu3cvr0acaMGZPtkmgAAQEBDBo0yDw7qnbt2nz99deEhoYybNgw8zJNBwcHSpUqxblz5xg8eDAzZswATDPT8ufPj4eHB7t376Z48eIAhIWFYW9v/7DejkWioqJwc3MDMC+ZvHLl/6ttREREkCNHDpYvX46/vz/+/v7m69evX8/KlSsZPHgwdevWtTgGa/nrr79o1KhRsmRjqVKlmD59Ok2aPFq5JOtIWi/Ny8uLXbt20bJlS/78808AqZsmxHMkq9dMM1NKuSmlcic9Url0FXBDKTVbKVX9WccVQgghhBBCpN/hw4fp1KkTH374IT///PPTb8hC7t27R79+/WjYsCHBwcG4u7vz/fffExgYSO3atRk4cCDh4eF4eHgwfvx4rly5wrhx43j11VcpXLiwuR+lFDdu3DDPDHvIw8PD4kRaVFSU+XiodevWyRJpYJoJaG9vT48ePdi8ebM5kQYwd+5cli9fzs6dOy2KwdpKly7NoUOHqFKlClWqVKFQoUIEBwfTtGlT/vOf/ySrNZeVrFu3zpxICwgIwMvLi59++sl8PiQkhHXr1j2hByGESM7S3TxLAD8C9YGkc3oVoLXW9incYwQ+BdpjqvF0FpgLLNFa/5vuIIQQWZrMTBNCCCGynosXL1KzZk1u375N06ZN2bx5s3lnw6zqww8/5Pjx4/To0YOxY8ead5wEyJ07N/fv3+fixYuUKFGCPn36EBMTw/jx46lQoUKmxpnWGX5P+v3ryJEjLF68mOHDh5s3PDh+/Dj9+vVj4MCBDBkyJENifVYRERHY2dlhMBgYN24cP/zwAwBFixZl/vz5NG7c2MYRPm7atGm0b98+2eyzDh06sG7dOsqUKcO5c+ey5SxNIURymTUzzdJk2sPd/KYBN4FknWit96dwjxEopLW+pZSqCvwH6IapFtNGYI7Wele6gxFCZEmSTBNCCCGyllu3blGrVi0uXryIj48P+/fvJ1euXLYOy2z//v2MGzeOEiVKsGjRInN7xYoV+eOPP8zv8+bNi8FgICLC9DuSk5MTCxcupFu3bpkec1JpTcRUrlyZ6tWrc/fuXdq1a0eXLl2wt39sLoLZ+++/j5+fH506dUq2gYHBYHjifZlFa02HDh345ZdfCAsLA2Do0KFMmjQpWY25rCgkJIRy5cphZ2fHyZMnH9uxVQiR/WT1ZFokUFVr/Wc67jEn05K0uQCdgH5AXeCq1vqVdAckhMhyJJkmhBBCZB1RUVE0aNCAw4cP88orr/Dbb79RqFAhW4eVTEBAAA0bNqRkyZJcuHABgMDAQDp27Mjt27cBsLOzM+/AWLhwYYYMGcKAAQN46aWXMj3ekJAQvvnmG95++22aNm1KVFQU48ePZ8OGDVy8eDHN/bz00kvUqlWLWrVqkT9/furWrYuXl5f5/L///suKFSuoVKkSderUAUy13cqXL0+7du2YNm0azs7OGf58abVjxw6aN28OQJUqVThx4gQAJUuWZOXKlbz22ms2iy0t/P39qVGjBq+88oqtQxFCZICsnkwLACZqrXen4x4D4Jk0mfbIeW+gr9b643QHJITIciSZJoQQQmQNRqORt956iy1btpAvXz6CgoIoU6aMrcN6zL1799iyZQvly5enXLlyjBs3jilTpqC1pkiRIty9e5eoqCjq1KnDiBEjaN++vU2WqIaFhfHdd98xceJEAF599VVOnjxpnpn2tA0IlixZwvbt29m+fTt37941JweTKlu2LKdPn8bBwYG4uDjs7e2TzUKbN28e/fv3p0qVKhw/ftzcHhkZmawGW2bQWjN58mR8fX0BaNSoEX/++SfXrl3D2dmZ77//ngEDBsgSSiFEpsjqGxD0B3yVUr2VUlWVUpWSHqnc88TvnlrrC5JIE0IIIYQQImPZ2dnRpk0b3Nzc2LRpU5ZJpN27d4/mzZtz8uRJANzd3XnnnXe4d+8exYoV49tvv0VrTb9+/Thz5gzz5s3j2LFjBAYG0rlz50xNpBkMBrZt28bw4cMpWrSoOZHm5OREvXr1MBgMKd5Xv359Tp8+nazWWc6cOVm6dCl37twhKiqKX3/9lUmTJtG2bVscHBwA0+fs4esVK1bg4uJCuXLlzLtP9unThz179vDNN98ki7FcuXLUr1//sU0PrEkpxZgxY1i0aBEODg7s2bMHb29vWrZsSWxsLIMGDaJXr17JNmbIqg4cOMCNGzdsHYYQIhuwdGZaDWAZ8EqSZs2TNyAoDoRqSwYUQmQ7MjNNCCGEyFpu375NgQIFbB2G2aBBg5g9e7Z5FlZQUBCjR4/myJEj5mu+/vprPvzwQ5vFqLVm9erV9OnTh+joaHN75cqVGT58OL169cLJySlNfe3du5dNmzYxderUJ4536tQpHjx4QPXq1QFT/bEZM2YAEBwcjLe3N1prKlasiKurK2PGjKFJkyZcvHiRN954A3d3d65fv25e+nn9+nUKFiyYKfXVtm/fzttvv01UVBRVq1alZcuWfPXVVxgMBipUqMDq1aspW7as1eOwxIQJExg/fjz9+vVj3rx5tg5HCGGhrL7M8yxwDphEyhsQZN6fQoQQWZIk04QQQgjb2rBhA3Xq1CFfvny2DiVFd+/epXfv3owbN44vv/ySjRs3ms/lzZuXyZMn07t3b/MMrcwUFRXFpk2bmDJlSrLkXq1atZgwYQINGjTItGWLDx48YPHixQQHBzNp0iSUUpw/f55y5colu658+fLkzZsXBwcHxo4dS9OmTVFKUb9+ff766y9+/vlnGjRoYPV4Dx8+TKtWrQgLC2PLli24urrStWtXrl+/Ts6cOZk7dy5du3a1ehzp9dtvv1GrVi2UUhw+fJiqVavaOiQhhAWyejItCqistb6QzvuKAEOAWkAhTEm4m8ABYKbW+mq6gxFCZEmSTBNCCCFsZ/PmzbRr1w5vb2+CgoKybEJNa027du2SJdKGDx+On5+fTXaqvHbtGm+99RZnzpwhPj4eABcXF9q0aYOvr2+WSbBERETw6aefcuDAAe7evUtwcPBj13h4eFCtWjUCAwN58OABv//+O2+88QaAuZ6ZtWYqBgcHc/ToUXPS7ObNm3Tr1o2AgAAA3n33XaZMmWKTROmT9OjRg59//pnatWsTGBgodd6EyIayejJtE7BQa70mHffUAbYBV4GdmJJoCigINAGKAi201kHpDkgIkeVIMk0IIYSwjUOHDtGgQQOio6Pp3bs3CxYsyDJJgcWLF+Pu7s5bb70FwLJly+jZsydGoxEPDw/WrVtH3bp1bRZfeHg4+fPnJyEhgbx58/L+++8zePDgLLU8NiW3b9/mt99+4/vvv+f48eNERUURGxv72HXffvsto0aNYuDAgSxYsIDJkyczcuRIq8cXEhJCcHAwgYGB5npzjRs3ZuXKleTNm9fq46fVtWvXKFOmDNHR0SxfvjxLzqATQjxZVk+mDQQ+AeYDp4H4pOe11htTuOcw8KvW+v1U+pwK1NFav57ugIQQWY4k04QQQojMd+HCBWrWrMmdO3do1qwZmzZtssmOlyk5dOgQtWvXxmg0EhgYyO7du/n0008BUw2y3bt3kz9//kyLJyIigk8++YRt27axdOlSc42yqVOnEhERga+vLy4uLpkWT0aKi4vjxIkTHDhwgJUrV3Lo0CEMBgOrV6+mQ4cONGvWjF27dqGUokuXLixfvpzbt29z8eJFqlevnqHJ1zt37lCzZk0uX77MwoULyZEjBz179iQqKgpvb282bdqUpeqoPaydVrRoUc6fP0+OHDlsHZIQIh2yejLt8f2b/19qGxDEAFW01n+m0mdZ4LjW2jXdAQkhshxJpgkhhBCZ69atW9SqVYuLFy9StWpV9u3bh5ubm63DMouPj2fo0KFERERw9+5ddu3aBdhuyd/Zs2epUKECAC1btmTLli2ZOn5m0lpz6dIlChYsiJubG+Hh4Xh4eGA0GunQoQNr1qxh8uTJjBkzBkdHRxo3bszgwYOpWbPmM8/Ki4uLo0+fPixfvhwwzY5r0qQJb731FleuXMHd3Z0NGzbYdEZiUjExMZQtW5bQ0FA+++wzc8JXCJE9ZFYyzc6Sm7TWdk84UitucB1TrbTU1Ey8RgghhBBCCJEOkZGRtGrViosXL1KiRAm2bNmSpRJpAI6Ojnz88cccPHiQXbt2YWdnx9y5c5k2bZrVE2laa3bt2kXPnj35448/AFPB/q5du1K7dm0+++wzq45va0opvLy8zF8TefLk4datW8yaNYuxY8cCpq8he3t74uPj2bZtG23btqVgwYK89NJLlCxZknHjxlk0tpOTE0uXLuW///0vAKNHj2bhwoUcPHiQ2rVrc+/ePZo2bcratWsz5mGfkaurK99++y2enp6UKlXK1uEIIbIoi2ampdiRUu5a63tPOD8UmArMAXbx/7uAFsJUM60/MFJrPTNDAhJC2JTMTBNCCCEy1rRp02jfvj3FihVL1h4aGsq8efNYsmQJERERHDhwgNKlS9soyuQiIiJYs2YNffr04ejRozRt2pS7d+8C0Lx5c7Zs2YKdnUV/30+z0NBQRo8ezapVqwBTkfklS5ZYdczsKigoiDlz5hAVFcW5c+fMiceH3n33Xfz8/CxeBjplyhRGjx4NQLdu3ZgxYwZ9+vRh/fr1KKX48ccfGTp06DM/x7PSWhMdHU3OnDltHYoQIp0ya2YaWut0H4Av0CXJ+1WAEfgb0y6fqd3XBfgdU401Y+IRn9jW2ZJY5JBDjqx5ALkBHR4eroUQQgjxbPz8/DSgvby89JUrV8ztV65c0V5eXhrQEyZM0EePHrVhlMklJCToZs2aaUB37txZu7i4aEx/TNcNGzbUcXFxVhs7LCxML1++XHfr1k3b29ubx82TJ4+eOnWq1cZ93ixatEi/9NJLOm/evOaP4ciRI7XBYLC4z6VLl2oHBwdzXwkJCXrw4MHm/j/++GNtNBoz8CmEEC+S8PDwh99Pcmsr/r5rac20EKCH1vqAUqoJsDIxUdYZKKa1bvqU+x2Bh9VF72it4590vRAi+5GZaUIIIUTGCQ0NpUGDBoSEhODl5UVAQAAAb775JqGhoea2R2et2Zqfnx8ffvhhsp0lq1evzt69e61S2N1gMDBx4kQ+//xzjMb/L/PcoEEDRo4cSevWra0+E+55o7UmNjaW2bNn89577wHw2muv8euvv+Lqalm56507d/Lhhx+yfft2ChYsiNaaiRMnmpeS9uvXj1mzZmV6Hb1HGY1Gli1bxsqVK1m/fr187QiRDWT1DQhigNJa66tKqWmAi9Z6kFKqNHBQa52m/Y2VUt2AjVrrqHQHIYTI0iSZJoQQQmSspAk1R0dHjEYjBoOBAgUKcOTIkSyXSDMYDIwePRo/Pz9zW/ny5QkMDMTDwyPDxtFac+vWLVavXo2fnx8XLlwwn+vUqRNjx47Fx8cnw8Z7kS1YsIB+/foB4ObmxvXr1y2uzWc0GpMlp+7du8fq1asZNGiQeWOEZcuW4ezsnCGxW+LOnTuULFmSiIgI5s2bZ352IUTWlaU3IADuAkUTXzcHdie+VkBqGxCkZBbwkoUxCCGEEEII8cIoVqwYAQEBODo6Eh8fj8FgAKBr165ZKpF24MABwsPDefvtt5Ml0ooVK8aOHTsyNJEWGBiIp6cnRYsWZfjw4Vy4cAF3d3cGDhzI1atXWblypSTSMlCfPn146623ANOGBb169bK4r6SJtPnz51O6dGkqV67MmjVrcHJyYu3atbRq1Yr79+8/c9yWyp8/v3k3z7FjxxIRYb3yS0KI7MXSZNpaYJlSaheQD9iW2F4FuJDqXY+zrHKlEEIIIYQQAjs7O0aNGmXrMMz27dtH/fr1KVasGOvXr8fZ2Rl/f38WLVrEjh07KFKkSIaO5+7uzs2bN4mPj6dEiRL8+OOPXL16lVmzZmX4WMK0K+iGDRv47LPP8PT05MsvvwRMSc2kS3nTw2AwMHv2bG7fvk39+vVxcXFh69at5MyZkz179tCkSRPu3Ut1nzurGz58OKVLl+bWrVtMnDjRZnEIIbIWS5d5OgLvYZqdtlBrfTyxfSQQV5bsZwAAIABJREFUqbWem8Z+7mPasCAk3UEIIbI0WeYphBBCZKykyzyTykr10pYuXUqvXr3QWuPu7s7mzZupXbt2hvQdHBzMe++9x4ULFwgKCqJAgQIAjBs3jtKlS9O9e3fs7dOzSEY8i7i4OJycnDhx4gRvvPEG5cqVIyAgwKKZh/fv3+ftt99m586dODg4MG/ePMqWLUuLFi0ICwvj9ddfZ+fOnbi7u1vhSZ5uy5YttG7dGkdHR/744w9KlSplkziEEE+XpZd5aq3jtdbfaq3fe5hIS2z3S5pIU0ptUUp5PqGrFph2ABVCCCGEEEKkIqVE2uzZs/Hy8iIkJIQGDRoQGhpqwwjh8uXLfPbZZ2itcXV15eWXX87QpMPJkyfZtm0bwcHBTJs2zdw+YcIEevbsKYm0TObk5ATAmTNnSEhI4MyZM/z1118W9ZUrVy42bdrEO++8Q0JCAr1792bfvn3s2bOHfPnycfjwYZo0acLdu3cz8hHSrGXLljRv3pz4+HhGjx5tkxiEEFmLtbcjqQukusWL1vpXwF0pVcjKcQghhBBCCJFtrVu3jpCQEHLmzAlA48aN6d+/PwEBAeaE2rp162wSW1RUFAcPHqROnTpcvHiRvHnzEhMTwx9//EFQUJBFfcbGxuLn50ePHj0IDw8HoH379jRu3JguXbowYMCAjHwE8Qx8fHyws7PDaDQya9YsABISEtJd68zJyYnFixebk1W+vr4sXLiQPXv2kD9/fo4cOWKzhJpSiu+++w4HBwc2btzIqVOnMj0GIUTWkml7+yqlPJRSa5RSV5RS05VS9kqpucB14G+l1IGnzGITQgghhBDihfTee+8xdepUhg4dSp48efDz80MpZd6UwM/Pj/feey/T40pISKBVq1bUrl2bv//+G09PT3OyY9q0abRv3z7dfZ45c4Y333yT999/n59//pk5c+YAYG9vz65du/D396d48eIZ+hzCchUqVCAwMJCePXsyY8YMAD7//HN8fHw4cuRIuvqys7Nj8uTJTJkyBQAPDw8qV67M3r17yZ8/P0ePHqVx48aEhYVl+HM8Tbly5ZgyZQq//PILlSpVyvTxhRBZi0U109LceZKaaEqp+cDrmHbwfBvTjqBewFDACEwDzmmte1stICFEppGaaUIIIYR1REZG4ubmZuswANi1axfNmzfHaDRSqFAhbt26hdFo5OOPPzYXp0+LkJAQ9u/fj7+/Pzt37jS3FytWjOnTp9O6dWtrhC+sIDo6mpIlS3Ljxg38/f3p0qWLRf0cOnSI119/HaVMe9adOXOGhg0bcvv2bV577TX27t37sC6SEEKYZVbNNAdrdZyC5sDbWusDSqlVmGakNdNaBwEopd4HVmRiPEIIIYQQQmQ7WSWRduLECbp164bRaMTT05OwsDCMRiMDBgxgwoQJae7njz/+4LXXXiMuLg4wzU7q0KED77//PrVq1bJW+MJKzpw5w+3btwG4c+eOxf288cYb5tdRUVFMnTqVFStW0KVLF44dO0abNm3Yvn07OXLkeOaYLXH16lVy5sxp0YYLQojsL9OWeQJ5SNxsQGt9E0jAlFB76B/ANtuzCCGEEEIIkUWFhYXRoEEDAgICbB2K2YEDB2jYsCH//vsv1apVw83NjdjYWNq1a8dPP/1knk30NAaDgaFDhxIXF4dSyrxb56pVqySRlk15e3ubd90cOXIk/v7+REdH07hxY3bs2GFRn8OGDWP+/Pn069ePWbNmkTt3bgIDA+nUqZM5CZuZ5s2bR5kyZRg/fnymjy2EyBoyM5kWDLQGUEq1AB4ATZOcbwZcysR4hBBCCCGEyPLGjx/Pvn37GDlyJEaj0dbhsHDhQurUqcPdu3epUaMGu3fvZseOHfTt25fly5fj4JC2xS9aa4YPH84vv/yCg4MDy5Ytw8/PjxIlSlj5CYQ1eXh4EBISQpcuXUhISKB79+507dqVPXv20LdvX6Kjo9Pd5/jx4/H29uby5csMGDCASZMm4erqytatW+nVqxcGg8EKT5K6EiVKEBMTw8yZMzlz5kymji2EyBqsXTNtLDBDa31PKfUOsAhTwqwI0AP4HvgVU820DsB/tdbTrRaQECLTSM00IYQQ4tmdPn2aKlWqYDQa2bt3Lw0aNLBpPOfOnaNKlSrExcWRL18+QkJCLPp/PiIigs8++4ypU6eilMLf35/OnTtbIWJhK0ajkREjRvDTTz8B4OXlxaxZs2jcuLFF/d26dYtWrVpx5MgRcuTIga+vL19++SXx8fEMHDiQmTNnpnlGZEbo2LEja9eupVGjRuzatStTxxZCpC6zaqZZPDNNKdVTKRWklPpHKVU8sW2kUqrtw2u01l9rre8lvv4ZqA/MBBpqrdcATYBYwBEYKIk0IYQQQgghTLTW5tloHTt2tHkiLSQkhMaNGxMXF0fBggV55ZVX2LdvX7r7iYmJwcfHh6lTpwIwc+ZMSaQ9h+zs7Pjxxx/p2bMnYPr6Wbx4MQ8nc/z666/8/PPPae6vYMGCBAQE0KxZM6Kjo/niiy/o378/Silmz57NRx99ZJXnSM3kyZNxdnZmz549bNy4MVPHFkLYnkXJNKXUEOA7YCumOmf2iafuASNTu09r/avWeorW+rfE92e11r201m9rrRdZEosQQgghhBDPo/Xr17N3716cnZ2ZPHmyTWO5evUqjRs35p9//qFcuXJ4e3tz9OhRhgwZku5le9euXeOff/4B4N1332XgwIHWCFlkAUopFi1aRL169QBYsmQJQ4cO5c6dO3Tv3p0ePXowd+7cNPfn5ubGpk2b6NmzJwaDgTVr1uDn5wfAN998w4wZM6zyHCnx8vLiv//9LwCjRo0iNjY208YWQtieRcs8lVJngY+01uuVUveBylrrEKVURWCf1jp/RgcqhMheZJmnEEIIYbkHDx5Qvnx5Ll26xCeffJKu3TEz2vXr1ylTpgz379+nZMmSlC5dmm3btpErVy7279+Pj49Puvt8uMnA2LFjrRCxyIpmz57N4MGD0VrTuXNnSpcuzerVqzl06BC5cuVKV19aaz799FPatm1L1apV+fLLLxk3bhx2dnZs2LCB1q1bW+kpkrt//z5lypTh+vXr/O9//2PMmDGZMq4QInVZfZlnCeB4Cu2xQE5LOlRKVVZKZW7lSCGEEEIIIbKg5cuXc+nSJV5++WU+/PBDm8URFhZG9erVuX//PgAVK1Zk27ZtODk5sWHDhjQn0rTW7N+/37yBgre3tyTSXjADBw7E398fR0dHVq5cycKFC/nll1+SJdL27t2bpk02lFJ88cUXVK1aFYCPP/6Yt956C6PRSJcuXTh8+LDVniOpXLly8c033+Ds7ExCQkKmjCmEyBosTaZdAqqk0N4COGt5OEjVRiGEEEII8cLr06cPy5cvZ/r06eTMadHfqp/Z/fv3admyJVevXiVnzpw0adKEDRs2oJRi2bJl6arh1r9/f+rXr0/Lli2Jj4+3YtQiK+vcuTPffvstYFru27p1a3MNtQ0bNtCoUSPatGmT7sTU4cOH2b17N3nz5iU6OprWrVtz6dKlDI8/JT169OCvv/7K9JptQgjbStu+1Y+bDExXSrlgSoC9oZTqBowF+qd0g1Jq7VP6zANYb2tRIYQQQgghsgmlFF27drXZ+LGxsbRv356DBw/i4eHBhAkTGDZsGAAzZsygY8eOae7rwYMH5o0Krly5kqaZR+L59e677xIVFcXEiRP56KOPzLtg3rt3DxcXF8qVK4eDQ/p+TY2Ojsbe3p67d+/i4uLCrVu3aNGiBQcOHMDDw8Maj2FmZ2dHsWLFrDqGECLrsahmGoBSagDwCVA0selv4DOt9bxUro8HdgE3U+nSA2ittbZP5bwQIhuRmmlCCCFE+l24cIECBQo8rPdiE0ajkWbNmrF7925y5szJvn378PHxYcSIEXh6ejJu3Lh09xkREcHkyZPx9fXFzc3NClGL7CYiIsL8M2J4eDgGg4GbN29SsmRJnJycAIiMjMTZ2RlHR8en9nfixAlatGjBjRs3sLe3x2AwULduXXbt2mXuz9p+//13lixZwo8//mhOEgohMldm1UyzOJlm7kCp/ICd1vrWU647BUx7QrKtCnBUkmlCPB8kmSaEEEKkj9FopEaNGly5coVVq1ZRt27dTI9Ba83QoUOZOXMmYKpzNWvWLPM5IM1JgrNnz5InTx5efvll6wQrngtRUVHUq1ePc+fOsWfPHmrUqAGYvt66du3K5cuXWb58OV5eXk/t69KlSzRr1ozg4GCUUmit6devH3PnzrV6cuvevXsUKVKEqKgoli9fbtOZpUK8yLL0BgRKqRJKqVIAWus7DxNpSqlSSqlXUrntKPDaE7qNBUItiUcIIYQQQojsbvHixRw+fJiYmBhKly5tkxgmTZpkTqQVKVKEuLg4c40zpVSaExLr16/n1VdfxcfHh+DgYKvFK7K/a9eucfr0aaKjo3nvvffM7VeuXGHnzp0cO3aMO3fupKmvEiVKEBQUxBtvvGFO/s6fP99cp82a3N3dzZuFfPDBB0RHR1t9TCGE7Vi6AcFCoFYK7dUTz6VkMPBBah1qrc9prUtYGI8QQgghhBDZVkREhPkX8fHjx1OoUKFMj2HRokXmGHx9fYmOjmbhwoVMnDgxXf1ERUUxaNAgjEYj9+/fl+Vu4onKlCnD/v37qVevHuvWrTO3v/LKK5w4cYLFixfzxhtvpLm/AgUKsHfvXlq0aEHFihUB09fz+vXrMzz2R40aNYrixYtz7do1Jk2aZPXxhBC2Y9EyT6VUBPCa1vrCI+3ewBGttXsGxSeEyKZkmacQQgiRdr6+vkyaNIlSpUpx5syZTKvx9NCWLVto06YNWmsGDx7M1q1bCQ0NpVq1auzdu5dcuXKlqZ+4uDjatm3L9u3bcXV15ZdffqFatWpWjl48b4KDg7l8+TJNmjRJ1n79+nU6d+7M999/j4+PzxP7iI+PJz4+ng8++ICffvoJV1dXfv31VypVqmROrLVr1y7dmx08zerVq+nUqRMuLi78+eefsjmBEJksSy/zxLTrZkr/o+YBnljzLHEpaG+llK9Sakzi61IWxiGEEEIIIUS2FhwczNSpUwH47rvvMj2RdvDgQdq1a4fWmvz58/PLL78QGhpK6dKl2bp1a5oTaXfv3qVXr17mRNru3bslkSbS7dq1a9SsWZOmTZs+NrtrzJgx/PrrrwwZMoSnTQpxdHQkR44cTJs2jcaNGxMTE0PdunVZuXIlnTp1olOnTuZdZjNSx44dqVevHg8ePMDX1zfD+xdCZA2WJtMCgbFKKXPiLPH1WODXlG5QSuVRSm0A/gT8gH5A/8TX55VS6xNnsgghhBBCCPHCGDVqFPHx8TRv3pxWrVpl6tghISG0bt2ahIQEHB0dcXd35+zZsxQuXJgdO3ZQoECBNPVz7do1ihcvzooVK3B0dGTdunXUqpVSVRghnszNzc28NHjs2LEsWLDAfM7Pz4+uXbuycOHCNC8fdnBw4IMPTNWGoqKi6Nevn/mcv78/UVFRREVFPTU5l1ZKKfz8/FBK4e/vz6FDhzKkXyFE1mJpMm0M0BD4Uym1QCm1AFOSrC6p10X7ASgB1NRa59Val9Fal9Za58VUf61E4jVCCCGEEEK8EOLi4vDw8MDR0ZHvvvsuU+uLRURE0KZNG+7cuUPVqlVp1KgRFy5cwN3dnR07dvDKK6+kua8BAwZw//59AGbNmkWzZs2sFLV43rm7u3Px4kW6du2K0WikX79++Pn5AZAvXz6WL19O2bJlzdevWrWKvXv3PrHPUqX+fyFUbGys+fW8efNwc3PDzc2NK1euZNgzVKlShbFjxzJv3jyqVq2aYf0KIbIOi2qmASilCgPDgcpADHAK+FFrHZbK9feAZlrrg6mcrwFsl3prQjwfpGaaEEIIkXbXrl2jSJEimTaewWCgXr16BAUFUbhwYQ4fPsy5c+fo3r07a9asoU6dOmnua8qUKYwePRqAiRMn8tFHH1krbPEC0VrzwQcfMGXKFMBU32zt2rXJEs7BwcH4+PgQHR3N3r17qV+/fop9LV26lJ49ez5xvCVLltCjR48Mi18IYRuZVTPN4mqLWut/gPT+T/mkzF3GzKsVQgghhBAim8nMRBrAoEGDCAoKQinFDz/8QOHChSlcuDAhISHkzJkzTX3ExsayZMkScyLt66+/Nu8GKsSzUkoxefJkjEYjU6dOZf369bRt25b169djZ2daYFW4cGG6devGxYsXefPNN1Ptq1OnToSGhvLxxx+neP6rr76iU6dOVnkOgOjoaIxGI25ublYbQwiRuSxd5olSyl0p1VQp1UMp1Svpkcotm4A5SqnHqpAmts0ENloajxBCCCGEENnF7du36dmzJyEhIZk+9ty5c5k3bx4AefPmTZbIS2siLSEhgbp16zJgwAAARo8eLcXWRYZTSvHtt99Sr149ADZt2kTfvn1JSEgATF+vc+bMYevWrdjbm8p5G43Gx5Z9Ojs7895776U6zrvvvouzs7NVnmHLli2UKVOGL774wir9CyFsw6JkmlKqDRAKbAN+BKYlOfxSuW0E8A9wSCkVppQ6r5Q6p5QKAw4C14F3LYlHCCGEEEKI7GTcuHEsXbqUd955J1PH3b9/P0OGDAGgVatWhIWF0aJFC65fv56ufo4cOcLhw4cBaNu2LZMmTcrUem/ixWFnZ0dAQADz58/H3t6exYsX06lTJ2JiYszXuLi4mF9/9913NGrUiHffTfuvlkajMUNjTkopxbVr1/Dz8yM4ONhq4wghMpelM9OmAPOBXFpr98QNBR4eHindoLW+p7VuAZQHRgGLgMWJrytorVtqre9ZGI8QQgghhBDZwokTJ5g9ezYA//vf/zJt3AsXLtCuXTvzrLLt27cD0LdvXzw9PdPVV40aNVi7di3dunVj9erVkkgTVqWUom/fvqxduxZnZ2fWr1+Pt7c34eHhj10bFRWFUoqKFSsma8+RIwcrVqygatWqTJ8+HV9fX/PX7Q8/WG8fvJYtW9K8eXPi4+PNS6KFENmfRRsQKKWigFe11pk/L10IkS3IBgRCCCHE47TWNGjQgP3799O5c2dWrFiRKeOGh4fj7e3NnTt3KFKkCP/++y8xMTH06tWLBQsWmGtQPc3t27cpUKCAlaMVInU///yzeaMAb29vzpw589gSzVOnTvHqq6+ak2X37t0jT548jyV958+fz3/+8x+UUuzYsYMmTZpYJeZz585RqVIlEhIS2LFjB02bNrXKOEKIzNuAwNKZaTuAx2qfpYVSqohS6rHKi0opR6VUXQvjEUIIIYQQIstbvXo1+/fvx8XFhcmTJ2fKmEajke7du3Pnzh0AcyKtVatWzJ07N82JtPHjx/Pyyy/z+eefWzNcIZ7onXfeYeLEibi4uNC9e/cUa51VqlTJnDiLi4ujadOmtGvXjn///TfZdX379qV69eporenQoQM3b960SszlypVj+PDhALz//vvmmm9CiOzL0mTaFmCyUuozpVRHpdRbSY+UblBKeSqlDgFXgHtKqUWPJNU8gAAL4xFCCCGEECJLi4mJMS/z8vX1pVixYpky7oQJE9i6dSuOjo7kzp2bmJgYatWqxcqVK3F0dExTH+Hh4UydOpX4+HhmzZqVrF6VEJnto48+IiQkhM8++wwAg8FAZGRkitceOnSIkydPEhgYiK+vb7LNCQICAswrKCIjI+nYsSMGg8EqMY8fP558+fJx9uxZZs6caZUxhBCZx9Jk2hygKDAeWAWsT3KsS+WebwADUB1ojql22j6lVN4k10ixBSGEEEII8Vz66aefCA0NpWjRoowZMyZTxly9erU54eDn50elSpWoUKECmzZtIkeOHGnuJ0+ePBw9epQ2bdpw6NAhXF1drRSxEGnj6emJUgqtNQMHDqRYsWIEBQU9dl2dOnU4ePAgw4cPZ968eTRq1IiePXvSs2dPGjVqxK5du/D29gYgKCiIL7/80irx5s2b19z3qVOnrDKGECLzWFQzzaKBlPobaK+1PpT43hlYARQHGgGOwD9aa/tMCUgIYVVSM00IIYRILiYmhsmTJ1OhQgU6duxo9fECAwOpV68eWmuGDh3K9OnTiYmJITw8nEKFCqWpj4iICJycnJLtlihEVnL16lVKly7NgwcP8PT0JDQ0FAcHh8euu3//Pr6+vsyYMSNZ+5AhQ+jbty81a9Y0z0rbvXs3jRo1yvBYDQYDhw4dombNmhnetxDCJLNqpj1zMk0p5aK1fpCG6yIBH611cJI2B0wz27yAHsAJSaYJ8XyQZJoQQghhO5GRkXh7e3Pz5k2cnJy4efMm7u7u6eojKCiIpk2bUqFCBfbs2UOuXLmsFK0Qz+bAgQP079+fefPmPTVRtXHjRtq2bQtAr169WLRoEWBaej1p0iQAChQowKlTp9KcdBZCZB1ZegMCpZS9Umpc4myzSKWUV2L7BKXUf1K5LQSolLRBa50AdEo8t9mSWIQQQgghhMjK/vnnH6vVYUqJ1pr//Oc/3Lx5EwcHB+Li4vjhhx/S1YfBYKBDhw5ER0dz7Ngx/vzzTytFK8Szq1WrFn/88Yc5kXb//n2OHj2a4rVJZ5yNHz/e/HrcuHEUKVIEMO1a27dvX6y5iuvvv//mm2++seoYQgjrsbRm2sdAH2AMEJek/TTQP5V7tgEDH21MklA7YWEsQgghhBBCZEkGg4HWrVtTrVo1zp49a/XxtNZ8++23rFy5EqUUCQkJODo6Ur169XT1MWLECG7duoWdnR2rVq2iWrVqVoxaiGf3cPfOmJgY6tevz+uvv86ECROeeE/SmWdubm5MmzYNBwcHHBwc2L59Oz/+H3v3HR5llT1w/HuSEBICkU7oXWkigksTQVgFFKSu6yKdEMqCEEARiIK0IFIFpIMgXVlQevWnFHEJTXoNJRAgAkIKpM3c3x8TZgOkkMlEA5zP87yPmfe95YzPkyE5ufeeadMyJNaoqCgqV67M4MGDWbNmTYbMoZTKWI4m0zoA3YwxS7AVFbjvMFAumT4B2JJmj0hIqLXCtt1TKaWUUkqpp8KCBQs4ePAg58+fJ1++fBk+X9euXe3FDe6veFm4cCENGzZ8rP5Wq5WhQ4cyY8YMRISlS5fSsmXLDItXKWeLjo7mypUrGGMYNmwY06dPT7VPSEgIAC1btuTcuXNMnDgRgI8++ohjx445PUYvLy969OgBQP/+/YmJiXH6HEqpjOVoMq0wcDaZ8ZKsr22MiU9pv6oxxmKMuehgPEoppZRSSmUqd+7cYciQIQAMGzYsw5NpO3bsYP78+Q/c+/LLL2nTps1j9b916xYlSpSwVxycMWMG7733ntPjVCoj5cqVi1OnTvHee+9hjKFXr14EBgbak8teXl4YYzDG4OXlRWBgIKVLl2bjxo2ICMWKFaN37940btyYmJgY3n///QxJdg0ePJiCBQsSHBzM5MmTnT6+UipjOZpMOwa8lsT9d4GDjoejlFJKKaXU02HkyJGEhYVRrlw5evfunaFzxcfHExAQ8MC9gIAA+vTp89hjdOzY0b5CZ8SIEXTv3t2pMSr1Z3nuuedYtmyZ/Uy0gIAAWrZsmeT5ZGFhYcTFxTF79mz69esH2LaM+vv74+7uzuHDhx/53nKG7Nmz8/nnnwMwatQorl275vQ5lFIZx6FqniLyDrAIGAMMBYYBL2Db/tnUGLPVmUEqpZ48Ws1TKaXUs+zUqVNUqlSJ+Ph4Nm7cSOPGjTN0vkGDBjF27FiyZs1KTEwMfn5+zJo1y36OVGq+//57WrdujdVqpVOnTsyfP/+x+yqVmY0aNYpPP/0UsBUfWLVq1f1Kf0RGRhIVFUX79u3ZsmULAKtWraJZs2aUL1+eM2fO2MfZtm3bA8ULnMFqtVKrVi327t1L586dH1lZqpRKuz+rmqdDyTQAEWkEDAGqYVvhdgAYYYzZ4rzwlFJPKk2mKaWUepY1adKEDRs20LRpU9auXZth81y7do127dqxfft2AL799lvy5MlD3bp1cXNzS7W/MYb/+7//46233iI2NhZfX1/mzJmjiTT11LBYLLzxxhv89NNPALRq1YpVq1YBsG7dOnr16sXFi/87bSg8PJwcOXKwYcMGmjRpgohgjKFw4cIcOXKEXLlyOTW+X3/91V6FNCgoSIt9KJVOmT6ZppRSKdFkmlJKqWdVREQEjRo1Yt++fRw7doyyZcs6bex+/frx9ttvc+fOHYwxfPbZZ/Yqob169UpT9UGr1Urz5s3ZsmULsbGxtG7dmhUrVuDq6uq0eJXKDIwxzJo1iw8++ID4+PgU2w4aNAg/Pz9KlSpFq1atWL16NZ6enty7d4+2bduyePFip8fXtWtX8uXLx5AhQ8iRI4fTx1fqWfJUJdNEpPLjtjXGHM7IWJRSfw5NpimllHqWGWM4dOgQL7/8stPGXL16Na1atUrymZubG2fOnKFEiRKPPd769etp2rQpADVr1uSnn34ia9aszghVqUwnLasta9euzc6dO7l8+TLly5fn7t279hVqK1eupHXr1k6NzRijq0GVcpI/K5nmUAECEflDRG4lcd0UkSsi8rOIdE7U5RC2wgT3/5vSpZRSSiml1BNNRJyaSDPGUKtWLbp27Zrk8/z586c5EdakSRMGDhzIK6+8wtatWzWRphRQpkwZPv74Y1xcXChWrJj9vDVPT08AevToQVhYmFPnTJxIM8YQFxfn1PGVUs7naDXPEYAVWI+t+MBnCV9bga+A08AMEfFLaF8SKJXw39bAeeDfwMsJ17+BcwnPlFJKKaWUeuKEhYXxySefEBER4fSxL1y4QMGCBZk7d26Sz0NDQ4mJiXmssaxWq/3rsWPHEhQURPbs2Z0Sp1KZVWRkJJGRkVy/fj3FdidPnqRZs2b21/3796dcuXLcvXsXHx8fbty4Qffu3ZOsDJpeBw4c4NVXX2X06NFOH1sp5VyOJtPqAJ9bbKJiAAAgAElEQVQYY9obY6YaY6YYY9oDnwDVjDF+wEdAHwBjzMX7F7aiBX2MMbOMMYcTrlmAP/Bp+t+SUk8WEfm3iJwXkWgR2S8ir6XQtpOImCQuj4faFRaRxQmrRe+KyCERqZboeXYRmSYil0XknoicEJGeD43xUxLzLHf+/wGllFLq6RAQEMDo0aNp06aN08fevXt3qm127dqVapvZs2fj4+PDxo0bnRGWUk8MLy8v+3XfmjVrKF68+APt7t69a/86MjKS+Ph4Zs6cycyZM1m/fj1ZsmTh+++/z5Cz086fP8+ePXsYO3Ysly5dcvr4SinncTSZ1gjYlsT97QnPADZgW432sBexrUx72HmggoPxKPVEEpH3gMnAaGyrNHcCG0WkWArdwoGCiS9jTHSiMXMBu4E44C1s31cDgNuJxpgENAbaAeUTXk8VkeYPzTXnobm6O/RGlVJKqafc/v37mTdvHgBDhgxx+vjvvvtuiqtVAgMDeffdd1Mc4/r16/Tq1Yvff/+dtm3bPvZKNqWeVg0aNODIkSP06NHDfm/bNtuvuf/973+pUqUKAwcOpF69enTv3p2qVavy2WefAfDBBx9w+fJlp8bTqlUr6tWrR3R0NAMHDnTq2Eop53I0mXYLeCeJ++8kPAPwApJa434C+CTxShoRyYptVdsJB+NR6knVH5hnjJlrjDlhjPEHQoCeKfQxxphria+Hnn8MhBhjOhtj9hpjLhhjthtjziVqUwtYaIz5KeH5bOA34OFa3HcfmutOOt+vUkop9dQxxtC3b1+MMbRt25batWs7fY6sWbPSt2/fZJ/36dMn1TPPChQowMqVK3nhhRfYvn27npGmnkleXl4YYzDGYLFYGDJkCIcPH2br1q34+/vTsmVLAO7cucO5c+dYu3Ytd+7870fgXr16UbFiRe7cuYOvr69Tt3uKCJMnT8bFxYUVK1awc+dOp42tlHIuR5NpI4FxIrJGRD4RkQAR+QH4Ahie0OZN4Ock+vYA3gBCRGSbiGwDLie075FEe6WeSiLiDlQDtjz0aAuQ0k/h2UXkYsIWzXUi8vDpxs2AfSLynYiEicjBROcX3rcLaJawHVREpD7wPLD5oXZtReSGiBwTkfEiorW6lVJKqYcsX76c3bt3ky1bNj7//PMMm+fkyZMO9bNarfZf+Js3b87JkyedWhxBqSfV0aNHmTZtGr/88gv79u1j0qRJ9mcNGzZk0aJF/Pbbb/crA3L27FkqV67M5cuXyZo1K1u2bGHhwoVOjalKlSr4+dl+dO/bty8Wi8Wp4yulnMOhZJoxZg5QD4gCWgH/AO4C9Ywx8xLaTDDGvJdE373YChEEAIeBI9jOUSuZ8EypZ0VewBV4+BTU64BPMn1OAp2wJczaANHAbhEpm6hNKWwr285g23Y9E5giIh0StekDHMeWyI4FNgH/NsYkPmxlScIcr2NLoLcGViX3ZkQkq4h4378ATbwppZR66kVFRdm3Yw0ePJgiRYpkyDz37t3jH//4BwDe3t5MmzaNr776imrVqrFixQqyZcuWZL/jx49TsmRJevTo8UDhAaUU1K5dmzfeeAMfHx+qVKnyyPN27dqRM2dO++sSJUqQM2dO7ty5Q+XKlQFbgYLUihqk1ciRI3nuuec4ePAgX3/9tVPHVko5h6R1WaqIuAFtgc1JbC9TSj0mESkEXAFqG2P2JLofALQ3xpR7jDFcgAPADmNMn4R7scA+Y0ztRO2mAH8zxtRKeP0h4Ad8CFwE6gJjgJbGmKTOQyShgME+bEVGDiTx/DNs1X0fcOfOHby9vVN7K0oppdQT6bPPPmP48OGUKFGC48eP4+npmSHzNG3alPXr1+Pm5sbFixcpVKhQqn2MMfj4+BAWFgbAL7/8Qq1atTIkPqWeVLGxsVgsllS/d7ds2cLt27cpXLgwderUAeD555/n9OnT/POf/2TFihVOjWvSpEn079+fRo0asWnTJqeOrdTTLDw8/P5q0ueMMeEZNU+aV6YZY+KBGYDDhyyISHsR2SUioSJSPOFevyQOP1fqaXYDsPDoKrT8PLpaLUnGGCsQBCRemXYV26qzxE4AxQBExBMIBPobY9YmVNSdBqzAllxLzgFsRQ3KJvN8DPBcoitj/jSvlFJKZSJ+fn60a9eO8ePHZ1gibevWraxfvx6AIkWKULBgwcfqN3nyZHsibdy4cZpIUyoJ7u7u9u/du3fvPnA+2n1bt26lUaNG+Pr6UqhQITp16gTYzjhzcXHh22+/Zc2aNU6Nq1evXixatMj+va+UylwcPTPtv9gqD6aZiPQEJgIbgVzYtrkB/AH4OxiPUk8cY0wssB/beYGJvQn88jhjiIgAVbAl0O7bDbzwUNPnsa1AA8iScD2818NCyp8JFRP6XU3qoTEmxhgTfv8i6QIkSiml1FOlcOHCLFq0iNatW2fI+Ddu3KBDh/+d1NCiRQts//ynbMGCBfTv3x+wVfr88MOU/l6mlNqyZQtFixalSpUqjxQVaNCgAXXr1qVjx44UKFCAsWPHkjNnTk6dOkX9+vUB+Pe//014uPMWwbi7u9OuXTtcXV1Tb6yU+tM5mkybDkwQkd4iUktEKie+Uun7AeBnjBkNxCe6vw940cF4lHpSTQS6ikgXESkvIpOwrSCbCSAi34jImPuNRWSYiDQSkVIiUgWYhy2ZNjPRmJOAmiIyRETKiMj7QDfgK4CERNfP2IqIvC4iJUWkE9ABWJ0wT2kRGSoir4hICRF5G/gOOIgtWaeUUko90yIjIzN8DmMMPXv25No128kqRYoUYdSoUSn2iYqKonbt2vj6+gIwYMAABg0alOGxKvWki4iI4NatW1y4cIEFCxY88MzV1ZUtW7Ywbdo0smXLRv78+RkzxvYjelBQEMWLF+fKlSsZ9r129+5dli5dmiFjK6Uck+Yz0wBEJKnTSw0ggDHGJJs+F5F7QDljzEURiQBeMsYEJxygftgYkzHr45XKpETk38BAoCBwFOhnjNmR8Own4IIxplPC60nYin74AHewJbc+S3zmWkK7pti2XZYFzgMTEwqH3H/uk/C8IZAb26q12cAkY4wRkaLAYqASkB0IAdYDw40xtx7zfXkDd/TMNKWUUk8bi8VCtWrVKFu2LFOmTHnsbZdptXTpUtq2bWt/vXr1alq0aJFinxYtWvDDDz8A0KlTJ+bPn/9YK9mUUtCmTRuWL19OoUKFOHnyJDlyJF9P69atWzRu3JiiRYvyr3/9i3/+858A7Ny5036mmjPExMRQsWJFzp07x+bNm2nYsKHTxlbqafRnnZnmaDKteErPjTEXk3smIseBwcaYHx5KpvUBOhpjqqU5IKVUpqPJNKWUUk+rWbNm0aNHD3LmzMmZM2fImzev0+cIDQ2lXLlyRETYTk2oU6cOO3bsSDExFhQURP369YmKiqJevXps27YNNzc3p8em1NMqOjqaSpUqce7cOT788EPGjRv3SJvw8HA++OAD9u7dy88//0z+/PkB6Nq1K/PmzeOFF17g0KFDeHh4OC2ufv36MXnyZCpUqMChQ4fIkiWL08ZW6mmTaQsQgC1ZltKVSvdxwFci8h62lWzVE6oXBiY8U0oppZRSKlP6448/CAgIAGDEiBEZkkgzxuDr62tPpIkICxcuTDGRdvz4cd544w2ioqL4+9//zqZNmzSRplQaeXh4MGXKFMBWTfPXX399pE1cXBxbt27l9OnT7N27135/3LhxFChQgFOnTjF69GinxjV06FDy5s3L8ePHmTlzZuodlFIZztEz0+5X5Nz9UEVO/9QqchpjvgaGA18A2YClQA+grzFmuaPxKKWUUkopldGGDx/OzZs3qVChAj169MiQOebMmWNPhhUoUIChQ4dSqlSpJNsaY+jevTvVqlWzH37epUsXp66KUepZ8vbbb1O6dGksFgvvvvvuI8UI8uTJw5IlS9ixYwdNmzYF4Nq1a3zwwQf2LZiff/45R44ccVpMuXLlsp+XOGzYMG7evOm0sZVSjnF0m2dPYAQwGQgAKiVs1eyEbatm/cccJy/gYowJS3MQSqlMTbd5KqWUetocP36cypUrY7FY2Lp1K2+88YbT5wgODqZy5cpERUUxYcIE/Pz8yJo1K+7u7vY2UVFRZM+eHYCPPvroka1o4eHhKZ71pJRK2aJFi+xVdFesWGE/Dy05CxcupFOnTnh5eVGnTh02b95M7dq12blzJy4uDq9feYDFYqFq1aocPnyYXr16MW3aNKeMq9TTJlNv8+TBipyWRPdTrcgpIj+KSE4AY8yN+4k0EfEWkR8djEcppZRSSqkMY4yhX79+WCwWmjdvniGJNKvVSqdOnYiKiqJYsWL4+vqSI0eOBxJpD0vqTCdNpCmVPu3bt8ff3x+wVcRNqXpvWFgYYWFh1K5dm6ioKFxdXcmePTu//PILX3/9tdNicnV1ZfLkyQDMmDGDo0ePOm1spVTaOZpMK4mtiuDDYgCvVPq+DiT1E4EH8JqD8SillFJKKZVhrl+/zvHjx3F3d2fChAkZMsfkyZPZuXMnAJcuXWLQoEEPPI+KiiIqKopNmzZlyPxKqf8JDAykRIkSXL58mcDAwCTb3Lt3j2rVqjFw4EDeeustXF1d2bBhA23atAFg4MCB3Lhxw2kx1a9fn9atW9O8eXNNmiv1F3N0m2eaK3KKSOWELw8BDYBbiR67Ao2B7saYEmkOSCmV6eg2T6WUUk+bqKgofvnlF958802nj338+HGqVq1KTEwMAC4uLgQFBVG1alV7m5QKECTmyM/3SqlH/fDDD7Ro0SLJ78f7AgMDWbp0KUuWLGHhwoVMmjSJMmXK4OHhwdGjR+nSpQvz5s1zWkyxsbEprlZV6ln3Z23zdDSZ1hkYCQwA5gFdgdLAYKBrUoUERMQK3J8sqZ8E7gEfGGPmpzkgpVSmo8k0pZRS6vHEx8dTu3ZtgoKCcHNzIz4+nqlTp9K7d+8H2mkyTak/l9VqJVeuXISHh1OiRAmCg4Mf+T60WCzExcXh4eFBeHg45cqV4+rVq3Tt2pW5c+cCsGvXLl599dUMidEY89ifDUo9CzL1mWkOVuQsiS3hJkD1hNf3r8KAtybSlFJKKaVUZnLt2jXmz5+P1WrNsDkmTZpEUFAQWbJkIT4+nldeeYWePXs+0i4yMpKIiAg6duxov7dy5UqKFi36QLuIiIgMi1WpZ4mLiwsTJkxARIiKiuLatWuPtHF1dbVXz/X29ubzzz8H4Mcff6RTp04A9OjRg7i4OKfGFhoaSseOHZM8N1EplfEcWpn2wABakVMplQRdmaaUUupp0LlzZxYsWEDXrl2ZM2eO08c/c+YMlStXJjo62n5v7969/O1vf0u2T+JqnpGRkVitVj7++GNmzJgBwKpVq2jZsqXTY1XqWbVx40bq1KmT6jllS5cuxd/fH19fXwYPHkxcXBwvvPACN2/eZPz48QwYMMBpMd2vOJo9e3ZOnz5NwYIFnTa2Uk+yTL0yTUSGiUhpeLAiZxrHqCAijUWkWeLLkXiUUkoppZRytqCgIBYsWABA165dnT6+1Wqla9euREdHkyVLFgC8vLyoVKlSku2T+yN4jhw5mD59Otu3b8ff318TaUo52VtvvWVPpCX3fWiM4T//+Q+///47oaGheHt7kydPHr744gsAhg0bRkhIiNNiatu2LTVq1CAyMpIhQ4Y4bVyl1ONxtJpna+C0iPwqIr1FJN/jdhSRUiLyG3AUWA98n3CtTriUUkoppZT6S1mtVvr06QNAhw4dqFGjhtPnmD17Njt27CBr1qzExcWRLVs2xo8fj6en5yNtw8LCKFWqFF26dCE+Ph5jDMYYvLy87G0aNGjApEmTnB6nUsp2NtqMGTMoXrw4R44ceeS5iDBr1izGjh1rLzhgjMHDw4OaNWsSFRXFwIEDnRaPi4sLX375JQALFiwgKCjIaWMrpVLn8DZPEakItAX+BRQBtgGLge+NMXdT6LcWsAB+QDC289PyABOAD40xOx0KSCmVqeg2T6WUUk+yxYsX0759e7y8vDh9+jSFChVy6vghISFUrFiRiIgIvvzyS6pXr86tW7d4++23k2zfuHFjNm/eDMDBgwepUqWKU+NRSqXs3r17+Pj4EB4eTvny5Tl+/Hiqfdq1a8eSJUvo0qULX3/9NcYYduzYwWuvvea0uDp06MCiRYuoW7cuP//8s9PGVepJlam3eQIYY44ZY4YYY0oB9YHzwGTg0VMZH1QLGGqM+R2wAlZjzC5slUCnOBqPUkoppZRSzhAZGcnHH38MwCeffOL0RJoxhu7duxMREUHNmjXp1asXNWvWTDaRFhsby+nTpwF49913NZGm1F/A09OTL774gmzZstGxY8dUi5IYY+7/Qs+iRYt49913AejTpw8Wi8VpcQUGBuLm5saOHTs4duyY08ZVSqXM4WTaQ6KAe0AskCWVtq5AZMLXN4D7P51cBF5wUjxKKaWUUko5ZMyYMYSGhlKqVCn8/f2dPv6SJUvYuHEjbm5u5MqVi7Zt23L+/Plk20+aNInz58+TP39+Zs+e7fR4lFKPp3v37oSFhfHxxx/j4pLyr9J9+vRh+vTp+Pj4EBcXx9WrV/H29ubQoUPMnz/faTEVKVKEd955ByBDiqQopZLmcDJNREqKSICIHAf2AVWBzwCfVLoeBSonfP1fYKCIvAoMxbbtUymllFJKqb9Ms2bNqF69OhMmTMDDw8OpY4eFhdG3b18AsmXLxsaNG1mxYgWhoaFJtj979iwjRowAYNy4ceTMmdOp8Sil0ub+OYXGGC5fvpxsu06dOpEjRw66du1K1qxZ2blzJy1atABgyJAh3L5922kx+fv7M3bsWAYPHuy0MZVSKXPozDQR2YPtrLMjwBJgqTHmymP2bQR4GWNWiUgpYB1QDrgJvGeM+THNASmlMh09M00ppdSTzGq1IiKIiFPHfe+99/j222/Jnz8/YWFhFCxYED8/P4YPH/5I29DQUEqXLk10dDSvvvoqO3fudHo8Sqm0u3TpEk2aNOH06dP89ttvlCtXLsl2t2/fJmfOnIwYMYJhw4ZRsGBBvL29OXXqFP7+/lowRKkM8GedmeZoMi0QWGKMccqmbBHJDfxhHK2GoJTKdDSZppRS6kljsVhwdXXNsPHXrFlD8+bNcXFxQUSwWCysWbPGvkXrYW3btmXp0qWAFh1QKjOJiIggX758xMTE8Nprr7Fjx44U20dHR1OxYkWCg4Np1aoVq1atws3NjcOHD1O+fPk/KWqlng2ZugBBQuGBdCXSRKSMiDQSEU9jzK30jKWUUkoppVR6xMfHU7NmTQICAoiKinL6+JGRkfTu3RuAggULYrFYaN68ebKJtJiYGIKCggB4//33NZGmVCaSI0cO5syZg5ubGzt37mTTpk0ptr969Sqenp74+PjQr18/mjVrRnx8PP7+/jhzPcny5cupX78+p06dctqYSqmkOZRMExFXEfEVkaUisk1Efkx8pdI3j4hsB04DG4CCCY/misgER+JRSimllFIqPWbNmsW+ffuYOXMmMTExTh9/+PDhhISEkDdvXq5csZ2OklKCbPz48Zw5cwYfHx+mT5/u9HiUUunTvn17+vTpA9iKDaT0ufHTTz9x7Ngx4uLieOmll5g4cSLu7u5s2bKFtWvXOi2mJUuW8NNPPzF37lynjamUSpqjBQi+TLhcsRUU+O2hKyWTgDigGHA30f0VQGMH41FKKaWUUsohN2/e5NNPPwVg5MiR5M6d26njHz582H42UlxcnP1+cr98b9iwgdGjRwMwYcKE+9tVlFKZzLBhw/Dx8eHMmTP069cv2XadOnVi2LBhBAUFkSNHDkqXLm0vRNK/f3+nJfD9/PwAWLhwIbGxsU4ZUymVNEfPTLsBdDDGbHCg7zWgkTHmNxGJAF4yxgSLSEngiDEme5oDUkplOnpmmlJKqSdF7969+eqrr3jxxRc5cOAAbm5uThvbarVSp04d9uzZQ4sWLahWrRqrV6+md+/etGzZ8pHqnCEhIZQsWRKLxULt2rXZtWuXFh1QKhP78MMPmTBhAiLC6dOnKVOmTIrtY2Nj+eKLL5gzZw4xMTFcv36dMWPGMGjQoHTHEh8fT/HixQkNDeXbb7/l3XffTfeYSj1pMvWZaUAscNbBvl48uCLtvryA89fUK6WUUkoplYwjR44wY8YMACZPnuzURBrA3Llz2bNnD9mzZ2fq1Kl88skn7N27l86dOz+SSAPYt2+f/euZM2dqIk2pTO7TTz8lS5YsGGMYMGDAY/X5+uuvuXTpEhUrVgRg9OjRXL9+Pd2xuLm50blzZwDmzJmT7vGUUslzNJk2Aegrjv3rvgPokOi1EREX4CPg/xyMRymllFJKqTQxxuDv74/VaqVVq1Y0aNDAqeOHhYXx8ccfA7Yz0yIjI7FarSlWDG3ZsiUhISGsXLmSF1980anxKKWc77nnnmPDhg24uLiwZs0atm/fnmL73bt3ExISAsCPP/5IhQoViIyMZPjw4U6Jx9fXF4CtW7cSHBzslDGVUo9ydJvnaqA+cAs4hu0MNDtjTKsU+lYAfgL2Aw2ANUBFIDfwqjHmXJoDUkplOrrNUymlVGZ3+vRpqlSpgtVq5cSJE5QsWdKp43fo0IFFixZRuHBhcuTIweXLlylbtizr1q2jUKFCTp1LKfXX6tOnD1OnTqV8+fIcOnQId3f3JNvdvXuXl19+mcjISEJDQylXrhwnT57E1dWVI0eOUL58+XTH0rBhQ7Zu3cqQIUPs5y8q9azI7Ns8bwOrgZ+BG8Cdh65kGWOOA5WBvcBWbNs+VwEvayJNKaWUUkr9WZ5//nlOnTrFokWLnJ5I+/HHH1m0aBEAf/zxBydPniQ+Pp74+HgKFCjwSPtJkybRtWtXoqKinBqHUurPMWLECPLly8eJEyfsVT6Tki1bNnbs2MG+ffvw9vbm5MmTvPTSS1gsFvtK1vTq1q0b9erVo3r16k4ZTyn1KIdWpjk8mYgbEADMN8aE/GkTK6X+dLoyTSml1LMqJiaGypUr2w8jP3v2LNWrV2fNmjWEhYU9sn3zwoULlC5dGqvVyttvv8369ev/osiVUunRrFkz1q5di4uLC8HBwRQvXjzF9lOmTKFv3754e3sTFRWFxWLhxx9/pH79+n9SxEo9fTL7yjQARCSfiNQRkVdFJF9q7Y0x8djORkv+oAillFJKKaUyUGhoKDt37syw8ceOHcvp06fJlSsXZ8+excXFhZkzZ1KgQIEkz0HLmjUrtWrVwtPTk/Hjx2dYXEqpjPX111+TLVs2XF1d2b9/f6rtu3XrRoECBYiIiKBhw4aArTqo1WrN6FCVUunkUDJNRLxEZD5wFVtBgZ1AqIjME5FsqXTfBrzuyLxKKaWUUkql16BBg6hbty4jR450+tjnzp0jMDAQsCXJANq0acPLL7+cbJ+CBQuya9cufv/9d6ecl6SU+mvkyZOHoKAgTp06RatWyR4jbnft2jXCw8MxxtCmTRu8vb05cOAAS5cudUo8YWFhjBs3zl7wQCnlPI7W/p4I1APeAXYn3KsDTMFW6bNnCn03AmNEpBK2IgQPHAxhjFnjYExKKaWUUkql6Ndff7WfZfbWW285dWxjDH369CEmJoZSpUoRHBxM1qxZWbZsGa+99hrdu3d/pE9sbKz9oHIvLy+nxqOU+vNVqFDB/rXVasXFJfn1KyVKlGD27Nm4uLjw/vvvExoayqBBgxgyZAitW7fG09MzXbG8//77bN++nbt37zJs2LB0jaWUepCj2zxbA77GmI3GmPCEawPgB/wjlb4zgAJAf2AJ8H2ia7WD8SillFJKKZUiq9VqPxi8c+fOvPLKK04df82aNWzYsAE3NzcKFiwIQOXKlXFxcaFBgwaPtB8wYAB58uRh8uTJuq1LqafM//3f/1G2bFlGjBiRYrt27drx/vvvA1CzZk3y5MlDSEgIkydPTncMXbp0AWDevHlYLJZ0j6eU+h+HChCIyF2gmjHmxEP3KwJ7jTH6ZzWlnnFagEAppVRms3DhQjp16kSOHDk4ffo0Pj4+Thv77t27VKhQgYsXLzJ48GBGjx7Npk2baNy4MZcuXXrkIPIrV65QrFgxrFYrVapU4cCBA4iI0+JRSv21mjZtyvr163F1deXy5cupft7s2LGDevXqkSVLFuLi4siRIwdnz54lf/78DscQHR1N4cKFuXXrFhs2bHD6alylMqPMXoBgDzBcRDzu3xART2BYwjOllFJKKaUyjYiICAYNGgTAp59+6tREGsDo0aO5ePEixYoVIyAgABHhrbfeQkSSrOgXFBRk3wK2fPlyTaQp9ZSZN28ePj4+tGnThixZsqTa/uWXX8bT05O4uDiyZ89OREQEw4cPT1cMHh4etG/fHoDZs2enayyl1IMcTab5A7WByyKyXUS2ASHAq0DfpDqISAMROZ6wWuXhZ8+JyDERqetgPEoppZRSSiVr3LhxXLt2jbJly9K3b5I/rjrs1KlTjBs3DoAaNWoQHR3NpEmTiIiISLL93bt37TEMGjSIF154wanxKKX+egUKFODChQssWrSIPHnypNo+R44cvP322wBERkYCMGvWLE6ePJmuOPz8/ABYu3YtV69eTddYSqn/cSiZZow5ApQFBgOHgMPAIKCMMeZYMt38gTlJLbMzxtwBZgH9HIlHKaWUUkqplJQoUYKSJUsSGBhoP/DfGYwx9O7dm7i4OEqWLMl3331HzZo16d+/P7Vr1+bhI1Xu3bvH8OHDuXTpkn0Vm1Lq6XS/oi/AhQsXHvk8eNjChQvp3LkzANmzZ8disTB06NB0xVCxYkVq166NxWJhwYIF6RpLKfU/DiXTRGQw0MYYM8cYM8AY098YMxdoIyIfJ9PtJWBTCsNuAao5Eo9SSimllFIp6dKlC2fOnKFVq1ZOHXflypVs27aNLFmycOnSJcB2oHiZMmXo1q3bI9s3/f39+eKLLwD48ssvyaHQgB4AACAASURBVJYtm1PjUUplLlarlffee4+SJUsycODAFNt6eXkxceJE8ufPb1+d9t1333HgwIF0xeDn54e7uzt//PFHusZRSv2PowUILgDvG2N+eeh+DWC5MaZkEn2igUrGmLPJjFkGOGKMSV/9X6VUpqAFCJRSSj3tIiIiKF++PFeuXKFo0aKEhITQunVrVq5cSVxcHMADZyVFR0eTO3du7t27R9WqVdm3b5+elabUM6BGjRrs3bsXDw8PLl26RL58+VJsv2jRIjp06GB/3bhxYzZu3Ojw/Pfu3SMqKoq8efM6PIZST4rMXoDAB0hqw/XvQMFk+lwBXkxhzMrJjKmUUkoppZRDdu/ezTfffENMTIzTxx4xYgRXrlwhb968hISE4OXlxaRJkwBbEu3hQ8fXrVvHvXv3cHNz06IDSj1DVq1aRdmyZYmOjmbw4MGptm/btq39nDURYdOmTezYscPh+T09PTWRppSTOZpMu19s4GGvAqHJ9NkAjEhcAfS+hEqgw4F1DsajlFJKKaXUI0aMGEHHjh0ZMWKEU8c9fvw4kydPBiA2NhaABg0acPDgwSTPRYqMjKRfP9vxwEOGDKFs2bJOjUcplXkVLlzYfl7ZvHnz+O9//5tiexcXF3799Vf8/PzsZ6gNGTIk1TPXHsexY8e4detWusdR6lnn6DbPj4GPEq4fE27/HfgCmGCMGZNEnwLAAcACTANOAQYoD/QCXIGqxpjraX8bSqnMRrd5KqWU+qsdO3aMSpUq4eLiwtmzZylZ8pGTSBxijKFx48Zs2bKFkiVLcv78eV544QWCg4OJi4tjz5491KxZ094+IiKC7t27s2zZMkqUKMHx48fx9NSTTZR61nTq1ImFCxdSqlQpTp8+jaura6p9rl69SqlSpYiOjmbdunU0adLE4fl79OjBrFmzGDduHB9++KHD4yiVmWX2bZ5fAPOA6UBwwjUVmJJUIg0gIUlWGzgKjAFWA98DgQn3XtVEmlJKKaWUcpYvv/wSgBYtWjgtkQawfv16tmzZgru7O0uXLqVt27Z8+eWXfPjhh7Ro0eKBRBpAnz59WLZsGQBTpkzRRJpSz6iBAwciIgQHB/PZZ589Vp8DBw7g5uYGwODBg7FarQ7PX62ard7f3LlznbLKTalnmUMr0+ydRbJjW1l2DzhjjHmswyhEJBdQBpCEflpWRKmnjK5MU0op9Ve6ceMGRYsWJTo6mp07d1KnTh2njBsbG0ulSpU4c+YMAwcOZOzYsQ88N8Y8cBaaMYZ3332X//znP1SvXj3V7V1Kqadb1apVOXjwIN7e3gQHB9vPRkvOd999xz//+U/762XLlvGvf/3LobkjIiIoWLAgUVFR/Pzzz9StW9ehcZTKzDL7yjQAjDGRxpggY8zRx02kJfT7I6HfXk2kKaWUUkopZ5s1axbR0dFUq1aNV19N6qhfx0ybNo0zZ86QN29eAgICHnn+cFEBEWHlypUcOnSIH374wWlxKKWeTJs3b6ZSpUqEh4cn+RnysH/84x9UqVLF/jogIMBeLTitcuTIQZs2bQCYPXu2Q2MopWzSlUxTSimllFIqs4mNjeWrr74CwN/f32lVM3///Xd7IYOIiAg6d+7MDz/8QJs2bQgODk6x70svvYSPj49T4lBKPbny5ctn/3yaPXs2+/fvT7G9iLBixQp7deDg4GAWL17s8PzdunUDYOXKlVqIQKl00GSaUkoppZR6qvz++++UL1+eggULPrA9Kr2GDh3KnTt3yJkzJzExMYSGhjJq1CiWL1/OlClTHmh7584dateuzdSpU/VsIqXUA+rWrUvbtm0xxtCyZctUz0F7/vnnGThwoP318OHDHV6d9sorr/DSSy8RExOTrqScUs86TaYppZRSSqmnSuHChdm+fTtHjx7F3d3dKWMePnzYvi3q9u3buLq6MnPmTObMmUPLli0f2a7Vu3dv9uzZQ58+fdi1a5dTYlBKPT3un3sWEhLC6NGjU20/ZMgQihUrBsDFixfp3bu3Q/OKCH5+fgCsWrXKoTGUUppMU0oppZRST6ncuXM7ZRxjDP369cNqteLl5QXYKnS+9NJLVKlShVWrVpEvX74H+vj5+VGoUCH+/ve/89prrzklDqXU06Np06b2s9CuXr2aavts2bIxdepU++u5c+dy+/Zth+Zu27YtK1asYPPmzQ71V0qls5qnUkolR6t5KqWU+issW7aMBg0aUKBAAaeNuXbtWpo1a4arqysWi4VChQpx/Pjx+9XCkmW1WnFx0b9dK6WSFhsby759+6hdu/Zj9/n5559p3Lgx0dHRzJ07F19f3wyMUKknzxNRzVMppZRSSqnMIjg4mLZt21K8eHGuXbvmlDHj4+MfOKsIIDAwkBo1ajB+/HhiY2MfeBYZGWm/p4k0pVRK3N3dH0ikWSyWVPvUq1ePwMBAAEaNGvXIZ1BaWa1Wh89fU+pZpv/CK6WUUkqpp8L9w/5ff/11p1XOnDdvHidPnsTb25uCBQvSqFEj/vjjD06dOsWcOXMeqBR669YtihcvTsmSJdm5c6dT5ldKPf2Cg4N54403qFev3mMVLOnRowf58uXjwoULjBs3jtOnTzs079dff02ZMmWYO3euQ/2Vepa5/dUBKKWUUkoplV7h4eHMmzcPgH79+jllzIiICIYNGwbAyJEj8fX1JSIignz58pErVy7y589PlixZ7O0DAgK4deuWPR6llHocBw8eZPv27QDMmjWLHj16pNjew8ODrFmzAvDpp5+yfPly9u3bZ7/3uG7fvs358+eZM2cOPXv2dCx4pZ5RujJNKaWUUko98ebPn09ERATly5enYcOGThlz/PjxXL9+nTJlytCjRw+8vLzw8fHB1dWVjh078tZbb9nbGmM4cuQIAHXr1qVJkyZOiUEp9fRr1aoVDRo0oFq1ao91fpqIMGPGDMD22RMWFkZYWFia5+3QoQPu7u4cPHiQ/fv3p7m/Us8yTaYppZRSSqknmsViYcqUKQD4+/s/sPXSUaGhoYwfPx6ABg0a4ObmRnh4OFarNcn2ixYtYvfu3WTLlo3Fixene36l1LNDRNi8eTNBQUFUrlz5sfokrgb6xx9/PFJR+HHkyZOH1q1bAzBnzpw091fqWabJNKWUUkop9URbs2YN58+fJ3fu3LRr184pYw4bNoy7d+8CMHv2bPbs2YOvry/Vq1d/ZAXHb7/9xkcffQTA0KFDKVq0qFNiUEo9O9zc3Ox/CLhy5QoRERGp9vn2228REeLi4ujWrZtD8/r5+QGwdOlSIiMjHRpDqWeRJtOUUkoppdQT7cKFC3h4eNCjRw+yZcuW7vGOHTtmP38N4L333qNs2bJs3ryZAwcO4O7ubn9248YNatSoQVhYGGXKlHHaeW1KqWfTtGnTKFmyJC+99FKqxQjKli1Ls2bNAFi8eDFr1qwhPj4+TfO9/vrrlClThoiICL799luH41bqWaPJNKWUUkop9UTr168fISEhDBgwwCnjDRw40P5LbI4cOZg4cSL58+fn7NmzLFq0iBdffNHedsmSJcTExADw1VdfPZBoU0qptHJxcSEuLo7z58+zdOnSVNt/8803iAjGGJo3b86aNWvSNJ+I0LVrV0C3eiqVFppMU0oppZRST7y8efOSO3fudI+zfft2NmzYYH89cuRIChUqBED+/Plp27at/ZnVamXFihUANGrUyGmFD5RSz66ePXvat6sPHDgw1e2e3t7etGrVCrAlxkJDQ9M8Z6dOnejYsSPjxo1Le8BKPaM0maaUUkoppZ5I169fd2oFOqvVaj/7DKBKlSr06NGD06dPJ9l+4cKF7NmzBy8vrwe2hSqllKNEhDlz5lC6dGlCQ0MZOXJkqn0WL16Mj48PxhhcXV3TPGeBAgVYsGABderUcSRkpZ5JmkxTSimllFJPpKlTp/LKK6/Qp08fp4y3ZMkSDh48aH89Y8YMVqxYQfny5fnwww8faLt8+XL7vc8++4zChQs7JQallPLw8ODLL78EYOLEifz222+ptg8ICAAgMDDQvvVcKZVxNJmmlFJKKaWeOPfu3WPmzJkA1KtXzynj3f9ltFevXnzxxRfUrFmTvXv3YrVayZcvn73t9evX6dixI7du3aJkyZL07ds33fMrpVRiTZo0IX/+/FgsFlq3bp1qMYIuXbqQO3duLl++zPDhwwkPD0/znEePHqVXr16sXLnS0bCVemZoMk0ppZRSSj1xFi1axM2bNylRogQtWrRI93hTpkwhJCSEIkWKMG7cOPt2z2nTprF79+4HVr9FR0dTpEgR+3asLFmypHt+pZR62KBBgwA4d+4c//nPf1Js6+npaS+AMmbMGIeKCXz//fdMnz6dKVOmpD1YpZ4xmkxTSimllFJPFGMMkydPBqBPnz4OnRGU2I0bNxg1ahQAo0aNwtPT84HntWvXfuBe8eLFOXv2LCdOnODvf/97uuZWSqnk+Pv727eT9+/fn6ioqGTbiggff/yx/fXGjRvTPF/nzp1xcXFh586dnDx5Mu0BK/UM0WSaUkoppZR6omzZsoUTJ06QPXt2unTpku7xRo4cSWRkJCJCfHw8YKvqGRkZmWwfEeGFF15I99xKKZUcEWH48OEUL16ckJAQAgMDU2zv6+trX5125swZrFZrmuYrXLgwTZo0AXBoZZtSzxJNpimllFJKqSfK/VVpvr6+PPfcc+ka6+zZs0ybNg0AFxcXatSowZUrV2jatCllypQhJCTE3nbcuHGULVuWHTt2pGtOpZR6XNmyZbN/5n3++eccO3Ys2bY5cuSgY8eOAFy6dIk1a9akeb5u3boBtmrFWshAqeRpMk0ppZRSSj0xwsPDOXbsGCLilCqeAwcOtK/e6N+/P5UqVeLKlSsULlyYsmXLUqRIEcBWdCAgIICzZ8/Svn37NK/4UEopRzVu3Bh3d3esVmuqxQj8/f3tX3/yySfcuHEjzXMVLlyYmzdv8v333zscs1JPO02mKaWUUkqpJ4a3tzfnzp3jp59+olSpUukaa9++faxevRoAHx8fhg4dCkD16tU5fvw4y5cvR0QAyJ8/PxMnTqRYsWJ88803uLjoj9FKqT+Hh4cHw4cPx8XFBXd3d+7cuZNs2woVKlCnTh0Ajh07Rvfu3dM0l5ubm337vG71VCp5+lOAUn8xEfm3iJwXkWgR2S8ir6XQtpOImCQuj4faFRaRxSJyU0TuisghEamW6Hl2EZkmIpdF5J6InBCRng+NkVVEporIDRGJEpE1IlLE+f8HlFJKqbTJkiULdevWTfc4ffv2tX89ffp0smfPbn/t7u5O4cKF7a9FhN69e3Px4kXq1auX7rmVUiotBg0axK+//srBgwfJmTNnim39/f3tbbZu3ZriSrak+Pr6UqhQIWrUqKGrcJVKhibTlPoLich7wGRgNPAysBPYKCLFUugWDhRMfBljohONmQvYDcQBbwEVgAHA7URjTAIaA+2A8gmvp4pI80RtJgMtgX8BdYDswDoRSV/JNKWUUspBJ0+etBcISK8ff/yRX375BYD69evTokULgoKCWLdu3QO/eMbFxXH+/HmnzKmUUunxt7/9zV69OKXPwlatWnHo0CFcXV2JiIhgz549aZrnfsGD0aNH6ypcpZKh3xlK/bX6A/OMMXONMSeMMf5ACNAzhT7GGHMt8fXQ84+BEGNMZ2PMXmPMBWPMdmPMuURtagELjTE/JTyfDfwGvAIgIs8BvsAAY8w2Y8xBbIm3F4E3nPLOlVJKqTSIjY2lQYMGlCpViuPHj6drLGMMQ4YMAWzbp+bOnQvYVnO88847jBs3zt52xIgRlC1bljp16nDr1q10zauUUukVGRlJv379KFq0KKdOnUqyjYhQvHhxOnXqBMCYMWPSPI8m0ZRKmX6HKPUXERF3oBqw5aFHW4DaKXTNLiIXE7ZorhORlx963gzYJyLfiUiYiBwUEb+H2uwCmiVsBxURqQ88D2xOeF4NyJI4NmNMKHA0udgStoV637+AHCm8B6WUUipNvvvuO65evUpcXBxlypRJ11hr167lv//9L56enhw9epRSpUoRFxfHa6+9Ru7cuWnXrh1gS+BNmjQJi8VCSEgI3t7ezngrSinlsJiYGKZPn861a9do3759im179uyJiLBu3Tp27tyZ5rksFgsbNmxI88o2pZ4FmkxT6q+TF3AFrj90/zrgk0yfk0AnbAmzNkA0sFtEyiZqUwrbyrYzQCNgJjBFRDokatMHOA5cBmKBTcC/jTG7Ep77ALHGmD/SENtg4E6i63Iy7ZRSSqk0McYwadIkAHr16oW7u7vDY1mtVvuqtL59+1K6dGnAdkba559/TkhICIUKFQJg//79REVFAbBs2TLc3NzS8zaUUird8uTJw5gxYyhYsCCDBw9O8Ty0qVOn2p+3adMmzXMFBgbSpEkTRowY4XC8Sj2tJK2HESqlnENECgFXgNrGmD2J7gcA7Y0x5R5jDBfgALDDGNMn4V4ssM8YUztRuynA34wxtRJefwj4AR8CF4G6wBigpTFmm4i8D3xtjMn60HxbgXPGmB5JxJIVSNw+B3D5zp07+pd8pZRS6bJr1y5ee+01PDw8uHTpEvny5XN4rFGjRvHpp5/i5eVFSEgIuXLlSrKdxWLhlVde4dChQ3Tp0oV58+Y5PKdSSjmbxWKxn5+WnF9++YVXX33V/nr//v1UrVr1sec4e/YsZcuWRUQ4f/48xYsXdzhepf4s4eHhPPfccwDPGWPCM2oeXZmm1F/nBmDh0ZVe+Xl0tVqSjDFWIAhIvDLtKrZVZ4mdAIoBiIgnEAj0N8asNcYcNsZMA1ZgS64BXAPcE4oZPFZsxpgYY0z4/QuIeJz3oJRSSqVm8uTJALRr1y5dibR79+4xatQoAEqXLk2uXLm4e/cuvXr1eqDIQHR0NAEBARw6dIicOXPy+eefp+8NKKWUk91PpN27d48zZ84k2aZWrVpUqVLF/nr69OlpmqNMmTI0aNAAYwzz5893PFilnkKaTFPqL2KMiQX2A28+9OhN4JfHGUNEBKiCLYF2327ghYeaPo9tBRrYzkLLAjxc59rC/z4T9mOrBmqPTUQKApUeNzallFLKGc6fP8/q1asBW4GA9OjSpQsxMTGIiH3MKVOmMH36dBo3bozVavuncdiwYYwdOxawbXNKTwJPKaUySlBQEEWLFqVixYoEBwc/8lxE6NWrl/31N998w9WrVx9plxI/P9vRy/Pnz3daNWWlngaaTFPqrzUR6CoiXUSkvIhMwraCbCaAiHwjIvbyOyIyTEQaiUgpEakCzMOWTJuZaMxJQE0RGSIiZRK2bHYDvgJIWDX2MzBORF4XkZIi0gnoAKxOaHMnYewJIvL3hCIHi4EjwLaM+9+hlFJKPWjNmjVYrVYaNmxIxYoVHR7n/PnzrFixAoDWrVtTqlQpABo1asSbb77Jp59+aq9et2rVKgBKlChBt27d0vkOlFIqYxQtWpTbt28TFxf3QNIssffff5+cOXMCEBcXZz9/8nG1bNmSPHnycPnyZTZt2pTumJV6WuiZaUr9xUTk38BAoCC2apn9jDE7Ep79BFwwxnRKeD0JaIVta+gd4CDwWeIz1xLaNcV2BlpZ4Dww0RgzJ9Fzn4TnDYHc2FatzQYmmYQPBRHxAMYB7wOewHZsRQpCHvN9eQN39Mw0pZRS6bV3717c3NzSdNbPw2rVqsWvv/6Ku7s7t2/fxtPT84HnxhhExH4+G8CePXuoWbNmumJXSqmM9M0339CxY0dEhODgYEqUKPFIm/79+9uTaK6urty6dStNP58PGDCAiRMn0qxZM3744Qdnha5UhvizzkzTZJpSKkNoMk0ppVRmcebMGZ5//nkABg0axJgxY5JsFx8fT7Vq1Th8+DBdu3Zlzpw5SbZTSqnM5M0332Tbtm0MHjyYwMDAR56fPXuW8uXL27dpDhw40L6V/XGcOHGCChUqULVqVfbs2ZOuispKZTQtQKCUUkoppZ5ZFouFmzdvOmWs+9ufPDw8GDlyJGA7f23ChAlER0cDcPfuXd555x0OHz5M7ty5k024KaVUZtOzZ08AZs+eTWxs7CPPy5Qpw/Xr1/H19QVg2bJl/8/enUdVVf3/H38eZkXBGSFFQS3LocwhzbRSkzQ1NSu/TmQaOeWUmvVpzpwnFA2ncszMKXPICYdKTU2z1FITFHAuVECQ+fz+IO/PAfQiF0F4PdZyfTj3vPe+7/NZLfG+7977TXJystXzP/zwwxw6dIhff/1VhTSR/6iYJiIiIiJ5zpo1ayhfvjzDhw/P1jznz59nx44dALz33ns4ODhw+PBhpkyZwpAhQzh06JDl3rXzgEaOHEmpUqWy9wAiIvdIixYtcHJyIioqiqCgoAxjSpQoQVBQEB4eHkRGRvLtt99m6T2qVatGeu8zEQEV00REREQkD5o0aRJXr17N9oe3kSNHEh8fT926dXn//fcBqFq1KnPmzGHAgAHUqVMHgPr161OkSBEqV65Mz549s52/iMi9UqhQISpUqADAjBkzMo1zcXHh//7v/wAYO3Ysd3PkU2xsLJGRVh2hLJKv6cw0EckROjNNRETu1m+//cbjjz+Og4MDJ0+e5IEHHrireU6ePMmDDz5IcnIymzZtolmzZreNT0xMJCUlBVdX17t6PxGR3PLTTz/x7LPPkpqayuHDh3nkkUduiVmyZAkdO3a0XK9Zs4YXXnjB6vf45ptveOONN/Dz82PZsmU2yVvE1nRmmoiIiIgUSNe6zr3yyit3XUgDCAgIIDk5mUqVKtGsWTNM07xlJcb1187Oziqkich9qVGjRrRp0waA4ODgDGOaNWuGs7Oz5fq9997L0ntUq1aNK1eusGrVKs6fP3/3yYrkAyqmiYiIiEiecfbsWb755hsgvUnA3Tp58iSbN28GoGHDhgAsX76cJ554gu3btwMQFxdH5cqVeeqpp7RtSUTue7169QJg3rx5xMXF3XK/ZMmSlm2eAH/88Qe//fab1fPXqFGDJ554gpSUFObNm5f9hEXuYyqmiYiIiEieMX36dJKTk2nYsCF169a963n69++PaZrY2dkxbtw4TNNk1KhR7N27l61btwIwevRowsLC2LFjB2vXrrXVI4iI5IqmTZvi5uZGTEwMo0ePzjDmWndjO7v0UsD48eOz9B5vvPEGALNnz76rM9dE8gudmSYiOUJnpomISFalpqbi7e3NmTNnWLp0KR06dLirecLDw/Hx8cE0Tdq0acOqVauA9M6eEyZM4IMPPqBo0aLExcXRv39/zp07x+rVqy0fLkVE7le1atXiwIEDeHp6cvr06QybuNSvX5/du3cDYG9vT2hoqKWBwZ1cuXIFLy8vYmNj2bp1K88884wt0xfJNp2ZJiIiIiIFir29Pb/++iujRo2ibdu2dz3PkCFDLCsmxo0bZ3ndw8ODsWPHUrRoUQBcXV2ZM2cOa9euVSFNRPKFoKAgKlSowFtvvUVqamqGMddWpzk4OJCamsqoUaOsnr9IkSJ06tQJgFmzZmU/YZH7lFamiUiO0Mo0ERHJDSdOnKBSpUqYpkmjRo348ccfSU1Nxd7e3hJz5swZoqOjefjhh3MxUxGRnGGaZoYr0q5JSEigXLlyXLp0ibS0NBwdHTl//jzFixe3av59+/ZRp04dChUqxIULFyhSpIitUhfJNq1MExEREZECIzEx0SbzfPjhh5ZVaaNHj8Y0TZ588kl69OjB2bNniYmJoWrVqlSrVo3333/fJu8pIpKXXCukpaamZniumYuLCxs2bGDRokWULVuW5ORkZs+ebfX8tWvXZurUqfz1118qpEmBpWKaiIiIiOS69u3b89xzz3Hw4MG7niMsLIzFixcD8Oabb/Lkk0/yyy+/sGfPHr755hucnZ1ZunQpsbGxmKZJxYoVbZS9iEjeMn78eMqWLcuIESMyvF+7dm06duzIyJEjAZg6dSopKSlWz9+vXz+rz1kTyY9UTBMRERGRXHXkyBHWrVtHSEgIhQsXvut5RowYQWpqKn5+fgQHBwPQoEEDdu7cSVBQECVKlGDDhg0A1KxZkx49etgkfxGRvOb777/n33//Zfz48bftutmxY0eKFy9OZGQkK1euvKv3SktLu9s0Re5bKqaJiIiISK4KDAwEoE2bNlSqVOmu5jh+/Djz5s0D4OOPP77hXoMGDejevTubNm1i6dKl2Nvbs2DBgtueKSQicj+bMGECnp6e9O3bN9Nt9KdPn6ZWrVpcuXIFwLJKzVr79u3jhRdeICAgINv5itxvHHI7AREREREpuC5evGgpgg0cOPCu5/n0009JS0vD09MTHx8fgBsaD2zdupXevXsD6duTatasmc3MRUTyrrp163L69Onbfmng6emJaZokJycDcODAAfbs2UO9evWseo/ExETWrVtHoUKFGD9+PMWKFbNJ7iL3A61MExEREZFcM3PmTK5evcpjjz3G008/fVdzHD9+nIULFwLpXerc3NwIDQ3Fx8eH8ePHk5qayquvvkpoaCglSpTgk08+seUjiIjkSXdafWtnZ0efPn0AcHJyAv7/SmFrNGjQgGrVqnH16lW+/vrru09U5D6kYpqIiIiI5Irk5GSCgoIAGDRo0F1vu/zss88sZwINHDiQQoUKMWPGDCIjI9myZQsRERFcunQJSD9Xzd3d3TYPICKSx61atYqaNWsyfPjwDO/7+/vj6upKUlISAN9++y2nT5+2am7DMHjjjTeA9C9Gbnc2m0h+Y+g/eBHJCYZhuAHR0dHRuLm55XY6IiKSBy1ZsoSOHTvi4eFBeHg4zs7OWZ4jLCyMKlWqkJaWhrOzM6dOnaJUqVIkJiby9ddf8/DDD3P48GF69uxJ2bJliYiIwNHRMQeeRkQk72nZsiU//PADLi4uxMbG4uBw60lPvXr1YsaMGZQqVYp///2X9957j88//9yq+S9evIiXlxeJiYns2bOHunXr2voRRLIkJibm2pdmcUZj1QAAIABJREFU7qZpxuTU+2hlmoiIiIjkirZt2zJ37lxGjRp1V4U0gNGjR1s6yfXo0YNSpUoB4OzsTPfu3alXrx7jx48HYMiQISqkiUiBMmbMGAoXLkxCQgJr1qzJMKZv374AREVFARAUFER8fLxV85coUYIOHToAMGvWLBtkLHJ/UDFNRERERHKFs7Mz/v7+dO/e/a7GR0RE8NVXXwHpZ/8MHjzYUli7ZsKECRw5cgQ3NzfLdiQRkYKiRo0a9OvXD4Dg4OBMYxo1amTZphkTE8OiRYusfo9rf7cuXrzY0hlUJL9TMU1ERERE7jlbHDUyduxYUlJSAGjfvj2VKlViypQpNG7cmG3btvH3338zbNgwAF5//XUdOyAiBdKbb76JYRhs2LCB0NDQDGNGjhzJ3LlzqVy5MgCTJ0+2+u/pxo0b06FDB8aPH2/poCyS3+nMNBHJETozTUREMhMeHo6fnx/9+vWjb9++d9V44MyZM/j6+pKYmEhAQAABAQE8/vjjPPjggxw/fpwZM2bg7u5O586dSUtLIzIykgceeCAHnkZEJO976qmn2LFjB+3atWPFihWZxkVHR1OuXDmuXLnCxo0bee655+5hliLZpzPTRERERCRfmjp1KkePHmXVqlV33cFz3LhxJCYm0rBhQ4KDg6lduzaGYbBt2zY++OADunXrxquvvsrly5fZsmWLCmkiUqB5eXkBsGbNGhISEjKNc3d3p1u3bkD66jQRyZhWpolIjtDKNBERyUhsbCzlypUjJiaGNWvW8MILL2R5jgsXLlChQgUSEhJYv349fn5+OZCpiEj+ERYWRvXq1bl69SoLFiygS5cut8SYpsm7777LF198QUxM+oKeI0eO8NBDD1n1HtHR0SxatIj4+HiGDBli0/xFrKWVaSIiIiKS78ydO5eYmBgefPBBWrRocVdzTJgwgYSEBFxdXS1n+lzfeCA+Pp5Zs2YRHR1tk5xFRO53vr6+vPvuuwB88cUXGcYYhkFoaKilkAZZW522d+9e+vbty4gRI6zuBipyv1IxTURERETuidTUVAIDAwEYMGAAdnZZ/6doVFQUQUFBAMTFxXHq1CkAWrZsSUBAAKdPn2bq1KkEBARQunRpwsLCbPcAIiL3sZ49e+Lg4MDOnTv5448/Mozp27cvgGUL/vz5863+YqJJkyb4+PgQHR3N0qVLbZO0SB6lYpqIiIiI3BNr1qwhNDSUYsWK4e/vf1dzTJ482bLiwcPDgy5dunDw4EE2bNjA3LlzMU2Tw4cPA1C2bFl8fHxslr+IyP3M09OTli1bAvDOO+9kGPP0009TrVo1TNPEw8OD+Ph45s2bZ9X8dnZ29OzZE4BZs2bZJmmRPErFNBERERG5J65tFwoICMDV1TXL4y9fvmxZ2QbQv39/XFxcqFGjBj///DMTJkygXLlyzJ8/n7///ptt27bddYMDEZH8qEyZMgBs3LiR2NjYW+4bhmFZnXZtG/20adNu2Ep/O927d8fe3p4dO3ZYvtgQyY9UTBMRERGRe+LTTz/lpZdeol+/fnc1furUqZYPf66urvTq1ctyr2HDhrz11luW68qVK+Pr65u9hEVE8pkRI0bg4uKCYRjs3Lkzw5guXbpQtGhRLly4gJOTE8eOHSMkJMSq+T09PWndujUAs2fPtlneInmNimkiIiIick80atSIZcuWUb58+SyPjY2NZdKkSZbrHj16UKJECa7vTB8aGsrUqVOJi4uzSb4iIvmNh4cHP/74I2fOnMm0E3LRokUtW/GTkpIAblgVfCdvvPEGkH7eWkJCQjYzFsmbVEwTERERkTxv2rRpXLp0CUg/l2fgwIGcPXuWBx98kEmTJpGamsqrr75K//79qVy5stVbkkRECpq6detatntmpm/fvgwcOJAHHngAgLVr13Ly5Emr5vfz88PHx4ennnqKqKio7KYrkiepmCYiIiIiOWrs2LEMGDDA6g9iN4uLi2PChAkAvPXWW3z00Uf4+Pgwc+ZMjh8/zrJly0hKSuKvv/4C4MUXX7yrTqEiIgVFamoqa9asYeHChRner1q1KpMmTeLkyZM0a9YMgODgYKvmtre3588//2TVqlWWYpxIfmNcvzReRMRWDMNwA6Kjo6Nxc3PL7XRERCSXJCQk4O3tzT///MO3337Lyy+/nOU5Jk2axODBg/H19eXo0aM4ODhY5l64cCE+Pj64uLjw1FNP4ejoSHh4OJ6enrZ+FBGRfGPKlCkMGDAAwzA4f/48pUuXzjR21apVtG3blpIlSxIZGUmhQoXuYaYiWRMTE4O7uzuAu2maMTn1PvrKTkRERERyzKJFi/jnn3/w9vamXbt2WR6fmJjI+PHjARg+fLilkAbg4uJCz549adq0qSWmW7duKqSJiNxBt27dcHR0BLhtc4GdO3cyf/58ihcvTlRUFEuWLMnS+5w4cYINGzZkK1eRvEjFNBERERHJEaZpMnnyZCB9e+b1hTBrLVy4kDNnzmBvb8/Zs2dJSkri5p0VP/zwA6tWrQLg7bffzn7iIiL5XLFixdixYwcRERF07Ngx07ht27axYsUKy5mVkyZNuuXv4Mz8/PPP+Pr60rVrV0sjA5H8QsU0EREREckRISEhHDp0CFdXV3r27Jnl8ampqYwdO9by85IlS3BwcGDevHk8++yzbN26ldjYWNq2bYtpmjRt2pSHH37Y1o8hIpIv1a1bl3Llyt02pmfPnjg5OQFgGAZ//PEHe/bssWr+J554Ak9PT/755x++//77bOcrkpeomCYiIiIiOeLaqrTu3btTrFixLI9fuXIlx44dwzAMAIYMGYKdnR2TJ09m27Zt7N27l23btllWPLz//vu2S15EpIA4evQoy5cvz/BemTJlLGdd+vr6AhAUFGTVvI6OjnTv3h2AWbNm2SBTkbxDDQhEJEeoAYGISMF29OhRqlatimEYHD16lCpVqmRpvGma1K1bl3379gHg6enJiRMncHZ2JjIykqCgIN577z0mTJjAZ599Ro0aNfj9998thTcREbmz7777znKeZXh4ON7e3rfE7Nq1iyeffBJnZ2cSExNxcnIiMjKSMmXK3HH+sLAwKlWqhGEYhIaG4uPjY/NnELmeGhCIiIiIyH3L3d2doUOH0qVLlywX0iB9i+i+ffssxbEBAwbg7OwMQPny5RkzZgwODg5MmzYNgA8++ECFNBGRLGrevLnlPMupU6dmGFO/fn1q1apFYmIi5cqVIykpidmzZ1s1v6+vL82aNcM0TebMmWOzvEVym1amiUiO0Mo0ERHJjmbNmlk6zBUpUoTIyEjc3d0tBTPTNPnoo4/47LPP8PX15dixY9jb2+dmyiIi96W5c+fSvXt3PD09CQ8Pt3T5vN6XX35Jjx49sLOzIy0tjTJlynD69GmrGsssXbqUV155BS8vL8LDw++qGY2ItbQyTUREREQKpL179xISEmIpnAUEBFCsWDE6duxIr169OHXqFBs3buSzzz4DYNCgQSqkiYjcpU6dOuHh4cHZs2czbRTQsWNHGjRoQI0aNbCzs+PChQusXr3aqvlffPFFSpcuTWxsLH/++actUxfJNSqmiYiIiIjNJCcn89prrxESEsLd7oAYPXo0AK1atcLf358BAwYQGhrKt99+y8yZM4mLi2PdunUAuLi48Prrr9ssfxGRgsbJyYkePXoAMGbMmAxjChcuzM6dO9m0aRODBw8GYMaMGVbPv27dOs6ePUvNmjVtk7RILtM2TxHJEdrmKSJSMC1ZsoSOHTtSpkwZIiIiLOecWevIkSM88sgjmKbJoUOHqFatGpC+rfOnn35ix44dvPvuuwD88ccfREZG8sILL9j8OURECpK1a9fSqlUrgBv+7s3I9U0Fjh8/bunyKZIXaJuniIiIiNx3Jk2aBECfPn2yXEgDGDduHKZp8uKLL97wYc4wDBo3bmwppAHUrFlThTQRERt47rnncHJyAmDChAmZxl29epXt27dTtWpVTNO0enXaNaZpcubMmWzlKpIXqJgmIiIiIjaxa9cudu/ejZOTE717987y+FOnTrFgwQIgfbvosWPHAG7YLnrx4kW2bNlCWlqabZIWERGcnJwIDg4G4LvvvuPq1asZxm3bto3XX3+dv//+G0jf6pmUlGTVexw9epTq1avToEEDUlNTbZO4SC5RMU1EREREbGLy5MkAdO7cmTJlymR5/MSJE0lOTsbOzo5169Zx4sQJLl++TM2aNQkMDCQ5OZnBgwfTtGlTypcvn+mHPRERybpu3bpRoUIFLl26xJIlSzKM8fPzw9fX11IMi46O5rvvvrNqfm9vb86ePUtERASbNm2yWd4iuUHFNBERERHJtoiICJYvXw7AwIEDszw+KiqKmTNnApCWlkbNmjVp3rw5X375JYcOHWLWrFnY2dmxc+dOACpUqEChQoVs9wAiIgWcvb09b775JvD/t+zfzM7OzrLyuFSpUgCWFW13UqhQIbp27QrArFmzspuuSK5SMU1EREREsi0oKIjU1FSaNGlyV93agoKCiIuLw8HBAYAhQ4ZgGAZ9+vRhxowZjBw5Ent7e44cOcJ3333H4sWLbf0IIiIFXvPmzYH0Bi/Xvry42euvv46Liwv//vsvhmGwdetWjh49atX8b7zxBgDff/89586ds03SIrlAxTQRERERybYaNWpQtWpVBg0alOWxcXFxTJkyBYCUlBQeeOABXn31VQBcXFwICAigTZs2QPqqiBdffJEKFSrYLnkREQHgsccew9XVFYAxY8ZkGFOiRAk6deoEgJeXFwDTpk2zav7q1atTv359UlJSmDt3bvYTFsklKqaJiIiISLZ17dqVw4cP07JlyyyPnT17NhcvXsTR0RFI3yZ67edrjh07RkhIyA3NCERExLbs7e2ZOnUqr7zyCu+8806mcX379gWwdOacM2cOCQkJVr1HQEAAkP53v5rJyP3K0D9IRCQnGIbhBkRHR0fj5uaW2+mIiEgelZKSQqVKlYiIiADAzc2NyMhIQkJCCAoK4v333+eZZ57By8uLc+fO4efnx/r163M5axERefLJJ7l48aJli+eCBQvo0qXLHcfFxcXh5eVFTEwMW7du5ZlnnsnhTKUgiYmJwd3dHcDdNM2YnHofh5yaWERERETyv23btnHs2DG6du16Vw0Bli1bRkREBCVLlqRfv364uLjg5ubGxIkT+fnnn2nQoAEeHh6cP38egBYtWtj6EUREJBOXL1+mWLFiGd7bsmULycnJDBs2jODgYIKDg60qprm6ujJx4kTKly9P48aNbZ2yyD2hlWkikiO0Mk1EpGBo0qQJW7du5X//+x8jRozI0ljTNKlTpw779+/nk08+4cMPP7TcCw8PJzAwkHfeeYctW7bQqVMnihUrxpkzZ9TFU0Qkh12+fJnWrVuze/du1q5dy3PPPZdp7NmzZ/H29iYlJYWDBw9SvXr1e5ipyI3u1co0nZkmIiIiInfl999/Z+vWrdjb2/Pmm29mefz27dvZv38/Li4u9OnT54Z7FSpUYOLEiZQpU4bx48cDMHjwYBXSRETuAXd3dw4dOkRycjKfffbZbWNN0+TRRx8FYOrUqfciPZFcp2KaiIiIiNyVwMBAADp06ED58uWzPH7ChAkAFC9enJ07d2YYs3z5cvbv30+hQoVuKbiJiEjOMAyDCRMm8Nxzz/Hxxx9nGnfx4kV8fX3Zt28fAHPnziUuLs6q94iKimLYsGE8/fTTai4j9x1t8xSRHKFtniIi+dv58+fx9vYmKSmJXbt2Ub9+/SyN/+uvv3jkkUcs188//zw//PADvXr1wt7enuHDh5OcnEzlypUxTZNevXrxxRdf2PoxREQkm9q2bcuqVass17Nnz6ZHjx53HBcTE4Onpyfx8fH8+OOPNGrUKCfTlAJC2zxFREREJM8KDg4mKSmJ+vXrZ7mQBjBp0iQA7O3tARgyZAhnzpxhzpw5TJ8+nXPnzjFv3jzLaoWhQ4faLnkREcmSlJSUTO/169cPAAeH9P6GM2fOtGpONzc3/u///g+AWbNmZTNDkXtLxTQRERERyZKEhASmT58OwMCBA7M8/vz588yfPx+A1NRUatWqRZMmTfD09GTTpk28++671K1bl/DwcACaN2+Or6+v7R5ARESskpSUxGuvvYa7uzvLly/PMKZp06Y89NBDpKSkYGdnx549ezh48KBV87/xxhsALF26lEuXLtksb5GcpmKaiIiIiGRJVFQUderUwdvbm5deeinL46dNm0ZiYqJlFcPQoUMxDAPDMHjmmWcYOXIkp0+f5uuvvwbIcpdQERGxDScnJ9avX098fHymZ6cZhmE509LV1RWAGTNmWDV/vXr1qFGjBgkJCSxatMgmOYvcCzozTURyhM5MExHJ/2JjYylatGiWxsTHx+Pt7U1UVBQA3t7eHD9+HEdHR0tMYmIiw4YNY8qUKTRu3Jjt27fbNG8REbHevHnzeO211zAMgxMnTlChQoVbYqKjo3nggQcszQecnJyIjo7GxcXljvNPnTqV/v37U6NGDX7//XcMw7D5M0jBoTPTRERERCRPy2ohDdI/lEVFRVmKZ4MGDSIlJYX69esTFBREUlISwcHBTJkyBdBZaSIiuc3f35+mTZtimmam56G5u7vTtWtXnJ2dgfTtoddWF99Jly5dcHFx4eDBg+zZs8dmeYvkJBXTRERERMRqX331FZGRkXc1NjU11dJ4oHPnzjRp0oQePXqwYMECdu/ezfjx47Gzs7Ns9fHw8KBly5Y2y11ERO5Or169gPROnUlJSRnGfPTRR5w9e5ZWrVoBsHjxYqvmLl68OAEBAbz11luUKVPGNgmL5DBt8xSRHKFtniIi+c/ff//Ngw8+iKOjI5GRkXh4eGRp/HfffUe7du0oVqwYkZGRFClSBEjf+jlv3jzc3d3p1KkTaWlpzJ49G19fX5o1a5YTjyIiIlmQlJREmTJliI6OJigoiL59+2YaGx4ejo+PD6ZpEhYWho+Pzx3nDwwMpF27dnh7e9/wekREBCtXrmTAgAHZfgYpGLTNU0RERETylMDAQAD8/PyyXEgDmDBhAgC9e/e2FNIAChcuTO/evenUqRMAdnZ2BAQEqJAmIpJHODk5UaxYMQDGjRt329gKFSpQr149AObMmXPHuQMDAxk4cCDPPvssERERltcjIiJ49tlnGThwoOX3j0heoWKaSC4zDKOPYRgnDMNIMAxjn2EYjW4T+5phGGYGf1xuinvAMIyFhmFEGYYRbxjGAcMwal93P6M5TMMwhl4XczKD+6Nz5v8FERHJ6y5dusRXX30FwMCBA7M8fs+ePfz888/Y2dlhb29PTMytXxZfunSJsLCwbOcqIiK2N2LECAzDIDw8nD///DPTuLZt27J7924gvfCWkpJy23nbtWuHr68vYWFhNGjQgH79+lkKaWFhYfj6+tKuXTubPotIdqmYJpKLDMN4FZgMfA7UAn4CfjAMw/s2w2IAz+v/mKaZcN2cxYEdQDLQAngEeBu4fN0cnjf9eR0wgeU3vdeHN8WNuJvnFBGR+9/s2bOJj4+nRo0aNGnSJMvjr52VlpaWxogRIzh16hRbtmyhefPmbN26FYBWrVpRqVIlnZMmIpIHdenShTZt2gAwY8aMTOMee+wxy8/Xmsrcjre3N1u3bqVixYqcOXOGadOmUalSJUshbevWrbds/xTJbSqmieSuwcAc0zRnm6b5l2maA4FIoPdtxpimaZ67/s9N998BIk3T7G6a5h7TNE+aphlimmbodRPcPP5FYKtpmjcvB4i9KfaKDZ5ZRETuMykpKUydOhVIX5VmGEaWxp86dYqlS5darl944QUeeeQRxo8fz6ZNm1i+fDmXL19m3759AJQqVcp2yYuIiM307p3+MWXevHnExcVlGBMQEICDg4PlOiQk5I7zent7s337duzs0ksUKSkpODo6qpAmeZaKaSK5xDAMJ6A2sPGmWxuBJ28ztIhhGOGGYZwyDGONYRi1brrfBvjVMIylhmFcMAzjN8Mw3rhNHh7AC0BGBxq8899W0QOGYfzvv5xFRKSAWbFiBZGRkZQpU8ZyrllWTJs2jdTUVMuHpKFD008VmD59Om+99RZvv/02xYoV4/z580yYMIHRo3WqgIhIXvTcc8/h5eVFdHQ0kydPzjDGy8uL9u3bW67XrFnDuXM3f/+fsWu/J0TyOv2XKpJ7SgH2wPmbXj8PlM1kzBHgNdILZv8HJAA7DMOocl2ML+kr2/4G/IBgYIphGN0ymdMfiAVW3PR6INAReBYIAgYC0zN7GMMwnA3DcLv2ByiaWayIiNxfzp8/j6urK71798bFxeXOA64THx9v2Q6UlpZGnTp1aNy4MQAVK1ZkypQplk5v7u7uDB48GC8vL9s+gIiI2ISdnd21TomWFcsZudbt087OjpSUFObPn3/bea+dkXb9+WrJycm3NCUQySsM0zRzOweRAskwDC/gNPCkaZq7rnv9f0BX0zSrWjGHHbAf+NE0zf7/vZYE/Gqa5pPXxU0B6pqm2SCDOY4Am0zTfOsO7/USsAwoZZpmVAb3PwY+uvn16Oho3Nzc7vQoIiKSx12+nH705rVubtYKDg6md+/e2NnZkZaWxpIlS3jllVduiAkNDcXZ2Zly5crZLF8REckZy5Yto2PHjlSqVIldu3ZRokSJW2JM06RmzZocOnQIABcXF2JiYnB0dLwl9uZmAw8//DBr166lWLFiXL58WeemSZbExMRcK/i6m6Z5a7cjG9HKNJHc8y+Qyq2r0Mpw62q1DJmmmQbsBa5fmXYWuLm9zl/ALb99/usc+hAw24q3++W//62cyf1RgPt1f/SJSETkPhQYGJjhKoCYmBjmzZuXpbnS0tIIDAy0/Ozj40P79u0ZPnw4/fv3JzIykri4OKpXr463tzeffPKJTZ5BRERyTocOHfjrr784cuRIhoU0AMMwLKvTABISEhgzZkyGsStXrryh2UDHjh0BKFu2rKXL58qVK23/ICLZ4HDnEBHJCaZpJhmGsQ94Drj+t8NzwCpr5jDST4B+DDh43cs7SC+QXe9BIDyDKXoA+0zT/N2Kt7t2NtvZjG6appkIJF6XmxVTiohIXhIYGMjAgQOZMmUKW7duxcHBgRMnTlCuXDmaNGlCWFh6n5oBAwZYNd/GjRs5cuQIrq6utGjRgqZNmxITE8OUKVO4evUqL774IufPnychIb0pdZ06dXLs2URExHaqVKlyx5guXbrg4eHB+PHj2blzJ3/99VeGcdd+p7Rr1w5vb29atGiBnZ0dCQkJrFmzhs2bN1v9e0fkXtE2T5FcZBjGq8ACoBewCwgA3gCqmaYZbhjGfOC0aZrv/hf/EekrxP4G3ID+QFegoWmae/6LqQvsJH3L5bdAPWAWEGCa5qLr3tuN9MLY26Zp3tCv2jCMBkB9YCsQDdQFJpG+ffRFK5/NDYjWNk8RkfvHzVttmjdvTnBwMG5ubsTExGR5q42fnx8bN25k0KBBTJw4EUjf+rNlyxa+++47pkyZwtixYxk+fDg+Pj6EhobqyxgRkfvEiRMnmDp1Kg0bNuSll17KNG737t3Ur1+fQoUKcebMGauOCwgLC8PHx0e/EyTL7tU2TxXTRHKZYRh9gGGAJ3AIGGSa5o//3dsGnDRN87X/ricB7UnfGhoN/AZ8fP2Za//FtSJ922UV4AQw0TTNWTfFBACTAU/TNKNvuvc46c0GqgLOpK9q+wYYa5pmvJXPpWKaiMh96PqC2vWyWkg7fPgw1atXx87OjuPHj1uaDFwvMTERHx8fzp49y9y5c/H397fJM4iISM5r2rQpW7ZsoVixYly8eDHTwpdpmlSvXp0///yTGTNmEBAQcI8zlYJExTQRua+pmCYicv+KiIjA19eX1NRUABwdHTl+/HiWDn9+8803mTlzJhUrVmT9+vU89NCNJxCYpsnMmTPp1asXDzzwAGFhYTg5Odn0OUREJOesX7+eVq1a4eHhwZ49e3jggQcyjFu8eDFvvvkmsbGxFCtWjBMnTljdzCY5ORkgw8YFIhlRAwIRERERyTVpaWl3PTYqKor58+cDcPLkScaPH09KSgrNmjVj+vTpJCYmsm3bNvr06QOkn5ejQpqIyP3l+eef5/Dhw0RGRmZaSAMoXLgwsbGxQHpn6MwaEdxs6NChlClThjVr1tgkXxFbUjFNRERERCwiIiJ46qmnuLZ7wdHRkeTkZJ599tkMu3xmZMaMGZamAgBvv/02y5cvJyQkhI8//pi0tDTGjh1LWloajo6O2vIjInKfeuihh7Czu31ZoVWrVjesbI6JsW6xUHJyMpcvX2b16tXZylEkJ6iYJiIiIiLA/z8vLTIyEoDGjRtz/PhxfH19CQsLs6qglpSUxLRp0yzXbdq0oWrVqrRu3ZqpU6fy6aefUqhQIRIT0xtA+/v7X9uOISIi96H4+HiCg4P59ttvM7xvb29Pr169LNerVq2yHCNwO61btwZg7dq12VotLZITVEwTEREREQBWrlxJWFgYLi4uAAQEBODt7c3WrVstBbWVK1fedo5ly5Zx5swZy/XQoUOB9G0+/fr1o1evXuzbt4+tW7fi4ODAhx9+mHMPJCIiOc7f35/evXvTvXv3TItkPXv2tGznP336NCEhIXect1GjRri5uXHhwgX27t1r05xFskvFNBEREREB0s8umzx5Mn/++SebN2+mbdu2AJaC2uTJkxkwYECm403TZNKkSZbr+vXr07BhwxtiEhISGDduHAAdO3akfPnyOfAkIiJyrwwcOBA7Ozvi4+NZu3ZthjGlS5fmlVdesVz37duXv//++7bzOjk54efnB6CtnpLnqJgmIiIiIhYDBgzAx8eHpk2b4urqannd29v7toU0gJ07d/Lrr79arocMGcL+/ftp0aIF27ZtA9I/dC1ZssRyX0RE7m8NGzZk8ODBAHzxxReZxvXr18/y8/Hjx5k4ceId57621VOccjAkAAAgAElEQVTFNMlrVEwTEREREQBSU1NJSUm56/GTJ08G4LHHHuOJJ56gbdu2jB07lvXr1zNnzhxSU1NZvHixJebRRx+1Sd4iIpK7rp2JtmHDBsLCwjKMqVevHh999BGenp4AFClS5I7ztmjRAjs7O/744w/Cw8Ntl7BINqmYJiIiIiJA+iHP5cuXZ+TIkVkeGx4ezooVKwBYsGABu3btwt7enlGjRtGnTx+GDRuGvb09J06coHfv3rddvSAiIveXSpUq4efnh2mafPrppxnGGIbBxx9/zNtvvw3Ajh077jhvqVKl6NGjBx999BHOzs42zVkkO4xrbc9FRGzJMAw3IDo6Oho3N7fcTkdERKzw8ssvs2zZMgYPHsyECROyNHbIkCFMmDCBZs2asWnTphzKUERE8qrOnTvz9ddf4+TkRExMTKbFr3PnzlGuXDlSU1M5cuQIDz300D3OVPKzmJiYa13C3U3TjMmp99HKNBERERHh8uXLljNpunTpkqWxsbGxzJo1C0g/OyejL2tjY2OJj4/PfqIiIpInDR8+HMMwSEpKYunSpZnGJSQk4OXlBaQ3Iti5c+e9SlHEZlRMExERERGWL19OYmIi1apV47HHHsvS2Hnz5hETk/7l75gxY4iKimLUqFEMHDiQyMhITNOkWrVqFC9enE8++SQn0hcRkVxWo0YN3nvvPQCCg4MzjUtLS+PUqVMAhISEMHbs2DvOHRsby/Lly9m3b59tkhXJJhXTRERERIQFCxYA6avSDMOwelxaWhpTpkyxXHfv3p1ChQoxbtw4AgMD2bNnD/v37ycyMpKkpCTs7e1tnruIiOQNffr0wd7enh07dnDw4MEMY3x9fXn++ect1z4+Pnec94MPPqBDhw5Mnz7dZrmKZIeKaSIiIiIFXEREBNu3b8cwDDp37pylsRs2bODvv/8G0g+XHjRoEIULF+abb77B39+ftm3bUrt2bQ4cOED//v3p379/TjyCiIjkAV5eXrRt2xaAzz//PNO4t956y/Lz6dOn7zhvq1atgPRGOWlpadnMUiT7VEwTERERKeAWLVoEwDPPPEP58uWzNDYoKMjyc7t27ahSpQqGYdC8eXPmzp1rWYn26KOPEhgYqKY0IiL5XJUqVQBYtmwZsbGxGcb4+flRrlw5AFauXMnly5dvO2fjxo1xc3Pj/Pnz/Prrr7ZNWOQuqJgmIiIiUsC1atWKgQMH0rt37yyNO378OOvWrbNcDx069JaYU6dOkZSUlO0cRUTk/hAQEABAamoq8+bNyzDGzs6OAQMGAJCSksL777/P5s2bM53TyckJPz8/AEuzHJHcZGTUbUlEJLsMw3ADoqOjo7UKQUQkn3r77beZOHEikN7F86effqJdu3a0aNECf39/Lly4wIMPPoijoyOLFy+2bNMREZH8LSgoCHt7e7p06ULRokUzjLl48SIeHh6kpKQA8Pjjj/Prr79mem7nggUL6NatG48++igHDhzIsdzl/hYTE4O7uzuAu2maMTn1PlqZJiIiIiJZFhcXx5dffglAxYoVGTp0KD/88AOrVq1i6NChJCQkMGHCBBITE7ly5YpVB0yLiEj+0K9fP3r37p1pIQ2gRIkS9OnTx3L92GOP3XYlc4sWLbCzs+P3338nMjLSpvmKZJWKaSIiIiIFVEpKCv369SMkJCTLBzovWrSIy5cvU6lSJY4fP07r1q1p3LgxkydP5oMPPqBYsWKWD0UNGjSgWrVqOfEIIiKShyUmJnLixIlM7wcGBtK8eXMAvL29cXZ2zjS2VKlSNGjQAIAff/zRtomKZJG2eYpIjtA2TxGRvG/Dhg08//zzlCxZkjNnzuDk5GTVONM0efTRRzl48CATJ05k0KBBt8T8888/eHt7k5CQwNatW3nmmWdsnL2IiORlISEhvPjiixiGwcmTJylZsmSGcQsXLqRr165UqlSJv//+O9NtngD79u2jRIkSWu0smdI2TxERERHJUQsXLgSgY8eOVhfSAH766ScOHjyIo6MjHTp0uOV+amoq06ZNIyEhgTp16vD000/bLGcREbk/VKtWjbi4OK5cucK0adMyjWvTpg3Ozs6EhoayePFi1q9fn2ls7dq1VUiTPEHFNBEREZEC6MqVK6xYsQKALl26ZGnslClTAEhOTmbhwoUcO3aMVq1aWbbdzJw5kxEjRgDpHT5vt8pARETyp7JlyzJmzBjGjh1Lv379Mo27fmtn586d6d69O0lJSWzZsiXDlc8ieYG2eYpIjtA2TxGRvO3atprKlStz7Ngxqwtep06dokKFCqSlpeHi4sKpU6d49913mTVrFq1bt+b777+nYsWKhIeHU7x4cS5cuICDg0MOP42IiNzPGjVqxM8//wyAl5cXDRo0YPny5QCsWLGCdu3aWWJ37drFqFGjqFChAlOnTs2VfCXvulfbPPUvGxEREZECaMGCBUD6qrSsrBybMWOGpVlBz549KVmyJMOGDcPe3p4uXbqQmpqKvb09AMOHD1chTUREALh06RLFixfP8N706dOpWbMmAGfOnLEU0nr37k2zZs1uiI2Li2P16tV4eHgQGBiInZ023Mm9p5VpIpIjtDJNRCTvOnv2LOXKlSMtLY3jx49TqVIlq8YlJibi5eXFxYsXMQyD0NDQW86uWbFiBS+99BLFixcnMjISV1fXnHgEERG5Txw6dIjWrVtz4cIFjhw5Qvny5TOMq1KlCsePH7dcf/rpp3zwwQe3xCUlJVGqVCliY2PZvXs39erVy7Hc5f6jBgQiIiIikiPCw8Px9fWlQYMGVhfSAJYtW8bFixcBeOmll24ppKWmpjJu3DgA+vTpo0KaiIhQrlw5IiIiiI+PZ+zYsbfcN02TuLg4+vfvf8Prf/zxB3FxccTFxXH9IiAnJyf8/PwAWL16dc4mL5IJrUwTkRyhlWkiInmbaZpERUVRqlQpq8fUqlWLAwcOALBnzx727t1LWFgYAwcOpFy5cjz33HNs3rwZJycnIiIi8PDwyKn0RUTkPjJ8+HDGjBmDl5cXJ0+exNHR0XLvxIkT+Pr63nb8iRMnqFixouV6/vz5+Pv789hjj/Hbb7/lVNpyH9LKNBERERHJMYZhZKmQtnfvXg4cOIBhGDz11FM8+uijfP7550yYMIFNmzZx9uxZQkJCAGjdurUKaSIiYvHJJ59QunRpzpw5c8tqsh07dtxx/LXmBNe0bNkSwzA4cOAAkZGRNs1VxBoqpomIiIgUIIcPHyYhISHL46ZNmwZA586d2bJlC46OjsyaNYuXXnqJTp064enpyfbt22nZsiWff/65rdMWEZH7mLOzMz169ADSmw1c7+WXX77t742RI0fy8ssv3/BaqVKlaNCgAQBr1qyxcbYid6ZtniKSI7TNU0Qk70lLS6NixYrExMQQEhJC7dq1rRr3zz//UL58eRITE/nll1944okncjhTERHJb/bs2WP5/XHkyBEeeughy724uDiKFCmS4bgrV65keAbn+PHjWb16NQMGDKB9+/Y5k7Tcd7TNU0RERERs6scff7Rsh6lWrZrV44KDg0lMTKRGjRoZFtKSkpLQF7QiInI71apVw8HBAYCPP/7Y6nGZ/X4ZMmQI27dvVyFNcoWKaSIiIiIFxMKFC4H0LTUuLi5WjUlJSWHy5MkAnDp1itTUVPz9/Zk1axaJiYlcvXoVLy8vypUrx9q1a3MsdxERub+5uroyaNAgADZu3MjVq1ct9woXLsySJUuoXbs2n3zyieX1kiVL8vvvv9/zXEXuRMU0ERERkQLg6tWrLF26FIAuXbpYPW7NmjVcvHgRgEGDBvHLL78wf/58+vXrx8WLF1m8eDFRUVGcOXOG+Pj4HMldRETyh1GjRlGhQgUuXrxo+Z0E6U1xXnnlFX799Vc+/PBDSpQoAUBUVBTff//9bef8559/2LlzZ47mLXIzFdNERERECoA1a9YQExODt7c3jRo1snrciBEjAHB0dKRfv37UrFmTiRMnMmzYMDw9PfH392f27Nl069ZNW21EROS27O3tCQgIAOCLL77INK5169aW+KFDh2Yat3v3bjw8PGjfvj1paWm2TVbkNlRMExERESkArm3x7Ny5M3Z2d/4nYEpKCkFBQezbt88yrnjx4hQtWpRBgwbx2WefAekfdHr06MG8efOwt7fPuQcQEZF8oWPHjtjZ2fHLL7+wd+/eDGOGDBkCQGpqKiEhIZnOVatWLVxdXTl//rzl95XIvaBimoiIiEg+d/nyZX744QfA+i2e27Zt46233rJcZ3RYdExMjjXJEhGRfKpcuXI4OjoC8L///S/DmOrVq1O8eHEApkyZkulcTk5O+Pn5AbB69WobZyqSORXTRERERPK5YsWKcfDgQaZOncojjzySaZxpmsTFxREXF8eiRYssr5ctW5akpCRat27NTz/9BMDPP/+Mp6cn1apV48iRIzn+DCIikj84OTkxYMAAXFxcqF69eqZx17Z67tq1y7JS7XZxKqbJvWSojbmI5ATDMNyA6OjoaNzc3HI7HRERscKJEyfw9fW9bUy9evXYvXs3zz77LNu2bcPe3p6zZ89SunTpe5SliIjc70zT5MqVKxQtWjTTmL1791KvXj0gvUHB2bNn8fDwuCXun3/+wcPDA9M0iYiIoHz58jmWt+R9MTExuLu7A7ibppljS+i1Mk1EREREANixY8cdY55++mkAyxadl19+WYU0ERHJEsMwbltIA6hTp45l1VmVKlUwDCPDuNKlS9OgQQMgvdmOyL2gYpqIiIhIPjZ69Ghefvlldu7cecfYl19+mc8//zzT+yNHjuSzzz7jzz//ZNOmTRiGwaeffmrLdEVEpIBISUlhwYIFNGjQgP37999y3zAMRo4cCaSvnL72JU5GtNVT7jVt8xSRHKFtniIiuc80TapUqUJoaCgLFiywqvlAXFwcRYoUyfDelStXcHV15fXXX+err76iffv2LF++3NZpi4hIAZCamkqJEiWIiYmhfv367Nq1K8O4GjVqcOjQIWbPnk2PHj0yjAkLC2P79u20bNkyw62gUnBom6eIiIiIZMvu3bsJDQ3F1dWVdu3aWTUmNjb2tveHDBnCvHnzABg6dGi2cxQRkYLJ3t6evn374uDgQOXKlclsoc9DDz0EwNixYzl06FCGMb6+vnTv3l2FNLlnVEwTERERyacWLFgAQLt27XB1dbVqzMKFCy0/Dxs2jDJlygDQtWtX7OzsmDZtGmlpaVStWpX69evbPmkRESkwRo4cyb///suCBQsyPRPNzi69bHHs2DEdLSB5hoppIiIiIvlQUlISS5YsAdILYdYwTZNJkyYBULJkSUaNGsWcOXOoV68eRYsWJSUlBQcHBwDLOTYiIiLZ8d+WvEz5+/tbfo6MjMw0Li4ujkmTJtGhQwfS0tJslp9IRhxyOwERERERsb3169cTFRVF2bJladq0qVVjdu3axZkzZwCIioqyfIDZs2cPe/bsIT4+nitXrvDggw/y4osv5ljuIiJScJimyd69exk9ejRvv/02DRs2vOF+06ZNcXJyIikpiZiYzI/AcnBw4MMPP+TKlSvs27ePunXr5nTqUoBpZZqIiIhIPnRtu2anTp2wt7e3asyoUaNumePaPG+++SabN28G4O2337ZsuxEREcmu1q1bs3LlSnr16nXLPRcXF1q0aAHAn3/+SWhoaIZzODs74+fnB6irp+Q8/StIREREJB96+umnqVWrllUdPAH+/fdf1q1bZxnbqVMny71Vq1bxyy+/cOrUKUqXLk23bt1yJGcRESl4DMOgd+/eABw+fJjw8PBbYmrUqGH5+csvv8y0WUHr1q0BFdMk56mYJiIiIpIP9e3bl/3791OrVi2r4r/66ivLGTM9e/Zk6dKllnuOjo78/vvvAPTo0QMXFxfbJywiIgXWxx9/TJMmTTBNk4oVK2IYBnFxccTGxtK7d29GjBhhiR05ciQHDx7McJ6WLVtiGAYHDhzg1KlT9yp9KYBUTBMREREp4NLS0pgxYwYA77zzDs8//zwffvih5f6TTz7J2LFjqVevHkOGDMmtNEVEJB+7tjrtmm3btlGjRg2Cg4Nvib3WYOdmpUuXtnSaXrNmje2TFPmPimkiIiIi+cipU6eYO3cusbGxVo/ZtGkToaGhuLu788EHH1CqVCkGDRpkue/g4MDQoUPZvXs3JUuWzIm0RUSkAIuLi6NZs2aULl3a8lqrVq1u2fLZpEkTgNt269RWT7kXVEwTERERyUcWLFhA9+7d6dChg9Vjpk6dCoC/vz+urq4AuLq6YpomaWlpltcAtmzZckOhTUREJLuKFClC8eLF+eeff24bd61BweLFi297bpqzszMuLi6Zxohkl4ppIiIiIvmEaZosWLAAgFdeecWqMadOnbI0HnB2dmbhwoX8+OOPmKbJ6dOnKVu2LM888wwHDhygd+/eNG3alMmTJ7Ny5cocew4REZGMtGrVisKFCxMeHs6uXbsyjKlWrRpRUVEsX74cwzDucYZSUDjkdgIiIiIiYhu//fYbf/31F87OzlavTLu+K1rZsmXp168f0dHRrFu3jpYtWwJw4cIFWrRowblz5yzjmjVrZvsHEBGRAunKlStA+nZPDw+PTONWrFhBfHw8kN4Q56+//rolxjCMG1ZUi+QErUwTERERyScWLlwIQJs2bXB3d79jfGpqKl988QWQfi5ay5Yt6dChA9WrV+epp566Ifb6QhpA0aJFbZS1iIgUdK6urpY/1zRs2JAKFSrcEHd9h+ojR45w8eLF284bGRl52/PVRO6WimkiIiIi+UBKSgqLFy8GoGvXrlaN2bhxo6VI1rp1a6pWrUpgYCA7d+5k48aNOZariIjInezfv5+9e/fe0OXz6NGj1K5d23K9d+/eDMeapknjxo3x9vZm3759OZ6rFDwqpomIiIjkAyEhIZw7d46SJUvi5+dn1Zjg4GDLzz179gTSD4F2c3PLUgMDERERW3B1dSUqKgrDMLh69SqbN29m+vTphISEMHDgQNq1a0f79u0t8StWrMhwHsMwKFOmDABr1qy5J7lLwaJimoiIiEg+sH//fgzDoGPHjjg5Od0x/uzZs5YPGKVLl6ZQoUKcPn06p9MUERG5rRIlSlCyZEkAvvnmGwCaNGnCpEmTAGjXrp0ldunSpSQnJ2c4T6tWrQBYvXp1TqYrBZSKaSIiIiL5wLvvvkt4eDjvvPOOVfFfffWV5RwZf39//P398fb2Zu3atbesSlu2bBnly5e/4bXY2FjbJC4iInKTOXPm8M477/DRRx/dcu/hhx+matWqAFy6dOmGVdbXa9myJYZh8Ntvv+nLIrE5FdNERERE8ony5cvfUvTKSFpaGrNnzwbSv7lv06YNPj4+FCtWjCZNmmAYxg3xzz//PIcPH77h3JrNmzfbNnkREZH/tGnThtGjR/P4449neP/61WnTp0/PMKZMmTLUr18f0FZPsT0V00RERETuc5cvX85SfEhICP+PvfuOjrrO/j/+fKeRgCbUEGpEkI4gCIgRUJEeOghIEEQBdXFta921i+7uz/3quhYEKdKk14Qm0iJIkyosSieEEkGSAOnJ5/fHMJ9NMpMElUlCeD3OmXPmM/fOzI16zOTO+/2+R48eJSgoiNmzZ9O2bVvWr1/PoUOH8PLyYs2aNS7Pufnmm13OrREREfG0jIwMl8eGDx/OQw89BMDx48dJS0tz+1xt9RRPUTNNRERE5Dp2+vRpKleuTNeuXUlNTb2q50yYMAGAiIgISpcubT9erlw5oqKiOH/+PFWqVCEjIwPLsihTpoydk/3cGhEREU+JjIykTp06OaZ3OtWtW5epU6dSpUoVkpOT85xA3aNHD8DxJVJSUpJH65Ubi5ppIiIiItexWbNmkZaWRmJiIqVKlSowPy4ujoULFwLQqFEjDh8+bDfh4uLi+Nvf/gbA0KFD8fb29lzhIiIiBTh8+DB79uxh//79LjFvb28GDBgAwOzZs90+v3Hjxjz11FNMmTIFLy+1P+Ta8SnqAkRERETk95s2bRrgWGV2Nb766it7y8z69esZN24cJ0+eZNGiRaxbt87+g2XYsGGeKVhEROQqdOnShXvuuYd69erh7+/vEr98+TLJyckAzJ8/nwkTJrjkGWP4+OOPC6VeubGoNSsiIiJyndq3bx87d+7E19eXBx98sMB8y7L44osv7Os+ffpw/vx5Ll++TOPGjTl27BgAoaGhNGzY0FNli4iIFMjHx4fo6Gi+/PJLbr31Vpd4qVKlWLBgAQDJyclMmTKlkCuUG5maaSIiIiLXqenTpwPQrVs3KlSoUGD+unXrOHz4MADVqlWjf//+HD9+nM2bN1OuXDl++OEHAF544QXPFS0iInIN+Pj40KtXL/t61qxZeebu3buXd999l3379hVGaXIDUDNNRERE5DqUlZXFjBkzgKvf4ukcPACObZze3t54e3vTrFkzdu3axe7du/Hz82Pw4MEeqVlEROS3WrBgAR07dmTmzJkusb59+9r3t27dyuXLl92+xptvvslrr73G3LlzPVan3FjUTBMpYsaYJ40xR40xKcaYH4wxbfPJHW6Msdzc/HPlVTPGTDfGnDfGJBljdhljWmSLu3sNyxjzQraccsaYacaYhCu3acaYsp75pyAiIr9VdHQ0MTExBAUFER4eXmD+uXPnmDdvnn3dv39/+356ejqvv/46AD179qR8+fLXvmAREZHf4a9//SurV6/mrbfecol16NCBm266CXBs9YyMjHT7Gs7fk0uXLvVcoXJDUTNNpAgZYwYCHwFjgTuAaGC5MaZmPk9LBKpkv1mWlZLtNcsBG4F0oCvQEHgeiM/2GlVy3UYAFjA/W85MoBnQ5cqtGTDtd/6oIiJyjTVt2pTx48fz2muvuT2YObdp06aRnp4OQFhYGM8//zzNmzdn69atLF261P4DQ4MHRESkOBk9ejQAx44d4+LFizli/v7+dOvWzb7++uuv3b5G9+7dMcawY8cOYmNjPVes3DDUTBMpWs8BEy3L+tKyrP9alvUMEAM8kc9zLMuyzmS/5Yq/BMRYlvWIZVlbLcs6ZlnWt5ZlHc72Armf3wtYa1nWEQBjTAMcDbTHLMv63rKs74GRQLgxpt61+/FFROT3Klu2LCNHjuT5558vMNeyLMaPHw84zkrr168fmzZtYteuXYSEhBATE4Ovry9lypShS5cuni5dRETkqj399NPUqVOHtLQ0Vq5c6RLPvtVzyZIlJCYmuuQEBwfTunVrgDxXr4n8FmqmiRQRY4wf0AJYlSu0Crg7n6feZIw5bow5aYyJNMbckSveE9hujJlrjIkzxuw0xozMp47KQHdgYraH2wAJlmVtcT5gWdZmICGv2owxpYwxgc4bcHM+P4OIiBSijRs3cuDAAUqXLs2+fft4+umniY2NZe7cudSsWZOnn36apKQk9u/fj4+PT1GXKyIiYjPG0Lt3bwAWLVrkEu/atStlyzpOo7Esy57wmVuPHj0ANdPk2lAzTaToVAS8gbO5Hj8LhOTxnAPAcBwNs8FACrDRGHNbtpxbcaxsOwh0BsYBHxtjHs7jNYcBF4Hsv3VCgDg3uXH51PYKjmab83YyjzwREfmDXnnlFT755BMuXLhwVfnOVWmDBw8mKCgILy8vKlSoQL9+/ewcHx8fatbM75QBERGRotGzZ08AFi5caB9Z4BQYGMgvv/xi58yfP9/l+fC/Ztrq1atJSkryYLVyI1AzTaToWbmujZvHHImWtdmyrOmWZe22LCsaeBD4GXgqW5oXsMOyrFcty9ppWdYXwATy3jo6ApiR/dy1POrKtzbgfSAo2616HnkiIvIHnDt3jg8++ICnnnqK06dPF5h/4cIF5syZA8CQIUOwrJz/G1+6dCnnz5/3SK0iIiLXQnBwMABJSUksX77cJe7j48N7770HwMqVK91+2dS4cWNq1qyJr68v+/fv92zBUuKpmSZSdM4Bmbiu9ArGdbWaW5ZlZQHbgOwr004DuX87/BdwWW5wZXJoPeDLXKEzQGU3b1kpr9osy0q1LCvRecOx2k1ERK6xOXPmkJGRQfPmzWnYsGGB+dOnTyc1NRWAMWPG8PDDDzNo0CD27dvHnj176NmzJ5UqVWLJkiWeLl1EROR3qVevnj1pOq+VZw0bNqR27dqkp6e7ndppjOGbb77h3Llz3HnnnR6tV0o+NdNEiohlWWnAD0DHXKGOwKareQ1jjMExZTP70oSNOBpk2dUFjrt5iUeBHyzL2p3r8e+BIGNMq2zv1RrHirOrqk1ERDxj+vTpAAwdOrTA3OyDBwC6devG7NmzmT17NhkZGXz33Xd27O678zuuU0REpGhNmjQJgLVr17qssgZ4+OGHOXzYMXPtyy9zrxVwqFu3Ln5+fp4rUm4Yxt1/hCJSOIwxA4FpwOM4GlijcEzNbGRZ1nFjzFQg1rKsV67kvwFsxnEeWiDwZ2AoEGZZ1tYrOS1xNLzeAOYArXBs8xxlWdaMbO8diKMJ97xlWePc1LYcqAqMvvLQeOC4ZVk9rvJnCwQSEhISCAwMvPp/KCIikqdDhw5x22234eXlRWxsLCEheR1j6bB582batGmT4/mJiYmsWLGCV155BYBffvmFAwcO0LZtW4/WLiIi8kckJydTsWJFkpKS2LFjB3fckXMO28cff8zTTz8NgJeXFxcuXMjz7xDLssjIyMDX19fjdUvhSkxMJCgoCCDoyo4pj9DKNJEiZFnWbOAZ4HVgF9AO6GZZlnMVWU2gSranlMXR1Povjqmf1YB2zkbaldfcBvTBMaDgR+A14JnsjbQrBuE4A+3rPMobAuy98j6rgD04GnciIlJEZsxw/K+8U6dOBTbSgByr0tq1a0ft2rW544477EYaQKVKldRIExGRYi8gIIDOnTsD/1ulnZ1z4idAVlZWnlM7v/rqK+rWrcvYsWM9U6jcENRMEylilmV9ZlnWLZZllbIsqzPKTeMAACAASURBVIVlWRuyxe61LGt4tutnLcsKvZIbbFlWZ8uyvnfzmpGWZTWxLMvfsqwGlmVNcJMz3rKs0pZlJeRR16+WZUVYlhV45RZhWVb8NfqxRUTkN7Isi2nTpgEQERFRYP7FixeZNWuWfT18+PAc8YMHD5KY6LEvbEVERK65MmXKAI6GWG41a9bMcRbavHnz3L5GVlYWhw4dcnuumsjVUjNNRERE5DqQmJhIo0aNKFeuXI5v3/MyZ84ckpOTAccfH4cOHeK1117j5MmTnD9/noYNG1K+fHn7DBoREZHirnv37gCcP3+eo0ePusT79Olj31++fDmXLl1y+xrGGHbs2EFsbKznipUSTc00ERERketAUFAQixcvJjY21v5mPj/OJpkxht69e/PJJ5/w7rvv8vPPPzNr1iwyMjLIzMykRYsWni5dRETkmujTpw+DBg1i7Nixbn8XZm+mpaSksGzZMpec4OBgWrduDUBUVJTnipUSTc00ERERketIQEBAgTkHDhxg06ZNeHt7s2XLFl577TUmTJjA0KFDuffee+282rVr07RpUw9WKyIicu2UKlWKr7/+mldffZXg4GCXeIMGDahdu7Z97e5sNYDw8HAAbfWU303NNBEREZFi7sCBAxw5cuSq86dMmQJA165dadmyJfXq1ePBBx9k6tSpeHl52WfNjBkzxhPlioiIFJkPPviAWrVqAfDNN9+QlJTkktOjRw8AVq9e7TYuUhA100RERESKuddff53atWvz8ccfF5ibkZFhN8tGjBjhEt+/fz/btm3Dx8eHhx566JrXKiIi4kmWZfHcc88REhLCzJkzXeK9e/fm4MGD3HLLLaSkpLBixQqXnCZNmlCzZk1SUlL49ttvC6NsKWHUTBMREREpxuLj41myZAkA7dq1KzB/xYoVnDlzBoAJEyYwceJEpk6dSlJSEhkZGXTs2BGATp06ud0iIyIiUpwZY1i4cCFnz57l/fffd5vj7e1N//79AfdTPY0xPProo4wePZqaNWt6tF4pmXyKugARERERydu8efNITU2lUaNGV3W+WfbpnMnJybzxxhvExsZSqlQpSpcuzalTpwAYPny4p0oWERHxqBdeeIH33nuPnj17uo0fPnyY06dPA7B48WJSUlLw9/fPkfP66697vE4pubQyTURERKQYcx6ePHToUIwx+eb+8ssv9io2gCFDhvD4449z55130rt3b7KysgAoU6YMvXr18lzRIiIiHvTEE09w8uRJxo4d6zZ+4sQJZsyYAUBSUhKrVq0qzPLkBqBmmoiIiEgxdfz4cdavX48x5qrON5s+fTqZmZkA3HzzzQwePJi//e1vbNu2zZ6ABo6z1Pz8/Dxau4iIiKcU9OVS27ZtCQwMtK/dbfUEyMzMZOPGjaxevfqa1icln5ppIiIiIsWU82Dle++9lxo1auSba1kWEydOtK8ffPBBypQpY1/Hx8ezaNEiQFs8RUTk+hcfH8+4ceMYNmyY/UWSk4+PD3369LGvlyxZQlpamstrTJ8+nXvuuYeXX37Z4/VKyaJmmoiIiEgx5Wx+RUREFJi7fft29u3bZ183btyYzZs3Y1kWAH379iU1NZXGjRtzxx13eKZgERGRQnL06FGeeOIJpk6dytq1a13izgEEXl5eJCQkuJ3a2aVLF4wx/PDDD/aZoiJXQ800ERERkWJq7dq1fP311/Tr16/A3MmTJ9v369Spw8SJE2nTpg3Tp09n//799h8a/fv3L3B7jIiISHHXrFkzqlWrBjiGDOT2wAMPcNNNN9nnhbrb6lm5cmVatWoFQGRkpAerlZJGzTQRERGRYqp06dIMGjSIoKCgfPOSk5PtLaHPPPMML7/8Ms2bN6dChQr06NGDcuXK0bdvX2rUqMHo0aMLo3QRERGPMsbw0UcfAbB8+XJ7JbaTv78/3bp1s6/nzZtHenq6y+v06NEDUDNNfhuT+z84EZFrwRgTCCQkJCTkOPxTREQK5vx8drUryGbOnMmQIUMIDQ3lyJEjeHk5vi9NS0vToAERESmxLl68SKVKlUhNTeXHH3+kUaNGOeKzZ8/m4Ycfts9LW7VqFR07dsyRs3v3bpo1a0ZAQADnz58nICCg0OqXay8xMdH5JWSQZVmJnnofrUwTERERKWZWrVpF48aN+eyzz64q37nFc/jw4XYjDVAjTURESrSbb76Z+++/H4BJkya5xPv27UtkZCQdOnQAYO7cuS45t99+OzVq1CA5OdntuWoi7qiZJiIiIlLMOM85279/f4G5x44dY/Xq1YDjkOXt27dz5swZO/7qq6/y1FNPERsb67F6RUREisrly5cBmDFjhkvM19eXjh078tJLLwGOs9VyT/40xthbPZ2/T0UKom2eIuIR2uYpIvL7XLp0icqVK5OUlMTmzZtp3bp1vvlvvfUWb775JgBBQUE0bdqUjRs3Mn36dDp37kzFihXJysriwQcfZPbs2YXwE4iIiBSeL7/8kpEjRwJw8uRJeyhBdqmpqVSsWJFLly4RHR3NPffckyN+4MABLly4QKtWrfD29i6UusUztM1TRERE5Aa0aNEikpKSqFOnjj1hLC9ZWVk5pnj279+fjIwMLMsiLCyMixcv0rp1a26++Waef/55T5cuIiJS6IYNG8Zdd90FwJIlS1ziKSkp3HrrrVy6dAmAhQsXuuTUr1+fNm3aqJEmV03NNBEREZFiZNq0aQBEREQUOIBg3bp1HD9+3L5+7LHH2LhxI0ePHqVGjRrUrFmTTZs2ER8fX2BjTkRE5Hrk6+tLnz59AMc2ztz8/f2pWrWqfT1v3jyXyZ8iv5WaaSIiIiLFxOnTp+3zWiIiIgrMz37Ycv369e0toTVr1syRl30ogYiISEnTq1cvANasWUNCQoJLfMiQIfb9EydOsHv3bpecEydOMGrUKHr27Om5QqXE0CcrERERkWLi66+/JisrizZt2lC7du18c+Pj45k/f759PWDAADIyMuzrOXPm8P7773Pu3DmP1SsiIlIc3HrrrZQuXZr09HRmzpzpEneuXHNyt9XTz8+PCRMmsHTpUk6dOuWxWqVkUDNNREREpJho3bo1Q4YMsQ9Szs/s2bNJSUkBHCvPfvjhB6pXr25PKnv00Ud59dVX9Q27iIiUeL6+vpQtWxb433EJ2YWGhtK8eXP72l0zLSQkxD4SISoqykOVSkmhZpqIiIhIMREWFsb06dN55JFHCsx1bvFs1KgR3bp1Y+/evcTFxVGrVi1OnTpFWloaAE8++aRHaxYRESkO3nvvPcLCwnjsscfcxvv27Wvf37t3L4cOHXLJ6dGjBwBLly71TJFSYhgdvCcinmCMCQQSEhISCAwMLOpyRERKlB9//JEmTZrg4+NDbGwsFStWJDMzkw0bNtChQwfWrFlDhw4dCAwM5OzZs/j7+xd1ySIiIkVq//79NGrUyL7+5z//yQsvvJAjZ/fu3TRr1oyAgADOnz9PQEBAYZcpf1BiYiJBQUEAQZZlJXrqfbQyTURERKSIZWVl8fbbb7N3796ryp88eTLg+AY9ODgYLy8vfH196dChAwBTpkwBYPDgwWqkiYiIAA0aNCAiIgJfX1/A/VbP22+/nRo1apCcnMyaNWsKu0S5jqiZJiIiIlLEoqOjeeONN2jbti2pqan55mZkZDBjxgwAunbtSnp6eo74Tz/9ZA8mGD58uEfqFRERKY4OHDjAsGHD6NixI1lZWTlixhgmTZrEgQMHAPj+++85ffq0S054eDigrZ6SPzXTRERERIqY87DkAQMGUKpUqXxzV65cydmzZwEYNWoUERER3HXXXaxduxaA7t27k5SURI0aNWjdurVnCxcRESlGfvnlF6ZOncrq1avZvHmzS9zX15dbb72Vu+66C4BFixa55PTo0YO6detyyy23eLpcuY75FHUBIiIiIjey5ORk5s6dC0BERESB+c4tnOAYPvDtt99y/vx5AC5cuMCJEyfs1zLGXPuCRUREiqmwsDDq1q2LMYbk5GS3OdHR0TjPjl+4cCFPPPFEjniXLl346aefPF6rXN/UTBMREREpQpGRkSQmJlKzZk3atm2bb+6vv/7KkiVL7OtHHnmEiIgI5s+fT/v27Tl27Bjp6ekYYzTFU0REbjheXl7s27cPH5+8Wx2zZ89my5YtAKxZs4YLFy5Qrlw5O64vouRqaJuniIiISBFybvEcMmQIXl75fzSbPXs2aWlpAHh7exMREUHlypV58skn8fLyYurUqQA88MADVK9e3bOFi4iIFEP5NdIA+vXrZ9/PzMwkKirKbV5qaiqbNm26prVJyaFmmoiIiEgROXfuHMuXLweubovnV199Zd/v1q0blStXtq9TU1PtZpoGD4iIyI3s+PHj/OMf/2DZsmUusbZt2xIUFGRfL1iwwCXn4sWLBAcHExYWxqlTpzxaq1yf1EwTERERKSL79+8nKCiI5s2b07Bhw3xzDxw4YG9LAShTpgxDhw5l586dAISHh3P06FHKlClD7969PVq3iIhIcTZo0CBefvllHn/8cZeYj48Pffv2ta9XrFhBUlJSjpybb76Z+vXrA+S5ck1ubGqmiYiIiBSRdu3acerUKebPn19grnNVmo+PDxUqVGDDhg1Mnz6dw4cPk5KSwvr16wHHFs/SpUt7tG4REZHibMiQIQCcPHmSuLg4l3ifPn0Ax5EJycnJrFq1yiUnPDwccJxtKpKbmmkiIiIiRcjPz49bbrkl35zMzEz7bLXJkyezfPlyFi5cyJ///Gd69OiBv78/P//8M6NHj+add94phKpFRESKrzFjxtC8eXMsy3LbDOvYsSMBAQFkZmYCjqmeufXo0QOAb775Js/JoHLjUjNNREREpAicPHmSrKysq8pds2YNsbGxlCtXjgEDBtCyZUtatWrFv//9b0qVKgXALbfcwrhx42jSpIknyxYREbkuOI88WLx4sUvM39+fu+++275evHgx6enpOXKaNm1KjRo1SE5OZs2aNZ4tVq47aqaJiIiIFDLLsrj33nu59dZb2b17d4H5zi2egwYNsptnuV9PRERE/qdXr14ArFy5ksuXL7vEFyxYwNNPP01gYCAJCQls2LAhR9wYY2/1XLp0qecLluuKmmkiIiIihWzz5s0cPnyYc+fOUadOnXxzExMT7UljK1eu5O233+btt98mJiYGgJdeeonAwEAef/xxNdVERESuqF69OsYYUlNTmTdvnks8MDCQjz76iP79+wOwZMkSlxznVs/IyEj9jpUc1EwTERERKWTTp08HoG/fvpQpUybf3Llz59pntZw4cYKZM2fyxhtvEBUVRVZWFl988QWXLl3iu+++wxjj8dpFRESuB+XLl6dixYoAzJ49O8+8rl27Ao6tnrkbZvfddx9jx45l2bJlnitUrktqpomIiIgUorS0NGbNmgVAREREgfnOLZ7gmCz2t7/9jc6dOzN48GCMMSxYsICOHTvyz3/+02M1i4iIXI8+//xzALZs2UJGRoZLfN26dYwYMQKA48ePs2fPnhxxf39/Xn31VW6//XZ9YSU5GC1VFBFPMMYEAgkJCQkEBgYWdTkiIsXGkiVL6NWrFyEhIZw8eRJvb+88c48cOULt2rVzPNe55URERETyl5GRQUhICOfPn2fdunW0b98+RzwuLo7KlSvb12+99Ravv/56YZcp11BiYiJBQUEAQZZlJXrqfbQyTURERKQQTZs2DYCHHnoo30YawNSpU+37wcHBdOnSxaO1iYiIlCQ+Pj72EAHn+aPZBQcHU79+ffva3eRPcGwTHTJkCKdPn/ZMoXLdUTNNREREpJDEx8fbE8GGDh2ab25WVlaOZlrbtm2ZP38+KSkpgOODffXq1XnllVdITU31XNEiIiLXsdDQUAAmTZrkdojA6NGj7fs7duywB/xk969//YuZM2cSFRXluULluqJmmoiIiEghCQoK4ttvv+X111+nadOm+eZGR0dz9OhR+/rYsWMMHjyYjz76CIA33niD2NhYxo8fj6+vr0frFhERuV61atUKgEuXLrF7926XeJ8+fXJc5zfV0/mFmIiaaSIiIiKFxBhDWFgYb731VoEHGTsHD3Tu3JmXXnqJ8PBwatWqxdChQ7EsCx8fHwCGDx+Ol5c+0omIiLjTqVMnWrVqledRCaGhoTRv3ty+drfV09lMW716tT1hW25sGkAgIh6hAQQiIr/f5cuXCQkJ4dKlS0RHR3PPPfcAYFkWxhhiYmIIDQ3FsiyOHDlCrVq1irhiERGR4sv5+zMvf/vb3xg7dizgOGft3LlzzkPs7efXrFmTkydPEhUVRbdu3Txes/w+GkAgIiIiUoJ8+umnPPnkk+zZs6fA3IULF3Lp0iVq165NWFiY/bjzD4Fp06ZhWRbt27dXI01ERKQABa0GHzZsGCEhIXh5eZGRkcGKFStcnu8cZKCtngJqpomIiIh4nGVZfPrpp3z++eds3769wHznFs+QkBCWL1/ODz/8YB+avGvXLj755BPAscVTRERECrZo0SJ69uzJ/PnzXWK33XYb27dv57nnngPy3+oZGRnpdpCB3Fi0zVNEPELbPEVE/mfHjh20aNECf39/zpw5k2PrSG6xsbFUr17dvm7Tpg3ff/89f//733nppZfo3r07y5Ytw9fXl19//ZWbbrqpMH4EERGR69rtt9/O3r17qV27NocOHXKbs2nTJsLCwggKCuKXX37JMeAnOTmZihUrUq9ePVauXEmlSpUKq3T5DbTNU0RERKSEmD59OgA9e/bMt5EGMHPmTPt+SEgIderUoVSpUnTv3h2AX375BYAOHTqokSYiInKVRo0ahTGG4OBgsrKyXOKZmZmcPHkSf39/EhISWL9+fY54QEAAJ0+eZMeOHWqkiZppIiIiIp6UkZFhN8giIiIKzJ82bZp9/+GHH2bq1KnExcXRuHFjkpOT+emnnwB44YUXPFOwiIhICTRmzBguXLjApk2b3E7B9vLy4k9/+hMpKSmA+62e5cqV83idcn1QM01ERETEg7799lvOnj1LhQoV6Ny5c765u3fvZu/evfa180w053b5xYsXk5iYSGhoKPfee6+nShYRESmR8lsdboyxp2eD44y1vI7FunTpEpcvX77m9cn1Q800EREREQ9yrjQbNGgQfn5+V5ULcMcdd+TYRnLmzBn+85//AI4Va+6+VRcREZG8WZbFjz/+yKeffkpaWppL/Mknn7Tvnzx5kt27d7vkPPvss1SoUIFZs2Z5tFYp3vQpTERERMSD6tWrR40aNQrc4pmZmcmMGTPs69KlS1O1alU+/fRTAD744AM2bdoEwLBhwzxXsIiISAl16NAhmjRpwpgxY9xu47zvvvuoUKGCfZ3XVs+0tDSWLl3q0VqleFMzTURERMSDXnvtNY4dO0br1q3zzfv22285c+YM/v7+VK1aFS8vL9LT02nSpAkAJ06cAKBu3brUrl3b43WLiIiUNLfddpvdLFu4cKFL3MfHh549e9rX7pppPXr0AOCbb76xz1eTG4+aaSIiIiIe5uXlhTEm3xznFs8RI0YQExPDhg0b2LNnD23btgVgzpw5xMXFsWLFCo/XKyIiUlI5J2yvXbvW7VTPPn362Pd37txpf5nl1KxZM6pVq0ZSUhJr1671bLFSbKmZJiIiIuIBcXFxREVFkZ6eXmDupUuXWLBgAQBDhw61z0Nr0qRJjiZcpUqVqFWrlmcKFhERuQHcf//9BAYGcubMGbZu3eoS79ixI97e3vb1kiVLcsSNMYSHhwNoq+cNTM00EREREQ+YPn064eHh9O7du8DchQsXkpSURLVq1WjQoAEZGRl2LCUlhU2bNuV4TERERH4fPz8/unXrBpDjrFInf39/vvjiC3tleH5bPSMjI/Oc+Cklm5ppIiIiIh7g3LbZvXv3q86NjY2lZ8+ehIaG2o/NmDGDsLAwypYty+HDhz1XsIiIyA3C398f+N+Wz9weffRRvvzySwDWrVtHfHx8jvj9999PQEAAMTExbid+SsmnZpqIiIjINfbjjz+ya9cufHx8GDhwYL65p06dYvXq1fb1mTNnOHXqFGXKlAFg2bJlAHh7e3PLLbd4rGYREZEbhXNlWnx8PAcOHHCbU7duXerWrUtGRgbLly/PEQsICODFF1/ko48+omrVqh6vV4ofNdNERERErjHntpFu3brZU8PyMnPmTHuLSFhYGHv37mXevHn2eSzz589n69atREZG5jjDRURERH6fHj16EBYWBrjfxgnw9ttvc+jQIcD13DSAN998k6effprg4GDPFSrFlpppIiIiItdQVlaW3UwbOnRogflTp0617w8fPhw/Pz/69euHn5+f/XjLli3ts1tERETkj/H39yciIgLIu5nm5eVlT/uMiooiLS2t0OqT4k/NNBEREZFraMOGDcTExBAYGGivLsvLnj172Lt3L+D4YP/ggw/aMcuyOHHihP1BXkRERK6dnj17ArB582bOnDnjEh85cqR9/+LFi6xfv94l58yZM3z55Zc5jmuQG4OaaSIiIiLXkPMD9YABA+wDjvPiHDIA0LBhQ8LDw+0z0r777jtq165NhQoV2L59u+cKFhERuQFVqVKFKlWqYFkWkyZNcolXrlw5x6rwqKgol5zx48czcuRIPv30U4/WKsWPmmkiIiIi19A777zDrl27ePHFF/PNy8zMtLeDAly4cIHo6GhiY2MB+Pjjj8nIyODixYvUqVPHozWLiIjcaIwxBU717Nu3r30/MjLSPuPUqUePHgCsWrWKlJQUD1UqxZGaaSJFzBjzpDHmqDEmxRjzgzEmz0NxjDHDjTGWm5t/rrxqxpjpxpjzxpgkY8wuY0yLXDkNjDFLjDEJxpiLxpjNxpia2eLr3LzPrGv/T0BEpGQxxtC0aVPq1q2bb97atWs5ffo05cqVY+3atWzYsIH333/fnv5ZsWJFADp27EjZsmU9XreIiMiN5uWXX6ZMmTK0atXKpVEG0KdPH/v+4cOH+fnnn3PEmzVrRrVq1UhKSmLt2rUer1eKDzXTRIqQMWYg8BEwFrgDiAaWZ29quZEIVMl+syzL/hrEGFMO2AikA12BhsDzQHy2nNrAd8AB4F6gKfAOkPvrlAm53mv07/tJRURuDL/lcGLnqrSBAwdy7733Ur16dV5++WUCAwNJTU1lzpw5ADzzzDMeqVVERORGN3LkSOLj45kyZQrGGJd4aGgo1atXt68jIyNzxI0x9vmoS5cu9WyxUqyomSZStJ4DJlqW9aVlWf+1LOsZIAZ4Ip/nWJZlncl+yxV/CYixLOsRy7K2WpZ1zLKsby3LOpwtZyywzLKsFy3L2mlZ1hHLsqIsy4rL9VpJud4r4Q//xCIiJdS5c+eoXLkyQ4cOJTU1Nd/c5ORk5s2bB8BDDz3kEo+MjOTXX3+latWqPPDAAx6pV0RE5EZnjMHHxyffnAEDBtj3czfT4H9bPd1tA5WSS800kSJijPEDWgCrcoVWAXfn89SbjDHHjTEnjTGRxpg7csV7AtuNMXONMXHGmJ3GGHsUjTHGC+gO/GyMWXklZ4sxpreb9xpijDlnjNlnjPnAGHPzb/9JRURuDPPmzSM+Pp59+/ZRqlSpfHOjoqK4dOkSXl5eTJw4kREjRthDBmJiYhg92rEQOCIiAm9vb4/XLiIicqOKj49n0qRJ/PnPfyY9Pd0lPnbsWHvVWXR0NPHx8Tni999/PwEBAcTExLBnz55CqVmKnpppIkWnIuANnM31+FkgJI/nHACG42iYDcaxLXOjMea2bDm34ljZdhDoDIwDPjbGPHwlHgzcBLwMrAA6AQuBBcaY9tleZ8aV97gXxxbQfsCCvH4YY0wpY0yg8wao8SYiN5RFixYB2Gee5ce5xTMrK4tNmzYxefJkewro559/zvnz5wEYPny4Z4oVERERAI4ePcqjjz7Kf/7zH7755huXeEBAAOHh4TRo0IDMzExWrVrlEn/ggQfw8vJix44dhVW2FDE100SKXu61wMbNY45Ey9psWdZ0y7J2W5YVDTwI/Aw8lS3NC9hhWdarV7ZwfoHj7LMnssUBFluW9aFlWbssy/o7EAk8nu29JliWtdqyrB8ty5oF9AceMMY0z+PneAVIyHY7eXU/vojI9S8xMZE1a9YA0KtXr3xzL1y4YG8TCQgI4JNPPmH48OE8/LDjOw9fX18AbrvtNho0aODBqkVERKRZs2bUqFEDX19fDh486DYnPj6e0NBQwP1Wz//7v//j7NmzPPLIIx6tVYqP/DcHi4gnnQMycV2FFozrajW3LMvKMsZsA7KvTDsN7M+V+l8cK8uc75uRR849+bzdDhxDDW67cj+394H/y3Z9M2qoicgNYvny5aSnp1OvXj3q16+fb+6CBQvIyMgAHKvYOnXqRKdOney4c4Xbs88+67mCRUREBHCcm7Z161YCAwMpXbq025wDBw6wYsUKAJYsWUJmZmaOYxjq1KlTKLVK8aGVaSJFxLKsNOAHoGOuUEdg09W8hnGMnGmGo4HmtBGolyu1LnA82/tuyy8nD40A31zvZbMsK9WyrETnDbh4NT+DiEhJ4GyA9e7t7vjJnKZOnWrfz/0N9q5du9izZw9+fn4MGjTo2hYpIiIiboWEhOTZSANo1aoVfn5+ACQkJLBly5Y8c7Oysq55fVL8qJkmUrT+D3jMGDPCGNPAGPMhUBPHOWcYY6YaY953Jhtj3jDGdDbG3GqMaQZMxNFMG5ftNT8E7jLGvGqMqWOMeQgYBXyaLef/AQONMSOv5IwBegCfXXmf2saY140xdxpjbjHGdAPmAjtxNOtEROSKtLQ0li1bBhTcTIuNjWXDhg0ABAcHs3HjRk6dOgU4JnwOGzYMcGwVLVeunAerFhERkeyysrL4/vvv2b17t0vMy8srxyryqKgol5xNmzbRtm3bqzo7Va5/aqaJFCHLsmYDzwCvA7uAdkA3y7KcK8RqAlWyPaUsMB7HlsxVQDWgdfYfIQAAIABJREFUnWVZW7O95jagD47hAT8CrwHPWJY1I1vOQhzno70I7AUeA/pZlvXdlZQ0oAOwEvgJ+PjK+z1gWVbmtfr5RURKgtTUVF544QU6depEq1at8s2dNWuWfb98+fK8+uqr/Otf/wIc00CdU8Cc56eJiIhI4Rg4cCB33303HTvm3jjkkP34Bed0z+z8/f357rvvWLZsGSkpKR6rU4oHY1luzzkXEflDrkz0TEhISCAwMLCoyxERKRZatGjBjh076NSpE126dGH+/PmMHz+ehg0bsnHjRsaMGUN8fDwHDx7Ex0dH24qIiBSWyZMnM2LECACOHDlCrVq1csQzMjIIDg7mwoULABw/fpyaNWvaccuyqF69OqdOnWL58uV06dKl8IoXW2JiIkFBQQBBV44f8gitTBMREREpBAcOHGDHjh34+PgwY8YMnn32Wb777jsaNmwIQFhYGDt37uTo0aNqpImIiBSyIUOG0L59ewAWL17sEvfx8aFr1672de6tnsYYwsPDAfcr16RkUTNNRERE5Hf6+eefmTNnDomJBX/xOXPmTAA6d+5MxYoVPV2aiIiI/AZ+fn706dMH+N9godyaN29u31+yZIlLvEePHoCjmaZdgCWbmmkiIiIiv9NXX33FwIEDGTVqVL55lmUxceJEAKpUqcL8+fNJS0uzY3/6058YP368zlgREREpQr169QIgOjqa8+fPu8SffPJJWrRoAcDatWtJSkrKEe/QoQMBAQHExMSwd+9ezxcsRUbNNBEREZHfyfnNdc+ePfPN27p1qz21c/369fTv359nnnkGgC1btvDZZ58xevRovvjiC88WLCIiInmqWrUqZcqUISsri2nTprnEAwIC2LZtGzVr1iQ1NZU1a9a4xDt06ABoq2dJp2aaiIiIyO9w8OBB9u/fj4+PD926dcs3d/Lkyfb9++67jypVqjB48GAAkpOTqVatGjfffDMREREerVlERETy5ufnR9myZYH/Hc+QW/az0SIjI13iAwYMoFevXjRt2tRzhUqR0zRPEfEITfMUkZLugw8+4IUXXqBjx46sWrUqz7yMjAzKly/PxYsXqVatGjExMWRmZuLt7Y0xxs5LS0vDz8+vMEoXERGRPMyYMYOIiAhKly7NuXPnCAgIyBHPysrizjvvZOfOnVSsWJG4uLgcv8+laGmap4iIiEgx5tzi2bt373zzvv32Wy5evAjA448/jjEGHx8flw/eaqSJiIgUvYceeoiaNWuSlJTE6tWrXeJeXl7ExcUBcO7cOfbs2VPYJUoxoGaaiIiIyG909uxZNm3aBBR8Xtq4cePs+61bt84RmzhxIosWLSI9Pf3aFykiIiK/mTHGHkSQ11TPLl262PfdbfUEOHLkSJ4xuf6pmSYiIiLyG0VHR2NZFnfeeSfVq1fPMy8pKYmoqCjAMcWzU6dOPPfccwCcOnWKxx57jD59+vDSSy8VSt0iIiJSsDvuuAOAr7/+mszMTJf4G2+8Yd+fP3++S3zv3r3Url2bQYMGaVJ3CaVmmoiIiMhv1L9/f44dO8Znn32Wb97SpUtJT0/H19eXRo0a4evrS7t27QDHhE+n4cOHe7JcERER+Q1q164NOIYEbdiwwSVeo0YNe7X5zp07+eWXX3LEGzduTNWqVbl8+TLr16/3fMFS6NRMExEREfkdQkNDadmyZb45zklgf/nLX1i5ciWxsbF0794dgNjYWAAaNWrE7bff7tliRURE5KqFhYVRv359KlSowLlz59zmDBo0yL6/fPnyHDFjjP37funSpZ4rVIqMmmkiIiIiv8HVTkL/9ddf7Q/XQ4YMwcvLi0qVKuHr6wvAlClTABg5cqRH6hQREZHfx9vbm82bNxMXF8eAAQPc5nTt2tW+7/zyLLsePXoAjmba1X52kOuHmmkiIiIiv8GoUaMIDw9n8+bN+eZNmzaN9PR0GjRoQNWqVXPEoqOj2b59Oz4+Pjz00EOeLFdERER+h6CgILy88m6Z1KtXj7JlywKwfv16l2FCHTp0wN/fnxMnTrB3716P1iqFT800ERERkauUnp7OvHnziIqKKnAC56effgo4Bg1UqVKFd955B4CUlBQ6duwIOD5oV6pUybNFi4iIyO9y7NgxPvzwwzzPPYuMjKR8+fKkpKQQHR2dI1a6dGkeeOABQFs9SyI100RERESuUnR0NPHx8VSsWJG77747z7yYmBgOHjwIQEhICKmpqVSpUgWA77//ntTUVMCxyk1ERESKp4cffpjnnnsuz1XkYWFh9nbOZcuWucSd56Z98803nitSioSaaSIiIiJXadGiRQD07NkTb2/vPPM+/vhj+/6aNWvYtm0bAwcOBBwr0wDKli1LeHi4B6sVERGRP8I5ZCAxMZHExES3Oa1atQJg3rx5LrFevXoRGRlpf36QksOnqAsQERERuR5YlmV/GO7Vq1e+uVOnTgWgSZMmVK1aNceZac7BA8OGDcPPz88zxYqIiMgf9uSTT9KyZUuaNWtmDxDKzXmG6vHjxzl+/DihoaF2rEqVKvbqNClZtDJNRERE5Crs3LmTmJgYSpcubZ955s6ePXuIi4sD4JlnnskRO3/+PIsXLwYczTQREREp3lq2bJlnI80Zd9IKtBuHmmkiIiIiV8HZBOvcuTMBAQF55r3//vsAeHt78+abbzJu3DjAsbKtRYsWpKam0qBBA5o1a+b5okVEROQPS0tLY8uWLWRmZrrERo0aZTfbZs6c6RI/duwYf/3rX3nxxRc9XqcUHjXTRERERK5C/fr1ad++Pf369cszx7IsVqxYATjORIuJiSEhIQGA3bt3c/z4cQAiIiIwxni+aBEREflDfv31V4KCgrjrrruYNGmSS7xUqVL06dMHgB07dthDhpzi4+N57733GDdunNtmnFyf1EwTERERuQqDBw9m3bp1DBkyJM+c77//nvj4eEqXLs3atWuZOXOmvZ2zadOmLFu2jIEDB/Loo48WVtkiIiLyB5QvX57AwEAA5syZ4zZn5MiRAGRkZLBu3bocsSZNmhAUFMTFixfZvXu3R2uVwqNmmoiIiMg14tze0b9/f5o0acLgwYMJCQkBwBhD165dmTVrFpUrVy7KMkVEROQ3+PLLLwHYunUraWlpLvH27dvbQ4X+/e9/54h5e3tzzz33ALBhwwYPVyqFRc00ERERkQIsXbrUHiqQl4yMDGbPng3AoEGDCqMsERERKQTdu3cnJCSExMREl5VnAL6+vpQpUwaA6Ohol3i7du0ANdNKEjXTRERERPJx7tw5evfuTZUqVThz5kyeeV999RXnzp3D29ubf/zjH/bAAoBevXpRq1YtJkyYUBgli4iIyDXk5eVFz549AViwYIHbnKeffhqAS5cucezYsRyxtm3bAo5Gm2VZnitUCo2aaSIiIiL5iIqKIisri9tvv93esunOp59+CoCfnx/r169n48aNAJw9e5alS5dy7Ngxt99mi4iISPFXo0YNAKZNm0ZWVpZL/I033rCbZsuXL88Ra9GiBQEBAZw7d44DBw54vljxODXTRERERPKxaNEiwLG6LC9paWn2ocKPPPIIb731lj1kIDAwkA8//JC77rqLF1980fMFi4iIyDXXokULAJKSkti+fbvbnK5duwKO4yGy8/Pzo02bNpQvX96e7C3XN6MlhiLiCcaYQCAhISHBnn4jInK9SUpKomLFiiQnJ7Nz506aNWvmNm/cuHE88cQTgGNbaIUKFQqzTBEREfGw9PR07r77brZv386rr77K2LFjXXIWLFhAv379AEhOTsbf39+OnT9/nnLlyuHlpTVNnpSYmEhQUBBAkGVZiZ56H/1bFBEREcnDN998Q3JyMqGhoTRt2jTPvC+++AKAmjVrqpEmIiJSAvn6+vLss88C5DgXNbuGDRva9ydOnJgjVqFCBTXSShD9mxQRERHJg/PDcu/evTHGuM1JTk5mz549AJQvXz7H1o+3336bZs2a8fXXX3u+WBEREfGobt264ePjw759+zh06JBLvF69enh7ewPkOXTIsiy3Z67J9UXNNBERERE3srKyWLZsGZD/eWlTpkyxPxTv2rWLTz75BHCco/b3v/+d3bt38+GHH3q+YBEREfGosmXL0qhRI8B9s8wYw8CBAwH46aefXOLvvPMOoaGhTJ8+3bOFisepmSYiIiLihpeXF3v37mXy5Mn2dC53Vq1aBTi+jR4+fDhDhw4FHCvWfH19AXjuuec8X7CIiIh4XHp6OgCzZ892G3/zzTcBSElJ4bvvvssRu3z5MjExMWzYsMGjNYrnqZkmIiIikodKlSoxfPhwfHx83MYvXbrEypUrAZgxYwaTJ0+mQ4cOAGzfvp3ExETKli1L7969C61mERER8ZynnnoKcHzplpqa6hK/7bbb7AFsH330UY6Y88s5NdOuf2qmiYiIiPxOS5cuJTk5mTp16tC8efMcsSlTpgAwePDgHNO8RERE5Pr1+OOPc/jwYY4cOUKpUqXc5tStWxeAyMjIHI+HhYVhjOHgwYOcPn3a47WK56iZJiIiIpLL3r17ad++PZ999lm+ec5vnENDQ3N8KI6KimLu3LkADBs2zHOFioiISKG79dZb84136dIFgNTUVJKTk+3Hy5Yta08Hj46O9lyB4nFqpomIiIjksmjRIjZs2MCKFSvyzImPj2fbtm0AfPvtt9SvX5+0tDQAnnjiCVJTU6lSpQqtWrUqlJpFRESkcFiWZZ+r6vzdn93LL79M2bJlAdctne3atXP7uFxf1EwTERERyWXRokUA+Z51NnXqVCzLAqB58+Z0794dPz8/kpOTSUlJAeCxxx7DGOP5gkVERKTQHDx4kNtvv50RI0bYK9GzK1OmDP379wdg+fLlOWJqppUMaqaJiIiIZHPixAl27NiBl5cXPXr0yDNv/PjxAFSpUoUffviBadOmAXDq1Cl++eUXvLy8GD16dKHULCIiIoXntttuo2LFigD2IKLcnFs9p0+fzsWLF+3H27Ztyx133EGHDh3IysryfLHiEe5HU4mIiIjcoJYsWQI4DgmuVKmS25xz586xb98+AAYNGgRgT/ycOnUqAB07dqRatWqeLldEREQKmTGGjRs3kpCQQIsWLdzmOKd7nz9/no8++ojXXnsNgODgYHbs2FFotYpnaGWaiIiISDbOLZ69evXKM8e5Cg3g0Ucfte8fPHiQyZMnAxo8ICIiUpLVrVuXli1b4uXlvq1StmxZ/Pz8APjyyy8LszQpBGqmiYiIiFxx4cIF1q1bB+TfTHNu8fT29qZ9+/Zs3rwZgBEjRhATE0NAQEC+562JiIhIyXDp0iXi4uLcxtq0aQPA6dOn7XNWnZKTk9m+fbvH6xPPUDNNRERE5Ipff/2Vrl27cuedd1KnTh23OadPn+bAgQMA+Pr6kpiYSIMGDcjMzOTUqVMAdO/enYCAgEKrW0RERArfu+++S1BQEE2aNHFplgG89957AKSnp7N371778bNnzxIUFMRdd93FpUuXCq1euXbUTBMRERG5onbt2ixdupQtW7bkmeOc2tWyZUuOHj3Ktm3bCAoKwtvbm8OHD7N161b+/e9/F1bJIiIiUkTq169PVlYWcXFxOZplTnfddRe+vr4ATJkyxX68cuXKVKlShczMTL7//vvCKleuITXTRERERHLJ6/wTgFmzZgEQERFBSEgITZs2zRFv2bIlVatW9Wh9IiIiUvTCw8O59957gf+duZqdl5cX9evXB2DhwoU5Yu3atQMgOjras0WKR6iZJiIiIgIcOXKEY8eO5Ztz/Phx+xvk/v3724+np6dz9uxZT5YnIiIixYy/vz8PP/ww4L6ZBlCjRg3A8Rki+1ZQZzNtw4YNHq5SPEHNNBERERHg/fffp1atWrz77rt55syYMQMAPz8/wsPDmTdvHgATJkwgJCSE6tWr8+uvvxZKvSIiIlL0wsPD8fLyYufOnZw4ccIl/vzzzwNgWVaOL96czbTNmzeTmppaOMXKNaNmmoiIiNzwMjMzWbJkCQCtW7fOM2/ixIl2/s6dO+3G2ddffw04JnOVK1fOw9WKiIhIcVGxYkX7eIdJkya5xO+77z6aNWsGwDfffGM/XrduXYKDg0lNTWXbtm2FU6xcM2qmiYiIyA1vy5YtxMXFERQURPv27d3mHDx4kCNHjgAwaNAgPvvsM/r06QM4PhzPmDGDyZMnY4wptLpFRESkaBljKFWqFAAzZ850G+/WrRsAK1asyPG4tnpev9RMExERkRue85yT7t274+fn5zYn+wfkUaNG8cQTT1CpUiXAcWbKQw89RM+ePT1frIiIiBQrf/3rXwHH+asXLlxwid99990AzJ49m4yMDPvxRx55hA8//JB+/foVTqFyzaiZJiIiIjc0y7LsCVu9evXKM2/y5MkABAYGEhYWZj+elZXl2QJFRESkWHvkkUdo3LgxmZmZLFu2zCV+5513Ao5jIqZNm2Y/3q1bN5555hnq1atXaLXKtaFmmoiIiNzQ/vvf/3Lo0CH8/Pzo0qWL25x9+/Zx/PhxACpVqsTy5csBSEpKIjQ0lDp16rB69epCq1lERESKF+cXcu6megYHB+Pl5Wi/fP7554Val3iGmmkiIiJyQ1u8eDEAHTp0IDAw0G2Oc8AAwOHDh3n//fcBWLZsGSdPnuTw4cN4e3t7vlgREREpljp06ADAkiVLSElJyREzxtCmTRvAcQZrdidPnmTKlCk5hhNI8admmoiIiNzQxowZw9y5c/nLX/7iNm5ZFvPmzQPg9ttvZ8yYMYwcORJwbNcAuOmmm2jbtm3hFCwiIiLFjvMLubS0NHsFe3b/v727j466uvM4/v4GSAyi0KMHoQXjrlAeVtTGKG0UiyI+IQURBVtdRU/R2l0W9RxZ2/pIqWst6mqPp9sWV5AFgbOAbIUFHwMIqFhcgzwEBULlQQQqCSoEyHf/+E2mk8lkMpDfTDLJ53VOjjO/e+fm/vL7emf4zr2/e9999wHwxRdfsGfPnujxGTNmMGbMGM1YyzJtm7oDIiIiIk3ppJNOYuTIkfWWf/TRR2zcuJG8vDyWLVtWa/ZaSUkJEOzu2batPlaJiIi0VoWFhRQUFFBeXs7q1aujO37XGDJkCDk5OVRXVzNlyhQmTJgAUGtHT3fXruBZQjPTRERERJKYPXs2AFdccUWtRFp1dXV044IRI0Y0Sd9ERESkeTAzSkpK2LZtG5MmTapT3qZNG0477TQApk6dGj1eWFhIfn4+e/fuZf369RnrrzSOkmkiIiLSao0fP55HHnmEHTt2JCx39+iuWx06dKCsrCxaNnHiRHbt2sXJJ5/MpZdempH+ioiISPNVUFBA9+7d6y2v+VJu8+bNuDsAubm50fupLV26NP2dlFAomSYiIiKtUkVFBc899xwPP/wwlZWVCeusXbuWrVu3AsEmBL169aK8vJyjR4/y+OOPA3D++eeTl5eXqW6LiIhIM1ZdXc3KlSvrbDQA8Oijj5KTk8OhQ4dqzUKrWeq5bNmyjPVTGkfJNBEREWmVFi1axOHDh+nVqxe9evVKWKdmiScEmw8UFRVRUFBARUVFdPfOsWPHZqS/IiIi0vzdfPPNFBcXc+GFF9Ypu+GGG6K7fi5evDh6vCaZVlJSEp2xJs2bkmkiIiLSKs2fPx+A4cOHJyyPXeLZrl07li9fzsqVKwHYunUrBw4cID8/nyFDhmSmwyIiItLsXX755QB8/vnnfPzxx3XKr7zySgAWLFgQPda/f3/atWvH9u3b+fTTTzPTUWkUbTslIiIirU5VVRULFy4E6k+mrV27lvLyciDYfKBDhw7Rsrlz5wJw1VVXceKJJ6a5tyIiIpItbrzxRtq0aUNRURE9evSoU15za4iSkhK+/vpr8vPzad++PUuWLOGss87i1FNPzXSX5ThoZpqIiIi0Om+99RYVFRV06dKFCy64IGGd2CWesQm3nTt3MmvWLEC7eIqIiEhtubm53HTTTfTu3TthuZkBwQz4V199NXp84MCBSqRlESXTREREpNWpWeI5bNgwcnLqfhxyd6ZPnx59Pm7cOF566SUAHnjgATZt2kROTo6WeIqIiEi9Kioq6hwbOXJk9PHUqVMz2R0JkZJpIiIi0urk5eXRsWNHhg0blrC8tLQ0uotn+/bt+eqrr+jbty9A9P4nZ599Np06dcpIf0VERCR7VFVVcc4559CpUyeeffbZWmWdO3emqKgIgOXLl0ePuzsTJ05k0KBB7NixI6P9lWOnZJqIiIi0Ok899RS7d+9m8ODBCcvnzJkDwNChQ1m3bh1r1qyhX79+QLBEdOvWrdE6IiIiIrFyc3PZt28f7s7zzz9fp3zUqFEA7N69O5o4MzPmzp3LG2+8wbJlyzLaXzl2SqaJiIhIq5Sbm0vbtnX3YnL36P3SRo8eTUFBAeeee270HicABQUFCW8qLCIiIgIwefJkANatW0dlZWWtsqFDh0Yf12yIBHDxxRcDKJmWBZRMExERkVZlw4YNuHu95aWlpZSVlZGbm1vrwy4E29wne62IiIgIwPXXX0/Pnj2pqqpi8eLFtcp69OgR/UJv2rRp0eM1ybSlS5dmrqNyXJRME2liZnaXmW0xs4Nm9r6ZDUhS91Yz8wQ/J8TV+5aZTTezvWb2lZl9YGbnxdXpY2YLzGy/mVWa2SozOz2mPM/MnjWzPWb2ZaRut/D/AiIimVNWVkafPn3o27cvR44cSVinZlZaTk4O/fr145lnngGCe6V17dqVjh071rrHiYiIiEg8M4vem3XBggW1ytq0aUPHjh0BWLNmTfSLugEDgn8KlpaWsm/fvgz2Vo6VkmkiTcjMRgFPA5OA7wDLgEWxSa0EKoCusT/ufjCmzW8AbwOHgauAvsC9wBcxdc4ElgMbgIHAOcBEINpOpF/XAqOBi4AOwJ/MrM1xn7CISBN7+eWXAejevXu9SzxnzJgBwMGDBykvL2fbtm1AkGQ7evQolZWVnHHGGRnrs4iIiGSnPn36ADBv3rw6M9tfeOEF8vLyOHDgAKWlpUCwOUHv3r0B9MVdM6dkmkjTugeY4u5/dPf17j4e+AvwkySvcXffFfsTVz4B+Iu7j3H3d919q7u/7u6fxNSZBCx09/vcfY27b3b3V9x9N4CZdQRuB+5199fcfQ1wE9APuCykcxcRybj58+cDMHz48ITlH374IVu2bAGgsLCQ6dOnc9tttwEwYcIEFi1axOTJk+nWTRN1RUREJLkuXboAcODAAT755JNaZddccw2DBg0CYMmSJdHjWuqZHep+JSsiGWFmucB5wL/FFS0BipO8tIOZlQNtgA+AByLJrho/ABab2Rzg+8B24Dl3/0Pk9+YAQ4Bfm9lighlxW4DH3H1+pI3zgHaRvgDg7jvMbG2kb7UX/Qft5gF5MYdOAqioqEhyKiIimbN7925WrFgBwCWXXJJwfJo+fXr08YgRI6L3TKupW1xcTHFxscY2ERERaVBhYSFdu3Zl586dvPLKK4wZM6ZWeVFREQsXLmTOnDmMHTs2emzmzJkcPHhQnzeOQ6b+Zqab6Io0DTP7JkGi60J3XxFz/GfALe7eK8Frvgv0AEqBk4F/Aa4GznH3TZE6NUs1nwTmABcQLNm8w92nmVkXYCfwFfAL4E3gSuBXwCXuXmJmPwT+091jk2OY2RJgi7vfkaBvDwMPHeefQ0RERERERCQsf+fuW9PVuGamiTS9+Iy2JTgWVHRfBayKVjR7G/gz8M/AuMjhHGC1u/8s8nyNmf0DwdLRafxteffL7v5U5PEHZlYM3AmUJOlrvX0DHiNI4NU4CfgU6AZUJnyFtDaKCYmnmJB4igmJpXiQeIoJiaeYkHg1MZHWHRyUTBNpOnuAo0CXuOOdgc9SacDdq83sPaBnzOGdwLq4quuB62J+75F66lwUebwLyDWzb7j7X+P6toIE3P0QcKjmuZnVPKx0d81PFsWE1KGYkHiKCYmleJB4igmJp5iQeDExkVbagECkibh7FfA+MDiuaDD1JKziWTBSnEuQQKvxNhC/RPTbQHnM730vWZ1Ivw7H9s3MugJnpdo3ERERERERkZZIM9NEmtaTwItmthpYCYwFTgd+B2Bm04Dt7n5/5PlDBMs8NxHcM20cQTLtpzFtPgWsiNx7bTbBPdPGRn5qPAHMMrOl/O2eaUOBgQDuvt/MpgCTzWwvwRTZ3xDcq+21cP8EIiIiIiIiItlDyTSRJuTus8zsFOBBoCuwFrja3WtmiJ0OVMe8pBPwe4KlofuBNcDF7v5uTJvvmdm1BPcwe5Bgp87x7v5fMXXmmdmdwP3AM8BG4Dp3Xx7zu+4mWA46G8gHXgdudfejKZ7eIeARYpZ+SqunmJB4igmJp5iQWIoHiaeYkHiKCYmXkZjQbp4iIiIiIiIiIiIp0j3TREREREREREREUqRkmoiIiIiIiIiISIqUTBMREREREREREUmRkmkiIiIiIiIiIiIpUjJNRBpkZg+bmcf97Ior32BmX5rZX83sNTPrn0K7d5nZFjM7aGbvm9mA9J6JhCEd8dBQm9K8Hcv1M7P/iJSPT6FdjRFZKh0xoXEiu6Xw3vFCgvJVKbR7nZmtM7NDkf9em94zkbCkIybM7NYEr3EzOyH9ZySNlco4b2Z9zGyBme03s0ozW2VmpzfQrsaJLJWOmAhrnGh7vCclIq3OR8BlMc+PxjwuA/4J2AzkA3cDS8ysh7t/nqgxMxsFPA3cBbwN3AEsMrO+7r4tDf2XcIUaDym0Kc1fg9fPzIYD/YEdDTWmMaJFCDUmUm1TmrWGrt//AmNinlcla8zMvgfMAh4A5gHXArPN7CJ3f6fx3ZUMCDUmIiqAXrEH3P3gcfVOmkK9MWFmZwLLgSnAQ8B+oA9Q7/XVONEihBoTEY0eJ5RME5FUHXH3hDMA3H1G7HMzuwe4HTgbeL2e9u4Bprj7HyPPx5vZFcBPgPvD6bKkUdjxkLRNyQpJr5+ZfQv4LXAF8Ep6jxaFAAAFcUlEQVQK7WmMyH5hx0SDbUqz19D1O3SM13c88Kq7PxZ5/piZfT9y/Mbj7aRkVNgxAeAaJ7JaspiYBCx09/tijm1uoD2NE9kv7JiAEMYJLfMUkVT1NLMdkSVXL5nZ3yeqZGa5wFiCbwX+L0md84AlcUVLgOIQ+yzpE1o8HGub0mzVe/3MLAd4EXjC3T9qqCGNES1GaDGRSpuSFRq6fgPNbLeZlZnZH8yscwPtfY+648RiNE5kk7BjAqCDmZWb2adm9icz+046Oi5pkzAmIu8bQ4AyM1sciYt3IjOck9E4kf3CjgkIYZxQMk1EUvEO8I8Eswd+DHQBVpjZKTUVzOwaMztAMKX2bmCwu++pp71TgTbAZ3HHP4u0Lc1b2PGQUpvSrDV0/SYAR4BnUmxPY0T2CzsmUmlTmreGrt8i4EfApcC9wPnAG2aWl6TNLmicyGbpiIkNwK3ADwhmHR0E3jaznuk4AQldspjoDHQA/pVg+e/lBMs250ZmmtVH40R2S0dMhDJOmLsf05mIiJjZicAnwK/d/cmYY10J/hH8Y4IPPv3dfXeC138T2A4Uu/vKmOM/B252997pPwsJS2PjIdU2JXvEXj+ghGAJX6G774iUbwWedven63m9xogWprEx0VCbGieyT0PXz8y6AuXAaHefW08bVcAt7j4z5tiPCJaI64bzWSaMmEjwmhzgz8BSdx8XZn8l/eLeO14i+Gww091/GFNnAfCluydcsqlxomUJIyYStHlc44RmponIMXP3L4FSoGfsMXf/2N1XufvtBDMObq+niT0EN46M/0aoM3W/OZJmLoR4SKlNyR5x128Awf/b28zsiJkdAQqAyZEESiIaI1qYEGKioTYlyzR0/dx9J0HiJNn13YXGiRYjpJiIf0018N6xvEaaj7iY2EPweXJdXLX1QLLdPDVOtCAhxUR8m8c1TiiZJiLHLDK9vg+wM1k1IOE0fHevAt4HBscVDQZWhNFHyZzGxkMj2pRmKu76vUiw+cS5MT87gCcIpuzXoTGi5WlsTKTQpmSZhq5fZAlP9/rKI1ZSd5y4HI0TWSmkmIh/jRGMMRonslBsTEQ+G7xH3A6MwLcJkqz10TjRgoQUE/FtHtc4od08RaRBZvYb4H+AbQTf5PwCOBmYGplq+3NgAcEAdApwF9ANmBPTxuvAPHf/beTQk8CLZraa4E1uLME3CL/LxDnJ8UtHPCRrMzNnJY2R7Pq5+15gb1z9w8Aud98Yc0xjRAuSjpjQOJHdGnjv6AA8DPw3wXvHGcCvCGYdzItpYxqw3d1rdvT9d2CpmU0AXgaGAZcBF6X/jKSx0hETZvYQsArYFGlrHME/kn+aiXOSxklhnH8CmGVmS4E3gSuBocDAmDY0TrQg6YiJsMYJJdNEJBXdgJkE97/6nGDw+a67l5vZCUBv4JZI+V6CbwgGxO3QdmakHAB3nxX5hvFBgntrrQWudveUv0WQJhN6PCRrM83nIuEI4/ppjGhZQo+JkNqUppPsvSMf6Edwk+lOBMmTN4FR7l4Z08bpQHXNE3dfYWajgV8CEwnuozPK3d/JwPlI44UeE5G6vydY1rcfWANc7O7vpvlcJBxJx3l3n2dmdwL3E2xgsxG4zt2Xx7ShcaJlCT0mCGmc0AYEIiIiIiIiIiIiKdI900RERERERERERFKkZJqIiIiIiIiIiEiKlEwTERERERERERFJkZJpIiIiIiIiIiIiKVIyTUREREREREREJEVKpomIiIiIiIiIiKRIyTQREREREREREZEUKZkmIiIiIiIiIiKSIiXTREREREREREREUqRkmoiIiIiIiIiISIqUTBMREREREREREUmRkmkiIiIiIiIiIiIp+n9p9y7gE/ZWhgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_comparison(**kwargs):\n",
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" nx = 512\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)\n",
"\n",
"\n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"boxes = np.array([\\\n",
" [[43, 49], [0.53, 0.531]], \\\n",
" [[53, 56.5], [0.566, 0.57]]\n",
" ])\n",
"\n",
"\n",
"plot_comparison(markevery=16)\n",
"\n",
"\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"#plt.xlim([0, 10])\n",
"#plt.ylim([0, 0.0055])\n",
"plt.legend(loc='upper left')\n",
"save_figure(fig, 'solution')\n",
"\n",
"for i, bbox in enumerate(boxes):\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" plot_comparison(markevery=2)\n",
" plt.xlim(bbox[0])\n",
" plt.ylim(bbox[1])\n",
" plt.legend(loc='upper left')\n",
" \n",
" save_figure(fig, \"solution_zoom_\" + str(i))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}