{
"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 .\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Lets have matplotlib \"inline\"\n",
"%matplotlib inline\n",
"\n",
"#Python 2.7 compatibility\n",
"from __future__ import print_function\n",
"\n",
"#Import packages we need\n",
"import numpy as np\n",
"from matplotlib import animation, rc\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib import gridspec\n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"#import mpld3\n",
"\n",
"import subprocess\n",
"import 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 Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, PlotHelper"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No existing CUDA context\n",
"CUDA version (9, 1, 0)\n",
"Driver version 9010\n",
"Using GeForce 840M\n",
" => compute capability: (5, 0)\n",
" => memory: 2048.0 MB\n",
"Created context <282413553776>\n"
]
}
],
"source": [
"import atexit\n",
"def exitfunc():\n",
" #Clean up old context if any:\n",
" if 'cuda_context' in globals():\n",
" print(\"Deleting existing context\")\n",
" global cuda_context\n",
" del cuda_context\n",
" gc.collect()\n",
" else:\n",
" print(\"No existing CUDA context\")\n",
" gc.collect()\n",
" \n",
"atexit.register(exitfunc)\n",
"exitfunc()\n",
" \n",
"cuda_context = Common.CudaContext(verbose=True, blocking=False)"
]
},
{
"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": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def downsample(highres_solution, factor):\n",
" if (len(highres_solution.shape) == 1):\n",
" highres_solution = highres_solution.reshape((1, highres_solution.size))\n",
"\n",
" assert(highres_solution.shape[1] % factor == 0)\n",
" ny = highres_solution.shape[0] \n",
" nx = highres_solution.shape[1] / factor\n",
"\n",
" if (factor == 1):\n",
" return highres_solution\n",
" else:\n",
" \n",
" return highres_solution.reshape([int(ny), int(1), int(nx), int(factor)]).mean(3).mean(1)\n",
" \n",
"\n",
"# Test 2D downsample\n",
"a = np.arange(60).reshape((6, 10))\n",
"b = downsample(a, 2)\n",
"\n",
"plt.figure()\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(a, extent=[0, 1, 0, 1])\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.imshow(b, extent=[0, 1, 0, 1])\n",
"plt.show()\n",
"\n",
"# Test 1D downsample\n",
"a = np.sin(np.linspace(0, 2*np.pi, 40))\n",
"b = downsample(a, 4)\n",
"\n",
"plt.figure()\n",
"plt.subplot(1,2,1)\n",
"plt.plot(np.linspace(0, 1, a.size), a.flatten(), 'x-')\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.plot(np.linspace(0, 1, b.size), b.flatten(), 'x-')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def wall_boundary_conditions(data, num_ghost_cells):\n",
" data[0:num_ghost_cells,:] = data[2*num_ghost_cells-1:num_ghost_cells-1:-1,:]\n",
" data[-num_ghost_cells:,:] = data[-num_ghost_cells-1:-2*num_ghost_cells-1:-1,:]\n",
" data[:,0:num_ghost_cells] = data[:,2*num_ghost_cells-1:num_ghost_cells-1:-1]\n",
" data[:,-num_ghost_cells:] = data[:,-num_ghost_cells-1:-2*num_ghost_cells-1:-1]\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1.0, 50.0, 0.27710612593755635]\n"
]
}
],
"source": [
"def gen_test_data(nx, ref_nx, g, num_ghost_cells):\n",
" assert(num_ghost_cells >= 1)\n",
" ref_ny = num_ghost_cells\n",
" ny = ref_ny\n",
" \n",
" width = 100.0\n",
" height = 100.0\n",
" ref_dx = width / float(ref_nx)\n",
" ref_dy = height / float(ref_ny)\n",
"\n",
" x_center = ref_dx*ref_nx/2.0\n",
" y_center = ref_dy*ref_ny/2.0\n",
"\n",
" #Create a gaussian \"dam break\" that will not form shocks\n",
" size = width / 5.0\n",
" dt = 10**10\n",
" \n",
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" \n",
" x = ref_dx*(np.arange(0, ref_nx, dtype=np.float32)+0.5) - x_center\n",
" y = ref_dy*(np.arange(0, ref_ny, dtype=np.float32)+0.5) - y_center\n",
" xv, yv = np.meshgrid(x, y, sparse=False, indexing='xy')\n",
" r = np.sqrt(xv**2)\n",
" xv = None\n",
" yv = None\n",
" gc.collect()\n",
" \n",
" #Make sure that the wanted resolution is suitable\n",
" assert(ref_nx >= nx)\n",
" assert(ref_ny >= ny)\n",
" \n",
" #Generate highres then downsample\n",
" #h_highres = 0.5 + 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
" h_highres = 0.5 + 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
" h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(h_highres, ref_nx/nx)\n",
" h_highres = None\n",
" gc.collect()\n",
" \n",
" #hu_highres = 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
" hu_highres = 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
" hu[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(hu_highres, ref_nx/nx)\n",
" hu_highres = None\n",
" gc.collect()\n",
" \n",
" #Fix boundary conditions\n",
" h = wall_boundary_conditions(h, num_ghost_cells);\n",
" hu = wall_boundary_conditions(hu, num_ghost_cells);\n",
" \n",
" scale = 0.7\n",
" max_h_estimate = 0.6\n",
" max_u_estimate = 0.1\n",
" dx = width/nx\n",
" dy = height/ny\n",
" dt = scale * min(dx, dy) / (max_u_estimate + np.sqrt(g*max_h_estimate))\n",
" \n",
" return h, hu, hv, dx, dy, dt\n",
"\n",
"h, hu, hv, dx, dy, dt = gen_test_data(nx=100, ref_nx=1000, g=9.81, num_ghost_cells=2)\n",
"\n",
"plt.figure()\n",
"ax=plt.subplot(1,3,1)\n",
"im=plt.imshow(h, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,2)\n",
"im=plt.imshow(hu, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,3)\n",
"im=plt.imshow(hv, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"plt.show()\n",
"\n",
"print([dx, dy, dt])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot initial conditions \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for nx in [128, 1024, 16384]:\n",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, nx, 9.81, 1)\n",
" x = np.linspace(0.0, nx*dx, nx)\n",
" \n",
" #plt.subplot(211)\n",
" plt.plot(x, h0[1:-1, 1:-1].flatten(), marker=' ', label='h_' + str(nx))\n",
" plt.plot(x, hu0[1:-1, 1:-1].flatten(), marker=' ', label='hu_' + str(nx))\n",
" #plt.subplot(212)\n",
" #setBwStyles(fig.gca())\n",
" #plt.plot(x, hu0.T, marker=\" \", label='hu_' + str(nx))\n",
" #plt.legend(loc='upper left')\n",
" \n",
"#plt.xlim([47, 53])\n",
"#plt.ylim([0.58, 0.61])\n",
"plt.legend(loc='upper left')\n",
"save_figure(fig, 'initial_conditions')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return \"smooth1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
]
},
{
"cell_type": "code",
"execution_count": 10,
"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, reference_nx, \n",
" ghost_cells, g=9.81, force_rerun=False, transpose=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 = gen_test_data(nx, reference_nx, g, ghost_cells)\n",
" ny = ghost_cells\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
" if (transpose):\n",
" h0 = np.ascontiguousarray(np.transpose(h0))\n",
" hu0, hv0 = np.ascontiguousarray(np.transpose(hv0)), np.ascontiguousarray(np.transpose(hu0))\n",
" dx, dy = dy, dx\n",
" nx, ny = ny, nx\n",
"\n",
" sim = simulator(cuda_context, \n",
" h0, hu0, hv0, \n",
" nx, ny, \n",
" dx, dy, dt, \n",
" g)\n",
"\n",
" t, nt = sim.simulate(1.0)\n",
" \n",
" h, hu, hv = sim.download()\n",
" \n",
" if (transpose):\n",
" h = np.transpose(h)\n",
" hu, hv = np.ascontiguousarray(np.transpose(hv)), np.ascontiguousarray(np.transpose(hu))\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\n",
" \n",
" return [timer.secs, nt, dt]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=> LxF_16 6523.453712 ms\n",
"=> FORCE_16 5007.396936 ms\n",
"=> HLL_16 4800.127506 ms\n",
"=> HLL2_16 5638.219595 ms\n",
"=> KP07_16 7086.654186 ms\n",
"=> KP07_dimsplit_16 7141.783237 ms\n",
"=> WAF_16 5859.811068 ms\n",
"Completed warmup in 44.02079224586487 s\n",
"=> LxF_8 13.991833 ms\n",
"=> LxF_16 14.010429 ms\n",
"=> LxF_32 14.026165 ms\n",
"=> LxF_64 11.982918 ms\n",
"=> LxF_128 18.986464 ms\n",
"=> LxF_256 19.020557 ms\n",
"=> LxF_512 28.024435 ms\n",
"=> LxF_1024 32.024145 ms\n",
"=> LxF_2048 41.027546 ms\n",
"=> LxF_4096 85.061312 ms\n",
"=> LxF_16384 1690.952063 ms\n",
"=> FORCE_8 23.024321 ms\n",
"=> FORCE_16 27.024746 ms\n",
"=> FORCE_32 26.012421 ms\n",
"=> FORCE_64 25.011539 ms\n",
"=> FORCE_128 25.009394 ms\n",
"=> FORCE_256 24.009466 ms\n",
"=> FORCE_512 31.022310 ms\n",
"=> FORCE_1024 29.993534 ms\n",
"=> FORCE_2048 49.028873 ms\n",
"=> FORCE_4096 108.098269 ms\n",
"=> FORCE_16384 2345.041752 ms\n",
"=> HLL_8 21.987915 ms\n",
"=> HLL_16 20.993948 ms\n",
"=> HLL_32 17.985582 ms\n",
"=> HLL_64 15.984535 ms\n",
"=> HLL_128 20.986795 ms\n",
"=> HLL_256 27.027845 ms\n",
"=> HLL_512 34.017563 ms\n",
"=> HLL_1024 39.020777 ms\n",
"=> HLL_2048 56.039333 ms\n",
"=> HLL_4096 138.106823 ms\n",
"=> HLL_16384 3078.257799 ms\n",
"=> HLL2_8 31.021833 ms\n",
"=> HLL2_16 23.044586 ms\n",
"=> HLL2_32 23.016691 ms\n",
"=> HLL2_64 22.014380 ms\n",
"=> HLL2_128 24.014950 ms\n",
"=> HLL2_256 24.009228 ms\n",
"=> HLL2_512 29.020309 ms\n",
"=> HLL2_1024 36.024094 ms\n",
"=> HLL2_2048 75.028658 ms\n",
"=> HLL2_4096 200.168848 ms\n",
"=> HLL2_16384 4930.175066 ms\n",
"=> KP07_8 25.012732 ms\n",
"=> KP07_16 23.011684 ms\n",
"=> KP07_32 23.010731 ms\n",
"=> KP07_64 29.026747 ms\n",
"=> KP07_128 22.009373 ms\n",
"=> KP07_256 20.986319 ms\n",
"=> KP07_512 25.992632 ms\n",
"=> KP07_1024 42.036295 ms\n",
"=> KP07_2048 89.069128 ms\n",
"=> KP07_4096 266.188145 ms\n",
"=> KP07_16384 6815.775871 ms\n",
"=> KP07_dimsplit_8 26.011705 ms\n",
"=> KP07_dimsplit_16 30.021667 ms\n",
"=> KP07_dimsplit_32 24.019003 ms\n",
"=> KP07_dimsplit_64 28.015137 ms\n",
"=> KP07_dimsplit_128 31.028986 ms\n",
"=> KP07_dimsplit_256 36.025524 ms\n",
"=> KP07_dimsplit_512 39.028168 ms\n",
"=> KP07_dimsplit_1024 59.041977 ms\n",
"=> KP07_dimsplit_2048 76.055050 ms\n",
"=> KP07_dimsplit_4096 191.134691 ms\n",
"=> KP07_dimsplit_16384 4414.141655 ms\n",
"=> WAF_8 23.008108 ms\n",
"=> WAF_16 29.021263 ms\n",
"=> WAF_32 25.017262 ms\n",
"=> WAF_64 23.021698 ms\n",
"=> WAF_128 25.015831 ms\n",
"=> WAF_256 27.018785 ms\n",
"=> WAF_512 29.014349 ms\n",
"=> WAF_1024 45.003891 ms\n",
"=> WAF_2048 80.029249 ms\n",
"=> WAF_4096 239.170074 ms\n",
"=> WAF_16384 6130.634069 ms\n",
"Completed simulation in 52.03382468223572 s\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
"#domain_sizes = [8, 16, 32, 64, 128, 256]\n",
"\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_courant_numbers = [0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9]\n",
"force_rerun=True\n",
"transpose=True\n",
"\n",
"#reference_nx = 4096\n",
"#domain_sizes = [32, 64, 128, 256, 512, 1024]\n",
"#simulators = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_ghost_cells = [2, 2]\n",
"#simulator_reference = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_courant_numbers = [0.95, 0.95]\n",
"#force_rerun=True\n",
"\n",
"sim_elapsed_time = np.zeros((len(simulators), len(domain_sizes)))\n",
"sim_dt = np.zeros((len(simulators), len(domain_sizes)))\n",
"sim_nt = np.zeros((len(simulators), len(domain_sizes)))\n",
"\n",
"#Warmup to compile kernels\n",
"with Common.Timer(\"warmup\", verbose=False) as timer:\n",
" for i in range(len(simulators)):\n",
" run_benchmark(\"warmup\", \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" 16, 16, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
" \n",
"with Common.Timer(\"simulation\", verbose=False) as timer:\n",
" for i in range(len(simulators)): \n",
" # Run the simulation for all the domain sizes\n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" [secs, nt, dt] = run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
" sim_elapsed_time[i, j] = secs\n",
" sim_dt[i, j] = dt\n",
" sim_nt[i, j] = nt\n",
"\n",
" # Run reference with a low CFL-number\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i] * 0.5, \n",
" reference_nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed simulation in {:} s\".format(timer.secs))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAKcCAYAAAD1vdn7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3X98j/X+x/HHe5v5sc82v5sfsaEkEScpJW2FKBxCP9S00w9JChVxOso3/bITcZKcEx0dKSqEJTnYHIlSIiJSw6H5OTabzX5d3z+uz66zzzaa2fax7Xm/3a6bfd7X+3pfr+va9am9rvf7el/GsixEREREREREpOT5eDsAERERERERkYpKSbeIiIiIiIhIKVHSLSIiIiIiIlJKlHSLiIiIiIiIlBIl3SIiIiIiIiKlREm3iIiIiIiISClR0i0iIiIiIiJSSpR0i4iIiIiIiJQSJd0iIiIiIiIipURJt4hIKTLGRBljLGNMujGmaSHr44wx270UW7g7tgHe2P/5MsaEGmM+M8YkuuOeeo66fzbG9C2kPPeYw0s12GIyxlxpjJlgjAn1diziyZvf1eIwxjxhjNljjMlwX/M1y2i/ljFmQp7PF/V3TkSkLCjpFhEpG1WBl7wdRDn3BnAd8CDQyf35bP4MFEi6gc3ubTeXeHQl40rgBSDUy3FIOWaMaQf8DYgFbsG+5k95NSgRkUrMz9sBiIhUEiuAQcaY1y3L2urtYMqSMaY6kG5ZlnWBTV0FfGNZ1qfFbcCyrGRg4wXGIVJqjDHVLctKu8BmWrv/fceyrG8uNCYREbkw6ukWESkb0cBxYNK5KrmHUFvGmKhC1uUftjnBXdbWGPOxMSbJPfR6ijHGzxjT0hizwhhzyhiz1xgz5iy7rebe5pAxJs0Ys9YY076Q/Xcwxix17yPdGPO9MeaufHVyh9N3N8a8a4w5CpzG7uk/2zE3Mca8b4w5Yow5Y4zZaYx52hjj414fboyxgBZAT3f71tmGYLvrBgAP5Kkbl7etvENdjTFzjDEpxpgrjDFfGGNSjTEJxpix7vXXG2O+dJfvNsY8UMg+Q4wxfzfGHHAP5403xrxgjPHLV+8xY8xW9/5OGWN+Msa8knvugI/dVWPzxB6VZ/uuxpjVxphkY8xpY8x6Y8yt+faRe120N8YsctdNcp/jevnq3uIeNn3c/bvfb4xZaIypcY7f16fGmH25v5986742xmzO83mguyzJHe+vxph3z9Z2nu0sY8x0Y0yk+3o47T5vvfLVm2OM2VvI9hPc10Fhbf7JGLPLfbzfun+/xhgz2v17SzHGrDHGtDhLbDcZYza6tz9ojJlojPHNV8ffGPMX9+/3jDHmqDHmn4Wc/73GmBhjzJ3G/j6lY490ONe5edB9LtKN/V1cbIxplWd9HPC+++PX7uOe8zttXmGM+dAYc9gd735jzL+MMVXz1CnSNV4Uxphmxpj5xpjf3Ps77L6u251vWyIi5YGSbhGRsnEKe3j5bcaYW0q47Y+ArUB/4B1gFPbQ60+Bz4B+wBpgkjHmzkK2fwVoBjzsXhoCccaYZrkVjDERwHqgJjAU+COwBVhgCrlBALwLZAKRwAD3zwW4k5CvgO7AeKAPsAp4HZjurpY7JPyQO4ZO7iXhLOejE5AGLM9Td9hZ6uaqAizCPl9/BD4HXnUnxO+5j6cfsAuYY4y5Js8xhADfALcBLwI9gdnAOOzfR269e4AZwFp3W32xf08B7iqfYQ+LB3g8T+yfube/H1gJJAMPAHcBicAX+RNvt8XAHuzzP8G9vy+MMVXc7YW6287AHrLfAxgLpAL+5zhX7wJNsIctO4wxVwAdgX+6P3cCFgC/AvcAd7jPT1GTtDuA4cDz2Nd2IrA473VZDL2wr/GxwL1AIPY5mAzc6N7fEOxh/guNMSbf9iHAfGAe9nXyCfAXYFpuBffNiCXufXzgPo6xQDfs71X1fG3+Afgr9nDwHsDCswVvjBmHfW39CNwJjADaAhuMMZe5qw3jf4+y/An7Gpp4jjavBjYB12Of657Y125V3NdBUa/x87AcuAYYg31eHgO+x/7vi4hIxWNZlhYtWrRoKaUFiAIsoAP2H7C/YP+Ba9zr44DteeqHuutHFdKWBUzI83mCu+ypfPW+d5f3y1PmBxwBFuYpC3fX+y43Hnd5U+xE7J08ZTuxk1+/fPtaBvwG+OQ73veKeH5eddfvmK98BpADXJ6nbC8QU8R2U4A5hZTnHnN4nrI57rI7CzlfFtA+T3ltIAuYnKdsJvZNlSb59vW0e/sr3Z/fBE78TtwD8sfnLq+BPVJiab5yH+ybH18Xcl1MyVd3kLv8Pvfn/u7PV5/nNe2HfQNkXr7yScAZoE6+4w8uxvfGcu8jME/ZJUA2MDbf725vIdtPAKxC2kwAAvKU/dFd/n2+78AId3mbPGVx7rI++dr9hzuuJu7P9+S/ntzlHdzlj+W7prPyXufnOCc1sUeNfJav/FIgPe/vgzz/3SlCu6uBE0C9c9Qp0jWe5zzn/e9UeN5rGqjj/jzifK8LLVq0aCmvi3q6RUTKiGVZGdi9Yh2weylLSky+zzux/6j9PM++s7B7PQvMoA58YFmWlafuPuze5wgA9zDbK7B79zD20HU/97DS5UADoGW+Ns/aW5fPLcAOq+Bzp3MAQ77e1FJkYR+L/eF/5yvBsqzv85QnYifjec9jL+wJq37Ld25yz//N7n+/AWq6h/H+0RhT9zziuwE74X8v3z58sOcLuNYYE5Bvm3n5Pn+EneBFuD9vwb658g9jzANF7UF2n5v3gTuNMcEA7uHVkcASy7KOu6tuyt2vMeYuY0yjoh6sW6xlWc7kX5ZlHabguT9fsZZlpeb5vNP97+d5vwN5yvPv65RlWUvzlX2A/Xvo4v7cCzgJLMv3u9qCfSMhPN/2P1iWtbsIsXcCqmN/NxyWZf0XeyRLYaMdzsnYjxHcDHxkWdbRc1Qt6jVeFInYNx9HG2OeMvZjEPp7VEQqNP1HTkSkbM3H7jF+OXeYbwlIzPc5AzhtWVZ6IeXVCtn+0FnK6rh/vsT97+vYw8TzLjPc6/InkGcb+p1fnbPU/S3P+rJwtvOV/9zmluc9j5cAvSl4bn50r68LYFnWXOxh3E2xb0ocMfbzzt2KEF/u7+CTQvbzLPYNitr5tvH4vbqT5eO4z6llWb8AXbET2beAX4wxvxhjRhQhnnexz8E97s+3Yd98+Wee/f0He0i7H/Av4IAxZrsx5t4itI871vzOYCeexVXYd+Vc5fm/L4cLaTP3POf9vtR0t5H/dxXChX1Xzlb/N4r3XakF+AIHfqdeka7xonDf3LgV+AJ7ePlm4Kgx5m/GmMDzil5EpJzQ7OUiImXIsizLGPMs8G/sZ0fzy038PCYeM8aUZvIZcpay3KTnmPvfV7Gfey7MrnyfizpT+XHsZC2/hvn2fTE7BvwAPHeW9bk3ELAs65/AP9290l2A/wNijDGXu0cYnGsfAE9w9tnX8yeEIcDB3A/unsk65ElmLctaB6xz91R3cLc/1Rhz2LKs+WcLxrKsHcaYb7CfGf67+9/fsJ85z1tvCbDEPSHX9djPAH9gjNlrWdaGcxxvUaVT+CR95zOK4HxcUkhZ7vcn7/flOPbz2YXJ/+qu8/muwNm/L8X5riRiD41v/Dv1inyNF4X7Wn8IwBhzOfbInwnYj+AMPZ+2RETKAyXdIiJlzLKsVcaYf2NPWvTffKsPYycSbfOV/7EUQ7rXGDMld3itMaYp9nDmf7nj3WWM+Rn72d8/n6Od4lgNjDPG/MGyrLzvzh6MnYzEFrPdC+0RPR8xwO3AL5ZlnSjKBu4hzp8bY/yxJ7xrDezDjhsKxr4ee8jylZZlTado7sN+Xj/XXdj/348rJJ5s7Jmuf3Jv9wfsURnn8k/gbWNMZ+xe0CnudgqwLOsMsNYYcxK7V7w9UBJJ916gvjHmEvfwc9zn9LYSaLswgcaYPvmGmA/Cnn/gP+7PMdgjAHwty/q6BPe9AXuCwPv53yz3GGMaYz+G8cn5NmhZVpoxZi0w0BjznGVZZ0vcz/saP48YdgMvGWP6Y193IiIVjpJuERHveBY7IarP/4Zo5vaEvw88aIz5BXtW8o7Yf9iXlvrYs0K/AwRj976mY/ds53oUO0n8AvuZ0oPYw5lbAX+wLGtgMff9BnaC/Zkx5nnsxPMO7BmY3y7is66F2QaEG2N6Yw/HPWVZVv7e+JLyPPYMzF8ZY/6G3etfDXtSvNuBoZZlHXCf3zTsBDoBu4d0HJDE/55/3u7+d4gx5hT27yHesqzjxpgnsJ/pro2dYB0B6gFXY0+C9Vi+uO40xmRhj6pojT2D9VbsZ7sxxgzFTtY+A/a7Y37Qve2qIhz3h8AU979VyfessTHmRewe1NXYw5drYk9Qlok9g3tJWIA9m/Z8Y8xfsY/hSewh06XhOPaNhibAbuzf7yPY1+p+d5352DculhtjpmE/y5+JfS4isJ97X3y+O7Ys66QxZiLwijHmX9jnvQ72K8bSsb+3xfEU8CX2TZfXsOcyuAT7TQKPup+rL9I1XpSdGWPaYr+Z4GPgZ+xh+Ldg32h8rZjHICJyUVPSLSLiBZZlfW+M+ZDCk+mn3f+OAVzYkyT1wu7VKw1/Bq7F7rkMwk4S7nE/85sbb6wxpiP28NKp2M+CHgd24E7iisOyrKPGmBuwE/xX3fv/FfvYpxS3Xezk7i3sBKgGdpIXfgHtnZVlWQnGmA7YrzwbjZ1cnQLisSc5y+0ZXIc9q/Rd2OfvGHayMzh3EivLsuKNMSPd8cdhJ49/wp6J/X1jzH7sc/N37NddHcGeoGtOIaHdiT1k9zHsUQPLgJHuCf1wb9cdO1kLwZ7xfTv27NwrC7RW8LiTjDGLsa/h9YXcIPkae8j6JOybAyeBb4FbLMv6kRLgPl9/xH7t3SfYNzOmuPd3zvddF9Mh7Ne5vQ60wR6e/UrefVmWlW2M6YP9O4zEvrGShX3jYS32DaFisSzrVWPMEewbC3dj38SJA/5sWdbPxWxzq/u7/X/Y38FA7ONcg/vZ9vO4xoviEPZEasOwZ163sL/zT2PP8C8iUuHkvrJGREREKgBjzATsJLDeOYYLi4iISBnR7OUiIiIiIiIipURJt4iIiIiIiEgp0fByERERERERkVKinm4RERERERGRUqKkW0RERERERKSUKOkWERERERERKSXl8j3dxhgDNMR+R6SIiIiIiIhIWQgEfrPOY3K0cpl0YyfcB7wdhIiIiIiIiFQ6jYGDRa1cXpPuUwD//e9/CQoK8nYsIiIiIiIiUsElJydz6aWXwnmOuC6vSTcAQUFBSrpFRERERETkoqWJ1ERERERERERKiZJuERERERERkVKipFtERERERESklJTrZ7p/T3Z2NpmZmd4OQ8qpKlWq4Ovr6+0wRERERESkHKuQSbdlWRw6dIiTJ096OxQp52rWrElISAj2q+FFRERERETOT4VMunMT7vr161OjRg0lTHLeLMvi9OnTHDlyBIAGDRp4OSIRERERESmPKlzSnZ2d7STcderU8XY4Uo5Vr14dgCNHjlC/fn0NNRcRERERkfNW4SZSy32Gu0aNGl6ORCqC3OtIcwOIiIiIiEhxVLikO5eGlEtJ0HUkIiIiIiIXosIm3SIiIiIiIiLepqRbREREREREpJQo6b6IREVF0bdv32Jva4wpsOzZs6eEoxQREREREZGiqnCzl1dmPXr04J///KdHWb169bwUjYiIiIiIiKin+xxSUlKIjo5myJAhREdHk5KS4pU44uLi8Pf3Z926dU7Z5MmTqVu3LgkJCU5Z1apVCQkJ8Vj0misRERERERHvqVQ93ampqUWum5KSQrdu3di2bZtTNm/ePFauXElQUJDzDudztRsQEFD8YPMIDw9n5MiRREZGsnXrVvbu3ctzzz3Hhx9+SIMGDUpkHyIiIiIiIlLyKlXS7XK5Lmj7H374gZCQEG6++Wbi4uKc8tDQUI4dO1agvmVZF7S/vF566SVWrVrFkCFD+PHHH4mMjKRfv34edWJiYjyOsWfPnnz88cclFoOIiIiIiIicn0qVdJdn/v7+vP/++7Rt25amTZsyderUAnUiIiJ4++23nc8l1dMuIiIiIiIixVOpku7zeSb7jTfeYPz48QXKJ06cyNNPP+1Rtnfv3gsNrUi++uorABITE0lMTCyQVAcEBNCiRYsyiUVERERERER+X6WaSC0gIKDIy8iRI7n66qs9tr/66qsZOXKkx/Pc52q3JP3yyy+MGjWKd955h+uvv57BgweTk5NTovsQERERERGRklWperrPh8vl4ssvv2TGjBns2bOHFi1aMGzYsAt+Lvz3JCUlsWXLFo+yWrVqERkZSffu3fnTn/5Ez549adOmDZMnT2b06NGlGo+IiIiIiIgUn5Luc3C5XIwZM6ZM9xkXF0f79u09yowxhISEsGzZMgBCQkKYNWsWd911F926daNdu3ZlGqOIiIiIiEhxjBo1it69e3PLLbd4O5QyY0pyhu2yYowJApKSkpIICgryWJeenk58fDxhYWFUq1bNOwFKhaHrSURERESkZCxevJg777wTgKFDhxIdHY2Pj48zmjglJeWingw6OTmZ4OBggGDLspKLul2leqZbREREREREvKNr167OzzNnzqRRo0ZMmzbNKYuLi2PUqFHeCK1UaXi5iIiIiIiIlLrAwECPz6dOneK5555zPvfq1QuA48ePExUVxbJly3jjjTfKNMbSoKRbRERERERELhpz585l7ty5AHTp0oV+/fp5OaILo+HlIiIiIiIiclHKOyS9vFLSLSIiIiIiIhel/EPSyyMl3SIiIiIiIlKqsrOzCQ8P93YYXqGkW0RERERERErN+vXrqV27NmvXrnXKmjZt6sWIypaSbhERERERESlxWVlZDBgwgM6dO5OcbL/WOjg4mGeffZbTp097Obqyo6RbREREREREStRbb71FjRo1WLhwIWA/m/3ss8+SkpLCpEmTOHr0aJHaOXXqVGmGWSb0yjAREREREREpMfv372f48OHO54EDB3LgwAEmTZrkUa9evXrUr1+fyy67jKNHj/LLL7+QlZXFsWPHnDqrVq3SK8MqomnTprF///4C5fv372fatGmltt+oqCiMMQWWPXv2APDf//6Xhx56iIYNG+Lv70/Tpk0ZMWIEx48f92gnPDzc2dbf35/mzZszbtw4zpw5U2CfsbGx3H777dSpU4caNWpw5ZVX8vTTT3Pw4EEA4uLiCo3JGMOhQ4dK7VyIiIiIiEj51KRJE66++mr8/f156qmnWLx4MRs2bHDWjxgxgqlTp/Ltt9+yfft2Fi9ezJdffklCQgLfffcdU6dOZfXq1YwcObLcJ9ygpLuAadOmMXLkSCIiIjwS7/379xMREcHIkSNLNfHu0aMHCQkJHktYWBi//vorHTp0YPfu3Xz44Yfs2bOHmTNnsnr1ajp16kRiYqJHO4888ggJCQns2bOH6Oho3nrrLSZMmOBR5+9//ztdu3YlJCSEhQsXsmPHDmbOnElSUhKTJ0/2qLtr164CcdWvX7/UzoOIiIiIiJQP8fHxXHLJJTzzzDNO2erVqwkMDGTKlClkZWUBcMUVV3Dq1CmmTp3KiBEjaNKkSYG2mjRpwogRI7jlllt44403yuwYSpOxLMvbMZw3Y0wQkJSUlERQUJDHuvT0dOLj4wkLC6NatWrn3XZucv3rr7/SrFkzYmNjAQqUFXaBXKioqChOnjzJp59+WmBdz5492b59O7t376Z69epO+aFDh2jevDmDBw/m7bffBuye7nbt2jF16lSnXv/+/dm7dy/fffcdAAcOHKB58+YMGzas0Iv55MmT1KxZk7i4OCIiIjhx4gQ1a9Ys6UO+6F3o9SQiIiIiUtGFhIRw+PBhAJKTkwkMDKRdu3Zs3boVAF9fX+bMmcP999/vzTAvWHJyMsHBwQDBlmUlF3W7StXTnZqaetYlPT0dsO+sxMbGOr3LLVq0oEWLFvz666+EhYXx2WefUa9evSK1W1ISExP54osvGDZsmEfCDfYFft9997FgwQLOdgNl69atrF+/nipVqjhlH3/8MRkZGYwZM6bQbSpjgi0iIiIiIucvJiYGHx8fBg8eTGBgIAAbN27Ex8eH5s2bk56eXu4T7gtRqZJul8t11qV///5OvSZNmpCQkABAZmYmmZmZgD1solWrVvTs2dOj3dDQ0ELbLI6YmBiPNgYOHMjPP/+MZVm0atWq0G1atWrFiRMnPGYAnDFjBi6Xi6pVq9KuXTuOHj3K6NGjnfU///wzQUFBNGjQoEhxNW7c2COuli1bFuv4RERERESk/MrOzuaOO+6gVq1a5OTkANChQwf69+/P3Llz2b17NwDVqlUjOzubPXv24OdXuefvrtxHfxGKiIhwhokDBAQEFDqpW165PdzGGKfsvvvu47nnniM5OZlJkyYRFBTkcWPBsiyP+r9n3bp1zl0roNJ/cUREREREKptNmzZx2223ceLECQAiIyOZNGkS3bp146effgKgY8eOnDx50pthXnQqVeaUkpJy1nW+vr7Oz/v376dBgwbEx8c7Q7IzMzMJCwtj+fLlNG3a1GPbvXv3lliMAQEBtGjRwqPM398fYww7duygb9++Bbb56aefqFWrFnXr1nXKgoODnXbef/99WrduzezZs3nooYcAuPzyy0lKSiIhIaFIvd1hYWEaci4iIiIiUgllZWXxwAMP8MEHHzhlTZs2JSQkhNDQULKzswGoUqUKMTEx3grzolWphpcHBAScdcmdJCt3IrX4+HiaNWvGnj172LNnD82aNSM+Pp477rijwIvcz9ZmSalTpw7dunVjxowZpKWleaw7dOgQ8+bN4+677z5rz3WVKlX485//zF/+8hdOnz4NwIABA/D39yc6OrrQbXR3SkREREREZs+eTY0aNZyEOyAggLFjx3LgwAGmTJlCdnY2fn5+vP7662RkZNC5c2cvR3zxqVRJd1EsXry4wCzluZOrNWvWjF9//ZXFixeXeVzTp0/nzJkz3HbbbfznP//hv//9LytWrKBbt240atSIl19++ZzbDxo0CGMMM2bMAODSSy/ljTfeYNq0aTz00EOsXbuWffv2sX79eh599FEmTpzosf2RI0c4dOiQx5L7rLuIiIiIiFQsp0+fpnv37jz88MPO3/19+/blzTff5LXXXnN6t9u3b09CQgJPP/20N8O9qCnpzif3Re35XwuWm3jnvlOurF122WV8++23NG/enLvvvpvmzZszZMgQIiIi2LBhA7Vr1z7n9v7+/gwfPpzo6GhnmP2wYcNYuXIlBw8epF+/flxxxRU8/PDDBAUFebxjD6Bly5Y0aNDAY8l9/ZiIiIiIiFQc8+bNo27duvz73/8G7JGz06dPJy0tjQcffNCpN2TIEDZv3uzxmKsUpPd0i5yDricRERERqSz279/Pddddx6FDhwB7ouaoqCiWL1/uvIe7atWqvPDCCzzzzDMerySuDIr7nu5KNZGaiIiIiIiIFK5Tp05Own3ppZdy//3389prrzlvS2rUqBGrV6/W64PPk4aXi4iIiIiICJ9//jk+Pj706dMHHx8fXn31VSfhbtKkCXv27FHCXQxKukVERERERCqhfv36Ubt2bXJycgBo27Ytd911F0uXLmXfvn2APTfUsmXL2Ldvnx63LCYl3SIiIiIiIpXMggUL+PTTTzlx4gT33nsvAMeOHWP+/PlOnZ49e3L69Gl69erlrTArBCXdIiIiIiIilczdd99N06ZNadSoEdOmTQOgbt26dO7cGT8/P1auXMny5cvx9fX1cqTln5JuERERERGRCu6DDz6gatWqTJ061Sn7xz/+weHDh+natatTtm7dOjIzM+nWrZs3wqyQlHSLiIiIiIhUUOnp6fTu3Zv77ruPjIwMRo8eTVZWFk8++SS33XYbWVlZ/Pjjj+zZs8fboVZYemWYiIiIiIhIBfTRRx/xpz/9idOnTwPg5+fHn//8Zxo1asSRI0eceg888AAtWrTwVpgVnpJuERERERGRCuTQoUN06NCBgwcPOmX33XcfsbGxvPjii05ZREQES5cuxeVyeSPMSkPDy0VERERERCqI6dOn07hxYyfhDgkJYdGiRXz55Zf89ttvAFSpUoUlS5awZs0aJdxlQEl3MaxZs4ZRo0aVeLtRUVH07du3QHlcXBzGGE6ePOnxc2EmTJhAu3btSjw2ERERERG5eB04cIDWrVvzxBNPkJ2dDUDv3r0ZPnw499xzj/Pe7YYNG5KYmEifPn28GW6louHl5+HUqVOMGTOGmTNnAtClSxf69evn5ahERERERKQyu+eee/joo4+wLAuAli1b0r59e+bPn8+yZcsA6NGjBzNnzqRp06beDLVSUk93Ea1Zs4Y2bdo4CTfgMbW+iIiIiIhIWVu6dCkLFizAsix8fX157rnnOHHiBPPnz3fqzJ07l+XLlyvh9pJK1dOdmpoKQI0aNTDGAJCRkUFmZiZ+fn5UrVq1QN2srCzGjh3rkWznCgwM9KhbvXp1fHzs+xiZmZlUqVKl9A5GREREREQqvT59+hAWFsbp06e55ZZbePnll511vr6+LF68mN69e3sxQqlUPd0ulwuXy8WxY8ecsr/+9a+4XC6GDx/uUbd+/fq4XC5at25daMKdV2hoKC6Xi507dzplc+bMKVaMMTExTpy5S8+ePYvVloiIiIiIVCwLFy6kWrVq/O1vf3PK5syZQ2JiIh9++KFTdu+995KVlaWE+yJQqZLu8iAiIoItW7Z4LLNmzfJ2WCIiIiIichGIjIzkzJkzPPXUU+Tk5AAwYMAAMjMzAahVqxY7duzggw8+8GaYkkelSrpTUlJISUmhbt26Ttno0aNJSUlh+vTpHnWPHDlCSkoKP/74I4899tg52927dy8pKSm0atXKKYuKiipWjAEBAbRo0cJjadSoUbHaEhERERGR8i83uQaYP38+/v7+vPXWW86jrTt27MDX15e77rqLxMREj7xEvK9SJd0BAQEEBAQ4z3MD+Pv7ExAQ4PE8d966wcHBzJgxg9WrVxeYeODUqVMedXMvekDPc4uIiIiIyAU5evQooaGh1KtXzym7/fbbadSoEUOainCqAAAgAElEQVSHDuX48eMA1K1bl6ysLBYsWOCtUOUcKlXSfSFuueUWtm3b5tHrvWrVKq/Fs23btgLD0HOlpaUVWLdnzx6vxSoiIiIiIudn1qxZNGzYkH379pGYmMikSZNYvXo1tWvXJj4+HoDrr7/ey1FKUVSq2csvVGBgIDNmzGDAgAEsW7bMq+/o7tKlS4Gy3Pfy7d69m/bt23usu/nmm4mLiyuL0EREREREpJgOHTpEjx492Lp1q1PWvXt31qxZw9ixY52ySy65hG+//dYbIcp5MrmJWnlijAkCkpKSkggKCvJYl56eTnx8PGFhYVSrVs07AUqFoetJRERERMpKVFQU//rXv5zOtGbNmnHjjTcyd+5cp07t2rVZuHAh4eHhXoqy8kpOTiY4OBgg2LKs5KJup55uERERERERL9q1axe33XYb+/btA8DHx4fx48dz5swZXnvtNadeVFQUs2fP9phLSi5+SrpFRERERES8ICcnhxEjRvDWW285vdv16tVjypQpvPjii/z8888A+Pr6Mn/+fAYMGODNcKWYdItERERERESkjC1dupTq1aszffp0LMuiatWqjBs3jqSkJCIjI/n5559p0KABixcvJisrSwl3OaaebhERERERkTI2aNAgMjIyAIiIiCA4OJhXX33VWd+9e3cWLFhAzZo1vRWilBD1dIuIiIiIiJSBnJwc5+eFCxdSpUoVhg8fzsaNG/n000+ddX379uWLL75Qwl1BqKdbRERERESkFCUlJXHNNddw4sQJjh8/DsCtt95KWFgY06dPd+o1aNCATZs20ahRI2+FKqVAPd0iIiIiIiKl6JVXXuGXX34hMTGRl156CYDY2Fh2797t1HnppZf47bfflHBXQHpPt8g56HoSERERkeLIysrCz+9/A4sbNWrEZZddxurVq/H19QXgqquu4vDhw+zevZtatWp5K1QpouK+p1s93SIiIiIiIiVoyJAh+Pv7s3DhQqds0KBBrF27lu7duztl27dv5+jRo0q4Kzg90y0iIiIiIlIC4uPj6datG7/88gsADz74IN26daNXr16sW7cOgDVr1pCRkYG/v783Q5UydN493caYLsaYZcaY34wxljGmb771c9zleZeN+epUNca8aYw5ZoxJNcYsNcY0vtCDKe+ioqLo27dvgfK4uDiMMZw8edLj58JMmDCBdu3aFbouMzOTZ599ljZt2hAQEEDDhg0ZPHgwv/32W4keh4iIiIhIZTN69GhatGjhJNy1a9fmiSeeoF69ek7C7evry3vvvaeEu5IpzvDyAGArMPwcdVYADfIst+dbPxXoB9wDdAZcQIwxxrcY8ZSa1NRUjDEYY0hNTfV2OBfs9OnTbN68mfHjx7N582YWLVrE7t276dOnj7dDExEREREpl1auXEn16tV5/fXXycnJwd/fn7Fjx3L69GlefvllMjIyMMbw1FNPkZGRweDBg70dspSx8x5eblnW58DnAMaYs1U7Y1nWocJWGGOCgYeASMuyVrnL7gf+C3QFvjjfmKRogoOD+fe//+1R9uabb9KxY0f2799PkyZNvBSZiIiIiEj5kpOTQ1RUFHPnznXKbrzxRkaMGEFUVBTp6ekA1K9fn6+++ormzZt7K1TxstJ6pjvcGHMEOAmsBZ6zLOuIe901QBVgZW5ly7J+M8ZsB26gkKTbGFMVqJqnKLA4QRW1tzq3Xt76qampZGVlcebMGQIDA6levfrvthsQEFCcMMtUUlISxhhq1qzp7VBERERERMqF1atXM2DAAOeRT19fX8aNG0d8fDx33XUXAD4+Ptx2220sX77cm6HKRaA0ku7PgY+BfUAYMBFYY4y5xrKsM0AIkGFZ1ol82x12ryvMOOCFCw3M5XIVe9tLLrnE+fnmm28mLi7O+RwaGsqxY8cKbFOc17HFxMQUiDM7O/u82ymK9PR0xo4dy6BBgwq8ek1ERERERDylpKTQoUMHdu3a5ZT17t2bX375xXn/to+PDyNHjuTFF18sF51wUvpKPOm2LGtBno/bjTHfYifgdwCLzrGpAc6Wpb4KTMnzORA4cCFxXqwiIiJ4++23Pcq+/vpr7r///hLdT2ZmJvfccw85OTnMmDGjRNsWEREREamIJk+e7CTcQUFBPPPMM0ycOJHMzEwA/Pz8WL9+PR07dvRmmHKRKfVXhlmWlWCM2Qdc5i46BPgbY2rl6+2uD3x1ljbOAGdyP5/jWfJzSklJKVK9vMPLmzVrBsDhw4epWrWqM7w8r7179xYrnsIEBATQokULj7IDB0r2/kJmZiZ33XUX8fHxrFmzRr3cIiIiIiJnkZOTg4+PPf/0Cy+8wKxZs2jatCnJyck8//zzTr1atWqxY8cOQkLONnhXKqvizF5+XowxdYBLgQR30XdAJtAtT50GwFWcJekuKQEBAUVa6tev7yx5tw0ODqZ+/foez3Ofq92LUW7C/fPPP7Nq1Srq1Knj7ZBERERERC5KI0aMoEqVKixa9L8Bu3/6059Yv34927ZtA+znuWfMmEFiYqISbinUefd0G2NcQN6u2DBjTDsg0b1MABZiJ9mhwCvAMWAxgGVZScaY2cBkY8xx9zavA9uAVcU9kMpm27ZtBXrcc9/PnZaWxpYtWzzWuVwuQkNDGTBgAJs3byYmJobs7GwOHbInma9du7beFygiIiIi4paTk8Nbb71FTk4ODzzwAHfeeScAr7/+ulOnffv2bNy4UX9HyzkVZ3h5ByA2z+fcZ63fAx4D2gCDgZrYiXcscLdlWafybDMKyAI+AqoDq4Eoy7JKZ8awYgoICCjWZGhloUuXLgXKcmPdvXs37du391h38803M2fOHJYuXQr8L0HPFRsbS3h4eOkEKyIiIiJSTqSnp1OtWjV8fHyYNm0a48ePJyYmxlm/adMm2rdvz/Tp0xkyZIgXI5XywlysSeW5GGOCgKSkpKQCzyOnp6cTHx9PWFgY1apV806AUmHoehIRERGpHOLi4rj99tupXbu2M6fSjz/+yLXXXkt6ejrp6enq0a7kkpOTCQ4OBgi2LCu5qNuV+jPdIiIiIiIiF6ucnBweeeQRIiIiSEtL4+DBg8TGxhIdHc3VV19NWloalmUxcOBAb4cq5VSpz14uIiIiIiJyMVq7di133nkniYmJgD0p2tChQxkyZAh79uwB7DcnhYeHs2TJEm+GKuWYkm4REREREalU0tLS6NixI9u3b3fKbrvtNg4dOsRbb73llLVt25bPP/+chg0beiNMqSA0vFxERERERCqNhQsXUqdOHSfhrlGjBvPmzcPHx4etW7c69WbOnMnWrVuVcMsFU0+3iIiIiIhUeElJSfTu3Zt169Y5Zddeey133303jz32GMnJyfj4+OByufjxxx9p3LixF6OVikQ93SIiIiIiUqGNGTOGWrVqOQl3gwYNGDZsGJs2beKZZ54hOTmZ6667jq1bt5KUlKSEW0qUkm4REREREamwsrOzeeONN8h9VfLjjz9OQEAAM2bMcOr85S9/Yf369Vx11VXeClMqMCXdIiIiIiJS4WRmZgL2jOQzZ84kODiYRx99lBkzZnjMTP63v/2NiRMn4uvr681wpQJT0i0iIiIiIhXGhg0bcLlchIaGOmU333wzWVlZ/P3vf3d6vLt06UJmZiZPPPGElyKVykJJt4iIiIiIVBiTJ08mNTWV3377jVWrVgEQExNDamoqAFWrViU2Npa1a9eqd1vKhJLuc8jKyuKTTz7hk08+ISsrq9T3FxUVRd++fT3KPvnkE6pVq0Z0dDQTJkzAGIMxBl9fXy699FIefvhhjh496tQ/ceIEkZGRBAcHExwcTGRkJCdPnnTW520j7xIQEFDqxyciIiIiUhqSkpKcnz/++GMaNmzIqFGj6Nq1KwAjR46kefPm3HDDDaSnpxMeHu6lSKUyUtJ9DnFxcQwcOJCBAwcSFxdX5vufNWsW9913H9OnT2fMmDEAtG7dmoSEBPbv38/bb7/NsmXLGDx4sLPNoEGD2LJlCytWrGDFihVs2bKFyMhIZ/0zzzxDQkKCx3LllVcycODAMj8+EREREZELkZGRwR/+8Adq1qzJhg0bAPs57SZNmvDGG28QFRXl1N2zZw/r16/3UqRSmSnpzseyLFJTU0lNTWX+/PlO+fz5853y3OdASlN0dDTDhw/ngw8+4OGHH3bK/fz8CAkJoVGjRvTq1Ysnn3ySlStXkpaWxs6dO1mxYgWzZs2iU6dOdOrUiXfeeYeYmBh27doFgMvlIiQkxFkOHz7Mjh07eOihh0r9mERERERESkpMTAy1a9fm+++/ByAyMpIffviBxo0bs3HjRgDmzp3rzRBFAPDzdgBlKfc5jsL4+vpSrVo19u7dS7NmzQqsnz17NrNnzwZg586dXHHFFb/bbnGHbI8dO5a33nqLmJgYZ0jM2VSvXp2cnByysrLYsGEDwcHBXHfddc7666+/nuDgYL766itatmxZYPtZs2Zx+eWXc9NNNxUrVhERERGRsnTq1Cn69u3LmjVrnLL27dvTsmVL2rVr53SQBQYGsnXrVm+FKeKoVD3dLpfrrEv//v0BijTkpF+/fh6fQ0NDC22zOD7//HMmTZrEkiVLfjfh/umnn3j77bfp2LEjgYGBHDp0iPr16xeoV79+fQ4dOlSg/MyZM8ybN0+93CIiIiJSLowfP57g4GAn4a5Xrx5PPvkkW7ZsYf78+ViWRfXq1Zk/fz7JycmEhYV5OWKRStbTXRQDBw5k//79PPfcc2etU69evVLbf9u2bTl27BjPP/881157LYGBgR7rt23bhsvlIjs7mzNnzhAeHs4//vEPZ70xpkCblmUVWr5o0SJOnTrl8Uy4iIiIiMjF5siRI/Ts2ZPNmzc7ZUOHDqVZs2Y8++yzTu/2jTfeyKpVq6hWrZq3QhUpoFL1dKekpJx1WbhwIWC/QmDEiBFnbePw4cN88cUXHmV79+4ttM3iaNSoEWvXriUhIYEePXpw6tQpj/UtW7Zky5Yt7Nixg7S0NNasWUOLFi0AnGe08zt69CiXXHJJgfJZs2bRq1cvQkJCihWriIiIiEhpmzRpEo0aNXIS7sDAQN58802+/fZbxowZg2VZ+Pv7Ex0dzZdffqmEWy46laqnuyReixUQEED16tVLvN28mjRpwtq1a4mIiKB79+588cUXBAUFAeDv7+8k2fl16tSJpKQkvvnmGzp27AjA119/TVJSEjfccINH3fj4eGJjY1m6dGmJxi4iIiIiUhK+++47IiIinE4oX19fnnjiCWbPns0TTzwBQHBwMK+//joPPfRQoSM7RS4GlSrpLqoaNWqwYMECoqOjefDBBwF49913GTNmDDVq1CiTGBo3bkxcXJxH4v17WrVqRY8ePXjkkUf4+9//DsCQIUPo1atXgUnU3n33XRo0aEDPnj1LJX4RERERkQsxefJkJ+Fu1aoVnTt3ZurUqc76WrVqsX37dho2bOitEEWKxJTF669KmjEmCEhKSkpyeoBzpaenEx8fT1hYWLkbWhIVFcXJkyf59NNPnbKEhAQiIiIICgrihhtuIC4uji1btpy1jcTERJ588kmnB7tPnz5Mnz6dmjVrOnVycnJo2rQpgwcP5uWXXy69A6oAyvP1JCIiIlLepKSkeExI3LhxY7p27cqyZctITEx0yjt06MCmTZu8EaJUYsnJyQQHBwMEW5aVXNTtlHSLnIOuJxEREZHSl5GRwU033cQ333zDxo0bnVfgdunShXXr1jn1goKCWLt2Le3atfNWqFKJFTfprlQTqYmIiIiIyMUnOTnZ6bm+5557nPINGzY4Pz/66KMkJSUp4ZZyR0m3iIiIiIiUudOnTztv/Klbty5jx46ldevWHo9aLlu2jKCgIH766SdmzpzprVBFLoiSbhERERERKVMvvfQSLpeL66+/3ilr0qQJO3bs4JprriE7OxuAHj16kJSUVGBSYJHyREm3iIiIiIiUicTERK677jrGjx+PZVn8+OOP7Nu3j/79+/PYY49hWRbZ2dlMmTLF26GKlBi9MkxERERERErd5MmTGTduHJmZmQC4XC6GDRvGVVdd5Qwz9/Pz4/nnn2f06NHeDFWkRCnpFhERERGRUvPDDz/QpUsXkpKSAPDx8eGJJ57gvffeIzo62ql3zz33MHfuXPz8lKJIxaLh5SIiIiIiUirGjRtHu3btnIS7efPmLFq0iOXLl3Py5EkAqlSpwsaNG/nwww+VcEuFpKtaRERERERK1Pfff0/v3r05ePAgAL6+vtx7773UqlWLfv36YVkW1apV4/LLL+e7775Tsi0Vmq5uEREREREpEdnZ2YSHh/Pll186ZZ06dcLf35/333/fKRs8eDBTpkyhTp063ghTpExpeLlcsKioKPr27et8Dg8PZ+TIkV6MCObMmUPNmjWdzxMmTKBdu3ZejEhERESk4ktJSWH9+vWAPSnaxIkT2bZtG2vXrnXqLFmyhPfee08Jt1QaSrovIvmTV4BPPvmEatWqER0dzYQJEzDGYIzB19eXSy+9lIcffpijR4869U+cOEFkZCTBwcEEBwcTGRnpPC8DeLSRdwkICCix41i0aBETJ04ssfZKwjPPPMPq1audz4WdaxERERE5f2lpaaSmpgIQHBzM+PHjadmyJZ07d2b8+PHOzOQ1atRg69at9OnTx5vhipQ5Jd0XsVmzZnHfffcxffp0xowZA0Dr1q1JSEhg//79vP322yxbtozBgwc72wwaNIgtW7awYsUKVqxYwZYtW4iMjHTWP/PMMyQkJHgsV155JQMHDiyxuGvXrk1gYGCJtVcSXC6X7qaKiIiIlLApU6bgcrm49tprnbKwsDB2795NXFwcAMYYxowZQ2pqKm3btvVSpCLeo6T7LEaNGsWaNWucz2vWrGHUqFFltv/o6GiGDx/OBx98wMMPP+yU+/n5ERISQqNGjejVqxdPPvkkK1euJC0tjZ07d7JixQpmzZpFp06d6NSpE++88w4xMTHs2rULsJPPkJAQZzl8+DA7duzgoYceKlJc2dnZPPXUU9SsWZM6deowZswYLMvyqJN/eHloaCgvvfQSgwcPxuVy0bRpU5YsWcLRo0f54x//iMvlok2bNnz77bfONvv27aN3797UqlWLgIAAWrduzfLlywGIi4vDGMNnn33G1VdfTbVq1bjuuuvYtm3bWePOO7x8woQJvPfeeyxZssTp6c/9n4KIiIiIFN3HH39MTk4OO3fuJCEhAbAnUcv9+7Bhw4YcPnyYSZMmeTNMEa+qVEl3amoqqampHkliRkYGqampnDlzxilbvHgxU6dO5dZbb+X+++8nMjKSW2+9lalTp/Lhhx+Snp5eaLs5OTlOWWZmZrHjHDt2LBMnTiQmJob+/fufs2716tXJyckhKyuLDRs2EBwczHXXXeesv/766wkODuarr74qdPtZs2Zx+eWXc9NNNxUptsmTJ/Puu+8ye/ZsvvzySxITE1m8ePHvbvfGG29w44038v3333PHHXcQGRnJ4MGDuf/++9m8eTMtWrRg8ODBzu/m8ccf58yZM/znP/9h27ZtTJo0CZfL5dHm6NGjef3119m0aRP169enT58+RTrvzzzzDHfddRc9evRwevtvuOGGIh2/iIiISGUXHx/v/BwXF0doaChTp06lQYMGAEybNo2wsDDGjRvHwYMHqVevnrdCFbkoVKqk2+Vy4XK5OHbsmFP217/+FZfLxfDhw52yrl27Oq8tmDdvnjPT4o033sigQYMK9AqHhobicrnYuXOnUzZnzpxixfj5558zadIklixZQteuXc9Z96effuLtt9+mY8eOBAYGcujQIerXr1+gXv369Tl06FCB8jNnzjBv3rwi93IDTJ06lXHjxtG/f39atWrFzJkzCQ4O/t3tbr/9dh599FEuu+wynn/+eU6dOsW1117LwIEDufzyy3n22WfZuXMnhw8fBmD//v3ceOONtGnThmbNmtGrVy+6dOni0eYLL7xAt27daNOmDe+99x6HDx8u0g0Al8tF9erVqVq1qtPj7+/vX+RzICIiIlIZ7dy5kzp16tCsWTP27NkD2M9zJycnM3LkSCZMmODU/fXXX3nllVe8FKnIxaVSJd1FFRgYWCAJW7p0KQMGDCj1fbdt25bQ0FAnMc1v27ZtTtJ45ZVXcumllzJv3jxnvTGmwDaWZRVavmjRIk6dOuXxTPi5JCUlkZCQQKdOnZwyPz8/OnToUKTjynXJJZcA0KZNmwJlR44cAeDJJ5/kpZde4sYbb+SFF17ghx9+KNBm3jhq165Ny5YtPW58iIiIiEjJmDBhAldddRWJiYmA/Sjmv/71Lxo0aOCUTZ482Zshily0KlXSnZKSQkpKCnXr1nXKRo8eTUpKCtOnT/eoe+TIEafXFeCWW27h8ccfJyUlhdmzZ3vU3bt3LykpKbRq1copi4qKKlaMjRo1Yu3atSQkJNCjR48CiXfLli3ZsmULO3bsIC0tjTVr1tCiRQsA5xnt/I4ePeoktXnNmjWLXr16ERISUqxYz0eVKlWcn3NvABRWljtE/+GHH+bXX38lMjKSbdu20aFDB958883f3U9hNxdEREREpHi2bdtGaGgo//d//0dOTg4+Pj7cfffdHDhwgAceeMB57LJVq1acOHHCy9GKXJwqVdIdEBBAQECAR2Lm7+9PQEAAVatWLbRuXlWqVCEgIIBq1aoVWtfHx8ejbnE1adKEtWvXcuTIEbp3705ycrJHvC1atCAsLKxAzJ06dSIpKYlvvvnGKfv6669JSkoq8MxyfHw8sbGx5zW0PDg4mAYNGrBx40anLCsri+++++58D7FILr30UoYOHcqiRYt4+umneeeddzzW543jxIkT7N69myuuuKJIbfv7+5OdnV2i8YqIiIhUFNnZ2dxyyy20bduWffv2AdChQwe6du3KggUL2LJlC2D/3bp9+3Z27NjhPJ4pIp4qVdJdnjRu3Ji4uDiOHz9O9+7dSUpK+t1tWrVqRY8ePXjkkUfYuHEjGzdu5JFHHqFXr160bNnSo+67775LgwYN6Nmz53nFNWLECF577TUWL17MTz/9xLBhwzzeA15SRo4cyRdffEF8fDybN29mzZo1HiMJAF588UVWr17N9u3biYqKom7dukV+93ZoaCg//PADu3bt4tixYxc08Z2IiIhIRbJ+/XpCQkKIjY0FwNfXlxkzZnD11VezcuVKp95TTz3Fvn37aN26tbdCFSkXlHSfQ0BAAJZlYVlWgV7vspA71PzkyZN069atSMntvHnzaNOmDd27d6d79+60bduWuXPnetTJyclhzpw5REVF4evre14xPf300wwePJioqCg6depEYGAg/fr1O682iiI7O5vHH3/cuZHQsmVLZsyY4VHntddeY8SIEVxzzTUkJCSwdOnSIk+I9sgjj9CyZUs6dOhAvXr1WL9+fYkfg4iIiEh5kpaWxp133knnzp2diYdbtGjBhAkTePHFF51HLIODg/nmm2/0DLdIEZn871guD4wxQUBSUlISQUFBHuvS09OJj48nLCyswDBwqRji4uKIiIjgxIkT1KxZs1T3petJREREKoPp06czYsQIZ36doKAghg0bRnR0tFPWsmVLZs2aRefOnb0ZqojXJCcn5765KdiyrOTfq59LD16IiIiIiFRyH330kZNc9+/fnwMHDvDaa6856//whz+wfv16dUKIFIOGl4uH3HeZF7asW7fO2+GJiIiISAnZv3+/83NsbCxNmzZl6NChLFmyhK+//hqw3wwzcuRIvvvuOyXcIsWknm7xkDsTZWEaNWpUhpGcXXh4OOXxsQgRERGRi8HevXu59tprOXbsGL/88gvNmjUjMzOT06dPM3PmTKde69at2bhxIy6Xy4vRipR/SrrFQ+47v0VERESkYjpz5owzUdrQoUNZuXIlfn5+Tpkxhvfff59BgwZ5M0yRCkPDy0VEREREKrgdO3aQkZEB2BOiDRkyhP79+/PXv/4VAD8/P2bOnMlll11GRkaGEm6REqSkW0RERESkgsrJyaFnz560bt2a7t27O+VJSUksXLiQjh07OmVDhgxh9+7d+PlpMKxISVLSLSIiIiJSAW3atImGDRuyYsUKAL788kvi4+Np3bo1CxYsACAjI8OZNE1ESoduY4mIiIiIVCAZGRlERkby0UcfOWVhYWHccMMNtGjRwuNd3J999hnXXXedt0IVqRTU0y0iIiIiUkHMmjWLGjVqOAm3y+XiueeeY//+/cybN4+cnByqVKnC5MmTSUpKonPnzl6OWKTiU0+3iIiIiEg5d/r0afr27cu///1vp+yOO+7gzjvvZOTIkWRnZwMQEhLCjz/+SO3atb0Vqkilo57uPEaNGsWaNWu8su+ZM2cSGBhIVlaWU5aSkkKVKlW46aabPOquW7cOYwy7d+92yl555RV8fX157bXXCrQ9Z84cjDEFllmzZpXeAYmIiIhImZg1axZ16tRxEu4aNWowcuRIzpw5w0MPPcSpU6eoVasWjz32GAkJCUq4RcqYkm63xYsXM3XqVG699VYee+wxTp06Vab7j4iIICUlhW+//dYpW7duHSEhIWzatInTp0875XFxcTRs2JDLL7/cKfvnP//JmDFjePfddwttPygoiISEBI/lvvvuK70DEhEREZFSdfDgQUJCQnjkkUdIT0/HGMODDz5IYGAgU6dOZdWqVVStWpVXX32Vw4cPM2PGDG+HLFIpKel269q1q/PzzJkzadOmTZn2erds2ZKGDRsSFxfnlMXFxfHHP/6R5s2b89VXX3mUR0REOJ/Xrl1LWloaL774IqmpqfznP/8p0L4xhpCQEI+levXqpXpMIiIiIlJ6MjIyOHz4MAB16tRh9OjRzJkzxynz8fHhhx9+YOzYsVSpUsWboYpUapUq6U5NTT3r4uPjeSr27dvHrbfeyqOPPur0emdlZZGamkpaWlqR2j1f4eHhxMbGOp9jY75jc40AACAASURBVGMJDw/n5ptvdsozMjLYsGGDR9I9e/Zs7r33XqpUqcK9997L7Nmzz3vfIiIiInLx27Vrl/M4YlhYGI899hi9e/emRo0aREdHOzOTh4aGkpqa6jEyUkS8o1Il3S6X65xLYf7xj384vd6LFy/G5XLRs2dPjzqhoaFFbu9cwsPDWb9+PVlZWZw6dYrvv/+eLl26cPPNNzs94Bv/n707j86qOtw2fJ8MDAGSyGQY1Ao44IAooiKIEyigFQFbUbAoTrXqTysIWq11VloL1lpnLNaqIIiiDMooVlAGBQEHBosiCDInkARCkvP9ETgfKFXAhJPhvtbKIu8++337sMqSPOx99vnwQ3Jzc6PSnZWVxWuvvUbPnj0B6NmzJyNGjCArK2uXz87MzNwlW0ZGxl7nkyRJUny6devGkUceyVlnnRWN5eXl8dZbb/HNN98AULlyZcaMGcPSpUupUqVKXFEl7cTTy0uRM888k+zsbGbNmsWGDRs4/PDDqVu3LqeffjqXXXYZ2dnZvPvuuxx88ME0atQIgJdffplGjRpx3HHHAdC8eXMaNWrE0KFDueaaa6LPrlGjBh9//HH0+vsr+5IkSSrd5s+fDxAt0iQlJbFmzZro+jnnnMPYsWNJTEyMK6Kk3ahQpXvz5s0/en13q9PXXnstf/nLX6KTxTdv3vyDwvrVV18VS74mTZrQsGFDpkyZwoYNGzj99NOBokc7HHrooUybNo0pU6bs8q+bzz//PJ9++ilJSf///8rCwkIGDx68S+lOSEigSZMmxZJTkiRJJa+goIDp06dHT7KZMWMGZ5xxBtdee230s9+oUaM44ogjePLJJ3f5GVFS6VGhSne1atX+57Xvn1Z+yCGH8Pzzz+/yH6+kpKRdyu2efO7eOvPMM3n33XfZsGEDt956azR++umn88477/Dhhx9yxRVXAEX/2jl79mzefffdXR79sHHjRtq2bcuCBQs45phjii2bJEmS9o8XX3yR3r17U1BQwOrVq6lduzYLFizg008/5frrr6datWr06tULKLrPW1LpVaFK94+ZOHFi9P11113HgAEDqFGjxn7PceaZZ3L99dezbdu2aKUbikr3ddddx5YtW6L7uQcPHsxJJ51E27Ztf/A5rVq1YvDgwQwaNGi/ZZckSdLPs2XLFrp168bYsWOjsccee4wNGzbwj3/8gzAMAXjwwQej0i2pdPPG3u26dOnCzTffzKRJk3jiiSdiKdxQVLpzc3Np0qQJBx54YDR++umns2nTJho3bsxBBx1EXl4e//73v+nWrdtuP6dbt278+9//Ji8vb39FlyRJ0s8wZMgQatWqFRXulJQUrr32Wp566ikef/xxwjAkOTmZyy+/3NVtqQwJdvxrWVkSBEEqkJmZmUlqauou17Zs2cLSpUs59NBDPbFRP5t/niRJUkn77rvvaNGiBStWrAAgCAJ+85vfMHny5OhUcoCzzjqLUaNG7dNTciT9fFlZWaSlpQGkhWGY9VPzd3ClW5IkSYrJ3//+dw466KCocKelpTFy5EiWLFmyS+F+/fXXmTRpkoVbKoO8p1uSJEnaz7744gu6devGZ599BhQ9aebcc88lIyODiy++mLy8PKpWrUq9evX49NNP3XEnlWGWbkmSJGk/uvTSS3nllVei10ceeSTHH3/8LmOdOnXiySef5OCDD44joqRi5PZySZIkaT+aM2cOUHTv9h/+8AfWr1+/S+G++uqrGT16tIVbKifK7Up3WTwgTqWPf44kSdLPVVBQwEcffcRJJ50EwKxZs2jVqhWHHXYYDz74YDSvcuXKjBw5kk6dOsUVVVIJKHcr3cnJyQDk5OTEnETlwY4/Rzv+XEmSJO2NsWPHUrVqVU455RQ2bNgAwIoVK1i4cCGvv/56NK9nz55s2bLFwi2VQ+VupTsxMZH09HRWr14NFD3fMAiCmFOprAnDkJycHFavXk16ejqJiYlxR5IkSWVQ9erV2bZtGwAPP/wwAwYMoEGDBtFYtWrV+Pjjjzn88MPjjCmpBJW70g2QkZEBEBVvaV+lp6dHf54kSZL2xOjRo+nUqRMJCQm0bduWXr16UalSJa677jqgqIj/8Y9/ZPHixbvcyy2pfArK4j2rQRCkApmZmZmkpqb+z3kFBQXRvyJKeys5OdkVbkmStMfWr1/P8ccfz7Jly7j44osZOnQo+fn5HHXUUSxevJjU1FQyMzPjjilpH2VlZZGWlgaQFoZh1p6+b69XuoMgaAvcCrQA6gFdwjB8Y/u1ZOB+oBPQCMgEJgK3hWH47U6f8RVwyPc+ekAYhrftbZ4fk5iYaGmSJElSiXvmmWe48cYbycvLA2D8+PFMmjSJiy66iI0bNwJFP7Bv2rSJGjVqxBlV0n62L9vLqwGfAP8EXvvetRTgBOC+7XMOAB4F3gRO/N7cu4Bnd3q9eR+ySJIkSbH58ssv6dKlC/PnzweKHgN29tlns2HDBtq1axfNa9y4MXPnzqV69epxRZUUk70u3WEYjgPGAT84oCwMw0yg/c5jQRDcCMwMguDgMAyX7XRpUxiGq/Y6sSRJklQKXHHFFQwZMiR63bhxY9q1a8fTTz8djdWsWZPXX3+dtm3bxpBQUmmwPw5SSwNCYOP3xvsHQfBH4BtgOPCXMAzzdvcBQRBUBirvNOSeHEmSJMVi4cKFdOzYkaVLl0Zjd911F1u3bmXAgAHRWNu2bZkyZQoJCeXuKb2S9kKJlu4gCKoADwMvf+9G878BHwMbgJOAh4BDgav+x0fdDvypBKNKkiRJP6qgoIDf/va3DB48mB2HER900EGcf/75vPLKKyxevBiAQw45hIEDB9K1a9c440oqJX7W6eVBEITsdJDa964lU7SCfTBwxo+d7hYEQTdgBFA7DMN1u7m+u5Xu5T91erkkSZJUHCZPnkzHjh2jg9IqV65Mv379GDBgQDRWv359nnjiCTp37hxnVEklZL+dXr4nthfuVylavT5rDwJ9uP3XJsAPSncYhluBrTt9fjEllSRJkn5aSkpKVK5POOEEDjroIO67777oempqKp999tmOH8glKVLsN5jsVLgPA9rtbuV6N47f/uvK4s4jSZIk7Yt33nmHwsJCAE455RR69+7NVVddxWeffcaoUaOieV26dCEzM9PCLWm39uU53dUpWpHe4dAgCJoD64FvKdomfgJwPpAYBEHG9nnrwzDMC4KgFXAKMIWi53i3BAYBb37vdHNJkiRpvwvDkCOPPJJFixbRvXt3XnnlFQDmzJnDnDlzonn169dn5syZNGjQIK6oksqAfVnpPhGYs/0LYOD27+8FGgIXbP91LkUr1zu+Tt0+fytwMfAu8Nn29z0LXLIvvwFJkiSpOAVBQGZmJgBjx47dZXyH++67jxUrVli4Jf2kfXlO97vAj91U/aM3XIdh+DFFK92SJElSqbB06VIWLlxIhw4dAPjggw+4/vrrOfnkk6M5M2bMoFWrVkyYMIH09PS4okoqY3xooCRJkiq03/72tzRq1Ijzzz+fnJwcAIYNG8a4ceO4++67mTx5MgBJSUnMmjXLwi1pr1i6JUmSVCEtXbqUww8/nKeffhooeg73m2++yWmnncbtt98ezXv88cfjiiipHCiRR4ZJkiRJpVVBQQE33HADzzzzTHQ6+UEHHUSrVq3o1atX9Giw9PR0/vGPf3DppZfGGVdSGedKtyRJkiqMyZMnU61aNZ566ikKCwupVKkSAwcOZM2aNbz66qvk5eWRkJBA3759WbdunYVb0s/mSrckSZLKvfz8fC6//HJeeumlaOyoo47i7rvv5pZbbmHLli0AVK5cmc8//5xDDz00rqiSyhlLtyRJksq1V199lWuvvZaNGzcCUKVKFS699FKWLl3Kr3/9awAaNmxI8+bNeeutt+KMKqkcsnRLkiSp3DrmmGP49NNPo9cXXHAB//3vf3n++eejsT59+nDvvfeSkpISR0RJ5ZylW5IkSeXW+vXrAahUqRJ33HEHDzzwQHRQGsC//vUvLrvssrjiSaoAgjAM486w14IgSAUyMzMzSU1NjTuOJEmSSokVK1bw2Wef0b59++j1FVdcwddff82iRYuieRkZGcyfP5/atWvHFVVSGZOVlUVaWhpAWhiGWXv6Pk8vlyRJUrnwwAMP0LBhQzp27BitZk+dOpUJEyZEhTsxMZGnnnqKlStXWrgl7ReWbkmSJJULjRo1Aoqewz1q1CgA2rZtG10/7LDDyMnJ4dprr40ln6SKyXu6JUmSVGY9+uij3HzzzQBccsklTJkyhdzcXDp06AAUnUp+yy23cNRRR3HllVfGGVVSBeU93ZIkSSpzpk+fTrt27cjNzaVv37785S9/YfXq1TRq1Ijs7Gzq1avHt99+G3dMSeWI93RLkiSp3CssLKR37960adOG3NxcACZPnsxDDz1EgwYNyM7OBmDdunVxxpSkiKVbkiRJZcKrr75KnTp1+Oc//0kYhlSpUoXevXuzcuVK/vCHP5Cfn09iYiLnnXceW7dujTuuJAHe0y1JkqRSLi8vjxNPPJH58+dHYx07diQ7O5vnn38+GmvWrBnjxo2jfv36ccSUpN1ypVuSJEml1ogRI6hZs2ZUuJOSknjppZdITk7mvffei+b169ePTz75xMItqdRxpVuSJEmlzpo1azj//POZOXNmNNa6dWtSU1O57rrryMrKIjk5mebNmzNy5EgaNmwYY1pJ+t8s3ZIkSSpV/vznP9O/f//odb169bjkkksYOHBgNHbyySfz3HPPccwxx8QRUZL2mNvLJUmSVKocdthh0fc9e/YkJSVll8J91FFHMW3aNAu3pDLB0i1JkqTYPfHEE9H3Xbp04eqrr+ZXv/oVL730El9++SVQdD/3448/zqeffkpiYmJcUSVpr7i9XJIkSbHZvHkzGRkZZGdn89///pdHHnkEgOHDh7Nx48Zo3hlnnMHEiRMt25LKHFe6JUmSFJtq1aqRkFD0I+k777wTjaempgKQmJjI1KlTmTJlioVbUpnkSrckSZL2qzfeeIMaNWpw9tlnEwQBEydO5KmnnqJu3brRnIULF3LppZcycuTIGJNK0s8XhGEYd4a9FgRBKpCZmZkZ/SuoJEmSSrf8/HxatWrF7NmzqVKlCtnZ2SQkJNCpUyfGjRsHFJXtww8/POakkvRDWVlZpKWlAaSFYZi1p+9ze7kkSZJK3JtvvskBBxzA7NmzAdi2bRtjxoyhQYMGUeEGXNmWVO64vVySJEklZv369Zx33nl8+OGH0Vjr1q3Jycmhc+fO7Nh1efjhh/POO+/wi1/8IqakklQyXOmWJElSiXjggQeoXbt2VLjr1q3Lk08+yfTp05kzZw5hGJKSksKwYcNYuHChhVtSueRKtyRJkorV6tWr6dChA3PmzInGfvWrX3HiiSdyyy23RKvbDRs2ZPHixVSpUiWuqJJU4lzpliRJUrH5/e9/T4MGDaLCXb9+fS6++GLmz59P//79yc3NpXnz5jzyyCN88803Fm5J5Z4r3ZIkSfrZcnNzOfDAA9m0aRNQ9HztPn368PTTTzNs2DAA0tLS+Otf/0rv3r0JgiDOuJK031i6JUmS9LNVrVo1KtL16tWjU6dO/PnPf46uJyQkMHPmTB8HJqnCcXu5JEmS9sno0aOZPHly9Po///kPl112GZs3b2bw4MHReNu2bSkoKLBwS6qQXOmWJEnSXuvWrRsjR46kcuXK5OTkkJCQwODBg3nxxRejOWlpabz33ns0a9YsxqSSFC9XuiVJkrTXTj75ZAC2bdvGkiVLAOjZs2d0/eKLL2bjxo0WbkkVnqVbkiRJPykzM5O+fftGr/v160efPn0488wzady4MQAtW7akX79+fPHFFwwdOjSuqJJUqgQ7npNYlgRBkApkZmZmkpqaGnccSZKkcu3RRx+Nnq/9t7/9jf/7v/9jypQpnH322YRhyFFHHcWnn34ad0xJKlFZWVmkpaUBpIVhmLWn7/OebkmSJO3W2rVr6dSpE7NmzYrGZs6cSdeuXXn99dejsczMzDjiSVKZ4PZySZIk/UCfPn2oV69eVLgzMjLo0aMHI0eOjAp3jRo1eOCBB1i+fHmcUSWpVHOlW5IkSZGvvvqK5s2bR6vXCQkJ3Hbbbbzwwgu89NJL0bxLLrmEf/3rXyQl+eOkJP0YV7olSZIEFB2O1rhx46hw16lTh5EjR/LGG2+wYsUKoKiEjxkzhpdfftnCLUl7wP9SSpIkVXATJkzgsssu47vvvgMgOTmZ7t2788knn9ClSxfCMKROnTq0a9fO1W1J2kv+F1OSJKkC6969O8OGDYten3rqqaSnp/Piiy9GY7/5zW8YOHAgtWrViiOiJJVpbi+XJEmqwFq3bg0UbRu/8847mTdvHmPHjo2uX3rppbzwwgsWbknaR5ZuSZKkCmTz5s30798/en3jjTfSp08fjjvuOO6//342b94MQM2aNZk/f/4uh6dJkvae28slSZIqiAULFnDcccdRWFhIw4YNufHGG8nPz2fQoEEUFhYCEAQBt99+Ow888EDMaSWpfHClW5IkqYJo2rRpdAjatGnTAEhKSiI9PR0oWt1eu3athVuSipGlW5IkqRzr168fH3/8MQCJiYm89dZb9OzZk0aNGkVzFi5cyL333su6deuoWbNmXFElqVwKwjCMO8NeC4IgFcjMzMwkNTU17jiSJEmlzvLly2nevDnr1q0jLS2NjRs3kpOTQ9OmTVm2bBkAa9eu9YA0SdpDWVlZpKWlAaSFYZi1p+9zpVuSJKmcueuuu/jFL37BunXrgKL7tJ999llq1aoVFe4gCJg/f36cMSWpQrB0S5IklRPvvfceDRo04L777qOgoICkpCR69OhB5cqVueaaa9iyZQtBEPDLX/6SvLw8zjjjjLgjS1K55+nlkiRJZVxhYSGdO3dm9OjR0VjLli1p3749Dz74YDR2yCGHMG7cOJo2bRpHTEmqkCzdkiRJZdj777/PhRdeuMtW8oceeohFixbtUrjPOecc3nnnnbhiSlKF5UFqkiRJZVBubi4dO3Zk6tSp0djJJ59MQUEBS5cuZd26dQRBQKdOnbj33ns54YQTYkwrSWXfvh6k5kq3JElSGbNo0SKaNm1KYWEhAGlpadx6663cdddd0diRRx7Jc889R+vWreOMKkkVnivdkiRJZUxBQQHVqlVj69attGnThry8PGbOnBldT0tL49tvvyUlJSXGlJJUvvjIMEmSpHLsjjvuYO7cuQAkJiYyduxYrrjiCj744IOocCckJNC/f382btxo4ZakUsKVbkmSpFKuadOmfPHFF6SlpbFx40YATjvtNN5///1ozjHHHMPMmTOpWrVqXDElqVxzpVuSJKmcateuHVD0aLDc3FwAfv/73wNFp5U/9dRTzJ8/38ItSaWQpVuSJKmUmTlzJldffXX0+u9//zt33303jRo1iop1165deeSRR8jLy+Paa6+NK6ok6Se4vVySJKmUKCwspHv37gwfPhyAESNG0K1bNx588EHuuOMOAM466ywmTZoUZ0xJqpB8ZJgkSVIZNmPGDC644AJWr14NFG0bX7BgAX/84x/5/PPPo3lBEMQVUZK0DyzdkiRJMcrLy6NDhw5MmTIlGjv55JMJw5B77703eu52kyZNGDJkiM/dlqQyxnu6JUmSYjJq1ChSUlKiwl2jRg1eeOEF5s6dy8yZMyksLCQ5OZlBgwaxePFiC7cklUGudEuSJO1nOTk5dO7cmYkTJ0ZjLVu25JprruHmm29m69atAFSvXp2FCxdSv379uKJKkn4mV7olSZL2o3vuuYeaNWtGhbtWrVr07t2bb7/9lquvvpoNGzZw/PHH8/DDD7Np0yYLtySVca50S5Ik7SfHHnssCxYsAIoORLvqqqsYP348zz//PADJycncd9999OnTh6Qkf0yTpPLAlW5JkqT95NxzzwWgWrVq9OnTh8GDB/P1119H1wcNGkT//v0t3JJUjli6JUmSSsjcuXO59tpro9ePPPII9913H1WqVOGRRx6JTiZv3rw5ubm5XH/99XFFlSSVEEu3JElSCXjxxRc5/vjjeeaZZ3jttdcAWL58OX/84x9Zt24dAJUrV2bMmDHMmTOHKlWqxBlXklRCLN2SJEkl4KKLLiIhoehHrf/+978ANGzYkKpVqwJFp5VnZ2fTqVOn2DJKkkqepVuSJKkYFBQU0KFDh+ge7apVqzJmzBhat25NYmJiNG/WrFlMmjSJmTNn7jIuSSqfgjAM9+4NQdAWuBVoAdQDuoRh+MZO1wPgT8A1wAHADOD6MAw/3WnOAcBjwAXbh94EbgzDcOMeZkgFMjMzM0lNTd2r/JIkScVt4sSJdOzYkfz8fBo0aMDy5cv5/PPPOeGEE9iyZQsAW7dupVKlSjEnlSTtq6ysLNLS0gDSwjDM2tP37ctKdzXgE+CG/3G9H3DL9ustgVXAhCAIauw052WgOdBh+1dz4MV9yCJJkhSbLVu20KlTJ9q3b09+fj5Q9Nzt3/3udxx99NFR4a5atSobNmyIM6okKSZ7XbrDMBwXhuGdYRiO/P617avcNwMPhGE4MgzDBUAvIAW4dPucphQV7avCMPwgDMMPgKuB84MgOOJn/F4kSZL2mwEDBnDAAQcwbtw4AA444AB69+7NokWLePLJJwnDkCpVqnD//feTk5PDgQceGHNiSVIcivshkIcCGcD4HQNhGG4NgmAqcCrwNNAKyAzDcMZOcz4MgiBz+5yF3//QIAgqA5V3Gqrx/TmSJEn7w/r162nZsmV0OFoQBFx++eWsXLmS559/Ppp39tln88Ybb1C9evW4okqSSoHiPkgtY/uv331v/LudrmUAq3fz3tU7zfm+24HMnb6W/7yYkiRJe+/vf/87GRkZUeGuWrUqr7zyCgsXLuTtt9+O5t17771MnDjRwi1JKvaV7h2+fzpb8L2x3Z3e9v05O3sIGLjT6xpYvCVJ0n6yYMECzjvvPJYtWwZAQkICPXr0YPLkyfTo0YOCggKqV69O7969GTBggM/cliRFirt0r9r+awawcqfxuvz/1e9VwO5uaqrDD1fIgaIt6sDWHa+Lbh2XJEkqecOHD+fXv/519PrII4/k7LPP5h//+Ec01qlTJ5588kkOPvjgOCJKkkqx4t5evpSiUt1+x0AQBJWA04Hp24c+ANKCIDhppzknA2k7zZEkSSoVOnfuHD1P+8orr2T9+vW7FO7jjjuO0aNHW7glSbu116U7CILqQRA0D4Kg+fahQ7e/Pjgseuj3o8AfgiDoEgTBMcAQIIeix4QRhuHnwNvAs0EQnBIEwSnAs8DoMAx/cIiaJEnS/lRQUECnTp1YsWIFAJUqVWLMmDG0bduWwYMHs3p10dE01apVY9y4ccydO9ddeJKk/yko6sl78YYgOAOYsptLL4RhePn2x4b9CbgWOACYAVy//fFhOz6jJvAYcMH2oTeBG8Iw3LiHGVKBzMzMTFJTU/cqvyRJ0o+pUaMGmzdvpn79+lHxrlevHqtWrYrm9OzZkxdffDGuiJKkGGRlZZGWlgaQFoZh1p6+b1+e0/1uGIbBbr4u3349DMPw7jAM64VhWCUMw9N3Ltzb56wPw7BnGIap27967mnhliRJKknt2rUDID09PRrr27cvAFWqVGHevHkWbknSHivue7olSZLKlEcffZQrr7wyej1y5Ej69u1Lfn5+NNanTx/eeOMNcnNzOfbYY+OIKUkqo/Z6e3lp4PZySZL0c2VlZXHyySfzxRdfADB9+nRatmzJeeedx/jx4wHo1asXQ4YMiTGlJKm02G/byyVJksq6p59+mjp16kSFu3Llyrz//vvUrl07KtwADRs2jCuiJKmccKVbkiRVGIsWLeKcc87h66+/BiAIAnr06MHbb7/N2rVro3nnnnsuI0aMoHr16nFFlSSVMq50S5Ik/Yh+/fpxxBFHRIW7SZMmDB8+nH//+99R4a5ZsyZTp07l7bfftnBLkopFUtwBJEmSStLnn39Ox44do7INcPXVV5Oens7FF18cjR155JEsWLCAxMTEOGJKksopS7ckSSqXCgoK6NSpExMmTGDH7XTHHXcctWvXZtiwYWRlFe0MvOiii7jyyivp0KFDnHElSeWUpVuSJJVLtWrVIjMzEyh6vvbtt9/Oww8/zCeffAJA3bp1efbZZ7ngggvijClJKue8p1uSJJVL5557LgCNGjWiXbt2/OlPfyI3NxeASpUqMXbsWAu3JKnEWbolSVK58OSTT3LVVVdFr4cNG8Ztt93GN998w+jRo6Pxa665hq1bt9KiRYs4YkqSKhi3l0uSpDLvpptu4rHHHgPgyiuvpFWrVowcOZKHH344mtOgQQNmz55NRkZGXDElSRWQK92SJKnMu+OOOwiCgEqVKpGTkwNA165dSUoqWl+4+eabWb58uYVbkrTfWbolSVKZs3TpUo499lg2btwIFB2KNn78eA444ADWr18fzfvoo4/YsGEDgwYNiiuqJKmCs3RLkqQy5b777qNRo0YsWLCANm3aADBixAjOOeccvvvuOy655BIKCgoAaNasGenp6XHGlSRVcN7TLUmSyoQvv/ySDh06sGTJkmjsuOOOo02bNkybNi0aO+SQQ+KIJ0nSblm6JUlSqVZQUMCFF17ImDFjCMMQgGOOOYaGDRsydOhQCgsLAahfvz4vvPAC7dq1izOuJEm7cHu5JEkqtWbPnk1aWhqjR48mDEMqVarEoEGDyM7O5u2336awsJAgCLj11ltZsWKFhVuSVOq40i1Jkkqd/Px8evXqxcsvvxyNHXzwwfz5z3+mb9++LF++HIDk5GQmTZrEaaedFldUSZJ+lCvdkiSpVBk8eDDp6elR4a5WrRr/93//x7p16+jevTvLly+nUaNG/POf/yQvL8/CLUkq1VzpliRJpUa/fv34y1/+Er3u3Lkza9eu5bHHHovG+vbtyz333ENKOlRxWgAAIABJREFUSkocESVJ2ivBjgNJypIgCFKBzMzMTFJTU+OOI0mSisn69eupXbs2iYmJ3HTTTTz22GNs27Ytun7NNdfw9NNPx5hQklRRZWVlkZaWBpAWhmHWnr7P7eWSJCk2K1asoFmzZmzatAmAmjVrMmHCBGrXrs1f//rXqHA3btyYNWvWWLglSWWOpVuSJMUiLy+Pgw8+mPnz53PKKadE4506dWLVqlUAJCYm8swzz7BkyRJq164dV1RJkvaZpVuSJMWiUqVKtGzZEoBmzZpF49dccw1QdFp5dnY2V199dSz5JEkqDt7TLUmS9puuXbtSv359Hn/8cQC2bt3Kr3/9az777DMWL14czfv00085+uij44opSdIP7Os93ZZuSZJU4ubNm8dpp51GVlbRzyiLFy+mevXqnHTSSXzzzTcA3HXXXdxzzz1xxpQk6X/yIDVJklTqFBYWcsUVV9C8efOocDdo0IDnnnuOhg0bRoU7KSmJNm3axBlVkqQSYemWJEkl4uWXXyY1NZUhQ4YQhiFVq1bl5ptvZu3atQwYMICCggISExO588472bZtG+3bt487siRJxS4p7gCSJKl82bJlCx06dGDq1KnRWKdOnTj//PP53e9+F401b96ccePGkZGREUdMSZL2C1e6JUlSsRkxYgS1atWKCndSUhKPPvooiYmJuxTuXr16MWfOHAu3JKnc8yA1SZL0s61atYpTTz2VpUuXRmO//vWvmTZtGqtXr2bbtm0kJyfTr18/brjhBsu2JKnM2deD1NxeLkmSfpaCggIaNGhAYWEhAPXr16d379488MAD7PjH/RYtWvCvf/2Lo446Ks6okiTtd24vlyRJP0tiYiKtW7cGiu7dTklJ4f77748Kd/369Zk6daqFW5JUIVm6JUnSXrv00ku5/vrro9dTpkzhoosuYuzYsSxZsgSA5ORkXn75ZVasWEG1atXiiipJUqzcXi5JkvbK6aefznvvvQdAnz59aNSoETfffDMjRoyI5px11lmMHz+exMTEuGJKklQquNItSZL2yjPPPAPAgQceSKVKlQAYNGgQQRCQmJjIqFGjmDRpkoVbkiQs3ZIk6Se89tpr/OIXvyAvLw+AI444gmHDhrFp0ya++eYboOjRYMuWLSM/P58LLrggzriSJJUqlm5JkrRbeXl5dOzYkYsuuoivv/6ac845B4Bbb72Viy++mJycHM4444xofsOGDWNKKklS6eU93ZIk6QfefPNNevTowebNm4GiE8rbtm1LgwYN+Pbbb6N5F154YVwRJUkqE4Idj/MoS4IgSAUyMzMzSU1NjTuOJEnlxvr16znppJP48ssvo7GuXbvy8ccf89VXX0Vjp556KsOHD6d+/foxpJQkaf/LysoiLS0NIC0Mw6w9fZ/byyVJEgDPPfccderUiQp33bp1GTFiBOPGjYsKd5UqVRg+fDjTpk2zcEuStAfcXi5JUgW3atUqOnbsyNy5c6Oxc889lzPPPJOePXuyZcsWoOi08i+++IL09PS4okqSVOa40i1JUjn0+9//nsmTJ//kvMsvv5wGDRpEhbtRo0Z0796dyZMnc9ttt7FlyxbOPvtsZs+ezapVqyzckiTtJUu3JEnlzOuvv86jjz7K2WefzXXXXcemTZvIzs4mCAKCICA7OxuAdu3a8cILL1BYWEhiYiL9+/cnOzuboUOHsm3bNpKSknj++eeZMGECLVq0iPl3JUlS2eRBapIklTObNm3a5e/HGjVqcNttt3HHHXcAMHr0aCZOnMgNN9xAkyZNqF27Nueffz5DhgyJ3pOQkMDQoUP51a9+tb/jS5JUKu3rQWqWbkmSyqEgCH5yzmWXXcZhhx3GPffcQ0FBQTTeuXNn3njjjZKMJ0lSmWPpliRJkT0p3d+XlpbGe++9R7NmzUogkSRJZZuPDJMkSfusY8eObNy40cItSVIxs3RLkiTGjh0bdwRJksolS7ckSeWMBVqSpNLD0i1JUjmRn59Pt27dOO+886KxqlWrxphIkiRZuiVJKgeGDBlCWloaI0eOBKBy5cq0adOG3NzcmJNJklSxJcUdQJIk7bu8vDzOOusspk2bFo396le/onr16vzzn//c48/ZtGkTNWrUKImIkiRVaK50S5JURo0ePZpatWpFhTspKYkHH3yQBQsW7FK4a9SowdFHH82FF15I69atycjIoHbt2rt81sSJE/drdkmSKgqf0y1JUhmzefNmWrduzbx586Kx9u3bM3XqVPLy8gCoW7cuAwcO5LvvvuOiiy7i4IMP3uUzli1bxuuvv86xxx7LW2+9xaBBg/br70GSpLJmX5/TbemWJKkMycvLIyUlhYKCAgDq1KnDCSecwDvvvBPN+c1vfsOgQYOoWbNmXDElSSp39rV0u71ckqQypFKlShx++OEAHH/88WRnZ+9SuM8991xeeOEFC7ckSaWEB6lJklTKDRgwgMTERPr27QvAjBkzaNasGXPmzInm1K1bl+nTp9O4ceO4YkqSpN1wpVuSpFLsl7/8Jbfddhv9+vVj7dq1ALRr146vvvoKgCAIuPPOO/nuu+8s3JIklUKWbkmSSrEdq9uVK1dm5cqVAEyaNAmA9PR0vv32W+67777Y8kmSpB9n6ZYkqRRZtWoVHTt2pLCwEIDTTz+dSy65hPz8/Og52tWrVyc3N5cNGzaQkZERZ1xJkvQTLN2SJJUSjzzyCPXq1ePtt9+me/fubN68mTPOOINXXnmF/Px8mjdvHs2tUqVKjEklSdKe8iA1SZJitnbtWjp06MBHH30Uja1YsYI6deqwZcsWoOje7T//+c9xRZQkSfvIlW5JkmLUt29f6tevHxXuevXqUalSJaZPn86WLVsIgoDf/va35OXlcc0118ScVpIk7S1XuiVJisHq1as59thjWb16NQAJCQn06NGDl156Kbqf++CDD+btt9+madOmcUaVJEk/gyvdkiTtZwMHDqRBgwZR4U5NTaVr1668+OKLuxyg9vXXX1u4JUkq4yzdkiTtJ4sWLeKwww6jT58+5Ofnk5iYSO3atdm8eTMjRowgCAJuuOEGNmzYwLvvvht3XEmSVAws3ZIk7Qf3338/RxxxBEuWLAGKto4HQcDatWspLCzkgAMO4P333+fvf/876enpMaeVJEnFxdItSdJ+0K5du+j7evXqsWzZMvLz84Gi7eXz5s3j1FNPjSueJEkqIZZuSZJKyEMPPRTdo33KKadExXvlypVA0eFpjzzyCJmZmTRs2DC2nJIkqeR4erkkScVs27Zt1K5dm6ysLObOncuwYcPYuHEjEydOjOYcc8wxzJw5k6pVq8aYVJIklTRXuiVJKmbJyclRmf74448BSE9P54QTTiAIAh577DHmz59v4ZYkqQIo9tIdBMFXQRCEu/n6x/br7+7m2tDiziFJ0v704YcfMmrUqOj18OHDSUpK4oADDojGZsyYQV5eHjfeeGMcESVJUgxKYqW7JVBvp6/228eH7zTn2e/NubYEckiStF906dKFVq1a0a1bN3Jycvjb3/7G6aefTn5+PrNmzWLevHkAJCUlkZTknV2SJFUkxf43fxiGa3Z+HQTBbcCXwNSdhnPCMFxV3P/bkiTtTwsWLKBDhw6sWLECgMLCQpo2bcqyZcuiOaeeeirNmjWLK6IkSYpZid7THQRBJaAn8HwYhuFOl3oEQbA2CIJPgyB4JAiCGiWZQ5Kk4lRQUMAVV1xBs2bNosJdpUoVwjCMCnfTpk356quvmDZtWpxRJUlSzEp6j9uFQDowZKexl4ClwCrgGOAh4Dj+/zb0HwiCoDJQeachS7okKRbvvvsuHTp0YOvWrUBR2a5bt25UthMSEhg4cCA33XRTnDElSVIpEey6AF3MHx4E7wB5YRj+8kfmtABmAy3CMPz4f8y5G/jT98czMzNJTU0tprSSJP1vhYWFXHvttTz33HPRWMOGDdm0aROZmZkAVK9enTlz5tCkSZO4YkqSpBKSlZVFWloaQFoYhll7+r4S214eBMEhQDvguZ+Y+jGwDTjsR+Y8BKTt9NWwODJKkrQnJkyYQEZGRlS4dxyGtnz5cjIzMznhhBOYNWsWmzZtsnBLkqRdlOT28iuA1cCYn5h3NJAMrPxfE8Iw3Aps3fE6CILiyCdJ0k867bTTeP/996PX1apVIzs7O3o9YMAAbrnlFk8llyRJu1UiPyEEQZBAUel+IQzD/J3GGwM9gLHAWuAo4K/AHMCTZiRJpc6XX34JFP2DbxiGUeEOgoCHHnqIfv36xRlPkiSVciW1vbwdcDDw/PfG84CzgXeAhcBjwHigXRiGBSWURZKkPZaXl8fcuXOj16NGjSIhIYGdz0Bp1aoVeXl59O/fP46IkiSpDCnRg9RKShAEqUCmB6lJkorTa6+9Rvfu3QnDkE2bNlG1alUyMjL47rvvAKhcuTKjRo3i3HPPjTmpJEna30rdQWqSJJU1W7duJT8/n4KCAp544gkAZs+eTRAEnHjiieTm5lq4JUnSXnGlW5JUoc2ePZsTTzwxel27dm3WrVtHVlYWNWrUiDGZJEkqTVzpliRpL+Tm5nLUUUfRsmVLfv/73/P5559Tv3591q1bB8Bxxx0Xc0JJklQeuNItSapw3nzzTS699NLoJPJKlSqxbdu26LC0lJQUZs6cydFHHx1nTEmSVIq40i1J0k/YvHkz55xzDp07d97lWdt5eXmEYUiVKlUYMmQI2dnZFm5JklQsLN2SpAph4MCBpKWlMWHCBACqV6++y/Wzzz6bdevW0atXrzjiSZKkcsrSLUkq13JycjjrrLPo06cPhYWFANStW5fNmzdHc+655x4mTpxISkpKXDElSVI5ZemWJJVbL730ErVq1WLKlCm7jK9evZrq1avzj3/8g4KCAu66666YEkqSpPIuKe4AkiQVtzVr1tCiRQu++eab3V5v3rw5b775JgcddNB+TiZJkioaS7ckqdx5//33o8IdBAE7P6mjWbNmzJo1i6Qk/wqUJEklz+3lkqRyYevWrdH3Xbp04YADDgCICnf16tX58MMP+eSTTyzckiRpv7F0S5LKvP79+1O1alX69u0LFK10b9iwIbr+m9/8hk2bNnHyySfHFVGSJFVQwc5b7sqKIAhSgczMzExSU1PjjiNJillqaiqbNm0iMTGRvLw8EhISaNSoEStXrmTGjBk0a9Ys7oiSJKmMy8rKIi0tDSAtDMOsPX2fK92SpDIpOzs7+r5Pnz4AnHLKKSQkFP3V9t///pfc3FwLtyRJipWlW5JUpixdupQ6depQu3ZttmzZQo8ePbj77rsBmDZtGjk5OfEGlCRJ2oknyUiSyoyBAwdy6623UlhYCEBaWhp5eXlA0Snlt912GykpKXFGlCRJ2oWlW5JU6n377be0b9+ezz77bJfxHYW7a9euvPLKK1SqVCmOeJIkSf+T28slSaVa7969adCgQVS4d9yzDVCtWjX+85//8Nprr1m4JUlSqeRKtySpVFq2bBnt2rVj8eLFu4zv2FretGlT5s2b5zO3JUlSqeZKtySp1Lnnnns49NBDf1C4Abp37853333HZ599ZuGWJEmlnj+tSJJKjY8++ogzzjiDzZs3/+BaQkICo0aN4vzzz48hmSRJ0r6xdEuSSo1OnTrttnBXrlyZ//znP7Rs2TKGVJIkSfvO7eWSpFLj1ltv/cHYTTfdxJYtWyzckiSpTArCMIw7w14LgiAVyMzMzCQ1NTXuOJKkffTLX/6S999/n3Xr1pGQkEBKSgq5ubkANGjQgNmzZ5ORkRFzSkmSJMjKyiItLQ0gLQzDrD19nyvdkqRYDBs2jNGjR7Nx40YuvvhiAKZOnUpCQgI33XQTy5cvt3BLkqQyz5VuSVIsNm7cSK1atSgsLGTlypUWbEmSVKq50i1JKtUmTJhASkoKgwYN4tVXXyUjIyN65nbPnj1jTidJklQyXOmWJJWowsJCrrnmGgYPHrzb602aNOHzzz/3mduSJKlUc6VbklTqzJo1i4yMjN0W7gYNGjBnzhwWL15s4ZYkSeWWpVuSVOwKCgo49dRTOemkk1izZs0Prvfr14/ly5fTvHnzGNJJkiTtPy4tSJKK1bRp0zj33HPJzs4GIAgCdtzKlJyczOTJk2nTpk2cESVJkvYbV7olScUiPz+fSy65hDZt2kSFGyAMQxo3bszkyZPJy8uzcEuSpArF0i1J+tlefvllatSowdChQ39wrXfv3sybN48zzzwzhmSSJEnxcnu5JOln+fzzz+nRo8dur/32t7/lySef3M+JJEmSSg9LtyTpZznooINITEykoKAgGmvSpAmzZ8/e8VgNSZKkCsvt5ZKkvZKbm8sxxxzD3/72NwCefvrpqHAnJCTwzDPPsHjxYgu3JEkSEOw4UbYsCYIgFcjMzMwkNTU17jiSVKHUr1+flStXkpCQwMaNG6lRowb16tWjcuXKfPHFF1SpUiXuiJIkScUuKytrx6JCWhiGWXv6PreXS5L2yuGHH87KlSupU6cOKSkpAKxcuTLmVJIkSaWT28slST9q0KBBNG3alFWrVtG8eXOmTp0KwOrVq0lMTIw5nSRJUunmSrckabdycnJo27YtH330EQD16tWLriUnJzNmzJi4okmSJJUZrnRLkn7glVdeoVatWlHh3iEpKYkHH3yQvLw82rdvH1M6SZKkssOVbklSZM2aNbRq1Yovv/zyB9cOO+ww3nvvPTIyMmJIJkmSVDa50i1JAuCFF17gwAMP/EHhTkhIoFevXixatMjCLUmStJdc6ZakCm7jxo106NCBGTNm7DKenJzMnXfeyW233UalSpViSidJklS2WbolqQK7/fbb+etf/8q2bdt2GU9JSWHWrFkcddRRMSWTJEkqHyzdklRBnXnmmbz77rs/GK9fvz6LFi2iWrVq+z+UJElSOeM93ZJUQVWtWnWX18nJyYwYMYIVK1ZYuCVJkoqJpVuSKoilS5fSsWPH6PX48eOj78866yxyc3Pp1q1bHNEkSZLKLUu3JFUAixcvplGjRrz99ttcddVVALz66qskJyfz1ltvMWnSJBITE2NOKUmSVP54T7ckVQArV66Mvq9cuTIAXbt2JS8vL65IkiRJFYKlW5LKqauuuooOHTrwwQcfMGjQoGi8du3aMaaSJEmqWIIwDOPOsNeCIEgFMjMzM0lNTY07jiSVKl9//TXHH388GzZs2GU8CAIuvvhiXnnllZiSSZIklV1ZWVmkpaUBpIVhmLWn7/OebkkqR+6++24aNWr0g8Ldpk0b1q9fb+GWJEnaz9xeLknlwEcffUTnzp1ZsWLFLuMJCQkMGzaMiy66KKZkkiRJFZulW5LKuCuuuIIhQ4bsMhYEAXXr1mXJkiVUr149nmCSJElye7kklVULFy7kkEMO+UHhbteuHUuWLGHVqlUWbkmSpJhZuiWpDOrRowdNmzZl2bJlu4w/9dRTjB8/nkaNGsWUTJIkSTtze7kklSF5eXmkp6eTm5u7y3hiYiJDhw713m1JkqRSxtItSWXIRx999IPC3a1bN0aMGBFTIkmSJP0YS7cklXITJkwgPz+fjh078uyzz0bjNWrUYPr06RxzzDExppMkSdKPCcIwjDvDXguCIBXIzMzMJDU1Ne44klRiLrvsMv7973+TnJxMTk4OSUlJ1K1bl9atW/P666/HHU+SJKnCyMrKIi0tDSAtDMOsPX2fK92SVErl5+fzzjvvRN9/8skntGjRgtWrV8ecTJIkSXvK08slqRQpKCjg3nvv5b333uPAAw9kzZo1ACQlJdGiRYuY00mSJGlvudItSaXEmDFjuPDCC8nPz99lvHbt2ixcuDCmVJIkSfo5XOmWpJjl5+dzySWXcP755+9SuNPT0xk/fjxr1qyhZs2aMSaUJEnSvrJ0S1KMhg8fTu3atRk6dOgu4127dmXNmjW0b98+pmSSJEkqDm4vl6QY5Ofn07JlS+bOnbvLeHJyMkOGDOHSSy+NKZkkSZKKkyvdkrSfTZgwgfT09F0Kd3p6OsOHD2fr1q0WbkmSpHLElW5J2k9yc3Pp0qVL9BiwHQ455BA+/vhj79uWJEkqh1zplqT9YMiQIVSrVu0Hhbtjx4589dVXFm5JkqRyypVuSSph+fn5/OEPfyAMw2isTp06zJgxg0MPPTTGZJIkSSpprnRLUgn54IMPou9XrVoVff/HP/6R1atXW7glSZIqgGIv3UEQ3B0EQfi9r1U7XQ+2z/k2CILcIAjeDYLg6OLOIUlxycvL49BDD+XUU0/l3nvvJSkpib/85S/UrFmTVatWce+998YdUZIkSftJSa10fwrU2+nr2J2u9QNuAW4AWgKrgAlBENQooSyStF/df//9fPXVVwA8+eSTAPTp04d169Zx4IEHxphMkiRJ+1tJ3dOdH4bhqu8PBkEQADcDD4RhOHL7WC/gO+BS4OkSyiNJJWrNmjV8/fXX9O/fn8mTJ0fj//znP2NMJUmSpLiV1Er3Ydu3jy8NgmBoEASNto8fCmQA43dMDMNwKzAVOLWEskhSifrTn/5E3bp1admyZVS4K1WqxLPPPkuHDh1iTidJkqQ4lcRK9wzgN8Ai4EDgTmD69vu2M7bP+e577/kOOOR/fWAQBJWByjsNuRVdUuw2btzIaaedxoIFC3YZv+GGG/jb3/5GQoJnVUqSJFV0xV66wzAct9PL+UEQfAB8CfQCPtwx7XtvC3YztrPbgT8VW0hJ+pmeeOIJbrrpJvLz86OxqlWrMmfOHI444ogYk0mSJKk0KfFlmDAMs4H5wGEUHZoG/3/Fe4e6/HD1e2cPAWk7fTUs5piStEeWLVtGzZo1uf7666PCnZiYyFlnnUVOTo6FW5IkSbso8dK9fWt4U2AlsJSi4t1+p+uVgNOB6f/rM8Iw3BqGYdaOL2BTyaaWpB969NFHOeSQQ9iwYUM0dtlll7FhwwYmTZoUYzJJkiSVVsW+vTwIgkeAt4BlFK1g3wmkAi+EYRgGQfAo8IcgCBYDi4E/ADnAy8WdRZKKw4oVK2jTpk30GLAdpk+fTqtWreIJJUmSpDKhJA5Sawi8AtQG1lB0H/cpYRh+vf36n4GqwBPAARQdvHZOGIauXksqda6++mqee+65XcZq1KjBZ599RsOG3ukiSZKkHxeE4Y+dX1Y6BUGQCmRmZmaSmpoadxxJ5dTDDz/M7bffvsvYoEGDuPnmm2NKJEmSpLhkZWWRlpYGkLb9tuc9UhIr3ZJUpuXk5JCSksLEiROjscaNGzN//nyqVq0aYzJJkiSVNT5EVpK2mzdvHtWrV6du3boUFhYyceJEDjzwQB5//HGWLFli4ZYkSdJec6VbkoAvv/ySFi1aRI8Be+yxx7j55ptZtWrVT7xTkvT/2rv36KjKe+Hj3ycBEhACCiKCIlSootB6wytegYqysATbQ2+rreA5ir4vJdb1Fs+ptme5pNXTeoJaxVoVj63HrhYHS09TLbiwipwiUBWQYqVSRAyXWpMQgUCy3z9mMk1CxIAz2TPJ97PWXmSefclvz8Pek988ly1J+nC2dEvq1Gpra7n77rs5+eST0wn3EUcc4bhtSZIkZYQt3ZI6rUsvvZSlS5emX4cQuOCCC3jhhRfiC0qSJEkdikm3pE5nw4YNfOpTn6Kuri5ddsopp1BRUcHgwYNjjEySJEkdjd3LJXUq1113HSeffHKzhPs73/kO69atM+GWJElSxtnSLalTWLJkCRMmTEiP2wbo0aMH69atY8iQIfEFJkmSpA7Nlm5JHVpDQwNjxoxh3LhxzSZKe/HFF6mtrTXhliRJUlbZ0i2pw1q2bBkXX3wx9fX16bKTTz6ZNWvW0KWLtz9JkiRlny3dkjqc+vp6hg4dypgxY5ol3HPmzGH9+vUm3JIkSWo3/uUpqUOprKxkyJAh7N27N132yU9+ktdff53CwsIYI5MkSVJnZEu3pA6luLi4WcL99NNPs2HDBhNuSZIkxcKkW1Leu/POOykqKuLRRx+lT58+zJw5k9GjRxNFEVdddVXc4UmSJKkTC1EUxR3DIQshlABVVVVVlJSUxB2OpBhdeumlLF26FICuXbs2e/62JEmSlCnV1dX07t0boHcURdVt3c8x3ZJySllZGZMmTWLNmjWUlpYycOBAFi5cCMDkyZPZunUriUSCXr16MWvWLGpqatL7/sd//EdcYUuSJEmtsqVbUs5IJBJMmTIl/XrIkCHceuutTJ8+HYCHH36Y2267jXfeeafZfkcddRQvvfQSJ510UrvGK0mSpM7jcFu6Tbol5YyampoDrumuXbuyb9++D91n3rx5XHfdddkOTZIkSZ2cSbekDiGEcEjb5+M9TJIkSfnncJNuZy+XJEmSJClLTLolSZIkScoSk25JkiRJkrLEpFtSzvjFL35xyPs0fWSYJEmSlGtMuiXlhG984xv80z/9U7OyXr16NXsMWP/+/enXr1+zbRYvXtwu8UmSJEmHo0vcAUgSNE+e+/fvz+zZs7n66qsZPHhws+02b95MIpFg1KhRLFq0iNLS0vYOVZIkSWozHxkmKRY7duzg9NNPZ9++fWzbto39+/czcOBAHnzwQRNpSZIk5ZzDfWSYLd2S2t2mTZsYNmwY9fX1ANxzzz3MnDmT7du3xxyZJEmSlFmO6ZbUbnbv3s2Pf/xjPvnJT6YT7u7du3PjjTfGHJkkSZKUHbZ0S8q6+vp6LrnkEl588cV0WQiB8847j2XLlsUYmSRJkpRdtnRLyqqlS5fSvXv3Zgn3iSeeyMaNG024JUmS1OGZdEvKil27djF+/HguvfRS9u3bly6/6aabePPNNxk6dGiM0UmSJEntw+7lkjLu3/7t35gzZ06zsq5du/L8889z3nnnxRSVJEmS1P5MuiVlzObNm7nsssvYuHFjuuyII45gwYIFXH755TFGJkmSJMXD7uWSPrb6+npuuukmTjjhhGYJ9ymnnMK7775rwi1JkqROy5ZuSR8GYYhwAAAgAElEQVTLr371Kz73uc81G7cNcNVVV/H000/HFJUkSZKUG0y6JX0s1113XbOEu2/fvrz88stOlCZJkiRh93JJh2Ht2rUAVFZWUllZmS4vKytj586dJtySJElSikm3pDbbvn07xxxzDKNGjaKiooIBAwZQWlpKjx49+POf/8zdd98dd4iSJElSTjHpltRmL7zwAtu3bwdg9uzZADz11FPU1tYybNiwOEOTJEmScpJJt6SDev7553nnnXe46aab+NznPpcunz9/fnxBSZIkSXnCidQktWr//v1ccMEFrFixgsLCQurr69Pr/vmf/5nTTz89xugkSZKk/GBLt6QDJBIJjjzySFasWAGQTrgvuugiampq+PGPfxxneJIkSVLesKVbUto777zD5MmTWblyZbPyEAL//d//zdSpU2OKTJIkScpPJt2SALjxxhu5//77Dyjv06cPf/7zn+nXr18MUUmSJEn5ze7lUie3fv16PvGJTxyQcJ911lm89tpr/P3vfzfhliRJkg6TSbfUSdXX13P11Vdz6qmn8tZbbzVbN2fOHJYvX86oUaNiik6SJEnqGOxeLnVCK1as4IILLmD//v0HrLv11lu55ZZbYohKkiRJ6nhMuqVOaPjw4Qck3Keeeiovv/wy3bt3jykqSZIkqeOxe7nUScyePZvKykoALrnkknR5QUEBjz76KGvXrjXhliRJkjIsRFEUdwyHLIRQAlRVVVVRUlISdzhSzhs0aBBbt27lhBNOYNOmTezatYuSkhKOPfZYNm7cSHFxcdwhSpIkSTmturqa3r17A/SOoqi6rfvZvVzqBHr06AEkbxQNDQ307NmTuro6unTxFiBJkiRlk93LpQ7oiSeeYObMmdTV1TFhwgTefPNNIDljeUFB8rI34ZYkSZKyz7+6pQ7kgw8+YMyYMfzxj38E4KGHHmLPnj0AhBC488474wxPkiRJ6nRs6ZY6iJ/85Cf07ds3nXAD6YT7q1/9KnV1dVx//fVxhSdJkiR1SrZ0S3lu7dq1TJw4kc2bNx+wrm/fvlRUVDB69OgYIpMkSZJkS7eUpxoaGpgxYwajRo1qNeE++eSTqaysNOGWJEmSYmTSLeWh5cuXM3DgQObNm3fAusmTJ/PGG2+wfv16J0uTJEmSYuZf5FIe2b17N+effz6vvPLKAeuKioqYP38+U6dOJYQQQ3SSJEmSWjLplvJInz59qKurO6C8sLCQn//853z2s5+NISpJkiRJH8bu5VIeufDCCw8omzhxIvv37zfhliRJknKQLd1SDvvyl78MwM9+9jMAlixZkl7Xo0cPlixZwrnnnhtLbJIkSZI+mi3dUo6aMGECTzzxBE888QSvvfYaQHom8vPPP5/a2loTbkmSJCnHmXRLOeqRRx4BoGvXrvTu3RuAFStW8Oqrr7Js2bI4Q5MkSZLURibdUo4oLy+nb9++7Nq1i8rKSk477TQA9u3bx/r169PbfepTn4orREmSJEmHyDHdUszee+89xo8fz+rVqwEYMWIElZWV7N+/H0i2dB955JFxhihJkiTpMNnSLcXorrvu4phjjkkn3ABbtmxh//79FBYW8q//+q/U1dVxzjnnxBilJEmSpMNlS7cUg2XLlnHFFVdQU1MDQAiBKIrS60eOHMkzzzzDwIED4wpRkiRJUgbY0i21o4aGBqZNm8aYMWPSCfdRRx3VLOGePHkya9asMeGWJEmSOgCTbqmdVFRU0LdvXx599NF0WVFREe+99x4hBL72ta+xdu1aEolEjFFKkiRJyiS7l0tZtmPHDs4++2w2bdqULmvsTr53715OPPFE5s+fz5gxY+ILUpIkSVJWmHRLWTZu3Lh0wt2tWzfq6urS3cl79OjBsmXLOOaYY2KMUJIkSVK22L1cyrLFixdTUFBACIG6urp0+Y033khtba0JtyRJktSBmXRLGVRfX8/48eMpLi5m9+7dAHz/+9+noaEh3bo9aNAg3n33Xe677744Q5UkSZLUDjKedIcQbgkhvBxCqAkhbA8hLAwhnNRim6UhhKjF8mSmY5Ha20svvcTixYvZu3cvV1xxBQBlZWXp9TNnzmTLli0MGDAgrhAlSZIktaPQ9FFFGTlgCL8FngReJjlm/A5gFHBKFEW1qW2WAm8AtzXZdXcURVVt/B0lQFVVVRUlJSUZjF46dHv27KG4uDj9evTo0axZs4YNGzZwwgknADBv3jwmT55ssi1JkiTlqerqanr37g3QO4qi6rbul/GW7iiKJkRRND+KonVRFL0KXAMMBs5ssekHURRVNlnalHBLueSWW26hR48eXH/99QCsWrWK1atXs3fvXs4555z0dtdff70JtyRJktQJtcfs5b1T/77XovzLIYSvANuACuDfoyiqae0AIYQioKhJUa+MRykdgs2bN3PllVeybt06AB566CHq6uqYP39+eux2pnuRSJIkSco/WZ1ILYQQgLuBF6MoWttk1c+ALwKXALcDVwNPHeRQtwBVTZYt2YhX+ij19fXcfPPNDB06NJ1wFxcXU1xczKOPPkoURfTo0YNbb72Vbdu2xRytJEmSpLhlfEx3s4OH8CNgIjAmiqIPTZRDCGcCK4Ezoyha3cr61lq6tzimW+0pkUjwhS98If3Yr65du9K/f3/eeeed9DYTJkwgkUg0G+MtSZIkKf/lzJjuRiGEe4GrgEsPlnCnrAb2AcNbWxlF0d4oiqobF6DVbuhSNtTV1VFaWsqUKVPSCfcZZ5zBeeed1yzhvu+++6ioqDDhliRJkpSW8THdqS7l9wKlwCVRFL3Vht1OBboC72Y6Hunj+K//+i9mzJjBBx98ACRbt4cNG8aGDRuora2luLiYMWPGkEgk6NmzZ8zRSpIkSco12ZhI7UfAl4DPAjUhhMYpm6uiKNodQjgR+DLwG2AncArwQ+CPwLIsxCMdso0bN3L++eezffv2dNnZZ5/NihUrWL9+PQAXXnghDz/8MMOHt9pBQ5IkSZKy0r18BskZy5eSbLluXKam1tcBY4FngA3APcCzwLgoiuqzEI8EQFlZGc8991ybtn3zzTfTCXe/fv0YNmwYK1asSK8/5ZRTWLp0qQm3JEmSpIPK6kRq2RJCKAGqnEhNbZVIJJgyZQqQfGb2XXfdRUFBQbpL+K5du9i0aROnnnpqep/LL7+cbdu2sWbNGhoaGgAoLCzkBz/4AbNmzWr/k5AkSZIUm5ybSE3KJePGjUv/PG/ePAYNGsTcuXPTZaeffjojR47khhtuSJetX7+eV199NZ1wn3XWWXzwwQcm3JIkSZLazJZudRrJOf4OrrCwkGeffZZFixaxcOFCNm3aRAiBX/7yl+mWckmSJEmdz+G2dGdjIjUpb9XX1zN27FgAfvGLX3DPPffw3HPP0aWLl4okSZKkQ2dLtzqNtrR0N1VdXU2vXr2yFI0kSZKkfOKYbinDTLglSZIkfVwm3erw6uvrHY8tSZIkKRYm3erQHn/8cYqKikgkEumywYMHxxiRJEmSpM7EpFsdUnV1NZdeeilf/epXqa+vB+DYY4/l1ltvZc+ePTFHJ0mSJKmzMOlWh/Ptb3+bo48+mqVLlwLQu3dvZsyYwfDhw7n99tvZvn17m45TU1OTxSglSZIkdQY+B0kdRn19Pf369eP9998HoKCggOuvv55f/epXPPDAA+myhoYGjj76aPr378/w4cPZsWMHGzduZP/+/ezcuTN9vMWLF1NaWhrLuUiSJEnqGEy61WEUFhZSUJDsvNGvXz+uueYafvjDH9LQ0JDe5plnnmHdunWUlpYeMLZ78+bNJBIJRo0axaJFi0y4JUmSJH1sPqdbee2JJ56gZ8+eXHXVVQCsX7+eO++8k1//+tf87W9/S283bNgw1qxZQ3FxcVyhSpIkScpjh/ucblu6lbeuuOIKfvvb39KtWzd2795NQUEB8+fP57HHHktvU1xczMKFC7n88stjjFSSJElSZ+VEaspbkyZNAqChoYG//OUvAEydOjW9fsKECezevduEW5IkSVJsTLqVN9auXcvnP//59OsbbriBO+64g7POOis9PvuMM87gpptu4tVXX6WioiKuUCVJkiQJcEy38kBDQwPXXnstjz76KADf//73+da3vsVTTz3F1VdfDcCIESN4/fXX4wxTkiRJUgfmmG51SMuXL6e0tJRt27aly3bs2MGFF17Iiy++mC7bu3dvHOFJkiRJ0kGZdCsn7d69m4svvpiXX345XTZ69Gj69OlDeXk59fX1ABx99NHMmTOHa6+9Nq5QJUmSJOlDOaZbOeenP/0pPXv2TCfcJSUl/PSnP2X9+vX87ne/o76+noKCAm6++WYqKytNuCVJkiTlLFu6lTMqKyuZOHEiq1evTpddcMEFTJs2jVmzZrFr1y4AioqKWLVqFaeeempcoUqSJElSm9jSrZzwxS9+keOOOy6dcB9//PFce+21bNiwgenTp7Nz505GjhzJ9773Pfbs2WPCLUmSJCkv2NKt2A0fPpw333wTgMLCQm6++WYef/xxfvKTnwDQpUsXbr/9dr75zW/StWvXOEOVJEmSpENiS7diN3v2bAAGDBjAtGnTuOuuu9i6dSsAIQTKy8uZPXu2CbckSZKkvGPSrXZXXl7OOeeck349ffp0HnzwQd5//30eeughGp8df9FFF1FXV8eNN94YV6iSJEmS9LGYdKtdPfzww5SVlbFixQruvPNOIDmB2nXXXceePXuA5GzlL7/8Ms8//zxdujgCQpIkSVL+MulWu5o2bRrFxcUUFRUxcuRIINmt/KijjgJgypQpVFVVcdZZZ8UZpiRJkiRlhEm3suqFF16gb9++LFu2DEiO0X7llVcoKSnh6aefTm+3YcMG3n77bRYsWBBXqJIkSZKUcaFx/Gw+CSGUAFVVVVWUlJTEHY5a0dDQwLRp03jssccA6NWrF9XV1Tz22GNcc8016XHbO3fupG/fvnGGKkmSJEkfqbq6mt69ewP0jqKouq37OWBWGVdRUcEXv/hFqqqqgGTr9vTp0/n0pz/Na6+9lt5u2LBhjf9pJUmSJKlDMulWxuzYsYOzzz6bTZs2pcuuvPJKtm/fTnl5ebpsyJAhLFiwgDPOOCOGKCVJkiSp/TimWxlx7733MmDAgHTC3a9fPxYsWMC6detYuXIlAAUFBcyZM4e33nrLhFuSJElSp2BLt1pVVlbGpEmTuOyyyw663caNG7nyyit544030mWXX345EyZM4Otf/zo1NTUA9OzZk5UrV3LSSSdlNW5JkiRJyiW2dOsAiUSC8vJyxo4dy4wZM6ipqaG2tpYQAiEEamtrqa+vZ/z48QwbNiydcI8YMYKvfe1rPPvss5SVlVFTU8N5553HypUrqampMeGWJEmS1OmYdOsA48aNS/88b948Bg0axNy5c9NlS5cu5dxzz2Xx4sUAdO3aldtvv5333nuPxx57jCiKCCFw//338+KLL3LmmWe2+zlIkiRJUi7wkWFqVQjhI7cpLi5m4MCBnH766c2er11QUMDjjz/Ol770pWyGKEmSJEntxkeGqd3t2bOHTZs28Ze//CVdNnXqVJ588skYo5IkSZKk3GHSrY+loaEBgJKSElavXs2JJ54Yc0SSJEmSlDtMunXICgsLqa+vb1a2ZcsWevXqFVNEkiRJkpSbnEhNB2h8zNeHaZlwAybckiRJktQKk24doOns5ZIkSZKkw2fSrbT333+fESNGsGLFCiA5C3nPnj1jjkqSJEmS8pdJtwD45S9/ybHHHsuf/vQnAIqKimhoaGDXrl0xRyZJkiRJ+cukW0ycOJHPf/7z7NmzhxACxx9/PHv37j2kY3zUOHBJkiRJ6oycvbwTq66uZsyYMaxZswZIdicvLCzk7bffpqCggO7du1NbW0v//v05+uijGT58ODt27GDjxo3s37+fnTt3po+1ePFiSktL4zoVSZIkScpJJt2d1NKlS5k4cSIffPBBuqyhoYGGhgbGjx/PAw88wIknnsjcuXMpLS1l8ODBzfbfvHkziUSCUaNGsWjRIhNuSZIkSWpFiKIo7hgOWQihBKiqqqqipKQk7nDyTmlpKQsXLmx13SOPPMLXv/51QgjtHJUkSZIk5a7q6mp69+4N0DuKouq27mdLdyezYMGCVhPubt26UVFRwWWXXRZDVJIkSZLUMTmRWiezY8eOA8pmzpzJ3r17TbglSZIkKcNMujuBqVOn8sgjjwDw2muvpcuPO+44tm/fzty5c+MKTZIkSZI6NMd0d3Dnnnsuf/jDHwghsHnzZo477jiGDh3KNddcw2233RZ3eJIkSZKUFxzTrQO88cYbrFq1CoAePXpwxBFHAPDWW2/FGZYkSZIkdRom3XmkrKyMSZMmsWbNGkpLSxk4cGB6UrTJkyezdetWEokEmzdv5ve//z2rV6+moaEBSCbdRx55ZJzhS5IkSVKnY/fyPJFIJJgyZUr69ZAhQ7j11luZPn06AA8//DDf/e53efvtt5vtV1hYyNixY3nmmWfaNV5JkiRJ6kgOt3u5SXeeqKmpOeBcu3btyr59+wAIIdCyLkePHs1vfvMb+vXr125xSpIkSVJH5JjuDq5Xr14HlDUm3MABCTfAihUrshqTJEmSJOngfGSYJEmSJElZYtItSZIkSVKWmHRLkiRJkpQlJt0xKSsr47nnnmvz9tdee+0h/46amppD3keSJEmSlDkm3TFIJBKUl5czduxYZsyYQU1NDbW1tYQQCCFQW1sLNJ8orbCw8IDjfOITn0j/3L9//wNmKV+8eHGWzkCSJEmS1BYm3TEYN25c+ud58+YxaNAg5s6dmy576KGH6NGjB927d2f//v1A8jncjYYNG8Zf//pXNm7cSBRFRFHEtm3bWLVqFeXl5SxZsoRZs2ZRWlraficlSZIkSTqAz+mOSQihTdt99rOfZejQoYwePZqvfOUr3HLLLdxxxx1Zjk6SJEmS1JTP6e6gnn76aQCeeuopGhoaYo5GkiRJknQo7F6eJ5p2SZckSZIk5QdbujOkrKyMSZMmsWjRIiZNmsRll12WLluzZg2lpaUMHDiQhQsXHtbxe/XqleGIJUmSJEnZ5pjuDEgkEkyZMqVZ2dixY1myZEmzsvvvv58bbrjhsH5HPtaTJEmSJHUUhzum26Q7A2pqatoUR2FhIfX19Yf1O/KxniRJkiSpozjcpNsx3RnQ1q7fh5twS5IkSZLyk0l3nqipqYk7BEmSJEnSITLpziGTJ0/mggsuYMCAAfTr16/ZusWLF8cUlSRJkiTpcDl7eQ5JJBLpnzdv3kwikWDUqFEsWrSI0tLSGCOTJEmSJB0OJ1LLgLZOpPZRqqurfTSYJEmSJOWgvJxILYRwQwjhrRDCnhDCqhDChXHGc7gy1fXbLuSSJEmS1LHElnSHEKYC5cAdwOnAC0BFCGFwXDEdrtLSUmbNmkVFRQXnn3/+Ie1bXl7OkiVLmDVrll3IJUmSJKmDia17eQjhD8DqKIpmNClbDyyMouiWj9g3p7qXN/WnP/2JESNGtHn7fOzeL0mSJEmdTV51Lw8hdAPOBJ5tsepZ4ICm4hBCUQihpHEBcnLg8+bNm7niiisOaR8fBSZJkiRJHVdc3cv7AYXAthbl24ABrWx/C1DVZNmS1egOUyKRYNOmTfTs2ROAbt260b17d4qKiujSpfWJ4h3HLUmSJEkdV9yPDGvZtzq0UgbwPeDuJq97kYOJ9ze+8Q0gOcY7kUhQWlrK4MHJIeqNjwDr378/Dz74ILfddpuPApMkSZKkDi6WMd2p7uUfAJ+PoijRpHwucFoURRd/xP45O6ZbkiRJktTx5NWY7iiK6oBVwPgWq8YDL7V/RJIkSZIkZV6c3cvvBh4PIawElgP/AgwG5sUYkyRJkiRJGRNb0h1F0c9DCH2B24BjgbXAlVEU/TWumCRJkiRJyqRYJ1KLouh+4P44Y5AkSZIkKVviemSYJEmSJEkdnkm3JEmSJElZYtItSZIkSVKWmHRLkiRJkpQlJt2SJEmSJGWJSbckSZIkSVli0i1JkiRJUpaYdEuSJEmSlCUm3ZIkSZIkZYlJtyRJkiRJWWLSLUmSJElSlph0S5IkSZKUJSbdkiRJkiRliUm3JEmSJElZYtItSZIkSVKWmHRLkiRJkpQlXeIO4OOorq6OOwRJkiRJUidwuPlniKIow6FkXwhhELAl7jgkSZIkSZ3OcVEUvdPWjfM16Q7AQKAm7lgOohfJLwaOI7fj7Iysm9xm/eQu6yZ3WTe5zfrJXdZNbrN+cldnrptewNboEBLpvOxenjrBNn+zEIfk9wIA1ERRZD/4HGLd5DbrJ3dZN7nLuslt1k/usm5ym/WTuzp53Rzy+TqRmiRJkiRJWWLSLUmSJElSlph0Z89e4N9T/yq3WDe5zfrJXdZN7rJucpv1k7usm9xm/eQu6+YQ5OVEapIkSZIk5QNbuiVJkiRJyhKTbkmSJEmSssSkW5IkSZKkLDHpliRJkiQpS0y6syCEcEMI4a0Qwp4QwqoQwoVxx9TRhRC+G0KIWiyVTdaH1DZbQwi7QwhLQwintjjGkSGEx0MIVanl8RBCn/Y/m/wXQrgohLAo9X5HIYTJLdZnpD5CCKNCCM+njvFOCOG2EEJoj3PMV22om/mtXEv/22KbohDCvSGEnSGE2hDCr0IIx7XYZnDq99SmtrsnhNCtPc4xX4UQbgkhvBxCqAkhbA8hLAwhnNRim4y89yGEi1OfT3tCCH8JIVzfHueYr9pYN0tbuXaebLGN97UsCCHMCCG8FkKoTi3LQwhXNFnvdROTNtSN102OSN3nohBCeZMyr50MMenOsBDCVKAcuAM4HXgBqAghDI41sM5hHXBsk2VUk3X/D7gJ+D/AaKAS+F0IoVeTbZ4ATgMmpJbTgMezH3aHdATwKsn3uzUfuz5CCCXA74CtqWP8X+Dm1HH14T6qbgB+S/Nr6coW68uBUuALwBigJ/DrEEIhQOrf/0n9rjGp7a4Gfpixs+iYLgZ+BJwLjAe6AM+GEI5oss3Hfu9DCEOB35D8fDodmAPcE0K4Opsnl+faUjcAD9H82rmuxXrva9mxBZgNnJVangOeDv/4MtfrJj4fVTfgdRO7EMJo4F+A11qs8trJlCiKXDK4AH8AHmhRth74XtyxdeQF+C7wyoesC8C7wLealBUB7wPXpV6PACLgnCbbnJsqOynu88vnJfUeTs50fQAzUvsUNdlmNvAOqcchuhxa3aTK5gMLD7JPb6AOmNqkbCBQD1yeen1F6vXAJtt8AdgDlMR93vmyAEen6uiiTL73wJ3A+ha/ax6wPO5zzpelZd2kypYC5QfZx/ta+9bRe8B0r5vcWxrrJvWz10389dETeAMY17Q+vHYyu9jSnUGprhRnAs+2WPUscH77R9TpDA/JLrNvhRCeDCF8IlU+FBhAk3qJomgv8Dz/qJfzgKooiv7QZJv/Baqw7jItU/VxHvB8at9Gz5D8QBiSreA7iUtSXWjfCCE8FELo32TdmUBXmtffVmAtzetmbaq80TMkv1w5M7uhdyi9U/++l/o3U+/9eRz4OfUMcFYIoWvGou/YWtZNoy+nuleuCyH8oEXvHe9r7SCEUBhC+ALJlrfleN3kjFbqppHXTbx+BPxPFEWLW5R77WRQl7gD6GD6AYXAthbl20gmGcqePwBfJflN3THAt4GXUt2XGt/71urlhNTPA4DtrRx3O9ZdpmWqPgYAm1o5RuO6tz5WlJ1XBfAL4K8kvyC5HXguhHBm6g+aAUBdFEV/b7Ff0/vcAFrUbxRFfw8h1OH11CapsYh3Ay9GUbQ2VZyp9/6AbVKvu5D8HHs3IyfRQX1I3QD8jOR9pxIYCXwP+DTJ7ujgfS2rQgijSCZyxcAuoDSKotdDCKfhdROrD6ub1GqvmxilvgQ5k2TX/5b8zMkgk+7siFq8Dq2UKYOiKKpo8nJNCGE5sBH4GtA4CdRH1UtrdWTdZU8m6qO1Y3zYvmqDKIp+3uTl2hDCSpIJ+ETgqYPs6vWUWfcBnyI5Ru6jeO20r1brJoqih5q8XBtC+DOwMoRwRhRFqxs3a+V41k1mbCA51rcPyTGlj4UQLj7I9l437afVuomi6HWvm/iEEI4H5gKfiaJoz6HsitfOIbN7eWbtJDmuoWVLTn8O/IZHWRRFUS2wBhhO8ttTOHi9VJJsIW/paKy7TMtUfVR+yDHAOsuYKIreJZl0D08VVQLdQghHtti0Zf01q5vU9l2xbj5SCOFe4Crg0iiKtjRZlan3/sOunf3A3z72CXRgB6mb1qwG9tH82vG+liVRFNVFUfRmFEUroyi6heSEkd/A6yZ2B6mb1njdtJ8zSb5Pq0II+0MI+0lOGjkz9fM2vHYyxqQ7g6IoqgNW8Y8uMY3GAy+1f0SdVwihiOTkG+/yj25L45us70byxtJYL8uB3iGEs5tscw7JcXvWXWZlqj6WAxe1eCzFZ0jOXropW8F3NiGEvsDx/KP71yqSfxA1rb9jSXYLbFo3I1PljT4D7E3tr1aEpPuAKcBlURS17BKZqfd+OQd+Tn0GWBlF0b5MnEtH04a6ac2pJP/wbLx2vK+1r0ByXKnXTe5prJvWeN20nyUkn/RzWpNlJcku/40/e+1kStwzuXW0BZhKcqa/aSSTvv8kOX7lhLhj68gL8AOSSdtQ4BxgEVDd+L4D3yI5s2UpyZvFEyRvxr2aHKOC5Lev56aW14BFcZ9bPi4kZ8JsvIFHQFnq58GZqg+SH7iVqX1Hpo5VBXwz7vPP5eVgdZNa9wOSk54MAS4h+cG6pUXdPAC8DYwl+fiPJcArQGFqfSHJniaLU+vHpra/N+7zz+UFuD91XVxMslWgcemeyfc+dZ+sJTkueUTq86oOuDru9yBXl4+qG+BE4DaS4yKHkHzM3nqSrXaFTY7jfS079TMHuDD13o8i+djWemB8ar3XTQ7WjddN7i20mE3eayeD723cAXTEBbiB5NyU5xgAAAFGSURBVDdrjd/yXBR3TB19AZ4kmbTVkXxExALglCbrA8nHir1L8jEGzwMjWxzjKOCnJJP16tTPfeI+t3xcSCZrUSvL/EzWR+oD/PepY7wLfAcfD3LYdQN0Jzmj6PbUtfTXVPnxLY5RDNxLslvYByS/5Gq5zWDg16n1f0ttX9Re55mPy4fUSwR8PdPvPcnkcXXqc+ot4Pq4zz+Xl4+qG5K9QZ5Pvd97gTdJjpU8qsVxvK9lp34e5h9/d20nmQCMb7Le6yYH68brJvcWDky6vXYytITUGyFJkiRJkjLMMd2SJEmSJGWJSbckSZIkSVli0i1JkiRJUpaYdEuSJEmSlCUm3ZIkSZIkZYlJtyRJkiRJWWLSLUmSJElSlph0S5IkSZKUJSbdkiRJkiRliUm3JEmSJElZYtItSZIkSVKWmHRLkiRJkpQl/x9lHC348yDuAwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Elapsed time vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(domain_sizes, sim_elapsed_time[i,:], label=simulator.__name__)\n",
"plt.legend()\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Dt vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, sim_dt[i,:], label=simulator.__name__)\n",
"plt.legend()\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"plt.title(\"Number of timesteps vs number of cells\")\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(domain_sizes, sim_nt[i,:], label=simulator.__name__)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
"order = np.zeros((len(simulators), len(domain_sizes)-1))\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" #Read the reference solution\n",
" datafilename = gen_filename(simulator, reference_nx)\n",
" with np.load(datafilename) as data:\n",
" h_ref = data['h']\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((h_ref_downsampled - h).flatten(), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref) - np.sum(h))\n",
" \n",
" #Compute the numerical order\n",
" a = np.arange(1, len(domain_sizes))\n",
" order[i,:] = np.log2(error[i, :-1] / error[i, 1:])\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
"\n",
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
" \n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Error')\n",
"plt.title(\"Convergence\")\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" 8 | \n",
" 16 | \n",
" 32 | \n",
" 64 | \n",
" 128 | \n",
" 256 | \n",
" 512 | \n",
" 1024 | \n",
" 2048 | \n",
"
\n",
" \n",
" \n",
" \n",
" LxF | \n",
" 2.046098 | \n",
" 1.074325 | \n",
" 1.834294 | \n",
" 1.165476 | \n",
" 1.412700 | \n",
" 1.432408 | \n",
" 1.524218 | \n",
" 1.589650 | \n",
" -0.637310 | \n",
"
\n",
" \n",
" FORCE | \n",
" 1.843813 | \n",
" 0.964270 | \n",
" 1.528037 | \n",
" 1.060302 | \n",
" 1.226554 | \n",
" 1.206903 | \n",
" 1.225360 | \n",
" 1.553093 | \n",
" 1.704214 | \n",
"
\n",
" \n",
" HLL | \n",
" 0.959785 | \n",
" 1.222461 | \n",
" 1.098614 | \n",
" 1.175015 | \n",
" 1.078323 | \n",
" 1.169317 | \n",
" 1.385120 | \n",
" 1.705706 | \n",
" 0.523056 | \n",
"
\n",
" \n",
" HLL2 | \n",
" 2.108427 | \n",
" 2.911967 | \n",
" 2.415012 | \n",
" 1.978696 | \n",
" 0.764850 | \n",
" 0.089884 | \n",
" 0.008152 | \n",
" 0.001766 | \n",
" 0.001885 | \n",
"
\n",
" \n",
" KP07 | \n",
" 1.469665 | \n",
" 1.925327 | \n",
" 1.846630 | \n",
" 2.180099 | \n",
" 2.103188 | \n",
" 0.758878 | \n",
" 0.022805 | \n",
" -0.018655 | \n",
" -0.007395 | \n",
"
\n",
" \n",
" KP07_dimsplit | \n",
" 2.133675 | \n",
" 2.333060 | \n",
" 2.385194 | \n",
" 1.974368 | \n",
" 1.233662 | \n",
" 0.222392 | \n",
" 0.038976 | \n",
" 0.006282 | \n",
" 0.002569 | \n",
"
\n",
" \n",
" WAF | \n",
" 2.095899 | \n",
" 2.662203 | \n",
" 1.905463 | \n",
" 2.039412 | \n",
" 1.820916 | \n",
" 0.573782 | \n",
" 0.126937 | \n",
" 0.000318 | \n",
" 0.000613 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" 8 16 32 64 128 256 \\\n",
"LxF 2.046098 1.074325 1.834294 1.165476 1.412700 1.432408 \n",
"FORCE 1.843813 0.964270 1.528037 1.060302 1.226554 1.206903 \n",
"HLL 0.959785 1.222461 1.098614 1.175015 1.078323 1.169317 \n",
"HLL2 2.108427 2.911967 2.415012 1.978696 0.764850 0.089884 \n",
"KP07 1.469665 1.925327 1.846630 2.180099 2.103188 0.758878 \n",
"KP07_dimsplit 2.133675 2.333060 2.385194 1.974368 1.233662 0.222392 \n",
"WAF 2.095899 2.662203 1.905463 2.039412 1.820916 0.573782 \n",
"\n",
" 512 1024 2048 \n",
"LxF 1.524218 1.589650 -0.637310 \n",
"FORCE 1.225360 1.553093 1.704214 \n",
"HLL 1.385120 1.705706 0.523056 \n",
"HLL2 0.008152 0.001766 0.001885 \n",
"KP07 0.022805 -0.018655 -0.007395 \n",
"KP07_dimsplit 0.038976 0.006282 0.002569 \n",
"WAF 0.126937 0.000318 0.000613 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Max | \n",
" Min | \n",
" Mean | \n",
"
\n",
" \n",
" \n",
" \n",
" LxF | \n",
" 2.046098 | \n",
" -0.637310 | \n",
" 1.271318 | \n",
"
\n",
" \n",
" FORCE | \n",
" 1.843813 | \n",
" 0.964270 | \n",
" 1.368061 | \n",
"
\n",
" \n",
" HLL | \n",
" 1.705706 | \n",
" 0.523056 | \n",
" 1.146377 | \n",
"
\n",
" \n",
" HLL2 | \n",
" 2.911967 | \n",
" 0.001766 | \n",
" 1.142293 | \n",
"
\n",
" \n",
" KP07 | \n",
" 2.180099 | \n",
" -0.018655 | \n",
" 1.142283 | \n",
"
\n",
" \n",
" KP07_dimsplit | \n",
" 2.385194 | \n",
" 0.002569 | \n",
" 1.147798 | \n",
"
\n",
" \n",
" WAF | \n",
" 2.662203 | \n",
" 0.000318 | \n",
" 1.247282 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Max Min Mean\n",
"LxF 2.046098 -0.637310 1.271318\n",
"FORCE 1.843813 0.964270 1.368061\n",
"HLL 1.705706 0.523056 1.146377\n",
"HLL2 2.911967 0.001766 1.142293\n",
"KP07 2.180099 -0.018655 1.142283\n",
"KP07_dimsplit 2.385194 0.002569 1.147798\n",
"WAF 2.662203 0.000318 1.247282"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"from IPython.display import display\n",
"\n",
"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
"display(table)\n",
"\n",
"order_summary = pd.DataFrame(np.empty((len(simulators), 3)), columns=['Max', 'Min', 'Mean'], index=[simulator.__name__ for simulator in simulators])\n",
"for i, simulator in enumerate(simulators):\n",
" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
" np.min(order[i,:]), \n",
" np.mean(order[i,:])]\n",
"display(order_summary)\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.plot(order[i,:], label=simulator.__name__)\n",
" \n",
"plt.ylim([0, 3])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"plt.title(\"Numerical order\")\n",
"save_figure(fig, 'numerical_order')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
" \n",
" plt.plot(x, h, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
"def plot_comparison(nx, **kwargs):\n",
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"boxes = np.array([\\\n",
" [[28, 35], [0.499, 0.516]], \\\n",
" [[45, 56], [0.58, 0.60]]\n",
" ])\n",
"comparison_nx = 32\n",
"\n",
"fig = plt.figure(figsize=(12, 12))\n",
"gs = gridspec.GridSpec(2, 2)\n",
" \n",
"ax1 = fig.add_subplot(gs[0,:])\n",
"setBwStyles(ax1)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.title(\"Comparison of solutions at nx=\" + str(comparison_nx))\n",
"plt.legend()\n",
"\n",
"ax2 = fig.add_subplot(gs[1,0])\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
"plt.xlim(boxes[0, 0])\n",
"plt.ylim(boxes[0, 1])\n",
"\n",
"ax3 = fig.add_subplot(gs[1,1])\n",
"setBwStyles(ax3)\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
"plt.xlim(boxes[1, 0])\n",
"plt.ylim(boxes[1, 1])\n",
" \n",
"save_figure(fig, 'solution')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABMwAAAPpCAYAAADpcrFoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xl4FeXZx/HvHbIQEoiCIosgVOtWtWBdu6goIFirqChWiqKAWxWpC6JUpEpdUBStgAtarIqtVnHBpSoF7QuCVYpSURElshhkk7CHQO73jzk5PTlJIJmcZCD8Ptc1V2aeeZ6Z+ywJnPs8i7k7IiIiIiIiIiIiEkiLOgAREREREREREZGdiRJmIiIiIiIiIiIiCZQwExERERERERERSaCEmYiIiIiIiIiISAIlzERERERERERERBIoYSYiIiIiIiIiIpJACTMREREREREREZEESpiJiIiIiIiIiIgkUMJMREREREREREQkgRJmIiIiIiIiIiIiCaqcMDOzgWbWMLbf1sys9sISERERERERERGJhrl71SqabQVauftyM9sGtHT35bUanYiIiIiIiIiISB1Lr0bdb4FzzOx1wIB9S3ucJXP3RakITkREREREREREpK5Vp4fZpcCf2H6SzQB39wYpiE1ERERERERERKTOVTlhBmBmjYH9gE+AzsCqiuq5+8cpiU5ERERERERERKSOVSthFm9kdhHwV3cvSn1IIiIiIiIiIiIi0QmVMBMREREREREREamvqjzpv5l9D1Qpu+buTUNHJCIiIiIiIiIiEqHqrJI5KGG/GfB74B/A+7Gy44FTgdtTE5qIiIiIiIiIiEjdCzuH2QvAVHd/KKn8KqCzu/dIUXwiIiIiIiIiIiJ1KmzCbD3Qwd0XJJX/EPiPu+emKD4REREREREREZE6lRay3SrgrArKe8TOiYiIiIiIiIiI7JKqM4dZoluBx83sJP43h9lxQDegfwriEhERERERERERiUSoIZkAZnYsMBA4BDBgHvCgu89KXXgiIiIiIiIiIiJ1K3TCTEREREREREREpD4KOyQTM2tAMI/ZIYADnwEvu/vWFMUmIiIiIiIiIiJS58KuknkY8DLQAvgiVnwgsAI4w93npixCERERERERERGROhQ2YTYTWA5c5O7fx8r2BCYAzd39+FQGKSIiIiIiIiIiUlfCJsw2AUe5+6dJ5YcB/3b37BTFJyIiIiIiIiIiUqfSQrb7AtingvLmwILw4YiIiIiIiIiIiEQrbMLsZuBBM+tpZvvGtp7AaOBGM2tSuqUuVBERERERERERkdoXdkhmScJh6QWsgmN39wbhwxMREREREREREalb6SHbdUppFCIiIiIiIiIiIjuJUD3MRERERERERERE6quwc5iJiIiIiIiIiIjUSylNmJnZZ2a2LZXXFBERERERERERqUth5zCrzM2AVsYUEREREREREZFdluYwExERERERERERSRBqSKaZZZtZo4Tj/cxskJl1TV1oIiIiIiIiIiIidS/sHGYvAxcCmNkewCzgOuBlM7siRbGJiIiIiIiIiIjUubAJsyOBf8X2ewLfAfsRJNEGpiAuERERkXrFzI4wsz+b2UIz22xm681stpkNNrOmUcdX28xsgpnlRx1HTZlZRzN718wKzczNbFAt36+pmf3VzJbH7vdSbd5vd1KT96SZ/dTMhsc6DySfm2Zm02oan4iIRCvspP+NgHWx/a7Ai+5eYmYzCRJnIiIiIhJjZgOAscAXwD3APCADOAq4HDgeOCuyAOvG7cADUQeRAk8AOcD5wPdAfi3f7xaC98YlwFfA6lq+n1TNT4FbgQnAmqRzV9Z5NCIiknJhE2YLgB5mNgk4Fbg/Vt4cWJuKwERERETqAzM7HhgHvA30cPeihNNvm9kooFskwdUBM2vk7hvd/auoY0mRw4DH3P2N6jY0swZAetJ7oCr3+8rdn6nu/bYTR7a7b0rV9aQsd58XdQwiIlJzYYdk3gbcS/CN2ix3fz9W3hX4TwriEhEREakvbgYcuLSiRIm7b3H3V0qPzSwtNkzzczMrig3F+4uZ7ZvYLjbs679mdryZzTCzTWaWb2YXx87/Mjbkc6OZzTWzbknth8eG+HU0sxfNbG1smOHTZrZ3Ut1eZvaWmRXE7vOZmd1lZjlJ9SbEhpoeHqu/DpiScC4/qf65ZjYrdt+NZva1mT2RVKdtLKblsefjMzO7zszSEuq0iz2W683s2tiw1/Vm9r6ZHVeVF8nMDjOzl83s+9iQ2TlmdlHC+b5m5gRfOF8Ru1+ly80nxDTYzH5vZguBIqBT7HwTM7s3FusWM1tqZqNLn9PS9kBn4JDS+5nZSbHzmbHrlr5PVlgw5Df5tcs3s8lmdraZ/cfMNhP0jMICV8Ye66bYY/+7mf0g6Rql77WjzexfCa/VkMTXIVZ3DzMbFTtf+v593cwOTqhTpdgreV5/YMEQ1W9jbb8zsylm1iGhTpV+h7bzmvWt4Jyb2fDY/nCCnqIACyt4bcoNybRgaO3Y2Ou8Jfb8/NHMsiq4z0Nm1if2Xt9oZh+b2elJ9fY2s0fNbHHCczjdzDrv6DkUEZGqCdXDzN3/bmb/B7QEPk44NQWYlIrARERERHZ1FvQoOhn4yN0XV7HZOOBS4CFgMtCOYDjjSWZ2pLuvTKjbAvgzMBJYAlwNPGFmbQjmmb0DKASGAS+Z2Q/c/duk+00CngMeBn4Uu9ehZnasuxfH6vwQeB0YDWwADgZuBI6JPb5EmcArwCPAXVTy/00Let79LbYNBzYTTO1xckKdvYEZsWveQvBl7ekEX9zuT/mhb78FPgdK5xW7HXjdzNq7e2FFccTuc1DsPssJ5uNdBfwGmGBm+7j7SOA1gqGz7wN/B0ZVdr0kA4H5wPUEIzG+tGC1+XeBfQleo08InvvbgMNjSY+C2P3GAnlA79j15sWSVC8DvyB47WcQPHd/AKaZ2VFJPciOBA4BRgALCV5DCF6jvsCDBK9nU4L3ygwz+7G7f5dwjRbAM7HH/QeCYaJ3At8Cf4k9j42B/yN4z95NsDBYLnACweeGz0PEnux1oAEwGFgE7EUwPDJxLrHq/A6FMZ7guboaOJvgtYJgqHU5ZtYQmErwnr2V4PX+BXAT0AH4ZVKTXwJHE7wW6wke6yQzO8jdv47VeYrgdR1K8P7aI3bcrIaPTURESrm7Nm3atGnTpk2btlrYgH0Iepc9W8X6B8fqj0kqPyZW/seEsmmxsp8klDUFtgIbgVYJ5T+O1b06oWx4rOy+pHtdECvvXUmMRpAEOyFW74iEcxNiZRdX0G4CkJ9wfF2sbt52no87Y3WOSSofC5QAB8aO28XqfQI0SKh3dKz8/B08788SJOzaJJW/TpBcyksoc+ChKryWpTEtADKSzg0BtgFHJZWfE2vTPel1/m9SvfNj9c5OKj8qVn5FQll+7D1xYFLd42J1r00q3zf2/rm7gvda8uvwKfBmwvEtsXqdt/O8VDn2Cto2i9W5JkW/Q8nvydLXrG8F13VgeMLx9bGydhXUnQZMSzi+LFb33KR6g2PlXZLuswxonFC2T+z9MiShbB1w/47eh9q0adOmLfwWakimmeWY2e0WdP9fEOtSHN/CXFNEREREguF6BB/k49z9A+Az4JSk+gXu/lFCvdUEvaTmeNmeZJ/Ffla0OFPy3FjPESRYSmMpHQY30cyWEXxwLyboIQVBz6VkL1RQluzfpfczs/PMrHUFdU4G5sUef6IJBIm75N5tr7n7toTjT2I/d7Qo1cnAFC/fC3ACwWJXx++g/fa84v/rqVfqdOC/wBwzSy/dgH8QJExO2sE1TyeYaP7VpPZzCJItye0/cff5FVzDgaeTrrGMYARJ8jWWVfA6fELZ57Y7MN/d30lh7IlWEyx8cIMFQ287Jg8Jpfq/Q3XhZILE69+TyifEfibHNNXdSxdYw4Oefssp+1x/APSNDW09zswyUhuyiIiEnfR/PHAiQVfgAoJ/bEVERESkrJUEvXXaV7F+6XCqggrOfUv5xE9FKyZuSS539y1mBtCwgvrLkupuNbNVpbGYWS7wL4IeWL8nGP61EWgDvAhkJ11vo7vvcBEod3/PzHoQDFn8C5BlZp8S9AB6NlatGRWvQvltwvlEq5LuURR73MkxJmtG5c95Rfepjoquuw9wAEHisSJ77eCa+xAMwdtSxfaVxWDAdxWcA0j+EnxVBXWKKPvc7k0wTHJ7qht7nLu7mZ1CMFRxMMHw0NVm9gwwNJZkqu7vUF1oRpBwLPOZyd2Xm9lWdvA+jkl+rnsR/D72Jxhuut6CBdkGu/uyCtqLiEg1hU2YdQd+6e7TUxmMiIiISH3i7tvMbArQ3cz2dfclO2hS+kG5JcGcZIlaESTgUq0FsLT0INbbp1lCLCfH7n2Su7+bUC9xzqhEVf4i1d1fBl6OTXx+HMGcThPNLN+DRaVWETwXyVrFfqbq+ajN+1T0fKwENgGXVNJmR/dbSRBzZaurrks6riwGJ5hLq6JVO6uzkmepFQRDOrenurGX4e7fAP0AzOxA4DyC4cWZwOXU7Hdoc+xn8kT8NZ0XbBVwrJlZYtLMzJoTfB6r9vvLg3nYBgGDzKwtcAbBnIHNqcer7oqI1KWwq2R+T8XfaIqIiIhIWXcS9OR5zMwyk0+aWYaZ/Sp2+M/Yz98k1TmaYOjjlFqIr3fS8XkEH+KnxY5LP+AnJ1AuS1UA7l4US8bdGCvqGPs5hWABgiOTmlwYi2tqikKYApxsZq2Syi8k6E03M0X3KTWZYAL4Ve7+YQVbfhXaNyOYr62i9l9UMQYDWldyjbkhHtcbwIFmljxUNtWxA+Du8919BDCXYMJ7qNnv0HcESbMjksrPrKBu6e/DjnovErtnLtAjqfzChPOhufsid38IeJv/PQ8iIlJDYXuY3QLcZmYXufvGVAYkIiIiUp+4+/tmdgXBRPUfmdk4gsnSMwgSQ5cSzGf1qrt/YWaPAlebWQlBAqIdwZCrxcD9tRDi2bFhYW/zv1UyPyaYywyCVQy/Bx42sz8QDCPsTbCQQGhmdhtBb6QpBD2B9gCuoez8aPcTJBVeM7NhwDcEKwheCYyrYF6usP5AMLfW1Fhcqwke4y8JhrhVusJmSKMJJvh/z8zuJ5gLLA1oC3QFRrn7rO20/2ssvtfN7AGC+ayKCZ7PTsDL7r7dlevdfXrsvfZnMzsKeI9gnq2WwM+Bue4+LsTj6kXQa/CuWFzZBFO5THb3qTWJ3cyOIFj58nngS4JhnScTJLjuij2u0L9DsSGfTwOXmNlXBL8HxxAshJGsNKF4jZk9GXsMXyTOPZbgLwQruD5pZu1ibX8O3Ay8voM538oxszyCZPFEglVh1xEscNGNYJi0iIikQNiE2XUE34p9Z2b5JM2/4O76ZkNEREQkxt0fM7MPgN8R9KJqQfD/p/kEH3ofSqh+BcHE5v0IPmQXAm8CN7l7RXMb1dTZBEPariDotfUqMMjdt8RiX2VmvySYL+ppgqTKywSJkdk1uO8sgpUR7yaY+2oN8CFwsrt/Grv3CjP7KUEvvTuBJgRzaw0G7qvBvcuIJVl+CtwBjCFI8nxGsNrnhFTdJ+F+G8zsFwSrZV5KMMfdJoL5v96h4nnbEttvM7MzCBKMfQiGsm4lSDy+y/+SOTuK4zIzm0nQW/BKgqTdt8B0gkRWdR/XOjP7OcH76VLgVoJk67+BR1MQ+zKC340rCebQc4L3w3XAnxLq1eR36LrYz8EEvcL+SZBMzU96rNPM7E7gImAAwXPXif/1zEysu9nMOgF/BG4geL8vBe4lSNZW12aC358+BMnADIL3zt3AyBDXExGRCljS3JNVa2R26/bOu3uYP/wiIiIiUkfMbDhBQmPv2HxIIiIiIhITqoeZEmIiIiIiIiIiIlJfhR2SCYCZ/YRg8kwH5rn7f1ISlYiIiIiIiIiISETCDslsTjBh50kE800YUDr55PnuviKFMYqIiIiIiIiIiNSZtJDt/kQw6eqP3L2pu+8JHBYrezBVwYmIiIiIiIiIiNS1sD3MCoHO7v7vpPJjgLfcfY8UxSciIiIiIiIiIlKnwvYwSyNYCj1ZcQ2uKSIiIiIiIiIiErmwPcxeBvYAfu3u38bKWgPPAN+7+1kpjVJEdjlmZkArYF3UsYiIiIiIiMhuozHwrYdJeCUImzBrA7xMMG/ZYoJVMtsCc4Ez3X1JTYISkV1fLImuvwUiIiIiIiJS1/Z196U1uUCohFm8sVkX4GCCVTLnufs7NQlGROoPM2sCFC5evJgmTZpEHY6IiIiIiIjUc2vXrqVNmzYAee6+tibXSq9JY3d/G3i7JtcQkfqtSZMmSpiJiIiIiIjILqXKCTMzGwg86u6bY/uVcvcHaxyZiIiIiIiIiIhIBKo8JNPMFgJHufuq2H5l3N1/kJLoRGSXVToks7CwUD3MREREREREpNatXbuWvLw8qMshme7evqJ9ERERERERERGR+iTUHGZmNgy41903JpVnAze4+22pCE5ERERERERE6o9t27ZRXFwcdRiyi8rIyKBBgwZ1cq9Qq2Sa2TagpbsvTypvBix397qJXkR2WhqSKSIiIiIipdydZcuWsWbNmqhDkV3cHnvsQYsWLTCzcuciGZKZxICKMm0/BlaHD0dERERERERE6pvSZFnz5s1p1KhRhckOke1xdzZu3Mjy5UHfrZYtW9bq/aqVMDOz7wkSZQ7MN7PEpFkDIBd4OHXhiYiIiIiIiMiubNu2bfFkWbNmzaIOR3Zh2dnZACxfvpzmzZvX6vDM6vYwG0TQu+wJ4FagMOHcFiDf3d9PUWwiIiIiIiIisosrnbOsUaNGEUci9UHp+6i4uHjnSZi5+5MAZrYQmOHumqlPRERERERERHZIwzAlFerqfRR2DrOFQMvKgnT3RaEjEhERERERERERiVDYhFk+FU/6X0qrZIqIiIiIiIiIyC4pLWS7jsCRCduxwOXAfODc1IQmIiIiIiIiIhKdvn370qNHj9BtzazctmDBghRHKbUhVMLM3T9O2j5098eA64GBqQ1RRHbEzK40s4VmttnMPjKzX+yg/h5mNsbMCmJtPjOz02pyTRERERERESmrW7duFBQUlNnat28fdVhSBWF7mFVmPnB0iq8pItthZr2A0cAfCXp//gt4w8zaVlI/E3gbaAf0BA4CBgBLw15TRERERERkdzJt2jQyMzP517/+FS8bNWoUe+21FwUFBfGyrKwsWrRoUWarzZUdJXVCzWFmZk2Si4CWwHDgyxrGJCLVcy3wuLuPjx0PMrNTgSuAmyqofwnQFPhpwkq339TwmiIiIiIiItW2YcOGarfJysoiPT1IZ2zdupWioiLS0tLIzs7e4XVzcnLCBZrkpJNOYtCgQfTp04ePP/6Y/Px8hg4dyrPPPkvLli1Tcg+JVthJ/9dQftJ/AxYD59coIhGpslhvsZ8AdyWdegv4aSXNzgDeB8aY2ZnACmAicLe7bwt5TcwsC8hKKGpc1cchIiJSVzZv3kxxcfGOK0rKZGRk0LBhw6jDEJGdVG5ubrXbPPfcc5x7bjB9+qRJkzjvvPM48cQTmTZtWrxOu3btWLlyZbm27ttbv7B6RowYwTvvvMOll17Kp59+Sp8+fTjrrLPK1Jk8eXKZx9i9e3eef/75lMUgtSdswqxT0nEJwYfuBe6+tWYhiUg17EWwKu13SeXfAS0qafMD4GTgGeA04IfAGIK/B7eFvCYEPc9urUbsIiIidWrz5s289957bNy4MepQdiuNGjXihBNOUNJMROqdzMxMnn76aY444gj2228/Ro8eXa5Op06dGDduXPw4VT3cpPaFSpi5+7upDkREaqSiHp+VfXWSBiwHLnX3bcBHZtYKuIEgYRbmmgB3AvclHDcGluwgbhERkTpTXFzMxo0bSU9PJyMjI+pwdgulz3lxcbESZiJSofXr11e7TVbW/wa2nHXWWaxfv560tLJTtOfn59c0tCqZMWMGAKtXr2b16tXlEmI5OTkccMABdRKLpFaVE2ZmdkZV67r7K+HCEZFqWglso3zPr+aU7yFWqgAojiXLSn0GtIgNxwxzTdy9CCgqPTazqsQvIiJS5zIyMsp82JLatXWrBqCISOVq2uMqPT09Pp9ZKq9bFV999RW/+93veOyxx3juuee48MILmTJlSrnkneyaqtPD7KUq1nOC4VwiUsvcfYuZfQR0ASYlnOoCvFxJs+nABWaW5u4lsbIDgQJ33wIQ4poiIiIiIiL1UmFhIXPmzClTtueee9KnTx+6du3KxRdfTPfu3Tn88MMZNWoUN9xwQ0SRSipVOWHm7kqRiuyc7gOeMrMPCSbzvxRoCzwMYGZ/AZa6e+nqluOAq4EHzOxPBHOY3Qw8WNVrioiIiIiI7C6mTZtGx44dy5SZGS1atODVV18FoEWLFowfP57zzjuPLl260KFDhyhClRQKO+m/iOwk3P1vZtYMGAa0BP4LnObu38SqtCVYmKO0/mIz6wrcD3wCLAUeAO6uxjVFRERERETqvQkTJjBhwoQq1T3zzDMpKorPUlPldrJzCp0wM7MTgeuBQwiGYX4G3OPu/0pRbCJSRe4+FhhbybmTKih7Hzgu7DVFRERERERE6rNQwyzN7DfAO8BGgmFcDwGbgClmdkHqwhMREREREREREalbYXuYDQUGu/v9CWUPmNm1wC3AxBpHJiIiIiIiIiIiEoGwE/n/AHi1gvJXgPbhwxEREREREREREYlW2B5mi4FTgAVJ5afEzomIiIiISIoNHz6cGTNmAJCVlUV2djZt27alV69eHH300RFHJyIiUn+ETZiNAh40sw7ADIJJ/38O9AWuSU1oIiIiIiK7r/nz53Pttdfy29/+lu7duwMwY8YMiouLASguLmb9+vWsWLGCjz76CID09HQuueQSevXqRVpa2MEkIiIiEupfUXcfB5wPHA6MBh4ADgN6ufsjqQtPRERERGT3smjRIq644gouu+wyNmzYwOjRo+Pn2rRps922W7du5dFHH6Vz585cc801rFmzprbDFRERqZfC9jDD3ScBk1IYi4iIiIjIbis/P5/Ro0fz8ccflyl39/j+448/Xq6du/P4448zadIkiouLKS4uxt355JNPOOuss2jZsiUTJ2pNLhERkeoIlTAzszaAu/uS2PExwAXAPHd/NIXxiYiIiIjUexdccAEFBQXx46ysLDp37syFF15I8+bNt9vWzOjfvz/9+/cHYO7cudx2222sXLkSgIKCAnr37s2oUaNo0aJF7T0IERGReiTsxAYTgU4AZtYCeAc4BrjDzIalKDYRERERkXpt48aN9OzZs0yy7IwzzuC1117j+uuv32GyrCKHH344zz//PFdccUW87Ntvv6V379789a9/TUncIiIi9V3YhNlhwAex/fOAue7+U4JeZn1TEJeIiIiISL326aef8qtf/YpVq1bFy2666SZ+97vf0aBBgxpf/7zzzmPq1KkMGjSIBg0aUFJSwiOPPELnzp3jCweIiMj29e3bFzMrty1YsACAxYsX069fP1q1akVmZib77bcf11xzTZm/7QAnnXRSvG1mZib7778/N910E0VFReXuOXXqVE477TSaNWtGo0aNOPTQQ7nuuutYunQpANOmTaswJjNj2bJltf+k7CbCJswygNJXtTPwSmz/c6BlTYMSEREREanPhg8fzlVXXUVJSQkAxxxzDFOnTqVr164pv9eZZ57Js88+i5kBsG3bNh588MGU30dEpL7q1q0bBQUFZbb27dvz9ddfc9RRRzF//nyeffZZFixYwMMPP8yUKVM4/vjjWb16dZnrDBgwgIKCAhYsWMDIkSMZM2YMw4cPL1On9IuNFi1a8MILLzBv3jwefvhhCgsLGTVqVJm6X3zxRbm4wvRMloqFnfT/U+ByM3sN6ALcEitvBayqtJWIiIiIyG7ummuu4ZNPPokfX3311Zx99tm1es+9996bN954g9NOO42cnByuu+66Wr2fiEh9kpWVVeEckL/97W/JzMzkrbfeIjs7G4C2bdvSsWNH9t9/f4YOHcq4cePi9Rs1ahS/Ttu2bZk4cSJvvfUWd955JwBLlixh4MCBDBw4kPvvvz/erl27dpxwwgnlVj5u3rw5e+yxR8ofrwTCJsxuJFgh8wbgSXcvXcrnDP43VFNERERERBL8/ve/L5Msu+iii2o9WVYqKyuLKVOmlCkbNWoUv/zlLzn44IPrJAYRkWQbNmyo9FyDBg1o2LBhleqmpaXFk1bbq5uTkxMiyvJWr17NP/7xD/74xz+WuS9AixYt6N27N3/7298YO3ZsvIdvoo8//pjp06fTrl27eNnzzz/Pli1bGDx4cIX3VHKsboVKmLn7NDPbC2ji7t8nnHoU2Fh6YGY/Az509/KDckVEREREdiN/+MMfmD59evx42LBhdOrUKbJ4brvtNqZOncrkyZN56qmn2HfffSOLRUR2X7m5uZWeO+2003jttdfix82bN2fjxo0V1j3xxBOZNm1a/Lhdu3bx1YITuXu1Y5w8eXKZOLt3787111+Pu3PIIYdU2OaQQw7h+++/Z8WKFfFhkmPHjmX8+PEUFxezZcsW0tLSGDNmTLzNl19+SZMmTWjZsmozXSX/3W7dujVffPFFdR+eVCJsDzPcfRvwfVJZflK1N4AOwNdh7yMiIiIisqu79dZbee+99+LHo0eP5sc//nGEEcFnn30W3+/Tpw+vv/56uV4SIiICnTp1KjO0Micnh0WLFm23TWliLrF3We/evRk6dChr167l7rvvpkmTJpxzzjll2lTUG60y//rXv2jcuHH8OD09dIpHKlDbz2bVX2kRERERkXron//8Z5lk2T333BN5sgzg2Wef5ZxzzolPSv2rX/2Kt99+u1of1kREamr9+vWVnkteMXj58uWV1k1LK7umYX5+fo3iSpSTk8MBBxxQpiwzMxMzY968efTo0aNcm88//5w999yTvfbaK16Wl5cXv87TTz/Nj370Ix5//HH69esHwIEHHkhhYSEFBQVV6mXWvn17DdOsRWFXyRQRERERkSr42c9+Ft+/6KKLOOqooyKMpqwXXniBpk2bAsHqmWeeeWbEEYnI7iYnJ6fSLXH+sh3VTe4hW1m9VGnUdBfXAAAgAElEQVTWrBldunRh7NixbNq0qcy5ZcuW8cwzz9CrV69Kv4TIyMjg5ptv5ve//318mGnPnj3JzMxk5MiRFbZJnvRfapcSZiIiIiIitSgrK4upU6cyYsQI+vbtG3U45bzwwgtkZGQAsG7dOvr06RNxRCIiu4aHHnqIoqIiTj31VN577z0WL17Mm2++SZcuXWjdujV//OMft9v+ggsuwMwYO3YsAG3atOH+++/ngQceoF+/frz77rt88803TJ8+ncsuu4zbb7+9TPvly5ezbNmyMltxcXGtPd7djRJmIiIiIiK1oHfv3mUmX07sabazefXVV+P7S5Ys4f33348wGhGRXcMPf/hDPvzwQ/bff3969erF/vvvz6WXXkqnTp14//334z14K5OZmclVV13FyJEj40NTr7zySt566y2WLl3KWWedxcEHH0z//v1p0qQJ119/fZn2Bx10EC1btiyzffTRR7X2eHc3FmaFiCpf3Gwt0MHdNem/yG7GzJoAhYWFhTRp0iTqcERERFi3bh1TpkwhOzubrKysWr1X//79+eqrrwAYPHgw3bt3r9X7pcKsWbMYMmQIEMwF9Morr9R4+FJRURGbNm3ilFNOKTMxtYjsXjZv3szChQtp3759uWGWItW1vffT2rVrycvLA8hz97U1uU9t9zDTjKEiIiIislspKCiIJ8sgWF1tV3Dsscdy8803A1BSUsLFF18ccUQiIiLRCZ0wM7N0M+tsZpeZWeNYWSszyy2t4+6N1btMRERERHYXJSUlXHPNNfHjIUOG7FK9Kbp06cIxxxwDwIoVK/j1r38dcUQiIiLRCJUwM7P9gLnAy8AYYO/YqcHAvakJTURERERk1zJq1ChWrFgBBEMxTz311Igjqr677747vr9s2TImT54cYTQiIiLRCNvD7AHgQ2BPIHH91EnAKTUNSkRERERkV/PAAw/w+uuvA9ChQ4ddYt6yytx5553x/fHjx0cYiYiISDTCJsx+Doxw9y1J5d8ArWsWkoiIiIjIrmXbtm289NJL8ePhw4dHF0wKHHfccZx33nkAFBYW8uijj0YckYiISN0KmzBLAxpUUL4vsC58OCIiIiIiu55BgwbF94877rjSFbp2aVdccQWHHnooAM8++yxz586NOCIREZG6EzZh9jYwKOHYY5P9/wF4vcZRiYiIiIjsIv7zn//w3//+F4A2bdqUGc64q7vrrrswCxa+HzhwYMTRiIiI1J2wCbPfASea2TygITARyCcYjnljakITEREREdn5DR48GAAz4+GHH444mtRq3LgxrVv/b8aVu+66K8JoRERE6k6ohJm7fwt0AO4BHgH+AwwBOrr78tSFJyIiIiKy8+rZsydbt24F4De/+Q2NGjWKOKLUe+qpp0hLS+PAAw9kyJAhUYcjIiJSJ9LDNnT3TcCfY5uIiIiIyG5l6dKlrFq1Kn58ySWXRBhN7ZoyZUrUIYiIiNSpUD3MzOwmMyv3PwIzu8TMNCRTREREROq9fv36xfeHDh0aYSR1a8SIETzxxBNRhyEiUif69u1Ljx49ypVPmzYNM2PNmjVl9isyfPhwOnToUNuhSoqF7WF2GXBBBeWfAn8F7g4dkYiIiIjITu6ll16iqKgIgGbNmtG5c+eII6obXbt2pbi4GKjfPepERETCTvrfAiiooHwF0DJ8OCIiIiIiO78HHnggvv/0009HGEndat++fXz/uuuuizASERGR2hU2YbYY+FkF5T8Dvg0fjoiIiIjIzu3yyy+P7x955JE0bNgwwmjq1iOPPBLfnz17Nlu2bIkwGhGpDzZs2MCGDRtw93jZli1b2LBhQ7wnb3LdkpKSeFlxcTEbNmxg8+bNVaorUlVhE2bjgdFmdrGZ7RfbLgHuBx5LXXgiIiIiIjuXZcuWxfdHjRoVYSTRuOaaa+L7F154YYSRiEh9kJubS25uLitXroyX3XPPPeTm5nLVVVeVqdu8eXNyc3NZtGhRvGzMmDHk5uaWmVcSoF27duTm5vLZZ5/FyyZMmBAqxsmTJ8fjLN26d+8e6lqy6wg7h9lIoCkwFsiMlW0G7nb3O1MRmIiIiIjIzuill15i2rRpLF26NOpQItGjRw/Gjh1LcXEx3333HQsXLiwzVFNEpL7p1KkT48aNK1M2a9YsfvOb30QUkdSFUAkzD/pK3mhmtwOHAJuAL929aPstRURERER2fSeddFLUIUTqvvvu4+qrrwZgwIABvPPOOxFHJCK7qvXr1wPQqFGjeNkNN9zAoEGDSE8vm7JYvnw5ANnZ2fGy3/72twwYMIAGDRqUqZufn1+ubt++fUPFmJOTwwEHHFCmbMmSJaGuJbuOsD3MAHD39cC/UxSLiIiIiMhO68wzz8Tdee6553arecsqcthhh5Gens7WrVvZtm0bixcvpk2bNlGHJSK7oJycnHJlmZmZZGZmVqluRkYGGRkZVa4rUlWhEmZmlgMMAU4BmpM0F5q7/6DmoYmIiIiI7By+/vpr1q5dCwSJs3/84x8RRxS9J598kt69ewNw4403MnHixIgjEhGJ1ty5c2ncuHGZsg4dOgCwadMm5syZU+Zcbm5uuZ5rsvMI28NsPHAi8BRQAPj2q4uIiIiI7LrGjh0b37/zTk3ZC9CqVSuOOuooPvzwQwoKCliwYIE++InIbu2EE04oV1a6+uf8+fPp2LFjmXMnnngi06ZNq4vQJARLXLq1yo3M1gC/dPfpqQ9JROoDM2sCFBYWFtKkSZOowxEREWHdunVMmTKF7OxssrKyqtWuR48elJSUcPTRRzNy5MhajHLXUlRURLdu3QBIS0tjypQp5c5v2rSJU045pVyvCxHZfWzevDm+QMjuPqRdam5776e1a9eSl5cHkOfua2tyn7QdV6nQ98DqmtxYRERERGRXcNddd1FSUkJaWhrDhg2LOpydSlZWFk2bNgWgpKSESZMmRRyRiIhIaoRNmN0C3GZmjXZYU0RERERkFzVnzhxmzJgBwCmnnEJubm7EEe18nnrqqfi+5jETEZH6ImzC7DrgVOA7M5trZrMTtxTGJyIiIiISmeuuuy6+P2DAgAgj2Xk1atQoPm/PypUrWbp0acQRiYiI1FzYSf9fSmkUIiIiIiI7mdWrV1NSUgJAeno6e++9d8QR7byGDRvGaaedxpYtW7j77rt58MEHow5JRESkRkIlzNz9D6kORERERERkZ3LTTTfF95988skII9n5NWjQgB49evDcc88xd+5c3nnnHTp37hx1WCIiIqGFHZKJme1hZv3N7E4zaxorO9LMWqcuPBERERGRurdu3Trmz58PwA9+8ANatWoVcUQ7v/79+8f377jjjggjERERqblQPczM7AjgHaAQaAc8RrBq5lnAfsCFKYpPRERERKTO9erVK75/5513RhjJriMjI4OsrCyKiorIzs6OOhwREZEaCTuH2X3ABHcfbGbrEsrfALQ0joiIiIjsstatW8emTZsASEtLo3nz5hFHtOuYOHEiZsaee+4ZdSgiIiI1EjZhdjRwWQXlS4EW4cMREREREYnW5ZdfHt9PnMdMdqxp06ZRhyAiIpISYecw2ww0qaD8IGBF+HBERERERKL17bffAsFE9pq4PpzPPvuMrl27cv7550cdioiISChhE2YvA8PMLCN27GbWFrgLeCElkYmIiIiI1LEhQ4bE96+66qoII9m1XXXVVRQXF7NmzRqKioqiDkdEJLS+ffvSo0ePcuXTpk3DzFizZk2Z/YoMHz6cDh06VHiuuLiYG2+8kcMPP5ycnBxatWrFhRdeGP/yRqITNmF2PbA3sBzIBt4FFgDrgKGpCU1EREREpG7NmjULADOr8AOSVE3isNZbbrklwkhERHZuGzduZPbs2dxyyy3Mnj2bF198kfnz53PGGWdEHdpuL9QcZu6+Fvi5mZ0MHEmQeJvt7u+kMjgRERERkbpyxx13xPePPPLICCPZ9Z177rmMGzcOd+fLL7+MOhwRkZ1WXl4eb7/9dpmyP/3pTxxzzDEsWrSItm3bRhSZVDthFhuG+RZwmbv/E/hnNdo2A44APnb31Wa2F9APyAKed/fPqhuPiIiIiEgqZGRkxPfvvffeCCOpH3r27Mnzzz8PwI033sjYsWMjjkhEdkYbNmyodpusrCzS04N0xtatWykqKiItLY3s7OwdXjcnJydcoHWosLAQM2OPPfaIOpTdWrWHZLp7MXAY4NVpZ2bHAF8BU4AFZvYT4AOChFkf4CMz01d5IiIiIhKJG264galTp/LKK69EHUq9cOWVV8b3x40bF2EkIrIzy83NrfY2adKkePtJkyaRm5tL9+7dy1y3Xbt2FbYNY/LkyeWuk3y/VNm8eTNDhgzhggsuoEmTitZalLoSdg6zvxAkuqrjj8DzQB5wB/ASMMXdD3T3HwITAU1wICIiIiKRaty4cdQh1BstWrSI748fPz7CSEREwuvUqRNz5swps9XG37Ti4mLOP/98SkpK1Ct3JxBqDjMgE+hvZl2AD4EyfR3d/doK2vwEGOju68zsAeBu4LGE82OAV0PGIyIiIiISyqpVq+jZsyc/+9nPGDFiRNTh1CuPPPIIZ555JgBDhw6lf//+EUckIjub9evXV7tNVlZWfP+ss85i/fr1pKWV7Q+Un59f09DicnJyOOCAA8qULVmyJGXXhyBZdt5557Fw4UL++c9/qnfZTiBswuwwYHZs/8Ckc5UN1cwENkEwrNPMNgIrE86vApqFjEdEREREJJSLL74YgOnTp7NkyRL23XffiCOqP7Kysth///356quvWL58OevXrw89JEpE6qeazimWnp4en88sldetS6XJsi+//JKpU6fSrJlSIzuDsKtkdgrRbDHwAyA/dnw+UJBwviVlE2giIiIiIrVu48aN8X0ly1Lv5ptvpl+/YDaXPn36lJl7SESkPpk7d265Yf0dOnQAYNOmTcyZM6fMudzcXNq1a0fPnj2ZPXs2kydPZtu2bSxbtgyApk2bkpmZWTfBSzlhe5gBYGYHAPsD77n7JjMzd6+sh9lfgealB+7+WtL5MwgWARARERERqRMzZ85k27ZtAIwcOTLiaOqnpk2b0qJFC5YtW8ZLL70UdTgiIrXmhBNOKFdWmiKZP38+HTt2LHPuxBNPZMKECfHFZkqTa6WmTp3KSSedVDvByg5Z5fmt7TQyawY8B3QiGIL5Q3f/2sweB9a4+3UhrtkI2ObuRdUOSER2OmbWBCgsLCzU+HsREdkprFu3jilTppCdnR2f/6Zfv358/fXXNG3alBdeeCHiCOufoqIiNm3axKxZs7jrrrsA6NatG2+88UbEkYlIXdq8eTMLFy6kffv2NGzYMOpwZBe3vffT2rVrycvLA8hz97U1uU/YVTLvB4qBtsDGhPK/Ad2qcyEza29m6e6+UckyEREREakr7777Ll9//TUAZ599dsTR1G8333xzfH/atGnRBSIiIlJFYRNmXYEb3T15WYgvgf2qea0vgB+GjENEADO70swWmtlmM/vIzH6xnbp9zcwr2Bom1Ek3sxGxa24ys6/NbJiZhf2bISIistO5/fbb4/s9e/aMMJLdQ69evYCgZ8B3330XcTQiIiLbF3YOsxzK9iwrtRdQYS8xM3uxkms1AB40s3UA7q6v90Sqwcx6AaOBK4HpwGXAG2Z2qLsvqqTZWuCgxAJ335xweCNwOXAR8ClwFPBnoBB4IKUPQEREJAJbt26Nz12WlpYWH6Iptefpp5/mxRdfpLi4mBtuuIG//OUvUYckIiJSqbC9Rd4DLkw49ljPkxuAqZW06QE0JfjAnbgBrE86FpGquxZ43N3Hu/tn7j6IYFXaK7bTxt19WeKWdP544GV3f83d893978BbBIkzERGRXd6YMWPi+6Vza0ntSk9Pp2vXrkCQPCsuLo44IhERkcqF7WF2AzDNzI4CMoGRwI8IEmI/q6TNBcA9wJPu/ufSQjP7DTDU3eeFjEVkt2VmmcBPgOT/6b8F/HQ7TXPN7BuCHp5zgFvc/T8J5/8PuNzMDnT3+Wb2Y+DnwKDtxJIFJH4937iyuiIiIlEqLi6OTzqfk5PDEUccQVGRptKtDclJsVtvvZXXXnsNd6dDhw58+umnEUUmIiKyfaESZu4+z8yOIOjBso1giOaLwBh3L6ikzV/N7H3gaTM7Hejv7t+HjFtEAnsRJL2SJwL5DmhRSZvPgb7AXKAJcA0w3cx+7O5fxurcDeQBn5vZttg9hrr7s9uJ5Sbg1jAPQkREpC5kZGTQqFEj/va3v8UTZGeeeSabNm2KOLL6rVGjRmRkZABw9NFHx8vz8/MjikhERGTHqpwwi81B1tfd15rZhcDf3L1aH47d/RszO5HgQ/XHZjYA8GpFLCIVSf49sgrKgoruM4GZ8Ypm04HZwNXAwFhxL+A3BD1DPwU6AKPN7Ft3f7KSGO4E7ks4bgwkLwwiIiISmYYNG3LCCSdw2mmnxcvGjRuHmUUYVf2XkZFBw4bxtYW45ZZb6NixI2eddVaEUYmIiGxfdXqYnU7Qk2wtweTfbwLLq3tDdy8BbjWzt4CnCHquiEg4Kwl6eSb3JmtO+V5nFXL3EjP7N2VXq70HuMvd/xo7nmtm+xH0IqswYebuRSQs+qEPHyIisjNq0KBBfLL/zMxMmjRpEnFEu5/bbrst6hBERER2qDoJs8+BO81sKkHvlfPMbG1FFd19h0veuPv02LDO/YEF1YhDRGLcfYuZfQR0ASYlnOoCvFyVa1iQ2epAMESzVCOgJKnqNsIvFCIiIrJTOPnkk+P7L7zwQoSRyNatW+nSpQtvvvmmVikVEZGdTnUSZpcTDLf6JcFQrxFUPOTLgSqtEe3u64GPqxGDiJR3H/CUmX0IvA9cCrQFHgYws78AS939ptjxrQRDMr8kmMNsIEHC7LcJ13wVGGpmiwiGZHYkWI3zibp4QCIiIrVl+vTpAKSlpXH66adHHM3ua8OGDeTm5gLBvGaffPJJxBGJiIiUVeXeIu4+w92Pc/e9CXqYHejue1awNd3RtcxsmJldmVR2pZkNq/5DENm9ufvfCFavHEaw4uUJwGnu/k2sSlugZUKTPYBHgc8IVtNsDZzg7h8k1Lka+DswNlbvXuAR4JbaeyQiIiK164knnsA9+L5XybJo5eTkxPfnzp27nZoiItHq27cvPXr0KFP297//nYYNGzJy5EiGDx+OmWFmNGjQgDZt2tC/f39WrFgRr//999/Tp08f8vLyyMvLo0+fPqxZsyZ+PvEaiVvi30qpe2GHV7UHVuywVuUuBpJn+TyHYOU+Eakmdx/r7u3cPcvdf+Lu7yWcO8nd+yYc/87d94vVbe7up7r7+0nXW+fug2L1st19f3f/vbtvqcOHJSIiklKXXnppfF/DMaPXoUOH+P577723nZoiIjuP8ePH07t3bx566CEGDx4MwI9+9CMKCgpYtGgR48aN49VXX+XCCy+Mt7nggguYM2cOb775Jm+++SZz5syhT58+8fPXX389BQUFZbZDDz2Uc889t84fn/xPdYZkxsVWu/yFmV1GMAdZT3dfamZ9gIXu/n87aN++grJTwsQiIiIiIlIVpZP9p6enk54e6r/BkkIffPABmZmZAJxzzjllemOIiOyMRo4cybBhw5g4cSLnnHNOvDw9PZ0WLYJ12Fq3bs3AgQMZNmwYmzZtIj8/nzfffJOZM2dy7LHHAvDYY49x/PHH88UXX3DQQQeRm5sbH6YO8PHHHzNv3jwefvjhun2AUkao/ymY2TkEK1w+QzC3UeksnY2Bm4HTKmkqIiIiIhKJ4uJijj32WK699tqoQxEgIyODRo0asXHjRlauXBl1OCISkQ0bNlR6rkGDBjRs2LBKddPS0sjOzt5h3bDDHIcMGcKYMWOYPHkynTt33m7d7OxsSkpK2Lp1K++//z55eXnxZBnAcccdR15eHjNmzOCggw4q1378+PEceOCB/OIXvwgVq6RG2CGZvwcud/cBQHFC+QzgyKpexMz2NLOjzWzfkHGIiIiIiFRJeno6H330Eb179446FIm599574/unnnpqhJGISFRKe1dVtCX24gJo3rx5pXW7d+9epm67du0qrBfGG2+8wd13383LL7+8w2TZ559/zrhx4zjmmGNo3Lgxy5Yto3nz5uXqNW/enGXLlpUrLyoq4plnnqFfv36hYpXUCZswOwioaKKBtQQTipdjZneYWaPYfoaZPQqsBGYB35jZi2bWsKK2IiIiIiJhff755/HVMWXncsUVV8T333rrrQgjERGp3BFHHEG7du0YNmwY69atK3d+7ty55Obmkp2dzaGHHkqbNm145pln4ufNrFwbd6+w/MUXX2TdunVl5kCTaISdvKEAOADITyr/OfB1JW1uBEYDG4EbgB7AucBMgl5pD8fKbw8Zk4iIiIhIOUcddRQbNmzAzCgpKYk6HEnSvn17Fi5cCEBhYSF5eXkRRyQidWn9+vWVnmvQoEGZ4+XLl1daNy2tbH+g/Pz8GsWVqHXr1rzwwgt06tSJbt268eabb9K4ceP4+YMOOohXXnmFBg0a0KpVK7KysuLnWrRowXfffVfumitWrGCfffYpVz5+/HhOP/30+JxoEp2wPcweAR4ws2MBB1qZWW/gXmBsJW0SU6fnAkPc/UV3/9bdJwPXAr8OGY+IiIiISIW2N+eNRO+TTz6J7/fv3z/CSEQkCjk5OZVuifOX7ahu4vxl26sbVtu2bXn33XdZvnw5Xbt2Ze3atfFzmZmZHHDAAbRv375Msgzg+OOPp7CwkA8++CBeNmvWLAoLC/npT39apu7ChQuZOnWqhmPuJEIlzNx9JPASMBXIJRieOR54xN0f2l7T2M82wAdJ5z4A9gsTj4iIiIhIRWbNmhXfv+yyyyKMRCqTm5sbn9/n1VdfjTgaEZHK7bvvvkybNo1Vq1bRtWtXCgsLd9jmkEMOoVu3bgwYMICZM2cyc+ZMBgwYwOmnn15uwv8nnniCli1blpuPTaIRtocZ7j4U2As4BjgO2Nvdb9lBswFmNhAoAvZMOpcXKxcRERERSYlhw4YBkJeXx7hx4yKORiozcOBAIJjs+r777os4GhGRyrVu3Zp3332XNWvW0KVLF9asWbPDNs888wyHH344Xbt2pWvXrhxxxBE89dRTZeqUlJQwYcIE+vbtW24oqkTD3H3HtRIbmKUDm4EO7v7farTL5389zABGu/sDCecHAb3c/fhqBSQiOyUzawIUFhYW0qRJk6jDERGR3VBxcTGNGjVi69atXHzxxTzxxBNRhyTbUTr5dXp6OsXFxRFHIyKptHnzZhYuXEj79u3LDbMUqa7tvZ/Wrl1bOhdmnruvrfACVVTtSf/dfauZfQNUK+Xp7u12UGUm8G514xERERERqUiHDh3YunUrACNGjIg4GtmR7OxsNm3aFHUYIiIiQPghmSOAO82saaoCcfeZ7v6fVF1PRERERHZv8+bNi++3atUqwkikKmbPng3A1q1bNZeZiIhELmzCbCDwC+BbM/vCzGYnblW9iJl1MLNzzeznVtoHW0RERESkhpYsWRLfP+CAAyKMRKrq4IMPZp999gHgjjvuiDgaERHZ3VV7SGbMS9VtYGYTgcvcfZ2Z5QIvAF2AYiAD+MjMurj7jmfMExERERHZjn79+sX3P/300wgjkeo4++yzGTduHDNnzmTFihXsvffeUYckIiK7qWpP+l+ti5v9GnjF3TeY2TagpbsvN7N7gHOAnu4+28wOA54D3nT3a2stIBGpM5r0X0REopSZmUlxcTFt2rRh0aJFUYcjVTRnzhw6duwIwL777svixYsjjkhEUkGT/ksq1dWk/2GHZFbVI8A+sf3EIZfdgSHuPhsgttrm9cDptRyPiIiIiNRzI0aMiK+yeMstt0QcjVRHhw4d4qtlHnfccRFHIyIiu7OwQzKrKnlestLubPsA/0069ynQppbjEREREZF67v/Zu+/wqqr07ePfJwkQSCCISBUURMACdsdK0UER0RkHy6CAOINtHBXsqK/Yxq7Yy09A7DqjMioqWBBFxIagKLZREAsQQEgjCSR53j/OyTGEk5CzSbJT7s917cuVtffauePANXGdtZ51zTXXxNqnn356iEkkiJKSkrAjiIiI1PiEWXnXmdl6oAToACwuc68tkFvLeURERESkgSkqKgKgSZMmIScRERGR+qqmt2SW9S7QC9iLyERZt3L3hxBZZSYiIiIiEsgll1wSaz/00EMhJpGtkZ2dTe/evTXpKSIioam1CTN3H+DuA8tck8s98iQworbyiIiIiEjDc/fdd8fap512WohJZGuceeaZfPPNNxQVFXH99deHHUdEpN4ZPXo0f/7zn2NfDxgwgLFjx4aYCKZOnUrr1q1jX1999dXsueeeISaqXG2uMKuUu//g7j+HnUNERERE6qfCwkIKCwsB6NixY8hpZGs8/fTTsfZNN90UYhIRaezKTzwBPPfcc6SmpnLLLbdw9dVXY2aYGcnJyXTp0oUxY8awatWq2PNr165l5MiRZGRkkJGRwciRI1m3bl3sftl3lL3S0tKq7ed44YUXuO6666rtfdXhoosu4q233op9He/fdZhqesLsR2Bj+U4z62pmHcv1dTSzrjWcR0REREQaqLKnKk6ZMiXEJFIdWrVqBUBeXl7ISUREfjdp0iROOeUU7r333lgZgN12243ly5ezbNkyHnjgAV5++WVGjRoVG3PyySezcOFCZsyYwYwZM1i4cCEjR46M3b/oootYvnz5Jteuu+7KCSecUG2527RpQ8uWLavtfdUhPT2dbbfdNuwYFarRCTN3393df4pzaynwVrm+WcCSmswjIiIiIg1XTk5OrD148OAQk0h1uPXWW2PtK664IsQkIiIRt9xyC//85z956qmnGDNmTKw/JSWFDh060LlzZ4YOHcp5553H66+/Tn5+Pl999RUzZsxg0qRJHHjggRx44IE8/PDDTJ8+nW+++TmpS2gAACAASURBVAaITBx16NAhdq1cuZLFixfz97//vUq5iouLueCCC2jdujXbbrstl1xyCe6+yTPlt2TuuOOOXH/99YwaNYr09HR22GEHXnzxRVatWsWf/vQn0tPT6dOnD5988klszI8//sgxxxzDNttsQ1paGrvtthuvvvoqALNnz8bMeOWVV9hjjz1ITU3lD3/4A4sWLaowd9ktmVdffTWPPvooL774YmyF3ezZs6v089eUKk+YmdlaM/utKlcVXjcQOLVc3yjgsETCi4iIiIiU+t///oe78/XXX4cdRarBGWecEWuXnTwTkYYlLy+PvLy8TSZ4NmzYQF5eXmybfflnS0pKYn0bN24kLy+PgoKCKj0b1GWXXcZ1113H9OnTGTZsWKXPNm/enJKSEoqKipg3bx4ZGRn84Q9/iN0/4IADyMjI4P333487ftKkSfTs2ZNDDz20Stluv/12pkyZwuTJk3nvvff47bffmDZt2hbHTZw4kYMPPpgFCxZw9NFHM3LkSEaNGsWIESP49NNP6dGjB6NGjYr9b3POOedQWFjIu+++y6JFi7j55ptJT0/f5J0XX3wxt912Gx9//DHt2rXj2GOPrdK/94suuogTTzyRwYMHx1bZHXTQQVX6+WtKIivMxgLjoldp5c2ZwNXRa2a0b4ubYt39HXf/uFzfx+7+TgJ5REREREQ206tXr7AjSDUprd+zcePGrfoPXRGpu9LT00lPT2f16tWxvltvvZX09HT++c9/bvJsu3btSE9PZ9myZbG+++67j/T09M1WY+24446kp6fz1VdfxfqmTp0aKONrr73GzTffzIsvvsgf//jHSp/9+uuveeCBB9h///1p2bIlK1asoF27dps9165dO1asWLFZf2FhIU8++WSVV5cB3HnnnYwfP55hw4axyy678OCDD5KRkbHFcUOGDOHMM89k55135qqrriInJ4f99tuPE044gZ49e3LppZfy1VdfsXLlSgCWLVvGwQcfTJ8+fejevTtDhw6lX79+m7xzwoQJDBo0iD59+vDoo4+ycuXKKk3epaen07x5c5o1axZbade0adMq/zuoCVWeMHP3R0sv4GDgKncf7u53R6/hwFVA/0QCmNloM9vy/5IiIiIiIhXYZZddeO6558KOIdXswQcfjLXPPvvsEJOISGPWt29fdtxxx9ikUnmLFi2KTfjsuuuudOnShSeffDJ238w2G+PucftfeOEFcnJyNqmBVpmsrCyWL1/OgQceGOtLSUlh3333rdLPVap9+/YA9OnTZ7O+zMxMAM477zyuv/56Dj74YCZMmMDnn3++2TvL5mjTpg29evXaZNKyPglaw+xIYEac/plA5dOtm/s/oFPAHCIiIiLSyM2bN4+vv/6aE044gWOOOSbsOFKNRowYQUpKCkCsTo6INCy5ubnk5ubStm3bWN/FF19Mbm4u99577ybPZmZmkpubS9euv58XeM4555Cbm8vkyZM3eXbp0qXk5uayyy67xPpGjx4dKGPnzp155513WL58OYMHD95s0qxXr14sXLiQxYsXk5+fz6xZs+jRowdArCZZeatWrYpNSJU1adIkhg4dSocOHQJlTUSTJk1i7dLJu3h9pdtax4wZww8//MDIkSNZtGgR++67L/fcc88Wv0+8icH6IOiE2RrguDj9f47e20wl9c5SgHkJ1D8TEREREYk566yzYu2yn+hLwzBkyBAAli9frm2ZIg1QWloaaWlpm0yqNG3alLS0NJo1axb32aSk36cymjRpQlpaGqmpqVV6NqiuXbvyzjvvkJmZyRFHHEF2dvYmeXv06EG3bt02y3zggQeSlZXFRx99FOv78MMPycrK2qxG15IlS3j77bcT2o6ZkZFBx44d+eCDD2J9RUVFzJ8/P9EfsUq6dOnCWWedxQsvvMCFF17Iww8/vMn9sjnWrl3Lt99+S+/evav07qZNm1JcXFytebdGSsBxE4DJZjYAmBftOwAYDIypYEwT4B3gP2X6DJgE3AL8EjCLiIiIiDRia9ZEPq/t2rUrrVq1CjmNVLcHHniAl156CYBRo0bx9NNPh5xIRBqr7bffntmzZzNw4ECOOOIIZs6cucUxu+yyC4MHD+b000/noYceAiKHmgwdOnSzmptTpkyhY8eOHHXUUQnlOv/887npppvYeeed2WWXXbjjjjtYt25dQu+oirFjx3LUUUfRs2dP1q5dy6xZszZZwQdw7bXXsu2229K+fXuuuOIK2rZty5///OcqvX/HHXdk5syZfPPNN2y77bZkZGRs1STn1gq0wszdpwIHAeuAvwDDgCzg4Oi9ePYC2hE5CfP5aD20qYAD/y1TH01EREREpEp+/vlnfvkl8rnrzTffHHIaqQmdOnWKrTx55plnQk4jIo1d6fbMdevWMWjQoCpNTD355JP06dOHI444giOOOIK+ffvy+OOPb/JMSUkJU6dOZfTo0SQnJyeU6cILL2TUqFGMHj2aAw88kJYtW3LccfE2BW6d4uJizjnnnNgkYK9evbj//vs3eeamm27i/PPPZ5999mH58uW89NJLVS7ef/rpp9OrVy/23XdftttuO+bOnVvtP0MirOzRrTX+zcxSgH8RmWA71d3nmtlGYA93X1xrQUSkxplZKyArKytLn/aLiEiNOfzww5k1axZNmzaloKCg3tZJkcqVrQG0Zs0a2rRpE3IiEUlEQUEBS5YsoVu3bpttnZSGoXTl3dq1a2ndunWNfq/K/jxlZ2eXnhCa4e7ZcV9QRUFrmMVlZilm1rWi++5e5O6XAmcAT5nZDURWmImIiIiIJGzWrFlA5EQwTZY1XGVXGUyaNCnEJCIi0lhU64QZsBuwZEsPufssYG+gN5AH1J2qbiIiIiJSL0yfPj3WPuCAA0JMIjVtp512ihWNnjJlSshpRERqV3p6eoXXnDlzwo7XYAUt+r/V3H0NkfpnIiIiIiIJu+2222Lt119/PcQkUhvGjBnDRRddxLfffkteXh5paWlhRxIRqRULFy6s8F7nzp1rMUnFBgwYQG2W/KoNCdUwM7NPt/BIc6CnuydWoY5YfbNO7r4s0bEiUveohpmIiNS0pk2bsnHjRnbccUeWLNniJgep5woLC2O1ajp16hQ77EFE6j7VMJPqVFs1zBJdYbYr8AwVb7vsCPQMmGU34FMg4ck2EREREWlc5s+fz8aNGwEYP358yGmkNjRr1izW/vXXX0NMIiIijUGiE2ZfAB+6+wPxbprZnsDpW51KRERERKQShx56aKx9xhlnhJhEatOee+7JZ599xqBBg8KOIiIiDVyiE2bvAb0quZ8DvBvvRhW3c4qIiIiIbFF+fj4ASUnVfYaV1GULFiwIO4KIiDQSCU2YufvYLdz/HhhYwe2a3M4pIiIiIo3E008/HWufeOKJISYRERGRhqo2T8nUdk4RERER2WrnnnturF128kwah9WrV7PbbruRmZnJokWL2H333cOOJCIiDVDgCTMzaw3sD7QDNlkL7+6PxRkSeDuniIiIiEipNWvWANCiRYuQk0gYzIzMzEwADjvssFhbRESkOgUq+mBmxwDLgNeAe4G7ylx3xhvj7mMr29Lp7t+7e0XbOUVEREREuP7662PtcePGhZhEwrLtttvG2qtWrQoxiYg0dA8++CAtW7akqKgo1pebm0uTJk02OXwGYM6cOZgZ3377bazvhhtuIDk5mZtuummzd0+dOhUz2+yaNGlSzf1AkpCgVVJvB6YALd29tbtvU+ZqU435RERERERirr322li77OSZNC4DBgyItZcsqahEsojI1hk4cCC5ubl88sknsb45c+bQoUMHPv74Y9avXx/rnz17Np06daJnz99Lsz/yyCNccsklTJkyJe77W7VqxfLlyze5TjnllJr7gSQhQSfMOgN3u/v6LT4pIiIiIlJNttlmGwCSk5NDTiJhmj59eqx9zDHHhJhERBqyXr160alTJ2bPnh3rmz17Nn/605/YaaedeP/99zfpHzjw901z77zzDvn5+Vx77bXk5eXx7rubV6AyMzp06LDJ1bx58xr9maTqgk6YzQT2rc4gIiIiIiJbsnLlStydDRs2hB1FQpSWlhabNP3yyy9DTiMiWyMvLy/hq+wWyaKiIvLy8sjPz6/SexM1YMAA3n777djXb7/9NgMGDKB///6x/g0bNjBv3rxNJswmT57M8OHDadKkCcOHD2fy5MkJf28JV5UnzMzs2NILeAW41cyuNrNhZe9F74uIiIiI1JikpKCf+0pDUXbb0+effx5iEhHZGunp6Qlf06ZNi42fNm0a6enpHHXUUZu8d8cdd4w7NlEDBgxg7ty5FBUVkZOTw4IFC+jXrx/9+/ePrTz74IMPyM/Pj02YZWdn8/zzzzNixAgARowYwXPPPUd2dvYm787KytokW4cOHRLOJzUnkVMy/xun76o4fQ5ojbyIiIiIVKu2bdsybtw4rrjiirCjSB3w/vvvx7bonnbaacyfPz/kRCLSEA0cOJC8vDw+/vhj1q5dS8+ePWnXrh39+/dn5MiR5OXlMXv2bLp27Ur37t0BeOqpp+jevTt77LEHAHvuuSfdu3fnmWee4Ywzzoi9u2XLlnz66aexr/VhUN1S5Qkzd6+2/+XMLBloCxS7++rqeq+IiIiINEwTJ05kzZo1XHnlleTk5MQ9cUwal9atW9OyZUtycnL47rvvwo4jIgHl5uYmPKZZs2ax9nHHHUdubu5mk01Lly7d2mgA9OjRg+233563336btWvX0r9/fwA6dOhAt27dmDt3Lm+//TaHHXZYbMyUKVP48ssvSUn5fcqlpKSEyZMnbzJhlpSURI8ePaolp1S/RFaYxZjZKOBZdy8s198U+Ku7P1bBuKOBS4H9gSbRvhzgZeAKd18WJI+IiIiINGx33313rK3JMik1YsQIHnjgAXJycsjKyiIjIyPsSCKSoLS0tK0an5KSssnEVHW9t6yBAwcye/Zs1q5dy8UXXxzr79+/PzNnzuSDDz7gtNNOA2DRokV88sknzJ49mzZt2sSeXbduHf369eOLL75g9913r7ZsUnOCrhp7BIj3/0Yto/c2Y2YjgaeB+cBEYBVwC3AZ0AWYb2Y7B8wjIiIiIg1Y6QqEffbZJ+QkUpfceuutsfYJJ5wQYhIRacgGDhzIe++9x8KFC2MrzCAyYfbwww9TUFAQq182efJk9t9/f/r168fuu+8euw455BAOPPBAFf+vR4JOmBmRWmXlbQ9kVTDmcuB0dx/n7uOBocAI4CF3HwC8BdwcMI+IiIiINFA//vgjq1dHqnhcd911IaeRuiQtLS22DeuNN94IOY2INFQDBw4kPz+fHj160L59+1h///79ycnJYaeddqJLly5s2LCBJ554gmHDhsV9z7Bhw3jiiSd00nM9Ye7x5r0qeNhsAZGJsj2AL4GiMreTgW7ADHc/Mc7Y9cCu7r60TN9GYAd3/9XM9gdmuvs2QX4QEalbzKwVkJWVlUWrVq3CjiMiIvXYIYccwty5c2nWrBkFBQVhx5E6pnPnzvz6669A5GS6li1bhpxIRMorKChgyZIldOvWjdTU1LDjSD1X2Z+n7Ozs0u35Ge6eHfcFVZToCrP/Ai8SWWE2M9ouvZ4BziSyaiyepcC+pV+Y2d5ACbAy2vUb0bpmIiIiIiKl5s6dC0AiH/RK4/Huu+/G2g8//HCISUREpCFJqOi/u18DYGZLiRT9T+QjvvuASWa2H1AAjAEed/fi6P0/AN8mkkdEREREGrZ58+bF2vvtt1+ISaSu2mmnndh555357rvvmDp1KhdccEHYkUREpAEIVMPM3R919wIz28fMRpjZKWa21xbG3AeMBw4BjgamAv8s88hHwMlB8oiIiIhIw/Svf/0r1n7rrbdCTCJ12fDhwwH44osv2LhxY8hpRESkIUiohllskFk7IlswBwDriGzRzADeBv7q7quqMaOI1EOqYSYiItUhLS2N9evX06FDB5YvXx52HKmj1q1bxzbbREoh9+3bl88++yzkRCJSlmqYSXWqqzXMSt0DtAJ2c/c20UL9u0f77q5soJmlm1l/MzvJzE6MttMD5hARERGRBmr58uWsX78egL///e8hp5G6rHXr1rH2559/HmISEamMalFKdaitP0cJ1TArYzDwR3f/qrTD3Reb2TnA6/EGmFkKcDtwOpAKbCCyMq0JUGBm/wdc7O5aQy0iIiIi9O3bN9aeMGFCiEmkPthhhx34+eefOe2008KOIiLlNGkSOd9v/fr1NG/ePOQ0Ut+VfphW+ueqpgSdMEsC4k1sbaTiVWu3A8OA04CZ7r4OwMxaA0cCt0afGxswk4iIiIg0IKtXr461a/qXYqn/li5dGnYEEalAcnIyrVu3JjMzE4AWLVpgZiGnkvrG3Vm/fj2ZmZm0bt2a5OTkGv1+QSfMZgF3mdlwd/8VwMw6AxOBiqqxngyc5O6zynZGJ86eNbPVROqiacJMREREpJH75ZdfYu2ePXuGmERERKpDhw4dAGKTZiJBtW7dOvbnqSYFnTD7J/AisNTMfgIc6AosAkZUMKY5sLqCewBros+IiIiISCN37LHHxtofffRRiEmkPpk7dy5HHnkkeXl5qpUkUseYGR07dqRdu3Y6zVYCa9KkSY2vLCsVaMLM3X8C9jazQUBvIrXIFrv7m5UMexu4w8xOcfeVZW+YWXvgFiIr10RERESkkVu4cCEASUlJpaddiWzR4sWLycvLA2DYsGE8//zzIScSkfKSk5NrbcJDZGtYbX3yYmZdgFeJTLB9AawksjKtA5ETNhcDR7v7z7USSERqlJm1ArKysrJo1apV2HFERKQeWbVqFe3atQNgr7324tNPPw05kdQnpXWRUlNTyc/PDzmNiIjUpuzs7NIP2jLcPXtr3lVRgf4tMrP+Zvaymf3PzL4zs5fM7NCKno+uStsDOBZ4CfgRWBZtHwPspckyERERETn44INj7aeeeirEJFIftWnTBoCCgoKQk4iISH0WaMLMzEYAbwLrgbuBe4F84C0zO7mice5e4u6vufsEdz8zek1w9xnuXhIki4iAmf3DzJaYWYGZza9s8trMRpuZx7lSyz3X2cyeMLM1ZrbezBaa2T41/9OIiEhjV3YLZu/evUNMIvXRzTffHGtPnDgxxCQiIlKfBdqSaWZfAf/n7hPL9V8AnO7uu1TxPYuAIdHVZyISgJmdBDwO/AOYC5wJjAF2dfdlcZ4fDdwF9Crb7+4ryjyzDbCASO3BB4BMYCdgqbt/X8Vc2pIpIiIioSjdltm8eXPWr18fchoREakt1bklM+gpmd2Bl+P0vwTckMB7dgSaBMwgIhEXAJPdfVL067FmdiRwNjC+gjFedoIsjkuBn9z9tDJ9S7c6qYiIiEgtSElJoaioSDXMREQksKA1zH4CDo/Tf3j0nojUAjNrCuwDvF7u1uvAQZUMTTezH83sZzObbmZ7lbt/LPCJmf3HzDLNbIGZnb6FLM3MrFXpBbRM9OcRERHp06cPo0aNoqRE1TokuBNPPDHWfuedd0JMIiIi9VXQCbPbgbvN7AEzG2lmI8zsQSLbvG5L4D1ziNQ+E5Fg2gLJRE6dLWslkRNo4/kaGE1kUmw4UADMNbOdyzzTncgKte+AI4EHifydH1VJlvFAVplLh3iIiEjCvvjiCx5//PFY4XaRIJ588slY+5prrgkxiYiI1FeBtmS6+wNmtgK4ECj9+OYr4CR3fzGB9wwJ8v1FZDPlixFanL7Ig+4fAB/EHjSbC3wKnAucF+1OAj5x98ujXy8ws92ITKI9VkGGG4E7ynzdEk2aiYhIAh5++OFY+6qrrgoxiTQEXbp04aeffmLevHlhRxERkXoo6Aoz3H2aux/i7ttGr0O2NFlmZnuY2Wlm1i369W5mdr+ZPRituSQiiVkNFLP5arJ2bL7qLK7oCbUfA2VXmC0HFpd79CugayXvKXT37NILyKnK9xcRESn14ouRXyXT0tK44IILQk4j9d2ZZ54JQEFBAR999FHIaUREpL4JPGFWyszSy9YtitYuivfcMGA+cCvwmZkdDrxH5D/SdwReMbOTtzaPSGPi7huI/L0aVO7WIOD9qrzDIsdI7UlkkqzUXMqdogn0BH4MllRERGTL3n33XQCGDNEmBNl6l112Waw9ePDgEJOIiEh9FGjCzMy6mdkrZpZHpFbR2ui1LvrPeC4HJrh7W+AM4DngDncf5O6DiZzKd3GQPCKN3B3AGDP7m5ntYmYTiawEexDAzB4zsxtLHzazCWZ2pJl1N7M9gclEJsweLPPOicABZna5mfWITmafAdxXWz+UiIg0LtOmTSMnJ7I4+cILLww5jTQEycnJsfbatRX9J4qIiEh85h63zFHlg8xKV67cRWTb1yYvcffNjqIxs1xgd3dfGl3RUgjs4+6Love7A5+5u07WE0mQmf0DuAToCHwBjHP3d6P3ZgNL3X109OuJwF+IbOPMAhYAV7v7vHLvHEqkLtnOwBIiE9wPU0XR1aZZWVlZtGoVd+GpiIhITIsWLcjPj5wFFeT3U5F4DjnkEObOnQvA+vXrad68eciJRESkJmVnZ5ORkQGQES0VFFjQCbNcIpNd3yQwZjkw1N3nm9k2wBrgMHefHb2/H/CSu3dMOJCI1DmaMBMRkUREPk+N/LOkpCTkNNJQFBYW0rx5c9yd2267TasXRUQauOqcMAtaw+xjoEuCY94E7jOzU4BHgZnAjWbW28x6Ealt9l7APCIiIiJSTy1dujTWPvroo8MLIg1Os2bN6NGjBwCPP/54yGlERKQ+CTphNga41MxONbN9zKxv2auCMRcROTXvQSAFOAn4hMhJfIuBTsBlFYwVERERkQaq7ImY06ZNCzGJNER77703AJ999hmFhYUhpxERkfoi6JbMA4CniJxuWcoBA9zdk+ONq+Bd3YEWwNfuXpRwGBGpk7QlU0REqqpVq1bk5OSw3XbbkZmZGXYcaWDeeecdBgwYAMABBxzAvHnzKh8gIiL1VnVuyUwJOG4KkULhw4lT9D8R7v5D0LEiIiIiUr/98ssvsdMx//jHP4acRhqi/v37k5SUREpKCn/729/CjiMiIvVE0AmzHYBj3f1/iQwys+2Bs4GDiJzQ50Qm3OYCD7n7TwHziIiIiEg91L9//1j7+uuvDzGJNGTFxcVhRxARkXomaA2zWcAeiQwws0OAr4DjgM+Ax4Anou3jgC/N7OCAeURERESkHlqyZEms3b179xCTiIiIiPwu6Aqzl4GJZtYHWARsLHvT3V+KM2YiMMndx8V7oZlNBO4E9guYSURERETqkQ0bNlBSUgJAr169Qk4jDd2ECRO46aabSEtL47fffgs7joiI1HFBi/6XVHI7btF/M8sH9nT3byp4Z29ggbs3TziQiNQ5KvovIiJbctJJJ/Hvf/8bgAULFrDnnnuGnEgasiZNmlBUFDljLMh/A4mISN1XnUX/A23JdPekSq6KTshcTqR2WUUOjD4jIiIiIo3A888/H2trskxq2qhRo2LtZ555JsQkIiJSHwRaYRb3RWat3X1dJff/QWRb5sPAG/x+umYHYBAwBhjr7g9WSyARCZVWmImIyJaYGQDNmjWjoKAg5DTSGJT+mWvfvj0rVqwIOY2IiFS36lxhFqiGmZldCix192ejX/8HGGZmy4Eh7v5Z+THufr+ZrQHGAWcCpSvRioH5wCh3/3eQPCIiIiJSv5Qt9n/VVVeFmEQak2bNmlFYWMjKlSvDjiIiInVc0FMyzwR+AjCzQcAfgcHAa8CtFQ1y92fd/QCgBdA5erVw9wM0WSYiIiLSeHTr1g13Jycnh8svvzzsONJIHH/88bH2rFmzQkwiIiJ1XdCi//lAT3f/yczuAlLd/Uwz6wl86O7bVPE9w4GX3D0v4RAiUqdpS6aIiIjUNRs3bqRp06YAtGnThjVr1oScSEREqlPoRf+BtUCXaHsw8Ga0bfy+1bIqHgLaB8wgIiIiIvXQc889R//+/SksLAw7ijQyTZo0ibXXrl0bYhIREanrgk6YvQA8ZWZvANsS2YoJsCfwvwTeYwG/v4iIiIjUU6eeeirvvvsuqampYUeRRmjIkCEAsS3BIiIi8QSdMBsH3AssBga5e260vyNwf3UEExEREZGGaf369cDvJxaK1KZnn3021lb9PBERqUigCTN33+jut7n7+e6+oEz/ne4+qfRrM3vFzDpW8qqjgF+CZBARERGR+mfFihWx9rhx40JMIo1Veno66enpADz11FMhpxERkboq6AqzquoHNK/opru/B7Q2sw41nENERERE6oCJEycCkJKSwm233RZyGmmsdthhBwB+++03Nm7cGHIaERGpi2p6wizGzNqY2fNm9qOZ3WdmyWY2CVgO/GJm729hNZqIiIiI1HOPPfYYAH369NGWTAnNLbfcEmuX1jQTEREpq9YmzIDbgJ7ArcBuwHPAfsChwCFACnBTLeYRERERkVq0atWq2JbMTp06hZxGGrMhQ4bEJmzz8/NDTiMiInVRbU6YDQbOdPd7gZOAPwEXuftcd59H5CCBw2sxj4iIiIjUov79+8faN998c4hJRGDEiBEALFiwYAtPiohIY1SbE2YZRAv8u/tKoIjIdsxSvwKtazGPiIiIiNSiNWvWAJHTMXfbbbeQ00hjd/HFFwORU1s//vjjkNOIiEhdU5sTZt8BQwHM7CigADiizP0jgSW1mEdEREREaklJSQmZmZkAHHXUUSGnEYnU0UtJSQE2Xf0oIiICkbphNekG4Ldo+1bgUTMbC2wPjADuNrM/ACXAX4ALajiPiIiIiITgoYceirVvv/32EJOI/M7dAdUxExGRzQVeYWZmI81srpn9amY7RPvGmtmfSp9x9xvdfV20/SQwAHgQOMzdnwcGAYVAE+AMd78v+I8iIiIiInXVeeedB0BSUhK9e/cOOY1IxHHHHQdAq1atQk4iIiJ1jZV+qpLQILOzgWuBc1owjAAAIABJREFUO4ErgN3d/QczGw2c6u4DqzWliNQ7ZtYKyMrKytIvoSIiEjuRsEmTJmzYsCHkNCIiItIQZWdnk5GRAZDh7tlb866gK8zOBU53938BxWX6PwH6bE0gEREREWlY7rrrrlh73LhxISYRERERqZqgE2bdgHjnLxcCaUFeaGZ7mFnxlp8UERERkfrkmmuuibVvvvnmEJOIbK6oqIjjjz+elJQUPvvss7DjiIhIHRF0wmwJsGec/qOAxcHjYFsxVkRERETqoLVr1wLQokWLkJOIbK6wsJDnn3+e4uJiBg8eHHYcERGpI4KeknkrcJ+ZpRKZ5NrfzIYD44Ex8QaY2QtbeGcGkHhBNRERERGps1544fdfAU877bQQk4jEl5b2+waZlStXhphERETqkkBF/wHM7HTgSqBLtOsX4Gp3n1zB8xuBN4CK/l+oDTDU3ZMDBRKROkVF/0VEBCAjI4Ps7EjN3eLiYpKSAh/SLlJj+vbty6JFiwDIzc3dZBJNRETqj+os+h94wiz2ArO2QJK7Z27huc+BuyqZUNsTmK8JM5GGQRNmIiICkW2Y+fn5AGzt750iNeWbb76hd+/eAAwdOpSXX3455EQiIhJE6Kdkmlk3M9sZwN1Xl06WmdnOZrZjBcPmA3tX8tpCYFmQPCIiIiJSN61fv56CggLmzp0bdhSRCvXq1SvWnjFjRohJRESkrgi6Jn4qcFCc/j9E78VzFnBxRS9096/cvVvAPCIiIiJSRzVr1oyDDor3q6NI3RFdkUBRURElJSUhpxERkbAFnTDbC4j3MeEHxD89E3cvdPf1Ab+fiIiIiNQzZ5xxBitWrAg7hkiVTJw4MdYeO3ZsiElERKQuCFTDzMyygAHuvqBc/z7AbHdvWcnYnYmsTutA5FTMlcD77v5dwkFEpM5SDTMRkcYtPz+fFi1aAHDIIYcwZ86ckBOJbFlSUhLuTu/evfnqq6/CjiMiIgmqzhpmKQHHzQHGm9lwdy8GMLNkYDzwXrwBZpYBPAYcA2QBmYAB2wGtzOxlYNTW/kAiIiIiEr6RI0fG2jfccEOISUSqbo899mDhwoV8950+yxcRaeyCbsm8BDgM+MbMHjGzR4BvgH5UXKfsHqAbcKC7b+Puvdy9p7tvQ2TFWbfoMyIiIiJSzy1fvhyA1NRUDj300JDTiFTNVVddBUBxcTFvvPFGyGlERCRMgbZkAphZJ+CfwB5APvA5cK+7/1bB8+uAI939wwruHwDMcPfWgQKJSJ2iLZkiIo1bamoqhYWFnHXWWTzwwANhxxGpEncnKSmypqBZs2YUFBSEnEhERBJRF7Zk4u6/ApcnOizgPRERERGpJ/773/9SWFgIwEUXXRRyGpGqMzPMDHeP/RkWEZHGaWtWmLUG9gfaUW5rp7s/Fuf5x4G+wN/d/ZNy9/YFHgYWufuoQIFEpE7RCjMRkcarSZMmFBUVYWaUlJSEHUckIUcddRQzZswAYOXKlbRr1y7kRCIiUlXVucIs6CmZxwBPAmlADpuuDnN3bxNnTGvgaeBIYB2Rov8OtAcygJnAye6+LuFAIlLnaMJMRKTxMjMAkpOTKSoqCjmNSGJKSkpo2rQpxcXFXHbZZdx4441hRxIRkSqqzgmzoEX/bwemAC3dvXW0iH/ptdlkGYC7r3P3o4BdgQuBR4mcmnkhsJu7D9FkmYiIiEj9Nn/+/Fj7lFNOCTGJSDBJSUn06dMHgP/85z8hpxERkbAErWHWGbjb3dcnOtDdvwa+Dvh9RURERKQOu/jiyIHpZsajjz4achqRYI4//ngWLlzI999/z5IlS+jWrVvYkUREpJYFXWE2E9g3yEAz297M0uP0NzGzfgHziIiIiEgdMG/ePAA6d+4cchKR4EaN+r2s8uGHHx5iEhERCUvQFWavALea2a7AImBj2Zvu/lL5AWbWEXgR2AdwM3sSOMfdc6OPtAHeBpIDZhIRERGREH300UcUFBQAm044iNQ3Xbp0ibW7d+8eYhIREQlL0KL/lR135O6+2aSXmT0K9ATOBVoDNwIGDHL3tWbWHlju7kFXvYlIHaKi/yIijU/79u3JzMwEIC8vjxYtWoScSERERBqT6iz6H2iFWcBJrT8Cx7n7JwBmNgd4FphlZqXrnBOfvRMRERGROmHVqlWxtibLREREpD7b6tVcZpZaxUczgLWlX7h7IXA8sJTIVsx2W5tFRERERMKRk5ND6c6FffbZJ+Q0ItUjLy+PAw44QEX/RUQaoUATZmaWbGb/z8x+AXLNrHu0/zoz+3sFw34A+pbtcPci4ITovelBsoiIiIhI+I4//vhYe9q0aSEmEak+7du358MPP2Tp0qVhRxERkVoWdIXZFcBo4BJgQ5n+RcCYCsa8BpxRvrPMpNnCgFlEREREJGRvvfUWAGa2ScF0kfrsiiuuiLWvvPLKEJOIiEhtC1r0/3/Ame7+lpnlAHu4+w9m1huY5+7bxBmTArSoqOiamSUD27v7jwkHEpE6R0X/RUQaD3cnKSnyOWxGRgbr1q0LOZFI9TEzQH+2RUTqg+os+h90hVln4H8VvK9JvAHuXlRZWHcv1mSZiIiISP3z2GOPxdr3339/iElEql96ejoAWVlZIScREZHaFHTC7Evg0Dj9JwALgscRERERkfrm1FNPxd259NJLOfnkk8OOI1Ktzj777Fj7iSeeCDGJiIjUpqBbMo8BHgduBK4CJgC9gFHAUHd/ozpDikj9oy2ZIiIi0hCUlJSQnJwMQIsWLcjLyws5kYiIVCT0LZnu/jJwEjAEcOBaYBfgGE2WiYiIiDQe8+bNY8ECbTCQhispKSlWx2z9+vUhpxERkdoSaIWZiMiWaIWZiEjjkJqaSmFhIWZGSUlJ2HFEasQxxxzD9OnTAVi2bJlOghURqaOqc4VZrUyYmVnfqj7r7p/XZBYRqR2aMBMRaRxKV94kJSVRXFwcchqRmlFQUEDz5s0B+Otf/8rTTz8dciIREYmnOifMUoIMMrO1RLZiludAAZETNKe6+yPR/oXRe1bBuLKSg2QSERERkdq1cuXKWHvEiBEhJhGpWampqbRp04bffvuNV199New4IiJSC4KeknktUAK8QqTg/9XRdglwH/At8ICZnR59vhvQPfrPYcAS4B/AXtHrH8D30XsiIiIiUg/cfvvtAKSkpPDII49s4WmR+u2AAw4AIqsXMjMzQ04jIiI1Legpmc8Db7j7g+X6zwSOcPdhZnYucIa79yn3zEfA1e7+arn+IcB17r5PwoFEpM7RlkwRkYavW7duLF26lL333pv58+eHHUekRi1atIi+fSOVZnbddVe+/PLLkBOJiEh5oZ+SCRwJvBmn/63oPYBXiawqK68PkRVm5S0Bdg2YR0RERERq0bJly1i6dCkABx10ULhhRGpBnz6/rwPQaZkiIg1f0Amz34Bj4vQfE70HkAbkxHnmK+BKM0st7TCzZsCV0XsiIiIiUsf169cv1h4/fnyISURqzznnnAPAr7/+Sm0cniYiIuEJOmF2HXCrmb1kZlea2RVm9iJwC3BN9JlBwDtxxp4F/BH4yczeNLM3gZ+jz58VMI9Io2Zm/zCzJWZWYGbzzezQSp4dbWYe50qt4Pnx0ft31txPICIi9c2aNWti7U6dOoWYRKT2XHjhhQBs2LCBN9+Mt+FGREQaikCnZLr7w2a2GPgn8Bcip19+DfR39/ejz9xewdiPzKwbMALoHR37LPCUu+cFySPSmJnZScCdRA7PmAucCbxmZru6+7IKhmUDvcp2uHtBnHfvB5wBfF6toUVEpF4rLi4mNzcXgOOPPz7kNCK1p1u3bqSnp5Obm8txxx0X+3sgIiINT8ITZmaWApwCzHT34UG+qbuvB/4vyFgR2cwFwGR3nxT9eqyZHQmcDVS0R8bdfUVlLzWzdOBJ4HQiW6ZFREQAuOWWW2LtO+64I8QkIrWvsLAQgLw8fdYvItKQJbwl092LgAeAZkG/qZmNNLP3zOxXM9sh2jfOzP4U9J0ijZGZNQX2AV4vd+t1oLIKzOlm9qOZ/Wxm081srzjP3Ae84u5V2m9gZs3MrFXpBbSsyjgREal/JkyYAEDTpk3p0qVLyGlEatf5558fa2dlZYWYREREalLQGmYfAvH+A3uLzOxs4A7gNWAbIDl6ay0wNmAekcaqLZG/QyvL9a8EOlQw5mtgNHAsMBwoAOaa2c6lD5jZX4lMxCVSxXk8kFXm+jmBsSIiUo9s3LgRgJSUQNU9ROq1W2+9lfz8fNydjIyMsOOIiEgNCfpbzv3A7Wa2PTAf2GQ9srtXVu/oXOB0d/+vmV1Wpv8T4LaAeUQau/LHNFmcvsiD7h8AH8QeNJsLfErk7+Z5ZtYFuAs4Il5ds0rcSGQyvFRLNGkmItLgjB37++ebd911V4hJRMKTmhr3rCQREWlAgq4wexboBtxNpMj4QmBBmX9WplsFzxQCaQHziDRWq4FiNl9N1o7NV53F5e4lwMdA6QqzfaLj55tZkZkVAf2JTKYVmVlyBe8pdPfs0gvISfzHERGRum7SpEmx9pgxY0JMIhKuZcuWsdNOO/Hiiy+GHUVERGpA0BVm3bbiey4B9gR+LNd/FLB4K94r0ui4+wYzmw8MAqaVuTUIqNJvb2ZmRP5OLop2vQX0KffYI0S2ct7s7sVbFVpEROq10kLnrVu3DjmJSLh22GEHAEaNGqVaZiIiDVCgCTN3Lz/ZlYhbgfvMLJXItrH9zWw4kfpH+phSJHF3AI+b2SfAPOAMoCvwIICZPQb84u7jo19PILIl8zugFXAekQmzcwDcPQf4ouw3MLM8YI27b9IvIiKNy4033hhrlxb+F2nssrOzw44gIiI1IOiWzNKTLueWO+ly7JZOunT3R4BrgFuAFsBTwFnA+e7+TNA8Io2Vuz9L5MCMq4hsi+4HDCkzsd0V6FhmSGvg/4CviJym2Rno5+4f1VpoERGpl8pOkpWtZSbSGB100O8Hkv/449asJxARkbrI3OPWBa98UOSky2uBO4ErgN3d/QczGw2c6u4Dq/ietkCSu2cmHEJE6jQzawVkZWVl0apVq7DjiIhINYjs4oekpCSKi7VDXxq3NWvW0LZtWwD2228/PvpInz2KiIQtOzu79ATjjGht7cCCrjArPenyX0QKjpf6hM1rH23CzGaZWWsAd19dOllmZq3MbFbAPCIiIiJSw9yd8ePHc8cdd2z5YZEGbtttt41NIs+fPz/kNCIiUt22puh/0JMuBwBN4/SnAocGzCMiIiIiteCGG24IO4JIndG1a1d+/PFHSkpKyM3NJT09PexIIiJSTYKuMCs96bK8Ck+6NLO+ZtY3+uWupV9Hr72AvwO/BMwjIiIiIjXo888/DzuCSJ3z2GOPxdqDBg0KMYmIiFS3oCvMgpx0uRDw6BVv62U+ka2eIiIiIlKHzJkzh379+gEwefJk/va3v4WcSKRu6NevH2aGu6vwv4hIAxOo6D+AmZ0OXAl0iXb9Alzt7pMreH4HIpNrPwD7A6vK3N4AZLq7qseKNBAq+i8i0nC0b9+ezMzIGU0FBQU0a9Ys5EQidceRRx7J66+/DkBxcTFJSUE38YiIyNaqC0X/cfeH3X0HoB3Qwd27VDRZFn3+R3df6u5J7v5J9OvSa7kmy0RERETqptK6TKmpqZosEynn9ttvj7UnTZoUYhIREalOgVaYmdkE4Al3/z7wNzbbFehKuQMA3P2loO8UkbpDK8xERBqG/Px80tLScHcmTpzI2LFjw44kUuckJSXh7qSkpLBx48aw44iINFrVucIsaA2zYcBVZvYx8ATwrLuv2sIYAMysOzAN6EOknplFb5XO3CUHzCQiIiIi1ey+++7D3TEzzj777LDjiNRJycnJFBUVUVRUFHYUERGpJoG2ZLp7X6AvkeL9FwC/mNmrZnaymbXYwvC7iJyy2R5YD+wG9AM+AQYEySMiIiIiNePiiy8GIC0tTdsxRSpwzjnnxNqfffZZiElERKS6bE0Nsy/d/XJ37w4MJDIJdiewYgtDDwSuiq5IKwFK3P09Iids3h00j4iIiIhUr9zc3Fi7efPmISYRqdvuvPNOWrSIrBsoW9NMRETqr+o6wiUPyCdy2mWTLTybDJT+9rUa6BRt/wj0qqY8IiIiIrKVrrjiilh7xowZISYRqfsOOeQQAF577bWQk4iISHUIPGFmZt3M7AozW0xkO+XewNVAhy0M/YLIdk6AD4FLzOxg4Crgh6B5RERERKR6/fvf/wagRYsW7L333iGnEanbzj33XABWr17Nk08+GXIaERHZWkFPyZwH7A8sAp4EnnL3X6o49kggzd1fiB4AMB3oDawBTnL3WQkHEpE6R6dkiojUb8XFxaSkRM6HOvroo5k+fXrIiUTqtpKSEpKTI+eXpaWlbbKlWUREakddOCXzbWCMu3+Z6EB3n1mm/QOwq5m1AdZ6kNk7EREREal2Q4YMibXvueeeEJOI1A9JSb9v3imdOBMRkfor0AqzavnGZj2AnYB33T3fzEwTZiINh1aYiYjUb2YWa+tXNJGq+emnn+jYsWNsdaaIiNSu0FeYmVkyMBo4HGhHuVpo7n5YJWO3Bf5N5GRNB3YmUrtskpmtc/cLg2QSERERkepRXFwca5ee/CciW9alS5ewI4iISDUJWvT/ruiVTKSI/2flrspMBDYCXYH1ZfqfBQYHzCMiIiIi1eTss8+Otf/zn/+EmESkfnrvvffYf//9w44hIiJbIWjR/9XAKHd/NcDYFcCR7v6ZmeUAe7j7D2bWDVjk7ukJBxKROkdbMkVE6q/mzZtTUFAAaDumSKJOOOEEnnvuOQDmz5+vE2ZFRGpRdW7JDLrCbAPwv4Bj09h0ZVmptkBhwHeKiIiISDUpnSxr3759yElE6p9JkybF2n/+859DTCIiIlsj6ITZ7cD5VrYabNW9C4wq87WbWRJwMZHTN0VEREQkJGX/A/+uu+4KMYlI/ZSRkRE7MfPnn38OOY2IiAQVdEvmNCJF+38DviRSkyzG3f9SydhdgdnAfOAw4CVgN6ANcLC7f59wIBGpc7QlU0SkfmrZsiW5ubmAtmOKBNWvXz/mzJkDwK+//krHjh1DTiQi0jjUhS2Z64BpwDvAaiCr3FUhd18M9AU+At4gskXzBWAvTZaJiIiIhCsnJ4cpU6Zw/PHHhx1FpN566aWXYu0hQ4aEmERERIIKtMIs8DczSwGuAKa4+0+19o1FpNZphZmIiIg0ZmWr12i1pohI7agLK8wAMLPtzOwQMzvYzLbb0vPuXkSkVlny1nxfEREREal+ixYtCjuCSIPRpUuXWHvFihUhJhERkSACTZiZWZqZTQGWEyniPwf41cwmm1mLLQx/ExgQ5PuKiIiISM3p27cvZsZhhx0WdhSRem/u3Lmx9v/7f/8vxCQiIhJE0BVmdwD9gWOA1tHrT9G+27cw9jXgRjO7zcyGm9mxZa+AeURERERkK4wbNy7WHjBgQHhBRBqILl26lG4L4rnnngs5jYiIJCroKZmrgePdfXa5/oHAv929wu2ZZlZSyavd3bVdU6QBUA0zEZH6ZejQobzyyiuYGSUllf26JiJVNWbMGCZPngxAbm4uaWlpIScSEWnY6kINsxbAyjj9mdF7FXL3pEouTZaJiIiIhGD27NkAnHjiieEGEWlAJk6cGGv36dMnxCQiIpKooBNm84BrzCy1tMPMmgMTovdEREREpJ6YM2cOeXl5AFx++eUhpxFpOFq2bBlrL1myJMQkIiKSqKATZmOBg4CfzewtM3sT+Ak4GDg/3gAzO8zMFke3aZW/l2FmX5pZv4B5RERERCSg0iL/ycnJ9O3bN+Q0Ig1L2dMyCwsLQ0wiIiKJCDRh5u6LgJ2B8cBC4HPgMqCHu39ZwbCxwMPx9pC6exbwEDBus1EiIiIiUqOKiooASEoK+lmqiFTk66+/xswAuOeee0JOIyIiVRXotyIzGw8Md/eH3f1Cd7/A3ScBw83s0gqG7QHMqOS1rwP7BMkjIiIiIsFMnTo11r7hhhvCCyLSQLVo0YJevXoBxA4AEBGRui/ox4hnAl/H6f8SOKuCMe2BjZW8swio8HRNEREREal+//rXvwBo0qQJF110UchpRBqm0047DYisNlu6dGm4YUREpEqCTph1AJbH6V8FdKxgzC9AZUfD9K3gnSIiIiJSQ77//nsA9t1335CTiDRcpRNmAAcddFCISUREpKqCTpiVFvgv72Dg1wrGvApcW/ZkzVLREzavAaYHzCMiIiIiCfrLX/6CuwOqrSRSk7bb7veNNCkpKSEmERGRqrLSX5ISGhSpU3Zx9JoV7T4cuAW43d1vjDOmPfApUAzcC3wDOLALcA6QDOzt7isT/zFEpK6JnoiblZWVRatWmx2OKyIidUBSUlJswizI74QiUnWZmZm0bdtWh2uIiNSg7OxsMjIyADLiHTqZiKAfb9wCtAHuB5pG+wqAm+NNlgG4+0ozOwh4ALgRsNJbwEzgH5osExEREakdGzdujE2SNW/ePOQ0Ig1fu3btwo4gIiIJCPTxhkdcSqRI/wFETsBs4+7XbmHcj+4+BGgL/CE6tq27D3H3pUGyiIiIiEjiytZUmj5dVTFEassjjzxCjx49wo4hIiJbEGhLpojIlmhLpohI3fb/2bvzODuqOv//r08v6azdCXsIJMgSQJDFIIuyI0v4IrsyM4DGQURcEMQZCIMgzE8U2SKILIqjIAwRGImADJsgIEQgLCERGNYQSAKEJN2dpNPr+f1xu6+VphOydHf18no+Hv1I3brnnvu5nUqq7rtOnRowYACNjYUbmHs8KHWPI444gj/+8Y8A/OUvf2HvvffOuSJJ6ls685JML6CXJEnqZ+rq6oph2ZgxY3KuRuo//vu//7u4fNxxx+VYiSTp4xiYSZIk9TO77bZbcfnWW2/NsRKpfxk8eDClpaUAzJs3L+dqJEkrY2AmSZLUz7z++uvF5d133z3HSqT+59hjjy0uP/LII/kVIklaKQMzSZKkfmbJkiU88sgjnH322XmXIvU7N910U3H5S1/6Uo6VSJJWxkn/JXUJJ/2XJEnqWHl5OU1NTYA33ZCkzuSk/5IkSVojF1xwAS0tLXmXIfVrhx12WHH5v/7rv3KsRJK0IgZmkiRJ/cTUqVP54Q9/SGlpKeecc07e5Uj91h/+8Ifi8lVXXZVjJZKkFfGSTEldwksyJann2WSTTXj33XcBqK2tZejQoTlXJPVf22+/PTNnzqSkpITm5ua8y5GkPsFLMiVJkrTa2r6UV1ZWGpZJObvssssAaGlp4eabb865GklSewZmkiRJ/cBrr73GvHnzAPjtb3+bczWSDj744OLyl7/85RwrkSR1xMBMkiSpH/j+978PwMCBAznyyCNzrkYSwKBBg4DCKLOGhoacq5EkZRmYSZIk9QNTpkwBYL311su5EkltbrzxxuLyTTfdlGMlkqT2DMwkSZL6uFNOOaW4fNRRR+VYiaSsY489lk033RSAq6++OudqJElZBmaSJEl93AMPPFBcvvLKK3OsRFJ7X/nKVwB44YUXWLZsWc7VSJLaGJhJkiT1Yc3Nzbz11lsA7LnnnvkWI+kjzj77bKAwj9nYsWNzrkaS1MbATJIkqQ/70Y9+REoJgOuuuy7naiS1N2TIkOLy7Nmzc6xEkpQVbQdQktSZIqISqK6urqaysjLvciSp34oIAAYMGEB9fX3O1UjqyC677MK0adOorKykuro673IkqdeqqamhqqoKoCqlVLM2fZV1TkmSJEnqaaZPn15cXmeddXKsRNLKPPPMM3mXIElqx0syJUmS+qgjjjiiuPzCCy/kWIkkSVLvYmAmSZLUR7VN9l9eXs4GG2yQbzGSPtZ5551HWVkZX/va1/IuRZL6PQMzSZKkPujXv/51cfnkk0/OsRJJq+o///M/aW5uXu7fryQpH076L6lLOOm/JOWroqKChoYGADzek3qHoUOHsmTJEgCWLl3KoEGDcq5IknqXzpz03xFmkiRJfUx9fX0xLBswYEDO1UhaVY8//nhx+YADDsixEkmSgZkkSVIfM2PGjOLy9ddfn2MlklbHTjvtRElJ4Sva1KlTc65Gkvo3AzOpD4iIb0bEmxGxLCKmRcReK2k7ISJSBz8DM20mRsTTEVEbEe9HxJ0RsXX3fBpJ0toaN24cKSUWLlzIV77ylbzLkbQaDj74YKBwKfXNN9+cczWS1H8ZmEm9XEQcB0wCfgTsDDwG3BsRo1fyshpgZPYnpbQs8/w+wNXA7sCBQBlwf0QM6fxPIEnqKsOHD8+7BEmracqUKcXlf/3Xf82xEknq38ryLkDSWvsecENK6Vetj0+PiIOBU4GJK3hNSinNW1GHKaVDso8j4qvA+8A44NG1L1mS1FW23357AKZNm0ZFRUXO1UhaXeXl5ZSWltLc3Fyci1CS1P0cYSb1YhExgEKIdX+7p+4HPruSlw6NiFkR8U5E3B0RO3/MW1W1/rlgDUuVJHWTmTNnMnPmTIYOHZp3KZLW0HXXXVdcnjRpUo6VSFL/ZWAm9W7rAaXAe+3WvwdstILXvAxMAA4H/hlYBvw1IrbqqHFEBHA58HhKaUZHbVrbVUREZdsPMGx1Pogkae3dfvvtxeWTTz45x0okrY2TTjqJgQML08tedNFFOVcjSf2TgZnUN6R2j6ODdYWGKU1NKf0upfRCSukx4EvA/wHfWUHfPwd2oBCurcxEoDrz884q1i5J6iSXXnopAJWVlfziF7/IuRpJa+Poo48G4IMPPuDpp5/OuRpJ6n8MzKTebT7QzEdHk23AR0eddSil1AI8DXxkhFlEXEVhJNp+KaWPC8B+TOHSzbafTVbl/SVJnWPJkiU89dRTAJx66qk5VyNpbf3qV78qLu+33345ViJJ/ZOBmdSLpZQagGkU7mSZdSDwxKr00XrJ5U7A3Oy6iPg5cDSwf0rpzVWopT6lVNP2A9Su4seQJHWWA3+8AAAgAElEQVSCXXfdlZQSJSUlnH/++XmXI2ktDRo0iMJhWiEQlyR1LwMzqfe7HPhaRPxrRGwbEVcAo4FrASLixoj4cVvjiDg/Ig6OiM0jYifgBgqB2bWZPq8GTgD+BaiNiI1afwZ114eSJK2ev//97wBEBIMG+d+11BecffbZxeV77rknx0okqf8xMJN6uZTSZOB04DzgeWBv4NCU0qzWJqOBkZmXDAeuB16icDfNUcDeKaWnMm1OpXBZ5SMURp61/RzXZR9EkrTGLrnkkuLyiSeemGMlkjrTRRddxIYbbgjAeeedl3M1ktS/REodzgsuSWul9U6Z1dXV1VRWVuZdjiT1aaNGjWLOnDmUlJTQ3NycdzmSOtEPf/hDLrjgAgCmT5/Opz71qZwrkqSeq6amhqqqKoCq1qmC1pgjzCRJknqx+fPnM2fOHAAOP/zwnKuR1NkmTpxYXN59991zrESS+hcDM0mSpF5sn332KS7feOONOVYiqStUVFRQUlL42rZ06dKcq5Gk/sPATJIkqRdrm+x/8ODBDBs2LOdqJHWF888/nxEjRvDaa6/lXYok9RsGZpIkSb3UQQcdVFw+44wzcqxEUlc677zzWLBgAVtssUXepUhSv+Gk/5K6hJP+S1LXKykpoe1YzmM6qX+YM2cO8+fPZ4cddsi7FEnqcTpz0v+yzilJkiRJ3el//ud/iiHZ5z//+ZyrkdQdhgwZwtKlSyktLaWpqSnvciSpT3OEmaQu4QgzSepabV+cARoaGigvL8+5IkldraKigoaGBgAWLVrUNopCktTKEWaSJKnfWrZsGY2NjXmX0S3Ky8sZOHDgR9a/9957xbBsxIgRhmVSP3H//fez7777ArDHHnsUb/ohSep8BmaSJKnXWLZsGY8++mgxLOrrBg8ezN577/2R0GyfffYpLt99993dXZaknOyzzz6Ul5fT2NjISy+9lHc5ktSnGZhJkqReo7GxkaVLl1JWVtbnR1W1fdbGxsaPBGYvv/wyRx55JI8//jif/exnc6pQUh7OP/98zj33XAC+/OUvc+ONN+ZckST1Tc5hJqlLOIeZpK5QW1vLQw89xKBBg6ioqMi7nC5VX19PXV0dBxxwAMOGDcu7HEk9SEQUl/0+J0n/0JlzmJV0TkmSJEnqDrfcckveJUjK2bbbbltcvvrqq3OsRJL6LgMzSZKkXuKUU07h+OOPJyL4v//7v7zLkZST6dOnF5cvueSSHCuRpL7LwEySJKmX+NWvflVcHjt2bI6VSMpTWVkZhxxyCACzZs3inXfeybkiSep7DMwkSZJ6gbfeeouWlhYAttlmm5yrkZS32267rbh8+OGH51iJJPVNBmaSJEm9wKmnngpARUUFM2fOzLkaSXkbOnQom2++OQDPPfccc+fOzbkiSepbDMwkSZJ6uBdffJH//d//BeCEE06gpMRDOElwzTXXFJezNwKQJK09j7YkSZJ6uF122aW4PGnSpBwrkdSTHHTQQZSVlQFQV1dXvGxbkrT2DMwkSZJ6sEWLFtHQ0AAUJvoeOnRozhVJ6kn+/ve/A9DQ0MCPfvSjnKuRpL7DwEySJKkHO/7444vLDzzwQI6VSOqJttpqK8aNGwfAxRdf7CgzSeokBmaSJEk91LJly3jssccAGDt2LPvuu2++BUnqka6//noAlixZwpZbbplzNZLUNxiYSZIk9VDnnntucXnKlCk5ViKpJ/v0pz9dXH7zzTdzrESS+g4DM0mSpB5o4cKFvP766wCss846bLPNNjlXJKknO+WUU4gIbwwiSZ2kLO8CJEmS9FEnn3xycfmKK67IsRJJvcG1117Ltddem3cZktRnOMJMkiSph6murmbx4sUAlJaW8uUvfznniiT1Jk1NTV7GLUlrycBMkiSph5kwYUJx+Y9//GN+hUjqdY455hjKy8s58sgjqa+vz7scSeq1DMwkSZJ6kFdeeYVFixYBMHDgQPbaa6+cK5LUm2Tvkjl27NgcK5Gk3s3ATJIkqQf55je/WVz+8Y9/nGMlknqjiy++mIgA4O2336a2tjbniiSpdzIwkyRJ6kFaWloAKCsrY7PNNsu3GEm90u9///visnfYlaQ1Y2AmSZLUg9x9990MHTqU66+/Pu9SJPVSxx57LIMHDwZgzpw5PPnkkzlXJEm9j4GZJElSDzJkyBDuuusuNt5447xLkdSLZUOyPffcM8dKJKl3MjCTJEnqAQ477DCeffbZvMuQ1EfssMMOxVFmLS0t/PnPf865IknqXQzMJEmScnbiiSeyZMkSzjzzTJ566qm8y5HUR8ydO7e4fPTRR+dYiST1PgZmkiRJOWpsbOSdd94pPt51111zrEZSX1JZWckZZ5wBQHV1NRdccEHOFUlS72FgJkmSlKOLL764uHzaaaflWImkvujyyy9nyJAhAPzwhz9k0aJFOVckSb2DgZkkSVJO3njjDR566CEA9tprL4466qicK5LUF916663F5Q033DDHSiSp9zAwkyRJyslJJ50EwIABAzj33HNzrkZSX3XYYYdRWloKQENDAzNmzMi5Iknq+QzMJEmScnDssccWl3fYYQcGDBiQYzWS+rpZs2ZRUlL4+veFL3wh52okqeczMJMkSepmb7/9Nh9++GHx8SWXXJJjNZL6g1GjRnHDDTcA8NZbb3HhhRfmXJEk9WwGZpIkSd3sW9/6VnH5uuuuy7ESSf3JhAkT2HnnnQE4//zzuf3223OuSJJ6LgMzSZKkbnTGGWewePFiAA4//HDGjh2bc0WS+pPbbrutuPzFL34xx0okqWczMJMkSeomkydP5vnnnwdg6NChnHHGGTlXJKm/2WKLLRgzZgwA3/jGN3KuRpJ6rrK8C5AkSeoP6uvrufbaa4uPf/KTn+RYjaT+7K233qKpqYmyMr8OStKKOMJMkiSpGxx55JHF5e22247tttsux2ok9XfZsGzfffclpZRjNZLU83hKQZIkqYuddtppLFu2DIBhw4bx85//POeKJAmampooLy8HoLKyktra2pwrkqSewxFmkiRJXejKK6/kxRdfBCAiuOOOO3KuSJIKsqPMFi9ezIUXXphjNZLUsxiYSZIkdZH6+nr+8Ic/FB9fc801xdEcktQTvP3228Xl888/nzlz5uRYjST1HAZmkiRJXaSiooJNN90UgPHjx7P11lvnXJEkLW/TTTflggsuKD5uu4OmJPV34eSOkrpCRFQC1dXV1VRWVuZdjqQ+ora2loceeohBgwZRUVGRdzmrbOHChYwYMWK1XlNfX09dXR0HHHAAw4YN66LKJKlgq6224rXXXgOgqqqKRYsW5VyRJK2+mpoaqqqqAKpSSjVr05cjzCRJkjrR0qVL2W+//Tj99NOL61Y3LJOk7vbqq68Wl6urqznttNNyrEaS8mdgJkmS1EkaGxs57LDDAHjhhRe49957c65Iklbd7Nmzi8tXXXUVzz77bI7VSFK+DMwkSZI6weLFizn++ONpm+5iwIABjB8/PueqJGnVbbLJJjz66KPFx7vtthsLFy7MsSJJyo+BmSRJ0lq6++67+dKXvsQHH3wAwCGHHMJ9992Xc1WStPr22msvLr30UgCamppYZ511qKury7kqSep+ZXkXIEmS1Jv9y7/8C3Pnzi0+/vrXv84///M/51iRJK2dM888k8cee4wpU6YAMGTIEFpaWnKuSpK6lyPMJEmS1sCcOXM46qijlgvLzjrrLMMySX3CnXfeWbwbcUqJL3zhCzlXJEndy8BMkiRpNTQ2NnLmmWdy/PHHs2jRouL6iy66iEMOOSTHyiSpcy1btoztt98e+Mel55LUXxiYSZIkraKzzjqLgw46aLk7x33+85/n4YcfZo899sixMknqGtOnTy/+/3bbbbcVR51JUl/nHGaSJEkf4+677+aKK65Ybg6fQYMG8etf/5qNNtoox8okqWtFBI8//jibbbYZs2fPpqGhgSFDhrBkyZK8S5OkLmVgJkmStAL33HMPl112GSml5dbvv//+/OAHP8ipKknqXiUlJbz++utUVFSQUuJnP/tZ3iVJUpczMJMkSerAxIkTmTp16nLrdthhB78oSuqXysvLaWlp4a677ireAKChoYHHHnuMAw44IOfqJKnzOYeZJElSqxdeeKG4fPbZZxeX1113Xe677z7DMkn9XvZumUOHDuXzn/88++yzT44VSVLXcISZJEnq15qbm/npT3/K/fffD8DVV1/NJz/5SaqqqjjmmGM44YQTGD58eM5VSlLP8sILL9DY2AjAo48+yvDhw3nnnXcYOnRozpVJUudwhJkkSeqXHn74Yf793/+dgw8+uBiWAZxzzjnF5W9/+9uGZZLUgR133JErrrii+Li6upphw4bxrW99K8eqJKnzGJhJfUBEfDMi3oyIZRExLSL2WknbCRGROvgZuKZ9SlJv8eyzz3LEEUew3377ceGFF/L000/T3NwMQFlZGTvssAN33nlnzlVKUu9w+umnU1dXt9yJhV/84hdEBFdeeWWOlUnS2jMwk3q5iDgOmAT8CNgZeAy4NyJGr+RlNcDI7E9Kadla9ilJPc706dM57rjjOOSQQ9h///0588wzqampKT5fWlrK+PHjueOOO3jggQeco0ySVtPAgQNZuHAh55133nLrv/vd77LBBhtwyy235FSZJK2daH+bdEm9S0T8DXg2pXRqZt1LwJ0ppYkdtJ8ATEoprfAao9XtcwV9VALV1dXVVFZWrvLnkaSVqa2t5aGHHmLQoEFUVFQs99yDDz7Ibbfdxvvvv09NTQ0tLS0d9hERlJaWcsghh3DmmWd2R9lrpL6+nrq6Og444ACGDRuWdzmS9LFSSowePZp33nnnI8+Vl5dz4YUXctZZZxEROVQnqT+oqamhqqoKoCqlVPNx7VfGwEzqxSJiALAU+GJK6Q+Z9T8DdkopfeSWRa2B2a+Ad4FS4HngByml59a0zxXU1msCs1GjRrFgwQIGDRrEgAEDAGhqamLJkiVEBOPGjSu2nTlzJnV1dWywwQbFW6jPnz+fBx54AIB58+a1/QfNJz7xCebOnUtFRUXxi31zczNLliwBCnN/lJUV7r3yyiuvsHjxYoYPH87BBx8MwLJly5gyZQoAjz32GJ/5zGcA+OQnP8nrr7/OgAEDlgsMamtrAdhmm20YOLBwhe2bb75JdXU1Q4YM4dBDDy22veOOO2hpaeHqq6/ma1/7GgC77rorzz//POXl5cv1u3jxYgA222yz4t/l7NmzWbhwIRUVFRx22GHFtlOmTKGpqYnTTz+dn/70pwAcdNBBPPLII5SWlhbrAli6dCkpJUaOHMm6664LwNy5c/nwww8pKSlZ7i5c9957L/X19RxzzDHceuutAJxwwglMnjyZkpKS5fpdtmwZLS0trLvuumy44YYAfPjhh8ybN4+SkhLGjx9PaWkpAA888AB1dXV87nOf4y9/+QsAZ511FpdddtlH+q2vr6e5uZmqqio23nhjoLBDfvfdd4kI9tlnn+JEx4888giLFy9m6623ZubMmQDccMMNnHLKKQAMGjSo2G9DQwPNzc0MGTKEUaNGFT/D22+/Xfx7afv9PPHEE1RXVzNy5Ehmz54NwNNPP80ee+wBQEVFRfFLSFu/AwcOZNNNNwWgpaWF119/HShsR23rp02bxvz58xk+fDgffvhhsba231O238bGRpqbmykvL2f06H8MOn3jjTdIKTFmzBi22moroPDvZe7cuQwcOLC43UPhS1NLSwvl5eWUlBQGuzc3N9PU1ERJSQljxowptn3rrbdIKbHhhhuy3Xbb0dTUxMyZM/nggw8oKSnhoYceKrbdb7/9WJkdd9yRE044gV122WWl7XoKAzNJvVVjYyMnnXQSt956a/HGAG1KSkpYb731qK6uprGxkW233ZYZM2YA8Jvf/IZTTy2cr207ngJYsmQJTU1NjBgxoriPWbp0KTNmzCAiOPjgg1lvvfWAwr79vffeY5tttuG5554D4JlnnmGvvfb6SL91dXU0NDRQWVnJNttsU6z9+eefJ6XE3nvvXdzX/eUvf2H27NmMGjWK1157DSgcA44ZM4aWlhaGDRtW3KfV19ezbNkyBg8ezPbbb198v2eeeYaWlhbGjRvHtttuC8Df/vY3Xn31VdZZZx3efffdYtvKykoaGxsZOnRocX/c0NBAXV0dFRUV7LjjjsW2zz77LE1NTWy77bbF49bp06czffp0hgwZwvz584tt11lnHerq6hg8eDDl5eXFz7x06VLKy8vZeeedi21feOEF6uvr2Wyzzdhzzz0BeO2115g6dSrl5eXLjdjeeOONWbhw4XLH083NzSxevJjS0tLljqdnzJjB0qVLGTlyZPF4et68eTz44IOUlpYyZ86c4jHn5ptvXjyWaDs+bWlpoba2lohg5513Lh5Pv/TSS9TW1rLuuusyfvx4oHAcO2XKFFJKPPnkk+y0004AfOpTn+K1116joqKieLyXUqK2tpaUEttvvz2DBw8G4NVXX2XhwoVUVlZy+OGHFz/b5MmTaWlp4cYbb+SLX/wiAHvuuSfTpk2jvLy8+HooHDOmlBg7dmzxEuY333yTDz74gEGDBnHMMccU206ePJnGxkZ+8IMfFOdV/cIXvsCDDz5IWVkZQ4YMKbatra2lpaWFzTbbjA022ACAd955hzlz5lBeXs5xxx1XbHv77bezbNkyJkyYwDXXXAPASSedxC233EJpaelyN+xYvHgxzc3NjBo1qnh8uummm/K73/2Ons7ATBIAEbExheDrcymlJzLrzwG+klLauoPX7A5sCbwIVALfBQ4FdkwpvbomfbY+XwFkh3sMA97pDYFZZ57lnDVrVvHAqjP7veKKKzj99NM7vd/x48fzpz/9CSiEIysakbO6Nt9882IwU1FRQUNDQ6f0W1lZSXV1NVA44Fu4cGGn9FteXl6scdttt+Xll1/ulH4jovg7PfbYY7njjjs6pV8oHNRB4cvFV7/61U7vFzp3W+uqfh9++OHicjYwa/tCdsABBzBhwoTiwXtvYmAmqS/4/ve/zxVXXLHSUb9tz7W/Ccvaatv3XHbZZXz/+9/v9H5ffPFFdthhh07vF3rHPrir+n3ttdfYYostOr3fa665hm984xud3u8xxxzD7bffDhSOPzorY9l6662Lx6QDBgz4SPi8pkaMGMGCBQuAQoCcDT5XpqysrNNq6EqdGZiVdU5JknLW/n/l6GBdoWFKU4GpxYYRfwWeBb4DnLYmfbaaCJy/ivX2Ktkv2m2hSkSw/vrrA4XRQG07mrYzdVAIoNomE1+dfttGRTU1NRXPCLad2YFCAFVfX7/CfrOjdrLtRo4cWVyeO3cuQPFgBGDYsGHFMKojZWVlxTN49fX1xYOBbG1tZ0az/a6//vrLnTFtr7S0tPi7aBsVBbDJJpsU27Rd2pEd0TRmzJhiYJY96GmrK9tvY2MjTU1NxX7bfj+zZ88mpVT8u4TCCL22g5OO+s2OPGtqair+3Y0cObJ45nPWrFmklJYLiz/5yU8WA7OO+o2I4hnDpqYmli0rTCu4wQYbFM/4zZo1i+bm5uVGqGVHY62o37bXt7S0FEd6rbPOOqyzzjoAvP322zQ0NCy3/WatqN9siNP2b6CyspKNNtoIKPy9LV26tPj7Xlm/2b6zZ//btsnBgwczevRoWlpaVtjv9ddfzxZbbLHC95Mkdb9LL72USy+9FID33nuPyZMn88QTT3DHHXfQ1NRUHEUNhdH5H6dt397S0lLctw8dOrS4b5w/fz4ppeWOs7LHQKvT7+DBg4v75rZ+s/uY7Aiij+sX/nG8N2DAgOK+bsGCBTQ3N692gNNRv2VlZYwYMQKARYsWrVG40VG/JSUlxb+n2tra4jHK6igvL19uFDwUjgPaRgbW1dUVr2rIHueUlJSs9IRuWVlZ8e+ko34bGhqKxxJtxydt9azs99NRv0DxmDGlVDxO32yzzYrPDxo0iKVLl66w39LS0uVGDLbvF+CDDz4Alj/Gq6qqWm6kYHslJSXF4/TGxsbiMVVH/Wb/PWy44YYrDcwionh82Hbc2J84wkzqxTrx8slfApuklMavaZ+9eYSZpN5jZXOY9TWOMJMkSVo9jjCTBEBKqSEipgEHAn/IPHUgMGVV+ojCqZ6dKFyiucZ9ppTqgeJwJidzldSVesMlAWurP3xGSZKknsrATOr9LgduiohngCeBrwOjgWsBIuJG4N22u1tGxPkULsl8lcIcZqdRCMy+tap9SlJe2ibRXbp0afGSmb4sOymzJEmSuo+BmdTLpZQmR8S6wHnASGAGcGhKaVZrk9FA9sL/4cD1wEZANfAcsHdK6anV6FOScjFw4ED23nvvfjP6qry8fLm7tUqSJKl7OIeZpC4REZVAtXOYSZIkSZK6Q2fOYeZtpCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyijLuwBJfVtNTU3eJUiSJEmS+oHO/P4ZKaVO60yS2kTEKOCdvOuQJEmSJPU7m6SU3l2bDgzMJHWJiAhgY6A271o+xjAKwd4m9Pxa1T+5jaqncxtVb+B2qp7ObVQ9XW/aRocBc9JaBl5ekimpS7T+57RWiX53KOR6ANSmlLx+VD2O26h6OrdR9QZup+rp3EbV0/WybbRT6nPSf0mSJEmSJCnDwEySJEmSJEnKMDCT1N/VAxe0/in1RG6j6uncRtUbuJ2qp3MbVU/X77ZRJ/2XJEmSJEmSMhxhJkmSJEmSJGUYmEmSJEmSJEkZBmaSJEmSJElShoGZJEmSJEmSlGFgJqlfi4hvRsSbEbEsIqZFxF5516T+KSImRsTTEVEbEe9HxJ0RsXW7NhURcVVEzI+IJRHxx4jYJK+a1X+1bq8pIiZl1rl9KncRMSoifhcRH0bE0oh4PiLGZZ6PiPhhRMyJiLqIeCQitsuzZvUfEVEWEf9f67FnXUS8ERHnRURJpo3bqLpNROwdEXe1bm8pIo5s9/zHbo8RMSIiboqI6tafmyJiePd+kq5hYCap34qI44BJwI+AnYHHgHsjYnSuham/2ge4GtgdOBAoA+6PiCGZNpOAo4B/AvYEhgJ3R0RpN9eqfiwiPgN8HZje7im3T+UqIkYAfwUagfHAJ4EzgUWZZv8OfA/4NvAZYB7wQEQM695q1U+dBXyDwva3LYXt8d+A72TauI2qOw0BXqCwvXVkVbbHW4CdgENaf3YCbuqqgrtTpJTyrkGSchERfwOeTSmdmln3EnBnSmlifpVJEBHrA+8D+6SUHo2IKuAD4MSU0uTWNhsDs4FDU0r35Vet+ouIGAo8C3wTOBd4PqV0utuneoKI+AnwuZRSh6PFIyKAOcCklNLFresqgPeAs1JK13VbseqXIuJu4L2U0kmZdXcAS1NKJ7qNKk8RkYCjUkp3tj7+2O0xIrYF/g7snlL6W2ub3YEngW1SSq/k8FE6jSPMJPVLETEAGAfc3+6p+4HPdn9F0kdUtf65oPXPcUA5mW02pTQHmIHbrLrP1cA9KaUH2613+1RPcDjwTETc1npp+3MRcXLm+U8AG7H8dloP/AW3U3WPx4EDImIsQETsSGFE7p9an3cbVU+yKtvjHkB1W1jW2mYqUE0f2GbL8i5AknKyHlBK4QxJ1nsUdgxSblrP6F0OPJ5SmtG6eiOgIaW0sF1zt1l1i4j4JwrB2C4dPO32qZ5gc+BUCv9/XgTsClwZEfUppRv5x7bY0b5/TLdVqf7sYgonxF6OiGYKx6L/kVL679bn3UbVk6zK9rgRhSsi2nufPrD/NzCT1N+1vy49OlgndbefAztQOOv8cdxm1eUiYlPgZ8BBKaVlq/NS3D7VfUqAZ1JK57Q+fq51cupTgRsz7dz3Ky/HAScA/wLMpDDX06SImJNS+m2mnduoepKP2x472jb7xDbrJZmS+qv5QDMfPfOxAR89iyJ1m4i4isJlRfullN7JPDUPGNA6qXWW26y6wzgK29q0iGiKiCYKN6o4rXX5Pdw+lb+5FObSyXoJaLuZz7zWP933Ky+XAD9JKd2aUnoxpXQTcAXQNneu26h6klXZHucBG3bw2vXpA9usgZmkfiml1ABMo3A3wqwDgSe6vyL1d6237f45cDSwf0rpzXZNplG489uBmdeMBLbHbVZd7yHgUxRGQ7T9PAPcnFl2+1Te/gps3W7dWGBW6/KbFL7cZbfTARTCX7dTdYfBQEu7dc3843u526h6klXZHp8EqiJi10yb3Shcetzrt1kvyZTUn10O3BQRz1D4z/7rFM5CX5trVeqvrqZwicYRQG1EtJ3Nq04p1aWUqiPiBuCyiPiQws0ALgVeBNpPwC51qpRSLYUJ/IsiYgnwYds8e26f6gGuAJ6IiHOA31OYw+zrrT+klFJETALOiYhXgVeBc4ClwC35lKx+5i7gPyLibQqXZO4MfA/4NbiNqvu13v16y8yqT0TETsCClNLbH7c9ppReioj/BX4ZEae09nE9cHdvv0MmGJhJ6sdSSpMjYl3gPGAkhS+Dh6aUZq38lVKXOLX1z0farf8q8JvW5TOAJgpfBAdRGPUzIaXU3A31SR/H7VO5Sik9HRFHAT+msG9/Ezg9pXRzptlPKWyfvwBGAH+jMDdfbXfXq37pO8B/Utj+NgDmANcBF2bauI2qO+0CPJx5fHnrn78FJrBq2+PxwJX8426afwS+3XUld59IqdfPwyZJkiRJkiR1GucwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwk3shHC4AACAASURBVCRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwkyRJkiRJkjIMzCRJkiRJkqQMAzNJkiRJkiQpw8BMkiRJkiRJyjAwk3q4iPhmRLwZEcsiYlpE7LWSthMiInXwMzDTZu+IuCsi5rQ+d+QK+to2Iv4YEdURURsRUyNidFd8RkmS+rLV2Ze3th8eEVdHxNzW17wUEYeuTp8RURERV0XE/IhY0rpP36Rdm9GtxwRLWttdGREDOu+TS5LUexmYST1YRBwHTAJ+BOwMPAbc+zHBVQ0wMvuTUlqWeX4I8ALw7ZW87xbA48DLwL7AjsB/AstW9BpJkvRRq7svbw2sHgA2A44FtgZOBt5dzT4nAUcB/wTsCQwF7o6I0tY+SoF7KBwX7Nna7hjgsk742JIk9XqRUsq7BkkrEBF/A55NKZ2aWfcScGdKaWIH7ScAk1JKw1ex/wQclVK6s936W4HGlNKJa1O/JEn93Rrsy78B/BuwTUqpcU36jIgq4APgxJTS5NbnNwZmA4emlO6LiPHA3cCmKaU5rW3+CfgNsEFKqaYTPr4kSb1WWd4FSOpY6xnmccBP2j11P/DZlbx0aETMAkqB54EfpJSeW433LQH+H/DTiLiPwpnrN4Eftw/W2r2uAqhot3odYMGqvrckSd1gGDAndcNZ4zXclx8OPAlcHRFHUAi+bgEuTik1r2Kf44Dy1nUApJTmRMSM1jb3AXsAM9rCslb3UdiXjwMe7uDzuK+XJPUGnbKvNzCTeq71KIRe77Vb/x6w0Qpe8zIwAXgRqAS+C/w1InZMKb26iu+7AYXLNs4GzgXOAg4B/ici9ksp/WUFr5sInL+K7yFJUp42IXOJYxdak3355sD+wM3AocBWwNUUjtsvXMU+NwIaUkoLP6bNcn2klBZGRMNKanNfL0nqLdZ6X29gJvV87VPx6GBdoWFKU4GpxYYRfwWeBb4DnLaK79c2t+GUlNIVrcvPR8RngW8AKwrMfgxcnnk8DHhn9uzZVFZWruJbS5LUdWpqath0000Barv5rVd5X05hP/w+8PWUUjMwrfVyyn+jEJitSZ8ratNR+5X1475ektSjdea+3sBM6rnmA8189CzvBnz0rHKHUkotEfE0hbPTq/O+TcDf261/icKkwCt6r3qgvu1xRABQWVnpQbQkqb9ak335XArziDZn1r0EbNR6Oeaq9DkPGBARI9qNMtsAeCLTZrdsBxExgsKlnB3W5r5ektSfeJdMqYdKKTUA04AD2z11IP842F2pKBzJ7kTh4Ht13vdpCnflyhoLzFrVfiRJ6u/WcF/+V2DL1jlF24wF5qaUGlaxz2lAY7ZNRIwEts+0eRLYvnV9m4MoBGLTPv7TSZLUtznCTOrZLgduiohnKBzYfh0YDVwLEBE3Au+23WUrIs6ncEnmqxTmMDuNQmD2rbYOI2IosGXmPT4RETsBC1JKb7euuwSYHBGPUpj09xDgC8C+XfMxJUnqs1ZrXw5cQ2EqhZ9FxFUURomfA1y5qn2mlKoj4gbgsoj4kMKk/JdSmOP0wdY+7qcwmvymiPg3CpP3Xwr80jtkSpJkYCb1aCmlyRGxLnAeMBKYQeF28G0jvUYDLZmXDAeup3CZRjXwHLB3SumpTJtdWP7OV21zkfyWwg0DSCn9ofW29hMpHKC/AhyTUnq88z6dJEl93+ruy1NKsyPiIOAKYDqFCYt/Bly8Gn0CnEFhioXfA4OAh4AJbZd6tt5x8/8Bv6Awqq2Owt04v9+5vwFJknqn6IY7akvqhyKiEqiurq52XhNJUo9QU1NDVVUVQJWjqNae+3pJUk/Tmft65zCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMpF4gIr4ZEW9GxLKImBYRe62k7YSISB38DMy02Tsi7oqIOa3PHfkx739da7vTO/NzSZIkSZLUExmYST1cRBwHTAJ+BOwMPAbcGxGjV/KyGmBk9ieltCzz/BDgBeDbq/D+RwK7AXPW6ANIkiRJktTLlOVdgKSP9T3ghpTSr1ofnx4RBwOnAhNX8JqUUpq3og5TSvcC9wJExArfOCJGAT8HDgbuWf3SJUmSJEnqfRxhJvVgETEAGAfc3+6p+4HPruSlQyNiVkS8ExF3R8TOa/DeJcBNwCUppZmr+3pJklTQBVMrDIuISa37+rqIeCIiPtOun476SBHxb5k2b3Xw/E+65rcgSVLv4ggzqWdbDygF3mu3/j1goxW85mVgAvAiUAl8F/hrROyYUnp1Nd77LKAJuHJVGkdEBVCRWTVsNd5LkqQ+KTO1wjeBvwKnUJha4ZMppbdX8LIaYOvsinZTK/wK2B44kcKUCScAD7b2+W5rm5Ht+hwP3ADc0W79ecAvM48Xr8rnkiSprzMwk3qH1O5xdLCu0DClqcDUYsOIvwLPAt8BTluVN4uIcRSCtk+nlDp8nw5MBM5fxbaSJPUXnTq1QkQMAo4BjkgpPdq6+oetc46eCpzb2sG8dq87Ang4pfRGuy5rVzaNgyRJ/ZWXZEo923ygmY+OJtuAj44661BKqQV4GthqNd53r9b3eDsimiKiCRgDXBYRb63gNT8GqjI/m6zG+0mS1Od00dQKZRRGny9r95o6YM8V1LEh8P8ojDBr76yI+DAino+I/2itWZKkfs8RZlIPllJqiIhpwIHAHzJPHQhMWZU+ojCr/04ULtFcVTcBD7Zbd1/r+v9aQa31QH3mfVfj7SRJ6pM6fWqFlFJtRDwJ/CAiXmrt658p3NF6RVMvfAWoBf6n3fqfURiFvhDYlcLJr08AX+uoE6dfkCT1JwZmUs93OXBTRDwDPAl8HRgNXAsQETcC76aUJrY+Pp/CJZmvUjjQPo1CYPattg4jYiiwZeY9PhEROwELUkpvp5Q+BD7MFhERjcC8lNIrXfIpJUnquzp7aoUTgV8D71IYif4scAvw6RW8/78CN7ebB42U0hWZh9MjYiFwe0Sc1Xos0J7TL0iS+g0DM6mHSylNjoh1KUzKOxKYARyaUprV2mQ00JJ5yXDgegpnrquB54C9U0pPZdrsAjyceXx565+/pXBWW5Ikrb1OmVohIpabWiGl9DqwT0QMASpTSnMjYjLwZvvXt96Rc2vguFV4u7agbkvanThr9WP+ccwAhRFm76zK55AkqbcxMJN6gZTSL4BfrOC5fds9PgM442P6e4TC2e3VqWGz1WkvSVJ/19VTK6SUlgBLImIEcDDw7x10cRIwLaX0wiq8XdtcaXM7etLpFyRJ/YmBmSRJktR1umJqhYMpnPh6hcJosEtal5ebZzQiKoEvAme2Lyoi9gB2pzDivBr4DHAF8MeU0tud89ElSeq9DMwkSZKkLtJFUytUUbg8chNgAXAH8B8ppcZ2b/9PFIK1/+6gtHoKl2meT2Ei/1nAL4GfrtknlSSpb4mUOpxvVJLWSutZ7erq6moqKyvzLkeSJGpqaqiqqgKoSinV5F1Pb+e+XpLU03Tmvr6kc0qSJEmSJEmS+gYDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpIyyvAuQJEmSJElrrqWlhccee4yXX36Zo48+mvXXXx+AP/3pT/ztb39jk0024bOf/Sxjx46lvLw852ql3sHATJIkSZKkHiylxIsvvsjNN9/Mb37zGz744AMAhg8fzpIlS2hoaCi2nTRpEi+99BIARx111HLPtTds2DDGjRvHfvvtxwknnMDmm2/etR9E6kUipZR3DZL6oIioBKqrq6uprKzMuxxJkqipqaGqqgqgKqVUk3c9vZ37eqnrLFy4kDPPPJObb755pYFXR0aPHs2sWbMAqKioWO3XRwTf+c53OPHEE/n0pz9NSYkzOan36Mx9vYGZpC7hQbQkqacxMOtc7uulzvWzn/2MCy64gEWLFrGy7+kRQUqJ0tJSTjzxRMaOHcuYMWOYO3cuo0aN4nOf+xybbropAO+//z7PPfccCxYsoLq6mqlTpzJ9+nReeukl6uvri4FaS0tLh+9VVlZGc3Mz66+/Pn/+85/ZbrvtuuSzS53FwExSj+dBtCSppzEw61zu66XOs+GGG/L++++v8PmxY8dy1VVXse+++zJgwIBOf//FixdzxhlncMstt9DY2EhJSQn19fXLtTnggAN48MEHAairq2PQoEGdXoe0tjpzX+/YSkmSJEmSusnMmTNZd9112WyzzYrrJk6cWFwuLS1lt91246mnniKlREqJV155hYMOOqhLwjKAoUOH8stf/rI4H1pdXR0zZsxg//33L7aZPHlycXnw4MFEBDvssAM1NZ5/UN9kYCZJkiRJUhebMWMGBx54INtvvz0LFixg1qxZxUshTz/9dL73ve+xZMkSmpqamDp1Kp/5zGdyqzUi2G677XjooYdIKdHQ0MC6664LwL333lts9+KLL1JVVUVlZSV33XVXXuVKXcJLMiV1CS/TkCT1NF6S2bnc10sfr6Wlhf3224/nn3++w5FYb731FmPGjMmhsjXX0NDANttsw5tvvtnh8yeffDLXX399N1clFXhJpiRJkiRJPVRLSwvf/e53KS0t5dFHHy2GZYMHD+bkk09mxowZpJR6XVgGMGDAAN544w1SSvzpT39i+PDhyz3/y1/+ksGDBzNp0qScKpQ6h4GZJEmSJEmdIKXE2WefTUVFBVdeeeVyz1100UXU1tZy/fXX95m7TY4fP56FCxeyaNEi1ltvveL6uro6zjjjDAYMGMBXv/rVHCuU1pyBmSRJkiRJa+m4446jpKSEiy++mKamJgCGDRvG0UcfTUtLCxMnTqSkpG9+Ba+qquKDDz6goaGBCy64gIqKCgAaGxv5zW9+Q1lZGW+88UbOVUqrp2/+a5UkSZIkqRvcc889lJeX8/vf/764bvDgwfzud7+jpqaGO+64g4jIscLuU15eznnnnUddXR3f/va3i+ubm5vZcsstOe6441iyZEmOFUqrzkn/JXUJJwKWJPU0TvrfudzXq79btGgRW265JR9++OFy63fZZReeeuqpfhOSrczSpUvZeeedeeutt2hoaCiuHzlyJLNmzaK8vDzH6tQXOem/JEmSJEk5OeqooxgxYsRyYdmnPvUpGhsbefrppw3LWg0ePJhXXnmFhQsX8sUvfrG4fu7cuYwaNSrHyvT/s3ffcVKVd9/HP7/t1AUWKYpUEY1BAQVFBdSAWGJDQxMi8mASSwwh3t4aVHxuCxqjwv2YRKPYI0psqAkgSMRCEZUiWBBBihSpW4Ctcz1/zOxxWHdhF2b3mt35vl+v8+I6c9p3VuHs/OY61yUHp4KZiIiIiIiISBVEF8rS09NZu3Yty5cvJyUlxWOq+FW/fn2mTZvG1KlTg9feeOMNj4lEDk4FMxEREREREZGDePrpp4P2e++9R/369RkxYgT5+fm0b9/eW67aZOjQoTjnmDt3LqeddhoA7777Lma235hnIvFAY5iJSLXQuCYiIhJvNIZZbOleL4li06ZNHH300YRCIc477zxmzJjhO1KdkpycTCgUAqBly5Zs2LBBY5vJIdMYZiIiIiIiIiLVbNGiRRx33HFBQWfmzJmeE9U9/fv3D9pbt24lPT1dP2eJCyqYiYiIiIiIiEQJhUKMGzeO3r17k5ubC0BGRgZ5eXmek9U9s2bN4vPPPyctLQ0A5xznn38+J510kudkkuhUMBMRERERERGJWLZsGcnJyTz88MM456hfvz4zZsxg3759NGjQwHe8Oun444+noKCAn/3sZ8Fry5cvp169ehQWFnpMJolMBTMRERERERER4MUXX6Rbt27BelZWFlu2bOG8887zmCpxzJkzh3/84x/Ben5+Po0bN2bFihUeU0miUsFMREREREREEt6YMWMYNmxYsN60aVO2bdtGo0aNPKZKPMOHD2fXrl0cccQRABQUFNC1a1duuukmz8kk0ahgJiIiIiIiIgmrsLCQhg0bMmXKFADMjJdeeomdO3diZp7TJaYmTZrw/fffc8sttwSvPfjgg7Rq1cpjKkk0KpiJiIiIiIhIQtqwYQPp6ens2bMHgAYNGrBhwwYGDx7sOZkATJw4kXnz5gXrW7duZdCgQTjnPKaSRKGCmYiIiIiIiCSc6dOn07Zt22DdzNi2bRtHHXWUx1RSVt++fZk/f36w/tprr3HSSSexd+9ej6kkEahgJiIiIiIiIgnltttu49JLLw3WW7duTSgUol69eh5TSUV69+5NYWFhMIvmZ599RqNGjXjppZc8J5O6TAUzERERERERSRinn34699xzT7A+bNgwNm3a5DGRVEZqaipz5sxh3LhxAIRCIYYOHcqsWbM8J5O6SgUzERERERERSQgff/wxCxYsCNYffvhhXnjhBY+JpKoefPBBTjrppGC9c+fOHtNIXaaCmYiIiIiIiCSEU045hXbt2gHw2GOPMXbsWM+J5FAsXbqU0aNHM2/ePDp27AhAUVGR51RS16hgJiIiIiIiInXa1KlTg/a3335LUVERv/rVrzwmksM1ZcoU+vbtC4THNEtLS+OYY47xnErqEhXMRGoBM7vOzNaaWb6ZfWJmfQ6w7ygzc+UsGVH79DWzN81sU2TbpWXOkWpm95vZZ2a2J7Lfs2Z2ZHW+TxERERGRWHLOkZqayvDhw7nkkkuC11NSUjymkljr0aMHAN98840e0ZSYUcFMJM6Z2RBgEnAP0B14H5hhZm0PcFgO0Dp6cc7lR21vACwDbqjg+PpAD+CuyJ+DgGOBNw79nYiIiIiI1BznHP3796e4uBiAN99803MiqS4zZswI2qtXr6ZLly4e00hdobK6SPwbB0xxzj0RWR9rZgOBa4FbKzjGOee2VHRC59wMYAaAmZW3PRsYEP2amf0W+MjM2jrn1lf5XYiIiIiI1BDnHOeffz5z584Fwr/z7tmzx3MqqS79+/dn+fLlnHjiiQCsWrWKjh07smbNGs/JpDZTDzOROGZmacDJwNtlNr0NnH6AQxua2Toz22hmb5lZ9xjEyQQcsLuCrOlm1rh0ARrF4JoiIiIiIlVSXFzM0UcfzaxZswDo06cPJSUl1KtXz3MyqU5du3blu+++C9bXrl1LkyZNPCaS2k4FM5H41hxIBraWeX0r0KqCY74ERgEXA8OAfOBDMzvkh/kj45/dB7zgnMupYLdbgeyoZeOhXk9ERERE5FCEQiHS09ODwsnPfvYz5s2bV+5TFVL3HHnkkWzd+sNHp+zsbHr27OkxkdRmKpiJ1A6uzLqV81p4R+cWOueed84tc869DwwGVgG/PZQLm1kq8CLhfy+uO8CuEwn3Qitd2hzK9UREREREDoVzjk6dOhEKhQBISkri7bffVrEswbRo0YJ169YF6x9//DEXXXSRx0RSW6lgJhLftgMl/Lg3WQt+3OusXM65ELAYqHIPs0ixbBrQARhwgN5lOOcKnHM5pQuQW9XriYiI1EXVMNt1IzObFBl+YZ+ZzTeznmXO83Q551hYZp90M/t/ZrY9Miv2G2amL7yk1uratSvffvstEJ4Fs6CggKQkfeRNRG3btmX79u00aNAAgLfeeovLLrvMcyqpbfSvh0gcc84VAp9QZgD+yPr8ypzDwl+pdQM2V+XaUcWyzkB/59yOqhwvIiIi1Tbb9ROEfxcYCXQlPLbpHDM7qsx5ZpY5zwVltk8CLgOGAmcCDYG3zCy5im9TxLv27duzcuVKIFwsKSwsJCVFc9wlsqysLL777rtg7LrXX39ds2dKlahgJhL/HgLGmNloMzvezB4G2gKPApjZs2Y2sXRnM5tgZgPNrKOZdQOmEC6YPRq1T0Mz6xbZDtAhst42sj0FeBk4BbgSSDazVpElrQbes4iISF0RzHbtnPvCOTcW2EB4tuuKOOfcluildIOZ1QMuB252zr3nnFvtnLsTWFvOOQvKnGdn1Hkygf8D/ME5N8c5twQYQbgA1z8G71ukxjRt2jR4BK9FixasWbNGj2EKAJmZmWzYsCFYX7VqFX/5y188JpLaRAUzkTjnnHsJGAvcASwF+gIXOOdKH8xvS/hb41JNgL8DXxD+xvkooK9z7qOofU4BlkQWCBfllgD/E1lvQ3jSgDaRa26OWg40O6eIiIhEVNNs1ymEJwTKL3PMPsK9xKKdZWbfm9kqM3vczFpEbTsZSI3O5pzbBKyoKJtmxJZ4dMopp7B79w+TuK9Zs4bkZHWSlB9kZWXxr3/9K1i/8cYbmTt3rsdEUluoYCZSCzjn/uqca++cS3fOneycey9q21nOuVFR6793zrWL7NvCOTfQObegzPnedc5ZOcuoyPZvK9huzrl3a+hti4iI1HYxn+3aOZcLLABuN7MjzSzZzEYAp7L/F2gzCPcSPwf4A9ATmGtm6ZHtrYBC59yuKmTTjNgSVy677DI++eSTYP3bb78NxqwSiXbBBRewYsUK0tPTCYVCnHfeeSxevNh3LIlzKpiJiIiIiFSvWM92PTJyju+AAuBG4AXCEwWVnucl59y/nHMrnHNvAucDxwIXHiRrhdnQjNgSR6655hpef/31YH3VqlW0a9fOYyKJdyeccALz588nOTmZoqIievXqxbRp03zHkjimgpmIiIiISPWoltmunXPfOOf6ER6k/2jnXC/Cj1euPcB5NgPros6zBUgzs6aVzaYZsSVe/OlPf+KJJ54I1mfPnk3nzlWeEF4SUI8ePfb7f2fIkCEe00i8U8FMRERERKQaVPds1865Pc65zZGi10Bg+gHOkwUcHXWeT4Ci6Gxm1hr4aWWzifhy55137tfu31/zVEjljRo1iq5duwJw1113eU4j8Uzz7IqIiIhInTdy5EjWrFnj49IPAc+Z2ceExx77FWVmuwa+c87dGlmfACwEvgYaE37cshtwfekJzWwg4UcnvwKOAR6ItJ+KbG8I3Am8QrhA1h64l3CPt9cAnHPZZjYFeNDMdgA7gT8DnwFzquMHIRIre/fupWHDhpx55plMmDDBdxyphZYvX8727dtp3rw5AM6Fn0TX7KoSTQUzEREREanT8vPzef75571c2zn3UqR31x2EB+VfwY9nuw5FHVI623UrwgPrL+HHs11nEh5PrA3hQtcrwHjnXFFkewnQFfhl5Hybgf8AQyKTBpT6PVAMTAPqAe8Ao5xzJYjEmZKSEjZt2sTRRx8NQF5enudEUtuVFsvy8vJo2rQpaWlp7Nmzx3MqiSdWWkkVEYmlyHTz2dnZ2TRu3Nh3HBERSWDNmjVj1679JoPMjIzBJYdB93qpSenp6RQWFnL//fdz8803+44jdUjr1q3ZsmULEJ4YYMWKFZ4TyeHIyckhMzMTYnCv1xhmIiIiIlJnffDBB0GxTI/aiNRO11xzDYWFhQD88Y9/9JxG6ppPP/00aK9cuZJbb73VYxqJJyqYiYiIiEidtXTp0qD9z3/+02MSETkU//nPf5gyZUqwvmPHDo9ppC5q3bo1s2fPDtbvu+++/dYlcalgJiIiIiJ11g033EBRUREPPPAAAwaUnaxSROLZpk2bOP/883HOUb9+fbZv3176qJVITPXv358///nPwfq5557L1q1bPSaSeKAxzESkWmhcExER8S0UCpGU9MP3w7Ec10R0r5fqtWPHjmBQ9qSkJBYuXEjPnj09p5K67qKLLuKtt94Cwo/xl5SU6HH+WkZjmImIiIiIHMBpp51GcnIy48aN8x1FRA7BEUccEbRvuOEGFcukRrz55pvUq1cPAOcc/fv395xIfFLBTERERETqlOLiYhYtWgTAww8/7DmNiFTVBRdcQOmTUBkZGUyePNlzIkkkubm5QdFs7ty53H333Z4TiS8qmImIiIhInXLTTTcF7dGjR3tMIiJV9eCDDzJjxgwAmjdvTl5enudEkmiSk5P5/vvvSU1NBeD222/nhRde8JxKfNAYZiJSLTSuiYiI+LBz505atGhBSUkJZ5xxBh988EGwTWOYxZbu9RJr06ZNY8iQIQCkpKSwa9cuGjZs6DmVJKqPP/54v0eBPxVZ3gAAIABJREFUd+zYQbNmzTwmksrQGGYiIiIiIuW48MILKSkpISkpiVdeecV3HBGppL179wbFMoAPPvhAxTLx6pRTTqFXr17B+nHHHecxjfiggpmIiIiI1Am33XYbCxcuBODKK6+kZcuWnhOJSGVFD/J/3HHHceqpp3pMIxK2aNGiYDyzbdu28ac//clzIqlJeiRTRKqFHtMQEZGaZmZBe/v27WRlZe23XY9kxpbu9RIr/fr147333gOgXr167N2713MikR845zj22GNZvXo1ZsaCBQtU0I1jeiRTRERERCTK/fffH7SPPfbYHxXLRCQ+Pf3000GxzMzIzc31nEhkf2bGwoULycjIwDnHaaedxtdff+07ltQAFcxEREREpFYrLCxk/PjxAGRkZPDll196TiQilbFr1y6uvvrqYP3DDz8kOTnZYyKR8mVlZfGXv/wlWNd4ZolBBTMRERERqdV69OhBSUkJEO6tEv1opojEr86dOwfts88+m969e3tMI3Jgo0ePDiaiuOKKKzynkZqQ4juAiIiIiMihmj59OitXrgTCPQCiZ9kTkfi2ZcuWoAAxd+5cz2lEDm737t0sW7aMHj16+I4iNUA9zERERESk1ho0aFDQfv311z0mEZGqSklJIT8/n/z8fN9RRColOTk5KJYVFBTQsWNHtmzZ4jmVVBcVzERERESkVho/fjyhUAiA5s2bc+aZZ3pOJCIHU1RURFpaGi+++KLvKCKHpV69eqxdu5ajjjrKdxSpJiqYiYiIiEitEwqFuPfee4P1TZs2eUwjIpXVqFEjioqKGDZsGJ9++qnvOCKHLC0tDQjfj8455xzPaaQ6qGAmIiIiIrVOx44dg/bVV19NamqqxzQiUhlz5syhoKAAgKSkJI0DJbVadnZ20P7Pf/7DjBkzPKaR6qCCmYiIiIjUKsuXL2fdunUAmBlPPvmk50QicjD79u3j0ksvBaB+/frqFSq1Xnp6OjNnzgzWL7zwQoqLiz0mklhTwUxEREREapUpU6YE7aeeespjEhGprNNOO409e/YAMHv2bFq2bOk5kcjhGzhwIGeffTYAzjmysrI8J5JYUsFMRERERGqVyZMn880333DRRRdx1VVX+Y4jIgdxzDHHsHz5cgCuvfZaTj/9dM+JRGJn7ty5mBkAOTk5TJw40XMiiRVzzvnOICJ1kJk1BrKzs7Np3Lix7zgiIiLk5OSQmZkJkOmcy/Gdp7bTvV4qY9myZXTr1i1YLykpISlJ/Takblm5ciU//elPAUhJSWHPnj3BpABSs2J5r9e/VCIiIiJSK5xwwgkkJSUxb94831FEpBKcc5x55pnB+tSpU1UskzrphBNOYNKkSQAUFxfTs2dPz4kkFvSvlYiIiIjEvZ07d/L555/jnOOss87yHUdEKuHyyy8nLy8PgHHjxjF06FDPiUSqz+9+97ugN+Xy5csZNWqU30By2FQwExEREZG4N2bMmKB9++23e0wiIpXx0EMP8dprrwHQqlUrHnzwQc+JRKrfwoULg/HMnnnmGTZs2OA5kRwOFcxEREREJK59/vnnvP766wBccMEF/M///I/nRCJyIMXFxfzhD38I1pcuXeoxjUjNSU9P369nWZ8+ffyFkcOmgpmIiIiIxLULLrgA5xwZGRm88sorvuOIyEF06tQpaHfr1o2WLVt6TCNSs5588snSQedZt24dM2fO9JxIDpUKZiIiIiISt7p27cq6desAmDRpEhkZGZ4TiciBPPPMM6xfvx4Izxa4ZMkSz4lEat62bdto2rQpAIMHD6agoMBzIjkU5pzznUFE6iBNNS8iIocrPz+fevXqBeuhUCgYG+ZQxHKqedG9Xn4sFAqRnJwcrK9du5b27dv7CyTi0QcffBA8kpmamkphYaHnRIkhlvd69TATERERkbjUv3//oH3bbbcdVrFMRKpf8+bNg/agQYNULJOEduaZZ9K6dWsAioqKuPzyyz0nkqpSwUykFjCz68xsrZnlm9knZlbh6JFmNsrMXDlLRtQ+fc3sTTPbFNl2aTnnMTO7M7LPPjN718xOqK73KCIiEm3x4sV8+OGHABx33HHcddddnhOJyIF89NFH7Nq1CwAz03iDIsDq1auDtiYAqH1UMBOJc2Y2BJgE3AN0B94HZphZ2wMclgO0jl6cc/lR2xsAy4AbDnCOm4FxkX16AluA2WbW6BDfioiISKWVfrAws6BwJiLxq1evXnTo0AEIP4omIlC/fn3effddcnNzGTt2rO84UkUpvgOIyEGNA6Y4556IrI81s4HAtcCtFRzjnHNbKjqhc24GMAMo9/EWC784FrjHOfdq5LWrgK3AcOCxQ3srIiIiB9e5c+dggORf//rXNGvWzHMiEamMNWvW+I4gEnf69esXtL/77jvmzZvH8OHDPSaSylIPM5E4ZmZpwMnA22U2vQ2cfoBDG5rZOjPbaGZvmVn3Kl66A9Aq+rrOuQJg3kGuKyIiclg2b9683yMsf/vb3zymEZGDmTFjBr///e99xxCJe2PHjqVNmzZceeWV7N2713ccqQQVzETiW3MgmXDPrmhbCRe0yvMlMAq4GBgG5AMfmlnnKly39NyVvq6ZpZtZ49IF0KObIiJSZccee2zQfuCBBzwmEZHKuOCCC5g0aRKNGulXP5EDWb9+fdA+6qijPCaRylLBTKR2cGXWrZzXwjs6t9A597xzbplz7n1gMLAK+G11Xpfw46HZUcvGQ7ieiIgksEmTJpGXlwdAVlYWN910k+dEInIg0UXtBg0aeEwiEv9effVVkpLCJZjdu3czdepUz4nkYFQwE4lv24ESftyrqwU/7v1VLudcCFgMVKWHWen4Z1W57kQgM2ppU4XriYhIgispKdnvsa5vvvnGYxoROZh9+/YxYcIEAFJSUvjuu+88JxKJf9Hj/F155ZUek0hlqGAmEsecc4XAJ8CAMpsGAPMrc47IAP7dgM1VuPRawkWz4LqR8dT6VXRd51yBcy6ndAFyq3A9ERFJcG3a/PA9y8UXX0xmZqbHNCJyMEOHDmXfvn2YGZ9++inJycm+I4nEvXbt2jFw4EAAnHMcc8wxnhPJgahgJhL/HgLGmNloMzvezB4G2gKPApjZs2Y2sXRnM5tgZgPNrKOZdQOmEC6YPRq1T0Mz6xbZDtAhst4WwlNsApOAP5rZZWb2U+BpYC/wQrW/YxERSTjFxcVBe/r06R6TiMjB/OY3v+GNN94AYMSIEXTt2tVzIpHaY+bMmYT7NIR7Uy9cuNBzIqmICmYicc459xIwFrgDWAr0BS5wzq2L7NIWaB11SBPg78AXhGe5PAro65z7KGqfU4AlkQXCRbklwP9E7fMnwkWzvwIfR85zrnNOPcdERCTmtm3bxl/+8hdefvll31FizsyuM7O1ZpZvZp+YWZ8D7DvKzFw5S0bUPo3MbFJkRux9ZjbfzHpGbU81s/vN7DMz22NmmyJfsB1Z5lrflnOd+6rnpyB1RXFxMY899liw/uSTT3pMI1I7PfPMM0G7tMeZxB8LdyQREYmtyEyZ2dnZ2TRu3Nh3HBERiVPFxcWkpKTUyLVycnJKH/XMjAwfUO3MbAjwHHAd8CHwa2AM8BPn3Ppy9h8FTAa6RL/unNsStc9LwE+Ba4FNwAjg95FzfmdmmcDLwOPAMqAp4S/BUpxzp0Sd51vCPdEfj7pUnnMur5LvTff6BHThhRfy73//G4BzzjmHd955x3MikdqpQ4cOfPvttwA88sgjXH/99X4D1RGxvNerYCYi1UK/RIuIyMFkZ2fTpEkTGjVqxKZNm2jYsGG1Xs9TwWwR8Klz7tqo174AXnfO3VrO/qOASc65JhWcrx7hcUIvcc79K+r1pcBbzrnbKjiuJ/AR0K60UBcpmE1yzk06xPeme32C+fLLLzn++OMBaN68Odu2bfOcSKT2CoVC1KtXj8LCQpKTk9m7dy9paWm+Y9V6sbzX65FMEREREfHiqKOOAiA3N5eHHnrIc5rYi0yYczLhIRKivQ2cfoBDG0Yet9xoZm+ZWfeobSlAMpBf5ph9wJkHOGcm4IDdZV7/bzPbYWZLzWx8JLNIufr0+eFp4qVLl3pMIlL7JSUlBY9mlpSUcMQRR3hOJGWpYCYiIiIiNW758uXs2bMHCH9ouOOOOzwnqhbNCRe3tpZ5fSvQqoJjvgRGARcDwwgXxj40s84AkbFEFwC3m9mRZpZsZiOAU9l/TNNAZPyz+4AXynzbPhkYCpwNPEJ4zNS/VvRmzCzdzBqXLkCjivaVuuecc85h+/btAFx11VVBwVtEDt3QoUODYQlycnL45z//6TmRRNMjmSJSLfSYhoiIVMQ5R/v27Vm/fj316tVjy5YtNXKvqOlHMiOD7H8HnO6cWxD1+nhgpHPuuEqcIwn4FHjPOXdj5LVOwJOEJwIqiWxfBfRwzv2kzPGpwD8JTxJ01oHet5ldTnjss+bOuR3lbL8TmFD2dd3r6769e/fSoEGDYD0UCgWz/InI4fnwww8588xwB+Fjjz2Wr776ynOi2k2PZIqIiIhIrXXJJZewfn14vPtHH320LhdbthMuaJXtTdaCH/c6K5dzLgQsBjpHvfaNc64f0BA42jnXC0gF1kYfGymWTQM6AAMq8cFhYeTPYyrYPpHwo52lS5vKvAep/Y455of/JcaMGaNimUgMnXHGGYwYMQKAVatW8frrr3tOJKVUMBMRERGRGvPee+/x5ptvAtCqVSt++ctfek5UfZxzhcAnwIAymwYA8ytzDgtXJroBm8s5/x7n3GYzawoMBKZHHVdaLOsM9C+vx1g5SsdK+9G1ItcrcM7llC6EJx+QOm7WrFls3hz+X6JevXo8/vjjBzlCRKrq2WefpWXLlkD4kefSIQvEr5qZw1tEREREBBgw4Ifa0cSJEz0mqTEPAc+Z2ceExx77FeHHIx8FMLNnge9KZ8w0swmEe3p9DTQGbiRcMLu+9IRmNhAw4CvCvcEeiLSfimxPIfxoZQ/g50CymZX2ctvpnCs0s97AacB/gGygJ/Aw8EbpLJoiABdeeGHQXrlypcckInWXmfHSSy9x1llnkZOTQ8uWLcnLy/MdK+GpYCYiIiIiNeKvf/0rhYWFADRr1oxRo0b5DVQDnHMvmVkWcAfhQflXABc459ZFdmkLhKIOaQL8nfBjnNnAEqCvc+6jqH0yCT8e2QbYCbwCjHfOFUW2tyE8aQBA2akMzwbeBQqAIYTHJEsH1gGPA386jLcrdcz5559PSUkJAN26daNDhw6eE4nUXf369SMpKYlQKMSePXtYv349bdu29R0roWnQfxGpFhr0X0REouXn59OwYUNKSkpITU1l3759JCcn12iGmh70v67Tvb7uix6rrLi4uMb/zookmgULFnD66afTrVs3Fi9eHMygKZUXy3u9fvoiIiIiUu1atGgR9FR59tln9cFbpBbYvn07Rx55JJdddpn+zorUgN69e1NSUkJSkoabjwf6ryAiIiIi1Wrs2LHk5obHh8/KymLo0KGeE4lIZWRlZVFQUMCLL77oO4pIwigtloVCIQYNGkRRUdFBjpDqooKZiIiIiFSbkpISJk+eHKwvWbLEYxoRqYzjjz+exYsX+44hkrBCoRDJycm89tprHHXUUb7jJCwVzERERESk2hx33HFBe+DAgRx99NEe04jIwfz2t7/lyy+/pFevXtxyyy2+44gkpOhHMrdt28aaNWs8pklcKpiJiIiISLX417/+xerVqwFITU1l5syZnhOJyME8/vjjQXv8+PEek4gktmeeeSZon3TSSR6TJC4VzEREREQk5kpKSvj5z38erH/yySce04hIZTz99NMUFBQAcPHFF9OoUSPPiUQS1y9/+UuOOOIIAPLy8njuuec8J0o85pzznUFE6iBNNS8ikti6dOnCqlWrgPB4SJ9//rnnRLGdal50r69riouLadq0KXl5eXTs2JFvvvnGdySRhJednU2TJk0AMDNCoZDnRPEvlvd69TATERERkZh7/PHHMTOAuCiWiciBtWzZkry8PACmTZvmOY2IAGRmZnLKKacA4JxjwIABnhMlFvUwE5FqoW+dRUQEwo+RNGzY0HcMQD3MYk33+rpj3rx5nHXWWQCkpaUFj2WKiH8lJSWkpKTstx49KYDsTz3MRERERCQujR07dr/ZvOKlWCYiFRsyZEjQnj17tsckIlJWcnIyo0aNCtZHjhzpL0yCUcFMRERERGJi0aJFTJ48mU6dOvGrX/3KdxwRqYTZs2ezdetWAE4++WT69u3rOZGIlPXUU0/RokULAKZOncru3bs9J0oMKpiJiIiISEycf/75QfvYY4/1mEREKuuKK64AICkpifnz53tOIyIVmTVrFhAey6xNmzae0yQGFcxERERE5LC98MIL7Nq1C4DWrVtz0003eU4kIgdz7rnnkpMTHuJn3LhxpKWleU4kIhXp1q0bDRo0AGDPnj28/PLLnhPVfRr0X0SqhQYCFhFJHLm5ubRo0YL8/HyOPPJINm7cGMyQGU806H9s6V5fu5UdSDwUCsXl31sR+cGSJUvo0aMHAJ06dWL16tWeE8UfDfovIiIiInGjadOm5OfnY2bMnDlTH7pFaoHevXsH7Ysvvlh/b0Vqge7du3POOecA8M0337B8+XLPieo2FcxERERE5JD17t2bkpISADp37kzXrl09JxKRg9mzZw+LFy8GwmOXTZ8+3XMiEamsmTNnUr9+fQCGDRvmOU3dpoKZiIiIiByS3NxcFi1aFKyvWLHCYxoRqazjjjsuaD/11FMek4hIVaWmpnLvvfcC8Pnnn3Puued6TlR3qWAmIiIiIofk5JNPpnQ83MmTJ5Oamuo5kYgczPLly9m4cSMAGRkZ/PKXv/ScSESq6sYbbwzas2fP9pikblPBTERERESq7I477uDrr78GoE+fPvv98i4i8evkk08O2m+88YbHJCJyqMws6FnWoEGDYGgEiS0VzERERESkSj777DPuuusuIPxoyNy5cz0nEpHKeuyxx4Bw77IBAwZ4TiMih2rWrFksW7aMvLw8kpOTfcepk1QwExEREZEq6datW9C+/fbbSUlJ8ZhGRKpi9OjROOfYt2+f7ygicphOPPHEoL1161aPSeomFcxEREREpNIuueQSQqEQAA0bNuT222/3nEhEKuPzzz+nqKjIdwwRibGFCxeSkpJCq1atgvEJJTZUMBMRERGRSlmxYsV+Yx7t3LnTYxoRqYoTTjiBtLQ0+vXr5zuKiMTQhg0bgjHMunTp4jlN3aKCmYiIiIhUykknnRS0n3/+ec2KKVJL3HfffUH722+/9RdERGLuF7/4RTCG2d69e1mxYoXnRHWHCmYiIiIiclCdOnUKHsXs1KkTV155pedEIlJZjz/+eNBes2aNxyQiUh0+/vjjoH366ad7TFK3qGAmIiIiIge1Y8eOoP3VV195TCIiVTF9+vSgSPb0009rNj2ROqhbt240b94cgNzcXGbOnOk5Ud2gKY1ERERE5KB2797NqFGjOPvss/WBW6SWcM4xcuRIAFq3bs1VV13lOZGIVJfly5dz5JFHAnDhhRcG45rJoVMPMxERERGpUHZ2dtB++umn9YFbpBY58cQTyc3NBWDSpEme04hIdWrdujUNGzYEIBQKMW3aNM+Jaj8VzERERESkXA888ABNmjShXbt2wfhlIlI7OOf2G/x78ODBHtOISE1Yu3Zt0P7d737nMUndoIKZSC1gZteZ2VozyzezT8yszwH2HWVmrpwloyrnNLNWZvacmW0xsz1m9qmZXVFd71FEROJLKBTi5ptvBmD9+vX7jWEmIvHv2muvDdqjR4/2mEREakrz5s2D4viWLVuYPXu250S1mwpmInHOzIYAk4B7gO7A+8AMM2t7gMNygNbRi3Muv4rnfA7oAlwMdAVeBV4ys+4xemsiIhLHoj9gd+/enSOOOMJjGhGpilAoFMyMmZWVxZQpUzwnEpGa8vzzz5OUFC71XHGF+jscDhXMROLfOGCKc+4J59wXzrmxwAbg2gMc45xzW6KXQzhnb+D/Oec+cs6tcc7dDewGesTurYmISDyaO3cuzzzzDADnnXcen376qedEIlIVffv2DR6jnjp1quc0IlKTUlNTGT58OAA5OTl6NPMwmHPOdwYRqYCZpQF7gV84516Len0y0M0516+cY0YBTwDfAcnAUuB259ySqpzTzGYCxcAvCRfKBkfOe5Jz7ptyrpsOpEe91AjYmJ2dTePGjQ/5ZyAiIjVrw4YNtGvXDuccjRs35vvvvyc9Pf3gB9YCOTk5ZGZmAmQ653J856ntzKwxkK17fXzZu3cvDRo0ACAjI4N9+/Z5TiQiNa2wsDC4d5tZQo1DGst7vXqYicS35oSLXlvLvL4VaFXBMV8Cowg/SjkMyAc+NLPOVTznECAF2AEUAI8Bl5VXLIu4FciOWjYe4H2JiEicat++PaVfqE6fPr3OFMtEEkWXLl2C9i233OIxiYj4kpaWxjHHHAOEJwCZP3++50S1kwpmIrVD2a6gVs5r4R2dW+ice945t8w59z7hnmGrgN9W8Zx3A02B/sApwEPAP82sawUZJwKZUUubA74jERGJO3fffXfwLXR6ejpnnXWW30AiUiV5eXls3Bj+zjIpKYkJEyZ4TiQivqxataq0p5Um/jhEKpiJxLftQAk/7k3Wgh/3ECuXcy4ELAZKe5gd9Jxm1gm4ARjtnHsnUnz7v8DHwPUVXKfAOZdTugC5lcknIiLxYf369dx+++1A+IP27t27PScSkao68cQTg/Y///lPj0lExDcz4+677wbgq6++4v777/ecqPZRwUwkjjnnCoFPgAFlNg0AKtWv1swM6AZsrsI560f+LPuwewn6d0NEpM4JhUJ07/7DJMjvvvsuGRkZHhOJSFXt3LmTtWvXAuHHsQYNGuQ5kYj4dv3115OcnAzoEe1DoQ++IvHvIWCMmY02s+PN7GGgLfAogJk9a2YTS3c2swlmNtDMOppZN2AK4YLZo5U9J+Fx0FYDj5lZLzPrZGZ/IFxUe72a36+IiNSwrKwsdu7cCcCIESPo06eP50QiUlXt27cP2q+88oq/ICISN8yM448/Plh/8cUXPaapfVJ8BxCRA3POvWRmWcAdQGtgBXCBc25dZJe27N8TrAnwd8KPXGYDS4C+zrmPKntO51yRmV0A3Ae8CTQkXEC7yjn372p7syIiUuPuvvvu4PFLM+O5557znEhEDkVubng0DDPj5z//uec0IhIvli5dSoMGDbjmmmsYOnSo7zi1ipXOgiQiEkuaal5EJP7t3r2bpk2bBuuffvrpfo9m1jWxnGpedK+PR927d+fGG2/k6quv9h1FRMSLWN7r1cNMREREJEG1afPDhMZjxoyp08UykUSwZMkS3xFEJI59//33jBw5klmzZvmOUitoDDMRERGRBNSrVy/27NkDQLNmzXj88cc9J6q7zOw6M1trZvlm9omZVThInJmNMjNXzpIRtU8jM5tkZuvMbJ+ZzTeznmXOY2Z2p5ltiuzzrpmdUGafpmb2nJllR5bnzKxJ7H8CUp369evHvffe6zuGiMS5Dz74gJYtW/L2228zbNgw33FqBRXMRERERBLMCy+8wOLFi4P1TZs2eUxTt5nZEGAScA/QHXgfmGFmbQ9wWA7hMUaDxTmXH7X9CcIT8YwEugJvA3PM7KiofW4GxgE3AD2BLcBsM2sUtc8LhCcGOi+ydAM0iF0tkpeXx3vvvcf48eNp1aqV7zgiEsd69+4dtDX4f+WoYCYiIiKSYF566aWg/cgjj5Cenu4xTZ03DpjinHvCOfeFc24ssAG49gDHOOfcluildIOZ1QMuB252zr3nnFvtnLsTWFt6TjMzYCxwj3PuVefcCuAqoD4wPLLP8YSLZGOccwuccwuAa4Cfm1mX2P4IpLpED+B92223eUwiIvEuOTmZE088MVifMGGCxzS1gwpmIiIiIglm+vTpTJkyhT59+nD99df7jlNnmVkacDLhHmDR3gZOP8ChDSOPW240s7fMLHpwuRQgGcgvc8w+4MxIuwPh2bKD6zrnCoB5UdftDWQ75xZF7bOQ8Azb5WYzs3Qza1y6AI3K209qRigU4t133wWgRYsW3HDDDX4DiUjcix7n8O677/aYpHZQwUxEREQkQXz33XdBe/To0bz33nse0ySE5oSLW1vLvL6VcEGrPF8Co4CLgWGEC2MfmllnAOdcLrAAuN3MjjSzZDMbAZxK+PFNos59oOu2Ar4v5/rfHyDbrYQLaqXLxgr2kxpw7733BuMQzp0713MaEakNkpKSOOuss4Bw0X3s2LF+A8U5FcxEREREEsD7779PmzZtSE9PZ+/evb7jJBpXZt3KeS28o3MLnXPPO+eWOefeBwYDq4DfRu02MnKO74AC4EbC45GVVPG65WWoMBswEciMWtpUsJ9Us8LCQu644w4AevTowQknnHCQI0REwt55552gPXnyZI9J4p8KZiIiIiJ1nHOOfv36AeEP2tOmTfOcKGFsJ1zEKttjqwU/7v1VLudcCFgMdI567RvnXD+gIXC0c64XkEp4HDMID/DPQa67BWhZziWPqCibc67AOZdTugC5lXkPEnsdOnTAuXBdc+LEiZ7TiEhtkpSURNu2P8w78/TTT/sLE+dUMBMRERGp466//vrgw3WLFi0YNWqU30AJwjlXCHxCeEbLaAOA+ZU5R2QA/27A5nLOv8c5t9nMmgIDgemRTWsJF8QGRJ0nDegXdd0FQKaZ9Yra51TCPccqlU38KCkp2W9m23PPPddjGhGpjb7++uug/Yc//MFjkvimgpmIiIhIHTZr1iz+9re/AXDGGWewdWulOjZJ7DwEjDGz0WZ2vJk9DLQFHgUws2fNLOgiZGYTzGygmXU0s27AFMIFs0ej9hloZueZWQczGwD8B/gKeArCU2wCk4A/mtllZvZT4GlgL+FHN3HOfQHMBB43s9PM7DTQPthcAAAgAElEQVTgceAt59xX1foTkcPym9/8JmjfddddHpOISG2VlpYW/Fuyc+dOZs2a5TlRfLLSbxtFRGIpMntWdnZ2No0bN/YdR0QkIX388cf07NkTgMzMTDZv3ky9evU8p/InJyeHzMxMgMzII4U1wsyuA24mPCj/CuD3zrn3ItveBb51zo2KrD8MDCL8OGU2sAS40zm3IOp8gwmPJ9YG2Am8Aox3zmVH7WPABODXQFNgEXC9c25F1D7NgP8lPMEAwBvADc653ZV8X7rX1zDnHKmpqZSUlJCVlcX27dt9RxKRWioUCpGamkooFKJ+/frBJCK1XSzv9SqYiUi10C/RIiJ+lZSUkJKSEqwvXLiQU0891WMi/3wVzOoq3etr3umnn86CBeHa6RtvvMFFF13kOZGI1GannXYaixYtAuDRRx/l17/+tedEh08FMxGJe/olWkTEryuuuIJXXnkFQD1RIlQwiy3d62teuONg+M9QKOQ5jYjUdrt27aJZs2YANGjQgLy8PM+JDl8s7/Uaw0xERESkjnnxxReDYln9+vXZtm2b50QicrgGDx4ctC+++OID7CkiUjlNmzalffv2AOzdu1e/L5ShgpmIiIhIHfLBBx8wfPhwINwLZfXq1UGvFBGpvV5++eWg/frrr3tMIiJ1yRdffEFKSgrOOa677jrfceKKCmYiIiIidURxcTF9+vShdMiN559/ntatW3tOJSKH65Zbbgn+Xg8ZMsRzGhGpSzIyMrjiiiuAcGF++fLlnhPFD41hJiLVQuOaiIjUvKysLHbu3AlA69at2bRpk+dE8UVjmMWW7vU1JykpKSiY6fObiMTazp07ycrKAsIFtH379nlOdOg0hpmIiIiI7GfkyJFBsSwpKUnFMpE64rbbbguKZN27d/ecRkTqombNmpGUFC4P5efne04TP1QwExEREanl/v3vf/P8888H699//73HNCISS6UTeAAsXrzYYxIRqcumTp1Kp06d2Lp1q+8ocUMFMxEREZFabMeOHVx44YXB+vPPPx88ViEitd8XX3zBmjVrGDt2LMnJyb7jiEgdNXjwYFavXk2LFi18R4kbGsNMRKqFxjUREakZKSkplJSUANC/f39mz57tOVH80hhmsaV7vYhI3eOc49prr+X777/n1Vdf9R2nyjSGmYiIiIgABFPAp6WlqVgmUod88MEHZGZmsmHDBt9RRCSBNG3alMcee4zXXnst4ScZUcFMREREpBb73//9X1auXElubq7vKCISQ+eccw45OTm0bduWUCjkO46IJIjLLrssaJ9//vkek/ingpmIiIhILTNnzhyOPPLI4EP0T37yE9LS0jynEpFYKSgooKioCAg/dl06e52ISHV76qmngvasWbM8JvFP//KKiIiI1CL79u1jwIABbN68WUUykTrqj3/8Y9CeO3euxyQikohGjBgRtG+++WaPSfzSoP8iUi00ELCISPUYMGAAc+bMAaBNmzYa36gKNOh/bOleXz1CoRCNGjVi79699O3bl3nz5vmOJCIJyMyCP2vTY+Ea9F9EREQkAd19990qlonUcT169GDv3r0A/O1vf/OcRkQSVY8ePYDwrJn33HOP5zR+qIeZiFQLfessIhJbt912W/ALa+fOnfnyyy81rlEVqYdZbOleXz1qa68OEalbCgoKyMjIAMIzcRcUFHhOVDnqYSYiIiKSQN54442gWJaens5HH32kYplIHXTLLbcE7SuvvNJjEhFJdOnp6bRr1w6AwsJC1qxZ4zlRzdNvWiIiIiJxrKCggEsvvTRY//Wvf02TJk08JhKR6vLII48AkJqaynPPPec5jYgkuhUrVgTtQYMGeUzihwpmIiIiInHshBNOoHQIjU6dOjF58mTPiUSkOkyfPp09e/YAMH78eM9pRESgYcOGwVhmy5YtY+PGjZ4T1SyNYSYi1ULjmoiIHL5Bgwbx2muvAXDyySfz8ccfe05Uu2kMs9jSvT62MjIyKCgoIDk5maKiomAsMxERn9auXUvHjh0BaNy4MdnZ2Z4THVgs7/UpsYkkIiIiIrF0xhlnMH/+fACaNm3KokWLPCcSkery6quvBgNqH3vssSqWiUjc6NChA2aGc46cnByccwnzb5QeyRQRERGJM1OmTAmKZQBff/01ycnJHhOJSHUaPnx40H7//fc9JhER+bEJEyYE7SeffNJjkpqlgpmIiIhIHPn6668ZM2ZMsP7ggw+SlZXlMZGIVKfNmzcHvcsaN26sv+8iEncmTJhAp06dALjzzjv9hqlBKpiJiIiIxImCggK6dOkSrF999dWMGzfOYyIRqW6nnnpq0I7uWSoiEk8mTpwIwMaNG7njjjs8p6kZGvRfRKqFBgIWEam6lJQUSkpKAOjatSvLly/3nKhu0aD/saV7/eErKioiLS0NCA/6v2/fPs+JREQqlpSUFMzcHa+1pFje69XDTKQWMLPrzGytmeWb2Sdm1ucA+44yM1fOklHVc5pZbzOba2Z7zGy3mb1rZvWq4z2KiCS6Zs2aBcWyhg0bqlgmkgB+8pOfBO1HH33UYxIRkYM7+uijg/aWLVs8JqkZKpiJxDkzGwJMAu4BugPvAzPMrO0BDssBWkcvzrn8qpzTzHoDM4G3gV5AT+ARIBSzNyciIoGBAwcG7Z07d3pMIiI1Zd26dUH7qquu8phEROTgvvzySzIzM3n55Zdp1aqV7zjVLsV3ABE5qHHAFOfcE5H1sWY2ELgWuLWCY5xz7kAl/8qc82Hgf51z90Ud9/UhvQMRETmoqVOnMnDgQPr27UtqaqrvOCJSAwoLC7nnnnvIy8vzHUVE5KDq1avH7t27fceoMephJhLHzCwNOJlwL69obwOnH+DQhma2zsw2mtlbZta9Kuc0sxbAqcD3ZjbfzLaa2TwzO/Mw35KIiESZMmUK7dq1C9ZHjRpFx44dPSYSkZo2fvz4YDBtEZHa4p133uH666/3HaNaqWAmEt+aA8nA1jKvbwUq6gP7JTAKuBgYBuQDH5pZ5yqcs/TT2p3A48B5wKfAO1Hn2Y+ZpZtZ49IFaHSwNycikshWrlzJmDFjWL9+PQ0aNPAdR0Rq0FNPPcWAAQN8xxAROSTdu3enf//+/PWvf6WoqMh3nGqjgplI7VB2ChIr57Xwjs4tdM4975xb5px7HxgMrAJ+W4Vzlv7b8Jhz7inn3BLn3O+Br4DRFWS8FciOWjYe5D2JiCSs4uJizjvvvGA9euBvEan7xowZw5w5czAz31FERKps2LBhQbtnz54ek1QvFcxE4tt2oIQf9yZrwY97iJXLORcCFgOlPcMqc87NkT8/L7PPF0BFkw1MBDKjljaVyScikmicc/Tp04eNG8PfK5x44oksXrzYcyoRqSn79u0jFArPoZSRkXGQvUVE4s/NN98ctJctW+YxSfVSwUwkjjnnCoFPgLJ99gcA8ytzDgt/ddmNSBGskuf8FtgEdCmzz7HAOsrhnCtwzuWULkBuZfKJiCSatm3bsnDhQgBGjhxZp3/RFJEfu/XWH+ZsmjdvnsckIiKHbsyYMUH7tttu85ik+phz5T7VJSJxwsyGAM8BvwEWAL8CrgFOcM6tM7Nnge+cc7dG9p8ALCQ8o2Vj4EZgJHCGc+6jypwzss9Y4P8C/wdYClwF3AT81Dn3TSVyNways7Ozady4cSx+FCIitV6LFi3Ytm0bAKeeeioLFizQI1k1KCcnh8zMTIDMyJc7chh0r6865xyZmZnk5ubSt29fFcxEpNZyzpGUFO6DlZycTHFxsedEYbG816fEJpKIVBfn3EtmlgXcAbQGVgAXlBa2CD8iGYo6pAnwd8KPXGYDS4C+pcWySp4T59wkM8sAHgaaAcuAAZUplomIyI/dc889QbEMYPbs2SqWiSSYwYMHk5sb7oQ/efJkz2lERA6dmdGlSxe++uorSkpKeOWVV7j88st9x4op9TATkWqhb51FRH4wdepUhg8fHqwvWbKEbt26eUyUmNTDLLZ0r6+60iJ5UlISJSUlntOIiByeHTt20Lx5cyA8JuO+ffs8J4rtvV5jmImIiIhUoz//+c9BsczM+Oijj1QsE0lATz75ZNDu3r27xyQiIrGRlZVFw4YNAcjPz2fPnj2eE8WWCmYiIiIi1eQf//gH//Vf/xWsv/rqq3V6+nURqVj0oNiLFi3ymEREJHaWL18etK+66iqPSWJPBTMRERGRarBq1SpGjBgRrP/iF7/g0ksv9ZhIRHxZt24dmzdvBmDQoEEkJyd7TiQiEhsdOnSgdevWALz22mvUpWG/VDATERERibFt27bRpUuXYL1r165MmzbNYyIR8WnAgAFB+7nnnvOYREQk9konMQmFQpx77rme08SOCmYiIiIiMbRr1y5atmwZrJ900kn7Pa4gicfMrjOztWaWb2afmFmfA+w7ysxcOUtG1D4pZnZ35Jz7zGyNmd1hZklR+5R3Dmdm/xW1z7flbL+v+n4SiamgoICvv/4agCZNmlC/fn3PiUREYusXv/hF0J4zZ47HJLGlgpmIiIhIjOTn59OsWbPgcYS2bduydOlSz6nEJzMbAkwC7gG6A+8DM8ys7QEOywFaRy/Oufyo7f8N/Aa4ATgeuBn4L+C3Ufu0LrOMBhzwSplr3VFmv7ur/CblgE4++eSgfdddd3lMIiJSfY477rigvXbtWo9JYkcFMxEREZEYuf3224N2RkYG69at85hG4sQ4YIpz7gnn3BfOubHABuDaAxzjnHNbopcy23sD051z/3LOfeucexl4Gzgl6gRlj78E+I9zbk2Zc+WW2TfvsN+x7GflypVB+4YbbvCYRESk+qxYsYL09HQAbrzxRs9pYkMFMxEREZEYeeCBB+jVqxcpKSns3bvXdxzxzMzSgJMJF7OivQ2cfoBDG5rZOjPbaGZvmVn3Mts/AH5mZsdGrnMScCbw7wpytAQuBKaUs/m/zWyHmS01s/GRzBIj99xzT9C+5pprPCYREaleycnJDB48GIB///vf7Nixw3Oiw6eCmYiIiMhhih7Ee9GiRRQVFWFmHhNJnGgOJANby7y+FWhVwTFfAqOAi4FhQD7woZl1jtrnfmAq8KWZFQFLgEnOuakVnPMqIBd4tczrk4GhwNnAI8BY4K8VvRkzSzezxqUL0KiifSXszjvvDNp///vf/QUREakBDz74IBAe/D/6Ec3aKsV3ABEREZHarFGjRuTl5fHAAw9ocH+piCuzbuW8Ft7RuYXAwmBHsw+BTwmPT1b6jMsQYAQwHFgJdAMmmdkm59wz5Zx2NPCPMuOg4Zx7OGp1uZntAl42s/92zpXXNeBWYEL5b1HKWrBgAcXFxQC0b9/ebxgRkRpwxBFHBO3t27d7TBIb6mEmIiIicojGjh1LXl54yKfPPvvs/7N37/FRVPf/x1+fbBIghoQIIqCgqCCiQRCvfC3iBekXlYpotVoL31pvVBG1ilYULSpQLWLVireq6E9FqwUvqNQLFKMIchMEReUmdxFIgEBCkvP7YzbrJiQhIZudvbyfj8c8mJ05c+ZzJiGz+9lzzvgcjcSgTUApe/Yma8mevc6q5JwrA2YD4T3MHgBGO+decc4tdM69ADyEl9CqIPhEziOBp2txuvJE3RHV7B8FZIctB9emDcmqb9++ofX//ve/PkYiIhI9l112GQAXXnihz5HUnxJmIiIiIvvgnnvu4eGHHw69TpQnQknkOOeKgTlA70q7egOf1qYO88b2dgXWhW3OAMoqFS2l6vf2VwBznHMLanG68rnS1lW10zlX5JwrKF/whnlKNX788Udyc3Np0aIFbdu29TscEZGoePHFF3HO8dprr/kdSr1pSKaIiIhIHfXv359JkyYBcNBBB7F06VIyMjJ8jkpi1FjgBTP7AvgMuApoB4wHMLMJwBrn3O3B1yPwenp9C2ThDcPsCvwxrM63gDvMbBXekMxueE/j/Gf4iYPzjF0E3Fw5KDM7BTgZ+BjIB07A66X2pnNuVSQanuxSU1M1TFtEklphYSFbt26lTZs2foeyT5QwExEREamD9u3bs2LFCgAOPPBAlixZomSZVMs5N9HMmgN3Aa2BRUBf59zKYJF2VOwt1gx4Em8YZz7ehP49nXOzwspcD4zEm6C/JbAWeAL4S6XTX4I3X1pVDwMowpsLbQTQCFgJPAX8dZ8aKhUsX76c9u3b+x2GiIhvOnTowHfffUd6ejpFRUV+h7NPzLkq5xsVEamX4Lfa+fn5+WRlZfkdjohIRAwfPpz77rsv9HrFihUccsghPkYkdVFQUEB2djZAdnBIodSD7vVVGz16NLff7k0nt2jRIo4++mifIxIRib7U1FRKS0sBr6dZkyZNonLeSN7rNYeZiIiISC1UTpZNnTpVyTIR2cPw4cND6506dfIxEhER//zznz/PEnD66af7GMm+Uw8zEWkQ+tZZRBLJaaedFnrKXUpKCgsWLOCYY47xOSqpK/Uwiyzd6/dUVFREkyZNcM7RvHlzNm3a5HdIIiK+CQQClJV5sw5EK/ekHmYiIiIiUdKuXbtQsiwQCLBw4UIly0SkSn/5y19wzmFmLF261O9wRER8NXDgwND6mDFjfIxk36iHmYg0CH3rLCKJ4KSTTmLWrJ/nWv/iiy/o3r27jxFJfaiHWWTpXr+n/fffny1btnDCCSdU+NshIpKMysrKCAQCAJhZqLdZQ1IPMxEREZEGdtxxx1X4wPvxxx8rWSYi1erXrx9btmwBYNSoUT5HIyLiv5SUlNAXKs45vvrqK58jqhslzEREREQqOfDAA5k3b17o9fz58+nVq5d/AYlIzHvrrbdC62eeeaaPkYiIxI7PP/88tH7NNdf4GEndKWEmIiIiEqZp06Zs3Lgx9Hrx4sUce+yxPkYkIrEufL6ygw8+2MdIRERiS6dOnTj00EMB+PTTT6M2+X8kKGEmIiIiEib8jdy3337LUUcd5WM0IhIPLr300tD6smXLfIxERCT2PPHEE4A3p9kDDzzgczS1p0n/RaRBaCJgEYlnhxxyCNOmTaN9+/Z+hyIRpEn/I0v3ek9paSlpaWk458jNzeXLL7/0OyQRkZjTqFEjiouLG3zyf036LyIiIhIhO3bsIDU1lTvvvDO0beXKlUqWiUitdOvWLdQz9bnnnvM3GBGRGFU+XN05x7/+9S+fo6kd9TATkQahb51FJB7s2rWLjIyM0IfdBQsW0KVLF5+jkoaiHmaRpXu9x8xC6/psJSJStc2bN9O8eXMAevToQV5eXoOcRz3MREREROpp69atdOjQIfQBNzU1lc6dO/sclYjEkzfeeCO0fvTRR/sYiYhIbNt///05/fTTAZg3b15cfMGghJmIiIgknUWLFnHYYYexevVqAP73f/+X4uJiUlNTfY5MROLJoEGDQusLFizwLxARkTgwfvx4AHbu3Mmzzz7rczR7p4SZiIiIJJU77riD3NxctmzZAsDIkSOZMmVKhWFVIiJ7s3PnTrZt2wZ4PScCgYDPEYmIxLaOHTuG5jK78sorfY5m75QwExERkaQxYcIE7r///tDrBx98kOHDh/sYkYjEq/AhmJMnT/YxEhGR+NG2bVsAysrKePzxx32OpmZKmImIiEhS+POf/8zAgQNDr88991xuvvlmHyMSkXi2fPny0Pqpp57qYyQiIvFj2rRpofU5c+b4F0gtaKIOERERSWjOOXJzc/nqq68A74l2kyZNol+/fj5HJiLxrEmTJuzcuZNTTjnF71BEROJGeno6r732Gv369SM9Pd3vcGqkhJmIiIgkrKKiIjIyMigrKwMgLS2NefPm6Wl2IlJvhYWFfocgIhKXLrzwQr9DqBUNyRQREZGEtG7dugrJMoA1a9YoWSYiIiLis8LCQs4++2wyMzP9DqVaSpiJiIhIwnn33Xdp06ZNKFkWCATYtm0bBxxwgM+RiUi8O/roo2ncuDFTpkzxOxQRkbh11VVX8Z///IcdO3YwZswYv8Opkjnn/I5BRBKQmWUB+fn5+WRlZfkdjogkkQEDBvDGG2+EXrdt25aVK1diZj5GJbGgoKCA7OxsgGznXIHf8cS7ZL3Xh/8t0WcpEZF9U1paSmqqN0tYo0aN2LVrV0TqjeS9Xj3MREREJGGMHj26QrLs3HPPZdWqVUqWiUhEfP7556H13r17+xiJiEh8CwQC5YktioqKYnJeSCXMREREJGH86U9/Cq3fdNNNvPXWWz5GIyKJ5s9//jMA++23H++//77P0YiIxLfwoe1nnXWWj5FUTQkzkThgZoPNbLmZ7TKzOWb2ixrKDjIzV8XSeF/qNM+7wTrOj3TbRETqa9asWTz55JMApKamsnr1aqZPn87f/vY3nyMTkURSXFzM9OnTAbjsssvUc1VEpJ569OhBSoqXlvrss898jmZPSpiJxDgzuxgYB9wHdANmAO+aWbsaDisAWocvzrnQoPA61jkU0AQdIhKThg0bxkknncTVV1/NkiVLADjooIPo2bOnz5GJSKLp0qULpaWlAIwaNcrnaEREEsPZZ58dWh89erSPkexJk/6LxDgz+xyY65y7NmzbEmCSc+72KsoPAsY555rVt04zOxZ4GzgBWAf0d85NqmXcSTkRsIhEzyOPPMKQIUNCr8844ww+/PBDHyOSWKdJ/yMr2e715T3KzCz0BF4REamf8Mn/MzIy2LFjR73q06T/IknCzNKB7sDUSrumAj1qODTTzFaa2Woze9vMutW1TjPLAF4GrnPOra9FrI3MLKt8AZru7RgRkX2xe/du+vfvXyFZ1rdvXyXLRKTBvPbaa6F1TfYvIhI5gUCAgw46CIDCwkKKi4t9juhnSpiJxLYWQADYUGn7BqBVNcd8DQwC+gG/AXYBeWbWoY51PgR86pybXMtYbwfyw5bVtTxORKTWJk6cSHp6OpMmeZ1dDz74YNasWcM777zjc2QiksiGDRsGQEpKCu+9957P0YiIJJaPPvootD506FAfI6lICTOR+FB57LRVsc0r6NxM59yLzrkFzrkZwK+BpcD1ta3TzPoBZ+DNX1Zbo4DssOXgOhwrIrJXTz75JJdcckno9Zlnnsny5ctp06aNj1GJSKLbtWsXy5cvB+D000/XZP8iIhHWsWNHmjXzZhR6+umnfY7mZ0qYicS2TUApe/Yma8mePcSq5JwrA2YD5T3MalPnGcDhwFYzKzGzkuD2181sWjXnKXLOFZQvwLbaxCcisjelpaX07t2bq6++OrTtsMMO44MPPgjNeSEi0lBOO+200PqECRN8jEREJHFdcMEFgDf1xqOPPupzNB4lzERimHOuGJgDVJ4sozfwaW3qMO9r0K54k/bXts7RQJfgceULwI3A/9WpESIi9TBhwgTS09P54IMPAG+eixdffJHvv//e58hEJFnMmjUL8Cb7V49WEZGG8fjjj4fWb7vtNh8j+Zm+lhWJfWOBF8zsC+Az4CqgHTAewMwmAGvKn25pZiOAmcC3QBYwBC/h9cfa1hmc5L/CRP/B4QernHPLG6SVIiKVnHbaafz3v/8NvW7dujVffvklLVq08DEqEUkm4T3KTj75ZB8jERFJbOnp6bRo0YJNmzZRUlKCc873IfBKmInEOOfcRDNrDtwFtAYWAX2dcyuDRdoB4c82bwY8iTfkMh+YB/R0zs2qQ50iIr7ZvHkzbdu2pbCwMLTtyCOP5Ouvv/YxKhFJRtddd11ofcaMGT5GIiKS+D777DM6dOhAUVEREyZMYODAgb7GY85VOW+4iEi9mFkWkJ+fn09WVpbf4YhInLjuuut47LHHKmx7+OGHGTJkiE8RSSIpKCggOzsbIDs436bUQ6Lf63fv3k16ejoAOTk5bN682eeIREQS36GHHsrKlSs5+OCD+eGHH+p8fCTv9ZrDTERERGJCs2bNKiTLcnJyKCwsVLJMRHxx1llnhdZfffVVHyMREUke559/PgCrV6/mtdde8zUW9TATkQaR6N86i0jkNWnShF27dgEwaNAgnn32WZ8jkkSjHmaRlej3+vC5c/SZSUQkOrZv307Tpk0ByMrKIj8/v07Hq4eZiIiIxL3i4mLGjh0ber1lyxYyMjL44osvlCwTEV8tW7YstN6xY0cfIxERSS6ZmZk0b96cli1bMmXKFF9j0aT/IiIiEnVPPfUUV111FQAtW7bkt7/9LY0bN2bHjh0+RyYiAocddhjvvfceF110EQsWLPA7HBGRpLJp0ya/QwDUw0xERESiqKysjOuuuy6ULAO4/vrrfYxIRKRqffr0oaCggMaNG/sdiohI0lqyZIlv51bCTERERKLipptu4oADDqgwsf+RRx7Jli1bfIxKRKSixYsXs3v3br/DEBFJau+//z5mRufOnZk9e7YvMWhIpoiIiDSo/Px8mjdvTmlpaWhbz549mTx5Ms2aNfMxMhGRPR199NEAtGnThjVr1vgcjYhIcsrNzQ2tn3XWWXWe/D8S1MNMREREGsx9993H/vvvXyFZ9sYbbzB9+nQlyyRpmNlgM1tuZrvMbI6Z/aKGsoPMzFWxNA4rk2pm9wbr3Glmy8zsLjNLCSvzXBV1zKx0rkZm9oiZbTKzHWb2ppkd3DBXIT58//33ofWysjIfIxERSW5t2rQhJcW7rRUU+PNgayXMREREJOJGjRpF06ZNGT58eOhDZ3p6OmvXrqV///4+RycSPWZ2MTAOuA/oBswA3jWzdjUcVgC0Dl+cc7vC9g8DrgGuA44CbgVuASpPCPhepXr6Vto/DugPXAKcCmQCb5tZoG6tTBzjxo0LrWuyfxERf916662h9ZEjR0b9/Oaci/pJRSTxmVkWkJ+fn09WVpbf4YhIlGzatImDDz6YoqKi0LbGjRszceJE+vXr52NkIt431NnZ2QDZzrmofF1tZp8Dc51z14ZtWwJMcs7dXkX5QcA451y1XTDN7G1gg3PuirBtrwOFzrnLg6+fA5o5586vpo5s4EfgcufcxOC2NsAPQF/n3Pu1aFvC3eubN2/O5s2a2W0AACAASURBVM2b6dmzJ9OnT/c7HBGRpGdmADRq1Ihdu3btpXRk7/XqYSYiIiL1VlZWxllnncUBBxxQIVl23nnnsWPHDiXLJCmZWTrQHZhaaddUoEcNh2aa2UozW21mb5tZt0r7PwHONLOOwfMci9dDbEqlcr3MbKOZLTWzp8ysZdi+7kBaeGzOubXAoupiCw7hzCpfgKY1tCHuTJ06lc2bNwNw7733+hyNiIgAtG7dGoCioiI2btwY1XMrYSYiIiL1cumllxIIBPjwww9D29LT01m8eDFvvvlmaP4JkSTUAggAGypt3wC0quaYr4FBQD/gN8AuIM/MOoSVGQO8DHxtZruBeXi90l4OK/MucBlwBnAzcALwkZk1Cu5vBRQ75yo/pram2G4H8sOW1dWUi0u//OUvAQgEAvziF9VOMyciIlH06quvhta7d+8e1XPrKZkiIiKyzw4//HCWLVsWem1mjB8/nquuusrHqERiTuU5UKyKbV5B52YCocn5zSwPmIs3P9mQ4OaLgd8ClwJfAV2BcWa21jn3fLCeiWHVLjKzL4CVwDnAGzXEWm1swChgbNjrpiRI0mzTpk2UT1XTuHHjvZQWEZFoOfXUU0Pr69evj+q59ZWviIiI7LOXXnoptN67d2/KysqULBP52SaglD17bLVkz15nVXLOlQGzgfAeZg8Ao51zrzjnFjrnXgAewusBVl096/ASZuX1rAfSzSyntrE554qccwXlC7CtNm2IBzfeeGNoferUyiNoRUTET8OHDwegpKSEWbNmRe28SpiJiIhIrWzfvp3mzZtjZqxbtw6Ak046ieHDh7Nr1y59yBSpxDlXDMwBelfa1Rv4tDZ1mDfbcVdgXdjmDKCsUtFSanhvb2bNgbZh9cwBdofHZmatgWNqG1sieeMNr9Pd/vvvT48eNU0vJyIi0Xb33XeHJv+/5ppronZeJcxERERkr55//nlatmwZmhD7iCOOCO0bOXIkjRo1qu5QkWQ3FviDmf3ezI4ys4eAdsB4ADObYGajygub2Qgz62Nmh5lZV+AZvITZ+LA63wLuMLNzzOxQM+sP3AT8O1hHppk9aGanBPf3Ch6zqbyMcy4/WPffzOzM4IMFXgQWAh804PWIOfPmzaOwsBCAG264wedoRESkskAgQKdOnQDvb3ZJSUlUzquEmYiIiFTr5ptvpl27dgwaNIidO3eGto8bN87HqETiR3AusaHAXcB8oCfQ1zm3MlikHdA67JBmwJPAErwnWB4E9HTOhY9BuR74F/CPYLkHgSeAO4P7S4FcYDKwFHg++O8pzrnwYZQ3ApOAV4E8oBA4zzlXWu+Gx5Hw+XHuuOMOHyMREZHqDB48OLTep0+fqJzTyie3FBGJpODj5vPz8/PJysryOxwRqaP3338/9MS4cu3bt+e5556jZ8+ePkUlUj8FBQVkZ2cDZAfn4JJ6SIR7fVlZGYFAAICUlBRKS5MqVygiElfKh2Xm5OSERj1UFsl7vXqYiYiISMiqVavo1KnTHsmyl156iWXLlilZJiIJJbzHgnqXiYjEtssuuwyA/Pz80FD6hqQeZiLSIBLhW2eRZLJkyRK6du1KcXFxhe1t2rRhxYoVpKWl+RSZSOSoh1lkJcK9Pj09nd27dwOgz0UiIrFt27ZtZGdn45xjxIgR3H333XuUUQ8zERERiYjt27dz2GGH0blz5wrJslNPPZX8/HzWrFmjZJmIJKSNGzeGkmUdOnTwORoREdmbpk2bkpubC8C9997b4OdTwkxERCQJ7dy5k+OPP56mTZuyfPny0Pa0tDRWrVrFjBkz4rbHiIhIbXTv3j20/sEHSfVgUBGRuFX+t7u0tJSRI0c26LmUMBMREUkynTt3JiMjgzlz5oS2paen88orr1BcXEzbtm19jE5EJDpWr14dWm/Xrp2PkYiISG099dRTofV///vfDXouJcxERESSzJIlS0LrgUCA8ePHU1RUxMUXX+xjVCIi0VNSUhJaP+WUU3yMRERE6iIQCDB8+HC++OIL5s6d26DnUsJMREQkgTnnOO+88xg4cGBo20033QTA73//e0pKSrj66qv9Ck9ExBepqak451i0aBEzZszwOxwREamDkSNHVhhW31D0lEwRaRCJ8OQskXg3ffp0Tj/99NCT38rKyjAzn6MS8Y+ekhlZuteLiIifnn76aZ555hk+++yz0DY9JVNERESqNW3aNDp16kSvXr0I/2Lsm2++8TEqEZHYcOWVV9KlSxeKior8DkVERPZR3759ufLKK5k5cyaLFy9ukHOoh5mINAh96ywSfbfccgsPPvhghW05OTnk5uby4Ycfkpqa6lNkIrFBPcwiK17v9eE9bfVZSEQkPq1YsYL27dsD0Lp1a9auXQuoh5mIiIiEycvL46CDDqqQLGvSpAmPPvooP/30E9OnT1eyTEQEKCwsDK23aNHCx0hERKQ+Dj30UFJSvJTWunXrGuQcSpiJiIjEqWHDhpGZmcmpp54a+lYNoE2bNvz000/88Y9/1JxlIiJh7rvvvtD6F1984WMkIiJSX+EPtXrhhRciXr+GZIpIg4jXYRoi8WDChAkMGjSowlAiM6N///689NJLNGrUyMfoRGKXhmRGVjze6w866CDWrl1L9+7dlTATEYlzZWVlBAIBADIzM9m2bZuGZIqIiCSjhx9+mLS0NAYOHFghWdajRw8KCwt5/fXXlSwTEanGc889F+qNe/vtt/scjYiI1FdKSgpNmjQBYPv27ZSUlES2/ojWJiIiIhE3ZMgQzIyhQ4dWeCPQtm1btm/fTl5eHo0bN/YxQhGR2HfVVVeF1i+44AIfIxERkUi5++67Q+sXXXRRROtWwkxERCTGvfHGGxVe5+bmsnPnTlatWsV+++3nU1QiIvHDOcfu3bsBCAQCmt9RRCRB3HrrraH1vLy8iNathJmIiEgMKSsro2fPnuTk5IS2LVu2DIBDDjmEXbt28eWXX6pHmYhIHYwfPz60Hj7xv4iIxL/yXsM//vgjBQWRm6JUCTMREZEY4Jxj/PjxpKenM2PGDLZu3crrr78OQHp6Os45VqxYoTnKRET2QXmSLD09nWHDhvkcjYiIRNITTzwRWr/++usjVq8SZiIiIj7auXMnl1xyCTk5OVx77bWUlpaG9s2aNcvHyEREEsO2bdtYs2YNAL179/Y5GhERibQWLVqEJv+fNGlSxOpVwkwkDpjZYDNbbma7zGyOmf2ihrKDzMxVsTSubZ1mtr+ZPWJm35hZoZmtMrO/m1l2Q7ZTJJns2rWLTp06kZGRwcSJE8nPzwegY8eOjB49mrKyMsaMGeNzlCIi8e/YY48NrT/55JM+RiIiIg2lU6dOEa8zNeI1ikhEmdnFwDhgMJAHXA28a2adnXOrqjmsADgyfINzblcd6mwTXP4ELAYOAcYHt10YudaJJJ8NGzZw6aWX8vHHH+OcC21v2rQpU6dO5eSTT/YxOhGRxLN8+fLQeps2bXyMREREGsrMmTMjPnWJepiJxL6bgGecc08755Y454YCPwDX1nCMc86tD1/qUqdzbpFzboBz7i3n3PfOuY+AO4DzzEyJdpF98I9//IOUlBRatWrFRx99FEqWBQIBhg4dSkFBgZJlIiIRNn/+/NB6Q/Q+EBGR2JCens7ZZ58d0TqVMBOJYWaWDnQHplbaNRXoUcOhmWa20sxWm9nbZtYtAnVmAwXOuZJaN0BEuP/++0lNTeWPf/xjhR5l7du355NPPqGkpISHHnrIxwhFRBJXv379Qutz5871MRIREWlod999d0TrU08RkdjWAggAGypt3wC0quaYr4FBwEIgC7gByDOzY51z3+5LnWbWHLgTeKKq/cEyjYDwPrBNqysrkuiKi4s58cQTWbBgwR77GjduTF5eHscdd5wPkYmIJJcffvgB8HoelE8ILSIiiemUU07h22+/pUOHDhGpTwkzkfjgKr22KrZ5BZ2bCcwMFTTLA+YC1wND6lqnmWUB7+DNZXZPDTHeDoyoYb9I0jjwwAPZunVrhW2dO3fmk08+IScnx6eoRESSy4gRP78tGTx4sI+RiIhItLRs2TJidWlIpkhs2wSUsmfPr5bs2UOsSs65MmA2UJ5mr3WdZtYUeA/YDvR3zu2u4VSj8IZtli8H1yY+kUQwadIkzj///NDriRMnhtZ79erF7t27+eqrr5QsExGJovvuuy+0PnbsWB8jERGReKSEmUgMc84VA3OA3pV29QY+rU0dZmZAV2BdXeoM9iybChQD/cKfsllNrEXOuYLyBdhWm/hE4tmMGTPIzMykf//+TJ48mcLCQgDOPvtsJk2ahHOOjz/+mNRUdegWEYm28847D4D99tsP7+2QiIhI7SlhJhL7xgJ/MLPfm9lRZvYQ0A4YD2BmE8xsVHlhMxthZn3M7DAz6wo8g5cwG1+HOpviJcv2A64AssysVXAJNHyTRWLXTz/9xJVXXknr1q3p2bMnO3bsCO0bM2ZMaP1Xv/qVH+GJiEjQv//9b5xzbN++3e9QREQkDukrb5EY55ybGJx0/y6gNbAI6OucWxks0g4oCzukGfAk3pDLfGAe0NM5N6sOdXYHTgquf1cppPbAisi0TiR+rFmzhtzcXLZs2VJhe3Z2Nq1ateLNN9+kY8eOPkUnIiIiIiKRZOGPuBcRiZTgkM78/Px8srKy/A5HZJ8455g8eTJDhw5l5cqVFfa1bt2axx57jPPPP19DfUTiREFBAdnZ2QDZwekDpB5i9V6/YcMGWrVqRbt27Zg/f77mjxQRSSKRvNerh5mIiEglO3bsoEuXLixbtmyPfYFAgBEjRnDnnXf6EJmIiOzN8ccfD8CqVatYuXKlEmYiIrJPNIeZiIhI0JQpU8jJySEzM7NCsszM6NWrFytXrqSkpETJMhGRGLZ169bQeteuXX2MRERE4pl6mImISNI78cQTmT17dpX7Tj31VD3pUkQkTmzatCk0yf+jjz7qczQiIhLP1MNMRESSXuVkWVZWFq+//jrOOWbMmKFkmYhInLjnnnsASE1N5ZprrvE5GhERiWdKmImISNIoKyvjpJNOwszIzc0NbT/nnHMA6NChA9u2bSM/P58LLrjArzBFRGQfPfbYYwCccMIJBAIBn6MREZF4poSZiIgkvKVLl3LBBReQkZHBrFmzAFi0aFFo/9tvv41zjqVLl5KZmelXmCIiUg/33XcfzjkADj/8cJ+jERGReKcxJiIikpB27NhBbm4uy5cvr3L/oYceGt2ARESkQY0dOza0PmHCBB8jERGRRKAeZiIikjCcc0ydOpXOnTuTmZlZIVnWuHFjLrroIr7//nucc9Um0kREJP4450JPxzziiCMwM58jEhGReKceZiIiEvfmzJnD6aefzrZt26rcf+yxxzJ37lxSUvQ9kYhIIvrnP/9JWVkZAE8//bTP0YiISCLQJwcREYlLBQUFnHPOOaSmpnL88cdXSJaZGd26dSMvLw/nHPPnz1eyTEQkgd1yyy0ApKWlcdppp/kcjYiIJAJ9ehARkbgyZswYUlJSyM7OZsqUKZSWlob2mRkDBgxg9+7dzJ07lx49evgYqYiIx8wGm9lyM9tlZnPM7Bc1lB1kZq6KpXFYmVQzuzdY504zW2Zmd5lZSnB/mpmNMbOFZrbDzNaa2QQza1PpXCuqOM/ohrsSDWP37t1s2bIFgJycHJ+jERGRRKEhmSIiEtOcc6xYsYL27dsDsHjx4tBT0MBLkh1zzDG88847tG3b1q8wRUSqZGYXA+OAwUAecDXwrpl1ds6tquawAuDI8A3OuV1hL4cB1wADga+A44FngXzgYSADOA4YCSwAcoIxvBksG+4u4Kmw19vr1kL/9enTJ7T+8MMP+xiJiIgkEgv/0CEiEilmlgXk5+fnk5WV5Xc4EoeWLVtGr169+OGHHwD2SJI1adKE5557jl//+td+hSgicaagoIDs7GyAbOdcQTTOaWafA3Odc9eGbVsCTHLO3V5F+UHAOOdcsxrqfBvY4Jy7Imzb60Chc+7yao45AZgFHFKeqDOzFcFzjdvHtsXEvT4tLY2SkhKg4r1CRESSTyTv9RqSKSIiMWPmzJlccMEFtG7dmsMPPzyULAN46623QuvOOQoLC5UsE5GYZmbpQHdgaqVdU4GaxoxnmtlKM1ttZm+bWbdK+z8BzjSzjsHzHAucCkypoc5swAFbK20fZmY/mdl8M7sjGHPc2Lp1ayhZ1qlTJ5+jERGRRKIhmSIi4qsff/yRu+66iyeeeGKPngFpaWmUlpZy5plncvbZZ/sUoYjIPmsBBIANlbZvAFpVc8zXwCBgIZAF3ADkmdmxzrlvg2XG4CXAvjaz0uA57nDOvVxVhcH5z0YDL1X6tv1hYC6wBTgRGAW0B/5QTT2NgEZhm5pW04aoCb83TJlSU75QRESkbpQwExGRqMvLy2PAgAFs376dHTt27LH/+OOPZ9iwYQwYMAAz8yFCEZGIqjxO0KrY5hV0biYwM1TQLA8vqXU9MCS4+WLgt8CleHOYdQXGmdla59zzFU5klga8gjeyZHClcz0U9vJLM9sC/MvMhjnnfqoivNuBETW0M+pmz54NeEP1y+e6FBERiQQlzEREJCoWLlzIwIEDmT9/fpVzzDRu3JgDDjiAt99+my5duvgQoYhIxG0CStmzN1lL9ux1ViXnXJmZzQY6hG1+ABjtnHsl+HqhmR2Cl9AKJcyCybJX8XqNnVGLuVzKE3VHAFUlzEYBY8NeNwVW16YdDWHp0qWh9UMPPdSvMEREJEFpDjMREWkwX3/9Nc2bN8fM6NKlC/Pmzdtj8v7LLruMVatWsXPnTlatWqVkmYgkDOdcMTAH6F1pV2/g09rUYV43267AurDNGUBZpaKlhL23D0uWdQDOqqbHWGXlc6Wtq2qnc67IOVdQvgDbatOGhtKxY0cGDhxIIBBgzpw5foYiIiIJSAkzERGJGOccixYtCr2eNm0amzdvrlAmJSWFY445hjlz5lBWVsaLL75I27Ztox2qiEi0jAX+YGa/N7OjzOwhoB0wHsDMJpjZqPLCZjbCzPqY2WFm1hV4Bi9hNj6szreAO8zsHDM71Mz6AzcB/w7WkQr8CzgeuAwImFmr4JIeLHOKmd1oZl3NrL2Z/Rp4Aniz/Cma8eC5556jpKSEnJwcv0MREZEEo4SZiIjUS1lZGR9++CFt2rQhJSWF3Nzc0L5rrrkmtN6pUyeWLFlCaWkpCxcu5LjjjvMjXBGRqHLOTQSGAncB84GeQF/n3MpgkXZA67BDmgFPAkvwnqZ5ENDTOTcrrMz1eAmxfwTLPYiX7LozuP9goF/w3/l4PcbKl/KncxbhzYU2DVgM/AV4CvhN/VstIiIS/6yqeWREROrLzLKA/Pz8fLKysvwORyJs8eLFDBgwgI0bN7J9+3aKi4sr7H/uuecYOHAgAKWlpQQCAT/CFBGpoKCggOzsbIDsWsznJXvh571+v/32o7CwkHbt2rFy5cq9HyAiIkkhkvd6TfovIiJ7VVZWxrx587j//vv54IMPKCjY897TtGlTdu3axbnnnsvFF18c2q5kmYiIRFphYSEAq1f79swBERFJcEqYiYhIlTZs2MB1113H66+/XuVTLcsNHjyYIUOGcOSRR0YxOhERSVbz588Prf/ud7/zMRIREUlkSpiJiAjgDZ289957efjhh9m6dWu1SbKcnBzOPPNMbr75Zk4++eQoRykiIsnuL3/5CwCZmZk8++yzPkcjIiKJSgkzEZEklp+fXz7Gn9zcXJYsWVJlubS0NH7zm9/w+OOPk5GREc0QRUREKpg6dSoAffr08TkSERFJZHpKpohIElm/fj1jxoyhSZMmmBk5OTmhfY888khoPRAIcMIJJzB79myccxQXF/P8888rWSYiIr66+OKL2bFjBwAjRozwORoREUlkekqmiDQIPSUzNmzcuJE+ffrw5ZdfkpqausfTLIEKQy/Hjh3LkCFDSE1VB2QRSTx6SmZk+XGvT0lJCd239DlGREQq01MyRUSkSlOnTuWBBx5gw4YNLF26lKKiotC+8mRZSkoK2dnZbNu2jTPPPLPC8TfddFNU4xUREamt0tLSUJKsSZMmPkcjIiKJTgkzEZE4VVJSwuTJk/nrX//KggULKiTHqpKVlcXLL79M7969SUtLi1KUIiIikTF69OjQ+uzZs32MREREkoESZiIicSgtLY2SkpJq9wcCAQ455BD69evH9ddfz2GHHRbF6ERERCLv0UcfBbzeZUcffbTP0YiISKLTpP8iIjGorKyML7/8khtvvJGUlBTMjJdeeim0v6pkWVZWFj179mTBggWUlJTw/fff89BDDylZJiIicW/Hjh2sX78egLPOOsvnaEREJBkoYSYi4rOSkhIWLlzIaaedRmpqKikpKaSnp3Pssccybty40Hwtt912W+iYXr16kZmZyRVXXEFBQQHOOfLz85k+fTpdunTxqykiIiINokePHqH1e+65x8dIREQkWWhIpohIFG3atIlXX32V+++/n3Xr1hEIBNi9e/ce5UpLSwFITU2ltLSUlJQUfvWrX4X2f/zxx1GLWURExG8LFy4MrXfr1s3HSEREJFkoYSYi0oAee+wxbrvtNnbs2BHqKRaurKxsj21mxi233MIVV1xBhw4dMLNohCoiIhKTyntSAxx++OE+RyMiIslCQzJFROrBOceaNWuYNGkS7dq1IyUlhQ4dOoT2//3vf2f79u1VJssAGjduzIABA3jllVdCSbWysjLGjBlDx44dlSwTEZGkd84554TW33vvPR8jERGRZKIeZiIitbBt2za++eYbpk2bxssvv8zcuXMBrzdY5WTYd999F1ofPnw4v/vd7wBo2rQpXbt25fLLL+eyyy4jIyMjeg0QERGJU3l5eYB3zz3iiCN8jkZERJKFEmYiIng9xb755hveeOMN5s2bx+zZs9m4cSM7d+7c63GVNW3aNLR++eWXc/nll0c8XhERkWSwbNmy0L02vAe3iIhIQ1PCTESSQmlpKRs3bmTJkiX89a9/JS8vjwMOOIBly5YB8M9//pM//OEPtaqrvFdZSkoK55xzDjfffDNdu3YlOzu7IZsgIiKSdAYMGBBanzp1qo+RiIhIsrHq5tURkdhhZoOBW4DWwFfAUOfcjGrKDgKerWJXE+fcrtrWaWaNgAeB3wBNgA+Bwc651bWMOQvIz8/PJysrqzaH7JPt27fz7bff8vnnn/P++++zadMm9ttvP3744QfWr1/P5s2bazy+/G9gYWEh++23X4V9ZkYgECA9PZ0uXbpw66230rNnT5o3b95g7RERkYZTUFBQ/uVGtnOuwO944l207vUjR47k2WefDX3JJSIiUp1I3uuVMBOJcWZ2MfACMBjIA64G/gB0ds6tqqL8IOBh4Mjw7c659XWp08weB84DBgE/AX8D9ge6O+dKaxF3rd5EO+fYuXMn33zzDStXrqRt27aUlJSwfv16XnnlFf773//SqlUr5syZA8C6deto06bN3k5fK2ZW4SmVF154Ib179+aSSy5RbzERkQSkhFlkRSthJiIiUltKmIkkETP7HJjrnLs2bNsSYJJz7vYqyg8Cxjnnmu1rnWaWDfwIXO6cmxjc3wb4AejrnHu/FnFnAflmRmpqKmVlZaEnQIaVqfbpkZWVlystLSU1tebR5CkpKTRq1IjMzEy2bt1KkyZNuOSSS7juuuto3749mZmZtTqniIgkFiXMIquhE2b5+fn6AktEROokkvd6zWEmEsPMLB3oDoyutGsq0KOGQzPNbCUQAOYDdzrn5tWhzu5AWnAbAM65tWa2KFhmj4RZcAhno7BNTYPHsXv37iqD3JeEfSAQIC0tjUAgwEEHHcQRRxxBbm4uHTt25MQTT6RLly6YWZ3rFRERkdjSrJn33V+XLl1YsGCBz9GIiEiyUcJMJLa1wEt6bai0fQPQqppjvsYbRrkQyAJuAPLM7Fjn3Le1rLMVUOyc21KH894OjKhqh5mRkpJCIBAAvERZZmYmxx9/PM2aNaNFixZ88803tGrViksvvZSTTz6Z7OxsAoFAlcmv4uLiakIQERGRRDBjRpVTtYqIiESNEmYi8aFyVyyrYptX0LmZwMxQQbM8YC5wPTBkX+qsZZlRwNiw102B1ZrXREREROrq1VdfDa3n5eX5GImIiCSrFL8DEJEabQJK2bNXV0v27CFWJedcGTAb6FCHOtcD6WaWU9vzOueKnHMF5QuwrTbxiYiIiFT2+uuvA3DKKado7lEREfGFEmYiMcw5VwzMAXpX2tUb+LQ2dZg3prErsK4Odc4BdoeXMbPWwDG1Pa+IiIjIvli9ejXr1q0D4IYbbvA5GhERSVYakikS+8YCL5jZF8BnwFVAO2A8gJlNANaUPzHTzEbgDcn8Fm8OsyF4CbM/1rZO51y+mT0D/M3MfgI2Aw/izYv2QYO2VkRERJJa586dQ+u//vWvfYxERESSmRJmIjHOOTfRzJoDdwGtgUVAX+fcymCRdkBZ2CHNgCfxhlzmA/OAns65WXWoE+BGoAR4FWgCfAgMcs6VRr6VIiIiIp5t27xZHcxMT74WERHfmHN7m+NbRKTuzCwLyNek/yIiEisKCgrIzs4GyA7Otyn10BD3+s8++4wePXoA0LdvX955552I1CsiIskhkvd6zWEmIiIiIiIxYejQoYDXu+ztt9/2ORoREUlmSpiJiIiIiEhMmDt3LgBHHHGEhmOKiIivlDATERERERHfjRs3jpKSEgBGjBjhczQiIpLsNIeZiDQIzWEmIiKxRnOYRVak7/WNGzemqKgIgLKyMvUwExGROtMcZiIiIiIiklDKk2UpKSlKlomIiO+UMBMREREREV+9+OKLofUhQ4b4GImIiIhHQzJFpEFoSKaIiMQaDcmMrEje61u0aMFPP/0EaDimiIjsOw3JFBERERGRhFGeLMvIyFCyTEREYoISZiIiIiIi4psHHnggq0Dk4AAAEL5JREFUtP673/3Ox0hERER+piGZItIgNCRTRERijYZkRlak7vVt2rRh3bp1AJSWlpKSou/0RURk32hIpoiIiIiIJIS1a9fyr3/9iz59+ihZJiIiMUN3JBERERER8dWAAQN47733/A5DREQkRAkzERERERHxxcKFC/0OQUREpEpKmImIiIiINCAzG2xmy81sl5nNMbNf1FB2kJm5KpbGYWVSzezeYJ07zWyZmd1lZilhZczM7jaztcEy08zs6ErnyjGzF8wsP7i8YGbNGuYqVK1Lly6YGd26dYvmaUVERPZKCTMRERERkQZiZhcD44D7gG7ADOBdM2tXw2EFQOvwxTm3K2z/MOAa4DrgKOBW4Bbg+rAytwI3BcucAKwH/mNmTcPKvAR0BX4ZXLoCL+xTQ/fBU089FVo/8sgjo3VaERGRWkn1OwARERERkQR2E/CMc+7p4OuhZtYHuBa4vZpjnHNufQ11ngJMds69E3y9wsx+AxwPXu8yYChwn3PujeC2gcAG4FLgCTM7Ci9JdrJz7vNgmSuBz8zsSOfcN/vY3lqbPn16aP2ll15q6NOJiIjUiRJmItKgCgrq9SRfERGRiIn2PcnM0oHuwOhKu6YCPWo4NNPMVgIBYD5wp3NuXtj+T4BrzKyjc26pmR0LnIqXJANoD7QKngcA51yRmU0PnvcJvKRbfnmyLFhmppnlB8vskTAzs0ZAo7BNTWHfr+uUKVMAOOOMM9i+ffs+1SEiIhIukvd6JcxEpKHsD9C2bVu/4xAREalsf7xhjw2tBV7Sa0Ol7RvwElpV+RoYBCwEsoAbgDwzO9Y5922wzBggG/jazEqD57jDOfdycH953VWd95CwMhurOP/GGmK7HRhReWN97/UfffQR2dnZ9apDRESkknrf65UwE5GGsjn478HANj8DiZKmwGqSp72QfG1OtvZC8rVZ7U185W3evLeCEeYqvbYqtnkFnZsJzAwVNMsD5uLNTzYkuPli4Ld4wyu/wpt7bJyZrXXOPV+H81YVQ7WxAaOAsZW27U/0r2dtJOPvd33pmtWNrlfd6ZrVna5Z3UXsXq+EmYg0tG3OuYQfl+lNFwMkSXsh+dqcbO2F5Guz2pv4wtocLZuAUvbssdWSPXt/Vck5V2Zms4EOYZsfAEY7514Jvl5oZofg9QB7Hm+Cf4LnXVfNedcDB1ZxygOqi805VwQUVdock787yfj7XV+6ZnWj61V3umZ1p2tWd5G81+spmSIiIiIiDcA5VwzMAXpX2tUb+LQ2dQQn8O9KxcRXBlBWqWgpP7+3X46XEAudNzif2mlh5/0MyDazE8PKnIQ31LNWsYmIiCQy9TATEREREWk4Y4EXzOwLvCTVVUA7YDyAmU0A1jjnbg++HoE3JPNbvDnMhuAlzP4YVudbwB1mtgpvSGY3vKdx/hO8R2ya2Tjgz2b2bbCuPwOFwEvBMkvM7D3gKTO7Oljvk8Db0XhCpoiISKxTwkxEGkoRcA97Dt1IVMnWXki+NidbeyH52qz2Jr6ot9k5N9HMmgN3Aa2BRUBf59zKYJF2VOwt1gwvcdUKyAfmAT2dc7PCylwPjAT+gTfMci3eky//Elbmr0CTYJkc4HPgbOdc+Bw4lwF/5+enab4JXFef9saQZPz9ri9ds7rR9ao7XbO60zWru4hdM3Ouujk9RUREREREREREko/mMBMREREREREREQmjhJmIiIiIiIiIiEgYJcxERERERERERETCKGEmIiIiIiIiIiISRgkzEdlnZna7mc02s21mttHMJpnZkZXKtDKzF8xsvZntMLO5ZnahXzHXVy3bfLiZ/dvMfjSzAjN71cwO9Cvm+jCza83sy2A7CszsMzP737D9jczsETPbFPz5vmlmB/sZc33Uor1Xmdm04D5nZs38jDcSamqzme0f/Pl+Y2aFZrbKzP5uZtl+x72vavEzfsLMvjezncH/w5PNrJOfMdfX3tocVs7M7N3g7/b5fsQaCbX4GU8LtjF8ecXPmCUygvdoZ2bjKm0/xcw+Ct6ntgZ/B5r4FWesqOp6Jdr7tkgws7ur+JuxPmy/BcusDd47ppnZ0X7G7LearpmZpZnZGDNbGPwdW2tmE8ysjd9x+2Vvv2OVyj4R3D802nHGktpcMzM7KvjZJN+8z24zzaxdXc6jhJmI1MdpwGPAyUBvIBWYamb7hZV5ATgS6AfkAm8AE82sW5RjjZQa2xz8dyrggDOA/wHSgbfMLB7/5q4GbgOODy4fAZPD3giOA/oDlwCnApnA22YW8CHWSNhbezOA94D7/QmvQdTU5jbB5U94/38HAb8EnvEl0sjY2894DvB/wFFAH8Dw/o/H6+807L3N5Ybi/e2Kd7Vp71NA67Dl6mgHKZFlZicAVwFfVtp+Ct7f7anAicAJwKNAWbRjjCXVXS8S731bpHxFxb8ZuWH7bgVuAq7D+/1aD/zHzJpGO8gYU901ywCOA0YG/70A6Ai86UOMsaSm3zEAgl9mnQSsjW5oMavaa2ZmhwOfAF8DvYBj8X7ndtXpDM45LVq0aInIAhyA92GrZ9i27cDllcr9BFzhd7wN0WbgbKAUyAorkxMsc5bf8UaozZuBK4BsoBi4OGxfm2D7+/gdZ6TbW2lbr+DPtJnf8UWrzWH7LgKKgFS/44xSe7sEf9aH+x1nQ7Y5+EbyB6BVsL3n+x1jQ7UXmAaM8zsmLRH9+WYCS4GzKv98gZnASL9jjKVlL9crod+37eP1uhuYX80+A9YBw8K2NQK2Alf7HXssXrNqyp8QvPe08zv2WL1ewEF4XwgdDawAhvoddyxfM+AV4IX6niceezuISOwqH6a1OWzbJ8DF5g3tSjGzS/DeSEyLdnANpHKbG+Hd8IvCyuzC+yb71CjGFXFmFgj+/PYDPgO6A2l439oD4JxbCywCevgSZARV0d6EV8s2ZwMFzrmS6EXWMPbW3mCP0f8DluMlk+JeVW02swzgZeA651yVQ0DiVQ0/48vMG0r+lZk9qJ4gce8x4B3n3AfhG82sJV5vjI1m9qmZbTCz6WYW1/fjCKjyegUl+vu2fdUhOHRwuZm9YmaHBbe3x/uiIfy9UBEwnQR4L1RP1V2zqmTjvX/eGqXYYlG11ys4SuUF4AHn3Ff+hRhzqrxmwet1DrDUzN43bxqdz20fpptIjXTEIpKczMyAscAnzrlFYbsuBibifTtZAhQC/Z1z30c/ysiqps0zgR3AGDP7M943j2PwhsC39iXQejKzXLwPmo3xvnnu75xbbGZdgWLn3JZKh2zAe/MYl6prr79RNazattnMmgN3Ak9EN8LI2lt7zWww8Fe8JMvXQG/nXLEfsUbKXtr8EPCpc26yX/FF2l7a+//wkqDrgWOAUXg97Hr7EKrUUzCh0x1v+G1l5R8478YbWj4f+B3woZkd45z7NipBxpC9XC9I4Pdt9fA53u/NUuBAYDjwaXCYd/n7nQ2VjtkAHBK1CGNPtdfMOfdTeEEzawyMBl5yzhVEPdLYsLfrNQzv/+Pf/Qsx5tT0/zINryftbcHtw/CmFHnDzE53zk2v7UmUMBORSHkUb+hS5W9t78UbkngWsAk4H3jNzH7hnFsY3RAjbo82O+d+NLOLgMeBIXg9y14G5uINVYxH3wBdgWbAAOB5MzuthvJGfM+DVGV7Ezxpttc2m1kW8A6wGLjHlygjZ2/t/X/Af/CS3H8CXjWz/3HO1W3ei9hS3f/jI/DmW0y0+Ymq/Rk7554KK7fIzL4FvjCz45xzc/0IVvaNmbUFHgbOrub/Z/lomiecc88G1+eZ2ZnA74HboxBmzKjF9YLEft+2T5xz74a9XGhmnwHfAwPxviiFPd/3xPt7oXrZyzUbW77DzNLwhs6lAIOjGmQMqel6mdl04AbgOBccayh7/R0rf5DPZOfcQ8H1+WbWA7gGrwdorZiuuYjUl5k9gveGqqdzbnnY9sOB74BjwrsPm9kHwHfOuWuiHmyEVNfmSmVaACXOua3mPbXlb865B6IZZ0MI/vy+x/sG+kNg//BeZma2AJjknBvhU4gRVd5e59zVYdt6AR8DOc65hBs+ULnNweFq7+P1NDg3zhNHe6jqZxy2Lx3YAvzBOfdy1INrIGH/j3fyc3K/XCD4eoZzrlf0o4u8vfyMDW8Y/eXOuYlRD072WXB4zb+p+IVUAC9RUYY3ef13eD/bF8OOm4h3f74siuH6rg7XK+Het0Wamf0H71o9gPe39Djn3Lyw/ZOBrc65gT6FGHPKr5lz7trg6zTgVbyeoGdU7nmW7MJ+x77BSzJWdZ/+wTl3aPSji01h1+wGvBE/9zjn7g3bPwY41Tn3P7WtU3OYicg+M8+jeE+3OaOKxFFG8N/KT6IqJU7//tSizSHOuU3BZNkZQEsS5+k/hjefyRxgN2HDmMysNd4Qp0/9Ca1BlLc3mYTaHOxZNhXvAQ/9Ei1ZFrS3n3Ei/g6Ut2k0Xk/ZrmELwI1487clipp+huXDN9ZFLxyJkA/xnooW/vv7BV4v0a7AMrynyR1Z6biOwMrohRkz9na9Eu59W0Mws0Z4T1Jex8/Du8PfC6XjPVU9kd4L1UulaxaeLOuA91AsJcvCVLpeL7DnfXotXrK2j18xxprwaxacRmM2EfjbryGZIlIfjwGXAr8CtplZ+TwO+c65nXhz/3wHPGFmf8KbD+N8vDcV5/oQbyTsrc2Y2f8BS4AfgVPwhj885Jz7xod468XM7gfexZvwvClwCd4TIn/pnMs3s2eAv5n9//buHcamIAzg+H9CIxGFSLwTr4RINBoiUYhGJDR0JOjoaEWj0HiEKNQ0EiJRCAWNCAmVV0ml8lqJbESh+BTfkMmy57K7cfes/6+5m73n7M6cM+fec76Z+aaMkAsfnAVeAr9LJDztddW3vr+IzFeypu6yoZQyCryJiE+//MEe6KpzHVl2l3yI2g/MqwE0gA8R0btpxgPqu4rM33OXvH6XknkvvgJ3hlHeqTDgOn5LPuy120O26XE7BKazAed4NbCPPJ8fgfXAOeAp8GgY5dXERcQoudDMT6WUL8DIj9yipZQzwMk6+vkZOV1nHbD3Hxd36AYdrxrEmGn3bZNWSjkL3ALekB2gJ4B5wJWIiFLKBeB4nd79CjhOjsi+OqQiD13XMSulzAZuABvJdjWruZ/+1PecoRMxoI2NkNdiu/034G0fny2mStcxq5ucAa6VUh6Qs0J2ALvI+4E/ZsBM0mQcqa/3x/z+EHA5Ir6VUnaSIxhukckXXwMHIqKvD5+dda4/ryWTSM8nl30+RSbV7qOFZM/WYuAz8IJ8yL5X3z9GJiG9Dswhe68P9jGQUg2q72GgnWr6oL62579vxq1znXq6qW73esx+K8n23Tdd9V0CbAWOkjl83pHneEtEvB9SeafCoHY903Sd4+XAdnK6xlwyqHabnLbR188tdYiICzWp+Hnye/k5uZDH/5zE/rdm6H3bVFhG5qNdQHamPAY2R8SPkSqnyXugS+R3xxMyT9zoEMo6XYx7zEopK4DddbtnY/bbxv+5IuugNqZfdR6ziLhZSjlM5qq8SE5t3RMRD//mn5jDTJIkSZIkSWo4F12SJEmSJElqGDCTJEmSJEmSGgbMJEmSJEmSpIYBM0mSJEmSJKlhwEySJEmSJElqGDCTJEmSJEmSGgbMJEmSJEmSpIYBM0mSJEmSJKlhwEySJEmSJElqGDCTJEmSJEmSGgbMJEmSJEmSpIYBM0mSJEmSJKnxHWZmH8qceL7nAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 12))\n",
"gs = gridspec.GridSpec(2, 2)\n",
" \n",
"ax1 = fig.add_subplot(gs[0,:])\n",
"setBwStyles(ax1)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.title(\"Comparison of reference solutions\")\n",
"plt.legend()\n",
"\n",
"ax2 = fig.add_subplot(gs[1,0])\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"plt.xlim(boxes[0, 0])\n",
"plt.ylim(boxes[0, 1])\n",
"\n",
"ax3 = fig.add_subplot(gs[1,1])\n",
"setBwStyles(ax3)\n",
"setBwStyles(ax2)\n",
"for simulator in simulators:\n",
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
"plt.xlim(boxes[1, 0])\n",
"plt.ylim(boxes[1, 1])\n",
" \n",
"save_figure(fig, 'reference_solutions')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABMwAAAPpCAYAAADpcrFoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xt8z+X/x/HHtRM72MRoI0ToPKeIfmEpaZVEIYkiOVWaDlSOSRI5dJLim0QHyrcip6STQ3xzzCmnDGksYbODme36/fHZPu3DNttn22cOz/vt9rl5X9f7uq7367Pd7PDadTDWWkRERERERERERMTBq6QDEBEREREREREROZcoYSYiIiIiIiIiIpKNEmYiIiIiIiIiIiLZKGEmIiIiIiIiIiKSjRJmIiIiIiIiIiIi2ShhJiIiIiIiIiIiko0SZiIiIiIiIiIiItkoYSYiIiIiIiIiIpKNEmYiIiIiIiIiIiLZKGEmIiIiIiIiIiKSTb4TZsaYUcaYgMzrRsYY7+ILS0REREREREREpGQYa23+GhqTBlxmrT1kjEkHwq21ccUanYiIiIiIiIiIiIf5FKDtPqCXMWYxYIB6xpijOTW01v6vKIITERERERERERHxtILMMGsPvA+EABZH0iwn1lqr5ZoiIiIiIiIiInJeynfCzNnBmFAgDogA/s6pjbX2UOFDExERERERERER8byCLMkEwFp72BgTBfxurT1VDDGJiIiIiIiIiIiUmIIsyfTL76DW2pNuRyQiIiIiIiIiIlKCCjLD7ASOvcvyQ3uYiYiIiIiIiIjIeakgCbOobNdVgFeAT4BfMuuaAJ2AQUUTmoiIiIiIiIiIiOcVeNN/AGPMYuBja+1Hp9V3Bbpaa28rovhEREREREREREQ8yt2EWTJQx1q787T6WsBGa21AEcUnIiIiIiIiIiLiUV5u9jsAdM+hvnvmPRERERERERERkfNSQfYwy+5ZYLYx5nb+3cOsMXA90KEoAhMRERERERERESkJbi3JBDDGXAE8DlwFGGArMMlau7vowhMREREREREREfEstxNmIiIiIiIiIiIiFyJ3l2RijCkDPAxcDVhgGzDDWptQRLGJiIiIiIiIiIh4nLunZN4EzAVOAesyq+sBfkBra+3KIotQRERERERERETEg9xNmG0E1gM9rbUnM+t8gfeB+tbaOkUapYiIiIiIiIiIiIe4mzBLAepZa38/rf4qYL211j+XfpcBfYCbgDAcSzkPASuBydba/QUORkREREREREREpAh5udlvI1Azh/pawKacOhhjbsaxz1nbzP4fATMzr+8Fthhj/s/NeERERERERERERIqEuzPM7gfGAOOBVZnVjYFo4Hngt6y21todmX1+BZZba/vnMuYE4GZrbcMCByQiIiIiIiIiIlJE3E2YZeRxO2tAA1hrrXdmnxSgrrV2ey5j5rmcU0RERERERERExBN83Ox3tRt9YnHsXZZjwgxoktlGRERERERERESkxLiVMMttlthZvA5MNsY0AJbg2Ozf4tj8vyXQA8eSThERERERERERkRLj1pLMXAczphzgY62Ny+V+R6A/0ADwzqxOB9YC4621s4ssGBERERERERERETcUdcJsG1A7a9+yPNr5AqGZxcPW2rQiC0JERERERERERKQQ3N3DLDc9gKCzNcpMkGm/MhEREREREREROecU6QyzPB9kjJ+19mS28hXAk0AtHMmzd621az0SjIiIiIiIiIiISC68CtLYGNPdGFPKzWelGGMqZo5TF/gNaA4cACKAlcaYRm6OLSIiIiIiIiIiUiQKNMPMGJMOhGdt6m+M+Qu4yVobk4++GUCYtTbOGDMPOAF0sJkBGGM+yBw7quBvQ0REREREREREpGgUaIYZYE4rl3FjDIC6wETrmq17A6jnxlgiIiIiIucsY8wjxhhrjLmhkONEZo6T0+uLoopXREREin7T/7zYzBdAOpBw2v0EIMSD8YiIiIiInI9eBH44re6fkghERETkQlXQhFn2pFdO5bwYYIcxxuI4SfN6YFO2+7WAgwWMR0RERETkYrPTWruqpIMQERG5kBU0YZY96QWOxNf6zP3JnKy15XLo2+208u7Tyo2BLwsYj4iIiIjIec0YMxl4BPi/rFPjjTFewBLgOqCutTa25CIUERG5+BQ0YXZ60ivfrLXTz3J/hLtji4iIiIicx6KBG4HZxpgG1tpjwDAgErgjh2SZlzHG5ed4a+0pj0QqIiJykShQwuxsSS8RERERESkYa+0JY0x7YC0wzRjzNjAYGGWtXZJDl1mnVxhjallrdxVzqCIiIhcNd064xBhzWx73euWj/1BjTN/T6voaY4a6E4+IiIiIyPksM9n1GHAv8A2wDBieS/OBQMPTXvuLP0oREZGLh1sJM2C+MWacMcYvq8IYU8EYMw94NR/9uwFtT6u7D8feDSIiIiIiF6P5wCGgNDDeWpueS7s/rLVrTnulei5MERGRC5+7CbNmQGvgV2PMtcaYu4DNOA4BqHO2ztba6tbalqfV3WqtreFmPCIiIiIi57vJQBlgC/CmMeaSEo5HRETkouVWwsxauxqoB/yGY6+FL4FxQAtrraaDi4iIiIgUgDGmB/AQ8ARwD1AWmFaiQYmIiFzECnpKZnZX4tgv4U+gEnAVEAAk5XeAzL+a1QRirbV/FiIWEREREZFzXQtjzOU51O8E3gSmW2unARhjHgW+MMZEW2snei5EERERAfc3/X8e+AVYAlyHI3FWD/jNGNMklz6jjDEBmde+xpj3gcPAamCvMea/xpjS7sQjIiIiInIeeA34PIfXKmAP4DwUy1o7B3gHGGOMaeT5UEVERC5uxlpb8E7GxALdrbULs9X5AqOAftbaUjn0SQfCrbVxxpgXgWigN44fEOrj2LPhPWvty269ExERERERERERkSLgbsIs1Fp7OJd7za21P+VQnwGEZSbM1gNvWWs/yHa/AzDcWntNgQMSEREREREREREpIu5u+p9bsuxq8t6cNCs7VwX432n3/gdUcyceERERERERERGRolKYTf9z4kfeSa/HjDGJQCpw+jHZIZn1IiIiIiIiIiIiJaaoE2Z52Qc8lnl9Ese+Zcuy3b8F2O7BeERERERERERERM7gsYSZtfbyszRZBZyx95mIiIiIiIiIiIgneXKGWZ6statKOgYREREREREREZECJcyMMUf5d+P+ohivLlALiAVWWHeO7BSRc5IxxgCVgOMlHYuIiIiIiIhcNMoAfxU2x1TQGWbR7j7IGPMJ0Mtae9wYEwTMAVoCaYAvsNYY09Jae8zdZ4jIOaUS8GdJByEiIiIiIiIXncuAA4UZwBTnpC5jTCdgrrU2yRiTDoRba+OMMWOB+4D7rbXrjDHXAbOBRdbap4stIBHxGGNMMBC/f/9+goODSzocERERERERucAlJCRQpUoVgBBrbUJhxiruhFkCUNda+4cxJgMIy0yYbQZGWGtnZ2t7JzDRWlu72AISEY/JSpjFx8crYSYiIiIiIiLFLiEhgZCQECiChJlX0YSUK3NaOSs7dymw+bR7W4AqxRyPiIiIiIiIiIhInjx9SubLxphkIAMIA7ZmuxcKJHo4HhEREREREREREReeTJj9DFyZeb0VqH7a/TtxzDITEREREREREREpMR5LmFlrI8/S5GNgmgdCEREREREREZELXHp6OmlpaSUdhhQhX19fvL29PfIsTy/JzJW19o+SjkFEREREREREzm/WWg4ePMixY8dKOhQpBmXLliUsLAxjTt82v2gVd8JsL3BGOtcYUxVIs9bGZqsLB3yttfuKOSYRERERERERuUBlJcsqVqxIQEBAsSdWxDOstSQnJxMXFwdAeHh4sT6vWBNm1trrcrkVA/wOXJOt7nugNuCZuXUiIiIiIiIickFJT093JsvKly9f0uFIEfP39wcgLi6OihUrFuvyzHwnzIwxRwGbn7bW2nJnaXILkHxaXVcgIL/xiIiIiIiIiIhkl7VnWUCA0gsXqqzPbVpa2rmRMAOis12XBwYDi4FfMuuaAK2Al882kLX2pxzqfi1ALCIiIiIiIiIiOdIyzAuXpz63+U6YWWunZ10bY+YAQ621b2dr8qYx5gngNmBCfsc1xjwCfGmtjc9vHxERERERERERkeLi5Wa/VsCiHOoX40iYFcT7QCU34xARERERERERkUzvv/8+VapUwcvLi4kTJ5Z0OOctdxNm/wBtc6i/N/PeGYwxR3J64Zjl9ku2soiIiIiIiIjIReWRRx7BGIMxBh8fH6pWrUqfPn04evRovsdISEjgiSeeYODAgRw4cICePXsWY8QXNndPyRwG/McYE8m/e5g1Bu4AeuTSxxf4Cfg8W50BpgJjgANuxiJy0TPG9AWeA8KBLUC0tXZZHu3LAq8A7YBLgD3AM9baBe6OKSIiIiIiIoVzxx13MG3aNE6dOsXWrVvp3r07x44d49NPP81X/3379pGWlsZdd91FeHi423GkpaXh6+vrdv8LgVszzKy1HwI3Acdw/MJ9HxAP/F/mvZzUAyoCLYA51trpmW0t8FVmeXoufUUkF8aYjsBEHAmwesAyYKExpmou7f2AJcDlwP3AlcBjZEtaF3RMERERERERKbxSpUoRFhbGZZddxu23307Hjh359ttvnffj4+Pp2bMnFStWJDg4mBYtWrBx40YAPvzwQ66//noAatSogTGGmJgYAObNm0eDBg0oXbo0NWrU4KWXXuLUqVPOcY0xTJ48mTZt2hAYGMjIkSMB2Lp1K3feeSdBQUFceumldOnShcOHDzv7RUZG0q9fPwYMGEC5cuUICwtj+PDhLu/p2LFj9OzZk0svvZTSpUtz3XXX8c033zjvr1y5kmbNmuHv70+VKlXo168fSUlJRfpxdYe7SzKx1q621na21ta31tbLvF6dR/tdOJJsB4ENxpj/c/fZIuLiaeA/1tqp1tpt1tpoYD/QJ5f23YFywL3W2hXW2r3W2uXW2o2FGFNEREREROScZK0lKSmpRF7WWrfj/uOPP1i0aJFzppe1lrvuuouDBw+yYMEC1q5dS/369bn11ls5cuQIHTt25LvvvgPgf//7H7GxsVSpUoXFixfz0EMP0a9fP7Zu3cp7773Hhx9+yCuvvOLyvGHDhtGmTRs2bdpE9+7diY2NpXnz5tStW5c1a9awaNEiDh06RIcOHVz6TZ8+ncDAQFavXs2YMWMYMWIES5YsASAjI4OoqChWrlzJzJkz2bp1K6NHj8bb2xuATZs20apVK9q1a8dvv/3GrFmzWL58OU888YTbH7eiYgrzyTtjMGN8gErW2n1nadcCmAZ8DDwL1LXWbi2yQEQuEpmzxZKB9tbaL7PVv4Hj/1XzHPosAI5k9msD/A18ArxmrU13Z8zM+6WAUtmqygB/xsfHExwcXMh3KiIiUjROnDhBWlpaSYdxUfH19aV06dIlHYaIXCROnDjBnj17qF69uvNrT1JSEkFBQSUST2JiIoGBgflq+8gjjzBz5kxKly5Neno6J06cAGD8+PH079+f77//nrZt2xIXF0epUv/+6lWzZk0GDBhAz5492bBhA/Xq1WPPnj1cfvnlADRr1oyoqCheeOEFZ5+ZM2cyYMAA/vrrL8Axwyw6OpoJEyY42wwdOpTVq1ezePFiZ92ff/5JlSpV2L59O7Vr1yYyMpL09HSWLft3955GjRrRokULRo8ezbfffktUVBTbtm2jdu3aZ7znrl274u/vz3vvveesW758Oc2bNycpKSnH7x85fY6zJCQkEBISAhBirU3Ix4c9V+7uYZaba4F1gHdejay13xtj6gNTgCQgvYjjELlYhOL4/3botPpDQFgufWrgWBr9MXAnUAt4B8fXgxFujgnwAo79DUVERM5JJ06c4OeffyY5ObmkQ7moBAQE0KxZMyXNRETy4ZZbbuHdd98lOTmZqVOnsmPHDp588kkA1q5dS2JiIuXLl3fpk5KSwu7du3Mdc+3atfz6668uM8qyEnLJyckEBAQAcMMNN5zR74cffsgx2bh7925nAiwiIsLlXnh4OHFxcQBs2LCByy67LMdkWdYzdu3axccff+yss9aSkZHBnj17uPrqq3N9X8WtqBNm+Wat/QfH/mciUninTxU1OdRl8QLigJ7W2nRgrTGmEo4N/ke4OSbAq8D4bOUywJ9niVtERMRj0tLSSE5OxsfH56LfyNhTsj7maWlpSpiJSIkJCAggMTGxxJ5dEIGBgdSsWROAN998k1tuuYWXXnqJl19+mYyMDMLDw/nxxx/P6Fe2bNlcx8zIyOCll16iXbszUzDZvzafPhMuIyOD1q1b89prr53RL/uBAqd/TzXGkJGRAYC/v3+ucWU9o1evXvTr1++Me1WrluwW2gVKmBlj1p2lSd4fibzHztdyThFxcRjHDM3TZ35V5MwZYlligbTMZFmWbUBY5nJMd8bEWpsKpGaVjTH5iV9ERMTjfH19XZaySPHKvqm0iEhJMMbke1nkuWbYsGFERUXRp08f6tevz8GDB/Hx8XEut8yP+vXrs337dmciriD95syZw+WXX46Pj3vzrSIiIvjzzz/ZsWNHjrPM6tevz5YtWwocmycUdNP/a4DfgK9zef1UiFiuBfYUor/IRcdaexJYC7Q87VZLYGUu3VYANY0x2f//1wZirbUn3RxTREREREREilhkZCTXXnsto0aN4rbbbqNJkybce++9LF68mJiYGFauXMngwYNZs2ZNrmMMHTqUjz76iOHDh7Nlyxa2bdvGrFmzGDx4cJ7Pfvzxxzly5AidOnXif//7H3/88Qfffvst3bt3Jz09fztrNW/enGbNmnHfffexZMkS9uzZw8KFC1m0aBEAAwcO5JdffuHxxx9nw4YN7Ny5k7lz5zqXoZakgibMNgOrrbUv5fQCJhdDjCKSt/FAD2NMd2PM1caYCUBVMv8/GmM+Msa8mq39u0B54A1jTG1jzF3Aizj2McvXmCIiIiIiIuIZTz/9NFOmTOHPP/9kwYIFNGvWjO7du1O7dm0eeOABYmJiuPTSS3Pt36pVK7755huWLFlCw4YNady4MePHj6datWp5PrdSpUqsWLGC9PR0WrVqxXXXXcdTTz1FSEgIXl75TyfNmTOHhg0b0qlTJ6655hoGDBjgTLhFRETw008/sXPnTpo2bUq9evUYMmSIy5LPklKgUzKNMRMBrLXRudy/Aphqrb0lh3v5Wc5Z21qb54EBInImY0xfYAAQjiOx3d9a+3PmvR+BGGvtI9naNwEmAHWBA8B/yDwlMz9j5jOmYCBep2SKiMi54vjx4yxduhR/f38tyfSQ1NRUUlJSuPXWWylTpkxJhyMiF4G8TlCUC8M5eUpmbomybPd3A2ckyzJdA3xG7ssuw3EsCxORArLWTgIm5XIvMoe6X4DG7o4pIiIiIiIiciHz5CmZWcs5383ppjGmLvCYB+MRERERERERERE5g9sJM2NMWaARjpPzXBavWms/yqHLcuDKPIY8DuR7uZeIiIiIiIiIiEhxcCthZoxpDXwMBOJIdGXfCM0CZyTMCrmcU0RERERERERExCPcnWE2DvgAeNFam1yE8YiIiIiIyGmstcTFxbFq1Sq++uorjh8/TkhICJdccgnXXHMNrVu3pkKFCiUdpoiIyAXD3YRZZeBNJctERERERIrHsWPHeOGFF4iNjeXkyZOkpKS43P/nn38AWLt2LTNmzAAgICCAJ554gqioKI/HKyIiciHxOnuTHC0GbijKQEREREREBOLi4hg4cCBt27bl999/Jz4+3pksK1euXJ59k5OTGTNmDLfeeiujR48mLS3NEyGLiIhccPI9w8wYc0+24nxgrDHmGmAT4PKd2Fo7t2jCExERERG5OBw+fJghQ4bw+++/u9QbY7jkkku47bbbiIqKolu3bgQGBvLKK69w7Ngx9u7dyyeffEJqaqqzT0ZGBosXL2bx4sU0btyYV1991dNvR0RE5LxWkCWZX+VQNzSHOgt4uxeOiIiIiMjF56WXXuLHH390qQsLC+PgwYM89NBDdO/eHYDU1FT69OnD0aNHCQsLo06dOoBjWeZvv/3Giy++yNy5c9m8ebNznFWrVtGuXTumTp161hlqIiIi4mCstWdvVdQPNcYbCAXSrbWHPR6AiBQ7Y0wwEB8fH09wcHBJhyMiIsLx48dZunQp/v7+lCpVqqTDAeDkyZP06NGD/fv3O+uMMTz++OPceOONzJs3j6pVq2KM4c477wQce5fdf//9AFSuXJm6detSp04drrjiCqpVq4a3tzdHjhzh0Ucf5dixYy7jPvfccx7d3yw1NZWUlBRuvfVWypQp47HnisjF68SJE+zZs4fq1atTunTpkg5HikFen+OEhARCQkIAQqy1CYV5jlt7mBljuhpjzvgpwxjjZ4zpmke/u4wxPwNJwF/AIWPMMWPMDGNMVXdiERERERE5H8XExHDXXXe5JMvCwsJYtGgR7dq1IyYmhjVr1vD6668zefJkEhMTATh69Ci1a9fGy8uLAwcOMH/+fEaNGsWjjz7Kww8/zOLFiwkJCaFx48YABAUFAY6TNseMGcMDDzxASfzRXEREzi0HDx6kS5cuhIWFERgYSP369fniiy9KOqxzhrunZE4DFgFxp9WXybz30ekdjDFdgHeA/wArgG6ZbfcCDwBrjTE3WWt3uhmTiIiIiMh54fPPP2fSpEnOsre3N8YYbrrpJtatW8e0adPYsWMHAIGBgdx33314ezt2PalZsybvvfceiYmJbNq0iQ0bNrBx40Z27tzJgQMH8Pb2xtvbm4EDB3LzzTezcuVK/Pz8WLRoESdOnODQoUO0bduW//73v3h5uXsGmIiInO+6dOlCfHw8c+fOJTQ0lE8++YSOHTuyZs0a6tWrV9LhlTh3v0MaHHuVne4yID6XPi8Cj1lr+1trXwDuBh4C3rPWRgJLgdfcjEdERERE5Lwwbdo0l2RZ5cqV+frrr5kwYQLbt2/nhRdeYMeOHZQuXZrOnTvzySef8PDDD+Pv7+8yTlBQEE2aNKFPnz5MnjyZr7/+mlGjRtGwYUNnm3379rFgwQLmz5/P008/7ayPj48nOjqaU6dOFf8bFhGRfImMjKRfv34MGDCAcuXKERYWxvDhwwH48ccf8fPzY9myZc7248aNIzQ0lNjYWLee98svv/Dkk0/SqFEjatSoweDBgylbtizr1q0rirdz3itQwswYs94Ysw5HsmypMWZdttdGYBnwXS7dqwGrswrW2jVAGBCeWTUeuKWgb0BERERE5Hwxbdo0Pvro38UYV1xxBR999BGBgYEEBwezbds2SpUqRceOHfn000/p0aNHvvcCzUqgZe7dAkDdunVp1KgRaWlpjBkzhkqVKjn3b9u0aRPPPvssCQmF2uJFROS8kZSUlOvrxIkT+W6bkpKSr7bumD59OoGBgaxevZoxY8YwYsQIlixZQmRkJNHR0c5ZYRs3bmTQoEFMmTKF8HBHWmXUqFEEBQXl+cqecLv55puZNWsWR44cISMjg88++4zU1FQiIyPdiv1CU6BN/40xwzIvhwHjgMRst08CMcAca+3JHPpuBYZaa7/ILNcHfgECrLXpxpiawAZrbZA7b0REzi3a9F9ERM41Jb3p/0cffcS0adNc6urVq8f48eOd5SVLllC/fn3Kly9fZM9NS0tjxIgRLF++HB8fHwYOHMiXX37J77//TkZGBl5eXnz99dfOvc6Kkjb9FxFPy2tDeGNMrv3uvPNO5s+f7ywHBgaSnJycY9vmzZu7nGxcoUIFDh8+8zzDgu4XGRkZSXp6uktSq1GjRrRo0YLRo0dz8uRJGjduTK1atdiyZQtNmjRhypQpzrZHjhzhyJEjeT6jcuXKzhnL8fHxdOzYkcWLF+Pj40NAQABffPEFLVu2LFDcnuapTf8LtIeZtfYlAGNMDDDLWnsi7x4u3gGmGmMaAieAHsAMa2165v0bgR0FiUdERERE5Hzw+eefuyTLLr/8cmJiYtiwYQP79u2jalXH+VfF8UuKr68vQ4cO5eWXX2bZsmWMGTOGl19+mRUrVjBv3jwyMjJo27YtCxYswNfXt8ifLyIi+RcREeFSDg8PJy7OsX28n58fM2fOJCIigmrVqjFx4kSXtuXKlaNcuXL5ftbgwYM5evQo3333HaGhoXz11Ve0b9+eZcuWcf311xf+zZzn3Nr031o7HcAY0wC4GscSza3W2vV59HnHGJOBY9+yUsCHwMvZmvwPeNCdeEREREREzlUHDx502bMsIiKC3377DYBWrVqdsTdZcfD19WXIkCHOpNk777zDk08+ybx58wA4deoU9957r8vsChGRC03WacM5yTpYJUtWkionpx+YEhMTU6i4sjv9DxfGGDIyMpzllStXAv/OJgsMDHTeGzVqFKNGjcpz/IULF9K0aVN2797N22+/zebNm7n22msBqFOnjvN7xOTJk4vqLZ233EqYGWMqAp8BkcAxHIcAhBhjfgAesNb+nVM/a+27wLu53NPpmCIiIiJyQTl58iQjR450lhs1asTGjRsB6NSpEz179vRYLFkzzSZNmkSHDh0ICgriyiuvZMeOHVhrSU5Oplu3bmcsGxURuVBkTy6VVNvC2L17N/3792fKlCnMnj2brl27snTpUmcCr3fv3nTo0CHPMSpXrgzgXG56evLP29vbJUF3MXMrYQa8BQQD11prtwEYY64BpgNvAp1y62iMCQIa4Njw3wKHgLXW2txTvSIiIiIi56Fhw4axZcsWjDFYa9m2bRupqak0bNiQRx99tMiec/z4cdavX0/Tpk3z3KPHx8eHfv36Ocvjx48nLi6Obt26AY5ZEs8//zyjR48usthERKTw0tPT6dKlC7fffjvdunUjKiqK66+/nnHjxvHcc88BBVuSedVVV1GzZk169erF66+/Tvny5fnqq69YsmQJ33zzTXG+lfNGgU7JzOYOoE9WsgzAWrsVeByIyqmDMcbHGPMGEAf8gCO5NiPzOs4YM9EYo00TREREROSC0KVLF1atWgVAgwYNqFKlCsePH6dSpUoMGTLkjOU/hREQEMDUqVN5/fXXSU9PP3uHTOvWraNv37707dvXWbd69Wrnkh8RETk3vPLKK8SHFrluAAAgAElEQVTExPD+++8DEBYWxtSpUxk8eDAbNmwo8Hi+vr4sWLCAChUq0Lp1ayIiIvjoo4+YPn06d955Z1GHf15yd4aZF5CWQ30auSfhxgH3Ad2AxdbaYwDGmLJAK2BsZrtoN2MSERERETknvPHGG/z555+AY3nLkCFDmDt3Lp9++ikjR44s1ImR1lpWrVrFN998w7Bhw/Dz8+Po0aOEhoby3Xffcd9991GjRo18jfXDDz+QkpLClClTqFatGnv37gUcG0EvXLiwRE4TFRG5WGU/eTPLV1995bweOnSoy702bdqQmprq9vNq1arFnDlz3O5/oXM3YfY98IYxppO19i8AY0xlYAKwNJc+DwIdrbXfZ6/MTJzNMsYcxrEvmhJmIiIiInLe+ueff/j666+d5Tlz5hAcHMxDDz3E3XffTdmyZd0aNz09nZ9++omPP/6YP/74A3Bs3tymTRtCQ0O599576dChQ76TZQAvvPACp06d4ueff3Ym+MCRlOvSpQuzZ892K1YREZHznbtLMp8AygAxxpjdxphdwJ7Muidz6eMPHM5jzH8y24iIiIiInLf69u2LtdZZPnz43x+B3UmWpaWlsWDBAh555BFefvll/vjjD/z9/enUqRNNmzZ1tmvWrBmNGzd2lvft25fniXDg2NNsyJAhNG/enPT0dLy9vZ2ndv79998MGTKkwPGKiIhcCNyaYWat3Q/UN8a0BK7CcUrmVmvtd3l0+wEYb4zpbK09lP2GMeZSYAyOmWsiIiIiIuelIUOGEBcXB0D16tWJi4tj1KhRvPrqq1SsWLFAY6WmpjJ//nxmzZrlHDM4OJh27drRrl27PJd1HjhwgOjoaCpUqMCYMWMICQnJta2Pjw+DBw8G4KeffuLkyZPOe8uXL2fz5s1cd911BYpdRETkfOfukkwArLVLgCX5bN4XWAD8aYzZjON0TIvjtMzrgK3AXYWJR0RERESkpCxatIjly5c7y/7+/iQlJZGWlkZAQEC+x0lKSuLrr7/miy++4OjRo4Dj5LOOHTvSunVr5wywvKSkpJCRkcGOHTt46qmnGDt2LBUqVMi1/elJs1q1arFz504Ann32WRYtWpTv+EVERC4E7i7JxBjT3Bgzzxizyxiz0xgz1xjTNLf2mbPS6gD3AHOBvcC+zOvWQD1r7Z+59RcREREROVdlZGQwZswYZ7l+/fps3bqVgIAARo4cSVBQ0FnHSEpK4oMPPuCBBx5gypQpHD16lLCwMKKjo/n000/p0KFDvpJlADVr1uTNN98kNDSUvXv38tRTT/HXX3/l2ScrafbMM8/Qo0cPZ31qaiqTJ0/O13NFREQuFG4lzIwxDwHfAcnAm8DbQAqw1BjzYG79rLUZ1tqF1tph1tpema9h1tpF1toMd2IRERERESlpAwYMcO5b5uPjw7p16wAYNGgQVatWzfc4X375JYmJiVStWpXnn3+eGTNm0KZNG/z8/AocU9WqVXnrrbeoVKkSsbGx9OvXjz179uTZx8fHh7vvvptGjRrRu3dvfHwcC1JmzZrFwYMHCxyDiIjI+crdGWaDgAHW2o7W2jettW9YazsCzwP53hnUGLPJGFPFzRhERERERErcjh07WLt2rbOcnp4OQLdu3bjpppty7RcbG8uMGTOcibbAwEB69+7N8OHDmTZtGq1atXImrNwVFhbGm2++SfXq1fnnn3+Ijo5m+/bt+erbsmVL6tSp4yx37dq1ULGIiIicT9xNmNUA5uVQPxeoXoBxLgd83YxBRERERKTE9e3b13ldsWJFrLU0bdqUhx56KNc+J06c4LHHHuODDz7g119/ddbfddddNG/eHC8vt3dOOUP58uWZOHEiV111FQkJCTz99NNs3LjxrP2++OIL1q5dS+nSpQHHaZ0vv/xykcUlIiJyLnP3O/F+4NYc6m/NvCciIiIicsHr37+/c0ZZlSpVeOutt2jZsiXPP//8GUmvvXv3Oq9Lly5NVFQUDRs2pGzZssUeZ3BwMOPGjaNu3bokJyczYMAAVq1alWefzp07c8kll3DixAln3U8//cSpU6eKO1wREZES527CbBzwpjHmXWNMF2PMQ8aYycAbwOsFGGcZjr3PRERERETOKwkJCWzYsMFZnjx5MhUrVuTFF190ORVz48aNDBgwgEceeYRNmzY563v37s2YMWOoXbu2R+INCAhg9OjRNGnShJMnTzJ48GB++OGHXNtnLRHNLj09nUmTJhV3qCIiIiXOrYSZtfZd4AHgemAijkTZdUBHa+17BRjnTmttrDsxiIiIiIiUpG7dujmvfXx8ztiYPzExkWeeeYbo6Gh+/fVXvLy8+P333533vb29PRZrllKlSjFixAhatGhBeno6I0eOZPXq1bm2b9myJddeey3gmKUGMHfuXLZs2eKReEVEpPi8//77REZGEhwcjDGGY8eO5dhu/vz53Hjjjfj7+xMaGkq7du08HGnJcHtzBGvtl9bam6215TNfN1trv86rjzGmjjGmmzGmemb5WmPMJGPMZGNMK3djERERERHxpNWrV3PkyBFn+dSpU2zdutWlzcyZM1m3bh2+vr7cc889zJgxg/bt23s61DP4+Pjw4osvcvfdd3Pddde5bOx/OmMMTz31FMYYEhISCA4OJj09nejoaA9GLCIixSE5OZk77riDF198Mdc2c+bMoUuXLnTr1o2NGzeyYsUKHnzwQQ9GWXIKvZuoMSbIGBOc/ZVLu/uAtcBYYKMx5lZgOVALx+b/840xF8dHXURERETOa6f/clG7dm2uv/56Z/mvv/7iv//9LwAjRoygf//+VKpUyaMx5sXb25unn36a1157zbmpv7XWeWJndrVq1aJ169bOfuBIEI4fP95zAYuIXAQiIyPp168fAwYMoFy5coSFhTF8+HAAfvzxR/z8/Fi2bJmz/bhx4wgNDSU21r2Fe9HR0Tz//PM0btw4x/unTp3iqaeeYuzYsfTu3ZvatWtz5ZVXcv/997v1vPONWwkzY0x1Y8x8Y0wSEA8czXwdy/w3Jy8Cw6y1oUBP4AtgvLW2pbX2DmAg8Jw78YiIiIiIeMpbb71FRkaGS91jjz2GMcZZfv/990lLS+OGG27gxhtv9HSI+WKMcSbLAKZNm8akSZNyTJp1796dTp060alTJ2fdvHnzdACAiJxXkpKSSEpKcvk6d/LkSZKSkkhNTc2xbfav92lpaSQlJbkchpJXW3dMnz6dwMBAVq9ezZgxYxgxYgRLliwhMjKS6OhounTpQnx8PBs3bmTQoEFMmTKF8PBwAEaNGkVQUFCer+wJt7NZt24dBw4cwMvLi3r16hEeHk5UVNRFsyzf3RlmHwOXAN1xnIzZIvN1S+a/Obkysx/ALCAQ+Crb/S+Bmm7GIyIiIiJS7Ky1Z5wuWbduXRo0aOAsb968mZ9++gkvLy/69Onjkkg7V+3cuZMZM2bwxRdfsH79+jPuh4SE0LNnT+69917KlSvnrD/9UAARkXNZVtLo8OHDzrqxY8cSFBTEE0884dK2YsWKBAUFsW/fPmfdO++8Q1BQEI8++qhL28svv5ygoCC2bdvmrPvwww/dijEiIoJhw4ZRq1Ytunbtyg033MDSpUsBGDlyJOXKlaNnz5507tyZLl260LZtW2ff3r17s2HDhjxfN9xwQ75j+eOPPwAYPnw4gwcP5ptvvuGSSy6hefPmLtsSXKh83OwXATSw1m4vQJ/jQHkgBiib+ezy2e6XBxLdjEdEREREpNj9+OOP/PXXXy51PXr0cCbFrLXOUySjoqKoUaOGx2N0R61atRg4cCBHjx6lfv36ubbz9fXl888/57bbbsNay+7duzl8+DChoaEejFZE5MIVERHhUg4PDycuLg4APz8/Zs6cSUREBNWqVWPixIkubcuVK+fyR43CypoxN2jQIO677z7AMRv5sssu4/PPP6dXr15F9qxzkbszzH4FqhSwz3fAO8aYzsB0YDHwqjHmKmPMlTj2NlvuZjwiIiIiIsUqPT2dsWPHAhAQEADATTfd5DxFEuCHH35g27ZtlC5dmu7du5dInO664447XJZcJiQknLHsKC0tjWeffdZlOdMjjzziqRBFRAolMTGRxMRElyT/c889R2JiIm+//bZL27i4OBITE6lataqz7vHHHycxMZH//Oc/Lm1jYmJITEzk6quvdta5+7XR19fXpWyMcVnquXLlSgCOHDlyxiyvol6SmbXU85prrnHWlSpViho1arjMvLtQuTvDrAcw2RhTGdgMuCzOtdb+lkOfZ4GZwGRgGdAReAXYClhgN/BoDv1ERERERErcww8/TEpKCgB33nkna9ascUmKnTx5kvfffx+ATp06Felf+T0tOTmZgQMH4ufnx6hRowgMDAQcv8hVqFDBpW1SUhIHDx4kLCysJEIVEcm3rK9l2fn5+eHn55evtr6+vmcktPJqW9R2795N//79mTJlCrNnz6Zr164sXboULy/HXKjevXvToUOHPMeoXLlyvp/XoEEDSpUqxfbt27n55psBxx9OYmJiqFatmvtv5DzhbsKsAnAFMC1bnQVM5r/ep3ew1h4CWp5W/aQxZgIQAPxurdWuoSIiIiJyzjly5AgHDhwAHL8EPf7441hrXfYnmzNnDocOHSI0NPSsv7Cc6w4cOMD+/ftJSkri6aefZsyYMYSEhADQq1cvli9fTnJysrP9U089xaxZs0oqXBGRC156ejpdunTh9ttvp1u3bkRFRXH99dczbtw4nnvOcX5iQZdkHjx4kIMHD7Jr1y4ANm3aRJkyZahatSrlypUjODiY3r17M2zYMKpUqUK1atWcM63bt29f9G/yHOPukswPgPVAE6AGUP20f/PNWvuHtXazkmUiIiIicq566623nNd9+/YFOGMz/8aNG3PjjTfSo0cPl9Mnz0e1atViwoQJhISEsGPHDp566in+/vtvwPEL2cMPP+zSPi4ujj179pREqCIiF4VXXnmFmJgY50zmsLAwpk6dyuDBg9mwYYNbY06ePJl69erx2GOPAdCsWTPq1avH3LlznW3Gjh3LAw88QJcuXWjYsCF79+7l+++/55JLLin8mzrHmZyOjT5rJ2OSgDrW2l0F7HcZ0Ae4CQjDMRvtELACeM9au7/AwYjIOckYEwzEx8fHExwcXNLhiIiIcPz4cZYuXYq/vz+lSpXKd7+kpCRat27t3LerTZs29O3bN8clPMAZM8/OZ/v27eOZZ57h8OHDhIeH8/rrr1OpUiVOnTpFjx492Lt3r7NtYGAg33zzjUv/1NRUUlJSuPXWWylTpoynwxeRi9CJEyfYs2cP1atXP+//eCE5y+tznJCQkDUjOsRam1CY57g7w+x7oE5BOhhjbga2AW2BjcBHOPY025hZt8UY839uxiMiIiIiUixO3+R+4cKFxMfHO8vZN2OGM2eenc+qVq3KW2+9RaVKlYiNjaVfv37s2bMHHx8fnnzySZe2SUlJ/PzzzyUUqYiISNFyN2E2D5hgjBlujLnPGHNP9lcufSYAU62111hro621r1prR2VeXwv8B5iYS18REREREY+LjY3l999/d6lr27aty8b3Q4cOZfz48Rw9etTT4XlEWFgYb775JtWrV+eff/4hOjqaXbt20aBBA5o1a+ay2f/o0aNLMFIREZGi427CbDJwGTAU+Bz4Ktvry1z6XJfZLzfvZbYRERERETkn9OrVy6UcGBhIp06dnOVdu3axYsUKFixYwPHjxz0dnseUL1+eiRMnctVVV5GQkMDYsWOx1vLss8/y3nvvOdulpKRw6NChEoxURESkaLiVMLPWeuXxOuOEzEyxOPYuy02TzDYiIiIiIiUuISHhjCRYhw4dnKdFAtSsWZOJEyfSp08fqlat6ukQC+XLL7/kwQcf5LfffstX++DgYF599VVKlSrFjh07WLduHWXKlCE4OJgnnnjC2W7QoEHFFbKIiIjHuDvD7AzGmLJnafI6MNkY87Yxpo0xprEx5sbM67eBd4ExRRWPiIiIiEhhPPfccy7lsmXLcv/995/Rrk6dOtx3332eCsttJ06cICUlxVkuW7YssbGxTJkyJd9jlC1bljvvvBOAzz77zFnfunVrypcvD8Du3bvZvn17EUUtIiJSMtxKmBljBhpjOmYrfw4cMcYcMMbkeBiAtXYS0BW4AfgCWAn8knl9A9DVWpvXkk0REREREY84fvw4O3bscKnr3LkzAQEBgGPp4d9//10Sobnlq6++on379syZM8dZd8MNN3DTTTcxcuTIAo3VoUMHvLy8WLNmjTMxtn79ev755x9nm2eeeaZoAhcRESkh7s4w6wXsBzDGtARuA+4AFgJjc+tkrZ1lrW0MBACVM18B1trG1trZbsYiIiIiIlKkHn30Ued1r169iIqK4p57/j3batasWXTp0oUvv8xt+96SlZGRQXp6urPs7+9PYmIia9ascdaVKVOGV155xWWJaX6EhYVxxx13cPfddzv7NmrUiAYNGjjbJCUlXdB7uomIyIXPx81+4WQmzIC7gdnW2m+NMTHA6rN1ttamAbHGmE7AXCDNzThERERERIpUWlqac/aYMYYHHnjA5f7ff//NZ599RmpqKuXKlSuJEPO0cOFCPvnkE3r06EHz5s0BuOWWWwgODqZRo0a59jt+/DhlypTJ1zOeffZZjDHOctbHae3atc66SZMmER0d7ea7EBERKVnuzjA7ClTJvL4D+C7z2gC5bfqfk/eAS92MQURERESkyA0cONB5/X//939n3P/ggw9ITU3luuuuo1mzZp4MLV/++usv/vzzTxYuXOis8/Pzo0mTJnh7n/mjekpKCq+99hqdOnXiyJEj+XpG9mRZlgYNGnDZZZc5yz/88IPLLDcREZHzibsJs/8CnxhjlgDlcSzFBKgL7CrAOGd+pxURERERKUHr1693KWffKH/nzp0sXrwYgD59+uSYOPKk5cuX079/f3bv3u2su+eee+jfvz/Dhg3L1xilS5cmJiaGpKQkfvnllwI9f+fOnYwcOZIjR45gjKFjR+c2x6SmpvLGG28UaDwREZFzhbsJs/7A28BWoKW1NjGzPhyYVBSBiYiIiIh42oQJE1zKhw4dolSpUgBYa3n33Xex1tKiRQuuueaakgjRxXfffceGDRtc9lKrUKEC99xzD/7+/vkawxhDdHQ077zzDnfddVeBnv/GG2+wdOlS52ECLVu2JDg42Hn/22+/1SwzEZFzVK9evbjiiivw9/enQoUKtGnTht9//915f+PGjXTq1IkqVarg7+/P1VdffVH9IcSthJm1Ns1a+7q19ilr7fps9ROttVOzysaY+caY8DyGigIOuBODiIiIiEhRmzdvnku5R48eeHk5fmT+5ZdfWL9+Pb6+vjz22GMej23btm289tprJCQkOOvat2/PQw89RNeuXQs19pVXXulWAvDBBx/k1ltvpUWLFgCUKlWKdu3aUatWLWeb8ePHFyo2EREpHg0aNGDatGls27aNxYsXY63l9ttvd/6hY+3atVSoUIGZM2eyZcsWBg0axAsvvMDbb79dwpF7hrHWFt/gxhwH6lhr/8ijzaWZcRwstkBExOOMMcFAfHx8vMtfmkVERErK8ePHWbp0Kf7+/s5ZY9ktWLCAsWP/PfA9IiKCiRMnYozh1KlTdO/enf3799OpUyd69uzpydCx1tKzZ0927dpF7969XZY+FrWkpCSOHTtG5cqV3R7j77//pkOHDs5yQkJCvg8UEBEpjBMnTrBnzx6qV69O6dKlSzqcAomMjCQiIoLSpUszdepU/Pz86N27N8OHD+fHH3/k9ttvZ+nSpTRt2hSAcePG8eqrr7Jp0ybCw/Oaq5Q/v/32G3Xq1GHXrl1cccUVObZ5/PHH2bZtG99//32hn+euvD7HCQkJWSc4h1hrE3IcIJ/cXZJZYMaYcsaYOcaYvcaYd4wx3saYqUAscMAYs/Iss9FERERERIrNunXrXMo9evRw7lE2b9489u/fT9myZXnwwQeLPZa4uDg+/vhj51/5jTG0b9+e22+/nfr16xfbczds2MBDDz3EyJEjKcwf1itUqMCVV17pLL/66qtFEZ6ISKEkJSUV+HXq1Cln/1OnTpGUlOSyt2Ve47pj+vTpBAYGsnr1asaMGcOIESNYsmQJkZGRREdH06VLF+Lj49m4cSODBg1iypQpzmTZqFGjCAoKyvO1bNmyXD8206ZNo3r16lSpUiXHNgDx8fHn5AnRxcFjM8yMMR8ADXGcjHk/jpM2awB9gQzgDWCbtfbhYgtIRDxGM8xERORck9cMs8TERNq2bev8xahhw4aMGTPGea9z584kJCQQHR1NmzZtijXO9PR02rdvz9GjRxk5cmSOJ3UWlyNHjtC5c2dCQ0OZMGECoaGh+eq3b98+PvvsM+rUqUOrVq0A2L17Nz169ADAy8tLe5mJiEfkNfvInYNaZs+eTfv27QH4/PPP6dChA82bN+fHH390tqlQoQKHDx8+o29B8y2RkZGkp6e7JLUaNWpEixYtGD16NCdPnqRx48bUqlWLLVu20KRJE6ZMmeJse+TIkbOedly5cmWXPS4nTZrEgAEDSEpK4qqrruKbb77JdXbZL7/8QvPmzZk/fz4tW7Ys0HsrSp6aYeZTmM4FdAdwv7V2pTHmcxwzy1pZa1cAGGP6A7M8GI+IiIiICACvvfaayyyC7EsuZ86cSUJCAtWqVePuu+8u8menpKSwdu1abr75ZgC8vb1p1aoV27dv9/gyxnLlyjFx4kSuuOIKfHzy/6vCqlWrWLhwIZs3b+a2227D29vb5QCFjIwMFi5cSFRUVHGELSJywYiIiHAph4eHExcXB4Cfnx8zZ84kIiKCatWqMXHiRJe25cqVK/Dsr86dO9OyZUtiY2N5/fXX6dChAytWrDgjEbVlyxbatGnD0KFDSzRZ5kmeTJiFkLnBv7X2kDHmFI6kWZa/gLIejEdEREREhJSUFJYvXw5A+fLlefLJJ6lZsyYAsbGx/Pe//wWgd+/eeHt7F+mzk5OTeeCBBzh+/Dgffvgh1apVAxzLQYv6WfmVfSllft19993MmDGD/fv3s2LFCpo1a8b999/Pli1bnG06duzocmCBiIinJSYmFrhP9hnJbdu2JTEx0XkYTJaYmJjChubk6+vrUjbGkJGR4SyvXLkS+Hc2WWBgoPPeqFGjGDVqVJ7jL1y40LkHGkBISAghISHUqlWLxo0bc8kll/Dll1/SqVMnZ5utW7fSokULHnvsMQYPHlyo93c+8WTCbCdwN/COMSYKOAHcDmzOvN8K2OPBeEREREREeP75553X0dHRzpleAMeOHSMsLIyKFSty4403FvpZ6enp7Nu3j+rVqwMQEBBAREQEe/fu5ejRo86EWUkly7Kz1rJixQrq1q1LUFBQnm0DAgK49957mTlzJp9++ilNmzaladOmhIaGOpcpHT9+nJMnT+Ln5+eJ8EVEzpA9ueQOHx+fHGffFnbc/Nq9ezf9+/dnypQpzJ49m65du7J06f+zd+dhVVXrA8e/i1lAIJwwR5y6WqKmOWYiJaHlbKYWOBtNipWWOaap5VBaWiqWQ2qmWf7U8qqZlkOaeoXMeUJLUFQSBAQF1u+PAzuOHBCOMgjv53n2c/dee6193h23lHXWet+txgRecHCwWcEVS+5U0EVrTXJysnF9+PBh/Pz86Nu3L5MnT777l7iP5PeE2RQgYwPtdGCJUioEqAy8CHyilGqGKYdZN+CNfI5HCCGEEEIIMydPngRM3+K3aNHC7F7dunX58ssviYuLsyr3TWaXL18mJCSEmJgYVq9ebUxCvf3227i4uGRZsVDYZsyYwY8//kivXr146aWX7ti/W7durFq1imPHjhEeHk7Dhg3p3LkzX3zxhdGnR48erFu3Lj/DFkKIYik1NZXAwED8/f3p378/7du3p379+sycOZMRI0YAeduSeebMGb755hv8/f0pV64cFy5c4MMPP6RUqVJ06NABME2WtW3bFn9/f9544w0uXrwImL7UKVeuXP68aBFi9Z/KSqlApdQupVSkUqpaeluIUsrIgqq1nqq1vpZ+vhzwBeYBflrrNUA7IBmwB4Zoreda/ypCCCGEEELkze7du41qZ05OTha31djZ2VldESzz9p+yZctib2+Pvb09Z8/+u7GidOnSRW6yDODxxx/H0dHRLDl0Th544AEjR9mKFSsACAgIMNvOtGHDhnsfqBBClACTJ08mIiKCBQsWAODl5cXChQsZM2YMYWFheX6ek5MTO3bsoEOHDtSqVYuePXvi4uLC7t27KV++PGAqcnD58mWWL19OxYoVjeOxxx67p+9WVFlVJVMp9TIwEZgFjAYeSa+E2Q/oq7Vue0+jFELcd6RKphBCiKLGUpXMLl26EBsbC5hWmK1evZoyZcqwc+dOoqKi6NKlS5Z8MrmR8U19TEwMS5cuNSbEzp07R4UKFbIkUy6KtNZcu3aNBx54INdjIiMjCQwMJC0tjdDQUKpUqcKsWbP473//a/R5+eWX+eyzz/IjZCGEyLGCoigeCqpKprVfZb0ODNZaTwYy14feD9S/m4CEEEIIIYQoCEePHjUmywBat25NmTJluHnzJnPmzOGzzz5j7dq1uX5e5qTMnp6enDlzhosXL3LmzBmjvVq1avfNL3BKqTxNlgE8+OCD+Pr6AvD1118DpoIAZcuWNfpkrI4QQgghijJrJ8y8gYMW2pMBq7LdKaUaKKVS79xTCHE7pdQrSqmzSqkkpdQBpVTrHPr2U0ppC4dTpj52Sqn30595Qyl1Rik1TilV9PaLCCGEEFbKyPmSoVOnToApN0tgYCAPPfQQzz777B2fc+HCBSZNmsS4ceOMtlKlSjFu3DhWrlxpVNy8n124cIGvvvqK3OxOyaistn37dqKioqhUqRInTpwwJgpTU1O5cOFCvsYrhBBC3C1rf/k9CzS00N4eOGJ9ONxdJlUhSiCl1Egsx6wAACAASURBVPOYtkdPBhoBO4CNSqmqOQyLAypmPrTWSZnuvw0EA68BdYGRwAhMq0uFEEKI+15aWhoJCQnGdeXKlWnUqBFgmjB75pln+Pzzz3Odv2vbtm3s2rWL6Ohoo61p06ZmK6vuVwkJCQwZMoQvv/yS33///Y79a9WqxWOPPUZaWhpr1qwBTHngli1bZvTp27dvvsUrhBBC3AvWVsmcDsxNX5GigKZKqd7AKGCQpQFKqe/u8Ex3IO8J1YQQbwBfaK0Xpl+HKKWeBl7G9O+kJVprfTGHZ7YA/k9r/UP6dUT6v+NN7knEQgghRCG7PYdWx44dsbGxITU1FVtbWwCLVTGjo6P5/vvvcXR0pF+/fgBUqlSJV155BR8fHyNRcnHi4uJCx44dOXPmTK7fr0+fPuzbt4/NmzfTvXt3ALp27Ur58uWJjo7m119/NftnLYQQQhQ1Vk2Yaa0XKaXsgGmAM7ACuAAM01qvzGZYR2ALcCmb+/KnpRB5pJRyABoDH9x2azPQMoehrkqpc5j+vQsDxmqtM2+z3gkEK6XqaK1PKKUaAI8DITnE4gg4Zmoqnfs3EUIIIQrOrVu3WLdunXFtZ2dH27ZtOXnyJOPHjycwMJC2bdtanDA7efIkK1euxNnZmS5duhgr0Dp27AhAcnJywbxEAQsKCjImt3Lzjv/5z3946KGHOH78OD/88APdu3dn+fLlxgq8W7du0b9/f5YuXZqvcQshhBDWsnaFGVrrUCBUKVUWsNFaR99hyFFgjdb6C0s3lVINgTsniRBCZFYW06TX7RPRlwCvbMYcA/oBhwA3YBiwSynVQGt9Mr3Ph5hWfR5Lzy1oC4zWWn+dQyyjgPHWvIQQQghREOzt7XF2dmbHjh3cunULMCXhb9OmDfb29ixYsICoqCi2bdtGixYtLD6jbt26+Pn50axZM1JTU7lx40ZBvsJ9pXPnzqxbt46GDRtib29Pjx49GD58OFevXgVgxYoVMmEmhBCiyFK5SdyZZZBS3oBdpl+uM9prA7e01hEWxiwCErXWr2bzzLrAj1pr7zwHJEQJpZR6ENPqzpZa698ytY8GArXW/8nFM2yA/wG/aq2Hprf1wrT1egRwGFPOwlnAG1rrJdk8x9IKs79jY2Nxc3Oz5vWEEEKIey4pKYkyZcqQmJgIwPnz5/Hw8GD79u106tQJOzs79u7dS+3atY0xycnJ2NvbY2MjtW+SkpKYN28e9vb2vPqqxb/WG7TWKKWwt7c3Ev6PHj2aKVOmGH2io6MpV65cvsYshChZkpKSOHv2LN7e3vdNVWKRNzn9jOPi4nB3dwdw11rH3c3nWLvCbDHwJXDytvZmmHKY+VoYE0wO2y611kcxVd8UQuTeFSCVrKvJypP99mczWus0pdQ+oHam5unAB5m2WB9SSlXDtIrM4oSZ1joZU6VcwHLeFyGEEKKw2dvbG5Nltra2VKlShdTUVMaOHQvAyy+/zKOPPmo2Zs6cOSxevJipU6fSrVu3Ao+5KNm0aRPjxo3D1dWVAQMG5Dln2yuvvMLUqVONapsTJkxg7ty5+RGqEEIIcVes/ZqsEbDLQvseLFfPRGudrLVOtPLzhBAWaK1vAgeAdrfdagfszs0zlGlmqyEQlanZGUi7rWsq1v83QwghhCgSevfubZxXq1aNuLg4li5dSnh4OO7u7owbN86sv9aaZcuWceLECbOqmiVVt27d6Nq1K3Pnzs11BdCYmBgmTZrEqlWrqFSpktnPYN26daSmpuZXuEIIIYTVrF1hprGc0NudOyTvT9+22RLTihiNaRXM7tu3dwohcu0j4Cul1H7gN2AIUBWYB6CUWgpc0FqPSr8ej2ly+ySmHGZDMU2YZd5XsR4YrZQ6j2lLZiNM1Ti/LIgXEkIIIfLLmjVrjPOoqCji4+MZPXo0AGPHjs0yCaSUYs+ePSxfvpyePXsWaKxFkY2NDd99912exixatIhx48bx0EMP0aNHD4YNG8aKFSsA+Pvvvxk4cCCLFy/Oh2iFEEII61m7WmQHMEopZUyOpZ+PwlRdLwullLtS6v+A45hyIQ3AtH1zFqbE4muVUpLoSIg80lp/g6l65ThMFS+fADporc+ld6kKVMw0xANYgKkQx2agEvCE1vr3TH1eB74FPkvvNwOYD4zNvzcRQggh8tfmzZtJS/t3AXVQUJCR6L9GjRq89tprFseVLl2a4OBgHB0dLd4vyXKTD3nw4MG0adOG8ePHo7WmadOmtGz5bzFvSfwvhBCF57fffsPPzw8XFxc8PDzw9fW1WNAmOTmZhg0bopQiLCysECIteNZOmI0E/IDjSqlF6Qn9j2P6RX1ENmM+xZSjrIXW+gGt9UNa6zpa6wcwrTjzTu8jhMgjrfVnWuvqWmtHrXVjrfWvme75aq37ZboerrWult63vNb66cwFA9L7XNdah6T3K6W1rqm1HpO+BVQIIYS4L2XeCgjQtWtXpk+fDsAHH3yQZUJMtgrm7Oeff6Zx48bs2LEjx35ubm5s376d3r17Y2tr+r59w4YNRrJ/rTUHDhzI93iFEEKY++233wgICMDf35/ff/+dffv28dprr1kscjNy5EgefPDBQoiy8Fg1Yaa1PgL4AKswJRcvDSwF/qO1/jObYZ2AwVrrvRaetxd4CehsTTxCCCGEEELkRGtNXNy/xbKaNWvGypUrSUxMpGXLlvTo0SPLmBdffJGOHTty6NChggz1vrFq1SoOHjzIpEmT8jz2gQceYOHChcZ1p06d7mVoQghxX/L19WXo0KGMHDkST09PvLy8mDBhAgDbt2/HwcHB7EuKmTNnUrZsWaKiorJ5Ys6GDx/O0KFDeeedd3j44YepXbs2PXr0yPIF0saNG9m8eTMzZsyw+t3uR1Yn8NZaR2qt39VaP6O17qG1nqi1jrnTMCvvCSGEEEIIYbX9+/eTkpJiXHfo0IElS0yFn2fOnJmluvOVK1dYs2YNGzZsyNW2w5JowoQJhISEsHz58lz1j4+P56OPPmLQoEGAaZIs45eyyMjIfItTCCEyJCQkZHskJSXluu/tWxaz62eNJUuW4OLiwt69e5k2bRoTJ05ky5Yt+Pr6EhISQmBgILGxsYSHhzN69GhCQ0OpWNGUgWfKlCm4urrmeGRMuEVHR7N3717Kly9Py5YtqVChAm3atGHnTvMsW5cuXWLw4MF89dVXODs7W/VO9ytl7V8AlFIeQFNMK8zMJt601lkSESilvsK0Km2g1nr/bfeaAKHAIa11kFUBCSGKlPSchLGxsbG4uUl6QiGEEIWrTZs2/PqrKWOBm5sbjRo14pdffqFXr158/fXXFsecOHGCjRs3MmzYsIIMtdg6ffo0derUIS0tjbCwMOrVq4eHhweJiYkAvPzyy3z22WeFHKUQ4n6XlJTE2bNn8fb2xsnJyeze7V+OZNahQwd++OEH49rFxcX479Pt2rRpw/bt243rcuXKceXKlSz98jrf4uvrS2pqqtkqsqZNm+Ln58cHH3zAzZs3ad68ObVr1+bw4cO0aNGC0NBQo29MTAwxMTmvY6pUqRKlSpViz549tGjRAk9PT2bMmEHDhg1ZunQpn332GX/++Se1a9dGa02HDh1o1aoVY8aMISIiAm9vbw4ePEjDhg3z9G73Uk4/47i4ONzd3QHctdZxFh+QS1ZVyVRKdQSWAy7AdcxXh2lM2zNv9zrwNfC7UuoaEJ3etwKm6pqbMFXrE0IIIYQQ4p45d+6cMVlWo0YNAgICWL58OY6OjkydOjXbcXXq1KFOnToFFeZ9Ly4uLscvyWrWrEmPHj1YtWoV06ZNY/ny5bz44ossWLAAgPnz58uEmRCixPPx8TG7rlixItHR0QA4ODiwbNkyfHx8qFatGrNmzTLr6+npiaenZ64+J6MIzksvvUT//v0BaNSoEVu3buXLL79k6tSpfPrpp8TFxTFq1Ki7fa37krVbMmcCXwKltdYe6Un8Mw6LPx2t9TWtdXugHvAmsATTxNqbwMNa6w5a62tWxiOEEEIIIYRF7dq1M863bNnC3LlzOXXqFKtWraJ69epZ+ssWzLyJi4tj0KBB1K5dm2vXcv7r/Ntvvw3AN998Q0REBAMGDDDupaWlZbuaQwgh7oX4+PhsjzVr1pj1jY6Ozrbvxo0bzfpGRERY7GcNe3t7s2ullFmF5927dwOWV5PlZUtmxjbOevXqmT2jbt26nD9/HjAVd9mzZw+Ojo7Y2dlRq1YtAJo0aULfvn2ter/7iVUrzIBKwCda6zz/iaa1PgYcs/JzhRBCCCGEyJMzZ84A4OjoSI0aNQAoW7asxUTzaWlptGrVipYtWzJ69Ohcf1Nfkjk7O7N7926io6NZv349gYGB2fZ99NFHadeuHVu2bGHmzJl88sknlClThqtXrwLQq1cv1q1bV1ChCyFKGBcXl0LvezdOnz7N8OHDCQ0NZdWqVQQFBbF161ajqmVwcDA9e/bM8RmVKlUCoHr16jz44IMcP37c7P6JEydo3749AJ988gnvv/++cS8yMpKnn36ab775hmbNmt3LVyuSrJ0w2wQ0Ac7kdaBSqjJwTWsdf1u7PdBCa/2rlTEJIYQQQghh5uDBg6SmpgJQv359YmJicpwE27ZtG3v27OHIkSNGZTKRMzs7O+bPn4+dnR0tWrS4Y/+3336bLVu28MUXXzBu3DiGDh3K+PHjAbKs2hBCCGGSmppKYGAg/v7+9O/fn/bt21O/fn1mzpzJiBEjgLxtyVRKMWLECMaPH0+DBg1o2LAhS5Ys4dixY3z77bcAVK1a1WyMq6srYNpiX7ly5Xv4dkWTtRNmPwDTlVL1gEPArcw3tdZZvhZSSlUE/g9oDGil1HLg1UwTZ57ANsDWypiEEEIIIYQwM3DgQOP87NmzNGjQgAoVKrBy5Upja0lmbdu25YcffuDChQuULl26IEO9r7Vu3TrXff38/GjSpAn79+/n008/ZcCAAcaEWUpKCt9//z1du3bNr1CFEOK+NHnyZCIiIli/fj0AXl5eLFy4kJ49e9KuXTurkvCHhISQlJTE8OHDiYmJoUGDBmzZsoWaNWve6/DvS1ZVyVRKpeVwW2uts0x6KaWWAHUwJf/3AKYCCmintf5HKVUBiNJaW5tXTQhRhEiVTCGEEIUtJSXFLBfM4MGDWbRoEa6urkRFRWWprCXujevXr/PPP/9kWZmQ2bfffstzzz3HAw88wPnz5wkICGDXrl2AaYtnQkJCQYUrhChmcqqgKIqHgqqSadXklNbaJocjuxViTwHDtNb7tdY/AY8DfwM/K6Uy1gxKhlUhhBBCCHFPdOzY0ex6zJgxREZGsmbNGvklKp/89NNP1KpViwEDBuRYPKFr167Url2bf/75h9DQUD777DOUUgCS+F8IIUSRcNeruZRSuf3bhjvwT8aF1joZ6AFEYNqKWf5uYxFCCCGEECLD5s2bjfNnn32WqlWrUq5cOfz8/LL0jYmJ4bHHHmPBggVGzjORdzVr1uTatWucO3fOSORvia2trZFz56OPPuI///mPWcW1xYsX53eoQgghRI6smjBTStkqpcYqpS4A8UqpGuntk5RSA7MZdgbwydygtU4Bnku/t8GaWIQQQgghhLhddHQ0aWn/ZhHJnMvMkoULF7J//37mzZtnVBsTeeft7c3WrVs5cuQIZcuWzbFvYGAgXl5e/P3333z99dfMmzcPOztTiuWMnGZCCCFEYbH2bwOjgX7ASOBmpvZDwKBsxmwEhtzemGnSLMzKWIQQQgghhDDTp08f49zDw4OPP/6Y1q1bEx4ebrH/Sy+9xEcffcS4ceOMrYHCOo8//rhZ7rjsODk5ERISAsCHH35IdHQ0Hh4eAJw/f17ymAkhhChU1k6YBQFDtNbLgcxr1v8A/pPNmNGYJsaySJ806wbUsDIeIYQQQgghDNu3bzfO+/fvz6+//squXbsoU6aMxf7u7u4MHz6cLl26FFCExZ/Wmg0bNuSYkyw4OJg6deoQGBjIAw88YLYd9tlnny2IMIUQQgiLrJ0wqwScyuZ5Fr9O0lqn5FShQGudqrU+Z2U8QgghhBBCALBu3Tpj4qVLly6UKlUKgHbt2lG5cuXCDK1ECQoKomPHjnz88cfZ9nF3d+fYsWOMGjUKV1dXXnjhBePeb7/9VhBhCiGEEBZZO2F2GGhtof054KD14QghhBBCCHF3XnzxReN88eLFrFixAsAsqXyGvXv30rVrV3bs2FFg8ZUU7du3x8nJ6Y5bXDPfDwwMNM6Tk5NlW6YQQohCY2fluPeAr5RSlTBNunVTSj2EaaumrJ0WQgghhBCF5vr168Z5WFgYERERuLm5WdxuOWvWLNauXYuHhwetW1v6PlhYq1evXvj6+vLggw/esW9aWhpr165lz549VK1alfPnzwOmCppjx47N71CFEEKILKxaYaa1Xg88D3QANDARqAt01FpvuXfhCSGEEEIIkXtz5swxzh0dHVm0aBEAzz//PM7Ozln6jxs3juDgYIYNG1ZgMZYUNjY2uZosAzh79iw9evRg+vTpdOrUyWjP+PkJIYQQBU1prQs7BiFEMaSUcgNiY2NjcXNzK+xwhBBClBBubm7GCrPu3bvz3//+l4SEBHbu3EmrVq0KObqS6/Tp06xbt47hw4dn22fIkCGUK1eObt260aRJE6P9u+++o2vXrgURphCiGEhKSuLs2bN4e3vj5ORU2OGIfJDTzzguLg53d3cA95zy6OeGtTnM8kQp5ZPboyDiEUIIIYQQxU9KSorZdkxvb28SEhKoVasWLVu2LMTISrYrV65Qv3593njjDXbu3JltvwULFjB58mQaN27M0KFDjfbg4OCCCFMIIUqcBQsW4Ovri5ubG0oprl27ZnY/IiKCgQMH4u3tTalSpahZsybjx4/n5s2bZv02bdpE8+bNKV26NOXKlaN79+6cPXu2IF8lX1g1YaaU+kcpFWPhuKqUuqCU+kUp1T/TkDBMxQAy/jenQwghhBBCiDwbMmSIcV66dGn27dsHmJL93554fvny5bzzzjv89ddfBRpjSVS2bFlefPFF/P398fT0zNWY2bNnY2trC0B0dHR+hieEECVWYmIiAQEBvPvuuxbvHzt2jLS0NObPn8/hw4f5+OOPmTdvnln/M2fO0LlzZ/z8/AgLC2PTpk1cuXKFbt26FdRr5BtrV5hNBNKAH4DxwIT08zRgLnAC+FwpNTi9vzdQI/1/uwNngVeARunHK8Dp9HtCCCGEEELk2fHjx43zLl268Msvv6CUIigoyKyf1prJkyfz4YcfsmbNmoIOs0SaM2cOmzZtol69ejn201qzefNmnnnmGbMiDR9//HF+hyiEEIXO19eXoUOHMnLkSDw9PfHy8mLChAkAbN++HQcHB7OqzjNnzqRs2bJERUVZ9XkhISG88847NG/e3OL9gIAAFi1ahL+/PzVq1KBTp0689dZbfPfdd0af//3vf6SmpvL+++9Ts2ZNHn30Ud566y3Cw8O5deuWVXEVFdZOmD0OjNFaB2qtP9Vaf6K1DgTGAI211oOBEcBQAK31uYwDeBcYqrWer7X+I/2YD4QAUgJHCCGEEELkWWpqKmFhYca1o6MjAG3btqVq1apmfbXWfPDBBzzzzDMMGDCgQOMsqRwcHHLdd9SoUfz4449Ur17daBszZkw+RCWEKGkSEhJISEggcy73mzdvkpCQQHJyssW+aWlpRtutW7dISEggKSkpV32tsWTJElxcXNi7dy/Tpk1j4sSJbNmyBV9fX0JCQggMDCQ2Npbw8HBGjx5NaGgoFStWBGDKlCm4urrmeGSecLNGbGys2WrhJk2aYGtry6JFi0hNTSU2NpavvvoKf39/7O3t7+qzCpu1E2ZPAz9ZaN+afg/gR0yrym5XH9MKs9udBXL+ykkIIYQQQggLFixYQGJiIgAVK1Zk69atAPTr1y9LXxsbGzp16sSGDRukME0BS0pKYvr06XzxxRcW7yulePvttwGYP3++0Z6YmEhKSkqBxCiEKL4yJo2uXLlitE2fPh1XV1dee+01s77ly5fH1dWV8+fPG21z587F1dWVgQMHmvWtXr06rq6uHD161GhbvHixVTH6+Pgwfvx4ateuTVBQEE2aNDH+THv//ffx9PRkyJAhvPDCCwQGBpoVRQkODiYsLCzHI3NRlbw6ffo0n376qVluyerVq7N582beffddHB0d8fDw4O+//2blypVWf05RYe2EWQzQ0UJ7x/R7AC7AdQt9jgJjlFJGKQOllCOm1WlHLfQXQgghhBAiRyEhIQCUKlWKTz/9lCeffJJKlSoVixwqxcnXX3/NyJEjefvtt4mNjbXYp3v37tSsWZP4+Hjs7OyM9r59+xZUmEIIUWh8fMxrIVasWNHI5ejg4MCyZctYs2YNN27cYNasWWZ9PT09qVWrVo5HqVKlrIorMjKSgIAAnnvuOQYNGmS0X7x4kUGDBtG3b1/27dvHL7/8goODAz169DBbyXc/srtzF4smYcpR1hb4HdBAU6ADkDHV2A74xcLYYGA98JdSKjy9rUH6M561Mh4hhBBCCFFCnTt3zqjY9cgjj9C9e3e6d+9OamqqkTg+w/Tp0ylTpgx9+vTJUope5L/AwEC+/vprXnjhBVxdXS32sbW1ZcSIEQQHB+Po6GisLFu7dm1BhiqEKIbi4+MBcHZ2NtpGjBhBSEiI2QQ9/FtwJPME06uvvsrgwYOz/NkSERGRpa+lFc65cfs2RqWU2VbP3bt3AxATE0NMTAwuLi7GvSlTpjBlypQcn79x40Zat26dp5giIyNp27YtLVq0YMGCBWb35s6di5ubG9OmTTPali1bRpUqVdi7d2+2+dHuB1ZNmGmtQ5VSR4DXgG6AAo4BbbTWu9P7zMxm7O9KKW/gReA/6WO/AVZorROsiUcIIYQQQpRco0ePNs4zJ/G//ReamJgYJkyYQGJiIt7e3rRt27bAYhQmdnZ2bN68+Y79+vbty5gxY8y2TSUmJlqcBBVCiNzKPLmUwcHBwWKeRUt97e3tLeblyq7vvXb69GmGDx9OaGgoq1atIigoiK1bt2JjY9o8GBwcTM+ePXN8RqVKlfL0mRcuXKBt27Y0btyYRYsWGZ+VITExMct/lzOuM0/03Y/yPGGmlLIDXgA2aa17W/OhWutEYMEdOwohhBBCCHEHmzZtMs737NlDVFQUjz32GEops3729vZMmDCBX3/9FV9f3wKOUliitc7ycwJwcnLi+eefZ+7cuZQqVYobN24A8MYbbzB79uyCDlMIIQpdamoqgYGB+Pv7079/f9q3b0/9+vWZOXMmI0aMAExbMjMn5L+TixcvcvHiRU6dOgXAoUOHKF26NFWrVsXT05PIyEh8fX2pWrUqM2bM4PLly8ZYLy8vAJ555hk+/vhjJk6cSO/evbl+/Trvvvsu1apVo1GjRvfwn0DBy3MOM611CvA54GjthyqlApVSO5VSkUqpaultw5VSna19phBCCCGEKHkiIyPNViHNnj2bZs2aWZxUKV26NCNGjGD9+vUWJ2lEwfr5559p2rQp4eHhFu/37m36bj41NdVomzt3boHEJoQQRc3kyZOJiIgwtkR6eXmxcOFCxowZY1YlOi/mzZtHo0aNGDx4MABPPPEEjRo1Yt26dQBs3ryZU6dO8fPPP1O5cmUqVqxoHBn8/PxYsWIFa9eupVGjRgQEBODo6Mh///tfq/OlFRXKmiRsSqltwGytdZ4TCSilXgYmArMwJfp/WGt9RinVD+irtZa18UIUA0opNyA2NjZWKpAJIYTINw0aNOCPP/4ATKXt69aty5o1a/jzzz/x9vYu5OhETnr37s3KlSvp0qUL33//fZb7aWlp1KhRg3Pnzpm1x8fHW9z+JIQQYKrGe/bsWby9vSVXZTGV0884Li4Od3d3AHetddzdfI61VTI/A2YqpV5TSrVQSvlkPu4w9nVgsNZ6MpC5NvR+oL6V8QghhBBCiBIoY7IMICgoiKVLl3L58uUsk2Vjxoxh165d933FruJk8uTJvP7661kSSGewsbExVpk98sgjRvuQIUMKJD4hhBAlm7UrzCxlbtOYEvhrrXW2mTiVUjeA/2itzymlrgMN0leY1Qb+0Frf32v2hBCArDATQgiR/w4fPmw2kXLx4kUqVKiQpd/vv/9Os2bNsLe358KFC5QrV64gwxR34dChQ/j4+GBvb8+tW7cA8PDw4J9//inkyIQQRZWsMCv+CmqFmVVVMoG7Wd9+FmgInLutvT1w5C6eK4QQQgghSpCgoCDj/JFHHiE6OtrihFmZMmUYNGgQNjY2MllWhCUmJuLs7GzWVr9+fR555BH+/PNPGjduzIEDB7h27RpJSUnyi7AQQoh8ZdWWTK31uZyOOwyfDsxVSj2PaUVaU6XUaGBK+j0hhBBCCCHuKHOS4zJlyuDj48PYsWOz9KtZsyahoaHMmzevIMMTuXTt2jUGDx5MvXr1SExMzHK/T58+ODg4YGv77yaWnj17FmSIQgghSiBrc5hlVLrcdVuly5A7VbrUWi8C3gOmAc7ACiAYGKa1XmltPEIIIYQQouT45ZdfSEszZQnx8PDg4MGDgKlaV3akMmbR5OTkxJYtWzh37hw//vhjlvsvv/wyly5dYsyYMUbbDz/8UJAhCiGEKIGsmjBLr3T5EfAj4AFkfN1zDQi503itdajWuhpQHvDSWlfRWn9hTSxCCCGEEKLk6dq1q3E+e/Zs4uLiqFatGm3atDHab9y4wXvvvUdkZGRhhChyycnJiQULFrBr1y569OiR5b6HhwceHh4EBAQYk55paWkWV6MJIYQQ94q1K8wyV7pMzdR+x0qXSqmflVIeAFrrK1rr6PR2N6XUz1bGI4QQQgghSpCMpO82NjZ8/fXXgCmnmY3Nv3+9XbZsGRMmTMDX11eqYxZx/v7+tGzZMsc+9vb2BAQEGNeffPJJfoclhBCiBLN2wswbOGihPRlwucNYKMBz1gAAIABJREFUX8DBQrsT0NrKeIQQQgghRAmxceNG47x27dps3rwZgL59+5r18/b2pnXr1gQHB8t2zPvI9evXuXjxollbSkoKLVq0MPvZL126tKBDE0IIUYJYWyUzz5UulVI+mS7rKaW8Ml3bAgHABSvjEUIIIYQQJcTAgQONc3t7e9LS0nj88cepWbOmWb+nnnqKp556ysh1Joq+jRs30r9/fx5//HG+/fZbo93Ozg43NzdsbGxwdnYmPj6eY8eO8ffff1O5cuVCjFgIIURxZe0KM2sqXYZhWpWmgZ/TrzOOA8AYYKKV8QghhBBCiBIiKirKOI+NjQWgX79+2fbPvE1TFG1Vq1bl8uXLhIeHExcXZ3Zv1qxZREZG8uabbwKgtebZZ58tjDCFEEKUAFb97cHKSpfeQE3SJ9jSrzOOSoCb1vpLa+IRQgghhBAlQ0a+MjCtOvrrr78oVaoUzz33nNF+6tQpli5dSnJycmGEKO7Cww8/zObNmzl8+DBubm5m9+rWrUuFChXMVhj+8ccfBR2iEEIUCzExMbz++us89NBDODs7U7VqVYYOHWp8EZVBKZXlmDdvnlkfrTUzZsygTp06ODo6UqVKFaZMmVKQr5MvrN2SidY6FAhVSpUFbDKS9+fQP2P7pnzFJ4QQQgghrJKxugigTp06HDlyhG7duplNrsyaNYu5c+eyZcsWvvrqq8IIU9yFJ598Msf7VapUoWbNmpw+fRqtNVFRUVSsWLGAohNCiOIhMjKSyMhIZsyYQb169Th37hzBwcFERkaabYkHWLRokVnRFXd3d7P7w4YNY/PmzcyYMYP69esTGxvLlStXCuQ98pNVE2ZKqfHAMq31aa21Vf8UlFL1gKrcVgBAa73OmucJIYQQQoji79atW8b5X3/9BWTdjlmrVi0efPDBHLdpiqJPa82mTZt48sknsbe3B+DcuXP07dvXbLtm586d+f333wsrTCGEuGd8fX3x8fHBycmJhQsX4uDgQHBwMBMmTGD79u34+/uzdetWWrc21UucOXMmU6dO5dChQ3n+4uCRRx5hzZo1xnXNmjWZPHkyL774IikpKdjZ/Ttd5OHhgZeXl6XHcPToUT7//HP+/PNPHnroISveuuiydrVXd+CEUmqPUuo1pVS53A5UStVQSoUDfwI/AGvTj+/TDyGEEEIIIbL4+++/jW+snZ2duX79OpUrV6Zt27Zm/UJCQoiIiMDPz68wwhT3SK9evWjfvj3z58832ipUqMDBgwe5fPmy0bZ///7CCE8IcR9KSEjI85GSkmKMT0lJISEhgRs3buTqudZYsmQJLi4u7N27l2nTpjFx4kS2bNmCr68vISEhBAYGEhsbS3h4OKNHjyY0NNSYLJsyZQqurq45Hjt27Mj2s2NjY3FzczObLAN47bXXKFu2LI899hjz5s0zK6azfv16atSowYYNG/D29qZ69eoMGjSImJgYq96/KLE2h5kP4IMpef8bwAWl1I9KqT5KKec7DJ+NqcpmBSAReBh4AtgP+FoTjxBCCCGEKP7eeecd47x8+fIABAUFYWtrm6Wvvb09SqkCi03ce23btsXJyYnExESjzcnJie7duwMYP9+MbZlCCHEnd5pMsnR8//2/63q+//57XF1dad++vdlzq1evbnGsNXx8fBg/fjy1a9cmKCiIJk2asHXrVgDef/99PD09GTJkCC+88AKBgYF07drVGBscHExYWFiOR5MmTSx+7tWrV5k0aRIvvfSSWfukSZNYvXo1P/30E7169eLNN980y0925swZzp07x+rVq1m6dCmLFy/mwIED9OjRw6r3L0ruJofZYeBd4F2lVCugDzALmAe45TC0BeCntb6slEoD0rTWO5VSo4BPgEbWxiSEEEIIIYqvFStWAKbJsvnz5/Pjjz/St29f4/6ePXtQStGsWbPCClHcQ4MGDeLZZ5+lcuXKZu19+vRh0aJFKKXQWgPw9NNPSwEAIUSx4OPjY3ZdsWJFoqNNKeMdHBxYtmwZPj4+VKtWjVmzZpn19fT0xNPTM8+fGRcXxzPPPEO9evUYP3682b0xY8YY5w0bNgRg4sSJRntaWhrJycksXbqUOnXqAPDFF1/QuHFjjh8/fl9v07R6wuw2CcAN4CZQ+g59bYH49PMrwIPAceAccP/+kxRCCCGEEPlm+/btxuRIx44d8ff3x9/f36zPW2+9xa5du5g7dy6vvPJKYYQp7iE7O7ssk2VgWnlWoUIFLl26ZLQdOXKkIEMTQtyn4uPj79zpNo6OjsZ5165diY+Px8bGfLNeRETE3YZmyMjZmEEpZbYFcvfu3YCpymVMTAwuLi7GvSlTptyxOuXGjRuNHGgA169fJyAgwFhNd/vn36558+bExcVx6dIlKlSoQMWKFbGzszMmy8BU1Rjg/PnzJXPCTCnljWlV2QtAHeBXYAKw+g5D/8S0nfMMsBcYqZS6CQxJbxNCCCGEEMLMpEmTjPPby9kDJCcnU6tWLcLDw+nSpUtBhiYKwJkzZ9iyZQsvvfQStra2PP/883zyySfGKrPU1FQSEhLMfnEUQojb3e1/I+zs7LLk97oXz82t06dPM3z4cEJDQ1m1ahVBQUFs3brVmMALDg6mZ8+eOT6jUqVKxnlcXBxPP/00jo6OrFu3DicnpzvGcPDgQZycnPDw8ACgVatWpKSkcPr0aWrWrAnAiRMnAKhWrZpV71lUWFsl8zegKXAIWASs0FpfyOXw94GM/zeNATYAO4CrwPPWxCOEEEIIIYq3vXv3AqZv2vv168eQIUN44oknjPuOjo4sXryYOXPmWJ03RhRNFy5coF69ety8eZPmzZvToEED+vTpYzZhBjBw4EBWrlxZyNEKIUT+SE1NJTAwEH9/f/r370/79u2pX78+M2fOZMSIEUDetmRev34df39/EhMTWbZsGXFxcUYF4nLlymFra8v69eu5ePEiLVq0oFSpUmzbto3Ro0czZMgQY+XdU089xaOPPsqAAQOYNWsWaWlpvPrqq7Rr185s1dn9yNoVZtuAQel5zPJEa70p0/kZoJ5SyhP4R2f8aSeEEEIIIUS6EydOGNXGnJycWL58OampqWYTZhlksqz4qVSpEl26dOHq1as4ODgA0LRpU2rUqMGZM/9uUFm9erVMmAkhiq3JkycTERHB+vXrAfDy8mLhwoX07NmTdu3aGfnFcuvAgQPGl1G1atUyu3f27FmqV6+Ovb09n332GW+88QZpaWnUqFGDiRMn8uqrrxp9bWxsWL9+Pa+//jpPPPEELi4utG/fnpkzZ97lGxc+VVhzVEqpWkBN4Fet9Q2llJIJMyGKD6WUGxCbUZpYCCGEsNZDDz1kbO8YOnQoSUlJPP/88/j5+QHw888/U69ePby8vAozTJGPbty4gZOTk1nl07Fjx/L++++b9YuPj5dtmUKUcElJSZw9exZvb+9cbTEU95+cfsZxcXG4u7sDuGut4+7mc6yaMFNK2QL9gCeB8oBZxjuttV8OY8sAq4C2gAZqa63PKKW+AK5prd/Mc0BCiCJHJsyEEELcK5knSaKioswmxm7cuEHVqlWJi4tj586dPPbYY4URoigER48epV69emZtffr0Yfny5YUUkRCiKJAJs+KvoCbMbO7cxaLZ6YctpiT+4bcdOfkYuAVUBRIztX8DBFgZjxBCCCGEKIbOnj1rnJcuXTrLKrKoqChq166Nl5cXjRo1KujwRAFLSkpixowZfPPNN9StW5cGDRqY3d+0aVM2I4UQQoi8sTaHWS+gp9b6RyvG+gNPa63/zvxtIXASuL9LKAghhBBCiHvqhRdeMM5r1qzJnj17aN68udFWo0YNdu/ezeXLly1WLhPFy8KFCxkxYgSVK1emY8eO9OnTh/DwcMqUKcPVq1e5evUqqamp2NraFnaoQggh7nPWrjC7CZyycqwL5ivLMpQFkq18phBCCCGEKIb27dtnnIeFhTFs2DCL/cqVK1dQIYlCNGjQIFq1asXEiRNxdHSkV69euLm5UaFCBbM+QgghxN2ydsJsJjBM3bZELJd+BYIyXWullA0wAlP1TSGEEEIIITh37hwpKSkA2NvbA9C3b1/j/rZt27h582ahxCYKh5OTEzt37qR///7Y2tpStWpVLl++TGhoqNFHcpgJIYS4F6xdt/44pqT97ZVShzHlJDNorbvlMHYEsF0p1QRwAKYBDwOeQCsr4xFCCCGEEMVMu3btjPNbt27h4OBAr169ADh58iRPPvkklSpV4siRI5QuXbqwwhSFzMHBgebNm6OUQmvNrVu30Fpj3Xf7QgghhIm1K8yuAd8DvwBXgNjbjmxprY8APsDvwBZMWzS/AxpprU9bGY8QQgghhChmTp48aXbduXNnPD09ATh9+jQVKlSgQYMGMllWQm3bto0WLVpw8uRJlFI0a9bMuPfDDz8UYmRCCCGKA6tWmGmt+1szTillB4wGvtRaj7fmGUIIIYQQoviLiYnJ0pZ5O2ZAQAARERFcvXq1IMMSRciMGTPYs2cP7733Hi4uLuzZs8e49+mnn/Lss88WYnRCCCHud9auMANAKVVOKfW4UqqVUuqOmVa11imYtmRK2RohhBBCCJGtbt3MM3xUqFCBp59+2qzN0dGRBx98sCDDEkXIhx9+yCuvvMJHH33EE088gaOjo1Ed89dffy3k6IQQQtzvrJowU0q5KKW+BKIwJfHfAUQqpb5QSjnfYfhPgK81nyuEEEIIIUqGnTt3ml2/+OKL2NnZkZqaysGDBwspKlGUPPLII8ydO5fy5cvTvXt3oqOj6dq1KwBJSUmMGTOmkCMUQoiizdfXF6WU2ZGRKzTD5MmTadmyJc7Oznh4eGR5Rnh4OL1796ZKlSqUKlWKunXrMnv27IJ6hXxl7Qqzj4A2QEfAI/3onN428w5jNwJTlVIzlFK9lVKdMh9WxiOEEEIIIYqJpKQkUlNTzdoytmOuW7eORx991JgYEQJM1TMdHBx47733jLbi8gubEELkp8GDBxMVFWUc8+fPN7t/8+ZNnnvuOV5++WWL4w8cOEC5cuVYtmwZhw8fZvTo0YwaNYo5c+YURPj5ytoqmd2BHlrr7ZnaflRK3QBWAZb/SZp8nv6/b1i4p5HtmkIIIYQQJdpLL71kdt24cWPq168PwPHjx7Gzs6NevXqFEZoogmJiYhg1ahQ7duwgPDwcBwcHbt68SXx8fGGHJoQQeeLr64uPjw9OTk4sXLgQBwcHgoODmTBhAtu3b8ff35+tW7fSunVrAGbOnMnUqVM5dOgQFStWtOoznZ2d8fLyyvZ+xhcRixcvtnh/wIABZtc1atTgt99+47vvvuO1116zKqaiwtoVZs7AJQvt0en3sqW1tsnhkMkyIayglHpFKXVWKZWklDqglGqdQ99+Silt4XC6rV8lpdQypdRVpVSiUipMKdU4/99GCCFESXfkyBGz68zJ/t955x3OnTvH8OHDCzosUUTZ29uzdu1ajh49StOmTbl586Zxb9myZYUYmRBC5N2SJUtwcXFh7969TJs2jYkTJ7JlyxZ8fX0JCQkhMDCQ2NhYwsPDGT16NKGhocZk2ZQpU3B1dc3x2LFjh9nnLV++nLJly/Lwww/z1ltvcf369bt+h9jYWKOq9f1Maa3zPkiprcBVIEhrnZTeVgpYAnhqrZ+6p1EKIbKllHoe+Ap4BdgFvAQMAupprc9b6N8PmA08lLlda30xU58HgIPANkyrQqOBmkCE1vp0LuNyA2JjY2Nxc3PL+4sJIYQokbTWODs7k5SUBICdnR1RUVGULVu2kCMTRdnatWspW7YsS5YsYeHChUa7p6enVFIVooRJSkri7NmzeHt74+RktiaAhISEPD/P0dEROzvT5ryUlBSSk5OxsbGhVKlSd3yui4tLnj7L19eX1NRUs0mtpk2b4ufnxwcffMDNmzdp3rw5tWvX5vDhw7Ro0YLQ0FCjb0xMjMUq05lVqlTJiD00NBRvb2+8vLz4888/GTVqFLVq1WLLli1Zxi1evJiQkBCuXbuW4/N/++032rRpww8//EC7du3y8vq5ltPPOC4uDnd3dwB3rXXc3XyOtVsyQzDlIvtbKRWOaStlQyAZ8Lc0QCnlB8wBmt8etFLKHdgNvKy1lpI2QuTNG8AXWuuMvx2GKKWexrQ1elQ2Y3TmCTIL3gb+0lr3z9QWcdeRCiGEEHewevVqY7IMoFOnTpQtW5Z//vmHlJQUypW7Y2F2UQJ16dIFgFu3bplNmN3pF0chRMni6uqa5zGrVq3iueeeA+D777+nZ8+etGnThu3btxt9qlevzpUrV7KMtWaBko+Pj9l1xYoViY6OBsDBwYFly5bh4+NDtWrVmDVrlllfT0/PPK3sGjx4sHH+yCOPULt2bZo0acL//vc/Hn300TzHfvjwYTp37sy4cePybbKsIFm1JVNrfQiojemX8TDgD+AdoJbW+nA2w0KAUEszfFrrWGA+IGvrhcgDpZQD0BjYfNutzUDLHIa6KqXOKaX+VkptUEo1uu1+J2C/Umq1UipaKXVQKTXY0oMyxeKolHLLOIDSeX0fIYQQIjg4GAAbGxt27tzJxIkTAZg1axZVqlRh+vTphRmeKOKeeOKJLHl8fvrpp0KKRggh8s7e3t7sWilFWlqacb17927A8moya7ZkZvboo49ib2/PyZMn8xz3kSNH8PPzY/DgwcWmSrFVK8yUUqOAS1rr0NvaByilymmtP7QwrAGmVSvZ2Qy8ZU08QpRgZTEVyrg9p+AlILvMjceAfsAhwA0YBuxSSjXQWmf8l7EGphVqHwFTgKbAJ0qpZK310myeOwoYb+V7CCGEEAD8888/gGkVQKtWrYz2AwcOkJycTPXq1QspMnE/2LBhA7GxsWZtwcHBnDp1qpAiEkIUJdYUA3F0dDTOu3btSnx8PDY25muPIiIi7ja0XDl9+jTDhw8nNDSUVatWERQUxNatW414goOD6dmzZ47PqFSpUrb3Dh8+zK1bt/JcQODw4cP4+fnRt29fJk+enKexRZm1WzJfAvpYaD8MrAQsTZhVAG7l8MwUQNbYC2Gd29f6Kgttpo5a7wH2GB2V2gX8D3gdGJrebAPs11q/m359UCn1MKZJtOwmzKZimmDLUBr4Ow/vIIQQooQ7ePCgcR4SEmJ2b/369ezZs4fHHnusoMMSVtBac+HCBQ4ePMjVq1fp169fgXxucnIyiYmJZm1nz54tkM8WQhR9ec0pdjs7Ozsjn9m9fG5upKamEhgYiL+/P/3796d9+/bUr1+fmTNnMmLECCBvWzJPnz7N8uXL6dChA2XLluXIkSO8+eabNGrUyOwLq/PnzxMTE8P58+dJTU0lLCwMgFq1auHq6srhw4dp27Yt/v7+vPHGG1y8aMr8Y2tre9+nUbB2wswLiLLQfhnIbiryAlAfyO7rHZ9snimEyN4VIJWsq8nKY7mSbRZa6zSl1D5M26wzRAFHbut6FOiew3OSMeUxBExLh4UQQoi8GDlypHG+b98+EhMTcXY2FWBXStGiRYvCCk3cwbFjx9i/fz9hYWHGkZFs393dnb59+xbI3w26dOnCqlWrePfdd41VZWlpafz1119UqVIl3z9fCCHyy+TJk4mIiGD9+vUAeHl5sXDhQnr27Em7du1o2LBhnp7n4ODA1q1bmT17NvHx8VSpUoVnnnmG8ePHY2tra/QbN24cS5YsMa4bNTJl89m2bRu+vr6sXr2ay5cvs3z5cpYvX270q1atWoGtvMsv1lbJPAm8p7Vedlt7YHp7DQtjPgV8gccyKmtmulcK+B3YprUeevtYIUT2lFJ7gQNa61cytR0B/k9rnV3S/8zjFaZ//w5prQekt60AqmitW2fq9zHQTGudU260zM+VKplCCCHyxN7enpSUFAAaNGhAWFgY0dHReHp6WvxGXxS8+Ph4/vjjD44ePcrAgQON9oCAADZt2mTW19bWlnr16tGwYUM+//xzXFxc+Oeff7h48SJ169bN1zgnTJjAe++9Z1zXrFlTtmUKUULkVEFRFA9FvUrmQmCWUsoe+Dm97UlgGjAzmzHvA92AE0qpOcBxTFvG6gKvYsrDVHw2uwpRcD4CvlJK7Qd+A4YAVYF5AEqppcCFjMkzpdR4TFsyT2LKYTYUU5XbVzM982Ngt1LqXWAVphxmQ9IPIYQQ4p7btWuXMVn28MMPM3v2bACGDBnC//73P7744otiUXHrfnLp0iUOHDhgtmrs1KlTRtW3Tp06GdttWrVqRUJCAg0bNqRhw4Y0atSIevXqmf0ic/r0aQICAkhOTmbfvn1UqFAh32Lv3bu32YTZ6dOn8+2zhBBCFE/WTphNAzyBzwCH9LYk4EOt9VRLA7TWl5RSLYHPMeU6yliTrYFNwCta61xtIRNC/Etr/Y1SqgwwDtOW6D+BDlrrc+ldqgJpmYZ4AAswbeOMBQ4CT2itf8/0zH1Kqa6Y/l0dB5wFQrTWyxFCCCHywXPPPWecz5gxgzZt2hAfH8/evXu5ePGibKfLR6mpqZw4cYKwsDA6d+5sbIOdNGkSc+fOzdK/UqVKNGzYkOvXrxsTZmPHjmXs2LE5fk6ZMmWwsbHhr7/+onv37vz88884ODjkOMZaf/31Fy4uLiQkJBhtCQkJBZJnSAghRPFg1ZZMY7BSrphWiN0ATqbnMMrNuAeAWpgmzU5qrf+xOgghRJEkWzKFEELkReb8Vjdv3sTe3h4wbbvYvn07AQEBhRVasZKQkMChQ4cICwvj4MGDhIWFcejQIW7cuAHA7t27jVxxixYtYsaMGcaqsYzjbpI4Hz9+nGbNmhEbG8vgwYOZP39+vuQ2+/bbb80mYQFef/11Pvnkk3v+WUKIokW2ZBZ/BbUl864mzIQQIjsyYSaEECK3oqOjje15dnZ2REZG3veVtYqCS5cuERYWRsOGDY1/vrNnz85SgRRMFd4aNGjA1KlTeeKJJ/I1ro0bN/LMM8+gtWbOnDm8+uqrdx6URzdv3mTixIlMmTLF2EJarlw5oqOj7/lnCSGKFpkwK/6Keg4zIYQQQggh7omgoCDj3M7ODnd3d65du4aHh0chRnX/SEtL49SpU2arxsLCwrh48SIAS5cuJTAwEDAVU6hYsWKWVWO1atXCxsamQOJt3749H374ISNHjmTYsGHUrVsXPz+/e/oZDg4OvP/++5w8eZKNGzdy/fp1Ll++zK1bt4zVi0IIIUROZMJMCCGEEEIUqm3bthnnvXv3xtbWlsaNG1O1alW+/PJLvL29CzG6ouXGjRv8+eeflCtXjurVqwPw448/0rFjxyx9lVLUqVPHrK1NmzZERkYWRKg5euutt/jjjz9YtmwZI0eOZN++ffmyNfObb75h1qxZDB8+/P/Zu+/oqor1/+PvnUZCQkKH0ItIDygdLkWFCAICgoBoKFeaeFFAVFRUiqDSlSJNEOmIUvwCV5pBelHpIggEEQgQCAlJSD3790du9o8jRZKck8bntVbWmj179syTBJKc50wBkv99rVy50uHjiIhIzqOEmYiIiIhkmvj4eOLj463rbt268csvv3Du3Dlu3Ljh1JMUs7qrV6/anVB58OBBTpw4gc1m48MPP2TEiBEA1KxZEy8vLwICAuxmjVWvXv2OTe6dkZRKC8MwmDNnDvny5eP99993WlxHjhxh3z7rXCO2bNnilHFERCTnUcJMRERERDJN69atrbKvry/NmjXDzc2Ns2fPcuzYMevExpzMZrNx5swZbDabNSPs5MmTVKxY8a7t/76/W/Hixbl58yaurq5Oj9WRPD09nb4J/8mTJ1m6dKl1HRER4dTxREQk51DCTEREREQyzdatW63yiy++iJtb8p+nJUuWpGTJkpkVltPExsZy7Ngxa8bYr7/+yqFDh4iKiqJbt24sXrwYgPLly+Pt7U2xYsXu2G/M39/fbkaWYRjZLll2N/PmzePChQu8//77Duvz2WefpWXLlvz3v/8FwDRN9u3bR926dR02hoiI5ExKmImIiIhIprHZbFa5S5cuxMbG5phTza5du0ZYWJg1Uyw+Pp58+fIRGxt7R9tcuXKRlJRkXbu6unL16lW8vLwyLN7MtG/fPl5++WUAKlWqxPPPP++Qft3d3fn222+pUKGCtXfb22+/bbdvnoiIyN1kzFE4IiIiIiJ/88EHH1hlT09PKlSogL+/P/369SMuLi4TI0sd0zQ5e/Ysq1at4sMPP+TZZ5+lVKlSFCxYkB49eljtPDw8KF++PAUKFKB58+YMHTqURYsWcfToUaKioli2bJldvw9Lsgygbt26DBkyBICePXty8OBBh/WdO3duzp8/by3vDQ4OdljfIiLZ2ezZs2nWrBm+vr4YhsGNGzfuaBMeHk5QUBB+fn74+fkRFBRk1y44OJh27drh7++Pt7c3NWvWtGZL382yZcswDIP27ds75XNyJM0wExEREZFMMXHiRKvco0cPVq1axY0bNzh8+DC5cuXKxMjuLS4ujvPnz/PII49YdTVr1uTw4cN3bR8dHY1pmtYSyh07duDn55dlNt/PSj799FOOHj3Kxo0badeuHfv376dw4cIO6fvq1atUqFCBQ4cOAbBu3Tq7/fNERB5GMTExtGzZkpYtW/LOO+/ctU23bt3466+/rKXtffv2JSgoiO+//x6AXbt2ERAQwNtvv02RIkVYt24d3bt3x9fX944TnM+dO8fQoUNp3Lixcz8xBzFM08zsGEQkBzIMwxeIiIiIwNfXN7PDERGRLOj2pNHOnTtp0KAB27dvxzCMLPHHdHh4OIcOHbLbb+z48eP4+flx9epVK/4OHTqwbt06qlWrRs2aNXnssceoWbMmAQEB+Pn5ZfJnkb2Eh4dTr149Tp06RePGjdm8eTMeHh7p7nfVqlU899xz1nWRIkUIDQ1Nd78ikvXExsZy9uxZypYtm+2W+Ddr1oyAgAA8PT2ZO3cuHh4e9O/fnxEjRhAcHExgYCBbtmyxfkdOnDiI65tIAAAgAElEQVSRjz/+mCNHjuDv75/mcYODg3niiScIDw8nb968Vv1vv/1GlSpV2LNnD/Xq1QNgz549NGjQgBMnTtzzcJrWrVtTpEgR5s2bZ9UlJSXRtGlTevXqxfbt27lx4warV69OU7z3+x5HRkam/O71M00zMk0D/I9mmImIiIhIhjt37pxVzpUrF/Xr18cwDJo0aZLhsZimyYULFyhRooRV9+KLL7JkyZK7tk9KSiIsLMw6rXL27Nn4+fk5JLHzsMuXLx9r1qyhXr16bN++nYEDBzJz5sx0z8hr06YNFSpU4NSpUwBcvnzZEeGKSDYTHR19z3uurq52yZf7tXVxcbFbNn+vtt7e3qmOccGCBQwZMoS9e/eye/duevbsSaNGjWjRogWDBg0iKCiIQ4cOERISwnvvvcfSpUutZNnYsWMZO3bsffvfsGHDA78ptXv3bvz8/KxkGUD9+vXx8/Nj165d90yYRUREULlyZbu6UaNGUahQIV5++WW2b9/+QONnNiXMRERERCTDjRw50ir36NGDjFr1kJCQwG+//WbNGkv5CA8P59q1a+TPnx+AYsWKAVCmTJk7TqksVaqUXQInJXEmjlG5cmWWLl1Ku3bt7JKY6eHu7s68efPsXiQePXqUatWqOaR/EckefHx87nnvmWeeYd26ddZ14cKFiYmJuWvbpk2b2u2HWKZMGcLCwu5ol5bfbQEBAXz44YcAVKhQgWnTprFlyxZatGjBRx99xObNm+nbty/Hjh0jKCiIDh06WM/279+fzp0737f/4sWLP3AsoaGhd10aX7hw4XvO0l25ciX79+9n1qxZVt3OnTv58ssvHbo/ZUZQwkxEREREMtzKlSut8uOPP84jjzzCm2++yYABAxw2RmRkJLlz58bNLflP3jFjxjBq1Cji4+PvaOvm5sapU6esd9HffPNN3n33XfLly+eweOTBtW7dmhMnTtjtFZdeDRs2pFChQly9etUa4/aZjiIiWUFAQIDdtb+/P1euXAGSD49ZtGgRAQEBlC5dmilTpti1zZ8/v/XGj6PcbYbv7Xtz3i44OJiePXsyZ84cqlatCsDNmzd56aWXmDNnDgULFnRobM6mhJmIiIiIZKhDhw5x8+ZNAIYOHcr27dsJCQm558b5/yRlSeXfZ42dPn2a/fv3U7t2bQAKFixIfHw8vr6+1myxlP3GKleubHfQgKM2m5e0uz1ZFhMTQ3h4eKpmRvydi4sLPXr0YMKECQD8+eef6Y5RRLKXqKioe95zdXW1u05JUt2Ni4uL3XVISEi64rqdu7u73bVhGNhsNut6165dAFy/fp3r16/bLft09JLMokWL3nUJ+9WrVylSpIhd3bZt22jbti2TJk2ie/fuVv3p06cJCQmxOwAg5fNxc3Pj999/p3z58g8UT0ZTwkxEREREMlTPnj2t8pgxY0hMTKRp06Zp2r9s5MiRTJs27a5LYSB5w+KUhFmnTp0IDAykTJkyOqUyGzl//jzt2rUjMTGRXbt23XdJ1T8pWbKk3fWtW7fs9iESkZwtNXuKOattepw+fZrBgwczZ84cVqxYQffu3dmyZYuVwHP0kswGDRoQERHBvn37qFu3LgB79+4lIiKChg0bWu2Cg4Np06YNn376KX379rXro1KlShw5csSubvjw4dy8eZPPPvvsjp/LWYkSZiIiIiKSoY4fPw4kv7Ps4eGBh4cHffr0SVNfdevWJS4uDldXVypXrmw3c6xGjRoUKFDAalugQAG7a8keDMPg4sWLXL58me7du7Ny5co7Znc8qFdeeYXBgwdbsxv69u3LwoULHRmuiIhTJCUlERQURGBgIL169aJVq1ZUr16diRMn8uabbwKpX5IZGhpKaGgof/zxBwBHjhwhT548lCpVivz581O5cmVatmxJnz59rD3J+vbtS5s2bawN/4ODg2ndujWvv/46HTt2tPY28/DwIH/+/Hh6et6xX2TKSZxZfR/JtP2mERERERFJg9jYWGsPMUfss9KqVSuOHj1KVFQUR44cYeHChbzxxhs8+eSTSo7lECVKlGDVqlV4eHiwatUqRo0alea+3N3d7Q6cuH0vPRGRrGzMmDGEhIQwe/ZsIHm55Ny5cxk+fHiaN9OfOXMmjz32mPWmVZMmTXjsscdYu3at1Wbx4sVUr16dwMBAAgMDCQgIsHuj4auvviImJoaPP/4Yf39/6+O5555Lx2ebNRgZdSKRiDxcDMPwBSIiIiLw9fXN7HBERCSL6N27N19++SWQPDvM19eX4cOH07Rp0wfu488//yQhISHL7nkizjF//nz+/e9/A8mJro4dO6apnzNnztj927HZbFqiK5KDxMbGcvbsWcqWLYunp2dmhyNOcL/vcWRkJH5+fgB+pmlGpmcczTATERERkQzz1VdfWeVr166xefNmfvvttwd+PiYmhvbt21OnTh127NjhhAglq+rVqxeDBg0CoHv37mk+JKJcuXJ2e/gEBQU5JD4REclZlDATERERkQyRmJhIUlISkLx/yebNmxk2bNgDJyxM06Rv3778+uuvuLq6ZumNgsU5xo8fT4sWLYiJiaFPnz6kdbVMhw4drPKaNWscFZ6IiOQgSpiJiIiISIa4fQndJ598QpkyZfj4448f+HSxSZMmsXjxYlxdXVm5ciWlS5d2VqiSRbm5ubFs2TI6duzIN998k+allMOGDbPK0dHRjgpPRERyECXMRERERCRDbNiwwSqndhncpk2beOuttwCYMmVKqvY8k5wlf/78rFy5klKlSqW5j+LFi1uns5mmyd69ex0VnoiI5BBKmImIiIhIhkhISLDKb731FufOnXug586cOUOXLl2w2Wz06tWLV1991VkhSja0Zs0a5s2bl+rnRowYYZV79uzpuIBERCRHUMJMRERERJxu8uTJdtfTp0/n4sWLD/Ts6NGjCQ8Pp27dusyYMUMnGopl586dtG/fnn79+vHTTz+l6tmOHTvi7u4OwIkTJ5wRnoiIZGNKmImIiIiI07333ntWeeHChbzxxhvUr1//gZ794osvGDx4MN99990dx8fLw61hw4Z07dqVxMREOnbs+MCzFlOULVvWKp88edLR4YmISDZmpPVkGRGR+zEMwxeIiIiIwNfXN7PDERGRTJYyK8wwDGw2WyZHIzlJTEwMjRs35pdffqFGjRrs3LnzgQ+S+OOPP6hQoQIAgYGB/PDDD84MVUQyQGxsLGfPnqVs2bJ6kyWHut/3ODIyEj8/PwA/0zQj0zOOZpiJiIiIiFOtWLHCKletWvWBnlm/fj3vvfceSUlJzgpLcojcuXOzevVqChcuzKFDh+jVqxcPOimgePHiVnnfvn3OClFERLIhJcxERERExKn69u1rldu1a0d0dPR92588eZJu3boxduxYZs6c6ezwJAcoWbIk3333He7u7nzzzTeMGTPmgZ7z8vKyZphFREQQExPjzDBFRCQbUcJMRERERJwqIiLCKk+cOJFbt27ds21kZCTt27cnIiKCf/3rX/Tp0ycjQpQcoFGjRsyYMQOAsLCwB55ltm7dOgBM0+Spp55yWnwiIlnJ9evXGThwIBUrViR37tyUKlWK1157ze53NsCff/5J27Zt8fb2pmDBgrz22mvEx8fftc+dO3fi5uZGzZo17eoTExMZPnw4ZcuWxcvLi3LlyjFq1Kgsv0WDW2YHICIiIiI51+nTp61y3rx5eeONNyhYsOBd29psNoKCgvjtt98oXrw4K1euxMPDI6NClRygd+/eVK1alQYNGjzwMykzzAD27NnDrVu38PLyckZ4IiJZxsWLF7l48SITJkygSpUqnDt3jv79+3Px4kVWrlwJQFJSEq1bt6ZQoULs2LGDa9eu0aNHD0zTZOrUqXb9RURE0L17d5566ikuX75sd+/TTz9l5syZLFiwgKpVq3LgwAF69eqFn58fr7/+eoZ9zqmlGWYiIiIi4jTPPPOMVf7xxx8ZPnz4PduOGjWKtWvXkitXLlatWkWRIkUyIkTJYW5PliUkJNwxW+Ju/P39rfKRI0ecEpeIyD9p1qwZr732Gm+99Rb58+enaNGijBgxAoDg4GA8PDzYvn271X7ixIkULFiQS5cupXqsatWq8e2339K2bVvKly/Pk08+yZgxY/j+++9JTEwEYOPGjRw/fpxFixbx2GOP0bx5cyZOnMicOXOIjLTfT79fv35069btrm9Y7N69m3bt2tG6dWvKlClDp06dCAwM5MCBA6mOOyMpYSYiIiIiTnPmzBmr/PclGrdbvXo1I0eOBGD27NnUqVPH6bFJzhYWFkZgYCAdOnQgISHhvm0HDhxolWfNmuXs0EQkk0RHRxMdHW23ZDs+Pp7o6Gji4uLu2vb2ZYMJCQlER0cTGxv7QG3TYsGCBXh7e7N3717GjRvHqFGj2LRpE82aNWPQoEEEBQURERHBoUOHeO+995gzZ46V9B87diw+Pj73/bg94fZ3ERER+Pr64uaWvBhx9+7dVKtWjWLFilltnn76aeLi4vj555+tuvnz53P69Gk+/PDDu/b7r3/9iy1btnDy5EkADh06xI4dO+zeVMuKlDATEREREaeIj4+33qUuW7bsffeUio2NxdPTk9dff53u3btnVIiSg12+fJkDBw7w448/MmTIkPu2ffvtt63yggULnB2aiGSSlKRRWFiYVTd+/Hh8fHz4z3/+Y9e2cOHC+Pj48Oeff1p106dPx8fHh5dfftmubZkyZfDx8eG3336z6r766qs0xRgQEMCHH35IhQoV6N69O7Vr12bLli0AfPTRR+TPn5++ffvy4osvEhQURIcOHaxn+/fvz8GDB+/7Ubt27buOe+3aNUaPHk2/fv2sutDQ0Dtme+fLlw8PDw9CQ0MBOHXqFMOGDWPx4sVWou3v3n77bV544QUqVaqEu7s7jz32GIMGDeKFF15I09coo2gPMxERERFxio8++sgqJyQkYJomhmHctW3Xrl0JCAiw209KJD2qVq3KokWLaN++PdOmTaNGjRr07t37rm1dXFxwcXHBZrORlJTE9evXyZ8/fwZHLCKSnDC7nb+/P1euXAHAw8ODRYsWERAQQOnSpZkyZYpd2/z586fpZ1dkZCStW7emSpUqd8wSu9vv7ZTf50lJSXTr1o2RI0fy6KOP3rP/5cuXs2jRIpYsWULVqlU5ePAggwYNolixYvTo0SPV8WYUzTATEREREaeYNGkSAG5ubowcORIXF/s/PZOSkuze5a9SpQru7u4ZGqPkbO3atWPUqFEADBgwgB07dtyzbfv27a2yv7//fU9zFZHsKSoqiqioKLvDZ958802ioqKYNm2aXdsrV64QFRVFqVKlrLpXX32VqKgovvzyS7u2ISEhREVFUblyZauuZ8+eaYrx778HDcOwW+q5a9cuIPmUy+vXr9u1TcuSzJs3b9KyZUt8fHxYtWqV3fhFixa1ZpKlCA8PJyEhgSJFinDz5k0OHDjAf/7zH9zc3HBzc2PUqFEcOnQINzc3tm7dCiR/jYcNG0bXrl2pXr06QUFBDB48mI8//jhNX6OMooSZiIiIiDiczWYjOjoagBIlSvDvf//7jjbDhw+nZs2a7N+/P6PDk4fI8OHDef7550lISOC5556zW151u+XLl1vl+Pj4+ybXRCR78vb2xtvb227WlIeHB97e3uTKleuubW9/s8fd3R1vb288PT0fqK2jnT59msGDBzNnzhzq169P9+7d7ZJpqV2SGRkZSWBgIB4eHqxdu/aOz6tBgwYcPXrU7lCBjRs3kitXLmrVqoWvry9Hjhyx679///5UrFiRgwcPUq9ePQBiYmLueNPM1dXVLvasSEsyRURERMThbl/ScbdN1FesWMEnn3wCwB9//KFN/sVpDMNg/vz5nDp1ioMHD9K9e3d+/PHHO5YZubm5YRiGtddeixYtMiNcEZG7SkpKIigoiMDAQHr16kWrVq2oXr06EydO5M033wRStyTz5s2bBAYGEhMTw6JFi4iMjLROvixUqBCurq4EBgZSpUoVgoKCGD9+PNevX2fo0KH06dMHX19fIPm0zdsVLlwYT09Pu/q2bdsyZswYSpUqRdWqVfn111+ZNGnSXd9My0o0w0xEREREHG7ixIlWOTAw0O7eoUOH6NWrF5C8TCOrb/or2Z+3tzerV6+mYcOGzJgx45576d1+YtvGjRszKjwRkX80ZswYQkJCmD17NpC8XHLu3LkMHz6cgwcPprq/n3/+mb1793LkyBEeeeQR/P39rY/z588DybPA1q1bh6enJ40aNaJz5860b9+eCRMmpGqsqVOn0qlTJwYMGEDlypUZOnQo/fr1Y/To0amOOyMZ9zutSEQkrQzD8AUiUo4mFhGRh0tKQsLd3Z34+HirPiwsjDp16hASEkJgYCDr16/H1dU1s8KUh8z9Dp6A5NNavby8gOTT9MLDw+956puIZE2xsbGcPXuWsmXL3rHEUHKG+32PIyMj8fPzA/AzTTMyPeNohpmIiIiIONT06dOt8quvvmqVExMT6dKlCyEhIZQvX56lS5cqWSYZ6vZk2bZt21i3bp3d/dtfeEVFRVG2bFliYmIyLD4REck6lDATEREREYd64403rPLkyZOt8oQJE9i6dau1PO5B91kRcbTt27fTvHlzunbtyrFjx+zulS5d2ir/9ddfrF27NqPDExGRLEAJMxERERFxGNM0iYuLA7hj6duAAQNo164dX3/99R2bBItkpPr169O4cWOioqJo164d169ft+7dfmprhQoV6NKlS2aEKCIimUwJMxERERFxmD59+ljlJ554wu6er68vq1at4rnnnsvosETsuLu7s2LFCsqUKcPp06fp0qULiYmJQPLpcB4eHgCcOXPmvnueiYhIzqWEmYiIiIg4hM1mY968edb1Dz/8wJUrV5g5cyYpB00p+SBZRcGCBVm7di3e3t5s3ryZoUOHWvdq164NQFJSkpVIExGRh4sSZiIiIiLiEImJiVZizNXVFdM06dSpE6+88grvv/9+Jkcncqfq1auzcOFCAD777DMr4Ttx4kSrTY0aNahTpw7R0dGZEqOIiGQOJcxERERExCE2bNhglZ9++mkGDx7M9u3b8fX1JSgoKBMjE7m3Dh06MHLkSCD5MABI3uMsxfHjxzlw4ADLly/PlPhERCRzuGV2ACIiIiKSM3Tv3t0qN2/enCFDhmAYBosXL6ZixYqZGJnI/Q0fPpzq1avTvn17q65QoUJcvXoVgBEjRtC5c+fMCk9ERDKBZpiJiIiISLqNGzeOyMhI63rYsGEAjB49mjZt2mRWWCIPxMXFhQ4dOlh77NlsNiZNmmTdP3HiBD4+PpkVnoiIZALNMBMRERGRdDl37hxvv/22dW0YBvHx8XTs2JF33303EyMTSb2oqCi6d++Op6cnrq6uJCUlcfLkycwOS0REMphmmImIiIhIunh4eJA7d27r2jRNqlWrxldffaVTMSXbOXLkCN9//z1Lly7F29sbgF9++YW1a9fSqVMnoqKiMjlCERHHMk2TVq1aYRgGq1evtrv3559/0rZtW7y9vSlYsCCvvfYa8fHxdm2mT59O5cqV8fLyomLFinz99dd3jHHjxg1effVV/P398fT0pHLlyqxfv96pn1d6aYaZiIiIiKRLkSJFiImJsa63bt1KqVKltIRNsqUGDRowdepUXnnlFbtlxv369SM0NJSWLVvSu3fvTIxQRMSxpkyZctc3uJKSkmjdujWFChVix44dXLt2jR49emCaJlOnTgXgiy++4J133mHOnDnUqVOHffv20adPH/Lly0fbtm0BiI+Pp0WLFhQuXJiVK1dSokQJzp8/T548eTL080wtJcxEREREJF127NhhlfPkycMTTzyRidGIpF///v05dOgQM2fOtOquXr3K0KFD9e9bRJymWbNmBAQE4Onpydy5c/Hw8KB///6MGDGC4OBgAgMD2bJlC40bNwZg4sSJfPzxxxw5cgR/f/80jXno0CEmTZrE/v377+hj48aNHD9+nPPnz1OsWDFrzJ49ezJmzBh8fX1ZuHAh/fr1o0uXLgCUK1eOPXv28Omnn1oJs3nz5nH9+nV27dqFu7s7AKVLl05TvBlJSzJFREREJE3i4+MZPny43WybWbNmZWJEIo7z2Wef0aRJE+s6KSmJNm3aUL58+UyMSkTSIzo6OtUfiYmJ1vOJiYlER0dz69atB+o3LRYsWIC3tzd79+5l3LhxjBo1ik2bNtGsWTMGDRpEUFAQERERHDp0iPfee485c+ZYia6xY8fi4+Nz34/t27dbY8XExPDCCy8wbdo0ihYtekcsu3fvplq1alayDODpp58mLi6On3/+GYC4uDg8PT3tnvPy8mLfvn0kJCQAsHbtWho0aMCrr75KkSJFqFatGmPHjiUpKSlNX6OMohlmIiIiIpImy5YtY8yYMXZ1L7zwQiZFI+JYHh4erFy5ktKlS1svjqdMmULTpk0zOTIRSau0bBWwYsUKnn/+eQBWrVpF586dadq0KcHBwVabMmXKEBYWdsezpmmmeryAgAA+/PBDACpUqMC0adPYsmULLVq04KOPPmLz5s307duXY8eOERQURIcOHaxn+/fvT+fOne/bf/Hixa3y4MGDadiwIe3atbtr29DQUIoUKWJXly9fPjw8PAgNDQWSE2hz586lffv2PP744/z888/MmzePhIQEwsLC8Pf358yZM2zdupUXX3yR9evXc+rUKV599VUSExP54IMPUv01yihKmImIiIhImpQoUQIfHx9rE/TatWtnckQijlWoUCGCg4OpV68eAKtXr+bw4cMsWLCAESNGZPn9d0Qk+wkICLC79vf358qVK0ByIn/RokUEBARQunRppkyZYtc2f/785M+f/4HGWbt2LVu3buXXX3+9b7u77W1mmqZV//777xMaGkr9+vUxTZMiRYrQs2dPxo0bh6urKwA2m43ChQsze/ZsXF1dqVWrFhcvXmT8+PFKmImIiIhIzmKaJvPnz7c7MXDUqFGZGJGIc9StW9fu+plnnuHChQtUrFiRvn37ZlJUIpIWaTnlNleuXFa5Q4cOREVF4eJiv7tVSEhIekOzpOzxlcIwDGw2m3W9a9cuAK5fv87169et03wheUnm2LFj79v/hg0baNy4MVu3buX06dPkzZvX7n7Hjh1p3LgxwcHBFC1alL1799rdDw8PJyEhwZp55uXlxbx585g1axaXL1/G39+f2bNnkydPHgoWLAgkJ/3c3d2tBBpA5cqVCQ0NJT4+Hg8Pjwf98mQoJcxEREREJNWmTJnCokWL7OpatWqVSdGIOFfhwoWtGR65c+emSZMmVK1aNZOjEpHUuj25lBZubm64ud2ZRklvvw/q9OnTDB48mDlz5rBixQq6d+/Oli1brAReapZkDhs27I4Tf6tXr87kyZOtzfobNGjAmDFjuHTpkrVP2saNG8mVKxe1atWye9bd3Z0SJUoAyVs2tGnTxoqrUaNGLFmyBJvNZtWdPHkSf3//LJssAyXMRERERCSV5s+fzxtvvGFXlzt37kyKRsT5du/ebW32f+rUKSIjI7PFCW8iknMkJSURFBREYGAgvXr1olWrVlSvXp2JEyfy5ptvAqlbklm0aNG7bvRfqlQpypYtC0BgYCBVqlQhKCiI8ePHc/36dYYOHUqfPn3w9fUFkhNf+/bto169eoSHhzNp0iSOHj3KggULrD5feeUVpk6dyuuvv87AgQM5deoUY8eO5bXXXkvvl8WpdEqmiIiIiKTKf//7X0zTxMvLy6r7z3/+k4kRiThXuXLl7PbxuXz5Mu3bt7/jpDwREWcZM2YMISEhzJ49G0hOeM2dO5fhw4dz8OBBp4zp6urKunXr8PT0pFGjRnTu3Jn27dszYcIEq01SUhITJ06kRo0atGjRgtjYWHbt2kWZMmWsNiVLlmTjxo3s37+fgIAAXnvtNV5//XWGDRvmlLgdxUjLqQ0iIv/EMAxfICIiIsJ690FERHKGGTNmMG7cOK5fv87NmzeB5D+Y/76ni0hOUqFCBf744w8g+UVkUlISderUYdOmTfj5+WVydCKSIjY2lrNnz1K2bFk8PT0zOxxxgvt9jyMjI1N+JvuZphmZnnH0V42IiIiI/CPTNNm2bRsAAwYM4PTp01ayzNPTU8kyyfG++OILq5yUlATA/v376dWrV2aFJCIiTqS/bERERETkH40bN45mzZrx9ttvA8n7OKV47LHHMisskQzTvHlzu+vatWsDsGrVKtavX58ZIYmIiBMpYSYiIiIi9/Xf//6Xd955B4CEhARu3brFv/71L+v+6tWrMys0kQx1+2baBQsWpE+fPgB2m1uLiEjOoFMyRXIAwzAGAG8C/sAxYJBpmtvv0bYnMP8ut7xM04y9S/t3gLHAZ6ZpDnJY0CIiki2cOnWKrl27YpomPj4+TJ48GcMwuHbtmtWmcOHCmRihSMaZPXs2nTp1AmDLli1cunSJGjVq0L9//0yOTEREHE0zzESyOcMwugBTgDHAY8B2YINhGKXu81gkyck16+MeybI6QF/gsKPjFhGRrO/mzZu0a9eOiIgI6tWrR7du3ShVqpTdcsxHHnkkEyMUyVgdO3a0TsvMly8fBQoU4JVXXmHr1q1ERERgmiY2my2ToxQREUfQDDOR7G8I8KVpmnP/dz3IMIyngVeAd+7xjGmaZuj9OjUMwwdYDPQBhjsqWBERyR5sNhvdu3fnt99+o1ixYqxevZqiRYty48YNChQoYLXT3k3ysMmTJw+RkZFcuXIF0zR59tlnWbduHZ999hmHDx8mb968TJgwIbPDFHnomaaZ2SGIk2TU91YzzESyMcMwPIBawMa/3doINLzPoz6GYZwzDOMvwzD+zzCMu+3WPB1YZ5rm5geMJZdhGL4pH0CeB3lORESypm3btrF69Wo8PDxYtWoVRYsWBWDjxo3WDBrDMKhQoUJmhimS4V544QWr/NVXX8G/FTEAACAASURBVNG8eXP8/Pw4evQoX375JRMnTuTrr7/OxAhFHm7u7u4AxMTEZHIk4iwp39uU77WzaIaZSPZWEHAFLv+t/jJQ9B7PnAB6AkcAX+B1YKdhGDVM0zwFYBhGV5ITcbVTEcs7wIepaC8iIlnYE088wcqVK4mJieHo0aP4+/tTsmRJli1bZrXx8/PLxAhFMsf06dOZNWsWAP3792fMmDFcuHABb29vihQpwkcffUTfvn2pVKkSdevWzeRoRR4+rq6u5M2blytXrgCQO3duaym1ZG+maRITE8OVK1fImzcvrq6uTh3P0DRFkezLMIxiwAWgoWmau2+rfw8IMk2z0gP04QL8AvxkmuZrhmGUBA4AgaZpHvpfm2Dg4P02/TcMIxeQ67aqPMBfERER+Pr6pv6TExGRLOH333+nUqVKuLu789tvv9ntWbZkyRK72TYiD4siRYpYL8br1avHnj17gOSlzM899xxr1qzB39+fAwcOUKxYscwMVeShZJomoaGh3LhxI7NDESfImzcvRYsWvWsiNDIyMuUNPT/TNCPTM45mmIlkb2FAEnfOJivMnbPO7so0TZthGPuBlDU1tf73/M+3/QByBZoYhvEfIJdpmkl36ScOiEu51rs4IiLZz40bN3jllVcYP348JUqUACA2NpYnn3wSHx8f9u7da9deyTJ5WA0bNowhQ4YA8P7771v1586dY/r06fzxxx8cO3aMDh06sG3bNjw9PTMrVJGHkmEY+Pv7U7hwYRISEjI7HHEgd3d3p88sS6EZZiLZnGEYe4GfTdMccFvdcWCNaZr32vT/9ucNYB9wxDTNfxuGkQco/bdm80leyvmpaZpHHzAuXyBCM8xERLKHpKQk2rZty4YNG6hbty579uyxe/MjNjaWTp06sW7dOgC8vb2JiorKrHBFMpXNZrNesD366KP8/vvvDBw4kOnTp/P555/TqlUr6taty/Xr1+nZsyfz58/P5IhFRB4Ojpxhpk3/RbK/SUBvwzD+bRhGZcMwJgOlgJkAhmF8bRjGxymNDcP40DCMpw3DKGcYRk3gS6BmSnvTNG+apnn09g8gGrj2oMkyERHJfj744AM2bNiAl5cXX3zxxR0zhWNjY61kGcDIkSMzOkSRLMPFxcX6P3Ly5EkgOXFmmiYnTpygfPnyrFixgoIFC9K1a9fMDFVERNJISzJFsjnTNJcbhlEA+ADwB44Cz5imee5/TUoBttseyQvMJnkZZwTwK9DENM19GRe1iIhkJd988w1jx44FYO7cuTz++OPcunWLpUuX0q1bNzw9PVmzZo3dM2+88UZmhCqSZVSsWJETJ04A8NRTTzFmzBhOnz5NuXLlrLqzZ8/i4+OTmWGKiEgaaUmmiDiFlmSKiGQPhw8fpkGDBsTExDB06FDGjx8PwKxZs+jfv7+1ofnTTz/Nxo0bgeQTx6KjozMzbJFMl3IgRor33nuPjz766J7tT58+jc1mo0KFCvdsIyIi6aMlmSIiIiKSbteuXaN9+/bExMTQokULPv7YWsGPt7c3JUuWpFu3bly7ds1KlgHMmzcvM8IVyVIqVqxod7106VJSJiPExMQQExNj3duzZw916tShbdu2REREZGicIiKSNkqYiYiIiDykoqOjyZMnD+XKlWPZsmW4uf3/3TpeeuklTp8+Tb9+/YiLiyN//vxA8ulUnTt3zqyQRbKUQoUKWeUzZ86wf/9+Jk6cSLFixfjyyy+te2XLlsXHx4fff/+dbt26kZR0x4HjIiKSxShhJiIiIvKQKlWqFLt27WLjxo1WQux27u7u5MqVi2LFilmzYsqWLXvHgQAiD6sZM2bYXS9btgxPT08iIiL44YcfrPoiRYqwevVqvLy8WL9+Pe+++25GhyoiIqmkhJmIiIjIQ+by5ctW2dvbm/Lly1vXx44dY8eOHdy+z+3vv/9uzYh5/PHHMy5QkSyuU6dOdtfLly/nhRdeYOPGjaxdu9bu3uOPP878+fMBGDduHIsXL86wOEVEJPWUMBMRERF5iPzyyy+UK1eOsWPHcrfDn0aMGEHjxo0ZPXo0AD/99BNt27a17n/11VcZFapItpAvXz6rfPHiRQ4fPkyLFi1wcbnzpVaXLl145513AOjduzcHDhzIsDhFRCR1lDATEREReUhcuXLF2uR/165d2Gw2u/umaVKoUCE8PT3p0KEDAIMGDeLUqVMA5MmTh1y5cmV43CJZ2Zw5c+yuly1bZpVN0yQxMdHu/kcffUSbNm2IjY3lk08+yZAYRUQk9ZQwExEREXkIJCQk8Pzzz3P+/HkeffRRFi1ahKurq10bwzCYMWMGly5donr16sTFxVGgQAHrfp8+fTI6bJEsr2PHjnbXK1euJCEhgRUrVlCtWjWmT59ud9/FxYXFixczfPhwLcsUEcnCjLtNxRcRSS/DMHyBiIiICHx9fTM7HBGRh97AgQOZNm0aefLkYe/evVSuXPmBnitRogQXLlwAkk/VzJ07tzPDFMmWPD09iYuLs67XrVtHSEgIr776KrVr12b//v2ZGJ2IyMMjMjISPz8/AD/TNCPT05dmmImIiIjkcPPmzWPatGkALF68+K7Jsh9//NFKjKVISEiw6lxcXJQsE7mH3r17210vW7aMl156iWnTprF58+b7PpuUlMSwYcOYPHmyM0MUEZFU0gwzEXEKzTATEckazp49S6VKlYiPj2fUqFG8//77d7SJi4ujTJkyXLt2jR9//JFGjRqxY8cONm/ezMiRIwEoU6YMZ8+ezejwRbINwzCsso+PD1euXMHLy+sfn1u1ahXPPfccLi4ubNiwgcDAQGeGKSKSo2mGmYiIiIg8kLJlyzJ16lS6dOnCe++9d9c2V65c4dFHH6Vw4cLUqVMHgLfeestKlgH88MMPGRKvSHZVunRpq5yQkMDBgwcf6Ln27dvTs2dPbDYbXbp0sQ7ZEBGRzKUZZiLiFJphJiKStZimaTcD5m7CwsIoWLAgR48epXr16la9YRh3nKgpIvbmz5/Pv//9bwBGjx7N8OHDAdi1axfjx4/nySefZODAgXd9Ni4ujmbNmrFnzx4qV67M7t27U2ZIiIhIKmiGmYiIiIjck2maTJ06lWvXrll1/5QsAyhYsCAAc+bMsauvW7euYwMUyYF69epllT/99FOrfOTIEVavXs2MGTO412SFXLly8d1331G8eHF+++03XnzxRZKSkpwes4iI3JsSZiIiIiI5zKxZs3jttdeoX78+t27dum/b9evX253ud+vWLRYuXGjXZvHixU6JUySncXd3ByAqKoqEhARiYmLo1q0bQ4YM4dtvv71v4trf35/Vq1fj6enJunXrrBlqIiKSOZQwExEREclBtm/fbi376t279303HT948CCtW7fmkUcesRJr3377LeHh4Xbtypcv77yARXKQAQMGWOWyZcvSqVMn8uTJw8SJE6lSpco/Pl+7dm2+/PJLvLy8CAgIcGaoIiLyD7SHmYg4hfYwExHJeH/99Re1atXiypUrdOnShaVLl953Rsv69evp27cvjRs3ZunSpQA0bdqUn376yWqTL18+rl+/7vTYRXKCpKQk3NzcrGsvLy+uXLmCj49Pqvq5ePEixYoVc3R4IiI5niP3MFPCTEScQgkzEZGMdevWLZo0acKBAweoUaMGO3fuxNvb+x+fi4+PJzIykoIFC3LixAkqV65sd/+nn36icePGzgpbJMcJCAjgyJEjQHISu3jx4gCcOXOGmTNnUqFCBfr06fPA/V26dAnDMChatKhT4hURyUm06b+IiIiIWEzTpH///hw4cIACBQqwevXqB0qWAXh4eFib/c+dO/eO+0qWiaTO7Sdhrl271ipv3ryZ8ePHM2HChHtu/v93v/zyC7Vr1+a5556z22tQREScTwkzERERkWwuLCyM7du34+rqyvLlyylTpsx920dGRrJr1y67uri4OBYsWGBX5+/v7+hQRXK8oKAgqzx69GggOan9wgsv0KFDB8aNG/fACTMfHx9iYmLYvXs3AwYMeODnREQk/ZQwExEREcnmChUqxP79+1mxYgVPPfXUP7afO3cujRo1okePHlbd6tWrCQsLw9XV1aqbNm2aU+IVyck8PT1xcUl+mXXp0iUaNWrElClTyJMnD9999x3t2rWz7v+TRx99lOXLl+Pi4sK8efOYOnWqM0MXEZHbKGEmIiIikk0lJSVZ5QIFCvDcc8890HPXr1/Hw8ODJk2aWHVz5sy5o88H7U9E7NWpU8cq79q1yzpUIy0CAwMZP348AEOGDGHz5s3pjk9ERP6ZNv0XEafQpv8iIs4VExPDE088Qe/evVO1gXiK0NBQ8ubNi6enJxcuXKBkyZJ2y72CgoL4+uuvHRmyyEMjIiKCvHnz2tWdOnWKRx55hKioKJYtW0bu3Lnp1q3bA/VnmiY9e/bk66+/Jl++fOzbt49HHnnEGaGLiGRr2vRfRERE5CFmmiYvv/wy+/btY/jw4YSHh6e6j6JFi+Lp6QlA8eLFOX78uN2smJQZLSKSen5+fhiGYVe3bNkyAJYvX06fPn348MMPH3hPMsMwmDVrFvXq1SM8PJxhw4Y5PGYREbGnhJmIiIhINjNhwgSWLVuGm5sbK1euJF++fA/03KlTp7h06dJd71WqVImzZ88C4O3tTZEiRRwWr8jDqEKFCnbXKQmzLl26UKtWLfr27UtCQsID9+fp6cmqVavo3bs38+bNc2isIiJyJy3JFBGn0JJMERHn+OGHH3jmmWew2WzMmDGDV1555YGfbdOmDZs2bWLu3LnWSX42m83agDxlRoy/vz8XL150fPAiD5FLly5RrFgxu7rDhw9TvXr1TIpIRCTnc+SSTDfHhCQiIiIizvbHH3/QtWtXbDYbffr0oX///g/8bGxsLBERESQkJNCgQQOrvkOHDnh4eNi9uTFmzBiHxi3yMPL398fFxQWbzWbVLV261GEJM9M0mTRpEiVKlKBLly4O6VNERP4/zTATEafQDDMREceKjo6mXr16HDt2jAYNGvDjjz+SK1euVPdz8uRJHn30UQAuXrxIiRIlME3TemHv4uJid1KmiKTds88+y/fff29dly1bltOnT2MYBqZp8tNPP3Hz5k3atGmT6r6XLVvGCy+8gJeXFzt27ODxxx93ZOgiItmSNv0XEREReciknKhXokQJvv322zQlywArWQZQrFgxfv31VwYOHGjNgmnatKlD4hURWLhwod312bNn2bdvH5C8+X+zZs0YNGiQ3Sy0B/X888/TsmVLbt26Rfv27bl8+bJDYhYRkWRKmImIiIhkA4Zh8O6773L8+HH8/f1T9ezBgweJj4+/670aNWqwfft261qnY4o4zt1Oy1y6dCkAbdu2pXjx4jz11FNER0enum9XV1eWLl1KxYoVOX/+PB07diQuLs4hcYuIiJZkioiTaEmmiIhj7Nu3j6pVq+Lt7Z2m56OjoylVqhSenp4EBwdbJ/eZpolhGNy6dYvcuXNb7fW3oYhjVapUid9//926LlKkCH/++SceHh4kJibi5pa+baV///136tWrR0REBL1792b27Nl3JOlERB4WWpIpIiIi8hA4ceIEzZs3p2HDhoSGhqapj99//51cuXLh5eVFuXLlrPquXbvSo0cPPv/8c6suT5486Y5ZROylLMEEcHd35/Lly6xcuRIg3ckygIoVK7J06VIMw2Du3LlMnz493X2KiIhOyRQRERHJkiIiImjXrh03b94kb968FChQIE39PP7444SEhHD27FlcXV0B+Ouvv1i5ciU2m438+fNbbWfMmOGQ2EXk//P19SVfvnyEh4djmiZ58uThxo0bdm3Onz9PSEgIjRs3TtMYrVq1Yty4cQwbNgwXF82JEBFxBP00FREREclibDYbL774IidPnqRkyZJ88803uLu7p7k/Dw8PKlasaF3Pnz8fm81G/fr1uX79ulX/0ksvpStuEbm73r17A5CYmMizzz7LgAEDrHubNm2iTJky9OjRI02b/6d44403OHjwoF3fIiKSdkqYiYiIiGQxH3zwAevWrcPT05NVq1ZRuHDhNPVz+PDhO+qSkpL48ssvAejVq5dVf/vpmSLiWKNGjbLKy5YtIyEhwbpu1KgRvr6+lC5dmqtXr6Z5DMMwqFatmnV948YNbt68meb+REQedkqYiYiIiGQhK1euZMyYMQDMmTOHWrVqpamfXbt2UaNGDZo3b243a2XTpk2cO3eOvHnzsmHDBqt+zpw56QtcRO7J09PTWhKdlJTExo0b2bp1K3/99Re5c+fmjz/+4Mcff6RIkSIOGS/lIICgoKB0zVoTEXmYKWEmIiIikkUkJCQwbNgwAIYMGZKuJZIHDx7E3d2dMmXK2O1plJIY6969O2vXrrXqmzRpkuaxROSf9ejRwyr379+fp556yjp0I617FN5LeHg4ISEhrFmzhhEjRji0bxGRh4USZiIiIiJZhLu7O8HBwQwaNIhPP/00XX0NGDCAkJAQuxfLoaGhVpLMMAxr5km+fPnSNZaI/LMvvvgCwzAAuHTpEl5eXnfsTRgbG8vx48fTPVb9+vWZPXs2AKNHj+abb75Jd58iIg8bJcxEREREspASJUowefJk3NzSf5h5sWLFKFGihHX91VdfkZiYSL169Zg+fbpVv2bNmnSPJSL35+HhQcOGDYHkZZmff/65tfwa4MCBAxQvXpzWrVs7ZBlljx49GDJkCAA9e/bk4MGD6e5TRORhooSZiIiISCYbMWIE3333nUP6ioiI4PLly3fU22w25s6dC0CDBg1ITEy07jVu3NghY4vI/XXt2tUq/z1RXbVqVWw2G0lJSYSEhDhkvE8//ZTAwEBiYmJo164dV65ccUi/IiIPAyXMRERERDLR0qVLGTlyJJ06deLYsWPp7m/q1KmULl2aTz75xK4+ODiY06dP4+vry5kzZ6x6nY4pknF69+5tlXfu3AnA7t27OXDgAF5eXuzcuZOzZ89Srlw5h4zn5ubGsmXLqFChAn/++SeDBw92SL8iIg8DJcxEREREMsmvv/7Kyy+/DMCwYcOoWrVquvs8cOAAcXFxlCpVyq4+ZT+jjh078v3331v1K1euTPeYIvJgPD09rX3LwsPDmThxIg0bNuTdd98FoEqVKtZpmo6SL18+1qxZQ5s2bZg8ebJD+xYRycmUMBMRERHJBFevXqV9+/bcunWLVq1aMXr0aIf0u3r1anbt2sXzzz9v1YWFhbFq1SogeY800zQBcHV1pXr16g4ZV0QeTJcuXayyn58fLi4ubNq0yW6GqWmaDl0+WblyZb7//nsKFy7ssD5FRHI6JcxEREREMlhCQgKdO3fmzz//pEKFCixZssShs0oaNGhgd/retWvXaNKkCXXq1GHdunVWfcqsMxHJOPPnz7fKffv25emnnwbgs88+A+DUqVM8/vjj1KlTh6SkJKfEsGDBArZt2+aUvkVEcgolzEREREQy2NChQwkODiZPnjysWbOGvHnzprvPCxcukJCQcNd7FStWZNOmTWzevNmateLh4UH37t3TPa6IpI6bmxuenp5A8kyysmXLArBw4ULCwsIoUaIE586d4/Llyxw9etTh4y9ZsoSePXvSqVMnhx0uICKSEylhJiIiIpKBTNO0ZpMtXLiQypUrO6TfoKAgypUrR3Bw8D3b+Pr6cunSJQDKlSuHm5ubQ8YWkdTp06ePVV66dCm1atUiNjaW2bNn4+XlxapVq7hw4QI1atRw+NgdOnSgdu3ahIWF0a5dO6Kiohw+hohITqCEmYiIiEgGMgyDSZMmcfjwYdq1a+eQPsPCwjh+/DihoaGUL1/e7t7atWutJNnRo0etJV5VqlRxyNgiknqff/65VQ4PD7f2HJw+fTrx8fE0bdqUAgUKOGXslIRckSJFOHz4MD169MBmszllLBGR7EwJMxEREZEMcO3aNeLj461rR262X7BgQUJCQti0aRMlS5a06sPDw+nSpQslS5YkODiY5s2bW/eWLFnisPFFJPWKFi1qlSMiIihatCgXL1684+Ta239uOEqJEiVYtWoVHh4efPfddw47dEREJCdRwkxERETEyeLj43n22Wdp3rw5ly9fdsoYnp6eNGvWzK4uNDSUWrVqUbVqVRYsWGCNXaZMGXLlyuWUOETkwdy++f8XX3zBK6+8AsDkyZMxTZPQ0FC6dOlClSpVnLL5f4MGDZg5cyYAI0aM4LvvvnP4GCIi2ZkSZiIiIiJO9tprr7Fr1y4OHz5MRESEQ/tOWW55N5UrV2bHjh1s2rSJ5cuXW/WTJ092aAwiknotW7bEMAwAbty4Qd26dcmVKxcHDhxg9+7d5M2bl82bN3P69Gl27NjhlBh69erF66+/DsDJkyedMoaISHalhJmIiIiIE82aNYtZs2ZhGAZLlizh0UcfdVjfN27c4NFHH6VZs2aEhYXds11wcDC3bt0CkvdQc9TeaSKSPrfvU2aaJi+++CIAU6ZMwdPTk9mzZ/Prr7/StGlTp8UwYcIEfvzxR4YNG+a0MUREsiMlzEREREScZOfOnQwcOBCAMWPG8Mwzzzi8/9jYWMLCwu7YIHzjxo1cu3YNgAULFlj1vr6+1qwWEclc33zzjVUeMmSINdvr22+/5dy5c3Ts2JGaNWs6NQY3Nze75dwhISEcOXLEqWOKiGQHSpiJiIiIOMFff/1Fx44dSUhI4Pnnn3fK7I3WrVtz9uxZ5s2bZ5cEi4yMpEOHDhQrVoxdu3axfv16694777zj8DhEJG2aNWuGq6srkJyoCggI4Mknn8Rms7Fp0ya7tqdPnyY2Ntap8cTExNChQwfq16/PihUrnDqWiEhWp4SZiIiIiBP06tWLy5cvU716debPn++0WV0lSpSgbt26dnVLliwhJiaG8uXLs2fPHrt7b7/9tlPiEJG0SVmGGRsby9ixY5k0aRInTpygd+/eVpulS5dSo0YNpye84+LiKFSoEDExMXTp0oW33nqLxMREp44pIpJVKWEmIiIi4gRTp06lYcOGrF69Gm9vb4f2bZqmtdzybubMmQNAnz59WLJkiVVfrVo1h8YhIuk3ffp0q/zee+9RrFgxKlasaNfG19eX6OhoDh8+TEJCgtNiyZcvHxs2bLAS6+PHj6dly5b33SNRRCSnUsJMRERExAkqVarEjh07KFeunMP73rJlCyVKlOCNN964497PP//ML7/8goeHB927d8fHx8e6t3btWofHIiLp4+Pjg6enp3U9c+ZMq3zhwgVsNhutW7dm48aNbNq0CXd3d6fG4+rqyieffMLy5cvJnTs3W7ZsoXbt2vz6669OHVdEJKtRwkxERETEQbZt28bWrVuta2ctw/y///s/YmNj7zrTJGV2WceOHSlQoADbtm0DwMXFhbJlyzolHhFJn/bt21vlSZMmkZSURL9+/ShdujQ//PADAC1atMDFJeNevnXu3Jk9e/ZQvnx5zp07x+uvv45pmhk2vohIZlPCTERERMQBzp07R6dOnQgMDLRe4DrL5MmT2bZtG0OHDrWrj4qKspZg9u7dm88//9y6FxAQ4NSYRCTtFi5caJVv3LjBf//7X3x8fEhKSiI4ONiurc1mY8KECXz99ddOj6t69ers37+fl156iUWLFumEXZH/x959h0dRfQ0c/06y6Z1IQLoQekARULqGIgLSUar0IjXUgCJV4acixSABRKpKU0KAIAoGBJHeIfQiLUAIpPfszvtHzLxZk0ACSTYJ5/M8+7Bz586dswvszp65RbxQFLlLIITIDYqiOAIRERERODo6mjocIYTIVbGxsTRq1IiTJ0/y+uuvs3//fmxsbPI8juXLlzNw4EDc3d3x8fGhdevW2r7o6Ogcn0tNCJFz2rdvrw2bbt26NcuWLePhw4e8+uqrRvV+/PFHPvzwQ+zt7bl48SIlS5bM81hXrVpF69atcXNzy/NzCyHEk0RGRuLk5ATgpKpq5PO0JT3MhBBCCCGeg6qqDBo0iJMnT1K0aFE2b96ca8mymJiYJ65Yl3ay/7Q9VqysrCRZJkQ+9/XXX2vPf/31VxISEtIlywC6d+9Oq1atmDdvHiVKlMjLEAHYsmUL/fr1o3bt2hw9ejTPzy+EEHlFEmZCCCGEEM9h7ty5rF27Fp1Oxy+//EKZMmVy7VyzZs2iQoUK/PLLL+n2nTlzhsOHD6PT6ejYsSMbN27U9k2aNCnXYhJC5IyKFStiaWmpbd+5c0d7HhISQkREBJAyKf/27dsZNGiQSYZIVqpUicqVK3Pnzh0aN27MihUr8jwGIYTIC5IwE0IIIYR4Rjt37mTixIkALFiwgCZNmuTauQwGA35+fty6dQudTpduf2rvsg4dOrBv3z70er22b/r06bkWlxAi55QrV057npiYCMDs2bMpXbo0vr6+2r60ibKkpCRu3LiRZzFWrVqVI0eO0L59exISEhgwYADDhg3T4hVCiMJCEmZCCCGEEM9o27ZtGAwG+vfvz7Bhw3L1XGZmZpw8eZIffviBtm3bGu2Li4vjxx9/BFKGY6b9Ye3q6pqrcQkhcs6vv/6qPe/duzcApUuXJjExkW+//Tbdyrg3b96kQYMGtGjRgujo6DyL09HRET8/P2bOnImiKCxevBhPT0/u3buXZzEIIURuk4SZEEIIIcQz8vHx4YcffmDRokV5MjTKxsaGXr16YW5ublS+efNmwsPDKVeuHBUqVODEiRPavrRDM4UQ+VuFChW0/9/BwcFs3bqVDz74gOLFixMcHJxuOLaTkxMPHjzg8ePHnD9/Pk9jNTMzY8qUKWzbtg0nJycOHDjAnj178jQGIYTITbJKphCFgKIow4AJwMtAEDBaVdW/MqnbF1iZwS4bVVXj/63zMdAJqALEAQeAiaqqXspGTLJKphCiUFJVFVVVMTPLu/uOMTExT5y0PykpiYCAAJKSkjh69Kg2eXjLli357bff8ipMIUQO6NGjB+vWrdO2T548ybZt25g6GeV0mwAAIABJREFUdSp169bl8OHDRgn648ePU7x4cZOslpnqypUr+Pv7M2HCBJPFIIQQIKtkCiHSUBSlK7AAmAXUAv4CdiiK8qRZpyNJSa5pj9Rk2b/eAhYB9YAWgA7YqSiKLLEmhHjhzZ49m44dOxIZ+VzXYFmmqipNmzalWbNmXLqU8X0LCwsLOnbsyAcffED58uW18uHDh+dJjEKInJN2hVuAxYsXM2TIEKysrDh69CiHDh0y2l+7dm2TJssgZcGCtMmykJAQJk6cSHx8/BOOEkKI/E16mAlRwCmKchg4oarq0DRlFwB/VVU/zqB+X2CBqqrO2ThHUSAEeEtV1X1ZPEZ6mAkhCp2AgADatWuHqqqsXbuW7t275/o5L126RPXq1bGwsODmzZu4ubk9sX6xYsUICQkBQK/X52lPOCFEzrCxsdGSTZaWloSEhDB27FhWrFjBBx98wIYNGzI87vjx46xYsYKFCxea7P++qqo0b96c3bt388Ybb7Bp0yZKlSplkliEEC8e6WEmhABAURRLoDaw8z+7dgINnnCovaIoNxVFuaMoSoCiKLWeciqnf/98/IyhCiFEgXfp0iV69uyJqqoMHTo0T5JlAJUrV+b69eusWbMmXbIsISGB2rVrM2PGDGJjY/nnn3+0ZJmNjY0ky4QooJYvX649T0xM5IcffsDLywuATZs2cevWrXTHRERE0LRpU3x9fbVVc01BURS8vb1xcXHhyJEj1K5dm337snS/VQgh8hW5ihKiYHsJMAce/Kf8AVA8k2MuAn2BdkB3IB74W1GUihlVVlImyZgH7FdV9VxmgSiKYqUoimPqA3DIzgsRQoj8LCIigvbt2xMZGUmjRo1YsGBBnp6/TJkyvP/+++nK/f39OXHiBN9//z07d+6kcePG2j4fH5+8DFEIkYN69OhhtLiHr68vNWrUoGnTpuj1ehYtWpTuGCcnJ2bPnk2nTp3o0qVLXoabTsuWLTl27Bg1a9YkJCSEZs2asXDhQmR0kxCiIJEhmUIUYIqilADuAg1UVT2Ypnwy8KGqqlWy0IYZcALYp6rqqAz2LwLaAI1UVb3zhHamA9P+Wy5DMoUQBZ3BYKBDhw5s27aNkiVLcvz4cYoVK5Yn546Pj8fa2vqJ+/38/EhOTsbX15fDhw8D4OzsTFhYWJ7EKITIHe+//77Rqph79uwhKiqKdu3a4ezszJ07d9ItBpL62y4vVu3NipiYGAYNGqQtYtC7d2+WLFmCjY2NiSMTQhRWMiRTCJEqFNCTvjeZG+l7nWVIVVUDcBRI18NMUZSFpPRE83xSsuxf/yNl6GbqQyarEEIUCjNnzmTbtm1YWVmxefPmPEuWPXz4kJIlSzJs2LBMJ862tramR48euLu7a8kygP79++dJjEKI3LN27Vqj7b/++os2bdpQoUIFwsPDWbNmTbpjFEUxSpbduHEj1+N8Ejs7O3766SfmzZuHubk5Bw8eJCEhwaQxCSFEVknCTIgCTFXVROA4KStZptUCOJCVNv4dcvkacC9tmaIo3wKdgKaqqj71aktV1QRVVSNTH0BUFl+GEELka61bt6ZkyZJ899131K1bN8/Ou3HjRh4/fsyxY8ewsrJ6Yt158+YZbc+ePTs3QxNC5AELCwssLS21bU9PT8zMzLS5zL755hsMBkOGx6qqyqRJk6hYsSK7d+/Ok3gzoygKY8aMYdeuXfj7++PsnOV1p4QQwqQkYSZEwTcPGKgoSn9FUaoqijIfKAMsAVAUZY2iKP9LrawoyjRFUVoqilJeUZTXgOWkJMyWpGlzEdAL6AFEKYpS/N+H9J8XQrxw3njjDS5cuEDv3r3z9LzDhg1j9+7dfP311+mGV4WFhVG/fn2+/PJLgoKC2LRpk7bPwsLiqQk2IUTBkDYZPmDAAAD69u2Lo6Mjly5d4o8//sjwOEVRCA8PR6/XExgYmCexPo2npyfVqlXTthctWsTcuXNlXjMhRL6lM3UAQojno6rqBkVRXIGpwMvAOaC1qqo3/61SBkh7+9EZ+I6UYZwRwEmgiaqqR9LUGfrvn3/+53T9gFU5Gb8QQuQ3YWFhfPLJJ3h4eDB8+HAAHBzyfh0TRVHw9PTMcN8nn3zCoUOHiIiI4Pbt20b7Pv7447wITwiRB4YPH87o0aNJTk7m3r173Lt3j6JFi/LVV19RrFgxmjVrlumxc+fOpW3btrRp0yYPI86aCxcu4OXlhV6v59ixY3z//ffp5mMTQghTk0n/hRC54t+VMiNk0n8hREFhMBhYs2YN3t7ePHz4ECcnJ27dupXnn2EGgwGDwYBOl/F9zSNHjlCvXj1UVWXbtm107dqV2NhYICXJltkQLSFEwTRq1CgWLlyobfv5+dGxY0cTRvT8VFXF19dXSwbWqFGDzZs3U6FCBVOHJoQo4GTSfyGEEEKIHHT27Fneeust+vXrx8OHD6lWrRr+/v4mSfgHBARQsWJFli9fnm6fXq/no48+QlVVPvzwQ958801atWql7W/fvn1ehiqEyANz58412vb19TXazkoHiJiYGEaNGsU///yTk6E9M0VRGD58OLt378bNzY2zZ89Sp04dfvvtN1OHJoQQGkmYCSGEEOKFFRUVxdixY6lVqxb79+/H1taWr776ilOnTvH222+bJKbvv/+ef/75hytXrqTb5+vry8mTJ3F2dmbOnDkULVqUnTt3avvXrVuXl6EKIfKAhYWF0UT5f/zxB5cvXyYpKYnPPvsMd3d3Hj169MQ2hg4dysKFC+nTp0++mjOscePGnDhxgjfffJPw8HBat27Nl19+aeqwhBACkISZEEIIIV5gN27cwMfHB71eT+fOnbl48SITJkzAwsLCZDGtX7+exYsXM3LkSKPye/fu8emnnwIpq2AWK1aMW7duERWVsiixra0t1tbWeR6vECL3+fj4GG0vWbIEnU6Hv78/169fZ/Xq1U88fsaMGVSrVo1p06alW0TE1EqWLMnevXsZNGgQqqpmOhxdCCHymsxhJoTIFTKHmRAivwoLC8PFxUXbnjNnDjVq1ODdd981YVRP17NnT9auXUvdunU5cOAAEydOxNfXl/j4eADWrl1L9+7dTRylECK3lChRgnv37gHg7OzM3bt32bdvH2FhYXTp0uWpiX6DwYCZWf7uL7Fr1y6aN2+uJfVUVc13CT4hRP6Wk3OYScJMCJErJGEmhMhvYmNjmT17NvPnz+fw4cN4eHiYOiQjer0ec3PzDPcFBgbSvHlzzMzMOHLkCFFRUUYraMpk/0IUftu2baNdu3ba9vLly+nfv/8ztfX48WOsrKzy9cqUUVFRtGzZkk8++YT33nvP1OEIIQoImfRfCCGEECIbtm3bRvXq1Zk1axaxsbH5cq6vcePG8c4773D06FGj8oSEBIYPHw7AsGHDqF27drpJwHv06JFncQohTOO9996jWLFi2vbKlSuN9uv1+izNT7Z3715q1qzJ+PHjczzGnPT1119z8OBB2rZty8yZM+WmgBAiz0nCTAghhBCF1j///EP79u1p164d//zzD6VLl8bPz4/PP//c1KEZiYuLY9WqVezatYvw8HCjfV9//TWXLl2iWLFifPbZZ1y6dImAgACjOmvWrMnLcIUQJqAoitHk/2mHkS9cuJDy5ctz6NChp7aTnJzM3bt32bNnjzYHYn40efJk7WbBtGnT6NixIxERESaOSgjxIpEhmUKIXCFDMoUQuSU+Pp6kpKSn1lu0aBEzZ84kLi4OnU7HyJEj8fb2zrdDkG7evMnPP//MuHHjtDl77t69S61atYiPj+enn36iR48efPTRRyxdulQ7rlSpUty+fdtUYQsh8tDly5epXLkyADqdjvj4eMzNzenfvz8rV66ka9eurF+//qntbNq0iXfffTfffh6mtWrVKj766CMSEhKoVKkS/v7+VK1a1dRhCSHyKZnDTAiR70nCTAiRG+Lj49m3bx+xsbFPrbt161ZWrlyJh4cHgwcPpnTp0nkQYc66du0ac+fOpWrVqvzxxx+EhoZSunRpEhIStDpXr16lQoUKJoxSCJGXbG1tiYuLA1KGbJubm3Pu3Dlee+01zM3NuXHjRoH8vHuSY8eO0alTJ27fvo29vT1btmyhadOmpg5LCJEP5WTCTNbsFUIIIUSBkZSURGxsLDqdLt2KcI8ePSIsLAx3d3cAunTpQunSpalfv36+XWUtPDyckydPGk3gnyopKYkKFSpw7NgxDAYDiqKwZMkSo2RZy5YtJVkmxAtmwYIFDBkyBICiRYsydepUxo0bh6enJ3v27GHRokV88cUXWW5v8+bNRERE0Ldv31yK+PnVqVOHY8eO8cEHH3DlyhWqVatm6pCEEC8A6WEmhMgV0sNMCJEboqKiCAwMxMbGBisrKyBloms/Pz9WrVpFkSJFWL58OZaWliaO9Omio6MZNmwYt2/fZvLkyTRv3txof0JCAnFxcTRr1gwHBwcgZa6ykSNHEhkZiZmZGcHBwUaTgAshXgxmZmbaBP8lSpTg6tWr7Nq1i/bt2+Pi4sLt27ezNNxy165dvPPOO1hbW3P69GkqVaqU26E/l6SkJG7evKndGIGUnsfW1tYmjEoIkZ/IKplCCCGEEMDZs2cZPHgwvr6+xMbG4ujoWGAmhbazs+PNN9/Ezc2NKlWqGO376aef2LlzZ7oV73r37k1kZMq1n4eHhyTLhHhBtWjRQnseHBzMokWLaNOmDRUqVCAsLIwffvghS+00a9aMd999l9GjR1OuXLlcijbnWFhYGCXL1q1bh4eHB2fPnjVhVEKIwkp6mAkhcoX0MBNC5IbUHmYJCQmsWrWK3377DQBHR0cGDx5Mq1atMDMrOPcDVVUlIiLCaOW7mzdvMmDAAPR6PZ9//jmjRo3SephNmTJFW+FzwYIFeHl5mSRuIYTppR1q7ujoyM2bN1mzZg1eXl5UqVKFoKCgLH0e6vV6zM3NczPUXKHX63n11VcJCgrC1taWlStX8sEHH5g6LCGEiUkPMyGEEEK8sEJCQhg4cKCWLGvTpg1r1qyhTZs2+T5ZdvnyZZYsWaL1HFMUxShZBlCyZEkGDhxI06ZNqV69OgD79+/ns88+05JlgCTLhHjBNWvWTHseGRnJ119/Tb9+/XB0dOTixYvs3LkzS+2kTZapqsr9+/dzPNbcYG5uzt69e2nevDmxsbF07doVb29vkpOTTR2aEKKQyN9XlUIIIYQQ/1G0aFGqVKmCu7s73377LePHj0+9k5ivRUdHM2HCBDZs2MCmTZsyrafT6ejWrRve3t5a2cyZM5k6daq23atXr1yNVQiR/23fvt1oe/78+cTExDBgwAAgpRdqdoSFhdGlSxfefPNNwsPDcyzO3OTq6spvv/3GxIkTAZgzZw6tWrXi0aNHJo5MCFEYSMJMCCGEEPlaWFgY48eP134AKYqCt7c3S5Ys0XpgFQT29vYMHTqUmjVr0qpVq3T74+LiSEpKSld+7tw5du3apW1bWFiwevXqXI1VCJH/WVlZGX0GxsbGsnr1akaOHImZmRm///47p0+fznJ7Op2O06dPc+/ePfbv358bIecKc3NzvvjiCzZs2ICdnR1//PEHderU0eZ7FEKIZyUJMyGEEELkS6qqsmbNGipXrszcuXP5+OOPtX2Ojo4FZs6dtPPFvvvuu8ybNy/D1et8fX0ZOHAgQUFBRuWLFi0y2n7//ffz/dBTIUTe8Pf3156bmZkxdOhQXnnlFTp37gzAhx9+SFxcXJbacnBwYP369Rw6dIj33nsvV+LNTR988AGHDh2iQoUKdOvWTebQFUI8N7naEkIIIUS+c+7cOd566y369OnDw4cPqVq1Kt27dzd1WNm2e/duxo8fT3x8vFaWUaLv/PnzbN++nVu3bqHX67Xyx48fs2HDBqO6y5cvz72AhRAFiru7O5aWlgAYDAbmzp0LgI+PD8WKFePs2bN8++23WW6vTp06vP7667kSa17w8PDg+PHjRvM9Pnr0KMPeu0II8TSSMBNCCCFEvhEVFcX48eN57bXX+Ouvv7C1teWLL77g1KlTeHp6mjq8bImOjmbBggWcOHGCrVu3ZlpPr9czf/58VFWlZcuW1KxZU9vn7+9vNIG1s7Mz1tbWuRq3EKJgOXbsmPZ827ZtREZGkpSUxE8//cTkyZMZM2bMM7V7584dJk6caJTELwicnJy0GxMJCQm0adOGFi1aEBISYuLIhBAFjc7UAQghhBBCpJo5c6bWQ6Jjx44sWLCAMmXKmDiqZ2Nvb8+sWbPYt28fXbp0ybSev78/V69excHBgY8++kgrv3HjBgEBAUZ1T5w4kWvxCiEKpho1alCpUiUuX77MqVOnKFeuHPXr12f79u1GK2lmR2JiIg0aNOD27du89NJLTJgwIYejzhvnzp0jKCiI6OhoateujZ+fH3Xr1jV1WEKIAkJ6mAkhhBDCpNLO8TVp0iTefPNNtm/fjp+fX4FLlqmqSlRUlLZdo0YNhg8fnumcY6GhoaxYsQKAgQMH4uzsrO2zsrLilVde0bbd3d2NtoUQIpWfnx+Q8hkUFhbGr7/+yr59+7T9CQkJfPnll0bDw5/E0tKS6dOnU6dOHdq3b58rMeeF2rVrc+TIESpXrsydO3do3LgxK1euNHVYQogCQhJmQgghhDCJuLg4pkyZQocOHbSkmaurKwcPHqR169Ymji77VFVl2bJlDBkyhIcPH2bpmMWLFxMbG0uVKlXSTbJdokQJgoODte2dO3fmaLxCiMKjevXq6YZrf/zxx9pna6dOnZg0aVK2hmf269ePgwcPUqlSpRyNNa9VrVqVw4cP065dOxISEujfvz/Dhw8nMTHR1KEJIfI5SZgJIYQQIs8FBARQvXp1Pv/8c7Zu3crevXu1fYqimDCyZxcTE8O+ffu4d++e0ZxCmTl27Bi7d+/GzMyMsWPHar3QUn/g7tmzR+sN4uTkJL3LhBBP5OPjY7R94MABbVj3qFGjeOmll7J1M0JRFHS6/5/BJzQ0NGcCNQEnJyc2b97MzJkzURQFX19fhg8fbuqwhBD5nJJ2GIQQQuQURVEcgYiIiAhZ1lsIobl58yZeXl5s2bIFgFKlSrFgwQI6deqUpURZVFQUgYGB2NjYYGVlldvhZtv9+/c5ffo0LVu2fGK9xMREBgwYwJ07d+jUqRMjR47U9s2fP5/Hjx+zf/9+rezgwYPUq1cv1+IWQhQO1atX5/z589q2h4cHp06dwtzcnKioKBwcHJ6p3WXLljFmzBg2btxYIHsAp7V9+3ZGjBjBH3/8QYUKFUwdjhAih0VGRuLk5ATgpKpq5PO0JT3MhBBCCJHrEhMT+d///kfVqlXZsmULOp2OCRMmcOHCBTp37lxge5UlJSVx9epVbbt48eJPTZYBrF+/njt37uDq6kr//v218vPnz7N161ajZJmTk5Mky4QQWZJ2RV5ra2vOnTvH2rVrAYySZXfu3CEhISHL7QYFBRETE8OPP/6Yc8GaSJs2bbh8+bJRsuz06dMmjEgIkV9JwkwIIYQQuU5VVVatWkVcXBxNmjTh1KlTfPXVV9jb25s6tGeWkJDAlClTGDVqFBcuXMjycXfv3tV+dA4bNgw7OzsA9Ho98+bNA4yHpaaduFsIIZ6kQoUKtG3bFkAb0p22xxnAr7/+Ss2aNbO18uX//vc/li1bVigSZgAWFhba899//51atWoxaNCgbCURhRCFnyTMhBBCCJEr7t+/T1JSEpCy4uPSpUtZs2YNf/75J9WrVzdxdM9PURQSExMxGAzExMRk6RhVVfHx8SEpKYnatWvj6emp7du8eTPXrl3D0tJSm8fMxcVF5i4TQmRL2rm5zMzMGDBggNH+1JU0Fy5cqK2u+TQ2NjYMHDgw0xV/C7LLly+jKArff/89b731Fnfu3DF1SEKIfKLwfeIJIYQQwqSSk5P55ptvqFSpEgsXLtTK3377bT788MMCO/zyvywtLZk1axbffPMNderUydIxBoOBatWqYWdnh5eXl/ZehIaGsnLlSq1Oqq+//jrnAxdCFGotW7bExsYGSPk8mTx5stH+Nm3aMH78eAD69+/PjRs3stW+Xq9nzpw5XL58OWcCNrGRI0eyY8cOXFxcOHz4MLVr15aevUIIQBJmQgghhMhBBw4coE6dOowePZqoqCh+/fVXCtMCQ48fP2bPnj3ato2NDZUrV87y8ebm5vTp04cNGzZQunRprdzX15fY2FjMzc1JTk4GwNXVlSJFiuRc8EKIF0baeRADAgK4fPkymzdv1spmz55NvXr1iIiIoGvXriQmJma57U8++QRvb2969eqlfV4VdO+88w7Hjh2jZs2ahISE0KxZMxYuXFiovr+EENknCTMhhBBCPLeHDx8yYMAAGjZsyOnTp3FxcWHp0qXs3Lmz0PQoi4qKYvTo0Xz22WdGSbOsSvvDK3XeMkhJwh0/fhxI6bUGaO+fEEI8i9dff52iRYsCEBsbS+XKlenbty+hoaFAyhxe69evx8XFhaNHjzJp0qQstz1y5EhKly7N0KFDMTc3z5X4TaF8+fIcOHCA7t27k5yczKhRo9i9e7epwxJCmJAkzIQQQgjxXAICAqhcuTIrVqwAUob4XLp0icGDBxeq+W7s7e2pXbs2bm5uVKxYMVvHXr9+naFDhxIUFJRuX5EiRVi9ejV16tQhLi4OAG9v7wK9IIIQwvROnDhhtB0ZGckXX3yhbZctW1YbCj5//nyjFTafpFSpUly9epV+/foVmhsiqezs7Pjpp5+YO3cuQ4YMoWnTpqYOSQhhQoXnKlYIIYQQJvHKK68QFRVFzZo1+fvvv1m+fLnWs6EwURSFkSNHsnjxYkqVKpWtY7///nsuXbrExo0bM9zv4ODAsWPHAHjppZd48803nzteIcSLrVSpUkZDvwEWLlzIrVu3tO327dszevRoAPr27cvNmzez1HZqb1iAxMTELC98UhAoisLYsWNZvHixlhAMCwuTec2EeAFJwkwIIYQQ2RIeHs6mTZu07erVq7Nnzx6OHz9OgwYNTBhZzrt8+TLLli3ThlOamZnh4uKS7Xa8vb1p27at0ep1d+/eZf/+/ezdu5fBgwdr5Z07dy50vTaEEKZx9epVo+3ExERmzJhhVPbll19St25dwsLC6Natm7a6cVZcvHiRevXqMWzYsByJNz9J/RzW6/X06NEDT09P5s2bJ/OaCfECkYSZEEIIIbJEVVV+/PFHKleuzAcffMCpU6e0fY0aNUKn05kwupwXGRnJ+PHjWbt2Lf7+/s/VlrOzM2PHjsXNzQ1IeS99fHyYMmUK//vf/7h+/ToAOp2Obt26PXfsQggBKT3B/psgW7VqFRcuXDCqs2HDBpycnDh06FC6VTWfJDQ0lNOnTxMQEMC9e/dyLO78JDk5GTc3NwwGA+PGjaNnz57ExsaaOiwhRB6QhJkQQgghniooKAhPT08+/PBDQkJCqFixIgkJCaYOK1c5OjoyaNAgXn31Vd55551nauPq1asZ9kbYt28fR44cwdzc3GjSbB8fn2eOVwghMjJ16lRsbW21bYPBwCeffGJU55VXXtHmoZwzZw7bt2/PUtuNGjVi9erVnD17lpdffjnngs5HrKysWLVqFQsXLkSn07Fu3Trq16+v3egQQhRekjATQgghRKaio6Px9vbmtddeY+/evdjY2DB79mzOnDlTaOfZSpvgatu2LXPnzjVa1TKrgoKCGDRoEJ9++inJyclaeWxsLN9++y2QMsdQak+FFi1aULVq1eeMXggh0vvtt9+MtsuXL58umd+pUydGjBgBwK5du7Lcdq9evShRosTzB5mPKYrCiBEjCAwMxM3NjTNnzlCnTh127txp6tCEELlIEmZCCCGEyJDBYKB+/frMmTOH5ORkOnTowIULF/j444+NJnwuTAIDA5k4cSKJiYlaWdoeYFml1+uZP38+kNJTLe1w1dWrVxMaGoqrq6vRBNve3t7PEbkQQmSucePGODo6attLly4lOjo6Xb2vv/6aTZs2sWDBgmc6z7Fjx1i9evUzx5nfNWnShOPHj/PGG28QFhbGsGHDjL4vhBCFiyTMhBBCCJEhMzMzhgwZwiuvvEJAQACbN2+mbNmypg4r10RGRjJ//nyOHj3K1q1bn6utzZs3c+3aNRwcHBgyZIhWfv36dX755RcAHj16pJW3bdu20M0BJ4TIX+7cuaM9j4mJ4d69ezx+/JiIiAit3MrKik6dOj1T+6dOnaJ+/foMHjyY06dPP3e8+VWpUqXYt28fw4YN4+effy60N5CEEJIwE0IIIcS/4uLimD59Ojt27NDKhg4dSlBQEG3atDFhZHnD0dGRzz//nM6dOz/zD0aAhw8fanMBDR48GGdnZyBlqOeCBQswGAxG9S0sLBg7duyzBy6EEFng4OCg9XwF6NKlC7Vr16Zv374ZzrUYGhpK27Zt+f3337PU/quvvkrr1q1p3749pUuXzrG48yMrKysWLVpErVq1tLJffvmFK1eumDAqIUROk4SZEEIIIfj111/x8PBgxowZDB8+nPj4eCBlOKKNjY2Jo8s9qqoaDUt67bXXGDFiBGZmz36J5OvrS1xcHNWqVaN169ZauaIo9OrVK90PyQ0bNjzzuYQQIjtGjx6tzZV49uxZbt++jb+/P/PmzUtXd+7cuQQEBDB48OAsDTtUFIUNGzawYcMGihQpkuOx52dHjhyhZ8+e1K1bN8sLJggh8j9JmAkhhBAvsFu3btGpUyfatGnD9evXKVmyJF999RVWVlamDi3XqarK0qVL+eijj4yGRz4rg8HAjz/+yJ9//omZmRljxoxJl3irXbs29+/f17b79OmDi4vLc59bCCGyat++fdpzvV4PwMSJE9m/f79RvWnTpvH++++zbdu2LA87tLa2RlEUbTsyMjIHIs7/SpcuTZ06dYiIiKBt27bMnDkzXW9iIUTBIwkzIYQQ4gWUmJjIl19+SdWqVdm8eTPm5uYvElZ5AAAgAElEQVSMHz+eCxcu0KVLF6MfPIVVVFQUe/fu5e7duxw9evS52goPD+fjjz9m+fLlAPTs2RN3d3cgZV6fc+fOsX37doYPH05SUhKQMjyqb9++z3VeIYTIrpdeeol3333XqEyv1/PBBx/w4MEDrcza2pqNGzdSs2bNbJ8jISGB8ePHU7VqVUJDQ5875vzu5ZdfZs+ePQwbNgxVVZk2bRodO3Y0mh9OCFHwKBmNVxdCiOelKIojEBEREWG0KpMQIn/4/ffftR9MjRs3xtfXFw8PDxNH9XRRUVEEBgZiY2OTI73ggoODOXv2LC1btnzmNs6ePcvMmTMJDQ3FysoKLy8v3n33XRRFISgoiPHjx6PX67VEWaoNGzbg5uaWabsJCQnExcXRrFkzHBwcnjk+IYTIiLu7O9euXQOgZMmS3L17l6ZNm7Jz584MVwc+fPgw8fHxvPXWW09tOzY2ltq1a3Px4kW+++47Bg0alOPx51crV65k6NChJCQkULlyZfz9/alSpYqpwxLihREZGYmTkxOAk6qqz9XNVXqYCSGEEC+I5ORk7XnLli3p378/q1evZu/evQUiWZYTkpKSuHHjhrZdokSJZ06WGQwG1q5dy+jRowkNDaVMmTIsXryYVq1aoSgKly5dYuLEicTHx1O+fHmjY7t37/7EZJkQQuS2kydPajc1HRwcsLOzY/fu3cydOzdd3V27dtGoUSO6du1qNKw8M7a2tvz0009s2bLlhUqWAfTr14+//vqLUqVKcenSJTZv3mzqkIQQz0gSZkIIIUQhl5ycjI+PD+7u7oSEhGjly5cvp3fv3i/E8EtI6bE1ZcoURo4cyeXLl5+7Pb1ez19//YXBYKB58+YsWbKEV155BYDr16/j7e1NTEwMHh4eRkk6d3d3Bg8e/NznF0KI5+Hg4IC/vz8AFy9exMHBgXr16jFw4MB0dRs2bEiVKlV48OABPXv21OY+e5LXX3+ddu3a5XjcBUHdunU5fvw406dPZ+LEiaYORwjxjCRhJoQQQhRihw4dom7dunh5eXHz5k0WL15s6pBMRlVV4uLi0Ov1REVFPXd7FhYWTJ06lQkTJvDJJ59oq4neunWL8ePHExkZSYUKFShWrJi2wpyFhQVLly597nMLIURO8PT0xNnZGYD79+9z5MgRgoOD09WztbVl48aN2Nrasnv3bmbNmpWt80RHRzN79myjns6FnZubG9OmTdMWf4mNjWXMmDGEhYWZODIhRFZJwkwIIYQohEJDQxk4cCD169fn1KlTuLi4sHjxYj799FNTh2Yy1tbWzJ49m/nz51O7du1sH28wGFi3bh0rVqzQyl5++WVat26t9dJ78OAB48aNIywsDFdXV65fv05gYKBWf926delWzhRCCFNKnccMUj7nduzYgaqqbNq0iYSEBG1f1apVtZsuM2bM4M8//8xS+6qq8vbbbzN58uRsJ9oKk5EjR7JgwQLq1q3LuXPnTB2OECIL5IpNCCGEKGRWrFhB5cqVtRUb+/Xrx6VLl/joo48ynMi5MHv8+DH79u3Ttu3s7J558uUzZ87w3Xff8cMPP3DlypUM67i4uFCpUiXKlCmDu7s7aRdX+uSTT3B1dX2mcwshRG4pUqQIP/74o7bt7e3NRx99RJcuXRg/frxR3d69e9O3b18MBgM9evQwGuafGUVRGDt2LKVLl87SggGF1YgRIyhbtizXrl2jXr16/Pzzz6YOSQjxFLJKphAiV8gqmUKYzogRI1i0aBE1atRg8eLFNGzY0NQh5ZjsrJIZGRnJiBEjuHv3LtOnT6dx48bPfX5fX1/KlClDmzZtMp37LTk5mY0bN7Js2TIArKysmDdvHtWqVcvWuWSVTCFEXmrWrBm7d+8GQKfTacMn161bR7du3bR6MTExvPHGG5w/f5533nmHHTt2ZKnnbExMDHZ2drkTfAERGhpKt27dtJ7H3t7ezJ49+4W7mSVEbpJVMoUQQgihiYiI4Pbt29r2559/zsKFCzlx4kShSpZll4ODAzVr1qRo0aLpVqnMCoPBwKZNm3j06JFWNmzYMN577z2jZFl4eDjr16/HYDDw999/8/jxYy1ZBilDl7KbLBNCiLwWGBiItbU1YLyq8sCBA7lw4YK2bWdnx8aNG7GxsWHnzp188cUXWWo/bbIsJiYmh6IuWF566SV+++03JkyYAMBXX31Fq1atjL5nhBD5h/QwE0LkCulhJkTuU1WVtWvXMm7cOKpVq0ZgYGChX/EyOz3MIGUly4iICIoUKZKt80RERPDFF19w6NAhatWqxZw5czLsARAZGcnYsWO5du0a1atXJygoCHNzc20FuWbNmj3zvHHSw0wIkdciIiK0RQAAbGxsiIuLo1q1ahw5csQo6bVixQoGDBiAmZkZv//+O82bN8/SOXbt2kXfvn2ZO3euUc+1F82GDRvo378/dnZ2HD9+nNKlS5s6JCEKBelhJoQQQrzgzp8/T9OmTenVqxcPHjzg7t27WZpLprC7dOkSK1eu1OYOMzc3z3ayLCgoiMGDB3Po0CEsLCzw9PTMcLhRTEwMEydO5Nq1azg7O6PT6QC0ZFm5cuVe6EUWhBAFj5OTE3v37tW24+LicHZ25vz58wwePBiDwaDt69evH7169cJgMNCiRQu6dOlitIBAZnbv3k1wcLBRz2i9Xv9CraAJ0LVrVw4dOoSfn58ky4TIpyRhJoQQQhQgMTExTJo0iVdffZU///wTGxsbZs2axZkzZyhWrJipwzOpiIgIxo0bx5o1awgICMj28aqqsnHjRry8vAgJCaFUqVL4+vrStm3bdD334uLi+Pjjj7l48SIODg5YWlpy+vRpbX+fPn1YuXLlc78mIYTIa02aNDFaDTg8PByAX375hatXr2rliqKwePFievXqhaIo+Pn5Ga2qmZkZM2bQrVs3OnTooJUFBgZSrFgxxo4dm4OvJP+rUaMGjRo10rb9/f0ZM2YMSUlJJoxKCJFKZ+oAhBBCCJE1ly5dokWLFtpd+Xbt2vHNN99Qrlw50waWTzg5OdG/f3/27dtHs2bNsnVsZGQkX375JQcOHADA09OTcePGZThB9fXr15k7dy7nz59HURRiYmKIiorS9k+aNImWLVs+34sRQggT6tevH4cPH2bp0qVamZ2dHTY2Nkb17O3t+eGHH5g4cSJ//vmn0XyNy5cv5+2336ZChQpGx1haWrJu3Tqjsp07d/L48WOjz1KA1atX06BBAypWrJhTLy3fevToEX369CEyMpKTJ0+yceNG3NzcTB2WEC80mcNMCJErZA4zIXJeYmIitWrVIjY2Fh8fH9q2bWvqkPJcRnOYqapq1ANMr9dna8Wx8+fPM3PmTB48eICFhQUjRozIsFcZQFJSEt26dePx48cZtjV79mzq16+fzVeVMZnDTAhhamXKlDEaOjl69Gjmz5/PkSNH+PPPPxk/fnyGQ9avXLlC1apVURSFK1euPPXGTnJyMgcPHsTFxQUPDw8Abt++TZkyZVAUhYcPH+Lq6pqjry0/2rx5M7179yY6OppSpUrh5+dH3bp1TR2WEAWKzGEmhBBCvADi4+P55ptvSExMBFLuyvv7+xMUFPRCJssyEhgYyOTJk7X3CMhysix1COaoUaN48OABJUuWZNGiRbRr1y5dAi71BqOFhQUdOnRI9wPR2tqaH3/8MceSZUIIkR/cunXLqHfXd999xz///EPXrl2ZOHEi7dq1y3CFx9R5zVq2bGmULMtsdUydTkfjxo21ZBmkDAVt1qwZb731llGybPjw4XTv3p2TJ0/mwCvMXzp27MiRI0eoVKkSd+7coXHjxjK8XwgTkoSZEEIIkQ/99ttveHh4aHfzU1WsWBFbW1sTRpZ/REREMHfuXA4ePMj27duzdWxUVBSffvopixcvRq/X89Zbb7F06dJ0w35OnTrF4MGD2bt3L3v27KFfv36sWLHCaOLrzp07s2PHDkqWLJkjr0sIIfKTy5cv88YbbwAQGxtLw4YNGT9+PJaWlmzfvp1atWpx8OBBo2MqV67Mjh07+OWXX7Syu3fvUrJkSby8vLh///5Tz1ujRg3++OMPAgMDtbLk5GTWrVvH+vXrjZJv9+/f5+LFixSG0VNVq1blyJEjtG3bloSEBPr378+wYcOMvneEEHlDEmZCCCFEPnL79m06d+5Mq1atuHbtGiVKlMDd3d3UYeVLTk5OfPbZZ3Tu3Jn27dtn69iVK1dy4MABLCwsGD16NNOmTTOar+z+/ftMnz6dMWPGcP36db766itmzpzJP//8o9WxsbHBz8+PESNG5NRLEkKIfOnQoUPUrl0bgODgYLy8vLCxsaFEiRLcvn2bJk2aMHfu3HQJK2tra+35hg0biIiIwMfHh/LlyzNhwgQePnz41HOn7dFrZmZGQEAAU6ZMoV69elr58uXLqVq1KkOGDHnel5ovODk54e/vz4wZM4CU3s0ZDX0VQuQumcNMCJErZA4zIbInMTGRBQsWMHPmTGJiYjA3N8fLy4vp06fL/FX/evjwIT///DOnTp2ic+fO2hxmzyI6OpqZM2cycOBAKlWqpJXHx8ezfv161q1bZzTM87969+5Nv379nvn8WSFzmAkh8hNVVXF1dSUsLEwrmzBhArdu3WLDhg1AymI069aty7AntKqqBAYGMmXKFA4dOgSkLCQwatQoxo8fT5EiRZ45trFjx7Jo0SIWLlzI4MGDgZTP+UGDBtG6dWt69OiRrbkt85O9e/fSoEEDLCwsgPTzdgohjOXkHGaSMBNC5ApJmAmRPUOGDOG7774DoGHDhixevJgaNWqYOCrTWbduHYGBgfTs2RNPT08gZXhkrVq1cHR0ZOPGjdlKmD148IC9e/fy/vvvZ/pD48iRI8ybN48HDx4AKXOh6fV6ozoNGzbk888/f8ZXlT2SMBNC5DeqqvL222+zb98+IOVz8ty5c+zZswcvLy9atmzJli1bntgbSlVVduzYwdSpUzl+/DgADg4OjBkzhjFjxuDs7PxMsUVFRaEoCvb29gD4+/vTsWNHypcvz9WrV7XP/tDQUFxdXQtk0ikpKYn33nuP5s2bU6dOHVxcXLSHg4NDgXxNQuS0nEyY6XImJCGEEEI8j7Fjx7J9+3Y+//xzevfuXaiHXhgMBu31BQcHM3LkSEJDQ9m7d69WZ+fOnaxatYqyZctqCbNKlSrh6emJra0tycnJmSbMkpOTuXv3LmXLltXKPv30U65evYqFhQUdO3bM8Dhzc3MtWQYYJctKlSrFypUr0enk0kkI8eJSFIW9e/fyyy+/0K1bN/R6PVWrVsXT0xN3d3ejRVESEhKwtLRMl8RRFIXWrVvTqlUrtm7dytSpUzlz5gwzZ87Ex8eH8ePHM2rUqGzfKPhv/WrVqjF58mSKFCliFEODBg3Q6/X4+fnx6quvPuM7YRo//vgjO3fuZOfOnen2mZub8+233/LRRx8BEBQUxMyZM42SamkfVatWpUSJEnn9EoQoUKSHmRAiV0gPMyFShISE8OjRI6KiooiOjiY6OpqoqChu3LhBdHQ0X3zxhVY3KSlJG3JR0BkMBu7cuUOZMmW0slmzZvHtt9/i5eXFpEmTAKO7gISHh2vPt27dyokTJ2jZsqXRypNRUVEEBgZiY2OjJczCw8MJCgrSHpcuXcJgMBAQEIClpSUAPj4+XLhwgdGjR/PKK69w5swZDh06RGJiIiVLluTvv//m3LlzRvPvlCtXjjZt2tCmTRtsbGxy9w3LgPQwE0LkZ0eOHOHNN980KnNycuLu3bvY2trSp08fIiMj8fb2pl69epneCDIYDPj5+TFt2jTOnz8PgKurK97e3owePVr7HM8JwcHBlC9fHoPBQGhoqHaNunv3bm7fvk3r1q0pWrRojp0vp6mqio+PDxs3buTx48eEhYURFhamTSGwevVqevfuDUBAQMATV9T+5ptvGDVqFAAHDx6kdevWuLi44OzsbJRYc3Z2pl27djRu3BhIGep6/vx5o/1yM0nkJ9LDTAghhMhhkZGRREREGCW1Up8nJCQYzVe1cOFCDh8+rO1Pe0xsbCwhISHa3ezhw4cbrRKWlqIodO/eXbvDXRCTZTExMVy6dAlbW1uqVKkCpKxeWbx4ceLj44mOjtYm01dVVVvJLJWjoyNLliyhXLlyRj3G2rVrR7t27dKdT6/Xc+PGDa5fv86lS5cICgoiODg4XT17e3uCg4MpV64cAD179uTw4cP89NNPHDt2jLi4uCe+rtGjR9OuXTsZ3iKEEJl44403+Ouvv2jSpIl2syEiIoKyZcvy3XffsX79epKSktiyZQvFihWjXbt2dOjQgaZNmxotBmBmZkaXLl3o2LEjGzZsYPr06Vy5coXVq1czbty4HI25RIkShIaGcurUKaMbuj4+PmzZsoUZM2YwdepUAO015afvAUVR8PLywsvLy6g8Li6OsLAwo5sr1apV45tvvtGSav99lCpVSqv76NEjwsPDCQ8Pz/C8pUqV0hJmp0+fplGjRkb7HRwctETbmDFj6Nu3L5CygM6yZcsy7eXm4uKSowlRIXKa9DATohBQFGUYMAF4GQgCRquq+lcmdfsCKzPYZaOqavyztJnJeaSHmcgVSUlJ6RJVqckqg8FAhw4dtLoLFy7k/PnzGdY3MzPj9OnTWt0WLVrwxx9/ZHhOMzMzkpOTtYvmzp074+fnl2mMaZNEQ4YMYdOmTdjb2xs9HBwcaN26Nf379y8QExEbDAZ2797NxYsXGThwoPZjZ9q0adrk+cuWLdPqFy1alMjISE6ePEm1atUAuHnzJiEhIVSuXDlbnwuRkZHMmTOHgwcPaonK/ypbtizVq1enWrVqeHh4ULp0aa03w9dff8327dufeh4XFxeaNGnC6NGjsxxbbpIeZkKIgkCv11OrVi3Onj1rVO7m5kZISAg6nY7k5GSt3M7Ojs8//zzTz9rk5GR++uknihUrxrvvvgukJIR++OEH+vTp81wLvmTmiy++YMOGDaxYsYJatWoBKb2uunfvTs+ePZk1a1aOnzM/iY2N5datWxkm1sLDw+ncuTMNGjQAYN++ffTq1Yvw8HCioqLStbVgwQItoff333+nS66lNX36dKZNmwbAtWvX6Nu3b7rebanPX3/9dTw8PICUf3OJiYlYW1vnq4SmyB+kh5kQQqMoSldgATAM+BsYAuxQFKWaqqq3MjksEqictuA/ybJnaVOIdDJLbimKwttvv63V8/X15Z9//smwd5ejoyO///67Vrdhw4YcPXo0w/MVKVLEKGHm7+/P7t27M6yr0+mMVpqyt7fH0tIyw8SWvb09ycnJWg+wDz/8kAYNGhjtT/tIe+d86dKlLF269JnfQ1M4e/Ys/v7+lCpVSutZpygKXbp0ISIigrffflu7aK1SpQpFixZN9wPm1KlTFC9e3CgZWLZsWaN5xTISHBzMjh07sLS05MMPPwTA2tqaOXPmkJCQAICNjQ1VqlTBw8MDDw8PqlSpgqqqPHjwgDt37rB+/Xo6derErVu3CA0NzfTfQKr69evj7e39zBNNCyHEi8zc3JwzZ84QEBBAhw4dtPkfQ0JCgJTP7GHDhvHo0SN+/fVXgoODcXFx0Y6/du0av/32G+3ataN06dLodDr69OljdI4lS5YwduxYjh8/rn2nxsbGMm3aNF5++WWKFy+u/Vm8eHGcnZ2zlUiZNGmSNlVAqoCAAG7evMn169eNyrdt28Ybb7xBsWLFsv4m5XNpe4k/TZMmTbh1K+XnQHJyMuHh4VpiLSwszGjl6SJFijBo0KAME3ERERFG/w7u37/P/v37Mz3vtGnTtGuPixcv4uHhgaWlZYYJtk6dOtG5c2cgpSf8zp070/Vss7e3l2SbeCrpYSZEAacoymHghKqqQ9OUXQD8VVX9OIP6fYEFqqpm+sswu21m0ob0MCtgkpOTiYmJMUpWmZuba3daAZYtW8a9e/fS9eyKjo7m5ZdfZs2aNVpdDw8PgoKCMjxX+fLluXbtmrZdu3ZtTpw4kWFdV1dXQkNDte2mTZuyZ88eLCws0iWrihQpwo4dO7S6q1at4ubNmxkmwOzt7albt652saTX6wtET6+cNnnyZE6cOMHChQtxd3cHYM2aNfTp0wdPT0+jZFO3bt2Ij4/ns88+01bwTDuB/3+pqkpiYiJxcXHaIz4+3mg7JiYGDw8P7dx+fn507tyZGjVqcObMGSClp9WkSZMoW7Ysb775JsHBwVy+fBk/Pz/u3btHSEgISUlJ2Xrdjo6O9OjRg65du2b7Pcsr0sNMCFHQqKpKhw4d2Lp1a4b7nZ2dCQ8Px83NjcuXL+Pk5MTs2bOZPHkykHI90K5dO9zd3XF1daVIkSK8+uqrbNiwgUmTJtGvXz9tpeKrV69SsWLFDM9jZWWVLomW+rxTp0689NJLWryZJU1iYmLYvXs3RYsWpV69ekDK0EU3NzdUVSU4OJjixYs/1/v1IjMYDOj1eu1mZGhoKH/++WemQ0gHDBigfWdnp+fa+fPnqV69ero6Op0OZ2dnvLy8+PTTTwF4/PgxkydPznDoqLOzM6VKlcLNzS2n3wqRw3Kyh5kkzIQowBRFsQRigfdVVd2cpvwb4DVVVd/K4Ji+wPfAXcAcOAVMUVX15LO2mUlsBSJh9uuvv7J8+XL+/vtvkpKSUBSFpKQkzMzM0Ov1JCUlYWdnp/0YVxSFhIQEFEXBzs4OR0dH7OzsCA4OJioqCgcHB+zs7LC2tiYhIYEHDx5oiRhVVbXEgsFgwNzcHIPBoLWbWs/GxgYbGxsMBgMxMTHEx8djbW2Nk5MTycnJJCYmEh0dbZSoUBQFRVG0dpOSklBVVXtAyh1gMzMzzM3NsbS0JDY2FktLS+Lj442GSvxXas8hRVGIj4/PtJ6ZmRmOjo7Exsai0+lITEzMtF1FUbQ5KxRFITk5GYPBgKIo2sWrTqfT3gczMzNiY2O1c6QO7wgPD9eOS9t2ahtmZmbafr1er53X1tYWvV6PwWAgNjYWSBmOZ25ujl6vJywsDL1eb5QIyqhdQGtXp9Nhb2+Pqqro9XpiY2NRVdWo3fDwcKN2/3uhnlovbbzm5uba8E69Xk9cXBwGg4EiRYpoQ0UjIyO1+v+NN227qXf9zc3NURQFW1tbYmJiSE5O1nrcpd6Vj4uLIykpyejv0MzMDJ1Op713qe1bWlpqF76p5WnP/zRmZmZYWFhoMaadNyZtG9bW1tr78ejRI6NVLLPC3d2dMWPGaENE8ztJmAkhCiqDwcCUKVOYP39+pnNGWlpaYm1tTVJSEvHx8Zl+Z9jZ2WFlZUVSUhIJCQkkJydr3xuJiYna93Gqp333ODk5aYvsJCUladdDqb3DLS0ttWkezMzMUBQFR0dHbG1tiYyMJDw8HEVRKFKkCLa2ttr8YanXAjqdDnNzc2JjYzEYDOh0OiwsLLC0tCQ6Olq73tTpdDg5OWFvb09ERAQxMTFYWlpiZWWFra0tCQkJWrup1wMWFhbExsZq14yWlpbaNV3q9am5uTmOjo44OTlpc7OmtmtjY4Ner+fRo0cA2jWNtbU10dHRRu1aWFgQHx9PfHy81q69vT0uLi5ERUURFRWlXatZWVmhqiqPHj0yulbKqF2dTqe972mvc4oUKaK1a2Zmhq2trVb/4cOHRjc2bWxsiImJ0a7ZdTqddu2U+j5YWFhgY2ODg4MD9+7dy/Sa1Nzc3OjvPiwsLNN/O6nXkanX5Xfu3NH+vVlYWGh/13FxcaiqiqWlJaqqYmtrS2xsrBaDlZWV9lpiYmK063dra2tcXV1JSkoiMjJS+x1iYWGBra0toaGhxMXFadddqf/+Ut+b1Os7c3NzoqOjtRjMzMxwdXXFYDBo13f29vbY2tri5ubGzZs3tfc9Pj4eGxsbVFXVrg9dXV15+eWXadiwIY0aNaJ169ZP/D9mapIwE0IAoChKCVISXw1VVT2QpvwToI+qqpUzOKYe4A6cBRwBL6A18Kqqqleepc1/91sBacdkOQB38nvCrGHDhhw4cODpFYUQBYqFhQUlSpSga9eutGzZMtNecPmZJMyEEIXBH3/8Qc+ePbUhmkKIgqtBgwb8/fffpg7jiWQOMyHEf/03861kUJZSUVUPAYe0ioryN3ACGAmMepY2//UxMC2L8eYb9evX5+LFizx+/PiZjk/bsyttWSq5KfF8MuullJ3eS9lp93ml/t3ndNuZtZsT70Pq3fO0d15Ty7PbgyuVubk5VlZWWFpaEhkZqd1h1+l0Wq/GxMTETI83MzMzel2pvTNtbW1xcHAgMTGRiIgIFEXhtddeo1mzZlSqVEkbMiGEECL/aN68OQ8ePABSJu/funUr+/btY8eOHdy9exdVVSlevDiWlpYkJycTHBys9cLK7ndcak/65ORko97Oqb2jc/raITevJ+QaMkVuXfPl52vJ3Pq7/2/bqT0dnzatRWqPvXLlymnDk18U0sNMiAIsB4dPLgNKqara6lnbLKg9zIQQBUtUVBSBgYHaEJDCTHqYCSGEEEJkj/QwE0IAoKpqoqIox4EWwOY0u1oAW7LShpLSdeU1UoZoPnObqvp/7N15dFXV2YDxZ0MYZUZBFHECEcUCKogTWpHiUEVqrWMVrVgVEbVoP7BObUW0oAhKEXHWaq0DoHWAKg5YKgICoohUZVAkgGASxpBkf3/ccHvDoIBJbobnt9Zd5O6zzznvdW2zb96zh7gB2JBy3e38FJK043Z0kf/yqDJ8RkmSpLLKhJlU/t0NPBFCmAZMAS4DWgCjAEIIjwNfb9rdMoRwC4kpmfNJrGF2NYmEWZ/tvaYkpcumhW9TF8+tyGrXrp3cQUySJEmlx4SZVM7FGP8eQmgM3Aw0A+YAp8QYFxZWaQGkbh/UABgN7A5kAR8CXWKMU3fgmpKUFjVr1qRLly6VZvRVtWrVkrt3SZIkqfS4hpmkEhFCqAdkuYaZJEmSJKk0FOcaZuVvj3VJkn1chcoAACAASURBVCRJkiSpBJkwkyRJkiRJklKYMJMkSZIkSZJSmDCTJEmSJEmSUpgwkyRJkiRJklKYMJMkSZIkSZJSmDCTJEmSJEmSUpgwkyRJkiRJklKYMJMkSZIkSZJSmDCTJEmSJEmSUpgwkyRJkiRJklKYMJMkSZIkSZJSmDCTJEmSJEmSUpgwkyRJkiRJklKYMJMkSZIkSZJSZKQ7AEkVW3Z2drpDkCRJkiRVAsX592eIMRbbxSRpkxDCnsBX6Y5DkiRJklTpNI8xfv1jLmDCTFKJCCEEYA8gJ92x/IC6JBJ7zSn7sapyso2qrLONqjywnaqss42qrCtPbbQusCT+yISXUzIllYjCX04/KqNfGhJ5PQByYozOH1WZYxtVWWcbVXlgO1VZZxtVWVfO2mixxOei/5IkSZIkSVIKE2aSJEmSJElSChNmkiq7DcBthf9KZZFtVGWdbVTlge1UZZ1tVGVdpWujLvovSZIkSZIkpXCEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJmkSi2EcGUI4csQwvoQwvQQwrHpjkmVUwhhQAjhgxBCTghhWQhhbAih9WZ1aoQQRoQQVoQQ1oQQxocQmqcrZlVehe01hhCGpZTZPpV2IYQ9QwhPhhC+DSGsDSHMDCEclnI8hBBuDSEsCSGsCyG8FUI4OJ0xq/IIIWSEEP5c+N1zXQjhixDCzSGEKil1bKMqNSGELiGElwrbWwwhnLHZ8R9sjyGEhiGEJ0IIWYWvJ0IIDUr3k5QME2aSKq0QwtnAMOB2oAPwLvBqCKFFWgNTZXUccD/QGegGZAATQgi7pNQZBvQEzgGOAeoAL4cQqpZyrKrEQggdgcuA2Zsdsn0qrUIIDYH3gI3AycBBwO+A71Kq3QBcB1wFdASWAhNDCHVLN1pVUr8HLifR/tqQaI/XA31T6thGVZp2AWaRaG9bsz3t8W9Ae+Ckwld74ImSCrg0hRhjumOQpLQIIbwPzIgxXpFSNhcYG2MckL7IJAgh7AYsA46LMb4TQqgPLAd+HWP8e2GdPYDFwCkxxtfTF60qixBCHWAGcCXwB2BmjPEa26fKghDCYODoGONWR4uHEAKwBBgWY7yzsKwGkAn8Psb4QKkFq0ophPAykBlj/E1K2fPA2hjjr22jSqcQQgR6xhjHFr7/wfYYQmgDfAJ0jjG+X1inMzAFODDGOC8NH6XYOMJMUqUUQqgOHAZM2OzQBOCo0o9I2kL9wn9XFv57GFCNlDYbY1wCzME2q9JzP/DPGOO/Niu3faosOB2YFkL4R+HU9g9DCL1Tju8L7E7RdroBeBvbqUrHZKBrCOEAgBBCOxIjcl8pPG4bVVmyPe3xSCBrU7KssM5/gCwqQJvNSHcAkpQmuwJVSTwhSZVJomOQ0qbwid7dwOQY45zC4t2B3Bjjqs2q22ZVKkII55BIjB2+lcO2T5UF+wFXkPj9OQjoBAwPIWyIMT7O/9ri1vr+vUstSlVmd5J4IPZpCCGfxHfRG2OMTxcet42qLNme9rg7iRkRm1tGBej/TZhJquw2n5cetlImlbb7gJ+QeOr8Q2yzKnEhhL2Ae4GfxRjX78ip2D5VeqoA02KMAwvff1i4OPUVwOMp9ez7lS5nAxcA5wEfk1jraVgIYUmM8bGUerZRlSU/1B631jYrRJt1SqakymoFkM+WTz6asOVTFKnUhBBGkJhW9NMY41cph5YC1QsXtU5lm1VpOIxEW5seQsgLIeSR2Kji6sKfM7F9Kv2+IbGWTqq5wKbNfJYW/mvfr3T5CzA4xvhMjPGjGOMTwD3AprVzbaMqS7anPS4Fmm7l3N2oAG3WhJmkSinGmAtMJ7EbYapuwL9LPyJVdoXbdt8H/AI4Icb45WZVppPY+a1byjnNgLbYZlXy3gAOITEaYtNrGvBUys+2T6Xbe0DrzcoOABYW/vwliT/uUttpdRLJX9upSkNtoGCzsnz+93e5bVRlyfa0xylA/RBCp5Q6R5CYelzu26xTMiVVZncDT4QQppH4ZX8ZiafQo9IalSqr+0lM0egB5IQQNj3Ny4oxrosxZoUQHgKGhhC+JbEZwBDgI2DzBdilYhVjzCGxgH9SCGEN8O2mdfZsnyoD7gH+HUIYCDxLYg2zywpfxBhjCGEYMDCEMB+YDwwE1gJ/S0/IqmReAm4MISwiMSWzA3Ad8DDYRlX6Cne/bplStG8IoT2wMsa46IfaY4xxbgjhNeDBEMJvC68xGni5vO+QCSbMJFViMca/hxAaAzcDzUj8MXhKjHHh958plYgrCv99a7Pyi4FHC3++Fsgj8YdgLRKjfnrFGPNLIT7ph9g+lVYxxg9CCD2BO0j07V8C18QYn0qpdheJ9jkSaAi8T2JtvpzSjleVUl/gTyTaXxNgCfAA8MeUOrZRlabDgUkp7+8u/PcxoBfb1x7PB4bzv900xwNXlVzIpSfEWO7XYZMkSZIkSZKKjWuYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJkiRJkiRJKUyYSZIkSZIkSSlMmEmSJEmSJEkpTJhJZVwI4coQwpchhPUhhOkhhGO/p26vEELcyqtmSp0uIYSXQghLCo+dsY1rtQkhjA8hZIUQckII/wkhtCiJzyhJUkW2I315Yf0GIYT7QwjfFJ4zN4Rwyo5cM4RQI4QwIoSwIoSwprBPb75ZnRaF3wnWFNYbHkKoXnyfXJKk8suEmVSGhRDOBoYBtwMdgHeBV38gcZUNNEt9xRjXpxzfBZgFXPU9990fmAx8ChwPtAP+BKzf1jmSJGlLO9qXFyasJgL7AL8EWgO9ga938JrDgJ7AOcAxQB3g5RBC1cJrVAX+SeJ7wTGF9c4EhhbDx5YkqdwLMcZ0xyBpG0II7wMzYoxXpJTNBcbGGAdspX4vYFiMscF2Xj8CPWOMYzcrfwbYGGP89Y+JX5Kkym4n+vLLgeuBA2OMG3fmmiGE+sBy4Ncxxr8XHt8DWAycEmN8PYRwMvAysFeMcUlhnXOAR4EmMcbsYvj4kiSVWxnpDkDS1hU+YT4MGLzZoQnAUd9zap0QwkKgKjATuCnG+OEO3LcKcCpwVwjhdRJPrr8E7tg8sbbZeTWAGpsVNwJWbu+9JUkqBXWBJbEUnhrvZF9+OjAFuD+E0INE4utvwJ0xxvztvOZhQLXCMgBijEtCCHMK67wOHAnM2ZQsK/Q6ib78MGDSVj6Pfb0kqTwolr7ehJlUdu1KIumVuVl5JrD7Ns75FOgFfATUA/oB74UQ2sUY52/nfZuQmLbxf8AfgN8DJwEvhBB+GmN8exvnDQBu2c57SJKUTs1JmeJYgnamL98POAF4CjgFaAXcT+J7+x+385q7A7kxxlU/UKfINWKMq0IIud8Tm329JKm8+NF9vQkzqezbPCsetlKWqBjjf4D/JCuG8B4wA+gLXL2d99u0tuG4GOM9hT/PDCEcBVwObCthdgdwd8r7usBXixcvpl69ett568rro48+onv37qxZswaAU089ldtuu41WrVqlOTJJ2jn5+fl07NiR+vXr8+CDD9KyZct0h0R2djZ77bUXQE4p33q7+3IS/fAy4LIYYz4wvXA65fUkEmY7c81t1dla/e+7jn29JKlMK86+3oSZVHatAPLZ8ilvE7Z8qrxVMcaCEMIHJJ5O78h984BPNiufS2JR4G3dawOwYdP7EAIA9erV80v0dujcuTP77rsvNWvWZOjQoXTp0iXdIUnSj/Lhhx+yZMkSVq1aRatWrahbt266Q0qHnenLvyGxjmh+StlcYPfC6Zjbc82lQPUQQsPNRpk1Af6dUueI1AuEEBqSmMq51djs6yVJlYm7ZEplVIwxF5gOdNvsUDf+92X3e4XEN9n2JL5878h9PyCxK1eqA4CF23sdfb9JkyZxxhlnsH59YuPRqlWrMmHCBN5//32TZZIqhA4dOrBgwQKeffbZypos29m+/D2gZeGaopscAHwTY8zdzmtOBzam1gkhNAPaptSZArQtLN/kZyQSYtN/+NNJklSxmTCTyra7gUtDCJeEENqEEO4BWgCjAEIIj4cQ7thUOYRwSwihewhhvxBCe+AhEgmzUSl16oQQ2hceB9i38H3qVvR/Ac4OIfQOIbQMIVwFnAaMLNFPWwnMnTuX0047jRNOOIFx48Zx3333JY81a9aMKlX8tSyp4mjSpAldu3ZNdxjptkN9OfBXoDFwbwjhgBDCqcBAEuuYbdc1Y4xZJL4DDA0hdA0hdACeJLHG6b8KrzGBxGjyJ0IIHUIIXYEhwIPukClJklMypTItxvj3EEJj4GagGTCHxHbwm0Z6tQAKUk5pAIwmMU0jC/gQ6BJjnJpS53CK7ny1aS2Sx0hsGECM8cXCbe0HAMOBecCZMcbJxffpKpdly5Zxyy238OCDD5Kfn09GRgaXX345F110UbpDk6Ri9d1337F8+XLXYCy0o315jHFxCOFnwD3AbBILFt8L3LkD1wS4lsQSC88CtYA3gF6bpnoW7rh5KomHYe8B60jsxtm/eP8LSJJUPoVS2FFbUiUUQqgHZGVlZVXqdU0KCgoYPHgwgwcPJicnse5kjx49uPPOO2ndevNZr5JUvuXk5HDkkUfy6aefcs011zBkyJB0h1REdnY29evXB6jvKKofz75eklTWFGdf7wgzSSpBVapU4f333ycnJ4fDDz+cIUOGcNxxx6U7LEkqEXXr1qVbt26sWrWKCy64IN3hSJIk7TRHmEkqEZX5qfOkSZM48MADadYssY7yvHnzmDZtGueee65rlEmqkGKMyR0T8/PzWbFiBU2bNk1zVFtyhFnxqsx9vSSpbCrOvt6/3CSpmKQu6H/TTTcly1u3bs35559vskxShTRy5Eh69+7NpoewVatWLZPJMkmSpB3hlExJ+pGWLVvGrbfeyujRo8nPz6dq1arUrl27yIgLSaqI5s2bx9VXX01+fj6nnXYaPXr0SHdIkiRJxcKEmSTtpHXr1nHPPfe4oL+kSqt169aMHDmS5cuXc/rpp6c7HEmSpGJjwkySdtJdd93FrbfeCsBhhx3GkCFDOP7449MakySVtBUrVhBCoHHjxgBcdtllaY5IkiSp+LmgjiTtgLVr1yZ/vvrqq+nQoQNPPvkkU6dONVkmqcKbP38+Rx55JGeccQbr169PdziSJEklxhFmkrQdPv30U2644QaysrJ46623CCHQsGFDpk+f7jplkiqNDRs2sGzZMvLy8li6dCn77LNPukOSJEkqESbMJOl7LFu2jNtuu40HHngguaD/Rx99xE9+8hMAk2WSKpW2bdvy6quvsv/++7sTpiRJqtCckilJW7Fu3TruuOMOWrZsyciRI8nPz+f000/n448/TibLJKmiizEybNgw5s2blyw76qijyl2y7Ouvv+byyy9n1apV6Q5FkiSVE44wk6TNzJ8/n65du7J48WLABf0lVV7Dhg3juuuuY/jw4cyaNYu6deumO6QdFmPksssu45VXXmHRokXpDkeSJJUTjjCTpM3su+++1K1bl7322osnnnjCBf0lVVrnn38+rVq1ol+/fuUyWQbw2GOP8corr1C9evXkzsaSJEk/xBFmkiq9Tz/9lKFDhzJixAhq1qxJRkYGY8eOpXnz5tSqVSvd4UlSqcrNzaV69eoANGnShNmzZ1OzZs00R7VzvvrqK/r16wfAH//4Rw488MA0RyRJksoLR5hJqrSWLVtGnz59aNu2LWPGjGHEiBHJY61atTJZJqnS+eijj2jTpg3/+te/kmXlNVkWY6R3795kZ2fTqVMnfve736U7JEmSVI6YMJNU6axbt47BgwdvsaD/aaedlu7QJCmtRowYwRdffMEf/vAHYozpDudHeeSRR3jttdeoUaMGjz76KBkZTqyQJEnbz28OkiqNGCNPPfUUAwcOdEF/SdqKESNGUK9ePQYOHEgIId3h7LTFixdz7bXXAompmG3atElzRJIkqbxxhJmkSiOEwLPPPsvixYtd0F+SSDxImDBhQvJ9jRo1GDJkCI0aNUpjVD9O6lTMzp07OxVTkiTtFBNmkiq0Tz/9lMzMzOT7O++8k0GDBjFv3jwuuOACqlTx16CkyinGyEUXXUT37t0ZNWpUusMpNg8//DCvv/46NWrU4JFHHqFq1arpDkmSJJVD/qUoqUJKXdD/pptuSpa3adOGAQMGuKC/pEovhEDLli2pWrUq1apVS3c4xWLx4sVcd911APz5z392V0xJkrTTXMNMUoWybt067r33XgYNGkROTg4AK1asID8/31EGkrSZm266iZ49e3LIIYekO5QfLXUq5pFHHplcw0ySJGlnOMJMUoVQUFDAk08+SevWrRkwYAA5OTkceuihTJo0iRdeeMFkmSQB06ZNo3fv3uTn5wOJUWYVIVkGsHr1avLz86lZs6ZTMSVJ0o/mCDNJFcLdd9/N9ddfD8Bee+3FoEGDOO+881yjTJIK5eTk0L17d1auXEmrVq244YYb0h1Ssapbty4TJkxgzpw5tG7dOt3hSJKkcs6/JCWVW5tGSABccskl7L333i7oL0nbULduXf76179y8sknc/nll6c7nBJRkUbMSZKk9AoxxnTHIKkCCiHUA7KysrKoV69esV57+fLl3HrrrXz22WdMmDCBEAIAeXl5ZGQ4cFaSNsnPzycrK4tGjRoly2KMyd+bFcGYMWOYOnUqQ4YM+cH+Jjs7m/r16wPUjzFml0qAFVhJ9vWSJO2M4uzr/ctSUrmxtQX9p0yZwlFHHQVgskySUqxdu5YLLriAL7/8knfeeYe6desCVKhkWVZWFr/73e/Izs6mQ4cOXHHFFekOSZIkVRDOV5JU5hUUFPDUU09x4IEHJhf079ChA2+88UYyWSZJKmrFihW89957fPLJJ3zwwQfpDqdE1K9fn3HjxnH++edz2WWXpTscSZJUgTglU1KJKK5pGl9//TVnnHEG06ZNA6B58+YMGjSI888/3zXKJOkHTJ06lQ0bNnDsscemO5QywSmZxcspmZKkssYpmZIqjaZNm7J27Vrq1q3LgAEDuOaaa6hVq1a6w5KkMundd9+ldu3aHHbYYQB06tQpzRGVjMWLF7Nx40b222+/dIciSZIqKIdnSCpTli9fzo033sj69euBxLpkf/vb3/jvf//LgAEDTJZJ0ja88cYbnHjiifz85z9n8eLF6Q6nxMQYufjii/nJT37C2LFj0x2OJEmqoBxhJqlMWLduHcOHD2fQoEFkZ2fTsGFD+vfvD0C7du3SHJ0klX0dO3akdevWtGrVil133TXd4ZSYBx54gDfeeINatWrRtm3bdIcjSZIqKBNmktKqoKCAp59+moEDB7Jo0SIAOnToQMeOHdMcmSSVfTHG5K6X9erVY9KkSTRo0ICqVaumObKSsWDBAq6//noA7rjjDlq2bJnmiCRJUkXllExJafP2229zxBFHcMEFF7Bo0SKaN2/O448/zrRp0zjuuOPSHZ4klWnZ2dmceuqpPP/888myxo0bV9hkWUFBAb/5zW9YvXo1xx57LH379k13SJIkqQIzYSYpbYYMGcK0adOoU6cOt99+O/PmzePXv/61u19K0nYYOXIkr776Kr/97W9ZvXp1usMpcaNGjeLNN9+kVq1aPPzww/YVkiSpRDklU1KpWbFiBUBybZ277rqLvfbai1tuuYWmTZumMzRJKnf69+/P/PnzueKKK6hTp066wylRX375JTfccAMAgwcPdiqmJEkqcSHGmO4YJFVAIYR6QFZWVhbVq1dn+PDh3H777Zxzzjk88MAD6Q5Pksqljz76iLZt2ybXLasMCgoK6Nq1K2+99RZdunRh0qRJOz26LDs7m/r16wPUjzFmF2uglVBqX1+vXr10hyNJUrH29Y5ll1Sinn32WVq3bs3vf/97srOzmTFjBrm5uekOS5LKnTFjxtChQwfuuOOOdIdSqv7617/y1ltvUbt2badiSpKkUuM3Dkklqnfv3kUW9H///fepXr16usOSpHJnw4YN5Ofn8+mnn1JZZgh88cUXRaZi7r///mmOSJIkVRYmzKRyIIRwZQjhyxDC+hDC9BDCsd9Tt1cIIW7lVTOlTpcQwkshhCWFx874gfs/UFjvmh2NfZdddnFBf0kqBn369OHVV1/lscceqxRTMgsKCrjkkktYu3Ytxx13HH369El3SJIkqRLxL1epjAshnA0MA24HOgDvAq+GEFp8z2nZQLPUV4xxfcrxXYBZwFXbcf8zgCOAJTsT/8yZMxk4cCC1a9femdMlqdJauXIl119/fZFp7CeddFKlSJYBvPXWW7z99ttOxZQkSWnhLplS2Xcd8FCMcUzh+2tCCN2BK4AB2zgnxhiXbuuCMcZXgVeB7/3DK4SwJ3Af0B34546HDk2aNNmZ0ySpUosxctJJJ/HBBx+wevVq/vrXv6Y7pFJ3wgkn8Nprr5GZmcl+++2X7nAkSVIl46M6qQwLIVQHDgMmbHZoAnDU95xaJ4SwMITwVQjh5RBCh524dxXgCeAvMcaPd/R8SdLOCyHwpz/9if32269ST0Xs3r07F154YbrD+NFKYGmFuiGEYYV9/boQwr9DCB03u87WrhFDCNen1FmwleODS+a/giRJ5YsJM6ls2xWoCmRuVp4J7L6Ncz4FegGnA+cC64H3QgitdvDevwfygOHbUzmEUCOEUG/TC6i7g/eTpEpv/fr/zZ7v3r07c+fOpW3btmmMqPSNHz+eRYsWpTuMYlNCSyuMAboBvwYOIfEg7V+FI8M3abbZ6xIgAs9vdq+bN6v35x3/lJIkVTwmzKTyYfPt0MJWyhIVY/xPjPHJGOOsGOO7wK+Az4C+23uzEMJhQD+gV9z+rdgGAFkpr6+2936SJBg2bBjt27dnxYoVybLKtqvw559/zrnnnkvbtm2ZO3duusMpLsmlFWKMc2OM1wCLSSytsC0xxrg09bXpQAihFnAmcEOM8Z0Y439jjLcCX6Zecyvn9wAmxRi/2OxeOZvVXV08H1uSpPLNhJlUtq0A8tlyNFkTthx1tlUxxgLgA2BHRpgdW3iPRSGEvBBCHrA3MDSEsGAb59wB1E95Nd+B+0lSpZaTk8O9997LvHnzeOKJJ9IdTlq1a9eOww8/nNatW6c7lB+thJZWyCAx+nz9ZuesA47ZRhxNgVOBh7Zy+PchhG9DCDNDCDcWxixJUqXnov9SGRZjzA0hTCcx7eLFlEPdgHHbc42QWNW/PfDRDtz6CeBfm5W9Xlj+yDZi3QBsSLnvDtxOkiq3unXr8sorr/Daa69xzTXXpDuctNl///159913ycrKqii7Yv6YpRU+AuqRGPH9XgihXYxxfowxJ4QwBbgphDC38FrnktjRev42rnkRkAO8sFn5vcAMYBXQicTDr32BS7d2kRBCDaBGSpHLL0iSKiwTZlLZdzfwRAhhGjAFuAxoAYwCCCE8DnwdYxxQ+P4W4D8kvjTXA64mkTBLrhodQqgDtEy5x74hhPbAyhjjohjjt8C3qUGEEDYCS2OM80rkU0pSJZOZmcmCBQs44ogjAGjTpg1t2rRJc1TpkZeXR0ZG4mtp1apVadSoUZojKnY7tLQCiX48UTGE90gktfqS6NMhsXbZw8DXJEaizwD+Bhy6jftfAjy12TpoxBjvSXk7O4SwCnguhPD7wu8CmxsA3LKNe0iSVKFUiEd3UkUWY/w7cA2JRXlnAl2AU2KMCwurtCCxSO8mDYDRwFwSUz72BLrEGKem1Dkc+LDwBYmk3IfAH0voY0iSUixYsIDOnTtz0kknVaS1unZKQUEB3bp1o3///qxbty7d4RS3EllaIcb4eYzxOKAOsFeMsRNQjcQ6ZkUU7sjZmsRGAT9kU6Ku5TaOu/yCJKnScISZVA7EGEcCI7dx7PjN3l8LXPsD13uLxNPtHYlhnx2pL0natqZNm7LHHnuQkZGRHFlVWY0YMYK33nqLadOmcdVVV7HPPvukO6RiU9JLK8QY1wBrQggNge7ADVu5xG+A6THGWdtxu01rpX2ztYMuvyBJqkwq9zc0SZKkNKhVqxbjxiXyJbvuumuao0mf+fPnM2DAAAD+8pe/VKhkWYqSWFqhO4kHX/NIjAb7S+HPRdYZDSHUA84Cfrd5UCGEI4HOwCQSu1t3BO4BxscYFxXPR5ckqfwyYSZJklTCYowMGjSIpk2bcumlifXUK3OiDBJTMS+55BLWrVtH165d+e1vf5vukEpEjPHvIYTGJJZWaAbMYculFQpSTtm0tMLuJBJZH7Ll0gr1SUyPbA6sBJ4HbowxbtzsFLh6XQAAIABJREFU9ueQSKw9vZXQNgBnk1iTrAawEHgQuGvnPqkkSRVLiHGr641K0o9S+FQ7Kysri3r16qU7HElKq7Fjx9KzZ0+qVq3KJ598wgEHHJDukNJu2LBhXHvttdSpU4c5c+aw9957l/g9s7OzqV+/PkD9GGN2id+wgrOvlySVNcXZ1zvCTJIkqYT16NGDXr160bFjR5NlwGeffcbAgQMBGDJkSKkkyyRJknaECTNJkqQSkJmZyW677UaVKlUIIfDwww+7SDqQn5/PxRdfzLp16zjxxBO57LLL0h2SJEnSFqqkOwBJkqSKZubMmRx66KHccMP/Ni00WZZw77338u9//5u6desyZswY/7tIkqQyyYSZJElSMZs7dy5LlizhtddeY/Xq1ekOp8yYN28eN954I+BUTEmSVLY5JVOSJKmYnXvuuQCcfPLJ1KlTJ83RlA2bpmKuX7+ebt260bt373SHJEmStE2OMJMkSfqRCgoKGDFiBGvWrEmWnXvuuTRo0CCNUZUtw4YNY8qUKU7FlKQSEmNk9erVbNiwgQ0bNpCTk0NmZibffPMN69atI8aY7hClcsURZpIkST9S3759GTlyJBMnTmTcuHEmg7biZz/7GYceeiiXX345LVq0SHc4klTurF+/njfffJNXXnmFyZMnk5WVRfPmzVm2bBmrVq1i+fLlP3iNEALVqlWjWrVq1KpVizZt2tC1a1e6d+/O4YcfTkaGKQJpk2CWWVJJCCHUA7KysrKoV69eusORpBI1ZcoUTjrpJEaMGMGFF16Y7nDKrLy8PKpWrZq2hGJ2djb169cHqB9jzE5LEBWIfb1UcmKMTJs2jTvuuIPJkyeTnZ3Nhg0bSvy+VatWpVmzZowZM4YjjzzS/7dV7hRnX++UTEmSpJ2Q+tDxyCOPZMGCBSbLtuLbb79N/pyRkeHoO0nahuXLl9OnTx9atWpFRkYGnTp14sUXX2T58uXfmyxr3bo13bp1o3v37rRq1QqAq666ijVr1pCZmcl555233THk5+fz1VdfcdJJJ1G/fn1atmxJhw4dGDhwYJFlB6TKwBFmkkqET50lVWRTpkzhyiuv5KWXXqJ58+bpDqfMmjt3Lh07dqRfv37cdtttaZ/q4wiz4mVfL/14a9eu5ZVXXuHuu+9mypQp23VOtWrVaNGiBU2bNqV27drstttuLF68mAkTJrB06VKWLVvGk08+yaOPPsrvfvc7brjhBmbOnMmCBQt4+OGHqVKlCjFGNm7cyIoVK1i4cOF27ehcvXp1evfuzdlnn83RRx9NlSqOv1HZU5x9vROUJUmSdkCMkb59+zJz5kxuvPFGHnvssXSHVGY999xzrFmzhhkzZlC1atV0hyNJZcLGjRv5wx/+wOuvv86XX35Jdva2/6avXbs2Bx10EA0bNmTDhg0sX76cBQsW8Pnnn/P5558XqfvZZ5/Rrl079t13Xx5++GFWr15NlSpVqF27NkcddRT169fnjTfe+N7Y6tWrR/369Vm7di3nnnsu48ePZ9GiRQDk5uZy//33c//991OjRg122WUXbr31Vq666ipHD6tCcoSZpBLhU2dJFdnChQu57bbbGD58OHXq1El3OGXa888/T6dOndhrr73SHYojzIqZfb20Y3Jycrj//vu57bbbWL9+fbJ877335qyzziI3N5eXX36ZXXbZhSVLlrBq1SoKCgq2eq1q1apxwAEH0KZNm+Sre/fuNGrUKHmvzMxM6tatS9OmTQH4+uuvGTlyJCtWrODbb79lxYoVRX7Oy8srco9GjRrx85//nJtvvpl27dqxZs0aTj75ZCZPnkxOTk6yXvXq1Tn77LMZOnQou+22W3H/Z5N2SHH29SbMJJUIv0RLqkjy8vKYM2cO7du3T3co+hFMmBUv+3pp+zz//POMGjWKt99+m40bN25xfPbs2axbt45OnTqxceNGYozUrl2b/Px86tSpUyQptum13377Fes09xgj3333He+++y5jx45l/PjxfPvttzRs2JDMzExWrVrFK6+8QuvWrdljjz04/fTTmT179hbXadGiBS+88AKHHXZYscUm7QgTZpLKPL9ES6oo1q5dy9lnn80bb7zB22+/TceOHdMdUpmWl5fHLbfcQr9+/WjSpEm6wynChFnxsq+Xvt9zzz1H7969+e6774qU77777vTu3ZsvvviCXXfdlfvvv5999tmHefPmJdcFmzx5Mvvssw977rlnWqY75uXl8e9//5vFixdz/vnnA4mk2j777MNXX33FpEmTuOuuu/jnP/+51fPbtGnDqFGj6NKlS2mGLblLpiRJUmmpXr06eXl5xBhZsmRJusMp84YOHcqgQYM4+uijt5jeI0mVwcsvv0zz5s0566yztkiWjRkzhnHjxvHHP/6RJ598kttvv53atWvTqFEjli9fnqx3zDHH0Lx5851OlsUY+eqrr/jss8+KlB166KFcfPHFfPzxx997fkZGBl26dEkmywBWrFhBo0aNqFmzJh07duTll19m7ty5dOnSZYsNAObOnctxxx3HwQcfzOTJk3fqM0jp5ggzSSXCp86SKpKcnBzmzZvH4Ycfnu5QyrRPPvmEDh06kJubyyOPPEKvXr3SHVIRjjArXvb1UlFvv/02PXr0ICsra4tjTZs2ZY899mDWrFkcdNBBzJ49O5kM++abb2jWrNlO3/eLL77g448/5uijj06uYfbQQw9x6aWX0r17d1577bVk3cMOO4wZM2YwderU5IjpZcuWAWz3qOAVK1aw6667Jt8fcsghzJkzhxACNWrUKLI+2yatWrXiww8/ZJdddtnpzyltD0eYSZIklaA333yTESNGJN/XrVvXZNkPyMvLo1evXuTm5nLqqady0UUXpTskSSoVy5cv56ijjuL444/fIlnWqFEjGjVqRGZmJh9++CEFBQXUr1+fVatWJetsb7JsxYoV/OMf/+CZZ54pUt6jRw9OP/10/vOf/yTLWrduTdWqVbdYM23EiBEMGDCgyBpj9913H7vvvjs33njjdsWRmiyLMdK/f39OPvlkYoysX7+e6tWrs+eeexY5Z/78+TRp0oRRo0bhoB2VFybMJEmSUsydO5eTTjqJq6++mgkTJqQ7nHJjyJAhfPDBB9SvX58HHnggLWvuSFJpijFy1VVX0bRpU6ZMmVLkWI0aNQghsHLlSlauXEmjRo245ppr+Pjjj5k8eXJyJNi2vPTSSwwcOJBZs2Ylyz766CN+9atfcdNNNxWpe+ihh9KuXbsiO2p27tyZtWvX8sYbbxSpe9RRRzFo0KAiUyg///xzYoy0bt06Wfbdd98xYMAA3n///e9NcIUQuOiii3jllVd47733OOqoo8jNzeXrr7+mXr16NGjQIFl37dq1XHHFFey6667bnZyT0skpmZJKhNM0JJVXMUb69evHsmXLePTRR6lZs2a6QyrzPv74Yw499FByc3N59NFHy+zoMqdkFi/7elVmr776Kj169NhiBFft2rXZuHFjsvz444/nsssuo2fPnlvtT7766ivuvvtuVq9ezejRo5PlZ5xxBuPGjWP48OH07dsXgMzMTHr06MEhhxzC6NGji/XBxKJFi2jYsCF169YF4Omnn+a8886jTZs2fPLJJ8l6McbvvW+MkbFjx/J///d/yfXTdtttN9asWUONGjWKjKxr2bIlM2bMSN5TKg7ukimpzPNLtKTyJDc3lxAC1apVAyA/P58QwhaLGGtLeXl5HHnkkUybNo1TTz2Vl156qcyOLjNhVrzs61UZ5efnM2rUKPr3719kra6qVauy6667kpmZCSQSZffffz8HHXRQkfMzMzOTdSGRqNp7773JyMhg7dq1yX5ozJgxzJgxg1/96lccf/zxpfPhUkyePJkRI0bwk5/8JDkaLMZIu3btaN26NcOGDdti2mWqjRs3MmbMGG699dbkGmlHHHEErVq14sknn0zWa968OWPGjKF79+4l+4FUaZgwk1Tm+SVaUnnx3XffceaZZ7L33nvz0EMPldlkT1l1xx13MHDgQBo0aMDHH3/MHnvske6QtsmEWfGyr1dl8+9//5v+/fsnp182aNCAvLw8WrRokRyF1ahRI4YOHcpFF120RX8ybtw4Lr74Yk455ZRk0ijGyPXXX88BBxzAhRdeWKZHNc+aNYv27dtTq1YtVqxYQe3atQGYM2cO9erVo0WLFluck5OTw1/+8heGDh3K2rVrARg8eDADBgwoMtVzzz335O9//ztHH3106XwYVVgmzCSVeX6JllRevPnmm3Tr1o3atWszY8YMWrVqle6Qyo05c+Zw2GGHkZuby+OPP86vf/3rdIf0vUyYFS/7elUW+fn5HHnkkXzwwQcA1KlTh8GDB3P55ZeTk5NDbm4ubdq04ZRTTuHuu+9mt9122+p1PvjgAzp37kz79u155513yt2OkQUFBUyfPp1PP/20yO/7k08+mddee40HH3yQSy+9dKvnLlmyhFtvvZVx48bx2Wef8cEHHzB69GiaNWvG8OHDk/WuuOIKRo4cWeKfRRWXCTNJZZ5foiWVJ4899hjt2rWjffv26Q6l3Ni4cSNHHnkk06dP57TTTmPcuHFlfnSeCbPiZV+vyiAzM5PTTjstmSwDOOuss+jUqRP9+/dPli1btowmTZoUOXfDhg188skndOjQIVk2adIkjj32WDIyMko++FJQUFBA9+7defPNN/n444858MADAXj//fd56qmn+NWvfsUxxxyTrJ+Tk5NcsyzGyCmnnMJ3331XZIfPvffem6lTp27x31PaHsXZ17swhyRJqnQmTpzIypUrk+8vuugik2U76K677mL69Ok0bNiw3OyKOX369HSHIKkcefXVV9l3332TybKMjAz22msvXn/9da6//npefPHFZN3NkzsLFy6kffv2nHjiiSxfvjxZ/tOf/rTCJMsAqlSpwsSJE1m2bFmRXTafeeYZRowYwZgxY4rUT13g/1//+hevvfYas2bN4pRTTkmWL1y4cIuRZ1I6mDCTJEmVyuOPP85JJ51Ez5492bBhQ7rDKZdijMyaNQuA4cOH06xZszRH9MP+8Y9/cMIJJ6Q7DEnlwIYNG9h777055ZRTWLduHQDnnHMOWVlZLFiwgD59+nDEEUfQsmXLbV5jjz32oEaNGlSrVo3//ve/pRV62jRu3LjIg5PTTjuNSy65hHPOOSdZtmHDBt54443k+65du/LMM89w55138vTTT9OrV6/ksYKCAvr168fRRx+Ns+KULk7JlFQinKYhqayaM2cORx99NL/85S8ZNWpUckcy7ZgYI5MmTeKnP/1pmR9dtmzZMg4++GBWrFixqcgpmcXAvl4V0SeffMIRRxzB6tWrk2XdunXjrrvuSo5Ezs3NpWrVqlStWjVZJ8bIxIkT6datW/J34vz589l1111p2LBh6X6IMqpPnz6MHDmS22+/nYEDB261zogRI7juuuvIy8tLlu2///5MmTJlm2vDSamckilJkrST2rZty4cffsiYMWNMlv0IIQROOOGEMp8sg8QfaStWrOCggw5KdyiSyrCHHnqIQw45pEiyrFq1akycOJHevXtTUFAAQPXq1bdIlv3yl7+ke/fuPPHEE8nyVq1alUiy7MMPP6Rv375MnDiR3NzcYr9+SSgoKKB69eqEELa5BMKGDRsYOnQoeXl5RXYL/fzzz2nRogVvv/12aYUrASbMJElSBbdixQpOP/10Pvvss2TZfvvtVy4SPWXN7Nmzueiii/j222/THcp2e/bZZ3nuuefIyMhg1KhR6Q5HUhl18sknc+mllyaTYpts3LiRPffckxtvvJEqVbb+53MIgU6dOlGjRg1WrVpV4rE+99xz3HffffzsZz9jt9124+yzz+app54qlXvvrCpVqnDPPffw0UcfFVmvLDXhV6NGDR588EEaN27M+vXrqVGjRvLY+vXrOf7447nmmmtKNW5VbibMJElShXb11Vfz0ksvcf7557sOyo8QY+TSSy/l8ccf5/rrr093ONtl2bJl9OnTB4CBAwfSrl27NEckqazZuHEjzZs357XXXkuWpY4+vvTSS/nkk08444wzipw3depUPv/88+T76667jjlz5tCvX79ijS87O5urr76awYMHJ8u6d+9O7969adq0KdnZ2Tz77LNccMEF7LbbbpxwwgksXbq0WGMoTgcffHDy51WrVtGuXTvuu+++ZP/crVs3pk+fzuGHH55cZzR1k4R7772Xe+65p3SDVqXlGmaSSoTrmkgqK5YtW8Z5553HiBEjaNOmTbrDKdfef/99+vfvzz/+8Q923333dIfzg8466yyee+452rVrx9SpU1m/fn2xrWsi+3qVf5mZmRx00EFFdk2uVasW69atI4TA0KFDueaaa7YYkTx69Gguv/xyTjjhBCZOnFgiI5ZjjLz44ov07duXJUuWULNmTRYuXFhkN86CggI++OADxo8fz/jx45kzZw6NGzcmMzMzOWV03LhxNG3alE6dOm1zhFy6DB06lP79+7PPPvswe/bsIjtorl+/nn79+jF69GggMQ02dTTaJZdcwoMPPljmPpPSrzjXMDNhJqlE+CVaUjotXryYvfbaK91hKM3Gjx9P3759GTduHO3bty/WL9Gyr1f5NmPGDDp37szGjRuTZbvssgtr1qyhVq1aPPXUU/Ts2XOr537++ee0bduWX/7yl4wePZpatWoVa2yLFi3iqquu4qWXXgKgZcuW/PWvf+XEE0/83vO++OIL5s+fT/fu3YFE0m2vvfbi66+/pmnTpvz85z+nR48edO3aldq1axdrzDsjxsi9995Lly5dOPTQQ7da5+GHH+bKK69kw4YNyWTmJvvvvz/vvvtuudipWaXHhJmkMs8v0ZLSIcbIkCFD+MMf/sArr7xC165d0x1Subdx40a++OILWrdune5QdsrGjRuT06tMmBUv+3qVV0888QQXXnhhkbLatWuzdu1amjRpwksvvUSnTp2Sx77++mumTp1aJIG2aNEiWrRoUaxx5eXlMXz4cG6++WbWrFlDtWrV+P3vf8/AgQN3KimXlZXFb3/7W1599VWys//3K69WrVp069aNCy+8kDPPPLM4P8KPNnHiRHJycvjFL36RLJsxYwZnnnkmCxYsICMjgyZNmrBkyRIgsX7c7Nmzadu2bbpCVhnjLpmSJEnbMGPGDHJzc3nzzTfTHUqFMGjQINq1a8f999+f7lC2S4yxyPQqd0KVlGrKlClbJMuqVavG2rVrOeigg3j//feLJMs+++wz2rRpw3nnnVdkzbLiTpYBLFy4kIEDB7JmzRqOOeYYZs6cyZ/+9KedHsFWv359nnnmGZYvX87EiRPp27cve++9N+vWrWP8+PG8++67ybobN27k448/Tutan1999RXnnHMOZ555Ji+88EKy/NBDD2XatGl0796dvLw8lixZQuPGjYHE7/xu3brxzTffpCtsVWAmzCRJUoURQuCRRx7h6aef5vbbb093OOXezJkz+fOf/8yGDRto1KhRusPZLn//+9/Zf//9+dvf/pbuUCSVMRMmTKBbt27J91WqVCGEwMaNG+natSvvvfce++yzT5FzWrVqRadOnWjXrl2R6ZvFJXVdrv3335877riDBx98kLfffpuDDjqoWO5RvXp1TjzxRIYPH86XX37JrFmz+NOf/sT555+frPPOO+/Qtm1bWrZsybXXXsukSZNK5PN+n6ZNm9KrVy8OP/zwIjtpAjRu3Jh//vOf3HzzzQB8++23yaUXli5dSufOnZk3b16pxquKzymZkkqE0zQklZYlS5YwduxYrrzyynSHUqHk5ubSqVMnZs2aRc+ePXn++edLZGHr4pSZmcnBBx/Mt99+y6233sott9xS5LhTMouXfb3Kk9GjR9OnTx/y8vLo2rUrjz32GCtWrODaa69ln332YdSoUVSvXp21a9cyatQo+vbtmxyhunLlSurXr59cSL+4vPjii/Tr149nn32Wzp07F+u1d9SoUaO45pprkjtTAjRo0IBTTjmF008/nVNPPZU6deqUSizr16+nZs2ayff//e9/admyZfL9yy+/zDPPPEO/fv046aSTKCgo4LvvvqNatWrccMMN/PnPfy6VOFU2FWtfH2P05ctXGX8BVwJfAuuB6cCx31O3FxC38qqZUqcL8BKwpPDYGZtdoxpwJ/ARsKaw3uPAHjsQcz0gZmVlRUkqKVlZWbFFixYRiA8//HC6w6lQbrnllgjExo0bx6VLl6Y7nB9UUFAQe/bsGYHYvn37mJubu0WdrKysTX1ivVgG+vfy/rKvV3nRpUuX5Hfinj17xrVr1yaPrVmzJhYUFMQYE79HOnXqFIE4ePDgEotn4cKF8fTTT0/G1KNHjxK7147IycmJL7zwQuzVq1fcddddi/wt8eGHHybrbe33a0l56KGHYkZGRrz33nu3evzrr7+OixYtig0bNkzG2r9//1KLT2VPcfb1TsmUyrgQwtnAMOB2oAPwLvBqCOH7Fk7IBpqlvmKM61OO7wLMAq7axvm1gUOBPxX++wvgAGD8zn8SSSp+9erV4+KLL6Z169Ycd9xx6Q6nwpg5c2ZySut9991H06ZN0xzRD3vmmWd48cUXycjI4NFHH3XtMkkA3HnnnbzzzjvJ9//5z3/4v//7v+T72rVrJ0fPhhDo06cPzZs3L7bpkKny8vK45557OOiggxg/fjwZGRnceOONPP3008V+r51Rp04devbsySOPPMLSpUuZPHkyN9xwAyeccALt2rVL1vvNb35D+/btufnmm5k2bRoFBQUlFtM777xDXl5ekU0LUu22225ce+21RY4PGTKEW2+9tcRiUuXhlEypjAshvA/MiDFekVI2FxgbYxywlfq9gGExxgbbef0I9Iwxjv2Beh2BqcDeMcZF23Fdp2lIKjH5+fnJqTExRlavXk3dunXTHFXFkJubS8eOHZk9eza/+MUveO6558r8VMylS5dy8MEHs3LlSm677bbkGjebc0pm8bKvV1k3aNAgbrzxRiCRDNtvv/34/PPPady4MbNnz6ZZs2Y8+uijHHzwwcmF/mOMrFmzptinH06fPp3LLruMGTNmAHD00UfzwAMPcPDBBxfrfUpaQUEBu+++O8uXL0+W7bHHHpx22mmcfvrpnHDCCUWmU/5YMUbGjh1Ljx49qFJly/E+Gzdu5Nxzz+Wll17imGOOKbLhz/XXX89dd91VbLGofHCXTKmSCCFUBw4DJmx2aAJw1PecWieEsDCE8FUI4eUQQodiCKc+iaGt320j1hohhHqbXoB/uUoqdjFGbr75Zs466yzy8/OBxB9BJsuKz+23387s2bNp3LgxI0eOLPPJshgjV1xxBStXrqRDhw4MGLDFsyQAnn32WaZOnVrK0UlKlwsvvDCZLKtbty7z589n/vz5jB49milTprDHHnswcOBALrnkEnr37p1c4D6EUCJrdc2cOZMZM2bQoEEDRo8ezTvvvFPukmWQ2Cjhk08+4bHHHuPMM89kl112YcmSJTzwwAOceuqpHH/88cV6vxACPXv2TCbLCgoKOPvss3nuueeAxA6nTz/9NJMnT+bVV1+lS5cuyXP/8pe//D979x3fVPU+cPxzu2vLhjIEZQ/ZSzYyLEVklSGCCJSpaAG/4AJlCTJkWLbsrYDsUTYCsikIIiAyCoUWkCKjdCfn90fa/Bq6Ukiajuf9ep2X5Nxz7n2CJDd5cgYdO3a0aDwim3nZOZ1SpEixXgGKYEhS1X+ufjjwdzJ96gLdgapAI+BXIBwok0z7RGuYJdHGBTgNrEyhzWiSWDtN1jURQljSpUuXlJOTkwLU9u3bbR1OlnPmzBnl4OCgAPXLL7/YOhyzxMTEKF9fX+Xs7KzOnTuXZJvQ0FCVO3fuhPcnWcPMMp9TZA0zkSFVrVrV+Hp3cXFRR48eTbLd7du3VdWqVdWkSZNUTEyMxeO4d++e8c86nU6NHTs2U6wJmRYRERHK399fffzxx+rVV19V33zzjfFYWFiYatq0qZo8ebK6fPmyRa63ePFiBShXV1cVEhKS6HhUVJRxHbr40r9/f4tcW2QOllzDTKZkCpGBaZpWBLiDIWF2LEH9COBDpVR5M85hB5wBDimlBiVxPMUpmZqmOQLrgNeAJiqZYa2apjkDzgmqcgC3ZZqGEMLS1qxZQ1hYGH369LF1KFlKwqmYnTp1Yu3atRl+dFlCt2/fpmjRokkee/DgAV999RUnT57kzz//BJmSaREyJVNkRF26dGHt2rUmdVWrVuXIkSO4ubklap9wir+lBAUF4evrS0BAABcvXsw2o6CVUkRGRuLq6grApk2b8Pb2Nh4vW7Ysbdu2pV27dtSrV++F/t5jY2MZPnw4lSpVokePHomO37x5k/r16xMcHGxS/8MPPzBs2LA0X09kPjIlU4js4wGgAwo9V+8B3DPnBEopPXAKKJPWi8cly9YCJQDPlN5wlFJRSqkn8QV4mtbrCSFEUgIDA00++Hbp0kWSZVYwbtw4zp8/T/78+Zk9e3aGT5YppUwWmk4uWQaQP39+Fi5cyL59+9IjtEQ0TRuoadoNTdMiNU0L0DStUQpte2mappIoLgna5NA07ce45RciNE07GrfWaMLzLE3iHMefa+OsadpMTdMeaJr2TNO0LZqmJf8XKUQG17dv30TJMoCmTZsakzjLly/n999/Nx6zZLIsNjaWH3/8kQoVKrB582bu3r1rsuFAVqdpmvHvGaBu3brMnj0bLy8vHB0duXLlClOmTKFRo0YULFiQnTt3pvkaDg4OTJ482SRZdv36dQ4fPgxAoUKFqFatWqJ+n3/+OXPnzn2BZyWyM0mYCZGBKaWigQDA87lDnsBRc86hGb7xVANC0nLtBMmyMsDbSqnQtPQXQghLOHv2LHXr1qV169aEhYXZOpwsKzg4mEmTJgEwZ84cPDw8bBxR6lavXk2zZs24du2a2X2cnZ1Tb2RhVtrteiEHlxOeAAAgAElEQVSGzwIfApUxrG26V9O0V587z87nztPqueM/At7A+0BDwB3YpmmaZYfbCJEOevfuzaJFi4yP49e86tWrF9OmTcPOzo79+/fj4+ODp6cnFy9etOj1AwICqFOnDp999hnPnj2jfv36/PHHH7z77rsWvU5mUqhQIQYOHMjOnTt58OABa9eupXv37uTJk4fQ0FBKlSplbLt3717mzZvHnTt30nSNiIgIOnXqRNOmTVmzZg3Ozs6sX7+eli1bAphsFDBw4EBGjRplmScnsoeXndMpRYoU6xagCxAN9AYqANOBMAy7VQIsByYkaD8K8AJKYkiULQZigDcTtHGPO1YNw/zuz+L+/FrccQdgMxCEYS20QgmKk5lxy7omQoiXdu3aNVWgQAFVpUoVFRwcbOtwsrRDhw6poUOH2joMs4SEhKg8efIoQI0fPz7ZdsePH1e+vr7q33//VUopdfr06XRfwww4Acx9ru5Swnv3c8d6AY9SOJ8rEAu8+1z9H8C4BI+XYthRO7nz5Ir7fNElQV0RDCPbvcx8bnKvFxlCv379TNassre3V4Bq06aNydpkz549U++++67q06eP0uv1Frl2bGysGjJkiLKzs1OAyp07t5o/f77S6XQWOX9WFBMTk2hdOW9vb+P/v5o1a6oxY8aos2fPpvr/6dmzZ6pbt24qf/786tatW8b6iIgI5enpqQDj/5v4ktyadiJrsOQaZjZPBkiRIiX1AgwEAoEoDCPOGic49huwNMHj6cDNuLb3gV1AvefO1yThTSNBWRp3vHgyxxWGdczMiVk+RAshLOLPP/+U9xJhpNfrVbt27RSgatSooaKjo5Nt17BhQwWoAQMGKKWUat26dbomzACnuOSW93P1fsDBZPr0iutzE7gNbAOqJzieI+45NH+u3zHgtwSPl2LY2fo+cAVYAHgkON4s7jx5njvPOWBMMrE5x93f48urcq8XtjZjxgyTz6rxyZGGDRuq8PDwRO2jo6MtvsB/ly5dFKC6deuW5Rb1Ty9+fn6qXr16Km59ZWMpVqyY8vX1NdlA4Xl6vd4kWaaUUk+fPlXh4eGqefPmib7PuLq6yo9wWZgs+i+EyPBkIWAhxIvQ6/WMGDGCzp07U6NGDVuHk+VduHABFxcXSpcubetQzLZq1Sq6d++Oo6MjAQEBVK5cOdm2+/btY+TIkaxZs4aiRYuyf/9+mjdvDum06H+CzXsaKKWOJqgfDvRUSpVLok9doDTwJ4ak1GAMUymrKqX+iWtzFMPosG4Y1jTtimHE+T/x54ybChqGIfFWAvgOwwjymkqpKE3TugFLlFIm81Q1TdsN3FBKDUgittEYRrKbkHu9sJUNGzbQsWNH42M7Ozv0ej2VK1fm0KFD5M6dm3/++YeTJ0/ywQcfWOy6t2/fxsHBgUKFDMsM3717l3PnzuHl5WWxa2RX9+7dY/v27WzZsoXdu3cTERFBtWrV2LJlC8WKFTPrHKdOneKdd95hzpw5tG7dmtatW3PgwAE0TYtP/pMvXz6uX78u711ZkCz6L4QQQogsaeLEiUycOJE2bdrImmVWFhUVRdeuXalSpQr+/v62DscsISEh+Pr6AjBq1KgUk2UAzZs358iRI8YNAW7cuGH1GJPx/C/UWhJ1hoZKHVdKrVRKnVNKHQbewzBCzDdBsw/jznEHw4jyQcBqDNMp48+zRim1XSl1QSm1FXgHKAuktqBSsrEBEzBM5YwvskGAsJmDBw/SqVMn42N7e3v0ej0lSpRg165d5M6dm4cPH9KiRQu6d+/O8uXLX/qaOp2OGTNmUKFCBQYN+v/N5wsVKiTJMgspWLAgvXv3ZtOmTYSGhrJ582YOHz5sdrIMYNasWYSGhvLzzz/j6urK1q1beeutt1BKGdc0Cw0NJV++fNy+fdtaT0VkAZIwE0IIIUSG8cknn1CzZk2mTJmCu7u7rcPJ0p48eULBggVxd3enVq1atg4nVUopPvroI/777z9q1qzJl19+mWLbhGJiYgAoX768VWNMglV2u1ZKXVNKvYVhTdJiSqk3AUcg2YygUioEw2iz+PPcBZw0TctjbmxKdsQWGcTly5dp0qSJ8bVuZ2eHTqfDw8OD3bt3U7hwYQDy5MlD586dKV269EsntM6cOUOdOnUYPHgwYWFh3Llzh2fPnr30cxHJc3V1pW3btiafB65evZpqv0WLFjF58mSWLl2Kpmm4ubmxbds2GjVqhF6vx9HRETDsalq6dGmTHZeFSEgSZkIIIYSwqSdP/n+0fK5cuThx4gRdu3a1YUTZQ4ECBdizZw/Hjx+nQIECtg4nVf/99x83btzAycmJpUuX4uDgkGS7J0+eULt2bZYvX45erycmJoYaNWrQr18/GjdunK4xKyvvdq2UeqaUColLenlh2LAnufPkA4olOE8Ahk2BPBO0KQxUMjc2IWwhOjqaZs2amdTp9Xpy5szJzp07TaaYa5rG5MmTOX36NAULFnyh64WFhfG///2P2rVrExAQQO7cufnpp584fPgwbm5uL/VchPmUUnz33XeUK1eOrVu3ptjWwcGBzz//PH5aHgCPHj1i+/btNGjQgJiYGONIs6ioKOPIZSGeJwkzIYQQQtjM4cOHKVWqFBs3bjTW2dvb2zCirC/h6CtN0yhZsqQNozFf3rx5OX36NLt376ZSpUrJtps9ezYBAQGMHz8enU7H9u3buXDhAosXL7bVKIJpQF9N03prmlZB07TpwGvAPABN05ZrmjYhvrGmaaM0TfPSNK2kpmnVgEUYEmbzErTx0jStpaZpJTRN8wQOAH8DS+KOu2uaNkXTtHqaphXXNK0JsBXDiLeNAEqpx3HnnqppWnNN06oDKzGsnbbXun8lQrwYpRT9+/cnJCQEe3t7cufOTbFixXB2dmbz5s1Ur16dmJgYFi1aZPJ6T5g4SYvz58/zxhtvMH36dPR6PV27duXSpUv079/fmHAR6UPTNIKDg9Hr9XzwwQdcvHjRrH5KKaZOnUqpUqU4ceIEO3bsoF69elSvXt34eWPOnDnMmzcvlTOJ7Ehe5UIIIYSwmXXr1vHgwQNmzpyZaBqdsI5vvvmGjz/+mKdPM99sOicnJ956660U2wwZMoSJEycybdo0HB0dad++PRUqVLDZlBul1BpgCDAS+ANoDLRSSt2Ma/IaUDhBl9zAfOASsBvDTpSNlVInE7TJBcwGLmNY7P93oIVSKibuuA6ojGHE2RVgWdx/6ymlEv6P/wzYBKwFjgDhQBullA4hMqBx48axbNky7Ozs2LZtGw8fPuTMmTNs27bNOEWzT58+9O3bl4EDB7709eJ/UChRogQ7d+5k9erVxoX+Rfrz8/Pjrbfe4unTp7Rt25aHDx+a1e/ChQtER0fj7+9Pzpw58ff3Z//+/axatco4VX/gwIG8//771gxfZEKyS6YQwipkl0whhDliY2OZOnUqvr6+vPLKK7YOJ8s7deoUdevWRa/Xs3nzZtq2bWvrkFK1atUqrl+/zldffWVcdyYtHj58SMGCBYmNjU1YnS67ZGZ1cq8X6ally5bs2rULMGz6MXr06CTbLV++nAEDBrB+/XpatWqVpmvodDrWrVvHe++9ZxxBduHCBUqWLCn3qAzi33//5c033yQwMJDmzZuzc+fOZKfox4uMjGTjxo28//77GGa5/z+9Xk+FChW4cuUKAN9++y1jx461WvzC+mSXTCGEEEJkSjExMaxatco4mszBwYEvv/xSvoikg8jISHr16oVer+f999/PFMmy4OBgPv30U0aOHMmSJUtSbPv84ttXrlwhJCSEXbt2GZNlDRs2tFqsQgjr8ff3NybLAMaMGcP8+fOTbNujRw9u3LiR5mTZ2bNnqVu3Ll27dmXRokXG+kqVKsk9KgMpUKAAmzdvxs3NjX379jF06NBU+7i4uNC1a1eTZFn855DvvvvOmCyLf3zkyBHLBy4yJUmYCSGEECJdKKXw9vame/fuTJo0ydbhZDtjxozh4sWLeHh4MHPmTFuHk6r4tYoePXpErVq16N27d4rtvb29admyJVevXkWv19OjRw/Kli2Lj48PYNhF7+eff06P0IUQFnTz5k06dOhgfBy/eP/ff/9trNuxYwfh4eHGx2mZNhkWFsbQoUOpVasWp0+fJleuXDg5OVkgcmEtVapUYcWKFQDMmDGDY8eOmd03OjqagQMHGkeRNW3aFEdHR6pXr25s89ZbbxEcHGzZoEWmlPLYRSGEEEIIC9E0DS8vL/bv388bb7xh63CylZMnTzJ58mQA5s2bR/78+W0cUeqWL1/O9u3bU90VEwyjyX777TfAkBhbunQpJ06cwMHBwTi6bPDgwTJtUIhMJjw8nPr16xMZGQnA5s2beffdd9m4caMxibZ+/Xo6d+5MvXr12L17d5p2rty6dSuffPIJQUFBAHTp0oXp06dTuHDhVHoKW/P29mbChAkUKFCAevXqmd1v165dzJ07Fzs7O7p160bjxo25cuUKhQoVonTp0ty5cwedTke5cuUIDQ2V5Gk2J2uYCSGsQtY1EUIk59atW7z22mu2DiPbiIyMpEaNGly6dIlu3bqxatUqW4eUqjt37lCxYkUeP37M999/z9dff51qn2vXrnH06FFat25NuXLl+Pfff43H8ufPz/3793n69KnF1jURcq8X1qXT6ciVK5dxuvXo0aMZNWpUonZHjhyhdevWvPfee8ybNy/RGlXJGT58OBMmGDaoLV68OHPmzOGdd96x3BMQGdbw4cOpX78+rVu3Nqm/c+cOJUuWJDo6GoCiRYsak6ki85A1zIQQQgiRKezatQtvb2/jh09AkmXpbPTo0Vy6dImCBQsyY8YMW4eTqvipmI8fP6Z27dp8/vnnZvUrVaoUH374IaNGjTJJlgEsW7bM7C/RQoiMoUKFCiZrE548edJk2mW8Bg0aEBAQwJw5c9L0Ovf29sbJyYkvv/ySv/76S5JlmdyDBw8YOHBgovUsk/L9998nSpaB4f5TokQJ4+Pbt28zZMgQi8YpMhdJmAkhhBDCKp48eULXrl3ZtGkTP/74o63DyZZOnDjBDz/8AMBPP/1Evnz5bBxR6i5fvsz+/fvNmooZHh7OnTt3jI/PnTvH7NmzTdq0atUqzYt/CyFsa+zYsfzzzz8mdYGBgURFRQGGadi3b982HitZsiT29vYpnvOPP/4w2Tykdu3a3Lx5k4kTJ8qi/pmcUorWrVszd+5cfHx8SMssukePHjFq1ChiY2Oxs7PjyRPTAUl+fn4mG06I7EUSZkIIIYSwipw5c/Lzzz/Tq1cvBg8ebOtwsp2Eu2J+8MEHtGvXztYhmaVChQrGL7aprXU3bdo0ypQpw8yZM1FK8emnn6LX603ajB8/3prhCiEsbN++fYmmXrq7u7Nx40by5MnD7du38fT0pEGDBomSakkJCwtj2LBh1KpVi48++shks4C0bA4gMi5N05gyZQqOjo6sW7fO7Pd9vV5Ps2bNGDt2LCNGjKBIkSJs2LAh0bplbdq0MflxRmQfkjATQgghhMVERUWZ/Orv5eXFkiVLcHZ2tmFU2dOoUaO4fPkyhQoVyhRTMRMqV64c3bp1S7GNUoqjR48SERFBgQIFWLVqFb///rtJm3fffZdq1apZM1QhhAUFBwfTsmXLRPWLFi2ibNmygCHJ4erqiqurK7lz507xfNu2baNixYpMnToVnU6Ht7d3/NpGIotp2LAhc+fOBeDbb79l48aNqfaxs7Nj+PDhvPbaa3Tp0gWAunXrGs8TLyYmhlKlShETE2P5wEWGJov+CyGsQhYCFiL7efjwId7e3oSEhHDs2LFMMf0vqzp+/DgNGjRAr9ezefNm2rZta+uQUrVx40YKFixI/fr1ze6jlGLv3r3Url2bChUqcPfuXeMxOzs7wsLCcHV1NdZZciFgIfd6YVl6vZ4cOXIkWqfs008/ZebMmSZ1//77LxEREcmuiXnnzh0GDx7M+vXrAVnUPzsZPHgwM2bMwM3NjWPHjlG5cuVU+0RERJjcK8Dw7+75Kf4NGzbk8OHDFo1XWJ4s+i+EEEKIDCc6OpqbN29y7949rly5YutwsrX8+fNTv359unfvnimSZXfu3MHHx4eGDRty4MABs/tpmoanpyfjxo0zSZYBzJo1K9EXICFExtWmTZtEybJatWoxZcoUoqOjuXDhgrG+QIECySbLIiIiqFmzJuvXr8fe3p4vvvhCFvXPRqZOncrbb7/Ns2fPaNu2LQ8ePEi1T8J7RWBgIHfv3mX69Ok0btzYpN3vv//Ovn37LB6zyLhkhJkQwirkV2chsqeLFy+i0+nM+kVXWJdOpyMyMhI3Nzdbh5IipRTvvvsu/v7+1KlThyNHjqS6ePe2bdvw8vLC0dGRixcvUrVqVWJjY43Hc+bMyePHjxP1kxFmliX3emEpixYtom/fviZ1uXPn5syZM7z++ut88MEHbN26lQ0bNtCiRYtUzzdx4kQ2bdrE/PnzqVKlirXCFhnUw4cPefPNN9E0jR07dlCmTBmz+h05coR27dpRrlw59u/fz+PHj6lVqxZBQUHGNs7OzgQHB5M3b15rhS9ekowwE0IIIUSGsGnTJg4ePGh8/MYbb0iyzIYiIiKMf7a3t8/wyTKApUuX4u/vj7OzM0uXLk01Wfbbb7/Rpk0bqlWrRmRkJL6+vibJMiDTrdkmRHZ248YN+vXrl6h+2bJllChRgqioKB4+fEhUVFSSux+Gh4czbNgwkzUMhw0bxtGjRyVZlk3lzZsXf39/Tpw4YXayDMDDwwOdTkd0dDSPHz/Gw8ODTZs24eLiYmwTFRVFsWLFjDu2iqxNEmZCCCGEeCHbt2+nQ4cOeHt7c+PGDVuHk+1FRERQo0YNhgwZkmhaU0Z1+/ZthgwZAsB3331H+fLlU+0THh5O/vz5adKkCc7Oznz66acm02ny5s1Lz549rRazEMJy9Ho9FSpUSJQI+/zzz43TyV1dXdm6dSv79+/Hy8vLpJ1Sig8++ICpU6cyYMAAY/LcwcEBOzv5qpudlSlTxmQU2P37983qs3//fg4dOoSHhwcANWrUYNGiRSbtwsPDKV26tGUDFhmSvIsIIYQQ4oU0a9aMOnXq0KVLF4oVK2brcLK9rVu3cvnyZdauXZspfvlWStGvXz+ePHlC3bp1+d///mdWv1atWnHx4kW+//57NE3D2dnZZGTdzp07rRWyEMLCOnTokOj9qkGDBowfP55r164Z65ycnGjUqFGi/r/88gubNm3C0dGRiRMn4uDgYPWYReYzd+5cihcvbjIiPjnVq1c3+REmMjKSbt26MWzYMJN2t2/f5ujRoxaPVWQskjATQgghhNkSTn1zdXVl7969zJkzR76kZADvvfce/v7+LF26lDx58tg6nFT5+/uzc+dOnJ2dWbJkSapTMRMqUKCA8QtNwlEDbdq0oXbt2haPVQhheQEBAezYsQMw7GqbJ08e8ufPzy+//MLGjRspV65citOr7927h6+vLwDffPMNbdq0SZe4ReailOL3338nIiKCjh07pmlE/LJlyyhTpgw3b95k4sSJtGjRgrJlyxqPd+jQgf/++88aYYsMQhJmQgghhDDLvXv3aNCgAYsXLzbWubm5oWmaDaMSCbVs2dKsBbEzgnfeeYdFixYxderUVKdiRkRE0L59e44fPw7AlStXeP3115k5cyYDBgwADGu2rV692upxCyFeXlhYGF27diUmJob27dsTHR3NlStX2L59O0WLFuXEiRPodDouX76c5LplAL6+voSGhlKlShW++uqrdH4GIrPQNI2FCxdSs2ZNQkNDadeuHWFhYan2i4mJYcaMGdy+fZs5c+Zgb2/PmjVrOHPmDB9++CGurq7cu3ePNm3aEB0dnQ7PRNiC7JIphLAK2TlLiKznhx9+4IsvvqBQoUJcvXo1Uywonx0sXryYFi1aULRoUVuHYjWjR49mzJgxFC1alGvXrjF06FBmzZpFvnz5CA0NBeDbb79l7NixKZ5Hdsm0LLnXixehlKJo0aIEBwdTpEgR/vzzz0Q7Diql2LBhA+3bt09y9On69evp1KkT9vb2nDx5kho1aqRX+CKTun37NrVr1+bu3bt4e3vz66+/prrO3a1bt1i9ejVffPGFSduoqCjOnz9PnTp1UEpRqlQprl69au2nIMwku2QKIYQQIt0NGzaML774gkOHDkmyLIM4cuQIffv2pVKlSoSEhNg6HLMcOnSIR48epanPoEGD+PDDD5kzZw5OTk5Mnz6d8uXLG5Nljo6OjBkzxhrhCiEsrEWLFgQHBwOGL7abN28GDKOY4wdzaJpGx44dk52qvWrVKgC+/PJLSZYJsxQtWpSNGzfi5OTExo0bzbpnvPbaa3z11VeJEmvOzs7s2bPH+O/12rVrzJs3zypxC9uShJkQQgghknXw4EH0ej1g+AIzadKkNG3RLqwnPDycXr16oZSiQ4cOFC5c2NYhpSooKIg2bdpQqVIlkwW9U5M3b16WL19uXKPowYMHXLlyxXh8xYoVMjVYiEzg5s2b7Nu3z/g4LCyMESNG8Ndff1GrVi0++ugjdDpdqudZt24dCxcuZOTIkdYMV2QxdevWZf78+QCMHTuWY8eOmd1Xr9czatQotm/fDhjuQwkNHDiQe/fuWS5YkSFIwkwIIYQQSZo0aRJNmjSRtWEyqBEjRnD16lVeffVVpk2bZutwUpVwV8xixYpRvHjxVPsEBQWZPD506BCRkZEcP37cmMitUqUKXbp0sUbIQggL0ul0NG3a1DgqZ8WKFYwbN45ffvmFQ4cOcefOHQ4dOsSTJ6nPoLK3t6dPnz44OztbO2yRxfTs2ZNhw4YxadIk6tata3a/+fPnM3bsWLp168b9+/cZP348W7dupX79+oDhHletWjVrhS1sRLa0EkIIIUSSXn31VeOflVIygicDOXz4MH5+fgAsWLCA3Llz2zii1C1atIhdu3aZvSvm6dOnqV+/PgMGDODHH3/k1q1beHl5UaRIEeP0U03T2LVrV3qEL4R4Sf379zfuUDhu3Di6d+9uPNa4cWOqVatG4cKFk93l99GjR0ybNo2vvvqKV155JV1iFlnTDz/8kOY+vXv3Zv369XTv3h0PDw8AWrduTePGjSlUqBARERHcvXuXtm3bsmXLFkuHLGxERpgJIYQQIkndu3fn9OnTTJ48WZJlGUh4eDi9e/dGKUXv3r155513bB1Sqm7dusX//vc/wPBFObVdMQF27dpFTEwM//77L/b29nz22WdERkYSExNDREQEAP369aNQoUJWjV0I8fLGjh1r3GE5b968DBkyJFGbevXqpTjydOjQoXz33Xd06tTJWmGKbCgsLIyRI0cSFRWVYjsnJyd2795Nz549Tepz5szJr7/+any8detW9uzZY5VYRfqTXTKFEFYhO2cJkfkEBQXx7bffMnv2bFnUPwMbMmQIfn5+FC1alAsXLsTvBJVhKaXw8vJiz5491KtXj8OHD6c6uizenj17qFatGqdPn6ZVq1ZommaczuXh4cHdu3fTlMyVXTItS+71whz37t1LlNhu3bo1W7ZsYeLEifTt25cCBQqkeI5du3bRsmVLNE3j0KFDNGzY0Johi2xCKcVbb73F4cOH6dOnDwsWLDD7nhIREcG2bdvo3LkzXl5e7N6923jMzc2NJ0+epLoLp7AO2SVTCCGEEBal1+tp06YNy5YtY/DgwbYORyTj8OHDzJgxA4CFCxdm+GQZwNKlS9mzZw8uLi5mTcVMyNPTk5w5czJo0CAAY7LMzs6ONWvWyMhHITKBZs2amTx2cHDgm2++YdGiRQwfPpxatWqlOLrnyZMn9OvXDwBfX19JlgmL0TSNr7/+Gjs7OxYtWsSsWbPM6hcZGUnjxo157733WLNmDdOmTcPJycl4/NmzZ/Tu3dtaYYt0JAkzIYQQQmBnZ8ecOXOoVauW7DqWQT179gwfHx+UUvTp0wcvLy9bh2SWNm3a8P777zNu3DjKlSuXYtuYmBjGjh1rsuj3tGnTuHr1qskv9T4+PjRp0sRaIQshLGTixIlcvHjRpG7q1KnUqVOHatWqUalSJQYNGpTi4v1ffvklQUFBlChRgu+//97aIYts5p133mHSpEkAfPbZZya7uCbHxcWFZs2akS9fPjw8PKhYsSLjx483abNs2TIOHDhglZhF+pEpmUIIq5BpGkJkDv/995/JAsuyuH/GNXjwYGbMmJFppmI+z5x/W2PHjmXUqFFUr16dgIAAgoKCqFChAuHh4Sbtrl+/TokSJdIcg0zJtCy514uUXL16lbJly5Lw+2bbtm3ZtGmT8b0gOjoae3v7ZEeeHjhwwDhCbd++fYlGqwlhCUopevbsyYoVK8iTJw+nTp2iVKlSKfbR6XTcvXvXuEFS/C6whw8fNraxs7MjMjISR0dHq8YvTMmUTCGEEEK8FL1ez9dff03lypW5c+eOsV6SZRnTwYMHM91UzBs3bph8UTbn31bjxo0pWbIkX3zxBZqmMWzYsETJsgEDBrxQskwIkb6qVatm8h6QK1cu5s2bh16vN9Y5OTklmyxTSjF06FDA8LqXZJmwFk3TmD9/Pm+++Sb//fcfbdu2NRnpnBR7e3uT3cQfPnzIggULTHZw1ev1eHt7Wy1uYX2SMBNCCCGyobCwMDZv3sydO3fYvn27rcMRqfD39wegb9++mWIq5s2bN6lSpQodO3bk6dOnZvdr0qQJf/31F126dGHfvn2sW7fO5Libmxtz5861dLhCCAv74osvePbsmUnd9OnTcXBwoGLFiqxcuZLUZjppmsaWLVvw8fFh8uTJ1gxXCFxcXNi4cSNFihTh4cOH3Lp1y+y+Z86coWbNmsyYMYPp06ebHNuxYwd///23pcMV6USmZAohrEKmaQiR8QUGBnL06FG6detm61CEGbZu3cpbb72V4d9TlVK0aNGCvXv30qBBAw4ePJjqQv+xsbE4ODgYH6gCPH8AACAASURBVEdHR1OtWjUuXbpk0m737t14enq+cGwyJdOy5F4vknLt2jVKly5tUufp6cmuXbsYMWIEEyZMoHLlygQEBMhUNZHh/PHHHxQoUMBk9Fhqtm7dSrt27ShTpgwnTpygW7duxh+6AF599VWCgoJkFH86seS9XhJmQgirkA/RQmQ8165d4/r16y+VcBAiNT/99BMfffQRrq6unDt3jjJlyqTY/q+//qJ169bMmDGDNm3aAIZFwYcNG4adnZ1x+la1atU4e/bsS8UmCTPLknu9SErBggW5f/++8bGbmxsXLlygePHixMTEMHnyZLy8vKhVq1aS/SMiIjh69CjNmzdPr5CFSFZYWBju7u6ptlu7di0tWrQgd+7cBAcHU7FiRR49emQ8XqNGDQICAqwZqogja5gJIYQQIk2uXLlC3bp1ad++vXxgyyTCwsIYOHAgd+/etXUoZgsMDGTYsGEAfP/996kmywDGjx9PYGAg8+fPRylFSEgIo0ePBjBZ62jt2rVWiVkIYTkffvihSbIMDO8FxYsXB8DR0ZERI0YkmywDGDVqFG+//TZffvmlNUMVIlXr1q2jePHinD59OtW27733Hrlz5wagSJEizJ492+T4mTNnWLBggVXiFNYjCTMhMgFN0wZqmnZD07RITdMCNE1rlELbXpqmqSSKS4I2jTVN26ppWnDcsfZJnEfTNG10XJsITdN+0zStorWeoxDCukqUKEHNmjUpX748RYoUsXU4wgzDhw9n7ty5tGrVKtW1fjICpRR9+/YlLCyMBg0a4Ovra1a/RYsWMWLECObNm4emaeTLl4/BgwdjZ/f/H1M9PT3NSr4JIWzn3r17rFy50qSufv36fPrpp/z+++9mvY+dPHmSqVOnAtCoUbIfd4WwOqUUy5cvJzQ0lPbt2xMSEmJ2361bt7Jw4UI6dOhgUj98+PBMcT8X/08SZkJkcJqmdQF+BMYD1YHDgL+maa+l0O0JUDhhUUpFJjjuBpwDPk3hHF8A/4trUxu4C+zRNC3HCz4VIUQ6U0oZP5g5Ojqybt06Dh48SOHChW0cmTBH3759qVGjBpMnT84U65789NNP7Nu3D1dXV5YsWZLqumXxXF1dGTdunHG9GCcnJ+7fv28cXWZvby8bUwiRCYwfP974ZxcXFxwdHVm0aBH79++nUaNGtGrVitjY2GT7R0VF4ePjg16v54MPPqB169bpEbZIo//++89k9G9WpWkaq1atokKFCty5c4cOHToQGRmZar+nT5/Sp08fDhw4QIkSJShYsKDxh8oHDx6wYsUKa4cuLEgSZkJkfP8DFimlFiqlLimlhgBBwMcp9FFKqbsJy3MH/ZVS3yilNiTVWTN8MxsCjFdKbVBKXQB6Aq8Asjq4EJmATqfD19fXZLemHDlymLUOh8gYqlSpwqlTp3j77bdtHYpZypUrx+uvv27WVEydTsfu3btN6mJjY4mJiQHgxo0bxvqFCxfKwuBCZHDHjh1j1qxZAOzcuZNHjx5x+PBhypcvz82bN3FxcaFUqVImm3s8b9y4cVy8eBEPDw/8/PzSK3SRgoCAABo1asSZM2cA+Oeff3jzzTezzXTZnDlzsmXLFvLkycPx48f5+OOPUx0hliNHDlauXMnIkSP57rvvOHPmDAEBAbzyyisADBkyhMDAwHSIXlhE/K/PUqRIyXgFcAJiAe/n6v2Ag8n06RXX5yZwG9gGVE/hGgpo/1xdybj66s/VbwaWmRl7TkA9fvxYCSHS34YNGxSg7O3t1T///GPrcEQaBAUF2TqEF/b06VOl0+lSbTdlyhQFqD59+hjr/Pz81BtvvKHGjx+v4u5Bqnz58haN7/Hjx/HnzqkywH0+sxe51wullPr3339VkSJFFKB69uyZZJu///5bPXnyJNlznDlzRtnb2ytA/frrr1aKVKRVt27dFKA8PT2VUkr9/PPPxvfn2bNn2zi69LNnzx7jv89p06a90Dnu3bunypcvrwDl4uKi9Hq9haMU8Sx5r5cRZkJkbPkBe+Dec/X3gELJ9LmMIWnWFugKRAJHNE1Ly+Iv8ec2+7qapjlrmpYzvgAydVMIG2rfvj1Dhw7ll19+oXTp0rYOR5hp//79lCxZklGjRsUnJDK8hFNU3N3dTdYeS6mPvb09devWBQwjzmbOnMnFixf59ttvje38/f0tH7AQwqIqV65McHCw8XFERESiNmXLliVHjqQ/Gup0Onx8fNDpdHTq1ImOHTtaLVaRspiYGP777z/j48mTJ+Pj48OSJUsAeP/99xk3bhwAvr6+bNu2zSZxpre3336badOmATBs2DBOnDiRpv737t3D3t4eZ2dnwHAPbNmypcXjFJYnCTMhMofnvzVpSdQZGip1XCm1Uil1Til1GHgPuAKYt/ryC14X+Bp4nKDcfoHrCSFewrVr14xT2jRNY8qUKXTq1MnGUQlzhYWF0adPH2JiYrh//36mWLfsxo0blChRgnnz5qVpTZsRI0Zw4cIF+vTpAxjWKYtfLDz+PF5eXsad9YQQGdOJEydMdvJdtmwZM2fOJDIykn79+nH9+vVUz2Fvb8+oUaOoWLGicVqnSH979+6lWrVqDBgwwFj36quvsnjxYuMak2BYuL5Pnz7o9Xq6dOmSbXbe9vX1pU+fPgwdOjTFXV4TevDgAe3bt6dq1aocP36cc+fOGY/t3r2bq1evWitcYSGSMBMiY3sA6Eg8qsuDxKO/kqSU0gOngLSMMIv/5JOW604AciUoRdNwPSHESzpw4AA1a9Y0a30NkTF98cUXBAYG8vrrrzN58mRbh5MqvV5Pnz59uHv3LqtXr05z//Lly5skBX/77Tfjnx0cHGShfyEyOJ1OZxwNZmdnxyeffELTpk0ZNGgQ48ePZ+HChbRo0QKdTpfquby9vTl//jwFCxa0dtjiOYGBgXTs2BFPT08uXrzIgQMHuH//frLtNU1j7ty5eHp6Eh4eTuvWrbl582Y6RmwbmqYxf/58Jk+ebPamNjlz5uTSpUuEhoai0+mYMmUK77//vvF4vXr1rBWusBBJmAmRgSmlooEAwPO5Q57AUXPOEbeAfzXA/L2Q4QaGpJnxupqmOQFvJXddpVSUUupJfAGepuF6QoiX9OzZM54+fcrly5cJDw+3dTgijfbv38/cuXMBWLx4cbJTlzKSefPmceDAAVxdXVm8eHGqUzGvXr1Kly5dEk3dWrt2LXq9nvnz5xvrf/31V7O/kAghbGPUqFHcuXMHgFmzZjFr1iz279+Pi4sLPXv2pEmTJvzwww/JvpZjY2NNEjPmTOcWlhMeHs6oUaOoUKECGzZswN7enkGDBnHlyhU8PDxS7Ovo6Mivv/5K5cqVuXv3Lq1ateLRo0fpFLntJPw3GhUVhZ+fX4oJYScnJ5YvX865c+do27YtQ4cOZfny5eTMmRMwjED7/PPPrR63eAkvuwiaFClSrFuALkA00BuoAEwHwoDX444vByYkaD8K8MKwcH81YDEQA7yZoI173LFqGKZYfhb359cStPkSeAR4A5WA1UAwkMPMuGUhYCHS2c6dO1VERIStwxBp9OTJE/X6668rQH388ce2Dscs169fV25ubgpQfn5+ZvXx9PRUgPL29jbWff755wpQ9evXNy4kXbVqVWuFLYv+W/4zitzrs6m9e/caX7Nly5ZNcgHz1BY1nzRpksqbN69au3attcIUSdDr9Wrt2rWqWLFixv+HzZo1UxcuXEjzuYKCgowbPjRr1kxFRUVZIeKMR6/XqxYtWihADRs2LM39jxw5Yvy7B1RoaKgVosy+LHmvt/mNVooUKakXYCAQCERhGHHWOMGx34ClCR5Px7BDZhRwH9gF1HvufE0SvkknKAnPowGjMYxMiwQOApXSELN8iBbCiqKiotSIESPUw4cPbR2KeEkDBgxQgCpevLh6+vSprcNJlU6nU02aNFGAaty4sVm7Yiql1Pnz51WTJk3U9evXlVJKnTx5UtnZ2SlA5c2bVwHK0dFR3b9/32qx2yphFncfvxF3Pw0AGqXQtlcy92iXBG1yAD/G3e8jMIz+rp3guCMwCfgTeBb3g9dyoMhz1wpM4joT0/C85F6fDen1euXk5GT8N+Pq6mrc2TKlnTATunTpknJ2dlaAWrJkiRWjFQmdO3dOvfXWW8b/d6+//rpav379S+3YePbsWeXu7q4A1aNHj2yz++OaNWuMf4/Lli0zq8+dO3fU4cOH1datW03ed0uXLm3laLMXSZhJkSIlwxf5EC2EdfXo0UMBqnnz5tnmw2lWtGfPHuMH5v3799s6HLPMmjVLAeqVV15RV69efaFzREZGqooVKyZKCs2fP9/C0ZqyRcKM/x8p3hfDSPEfMYwUfy2Z9r0wbJ5TKGF5rs0a4C+gMVA67geux8CrccdzAXswbPxTDqgLHAdOP3eeQODb567lnobnJvf6bGj06NGJXru7du1SFy9eVLlz51aTJ09OMZEeGxur6tWrpwDVsmVLuYelg9DQUPXJJ58Yf6RwcXFRY8aMUeHh4RY5v7+/v7K3t1eAGj16tEXOmRl88803ClBOTk7q2LFjKbY9duyYcnd3V4UKFVJBQUHKw8PD5DX022+/pVPUWZ8kzKRIkZLhi3yIFsK6zp07p4oUKaJ27Nhh61DEC3r8+LF67bXXFKAGDhxo63DMNnbsWGVnZ6dmzJiRalu9Xq+Cg4MT1Y8cOVIBStM0kylB1majhNkJYO5zdZdIsJzCc8d6AY9SOJ8rEAu8+1z9H8C4FPrVjnvuCZdfCASGvMRzk3t9NhMaGmpMjMSXXr16KaWUGjZsmAJUq1atUkyCTZ8+XQEqR44c6ubNm+kVerYVHBxsHMULqM6dO6vAwECLX2f+/PnGa2SXabY6nU61a9dOAapQoULq9u3bybaNjIxUpUuXVnXr1lXXr19XK1asMHkd5cmTR5LHFiIJMylSpGT4Ih+ihbC859cGkfXKMrf+/fsrQJUoUSJTTMVM6Pz582ZNxZw3b57KkSOHyZSrP/74Qzk4OJh8UXBwcFAhISFWjNggvRNmgFNccsv7uXo/4GAyfXrF9bkJ3Aa2AdUTHM8R9xyaP9fvGPBbCrG8DegTPve4hFkIEBqXcBsBOKXh+cm9Pptp1KiRyWu3YMGCxvWX9Hq9Wrx4sbp161ay/f/55x/l6uqqADVv3rz0Cjvba9u2rapUqZLVRzJ//fXXqnHjxtlqTa4nT56oSpUqKUDVqlUrxVF7QUFBxnunXq9XDRs2NHk9de/ePb3CztIsea+XrUiEEEKITGDbtm2UKVOGf/75x1jn4uJiw4jEy9izZ49xV8jFixfj7u5u44jSpnLlyqnuaKeUYuPGjTx9+pTHjx8DEBMTg4+PD7GxsSZtvby8KFSokNXitaH8gD1w77n6eximPyblMoakWVugK4Z1z45omlYGQCn1FENy7FtN04pommavaVp3oA5QOKkTaprmAkwEVivDTtbx/ID3gabALGAIMCe5J6NpmrOmaTnjC4bkncgmVq1axeHDh03q5syZQ968eQHQNA0fHx+KFSuWZH+9Xk+fPn2IiIigWbNm9O/f3+oxZ0dBQUH4+Phw9+5dY92SJUs4e/YsTZs2teq1x40bx+7du43/JrKDHDlysGXLFvLly8fVq1e5fPlysm2LFi1qvHdqmsasWbPQNM14fOXKlQQGBlo7ZJEGkjATQgghMji9Xs/333/PrVu3+OGHH2wdjnhJsbGxfPTRRwB88sknNGnSxLYBmeHatWs0bdqUixcvmt1H0zS2b9/OypUr8fX1BWDKlCmcPXvWJNmWM2dONmzYYPGYMxj13GMtiTpDQ6WOK6VWKqXOKaUOY1iH7Argm6DZh3HnuINhk59BGHaz1j1/Pk3THIFfMHzuH/jctaYrpQ4qpc4rpRYCHwF9NE3Ll8zz+BrDWmnx5XbyT1lkJXq9np49e5rUdezYEW9vb1auXElMTEyq54iOjqZixYq4u7uzYMECk0SBsJwePXqwdOlSvv76a2Nd3rx5cXBwsPq17ezscHZ2Nj5eunQpISEhVr+urZUoUYLNmzdz4sQJqlevnmp7nU7HnDlzuH79Op988onJsR49elgrTPEiXnaImhQpUqQkVZBpGkJY1N27d9VXX32loqOjbR2KsIBTp06pNm3aZIqpmDqdTjVu3FgBysvL64XPc/HiRZOd9eLLnj17LBhtyjLDlMxkzrMA8E+i3g0oHPfnNcD25447AhuBc0A+M67zatzfT51kjjvH3d/jy6tyr88e+vXrZ/K6zZ07twoJCVELFixQgGrQoIHZO+amx/Tr7ESv16uYmBjj42PHjqlGjRqpM2fO2DAqpaZOnaoAVaNGDYttLpCZpPR5be7cuQpQRYoUUbdu3VL58+c3eX0FBASkY6RZj0zJFEIIIbK4iIgIDh48aHxcsGBBJkyYgKOjow2jEpZSq1YttmzZkimmYs6ePZtDhw7h5ubGnDnJztYzCgoKYvbs2ej1emOdTqejd+/eREdHY29vb6zv3bs3b7/9tlXizgiUUtFAAOD53CFP4Kg559AMw3CqYVhr7PnzP1NKhWialgfwAjYn6OcIrAXKAG8rpULNuFz80Igkh4QopaKUUk/iC/DUnOcgMreQkBAWLFhgUvfjjz9SqFAhcuTIQZ48efD29k52mrb6/4QrQFadfm0Tly5dwsvLi9GjRxvr6taty8GDB80a6WRN7du3x8PDgw4dOmS7JST27NlDmTJluHTpUpLHe/XqRa1atRg+fDiFCxdm0qRJJsc7deqUHmEKc7xsxk2KFClSkirICDMhXtjjx49V/fr1laOjo9UX6BXp5/Hjx+rPP/+0dRhpcvXqVfXKK68oQM2aNSvV9nq9XrVs2VIBatCgQcb6adOmGRf3J+4XdDs7u3QfYWejXTK7ANFAb6ACMB0IA16PO76cBDtmAqMwJL9KYkiULQZigDcTtPECWgIlMCTf/sCwG6dj3HEHDMmzIKAqhvXS4otTXJt6wGdx1yiBYernHWBzGp6b3OuzgbJly5qMfnn77bdNdvO7d++eio2NTbb/ggULVLNmzdS1a9fSI9xs4dGjR+qzzz4zvqfmzJlTPXnyxNZhJfLw4UNbh5Du9Hq9at68uQJU6dKlk90AIeFrSKfTqTp16pi8zpo0aZJeIWc5MsJMCCGEyMLc3d0pWrQobm5ussZLFjJ06FBq1qyZaKRGRqXX6+nduzfh4eE0adKEjz/+2Kx+bdq0IV++fMZ12qKjo/Hz8wMwWex/+PDhmWKE3ctSSq3BsJj+SAyJrcZAK6XUzbgmr2G6WH9uYD5wCdiNYdpjY6XUyQRtcgGzMWwQsBz4HWihlIpfSKoohk0DisZdMyRBqR/XJgpDMu834CIwFsPUz64WeNoii1ixYgVXrlwxPtY0jR9//NHk3uTh4WEycjSh27dvM3ToUPbv38/GjRutHm9Wp9frWbx4MWXLlmX69OnExsbStm1bzpw5Q44cGW8Pjjx58hj/HBYWlh3Wq0TTNH7++WeKFy/O1atX6dKlS6KNbuLbJTRz5kyTut9++81k4wZhIy+bcZMiRYqUpAryq7MQLyUiIkJduXLF1mEIC4mOjlZt27ZVgDp48KCtwzGLn5+fApSbm5u6fv16mvqGhYWZPA4KClJ58+Y1/nLu7u5u8ut6erHFCLOsXORen/XFjzCNLwMHDlT3799XzZs3V6dOnUqxr16vV61atVKAqlOnToqj0ETqjh07pmrVqmX8f1GuXDm1c+dOW4dllrCwMFWjRg0FqLVr19o6nHRx7tw55ebmpgA1ePDgZNudPXtW1a9fX61du1b179/f5PXWt2/fdIw465ARZkIIIUQWs27dOsaMGWN87OLiQpkyZWwYkbAkR0dHNm3axKlTp2jcuLGtw0mVUopNmzYBMHnyZEqUKJFqe53u/zdodHNzMzn+559/8vDhQ+PjPXv2yOhJITK4PXv2EB4eDkDhwoWpVKkSY8aM4ZtvvmHfvn30798/PnGapJUrV7Jjxw6cnJxYvHhxsqPQRMpCQkLo1asX9erV4/Tp0+TIkYOpU6dy/vx5vLy8bB2eWdzc3GjYsCEAH374IUeOHLFxRNZXpUoVVqxYAYCfnx+LFi1Kst2mTZs4evQoI0eOZNy4cTRv3tw4+nrZsmXZYpfRDO1lM25SpEiRklRBfnUWwmwXLlxQmqYpQPn7+9s6HCGUUkrFxMSoFStWmLXz3YoVK1TdunXVxYsXjXWBgYFqzZo1Sq/Xqw8//ND4i3mvXr2sGXaKZISZ3OuFeaKjo1WFChVMRsfEjwq9f/++6tatW4ojzIKDg1WePHkUoMaPH58uMWc1UVFRavLkycrd3d34/unj45NpdxmNjY1V7dq1U4DKly9fthlFP2bMGAUoR0fHJF8z4eHhytfXVwUFBRnrduzYoXLmzKkA1aFDB5uMyM7MLHmv15RK/lcBIYR4UZqm5QQeP378mJw5c9o6HCEyvFGjRvHo0SOmTZsmv8JnIf7+/qxevRo/Pz/y5s1r63CsIjY2lrJly3Ljxg3Gjx/P8OHDUUrRsmVLdu/eTd++fVm4cCFgGGXw6NEjHBwcbBLrkydPyJUrF0AuZdjlUbwEuddnXe3atWPLli3ky5ePq1evkjt3brP7KqXo0KEDmzZtonr16pw4cUJ2eE6jGzdu0LJlS+P6cW+++SYzZ87kzTfftHFkL+fZs2c0bdqUU6dOUbp0aY4dO0b+/PltHZZV6fV6unTpgru7O/PmzcPZ2dmsfidPnqROnTqAYVTe8uXLrRlmlmLJe71MyRRCCCFsICwsjIiICOPj0aNH4+fnJ8myLOTRo0f07duXlStXMm3aNFuHY5arV68yfPhwIiMjze7j4ODAwYMHGTJkCJ9//jkAOp2OevXq4ezsbJySArBx40abJcuEEOY5duwYW7ZsAQzvYxs2bEApxY0bN8zq/+jRI65cuYKDgwNLliyRZNkLKFasGE5OThQsWJAlS5Zw7NixTJ8sA8OPJlu3bjUuiN+2bVuTz0JZkZ2dHatWrWLx4sVmJcsCAwPR6/Xs2LHDWLdixYos//eUUUnCTAghhEhnwcHBNG7cmO7du6PX64HEuyWJzO+zzz4jODiY0qVLM3z4cFuHkyq9Xo+Pjw8TJkxg0KBBaepbrFgxpk+fbvxi7ODgQKdOnYiKiiIqKgqAN954A09PT4vHLYSwLB8fH+OfdTodP//8M3v37qV06dIMGzaM1GYo5cmThzNnzrBz506qVq1q7XCzhKdPnzJhwgTj+6WDgwPr1q3j77//plevXtjZZZ2v7QULFmTHjh3kzp2bY8eO0aNHD+NnoazKycnJ+DlPp9OxatWqJF9HI0eOpEyZMmzcuJGbN2+aHJP7p21knVeeEEIIkUlcv36dv/76i8OHDyf6QCSyhu3bt7N06VI0TWPJkiW88sortg4pVTNmzOD333/H3d3drATf/fv3OX/+vEmdUorY2FjA8AUwnr29PadOnbJswEIIizty5Ah///03ALVq1WLChAlMmzaN/fv3o9friYyMNOsHHmdnZ5o3b27tcLMEpRTNmjVj+PDhTJ8+3Vhfvnz5+GllWU6FChXYtGkTjo6O/Prrr3z55Ze2DildKKXo3Lkz3bt3Z/z48Um2iY2NZe/evUycOJGVK1caR2UfOXKES5cupWe4AmTRfylSpFinIAsBC5GizZs3q2vXrtk6DGEFDx8+VEWKFFGA+uyzz2wdjlmuXLmiXF1dFaDmzp1rVp9OnTopR0dHtXDhQmPd6tWrVbVq1VRAQIAqXry4caHqpUuXWiv0NJFF/+VeL5Kn1+vVa6+9pgD1yiuvqPDwcJPjO3fuVE+ePEm2/+bNm9X333+vYmJirB1qlrNixQpVsmRJtX37dluHkq5WrlxpvE/Mnj3b1uGkiwULFhif84YNG0yOPXv2LNHmT3PnzjW29/DwSM9QMy1L3uttfqOVIkVK1izyIVoIU6tXr1bBwcG2DkOkg549eypAlSlTRj179szW4aQqNjZWNWjQQAGqefPmZu3GFRERodq3b68cHBzUmTNnlFJK3bt3T+XLl08Bqlu3bsYP+FWqVLH2UzCbJMzkXi+S17lzZ+Pr1s/PL019Q0NDVcGCBV+ob3Zz//591a9fP7VixQpjnV6vV5GRkTaMyna+++47BSg7Ozu1detWW4eTLnx9fRWg3Nzc1Pnz51Nsq9frVa5cuYyvzRkzZqRTlJmXJMykSJGS4Yt8iBbi/82aNUsBqkaNGpkigSJe3LZt2xSgNE1Tv//+u63DMcu0adMUoNzd3VVgYKDZ/fR6vfrzzz+Nj9977z3jyBQXFxcFKFdXV/XgwQNrhP1CJGEm93qRtNDQUOMXckCVLFlS/fXXX2rs2LHq6dOnqfbv0aOHAlSFChVUREREOkSc+URHRys/Pz9j8qNw4cLZNkmWkF6vV71791aAKlu2bLYYoRgTE6OaN2+uAFW8eHH177//JmoTHh6uli1bpu7fv69y5MhhfG06ODiY9cNWdmbJe72sYSaEEEJYWcuWLSlQoADvvPMOLi4utg5HWMl///1Hv379AMOC/w0aNLBxRKmLiIhg4sSJAEyZMoXXX3/d7L6aplGpUiUANmzYwNq1a9E0jfDwcOMum8uWLSNfvnyWD1wIYVHvv/++yWM7OzuWL1/OyJEjadGiRXyCNEnbt29n+fLlaJrG4sWL5T6XhH379lG9enUGDx7M48ePqV69OmvXrjVr18SsTtM05s2bx6effsrevXuzxU7KDg4OrFmzhlKlShEYGEjnzp2JiYkxHo+JiaFmzZr07NmTI0eO0KZNG+Ox2NhYk7XuhHVpKb35CSHEi9I0LSfw+PHjx+TMmdPW4QiR7pRSJgsjP3jwgPz589swImFtPXv2ZPny5ZT9P/buOyyKa+Hj+HfoYkE0XoGoUaPYuzEWrImxxd6i9+cjKQAAIABJREFUMUbsLWokWBJbEmsUjYmxQKyxG7FE0TexYSV6RVHsig3FBrgISN3z/oHMZUUBFXZ28XyeZ54wZ87M/tbAzu7ZU1xdOX36NHny5NE6UpbcvHkTb29vpk6dmulk3lu3buXEiRNMmjRJ/aAXERFBxYoVuX//PhYWFupqZyNGjGD+/Pk5nv9VREVFpU6i7SCEiNI6j7mT9/rc4fLly5QrV86gbOvWrdjb2zNgwADmzp1Lp06dXniuTqejUqVK3Llzh9GjR+Pl5WWMyGbjxo0beHh44OvrC0DhwoWZPn06/fr1w9LSUuN0pu3591G50blz56hXrx6JiYn4+/tTp04d9dh3333HypUrWbJkCTVq1KBMmTI8ffoUSFl1Mzo6Wl2ZWjKUnfd62WAmSVKOkG+ipbfZjRs36N69O0uWLKF69epax5GM4K+//qJdu3YoisLhw4epX7++1pGy3ZMnTyhbtiz3799nzpw5eHh4AP9rKLS3tyc2NhZIWRUzIiLC5F7/ZYNZ9pL3+tyhWrVqBiveNmvWjD179qAoCnFxcRn2GBswYAC///47ZcqUISgoyCxWBDaG2NhYZs2axU8//URcXByWlpYMGzaMKVOm4OjoqHU8k7dp0yZWrlyJr68vNjY2WsfJUbt376ZIkSLUqlXLoDw2Nha9Xk++fPmAlF7gnp6e6vGOHTuqDbGSIdlgJkmSyZNvoqW3WY8ePVi/fj116tQhICAg139D+raLjIykUqVKhIWF4eHhwZw5c7SOlKnLly9z8+ZNmjdv/krn+fr6smDBAvz8/LCzs8PPz482bdqkqzd58mSmTJmSTWmzj2wwy17yXm/+Vq9ezRdffKHuK4rCyZMnqVGjRqbn3r59G1dXV+Li4vD396dRo0Y5GdUsCCH4888/8fDw4Pbt2wA0bdqUX375RR3CLmUsPDyc0qVLExUVxS+//MJXX32ldSSjelnPuoSEBCpXrsyVK1fUstu3b1OsWDFjxjMLssFMkiSTJ99ES2+zx48fM2TIEGbPni3fyLwF7t27x5dffsnNmzc5deqUyQ/FTE5OpmHDhhw7dowFCxYwbNiw17qOTqejcuXKhIaGYmlpSXJyMgDly5fnwoUL2Rk528gGs+wl7/Xmz8bGxmDupK5du3L69Gnmz59Pq1atMj3/woUL/PPPP4wYMSInY5qFGzdu4O7uzoEDBwAoUaKEOpxVfnH2anbv3s3u3bvx8vJ6q4aunjhxggEDBrBlyxZKlSqllu/du5ft27fTtm1bgy+6GjVqhL+/vxZRTZpsMJMkyeTJN9HS2+bs2bNUqVJF6xiSRoQQPHjwgKJFi2odJVNeXl5888035M+fn+DgYEqUKJFh/aioKKytrdM1BA4aNAhvb2+DoZjW1tbcvXvXZOfrkw1m2Uve683b3Llz1aHVAPny5aNJkybs2LGD1q1bs2PHDtnQ8woiIiJwdXUlJiaGcePG4enpKYeoSlkmhKBRo0YcPnyYKlWqcPToUfLly8fdu3cpWbIkiYmJ/PXXXyxZsoQdO3ao5929exdnZ2cNk5ue7LzXy1UyJUmSJOkN6PV6PDw8qFatGtu2bdM6jmREqT2qIGUYkzk0ll26dIkJEyYAKQ1nmTWWQcrk/dWrV+f48eNq2d69e/H29gZQG8sANmzYYLKNZZIk/Y9er2fs2LEGZZMmTWLNmjX88MMPLFiw4KWNZQEBAfz777/GiGnSkpOT2bJli7qCaKFChVi3bh0XL15k8uTJsrEsmyQkJDBw4ED27dundZQcpSgK69ato2jRopw9e5Zvv/0WABcXFzw9PRk+fDhubm7MmDHD4LzPP/9ci7hvDdlgJkmSJElvQFEUYmJiEEIYzCsh5X7u7u4MGDCAqCjz6KiUnJyMu7s7cXFxfPLJJ/Tv3z/Tc8LDw/nnn3+4cuUKSUlJAERHRzNgwAAArKys1LouLi507NgxZ8JLkpStBg4cqP5NA5QuXZoRI0ZQoEABJk6caDAcLK3Y2Fh69epF/fr12bx5s7Himhy9Xk/Dhg3p1KkTW7ZsUcubN2/Oe++9p2Gy3GfevHn4+PjQqVMnzp07p3WcHFWsWDFWrVoFgLe3N/fu3QNg6tSp/PrrrxQsWJDKlSvTq1cv9Zz9+/ezYMECTfK+DWSDmSRJkiS9AUVRWLBgAXv27OGbb77ROo5kJMHBwaxevZply5aZ7Hxdz5s3bx7Hjh0jf/78+Pj4ZGmoVeHChTl37hzr1q1TV/60srKiW7du5MmTx+ADt5xHRZLMw5MnT1i6dKlB2fTp07G1tc303AkTJnDt2jVcXFz4+OOPcyqiybOwsODjjz+mYMGCBr1spew3atQoGjZsiE6no3Xr1oSFhWkdKUc1b96cevXqER8fj5eXF0C6+/WkSZMMvrD6+uuvjZrxbSLnMJMkKUfIeU2k3OzSpUusX7+eSZMmyfld3mIHDx7kv//9L6NHj9Y6SqZCQ0MpU6YM8fHx+Pj4ZKl3WUZWrFiBu7u7uj9gwAB1iKYpk3OYZS95rzdPNWrU4PTp0+p+kyZNiI+Px9nZmblz5760h9SxY8do0KABQgj8/PyytChAbhEXF8fcuXNp1qwZdevWBVJ628XGxsph6EYQHh5O/fr1uXz5MjVr1sTf3598+fJpHSvHpK5AnTdvXm7cuKH+jj148ICxY8cSERFB8eLF+e2339Rz9uzZw0cffaRVZJMi5zCTJEmSJI3odDrc3NyYMmUKixcv1jqOpKFGjRqZRWMZ/G+YR8+ePenXr1+m9Q8cOMD+/fsNyuLj49V525KTk9XG4mLFiplFY5kkSSmNPKGhoUBKrxV7e3sGDx5MQEAAu3btemkvs7i4OPr27YsQgi+//PKtaSwTQrBt2zYqVarEd999x/Dhw9Hr9QDY29vLxjIjKVy4MLt27aJIkSIEBgbSo0cPgx7OuU2rVq2oUaMGMTExrF+/Xi0PDw9n9erVbN++nU6dOuHq6qoeS53zTMpessFMkiRJkl6Bg4MDEyZMoE6dOnTu3FnrOJKRHTx4kGvXrmkd47V069aNNWvWZNorMioqit69e9OsWTM2bdqklk+aNIn69evj7+/PoEGDEEKgKAoHDx7M6eiSJGWTBQsW8OjRI0qWLElsbCx3796le/fuBAcH4+Pjg5OT0wvP+/7777l48SJOTk7MmzfPyKm1ceHCBVq2bEmHDh0ICQnBxcWF0aNHy57lGildujTbt2/Hzs6OHTt2MHLkSHLraDlFUZg3bx67d+9m2LBhanmFChWYP38+R48epVmzZly8eFHtMX78+HGOHDmiVeRcSw7JlCQpR8hhGlJuIoQgPj4eOzs7tSwhIQEbGxsNU0nGFh4eTqVKlXjy5Al///03DRo00DpSpq5fv06+fPkoUqRIls+Jjo7G09OTf/75h6CgIPLmzYtOp6N06dJERETwzjvv8OjRIwAmTpzIDz/8kFPxs50ckpm95L3evNy9e5fy5cvz5MkTVq5cSe/evbN03vnz56latSrJycls3bqV9u3b53BSbel0On744Qd++eUXkpKSsLGxwcPDg2+//TZXDwM0F76+vnTp0gUhBHPmzMHDw0PrSJqKjY1l+PDhLF++HFtbW6Kiot7696dySKYkSZIkGUlSUhKDBw+mTZs2JCQkqOVv+5uRt9GIESO4f/8+JUuWpFatWlrHyVRycjI9evSgUqVKr9QLLF++fCxatIhTp06RN29eIKVn5caNGwHUxjJHR0ezaiyTpLdd5cqVefLkCRYWFjg5OaHX64mMjMz0vAoVKrB48WIGDRqUqxvL9Ho9y5Ytw9XVlblz55KUlES7du04f/4806dPl41lJqJTp07qZPjffPMNf/75p8aJcl5UVNQLF5eIjIwkPDxcnXcwPj6exo0bGzteriYbzCRJkiQpA9euXWPNmjXs379frgL4Ftu6dStr167FwsKC5cuXG/Q2NFVeXl78+++/xMfHU7p06Uzrp87Lkyp//vwG+4cOHTLYP3ny5JuHlCTJKE6fPq02jun1egYOHMjGjRspWbKk2vjwMoqi0L9//1w9b2dAQAB169alX79+PHjwgHLlyrFr1y62bdvG+++/r3U86TmjRo3iq6++AqBXr14cPXpU40Q5Z9GiRbz33nvp/v527dqFq6srQ4cOZcmSJWp5QEAA0dHRxo6Za8kGM0mSJEnKQLly5di0aRNbtmyhefPmWseRNBAeHs7gwYMBGDNmDHXq1NE4UeYuXLjApEmTAJg3bx7FihXL9JwRI0bQv39/dDqdWubr68vWrVvR6/WsXLlSLZ81axalSpXK/uCSJOWItMPWGjVqxPTp09myZQtRUVE8efLkheeEhIQQFZW7Ry7fv3+fPn36UK9ePU6cOEH+/Pnx8vLizJkztGzZUut40kukzvHVrl074uPjad++PVevXtU6Vo6wtbXl8ePHzJ49m7i4OLW8RIkSPH78mJCQECZNmmTQs+xtWZTDGOQcZpIk5Qg5r4lkzs6cOUPevHnlt8oSAD179mTdunVUrFiRwMDAl64iZyqSkpJo0KABx48fp1WrVuzcuTPTSapDQkIoW7Yser2evXv30qxZM0JCQqhevTpPnjyhR48erFu3DoDy5ctz4cIFYzyVbCfnMMte8l5vHs6fP0+lSpUAGDRokNpTRa/Xs3nzZj755JPUvwtVYmIiderUITw8HF9fX2rXrm303MZw4cIFqlatSlJSEu7u7kyfPv2lCx9IpicmJoYmTZpw9epV/vrrL9zc3LSOlO0SEhIoW7Yst27d4rfffmPo0KHqsQMHDtCgQQOsra2Jj48nX7586uqhYWFhb+3vcnbe62WDmSRJOUK+iZbM1aFDh2jTpg3Ozs4cO3aMQoUKaR1J0pCvry+dO3fG0tKSY8eO8cEHH2gdKVOzZs1i3LhxODg4EBwcnKXeZQCHDx/mwIEDTJgwgYSEBNzc3Dhx4gSFCxcmKSkJnU6Hra0toaGhvPPOOzn8LHKGbDDLXvJebx7KlSvH5cuXsbW1JSIiAnt7+0zPmTZtGhMmTKBQoUKcO3cuV33wPn/+PBUrVlT3Fy5cSO3atc2i97CU3r1794iMjKRChQpaR8kxCxcuZNiwYZQoUYIrV668dB7d2bNnM2bMGABcXFy4c+eOMWOaDDnpvyRJkiTlkPfff5+CBQvi4uIil45/yz169IghQ4YAKUMxzaGx7HWGYqZyc3NjwoQJAHz33XecOHECGxsbwsPD1WGamzdvNtvGMkl6G82cOZPLly8DKYt3XL16lRs3bqSbszCtc+fOqQt6zJ8/P9c0liUkJNC2bVuqVKnC6dOn1fKhQ4fKxjIz5uTkZNBYdvPmzQx/v81R3759cXJy4tatW6xevTrdcSEE69evx8XFRS27e/cuQUFBxoyZK8kGM0mSJElKw8XFBX9/f3bv3o2jo6PWcSQNDR8+nAcPHlCpUiUmT56sdZwscXFxoXfv3rRu3Zo+ffpkWj84OJjw8HCDsl27djFnzhwAg5Vh3d3dadOmTbbmlSQpZ6U2oAM8ePCA8+fP07RpU6pWrcqlS5fS1U8dmpiQkMCnn37K559/bsy4OcrGxgZ7e3ssLCz4999/tY4j5YB9+/ZRrVo1xo8fr3WUbGVnZ8c333wDwIwZM9Rhl6nGjBlDjx49WLhwoUF59+7djZYxt5INZpJkBhRFGaooynVFUeIURTmpKErDDOr2URRFvGCze5VrKoripCjKH4qi3FMUJUZRlEBFUbrk1HOUJK3Ex8fTt29fgxUAS5UqZfLzVEk5a/PmzWzYsAFLS0tWrlxpNr8PDg4O+Pj4sHXr1kx7SMbGxtKxY0cqVarEiRMngJRvpHv37g1gMOSjePHieHt751xwSZKy3YIFC0hMTFT3q1atSpkyZYiMjCQ8PJzixYunO2fevHmcOHECBwcHFi9ebNY9rYUQrFmzhtDQULXMy8uLs2fPMmjQIA2TSTnl7t276HQ6jh49Snx8vNZxstWgQYMoXLgwISEh6Rp8e/fuTb58+WjRogUNGjRQyy9duvTChnEp66y0DiBJUsYURekO/AwMBY4Ag4BdiqJUFELceslpUUC5tAVCCHVZlSxe8w/AAWgHPAJ6AhsURakthDiVXc9PkrQ2c+ZMli9fjp+fH9euXSNv3rxaR5I09vDhQ3Uo5rhx46hVq5bGiTIXGRlJwYIF1Q+31tbWmZ4TFhaGjY0NVlZWuLq6kpyczBdffMGjR48oUKCAwep4v/32G1ZW8m2jJJkLIQTffvutQdkPP/xA7dq1uX79OhcvXkw3l9mlS5eYOHEiAHPnzuXdd981Wt7sFhgYyFdffcXRo0fp0aMHa9euBXilYeqS+enVqxf29va0bt3abL7oyqp8+fKxcuVKypUrR5kyZQyOValShdDQUBwcHGjWrBkNG/6vH0T37t0NhiBLr0b2MJMk0zcaWCqE+F0IcUEIMQq4DQzJ4BwhhLiXdnuNa9YDfhVCHBdChAghpgKPgZrZ99QkSXuenp588skn/PHHH7KxTAJg+/btPHz4kMqVK6sfHk1ZUlISLVq0oFWrVq80we/7779PYGAgf//9Nw4ODsycOZN9+/Zha2tr0Fg2ePBg2rZtmxPRJUnKId999x1PnjxR92vVqkW7du0AcHR0pF69eunOcXR0pF27dnzyySe4u7sbLWt2evjwIQMHDqR27docPXoUe3t7qlSpglzo7u3RqVMn7Oz+N7Dm+WkHzFmbNm3SNZalSl3p1s3NjdatW6vlQUFB/P3330bJlxvJrwolyYQpimID1AJmPnfob6B+BqfmUxTlJmAJnAYmpvYKe4VrHga6K4qyk5SGsm6ALXDgJVltnx1PlT+DfJKkqbCwMJydnQGwt7dn9+7dZj3sRMpe/fr1o0SJErzzzjtm8Q31nDlz1CFUWSGEUH/fbW1tqVixIocPH1bnaUs7WbKTk1O6OVEkSTJter2emTMN3+Z9++23BAcHU6VKlZee95///IeNGzfy9OlTs7snJiYmsmjRIiZNmqQuUtKzZ09mzZole5W9pfR6PePHj+ePP/4gICCAEiVKaB0pW127do3SpUun+1s9f/58ut6jnTp1Ijo62pjxcg3Zw0ySTNs7pDR63X+u/D7wsiWLLgJ9SBlK2QOIA44oilL2Fa/ZnZRG9XAgHlgCdBRCXHvJ444HdGm20JfUkyRNbd26lTJlyrBy5Uq1zNw+GEg5r3nz5tSoUUPrGJk6d+6c2tA1f/78TIdQPX36lCZNmrB+/Xq1LCIigp49e5KcnEyRIkXUOY/s7Ow4deqU/PuQJDMzatQogx5VH374ISEhIVSrVk2dODyt2NhYg/08efLkeMbstHfvXmrUqMHIkSPR6XRUr16dQ4cOsWbNGtlY9haLjY3Fz8+PsLAw2rRpozak5gb9+/enbNmy7Nq1y6Bcr9fTtm1b/vzzT4PpJGJiYrh162Uz+UgZkQ1mkmQenu9HrrygLKWiEAFCiNVCiCAhxCFSeoZdBr56xWtOBRyBj4HawFxgk6IoL/tqcgYpc56lbvIdimSSTpw4QWxsLFu2bJFDNCQDM2fO5ObNm1rHyLKkpCT69OlDQkICbdq0USfrz8iiRYs4ePAgw4cP5/Hjxwgh6NevH7dv36ZQoUI8fPhQrTto0CCcnF723YwkSaZIr9ezaNEig7Iff/yRkJAQhBBUrFgxXf1PP/2Ubt268eDBA2NGfWM3btygS5cufPzxx5w7d47ChQuzePFi/vvf/+Lm5qZ1PElj+fLlw8/PD2dnZ4KDg+ncubPBys/mzNHRESEEP/74o8F7WQsLC8aMGUPHjh2ZOHEiFhb/a+7p3LmzFlHNnxBCbnKTm4lugA2QRErPrrTl8wH/V7iOD7Arq9cE3iel8azSc3X2AIuz+JgFAKHT6YQkmZLk5GSxdOlSkZiYqHUUyYRs3LhRAKJQoULi8ePHWsfJkunTpwtAODg4iNDQ0Cydk5SUJMaOHSv279+vlq1atUrkz59fPHvdF4AoVqyY0Ov1OZRcOzqdLvU5FhAmcJ83903e602Ph4eHwd+ym5ub+rccFBSU7t63aNEiAQh7e3tx7do1LSK/spiYGDFp0iRhZ2cnAGFhYSGGDx8uwsPDtY4mmaDAwECRN29eAYg+ffrkintbWFiYsLW1FYDYu3fvS+sNGjTI4PXg1KlTRkypney818seZpJkwoQQCcBJoPlzh5oDR7NyDSVlLE11IOwVrpk68F3/XJ1kZM9UyczExsby888/q/MyWVhY0LdvX7nin2SgWrVq1K9fn2HDhmV5LjAtBQcHM2XKFCBrQzFTWVpaMnPmTJo0aaKWtW3bFkdHR4N6R44ckUMxJcnM6PV65s2bZ1D2448/qn/LVatWNbj33bp1C09PTwBmzJhB6dKljRf2DRw6dIgffviBuLg4mjZtyunTp/n1118pVKiQ1tEkE1SjRg02btyIpaUlK1as4Mcff9Q60htzcnJiwIABAEydOvWl9SZNmmQwF+uLFvuQMiY/+EqS6ZsL9FcUpa+iKBUURZkHlAAWAyiKskpRlBmplRVFmawoSgtFUUorilIdWEpKg9nirF6TlHnQrgJLFEWpoyjK+4qieJDSqLY1h5+vJGUbvV5PixYt+Prrr5k0aZLWcSQT5urqysGDB81iVUyAhIQESpYsmaWhmP/973+ZNm1aao8gIGU+k9Thl0IIrK2t1WNTp07NdZMjS9LboFu3bgaLdjRt2hRFUV44d5MQggEDBhAdHU2DBg0YPny4MaO+srQr97Zo0YJBgwaxadMm9u7dm+FCBpIE0Lp1a3777TcAJk+ezKpVqzRO9OY8PT2xtrZm//79HDlyJN1xnU7HqlWraNOmjVoWFxfHjh07jBnT/L1pFzW5yU1uOb8BQ4EbpEy+fxJolObYAWBFmv15wM1ndR8A/wfUe5VrPjteFthMymIAMUAQ8MUrZJbDNCSTsGrVKlG4cGFx+PBhraNIJshchl++SGxsrHj48GGGdXQ6nXB2dhaAmDNnjlru7u4uXFxcxMGDB0WnTp3U4RqNGjXK6diakkMys/39ibzXmwi9Xi9sbGwMhl/5+fkJBwcH4ejoKC5cuGBQf9myZQIQdnZ24tKlSxqlzlxMTIwYPny4KFy4sLh//77WcSQzN2bMGAEIa2vrDIcymov+/fsLQLRq1SrdsWnTpglAVKhQQRQoUEB9XWjWrJkGSY0rO+/1ihBywmNJkrKfoigFAJ1Op6NAgQJax5HeMnq93mCi08jIyHRDziTp/v37VK1alc8//5zp06djZ2endaRMPf+7nRVLly5lwYIF+Pv7U6BAAXQ6HXXr1uXSpUt88803zJ49G0hZGS8iIsIs/h1eV1RUVOqQWwchRFRm9aWMyXu96di6dSsdO3bE2tqa9u3bU758ebp27cpnn32GlZUVp0+fVl877ty5Q6VKldDpdPz000/qsExTlJycTJ06dQgMDGThwoUMGTJE60iSGdPr9fTo0YONGzfi4ODAkSNHqFSpktaxXtu1a9dwdXXF0dGRCxcuUKRIEfVYZGQkrVq1YtiwYTg6OjJ27FjOnz+PhYUFoaGhODs7a5g8Z2XnvV42mEmSlCPkm2hJK2vXrmXx4sXs3r0be3v7zE+Q3kpCCLp06YKvry/VqlXj+PHj2NjYaB0rQ4mJiTRt2pQOHTrw9ddfY2lpmeVzk5KSDOYuevjwIdWrV+fu3btq2cGDB2nYsGG2ZjY1ssEse8l7vWkQQlCzZk1Onz7Nt99+y7Rp09RjycnJhIWFUazY/xYvP3HiBJ07d8bZ2ZmjR4++0muJMRw5coQaNWqo9/D//ve/REVF0axZM42TSblBXFwcH3/8MUeOHKFEiRL8+++/Zr0i9I4dO2jcuDH58+fPsN6ZM2do3bo1d+7coXfv3qxcudJICY0vO+/1cg4zSZIkKdd4/PgxI0aM4NChQyxatEjrOJIJ27BhA76+vlhZWbFixQqTbywD+Omnnzhy5AjTp0/n0aNHGdb19fUlLi5O3X9+kYuLFy8aNJZ16dIl1zeWaUlRlKGKolxXFCVOUZSTiqK89B9bUZQ+iqKIF2x2aerkVxTlZ0VRbiqK8lRRlKOKonzw3HUURVGmKIpy91mdA4qiVHqujqOiKH8oiqJ7tv2hKErB7P8XkHLS6NGjOX36NPb29owePdrgmKWlpUFjGcAHH3xAcHCwOhG6qQgNDaVnz564ubnx008/qeW1a9eWjWVStrGzs2Pr1q2ULVuWW7du0a5dO5KTk7WO9do+/fTTTBvLIGXRj9T3xqtWrcoV87gZg2wwkyRJknKNggULsnXrVsaNG8fXX3+tdRzJRN2/f1+d4HrChAlUr15d40SZO3v2LN9//z0Av/zyC0WLFn1p3XXr1tG5c2eaNWtGfHy8Wj527FjmzJmDXq9n8+bNanmJEiXYuHFjzoV/yymK0h34GZgG1AAOAbsURcloZYUowDntJoSIS3P8d1IW4vkCqAL8DexRFCXtcqljgNHAcOAD4B7wj6IoaT9ZrSVlYaCWz7bqwB+v90wlLej1en7++WcgZVXoKVOmcPfuXXx9fcloJFGBAgV47733jBUzQ3FxcUyfPp1y5cqxbt06FEXh8ePHWseScrF33nkHPz8/ihcvztixY02q4fh1CSEIDAxMV67X69m+fTtff/01u3fvVssHDx5szHjm600nQZOb3OQmtxdtyImAJSPR6XQmPWGxZFr0er3o2LGjAET16tVFQkKC1pEylZCQIGrWrCkA0a5dO6HX6zOsv2fPHlGwYEHh6emplv3111/qhL/e3t7qz5aWluLOnTs5/RRMhhaT/gP/AoueK7sAzHhJ/T7A4wyulwdIAto8V34amPrsZwUIA8amOW4LPAYGPduv8Ozf4sM0deo+KyuXxecm7/Ua8/LyMpjov0OHDmLkyJECEH2qZyuDAAAgAElEQVT79jWo27dvX+Ht7Z3pa4ix6PV6sW3bNlG6dGk1f4MGDcTJkye1jia9JeLi4rSOkC1iYmJEjRo1hIWFRbr3xLdu3RJWVlYCEJ6engavF/v27dMocc7Kznu97GEmSZIkma07d+7g5ubGRx99xJ07d7SOI5mBdevWsWXLFnUoprW1tdaRMjVr1iwCAwNxdHRk8eLFKIqSYf2PPvqIoKAgZsyYAaT8nfTp0weAMmXKqL1RAFauXImLi0uOZX/bKYpiA9QipQdYWn8D9TM4Nd+z4ZahiqLsUBSlRppjVoAlEPfcOU8Bt2c/lwKc0j6uECIe8E/zuPUAnRDi3zR1AgDdy7IpimKrKEqB1A3IfByQlGOEEMyZMwcABwcHNmzYwPTp0ylSpAj58uXjs88+U+v++eefLFu2jKFDh3L58mWtIqsuXLhAy5Ytad++PSEhIbi4uLBmzRoOHTpEzZo1tY4nvSVsbW3Vn2/fvm22wxTt7e1599130ev1zJw50+BY8eLFGTp0KOPGjeOrr75i27Zt6rFu3boZO6r5edMWN7nJTW5ye9GG/NZZMoLw8HBRrlw54eTkJE6fPq11HMnEhYWFiUKFCglAfP/991rHyZKgoCBhbW0tALF69eqX1ouOjhYPHjxIV56UlCQaN24sAFG0aFGDb5ZHjhyZk9FNkrF7mAEuzx6v/nPl3wKXXnJOXaAXUA1oCPwJxAJl09Q5Chx4dn3LZ/X1qdckpcFLAC7PXdsb+L80GS6/4PEvA+Nfkm1K2t+h1E3e67WxadMm9f/BunXrDI5FRESoPckePnwoihQpIgAxceJELaKqHj9+LEaPHq32eLGxsRHjx48XT5480TSX9Ha7f/++cHZ2FoDw9fXVOs5rOXbsmACElZWVuHHjRoZ13333XfW148CBA0ZKaDyyh5kkSZIkAYUKFWLXrl0EBARQrVo1reNIJkwIweDBg4mIiKBGjRqMHz9e60hZkjofSfv27enZs+cL6+j1er744gvq1KlDcHCwwbFp06bh7++PnZ0d9+/fV8sbNGjAvHnzci649LznJ5NSXlCWUlGIACHEaiFEkBDiENCNlEasr9JU++LZNe4A8cAIUuYje37m6swe90UZXpoNmAE4pNmKvaSelMOEEHz55ZcA/Oc//6F79+4Gxx0dHdXeqCNHjuThw4dUrlyZCRMmGD0rpLxOLV++HFdXV+bOnUtSUhJt27bl3LlzTJ8+nXz58mmSS5IAihQpQqdOnahcuTK1atXSOs5rqVu3Lh999BFJSUkGi2a8SNpeZq1atcrpaGZNNphJkiRJZsXHx4edO3eq+6VKlTKZiYsl07V27Vq2bduGtbW12QzFBOjTpw8nT57McCjmgwcPOHPmDHfv3iUq6n+rpx88eFBdKCDtKpl58+blr7/+ynRop5QtHpHSiOX0XPl/gPvpq6cnhNADJ4CyacquCSEaA/mA4kKIOoA1cP1ZlXvP/pvR494DXrR6RJGXZRNCxAsholI34ElWnoOU/UaMGEFsbCwAjx49YsuWLfz+++9cvHjRoN727dtZu3YtFhYWLFu2TLMVgdesWUPfvn158OABrq6u+Pn5sX37dsqUKaNJHklKS1EU5s+fz5EjRyhRIqP1WExbaoP40qVLDVbCTnXp0iXc3d05ePCgWvb06VMOHTpktIzmRjaYSZIkSWbD19eXgQMH0r17d0JCQrSOI5mJsLAwvvoqpXPOxIkTqVq1qsaJMpf6QRigSpUqODk93+7xP05OTvz7779s27aN+vVTpp4KDw+nZ8+e6PV6nJ2diY6OVutPmzYNR0fHnAsvqYQQCcBJUla0TKs5KcMqM6WktGxWJ2US/+evHyOECFMUxRFoAaR2G7hOSoNY8zTXsQEap3ncY4CDoih10tT5kJSeY1nKJmnHx8dH/Vmv15M/f34GDx5MpUqVuHbtGgCRkZHqSnienp588MEHRs0oxP86Kn722Wd8+OGHzJkzh7Nnz8peLZLJsbS0pECBAur+zp07CQ8P1zDRq2vcuDENGjQgPj4eLy+vdMe/+eYbVqxYwcmTJw3mb+vbt68xY5oV2WAmSZIkmY22bdvyySef4OnpSalSpbSOI5mJESNGEBkZSc2aNRk3bpzWcTK1efNmypQpk2545fOSkpLUnwsXLkzLli2BlA+p7u7u3Llzh8KFCxMW9r92lq5duzJy5MicCS69zFygv6IofRVFqaAoyjygBLAYQFGUVYqizEitrCjKZEVRWiiKUlpRlOrAUlIazBanqdNCUZSWiqKUUhSlObAfuAQsBxApLRU/A98qitJRUZTKwApS5kJb+6zOBWA34KMoSl1FUeoCPsAOIcSlHP0Xkd6Ij48P8fHx6v6XX35J6dKl+fTTT2nRogXvv/8+AHv27OH+/fuUK1eOKVOmGC1fQkICXl5e1KlTh4SEBACsra05duwYHh4emvVyk6SsWrp0KW3btqV9+/bExT2/vorpUhRF7WV27Ngx9Hq9wfHx48fTrl07RowYwbBhw9Tyq1evcu7cOaNmNRtvOgma3OQmN7m9aENO+i9lk+joaHXiYiGESExM1DCNZI7Onj0r6tevL86cOaN1lEytXLlSWFhYCEAMGzbspfVu3LghXF1dxa5du9Idmz9/vjrxL2kmZndychLJyck5Gd/kGXvSf/G/e+JQ4AYp842dBBqlOXYAWJFmfx5w81ndB8D/AfWeu1434NqzOmHAAsDhuToKKZP0h5GyoqY/UPm5OoWA1UDUs201UPAVnpe812ugcOHC6t+1hYWFuHr1qnosLi7OoG5AQIA4fvy4UfPpdDp1kZFly5YZ9bElKTucO3dOODg4CEB069bNrO6der1e7Nmzx+C984uEhoYavE+oUaOGkRLmvOy81ytCvGxOT0mSpNf3bLl5nU6nM+jeLEmv4tq1a7Ru3ZohQ4YwatQoreNIZkwIYfJzdi1atIihQ4cCKcMjvL29sbS0fGHdwYMHs2TJEmrVqsXx48exsEgZNBAYGEi9evVISEjA3t5eHdqZP39+rl+/TuHChY3zZExUVFQUDg4OkNK4FJVZfSlj8l5vfLNnz2bMmDHqfv/+/Q2GZ5qKTZs2ER0dzZdffqm+PkmSOdm/fz8tWrQgMTGRsWPHMnPmTK0jZbtBgwbh7e2t7p89e5bKlStrmCh7ZOe9Xr56SZIkSSbLz8+Py5cvM3/+fIM5nSQpI0IIlixZwtSpU9UyU28smz17ttpYNmLECHx8fF7aWAbwyy+/MHr0aHx9fdUPo8nJyfTq1YuEhAQcHR0N/mamTJny1jeWSVJu8O2336o/W1pa0rVrV6ZPn24wT+HixYvTTf6f06Kiorhw4YK637VrV9zd3WVjmWS2mjZtytKlSwGYNWsWS5Ys0TjRq4uJiSEgICBd+ZMnT/jpp5/SzWfarl07Y0UzH2/aRU1ucpOb3F60IYdpSNlAr9eLOXPmiLt372odRTIj/v7+6lCl06dPax0nQ3q9XkycOFEdEvHtt99mOowiI4cPHxbOzs4GQzHd3NyyMbF502pIZm7d5L3euDZs2GDwt92vXz/RqVMnAQh3d3chhBARERHC3t5e2NraipCQEKNlmzVrlgDEqFGjjPaYkmQM33//vfqeYufOnVrHybLz58+LwoULi0KFCoknT54YHNu2bZsARIECBUTnzp3V1xRFUUR8fLxGibNPdt7rZZO/JEmSZDKEEPz5558kJiYCKb2CPDw8cHZ21jiZZE4aNWrEgAED8PLyokqVKlrHyVBiYiL+/v4AzJgxg2nTpr20N9wff/zBwoULM7xeUlKSwST/dnZ27Nu3L/sCS5KkmSFDhhjse3p60rlzZ8qVK4eHhwcAy5YtIzY2FldXV0qWLGmUXAkJCcyfPx/ALFYhlqRXMXHiRPr06YNer6dbt26cOnVK60hZ4urqSqFChYiIiGDx4sUGxz799FM6derE/PnzDXqtCiHU1xLpmTdtcZOb3OQmtxdtyG+dpdfg6ekpANG/f/836mUjvV3Cw8PFwIEDRVhYmNZRXotOpxPr1q3LsM7FixeFjY2NAMT27dsNjh06dEgEBgYKIYTYv3+/yJMnj/pt+NmzZ3MstzmSPczkvd5cHThwwKB3WYcOHdRjqffLpKQkUbJkSQEIHx8fo2Vbvny5AISzs3O6RQckKTeIj48XH330kfp7fvPmTa0jZUnq32bRokVFbGzsS+u1bdtWfW2xtbUVUVFRRkyZ/WQPM0mSJClXcnNzw8rKivLly2sdRTITu3fvpnLlynh7e6frfWGqEhMT+fPPP9X9AgUK8Nlnn2V4jqurK99//z1dunShTZs2anlISAgdOnTAzc2NHTt20LJlS54+fQrAkiVLcsXkvZIkpcwJltbYsWPVn1N7pe7YsYMbN25QqFAhevbsaZRcer2e2bNnAzBq1ChsbW2N8riSZEw2NjZs3ryZSpUqERYWRps2bdDpdFrHytTnn3/Oe++9x/3799X52F4kbS+z+Ph4mjRpYoR05kE2mEmSJEkmo127dly6dAkPDw+Tn6Rd0lZ0dDRDhgyhVatWhIWFUa5cOYM3fKYqLi6Orl270rVrV/VDZlYoisK4cePYsGGDwSTahQoVombNmhQqVIi+ffsSHx8PpPwt9e/fP9vzS5JkfMePH+fhw4fqvpubGxs2bGDHjh2pPf2AlMVAAAYMGIC9vb1Rsu3atYvz58+TP39+Bg0aZJTHlCQtODg44Ofnh7OzM8HBwXTp0kWdQsRUWVtbM27cOCBl4YKEhASD40IIduzYwaxZswwayU6dOmXw2vI2kw1mkiRJkmbOnz9P69atiYyMVMtKly6tYSLJHBw9epTq1aurc3KMGDGCwMBAPvjgA42TZSwmJoa2bduybds27OzsqFSpUob1k5OT8fHxISkpSS17fsW5ggUL0rRpU0JDQ9UP1Hnz5mXLli3Z/wQkSdLElClTDPbbtm3Lzz//TMeOHQkNDQUgODiYffv2YWlpqa64awypDf8DBw7EwcHBaI8rSVooUaIEO3bsIG/evOzZs4dt27ZpHSlTffr0wcXFhdDQUFatWmVwLCEhgcGDB7N161aqV6+ulgsh2L59u7GjmiTZYCZJkiRpInXy1F27dvHNN99oHUcyA/Hx8YwfP56GDRty7do1ihUrxp49e5g/f77RelO8Lp1OR4sWLdizZw958+bFz8+P1q1bZ3jO+PHjGThwIN26dUv3Te+BAwfUsri4OLXcwsKCCxcupGtYkyTJPMXExHD8+HEAevbsyfr16+nTpw9jxozhq6++onjx4gBcuXKFQoUK0bFjR0qUKGGUbMePH8ff3x8rKytGjRpllMeUJK3VrFmTjRs3smjRIrp06aJ1nEzZ2dnh6emJoihcuHDB4JitrS2TJk3C09OTMWPGcOjQIezs7ACYNGmSFnFNz5tOgiY3uclNbi/akBMBS1lw+vRp0bJlS/Hw4UOto0gmLigoSFStWlWdlLZ3794iMjJS61hZ8vDhQ1GzZk0BiIIFC4pjx45l6bxNmzYJe3t7sX79eoPyhQsXCkAMHjxYBAcHCwsLC/Xf5a+//sqJp5BryEn/5b3e3MyfP18A4v333xeJiYkZ1o2JiRF37twxUjIhunTpor4eS9LbzNQXqoqOjhbnz5/PUl1vb29haWkpALFmzZocTpYzsvNerwghx6ZKkpT9FEUpAOh0Oh0FChTQOo5kIoQQ3L5922jffkvmLzk5GS8vLyZOnEhCQgLvvPMOS5YsoVOnTlpHy5L4+Hhq1arFuXPnKFKkCP/88w/VqlXL8vn37t3DyclJ3d+zZw8tW7YkOTmZkSNHcvToUU6cOAHAyJEj+fnnn7P9OeQmUVFRqcPGHIQQUVrnMXfyXp+zdDodRYsWJT4+noULF5rUwibXrl3D1dUVvV7PmTNnqFKlitaRJEkT4eHhdOvWjQkTJtC0aVOt42SLWrVqERgYiKWlpcG0EOYiO+/1sr++JEmSZBQJCQn07duXWrVqcfXqVa3jSGYgOjqaxo0bM3bsWBISEmjbti3BwcFm01gGKcMdBg0axLvvvsvBgwczbSy7ffs2T548UffTNpZdvnyZrl27kpycjKurKwsXLlQby5o2bSobyyQpl2nevLm6kMfEiRNZuHAhvXv3NriHJiUlsXfvXozdCWLu3Lno9XpatWolG8ukt9r06dPZt28f7u7u6SbVN0UhISHqe4e0rly5Qr9+/fj55585e/YskPKl5dSpU40d0aTIBjNJkiTJKBITEwkODiYiIkKdj0WSMpI3b16cnJzInz8/y5YtY9u2bRQtWlTrWK/sq6++4vz585QvXz7DejqdjpYtW1K/fn1u3rxpcCwyMpJPP/2Ux48fU6ZMGS5fvqyuzlW8eHH27NmTY/klSTI+vV7PqVOn1P3ExESWLVvGH3/8wcKFC9Xy7du38/HHH9O4cWOjNZo9fPiQ5cuXA+Dp6WmUx5QkUzVt2jQ+++wzdu7ciY2NjdZxMuTr64urqysDBgxI93qxYsUKli1bxurVqylWrJhaPn36dGPHNCmywUySJEkyirx58/LXX3+xa9cuevbsqXUcyUSFhYUREREBgKIoLF68mDNnzuDu7o6iKBqny5ozZ87wySefqM8DyNJwtdu3bxMREUFERARWVlZqeWJiIl26dOHKlSs4OTlx48YN9VipUqU4efKknORfknKZpUuXqkOhFixYwN9//83ixYvp2LEj48aNU+v98ssvADRs2NBor5Fbtmzh6dOn1KpViyZNmhjlMSXJVNnZ2bFu3bpMV742BU2aNCFPnjwEBQWxc+dOg2OjRo2iY8eO/Prrrxw8eJBatWoB8PTpU/z8/LSIaxLkHGaSJOUIOa+JBBAYGEhISIhZrCIkaW/Xrl306tWLjz/+mPXr15tNA1lax48fp2XLlkRGRtKvXz9+//33Vzo/NDSU8PBwdeimEIIhQ4awZMkS8uTJQ548eQwa4jZs2EC3bt2y9TnkZnIOs+wl7/U5QwiBi4sL9+7do2TJkly/fv2F9YKCgqhevTqWlpbcuHHDoFdITjt69Ch6vR43NzejPaYkmQN/f3+WLVvGsmXLsLS01DpOOmPHjuWnn37iww8/5NixYy99r3Xz5k1KliwJQOHChXn06JERU74ZOYeZJEmSZPLOnTtHo0aN+Pzzzzl69KjWcSQzUKRIEXQ6HVevXjWYx8tc+Pv789FHHxEZGUm9evWYM2dOls6Li4tTfy5WrJjBPGcLFixgyZIlALi4uBg0lvXv3182lklSLvTdd99x7949AGbMmPHSer/++isAXbp0MWpjGUD9+vVlY5kkPefx48e0a9eOVatWMWrUKKPPLZgVo0ePxs7Ojn///Ze9e/e+tN57772Hi4sLkLKwwZEjR4wV0aTIBjNJkiQpR1SoUIFWrVrRqFEjs+imLmnj9u3b6s+1a9dmz549BAQEmF1vld27d9OyZUuio6Np1qwZf//9NwULFsz0vP3791O2bFkCAgJeeM1Ro0YBUK1aNa5du6Yec3Nzw8fHJ/uegCRJJmPWrFnqz5MnT6Zx48bMmTOHp0+fquWPHj1izZo1AIwYMcIouZKTkwkPDzfKY0mSOSpYsCBLly4FUr7wMsXFeIoWLcrAgQMBXjihf3R0NF5eXvTt29dguoeOHTsaLaMpkQ1mkiRJUrbR6/Xqt2kWFhb88ccf+Pn5pXaLliRVTEwMQ4cOpWzZspw5c0Ytb9KkCdbW1home3WbN2+mXbt2xMXF0bZtW3bu3Em+fPkyPU8IwY8//khoaCiLFy82OHbhwgW6d++OXq+nRo0aBAUFqccqVqzIvn37sv15SJKkvc2bN6PX69V9R0dHDh48yLRp09QVMwF8fHyIi4ujVq1a1KtXzyjZfH19KVGiBJMnTzbK40mSOerSpQuzZ88GwMPDg82bN2ucKD1PT0+sra3x9/fn0KFDBsfu3bvHmDFjWL58OZ9++qla/vDhQx4/fmzsqJqTDWaSJElStnj69CmfffYZkyZNUsvs7OzMrvFDynnHjh2jevXqLFq0iPj4eLNe4TE+Ph5PT08SExPp3r07mzdvxs7OLkvnKorC9u3bGTduHIsWLVLLExMT6dChA1FRUVSoUMFgpTwrKysOHjwo/64kKZd6ftVJLy8vli9fzsyZMw16rfr7+wMpvcuMNd+jn58fsbGxRnksSTJnHh4eDB06FCEEvXr1emEvci0VK1YMd3d3ChQokG5V7jJlyjBmzBh+//13Jk+ebLDy5+DBg40dVXNy0n9JknKEnAj47bNt2zY6dOiAtbU1Fy9epHTp0lpHkkxMQkIC33//PTNnzkSv11OsWDFWrFjBRx99pHW0N3L58mW8vb2ZNWtWtk3w+3//93+MGDGCW7duGcxxtm7dOj777LNseYy3kZz0P3vJe332Sp3EP1WjRo3UhrHnCSHYv38/DRo0wNbW1ij5hBDs3buXatWqUaRIEaM8piSZq6SkJDp06MDOnTt55513CAgI4P3339c6lurhw4dYW1tnOn2Ep6enOierpaUlMTExRnvNeV3Zea+XDWaSJOUI+Sb67TRz5kzq1q0rl5mX0jl79ixffPGFOrSwd+/ezJ8/P0vzfJmiK1euULZs2dc6d8yYMdSuXTvDCfsfPnxIjRo1uHPnjlr22WefsW7dutd6TCmFbDDLXvJen73Kli3L1atX1f0dO3bQpk0bDRNJkvQmoqOjady4MYGBgbi6unL06FEKFy6sdaxXEhYWRvHixUlOTgagZcuW7Nq1S+NUGZOrZEqSJEkmITAw0GAS4nHjxsnGMslAcnIyP/30E7Vr1yYoKIh33nmHzZs3s3LlSrNsLBNCMHHiRCpVqsTu3btf+fwdO3Ywe/ZsevTowaVLlwyOrVy5Uv2wbG9vT9GiRdVjrq6usrFMknKxO3fuGDSWOTs78/3337N//36Devfv3ycmJsao2e7du2eWKxdLktby5cvHjh07KFGiBJcvX6ZDhw4GvcZNgRCCf/75h4sXL6Y7tnv3bnr27GnwBd///d//GTOe5mSDmSRJkvRafH19qV+/Pl988YXBBMWSlCokJIQmTZowduxYEhISaNu2LcHBwXTq1EnraK9FCMHo0aOZOnUqiYmJBAcHv/I1WrVqhYeHB1OnTqVcuXJq+e7du3F3d+fDDz/k9u3btG/fnsDAQCDlg/PrPJYkSeajc+fOBvsWFhacOHGC06dPG5SPGzeOYsWKGbUBfdy4cRQvXpy1a9ca7TElKbdwdnZWF8A6fPgw7u7uJvW+ecKECXzyySdMmTIl3TEvLy8OHDiAlZWVWiaEeKsazWSDmSRJkvRaChcujF6vJzEx0WDlLkkSQuDt7U3VqlU5fPgw+fPnZ9myZWzbts2g15Q5SU5OZuDAgeoS8b/++ivffPPNK1/H0tKSOXPmMG7cOIPyatWq8cEHH1C7dm2mTJnC3r17AbCxsSEwMFBO8i9JuVhiYiL//vuvul+sWDGOHDnClClTGDBggFr+4MED1q5dy+PHjylVqpRRst25c4e1a9ei0+lMav4lSTInlSpVwtfXFysrK9avX893332ndSRV9+7dAdi4cWO6nu8TJ07Ew8ODmTNn0rFjR7V84MCBRs2oJdlgJkmSJL2Wxo0bc/jwYXx9fcmTJ4/WcSQTEhwczODBg4mJiaFx48acOXMGd3d3o63klt0SExPp1asXv//+OxYWFixfvpzhw4dn+fzIyEh+++030s4b+/y/hbOzMyNGjODvv/9m2bJlavmBAwdwcnJ68ychSZLJGjZsmMH+6NGjee+995g8eTL58uVTy318fEhISKBOnTrUrVvXKNnmz59PYmIijRo14sMPPzTKY0pSbtSsWTN+//13IGVeMFPpZVa1alXatWuHEIIZM2YYHGvUqBFz5szBxcWFMWPGqOW3bt3i6NGjxo6qCdlgJkmSJGVJdHQ0gwYN4t69e2pZnTp1sm1VQCn3qFKlChMmTMDLy4t9+/ZRsmRJrSO9toSEBLp06cL69evVb4b79OmT5fP1ej3dunVj+PDheHp6GhyLj4/Hz89P3dfpdAbHZ86cSb169d4ovyRJpi9tI7mDg4NBr7JUiYmJLFy4EIARI0YYJVdUVBRLliwBSPf6JUnSq/vyyy85cOAAy5cvx8LCdJpiUnu8rV69muvXr7+wTt26dalTp46637x5c6Nk05rp/F+SJOmlFEUZqijKdUVR4hRFOakoSsMM6vZRFEW8YLN71WsqilJPUZR9iqLEKIryWFGUA4qiyK5Eb6l+/frh7e1Nt27dkCssS2lFRkbi7u5u0JX/hx9+YPTo0Sb1hvB1WFlZ4ejoiJ2dHdu2baNr166vdL6FhQVdunShYMGCfPHFF2q5EIIBAwbQpk0bZsyYwY0bN/Dw8FCPDx06lLFjx2bb85AkyTSNHTtWXX0OUoZujRw5Mt3QKF9fX+7evYuTk9Mrvw69Lm9vb6KioqhQoQKtW7c2ymNKUm7XuHFjtZd5cnIyN2/e1DhRyhfgzZs3Jzk5mVmzZqU7fv36dQYOHGgwFDw2NvaljWu5ihBCbnKTmwlvQHcgAegPVAB+BqKBEi+p3wfQAU5pt1e9JlDv2XXGAZWAskAXwDaLuQsAQqfTCSl3uHLliqhYsaIICAjQOopkYnr16iUAUb9+faHX67WOk+0SExPF6dOn3+gakZGRBvszZswQgLCwsBA+Pj6iSZMmAhCAcHNze6PHkl5Op9Ol/jsXECZwjzf3Td7r31zRokXVv30rKyuRP39+AYhdu3YZ1Ktfv74AxJQpU4ySKz4+Xrz77rsCEMuWLTPKY0rS2yQ6Olq0b99euLi4iFu3bmkdR/j7+wtA2NjYiNDQUINjGzZsEIAoWLCgwWvW8OHDNUqbsey81ytCyF4CkmTKFEX5FwgUQgxJU3YB2CqEGP+C+sQh9mwAACAASURBVH2An4UQBd/kmoqiBAD/CCEmvmbuAoBOp9NRoECB17mEZAKioqIM/v/p9Xqz7zEkZb/Q0FC6dOnCL7/8YtBd31w9evSIn3/+me+///61hxwHBQVRvnx5bG1t0x3bsmWLulJoxYoVCQkJUZeZL1++PMHBwXKocw6JiorCwcEBwEEIEaV1HnMn7/Vv5vr165QpUwa9Xk+vXr3o0KEDTk5ObNy4kXnz5qn326tXr+Lq6oqVlRW3bt0yyryGK1eupE+fPjg7O3P9+vUXvpZJkvT6Hj9+jJubG1evXsXX19ckenE2atSIhw8fsmrVKj744AO1PDk5mSFDhtC7d28cHBxo27YtN2/exNHRkUePHpncZ4PsvNdbZV5FkiStKIpiA9QCZj536G+gfgan5lMU5SZgCZwGJgohTmX1moqi/Af4EFijKMpR4H3gIvCdEOLwGz0pyWysXLmS0aNHs2/fPqpVqwZgcjdESRvHjh3jn3/+YdKkSUDKim7Hjh0z20n907p79y7Nmzfn/PnzxMbGMnfu3Fe+xsWLF2ncuDGVK1dm+/btFCpUSD126tQpevXqBUC5cuU4f/68eszZ2ZmgoCDZWCZJb4lffvkFvV5P8+bN+eOPP9TyBg0aGNQrU6YMly9fJiAgwCiNZUII5syZA8DIkSNlY5kk5YCCBQvi5+dHaGgo9etn9LHOeDZt2kSRIkXSvd+3tLTE29tb3ff29qZDhw5ERkayYsUK+vbta+yoRiM/+UiSaXuHlEav+8+V3ydlqOWLXCRlWGY7oAcQBxxRFKXsK1yz9LP/TgF8gJZAILA3zXUMKIpiqyhKgdQNyJ/Zk5NMl16vZ9WqVURERLBixQqt40gmIiEhge+++w43NzcmT57Mrl271GO5obHsxo0bNGzYkPPnz/Puu+++9rLpaRfGyJs3r/pzWFgY7dq1IzY2llKlShnMUVS+fHmCgoKwsbF5/ScgSZLZuHLlCr/99hsAX3/9dab1y5Qpoza257Tdu3cTHBxM/vz5GTRokFEeU5LeRiVKlDBoLAsPD0fLEYBFixbN0pfjn3zyCW3atAFgwIABmmbOabLBTJLMw/OvQsoLylIqChEghFgthAgSQhwCugGXga9e4Zqprw1LhBDLhRCnhBBfA5eAl32FMJ6UOc9St9BMnpNkwiwsLNi8eTPz5s3Dy8tL6ziSCTh79iwffvgh06dPR6/X88UXX+SqFRwvXbpEw4YNCQkJoVSpUhw6dIjy5cu/1rWaNGlCQEAAvr6+as+MJ0+e0L59e0JDQ/nPf/6TbqLc33//nSJFirzx85AkyTy0bt2axMREIGWRlMGDB/P/7N13fM3X/8Dx1yd7akKMNghFSWvEKFql1WrNWEWtitGqvbVGFa3USBFEtYqiYhQdiFE1GlXxRYVaNRIjgsje697z+yPy+eUmoRl3RHKej8d59N7zOfec9yffr8/nc889Y+HChcTExOiUS05ONnpsixYtAmD48OE4OT12hQ9JkvQoODiYhg0b4u3tbepQSElJYeXKlXmuR6mpqfj6+tKyZUuOHz8OZP3IPmbMGFOEaRSyw0ySSrZIQEPe0WSVyDtCLF9CCC1wiqxF+wta571H/72Uq8xloPpjmpoPPJMjVS1IfFLJERsby88//6y+d3JyYsKECXIaZhmn0Wjw8fGhWbNmBAcHU6FCBXbs2MHGjRtLzRep8+fP06ZNG8LCwqhXrx7Hjh3T2QmqIIQQJCYmqu/r1atHpUqVAEhKSqJTp06cOnUKBwcHIiIidD7r5+eXZwqWJEmll1ar5caNG+p7IQTfffcd06ZN0xmhmp6eTt26denVq1ee64ahnD59mqNHj2JhYcH48eON0qYkSXDy5EnCw8OZNWsWmzZtMmks3bp1Y8yYMaxYsUInXwjBggULOHnypM5yE+vWrTN2iEYjvwVJUgkmhEgHzgBv5zr0NvBXQepQsuZJefCoE6yAdd4EwoG6ucq8AOS797EQIk0IEZ+dgISCxCeVDLGxsbRq1YpevXqxa9cuU4cjlRAhISG88cYbfPzxx6Snp+Pp6cmFCxd49913TR2a3qSmptKxY0ciIiLw8PAgMDAQV1fXQtezYsUKGjVqpLMmGWT9Stu1a1f+/PNP7Ozs1MX9sy1atIjRo0cX6xwkSXq6rFu3Tp3CNHfuXPz8/FizZg1jx47F3d1dLbdjxw7CwsI4ceIEzs7ORont22+/BaB///5Uq1bNKG1KkgQfffQRU6ZMAWDo0KEcPXrUZLF88MEHAPj6+pKQ8P9f6WxtbZk/fz6rV69mx44d6sYAqampHDp0yCSxGlxxt9mUSSaZDJuA94B0sqZCugNLgUTA7dHxjcD8HOVnA+3JWofMA1gHZADNC1rnozITyJpa2QuoDXwBpAC1Chi33Gr+KaLVasUHH3wgXF1dRXBwsKnDkUxMq9WK1atXC3t7ewEIBwcHsXbtWqHVak0dmkHs3btXvP766yImJqZIn09JSRF16tQRgFi6dKlOfvv27QUgbG1tha2trboVOyBmzpypr1OQCkifW83LJO/1RVWtWjUBiBo1ajyxXIsWLQQgvvjiCyNFlnXd+u6778TFixeN1qYkSVk0Go3o3bu3AISTk5O4dOmSSeLIzMwUdevWFYBYuHDhY8vdvHlTfaZ59tlnjRjhk+nzXq8IUXoXaJOk0kJRlFHAx8CzwAVgohAi8NGxo8BNIcTgR++XAj3JmnIZB5wF5gghThS0zhxlpgGjgfLAOeBjUcBdMuVW80+fjIwMoqKijLIDl1Ry3bt3jw8++IC9e/cCWVuMr1+/vtBTFEu61NRUbGxs1PdCiGJtXBAZGanuLJtdz759++jcuTPW1tbY2dkRHR2tlm/ZsiUnTpx4XHWSgehzq3lJ3uuLYsOGDQwePBiA9evX4+XllW+5kydP0rJlS6ysrLhz5446xVuSpNItJSWFdu3a8ddff+Hm5ma03XFzy75WZa+7amdnl2+5ypUrq1PGr1+/Tq1atYwZZr70ea+XHWaSJBmEfIgu+VauXMmVK1dYvnx5qdjhUCq+Q4cO0adPH6Kjo7G2tubLL78slevY7dy5k0mTJvH7779Tp06+G//qjZ+fH4sWLeLOnTtqXpUqVbh9+zaWlpYGbVvKS3aY6Ze81xeera2tOjW7b9++lCtXjo4dO+Lp6Ym5ublabuDAgfj7++Pl5WWU3apTU1OxtLTUiUGSJNOIjIzklVde4fr16zRr1oyjR4/q7LptDBkZGbzwwgvcvHmTZcuWMW7cOJ3jhw8fZs6cOYSGhhIWlrXXW82aNQkJCTFqnPnR572+dD0BS5IkSQXyzz//MHbsWPz8/Dhw4ICpw5FKiJo1a5KWlkbjxo05c+YMkyZNKnWdZRs3bqRPnz7cvn2blStXFrmeyMhIOnTowMGDB3XyNRqNzq5SYWFhOp1lVlZWXLp0SXaWSVIZdOHChTzrGK5evZr+/fsTFxen5t27d48ff/wRIM+XVENZuHAh7u7u/PLLL0ZpT5Kkx3NxcWHv3r1UqFCB06dP079/fzQajVFjsLS0ZNq0aUDWeqtpaWk6x/fu3cuxY8fIOQDr5s2bZGZmGjVOQytdT8GSJElSgTRo0IAlS5bw5Zdf0r59e1OHI5nQ1atX1dfPP/88R44cISgoiJdeesmEURnGqlWr8PLyQqvVMnToUBYvXlzkupYsWcKBAwcYMGAA8fFZP15qNBqGDBlC69atefDgAUIIbt++rY7gtLS05OLFi0ZbvFuSpJJlzJgxOu/HjRvHtGnTGDdunM6Oc9999x0ZGRm89tprNGnSxOBxCSHYvHkz165dy9OhJ0mSadSpU4ddu3ZhbW3Nrl27mDhxIsaeHTh48GCqVq1K06ZNdX4MBJg0aRITJkxQO/ch61ri7e1t1BgNTU7JlCTJIOQ0jZLn4cOHWFlZZQ9Rlso4rVbL2LFjWbVqFb///jtvvvmmqUMyKB8fHz7++GMg60vq0qVLizV6Lj09nREjRjBlyhRefPFFAO7evUvz5s25f/8+u3btYsuWLfj7+wNgbm5OUFAQzZo1K/7JSEUmp2Tql7zXF1xiYiLlypVTv/B26dKF3bt351s2Pj6eDRs28MILLxjtR63ExET8/f0ZNmwYFhYWRmlTkqT/tn37dvr06QPA0qVLmTBhglHbj4uL+8/vDt26dWPXrl0AODg46OysaQpySqYkSZJUKFevXqVly5b07t2bjIwMU4cjlQBmZmZoNBqEEBw/ftzU4RiMEIJZs2apnWUzZ87E19e3SJ1lOdflsLKyYt26dWpnGYCrqyt//PEHPXr0YNq0aWpnGcCuXbtkZ5kklWEjRozQGR0yduzYx5YtV64cY8eONeoIcAcHBz766CPZWSZJJUzv3r3x8fEBskZ1GXsplYL80D5p0iT1dWJiIr6+voYMyahkh5kkSVIZkJiYyIMHD7h+/Tr37983dTiSiaSnpxMZGam+/+qrrzh8+DCzZs0yYVSGlZqaqj5czp8/n3nz5hVpk4sdO3bg7u6e5yFQCMGVK1d02tu5cycXLlxQ83x9fenUqVMRz0AqDRRFGaUoSqiiKKmKopxRFKX1E8oOVhRF5JNscpSxUBRl3qM6UxRFCVEU5TNFUcxylMmvDqEoytQcZW7mc3yB4f4SZZMQQqcDvXbt2uzdu5eLFy/mKWfs2T+RkZFGb1OSpMKZPHkyI0eOpGPHjrRq1cokMdy+fZs5c+bkWUvt7t27bNmyRWeUcfbaZ6WB7DCTJEkqA5o0aUJAQABBQUFUq1bN1OFIJvDPP//QokUL+vbti1arBbJGFLRt29bEkRmWra0t+/fvZ9OmTcV6gLt+/Trp6en8+eef6pdLIQTTpk3Dw8ODvXv3AvD333/rfO6TTz5h/PjxRT8B6amnKMp7gC/gDTQGjgH7FEWp/oSPxQPP5kxCiJyLS30CjADGAO7Ax8BUIOewpWdzpaGAAHbmauuzXOXmFfokpSeaN0/3T9qyZUuWLVtGx44ddb58njhxgqZNm7J582ajxCWEoHPnznh4eBAcHGyUNiVJKjxFUVi+fDm//vorDg4ORm8/IyOD5s2bM3fuXHbu1L2FxMfHs3r1anU9V4C0tDSd908z2WEmSZJUCgkh8PX1JTQ0VM17/fXXqVSpkgmjkkxBo9Hg4+NDs2bNCA4OJjg4uERs+W1IGRkZOmsDlS9fngEDBhSrzk8++YQff/yRbdu2qSPUZs+ere4cdePGDf744w+8vLzUz0ybNo0FC+RgHYlJwFohxBohxGUhxATgDjDyCZ8RQoj7OVOu468AvwohAoQQN4UQO4DfgGY5Ksj9+W7AESFE7gtAQq6yicU+Y0lH9nQqyOrEHzp0KD179mTMmDGYm5urx5YvX87Zs2c5dOiQUeI6duwY//vf/7h69SrPPfecUdqUJKloLCws1CnTQgi+/vproqOjjdK2paUlI0dm3bLmzZun/vAK4O7uzrx58zhw4ABOTk5q/ujRo40Sm8FlD/2VSSaZZNJnAsoBIi4uTkjGt2DBAgGIevXqiaSkJFOHI5nIjRs3xGuvvSbIGlUiPD09xb1790wdlkGlpKSIrl27CkD4+fkVuZ709HSxYsUKkZGRke/xefPmqX/X3r17izp16gg3Nzc1b9iwYUVuWzKcuLi47P+Nygnj3AutgEygR678ZcAfj/nM4EefuQWEAXuAxrnKTANuAi88et8IeAD0e0ydlYEMoH+u/JvAPSAKCAZmAlaFOD95r/8PQUFB6nUBEGPGjMm33J07d4S5ubkAxNmzZ40SW5cuXQQgPvroI6O0J0mSfsycOVMAonXr1o99TtG3qKgo4ejoKADx66+/5lvms88+U691dnZ2QqvVGiW23PR5r5cjzCRJkkqh999/Hzc3N0aOHImdnZ2pw5GMTAjBmjVraNSoEX/++ScODg6sXbuWX3/9lSpVqpg6PINJSkrC09OTXbt2YWNjQ82aNYtcV//+/Rk7dixjxozJc8zHx4dPP/0UgF69erF9+3auXbvGrVu3gKzFvNesWVPktqVSxQUwJ6szK6cHwOP+MV4hq9OsK9APSAWOK4pSJ0eZhcAW4IqiKBnAWcBXCLHlMXV6AQnAT7nylwF9gbaAHzAB+PpxJ6MoirWiKOWyE+D4uLJSlkGDBum8f9yoi2+++QaNRkObNm3w8PAweFyXLl1iz549KIrC5MmTDd6eJEn607dvX5ydnXnvvfeMtlFH+fLl1evXvHnzsn800TFy5Eg1nuTkZN59912jxGZQxe1xk0kmmWTKLyF/dTa63L8wyZFlZVN4eLjo3Lmz+gtfmzZtREhIiKnDMrjY2FjRqlUrAQh7e3tx+PDhYtX3888/CwcHhzy/ovr6+qp/23fffVdn5AggPvzww2K1KxmWCUaYPfeovVdy5c8ErhSwDjOyRn8tz5HXl6xpnX2BBsD7ZI0S83pMHVeAFQVo691H8VZ4zPE5uf8/L+/1jxcdHa3zd2rdurVYsmSJiImJ0SmXkpIiXFxcBCB27NhhlNiGDBkiANGzZ0+jtCdJkn5FR0cbvc0HDx4IW1tbAYgDBw7oHEtISBCLFy8WVatWVa95ZmZmRo9RCDnCTJIkScrl/PnzuLu7c/z4cTVPjiwre7Zv3079+vUJCAjAysqKr776iiNHjhRrpNXTIDIykjfffJPjx4/j5OTE77//XuzNDLp3705oaChdu3ZV87755hsmTJgAQI8ePfIsfDt48GBWr15drHalUicS0JB3NFkl8o46y5cQQgucAnKOMPMBFgghtgoh/hFC/AAsBabn/vyjHTnrAgUZ9hj06L+1H3N8PvBMjlS1IOdQVg0cOFDnvaurK5MmTaJXr146+Vu3biUyMpLq1avTrVs3g8cVHh7Opk2bAJg6dep/lJYkqSRydnZWX8fExOis3WoolSpV4qOPPgLybmai0WiYNWsWYWFhap5Wq+X69esGj8uQZIeZJElSKfDVV19x/fp1pk2blj0KQCpDYmJiGDhwIH369CE6OprGjRvz999/M3nyZMzMSvetPiUlhTfeeIO///6bihUrcuTIEVq2bFnoes6dO0eHDh2IjY1V81xcXNTX69atUxe87datG7/88ovO51988UU5DVPKQwiRDpwB3s516G3gr4LUoWTtMuFB1lpj2ewAba6iGvJ/th8GnBFCnCtAc40f/fdefgeFEGlCiPjsRNY0T+kxsneJc3R0ZMiQIXh6elK/fn0++OADtYwQguXLlwNZ0zWNMb1q+fLlZGRk8NprrxXpeilJUskRFRXFq6++So8ePdi/f7/B25syZQoVKlSgZcuWZGRkqPnPPPMMs2bN4ttvv2X27Nlq/vz58w0ek0EVd4iaTDLJJFN+CTkl06iSkpLE2LFjTTI8WzK98ePHC0CYm5uLWbNmibS0NFOHZFRffvmlcHV1FZcvXy7S5zMzM0W9evUEIIYPH57n+A8//CAURVE3TshemJsc06yMteiuVDzGnpIpsu6H7wHpwFDAnayRYImA26PjG4H5OcrPBtoDz5PVUbaOrAX7m+cos56sDQE6AzWAHsBDYGGutssBScCIfOJ6BZj4qI2aQB/gLlm7b8p7fTGdO3dOvS6HhYWp+VqtVmg0Gp33u3fvFp06dRKRkZEGjysuLk6UK1dOAGLXrl0Gb0+SJMPSarXi/fffF4BwcHAQwcHBBm8zJSXlP8tkLw9SsWJFkZqaavCYctLnvd7kX6plkkmm0pnkQ7RhabXaYq/RJJUesbGxol27diIoKMjUoZhMVFRUsT4fHBwsunTpkmdtoW3btgkzMzMBiE6dOgkLCwudzrI333zTZLtASYVnig4zkXVPHEXWjpRpZI04a5Pj2FFgfY73S8naITMNiAAOkHcNNEfA91G5FOAGMI9cO1wCw4Fk4Jl8YmpC1hTM2Ed1XCFrjTK7QpyXvNc/xqBBg9RddEuSr776St1FO2fHnSRJT6+0tDTRtm1bAQhXV1dx584dU4ck0tPTRfny5QUg2rZta9S29XmvV4SQU3ckSdK/R7tnxcXFxVGuXDlTh1OqaLVaBg0ahL+/P+vXr8fLy8vUIUlGFhQUhL+/P8uXLydrtlbZcv78eT799FP8/f1xdCz6Jn0PHz6kYsWKTywzcuRIvvnmGzp06MDhw4dJT09XjzVp0oRTp06V+mmvpUl8fDzPPPMMZHUgxZs6nqedvNfnLzg4mMaNs2a3Nm3alEWLFpGcnEynTp1Mer1IT0+nVq1ahIWFsWbNGoYNG2ayWCRJ0q/Y2FhatWrFpUuXaNiwIceOHTP4dTkwMJCjR4/y2WefqXkajYa9e/fi7+/P7t27SU5OBiAzMxNzc3ODxpNNn/d6+YQnSZL0lDEzM6Nq1apYWFig1eZewkYq7aKionjrrbfw8/Nj48aNpg7H6P73v//xxhtvsHv3bqZNm1akOoQQzJgxg/r16//nYrQrV65k+vTp/PHHHzqdZVWqVOHYsWOys0ySpDz69Omjvj5z5gy+vr54enoyadIknXI+Pj7Mnj2b+/fvGyWurVu3EhYWRpUqVfJsSCBJ0tPNycmJvXv3UqVKFc6fP0/v3r111hjTt1u3btG2bVtmz57NuXP/v0RmSkoKAwYMYNu2baSlpan5s2bNMlgshiSf8iRJkp5CX375JadOnWLIkCGmDkUysgoVKjB37lwGDhyos4NjWfDHH3/w1ltvERMTw6uvvoq3t3eR6klJSeHAgQNERETw22+/5Tl+9uxZ9SFTURQCAwNJSUlRjzs6OnL9+nW5E60kSXlotVru3LkDgL29PVOmTKFBgwY4OTnRt29ftVxKSgoLFizg888/Jygo6HHV6ZWvry8A48aNw9ra2ihtSpJkPG5ubuzevRs7Ozt+++03Ro0ahaFmFLq5uak/Dnz55ZdqvoODA2PHjmXy5Mn4+Pio+UuXLjVIHAZX3DmdMskkk0z5JeS6Jnp18uRJMXr0aLneSBmUmZkpfHx8xMmTJ9W8srhm1t69e4WNjY26blhCQkKx6rt//77w9/fPk3/48GFhY2MjevbsKdLS0kRwcLCoUKGCumaZi4uLSExMLFbbkumYag2z0prkvT6v9evXq9eLM2fOqPlJSUk61+41a9YIQLi5uYnMzEyjxHbz5k0xefJkuUGQJJVyu3btUtdf9fb2Nlg758+fF4BQFOWxGy+1aNFCvSYeO3bMYLHkpM97vRxhJkmSVMLFxMTwzjvvsHLlSvz8/EwdjmREISEhtG3blqlTpzJo0CBSU1MByty6ZTt37qRbt26kpqbi6elJQEAADg4OhaojMjKSAwcOqO8rV65M//7985RLSkpCq9USGRnJ2bNnadasGVFRUQBUr16d27dvY29vX7wTkiSp1Jo7dy4A1apVo0mTJmq+nZ2deu0WQrB8+XIAxowZY7R1fdzc3Pjqq69wdnY2SnuSJJmGp6eneo2ZOXMmmzdvNkg7DRo0oHv37gghmD9/fr5lcrbdo0cPg8RhSLLDTJIkqYRzdnbG19eXjh07yimYZYQQgjVr1tCoUSOOHTuGg4MDU6dOLZNTaJKTkxk/fjwZGRm899577Ny5Exsbm0LVERERQatWrejatStHjhx5YtkuXbowfPhwAgMDeeWVV8jMzASyvmhevXoVW1vbIp+LJEml29atWwkNDQXg2Wef5fDhw1y9ejVPucDAQM6fP4+dnZ1RFt7XaDQGb0OSpJJl9OjRTJ48GYAhQ4YQGBhokHZmzpwJgL+/PyEhITrHrly5wurVq9UfBSIjI4mMjDRIHIYiO8wkSZJKII1GQ2xsrPp+8ODBBAQEFGtHQOnpcP/+fTw9Pfnwww9JTEykdevWnDt3jmHDhpW5kWWQNSpj3759TJgwAX9/fywtLQtdR4UKFWjYsCFVqlTh2Wef1TkmhGDRokVcvHhRzct+mBNZU85wcXHh6tWrZbLDUpKkghsxYoT6+syZM8ycOZO6devy/fff65TLHvnx/vvvG2W01/vvv0/Xrl11rnOSJJV+ixYt4t133yU9PZ0pU6aozzX61KxZMzp06IBGo2HhwoVqflpaGq+88goLFy7UmRXg5eWl9xgMSTHEH02SJEluNV90ycnJDBgwgHv37nH48GG5sHgZsmPHDkaMGEFUVBRWVlZ4e3szceJEo03XKUlCQ0OpWbOm3upLTU0lJiZGp8MsIyODESNGsG7dOqpXr86FCxcIDAyka9eu6g60NWrU4OrVq0XqqJNKHn1uNS/Je31OUVFRuLi4qO/79etHYmIiBw4c4MaNG1StWhXI2lnu+eefR6vVcuHCBV566SWDxhUREYGrqyuZmZkEBwfTqFEjg7YnSVLJkpKSwtSpU5k9ezYVK1Y0SBvHjx/Hy8uLzz77jEGDBqn5kyZN4saNG9SsWZNly5YBYGNjo7ORkiHo814vO8wkSTII+RBddDdu3KB58+YkJSXx22+/0aZNG1OHJBlYTEwMY8eOxd/fHwAPDw9++OEH6tevb+LIjE8IwWeffcZXX33F/v37ef3114tUz48//sjVq1f59NNP8z0eFxdHr169+P3331EUhW7durFu3Trc3NxISEgAoGHDhpw5cwYLC4sin49UssgOM/2S9/r/N2TIENavX6++DwoKokWLFjx8+FDnS+qdO3fw9vYmPDycXbt2GSW2f//9Vx2pK0mSJITQ+6wFjUaT5wfe7Haio6OpWLGi+mPkr7/+atCd3mWHmSRJJZ58iC6eP//8E4DXXnvNxJFIhnbw4EGGDBnC3bt3MTMzY/r06Xz22WdYWVmZOjSjE0IwadIkfH19AViyZAkTJ04sdD0XLlygYcOGCCHYt28fHTp00Dl++/ZtOnXqxMWLF7Gzs6Nhw4YEBQVhb29PUlISAK+++irHjh3DzEyuXlGayA4z/ZL3+ixCCGxtbUlLSwOgadOmnD59+j8/UxanU3HfWgAAIABJREFU2UuSZFrr1q1j3759bN261agzGN577z1+/PFHIGuNx/DwcIO1pc97vfzJVJIkqQQIDAykfPny6ogi2VFWNkycOFHtHKpTpw4bN26kZcuWJo7KNDQaDSNGjGDNmjUA+Pn5MXr06CLVVb9+fT799FOio6N5++23dY6dOXOGLl26cP/+fSpXroybmxtBQUEoiqJ2lo0cOZKvv/66eCckSVKZ8fnnn6udZQDdunUjISHhieuOGqOzLDk5WS7rIEmS6s6dO4waNYq0tDS2bNnCwIED9Vp/WloaGzZsICkpSecHz/j4eJ1lNu7du8fNmzepUaOGXts3BDnCTJIkg5C/OhfcgQMH6Nq1K5UrV+bkyZN5FiWXSq/PP/+c2bNnM3r0aBYuXIi9vb2pQzKJjIwMvLy82LJlC2ZmZqxbt67Qi8JmZGSg1WrVhfmzn29yfinds2cP7733HsnJybi7u2NjY8PZs2fV42ZmZqxatYrhw4fr4aykkkiOMNMvea/PYmNjo3aYOTs74+joSExMDAcOHOCVV14Bsq5J06ZNo1evXrz88ssGjyklJYVatWrx+uuv4+fnR4UKFQzepiRJJd/27dv5559/mDt3rt477vfu3Uvnzp1xcHDg1q1blC9fHq1Wy/PPP8+tW7dwcXFRN1bq2bMnO3fu1Gv72fR5r5fzDCRJkkzs5ZdfpmbNmjRv3hwnJydThyMZUHp6OmFhYer76dOnExgYiJ+fX5ntLEtLS6NXr15s2bIFS0tLtm3bVujOsqSkJLp168b777+vro+hKIrOg+DKlSvp1q0bycnJ6rqAOTvLAMaPHy87yyRJKpTQ0FCd0WX9+/fH1tYWS0tLPDw81PwjR46waNEi2rZtq66TaEgbNmzg3r17nDhxIvuLoyRJEr179+bzzz83yCjXjh070qhRIxITE9XdgM3MzOjduzf16tWje/fuatl9+/bpvX1DkB1mkiRJJpBzdG/58uUJDAzkxx9/xNbW1oRRSYZ0/fp1WrZsSefOndUvV5aWlrRu3drEkZmWubk5lpaW2NjY8Msvv9CrV69C13H+/Hl+//139uzZw4ULF3SOabVaJk+ezJgxY9BqtfTs2ZMbN25w+fJltYyiKMyfP58lS5YU+3wkSSpbcnbwK4rCJ598wqVLlzh58qTOPT37y+PgwYOfOFVTHzQaDYsXLwaypv7LjUskScpPcnIyAwYM4OTJk3qpT1EUdbOlZcuWER+fNbjr888/59KlSyxatEhdNy0lJYVDhw7ppV1Dkh1mkiRJRhYfH0+XLl3Yu3evmlepUiW5uHgp5+joSFhYGHfv3uXff/81dTglhoWFBZs3b+b48eN06tSpSHW88sorbN68mcOHD9OwYUM1PyUlhd69e6sdYV5eXhw4cIC7d++qZczNzdm3bx/Tpk0r3olIklTmaLVadZMegO7du1OtWjXMzMyoXbu2mh8aGqruiDlmzBiDx/Xrr79y/fp1nJ2dGTZsmMHbkyTp6TR37lw2b96Mp6cnISEheqmzZ8+euLu7Exsbq64Ha2tri6IoODs7069fP7XsoEGD9NKmIclvZ5IkSUa2ZMkS9u7dy9ChQ0lJSTF1OJIBRUREqK8rV67Mzz//rO7gWJY9fPiQefPmqdMnraysaNKkSaHqOHfunM7ft1evXnk2TLCwsCAhIQErKysGDx7Mxo0b1YX9AZycnLh48SLt27cvxtlIklRWTZo0SWfEeI8ePchvfeiVK1cihKB9+/bUq1fPoDEJIVi0aBEAo0aNwsHBwaDtSZL09Pr0009p3LgxDx8+pFOnTkRHRxe7TjMzM2bMmAHA4sWLdZ67tFotzZs3V9+Hh4cTHBxc7DYNSXaYSZIkGdmMGTMYMGAAAQEBcgpmKSWEYM2aNdSqVYvt27er+a1ataJKlSomjMz0wsPDef3115k1axazZs0qUh2BgYG0bt2aTp06kZiY+NhylpaWbN26le7du7N+/XqdL7LW1tYcOnSIunXrFikGSZKknLvp1qlThxEjRuDu7s69e/fU/MTERHX333Hjxhk8pj///JOTJ09ibW3N2LFjDd6eJElPL0dHR/bs2UO1atX4999/6dGjh86ajEXVt29fnn/+eSIjI/nuu+/U/DZt2jBu3DiqVq2q5k2aNKnY7RmS7DCTJEkygpzrJVlZWbFp0yaaNm1qwogkQ7l//z5du3blww8/JDExkc2bN5s6pBLj5s2btG7dmsuXL+Pq6sr7779fpHqqVKmCtbU1Dg4OaDQanWNHjx5l2rRpaudYWloaR48e1Slja2vLtWvXCj2qTZIkKVtMTAyZmZlA1tRuT09PzM3NsbCw0PlhZNOmTcTFxVG7dm06dOhg8Lh8fHyArCnolStXNnh7kiQ93Z577jkCAgIoV64cgYGBzJ07t9h1WlhYMH36dDp06KDuFAzQunVrHB0dee2117CysgKy1qEtyWSHmSRJkoF99913NGjQgGXLlpk6FMnAduzYQf369dmzZw9WVlb4+PiwY8cOU4dVIvz777+0bt2akJAQatasybFjx4o8NemFF14gMDCQ/fv36+z+dvfuXTp06MDChQvx9/dHCMG3335LXFycWqZSpUpERERQrVq1Yp+TJEll1w8//IAQggYNGpCamsrChQu5e/cuW7du1dl9ztbWlmrVqjF27FiDr1V66dIldu/ejaIoTJ482aBtSZJUejRo0IDVq1cDsHbtWjIyMopd57Bhw9i3bx8tWrRQ8z7++GPCw8PZsmULfn5+AERFRXHmzJlit2cossNMkiTJwGJiYtBoNAQHB+e7ton09IuJiWHgwIH07t2bqKgoPDw8OHPmDFOmTFF3AyrLzp8/T5s2bQgLC6NevXocO3aMmjVrFvjzQgjmzJmj8yuku7s7NjY2OuVcXV358ssvadeuHRYWFnTq1Im5c+eq0wveeOMNwsPD5Zo+kiQVixCCb775BoARI0ZgYWGBhYUFjo6O1K9fX6esl5cXISEhfPTRRwaPK3tnzG7duvHCCy8YvD1JkkqPnj17UrlyZSIiInQ2JiuqnD8cZHN2dlafwby8vOjSpQsAo0ePLnZ7hiI7zCRJkgxs6tSp7N69m3Xr1uV785CebgcPHqRBgwb4+/tjZmbGzJkzOXnyZJ4vTWVVUlIS77zzDhEREXh4eBAYGIirq2uh6vDx8WHu3Ll07NiRhIQEnWPp6ek8ePBAff/GG29w/Phx+vXrx/79+9X8Dz/8kCNHjsgOTEmSim3ixIlcvnwZRVHo0aOHzjUoPxYWFlhbWxs0pnv37rFp0yYgaxSHJElSYVhaWqq7Vq5bt05v9YaHhzN58uQ8S5TcvXuXVq1aAXDy5EkCAwP11qY+yQ4zSZIkPYuKimLGjBnq2iaKotClSxfZWVbKJCUlMWbMGN555x3u3r1LnTp1OH78OPPmzVPXZZDA3t6elStX0rp1a44cOULFihULXceHH36Ih4cH3t7eODo6qvmxsbF07NiRdu3aqdMuzc3N1X972ebMmaNONZAkSSqulStXAlkjzbp27YqrqyvdunXTufaEhoaybds2vUxtKojly5eTnp5Oq1atdNYMkiRJKqghQ4YAEBAQwP379/VSp7+/P0uWLGHOnDnqurPDhg2jVq1a6khdoMjr2hqa7DCTJEnSI61WS7t27Zg/f778hbcUCwoKonHjxuqXptGjR3P27Flatmxp4shKjvT0dPX1u+++y9GjR3Fycirw53N+yXR2dubUqVMMHjxYzbt58yatWrXi8OHDhIaG8vfff3Pw4EGaNWumftbCwoLdu3cze/bs4p+QJEkSWRu75Fzsv27dumg0GjIzM7GwsFDLLV++nL59+zJ06FCDx5SQkMCqVauArFHtkiRJReHu7k7Lli3RaDTqiNXiGjFiBOXLl+fatWvqzvFVq1ZFCEG9evWwtLQE4Pbt20b7gaEwZIeZJEmSHpmZmTFnzhxq1qzJsGHDTB2OZABJSUl4enpy7do1XF1dOXDgAH5+ftjb25s6tBJj586dvPTSS9y+fVvNK8xi1yEhITRs2JBdu3apeTm/iJ4+fZqWLVty6dIlqlSpQq1atVi3bh0ffvih+kXWycmJK1euqOtjSJIk6cOMGTOArNHjMTExrF+/nitXrrBw4UK1TEJCgjqlaeDAgQaPycHBge3btzN06FA8PT0N3p4kSaVXdif/unXr9LL2sqOjIxMmTADA29sbrVbL6NGjuXbtGvv27cPb21stO3369GK3p2+KXIBakko+RVFGAVOBZ4GLwAQhxLHHlB0MfJ/PIVshRGph61Sy5hHuBToAPYQQvxQw5nJAXFxcHOXKlSvIR55q6enpOtPw0tLSDL5eiWQ6/v7+7Nu3jxUrVuDs7GzqcEqUDRs2MHToULRaLVOmTMHHx6fQdUyZMoXFixfj7u7O+fPndTrLdu3aRb9+/UhOTqZmzZrExcURHR2Nubm5OtT/rbfeYvfu3dja2urtvKTSIT4+Pntn1WeEEPGmjudpV9bu9VqtFkdHR5KTk3n77bf57bff8i23cuVKxowZQ926dbl06ZLBd8eUJEnSl/j4eKpUqUJKSgp///03jRs3LnadsbGxuLm5ER8fz88//0z37t3VYxkZGep3KBsbG1JSUordnj7v9fLqLUklnKIo7wG+gDfQGDgG7FMUpfoTPhZPVkeYmnJ1lhWmzgmA7Fl/DCEES5cupVmzZsTGxqr5srOs9NBoNCxevFhnx6ABAwawadMm2VmWy9dff83gwYPRarUMHTqUBQsWFKmeBQsWMGnSJA4dOqR2lmVkZDB9+nS6d+9OcnIyderU4ebNm0RHR6MoChqNBnNzc+bOncvvv/8uO8skSdK7CRMmkJycDMDcuXNJSkrKU0ar1bJixQoAxo4da/DOMjn4QZIMQ6PRcOPGjTL3b6xcuXKsXr2as2fP6qWzDLJG/Y8ZMwaAefPm6fxNMzIyaNCgAQCpqaklb/F/IYRMMslUghNwEliVK+8yMP8x5QcDsfqoE2gE3AGqkNVp1r0QcZcDRFxcnCjNoqOjxXPPPScA4efnZ+pwJANYvny5AETlypVFTEyMqcMpsRYuXCgeXSfEuHHjhEajKdTnz5w5I7Rabb7Hrl+/Lpo3b67W7+bmpr7OTtbW1uKvv/7Sx6lIpVhcXFz2/2fKiRJwj3/aU1m512czNzdXrzn169cXTk5OYvbs2Tpl9u/fLwBRrlw5ER8fb9B4tFqtaNOmjZg2bZqIjo42aFuSVJYcOnRIvPjii8Le3l4cPXrU1OGUChEREcLOzk4AYt++fUIIIb788kvxzDPPiGrVqqnX1ueee67YbenzXi9HmElSCaYoihXQFMg95v834NUnfNRBUZRbiqKEKYqyR1EU9eeBgtapKIodsAUYI4T4z21SFEWxVhSlXHYCHP/rM6WBs7MzAQEBLF26lFGjRpk6HMkAPvzwQ1q0aMG8efOyh3dLOQghmDVrFp988gkAM2fOxNfXt1CjKpYtW0bTpk3znb65adMmGjduzP/+9z8cHByoWLEit27d0inj5OTEiRMn5M5wkiQZTHBwsDrtG7JGYcTGxhIVFaVTbvny5UDWOkA5d/U1hCNHjhAYGKiOaJMkST8yMzO5dOkS3t7evP7666YOx6SE0M8Iu4oVKzJx4kTGjx+vjijTaDTExcVRqVIltdy9e/fQarV6aVMfLP67iCRJJuQCmAMPcuU/IGvUV36ukDXK7B+yfvkdDxxXFKWREOJaIepcCvwlhPi1gLFOB8rEVnT3798nPDycJk2aAODh4YGHh4eJo5L05f79+yxbtox58+Zhbm6OjY0Nf/31l1yD5jGSk5P59desy8T8+fOZNm1aoevI/hJ69+5dhBAoikJycjIfffSRuktT7dq1uXXrFomJiTqf9fT05KefftJZ50ySJEnfpkyZor62sLBg165dBAUF4e7uruanpaWRkJCAoiiMHj3a4DG98cYb/PLLL9y9e1cuESBJxXD48GHS0tLo2LEjAG+//Tbffvstffr0MXFkphMSEsLcuXOJjo5m9+7deqlz3rx5Ou8//PBDXn75ZV555RUqVqxIeno6QghWrVpllGtoQchF/yWpBFMU5TngLvCqEOJEjvyZwPtCiHoFqMMM+BsIFEKMK0idiqJ0BRYDjYUQiY+OC56w6L+iKNZAzoW7HIGw0rYQ8I0bN3jrrbdITk7mxIkT1KpVy9QhSXq0Y8cORowYQVRUFAsWLFBHTUlP9uDBA/bv34+Xl1eBP5N7o4zDhw/Ttm1bsvYZyepEa9u2LcePH6dhw4YEBwfrfN7S0pL169fTv39//ZyEVCbIRf/1q6ws+q/RaLCyslJHPWSvY/k4169fp3bt2sYKT5KkYti8eTMDBgygRo0a/PvvvzrPJtlCQ0OpXr065ubmJojQNG7fvk2NGjUQQnDz5k3c3NwM2t7w4cP57rvvAKhcuTL37//nBKfHkov+S1LZEQloyDuarBJ5R4jlSwihBU4BdQpR55tALSBWUZRMRVEyH+XvVBTl6GPaSRNCxGcnIKEg8T1tKleuTIUKFXjmmWf0NkRZMr2YmBgGDhxI7969iYqKwsPDg86dO5s6rBIrIyODAwcOqO8rV65c4M6y5ORkpk6dyquvvkpGRoaa/+abbyKEID09HQBzc3O8vb2pWbNmvp1l27dvl51lkiQZxbRp03SmCH3wwQdPLG+MzrKc00MlSSqc7GcNgO7du1OjRg08PT1JTU3NU3b48OHUrl2bXbt2GTNEk6tevTqLFy/mxIkTVK/+pL3mCi8oKIguXbpw4oQ6doORI0eqrx88eMDZs2f12mZRyQ4zSSrBhBDpwBng7VyH3gb+KkgdStZwDQ/gXiHqXAA0fPS57AQwERhSqJMoZRwcHAgICODEiRPy1+NS4uDBgzRo0AB/f3/MzMyYOXMmJ0+epH79+qYOrURKTU2lV69edOjQgQ0bNhT684mJiXz//fecOXOGPXv2qPnh4eG8/fbbTJ06Vc1TFIUHDx6oo84AXFxcCA0NpVu3bsU7EUmSpAJatmyZ+rpixYqMGTOGHTt26JQ5ffp0nvXMDCV7tIu3t3eJWutHkkq6kJAQ3n33XXr06KHm2dnZceXKFZYvX57vSFkXFxe0Wq1O505ZMXHiRFq2bKnzHKYP3333HQEBAXh7ewOwZcsWBg0ahKurq1qmZ8+eem2zqGSHmSSVfEuADxRFGaooiruiKEuB6sA3AIqibFQUZX52YUVRZiuK0l5RlOcVRfEA1pLV4fVNQesUQtwXQlzImR597rYQItTgZ1yCCCH44osv2Lx5s5pXpUoVXFxcTBiVpA/JycmMHTuWd955h7t371KnTh3+/PNP5s2bl+9wfAmSkpLw9PRk165dWFtbF/jfQWZmpvq6UqVKrFmzht27d+s8sJ47d47Dhw+zZs0awsPD2bZtG+3atSMxMVEdzdmlSxciIiJ0HqgkSZIM6dq1azqjYW1tbbl48SK3b99W87RaLf369aNq1aocPXrU4DEtXbqU8PBw/vjjD7m+piQVglar5ddff2X//v1cu3ZNzbe2tn7sZyZMmMA///zDokWLjBFimTBt2jTMzMwICAjg7Nmz3L59mwsXLmBvb6+WuXv3rgkjzKG422zKJJNMhk/AKOAmkEbW6LA2OY4dBdbneL8UuPWobARwAHilMHU+JgYBdC9EzKViq/mtW7cKQFhZWYmQkBBThyPpSVBQkHjhhRfULaxHjx4tEhMTTR1WiRYbGytatWolAGFvby8OHz5coM8dPHhQ1KpVS/zvf//7z7Ljx48XVatWFS1atFD/twGEtbW1+OWXX4p7CpKk163mZSo99/onyb7uZad///1XLF26VERHR6tlAgICBCCeeeYZg99LIiMjhZ2dnQDEwYMHDdqWJD3tbt68KXbu3KmT9+2334qLFy+aKKKnz7Vr18Tw4cPFRx99pNd6+/fvLwDx7rvvigcPHogVK1aIsLAwYWVlpV5vAwICilS3Pu/1Jr/RyiSTTKUzlZaHaI1GI/r06SNWrVpl6lAkPUhLSxOffvqpMDMzE4BwdXUVBw4cMHVYJd7Dhw9FkyZNBCCcnJzEiRMnCvzZ7Aeizp076+RfuHBBtGnTRty8eTNP2ZzJ3d1dREVF6e1cpLJNdpjJe31haLVa8WjTIwGInj175luuffv2AhCTJ082eExffPGFAISHh4fQarUGb0+Snlb//POPsLS0FHZ2duL+/ft6qTMpKanMPZOcPn1a/fEy5w8FxXXhwgX12nrhwgU1f8SIEWr+yy+/XKS6ZYeZTDLJVOLT0/wQHRERofMQKh9IS4ebN2+Kxo0bqzfh/v376/XGX1olJCSIF198UQCiYsWKIjg4+D8/o9Fo1NcPHz4Un3zyiUhISBBCZP17WrVqlbCxsRGA6N69u8jIyBBz587V+WIKiJEjRxrsvKSySXaYyXt9Yfj4+Ohck/bt25enzOXLlwUgFEUx+Ej05ORkUalSJQEIf39/g7YlSU+jnM8fWq1WtGjRQrRr105cu3at2HVv3LhRlC9fXowbN67YdT1NtFqtaNCggQDE119/rde6e/bsKQAxYMAANe/8+fM6192rV68Wul593uvlpHdJkqQc/v77bxo2bMicOXPUPH0vdCmZhouLC/Hx8ZQvX55t27bh7++Ps7OzqcMq8RwcHOjWrRuurq4EBgbSqFGjx5aNiori/fffZ/LkyWqei4sLCxYswMHBgaioKHr27MnIkSNJTU2lXr16REVFsWbNGubOnZv9BRxnZ2fOnDnD119/bfDzkyRJepxZs2aprx0dHfn22285c+aMThk/Pz8AunbtSs2aNQ0az8aNG4mIiKB69er07t3boG1J0tMkISGBTz/9lJdfflldN1VRFH777TcOHjyol426KleuTHR0NH/88UeZ2mxDURSGDh0KwLp16/Ra98yZM4GsRf+vX7/O8ePHmT17Nm5ubmqZnOvdmkRxe9xkkkkmmfJLPKW/Oq9Zs0YAon79+iI5OdnU4UjFFBYWpvNr47lz50R4eLgJIyr54uLixOzZs8Uff/yh5mm1WvHw4cP//Oz+/fsFICwsLMTt27d1jh05ckS4urqqx+vUqZNn+qWZmZno06ePyMjI0Pt5SZIQcoSZvtPTeq8viNjYWJ3rU/a6YTnXQ4qNjRX29vYCEIcOHTJoPJmZmep1c+nSpQZtS5KeNvHx8cLFxUUAYvv27QZpQ6vVir1794rMzEyD1F+SRURECEtLSwGI8+fP67Xu4cOHi6+//lqkpKSIJUuWCEBUr15dvfY6ODgUuk45JVMmmWQq8elpfoj+/vvvRWxsrKnDkIpp48aNwsHBQSxbtszUoTwVUlNTha+vr/rA2aJFiwJNR85dZs6cOeLkyZPq+/T0dDFz5kx1uuWzzz6rfsHMmVxdXcWlS5f0fl6SlJPsMJP3+oLasGGDAISlpaUYPXq0+P3338XHH3+s06G/b98+YWlpKV566SWDL9/w008/CUA4OzurU9wlqaxKSkoSP/30k07epk2bxE8//SSXUjGQ7OmTEydONFgbUVFRYvz48eL06dOiT58+RZ6WKTvMZJJJphKfnpaHaI1GI/z8/ERKSoqpQ5H0bOXKlQIQb7/9tnx4eoLMzEyxYcMG4ebmpj6Y1KlTR/z4449P/LtptVrxww8/iMaNG4v4+Ph8y4SEhIiWLVuq9T7//PN5OsoURRE+Pj46IwElyVBkh1nZvNcXRevWrQUg5s2b98Ry9+7dE6dPnzZoLFqtVr2Wzpgxw6BtSVJJl5iYKKpWrSqAAu3AbQharVY8ePDAJG2byp49ewQgXFxcRFpamsHbS0hIEJUrVxaAmD59eqE+K9cwkyRJ0pMRI0YwZswYvLy8sh/+padYdHS0+nrkyJFs3ryZffv2yXXoHuPQoUN4eHjg5eXFrVu3eO655/j222+5ePEivXv3fuLfLTU1lVmzZnH27FlWrFiR5/iWLVvw8PAgKCgIOzs7ypUrR0hIiE4ZJycnAgICmDJlCmZm8pFEkqSS4fTp0xw7dgwzMzMGDx78xLJVqlShadOmBo3n+PHjBAUFYWVlxdixYw3aliSVdPb29rz55pu4ubkRExNj9Pb/+ecfGjduzDvvvFOmvju0b9+eZ599lsjISAICAvRad2xsLN9++y1z585V8xwcHPDx8QFgwYIFPHz4UK9tFpR8OpUkqUzr168f9vb2eHp6yk6Vp1hsbCyDBg2iadOmJCQkAFmLlPbr1w9zc3MTR1dyPXjwgAsXLuDk5MSCBQu4du0aw4cPx9LSMt/yOR8MbW1tWbNmDd7e3kydOlXNz8zMZPDgwfTv35/4+HicnZ1JTk4mPj5eLWNmZsb06dOJjo6mY8eOhjtBSZKkInjrrbeArGvesGHDmD59Ovfu3dMpExoaarR4sr80Dho0iCpVqhitXUkyNa1Wy+bNm2nWrBmRkZFq/tKlS7l69SrvvPOO0WNydXXl2rVrXLt2jevXrxu9fVOxsLBg0KBBgP4X/w8JCWHEiBHMnz+fuLg4QkND+eSTTzhw4ACQdS3u3r27XtsssOIOUZNJJplkyi9Rgqdp5J5mVpDFzKWS6+DBg+rQfDMzM/Hzzz+bOqQS6/z582Lfvn3qe41GI7766isRHR39n58NCQkRb731ltizZ89/lh00aJBQFEVdIDZnat68ubh3716xzkOSispUUzKBUUAokAqcAVo/oezg3P9uHiWbHGUsgHmP6kwBQoDPALMcZdbnU0dQrrasgRVAJJAE7AKqFuK8Suy9vqiSk5N1/mbm5uZ5pn5duHBBnfJv6E1KLl++rE5fv3LlikHbkqSSRqPRiMaNGwtAfPrpp6YOR3XgwAERFRVl6jCM7sqVK+p1UZ+baGm1WuHu7i4AsXbtWrFixQp1fduc1+KCklMyJUmSiuhJT6fcAAAgAElEQVSvv/6iRYsWPHjwQM1zcXExYURSUSUnJzNu3DjefvttwsLCqF27Nn/++afpfoEqwUJDQxk0aBCNGjVi6NChJCcnA1kjvSZPnoyzs/N/1vHNN99w6NAhJk6ciEaj0TkWEhLCzZs31fe1a9dGCEFGRoaapygKEyZMICgoSI6QkMoURVHeA3wBb6AxcAzYpyhK9Sd8LB54NmcSQqTmOP4JMAIYA7gDHwNTgdzz9fbnqqdTruO+QA+gL/Aa4ADsURSlzA7NXb16tfr6vffeY9myZYwaNYpmzZqp+dnT0B0dHbGwsDBoPFWrVsXX15dRo0ZRt25dg7YlSaYmhODQoUPqc4aZmRkLFizA29ubjz/+2MTR/b933nmH8uXLmzoMo6tbty6vvvoqGo2GH374QW/1KorCwIEDAfD392fgwIF4enqyZMkSXn75ZQA0Gg1Hjx7VW5sFVtweN5lkkkmm/BIl8FdnjUYjGjRoIADxwQcfmDocqRhOnjwpXnjhBfVXp1GjRonExERTh1XiPHjwQIwbN05npFfv3r3F/fv3C11XUlKSGDRoUJ6dirZu3SpsbGxE+/bthUajEatWrcozsszV1VWEhobq6awkqehMMcIMOAmsypV3GZj/mPKDgdj/qHMPsDZX3k7ghxzv1wO/PKGOZ4B04L0cec8BGqB9Ac+txN3ri6tGjRrq5if5iY6OFra2tgIQR48eNXJ0klS6denSRQBi06ZNpg6lwGJiYkwdglGtWbNGAKJu3bp63VQrNDRUHU17584dNT8iIkJn86iCkCPMJEmSisDMzIydO3fi5eWFr6+vqcORiiAjI4PPPvuMV199latXr/Lcc8+xf/9+Vq5cib29vanDKzHi4+OZPXs2zz//PMuXLycjI4N27dpx6tQpfvzxRypXrvzEz2dmZuLj48PQoUPVPDs7OzZs2ECdOnV0yjZp0oTMzExOnTpFxYoVGTlypDqyzNHRkc2bNxMWFkaNGjX0fp6SVNIpimIFNAV+y3XoN+DVJ3zUQVGUW4qihCmKskdRlMa5jv8JvKUoyguP2mlE1gixvbnKvaEoSoSiKFcVRflOUZRKOY41BSxzxiaECAcuPC42RVGsFUUpl50Axyecw1Pn+vXr6mjZSZMm5Vtm7dq1pKSk0LBhQ9q0aWPE6CSp9Hv11VexsbHRmQlSUqWkpPDee+/h6urK/fv3TR2O0fTp0wc7OzsqVKigs9lWcdWoUYPXXnsNIQRbtmxR8ytWrKjOhAgJCdGZvWAMssNMkqRSLTMzk4sXL6rv69Spw/r162XnylPo4sWLtGzZki+++AKNRkP//v25cOEC7du3N3VoJc7Vq1f5/PPPSUpKolmzZhw8eJCDBw/qTCl6ksuXLzN9+nS+//57AgMDdY6FhYWxdu1a9b2NjQ1CCKKjo3UenIYOHUp0dDT9+vXTz0lJ0tPJBTAHcn/7ewA8bm7yFbJGmXUF+pG17tlxRVFy9lYvBLYAVxRFyQDOAr5CiC05yuwDBgBvApOBl4HDiqJYPzpeBUgXQuTeZu5JsU0H4nKksMeUeyrl7AA7e/Ys69at09mwRKPR4OfnB8C4ceMMullQQkICb7zxBps2bcozDV6SSoO///6bLl26EBwcrOaNGzeOkJCQx3ZYlyS2trbcuXOH5ORkve8aWZI5OjoSGhrK8ePHqVChgl7rHjBgAJA1LRMgKSmJtWvX6kxH9/Ly0mub/6m4Q9RkkkkmmfJLlIBpGomJiaJz587C0dFRnDt3zmRxSMWj0WjE4sWLhbW1tQBE+fLlxbZt20wdVomSmZkpTp06pZM3depUsX379iIPl/f29hbr1q1TP5+eni6++uorYW9vLwARFBQkli1blmf6ZZUqVcT169eLfU6SZAjGnpJJ1hRHAbySK38mcKWAdZgBwcDyHHl9gTuP/tsAeB+IAryeUM+zZE3B7PnofX8gLZ9yB4FvHlOH9aP7e3ZyNfW9Xl/S09N1rmXlypUTgPjhhx/UMj///LN6H0pOTjZoPEuXLhWAeOGFF4RGozFoW5JkCn379hWA6N69u6lDKbKTJ0+K4OBgU4dRakRGRgpbW1vRoUMHkZiYKFavXi0A4eLiol6bra2t/7Mefd7rDbtKpSRJkglZWlqSlJRERkYGt2/fpmHDhqYOSSqCLVu2MHnyZAA6derEmjVrePbZZ00cVckghGDPnj3MmDGDq1evcvXqVdzc3ABYtGhRges5e/YskydPZvPmzeqC/DNmzFCPHzt2jFGjRnHhwgUA7O3tGTp0KJcuXVLLODo6smnTJrp27aqPU5Ok0iKSrDXBco/YqkTeUWf5EkJoFUU5BeQcYeYDLBBCbH30/h9FUdzIGgG24TH13FMU5VaOeu4DVoqiOAvdUWaVgL8eU0cakJb93pAjrIwteyH/bIMHD+avv/6iR48eal72ItfDhw/H1tbWoPEMGjSI5ORkatasiZmZnBQkPf2uX7+Oi4sLTk5OAMyZMwcLCwtmz55t4siKrnnz5qYOwaSioqKIiIjA3d1dL/VVqFCB+/fvU65cOQD69u3LqlWr6NKlC1988QUAaWlphIeH89xzz+mlzf9U3B43mWSSSab8EiVghJkQWYvz5h55Iz1dMjMzRadOncTq1av1urjo0+7YsWOiVatW6i9uTk5OIiAgoND1aLVa0aJFCwGIwYMH6xx78OCB8PLyUtvIPZoMEHZ2dmLGjBlyBIT0VDDhov9f58q7xGMW/c/n8wr/x959h0VxrQEc/g0gSlFiR8WGDY1Rgx0LsWAi9i5ITDBqIvYWo0ZjNGrssZfEXoleNdcSlSD2CraoQQUrCIqNJnX33D9W5rKKxrLLAp73ec7jzuzMOd+uurP7zSlwGliRbt9DoN9zx40Grr6inoLohnf2fLadNul/13THFOM9nfTfwcFB/VyrWbNmhsckJiaKtWvXitu3b2dydJKUvU2ePFmYm5uL77//3tShGE18fLxITU01dRiZZsuWLcLS0lK4urpmSntNmjRRP6M7d+78ymPlpP+SJEkv4e/vz2+//aZu58+f/7XnbZKyhnv37jFgwACePn0KgLm5OTt37qRPnz45qjfD27pw4QKtW7emUaNGHD16FCsrK0aPHs3169dxd3d/4/oURWHp0qV4eHgwbdo0QDdPz+LFi6lUqRKrV/+/s0r6iVaLFSvGgAEDiImJYfLkybIHhCS93Gygt6IovRRFqawoyhygFLAEQFGUNYqiTE07WFGUHxRF+VRRFEdFUWoAy4Eaacc/swMYqyhKK0VRyiiK0gEYBmx7VoetoigzFUWp/+z5T56d8yDtGCFE9LO6ZymK0uzZwgLrgL+Bv4z4fmQ54eHhhIX9fzq2fv36ZXhc7ty58fLyomTJkkaLRegSkZKUo1SuXBmNRsO1a9dMHYpRzJ49m9KlS7Njxw5Th5Jp6tatS0pKCnFxcSQkJBi8/jt37nDr1i11u3///urj7du3G7y9l5HfbiVJyjHOnz/PZ599xtdff83BgwdNHY70FoQQfPrppyxcuJCxY8eq+2WiTCc2NpYGDRqwa9cuzM3N+eabbwgJCWHKlCnqCkL/5unTpwwfPpyVK1eq+6pXr86GDRsoUqQIgYGB1KtXDx8fH548eYK5ufkLdVSrVo0rV64wf/78DJ+XJOn/hBC+wBBgPLq5yBoD7kKItF8CpdD17ErzAbAM+AfdCpYlgMZCiFPpjhkIbAEWPTtuJrAUGPfseQ26uc3+AK6iG6Z5Fd1carHp6hkKbAd+B44CT4E2Qoj3apb59u3bq48tLS0pWbKkXuIqKSkp0ybe/+uvv3BxcWHnzp2Z0p4kGdqDBw8YOXIk27ZtU/e1b9+ewMBANm3a9Iozs68HDx7w4MEDvdUdczoHBwdCQkIIDAw0+BD1adOmUbp0aSZPngzofh/Y2dmRK1cu4P+ruWeKd+2iJossssiSUcEEwzS0Wq346quvRPfu3UVCQkKmtSsZ1p49e0SNGjXEhQsXTB1KlvD48WO97e+//15069ZNXL169a3qW7x4sQCEnZ2dXt2PHj0S/fr1E4qiCED9M32xt7eXk9tK2ZophmTm5GKKa70xpP+cSxuaOW3aNPX5adOmCUdHR7Fx40ajx9K8eXMBiEGDBhm9LUkyhh9//FEAwsnJ6b0Zonj37l3h6+srUlJSTB1KjrB//351upHExESxadMmAYi8efOqn9XFixd/6fmGvNYrQshuv5IkGZ6iKPmA6OjoaHXiRmNITk7G3Nxc7eWSmpqKmZmZHB6Wjfj7+/P48WM6d+6s7tNoNO99z6WYmBhmzpzJ7Nmz2b17N40bNwZ0N7repcedRqOha9eufPXVV3pDODt16sTWrVszPKd06dIsWLCA1q1bv3W7kpQVxMTEYGdnB2AnhIgxdTzZXWZd641px44deouVtGvXDn9/f4KCgqhYsSKpqamUK1eO27dvs3LlSr788kujxXL27FmcnZ0xNzcnJCSEMmXKGK0tSTKUuLg4YmNj1QWZoqOj6dSpE8OGDaNly5ZylMB7ICYmhujoaIMNV9dqtZQqVYrw8HC2bt1KixYtqFSpErVr11aHYyqKQkpKSoa/Fwx5rZe/KCVJyraePHlCy5YtGTx4cNqdbiwsLGSyLJt4+vQpgwcPpnnz5nz11Vd68xS8z8myxMRE5syZg6OjI5MmTSI+Pp7169erz7/pF899+/bRs2dPtFotoHtv//Of/+Du7k76m2YuLi4vnKsoCgMHDiQ0NFQmyyRJypGGDBmiPq5YsSLbtm0jKiqKihUrAvDHH39w+/ZtChUqRPfu3Y0ay8yZMwHo2rWrTJZJ2cKOHTsoW7YsgwcPVvfZ2dnx119/4e7u/l4my4QQJCYmmjqMTLN27Vrs7e0ZOXKkweo0MzPD09MTgHXr1mFjY8PNmzfZunWruhq8EIJFixYZrM2XxmL0FiRJkozk2LFjBAQEsHr1ar1ki5T1nTp1CmdnZ+bNmweAl5cXhQoVMnFUpqXRaFi1ahWVKlVi2LBhPHz4kEqVKrFlyxaWLFny7xVk4MGDB3Ts2JG1a9fqTd4fGxvLiBEjGDlyJE+ePKF+/fqMGDFC71wXFxceP37MvHnz3usEpiRJOVdKSgrXr19XtwcOHIiiKOTJk0fdl3ad+vrrr/X2G9qtW7fw9fUFMOgPT0kypjJlyvDw4UPOnTtHXFycqcMxuYCAAGrVqsV3331n6lAyzYcffkhCQgLbtm3j0aNHBqvXy8sLgJ07d/LkyRMsLCxQFIUBAwaox6TNcWZU7zqmUxZZZJElo0ImzWuydOlSOadSNpKcnCzGjx8vzM3N1fkH9uzZY+qwsoTWrVur8zKUKFFC/PrrrwaZC2P+/Pli0KBBIjY2Vt23b9++F+YnSytt2rQRUVFR79yuJGVFcg6z7HmtNxZvb2/1s8/MzExcunRJ7/mzZ88KQJibm4uwsDCjxjJ48GABiGbNmhm1HUl6WykpKWLFihVi8eLFevv3798v5+56Zu/evQIQhQsXFklJSaYOJ1NotVpRvXp1AYgFCxYYtO6qVasKQPz666/qvqCgIL3vrQEBAS+cZ8hrvckvtLLIIkvOLMb6Eu3n55dtv5i/7y5duiScnZ3VC5ynp6d49OiRqcMyKa1Wqz5es2aNyJ8/v5g+fbp4+vTpW9V3//590bNnTxEcHKy3X6PRiPPnz6uPP//88xcSZaVKlRIhISFv/2IkKRuQCbPsca3PLBYWFupnYIUKFYSZmZn46aef1Od79eolANGtWzejxvHw4UNhY2MjALF3716jtiVJb2vr1q3qokHv+/e3l9FqtWLBggXv3Y3HuXPnCkA4OzsbtN6ff/5ZAMLNzU0IoUvOmpmZCUtLS/WzO6M2ZcJMFllkyfLFGF+iV6xYIczMzESLFi1EcnKyweqVjEuj0YjZs2eL3LlzC0AUKFBA+Pr6mjoskzp37pxo2bKlWLZsmbovNTX1hRUx31T37t0FIBo3biy0Wq3QarVix44donr16iJPnjxi0aJFIk+ePHqJMjs7O/HHH3+860uSpGxBJsyy/rU+s8TExOh9FjZo0EAAYseOHUIIXRIr7bp19OhRo8by008/CUBUr15d70aKJJmSVqsVkZGR6rZGoxFNmzYVM2fOfOsbe1LOFBUVJXLlyiUAg478CQsLE2vWrBExMTFCCCESEhJEgQIFRJUqVYSZmZn6u+J5MmEmiyyyZPlijC/Rp0+fFtbW1qJ3794yYZZN3LhxQ7i6uqo/SNzd3cXdu3dNHZbJhIaGCk9PT6EoigBE6dKl33nJdY1Goz6+deuWcHFxEadOnRIBAQGifv36Lx16aWdnJ7Zt2/auL0mSshWZMMv61/rM8ttvvwlAlC9fXoSHh4vU1FRx7do19fuFVqsVR44cEaNGjTJqEishIUEULVpUAGLt2rVGa0eS3sTly5dFzZo1RbVq1fS+Z8iE7pt5n36vdO7cWQBi8ODBRm3nwYMHQqPRiPnz56vfaa9cuaJ3jEyYySKLLFm+GOtL9NWrV+XFOpvYuHGjyJs3rwCEjY2NWLZs2Xv7dxcZGSn69++vN/ynW7du4urVq29d54ULF0S7du3E0KFD9fafOnVKuLm5vTRRVqJECbFhw4Z3fUmSlC3JhFn2uNZnhoYNGwpATJ061aRxLFu2TACiZMmS79WPaylre/jwociXL5+wsbERf//9t6nDyXbu3LkjPD09Ra1atd6b7767du0SgChYsKBITEw0ensJCQmiVq1aAhDe3t56zxnyWi9XyZQkKcuKioqiffv23Lx5U91XoUKF93KJ6uwod+7cxMbG0rBhQ86fP0+fPn3ey7+7NWvWUK5cORYuXEhqaiqffvopQUFBbNq0iQoVKrx1vREREfzxxx/8+uuvxMXFcfHiRTp06ECdOnXw8/N74fjy5ctz/vx5wsLC8PDweJeXJEmSlK1t2LCBI0eOANClSxeSk5P1nhe6ZKDRabVaZs6cCcDQoUPJlStXprQrSc87ceIEM2bMULcLFCjAli1buHHjBlWrVjVhZNmTtbU127dvJzAwkMDAQFOHkylatGhB8eLFefjwITt27DBo3QsWLODjjz/m/Pnz6j5FUahVqxYAK1eu5PHjxwZtM41MmEmSlGV98803/PHHH3h5eWXal1fp3URERKiPO3TowM6dOzlw4ADlypUzYVSmValSJeLj46lTpw779+9nz549ODs7v1EdQgj27NnDrl271H1ubm788MMP/Oc//6Ffv3589NFHbN++/YVz8+TJw4gRIwgODqZatWrv/HokSZKyOx8fH/Vxp06dKF68uJq4AmjVqhWDBg3Su6YZw3//+1+uXr2KnZ0dvXv3NmpbkvQyoaGh1K9fn1GjRnHp0iV1v5ubG4ULFzZhZNlXgQIFWLJkCUFBQdSuXdvU4WQKCwsLvvjiC0CXwDKkgIAAzp07x/r16wG4cOECDg4OLFu2TD2mS5cuBm0zjUyYSZKUZc2bN4/GjRvz22+/vZc9k7KTuLg4evbsSdWqVfV+YLRq1Qpzc3MTRpa5NBoNq1atYvr06eq+unXrcvToUU6cOEGTJk3eqt61a9fSsmVLBg0aRGpqKqB7z+/du4e7uzvr1q174RxbW1tGjhzJ06dPmTFjxnv19yBJkvQyGo2G6OhodTs1NZWHDx+q22fOnOHPP/9kyZIlRo+latWq9OnTh6FDh5I3b16jtydJaWJiYtTH5cqVo1u3bnh7e2NnZ2fCqHKWzz///I1vkGZ3X375JQB79uwhPDzcYPV6eXkBut7BGo0GJycnFEXR+9w8fPiwwdpLTybMJEnKUu7evas+LlGiBAcPHsTJycmEEUmvw9LSkkuXLvHkyRP8/f1NHU6mE0Kwfft2qlWrhre3N+PHj+f27dvq8y4uLm+U9E1NTeX+/fvqdqdOnShdujTt2rUjMTER0L3nvr6+aDQavXMVReGbb74hNjaW6dOny2SzJElSOmk9FAB27NjB4cOH2bNnDz179gR0N+sAunbtSrFixYwaS/ny5Vm2bBk//PCDUduRpDTR0dF8/vnnlC9fXi9ptmHDBpYvX46Dg4MJo8u5tFqtqUPIFBUrVqRhw4ZotVrWrFljsHrd3d354IMPCA8P59ChQ1haWnLo0CHCwsLUm9HJyclcvHjRYG2mkQkzSZKyBCEE06ZNo3z58hw7dszU4Uiv4enTp6SkpAC65M3atWs5fPiwehfofXHw4EFcXFzo0KEDly9fJn/+/Pz0009vPYzhyJEjODk5qXfpAGxsbAgKCqJo0aJYWFjw559/UqpUqRfma3BzcyMxMZHFixe/y0uSJEnKsdLmaXJwcKB169bkz5+fTz/9lCJFinD//n02btwIwKBBg0wZpiQZha2tLYGBgURFRbF79251v5mZTAsYQ2pqKhMnTqRMmTJERkaaOpxM4e3tDeiGZRpqSp3cuXOrQy7TRlU4OTlha2vLqlWr1OM+//xzg7SXnvyfIUlSliCE4NixYyQkJLB3715ThyP9i1OnTuHs7MykSZPUfVWqVMHFxcWEUWWu69ev07JlSz755BNOnDiBtbU1Y8aM4fr164wYMQIrK6u3qrdYsWLcuHGD06dP8+DBA0D3/6NJkyZ899135MuXD3d3d7UHmrm5Of379ycuLo59+/ZhaWlpsNcoSZKUk1y5ckXtgdCnT58Xnl+2bBnJycnUrVuXOnXqGDUOT09Pzp49a7Q2JAl0c8tOmzZNTVyYm5uzZMkSAgMD6d69u4mjy/nSbnLeuXPH4PN6ZVVdunTB3d2dH374waA963r06AHAli1b1NEWAKVKlSJPnjwAnDt3zmDtqd51mU1ZZJFFlowKb7HUfFxcnFi/fv1rHy9lvuTkZDF+/Hhhbm4uAFGqVCkRHx9v6rBMIjw8XFhZWQkLCwvRr18/cffu3TeuIzo6WkybNk1MmTJFb/+uXbvEo0ePRGpqqhBCiPXr1wszM7O0JbLV0rlz5/f2/Zekt2HIpeZlebtrvSlVqVJF/fx0cnISzs7OYvny5UII3fWtWLFiAjD6d5E+ffoIQLRp08ao7Ujvt8TERFGkSBEBiG3btpk6nPeWv7+/2Lhxo0hJSTF1KNmaRqMRJUuWFIDYvHmzEEKIq1eviurVq+t9N546dapBr/Wyh5kkSSYTHh7O8uXL1W0bGxs8PT1NGJH0KpcvX6ZevXpMnDgRjUaDh4cHZ8+exdra2tShZYrIyEi9oY7Fixdn1apV/PPPPyxatOit5ro5evQoo0aNYvLkyWpvsuTkZO7du0f16tUZPHgwhQoVokePHupdOkVRaNCgAbGxsWzevPm9ef8lSZLe1T///KM+1mq1nDlzhuPHjwO6XgsRERHY29vTuXNno8bh4+ODp6cn3377rVHbkd4/SUlJ6uPcuXPTp08f6tWrR9GiRU0Y1futadOmdO/eHQsLC1OHkq2ZmZnx1Vdf0aVLF3WuvZIlS3Ljxg2949LmoTQURQjDjCuVJElKT1GUfEB0dHQ0+fLle+H5R48eUb16dcLCwti4caPsFp6FabVa5s6dy+jRo0lKSqJAgQIsWrSIbt26mTq0TBEdHc2MGTOYM2cOT58+5fDhwzRs2PCt6rp37x63b99WlxgXQuDh4UHLli1p1aoVK1euZNasWdy7d++Fc83NzenVqxcLFiyQwy4l6S3FxMSkrQJnJ4SI+bfjpVf7t2t9VuLv70/z5s3V7R07dnDjxg1cXFyoWbMmYWFhLFy4kKJFizJkyBATRipJb04Iwc8//8ycOXM4cuQIFStWBHQ34XLlyiUXAMoi0nIv78PfR0REBGvWrMHJyYl27doZrZ0DBw6g0WjUz3dFUbh//37aXMLvfq1/1y5qssgiiywZFZ4bpnHo0CGxdOlSERkZKdKMGDFCODk5ievXrwspa7px44ZwdXVVuzm3bNlShIeHmzqsTJGQkCBmzZolChYsqL7+unXrilOnTr1Vff7+/iJPnjyiQoUK6lBLIYQICwsTI0eOFDY2Ni8MuQREkSJFxM8//yy78kuSAcghmca91mdl9evXVz9XHRwchFarNXVIkmRQrVu3FoAYPny4qUORMvDHH3+I2rVri+3bt5s6lEwxZcoUAYiGDRsavS2tVitKly6tfsaPHTtWDsmUJCl7GThwIF9//TWBgYHqvmnTpnHy5EnKli1rwsikjAghWLlyJdWqVePgwYPY2NiwdOlSdu3aRfHixU0dnlFpNBpWrlxJxYoVGT58OA8fPsTJyYmtW7dy/PhxtXfY69aVpk6dOlhbW1OgQAHu3bvHpUuX8Pb2pnTp0syYMYP4+Hi9c4sVK8b169eJjIxk1KhRsiu/JEnSW0pNTeXkyZPqdu/evU3Sw2Px4sX07t2bq1evZnrbUs6SnJzMr7/+qvfdYcqUKaxbt45p06aZMDLpZY4fP87p06eZP3++qUPJFD179qRhw4Z4e3un3WAxmODgYJYuXapuK4rCgAED1O3Zs2cbrrF3zbjJIossxi+AD3ADSASCgEavOPZLMuilAuR53TqBAsB84ArwFLgNzEPXrfV1Y9a76zx48GDh7u4uDhw4IKSsLTIyUrRt21b9t9OgQQMREhJi6rAyTWJioihVqpTaC2H58uVv3Lvr+vXrwtPTU7Rv315v/82bN0VAQIBo1apVhr3JAGFnZydmzJghNBqNIV+WJElC9jAzdHn+Wp9V+fj46H3OtmnTRuzZs0cIIURERIRo27at2Lt3r1F7nSUnJ6vXliVLlhitHen90KxZMwGIn3/+2dShSK8pPDxc/PDDD+LevXumDiVbi4yMFIqiCEDcuHFDCCHEhQsXRJs2bTL6Xv3O13qTX2hlkUWWVxegG5AM9AYqA78AcUCplxz/JRAN2Kcvb1InUBX4D9AGKAc0Ba4CW94g7mzxJVp60SeffCIAYWlpKaZNm6Y3fJn2N/YAACAASURBVDCnOnLkiF5S7PfffxczZ84UCQkJb1Xf1atX1VUt05KNWq1WuLm5vTRRVqVKFbFlyxaDvB5JkjImE2YG/46SLa71efLkUT9r01ZZSxsmNGHCBAEIFxcXo8awfv16AYjChQuLp0+fGrUtKefRaDR6Cd01a9YIe3t7sWLFChNGJUmm0bRpUwGIyZMnCyGEOH369Mu+X8shmZL0HhgGLBdC/CaE+EcIMQS4A/R7xTlCCBGZvrxJnUKIi0KITkKIHUKIUCHEfmAs0EZRFDkuLIebNWsWtWrV4vTp03z77beYm5ubOiSjOXv2LC1btqRhw4asXr1a3d+lSxeGDx9Onjx5XqueI0eOsGrVKnW7QoUKzJ49m2PHjuHo6AjAqVOnOHjw4AvnFi5cmN27d3Pp0iU6der0bi9IkiRJ0hMdHU1iYqK67e3tzYABA/Dx8SE5OVld/XjQoEFGi0EIwYwZMwDdFBVWVlZGa0vKeXbt2kWNGjXYs2ePus/T05PQ0FC8vb1NGJn0LoR4PxZffPjwIfPnz+fo0aMGq7NHjx4ArFu3DiEENWvWZOLEiUyfPt1gbaSRCTNJysIURbEEagL7nntqH+DyilNtFUW5pShKmKIoOxVF+dgAddoBMUKI1Nd+AVK24O/vrzcPgLOzM6dOnaJatWomjMq4QkJC8PDwwNnZmT179mBhYUFYWNhb1XX48GEaNWrEwIEDefTokbo/JSWFNm3aMHToUGxtbalXrx7Jycnq8w4ODhw6dIj79+/TsmXLd35NkiRJ0ov69++vPjYzM2Po0KHMnz8fDw8PNm/ezL179yhevDgdO3Y0Wgz+/v6cO3cOa2trfHx8jNaOlDMdOHCAv//+W026gm7lbGtraxNGJb2tK1eu0LNnT7777jtTh5IpfvrpJwYNGsTcuXMNVmenTp3InTs3//zzD+fOnUNRFMaNG8fgwYPJnTu3wdoBmTCTpKyuEGAO3Htu/z10Qy0zEoxuWGZbwAPdHGVHFUWp8LZ1KopSEBgHLM3o+WfH5FYUJV9aAfK+7Fgp6zh16hTNmzdn4MCBXLhwQd2fU5e7joiIwMfHh8qVK7Np0yYAPDw8CA4O5ocffnitOrRaLeHh4ep2w4YNqVOnDp6enqSkpKjHzJ49m4cPHzJ37ly9SXnbtWtHREQEd+7coVGjRgZ8dZIkSdLztmzZoj7u0KEDH3zwgbo9b948AHx8fMiVK5fRYkjr9fDVV19RsGBBo7Uj5QyHDh3i1q1b6vaoUaP4/vvv9f4tS9nXzZs3Wbt2LYsWLSIuLs7U4Rjdl19+CcD27dt58OCBQeq0s7Ojbdu2AKxfv17db2lpSe/evQ3SRhqZMJOk7OH5PrtKBvt0BwpxQgixTghxXghxGOiKbv6xgW9T57Pk1y7gMvDjK2IcjW7utLTydt11pExVu3Zt2rdvz1dffaUOHczJevXqxeLFi0lNTeWzzz7j7NmzbNiwgXLlyr3W+ZcvX6Z69eo0a9ZMXQFTURTmz59PdHQ0//zzD15eXuTKlYuIiAi9cxs1akRMTAzbt2/H3v5l+W5JkiTJUE6cOEFSUpK6bW1tTWhoqPrcqVOnyJ07N3379jVaDOfOncPPz0/t3SZJr/L999/j6urKhAkT1H2FChVi0qRJFChQwHSBSQbTokULRowYQUBAALa2tqYOx+iqV6+Os7MzKSkpbNiwwWD1pg3L3LBhg/qdPCQkRG8IviHIhJkkZW0PAA0v9vwqwos9xDIkhNACp4G0HmavXaeiKHmBPegWBOgghEh5RVNT0Q3bTCsOrxOflLlSUlKYNm0ajx8/BnTJns2bN7N48eIcedFOTEzUu3s3fvx46tWrR0BAAH/++Sc1atR4o/ocHBwIDw/n7t27XL58mb1799KkSRPq1q2Lr68vTZs2Zf369Wi1WkB3p2v06NEkJSVx6NAh8uaVHS8lSZIyS9oPKgArKyvWrl1Lw4YN0Wg0au8yDw8PChcubLQYZs6cCejmxixbtqzR2pGyr/RzWbVt25ZcuXJha2v73sxx9b5RFIUZM2ZQq1YtU4eSadLm2lu5cqXB6mzZsiUFChQgISGBa9euAbr5/pYvX/7acxC/Djl5tyRlYUKIZEVRggA3YFu6p9yAP16nDkU3tq4G8Peb1PmsZ9leIAloK4R4ZbpeCJH07Ni0818nPMnIUlJS+PvvvwkMDOT06dMcOHCAkJAQLly4oHZhtrDIeZeC1NRUVq9ezYQJE/Dw8FCHw9SvX59jx4691r/PhIQEVqxYwT///MOCBQsAyJcvHxs3biQ4OJhu3brxzz//6J2T9uW2XLly/PTTT3Tr1k3+X5AkSTIxc3NzunfvTnh4ONWrV8fc3JzmzZtz4cIFBg58vgO+4dy+fVsd/j9y5EijtSNlT8HBwYwfPx4XFxeGDBkCQJ06dbhz5w5FixY1cXSSZDienp4MHz6cc+fOcfbsWT7++ON/P+lfWFpa4u/vT+XKldV5y7p168Zff/2Fvb09v/322zu3AaDIzLUkZW2KonQD1gLfAMeBvkAf4EMhxC1FUdYA4UKI0c+O/wE4AVxDt9z7IOBzoIEQ4tRr1pkX8AOsgQ7A/ydggighhOY14s4HREdHR5MvX753fBek16HRaAgODub06dNqguz8+fN6w1EA8ufPz6JFi+jevbuJIjUeIQTbtm1j7NixBAcHA1CxYkUuXrz4xvPTBAcHU6VKFYQQXLhwAUVRWLJkCStXruTp06cvHG9ra8ukSZPo3LkzDg6yg6UkZUUxMTHY2dkB2AkhYkwdT3aXla/1V69epVKlSpiZmREeHq4OhRdCqDcy0j82hmHDhjFnzhyaNm2Kv7+/0dqRsqfly5fTu3dvihYtyu3bt7G0tDR1SFImiomJYcGCBRw5coRdu3bl+Bus3bt3x9fXl4EDB6o9fI3FkNf6nNetQJJyGCGE77NJ98cDxYCLgLsQIm020FKANt0pHwDL0A25jAbOAo3TkmWvWWdNoO6zxyHPhVQWuGmYVycZwtatW/nll184c+aM3uTyafLnz0+tWrWoVasWtWvXxtXVNUfOgxEQEMB3333HqVO6f+oFCxZk7Nix9OvX77WSZY8fP+bs2bM0bdoUACcnJ/r3709sbCxff/01x48fz/C83Llz4+7uzvLly8mfP7/hXpAkSZL01tatWwfAp59+qjdvZPofpcb8gfr48WOWLVsGyN5lks6dO3eIjo6matWqAPTs2ZOgoCD69esnk2XvodTUVCZPnszTp085cOAATZo0MXVIRuXt7Y2vry/r1q1j+vTpBh02KYQgOjpab1EXQ5E9zCRJMoqsfNc5O5s+fTr79u3j559/Vuc+WLlyJb169QLAxsaGmjVrUrt2bTVB5ujomOPvWs2dO1cdzmBjY8OwYcMYPnx42t2lf3Xr1i2qVq2KoijcunWL/PnzExcXR9myZV+6ok+FChUYOXIkvXv3zvHvryTlFLKHmWFl1Wt9SkoKuXPnRghB//79+eyzz2jatCnW1tbs3LmT8PBwvLy8sLGxMVoMU6dOZcyYMXz00UecP39eXifec1u3bsXDwwNnZ+fXnhpCyvlmzZqFvb09Xbt2NepKvVmBRqOhTJkyhIWF4evrS9euXQ1S7/79++nbty9VqlThv//9LwDh4eFpoz1kDzNJkqSc5t69e+qwypCQEPUuOcDhw4fx9/fn+PHjasLMzc2NVatWUbt2bSpVqoS5ubmpQs9UWq0WMzPd2jWdO3dm/PjxfP7554wbN+6Vc38IITh37hxRUVG0aNECgFKlSmFvb49WqyU8PBxLS0t8fHwyTJY5OjqycuVKGjdubJwXJkmSJL2TAQMGqHNKLly4kIULF5I/f35u377NhAkTCAoK4smTJ4waNcpoMTg7O+Pi4sI333wjkyMSLi4umJubY2lpyZMnT2SPdAmA4cOHmzqETGNubs4XX3zB5MmTWblypcESZsWKFSM0NJRbt27x4MEDChUqZNAViWUPM0mSjCKr3nXOah49ekRQUJDevGNhYWF6x4SFhVGiRAkAdu7cyd27d2nevDmOjo6mCNnkIiIimDhxIlFRUWzZskXdHxMT81r/1rZt20bHjh0pX748V69eRVEUoqOjqVChAlFRUdjb2xMZGal3joWFBfXr12fNmjWUKVPG0C9JkqRMInuYGVZWvdZXqFCBkBDdjBINGjQgIiICJycnxo4dS4MGDciTJw937tyhUKFCRo/F2POkSVlPdHQ0c+bMIS4uTl0lFeD69euULVtW/nuQ3lshISFUqFBBHdFRsmRJg9Rbs2ZNzpw5w8KFC/Hx8WHjxo14enqC7GEmSZKUfSQlJXHixAk1MRYYGEhoaOgLxymKQuXKldVhlVZWVupzrVu3zsyQs5RHjx4xc+ZMfvnlFxISEgC4ePGiOhdIRj/WHj16xObNmylXrhzNmzcHdD3yChQoQOnSpYmNjcXKykpNwAF6ybL8+fPzyy+/0KNHj/em554kSVJ2lpCQwPXr1wEYOnQos2fPRgjB48eP8fHxAaBHjx6ZkiwDuWr4++jvv//mxx9/xMLCggEDBqg32t7XG53Sqwkh2Lp1KwsWLGDTpk05eoXU8uXL4+rqysGDB1mzZg1jx441SL1eXl6cOXOG9evX4+PjQ8uWLQ1SL8geZpIkGUlWveucWRITEzl37hxmZmbUqVMHgLt376o9xdIrX768Ot9YrVq1cHZ2xtbWNrNDzpJCQ0NZs2YNfn5+nDp1Co1Gt0Br/fr1mTp1Kq6urq88f/z48UyaNImWLVuye/duIiMjWbFiBUuWLCEsLIwOHTqwfft2tFqt3nlFixZl7dq1uLm5Ge21SZKU+WQPM8PKitf6WbNmMWLECACioqLUxFhYWBhlypRBo9Fw7tw5qlevbpT29+3bx+nTp+nXr1+OXGBHelFiYiJXr16lWrVq6r4BAwbg6upKp06d1OkjJCkjQgjq16/PyZMnGTduHBMnTjR1SEa1evVqvvzyS+rVq/fSBbXeVEREBA4ODmi1WkJDQylUqJDBrvUyYSZJklFkxS/RxpKSksLFixcpWbKk+sV8wYIFDBw4EHd3d3bt2qUeW7duXRwcHNQEWc2aNeU8Fs8IIbhy5QpWVlaULl0agL179/LZZ5+px1SvXp0ff/yRtm3bvnDX/tChQ6xevZr+/fvj7OwMwJUrV+jatSsNGzYkKiqK//znPy8kx9JYWVnRu3dvpk6datSJoCVJMh2ZMDOsrHitt7W1JT4+nhIlSnD48GHKlCmDoiiMHTuWKVOm4OrqyoEDB4zWfsOGDTl69CijR49mypQpRmtHyhouXbrEp59+qv5QTz8qQJJe186dOzl58iT9+/fXW9U3J4qPj2fv3r20bt3aoKvDtmjRAj8/PyZOnMjgwYMNdq2XQzIlSZLegEajITg4WG/OsfPnz5OUlMSKFSvw9vYGoFatWhQuXPiFIR8nT540RdhZVlRUFH/99Rd+fn74+fkRFhbGiBEjmDFjBgCNGjXCw8ODZs2a4ebmRqlSpV5a1+LFi9m0aRN58+bF2dmZhw8fsmvXLuLj41m0aFGG5+TLl4/69eszceJEtSegJEmSlD2dPn2a+Ph4QLdKWpUqVShbtiy7du1i6dKlAAwaNMho7Qsh8PHxITU1lQEDBhitHSnrKF++PBYWFmg0Gq5du6bXy0ySXlfr1q3fm2lXbGxs6Nixo8Hr9fLyws/Pj/Xr1xv0c14mzCRJkl5CCEFoaKhecuzMmTPql/H0PvjgA2Ji/n8Do27duty7d0/OXZKBhIQEfvjhB/z8/Dh37pzec7lz59Z7f62trdmwYYPeMRqNhpkzZ+Lr68u+ffvUpGSvXr2wsrKicOHCtGvXjp07d76yN9natWvp1KmTgV+dJEmSZCojR45UH3/wwQckJiaSnJxMrly5qF+/PpcuXaJt27ZGa19RFDw9PdMmm5ZyGK1Wy5YtW9i3bx+//voriqKQO3dudu/ejaOjI3ny5DF1iJKUrWi1WjQaDbly5Xrnujp06MCRI0fw8PAwQGT/J4dkSpJkFFlxmMab+Oabb/D19eXJkycvPGdjY4Ozs7M6rLJ27dqUK1dOJscyoNVqOX/+PGFhYbRp0wbQJSJLlChBREQEoBtm6ebmhpubGw0bNsTa2vqFelJSUvQups+vhgPw66+/MmzYMOLi4jKMxczMjGrVqrFq1SqjzV0jSVLWJodkGlZWu9ZbWVmRmJgIwJgxYxg1ahTXr1+nRo0agG4okBxyL72tu3fv4ujoSFJSEvv27ZPznEoGd/HiRWbNmkWnTp1yfI+zpUuXMnXqVMaNG8dXX31l0LoNea2XPcwkSXqvPXnyBC8vLy5evMi1a9fUpExycjJPnjzB0tKSGjVqqBPy165dGycnJ7li4ivcuXNHHWLp7+9PVFQUhQsXJjIyEjMzMxRF4ccff8Ta2prmzZu/cjWgyMhI+vfvz9mzZ7l27Zr6vo8ePZoLFy7QqFEjAK5du8bkyZMzTJbZ2NiwZMkSvLy8jPOCJUmSJJM7cuSImiwD6NmzJ/ny5VOTZYBRk2UTJkzAzs6O3r17kzdvXqO1I2UeIQRXr16lUqVKABQvXpxvv/0WCwsL6tata+LopJxo3bp1rFq1itDQ0ByfMHvy5Am3bt3i999/N3jCzJBkDzNJkowiK911fvToEUFBQerQSgcHB+bNmwfoekAVKFCA6Ohozpw5w8cffwzA5cuXSUxMpGrVqgadkDInmzNnDsuWLSM4OFhvv42NDZ988glr1qz51xXDtFotUVFRahItOTmZYsWK8ejRIw4fPkzDhg0B6N+/P4sWLcLR0ZGwsDCSk5P16lEUhSpVquDr68uHH35owFcpSVJ2JnuYGVZWutan9TwG+Oijj7hw4QIAQUFBFC5c+JVzYL6re/fuUbp0aZKSkjh48CCNGzc2WltS5oiNjaVVq1acPHmSa9euGfXfjySlCQ8PZ9iwYQwdOpR69eqZOhyjioyMZP/+/XTo0MGgi2WcPXuWZcuWsWTJEpA9zCRJkvTFxsZy5swZdc6xwMBAQkND9Y5xdHRUE2ZmZmasXLmSYsWKUaVKFfWY9I8lfampqZw+fRo/Pz+GDRuGra0toPvBEBwcjJmZGXXq1FGHWdatW/e1ko6HDx+mR48elC5dmsOHDwNgaWnJ7NmzCQkJwcHBAY1Gw8KFC1m+fDkA169f16ujQoUKTJ06lfbt28tegJIkZRmKovgAI4FiwCVgiBDi8EuO/RJYmcFTVkKIxGfHWAATgB6APRABrAJ+EkJoFUXJBfwEuAOOQDTwF/CdEOJuurZuAqWfa2eaEOK7t3mdpiKEUJNlAA8fPqRdu3bMnTuX/v37c/LkSTZt2kS3bt2M0v6CBQtISkqibt26as9nKXvLmzcvFhYWKIrCiRMnZMJMyhQlSpTA19fX1GFkCnt7e6PM9/jbb7+lJcsMQibMJEnK1m7cuMHOnTvVBFlwcDAZ9ZwtV66cOqSyVq1aes916NAhs8LNloQQXLt2TR1mGRAQoC5wUKtWLdzd3QH44osvqFu3Lk2aNOGDDz7413rDwsJITU2lTJkyAGpvsdjYWCIiIjhy5Ajr1q1j9+7dpKamsm7dOvWc9MzNzfnkk0/YvHkz+fPnN+yLlyRJekeKonQDfgF8gKPA18CfiqJUEULcfslpMUCl9DvSkmXPjAK+Ab5Al4CrhS7JFg3MBawBZ2AScB7I/yyG/z47Nr3xwK/ptjOeCDILmz9/vt723bt38fPzIy4ujpMnT6IoCq6urkZpOy4ujoULFwK6RQfkfKbZ04ULF5g3bx4LFy4kd+7cACxatAhbW1scHBxMHJ0k5WxCCIQQmJmZvXNdXl5eLFq0yABR6ciEmSRJ2calS5c4duwYDRo0UHuAnTp16oWlgx0cHPTmHKtZs+a/DgWUMubv70+vXr24fVv/N13+/Plp1qyZXoKqcuXKVK5c+bXqnTlzJt9++y3e3t5qbzF7e3tmzJjB+fPnqVix4gvzkd28eVN9bGFhQYMGDZg3b55cwl2SpKxuGLBcCPHbs+0hiqJ8CvQDRr/kHCGEiHxFnfWBP4QQu55t31QUxYNnyTAhRDSgNyO5oigDgVOKopR6LlEX+y9tZXkzZsxQH7ds2ZKZM2dy/vx59u7dC0Djxo2xt7c3StsrVqzg8ePHlC9fnvbt2xulDcm4UlNTadWqFWFhYdSoUYMBAwYA4OTkZOLIpPfV48ePWbZsGRqNhjFjxpg6HKNaunQpc+bMYdasWbRq1eqd66tXrx5lypTR+93wLmTCTJKkLEej0XDlyhXOnDlDjx491Lu1P/74I5s3b+bnn39WE2Z169bF3d1dr/eYsb4U52SJiYkcPXoUPz8/XFxcaNu2LaCb4Pb27dvkypWLBg0aqMMsnZ2dX3vIY1JSEn/++Sd169alWLFiANSpUwchBPfv3+fs2bOsW7eODRs2EBn58t9sFSpUoEaNGowYMYLatWvLu/iSJGV5iqJYAjWBn597ah/g8opTbRVFuQWYA+eAcUKIs+mePwJ8oyhKRSHEVUVRqgMNgSGvqNMOEMDzyz+PUhRlHHAH2AzMEEIkP39yVpWamkpYWJi63bdvX6pUqUKVKlXUOYC6dOlitLbnzJkDwPDhw+VUANlIRESE+p3EwsKCcePGsX//fpo3b27iyCQJTp48yXfffYetrS39+/dPm3szRwoODubKlSusXLnSIAkzRVHo2rUr06dPN0B0/L/7myyyyCKLIQuQDxDR0dHiVbRarQgJCREbN24Uw4cPF40bNxa2trYC3Zd6ce3aNfXYhQsXimbNmon169e/sk7p32m1WnHu3DkxY8YM0aJFC2FlZaW+5127dtU7bt++fSIuLu6t22rdurUAxLRp09R9N27cEIMHDxYVK1ZU282oKIoiihcvLnbt2vVOr1eSJEkIIaKjo9M+X/KJzLkWFn/Wnstz+8cAV15yTj3AC6gONAK2AE+BCumOUYCpgBZIefbn6FfEkQcIBNY9t38o4ApUA3oDUcBvr6gn97Pre1op8TrXemMaP368es3IkyePSEpKEkIIcfPmTfU6EhERYZS2N27cKABRuHBh8fTpU6O0IRmWVqsVAwcOFBYWFuLAgQOmDkeSMqTVakXXrl3FqlWr1M+0nOrChQsCELly5RL37983SJ2BgYEGu9bLHmaSJGUaIQRhYWF6E/IHBgby+PHjF461sbHB2dmZ2NhYdZ+Pjw8+Pj6ZGXKOlJiYSLly5bh7967e/mLFiuHm5ka7du3UfYqi4Obm9nwVL3X58mV8fX0ZM2aMOgdIu3btCAoKIiUlRT1u69atzJ07N8M6FEWhQoUK9OrVi6FDh8pVSiVJygmen1xTyWCf7kAhTgAn1AMV5ShwBhgIpM1B0A1dUs0T3RxmNYBfFEW5K4RYrdeQbgGATYAZunnU0rc1J93mBUVRHgNbFEUZJYR4mEF4o4EfXvE6M920adPUx6VLl2bMmDEMHjyYLVu2AMYbjimEUHswDBgwwKCrvEnGoygKKSkppKamsnv3bqPNbSdJ70JRlPdm8v+PPvqIWrVqERgYyPr16xky5FUdpV9PhQoVDBCZjkyYSZKUKRISEnB0dMxwyJ2lpSU1atTQm3fMyclJDm14R7GxsRw8eBA/Pz+ePHnC6tW631B58uTBwcGBJ0+e4OrqSosWLXBzc6NKlSpvPMwxOjpar5t4hw4duHr1KjVq1FAXU9BoNMTGxnL06FGaNm3K8ePHSUxMfKEuW1tbvL29mTBhgpxzTpKknOIBoEG3kmV6RYB7r1OB0K16eRpI/wtgBvCzEGLTs+2/FUUpjS6hpSbMniXLfgfKAk2FEDH/0lxaoq48kFHCbCowO912XiAsg+MyRVxcHElJSep2SEgIs2bN4ssvv+SPP/4AjDccc//+/Zw9exZra2v69+9vlDakd/fo0SNmzpzJgAEDKF68OADjxo3Dw8ODxo0bmzg6SZIAvL29CQwMZMWKFQwePDhLTbsiE2aSJGUKKysrbG1tMTc3V+8kpCXIqlatKnsRGUBqaiqBgYHqapbHjx9XV5Q0Nzdn/vz55MuXD4Dff/8de3t7tRfYm7p48aLaEy00NFTdX69ePXLlykV0dDQA58+f5+effyYuLo4///zzhXpKliyJu7s7Y8eOpWTJkm8ViyRJUlYlhEhWFCUI3QT829I95Qb88Tp1KLpfDjWAv9PttkY3DDM9DbpeZGnnpSXLKgBNXtJj7HkfP/szIqMnhRBJgJqhMvWPmkOHDqlxdOvWja5du3L06FGqVq3Krl272LlzJ82aNTNK22kLDfTq1YuCBQsapQ3p3Xl6erJ3715iYmJYsGABoJufNS15JklZmUajYceOHezevZulS5ea/DPXWDw8PBg2bBh///03Z86coWbNmqYO6f/edUynLLLIIktGhWdzmD158kSkuXbtmpzjw4C0Wq3QarXqtoeHxwtzgJUtW1b07dtXbN68+a3f+wMHDoivv/5abNy4Ud0XExMjzM3NhZmZmdi9e7cYM2aM+PDDD/XazZcvX4bzkllaWgofHx8RGRn5zu+BJEnSm8jsOcyE7nrYDUgGegGVgTlAHFD62fNrgKnpjv8B+BRwRJcoW4FunrI66Y5Zha5nVyugDNAB3fxj0549b4EuIXcH3Vxo9umK5bNj6qObw6wGuh5oXYFwdKtvvtG13lRzmHl6egpADBw4MFPbPXfunACEmZmZuH79eqa2Lb1aXFycSE5OVrf3798vqlWrJnbu3GnCqCTp7Tx48ECdZ3j//v2mDseounfvLgDh4+PzznUZ8love5hJkmRU6e+ElC9f3oSR5AyPHj3C399f7UXm5+envq+NGjXizz//pFmzZupqlo6Ojm9U/8OHDzl48CCtW7dWe/0dPXqUpUuXEhUVRffu3UlMTOTQoUAGxQAAIABJREFUoUO0atWKkydP4u7u/kI9N27c0NsuUKAA3t7eDBgwgDJlyrzdi5ckScqGhBC+iqIUBMYDxYCLgLsQ4tazQ0qh31vsA2AZuuRWNHAWaCyEOJXumIHAJGARuuGdd4GlwMRnzzsAbZ89PvdcSE2AA+h6inVDl6DLDdwCfgUMtLSYccXHx7N9+3YAevTokaltz5w5E9AN9yxbtmymti293KpVq/juu++YNGkSffr0AaBJkyacPXsWMzOzfzlbkrKeggULMnToULRaLZUrVzZ1OEbVq1cvNm3axIYNG5g1axZ58uQxdUgAKEJkON+oJEnSO1EUJR8QHR0drQ4DlN5cUlISx44dU5NjQUFBpP/cXrRoEf369QN0k/nnypXrjeZ+S01NxcJCd+9ECEGxYsW4d+8ehw8fpmHDhoBuWOWiRYvIly8foaGh7N27l6dPn76yXkdHR8qUKYOXlxddunTB1tb2TV+6JEmSwcXExKTNu2gn/n0+L+lfmPJaX79+fU6cOIGiKAwYMICqVavStWtXoqOj6dChA927d2fkyJFGGcI0Y8YMZs2axa5du7LW0KH33Ny5cxkyZAiNGzfm4MGDpg5HkqQ3oNFocHR05Pbt22zcuJHu3bu/dV2GvNbLHmaSJElZiBCCpKQk9a7Knj17aN++vd4xH374odqDLP2EtW9yJ+bMmTP07dsXCwsLTpzQzfGsKAqurq5cvHhRb3XSoKAgfv31V/7tBouVlRWOjo7MmzePpk2bvnYskiRJkvSmTp48CeiumytWrCA+Pp6CBQty8+ZNzp49i52dHd9++61R2h45ciSDBw+W86+akEajYcOGDVSpUkVNWn799dfky5cPLy8vE0cnSdKbMjc354svvmDSpEmsWLHinRJmhiT7pkqSJJlYREQEa9as4fPPP6d48eJMnjxZfe6TTz7BwcEBLy8vVq9eTXh4OBcvXmTOnDm4u7u/Vs+tEydOMHr0aPz8/NR9RYoUISgoiNOnTxMT8/8bLx07dqRixYrExMRw//59vv32W4YPH/7SZJm9vT39+vXj0qVLPH36lIsXL8pkmSRJkmRUERER6nWpRIkS9OvXj4YNG9K6dWt+//13ALp27WrUGGSyzLTGjRtHz549+e6779R9efLkwdvbm1y5cpkwMkkyjsuXL9O3b1/u3XutBZazpS+//BKAv/76i9u3b5s2mGdkDzNJkqRMlpqayr59+9RhlpcuXdJ7Pm3VLwA7Oztu37792kNKEhISOHnyJK6uruo5mzdvZvbs2Tx8+BA3NzdA9wNj3rx5xMfHq+dqtVpmzJhBUFCQOi9MRvLmzcsXX3zBmDFjKFas2Gu/bkmSJEkyhClTpgBgYWHBjRs31ATJzZs3OXXqFGZmZnTs2NHg7W7cuJE8efLQtm3bN5r+QHp3QgiSk5PV1b379u3LypUrad68OVqtVs5RJuV4X331FSdOnKBYsWL8+OOPpg7HKBwdHWnSpAkBAQGsXr2acePGmTokmTCTJEkyNo1GQ1hYGKVLlwZ0Qx+9vLx4/Pixuu3s7EyLFi1wc3PDxcVF7/xXJcuEEOrzqampFC9enCdPnnD58mV1ctDWrVvz8OFDatWqxYoVK9i/fz/79+8nIiIC0E3qf+7cOcLCwjJsw9LSEldXV4YNG0bTpk3lXXVJkiTJpHx9fQGoU6eOXm+iLVu2ANC4cWOKFi1q0DaTkpIYNmwYkZGR+Pr6Gr0Hm/R/J06cYMiQITRo0IBZs2YBUKZMGW7fvi17k0nvjREjRrB+/foMF9vKSby9vbl69WraHGQmJxNmkiRJRnD9+nW1B9n+/fuxtbXl1q1bKIqCubk5n3/+OU+fPsXNzY1mzZpRsGDBN6r/9OnTjB49mnz58rF161ZAd6fd2dmZ4OBgwsLCyJs3LwEBAWpZvXp1hnXt3LnzhX0FCxakZs2aTJkyRU5oLEmSJGUZGzduJCoqCtAlTQICAnB1dcXMzIzNmzcDxhmOmZycTK9evdixY8cLc4tKxhUdHc3JkycJCQlh0qRJWFtbA8hkmfRe6dSpE506dTJ1GEbXvXt3PD09s0wvXrlKpiRJRvE+rpLp7+/P5s2b8fPz4/r163rP5cuXj+Dg4Lcawnj+/Hn27NlDs2bNqFWrFgAXLlygevXq2NjY8OjRI7XX14YNGzhw4AABAQGEhIS8Vv0FCxakUKFC1KxZk169evHJJ59kmYuUJEmSIclVMg3LFNd6e3t7dQ4fGxsb4uPjmT17Nh06dKBs2bKYmZlx9+5dg/cwS5O+Z7dkHIGBgTx58oTmzZsDuvd87ty5dO/eHXt7exNHJ0lSVidXyZQkSTKx5ORkjh8/Tr169dT5NHbs2MHSpUsBXW+vevXqqatZ1q5dGwuLf//ITUlJ4erVq3z44Yfqvl9++YVVq1YxatQoNWH24YcfMnHiRPLnz693h/Wnn37in3/++dd27Ozs+PDDD1m4cCE1atR4o9cuSZIkSaYghFB7lwFUr16dy5cv06lTJxISEujWrRvx8fFGS5bBq6dJkN7d1q1b6dSpE2XLliU4OBhLS0sURWHIkCGmDk2SsoTo6GiWLVvGxx9/rCaVc6LU1FT27t1Lo0aNTNr5QibMJEmSXiEqKoqgoCDCw8MJCwsjPDycmzdvcuzYMeLj4/H391dXhezYsSNCCNzc3HB1dSVv3rwvrTc+Pp7g4GDMzc3VhJVGo+GDDz7g6dOnREREqHdR3d3dCQ8Pp0CBAur5iYmJTJgwAa1Wy/r167l48SLx8fEvXc0yV65ceHt707hxYzp27IiVlZWh3iJJkiRJyhQ7duxAq9Wq25s3b6ZQoUJqL+tNmza99Dr4LkaMGKHOMyoTZoan0WjUnu2fffYZJUqUoFGjRsTHx8t5UyXpOdOnT2fKlCk0btw4RyfMWrRoQUBAAMuWLaNPnz4mi0MmzCRJeu9otVru379PWFiYmgRL/3js2LE0a9YMgICAALp165ZhPUWKFOH+/fvqduPGjWncuPELxx06dIhLly7RvXt38ufPD8Dy5csZPHgw7du3Z9u2bQCYm5tTqlQp7ty5w8qVK0lMTCQwMJDTp08TFRXFzZs3cXR0ZObMmVy6dEn90XDixIkX2rSxscHe3p42bdowevRoihQp8m5vmiRJkiSZ2E8//aQ+dnFxoXjx4i8cY+iE1okTJ5g1axbz5s3j9u3bckigAYWHh/P999/z8OFD/vvf/wJgbW1NcHAwtra2Jo5OkrKmfv36sXv3br744oscPUS8ZcuW/P333yQlJZk0DpkwkyQpR0lKSuLu3bt6PcLCwsLw8PCgTp06gG4VrZclwUA3qWZawqxs2bJUq1aNEiVK4ODgQIkSJShRogS1a9fmo48+0lvGPDQ0lK1bt5I3b16++eYbdX+vXr0IDQ2lcuXKfPLJJwA4OTlRpEgRcufOzZ49ewgMDFTn7IiPj2fMmDEvxHXt2jW6dOmSYczm5uZUrlyZ/v3707lzZwoVKvTG750kSZIkZVUajYbAwEB1u02bNurjY8eOqVMNGNqMGTMA8PLykskyA0tISGDt2rVoNBouX75MlSpVAGSyTJJewcHBgbNnz5o6DKPr378/gwcPNnkvU5kwkyQp24iNjdVLhNWrV49KlSoB4OfnR48ePfTmNkmvXLlyasKsRIkSmJmZYW9vrybB0v9Zr1499bzatWtz/vz5F+qbO3cukydPZvTo0Xz88ccABAcH8+2331KtWjW9hFnz5s1xcnLS+8AXQmBlZYWvry++vr5v9D5YWVlRqFAh6tSpQ9++fWnUqJEcYilJkiTlaBMmTPhfe3ceHkWV9n38eyeQEEMMKKAICBJQQEBkEUQcFhV9hdcVlVcUwsyIjCLiAi4zLDqPDyrKiIozOipqRBQQEUUdBQRHBUGQURBCwiaL7JMEAkmAnPeP6rRNyAbppJPO73NdfSVdVV11n9OdVPVdZzmmu+UjjzyCc45HHnmEESNGsGzZMt566y1uv/32oB0zJSXF3wr8wQcfDNp+q6pdu3axbNky+vTpA0CzZs2YOHEinTt39ifLREQA/2y4oaaEmYiEnHOOPXv2sG3bNs4880z/Hdxly5bx5z//2Z8ky8g4dpKTF154wZ8wi42N9SfLoqKiaNiw4TFJsLykFkCXLl3Izs4udBD+wPFRVq1axahRo4iKimL27Nn+5Z988gmff/45vXv39u+7bdu23HLLLbRq1eqYJtLNmzdn3rx5rFixgvPPP585c+YwadIkNm/eXGzdREREEBUVRe/evXn55ZepUaMGtWrVKvZ1IiIi4eSll17y/163bl12795Np06d2LRpE8uWLSMiIoLevXsH9ZgTJ07EOUefPn2U0Cml5ORkOnTogHOODRs2+CdmGD58eIgjE6mccnNzmTt3Ltu3b+fOO+8MdThlJjc3l4ULF3LppZceM9FZebGyGBhTRCRvqvm9e/dyyimnUKNGDQBSU1N55ZVXjhkzbNu2bf7+6c8//zz33HMP4HWxuOSSS47Zb3x8vD8Jdscdd9CvXz/AG0Q/JSWFhg0bcvrppxfbnz9vHLPA7hUjRoxg6tSpPPvsswwcOBDwWo21bNmS2NhYMjIy/F0w33nnHVavXk2TJk3IysoiOTmZ5ORk1q5dy9atW/nll19IS0tj1qxZTJgwgczMzBLVW1RUFB07dmTAgAF0796dVq1ahe3YBCIi5S2YU83Lb+f69PT0Mp3F7OjRo8fc5EpKSqJbt240atSIiRMnMmrUKHr27MmCBQuCdsxdu3bRuHFjsrKyWLhwId27dw/avquKwJuHzjm6dOlCbm4ub7zxRpl0nxWpSubPn8/ll19OXFwcW7ZsyTu3hZ3OnTuzdOlS5syZc0xX/KIE81yvFmYiUqbq1KnDpEmT/Emw3bt3+8cDya9evXocPXrU/7xly5a88cYbx4wdVtjMk7Gxsf7ZJgNlZ2eTkpJCfHw8jRo1ArykXdu2bYmOjmbfvn3+i7mcnBz27NnDmjVr/K8/++yzefjhh4mMjGTMmDGsW7eO5ORk1q1bR1ZWVqHlbtKkyTEt1QoSFxfHBRdcQKNGjbjuuuvo06cPsbGxRb5GRESkqnn66af9v0dGRnLttdf6rwdmzJgBUOgYnyfrxRdfJCsri4suuqjACX2kcIcOHeLFF19k9uzZLFq0iGrVqmFmzJ07t0Q3NUWkeL169eKSSy7hkksuOeb7U7jp1q0bS5cu5fXXXy9xwiyY1MJMRMpE3l1ngFGjRvHUU08BXsJs/Pjxx40bVr9+faKjo0u8/8OHD3P48GF///bs7GxeffVVdu/ezejRo/3Tk99xxx28+uqrjBkzhsceewyArKwsYmNjiYyMZPv27f4B8ufOncv8+fNp3749t912G+DN4NSwYcPS1ANmxqmnnkrjxo1p0aIFAwcOpFevXv5WdyIiUj7Uwiy4yquFWZ06ddi7dy/gDfafN6Pixo0badq0KREREWzfvt3fza+0MjMzOfvss9m3bx8zZszwt2aXktm/fz/nnHMOe/fuZdq0afTv3z/UIYmEpXCeJTPPqlWraNOmDdWqVWPbtm3Uq1ev2NeohZmIVBrr1q0jISHB/7xu3bpMnDjxuO0OHjzIxo0biYmJ8XeTPHToEI899hh79uzh5Zdf9ifBHn30UcaPH8/IkSP9d50jIiIYNmwYAMOGDaNOnTo452jUqBGxsbGsXbuW1157zT+DZs+ePdm3bx/Jycn+befMmcMrr7xCfHw8TzzxBLt27SpxV0rAnxh7/PHHiYmJ4YILLqBly5aFtooTERGRomVlZfmTZQALFizg2Wef5YEHHmDmzJkAdO/ePWjJMoApU6awb98+EhISuP7664O233B1+PBhFixYwJVXXgl4LegnTJiAmSnZKFKGwj1ZBtC6dWsuuugili5dyttvv839999frsdXwkxEylRKSgq5ubn+wfkzMzO544472LNnD59++qk/CTZ69GgmTpx4TBKsWrVq/pZp48ePp27dugD+BNSWLVv8x4mIiKBFixbk5OTQt29fdu3axbZt28jJyQFg+vTpTJ8+/bj4+vbtS3Z2NocOHfIvS09PJz09vdAymRnx8fG0bt2aP/7xjzRp0oSLLrqIGjVqVIkTl4iISHkZM2bMMc8zMzP9LbQ//fRTAG6++eagHe/IkSP+G3sPPPCA/zpFCnbo0CHatWvHunXr+P777+nQoQMAgwcPDnFkIlVHcnIy06dP5y9/+UtYfhcZPHiwv1vmfffdV65lVMJMpBIws7uAkUB9YDUwwjn370K2TQSmFLAqxjmXFbBdkfs0s2jgGeD/ATHAfOAu59zWE4m9T58+PPjgg/5xy6Kjo5k2bRoA+/bt4/TTT+fAgQNUr16dqKgoNm3axJw5c0hLSyMtLY1u3bqRm5tLamqqP2GW13Vz69atZGVlkZqa6h90P2/2pZJKS0srdF316tU555xz6NChA7169aJ58+ZceOGFZdrtRERERH5z4MABAM444wxeeOEFateuTfv27QEvYfbFF1/QpUuXoB3v/fffZ+PGjdSpU4fExMSg7TdcxcTE0LlzZ9LS0ti6das/YSYi5ePAgQN06NCBzMxMLr30Unr06BHqkIKuf//+3HfffaxevZrvv/+eTp06lduxNYaZSAVnZrcAScBdwDfAncAfgVbOuV8K2D4RmAScF7jcObfjRPZpZn8H/i+QCOwFngVOAzo454odWTJvXJPatWvTs2dP3n///bw4aNSoEQcPHuTIkSMcOHCAkvwfSkhIIDo6mq1bt3LgwIFiB9QvJjYiIyO58cYbiYmJwcxo1KgRrVq14sILL6Rx48YnNJ6aiIhUDhrDLLjKegyzI0eOUL9+ffbs2cNnn33m7/JXVpxzdOrUieXLlzNu3DjGjh1bpserbJxzfPLJJzz99NPMmjWL008/HfDGp42JiaFmzZohjlCkaho2bBhbtmzh8ccf54ILLgh1OGXitttuY+rUqQwdOpS///3vRW4bzHO9EmYiFZyZfQescM79KWDZGmC2c+6RArZPBJ5zztU62X2aWTywG7jdOfeeb/1ZwBbgaufcv0oQt3/QfzMjOjqa3NxczIzs7OwSlf1kRUZGEhERQVxcHE2aNKF169bcfffdxMTEkJCQQFRU1DHT04uISNWghFlwlXXCbM6cOVx77bXUqVOH7du3U716df+6shjsOjMzkyFDhvDRRx+xYcMG/6RA4snNzaVDhw6sXLmSRx99lCeeeCLUIYkI3t9mREREqMMoU/Pnz+fyyy8nPj6eX3/9lZiYmEK31aD/IlWEmUUBHYAn8636HOhaxEtrmtlmIBJYCYx2zv1wAvvsAFT3LQPAObfdzFb5tjkuYebrwhnYLCsu4LVkZWXlf0mJmBldunTh6NGjZGZm+i+W69evT4MGDYiOjqZjx4507dqVunXrUqtWrbDsuy8iIlLV5A0Yn5aWRps2bRg2bBjDhg1jw4YN9O7dm/79+/PXv/41aOf92NhYpk6dSkZGhoZf8Fm6dCkdOnTw34wcP348X375Jffdd1+oQxMRn3BPlgH07NmTxo0bs3nzZj744ANuvfXWcjmuEmYiFVsdvKTXznzLdwJnFvKatXjdKH8CTgXuBb4xswuccykl3OeZQI5z7r8ncNxHgOP6LsTExFCtWjWOHDlCdHQ0DRs2pH79+jRs2JC0tDSOHj1K48aNadOmDeeeey4XX3wx6enp1KpVi4iICA22KyIiUgXt2bOHw4cPA17XzOTkZL799luGDRvGzJkzWb9+PYsXLy6Tm2RKlnkGDBjAO++8w9SpU/1fTq+66iquuuqqEEcmIgXJyMjgtddeY8CAAdSrVy/U4QRVREQEgwcPZty4cbz++utKmInIMfL3nbYClnkbOrcEWOLf0OwbYAVwDzD8ZPZZwm3GAxMDnscBW3fs2HHCF555g/uLiIhI1ZSUlOT/fcCAAXTr1o3WrVsDMGPGDABuuummoB1vypQpdO3a1T+rt8D5559PZGQkqampoQ5FRErgxhtvZN68eaSnpzNu3LhQhxN0gwYNYty4cSxYsIBNmzbRpEmTMj9m+LfdE6nc9gBHOb5VVz2ObyFWIOdcLrAMaH4C+9wBRJlZ7ZIe1zmX7ZzLyHsA+0sSn4iIiEh+//znPwFo1qwZb7/9NkOHDqVbt25s2LCB77//noiICG644YagHGvLli0MGTKEli1bkpKSEpR9Vjbr1q1jwIAB/Pjjj/5lw4cPZ+3atYwZMyaEkYlISd1xxx20aNEibBP/TZo04bLLLsM5x5tvvlkux1QLM5EKzDmXY2bLgSuADwJWXQF8WJJ9mNdXoR1eF82S7nM5cNi3bLpvP/WB1sCoky2PiIiISHEyMzNZu3YtAImJicesmzlzJgA9evQIWpej7Oxs+vTpQ0ZGBs2bNy/+BWFo7NixvPvuu2RmZjJ79mwAatasSbNmzUIcmYiUVL9+/ejXr19Yj2k2YsQIunfvzqBBg8rleEqYiVR8E4EkM/seWAwMAc4G/gFgZm8B2/JmzDSzsXhdMlPwxjAbjpcwu7uk+3TOpZvZa8CzZrYX2Ac8g5d0m1empRUREZEq7eqrr8Y5bwSIr7/+mtmzZ3P11VcTFRXF9OnTAbj55puDdrxmzZoxe/ZscnJygrbPim779u3ExsbmzSTH2LFjyczMZOzY44ajFZFKIpwTZXn69u1L3759y+14lncyEpGKy8zuwmvZVR9YBdznnPvKt24hsMk5l+h7/jfgBrwul+nAD8A459ziku7Tt74GMAG4FYgB5gN3Oee2lDDmMp1qXkRE5EQFc6p5KbtzfWRkJLm5uf7nMTEx7N69m507d5KQkEBERAS//vpr2A1qXV4mTZrEww8/zMiRI3n88cdDHY6IBFlubi6fffYZtWrVomvXrqEOp9wF81yvFmYilYBz7iXgpULW9cj3/D6g2Lm+i9qnb30W3kQB95xIrCIiIiIna9OmTccky26//XZq1apFbGwsAEOGDCEtLS0oybLs7Gwee+wxhgwZUi6DR1cUDRs2JCsri2XLluGcK5OZRkUkdJ555hkeeughunfvzsKFC0MdTtDl5uYya9YskpKSePPNN6lVq1aZHUstzESkTKiFmYiIVDRqYRZcZXGuT0xM9A/mnJCQUKYzNE6ZMoXf//73NG7cmA0bNoRld6b9+/czadIk2rZtyzXXXAOAc45FixbRvXt3JctEwtDWrVtp164diYmJPPnkk1SrFl7tpJxztGnThtWrV/OPf/yDO++885j1amEmIiIiIiJhZ9asWf7ff//735fZcXJzc3nmmWcAuPvuu8MyWQZe98vRo0fTsmVL+vTpQ2RkJGZGjx49Qh2aiJSRhg0bsm3bNqKjo0MdSpkwMx544AFSU1O54ooryvRYSpiJiIiIiEjIrVixgv379/ufd+zY0f/7ggULiImJoXPnzkFJbn366af8/PPPxMXFMWTIkFLvr6LIzs4mIyODunXrAnDPPfcwd+5c7r33XrUmE6lCwjVZlmfw4MHlcpzwvJUiIiIiIiKVyqBBg/y/V69enSuvvJLZs2cDMGrUKLp27cpbb70VlGM9/fTTAAwdOtQ/U2RlN2/ePM4991yGDRvmXxYfH8/ixYvp379/2LaiE5HCpaamHtNyV06M/muKiIiIiEjIrVmzxv97QkICcXFxXHbZZWzYsIHly5cTGRlJnz59Sn2cpUuX8tVXX1G9enXuvffeUu+vojjjjDPYsmUL33zzDRkZGqJPpKpbvnw55557LomJiaSnp4c6nKA7evQoc+fOJTExkcOHD5fJMZQwExERERGRkFq3bh1Hjx71P58/fz47d+4kLi6OGTNmANCzZ09/V8PSmDBhAgC33norDRo0KPX+QsE5x6xZs3j99df9y9q0acNHH31ESkqKJlwSEdq3b8/555/P7373O/773/+GOpygy83N5Q9/+ANvvvkmn3zySZkcQwkzEREREREJqcBuhO3bt+ess84iJiYGgOnTpwNw0003lfo4qampvP/++wA8+OCDpd5fqHz88cfceOON3H///cd8Ee7Tp4+/3kSkajMzvvvuOz7++GOaNGkS6nCCrnr16gwcOBDgmJsHwaSEmYiIiIiIhNSXX37p/z1wLLP169ezYsUKIiMjuf7660t9nIkTJ+Kc4+qrr6Z169al3l95yp8Yu/jiixk+fDjVqmkeNxEp2CmnnBLqEMpU3uD/c+fOZceOHUHfvxJmIiIiIiISMsuXL+fIkSP+5w899BBPPvkkQFC7Y+7evZspU6YAMHLkyFLtqzytX7+eXr160bNnT3JzcwGIiIjgm2++4fHHHycuLi7EEYpIRXfgwAGSkpJwzoU6lKBq2bIlXbp04ejRo7z99ttB378SZiIiIiIiEjKjR4/2/x4fH09WVhb169cHYNGiRUBwumNOnjyZrKwsOnbsSPfu3Uu9v/JSu3Ztli9fzpo1a/jPf/7jX25mIYxKRCqLnJwczjvvPAYOHOj/nxpO8lqZvf7660FPCCphJiIiIiIiIVO9enXAG7tsyZIlrFixwt/9cu7cuXz11Vf069evVMc4ePAgL774IuC1LqvIyabVq1f7YwU47bTTePvtt0lJSeHCCy8MYWQiUhlFRUVxzTXX0Lx5c7KyskIdTtDdcsstxMTEsGbNGpYuXRrUfVu4NckTkYrBzE4F0tPT0zVTk4iIVAgZGRnEx8cDxDvnMkIdT2UXjHN9eno69erVIycnh59++qnMxhVLTk7m5ptv5sCBAyQnJ1fYcb82b95M06ZNcc6xatUqWrVqFeqQRCQM7N+/n9jYWCIiwrPN1MCBA0lKSmLIkCFMmDAhaOf68KwtERERERGp8JKSksjJyaFFixbHJYfyxusKhvPOO4+VK1fy1VdfVbhk2aFDh/y/N27cmOuvv54bbriB6OjoEEbWVJLGAAARsklEQVQlIuEkLi4ubJNl8Fu3zGnTpnHw4MGg7Td8a0xEREREpAIws7vMbKOZZZnZcjO7tIhtE83MFfCoEbBNNTP7H98+D5nZBjMbY2YRAduYmY0zs+2+bRaa2fn5jlXbzJLMLN33SDKzWmVTCwUbPnw4AKmpqTRt2pSxY8finGP9+vU0aNCAe++9N2hj0pgZDRo0CMq+guHAgQMMGzaMhIQEMjJ+awQxbdo0Zs6cSUJCQgijE5Fw5JzjX//6F7t37w51KEHVvXt3zjnnHPbv389HH30UtP0qYSYiIiIiUkbM7BbgOeAJ4ELg38CnZnZ2ES/LAOoHPpxzgQPPPAQMBYYBLYFRwEjgnoBtRgH3+7bpBOwAvjCzwCkV3wHaAVf5Hu2ApJMq6En4+eef/cmwI0eOsHnzZpYsWYKZMWPGDHbs2MHPP/9cqvHGnHO89dZb7N+/P1hhB02NGjWYN28ev/76K7NmzfIvzxvTTUQk2AYOHMhVV13F5MmTQx1KUEVERJCYmAh4LZeDtt+g7UlERERERPK7H3jNOfeqc26Nc24EsAX4UxGvcc65HYGPfOsvBj50zs11zm1yzs0EPgc6gte6DBgBPOGcm+WcWwUMAk4BbvVt0xIvSfZH59xi59xi4A6gr5mdF7TSFyHwS81TTz3FtGnTGDlyJADTp08H4Oabby7VMRYtWsSgQYNo0aIFOTk5pdpXaaWlpTF58mR/krBatWpMnjyZBQsW+L/oiYiUpb59+1KzZs2w7J45aNAgzIx///vfQdtnxerALyJhJ7CLgYiISCiV9znJzKKADsCT+VZ9DnQt4qU1zWwzEAmsBEY7534IWP81MNTMznXOrTOzC4BueEkygHOAM33HAcA5l21mi3zHfRkv6ZbunPsuYJslZpbu2ya5gPJEA4EDa8XBydfr1KlTAWjbti1Dhw71L1+5ciU//PADERERXH755aV63/bu3UtCQgI9evQgKysrZDPEHT58mLZt27J9+3ZOO+00+vTpA0CnTp0AXS+JSPm44oorWL16NbVq1Qq7/zu1a9emR48eLFy4MGhd+ZUwE5GychpAo0aNQh2HiIhIfqfhdXssa3Xwkl478y3fiZfQKshaIBH4CTgVuBf4xswucM6l+LZ5CogH1prZUd8x/uycm+Zbn7fvgo7bOGCbXQUcf1cRsT0CjM2/sLTn+h9//DFvRrNj5Obm0rRp01LtO8/69et57bXXgrKv0rr11ltDHYKISFVQ6nO9EmYiUlb2+X42BCrewCHBFwdspeqUF6pemataeaHqlVnlDX95Zd5X3IZBlv9WtxWwzNvQuSXAEv+GZt8AK/DGJxvuW3wLcBte98rVeGOPPWdm251zb57AcQuKodDYgPHAxHzLTqP867MkquLnu7RUZydG9XXiVGcnTnV24oJ2rlfCTETK2n7nXHi19y1AwIDEVaK8UPXKXNXKC1WvzCpv+CvN4PEnaQ9wlONbbNXj+NZfBXLO5ZrZMqB5wOIJwJPOuXd9z38ys8Z4LcDexBvgH99xfy3kuDuAMwo4ZN3CYnPOZQPZ+RZXyM9OVfx8l5bq7MSovk6c6uzEqc5OXDDP9eE30puIiIiISAXgnMsBlgNX5Ft1BfBtSfbhG8C/Hccmvk4BcvNtepTfru034iXE/Mf1jafWPeC4i4F4M7soYJvOeF09SxSbiIhIOFMLMxERERGRsjMRSDKz7/GSVEOAs4F/AJjZW8A259wjvudj8bpkpuCNYTYcL2F2d8A+PwL+bGa/4HXJvBBvNs7XwZti08yeAx41sxTfvh4FDgLv+LZZY2afAf80szt9+30F+Ng5d9yA/yIiIlWNEmYiUlaygcc4vutGuKpq5YWqV+aqVl6oemVWecNfuZfZOfeemZ0OjAHqA6uAq51zm32bnM2xrcVq4SWuzgTSgR+A3znnlgZscw/wV+AlvG6W2/Fmvnw8YJungRjfNrWB74DezrnAMXAGAM/z22yac4BhpSlvBVIVP9+lpTo7MaqvE6c6O3GqsxMXtDqzYE23KSIiIiIiIiIiEg40hpmIiIiIiIiIiEgAJcxEREREREREREQCKGEmIiIiIiIiIiISQAkzERERERERERGRAEqYichJM7NHzGyZme03s11mNtvMzsu3zZlmlmRmO8ws08xWmFm/UMVcWiUsc4KZfWBmu80sw8ymm9kZoYq5NMzsT2b2o68cGWa22Mz+T8D6aDN7wcz2+N7fOWbWMJQxl0YJyjvEzBb61jkzqxXKeIOhqDKb2Wm+9zfZzA6a2S9m9ryZxYc67pNVgvf4ZTNbb2aHfH/DH5pZi1DGXFrFlTlgOzOzT32f7etCEWswlOA9XugrY+Dj3VDGLMHhO0c7M3su3/KLzWyB7zyV5vsMxIQqzoqioPoKt+u2YDCzcQX8z9gRsN5822z3nTsWmtn5oYw51IqqMzOrbmZPmdlPvs/YdjN7y8zOCnXcoVLcZyzfti/71o8o7zgrkpLUmZm19H03STfvu9sSMzv7RI6jhJmIlEZ3YDLQBbgCqAZ8bmaxAdskAecB1wBtgFnAe2Z2YTnHGixFltn383PAAb2AS4Ao4CMzq4z/c7cCDwMdfY8FwIcBF4LPAdcD/YFuQE3gYzOLDEGswVBceU8BPgP+NzThlYmiynyW7/Eg3t9vInAV8FpIIg2O4t7j5cBgoCVwJWB4f+OV9TMNxZc5zwi8/12VXUnK+0+gfsDjzvIOUoLLzDoBQ4Af8y2/GO//9ufARUAn4EUgt7xjrEgKqy/C77otWFZz7P+MNgHrRgH3A8PwPl87gC/MLK68g6xgCquzU4D2wF99P28AzgXmhCDGiqSozxgAvptZnYHt5RtahVVonZlZAvA1sBboAVyA95nLOqEjOOf00EMPPYLyAOrifdn6XcCyA8Dt+bbbC/wh1PGWRZmB3sBR4NSAbWr7trk81PEGqcz7gD8A8UAOcEvAurN85b8y1HEGu7z5lvXwvae1Qh1feZU5YN1NQDZQLdRxllN52/re64RQx1mWZfZdSG4BzvSV97pQx1hW5QUWAs+FOiY9gvr+1gTWAZfnf3+BJcBfQx1jRXoUU19hfd12kvU1DlhZyDoDfgUeClgWDaQBd4Y69opYZ4Vs38l37jk71LFX1PoCGuDdEDof2ASMCHXcFbnOgHeBpNIepzK2dhCRiiuvm9a+gGVfA7eY17Urwsz6411ILCzv4MpI/jJH453wswO2ycK7k92tHOMKOjOL9L1/scBioANQHe+uPQDOue3AKqBrSIIMogLKG/ZKWOZ4IMM5d6T8IisbxZXX12J0MLARL5lU6RVUZjM7BZgGDHPOFdgFpLIq4j0eYF5X8tVm9oxaglR6k4G5zrl5gQvNrB5ea4xdZvatme00s0VmVqnPx0FQYH35hPt128lq7us6uNHM3jWzpr7l5+DdaAi8FsoGFhEG10KlVFidFSQe7/o5rZxiq4gKrS9fL5UkYIJzbnXoQqxwCqwzX331AdaZ2b/MG0bnOzuJ4SaqBTtiEamazMyAicDXzrlVAatuAd7Duzt5BDgIXO+cW1/+UQZXIWVeAmQCT5nZo3h3Hp/C6wJfPySBlpKZtcH7olkD787z9c65n82sHZDjnPtvvpfsxLt4rJQKK29ooypbJS2zmZ0OjAZeLt8Ig6u48prZXcDTeEmWtcAVzrmcUMQaLMWU+W/At865D0MVX7AVU96peEnQHUBrYDxeC7srQhCqlJIvodMBr/ttfnlfOMfhdS1fCQwE5ptZa+dcSrkEWYEUU18QxtdtpfAd3udmHXAG8BfgW18377zrnZ35XrMTaFxuEVY8hdaZc25v4IZmVgN4EnjHOZdR7pFWDMXV10N4f4/Phy7ECqeov8vqeC1pH/YtfwhvSJFZZtbTObeopAdRwkxEguVFvK5L+e/a/g9el8TLgT3AdcAMM7vUOfdT+YYYdMeV2Tm328xuAv4ODMdrWTYNWIHXVbEySgbaAbWAG4E3zax7EdsblXscpALLG+ZJs2LLbGanAnOBn4HHQhJl8BRX3qnAF3hJ7geB6WZ2iXPuxMa9qFgK+ztuhjfeYriNT1Toe+yc+2fAdqvMLAX43szaO+dWhCJYOTlm1giYBPQu5O8zrzfNy865Kb7ffzCzy4DfA4+UQ5gVRgnqC8L7uu2kOOc+DXj6k5ktBtYDg/BulMLx1z2V/VqoVIqps4l5K8ysOl7XuQjgrnINsgIpqr7MbBFwL9De+foaSrGfsbyJfD50zv3N9/tKM+sKDMVrAVoipjoXkdIysxfwLqh+55zbGLA8AUgFWgc2HzazeUCqc25ouQcbJIWVOd82dYAjzrk082ZtedY5N6E84ywLvvdvPd4d6PnAaYGtzMzsP8Bs59zYEIUYVHnldc7dGbCsB/AlUNs5F3bdB/KX2ddd7V94LQ36VvLE0XEKeo8D1kUB/wX+6JybVu7BlZGAv+ND/JbczxPpe/5v51yP8o8u+Ip5jw2vG/3tzrn3yj04OWm+7jUfcOwNqUi8REUu3uD1qXjv7dsBr3sP7/w8oBzDDbkTqK+wu24LNjP7Aq+uJuD9L23vnPshYP2HQJpzblCIQqxw8urMOfcn3/PqwHS8lqC98rc8q+oCPmPJeEnGgs7TW5xzTco/uoopoM7uxevx85hz7n8C1j8FdHPOXVLSfWoMMxE5aeZ5EW92m14FJI5O8f3MPxPVUSrp/58SlNnPObfHlyzrBdQjfGb/MbzxTJYDhwnoxmRm9fG6OH0bmtDKRF55qxJ/mX0tyz7Hm+DhmnBLlvkU9x6H42cgr0xP4rWUbRfwALgPb/y2cFHUe5jXfePX8gtHgmQ+3qxogZ/f7/FaibYDNuDNJndevtedC2wuvzArjOLqK+yu28qCmUXjzaT8K7917w68ForCm1U9nK6FSiVfnQUmy5rjTYqlZFmAfPWVxPHn6e14ydorQxVjRRNYZ75hNJYRhP/96pIpIqUxGbgVuBbYb2Z54zikO+cO4Y39kwq8bGYP4o2HcR3eRUXfEMQbDMWVGTMbDKwBdgMX43V/+JtzLjkE8ZaKmf0v8CnegOdxQH+8GSKvcs6lm9lrwLNmthdv4oNngJ+AggYSrvCKKq9v/Zl445U0872kjZntB35xzu07boeVQFFl9rUs+xzvS9RtwKm+BBrAbudcpetmXEx5m+KN3/M53t9vA7xxLw4Bn4Qi3mAo5u94B96XvcDtwftMF3pDoCIr5j1OAAbgvZ97gFbAs8APwDehiFdOnnNuP95EM35mlgnszRtb1MwmAI/5Wj+vxOuu0wLoV87hhlxx9eVLYoTbdVupmdkzwEfAL3g3QP8CnAq86ZxzZvYc8Kive3cK8Chei+x3QhRyyBVVZ2ZWDZgJtMf7XEUGXE/vq+xjhp6MYj5je/H+FgO3PwzsqIzfLYKlqDrzbTIBeM/MvsLrFXIV8H/xrgdKTAkzESmNP/l+Lsy3fDDwhnPusJldjdeC4SO8wRdTgUHOucr65bPIMvt+Pw9vEOnT8KZ9fgJvUO3K6Ay8O1v1gXTgR7wv2V/41t+HNwjpdCAG7+51YmVMpPgUV96hQGBX0698PwPf/8qm0DL7up529m2Xmu915+B9viubosp7FnApMAJvDJ+deO9xV+fcrhDFGwzFfa7DTVHvcSPgMrzuGjXxkmpz8bptVNb/W1IE59xzvkHF/4Z3Xv4P3kQeVXkQ+wKF6XVbMDTEG4+2Dt7NlCVAF+dcXkuVp/GugV7CO3d8hzdO3P4QxFpRFFpnZtYEuMa33cp8r+tJ1ZyRtbjPmByvyDpzzn1gZkPxxqp8Hq9r643Oua9P5CAaw0xERERERERERCSA+qKLiIiIiIiIiIgEUMJMREREREREREQkgBJmIiIiIiIiIiIiAZQwExERERERERERCaCEmYiIiIiIiIiISAAlzERERERERERERAIoYSYiIiIiIiIiIhJACTMREREREREREZEASpiJiIiIiIiIiIgEUMJMREREREREREQkgBJmIiIiIiIiIiIiAZQwExERERERERERCfD/AaUOPCZ3p2HgAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABMwAAAPpCAYAAADpcrFoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xt8z3X/x/HHawc2h405tOWsKJUVOlBEyrkuJIcOQyp0Eq6arsghcSnpdKUTrnJdLl2U6iqRxFUJP4qLCp0wRUaibeaw2d6/P77ffdtmm32/dsLzfrt9b/t+3qfP62Nl9vq+D+acQ0RERERERERERDyCSjsAERERERERERGRskQJMxERERERERERkWyUMBMREREREREREclGCTMREREREREREZFslDATERERERERERHJRgkzERERERERERGRbJQwExERERERERERyUYJMxERERERERERkWyUMBMREREREREREclGCTMREREREREREZFslDATERERERERERHJptAJMzN728wivO/7m1n54gtLRERERERERESkdJhzrnANzdKAes653WaWAcQ45/YWa3QiIiIiIiIiIiIlLMSPtt8CfzWz/wIG9DGz5LwaOuf+URTBiYiIiIiIiIiIlDR/ZphdCTwNnANEASlAXp2dcy6qyCIUEREREREREREpQYVOmOXoZJYJRGtJpoiIiIiIiIiInG4CPSWzAfBrUQYiIiIiIiIiIiJSFvizJDO2sIM6574KOCIREREREREREZFS5E/CLBPPnmVG3nuX+Tjngk8+NBERERERERERkZLnz5LMBkBD79dewHbgHqCZ93UPsNVbJyIiIiIiIiIickoKdNP/tcB459yiXOVdgYnOuRZFFJ+IiIiIiIiIiEiJCnTT/6Z4Zpjlth24IPBwRERERERERERESlegCbMtwBgzC8sqMLPywBhvnYiIiIiIiIiIyCkp0CWZlwPv40m4bfQWX4znMIDrnXNriyxCERERERERERGREhRQwgzAzCoAtwHn4zk5czMw1zmXWnThiYiIiIiIiIiIlKyAE2YiIiIiIiIiIiKno5BAO5rZecD9QBM8SzG/BV5wzn1bRLGJiIiIiIiIiIiUuIA2/Tezm4BvgBZ49jD7CmgOfG1mvYsuPBERERERERERkZIV6Kb/24A5zrmxuconAHHOuYZFFJ+IiIiIiIiIiEiJCjRhdgiIdc79mKu8EbDROVehiOITEREREREREREpUQEtyQQ+AdrkUd4aWBFwNCIiIiIiIiIiIqUs0E3/3wOeMLMWwP95y1oCvYFxZvanrIbOufdOLkQREREREREREZGSE+iSzMxCNnXOuWC/byAiIiIiIiIiIlJKAkqYiYiIiIiIiIiInK4C3cNMRERERERERETktFSkCTMzu9TMri7KMUVEREREREREREpSkS7JNLMtQGPtWyYiIiIiIiIiIqeqok6YnQ2EOud2FNmgIiIiIiIiIiIiJUib/ouIiIiIiIiIiGTj1x5mZtaiuAIREREREREREREpC/zd9P8LM9tqZo+YWS1/OprZn82snp/3ExERERE5JZjZQDNzZnZprvLqZvalmR00sw5mNt7bLuuVZmbbzew5M6uSq28lM3vWzH4xsyNmtsHM+uVxb1fA69vifnYREZHTTSCnZC4DhgEJZrbQzHqYWWE2+Z8KbDWzpWbW18zKBXBvEREREZFThpnVBlYADYHrnHNLs1V3BloB3YB3gfuBxWZm2dq8DQwAJgBdgC+AN8zslly3apXHa7i37p2ifCYREZEzQUgAfcYA9wDdgUHAW8A+M5sN/N05910Bfe8EegD/BJLNbA4w0zn3TQBxiIiIiIiUWWbWCPgYCAXaOue+ztVknXNun/f9UjOrBsQBVwIrzawr0AG4xTn3hrfdf72rNqaa2TznXAaAc+7/8rj/EMABs4r62URERE53gcwwwzl3zDm3wDnXDagHTAduAjab2WcFdF3knOsB1AaeBDoBG81srZndZWaVA4lHRERERKQsMbNLgM+BY0DrPJJleclKemVtY9ITOAi8mavda8DZwBUF3L8y0Bv41Dn3ox+hi4iICP4nzI47UtM5t8s5N9E5dw7QEfj5hIM4t9c596RzrgnQDtgMPAPs9jMeEREREZGypjXwCbAXT7JsWyH7nev9+qv360XAFufcsVztvspWn59+QEVgZiHvLSIiItn4uyTTCqp0zi3Ds8dZntX59FkBrDCzYUBfP+MRERERESlrngGSgPbOuV8LaBdsZiFAJTz7mA3F8+HzCm99NSCvZNv+bPX5uQP4HVjgR9wiIiLi5e8Ms2v44we0v06UbEt2zs0IcGwRERERkbLiPSASePYEh2MlAunAAWAOsB7o7Jw7kq1Nnh86F1RnZhfiWa75r1xjiYiISCH5NcPMOfdpoDdyzgW0X5qIiIiIyClmIrABGAsEmdltWZvz53Idnplo6cBO59xvuep/I+9ZZFHer/l9kH2H96uWY4qIiATI71MyzawicAue03ui8XyytQdYCbzhnEst0ghFRERERE4xzrlxZuaAcXiSZrfmsRfZxmynZObla+BmMwvJ1bep9+txJ82bWTk8J22uc85tOIlHEBEROaP5NevLzC4AvsdzwmVV4Cdgp/f9VOA7b5v8+l9mZv8ys+1mdtjMDnnf/8vMLg38MUREREREyhbn3Hg8CbM+wFzvfmX+eAfP/ma9cpUPAH4B1uTR509AdWCWn/cSERGRbPz9oT0d+AwY4JxLy17h/TTrdW+ba3J3NLMewHw8hwI8h2dWmgE18ZyuudLM+jjn/uNnTCIiIiIiZZJz7jEzy8SzTNPM7GY/+i42s6XAS2YWAfwI3Ax0BvJb5nkHcBiYe/LRi4iInLn8TZhdAVyaO1kG4JxLM7PJwNp8+j4OjHXOTcmj7lkzGwVMBpQwExEREZHThnPucW/SbBKeFR7f+tH9Rm+/x/DsXfYtcLNz7t+5G5pZHTwfRM9xziWddOAiIiJnMHOuoIN3cjU22wXck98sMO8ssunOuVp51B0BYp1z3+fT9zw8+ziEFTogERERERERERGRIubvyZUzgNlm9qCZXWxm0WZ2lvf9g8DfgVfy6bsV6FHA2N2BbX7GIyIiIiIiIiIiUqT8mmEG4F06+QB/nJAJnr3IEoFnnXNP5tOvF/Bv4CPva4+3fzTQAc/08X7Oubf9fwwREREREREREZGi4XfCzNfRrAGeZBdAonNueyH6tMKTbGuVvS+wGnjOObc6oGBERERERERERESKSCAzzCoDLYFQYK1zbl9xBCYiIiIiIiIiIlIa/N30PxZYDMR4i5KBm5xzHxdDbCIiIiIiIiIiIiXO303/pwA/Aa2BS4FPgRf8vamZjTWze3KV3WNmY/0dS0REREREREREpCj5O8NsL9DVOfel97oasBeIdM4d9GOc7cCPzrkO2cqWAQ2ccw0LHZCIlFlmZsDZQEppxyIiIiIiIiJnjMrALy7QTfu9/E2YZQLRzrm92cpSgNjCbPovImcOM6sF7CztOEREREREROSMU9s5t+tkBgjxs70DKpvZEe+1ZSuL8DVyLvlkghKR00IKwM8//0xERMSJ2oqIiIiIiIiclOTkZOrUqQNFsNLJ34SZAd/nUfa/bO8dEHzCgcyqAL2BusAO4E3nXJKf8YhIGRcREaGEmYiIiIiIiJxS/E2YXRPojczsLWCuc+5tM7sAz4EBDtgG1Acmmll759yWQO8hIiIiIiIiIiJysvxNmK1yzqUX1MDMLsqnqi3wF+/7p4CPgNudc2lmFgq8BDwLdPIzJhERERERERERkSIT5Gf7N7wn3+XJmyxblk91RSDT+/4S4CnnXBqANwn3JHCFn/GIiIiIiIiIiIgUKX9nmF0BvAIMzl1hZhfiSZZ9lk/fr4D2wFYgEajHH3uf4b0+7Gc8IiIiIiIiIiLHycjIID29wEVycooJDQ0lOPiE2+YXCX8TZh2Bz8xsv3Pu4axCM2uCJ1m2EuiXT9+JwD/MLB14HnjGzKoBW4DzgAnAP/2MR0RERERERETExzlHYmIiv//+e2mHIsWgSpUqREdHU8ACyCLhV8LMObfFzLoCy7xJsyfN7HxgObAG6O2cy8in7wdmNhjPPmVn4zlRc4a3+ijwMn/scSYiIiIiIiIi4resZFnNmjWpUKFCsSdWpGQ45zh06BB79+4FICYmpljv5+8MM5xzX5hZD2ChmVUA7gK+BG7KL1mWre8CM3sXaA40xLOH2m5gnXMuxe/oRURERERERES8MjIyfMmyatWqlXY4UsTCw8MB2Lt3LzVr1izW5Zl+J8wAnHPLzewW4E08p13eeKLTM7P1zQC+8L5ERERERERERIpE1p5lFSpUKOVIpLhkfW/T09PLTsLMzA4ALldxG2BP9imOzrmoQo53CdAIzyyzlc653GOLiIiIiIiIiPhFyzBPXyX1vfV3htnwQG9kZnOBIc65FDOrBCwAOgDpQCiwzsw6OOe0K5+IiIiIiIiIiJSaIH8aO+dmF+aV1d7Mbjazit7LvkC49/04PDPLLnXOlQdigYrA2JN/JBERERERERGRM9Orr75KnTp1CAoK4tlnny3tcE5ZfiXMAvAKcJb3ffY5c12Ah51z6wGcc98ADwLXF3M8IiIiIiIiIiJlzsCBAzEzzIyQkBDq1q3L3XffzYEDBwo9RnJyMvfddx+jRo1i165dDB48uBgjPr0Vd8Is98LSrD3KzgK+yVW3CahTzPGInJbM7B4z225mR8xsnZm1OUH7KmY23cx2e/tsMbOuJzOmiIiIiIiInJzOnTuze/duEhISmDlzJu+//z733HNPofv/9NNPpKen061bN2JiYgI+/CDr8IQzWXEnzHKbaGZPA5lAdK666sDBEo5H5JRnZn2BZ4FJQDNgBbDYzOrm074csBSoD9wEnAfcBewKdEwRERERERE5eeXLlyc6OpratWvTsWNH+vbty0cffeSrT0pKYvDgwdSsWZOIiAjat2/Pxo0bAXj99ddp2rQpAA0bNsTMSEhIAOD999+nRYsWhIWF0bBhQyZMmMCxY8d845oZL7/8Mt27d6dixYo8/vjjAGzevJmuXbtSqVIlzjrrLOLi4ti3b5+vX7t27Rg2bBjx8fFERUURHR3N+PHjczzT77//zuDBgznrrLMICwvjoosuYuHChb76VatWcfXVVxMeHk6dOnUYNmwYqampRfrnGoiSTJh9hucX82bAZqBBrvqueGaZiYh/RgKznHMznXNbnHPDgZ+Bu/NpPwiIAno451Y653Y45z53zm08iTFFRERERETKJOccqamppfJyzp04wHxs27aNDz/8kNDQUN9zdOvWjcTERBYtWsS6deto3rw51157Lfv376dv3758/PHHAKxdu5bdu3dTp04dlixZwm233cawYcPYvHkzr7zyCq+//jqTJk3Kcb9x48bRvXt3vv76awYNGsTu3btp27Ytl1xyCV9++SUffvghe/bsoU+fPjn6zZ49m4oVK7JmzRqefPJJHnvsMZYuXQpAZmYmXbp0YdWqVcyZM4fNmzczZcoUgoODAfj666/p1KkTN954I1999RXz5s3j888/57777gv4z62o2Ml88044uFkKcLFzblsh2jYE0pxzO4stIJHTjHe22CGgt3PunWzlzwGXOOfa5tFnEbDf26878CswF3jCOZcRyJje+vJA+WxFlYGdSUlJREREnOSTioiIFI0jR45omUkJCw0NJSwsrLTDEJEzxJEjR9i+fTsNGjTw/d2TmppKpUqVSiWegwcPUrFixRM3xLOH2Zw5cwgLCyMjI4MjR44A8PTTTzNixAiWL19Oz5492bt3L+XL//Gr17nnnkt8fDyDBw9mw4YNNGvWjO3bt1O/fn0Arr76arp06cJf/vIXX585c+YQHx/PL7/8AnhmmA0fPpxnnnnG12bs2LGsWbOGJUuW+Mp27txJnTp1+O6772jcuDHt2rUjIyODFStW+NpcfvnltG/fnilTpvDRRx/RpUsXtmzZQuPGjY975v79+xMeHs4rr7ziK/v8889p27Ytqampef78yOt7nCU5OZnIyEiASOdcciH+2PMVcjKdi1JhkmoicpzqQDCwJ1f5Ho5f9pylIdAe+BeemZ2NgOl4/j54LMAxAf6C5wRcERGRMunIkSN89tlnHDp0qLRDOaNUqFCBq6++WkkzEZFCuOaaa3jppZc4dOgQM2fO5Pvvv+f+++8HYN26dRw8eJBq1arl6HP48GG2bt2a75jr1q3jiy++yDGjLCshd+jQId8+Z5deeulx/f773//mmWzcunWrLwEWGxuboy4mJoa9e/cCsGHDBmrXrp1nsizrHj/++CP/+te/fGXOOTIzM9m+fTtNmjTJ97mKW3EnzHYAx32E590HKd05tztbWQwQ6pz7qZhjEjkd5Z4qanmUZQkC9gKDnXMZwDozOxt4CE/CLJAxAf4KPJ3tujKgGaMiIlJmpKenc+jQIUJCQnzLW6R4Zf2Zp6enK2EmIqWmQoUKHDxYOlum+7vpfsWKFTn33HMBeP7557nmmmuYMGECEydOJDMzk5iYGD755JPj+lWpUiXfMTMzM5kwYQI33njjcXXZ/27OPRMuMzOTG264gSeeeOK4fjExMb73uX+mmhmZmZkAhIeH5xtX1j2GDBnCsGHDjqurW7d0t9Au1oSZc+6ifKoSgG+BC7KVLQca45nZIiKFsw/I4PiZXzU5foZYlt14EtYZ2cq2ANHe5ZiBjIlz7ihwNOvaLPchuSIiImVDaGhojqUsUryybyotIlIazKzQyyLLmnHjxtGlSxfuvvtumjdvTmJiIiEhIb7lloXRvHlzvvvuO18izp9+CxYsoH79+oSEBJY+io2NZefOnXz//fd5zjJr3rw5mzZt8ju2klDoTf/N7ICZ7S/MqxDDXQMMyFXWH88yMREpJOdcGrAO6JCrqgOwKp9uK4FzzSz7//+Ngd3OubQAxxQREREREZEi1q5dOy688EImT57MddddR6tWrejRowdLliwhISGBVatWMWbMGL788st8xxg7diz/+Mc/GD9+PJs2bWLLli3MmzePMWPGFHjve++9l/3793PzzTezdu1atm3bxkcffcSgQYPIyMgosG+Wtm3bcvXVV9OrVy+WLl3K9u3bWbx4MR9++CEAo0aNYvXq1dx7771s2LCBH374gffee8+3DLU0+XNK5nBghPf1uLdsCTDe+8raBW7iiQZyzn3qnPsiV9kXzrlP/YhHRDyeBu40s0Fm1sTMngHqAi8DmNk/zOyv2dq/BFQDnjOzxmbWDXgEzz5mhRpTRERERERESsbIkSOZMWMGO3fuZNGiRVx99dUMGjSIxo0b069fPxISEjjrrLPy7d+pUycWLlzI0qVLueyyy2jZsiVPP/009erVK/C+Z599NitXriQjI4NOnTpx0UUX8cADDxAZGUlQUOHTSQsWLOCyyy7j5ptv5oILLiA+Pt6XcIuNjeXTTz/lhx9+oE2bNjRr1oxHH300x5LP0hLQKZlmtgD4r3PuhVzl9wHXOed6+DHWQOAd51yS34GICABmdg8QD8QA3wAjnHOfees+ARKccwOztW8FPANcAuwCZuE9JbMwYxYypgggSadkiohIWZGSksKyZcsIDw/XkswScvToUQ4fPsy1115L5cqVSzscETkDFHSCopweyvopmZ2AUXmULwGm+DnWq8AaQAkzkQA5514EXsynrl0eZauBloGOKSIiIiIiInI6CzRh9hvQE5iaq7yHt+44BextFgKsNrNMAOdcVIAxiYiIiIiIiIiInLRAE2bjgFlm1g5Y7S1rCXQG7synTyjwKfBmtjIDZgJP4lkWJiIiIiIiIiIiUqoCSpg55143sy3AMOBGPImvzcBVzrk1+XRrBszFcxLmvc65gwBmNgN41zm3OZBYREREREREREREilKgM8zwJsZu9aP9j2Z2JTAJ2GBmA5xzKwO9v4iIiIjImSIzM5Pdu3ezaNEiFi9ezKFDhwgJCSEsLIzatWvTr18/WrYscHtSERER8UPACbO8mFkIcLZz7qe86p1zx4BRZrYEmGtm/wL8P6ZTREREROQ0t2PHDh588EEOHDhARkbGcfVHjx4lNTWV3377jY0bNwIQFBREjx49uOeeewgODi7pkEVERE4bQUU83oXA9hM1cs4tB5oD5wOpwPH/AhAREREROQPt2LGD/v37M3DgQPbt25dnsiw/mZmZvP3221x33XUMHjyY5OTkYoxURETk9FWkM8z84Zz7Dc/+ZyIiIiIiZ7wffviB+Ph4fv/99xzlZoZzjubNm9OjRw9++OEHFi1axG+//cYVV1zBgAED+Oqrr5gzZw6pqak453zjde/enTp16vCPf/yjNB5JRETklOVXwszM1p+gSXiggZxoOaeIiIiIyOnqjjvuYNu2bTnKzjvvPJ566ilCQkI4cOAAMTExALRp04YBAwawevVqqlatSpMmTWjSpAlt27bl/vvvp2LFiuzYscM3zs8//0znzp156aWXaNCgQYk+l4iIyKnK3xlmFwD/Jv9llzFA4wBjuRBYD2izBRERERE5IyQnJ9O7d2/S0tJylDdp0oQXX3zRd52VLMsSHBxM69atc5QtXbqUffv2sW/fPgAaNGjA9u2ef7YfPXqUO+64g6FDh9KnT5/ieBQREZHTir97mH0DrHHOTcjrBbxcDDGKiIiIiJx25s+fT/fu3XMky6pXr86oUaN47rnn/B6vX79+jBs3jmbNmgH4kmXlypUDwDnHSy+9xPXXX096enoRPIGIiJzKEhMTiYuLIzo6mooVK9K8eXPeeuut0g6rzPB3htnnwHkF1KcAn+VVUZzLOUVERERETiVTp05l0aJFvuugoCAmTpxIq1atMDO/xzt48CBHjx6lXbt2tGvXjp9//pmFCxfy4Ycf+jb+z9oLLTU1lW7durFw4UJfMk1ERM48cXFxJCUl8d5771G9enXmzp1L3759+fLLL30fvpzJ/Jph5pwb7pwbXkD9VufcNflUXwB8Bfwnn9en/sQiIiIiInIqGj16dI5kWefOnfn444+58sorC50sS0tLY/369cycOZN77rmH7t2706dPHz744AMA6tSpw913382bb77JoEGDePTRR1m8eDHh4Z7PqNPT0xk8eLBmmomIlCHt2rVj2LBhxMfHExUVRXR0NOPHjwfgk08+oVy5cqxYscLXftq0aVSvXp3du3cHdL/Vq1dz//33c/nll9OwYUPGjBlDlSpVWL/+RPOdzgwleUpm1nLOl/KqNLNLgLtKMB4RERERkRI1atQo1q5d67seOnQoffv2PWG/zMxMvv32W9avX8///vc/vvnmm+P2PQN46qmnSE5Opl+/fpgZ5cqVIy4uzle/aNEixo4dy4oVK9ixYwdDhgxh8uTJREdHF80DioiUYampqfnWBQcHExYWVqi2QUFBvg8gCmpbsWJFv2OcPXs2I0eOZM2aNaxevZqBAwdy1VVX0aFDB4YPH05cXBwbN24kISGB0aNH88Ybb/j2uZw8eTKTJ08ucPzFixfTpk0bAFq3bs28efPo1q0bVapUYf78+b7ZygKWdey03x3NqgCXAzXJNVPNOXfcudVm9qy3Ls8ZamZ2DjCzgBlqInIKMbMIICkpKYmIiIjSDkdERISUlBSWLVtGeHg45cuXL/H7T5w4keXLl/uuR40aRefOnfNs65zjwIEDREVFAZCRkUHPnj1JSUnxtalWrRrNmzenefPmNGvWjP/85z+88cYbAPTu3ZuhQ4cSFJRzQcmvv/7KvffeS1JSUo6E29y5c487WKAoHD16lMOHD3PttddSuXLlIh9fRCS3I0eOsH37dho0aJAjAQYUOIu3a9euvlm64El2HTp0KM+2bdu25ZNPPvFd16hRw3fgSnb+5lvatWtHRkZGjllkl19+Oe3bt2fKlCmkpaXRsmVLGjVqxKZNm2jVqhUzZszwtd2/fz/79+8v8B61atXyJfuSkpLo27cvS5YsISQkhAoVKvDWW2/RoUMHv+IuaQV9j5OTk4mMjASIdM4ln8x9ApphZmY3AP8CKuLZtyz7fwUOOC5hVtBSTm/9VkDJMhERERE57bzwwgs5kmX9+vXLN1m2fft2HnzwQYKDg5k3bx5mRnBwMG3atCE5OdmXJKtbt26OX/4GDx5MlSpVeOmll3jzzTepX78+Xbt2zTF2SkoKGRkZpKWlERwcTEZGBgC33HIL77//PpUqVSqGpxcRkcKKjY3NcR0TE8PevXsBzyEuc+bMITY2lnr16vHss8/maBsVFeX7oKUwxowZw4EDB/j444+pXr067777Lr1792bFihU0bdr05B/mFBfoksxpwN+BR5xzeadcRURERESEhIQEFixY4Lvu0KEDQ4YMISkpifXr17N+/Xpq167tW5oZExNDSkoKZsa+ffuoUaMGAA899NAJ79WnTx8iIyNZtWoVnTp1Oq6+YcOGTJ8+nfj4eH7++eccdd27d2fZsmUn86giImXawYMH860LDg7OcZ2VpMpL7tm7CQkJJxVXdqGhoTmuzYzMzEzf9apVq4A/ZpNlX/bpz5LMrVu38sILL/DNN99w4YUXAnDxxRezYsUKpk+fzssvv1xUj3TKCjRhVgt4XskyEREREZH8HT16lIcffth3HRUVRWRkJHfeeSdbt271lZ977rm+hFlYWBjTp0+nXr16AZ1i2alTJzp27OibfZaRkcHhw4d9s8eio6P529/+xujRo9m0aZOvX2ZmJl26dGHx4sUBPauISFnnz55ixdX2ZGzdupURI0YwY8YM5s+fT//+/Vm2bJkvgTd06FD69OlT4Bi1atUC8C03zZ38Cw4OzpGgO5MFmjBbAlwKbCvCWEREREREThuZmZkMHDiQPXv2+Mr279/PW2+95btu2LChb4lldo0aNTqpe2cly5xzTJs2jW+//ZYnnnjCN1stMjKSadOm8fjjj/P555/7+h05coQ77riDWbNmndT9RUSkaGVkZBAXF0fHjh25/fbb6dKlC02bNmXatGm+Gcj+LMk8//zzOffccxkyZAhPPfUU1apV491332Xp0qUsXLiwOB/llFHXcCKMAAAgAElEQVTohJmZ/Snb5QfAVDO7APgayHEetXPuvaIJT0RERETk1HT99ddz+PDhHGXR0dE5Nur3Z6+ZQPz222+sXbuWAwcO8OOPP/oSZgDly5dn/Pjx/O1vf+PLL79k165dAGzbto0FCxbQq1evYo1NREQKb9KkSSQkJPD+++8Dnp8nM2fOpE+fPnTo0IFLLrnEr/FCQ0NZtGgRDz/8MDfccAMHDx7k3HPPZfbs2cftf3mmKvQpmWZW2Dl5zjkXfOJmInI60ymZIiJS1pTkKZmTJk3i448/9l03btyYsWPH+pbClKTExEQ2b95M+/bt86x3zpGamspPP/3Evffe6ytfsGDBSSf0dEqmiJS0gk5QlNNDSZ2SGXTiJh7OuaBCvk6YLDOzYDM7y8yqn0zwIiIiIiJlza5du3Ikyx555BGeeuqpUkmWgWcWQvZkWWJiIhs2bPBdmxmVKlXiggsu4O677/aV9+vXr0TjFBERKUsKnTDLzsz6m9lxH8uZWTkz619Av25m9hmQCvwC7DGz383sn2ZWN5BYRERERETKiszMTO68807fdZs2bejQoUOZmV2VlJREfHw88fHxfPrpp8fVZz9ZMz09nQEDBpRkeCIiImVGQAkz4DUgMo/yyt6645hZHPAGsA54BvgVeBJ4GKgDrDOzk9vdVERERESkFA0aNIgjR44A0LJlSx577LFSjiin8PBwGjRoQHp6OhMmTPDthZMlMjKSF1980Xf9008/8eGHH5Z0mCIiIqUu0ISZAXltflYbSMqnzyPAXc65Ec65vwDXA7cBrzjn2gHLgCcCjEdEREREpFT9/e9/Z8eOHb7r5ORkCrtfcEkpV64cY8eO5frrr8c5x9NPP82cOXNyxNmkSRNuueUW3/UTT+if6CIicubxK2FmZv8zs/V4kmXLzGx9ttdGYAXwcT7d6wFrsi6cc18C0UCMt+hp4Bp/H0BEREREpLSlpaXxz3/+M0fZQw89hJmVUkT5Cw4OZuTIkcTFxQEwa9YsXnjhBTIz/zjj64477qBSpUq+69GjR5d4nCIiIqXJ3xlm7wL/wTPDbIn3fdbr38AQPLPG8pIAXJp1YWbNgUxgj7doPxDqZzwiIiIiIqUuK/mUpVGjRtSvX790gikEM2PQoEHcd999ALz99ttMmjSJ9PR0AIKCgpg8ebKv/apVq9i0aVOpxCoiIlIaQvxp7JybAGBmCcA859wRP7pPB2aa2WXAEeBO4J/OuQxv/RXA9/7EIyIiIiJS2j7//HP27t3ru65RowajRo0qxYgKr1evXkRGRjJlyhSWL19OSkoKEyZMIDw8nKZNm3LllVeyatUqAIYNG8ayZctKOWIREZGSEdAeZs652c65I2bWwsxuM7NbzazZCfpMB/4CtAa6Aa8D92Vrsha45fieIiIiIiJl19ixY33vK1SowMsvv8w555xTihH557rrrmPy5MmEhYXxxRdf8Oc//5mkJM+2xCNGjOCKK64APCeA3n///aUZqoiISIkJKGFmZjXNbDnwBfA88AKeUy6XmVmN/Po5515yzl3lnLvUOTc6+ww159wPzrlvA4lHRERERKQ0xMXF5dgw/5FHHiEqKqoUIwrM5ZdfzrRp04iIiGDLli088MAD7N27l+rVqzNlyhSCgjy/NmzatIlDhw6VcrQiIiLFL9BTMv8GRAAXOueinHNVgYu8Zc8X1NHMKplZWzPra2Z9vO8rFdRHRERERKSs2blzJzt37vRdX3jhhdSpU6cUIzo5F1xwAc899xzVq1dnx44dTJ8+3Vf38ssvA+Cc49lnny2tEEVEREpMoAmzzsDdzrktWQXOuc3AvUCXvDqYWYiZPQfsBf4LzAb+6X2/18yeNTNt+i8iIiIip4RBgwbluN60aROpqamlFE3RqF+/Pi+88AKtW7dm5MiRvvIjR/7Yunjp0qWsXLmyNMITEZEi9Oqrr9KuXTsiIiIwM37//fc8233wwQdcccUVhIeHU716dW688cYSjrR0BJowCwLS8yhPL2DMaUAv4HYgyjkX5pwrD0R5y24EpgYYj4iIiIhIiVmwYIHvREkzA+DSSy+lSZMmpRlWkTjrrLOYOHEikZGRvrJq1arRuHFj3/Wjjz5aGqGJiEgROnToEJ07d+aRRx7Jt82CBQuIi4vj9ttvZ+PGjaxcuZJbbjkztp8PNGG2HHjOzM7OKjCzWsAzQH5H59wC9HfOzXPO+dKWzrnfnXPz8CTNbg0wHhERERGREvPCCy/43mftYda/f//SCqfQnHP83//9HxMnTuTAgQOF6vOf//yHAQMG0Lp16xzjPPjgg8UVpojIGaldu3YMGzaM+Ph4oqKiiI6OZvz48QB88sknlCtXjhUrVvjaT5s2jerVq7N79+6A7jd8+HAefvhhWrZsmWf9sWPHeOCBB5g6dSpDhw6lcePGnHfeedx0000B3e9UE2jC7D6gMpBgZlvN7Edgu7csv6NzwoF9BYz5m7eNiIiIiEiZNXny5OPKmjVrRtOmTUshGv+YGbNnz2b58uUsW5bf59x/cM7x1VdfcezYMY4dO0aHDh18devWrcuxVFNEpKxLTU0lNTU1x2EtaWlppKamcvTo0TzbZmZm+srS09NJTU097u++/NoGYvbs2VSsWJE1a9bw5JNP8thjj7F06VLatWvH8OHDiYuLIykpiY0bNzJ69GhmzJhBTEwM4Pn5VKlSpQJf2RNuJ7J+/Xp27dpFUFAQzZo1IyYmhi5durBp06aAnu1UE1DCzDn3s3OuOdANeBbPRv9dnXMtnHM78+n2X+BpMzsrd4W37Ek8M9dERERERMok5xxr1671XWctx4yLiyutkPJ15MgR5s2bx8iRI8nIyPCV9+jRgxtvvJEWLVr4nmf58rz/GW5mPPLIIzz66KMMHDiQu+66i+DgYF/9rbdqgYiInDqykkb79v0xl2fq1KlUqlSJ++67L0fbmjVrUqlSJX766Sdf2fTp06lUqRJ33HFHjrb169enUqVKbNni2+ad119/PaAYY2NjGTduHI0aNaJ///5ceumlvg84Hn/8caKiohg8eDC33norcXFx9OzZ09d36NChbNiwocDXpZdeWuhYtm3bBsD48eMZM2YMCxcupGrVqrRt25b9+/cH9HynkpCT6eycWwosLWTze4BFwE4z+wbYAzggGs8Jm5vxJOBERERERMqk+fPnk5SU5Lt2znHRRRdxySWXlGJUf3DO+ZJ4ISEhvPHGGyQlJfHll19yxRVXANCpUyc6deoEwIoVKxg7dixVq1blyiuvJCws7Lgxg4ODad++PQA1atSgf//+vPbaawDs37+fn376ibp165bE44mInPZiY2NzXMfExLB3714AypUrx5w5c4iNjaVevXrHnVocFRVFVFRUkcWSNWNu9OjR9OrVC4DXXnuN2rVr8+abbzJkyJAiu1dZFHDCzMzaAg8CTfAkvrYAU51zec7vc879bGYXA52AlngSZQBrgb8AHznnMvPqKyIiIiJS2g4dOsSMGTN810FBQWRmZhIXF+dLUpWWxMREZs+ezW+//caTTz4JeBJmAwYMICQkhAsvvDDPfq1ataJevXpcdtllHDt27IT3+fXXX1m6NOfn5XfddRdLliw5+YcQESlmBw8eBKBChQq+soceeojhw4cTEpIzPZKVpAoP/2PnqHvvvfe4mbYACQkJx7UdOHBgQDGGhobmuDazHEs9V61aBXg+sNi/fz8VK1b01U2ePDnPbQOyW7x4MW3atClULFlLPS+44AJfWfny5WnYsGGOmXenq4ASZmZ2G/Aa8Dae5ZgGXAksM7OBzrm5efXzJsQWe18iIiIiIqeMm2++OcfSxszMTM4//3wuu+yyUonn2LFjvl/wQkND+eijj8jMzGTXrl3UqlULIMdSnbyEhIQwa9as4375y0+1atV89wwODiYjI4O0tDS2bt3KOeeccxJPIyJS/LInl7KUK1eOcuXKFaptaGjocQmtgtoWta1btzJixAhmzJjB/Pnz6d+/P8uWLSMoyLPb1tChQ+nTp0+BY2T9fCiMFi1aUL58eb777jvfwS/p6ekkJCRQr169wB/kFBHoDLPRQLxz7plsZc+Z2UjgUSDPhFluZvY1nr3Pfg4wDhERERGRYvfrr7+SnJwMeD7tDwoKIiMjo1Rml23YsIFXX32VunXr8vDDDwOeRNbdd9/Neeedx9lnn32CEXIqbLIMPLPqbrnlFiZPnkxYWBipqamA56S1999/36/7iohI4WX9zOnYsSO33347Xbp0oWnTpkybNo2HHnoI8H9JZmJiIomJifz4448AfP3111SuXJm6desSFRVFREQEQ4cOZdy4cdSpU4d69eoxdepUAHr37l30D1nGBHpKZkMgr5+I7wEN/BinPlD0aVcRERERkSI0adIk3/vrr7+ejIwMzj33XFq1alXs905PT+fw4cO+65CQELZs2cLnn3+e4xS2m266iaZNmwacwEtMTOTFF1887qS43K655hrOOussUlNTfcuaDh48mOMwBBERKVqTJk0iISGBV199FYDo6GhmzpzJmDFj2LBhQ0BjvvzyyzRr1oy77roLgKuvvppmzZrx3nvv+dpMnTqVfv36ERcXx2WXXcaOHTtYvnw5VatWPfmHKuMs+3Gqhe5k9iOe/cpeyVU+BHjQOdeokOOkABc757b5HYSIlGlmFgEkJSUlERERUdrhiIiIkJKSwrJlywgPD6d8+fKF7rdv3z7fJ+lnn302SUlJpKamMn78eNq2bVtc4QLwzjvv8Prrr9O7d29uu+02wLOx/8KFC7nqqquKbHPnzMxM+vfvz65duxg2bNgJl3K+8847PP/884SGhvqSdsHBwXz88cc52h09epTDhw9z7bXXUrly5SKJVUSkIEeOHGH79u00aNAgz4NM5NRX0Pc4OTmZyMhIgEjnXPLJ3CfQGWbTgOfN7CUzizOz28zsZeA54Ck/xlkBHD5hKxERERGRUnLvvff63o8YMYJJkybRrVu3Qm+a7I89e/aQlpbmuw4PDyc5OZkvv/zSV2Zm3HDDDUV6ElpQUBB9+vShRYsWnHfeeSds36VLF6pUqZJjhltGRgbvvvtukcUkIiJSmgLaw8w595KZJQJ/BrJ2lNsC9HXO/cePcboGcn8RERERkZLwv//9z3dSGsD333/PLbfcwsUXX1zk95o8eTJLly5l3LhxtGvXDvAsj4mKiqJFixZFfr/cbrjhBv70pz8Vqm1YWBi9evVi1qxZVK5cmZSUFACmT59Ojx49ijNMERGREhHoDDOcc+8451o756p5X61PlCwzs4vN7HYza+C9vtDMXjSzl82sU6CxiIiIiIgUh1GjRvneR0ZG0qtXryIZNyMjg6+++ipHWc2aNQH44YcffGUVKlTg8ssv92tj/kD5u/dZ9+7dCQ8PJyUlxdf32LFjfPvtt8URnoiISIkKOGGWxcwqmVlE9lc+7XoB64CpwEYzuxb4HGiEZ/P/D8zslpONR0RERESkKOzatSvHkkOA1157LccG/IE4duwYcXFxPPDAA76TyQBuvPFG3njjDd/my6Xl6NGjLFiw4Lj9yHKrXLmyb0ZarVq1fOUTJkwo1vhERERKQkAJMzNrYGYfmFkqkAQc8L5+937NyyPAOOdcdWAw8BbwtHOug3OuMzAKeCiQeEREREREito999zjex8REUFSUhKfffYZoaH+HfJ+4MABVq9e7bsOCQmhcePGREREsGvXLl95VFQU0dHRJx/4SVqyZAkvvPACM2fOPC5hmNtNN91EaGgoO3fu9G28nJiYGPCJbSIiImVFQHuYAf/yfh0E7AEKc9Tmedn6zQP+AWTfFfQdYHyA8YiIiIiIFJnffvuN5OQ/Dtd66KGHCAkJITMzk5CQwv8TOjExkVtvvZXg4GAWLFjgOyly2LBhVK5c2e/kW0no3LkzS5YsoVOnTidcplm9enU6duzIBx98QIMGDdiyZQsA8fHxfPTRRyURroiISLEINGEWC7Rwzn3nR58UoBqQAFTx3rtatvpqwMEA4xERERERKTIDBgzwvT/nnHO46qqrTpg8cs7xzTffkJSUROvWrQGIjo6mQYMGlCtXjn379vkSZkV5wmVRK1euHNOnTy90+379+rFo0SJ+/PFHoqKi2L9/P+np6SQmJlK1atVijFRERKT4BJow+wKoA/iTMPsYmG5mfwP6AkuAv5rZ7XhmqE3Fs6eZiIiIiEipSU5OJjU1FfBshD9kyJBCbYi/atUqxowZQ40aNbjyyisJCvLsfvL8889ToUKFYo25NNWuXZuHH36YFi1aEBwcTM+ePQHPiZljxowp5ehEREQCE+im/3cCo8xsgJm1MLPY7K98+jyIZ5bZy3gSdX2BL4HN3tfZwMMBxiMiIiIiUiTuvPNO3/vu3bszceJE3nnnnRxtDh48yMKFC1mzZo2v7LLLLqNmzZq0aNGCQ4cO+cpP1WSZc47169czceJEjh07VmDbjh07Uq1aNapUqUK9evUAWLly5Qn3QBMRESmrAp1hVgM4B3gtW5kDzPv1uHOvnXN7gA65iu83s2eACsC3zrmCfxKLiIiIiBSjzMxMfv31V9/1mjVrSElJISMjI0e7d999l1mzZnHJJZdwxRVXAJ6ljHPnziU4+Lh/Cp+S0tPTefzxxzlw4AAtWrSga9euhep38cUXs2PHDpxzxMfHM3ny5GKOVEREpOgFOsPs78D/gFZAQ6BBrq+F5pzb5pz7RskyERERESlt8fHxvvexsbHs3r2bqlWr0rFjxxztOnToQMOGDWnZsiXO/XH+1emSLANPAjAuLo6ePXty2WWXnbB9amoq8fHxfPjhh76yLVu2kJaWVpxhiohIgIYMGcI555xDeHg4NWrUoHv37nz77be++o0bN3LzzTdTp04dwsPDadKkCc8991wpRlyyAp1hVg/4k3PuR386mVlt4G7gSiAaz2y0PcBK4BXn3M8BxiMiIiIictLWrVvne793714AevfuzVNPPcX+/fu59957adKkCWeddRazZs0qrTBLTNZ+ZIVRoUIFUlJSOHbsGA0aNGD79u0A/OUvf6FLly7FFaKIiASoRYsW3HrrrdStW5f9+/czfvx4OnbsyPbt2wkODmbdunXUqFGDOXPmUKdOHVatWsXgwYMJDg7mvvvuK+3wi12gCbPlwMVAoRNmZtYaWAz8DHzkfRlQE+gJDDOzLs65lQHGJCIiIiISsPnz5/veV61alcTERCIiIrj22mt5/fXXSUtLIzw8vBQjLNvMjJEjR1KxYkUyMzOJi4sDYNu2baUcmYjIqaFdu3bExsYSFhbGzJkzKVeuHEOHDmX8+PF88skndOzYkWXLltGmTRsApk2bxl//+le+/vprYmJi/L7f4MGDfe/r16/P448/zsUXX0xCQgLnnHMOgwYNytG+YcOGrF69mrffflsJswK8DzxjZk2Br4Ecu3k6597Lo88zwEzn3Ii8BvTuZfYscOL53iIiIiIiRWzx4sW+9xUrVuTAgQPcdNNN1KxZkzfeeIO1a9dSv3790guwFO3du5e5c+cSGxtL+/bt823XqFEj3/uzzz6bX375BYCBAweyYMGCYo9TRKQgWScg+6N8+fKEhHhSJ8eOHePo0aMEBQXl+AAlv3ErVqzo9/1mz57NyJEjWbNmDatXr2bgwIFcddVVdOjQgeHDhxMXF8fGjRtJSEhg9OjRvPHGG75k2eTJk0+4b+TixYt9CbfsUlNTee2112jQoAF16tTJt39SUhJRUVF+P9epyLLvuVDoTmaZBVQ759xxmzeY2WHgEufcd/mMeT7wP+ecPrYTOQ2YWQSQlJSURERERGmHIyIiQkpKCsuWLSM8PJzy5cvnqNu7dy99+/YFoGbNmuzdu5eKFSvy73//m0qVKpVGuGXK3LlzmTFjBnXq1OG1114r1F5tS5cuzfGLWyC/d4iI+OvIkSNs376dBg0aEBYWlqPOzPweb/78+fTu3RuAN998kz59+tC2bVs++eQTX5saNWqwb9++4/r6+/deu3btyMjIYMWKFb6yyy+/nPbt2zNlyhTS0tJo2bIljRo1YtOmTbRq1YoZM2b42u7fv5/9+/cXeI9atWrlSPa9+OKLxMfHk5qayvnnn8/ChQs555xz8uy7evVq2rZtywcffECHDrnPdCw5BX2Pk5OTiYyMBIh0ziWfzH0CmmHmnAvksIDdePYuyzNhhucAgd2BxCMiIiIicjJGjx7te581k6BXr14BzQ44HfXo0YMtW7bQq1evQiXLnn/+ed555x3Cw8M5fPgwAK+99hq33357cYcqInJKi42NzXEdExPj21OzXLlyzJkzh9jYWOrVq8ezzz6bo21UVJTfs79uvfVWOnTowO7du3nqqafo06cPK1euPC4RtWnTJrp3787YsWNLNVlWkgJdknkcM6vinPu9gCZPAS+bWQtgKZ7N/h2ezf87AHcCw4sqHhERERGRwjhw4AA//ujZmjc0NJRffvmF8PBwevXqxZQpUzAzbr311gKXqJzuKlSowMSJEwvd/uyzzwY8y5GyEmb333+/EmYiUqoOHjzod5/sM5J79uzJwYMHCQrKOYcoISHhZEPzCQ0NzXFtZmRm/rHIb9WqVcAfs8myf7ATyJLMyMhIIiMjadSoES1btqRq1aq888473Hzzzb42mzdvpn379tx1112MGTPmpJ7vVBJQwszMRgEJzrl53us3gV5mthvo6pzbmLuPc+5FM/sNGAEMAbI+msoA1gH9nXPzc/cTERERESlOf/7zn33vo6Ki2LNnDz179iQzM5Nly5aRkZHhW44jhdOtWzf++c9/sm/fPipVqsTBgwdJTU3lwIEDVK1atbTDE5Ez1MnOGg4JCfHNQi7KcQtr69atjBgxghkzZjB//nz69+/PsmXLfAm8oUOH0qdPnwLHqFWrVoH1zjmOHj3qu960aRPt27dnwIABTJo06eQf4hQS6AyzIcBtAGbWAbgO6Az0AaYCHfPq5E2wzTOzUKC6t3ifcy49r/YiIiIiIsXt559/BjyzCPbs2UNYWBi9e/cmMjKS559/ni+++CLf/VzONGlpaSxatIhVq1YxZcqU42ZZZAkPD+fGG2/k9ddf9yXMwLMXzw8//FCSIYuInBYyMjKIi4ujY8eO3H777XTp0oWmTZsybdo0HnroIcC/JZnbtm1j3rx5dOzYkRo1arBr1y6eeOIJwsPD6dq1K+BJll1zzTV07NiRkSNHkpiYCEBwcDA1atQongctQwLZiwwgBvjZ+/56YL5z7iPgSQpxyqVzLt05txtoB5QLMAYRERERkZPy5ptvcuzYMQAaNGgAwA033ECVKlUwMy644AIGDBhQmiGWKWlpacyaNYsvvvgix6bUeenRowdhYWG+X7AA39JXERHxz6RJk0hISODVV18FIDo6mpkzZzJmzBg2bNjg93hhYWGsWLGCrl27cu6559Knz/+zd+dhVVXrA8e/L8ggkAOpgaaA8whOqWUqmoJW17LULMW0cuimhuPN1BxS85o22qhdM/VnWWll5dXCbNJrlkGKqTngrEgkCAoyrN8fB3YcGZSjgMD7eZ7z3L3XXmufd0NX4D1rvas/np6ebNmyhRo1agC2n5Fnzpxh5cqV+Pr6Wq9bbrls2qdMcHSXzBNAX2PMFhHZC0w1xnwoIo2A7caYK9oST0QSse2cebDQQSilrmu6S6ZSSqnrTV67ZPbs2ZPU1FREhC+//JL169fTuXNnbrzxxhKO9vq1du1awLbs0tW14M++s4v/e3p6kpycDNgSkp999lmRx6mUKp8K2kFRlQ3X9S6ZwBrg/0TkD+BGYH1We0ugMB8bFX5PV6WUUkoppa6BLVu2WHVabrjhBtzd3enTpw8Ab775Jl5eXtx9991UqVKlJMO87mR/ja7Efffdx7p166xkGcDnn39eFGEppZRS15SjSzLHAouA3UAPY0z2VhO+wOvXIjCl1JUTkX+KyCERSRGRX0SkUwF9h4iIyePlnqNPBRGZnXXPCyJyUESeERFH/81QSimlrjszZ860jkeOHGkdJyQksGbNGt555x1iY2NLIrRSpaAVK9WrV6dLly4A1mw0Ywy//fZbscSmlFJKOcqhP36zapAtMMY8aYz5NUf7S8aYJdnnIvKFiPgWcKtewHFHYlBK2YjIA8BLwBygFfA9sF5E6hQwLBFbgtt6GWNSclz/FzASGAU0ASYBE4HR1/wBlFJKqRKQlpbGxYsXrfNVq1axe/duwFawfvz48dx11100bNiwpEK87u3cuZNx48ZdtpZZnz59EBG7r/cDDzxQ1OEppZRSV6WoZ4t0Birmd9EY8wNQRUR8ijgOpcqyccA7xpglxpjfjTHh2DbleLyAMcYYcyrn65LrtwKfGmO+MMbEGGM+AjYCbYvmEZRSSqni9a9//cvu/MSJE9bOYq6uroSGhjJhwoSSCK3U2L59O7/++iurVq0qsF+tWrXo3bs3ABUq2CrC7Nmzh7S0tCKPUSmllHKUozXMCk1EvIHF2P7g/hwYA7wFPAIYEdkG3J+1e6ZS6gqIiCvQBph3yaWNwG0FDPUSkcOAMxAJTMs5WxT4ARgpIg2NMftEJAi4HQgvIBY3wC1H0w1X/iRKKaVU8UlLS7PbUey1114jLi6OqlWrWjXN1OX17t2bhIQE+vbtm+/XLTspFh4ezqeffmrtSJo9fv369XmOU0oppUpasSXMgAVAQ+B5oC/wEVAX6ARkAi9j+6Nf9+1W6spVw5b0On1J+2kgv5mbe4AhwE6gEvAk8KOIBBlj/sjq82+gMrBHRDKy3mOKMaagj5AnA9MdeQillFKqOLi4uODh4cH7779v1d3y9vamZs2a1KxZkwsXLrB27Vpq1KhBu3btcHFxKeGIr28VKlRg6NChAFy4cCHffh4eHnTo0IE77riDiIgIq33Dhg1FHqNSSinlqOJMmBETJfMAACAASURBVPUE+hpjtojIh8BJINQY8yOAiIwFPijGeJQqSy6ttit5tNk6GvM/4H9WR5EfgR3Y6pONyWp+ABgEPAREY9sB9yUROWGMWZZPDM8BL+Q4vwE4VrjHUEoppYqOu7s7nTt35u6777ba3njjDe644w4A4uPjGTBgAKmpqWzatIm2bbUSQWFkZmbi5JS74ouLiwvu7u78+9//Jjk5mRdeeIFPP/0UYwx79uyhcePGJRCtUkopVbDiTJhVJqvAvzHmtIikY0uaZTsB6J7dShVOHJBB7tlkNcg96yxPxphMEdkONMjR/Dwwzxjzftb5ThHxwzaLLM+EmTEmFbDWY4jIFT2AUkopVZxExK521oIFC7jnnntwc3Pj4sWLTJgwgR07dhAcHKw/y65QXFwczz77LDt27OC7777L9+vWpk0bADp27Iinpyepqak89NBD7NixozjDVUoppa5IURf9z+kP4G4AEekFpAAhOa6HAoeKMR6lSj1jzEXgF6DHJZd6AFuu5B5i+622JfYJbA9sS6VzyqB4/81QSimlrrn27dvbnfv7++PmZivBeeONNzJ79my+/PJLTZYVgjGGJUuW8MMPP1x2x0wAZ2dn6tWrB8Cvv/5qt3umUkopdb0o6hlmc4H4rOPngWUiEg7cjG251ysi0h7bH+b3YdvtTylVOC8Ay0XkZ2ArMByoA7wJICLvAceNMZOzzqdjW5L5B7YaZmOwJcyeyHHPdcAUETmCbUlmK2z///xPcTyQUkopVVSioqLszqdOnVpCkZQd1atX58UXX6Ru3bp06tTpsv1ffPFFDh48aJ3feuut/PLLL0UZolJKKVVoDs8WEZEwEflRRE5kLdVCRMJF5J7sPsaY54wxZ7OOVwLB2P6I72aM+RjbLJhUwAUYbox5zfFHUap8MsZ8gG33ymew7XjZGbjTGHM4q0sdwDfHkCrA28Dv2HbTrAV0Nsb8lKPPaGwbc7ye1W8Btl1tpxXdkyillFJF691337U7v/feewkMDARg+fLldjtnqsIZPnw43bt3v6KZeZUrVyYlJcU61yWZSilVcrZu3Uq3bt3w9PSkSpUqBAcH57mRS2pqKi1btkREys3PS4cSZiLyOLZZLV9i++PbOevSWWx/uOfJGPODMWahMWZr1vluY8xgY0zfAgqJK6UuwxjzujHG3xjjZoxpY4z5Lse1YGPMkBznY40xfll9axhjQrP/P5mjzzljTHhWv4rGmHrGmKlZS0CVUkqpUmn06NF25+PHjwfg7NmzjBgxglatWpWbPwKKUlpamrULaV4GDRrE+vXrueWWW6y2//xHJ7ErpVRx27p1Kz179iQkJISffvqJ7du3M2rUqDw3cJk0aRI1a9YsgShLjqMzzEYDw4wxc7DVNcr2M9DiqqNSSimllFLqGjLGcP78eevcz8+Pjh07ApCYmEjv3r1p3bo1QUFBJRVimbBs2TIaNGjAxo0b8+3j6upKz549+fHHH622kSNHFkd4Sil1XQsODmbMmDFMmjQJb29vfHx8mDFjBgCbN2/G1dXVrlbkwoULqVatGidPnsznjgUbO3YsY8aM4amnnqJZs2Y0aNCAvn37WrU9s61fv56NGzeyYMECh5+tNHI0YRYA/JpHeyrg6cgNRSRIRDIu31MppZRSSqnC+eCDD8jM/Hs/m0GDBlnLB+vUqcP777/Ptm3btNj/VYqMjOTw4cO8/vrrl+3r4uKCs7NtoUpaWhrp6elFHZ5SqpxLTk7O95Vzqfjl+l66ZDG/fo5YtmwZnp6ebNu2jfnz5zNr1iy++uorgoODCQ8PJywsjISEBKKiopgyZQqLFy/G19dWgWfu3Ll4eXkV+MpOuMXGxrJt2zZq1KjBbbfdxk033USXLl344Ycf7OI5ffo0w4YNY/ny5Xh4eDj0TKWVo0X/D2ErEn74kvZewO6riEd/Q1FKKaWUUtfcxIkT7c4HDhyYq0+FCkW9H1bZN2nSJPz8/Bg+fPhl+37zzTc4OzuTkWH7zLx///6sWbOmqENUSpVjXl5e+V678847+eKLL6zzGjVq2M1MzqlLly5s3rzZOvf39ycuLi5Xv4KWp+cnMDCQ6dOnA9CgQQMWLVpEREQEPXr0YPbs2Xz99dcMHz6c6OhowsLC6NOnjzV25MiR9O/fv8D716pVC8DafGXGjBksWLCAli1b8t5773HHHXewa9cuGjRogDGGIUOGMHLkSNq2bUtMTEyhn6c0c/S3gueB10TEHVuSq52IPAhMBh7La4CIXO6nX2Wg8P81KaWUUkopVYCtW7dy7Ngx67x169Y0adIEgK+++orWrVtz4403llR4ZYqvry/h4fmWNLbTokULa4YZwCeffFJUYSmlVKmRvRlNNl9fX2JjYwHbkvYVK1YQGBiIn58fL730kl1fb29vvL29r+h9smddjxgxgqFDhwLQqlUrIiIi+M9//sNzzz3Hq6++SmJiIpMnT77axyqVHEqYGWOWikgFYD7gAfwfcBx40hjzfj7D/gF8BZzO57pzPu1KKaWUUko5LOen72Bbjglw7tw5+vTpQ3p6OlFRUTRq1KgkwivTzp8/n+8SnmrVqjFs2DBeeeUVwDYTIzY2lho1ahRniEqpciQpKSnfazkT+ICVpMrLpUXxr+XMKxcXF7tzEbErKbBlyxYA4uPjiY+Px9Pz76pYc+fOZe7cuQXef/369XTq1Mlaxtm0aVO7602aNOHIkSMAbNq0if/973+5apq1bduWgQMHsmxZ2d670eF558aYxcBiEakGOBlj8v+vyeZ34GNjzDt5XRSRlsDdjsajlFJKKaVUXs6cOWMdiwgDBgwA4OjRozRo0ICUlBQaNmxYUuGVSfv27WP06NGkpqbaLVu61Pjx43n11VetZUtt27a1/lBTSqlrLWdyqaT6Xo0DBw4wduxYFi9ezOrVqxk8eDARERFWAq8wSzL9/f2pWbMme/futbu+b98+evXqBcArr7zC7NmzrWsnTpwgNDSUDz74gPbt21/LR7suOZQwE5EAoIIx5g9jTFyO9gZAmjEmJo9hvwCtgTwTZtg2DNCfjkoppZRS6pr5/PPP7T6Z7969u92n6jt27CA+Pl6L/V9jHh4ebN68mczMTPbt25dvQrJOnToMHjzYmqVw9OjR4gxTKaVKjYyMDMLCwggJCWHo0KH06tWLFi1asHDhQqtOZ2GWZIoIEydOZPr06QQFBdGyZUuWLVvGnj17+OijjwDbv9E5ZdeAq1evHjfffPM1fLrrk6O7ZL4L3JZHe/usa3kZCUzM5xrGmN+NMQEOxqOUUkoppVQujz76KGBbPjN16lSeeOIJu+siovXLisDNN9/M0qVLC0yWZZs0aZLd+bx584oyNKWUKpXmzJlDTEwMb7/9NgA+Pj4sWbKEqVOnEhkZ6dA9w8PDmTx5MmPHjiUoKIiIiAi++uor6tWrdy1DL7XEkV0bRCQRaG2M2X9Je33gZ2NMlWsUn1KqlBKRSkBCQkIClSpVKulwlFJKlUMXL1606q5UrVqV+Ph461p0dDSNGzfOVbNGlYx7772XTz/9FLDVEUpPTy/hiJRSpVVKSgqHDh0iICAAd3f3kg5HFYGCvseJiYlUrlwZoLIxJvFq3sfRGWYGuCGP9spcpni/iDQQkYdF5F8iMinruIGDcSillFJKKZWnDh06WMcLFy60jpOSkrj11lvx9/fXelnF5K+//irw+lNPPWUdZ2Rk4MiH+koppdS15GjC7HtgsohYybGs48nAD3kNEJHKIvIpsBd4CXgEeCzreI+IfJI1I0UppZRSSqmr9uuvv1rHVatWtWYtRUdH4+Ligru7O7Vr1y6p8MqNyZMnU6tWLX788cd8+3To0MFup7YJEyYUR2hKKaVUvhxNmE0CugF7RWSpiCzFlgjrTP51yl4FAoBbjTFVjTGNjDENjTFVsdVDC8jqo5RSSiml1FXZt2+f3fljjz1mFf9v3749x48fZ926dVrsvxj8+eefXLhwgdWrVxfY74UXXrCO33rrraIOSymllCqQQ7tkGmN2i0ggMAoIAi4A7wGLjDHx+QzrDYQaY7blcb9tIjIC+K8j8SillFJKKZVTt27drONHHnmE2rVr4+rqarW5u7vTuHHjkgit3JkyZQr33XcfoaGhBfYLCQnBzc2N1NRUkpOTOXfuHDfckFcVGKWUUqroOZQwAzDGnACeLuwwB68ppZRSSil1xY4fPw7Ydsd85513rPb4+Hi8vb1LKqxyyc/PDz8/v8v2ExH+/e9/Ex4eDkDnzp3tltUqpZRSxcnRJZmISBURCRGRQSIyOOcrnyHrgMUi0jaPe7UF3gQ+czQepZRSSimlAJ5//nnr+MEHH7SOz58/T7169QgODiY2NrYkQiv30tPTC/zajxo1ylomu2vXruIKSymllMrFoYSZiPwDOAKsBxYBL+d4vZTPsNHACeAnEYkXkT0i8ruIxAPbgJPAGEfiUUoppZRSKtu0adOs4wEDBljF/rds2UJiYiJHjhyhWrVqJRVeufX999/TqFEjhg4dmm8fZ2dn/vWvfwG25NrRo0eLKzyllFLKjjiyZbOI7AO+BJ42xpwv5NjGwK2AT1bTKWCrMWZPoQNRSl23sna9TUhISKBSJd0AVymlVPG5tJD/77//btUrO3r0KDExMXTq1KkkQivXDhw4QKNGjfD29mb37t35Ji0zMzOpUKECxhi6detGREREMUeqlCrNUlJSOHToEAEBAbi7u5d0OKoIFPQ9TkxMpHLlygCVjTGJV/M+jtYwqwW8UthkGUBWYkyTY0oppZRS6pp75JFH7M7btm1rV9y/du3a1K5du7jDUkC9evX47LPP6NKlC56envn2c3Jy4sYbbyQuLo5NmzaRmZmJk5PDlWSUUkophzj6k2cDkKsW2ZUQkZtFxCuPdhcR6exgPEoppZRSSrF8+XK784EDBwKQkZFREuGoS9x5550FJsuy3X///dbxrFmzijIkpZRSKk+OJsy+AJ4XkRkicr+I9M75ymuAiPiKyE/AYeCsiCy7JHHmDXzjYDxKKaWUUqqcS0tLs+qVgW2m0oABA0hJSaFu3boMHz6chISEEoxQ5bR///58r73xxhvW8bx584ojHKWUKnfefvttgoODqVSpEiLC2bNn7a7HxMTw6KOPEhAQQMWKFalXrx7Tp0/n4sWLdv02bNhAhw4duOGGG6hevTr3338/hw4dKs5HKRKOJswWA7WBZ4APgU9yvNbmM2YekAG0B3oCTYHNIlI1Rx/Ja6BSSimllFKXM2DAALvz7t274+PjwxdffMGRI0fYsGEDXl65FjqoYpaRkUHv3r1p0KABv/76a559RARXV1cAUlNTizM8pZQqN86fP0/Pnj15+umn87y+Z88eMjMzeeutt4iOjubFF1/kzTfftOt/8OBB7rnnHrp160ZkZCQbNmwgLi6O++67r7geo8g4lDAzxjgV8HLOZ1h34EljzM/GmK+B24FjwCYR8c6+tSPxKKWUUkop9csvv9idDxo0CID77ruPb7/9lpdffhln5/x+VVXFxdnZmRtuuAFnZ2d+/PHHfPvl3O108ODBxRGaUkqVqODgYMaMGcOkSZPw9vbGx8eHGTNmALB582ZcXV35/vvvrf4LFy6kWrVqnDx50qH3Cw8P56mnnqJDhw55Xu/ZsydLly4lJCSEunXr0rt3byZMmMCaNWusPjt27CAjI4PZs2dTr149WrduzYQJE4iKiiItLc2huK4XV109U0SudNuJysBf2SfGmFSgLxCDbSlmjauNRSmllFJKlU9paWkcPnzYOvfw8KBPnz6AbbZS586duffee0sqPHWJOXPmsGfPHkaNGpVvn6lTp1rHl9amU0opRyQnJ5OcnIwxf8/VuXjxIsnJyblms2b3zczMtNrS0tJITk4mJSXlivo6YtmyZXh6erJt2zbmz5/PrFmz+OqrrwgODiY8PJywsDASEhKIiopiypQpLF68GF9fXwDmzp2Ll5dXga+cCTdHJCQk4O3tbZ23bdsWZ2dnli5dSkZGBgkJCSxfvpyQkBBcXFyu6r1KmkMJMxFxFpFpInIcSBKRulntz4rIo/kMOwgE5mwwxqQD/bKufe5ILEoppZRSSk2aNMnu/J577tHll9cxf39/6tevf9l+2csygVw1c5RSqrCyk0ZxcXFW2/PPP4+Xl1euBH6NGjXw8vLiyJEjVttrr72Gl5cXjz5qn/bw9/fHy8uL33//3Wp79913HYoxMDCQ6dOn06BBAwYPHkzbtm2JiIgAYPbs2Xh7ezN8+HAGDhxIWFiY9eEQwMiRI4mMjCzw1batQ/s3AnDgwAFeffVVRo4cabX5+/uzceNGnn76adzc3KhSpQrHjh3j/fffd/h9rheOzjCbAgwBJgE5f3LtBB7LZ8x6YPiljTmSZpEOxqKUUkoppcq5l19+2e580KBBpKamctttt/H8889z4cKFEopMXU5cXBxHjx7N89qqVaus4+7duxdXSEopVWICA+3mGeHr60tsbCxg+xBhxYoVfPzxx1y4cIGXXnrJrq+3tzf169cv8FWxYkWH4jpx4gQ9e/akX79+PPbY32mfU6dO8dhjj/Hwww+zfft2vv32W1xdXenbt6/dTL7SyNGE2WBguDFmJbZC/tl+AxrnM2YKtsRYLllJs/uAug7Go5RSSimlyqk//vjD7pfyatWq0aNHDz755BO2bt3Kyy+/XOqXhZRVq1atwt/fn3HjxuV5PWfR6K1btxZXWEqpMiopKYmkpCSqVatmtU2cOJGkpCQWLVpk1zc2NpakpCTq1KljtT3xxBMkJSXxzjvv2PWNiYkhKSmJJk2aWG1DhgxxKMZLf16JiN1Szy1btgAQHx9PfHy8Xd+iWpJ54sQJunbtyq233srbb79td+21116jUqVKzJ8/n1atWtG5c2dWrFhBREQE27ZtK/R7XU8qODiuFpDXPtBOQJ6/jWQlxRLzu6ExJgM4nN91pZRSSiml8jJ27Fi78wEDBuDi4sJdd93FkiVLEBEqVHD0115VlJo3b05ycjIxMTGkpKTg7p67PHLt2rU5evQo6enpJCcn4+npWQKRKqXKgrz+/XB1dbVb/l1QXxcXlzw/gMmv77V24MABxo4dy+LFi1m9ejWDBw8mIiICJyfbXKiRI0fSv3//Au9Rq1atQr3n8ePH6dq1K23atGHp0qXWe2U7f/58rg11ss9zJvpKI0d/c4gGOpE7wdUPyHtvaKWUUkoppYrAN998Y3eevTtmXnVm1PWlRYsW/PTTT7Rt2xYRybPPqlWruP322wFo3bo1e/fuLc4QlVLqupCRkUFYWBghISEMHTqUXr160aJFCxYuXMjEiRMB25LMnAX5L+fUqVOcOnWK/ftt86F27tzJDTfcQJ06dfD29ubEiRMEBwdTp04dFixYwJkzZ6yxPj4+ANx11128+OKLzJo1iwcffJBz587x9NNP4+fnR6tWra7hV6D4OZowmwksF5Fa2GaV3ScijbAt1bz7WgWnlFJKKaVUQXbt2sX58+cB2yfrzZs3p127diUclSqMW265pcDrHTt2tI737dtX1OEopdR1ac6cOcTExLBu3TrAlrBasmQJ/fv3p0ePHrRs2bLQ93zzzTeZOXOmdd65c2cAli5dypAhQ9i4cSP79+9n//793HzzzXZjs0shdOvWjf/7v/9j/vz5zJ8/Hw8PD2699Vb++9//Olwv7XohjhZhE5FQ4GmgDbak2Q5gljFm47ULTylVWolIJSAhISGBSpUqlXQ4SimlyqjatWtz7NgxAKKjo2natCkXL15kyJAh9O/fn3/84x+5loqo4nH+/Hl+++03oqKiiI6Opnv37vTu3Tvf/unp6WzdupVOnTrlula5cmUSE23VXY4fP07NmjWLLG6lVOmWkpLCoUOHCAgIyHOZtyr9CvoeJyYmUrlyZYDKxph8y4JdCYcTZkopVRBNmCmllCoOOZfxZf9e+/HHH9O3b198fHw4cuSIFvwvYsYYjh07RlRUFIGBgVaB7CVLljBs2DCrn7u7O/v378+zfk5SUhJt27Zl37597N69m8aN7fcR27lzp7VzXPPmzdm5c2cRPpFSqjTThFnZV1wJs2KpfioigZfvZWOM+a0oY1FKKaWUUmXDf//7X+vY09OTDRs2EBoaSps2bZg0aRLVqlXTZNk1dvHiRXbt2kVUVJTd66+//gLg9ddf5/HHHwegZcuW+Pj4EBQURExMDHv37mX27Nm88cYbue7r5eVF48aNOXPmDH/88UeuhFmLFi0QEYwxREdHF/2DKqWUKvccSpiJyF9AXlPTDJCCbQfNd40xS7PaI7OuST7jctI580oppZRS6rIefvhh6zg5OZm9e/cSGhqKv78///73v0swsrLh9OnTREVFUatWLZo1awbAli1b6Nq1a66+FSpUoHHjxri5uVltbdq04eTJkwB89913dOnShSVLljBx4kTq1q2b6x6LFi2icuXK3HDDDXnG07p1a3755ReMMRw+fBg/P79r8ZhKKaVUnhydYTYLmAKsB37Clgi7BegJvAYEAG+ISAVjzOKs82ytgAXA88DWrLZbgfHAJAfjUUoppZRS5UxsbCxgW5b5zDPP8MADD5RwRKVTRkYGe/bsyTVr7NSpUwCMGzeOhQsXAhAUFIS3tzeBgYG0bNmSoKAggoKCaNq0qV2yDOyXy3bu3JnQ0FA2bNjAzJkzWbZsWa44Li0ofakvvvjC2pXtH//4B7/9pgtTlFJKFR1HE2a3A1ONMW/mbBSREUCIMeZ+EfkNGAMsNsYcztHnQ2CMMebLHEN/E5GjwLPAJw7GpJRSSimlyom1a9dax126dGHGjBmkpaXx9NNPM3DgQGtGlLJ39uxZoqKicHNzo0OHDgCcOnWK5s2b5+orIjRo0ICqVatabVWrViUuLs4uGXalZs+ezY033si0adMu2zcyMpKqVavazSK76aabrGWZWsNMKaVUUXOo6L+IJAEtjTH7L2mvD0QaY7xEpB7wmzHG85I+F4DWxpjfL2lvAuwwxpTufUeVUoAW/VdKKVW0vLy8SE5OBmwJn5tuuolPPvmEPn36UKNGDY4fP06FCsVSrve6ZIzhwIED1myxyMhIoqKiOHLkCAC9e/fm008/tfrWrVuXmjVrWjPGgoKCaNGiBZ6engW9TZGYO3cuU6ZMYciQISxdutTuWocOHdi2bRtgS/5lFXZWSimLFv0v+673ov/xwD+AFy9p/0fWNQBP4FweY38HporIo8aYFAARcQOmZl1TSimllFKqQNnJMhFh+/bt3H333dSqVYs+ffrQtGnTcpUsS05OZufOnSQnJ3PHHXcAkJmZSVBQEOfPn8/V38/PD19fX+tcRDh48KBDs8auRnp6ep7fp+7duzNt2jQyMzMxxtjFtXnzZipWtH2+PmLECN5///1ii1cppVT54uhvEs9iq1HWFVsNMwO0A+4ERmb16QF8m8fYkcA64KiIRGW1BWXd424H41FKKaWUUuXE4sWLrWNjDKtWreLuu+/mlltuYc2aNTiygqK0OHr0qDVbLPu1f/9+jDE0bdrU2kHS2dmZdu3ace7cOYKCgqx6Y4GBgVSpUiXXfYszWXb06FGeeuopzp49yxdffJHrert27YiJiaF27dq5rrm7u1O7dm2OHj1qtyxXKaWUutYcSpgZYxaLyG5gFHAftqL/e4AuxpgtWX0W5jP2JxEJAAYBjbPGfgD8nzEm2ZF4lFJKKaVU+REeHm53PmjQILvz4p4pVRRSU1OJjo7m2LFj9O7d22q/88472bVrV67+Pj4+1K1bl8zMTJycnADYtGnTdfm1SEtLY/Xq1aSnp/P999/TqVOnXH3ySpZlu/POO3nrrbe4ePEimzdvJjg4uAijVUopVV4VuoaZiFQABgIbjDGniiQqpVSppzXMlFJKFZWcSaDq1atz5MgRli9fTr9+/fKcPXW9i42NzTVr7PfffycjIwN3d3fOnTtnLV0cOnQoP//8s90OlUFBQdSoUaOEn6JwHn/8cd58801uv/12vvvuu3wTe/Hx8Xz33Xfce++9VtuZM2es5/X29ubPP/8slpiVUqWD1jAr+4qrhplTYQcYY9KBNwC3y/XNj4iEicgPInJCRPyy2saKyD2O3lMppZRSSpV9r732mt35gAED+Prrrxk+fDiBgYFkZmaWUGSXl56eTnR0NO+//77dstERI0YQGhrKpEmTWLlyJbt27SIjIwNvb29uvfVW/vrrL6vvf/7zH3bu3Mny5cuZMGECPXr0KHXJMoCpU6fi7u7ODz/8wIYNG/Lsc/z4cfz9/enXrx+HDx+22qtXr24dx8fH5zVUKaXUZcTHxzN69GgaNWqEh4cHderUYcyYMSQkJNj1E5FcrzfffNOujzGGBQsW0LBhQ9zc3KhduzZz584tzscpEo7WMNsGtAIOX67jpUTkcWAW8BK2Qv/OWZf+AsKBTx2MSSmllFJKlXHTpk2zOx80aBCxsbE0a9aM0NBQazliSTt79myuWWPR0dGkpqYCcNttt1GnTh0AWrduze7du+1mjLVs2ZJatWrlmnl1PS6xdEStWrUYNWoUCxYsYMqUKYSGhuZ6tlq1atGuXTvi4uKIi4vDz8/PutaxY0d+/PFHgHyXdSqllMrfiRMnOHHiBAsWLKBp06YcPnyYkSNHcuLECT766CO7vkuXLqVnz57W+aU7FD/55JNs3LiRBQsW0KJFCxISEoiLiyuW5yhKhV6SCSAi/YB52HbJ/AWwqz1mjPmtgLG7gaeNMZ+IyDkgyBhzUESaA5uNMdUKHZBS6rqjSzKVUkoVhYoVK5KSkgJA/fr12bdvHyKCMYbU1NRiX36TmZnJwYMHiYqKokePHtbPvIkTJ7JgwYJc/b28vAgMDOTNN9+kRYsWALl2giwv4uLiqFu3LufOneOjjz7i/vvvz9Xnzz//pGrVNj/t9gAAIABJREFUqrkSocnJyXh5eQFQpUoVu1l4SqnyrTQvyQwODiYwMBB3d3eWLFmCq6srI0eOZMaMGWzevJmQkBAiIiKsDwkWLlzIc889x86dO+12P3bUhx9+yKBBg0hOTrZKAYgIa9eutVsan9Pvv/9OYGAgu3btolGjRlcdw5UoriWZjs4w+yDrf1/J0WawFfA3/D1rLC8BwK95tKcCng7Go5RSSimlyridO3dayTKwzS7LTjSJSJH/YXT+/Hl+++03a8ZYZGQkO3fuJCkpCbAV2e/atSsALVu2xM/Pz26HyqCgIAICAnIlf8pjsgygWrVqjBs3jpkzZ/Lyyy/nmTC78cYb8xzr6fn3nw1nz54tshiVUmVLcnLh9xl0c3Ozkkfp6emkpqbi5ORExYoVL3vfnP9WXally5Yxbtw4tm3bxtatWxkyZAgdO3akR48ehIeHExYWRlRUFDExMUyZMoVVq1ZZybK5c+dedink+vXr852Vmz3ZIft5s40aNYrHHnuMgIAAHn30UYYPH279LFu3bh1169bl888/p2fPnhhj6N69O/Pnz8fb27vQz389cTRhFnAV73kIaEnu5Zy9gN1XcV+llFJKKVWGPfroo3bnAwYMYNOmTQQHB1/TpZjGGI4dO0ZkZCQtW7a0dmxcvnw5I0eOzNXfzc2N5s2bk56ebrU99NBDDBw48JrFVFaNGzcONzc3Ro0aVWC/jIwMPvzwQ26//XZuvvlmwLYz6KlTtj3I9u/fT/369Ys8XqVU6ZY9M7UwVq9eTb9+/QBYu3Yt/fv3p0uXLmzevNnq4+/vn+cSREdW9AUGBjJ9+nQAGjRowKJFi4iIiKBHjx7Mnj3bqtsZHR1NWFgYffr0scaOHDmS/v37F3j/WrVq5dn+559/8uyzzzJixAi79meffZY77riDihUrEhERwfjx44mLi2Pq1KkAHDx4kMOHD/Phhx/y3nvvkZGRwdixY+nbty+bNm0q9PNfTxxKmBljCl27LIfngddExB3bjLR2IvIgMBl47Cruq5RSSimlyrDt27dbx+3bt+fQoUP06tWLtm3b8tNPPzk0U+vixYtER0fnqjeWvcTv7bffZtiwYYBt1piPj49dnbGgoCAaNmyY69P48jprrLAqVarE5MmTL9vvscce49133+WJJ55g0aJFAGzdupWAANvn+KGhoRw4cKBIY1VKqeIQGBhod+7r60tsbCwArq6urFixgsDAQPz8/HjppZfs+np7ezs0qysxMZG77rqLpk2bWsm6bNmJMbD9HASYNWuW1Z6ZmUlqairvvfceDRs2BOCdd96hTZs27N27t9iWaRYFR2eYISJhwEhss81uNcYcFpFw4JAxJt/C/caYpSJSAZgPeAD/BxwHnjTGvO9oPEoppZRSqux6/337XxMHDhzIiRMnqFy5Mh07dryiBNXp06eJiori5ptvpmnTpoCtYHz37t1z9a1QoQKNGzfG1dXVamvXrh0nT568yidR+THGEBMTYyXBcgoLC+OTTz6xZvuBbUZHtkOHDhVHiEqpUi57CX1huLm5Wcd9+vQhKSkp16zmmJiYqw3N4uLiYncuInY7QG/ZsgWw7XIZHx9vt+zTkSWZ586do2fPnnh5ebF27dpc73+pDh06kJiYyOnTp7npppvw9fWlQoUKVrIMoEmTJgAcOXKk/CXMLtnpcgp/1yw7yxXsdGmMWQwsFpFqgJMxJtaROJRSSimlVPnw4osvWsfOzs488MAD1KhRgwEDBnDhwgW7vhkZGezZs8duxlhkZCSnT58GbAX558+fD0BQUBDe3t52O1QGBQXRtGlTuz+SQGeNFaXDhw9z//33c/z4cQ4cOICHh4fd9a5du3L06NFcy6maNWtGdHQ0xphSP5NBKVX0HKkpllOFChVyzSi+Fve9UgcOHGDs2LEsXryY1atXM3jwYCIiIqwEXmGXZCYmJhIaGoqbmxufffbZFdUC/fXXX3F3d6dKlSqAbdfi9PR0Dhw4QL169QDYt28fgN3uxqWRozPMRgPDsna6fCpH+89A7u2AchCRTcB9xpizxpi4HO2VgE+MMd0cjEkppZRSSpVRkZGR1nFISAg1atQAbJ/Eb9++HXd3d9q3bw/AsWPHaN68ea57iAj169fP3j0LsBWej4uL02RYCfP19eXPP//k1KlTvPbaa0ycONHuuojkWXvos88+s/5A69atG8ePHy+WeJVSqrhlZGQQFhZGSEgIQ4cOpVevXrRo0YKFCxda/2YWZknmuXPnCAkJ4fz586xYsYLExEQSE22bSlavXh1nZ2fWrVvHqVOnuPXWW6lYsSLffPMNU6ZMYfjw4daHSt27d6d169Y88sgjvPTSS2RmZvLEE0/Qo0cPu1lnpdHVFP13dKfLYMA1j3Z3IO+tGpRSSimlVLm1ZcsWLl68CNiKD/ft25dDhw7h5+dHjx49+Pbbb+nTpw9r1qwBoE6dOtSpU4ebb77ZbtZYixYt8pwFoMmykufq6sqMGTMYMmQI8+bNY/jw4XaJzZx27txJZGQkYWFh1K1b12o/ceJEcYWrlFLFbs6cOcTExLBu3TrAtvHJkiVL6N+/Pz169LDqi12pX375hW3btgHk2jTl0KFD+Pv74+Liwuuvv864cePIzMykbt26zJo1iyeeeMLq6+TkxLp16xg9ejSdO3fG09OTXr16sXDhwqt84pInjuzaICK7gcnGmE9F5BwQZIw5KCJjgIeNMW3yGJNduS4S6AbE57jsDPQERhhj/AsdkFLqupM1azQhe2tipZRSylHVq1e3dh9LS0tj8+bN9OjRg/bt27Nt2zYqVqzIkCFDeP31160xxhhNhJUyGRkZNG/enD179jB9+nRmzJiRq09kZCStWrXC3d2dQ4cO4ePjQ9WqVTl79iwAsbGxVK9evZgjV0pdT1JSUjh06BABAQFXtMRQlT4FfY8TExOzP3CpbIxJvJr3cXT/7eydLh/g750upwBzs67lJRLbrDQDbMo6z379AkzFVhdNKaWUUkopS3ayTESoUKGCtSPm3r17AXjqqafskmXZfVXp4uzszLPPPgvAwoULre97TkFBQdx222307t3bmnW4adMm63rv3r2LJ1illFJlnkNLMh3c6TIAW3LtINAOOJPj2kUg1hiT4Ug8SimllFKqbMreDQzAw8OD48eP8/TTT+Pu7s748ePx9vYmPDy8BCNU19J9991Hq1at+PXXX5k3bx4LFtiXRxYRNm3aZLchQ6tWrazj7du3F1usSimlyjZHZ5hhjFlsjPEDagA+xpjaxph3Cuh/2BgTY4xxMsb8nHWe/TqpyTKllFJKKXWpvn37WscuLi7cdNNNpKWlWTPKJk6cqEv/yxAnJyfmzJkDwNatW8nMzMzV59LdSwEaNGgA2JZ1XrprqlJKKeUIhxJmIjJdROoBGGPijDGxDtyjqYj0FJHeOV+OxKOUUkoppcqmkydPAraZRR9//DEXL15k1apVHDhwgBo1ajB69OgSjlBdaz179mTDhg18//33ODnl/+fK2bNnefbZZzlz5gwff/yx1X733XcXR5hKKaXKOEd3ybwfeEZEtgMrgA+MMWcuMwYAEakLrAVaYKtnll1gInv3AWcHY1JKKaWUUmXIrl27rOMOHTrg5OREzZo1GTZsGIsWLcLDwyPPXS9V6SYihISEXLZf3759iYiIIDk5mXnz5lntmzdvLsLolFJKlRcOzTAzxgQCgdiK948DjovIlyLykIh4XGb4y8Ah4CbgPNAM6Az8DAQ7Eo9SSimllCp7ciZN/vvf/7JmzRoSEhI4d+4cTzzxBEOHDi3B6FRxSEpK4tNPP83z2pNPPkmzZs3o0KEDAP7+/gBkZmbmuZRTKaWUKgwxxly+1+VuItIReAjoB7gbY/ItJCEicUA3Y8xvIpIAtDPG7BWRbsBCY0yr/MYqpUoPEakEJCQkJGhtGaWUUg7JudNlZGQkjRo14ttvv8Xf359GjRqVYGSqOPz11180adKE2NhYdu7cSbNmzeyuG2MwxljLNg8cOED9+vUB2y6b48aNK/aYlVIlLyUlhUOHDhEQEIC7u3tJh6OKQEHf48TERCpXrgxQ2RiTeDXv43DR/0skAxew7Xbpcpm+zkBS1nEcUDPr+DCgv/kopZRSSiliYmLszr28vHj99dcZM2YM+/btK5mgVLGqWrUqHTt2xBjDtGnTcl0XEbsaZ/Xq1aNixYoAuXbXVEoppQrL4YSZiASIyBQR2Y1tOWVrYAbgc5mhu7At5wTYBkzKmqH2DHDQ0XiUUkoppVTZ0bVrV+u4TZs21KhRg3nz5rFv3z5Onz5dgpGp4vTss88iIqxdu5bt27fn2SczM5OPPvqIt956y5phdvLkSa7FShqllFLll6O7ZG4F9mNbgrkU8DPGdDPGLDHGJFxm+Owc7zsV8AO+B+4ExjgSj1JKKaWUKltyzjDr3Lkz9evX58yZM9SrV4+HH3645AJTxapp06aEhYUBMHXq1Dz7bNy4kX79+jFx4kT++c9/Wu0PPPBAscSolFKlVXBwMCJi9xowYIBdnzlz5nDbbbfh4eFBlSpVct0jKiqKBx98kNq1a1OxYkWaNGnCyy+/XFyPUKQcnWH2DRBojGlpjHneGHP8SgcaYzYYY9ZkHR80xjQFqgE1jDGbHIxHKaWUUkqVEX/99Zfd+ZEjR4iNjQVg+vTpuLhcrgKIKkumT59OhQoV2LhxI99++22u6yEhIXTu3Jnw8HAeeughq33t2rXFGaZSSpVKw4YN4+TJk9brrbfesrt+8eJF+vXrx+OPP57n+F9++YXq1auzYsUKoqOjmTJlCpMnT2bRokXFEX6RquDIIGPM01f7xiJSH6gHfGeMiZecVV2VUkoppVS51adPH+u4Q4cONGjQALDtgpgzIaLKh7p16zJs2DDeeOMNpkyZwvfff2+3IYSTkxObN2+22jw9PUlOTiY9Pb2kQlZKKYcEBwcTGBiIu7s7S5YswdXVlZEjRzJjxgw2b95MSEgIERERdOrUCbBtcPLcc8+xc+dOfH19HXpPDw8PfHzyr6w1c+ZMAN599908rz/yyCN253Xr1mXr1q2sWbOGUaNGORTT9cLRJZnOIvKoiPyfiHwtIptyvi4z9kYRiQD2AV8C2d/VJSKy0JF4lCrvROSfInJIRFJE5BcR6VRA3yEiYvJ4uV/Sr5aIrBCRP0XkvIhEikibon8apZRS5d3+/fut40cffZTXX38dgPnz5+Ps7FxSYakSNHXqVDw8PLj55ps5f/58rus5E2jPPPOMdZxziaZSSpUGy5Ytw9PTk23btjF//nxmzZrFV199RXBwMOHh4YSFhZGQkEBUVBRTpkxh8eLFVrJs7ty5eHl5Ffj6/vvv7d5v5cqVVKtWjWbNmjFhwgTOnTt31c+QkJCAt7f3Vd+npDk0wwx4GRgCfIGtiH9hKmq+CKQBdYDfc7R/kHVtvIMxKVUuicgDwEvAP4EfgRHAehFpaow5ks+wRC7ZldYYk5LjnlWz7vUN0AuIxTYj9Ow1fwCllFIqh4yMDI4ft1X7cHJy4vz58yQmJhIYGMj9999fwtGpklKzZk0OHTpEjRo1Cuy3e/du9uzZY52/9dZbVsJVKaWSk5MLPcbNzY0KFWypk/T0dFJTU3FycrJ25S3ovp6enoV+v8DAQKZPnw5AgwYNWLRoEREREfTo0YPZs2fz9ddfM3z4cKKjowkLC7OblT1y5Ej69+9f4P1r1aplHQ8cOJCAgAB8fHzYtWsXkydPJioqiq+++qrQcWfbunUrq1ev5osvvnD4HtcLRxNmA4D+xpgvHRgbAoQaY45dsgrzD2wbACilCmcc8I4xZknWebiIhAKPA5PzGWOMMacKuOe/gKPGmKE52mKuOlKllFLqMhYu/HvBQbt27di0aRPPPfcct912G05ODm/wrsqAyyXLjDE88MAD7Nq1CxHBGENmZmYxRaeUKg28vLwKPWb16tX069cPsNVG7N+/P126dGHz5s1WH39/f+Li4nKNdWS33sDAQLtzX19fq46nq6srK1asIDAwED8/P1566SW7vt7e3oWa2TVs2DDruHnz5jRo0IC2bduyY8cOWrduXejYo6Ojueeee3jmmWfo0aNHocdfbxz9reMitl0yHeEJ5J5HbSv8n+rgPZUql0TEFWgDbLzk0kbgtgKGeonIYRE5JiKfi0irS673Bn4WkQ9FJFZEfhWRYXndKEcsbiJSKfsF3FDY51FKKaWmTJliHVeqVIlPP/2UPXv20Llz5xKMSl1PDh48yKRJk3LVKBMRxowZw4MPPmj3h9qSJUsuvYVSSl23Lt3YRkTskv9btmwBID4+nvj4eLu+jizJzKl169a4uLjwxx9/FDru3bt3061bN4YNG5bvrsaljaMzzBYCT4rIKFP4lOl3wGBgWta5EREnYCK25V9KqStXDXAGTl/SfhrIr3LjHmxLqncClYAngR9FJMgYk/0vY11sM9ReAOYC7YBXRCTVGPNePvedDEx38DmUUkopALskyLRp02jWrBkPPPBACUakridpaWl07NiRU6dO0bRpU4YMGWJ3fdiwYdaMiezVLFOmTOGxxx4r7lCVUtehpKSkQo9xc3Ozjvv06UNSUlKuGc8xMTFXG9oVOXDgAGPHjmXx4sWsXr2awYMHExERYcVT2CWZl4qOjiYtLa3QGwhER0fTrVs3Hn74YebMmVOosdczRxNmtwNdgV4iEo2tJpnFGHNfAWMnAptFpC3gCswHmgHeQEcH41GqvLs0cS15tNk6GvM/4H9WR5EfgR3AaGBMVrMT8HOOHXF/FZFm2JJo+SXMnsOWYMt2A3CsEM+glFKqnMu5A5e/vz933nknr776Ku3bty+5oNR1xcXFhfHjxzNx4kRmzJjBgw8+aPfH7KV909LSrKVMSinlSE2xnCpUqGDVM7uW970SGRkZhIWFERISwtChQ+nVqxctWrRg4cKFTJw4ESjckswDBw6wcuVK7rzzTqpVq8bu3bsZP348rVq1omPHv1MzR44cIT4+niNHjpCRkUFkZCQA9evXx8vLi+joaLp27UpISAjjxo3j1Clb5R9nZ2eqV69+jb8KxcvRJZlngbXAt0AckHDJK1/GmN1AIPAT8BW2JZprgFbGmAMOxqNUeRUHZJB7NlkNcs86y5MxJhPYDjTI0XwS2H1J19+xbdaR331SjTGJ2S/g6rdXUUopVa48//zz1vGxY8c4d+4ctWvXLsGI1PXoiSeewNfXl8OHD+e73PLMmTMEBARY56tWrSqu8JRSqkjMmTOHmJgY3n77bQB8fHxYsmQJU6dOtZJYheHq6kpERAShoaE0atSIMWPGEBISwtdff223I/UzzzxDq1atmD59OklJSbRq1YpWrVrx888/A/Dhhx9y5swZVq5cia+vr/W65ZZbrs2DlyBxpAidw28mUgGYAvzHGHO02N5YqTJMRLYBvxhj/pmjbTfwqTEmv6L/OccLtgT2TmPMI1lt/wfUNsZ0ytHvRaC9Maag2mg571sJSEhISKBSpUqFeiallFLlU/YSOk9PT5KTk2nfvj3/+9//LjNKlUdvvPEG//znP/Hx8eHAgQN4eHhY14wxBAQEcPjwYavN3d2dCxculESoSqlilpKSwqFDhwgICMDd3b2kw1FFoKDvcWJiIpUrVwaonDWRw2FXtdWQiFQXkdtFpKOIXHaunTEmHduSTOfL9VVKXbEXgMdE5BERaZKV2KoDvAkgIu+JyHPZnUVkuoiEikhdEWkJvAO0zO6f5UWgg4g8LSL1ReQhYDjwWnE9lFJKqfJl8eLF1nFycjJA9i+8SuXy6KOP4u/vz6lTp1i0aJHdNRFhwIABtG3b1mpLSUkp7hCVUkqVcg4lzETEU0T+g23Z1nfA98AJEXlHRDwKHs3XQLAj76uUys0Y8wEQDjwDRAKdgTuNMdkfq9YBclZtrAK8jW2J5UagFtDZGPNTjntuB/oADwK7sG3SEW6MWVm0T6OUUqq8GjNmjN159erV7XbMVConV1dXZs6cCcC8efNISLCvCjN79my2b99Oo0aNrLYdO3YUa4xKKaVKN4eWZIrIW0B3YBTwY1bz7cArwFfGmMcLGDsCmAGsBH4BknNeN8Z8VuiAlFLXHV2SqZRSqjCyl2Nm++mnn8pE/RNVdDIyMrj99tsJDQ1lwoQJeHl55epz9uxZqlatCkDDhg3Zu3dvcYeplCpmuiSz7CuuJZmO7pJ5P9DXGLM5R9uXInIBWI1tJ738vJH1v+PyuGbQ5ZpKKaWUUuVKduHgbL1799ZkmbosZ2dntmzZkivZmpOXlxcigjGGP/74oxijU0opVdo5mjDzIO8d+GKzruXLGHNVddOUUkoppVTZcv/991vH48ePJywsrASjUaVJQcmyjIwMmjRpQvaKGmMMhw8fxs/Pr7jCU0opVYo5mrzaCswUEWvum4hUBKZnXVNKKaWUUuqKHD369+bpCxcuZOHChSUYjSqNIiIiCA4O5tixY1abs7MzHTp0oEqVKlbb4MGDSyI8pZRSpZCjCbNw4DbgmIhEiMjXwFGgI/BkXgNEpJuI7M6qa3TptcoiEi0inR2MRymllFJKlULHjx+3ZgD5+PjQsGFDhgwZUrJBqVLFGMPMmTP59ttvmT17tt21F154gdOnT1sz0Xbv3l0SISqllCqFHEqYGWN2Ag2Aydh25fsNeAqob4yJzmdYOLA4r6JrxpgE4C1grCPxKKWUUkqp0ikkJMQ6fuihh9izZw9du3YtwYhUaSMizJkzB4B33nmHAwcOWNeqV6+Oq6sr99xzDwAJCQlkZmaWSJxKKaVKF4cSZiIyGXjQGLPYGDPeGDPOGLMEeFBE/pXPsCDgvwXcdiPQxpF4lFJKKaVU6ZRzxs/w4cMRkQLrUimVl06dOtGzZ0/S09OZMWNGruvZCbW0tDRmzZpVzNEppZQqjRxdkjkC2JNHezQwMp8xNwFpBdwzHajuYDxKKaWUUqqUSUlJsY6dnJxo2LBhCUajSrvs5ZgrV65k165dVntqaiojRoywzrOTZ0oppVRBHE2Y+QAn82g/A/jmM+Y40KKAewbmc0+llFJKKVUGdevWzTrOzMxk9OjRJRiNKu3atGlD3759McYwbdo0q93NzQ1XV1frPD09ndTU1JIIUSmlritvv/02wcHBVKpUCRHh7Nmzufr89ddfhIWFUblyZSpXrkxYWJhdv82bN3PPPffg6+uLp6cnLVu2ZOXKlfm+5/vvv4+IcO+99xbJM11LjibMsgv8X6ojcCKfMV8Cs3LurJkta4fNmcDnDsajlFJKKaVKEWMMW7f+vbm6p6cnvf+fvfuOjqpa+zj+PWkkBAgESAgoAkqHIF3BgngJVRELKBKKShGkqbzSpIQmHQUuSEfw2mkKXFG4KFw6GERBKdIEQoRAekg77x8x52ZICEnIZJLw+6w1a52zz95nnkkcnHmy97OfftqBEUlhEBQUhJOTE+vWreOnn36y2t9//30GDBhgnc+bN88R4YmI5CsxMTG0adOGkSNH3rJP165dCQ4O5t///jf//ve/CQ4OJjAw0Lq+a9cu/P39+eqrr/j555955ZVX6N69O19//XW6e509e5a3336bRx991C6vJ7cZqbsSZWtQSp2yYX8/tv3d/CQwDZhpmuaUDMb4AoeAJGAe8DtgAjWBAYAz0MA0zcvZfxkikt/8vSNueHh4OCVKpNscV0RE7nLffvstbdq0AVKKtoeHh+Pp6YmTU07/niuSYsyYMdSsWZMuXbqk++8ptT6ep6cnUVFRjghPROwsLi6O06dPU7lyZdzd083XyddatGiBv78/7u7uLFmyBDc3N/r168e4cePYvn07AQEBbN261Uo4zZw5kylTpnDkyBH8/G612O/2tm/fzhNPPMG1a9coWbKk1X7s2DFq1arFnj17aNq0KQB79uzh4Ycf5rfffqN69eoZ3q99+/b4+vqybNkyqy0pKYnHH3+cXr16sWPHDq5fv866detyFG9mv+OIiAi8vLwAvDLadDI7XHI4bhrgDfwTSJ3fHAdMzShZBmCa5mXDMJoBC4ApQGo1VxP4FuivZJmIiIjI3WHLli3WcdeuXSlevLgDo5HCJLOi/s7OziQlJREdHU1MTAxFixbNw8hExNGio6Nvec3Z2dkm+ZJZXycnJzw8PG7b19PTM9sxrly5kjfffJO9e/eye/duevbsSfPmzWnVqhVDhgwhMDCQw4cPc+bMGUaNGsUnn3xiJcsmT57M5MmTM73/5s2bszzDa/fu3Xh5eVnJMoCHHnoILy8vdu3adcuEWXh4ODVr1rRpCwoKomzZsrz66qvs2LEjS8/vaDlKmJkp09LeMQxjAikzxGKBE6ZpZloMwDTNs0A7wzBKAQ+QkjQ7YZrmtZzEISIiIiIF06ZNm6zj2bNnOzASKcxiY2Nxd3fHMAyio6MpXbo0oaGhALzzzjvMnTvXwRGKSF4qVqzYLa+1a9eOjRs3Wuc+Pj7ExMRk2Pfxxx9n+/bt1nmlSpW4cuVKun45WdHn7+/P2LFjAahatSrz5s1j69attGrViokTJ/L999/Tp08ffv31VwIDA+nUqZM1tl+/fnTu3DnT+1eoUCHLsYSEhODj45Ou3cfHh5CQkAzHfPnll+zfv58PP/zQavvvf//L0qVLCQ4OzvJz5wd3NOfdNM0o0zT3m6b5y+2SZTeNu/b3uH1KlomIiIjcfX777X8bri9atMiBkUhhtXTpUqpUqWIlZ4sWLWrzZVn/3YlIfuTv729z7ufnZyX63dzcWL16NV999RWxsbHMmTPHpq+3tzcPPPBApo+0M+OyInUpe1qmaWbYvn37dnr27MnixYupXbs2AJGRkXTr1o3FixdTpkyZbD23o+V0SaaIiIiISLZ99913fPHFFzZtDRo0cFA0Upj9/vvvhISEMGrUKNq2bYuTkxPz58+nbduZu20qAAAgAElEQVS2AMTHx3PlypUC9wVORHIus9qFzs7ONuepSaqM3Fwf8cyZM3cUV1qurq4254ZhkJycbJ3v2rULgLCwMMLCwmyWfeb2ksxy5cpx+XL6yll//fUXvr6+Nm0//PADTz31FLNmzaJ79+5W+6lTpzhz5gxPPfWU1Zb6elxcXPj999+5//77sxRPXlPCTERERETyRFJSEkOGDOHo0aNW25YtW2jZsqUDo5LC6p133mHhwoUcPnyYL7/8ks6dO9OmTRseeugh9uzZA8C//vUvBg0a5OBIRSSvZKemmL363olTp04xdOhQFi9ezOeff0737t3ZunWrlcDL7SWZDz/8MOHh4ezbt48mTZoAsHfvXsLDw2nWrJnVb/v27XTo0IGpU6fSp08fm3vUqFGDI0eO2LSNHj2ayMhI3n//fe69994sx5PXlDATERERkTzx2Wef2STLDMOgVatWDoxICrPSpUvz9ttvM3bsWN59912effZZXFxc2LhxI6VLlwZg5MiRSpiJSIGQlJREYGAgAQEB9OrVi7Zt21K3bl1mzpzJsGHDgJQlmd7e3lm+Z0hICCEhIZw8eRKAI0eOULx4cSpWrIi3tzc1a9akTZs29O7d26pJ1qdPHzp06GAV/N++fTvt27dn8ODBPPfcc1ZtMzc3N7y9vXF3d6dOnTo2z5u6E+fN7fmN9u0WEREREbtLTExk3LhxNm0tWrRwSCxy9xgyZAilS5fm+PHjrFq1Ckj5EpcqOjqaq1evOio8EZEsmzRpEmfOnLHqL5YrV44lS5YwevToHBfTX7hwIfXr16d3794APPbYY9SvX58NGzZYfT7++GPq1q1LQEAAAQEB+Pv7W/+eAqxYsYKYmBimTJmCn5+f9Xj22Wfv4NXmD0ZOdm0QEbkdwzBKAOHh4eGUKFHC0eGIiIiDLV++nFdeeQVnZ2eSkpIA+OCDDxg4cKCDI5PCbubMmbz99ttUrFiR48ePA+Du7m5d//DDD9MtIRKRgisuLo7Tp09TuXJlm/e6FB6Z/Y4jIiLw8vIC8DJNM+JOnkczzERERETEruLj4xk/fjyAlSwDuO+++xwVktxF+vfvT/ny5Tl37hzff/89RYoUoV+/ftb14cOHOzA6ERHJr5QwExERERG7WrZsGWfPnrWpq1K+fHnatWvnwKjkbuHh4cHixYs5cOAA7du3B2DBggXW9WvXrhEWFuao8EREJJ9SwkxERERE7Kp69eo0bNgQDw8Pq23BggW4uGj/Kckb7dq1o2HDhjZtFStWtI7Xr1+f1yGJiEg+p4SZiIiIiNjVE088wf79+7l48aLV1qZNGwdGJHezs2fPEh4eznvvvWe1zZw504ERiYhIfqSEmYiIiIjYXXJyMqmbTXl6etrsVCiSV2bMmEG1atWYMWMGrVq1stp//fVXrl+/7sDIREQkv1HCTERERETs4p///CcTJ04kMjKS119/3WofNGiQA6OSu1mVKlWIj49n9uzZJCcn4+rqal0LDQ11YGQiIpLfqHCEiIiIiOS6iIgIxowZw9WrV6lYsSLLli2zrqXumCmS1zp16kTDhg05ePAg7733Hj169GDJkiUA3Lhxw8HRiYhIfqIZZiIiIiKS695//32uXr1KtWrV6Nq1K0lJSQC4urrazOoRyUuGYTB58mQgZQbk6NGjcXJK+Uo0adIkR4YmIiL5jBJmIiIiIpKrrl27ZhVRHz9+PNOmTbOuqdi/OFqrVq147LHHuHHjBpMmTaJSpUoAfPXVV/zxxx+ODU5ERPINJcxEREREJFfNmjWL8PBw6tSpQ+fOnRk7dqx17Z///KcDIxNJmWWWOpts2bJlNG/eHIDExET69evnyNBERCQfUcJMRERERHLNlStXmDNnDgBBQUGYpkliYqJ1/Z577nFUaCKWRx55hHbt2uHu7k5AQIDVvmPHDms3VxGRwiwsLIyBAwdSvXp1ihYtSsWKFRk0aBDh4eE2/c6dO8dTTz2Fp6cnZcqUYdCgQcTHx2d4z//+97+4uLjw4IMP2rQnJiYyevRoKleujIeHB1WqVCEoKIjk5GS7vb7coKL/IiIiIpJrpk2bRlRUFA0aNOCZZ55hw4YN1rXq1as7MDIRW/PmzcPT0xMfHx8CAwMBiIuLwzAMB0cmImJ/Fy9e5OLFi8yYMYNatWpx9uxZ+vXrx8WLF/nyyy8BSEpKon379pQtW5adO3dy9epVevTogWmazJ071+Z+4eHhdO/enSeffJLLly/bXJs6dSoLFy5k5cqV1K5dmwMHDtCrVy+8vLwYPHhwnr3m7DL0FxQRsQfDMEoA4eHh4ZQoUcLR4YiISB45fvw448ePp1u3brRt2xY/Pz9CQkIAOHToEPXr13dwhCLpVaxYkfPnzwMQGRlJsWLFHByRiORUXFwcp0+fpnLlyri7uzs6nGxp0aIF/v7+uLu7s2TJEtzc3OjXrx/jxo1j+/btBAQEsHXrVh599FEAZs6cyZQpUzhy5Ah+fn53/PxffPEF3bp1Izo6GhcXFzZv3kyHDh04f/485cuXB+DTTz+lZ8+ehIaG2nzPe/HFF6latSrOzs6sW7eO4OBg61qHDh3w9fVl6dKlVttzzz1H0aJFWbVqVbbjzOx3HBERgZeXF4CXaZoR2b55GlqSKSIiIiK5plq1anz88ce0bdsWgKtXr1rXbl6iIZJfjBkzxjquX7++tauriBQu0dHRREdH2yy9jo+PJzo6mhs3bmTYN+2ywYSEBKKjo4mLi8tS35xYuXIlnp6e7N27l2nTphEUFMR3331HixYtGDJkCIGBgYSHh3P48GFGjRrF4sWLrWTZ5MmTKVasWKaPHTt23PK5Uyc7uLikLEbcvXs3derUsZJlAK1bt+bGjRscPHjQalu+fDmnTp2yqVma1iOPPMLWrVs5fvw4AIcPH2bnzp20a9cuRz+jvKKEmYiIiIjcsYxWLUydOtX6wtCgQQMtdZN8aebMmfTu3ds6P3nyJD/88IMDIxIRe0lNGl25csVqmz59OsWKFeONN96w6evj40OxYsU4d+6c1TZ//nyKFSvGq6++atO3UqVKFCtWjGPHjlltK1asyFGM/v7+jB07lqpVq9K9e3caNWrE1q1bAZg4cSLe3t706dOHl19+mcDAQDp16mSN7devH8HBwZk+GjVqlOHzXr16lQkTJtC3b1+rLSQkBF9fX5t+pUqVws3NzZo9fuLECYYPH87HH39sJdpu9s477/DSSy9Ro0YNXF1dqV+/PkOGDOGll17K0c8or6iGmYiIiIjcsQEDBhAZGUlQUBCVK1cmKSmJcePGWdcnT57suOBEMvHcc88xYsQIm9kgq1evpmXLlg6MSkTuVv7+/jbnfn5+hIaGAuDm5sbq1avx9/fnvvvuszbZSeXt7Y23t3e2nzMiIoL27dtTq1atdLPEMvpjl2maGIZBUlISXbt2Zfz48VSrVu2W9//ss89YvXo1//rXv6hduzbBwcEMGTKE8uXL06NHj2zHm1c0w0xERERE7sgff/zB4sWLWb16tVUHCrBZsvLkk086IjSR26pUqRJ9+vSxafvqq6+0W6ZIIRQVFUVUVBRlypSx2oYNG0ZUVBTz5s2z6RsaGkpUVBQVK1a02gYMGEBUVJRNLS6AM2fOEBUVRc2aNa22nj175ihGV1dXm3PDMGyWeu7atQtI2eUyLCzMpm9OlmRGRkbSpk0bihUrxtq1a22ev1y5ctZMslTXrl0jISEBX19fIiMjOXDgAG+88QYuLi64uLgQFBTE4cOHcXFxYdu2bUDKz3j48OG8+OKL1K1bl8DAQIYOHcqUKVNy9DPKK5phJiIiIiJ3ZMKECSQmJtKqVSsee+wxAJsP9x4eHrdcpiGSH4waNYply5YRGxsLpMy2OHz4sOruiRQynp6e6drc3Nxwc3PLUl9XV9d0Ca3M+ua2U6dOMXToUBYvXsznn39O9+7d2bp1K05OKXOh+vXrR+fOnTO9R4UKFazjiIgIWrduTZEiRdiwYUO6AvoPP/wwkyZN4tKlS1adtC1btlCkSBEaNmxIsWLFOHLkiM2Yf/7zn2zbto0vv/ySypUrAxATE2PFmMrZ2dnms0J+pE8uIiIiIpJjx48f56OPPgJSEmepgoKCrOOJEyfmeVwi2eHn58egQYOYOnWq1bZ8+XLef/99B0YlIvI/SUlJBAYGEhAQQK9evWjbti1169Zl5syZDBs2DMjekszIyEgCAgKIiYlh9erVREREEBGRsqlk2bJlcXZ2JiAggFq1ahEYGMj06dMJCwvj7bffpnfv3tYOmXXq1LG5r4+PD+7u7jbtTz31FJMmTaJixYrUrl2bn376iVmzZvHKK6/kxo/GbrQkU0RERERybNy4cSQnJ9OhQweaNm0KwKpVq2yWtqQtICySX/3f//2fzYyQDz74IN/PfhCRu8ekSZM4c+YMixYtAlKWSy5ZsoTRo0cTHByc7fsdPHiQvXv3cuTIER544AH8/PysR2p5BWdnZzZu3Ii7uzvNmzenc+fOPPPMM8yYMSNbzzV37lyef/55+vfvT82aNXn77bfp27evzR/a8iNDa/NFxB4MwygBhKduTSwiIoXPL7/8gr+/P6ZpcujQIerXr09SUhL3338/Z8+eBaBx48bs27fPwZGKZM2ECRMYM2aMdf7999+r/p5IARMXF8fp06epXLlyuiWGUjhk9juOiIjAy8sLwMs0zYg7eR7NMBMRERGRHJk+fTqmafLcc89Rv359ABISEqyaJYC1TESkIHj77bdtdoQ7dOiQA6MRERFHUsJMRERERHJk7ty5BAUFMX78eKvN3d2dnTt3WucvvPCCI0ITyREPDw+aNGlina9evdqB0YiIiCMpYSYiIiIiOVKiRAneffddateubdOemJgIYDNTR6Sg+M9//mMd//zzz5w+fdqB0YiIiKNol0wRERERyZbr16/j5eWVLiH2zTffcPDgQes8dZmmSEHi4eGBi4uLlfj9xz/+walTpxwclYiI5DXNMBMRERGRbOnSpQtNmjSx2ZUrOTmZgQMHMm7cOKvt66+/dkB0IneuZcuW1vEff/zBhQsXHBiNiIg4ghJmIiIiIpJlO3bsYMuWLQQHB6fuQgVAZGQkTzzxhHXu7OxM+fLlHRGiyB2bO3euzbmHh4eDIhEREUdRwkxEREREssQ0TUaPHg3Aa6+9ZrMbppeXFwMHDrTO0ybPRAqaatWq2ZzPnj3bQZGIiIijKGEmIiIiIlmydetWfvzxR4oUKcKoUaPSXX/mmWes41WrVuVlaCK5rmPHjtbxrFmzCA0NdWA0IiKS15QwExEREZHbSju7rG/fvtxzzz3WtV27dnHp0iXOnTtntfn4+OR5jCK5af78+dZxTEyMZk2KiNxllDATERERkdvatGkTe/fuxcPDgxEjRljtycnJBAYG2tQrK1GiBE5O+pgpBVuFChVwc3Ozzo8fP05YWJgDIxIRkbykTzIiIiIicluffPIJAG+88QblypWz2v/66y/8/PxsEmSq9ySFRdqNLXr27EnJkiUdGI2IiH2Ypknbtm0xDIN169bZXDt37hxPPfUUnp6elClThkGDBhEfH2/TZ/78+dSsWRMPDw+qV6/ORx99lO45rl+/zoABA/Dz88Pd3Z2aNWuyadMmu76uO+Xi6ABEREREJP/76KOP6NixY7plab6+vuzcuRPDMKy2l19+Oa/DE7GL/v37M378eADuu+8+nJycME3T5r93EZGCbs6cORn+u5aUlET79u0pW7YsO3fu5OrVq/To0QPTNK3dhBcsWMCIESNYvHgxjRs3Zt++ffTu3ZtSpUrx1FNPARAfH0+rVq3w8fHhyy+/5J577uH8+fMUL148T19ndhmmaTo6BhEphAzDKAGEh4eHU6JECUeHIyIidpb6QdvZ2ZnExEQHRyOSO0zTtGZPenh40LdvXyIiIli6dKmDIxORW4mLi+P06dNUrlwZd3d3R4eTLS1atMDf3x93d3eWLFmCm5sb/fr1Y9y4cWzfvp2AgAC2bt3Ko48+CsDMmTOZMmUKR44cwc/PL0fPefjwYTp06MD+/fvx8/Nj7dq11iY+mzdvpkOHDpw/f94qvfDpp5/Ss2dPQkNDKVGiBM2aNaN58+ZMnz7duueQIUM4cOAAO3fuBGDhwoVMnz6d3377DVdX1zv5EQGZ/44jIiJSZwd7maYZcSfPoyWZIiIiInJLx44dIzo6OsNrx48fJz4+ng8//NBqGzhwYF6FJmJ3hmHg4pKyKCc2NpY5c+awbNkyjhw54uDIRCQnoqOjs/1I+0egxMREoqOjiY2NzdJ9c2LlypV4enqyd+9epk2bRlBQEN999x0tWrRgyJAhBAYGEh4ezuHDhxk1ahSLFy+2kmWTJ0+mWLFimT527NhhPVdMTAwvvfQS8+bNsym3kGr37t3UqVPHpk5p69atuXHjBgcPHgTgxo0b6ZJWHh4e7Nu3j4SEBAA2bNjAww8/zIABA/D19aVOnTpMnjyZpKSkHP2M8oqWZIqIiIhIhhITE+nUqRPXr19nw4YNNGnSxLqWnJxMu3btiIiIsPlr8bhx4xwQqYj9tGzZki1btti0jRo1ig0bNjgoIhHJqWLFimV7zOeff84LL7wAwNq1a+ncuTOPP/4427dvt/pUqlSJK1eupBubkxV9/v7+jB07FoCqVasyb948tm7dSqtWrZg4cSLff/89ffr04ddffyUwMJBOnTpZY/v160fnzp0zvX+FChWs46FDh9KsWTM6duyYYd+QkBB8fX1t2kqVKoWbmxshISFASgJtyZIlPPPMMzRo0ICDBw+ybNkyEhISuHLlCn5+fvzxxx9s27aNl19+mU2bNnHixAkGDBhAYmIiY8aMyfbPKK8oYSYiIiIiGfr444/5/fffKV26NDVr1rS5du7cOWJiYrhx44b1JaFYsWI2RdJFCoONGzemW0L09ddfs3fvXpo2beqgqESksPL397c59/PzIzQ0FAA3NzdWr16Nv78/9913H3PmzLHp6+3tjbe3d5aeZ8OGDWzbto2ffvop034Z1TZLW8vx3XffJSQkhIceegjTNPH19aVnz55MmzYNZ2dnIOWPbD4+PixatAhnZ2caNmzIxYsXmT59er5OmGlJpoiIiIikk5CQYBU7f+edd9IV5q1UqRLnzp3j9ddft/6C/txzz+V5nCL25uLiYvOFsU6dOkDKLDMRKViioqKy/Ug7g6tTp05ERUWxefNmm/ueOXMmw7E5cXOC3jAMkpOTrfNdu3YBEBYWRlhYmE3f7CzJ3LZtG6dOnaJkyZK4uLhYy8+fe+45WrRoAUC5cuWsmWSprl27RkJCgjXzzMPDg2XLlhETE8OZM2c4d+4clSpVonjx4pQpUwZISfpVq1bNSqAB1KxZk5CQkHQ7buYnmmEmIiIiIuksX76c06dP4+vry4ABAzLs4+LiwsKFC63ziRMn5lV4Inkqdec3SPmy6OLiwtatW9m2bRstW7Z0cHQiklWenp53ND5tYik375tVp06dYujQoSxevJjPP/+c7t27s3XrVmtzkuwsyRw+fDivvfaazbW6desye/Zsa3fLhx9+mEmTJnHp0iWrTtqWLVsoUqQIDRs2tBnr6urKPffcA6RsDNChQwcrrubNm/Ovf/2L5ORkq+348eP4+fnh5uZ2Jz8Su1LCTERERERsxMXFMWHCBABGjBhB0aJFba6HhYVZSz4iIlI2oHJycrI+KIsUNt9//7216/eFCxd49NFH2bFjB5MmTVLCTETyRFJSEoGBgQQEBNCrVy/atm1L3bp1mTlzJsOGDQOytySzXLlyGRb6r1ixIpUrVwYgICCAWrVqERgYyPTp0wkLC+Ptt9+md+/e1r+Jx48fZ9++fTRt2pRr164xa9YsfvnlF1auXGnd8/XXX2fu3LkMHjyYgQMHcuLECSZPnsygQYPu9MdiV1qSKSIiIiI2Fi9ezJ9//kmFChXo27evzbXk5GSaNm1KkyZN2LJli7Uc8x//+IcjQhXJEzcvSd6xYwfe3t6sWrXKQRGJyN1m0qRJnDlzhkWLFgEpCa8lS5YwevRogoOD7fKczs7ObNy4EXd3d5o3b07nzp155plnmDFjhtUnKSmJmTNnUq9ePVq1akVcXBy7du2iUqVKVp97772XLVu2sH//fvz9/Rk0aBCDBw9m+PDhdok7txg52bVBROR2DMMoAYSHh4dbf30QEZGCYeDAgcybN48FCxbQr18/m2u//PILDRo0wN3dnfvvv9/6kH7hwgWbbedFCpv77ruPc+fOASk1hd566y0mTpxIkSJFHByZiKQVFxfH6dOnqVy5Mu7u7o4OR+wgs99xRERE6gZEXqZpRtzJ82iGmYiIiIjYmDt3LsHBwbzyyivprtWpU4c///yTr776isOHDwMpdUuULJPCbsWKFdaxaZq8/vrrVrLs2rVrDopKRETsRQkzEREREUmnXr16tyzE6+PjQ7Vq1azlmP7+/nkZmohDPPHEEzbna9eu5fz587Rt25amTZuSmJjooMhERMQelDATEREREQA2btzI6dOnb3k9KSnJOk6bPFi6dKld4xLJL1ILYQOsWbOGy5cvs2fPHk6cOGFT4FpERAo+JcxECgHDMPobhnHaMIw4wzAOGobxaCZ9exqGYWbwyHCBv2EYI/6+Psd+r0BERBzt+vXrdOvWjWrVqrFv3750103TpH79+nTr1o2LFy/aJNZq166dl6GKOEza5PCuXbto3Lgxvr6+AIwfP54bN244KjQREcllSpiJFHCGYXQB5gCTgPrADmCzYRgVMxkWAfilfZimGZfBvRsDfYCfcztuERHJX2bPns3169epVq0aDRs2THd9z549HDlyhPXr19sU2PX29sbFxSUvQxVxmJuXZTo5OVG9enXKly/P+fPn+fDDDx0UmYiI5DYlzEQKvjeBpaZpLjFN85hpmkOA88DrmYwxTdMMSfu4uYNhGMWAj4HegCrZiogUYlevXmX27NlAyiwZZ2fndH0eeugh9u/fz4IFC+jbt6/V/u9//zvP4hTJD0qVKmUdjxs3jvXr1zN27FgAJk2aRFRUlKNCE5E0UutsSuGTV79bJcxECjDDMNyAhsCWmy5tAZplMrSYYRhnDcP40zCMbwzDqJ9Bn/nARtM0v89iLEUMwyiR+gCKZ2WciIg43vTp04mMjOTBBx/k2WefzbCPYRg0atSIbt26sWbNGqu9cePGeRWmSL6QdvfYRx9NqYLRq1cv7r//fkJDQ/nggw8cFZqIkLJzM0BMTIyDIxF7Sf3dpv6u7cVQ1lWk4DIMozxwAWhumuauNO0jgR6maVbPYMxDwAPAEaAEMBhoB9QzTfPE331eBEYDjUzTjDMMYzsQ/PfstVvFMg4Ye3N7eHg4JUqUyPFrFBER+7p8+TJVqlQhJiaGr7/+mg4dOtx2jGEYALi7uxMbG2vvEEXylcTEROtLWqdOnVizZg0RERF89NFHDBw4kAcffJBDhw5Z7xMRyXuXLl3i+vXr+Pj4ULRoUb0fCwnTNImJiSE0NJSSJUvi5+eXrk9ERAReXl4AXqZpRtzJ86nghEjhcHPm28igLaWjae4B9lgdDeO/wCFgIDDIMIx7gfeBgIzqmmViCjArzXlx4M9sjBcREQd47733iImJoWnTprRv3z7dddM0CQgI4JFHHmHw4MGMGjXKuvbSSy/lZagi+YKLiwtNmjRh3759bNiwgalTpzJ+/Hi6dOnCihUrePHFF/XlXMTBypUrB0BoaKiDIxF7KFmypPU7tifNMBMpwP5ekhkDvGCa5to07e8DD5qm+XgW77MYuMc0zbaGYTwDrAWS0nRxJiUBlwwUMU0zKYPb3HzPEkC4ZpiJiORvkyZN4r333mPNmjW0atUq3fUffviBFi1aUKxYMS5evEjp0qVJSEgAUman+fj45HXIIg63atUqunfvDqQU/k9OTqZJkybs2bNHyTKRfCQpKcn6f5YUDq6urhnWWk2VmzPMlDATKeAMw9gLHDRNs3+atqPAetM0R2RhvAHsA46YpvmKYRjFgftu6rYc+A2YaprmL1mMSwkzEZEC4tq1a5QsWTLDL/pxcXGsXbuWy5cvM2TIEKuPYRgkJyfndagi+YJpmjg5/a8c9PLly+nRo4f1/khMTGT//v08/PDDjgpRROSupCWZIpLWLGCVYRgHgN1AH6AisBDAMIyPgAupyTPDMMaSsiTzBCk1zAYBDwIDAEzTjARskmKGYUQDV7OaLBMRkYIl7a5/N3N3d7eWXqbuBAjQsmVLu8clkl8ZhoFhGNZObT179rSuXblyhWbNmnH27FlOnDhBxYoVHRSliIjcCe2SKVLAmab5GTAEGAMEA48B7UzTPPt3l4pA2mqIJYFFwDFSdtOsADxmmua+PAtaREQcbsaMGWzbti1bY6ZPn24dL1iwILdDEilQqlatah2fPn0agOTkZIoWLUqFChWIj49nwoQJjgpPRETukJZkiohdaEmmiEj+dfLkSWrUqEFSUhKHDx/G398/XR/TNOnVqxcBAQE8//zzuLm54eTkhGmaWo4pApw5c4bKlSsDULlyZYKCghgzZgxdu3alXbt2NG/eHGdnZ44ePUq1atUcHK2IyN0hN5dkaoaZiIiIyF1m/PjxJCUl0a5duwyTZQA7duxg5cqV9OnTh7i4OH766Sdr+Vnr1q3zMlyRfKlSpUrW8enTp1m9ejWnT59m3bp1PPzww7Rv356kpCSbpcwiIlJwaIaZiNiFZpiJiORPR48epU6dOpimyYEDB2jYsGGG/S5dusSiRYtISEhg4sSJNG3alH37Ulbv79mzh6ZNm+Zl2CL5UqlSpbh+/ToAfn5+vPfeezz33HN4enoSHBxM/fr1AQgODqZevXqODFVE5K6gXTJFJN9TwkxEJH/q3LkzX3zxBZ06dWLNmjVZHpd2d8zExESbHQJF7lYbNu9vz/wAACAASURBVGygY8eO1vnNyeQuXbrw+eef89RTT7FhwwZHhCgiclfRkkwRERERybbDhw/zxRdfYBgG48ePz/K4Y8eOWcf33HOPkmUif3v66adtzteuXWtzHhQUhJOTE1FRUcTGxuZlaCIicof0aUdERETkLjFmzBggZZZZ3bp1M+xjmiajR4/mwIEDVs2yN954w7o+d+5c+wcqUoDcf//91vFXX33Ft99+S+vWrVm0aBHVq1fnyJEjbN26FQ8PDwdGKSIi2aWEmYiIiMhdokuXLtSoUYNx48bdss9///tfJk2axOOPP05UVBQAe/futa63adPG3mGKFChBQUHW8cmTJ9m2bRtbtmxh6dKlANSqVcta0iwiIgWHEmYiIiIid4muXbty9OhRatSoccs+pUqV4uWXX6ZXr14UL16cP//8k+joaAA6duxIkSJF8ipckQKha9euNudOTk68++67fPLJJzbtV65cYc6cOaiGtIhIwaCi/yJiFyr6LyJSsJmmiWEYNrtjRkZGUqxYMQdHJpL/uLq6kpiYCED9+vU5dOiQzfUbN25QqVIlQkJCWL9+fbraZyIikjtU9F9EREREsqxbt27Mnz+fGzduZHlM6hKy1GQZoGSZyC3069fPOv7pp584c+aMzfUiRYrQs2dPAEaPHk1ycnIeRiciIjmhhJmIiIhIIbZt2zY+/vhj3nzzTS5fvnzLfqZpsmjRIkJDQ62269evW8d//7VWRDJw82YY69at4/Dhw7zxxht8++23AAwbNgwvLy+OHDnCZ5995ogwRUQkG5QwExERESmkTNPk3XffBaBPnz5UrFjxln13795N3759qV69ujUTrVWrVtb1gQMH2jdYkQLOx8fHOl67di2rV69m/vz5LFy4EABvb2+GDRsGpOxYm5CQ4JA4RUQka5QwExERESmkvv32W3bt2oW7uzsjR47MtG9CQgKNGzemU6dOVmH/gwcPWtdTv+iLSMbSvsd+/PFHnn76abp06cKAAQOs9sGDB1O2bFlOnjzJypUrHRGmiIhkkYr+i4hdqOi/iIhjmaZJ48aNOXjwIG+99RYzZszI0rgbN25QpEgRbty4gbu7OwDly5fnwoUL9gxXpMAzTRMnp5T5CE5OTvz44480b948Xb85c+YwdOhQ7rnnHk6cOGG9z0RE5M6p6L+IiIiIZGr9+vUcPHgQT09P3nnnnSyPS51dFhAQYLVt2LAh1+MTKWwMw8DFxQVISZ5llCyDlA0CqlSpQocOHYiLi8vLEEVEJBuUMBMREREpZEzTZOzYscD/loBl1nfLli0kJibatO/YscM6btiwoX0CFSlkUpdfmqbJ2bNnAbhy5QoffPABv/zyCwDu7u4cPXqUBQsWULJkSYfFKiIimVPCTERERKSQMQyDpUuX8txzz/HWW29l2nfPnj20bt2aGjVqWEmz5ORkUst2aLmYSNbNmjULZ2dnAAIDA7l69SpDhgxh8ODBVvF/+N9MThERyb+UMBMREREphBo1asSXX36Jt7d3pv3+/PNPypYty6OPPmotJ2vTpo11Pe2XfBHJnJOTExUqVABSZmn279+fHj160KBBAxo1apSu/+HDh3nxxRcJCwvL61BFROQ2VPRfROxCRf9FRBwjMTHRSnxlVXx8PBEREZQpUwZI+dKf+hlRnxVFsqdv374sWrQIgDJlyhASEmLNOkvLNE3q16/P4cOHGTFiBJMnT87rUEVECh0V/RcRERGRdBISEnjwwQcZNGgQ169fz/I4Nzc3K1kWFxdnJck8PDzsEqdIYTZ79mzr2DTNDJNlkLJ0OigoCID333+fkJCQPIlPRESyRgkzERERkULio48+4tdff+Wzzz7D1dU1076maXL8+PF07WmXY37wwQe5HqNIYVe0aFEMwwDg6tWrVntSUhKbN2/m0qVLVttTTz1FkyZNiImJYcqUKXkeq4iI3JoSZiIiIiKFwI0bN6zZKsOHD8fT0zPT/nv37qV69eq0atXKZtnlrl27rOPXXnvNPsGKFHJpd5bdtm0bpmnSpUsX2rVrx/Lly61rhmFYSzEXLlxo7awpIiKOp4SZiIiISCGwdOlSzp07R/ny5enXr99t+x84cABnZ2fKly9vzYb5448/SEhIAODBBx+0a7wihdnmzZut4yeffJIffviBDh06ULp06XQ1Bp988klatmxJfHy8lfQWERHHU9F/EbELFf0XEck7sbGx3H///Vy6dIn58+fTv3//LI27ePEi8fHxVKpUCYAOHTqwceNGAHbu3Enz5s3tFbJIoZeaiAYYNGgQ06ZNA6BIkSLp+u7Zs4eHH34YJycnjh49SvXq1fMsThGRwiQ3i/4rYSYidqGEmYhI3pk9ezZvvvkmFStW5Pjx4xl+Ib+dxMREq+6ZYRgkJyfndpgid5Vq1apx4sQJAMqVK8fFixdtkmg3e/XVV/H396dv3764u7vnVZgiIoWKdskUEREREQCSk5OZO3cuAGPGjLltssw0TSIi0n9+/Pbbb63jokWL5m6QInehrVu3WschISEcPHjQOj958iTR0dE2/ZcuXcrgwYOVLBMRySeUMBMREREpwJycnNi9ezfjxo2je/fut+2/f/9+ypUrl27Z5pgxY6xj7Y4pcufuvfdem91q16xZA0CPHj2oWrUqX3755S3HaoaniIjjKWEmIiIiUsD5+voyduxYmy/nt7JhwwZiY2OJioqy2kzT5OTJkwA4Ozvzyiuv2C1WkbuJv7+/dbxq1SogZammk5MTv/32W4Zj1qxZQ+3atW12rBURkbynGmYiYheqYSYiYn8XLlygQoUK2Rpjmia7d++mZMmS1KpVy2pPra3UuHFj9u3bl6txitytQkND8fX1tc6PHTtG2bJliYuLu+V797XXXmPp0qW0aNGCbdu2ZVr3TEREbKmGmYiIiMhdLiwsjFq1atG6dWuuXr2a5XGGYdCsWTObZFnq7n0A/fr1y9U4Re5mPj4+Nudr1qyhdOnSmSa6x4wZg5ubG9u3b7epgyYiInlLCTMRERGRAmjGjBlEREQQEhJCqVKlbtvfNM0M6yIdP36cESNGWOdajimSu+6//37reMWKFTbXoqKi0r0vK1asyOuvvw7AyJEj0YogERHHUMJMREREpIAJDQ21CvMHBQXh5HT7j3QHDhzggQceYNasWTbtkyZNsr6wu7i45H6wIne5PXv2WMcnTpzg/PnzALz11lv4+fmxbdu2dGNGjBhB0aJF2b9/Pxs2bMizWEVE5H+UMBMREREpYKZOnUp0dDSNGjXi6aefztKYFStWcPr0aQ4dOmS1pdYzSzVq1Khcj1XkblemTBk8PT2t89TdMuPi4oiKiuKbb75JN8bX15chQ4YAMHr0aJKSkvImWBERsajov4jYhYr+i4jYx8WLF7n//vuJi4tj8+bNtGnTJkvjYmJi+OKLL6hbty4NGjSw2t3c3EhISADQ0i8RO+nXrx8ffvghAI0aNWL//v2cOHGCkJAQHnnkkQwL+1+7do3KlSsTHh7Oxo0badeuXV6HLSJS4ORm0X8lzETELpQwExGxj4EDBzJv3jyaNWvGzp0773gHvdTxxYsXJyLijj5XisgtREZGWp+HPDw8uHbtGkWKFLntuI8++ghfX18CAgK0W6aISBbkZsJMhSpERERECoiEhAS+++47ACZOnHhHX6DPnTtnFRYHWLJkyR3HJyIZK168OE5OTiQnJxMfH58uWWaaZobv5+7du+dViCIichPVMBMREREpIFxdXfn5559Zs2YNTzzxRJbGHDx4kICAANavX2/TPm3aNDZt2mSdd+7cOVdjFRFbgYGBACQlJfHzzz9b7bNmzaJmzZocO3Ys0/FhYWHExcXZNUYREfkfJcxEREREChA3Nzc6deqU5f6LFi3iu+++4/PPP7faYmNj+eijj6zzv5cuiIgdLVmyBGdnZyAlQX369GkAfvzxR37//XdWrFhxy7ELFy6kSpUqLFiwIC9CFRERlDATERERKRC2b99uFefPjuHDhzNy5EjeeOMNq23NmjVERkZa52mTZyJiHy4uLlSvXh2A33//nb59+wLw1ltvsWTJEkaPHp3p2PDwcCZPnmzz3hUREftR0X8RsQsV/RcRyT2//fYbtWvXpnLlyhw6dOiO/1194okn2L59u3Wuz4MieWPo0KHMmTMHAB8fH86cOYOHh8dtxyUkJFC7dm1OnDjBhAkTMk2uiYjczXKz6L9mmImIiIjkc+PGjSM5OZnatWvfcbLs5MmTNskyX1/fO4xORLJq4sSJ1nFkZGSWkmWQUr8wKCgIgOnTpxMWFmaX+ERE5H+UMBMRERHJx37++Wc+++wzAOsLc1YEBwfzxhtv2BQXB1i2bJnN+Zo1a+48SBHJEk9PT5ycUr6CxcbGEhMTA6TM8lyzZg0dO3bkr7/+ynBs586d8ff3JyIigmnTpuVZzCIidyslzERERETysbFjxwLwwgsvUK9evSyPW7hwIfPnz+e9996z2hITE20KixuGQbNmzXItVhG5vWeeecY6fvfddzl37hyGYTBlyhQ2bNjAxx9/nOE4Jycna4baBx98QEhISJ7EKyJyt1LCTERERCSfOnjwIOvWrcMwDMaNG5etsS+++CIvvPCCVVgcYPPmzVy6dMk6f/3113MrVBHJok8//dQ6njVrFq+99hqQUt/snXfeoUOHDrcc26FDBx566CHi4+P5z3/+Y/dYRUTuZir6LyJ2oaL/IiJ3rn379mzatIlu3bqxatWqO75fx44d2bBhg3UeExOT5RpKIpJ7nJ2dSU5Ots5PnTpFlSpVsjT28OHDFC1alKpVq9orPBGRAktF/0VEREQKudjYWG7cuIGzs7O1LPNOXLp0iY0bN1rnXl5eSpaJOEi3bt1szhcvXpzlsfXq1VOyTEQkDyhhJiIiIpIPeXh48P3333P06FEeeOCBLI/75ZdfeP/999Ptordy5UqSkpKs81q1auVarCKSPStXrrQ5X7ZsGfHx8QAcOXKE4cOHc+PGjdve55dffuH06dN2iVFE5G6nhJmIiIhIPlatWrVs9Z8/fz5Dhgxh4MCBVptpmixdutSm37///e9ciU9EcsbX19c6Dg0NZf369SQnJ9OuXTumTp1qs3w6Ix988AH+/v6MGDHC3qGKiNyVlDATERERyUdM02Tu3LmEhobmaHzTpk2pV68er776qk37ypUrcXJK+ejn5+en+pIiDjZhwgSb80WLFuHk5MRrr73Gs88+y7333pvp+BYtWgDw2WefERwcbK8wRUTuWir6LyJ2oaL/IiI5s2XLFlq3bk2ZMmU4d+5cjuqMpX6+MwzDalu5ciU9e/YEUmampJ2BJiKOkfY9CnDixIlsLcHu2rUrn3zyCe3bt+ebb77J7fBERAocFf0XERERKYRM0+Tdd98FIDAwMMdF+Q3DSPdFPG2C7I033sh5kCKSazw9PW3Os1P8H2D8+PE4OzuzceNGdu3alZuhiYjc9ZQwExEREcknvvnmG/bt20fRokUZPnx4tsaeOHGCTZs22RT2B1ixYgV9+/YlMjISAHd393TJNBFxjI8//tjmfPny5Vbx/+vXr7Nq1SoyWxFUtWpVXnnlFQBGjhyZaV8REckeJcxERERE8oHk5GRrdtnAgQPx8fHJ1vg5c+bQvn17m9ljpmkyZ84cFi1aZLVpKaZI/tGxY0ecnZ2t87/++ot169aRkJBA1apV6d69O7t37870Hu+++y5ubm788MMPfP/99/YOWUTkrqGEmYiIiEg+sGbNGg4fPkzx4sUZNmxYtseXKVMGb29vnn/+eZv2mTNn2swomzZt2h3HKiK5p3379jbnH374Ia6urnTo0IG6desSHR2d6fh7772X/v37U7p0aa5evWrPUEVE7ioq+i8idqGi/yIiWZeUlETdunU5duwYY8aMYfz48Tm6T1xcHG5ubtZumJCyrKtUqVIAlCxZkmvXruVKzCKSOyIjI9N9Vjp+/Dj33HNPlpdQX79+HScnJ33mEpG7Xm4W/XfJnZBEREREJKdiY2Np2bIlYWFhDB06NMf3cXd3T9fWsWNH6/irr77K8b1FxD6KFy+Oq6srCQkJACxcuBA/P79sbfpRsmRJe4UnInLX0gwzEbELzTATEcm+2NjYbO+Mee7cOW7cuEHVqlVt2tesWcPOnTuZPXu21abPfSL5U5s2bfj222+BlNllad/PycnJHDp0iEaNGt32PqZpsm7dOooUKUK7du3sFq+ISH6VmzPMVMNMREREJJ/IbrIMYPr06VSrVi3dMs7333/fJll233333XF8ImIf33zzjbWU+tVXX7XaY2NjeeCBB2jcuDH79u277X2WLl3Ks88+y6BBg6wZayIikjNKmImIiIg4SHx8PK+++iqHDh3K8T2uXbuGk5MTzZo1s9qOHz/Ojz/+aNNv7969OX4OEbEvFxcXnnjiCQB27NjB5MmT6d+/Px4eHjRr1oxSpUoRGhp62/u89NJL+Pr6curUKZYvX27vsEVECjUtyRQRu9CSTBGR21u4cCGvv/46fn5+nD17FldX1xzd5/z581SoUMGaoTJ8+HCmTp1qXTcMg+Tk5FyJWUTs4+eff6ZevXo2bb///jtlypQhLi6O8uXLZ+k+c+fOZdCgQVSoUIGTJ09mWNtQRKSw0pJMERERkQIuLi6OiRMnAjBy5MgcJ8sA7r33XitZlpCQwIoVK2yud+rUKcf3FpG84e/vb3M+a9YsfH198fb2znKyDKBPnz5UrFiRCxcusGDBgtwOU0TkrqGEmYiIiIgDfPjhh1y4cIF7772X3r17Z3v8X3/9RWRkZLr2jRs3cvnyZZs27Y4pUjCUK1fOOvbz80udJWE5ePAgzzzzDDExMbe8R5EiRRg7diwAkydPzvDfCRERuT0lzERERETyWHR0NFOmTAFg9OjRFClSJNv3mDBhAuXLl2fRokU27UuXLrU5z8m9RcQxNm7caB3369fP5lpCQgLPP/8869evZ8KECZnep3v37lSrVo0rV64wZ84cu8QqIlLYKWEmIiIiksfmz5/P5cuXqVKlCr169cr2eNM02bdvH1FRUVSqVMlqv3DhAps2bbLpu3r16jsNV0TySIMGDTAMA4Dw8HCmT5/OwIEDAXB1dWXhwoV07tyZt956K9P7uLi4EBQURL169WjSpInd4xYRKYxU9F+kEDAMoz8wDPADfgWGmKa54xZ9ewIZbZvkYZpm3N99RgDPAjWAWGAX8I5pmr9nIyYV/RcRyUBkZCSVK1fm6tWrrFixgh49euToPqZpsnPnTpo3b27VL5s0aRKjR4/GycmJ5ORkPD09iYqKys3wRcTOmjdvzq5du2zajh07Ro0aNbJ1n9SNPlL/fRARuRuo6L+IWAzD6ALMASYB9YEdwGbDMCpmMiyClOSa9UhNlv3tcWA+8BDQCnABthiG4Zn7r0BE5O7i5ubGuHHjaNGiBS+//HKO72MYBo8++qj1ZTg5Odlajpn6Rfn555+/84BFJE9t377dOnZ2dgZIt/Q61R9//HHL+zg5OSlZJiJyBzTDTKSAMwxjL3DINM3X07QdA9aZpjkig/49gTmmaZbMxnOUBUKBx03T/DGLYzTDTETEDmJiYvDw8LCWbaXatm0bTz75pE1bdHQ0RYsWzcvwRCQXuLm5kZCQYJ17e3tz4cIF3N3dgZQZpsOHD2fGjBls3ryZgICAW94rOjqaDz74gOjoaGtnXhGRwkozzEQEAMMw3ICGwJabLm0BmmUytJhhGGcNw/jTMIxvDMOof5unSt2iKSyHoYqISC4ZMWIENWrU4Ouvv7ZpX7Jkic25s7OzkmUiBdTMmTOtYw8PD8LCwmx2uzUMg5iYGJKTk9m2bVum99q/fz8jR45k2rRpnDlzxl4hi4gUOkqYiRRsZQBn4PJN7ZeBcum7A/Ab0BN4GngJiAP+axhG1Yw6GylTGGYBO03T/OVWgRiGUcQwjBKpD6B4dl6IiEhhd+XKFRo1asSnn35qLZnMruTkZNauXcvx48dxdXW1ab95aVbqLpwiUvAMHDjQmkUaGxsLwIcffmjT57333mPz5s289957md6rRYsWPPnkkyQkJBAUFGSfgEVECiEtyRQpwAzDKA9cAJqZprk7TfsoINA0zdtWhzUMwwk4BPxomuagDK7PB9oDj5im+Wcm9xkHjL25XUsyRURS/N///R/Tp0+nQYMGHDhwIN2SyqyKjIxkzZo1dOvWzapvBClLtMqWLcvVq1dxdXUlPj4+t0IXEQeoX78+wcHBNm1Hjx6lZs2a2b7X3r17eeihh3BycuLXX3/N9gYCIiIFhZZkikiqK0AS6WeT+ZB+1lmGTNNMBvYD6WaYGYYxl5SZaE9kliz72xRSlm6mPu7JyvOLiNwNQkJCmDdvHgATJkzIcbIMoHjx4vTo0cMmWQZw5MgRrl69CpCulpmIFDxpi/+nulXx/6ioKN555x3CwjKuntG0aVOefvppkpOTGTNmTG6GKSJSaClhJlKAmaYZDxwkZSfLtFoBu9KPSO/vJZcPApfSthmGMQ94FmhpmubpLMRywzTNiNQHEJnFlyEiUuhNmTKF2NhYHnroIdq2bZuje9xqVcDly5eJjIzkscces9pWrlyZo+cQkfzDy8srXWJ85cqV1hLNtLp06cK0adMYOHDgLe+Xmqz/4osv+Omnn3I9XhGRwkYJM5GCbxbwmmEYrxiGUdMwjNlARWAhgGEYHxmGYRWyMQxjrGEYrQ3DqGIYxoPAUlISZgvT3HM+0A3oCkQahlHu74dHXr0oEZHC4vz58yxcmPJP7MSJE3M8u2zYsGF06NCBvXv32rSPGTOGcuXKER4eDqQUA/fx8bmzoEUkXxg1apR17OTkxLVr1/jyyy/T9Rs7dixVqlShV69et7yXv78/L730EoBmmYmIZIESZiIFnGmanwFDgDFAMPAY0M40zbN/d6kI+KUZUhJYBBwjZTfNCsBjpmnuS9PndVKWVW4nZeZZ6qOL3V6IiEghNWnSJOLj43n88cdp2bJlju6RkJDA8uXL2bhxo82SK9M0CQ4OJiYmxmrr3bv3HccsIvnD+PHjrQ0+UjcLyWhZZpMmTfj999/5xz/+cdv7denShenTp+d+sCIihYyK/ouIXfy9U2a4iv6LyN3swoULVKpUicTERH788UceffTRHN/r+PHjfPLJJ4wePdpmmVZiYqLNjpn6bCdSuLz22mssXbrUpu2XX36hdu3atxwTHR1N0aJF76heoohIQaSi/yIiIiIFQPny5dm0aRNvvvnmHSXLAKpVq8bYsWPT1TRatmyZdVypUqU7eg4RyX/mz59vHRctWpTixYtz9OjRW/bfsmULNWrU4LPPPrvtvbWbrojIrWmGmYjYhWaYiYjY17Vr13B3d8fLy4uEhAQALl26RLlyN2+cLCIFXdGiRa1i/5GRkRQrVuyWfcePH8+4ceNo0qQJe/bsyXCWWUhICMOHD+e3335j9+7dmokmIoWGZpiJiIiI5HNp64rdiaCgIIYOHcoff/xh0z75/9m78zgby/+P469rZs4sZgxDCtkLiUJElhZpQUL5pkTSolBKpZTs9ZW+ZamoKJWUXwsytCp8wyjEiLFl38a+jDGLmTlz/f6Ymft7xjrLmc28n4+Hx8x939d93Z8zXZ37Pp9zLaNGUaFCBSdZ5ufnp2SZyEVqxIgRzu+zZs0679DrQYMGMXr0aBYsWHDORJiPjw8zZsxg2bJlzJ492+vxiohcDNTDTETyhHqYiUhxFhUVxY033kj//v0ZOnRojntvJCYmcvnll3P06FG+//577rrrLiCtd9mVV16ZaQGA1157jcGDB3slfhEpfCpUqMD+/fvx9fXlv//9LyVLlqR+/fo5rm/IkCG8/vrrXH311axZs+aM4d4iIkWRepiJiIiIFGLDhw/n+PHjrF27NldDnVwuF1988QWPPvoobdq0cfYPGzYsU7IMULJM5CI3bNgwANxuN23btqVBgwZERUVd8Lzw8HD27Nlzxv4XXniB0qVLs379ev7v//7P6/GKiBR1SpiJiIiIeFFkZCQzZ87EGJNpGFVO+Pr60rZtW6ZMmeL0/li7di3vv/9+pnINGjTI1XVEpPB78sknnfeBkydPEhgYyN9//33ec0aNGkWnTp147LHHzhjGWbp0aQYOHAikJeO0AICISGZKmImIiIh40dChQwHo2rUrdevW9Wrd1lr69euH2+3OtH/58uVevY6IFD7GGMqVK+ds9+/fn27dup33nM6dOxMcHEzDhg1JSUk543i/fv247LLL2LZtW6YVd0VERHOYiUge0RxmIpJXEhMTnYnuC5sVK1bQunVrfHx8WLFiBTVr1sxxXR9++CEBAQE8/PDDGXNx8M0333D//fdnKle6dGmOHTuWq7hFpGhYvnw5TZs2BdIW+jh16hQ+PufvA3Ho0KFMibbTvffeezzzzDNcc801/P3331oxU0SKNG/OYebnnZBERERE8l5iYiKLFi3y2gqU3jZ8+HAAbrnlFnbt2sWuXbtyVE9SUhKvvfYasbGxVKpUiXvvvZe4uDheeOEFIG2oZkYvswULFngldhEp/Jo0aYKfnx8pKSmkpKTw22+/UaVKFa666qpznuOZLMvoLOGZFHviiSeIi4ujT58+SpaJiHhQwkxERESKjOTkZOLj4/Hz88PlchV0OJlER0cTFRWFr68vPXr0ICgoKMd1GWN44IEHWL58Oa1atQLgjTfeYM+ePZQtW5YjR44AaXOXNWzY0Cvxi0jR8NJLLzFq1CgA2rVrh9vtZs2aNVxzzTXnPe/gwYP06dOHW265hX79+jn7AwICePnll/M0ZhGRokhDMkUkT2hIpojkhdjYWObPn09QUBABAQEFHc4ZoqOjWbt2LXfeeWeu6zp16hQJCQm0bt2agwcPcvXVV5OUlESZMmWcFTKjoqK8Pk+aiBR+p/cEFTQSLwAAIABJREFUe+qpp5gwYcJ5z5k0aRK9e/emVKlS7Nq166zPZydPnqRbt24899xz3HLLLd4MWUQkX3hzSKYm/RcRERHxkooVK3olWXa65557jqSkJBo1auQky8qVK6dkmUgxde2112banjZt2gWHqvfq1Yu+ffuycOHCc36Z+e677zJnzhxatWrFbbfdxh9//OG1mEVEiholzERERERywVrL7t27vVbfr7/+ysqVK0lNTQVg3rx5zJ07Fz8/v0w9Pu655x6vXVNEipYVK1Y4vxtjOHHiBF9//fV5z/Hx8WHixInnHcbds2dPnnrqKVwuF/Pnz6d58+a0b9+eyMhIr8UuIlJUKGEmIiIikgt//vknDz/8MP/5z39yXVdSUhITJ05kwIABrFy5EkhbCa9atWo8++yzfPbZZ07ZSZMm5fp6IlI0+fv7O73MMqbYye57wt69e9m6dWumfRUrVmTChAls3ryZxx57DF9fX3744Qeuu+46unTp4iw2IiJSHChhJiIiIpJD1lo+/fRTrLVema8xMTGRW265hapVq3LdddcBcOutt7J+/XoefPBBZ7L/9u3b5/paIlK0LVq0KNP2smXL+Pvvv7N07vz586lXrx5du3YlJSXljONVq1bl448/ZsOGDXTr1g1jDH5+fvj6+noldhGRokAJMxEREZEcWrx4MZs3byYoKIiuXbvmur7Q0FD69+/PJ598kumDaVxcHDfccIOzPWvWrFxfS0SKtlKlSlGmTJlM+yZPnpylc2vXru30TDt8+PA5y9WsWZMvvviCtWvXOitzAmzdupVevXqxc+fOHEQuIlI0KGEmIiIikgNut5tPP/0UgH/9618ZKzJ5hY+PD++//z4///wzbrebESNGkJycDEDdunVxuVxeu5aIFF0zZ87MtP35558TFxd3wfMqVarEokWLWLp0KeXLl79g+bp161KtWjVne8SIEXz88cfUrFmTp59+mujo6GzHLiJS2ClhJiIiIpID//3vf9mxYwfBwcHcd999ua5v+fLl7Nu3D4D169czZ84cJk+eTGRkJBMmTHDKzZs3L9fXEpGLwy233IKfn5+zffLkSb766qssnXvttddmOjc7+vTpQ+vWrUlOTmbixIlcccUVDBgwgEOHDuWoPhGRwkgJMxEREZFscrvdTJ06FYD777+fkiVL5qq+5ORk3njjDbp168batWupXbs2ffv2pWPHjkRERDjl/P39qVixYq6uJSIXl/Dw8Ezb7777brbOt9YyadKkbC1c0qxZM3777TcWLFhAixYtSExMZMyYMVSvXp3Ro0dn6/oiIoWVEmYiIiIi2bR7925OnDhBaGgonTt3znV9x48f58orr6Rs2bJcffXV+Pr60qFDB3r06MGwYcOccr/88kuuryUiF5d27dplGla5Zs0aVq9eneXzFyxYQO/evXn11VdZt25dtq7dqlUrFi9ezE8//USjRo2Ii4vj1KlT2apDRKSwMhmTPYqIeJMxJhSIiYmJ8crKcSIiALGxscyfP5+goCACAgIKNJaEhAS2b9/O1Vdf7bU6Dx8+TGhoKP7+/pw6dYoFCxY4vT5KlCiRpbmJRKT4WbRoETfffLOz3bt3bz744IMsn9+zZ0/q16/Ps88+i49PzvpUWGuZM2cOt9xyizOn48KFC1m5ciV9+/alRIkSOapXRCQ7Tpw4kfEeVMpaeyI3dSlhJiJ5QgkzEckLhSlh5g3WWhISEpwPkuPGjeOvv/5iwIAB1KlTh/bt2+N2uwFYsmQJLVq0KMhwRaQQc7lcpKSkABAVFUXdunULNB5rLU2bNmXFihWUL1+eV199lV69el0U790iUnh5M2GmIZkiIiIiWZSUlMSSJUtITU3NdV2JiYm8/vrrDBw4kOTkZDZv3szcuXOJjo7GGMOJEyecZJm/v7+SZSJyXkOHDnV+/+6773I8Ab/b7Wbv3r25jsdaS9++falWrRr79++nX79+1KxZk48//thZ9VdEpDBTwkxEREQki3744QeGDBnCkCFDcl3XkSNHWLZsGRs2bCAqKop3330Xay233norDRo04IknnnDKTps2LdfXE5GL25AhQ6hWrRoAw4YNo2PHjmR3NNHu3bu55ZZbaN26NQkJCbmKx8fHh549e7Jp0yY++OADKlasyO7du+nVqxd16tTh+++/z1X9IiJ5TQkzERERkSxITEzkiy++AKBp06a5ru/yyy9n6NChjBkzhsOHDxMVFUVgYCC9e/fmn3/+ISYmBgA/Pz+6dOmS6+uJyMVvzpw5AKSmpvLHH38wfvz4bJ0fEhLCtm3b2Lt3L5GRkV6Jyd/fn969e7NlyxbGjRtHuXLl2Lp1q+ZkFJFCTwkzERERkSyYM2cOR48epXz58rRt2zbb52dMiL19+3ZnX5MmTahZsyaTJk0CoHv37uzZs4cnn3zSKTNz5szcBy8ixcI111zD9ddf72y//PLLztDurAgLC+Pbb79l7dq1NG/e3KuxBQUF0b9/f7Zt28YHH3zAfffd5xz79ttv+f7777PdI05EJC8pYSYiIiJyAfHx8UyfPh2AHj164HK5sl3HzJkzGTduHEOGDCE+Pt7Z//nnn3PkyBEqVqxIp06deOutt5xjLpeLVq1a5f4FiEix8dRTTzm/JyUlMWvWrGyd37x5c2doZ14ICQmhd+/ezmqc8fHx9OvXj7vvvptmzZrx22+/KXEmIoWCEmYiIiIiFzBr1ixiYmKoVKkSd9xxR47quP3226lYsSLt27cnKCgIgF27djk9yJ5++mnmzJnDvn37nHNGjx6d++BFpFh5+OGH8fX1dbZfeeUVZ/XM7Fq/fj3jxo3zVmhn5Xa76dmzJ0FBQSxbtozbb7+dVq1asXjx4jy9rojIhShhJiIiInIeJ0+e5OuvvwbO/CB6IRnzkAGUKlWKTz75hAceeABjDNZaJkyYQEpKCk2bNqVGjRp89tlnTvmSJUtSo0YNr70OESk+PHuVbd26leeff56oqKhs1bFnzx4aNWrE888/z/z5870doqNkyZKMHj2abdu28eyzz+Lv78/vv//OTTfdxJ133sm6devy7NoiIuejhJmIiIjIeRw9epQKFSpQtWrVbA2P/Pnnn3nggQdYuXKlsy8gIMD5fenSpaxYsQKXy8XTTz/NxIkTSUpKcsp9/PHH3nsRIlKsdOjQgcDAQGf7vffeo0uXLtmaaL9SpUo88sgjtG3blquuuiovwsykfPnyjB8/ni1btvDkk0/i5+fHvHnznPdFEZH8poSZiIiIyHlUqVKFSZMmMWbMmGz1LouMjCQxMZHffvvtjGNJSUm8//77ANx3331ER0dnGn70+OOPU6pUqdwHLyLF1rJlyzJtb9iwgX79+mWrjvHjx/PDDz9w+eWXezO086pcuTIffvghmzZtYsKECTRs2NA59umnn7Jx48Z8i0VEijclzEREREQuwBhD2bJls3XOCy+8QP/+/XnxxRfPOPb1118THR3NJZdcQvfu3YmOjnaO+fv7c++99+Y6ZhEp3q699lpCQ0Mz7fv000+ZNm1aluvw9/fHGONsJyQkeC2+C6lRo0amBQx27NjBk08+Sd26denZsyfbtm3Lt1hEpHhSwkxERETkLI4ePcoXX3yRaUXL89m6dStffPGFs+3v70/Hjh2dleA8lShRgsDAQHr37k1QUBB///23c6xly5ZnPUdEJLt2797t/J7xvtKnTx82bdqUrXqSk5MZMWIEderU4dixY16NMatSU1Np164dqampTJ06ldq1a/Pkk09meo0iIt6kpzERERGRdMePH+fHH3/k1VdfpWvXrkyZMoWRI0de8Lxjx47Rr18/pkyZctYhmKfr3LkzX375Jbfeeiv79u3j999/B9I+0A4ZMiTXr0NEBCA0NJTu3bsDaQkngLi4OLp06ZKt3mLJycl8+eWX7Ny5ky+//DJPYr2QGjVqMHv2bJYvX06bNm1ISUlh8uTJXHnllTz77LMcOXKkQOISkYuXsdYWdAwichEyxoQCMTExMWcMBxARyanY2Fjmz59PUFBQpgn0cyM5OZlZs2YRERHBunXrnA+VABUrVmT48OHUrFnzgvVMnTqVtWvXMnTo0Cy971lr+fDDD/nll1+c1TTfeustGjduDMCpU6dISEigdevWlCxZMoevTkQEfH19nfc2X19f3G43vXv35oMPPshyHX/++Sfbt293VvotaEuWLGHw4MH8/vvvhISEsG3bNsqVK1fQYYlIATtx4kTGPLClrLUnclOXn3dCEhERESkaUlNTOXDgABUqVADAz8+P7777jgMHDgBQs2ZNWrZsSYsWLahRo8Y5PxhmrDYXHBwMwEMPPYS19pwLA7jdbl577TXuvvtuGjVqREREBN98841zvF69ek6yTETEm6ZOncpDDz0EpL0XAXz44Ye0atWKLl26ZKmOG264gRtuuCHPYsyuli1bsnDhQhYsWMCOHTsyJcs++eQTOnfurMVTRCRX1MNMRPKEepiJSF7IaQ+z5ORkIiMjiYiIYOnSpSQlJTFr1iwnuRUeHk5qairNmzfnsssuu2B9u3fvZvDgwVSsWJHXX389S6tnzp49m3feeYfQ0FA+++wz+vTp4yTpAH766ScCAwOdbfUwExFvCggIICkpCUgb3rht2zZCQ0NZtWoVV1xxRbbqSkxMZObMmXTr1i0vQs2VBQsW0Lp1a8LCwnjxxRfp168fISEhBR2WiOQT9TATERERuYCTJ0+ybNkyIiIiWLZsWabJ+4OCgti1axfVq1cHoGPHjtmqOz4+nv379xMfH8+hQ4coX778Bc9p3bo1u3bt4oorrmDGjBmZkmX16tXLlCwTEfG2rVu3UrlyZQC2bdtG3bp1WbduHffffz8RERFZ/hIiOTmZG264gb///huXy5XlHmr5xRjD1Vdfzfr16xk0aBDjxo3jlVdeoU+fPnqfFZFs0aT/IiIiclH65ptveP3111m4cCHx8fGULVuWu+++mzfffJPZs2c7ybKcqF27NiNHjmTSpElZSpYBlCxZkmeeeYZrrrmG6dOnO/uNMbz33ns5jkVEJCsqVarE0KFDne0tW7YQFhbGypUrGThwYJbrcblcdOjQgUsvvdQZkl6YtGrVijVr1vDFF19wxRVXcOjQIZ5//nmuvPJKPvjgA5KTkws6RBEpIpQwExERkSLLWsu2bduYNm0avXv3ZsmSJc6xFi1aULVqVR588EEmTpzIN998w/PPP0+TJk3w9/fP1nUSExMZN25cpl5hTZs2pUyZMhc8NzY2lowpMKy1vPPOO5mOf/zxx9mKRUQkp0aMGEGVKlWAtGHfAwYMIDg4mAYNGmSrnsGDB7Nu3TruuuuuvAgz13x9fenWrRsbNmzgo48+onLlyuzdu5cxY8YUdGgiUoRoSKaIiIgUKW63m7Vr17Js2TKWLl1KdHS0c2zJkiW0bNkSgFq1avHZZ5955Zrjx4/nl19+4Z9//uH999/P8gpxqampvPTSSwQFBTFgwAD27NnDqlWrnOMNGzakRo0aXolRRCQrlixZ4iTNhgwZwv79+7O9uqS/vz+XXHKJs22tLRQrZ57O5XLx+OOP89BDD/HRRx9x+eWX43K5AEhKSmLu3Lncc889+PioH4mInEnvDCIiIlJkHDlyhEceeYQXX3yRGTNmEB0djcvlolmzZgwYMIAnnnjCKevND289e/akWrVq9O7dO1v1/vLLL2zcuJFNmzYREBDAwYMHnWO+vr6MHTvWazGKiGRF5cqVnR5lqampvP/++yQkJABw9OjRbA9ZXLJkCU2bNmXv3r1ej9VbAgICePrpp7nnnnucfZ988gn/+te/qF+/PrNnz0aL4YnI6ZQwExERkULp0KFDfPrpp4wePdrZV7ZsWUqXLk1ISAi33347I0aMIDw8nFGjRnHXXXdlaYhkVlhr2b17t7Ndvnx5pkyZQv369bNcx8mTJ/noo48A6NGjB8ePH880HOj0oZkiIvklMjLS6VU2YsQIHnzwQSIiIqhfvz6DBw/Ocj3WWgYMGMCKFSuydV5hYK2lVKlSREVFcc8993D99dfz008/KXEmIg4lzERERKTQ2LJlC2PGjOGmm26ifPnyPProo7z22mtO7wdImzvn66+/ZtCgQdx0000EBQV5NYbk5GTefvttHnvsMTZt2uTsz+6QnalTp3Ls2DEqVarE4cOHefzxx51jTZo0oW7dul6LWUQkuzJWubTWMnv2bObMmcOePXsIDw8nLi4uS3UYY/j000/p1asX48ePz+OIvatPnz5s376dwYMHExISwsqVK2nXrh0tW7Zk4cKFBR2eiBQCSpiJiIhIgZsyZQr16tWjZs2aDBgwgMWLF5OamkrDhg156aWXOHXqlFP20ksvxdfXN89i8fX15dixY7jdbv75558c1bFjxw5mzZoFQJkyZZgxY4ZzrESJErz55pteiVVEJKcqVKjAlClTnO23336bCRMmsGLFimytflmnTh0mT55MqVKl8iLMPBUWFsZrr73Gtm3bGDBgAIGBgSxdulTv0SICgFGXUxHJC8aYUCAmJiaG0NDQgg5HRAqRpKQkFi5cSNOmTSldujQAb731Fi+99BK+vr7cfPPNdOrUiQ4dOlC1atVM58bGxjJ//nyCgoIICAjIsxhPnjzJP//8w3XXXZftczOGKK1atYqwsDCOHTuW6fi8efOcSafP59SpUyQkJNC6dWtKliyZ7ThERLIiMDDQ+VKiTp06rFu3LldzQC5fvpzGjRsXyYn0o6OjeeONN+jRowfXX389AAcPHmTPnj05uh+ISP47ceJERgK/lLX2RG7qKnrvYiIiIlLkxMTE8NVXX/HAAw9Qrlw52rRpw9y5c53j999/P9OmTePgwYPMnz+ffv36nZEsy0s///wz06dPd7ZDQkJy/OFo0aJFrFq1CmPMGcmyCRMmZClZJiKSXzx70m7YsIHhw4djrWX8+PGMHDkyW3W98MILNG3alA8//NDbYeaLihUr8t577znJMoBRo0bRqFEjOnfuTFRUVAFGJyL5za+gAxAREZGLU0xMDF9++SXh4eEsXLgw08prl112GfHx8c52lSpV6N69e0GEyfr1653hN9deey316tXLcV0nT55k4sSJAGdMHN2tWzfNWyYihU6VKlV45ZVXeOONNwAYOXIktWrV4rnnnsMYQ/PmzbntttuyVFfGFx07duzIq3DzlbWWuLg4jDHMmjWL7777jq5duzJ8+HBq1qxZ0OGJSB7TkEwRyRMakilS/FhriY2Ndf6f37dvHxUrVnSOX3XVVXTs2JGOHTvStGnTHA3Xyashme+++y4lS5bk4YcfzlFc1lrmzZvHpEmTzuhVBmlDThs3bpytOjUkU0TyU9WqVdm1axeQtiJx586dmTx5MpdddhmrV6+mfPnyF6wjNTWVFStW0LRp07wON1+tW7eO4cOHO/NR+vr68vDDDzNkyBCqVatWsMGJSCbeHJKpHmYiIiKSY263m4iICMLDwwkPD6d69er8+uuvQNqE0k888QRXXHEFHTt2pHbt2gUc7f/s3LmTChUq4O/vD0C/fv1yPGdPamoqAwYMIDIyEoBy5cpx6NAh5/iTTz6Z7WSZiEh+27lzJz4+PlhrOXLkCG63m3r16hEVFUX37t355ZdfLrjgio+Pz0WXLAOoW7cu3377LZGRkQwdOpTvv/+eTz75hJIlSxa51UFFJOs0h5mIiIhkS3x8POHh4TzyyCOUL1+em2++mbFjx7J161b+/PNPEhISnLKTJk3ipZdeKlTJsiVLltC7d2/GjBnjDJvMzQTXPj4+XHnllQQGBnLzzTcTFxfnHCtfvjwPPPBArmMWEckP27dvd36fMmUKzz33HCVKlGD+/PnOkM2sOn78OI8//jibNm3ydpgFpmHDhsydO5c//viD9u3b8/LLLzvHtm3bxsGDBwswOhHxNiXMREREJFvuv/9+OnXqxGeffcbhw4cJCwuje/fuzJgxg3379hEUFFTQIZ5XUFAQSUlJHDlyhKSkpGyfn5qayo8//uh8CNy0aRPz5s2jQYMG/P77787cbGFhYfzf//2fV2MXEclLVatW5dNPP3W2H3vsMV555RUAhg0bxqJFi7Jc1zPPPMOUKVN49NFHz5jTsai74YYbmDt3bqZhqn379qVGjRq8+uqrHD16tACjExFvUcJMREREzmrr1q2MHTuWm266iT179jj727VrR9WqVXnmmWeYP38+Bw4cYNq0aXTu3JmQkJACjDhrGjVqxNixY3nzzTdzNA/atGnTeOuttxg/fjyrV6/m+eefJyYmhj///NMp065dO2bNmuXNsEVE8kXPnj15+OGHne0hQ4bw4IMPkpqaSteuXTMNOT+ff//73zRu3Ji33norV714i4LY2FiOHj1KXFwco0aNonr16owcOZITJ3I1fZKIFDBN+i8ieUKT/osUPdZaVq5cSXh4OLNnzyYqKso5NnHiRPr27QtAcnIyfn5+BfIBKCeT/u/evZsJEybwyiuvULp06VzHcOTIEXr37k2TJk2YN28eKSkpmY7fd999zt8qNzTpv4gUpOrVqzurXfr4+FCrVi02btxI27Zt+f7777O0QIq19qJPlmWw1jJnzhyGDBnC2rVrAShTpgwDBw7kqaeeIjg4uIAjFCkevDnpv3qYiYiICH/99RdVqlTh+uuv5/XXXycqKgpfX19uvfVW3nnnHTp06OCUdblcReYDkLWWf//73yxfvpz33nsv2+e73W7mzp3L22+/7ewrW7Ysjz/+OD/++OMZybKePXt6JVkmIlLQtm3b5iTFUlNTiYuLIyAggJ9++okxY8ZkqQ7Pe8Xhw4dJTk7Ok1gLA2MMHTt2ZPXq1Xz11VfUqlWLo0ePMnDgQKZPn17Q4YlIDqiHmYjkCfUwEym8Tpw4wU8//URQUJCTCDt+/DjlypUjICCANm3a0KlTJ9q1a0eZMmUKONrMctLDbMeOHXzwwQcMHDgwW69n/fr1vPvuu85cZePGjaN+/foMHz78jHl8fHx8GDduHNdee23WX8wFqIeZiBS0Q4cOcemllzrbZcuW5ciRI/j5+bFo0SKaNWuWpXq+//57Hn30Ufr168eQIUPyKtxCJSUlhS+//JKpU6fy888/O6syb968mWrVquFyuQo4QpGLkzd7mClhJiJ5QgkzkcIlOjqaOXPmMHv2bBYsWEBycjJNmzbNNO/Wn3/+SYMGDQgMDCzASM8vKwmzxMREdu7cmeOVOY8fP85HH33Ejz/+CEBwcDCPPPIIHTt2ZMyYMfz888+Zyjdt2pTRo0fn6Frno4SZiBQGs2bNonPnzs52YGAgiYmJ1KhRg40bN2Yp8TN9+nS6detGw4YNWb58OX5+fnkZcqGVnJxMnTp1sNYyfPhwHnzwQXx9fQs6LJGLijcTZsXznUpERKSYeOedd5g+fTrLly/PtL927dq0atWK1NRUZ8jNDTfcUBAhelXG8Jd9+/bx/vvvU6VKlSyf63a7mTNnDp988gknT54E4I477uDaa69l8+bN3H777ZnK+/n58cknn1C5cmWvvgYRkcLk3nvv5cUXX+Stt94C0r6U8PHx4aOPPspyL6muXbuSmprKfffdV2yTZQD//PMPsbGxHDx4kB49ejBq1ChGjhxJ586dszQnnIjkL/1fKSIicpFwu91nJMYWL17M8uXLMcbQrFkzRo8ezYYNG9i4cSNvvPHGRfeAXrJkSQIDA3G5XMTGxmb5vKioKHr37s27777LyZMnufLKKxk0aBDbt2/n7bffJjw8PFP5O++8k19//VXJMhEpFv7zn/+wdu1aJ0GWmprKY489xoEDB7J0vjGG7t2752hl4otJ3bp12bZtG6NHjyYsLIyNGzfSpUsXrrvuOubOnYtGf4kULhqSKSJ5QkMyRfJHQkICv/76K+Hh4cydO5dDhw6xceNGZzjiwoUL2bJlC3fffTfly5cv4Ghz72xDMjOeZTImlz569CjJyclcdtllF6zv6NGjTJ48mV9++QWAkJAQunfvzpYtW/jtt9/OKF+9enU+/vjjfEk0akimiBQ2KSkp1KxZM9PqmYMGDaJBgwZ06NAhSz3OrLVMnz6dWrVqcf311+dxxIVXTEwM48ePZ8yYMc4XPH/88cdF0dtbpCBpDjMRKfSUMBPJO8eOHXPmI5s3bx7x8fHOsbCwMD7//HPat29fgBHmndMTZklJSbzzzjvUqlWLjh07Zrkeay0zZ87ks88+Iy4uDoC2bduSkJDAf//73zPKly5dmunTpxMUFOStl3JBSpiJSGHVo0cPpk2blmmfZ7Jnz549lC5dmpCQkDPOHT9+PM899xyNGjXir7/+cvZ/8MEHBAUFcffdd1O2bNm8fQGFyJEjR3j77bdZt24dc+bMcfbv2bOHSpUqFWBkIkWTNxNmF9c4DBERkYuU2+12fl+yZAk9e/Zk9uzZxMfHU6VKFZ555hnmz5/PgQMHLtpk2dksXLiQH3/8kYkTJ3L48OEsn2eMYc2aNcTFxVGzZk1uu+02fv7550zJMn9/f7p06UJ4eDjfffddvibLREQKs88//5yxY8dm2tesWTM++ugjrLU8++yzlC5dmiZNmjBgwADCw8M5cuQIAA899BD16tXjuuuuy3T+yy+/zCOPPJJpmOeMGTNo0aLFGQurbNmyJVvD7guzsmXL8sYbb2Qa+n/o0CHq1KnDnXfeecZUCyKSf4rvjIsiIiKFmLWWVatWER4ezuzZs2nfvj2jRo0C4LbbbqNZs2bccccddOzYkQYNGjjDEYubO+64g/Xr19OiRQsuueSS85Y9fPgwvr6+hIWFAVCzZk1WrFjB5s2b2bx5c6ayHTp0oH///sX27yoiciHPPfccoaGhPP74486+J554glGjRnHJJZfgdrtZsWIFK1asYMyYMQBcffXV3HTTTQwcODBTwiw5OZkuXbqwc+fOTIu1REWvoHVcAAAgAElEQVRFsXTpUurWrZvp2o0bNyYmJob169dTp04dAJYtW0ZERARNmjShZcuWefnS84Tn/WbRokUkJiYyb9485s2bx913381rr71G/fr1CzBCkeJHQzJFLgLGmL7Ai0AFYB3Q31q7+BxlewKfnuVQkLU2MSd1nuM6GpIpkk1JSUn8/vvvhIeHEx4ezp49e5xj11xzDWvWrCnA6PJXcnIyu3btIiEhgXr16jn7v/32W8LDw3nwwQcpUaLEGedZa50VyMLCwpxhPevXr+eFF16gXLlyHDhwgKSkpDPODQ0NpXHjxgwePLhQJMo0JFNEioLExEQuvfTSTD2+jDG89957lCpVisWLF7N48WI2bNhwxrnVqlXjxhtv5MYbb+Suu+6iYsWKmY5v3bqVyMhIKlWq5Az3jIuLo1KlShw/fpyTJ08SHBwMwIgRIxg+fDi9evVi8uTJTh1NmjQhLCyMqVOnOnN5HjhwgMTERC6//PJCu2rn9u3bGTlyJJ9//jmpqakA3HfffYwYMcJJEorImTSHmYg4jDH3A9OAvkAE8CTwOHC1tXbXWcr3BN4Banvut9buz2md54hLCTORbLDWUqtWLbZs2eLsCw4Opk2bNnTs2JG77rqLMmXKFGCE2bNjxw727dtH9erVnQ8o0dHRfPjhh/j5+TF06FCn7AsvvMDcuXMZNmwY3bp1A9ISXHXr1qVMmTLOMB6ALl268O2333LjjTfSvHlzDh48yMGDBzlw4ACHDh1yPgQB9O3bl5YtW/L888+zf/9+zuWyyy5j7NixZ3xQK2hKmIlIUWGt5cYbbyQiIiLT/qCgIG677Ta6devGJZdcwsGDB1mxYgWLFy8mMjIy03QDM2fO5N577wVg165dHDp0iPr1658zoRUbG5vpvXHGjBnMmDGDtm3b8vDDDwNpE+uXLl0aIEvJtREjRlChQgW6devmlC1omzZtYvjw4Xz11VcABAYGsnfvXueZYMCAAaSmpuJyuXC5XPj7+zu/V6tWjX/9619OXbNnz8btdmcql/GzVKlSmRJx+/btw8fH54w6L7bVteXio4SZiDiMMcuAVdbaPh77NgCzrbWvnKV8T2C8tba0t+o8Rx1KmEm+stZirc30IJeQkMCpU6dITU3F7XaTmpqa6fdKlSo55aOjozl69KhzPKNMxs8mTZo4q39t2LCBnTt3ZjrueU779u2dB+3ly5ezZs2aM+pLTExkzZo1TJs2zenN9Mgjj/Djjz/SoUMHOnXqROvWrQkMDMy3v19GHDExMURGRmKM4eabb3bKTJo0icjISHr27Ol807969Wo6duxImTJliIyMdMp26NCBuXPnMnnyZHr16gXAunXrqFevHmXLls0039hDDz3EF198wVtvvUXfvn1Zu3YtO3bs4PHHH6ds2bJs376de++9l6VLl3Lw4EGvvF4/Pz9atWrFoEGDvFJfXlDCTESKmqioKO666y527Tr396sVKlSgZs2aVK9enQceeIClS5eyaNEivv76a2d144yEVo8ePZg6dSrwvx7EQUFB+Pn5Zakn8KlTp4iIiCA6Opru3bs7+wcOHMj48eMZMmQIgwcPBjIn12JjY50FC8aOHcv06dN57LHH6NPHeTRm9erVVK5cmTJlyuRLr+Q1a9YwbNgwKlasyMSJE539gYGBnDp16qzntGrVigULFjjbZcuW5ejRo2cte/3112eaL61q1apn/e/o6+vLtddey6pVq5x9t912Gzt27DgjCefv70/lypUzLRAxZMgQdu/efUZZl8tF6dKlefHFF52y4eHhHDp06KwJvsDAQFq1auWU3bFjB4mJiWdNHPr7++fb85QUPCXMRAQAY4w/EA/cZ639zmP/O0ADa+3NZzmnJ/AxsBfwBVYDQ6y1kTmt8xyxFYmE2Y8//siUKVOIiIggOTkZYwzJycn4+PjgdrtJTk4mODiY5ORkIG2IwalTpzDGEBwcTGhoKMHBwURHRzvfdAYHBzsPLwcOHMDtduPr6+ucD5Camoqvr6/Txd4YQ2pqKj4+PgQFBREUFERqaipxcXEkJiYSGBhIqVKlSElJISkpiZMnTzrlM873rCMlJYWM9/eMn/7+/s4Dpo+PD/Hx8fj7++Pr6+ske05/4DLG4HK5nGRKSkoKqampeN47fH198fX1xRhDYGAg8fHxznZKSoqTIMqoI+Onv7+/c42kpCTnb3H69Y0xhIaGEh8fj4+PD9bacz4YAgQEBDjxZcR7LqVKlSIhIQEAHx8fp2fS2WQkyzz/DucSGhpKYmIi1lpcLlemVSxP5/nQ7+Pj49SbmpqKMQZfX19CQkJITU0lJSXFSQCWKVMGHx8fpz243W6nHs/kF+D8N/ZMKma04Yykop+fH9ZawsLCsNY6vbo8225GHRn/fTPaXEYPgYyyAQEBTnvKaOclSpRw/ltntImMejPapLXWSWpm/M2ttc51c6ts2bJ07tyZrl275rqu/KCEmYgUVXFxcbRo0YK///77vOVKlSpFQEAALVq0ICIighMn0j7bnjp16oz7jb+/v7Oq8dlklIX/PW+VLl2aevXqkZCQwJYtWzhx4gSpqamZeq25XC6Sk5MpUaIEMTExmY77+/s7997AwEACAwOx1lKtWjXntZUrV464uLhMX575+voSGBiI2+0mJCTEuadmPLe5XC58fX1JTk7Gz88Pl8uF2+2mRo0aHD161HnOOHHihHMPdLvd+Pj4ZKr3+PHjzvOr59/L8z7qcrmoXr06ycnJ7Nixg5SUlEzPiZ5/v4CAAIKDgzl58qTzfHQ2Pj4+BAcHU6VKFfz9/YmKinKelc+mRIkSBAcHEx8ff97/hgAhISFUqlSJEiVKsH79+vM+m5UoUYISJUqQmJjIyZMnL1jvpZdeSpkyZdi0adM5F40wxhAUFERgYCApKSnOM3dGO/Tz88v0DO7v709YWBgVKlRg7969xMfHk5CQQHJyMi6Xy3kGdrlcmZ6rPZ8NjTGEhISQkpIC4HwOCQkJoUqVKhw7dgy3283Ro0eJi4tznhettfj5+Tk9AV0uF7Gxsc7zVMazXsYzd3JyMikpKQQGBtKkSRNiY2M5fvw4u3fvdp7ZMtpvxrNkiRIlCA0NpXz58rRo0YKWLVvSrl278/6tC5oSZiICgDGmImmJrxbW2qUe+wcBD1tra5/lnBuAK4G1QCjwLNAOqG+t3ZyTOtOPBwABHrtKAnsKe8KsRYsWLF269MIFRaTICQwMpGHDhgwZMqRIrnCphJmIFHXJycl06tSJn3/++bxfNIlI0dC8efMzhl4XNt5MmBXOGQ5FJLtOz3ybs+xLK2jtn8CfTkFjIoBVQD/gmZzUme4VYFgW4y00mjVrxsaNG8/ZPf1CPHvZeO7LoC8lCqeMb2Lzol7w/n/3c9Wb29eR0X4zeo957s/4djOn9fr5+eHr6+v0EoD/9Ua8UA+9c70ul8tFUFAQ1lrnG+ry5ctTo0YNGjduTL169ahWrZrT001ERAqWy+Xihx9+ANJ6Ts+cOZM5c+awc+dOIiMjnffySy65BH9/f+Lj4zl27Nh56zzXPeJs98qM3s2nTp1yeu94g5+fHwEBAV6v18fHx+nl480Eo4+Pj9MrKS/qzXhe8NbzT8ZzRMbf1pvPVS6X66w97HLL39//rAsK5VZGvODdv0PGCJoLPZPB/0acVKtWzZmSo7hQDzORIsyLwyc/AipZa9vmtM6i2sNMRIqW2NhY5s+fT1BQEAEBARc+oQhTDzMRERGR7FEPMxEBwFqbZIxZCdwOfOdx6HYgPCt1mLSv4xqQNkQzx3Vaa08BzsRS+TH5qYgUX+ebK+ViURxeo4iIiEhhpYSZSNE3FphmjPkL+AN4AqgCfAhgjPkc2JuxuqUxZhhpQzI3kzaH2TOkJcyeymqdIiIFxeVyUaJECeLj4706DKawKlGihLPghIiIiIjkHyXMRIo4a+3XxpiywFCgAhAFtLPW7kwvUgXwHJheGpgMlAdigEjgJmvt8mzUKSJSIAIDA7npppuKTe8rl8tFYGBgQYchIiIiUuxoDjMRyRPGmFAgRnOYiYiIiIiISH7w5hxmPt4JSURERERERERE5OKghJmIiIiIiIiIiIgHJcxEREREREREREQ8KGEmIiIiIiIiIiLiQQkzERERERERERERD0qYiYiIiIiIiIiIeFDCTERERERERERExIMSZiIiIiIiIiIiIh6UMBMREREREREREfGghJmIiIiIiIiIiIgHJcxEREREREREREQ8KGEmIiIiIiIiIiLiQQkzERERERERERERD0qYiYiIiIiIiIiIeFDCTERERERERERExINfQQcgIhe3EydOFHQIIiIiIiIiUgx48/OnsdZ6rTIRkQzGmMuBPQUdh4iIiIiIiBQ7lay1e3NTgRJmIpInjDEGqAjEFnQsF1CStMReJQp/rFI8qY1KYac2KkWB2qkUdmqjUtgVpTZaEoi2uUx4aUimiOSJ9DenXGX080NaXg+AWGutxo9KoaM2KoWd2qgUBWqnUtipjUphV8TaqFfi06T/IiIiIiIiIiIiHpQwExERERERERER8aCEmYgUd6eAEek/RQojtVEp7NRGpShQO5XCTm1UCrti10Y16b+IiIiIiIiIiIgH9TATERERERERERHxoISZiIiIiIiIiIiIByXMREREREREREREPChhJiIiIiIiIiIi4kEJMxEp1owxfY0x240xicaYlcaYGws6JimejDGvGGNWGGNijTEHjTGzjTG1TysTYIx5zxhz2BgTZ4yZY4ypVFAxS/GV3l6tMWa8xz61TylwxpjLjTFfGGOOGGPijTGrjTGNPI4bY8xwY0y0MSbBGPNfY0zdgoxZig9jjJ8x5vX0Z88EY8w2Y8xQY4yPRxm1Uck3xpibjDFz09ubNcZ0Ou34BdujMSbMGDPNGBOT/m+aMaZ0/r6SvKGEmYgUW8aY+4HxwL+BhsBi4CdjTJUCDUyKq5uBicANwO2AHzDPGBPsUWY8cA/wANASCAG+N8b45nOsUowZY64HngDWnHZI7VMKlDEmDIgAkoG2wNXAC8Bxj2IvAc8DTwPXA/uBX40xJfM3WimmBgK9SWt/dUhrjy8C/TzKqI1KfgoG/iatvZ1NVtrjdKAB0Cb9XwNgWl4FnJ+MtbagYxARKRDGmGXAKmttH499G4DZ1tpXCi4yETDGlAMOAjdbaxcZY0oBh4CHrLVfp5epCOwG2llrfym4aKW4MMaEAKuAvsBgYLW1tr/apxQGxpjRQAtr7Vl7ixtjDBANjLfWvpm+LwA4AAy01k7Kt2ClWDLGfA8csNY+5rFvJhBvrX1IbVQKkjHGAvdYa2enb1+wPRpj6gDrgRustcvSy9wA/AFcZa3dVAAvxWvUw0xEiiVjjD/QCJh32qF5QPP8j0jkDKXSfx5N/9kIcOHRZq210UAUarOSfyYCP1hrfzttv9qnFAYdgL+MMd+mD22PNMb08jheHShP5nZ6CvgdtVPJH0uA1saYWgDGmPqk9cj9Mf242qgUJllpj82AmIxkWXqZP4EYLoI261fQAYiIFJBLAF/SviHxdIC0G4NIgUn/Rm8ssMRaG5W+uzyQZK09dlpxtVnJF8aYB0hLjDU+y2G1TykMagB9SHv/HAU0Ad41xpyy1n7O/9ri2e79VfMtSinO3iTtC7GNxhg3ac+ir1pr/y/9uNqoFCZZaY/lSRsRcbqDXAT3fyXMRKS4O31cujnLPpH8NgG4lrRvnS9EbVbynDGmMvAOcIe1NjE7p6L2KfnHB/jLWjsofTsyfXLqPsDnHuV075eCcj/QHXgQWEfaXE/jjTHR1tqpHuXURqUwuVB7PFvbvCjarIZkikhxdRhwc+Y3H5dy5rcoIvnGGPMeacOKWllr93gc2g/4p09q7UltVvJDI9La2kpjTIoxJoW0hSqeSf/9AGqfUvD2kTaXjqcNQMZiPvvTf+reLwXlLWC0tfYra+1aa+00YByQMXeu2qgUJllpj/uBy85ybjkugjarhJmIFEvW2iRgJWmrEXq6HVia/xFJcZe+bPcE4F7gVmvt9tOKrCRt5bfbPc6pANRDbVby3nzgGtJ6Q2T8+wv40uN3tU8paBFA7dP21QJ2pv++nbQPd57t1J+05K/aqeSHEkDqafvc/O9zudqoFCZZaY9/AKWMMU08yjQlbehxkW+zGpIpIsXZWGCaMeYv0t7snyDtW+gPCzQqKa4mkjZEoyMQa4zJ+DYvxlqbYK2NMcZMAcYYY46QthjA28Ba4PQJ2EW8ylobS9oE/g5jTBxwJGOePbVPKQTGAUuNMYOAb0ibw+yJ9H9Ya60xZjwwyBizGdgMDALigekFE7IUM3OBV40xu0gbktkQeB74BNRGJf+lr359pceu6saYBsBRa+2uC7VHa+0GY8zPwEfGmCfT65gMfF/UV8gEJcxEpBiz1n5tjCkLDAUqkPZhsJ21duf5zxTJE33Sf/73tP2PAJ+l//4ckELaB8Eg0nr99LTWuvMhPpELUfuUAmWtXWGMuQd4g7R7+3agv7X2S49i/yGtfb4PhAHLSJubLza/45ViqR/wGmnt71IgGpgEjPQoozYq+akxsNBje2z6z6lAT7LWHrsB7/K/1TTnAE/nXcj5x1hb5OdhExERERERERER8RrNYSYiIiIiIiIiIuJBCTMREREREREREREPSpiJiIiIiIiIiIh4UMJMRERERERERETEgxJmIiIiIiIiIiIiHpQwExERERERERER8aCEmYiIiIiIiIiIiAclzERERERERERERDwoYSYiIiIiIiIiIuJBCTMREREREREREREPSpiJiIiIiIiIiIh4UMJMRERERERERETEgxJmIiIiIiIiIiIiHpQwExERERERERER8aCEmYiIiIiIiIiIiAclzERERERERERERDwoYSYiIiIiIiIiIuJBCTMREREREREREREPSpiJiIiIiIiIiIh4UMJMRERERERERETEgxJmIiIiIiIiIiIiHpQwExERERERERER8aCEmYiIiIiIiIiIiAclzERERERERERERDwoYSYiIiIiIiIiIuJBCTMREREREREREREPSpiJiIiIiIiIiIh4UMJMRERERERERETEgxJmIiIiIiIiIiIiHpQwExERERERERER8aCEmYiIiIiIiIiIiAclzERERERERERERDwoYSYiIiIiIiIiIuJBCTMREREREREREREPSpiJiIiIiIiIiIh4UMJMRERERERERETEgxJmIiIiIiIiIiIiHpQwExERERERERER8aCEmYiIiIiIiIiIiAclzERERERERERERDwoYSYiIiIiIiIiIuJBCTMREREREREREREPSpiJiIiIiIiIiIh4UMJMRERERERERETEgxJmIiIiIiIiIiIiHpQwExERERERERER8aCEmYiIiIiIiIiIiAclzERERERERERERDwoYSYiIiIiIiIiIuJBCTMREREREREREREPSpiJiIiIiIiIiIh4UMJMRERERERERETEgxJmIiIiIiIiIiIiHpQwExERERERERER8aCEmYiIiIiIiIiIiAclzERERERERERERDwoYSZSyBlj+hpjthtjEo0xK40xN56nbE9jjD3Lv0CPMjcZY+YaY6LTj3U6R111jDFzjDExxphYY8yfxpgqefEaRURELmbZuZenly9tjJlojNmXfs4GY0y77NRpjAkwxrxnjDlsjIlLv6dXOq1MlfRngrj0cu8aY/y998pFRESKLiXMRAoxY8z9wHjg30BDYDHw0wUSVyeACp7/rLWJHseDgb+Bp89z3SuAJcBG4BagPvAakHiuc0RERORM2b2XpyesfgWqAf8CagO9gL3ZrHM8cA/wANASCAG+N8b4ptfhC/xA2nNBy/RynYExXnjZIiIiRZ6x1hZ0DCJyDsaYZcAqa20fj30bgNnW2lfOUr4nMN5aWzqL9VvgHmvt7NP2fwUkW2sfyk38IiIixV0O7uW9gReBq6y1yTmp0xhTCjgEPGSt/Tr9eEVgN9DOWvuLMaYt8D1Q2VobnV7mAeAz4FJr7QkvvHwREZEiy6+gAxCRs0v/hrkRMPq0Q/OA5uc5NcQYsxPwBVYDQ6y1kdm4rg9wF/AfY8wvpH1zvR144/TE2mnnBQABp+0uAxzN6rVFRETyQUkg2ubDt8Y5vJd3AP4AJhpjOpKW+JoOvGmtdWexzkaAK30fANbaaGNMVHqZX4BmQFRGsizdL6TdyxsBC8/yenSvFxGRosAr93olzEQKr0tIS3odOG3/AaD8Oc7ZCPQE1gKhwLNAhDGmvrV2cxaveylpwzZeBgYDA4E2wCxjTCtr7e/nOO8VYFgWryEiIlKQKuExxDEP5eReXgO4FfgSaAfUBCaS9tw+Mot1lgeSrLXHLlAmUx3W2mPGmKTzxKZ7vYiIFBW5vtcrYSZS+J2eFTdn2ZdW0No/gT+dgsZEAKuAfsAzWbxextyG4dbacem/rzbGNAd6A+dKmL0BjPXYLgns2b17N6GhoVm8tIhI7kVERNCuXTv8/f3566+/qFq1akGHJIVAdHQ0wcHBVKlSBSA2ny+f5Xs5affhg8AT1lo3sDJ9OOWLpCXMclLnucqcrfz56tG9XkRECrUTJ05QuXJl8MK9XgkzkcLrMODmzG95L+XMb5XPylqbaoxZQdq309m5bgqw/rT9G0ibFPhc1zoFnMrYNsYAEBoaqodoEclXbdq0YebMmezatYtrrrmmoMORQiAlJYU2bdoQHByc35fOyb18H2nziLo99m0AyqcPx8xKnfsBf2NM2Gm9zC4FlnqUaepZgTEmjLShnGeNTfd6EREpTrRKpkghZa1NAlYCt5926Hb+97B7XibtSbYBaQ/f2bnuCtJW5fJUC9iZ1XpERAqKMYZ7772X/v37F3QoUkhERUVx6NAh9u/fn6/XzeG9PAK4Mn1O0Qy1gH3W2qQs1rkSSPYsY4ypANTzKPMHUC99f4Y7SEuIrbzwqxMREbm4qYeZSOE2FphmjPmLtAfbJ4AqwIcAxpjPgb0Zq2wZY4aRNiRzM2lzmD1DWsLsqYwKjTEhwJUe16hujGnA/7N353E2lv8fx1/XDGPGLpKdikRCtihLJUuKUCFbKsmSiBAiW0QokiVblvraQtYsoWxZs2/Zd8NgMINZzvX743B+M/blnDlnZt7Px+M8cu77uq/rczwy95nPfV2fC85aaw9fO/YtMNkY8zfOor+VgarAS575mCIiD+/ixYtER0eTNu09bRQsiUjhwoU5duwYa9asoXLlynE9/H3dy4FhOEspDDLG/IBzlngnYPC99mmtDTXGjAYGGGNCcBbl74+zxunia30sxDmbfIIxph3O4v39gZHaIVNEREQJMxGfZq2dbIxJD3QFMgPbcG4Hf32mVw7AEeOStMBPOJdphAL/AmWttWtjtClG7J2vrtciGYdzwwCstTOubWvfEecX9N3AW9baFe77dCIi7tWzZ0/GjBnDkCFDqFOnjrfDER+TNm1aSpUqFefj3u+93Fp7xBhTEfgO2IKzYPEgoO999AnwGc4SC1OAIOBPoNH1pZ7Xdtx8HRiKc1bbZZy7cX7u3r8BERGR+MnEwY7aIpIIGWNSA6GhoaGqayIiHnfgwAGefvppIiIimDt3LlWqVPF2SOIjzp07R7p06QBnIeA0adIApNEsqoene72IiPgad97rVcNMRERE4r0vvviCiIgIXn31VV577TVvhyM+4sSJE2TNmpW3336by5cvezscERERiUeUMBMREZF4bdWqVUyZMgVjDAMGDHDt3Cfyxx9/cPnyZU6cOEFQUJC3wxEREZF4RDXMREREJN6y1tKmTRsAPvzwQwoWLOjliMSXvP/++xQvXpzw8HBvhyIiIiLxjBJmIiIiEm9NnjyZNWvWkCJFCnr27OntcMQHFShQwNshiIiISDykJZkiIiISb23btg1jDF988QWZMmXydjjiI6y1qlkmIiIiD0UJMxEREYm3evXqxb///utalikC8Ndff5E9e3Z69erl7VBEREQkntKSTBEREYnXChUq5O0QxMf8+uuvhISEcOzYMW+HIiIiIvGUEmYiIiIS74wcOZJy5crx1FNPeTsU8UHDhg3jtdde49lnn/V2KCIiIhJPKWEmIiIi8cqOHTto2rQpfn5+7N69myeeeMLbIYmP8ff3p0aNGt4OQ0REROIx1TATERGReKVdu3Y4HA6qVq2qZJnEEh0djbXW22GIiIhIAqCEmYiIiMQbCxcuZN68eSRNmpS+fft6OxzxMUOHDqVo0aLMnj3b26GIiIhIPKclmSIiIhIvREdH8/nnnwPQokUL8uTJ4+WIxNeMHDmSrVu3cvToUW+HIiIiIvGcEmYiIiISL4wdO5atW7eSLl06unTp4u1wxActXbqU0aNH07BhQ2+HIiIiIvGcEmYiIiLi8y5evMiXX34JQNeuXXnkkUe8HJH4ovTp09O+fXtvhyEiIiIJgGqYiYiIiM9LmjQprVq1okiRIjRv3tzb4YiPUaF/ERERcTclzERERMTnBQYG0rFjR9atW0dAQIC3wxEf07x5c2rXrs327du9HYqIiIgkEEqYiYiIiE+LOXvIz09fXSS20NBQfv75Z6ZMmcL58+e9HY6IiIgkEPrWKSIiIj5r/fr1FC5cmEWLFnk7FPFRadKk4Z9//uGrr77ihRde8HY4IiIikkCo6L+IiIj4JGstbdq0YcuWLUyYMIEKFSp4OyTxUYUKFaJQoULeDkNEREQSEM0wExEREZ80Y8YMli9fTlBQEF9//bW3wxERERGRREQJMxEREfE5ERERtG/fHoDPP/+c7Nmzezki8TXWWqpWrUrXrl05e/ast8MRERGRBEYJMxEREfE5P/74I/v27SNTpkyuxJlITGvWrGHOnDn069ePqKgob4cjIiIiCYxqmImIiIhPCQkJoUePHgD06tWLlClTejki8RkeCpwAACAASURBVEVFixZl8uTJHDx4kIwZM3o7HBEREUlglDATERERnzJ+/HjOnz9PwYIFadSokbfDER+VNGlSatWq5e0wREREJIFSwkxERER8SuvWrcmePTuPPfYY/v7+3g5HRERERBIh1TATERERn2KM4e2336ZMmTLeDkV8UHh4OBUrVuTXX39V7TIRERHxGCXMRERExCfs2bOH0NBQb4chPm7ChAksWrSILl26YIzxdjgiIiKSQGlJpoiIiHidw+Hg3Xff5fDhw0ybNo1y5cp5OyTxUTVr1uT06dNky5ZNS3ZFRETEY5QwExEREa+bOHEiGzduJHXq1OTPn9/b4YgPe/TRR/nyyy+9HYaIiIgkcFqSKSIiIl4VFhZGp06dAOjcuTOPPvqolyMSERERkcROCTMRERHxqgEDBnDs2DFy5szJp59+6u1wxEft3r2b+vXrs379em+HIiIiIomAlmSKiIiI1xw/fpy+ffsC0LdvXwIDA70ckfiqwYMH88svv3Dx4kV+//13b4cjIiIiCZwSZiIiIuI1Xbp0ITw8nJIlS1KrVi1vhyM+7MMPP+TixYt88MEH3g5FREREEgElzERERMQrHA4Hxhj8/PwYOHAgxhhvhyQ+rEiRIowfP97bYYiIiEgioRpmIiIi4hV+fn6MGjWKffv2UapUKW+HIyIiIiLiooSZiIiIeFWuXLm8HYL4sPnz59OzZ0+Cg4O9HYqIiIgkIkqYiYiISJyKjIykZcuW/Pfff94OReKBPn360LVrVwYPHuztUERERCQRUcJMJB4wxjQ3xhwwxlwxxmwwxpS5Q9tGxhh7i1dgjDZljTGzjTHHr52rfpfxR1xr19qdn0tEEqeffvqJIUOG8NJLLxEZGentcMSHWWtp2rQpL7zwAs2bN/d2OCIiIpKIKGEm4uOMMbWB74GvgeeA5cB8Y0yOO1x2Acgc82WtvRLjfApgM/DJPYxfHXgeOP5AH0BEJIbz58/z1VdfAfDll1+SNGlSL0ckvswYQ926dVm5ciVZsmTxdjgiIiKSiGiXTBHf1wYYba0dde19a2NMJaAZ0PE211hr7cnbdWitnQ/MB+64K50xJiswBKgEzL3/0EVEYuvduzchISHky5ePjz76yNvhiIiIiIjckmaYifgwY0wAUBRYeMOphcALd7g0pTHmkDHmqDFmjjHmuQcY2w+YAHxrrd1+v9eLiNxo//79DBo0CID+/fuTJIme28ntjR07lsmTJyeIZbseKK2Qyhjz/bV7/WVjzCpjTPEb+rlVH9YY0y5Gm4O3OP+NZ/4WRERE4hclzER8WwbAHzh1w/FTQKbbXLMLaARUA94FrgArjTF57nPsDkAUcE9Vlo0xyYwxqa+/gFT3OZ6IJHBffPEFERERvPrqq7z22mveDkd82JUrV+jQoQN16tRh9uzZ3g7noXiotMIooALQAHgW54O0xddmhl+X+YbXB4AFfrthrK43tOt1/59SREQk4VHCTCR+sDe8N7c45mxo7T/W2onW2s3W2uVALWAP0PJeBzPGFAVaAY2stbcc5xY6AqExXkfvdTwRSfhWr17N1KlTMcYwYMCAOy4HF4mMjKR58+YUL16catWqeTuch+UqrWCt3WmtbQ0cwVla4XastfZkzNf1E8aYIOAtoL219m9r7V5rbTfgQMw+b3H9m8BSa+3+G8a6eEPbS+752CIiIvGbEmYivu0MEM3Ns8kycvOss1uy1jqAdcD9zDArc22Mw8aYKGNMFJATGGCMOXiba/oAaWK8st3HeCKSwBUuXJjevXvTqlUrChYs6O1wxMelSpWKbt26sWbNmni9dNdDpRWS4Jx9fuWGay4DpW8Tx2PA68DoW5zuYIwJMcZsMsZ0vhaziIhIohd/v4GIJALW2ghjzAacyy5mxDhVAfj9XvowzmkchYGt9zH0BGDxDccWXDs+9jaxXgWuxhj3PoYTkYQuKCiIjh1vt0+JyK0lgHvJw5RW2Aqkxjnje6UxppC19j9r7UVjzGqgizFm57W+3sW5o/V/t+nzPeAiMP2G44OAjcA5oATOh1+PA41v1YkxJhmQLMYhlV8QEZEESwkzEd83EJhgjFkPrAaaADmA4QDGmPHAMWttx2vvvwL+wfmlOTXwKc6EWYvrHRpjUgK5Y4zxuDGmMHDWWnvYWhsChMQMwhgTCZy01u72yKcUkQQpMjISPz8//P39vR2KxBM//PADZcqUoXDhwt4OxZ3uq7QCzvu4s6ExK3EmtVrivKeDs3bZGOAYzpnoG4FfgSK3Gf8D4Jcb6qBhrf0uxtstxphzwDRjTIdr3wVu1BH46jZjiIiIJChakini46y1k4HWOIvybgLKAlWstYeuNcmBs0jvdWmBn4CdOJd8ZAXKWmvXxmhTDPj32gucSbl/gR4e+hgikkgNHDiQIkWK8Pfff3s7FIkH9u/fT6tWrXjuuec4ePCgt8NxB4+UVrDW7rPWlgNSAtmttSWApDjrmMVybUfOvDg3Crib64m63Lc5r/ILIiKSaGiGmUg8YK0dCgy9zbmXbnj/GfDZXfpbhvPp9v3EkOt+2ouIBAcH07t3by5cuMChQ4fufoEketZaateuzaVLl8iVK5e3w3loni6tYK0NA8KMMemASkD7W3TxIbDBWrv5Hoa7XivtxK1OqvyCiIgkJkqYiYiIiEd069aNCxcuULRoUerVq+ftcCQeePLJJ/nf//6Hw+HwSP+XL1/2SL934YnSCpVwPvjajXM22LfX/hyrzqgxJjXwDtD2xqCMMaWAksBSnLtbFwe+A2ZZaw+756OLiIjEX0qYiYiIiNvt2LGDESNGADBgwAD8/FQFQu6dp/5/+eabbzzS751YaycbY9LjLK2QGdjGzaUVYmYIr5dWyIQzkfUvN5dWSINzeWQ24CzwG9DZWht5w/B1cCbW/neL0K4CtXHWJEsGHAJGAv0e7JOKiIgkLMbaW9YbFRF5KNeeaoeGhoaSOnVqb4cjInHs9ddfZ968eVSvXp0ZM2bc/QJJ1BwOBz/++CN169Ylffr0Hhlj48aNFC9e/PrstTTW2gseGSgR0b1eRER8zYULF0iTJg244V6vx70iIiLiVosWLWLevHkkSZKEfv00WUXubu7cuXz66acULFiQqKgot/cfFRVF48aNPbbUU0RERBIeLckUERERt5o8eTIALVq0IE+ePHdpLQKBgYE899xzVKhQgSRJ3P/1dMCAAfz777+kTZuW8+fPu71/ERERSXi0JFNEPELLNEQSL2st06ZNo3z58jzyyCPeDkfiCWstERERJEuWzK39hoeH8/jjjxMcHMzQoUNp3rw5aEmmW+heLyIivsadSzKVMBMRj9CXaBER8RVHjhxh9OjRfPbZZ6RNmxaUMHML3etFRMTXqIaZiIiI+JyFCxcSGhrq7TAkHjlz5gy//fabR+qWxZQ9e3a6deuGMcaj44iIiEjCoRpmIiIi8tCOHDnCm2++SapUqVi3bh05c+b0dkgSD/z000907tyZN998k5kzZ7q17+PHj7N9+3YqVKjg1n5FRHyNtZbg4GAGDx7Mxo0bqV+/Ps899xz+/v5MnjyZHTt28OSTT/Lyyy9TuHBh0qdPrwcIIvdACTMRERF5aJ06deLKlSuUKFGCHDlyeDsciSeCgoJInz49b7/9tlv7tdbSokULZs6cSZ8+ffjiiy/c2r+ISFyLjo5m6dKl/PLLL8ycOdM1ozsgIICrV6/GavvHH3/cso/evXvfdCxt2rTkz5+fsmXLUqNGDYoVK4afnxaiiYBqmImIh6iuiUjisX79eooXLw7AunXrKFasmJcjkvjk8uXLJEmShKRJk7qtz6ioKNq2bcuIESNYt24dzz77LODeuiaie72IJ+3bt48mTZqwfPlyIiMj7/v6Rx55BGst586du+9r/fz8qFq1KrVq1eKtt95y+2YsIp6kov8i4vP0JVokcbDWUq5cOZYvX06DBg0YP368t0MScTl+/DhZsmRxvVfCzL10rxdxn+joaNq1a8eoUaO4ePHiPV9XrFgxunTpQt68eUmdOjW5cuUiIiKCAwcOkCtXLi5evMiMGTNYvXo1UVFRHDp0iP/++4+jR4/ec/1IYwwZM2ZkwYIFFCpU6EE/okicUMJMRHyevkSLJA4zZsygZs2aBAUFsXv3brJnz+7tkCQe2L17N5GRkRQoUMDtfVtrb1ubRwkz99K9XuTBORwOjh8/jr+/P7/99htt2rS560yy9OnTExISwowZMzhz5gz9+vWjatWq9OnTh4CAAMD58zVr1qykTJnyjn1dunSJSZMmkTJlSkqUKMGBAweYNm0aI0eOxM/Pj9SpUxMSEhLrGmMMFStW5N133+WFF14gT548D/eXIOIB2iVTREREvC4iIoL27dsD0LZtWyXL5J517dqVZ599lm+//dat/f7555+8/PLL7Nmzx639ioi406hRo/D39yd79uxkzZqVli1bxkqWGWNo0KAB58+fZ82aNa6ZsiEhIWTIkIGrV6/SuHFj9uzZw44dO8idOzfDhg3j6tWr5M2b967JMoCUKVPSuHFj6tSpwxNPPEH58uWpVq0a0dHRpEyZkiNHjhAeHs57773nusZay4IFC2jUqBFPPfUUxhgKFCjAsWPH3P+XJOIDVPRfREREHkh4eDgvvvgi4eHhdOjQwdvhSDzhcDjw8/PD39+fihUruq3f8PBwmjRpwv79+xk6dCjff/+92/oWEXGH2bNn07FjR7Zv3+46Zq3l+eefp06dOoSFhfHkk09SqFAhAgMDadq0KZMmTQIgMDCQNm3a0KFDB9eMzpCQEDZv3syJEydo3rw5X3/9NR06dOCjjz4iMDDwvuMrW7YsY8aM4dKlSwQFBQEwZswYzpw5gzGGTp06sXjxYoYMGUJwcDAA27dvJ1u2bKRMmZJhw4ZRv379h/1rEvEZWpIpIh6hZRoiiceFCxf071zu28mTJ8mUKZPb+vv8888ZMGAA2bNnZ/v27aRKleqmNlqS6V6614vc3dWrVylVqhTbtm275ZLLCRMm3JRkstZSrFgxNm7ciDGGhg0b0rNnz1vO5L58+TKjR4/mm2++cc30ypw5M+3bt6dJkyYkT578oeLfu3cvefLkwRjDwYMHyZEjBxEREeTIkYNTp07d8pp69eoxYcKE2y6PF/Ek1TATEZ+nL9EiIhJX1q1bR8mSJXE4HMydO5cqVarcsp0SZu6le73I7UVFRdGkSRPGjh0b63imTJn47LPPKFmyJPnz5ydDhgyAM7EGuHaknDt3Lt9//z3ffvsthQsXvut4V69eZcyYMfTp04cjR44AMHLkSBo3bvxQn+Py5ctMnTqVHTt28M0337iOd+vWjdDQUAICAvjxxx8JCwuLdV3SpElp27YtvXv3VuJM4pQSZiLi8/QlWiTh2rNnD19++SW9e/cmd+7c3g5H4pFNmzaRM2dO0qVL57Y+IyMjKVasGFu2bKFu3br88ssvt22rhJl76V4vcrOoqChatGjByJEjufF37bfffpupU6fGOmatZerUqXzxxRc0b96czz//3HUcuO9kU0REBOPGjWPChAksWrTIlYDbunUrjz/++D3VN7ubS5cukTlzZi5dusSSJUt4+eWXOXr0KGXKlOHgwYOx2vr5+fHGG2/w+++/P/S4IvdCRf9FRETEazp06MDUqVNdX+pF7oW1lrp165ItWzaWLFnitn779evHli1bSJ8+veqWiYhXVa1alaRJk/LTTz/FSpa99NJLrFix4qZk2YoVKyhVqhS1a9fmwIEDjB07FofDATgTZQ8yMysgIICPPvqIv//+25Usi4qKokaNGuTKlYs+ffpw4cLDPS8ICAhgxIgR1KtXj5deegmAbNmy0bVrV5o2bUr+/PldbR0OB7NmzSJZsmSsWLHiocYViWtKmImIiMg9W7ZsGTNnzsTf358+ffp4OxyJR06dOkXSpEnx9/enWLFibulz165d9OjRA4BBgwbx6KOPuqVfEZH7MW7cOJIkScKcOXNiHW/QoAFnz55l6dKlvPjii67ju3fvpkaNGpQpU4Y1a9aQIkUKunfvztq1a/Hzc/+v6IcPH8bPz4+QkBA6depErly56NmzJ+fPn3+g/gICAqhbty4TJ050JfWstfTt25fhw4fTqlUrli1b5trdE5wz38qUKcPzzz/vWjIq4uu0JFNEPELLNEQSHofDQfHixdm4cSPNmzfnxx9/9HZIEs9Ya9m/fz9PPvnkQ/flcDgoV64cK1as4LXXXmPu3Ll3nY2hJZnupXu9JHaHDx+mWLFinD59OtZxPz8/ihYtyu+//07mzJljnRs1ahRNmzYlOjoaPz8/GjduTPfu3d26CcqtREVFMXnyZHr16sWuXbsASJMmDa1ataJ169YPvVQ+OjqaadOmMX78eCZNmkSqVKlwOBx07dqVAQMGkCRJEi5duuRq/9hjj3HgwAHXbpwi7qIlmSIiIhLnJk6cyMaNG0mdOjXdunXzdjgSDxlj3JIsAxg+fDgrVqwgRYoUDB8+XEWlRSROvfnmm+TMmTNWsixVqlQsWLCAPXv2sHr16puSZYBrptkbb7zB1q1bGTFihMeTZQBJkiShXr16bNu2jUmTJvHMM88QGhpKjx492Lx580P37+/vT+3atZk7d65rl2I/Pz82b97MlStXaNKkCV26dHH9rD516hS5cuVi//79Dz22iKcoYSYiIiJ3FR4eTqdOnQDo3Lmzlr7Jfdm6dSvR0dFu6+/IkSN06NABgD59+pAjRw639S0icidhYWG0bNmSWbNmxTpet25dgoODqVixIk8++ST+/v44HA7GjRtHly5dXO3y5cvHzp07mT17dqxaX3HlemJry5YtTJ06lSZNmrjqkAH88ccfN82YexgffPABFSpUoEmTJvTo0YPVq1e7zgUHB1OgQAF++OEHoqKi3DamiLtoSaaIeISWaYgkLP3796ddu3bkzJmTXbt2ERgY6O2QJJ44d+4c2bJlI3PmzCxfvvyWMy7uh7WWqlWrMnfuXEqVKsXy5cvx9/e/p2u1JNO9dK+XxKZXr16MGzeOvXv3AhAYGEhgYCAXLlzg+++/p2XLlq62ixcvpl27dmzatAk/Pz+2bNnCM888463Q78mZM2fIlSsX1lrXjp2PPfaY28f56quvOHr0KPv372fZsmWu4++//z5jxoxx+3iSuLjzXp/EPSGJiIhIQta8eXOuXr1Kvnz5lCyT+7JlyxaSJUtGihQp3LLsKDIykqxZs5IsWTJGjRp1z8kyEZEHtXPnTgoUKODawTJLliyMHTuWV199lUuXLrFnzx7XZibbtm2jffv2zJ8/H4DUqVPTuXNnty1H96Tg4GDy5cvH+vXr6d+/Pz/++CMff/wx7du3f+iHHdctXbqUnj17upZr/vXXX7Ro0QKAsWPHMnv2bA4cOEDKlCndMp7Iw9AMMxHxCD11FhGR68LCwjhy5AhPP/202/o8evQo2bJlu69rNMPMvXSvl8Tgt99+o06dOrGWDDZo0IDx48fHanfmzBk6duzImDFjcDgcJEmShObNm9OlSxcyZMgQ12E/MGstf/zxB927d2fNmjUAJEuWjCZNmtC5c+eHnnEWFhbGxx9/TMqUKRk+fDgAn3zyyU0bCY0fP54GDRo81FiSOLnzXq+EmYh4hL5EiyQMZ86cIV26dJrFIz7BWvtQxf2VMHMv3eslIYuMjKRevXpMnTrVdSx58uSEh4eTK1cuNm3adP3nCeBcfv7kk09y7tw53n77bfr06UPu3Lm9EbpbWGtZtGgR3bt3Z9WqVSRNmpS9e/e6pWaktZbo6GiSJHEueLt8+TILFizgnXfeiZWYfOaZZ9i2bdtDjyeJi3bJFBEREY+z1lK7dm2KFi3Kpk2bvB2OxEMHDhxwW19//PEHlSpVcmufIiK3snz5cgICAlzJskcffZTt27cTFhbG5MmT2bJlCylSpGDGjBlcn4CSLl06RowYwcqVK5k6dWq8TpaBc1fjihUrsmLFCv7880/69esXK1k2dOhQDh48+MB9X0+WAbRs2ZK6desycuRI8uXL5zq+fft2UqdOzeXLlx/4c4g8DCXMRERE5Jbmzp3LkiVL2LVrF2nTpvV2OBLPbNiwgSeeeIKqVau66v48KIfDQevWrVm0aNFNy3ZERNxp1KhRlC1b1vXez8+Pbdu2uXa0fOedd/jrr78oWLAgNWvWZPbs2a6277zzDi+88EKcx+xJxhheeeUVWrdu7Tq2adMmWrRoQZ48efjwww/Zt2/fA/d/9epVjhw5wpUrV8iWLRvbt2/n888/d52/ePEiqVOnZu3atQ/1OUQehBJmIiIicpPIyEjatWsHQKtWrciVK5d3A5J4Z+XKlRhjSJMmDX5+D/eV08/Pj9mzZ1OvXj26d+/upghFRGJ78803+eijj1zvkyRJgsPhYMqUKQBs3LiR8uXLU7VqVXbu3En69OkJCwvzVrhe4+/vT4UKFYiKimLMmDHkzZuXRo0asWfPnvvuK1myZMybN49ly5bx6quvYozh22+/ZcGCBa57R1RUFM8//zx169Z190cRuSPVMBMRj1BdE5H47ccff+STTz4hQ4YM7N27N1adFpF7tX//fgCeeOIJL0fipBpm7qV7vSQUYWFhZMqUiUuXLrmOtW7dmrp167Jv3z5KlSpF586d+eWXXwBnkqdVq1Z07NgxUc/AXr16NT169OCPP/4AnA833n33XQYOHEjGjBkfuN+QkBAqVKhA69at6dSpE8eOHXOdy5w5M8ePH3/o2CXhUtF/EfF5+hItEn+FhoaSO3duzpw5w9ChQ2nWrJm3Q5JE6urVq2zevJkSJUq4pT8lzNxL93pJCHbt2hWrbhbAjBkzqF69OuCs51msWDE2btwIQP369enVqxc5c+aM81h91dq1a+nZsydz5szhscce48CBAwQFBT1wf23btmXgwIE89dRTrF+/nrp16zJnzhzX+eLFi7Ny5UqSJk3qjvAlgVHRfxEREfGY3r17c+bMGfLlyxdraYrIvVi1ahXTpk1zS199+vShZMmSfPXVV27pT0QkpqlTp96ULMuaNSsVK1YkIiICcNbw6t69Oy+//DLr169nwoQJSpbdoESJEsyePZv169fz008/uZJlDoeDzz77jC1bttxXf7179+bTTz9l6tSppEqVitmzZzNo0CDX+XXr1pEjRw5OnTrl1s8hciMlzERERMTF4XC4Cuv2798/1i5WInezatUqypYty3vvvceuXbseqq/t27fTu3dvrLWuYtsiIu7SuXNnatWq5XqfOnVqGjZsSMeOHSlYsCCDBw92nXv99df5888/KVq0qDdCjTeKFi1KtWrVXO+nTZvG999/T6FChahZs+Y977idLFkyBg0aRMGCBV3H8ubNy6+//srHH38MwMmTJ8mUKRNjxoxx74cQiUFLMkXEI7RMQyT+stayZMkSXnnlFYwx3g5H4pHo6GgqVarEY489xvDhw0mVKtUD9/Piiy+yZs0aqlatyu+//+6W/xe1JNO9dK+X+OqFF15g9erVrvcFChRg8ODBdO7c2XU8X758bNu27aE3LUnMdu7cSffu3ZkyZQrX8w7VqlWjS5cuFCtW7J77OXDgAEWKFCEsLIzFixeza9cuV+IM4J9//uH55593e/wSP2lJpoiIiHiMMYby5csrWSb3ZMOGDTgcDsC5c9qsWbOYOHHiAyfLAIYMGcKaNWtIlSoVQ4cO1f+LIuI2X3/9daxk2RNPPMFTTz3FK6+8wurVq0mePDldu3Zl7dq1SpY9pHz58jFp0iS2bdtG3bp18fPzY9asWRQvXpzXX3+dCxfuLZeRPn16ypcvT9GiRSlZsiRNmjShSpUqrvPVq1dn69atnvoYkojpJ4CIiIhgrWXIkCH3/OVVBJx1ZooXL07//v1dx5InT/5QCa6DBw/SqVMnAPr160e2bNkeOk4REYCJEyfGqono5+fH4cOHmT59On5+fjRu3Jj//vuP7t27kzJlSi9GmrDkz5+fX375hR07dtCwYUP8/Pw4c+bMPT9YSZ06NVOnTmXBggUEBAQAMGfOHFq1akX27Nk5efIkZcqUYfbs2Z78GJIIKWEmIiIiTJ48mZYtW/Lcc88RGRnp7XAknsiYMSPWWg4cOIA7ynxYa/n4448JDw+nbNmyNGnSxA1RikhiFx0dTYsWLWjYsCHR0dE0atSIM2fOsHLlShwOB6+99hqbN29m5MiRZMmSxdvhJlh58+Zl3Lhx7N69m+HDh7serpw/f57q1avz999/3/ZaY0yspd8//fQTo0ePplu3bpQuXZrQ0FCqVavGk08+6fHPIYmHEmYi8YAxprkx5oAx5ooxZoMxpswd2jYyxthbvAJjtClrjJltjDl+7Vz1G/pIaozpa4zZaowJu9ZuvDFG3yBEEqArV67wxRdfANCoUSNt0y53dPXqVdefP/zwQ5YvX86wYcPcsmxy4sSJLFy4kGTJkjFy5EgthxKRhxYVFUVgYCBDhw7FWkvRokUZPXo06dOnp2TJkuzYsYN58+ZRoEABb4eaaOTOnZvnnnvO9f6HH37g999/p1y5crz00kssXbr0jg9hrLXMmDGDS5cuERISwsKFC/H39wdg//79PP300x7/DJI46FuIiI8zxtQGvge+Bp4DlgPzjTE57nDZBSBzzJe19kqM8ymAzcAnt7k+OVAE6HntvzWBp4BZD/5JRMRXDRo0iEOHDpE1a1batm3r7XDER0VERNCuXTvKlClDREQE4HziX7p0abf0HxwcTOvWrQH46quveOqpp9zSr4gkXtHR0RQuXJioqCjXsQ0bNrBt2zbX+7x583ojNImhYcOGNGvWjICAAP766y9eeeUVypYty6JFi26ZODPGMGfOHMaNG8fnn39OUFAQM2bMcJ3fvXu3ZpqJW2iXTBEfZ4xZA2y01jaLcWwnMNNa2/EW7RsB31trLQ/3RgAAIABJREFU095j/xaoYa2deZd2xYG1QE5r7eF76Fc7Z4nEA8HBweTOnZuLFy8ybtw4GjZs6O2QxEcdO3aMggULcvbsWaZPn06NGjXc2v+7777LpEmTKFy4MGvXrvXITEftkuleuteLL4uOjiZ//vzs2bMn1vFXX32VWbNmERQU5KXI5HaOHDlCv379GDlypGs2c5kyZViyZAlJkiS547XR0dG8/PLLLF++3HUsa9asHD161KMxi+/RLpkiiYQxJgAoCiy84dRC4IU7XJrSGHPIGHPUGDPHGPPcHdreqzSABc7fJtZkxpjU11/Ag2+PJiJxplu3bly8eJEiRYpQv359b4cjPixr1qxMmDCBGTNmuD1ZNmfOHCZNmoSfnx+jRo3SsmAReSjHjh0jRYoUrmSZMYYWLVqwfv16Fi5cqGSZj8qePTs//PAD+/fvp1WrVgQGBvL444/fNVkG8OOPP7J8+XKSJUvmOnbs2DEeeeQRT4YsCZxmmIn4sGs1w44BL1prV8U43gl4z1p70xxyY0xJIDewFUgNtAKqAIWstf/dov1dZ5hdq3+2Athlrb3lb9TGmG7AVzce11NnEd+1Y8cOnn32WRwOB8uWLaNcuXLeDkl8yJUrV2jfvj3vvfceRYsW9dg40dHR5M2bl3379tGuXTv69evnsbEWLlxIpUqVQDPM3EIzzMQXRUZGEhgYiMPhACBLliwsXbpUy7zjoZMnTxIdHU3WrFkBcDgct61tefnyZVq0aEHFihVJlSoVb7zxhutcqVKlWLVq1S2vk4RHM8xEEp8bM9vmFsecDa39x1o70Vq72Vq7HKgF7AFaPsjAxpikwCScPy+a36FpH5yz0K6/sj3IeCISd9KmTUu9evWoWbOmkmVyky5duvDDDz/w7rvvenTnVH9/f2bNmkXdunXp1q2bx8a5fPkyzZvf6TYmIvFVdHQ0s2bNIjo6mkyZMrmSZQBBQUGxZh1J/JEpUyZXsiw8PJxq1aoxYsSIW7YNCgpizJgx1KlTh9dff53p06e7zq1evZoKFSrEScySsChhJuLbzgDRQKYbjmcETt1LB9ZaB7AOyHO/g19Llk0BHgcq3ClDb629aq29cP0FXLzf8UQkbmXJkoXx48czefJkb4ciPqhjx44UK1aMwYMHe3yJZP78+fnll19Injy5x8bo2rUr+/bt81j/d+KB3a5TGWO+v1Z+4bIxZtW1WqMx+/n5Fn38c0ObZMaYH4wxZ67tij3LGKMHXhKvbNmyhcKFC/Pmm2+SKVMmzp49CziT8Tly5CBlypSkTXtPpX3Fh/3yyy/MnTuXZs2aMXXq1Lu2r1SpEtmzZ3e9X7x4sds2qZHEQwkzER9mrY0ANgA3PhKpANzTvGJjjAEKAyfuZ+wYybI8wKvW2pD7uV5EfNeN5RjupTaIJHxhYWGxdhl75JFHWLt2LZUrV/bIeFeuXGHjxo0e6ftWKlSo4JqpEJc8tNv1KJzfBRoAz+KsbbrYGHPjB/zjhn6q3HD+e6AGUAcoDaQE5hhj/O/zY4p4RWRkJLVr12bbtm0YYzhz5gwAyZIl4/Tp0/zzzz/Mnz//+vIsiccaN25M06ZNsdZSr149Fi1adMf2kZGRFCpUiAwZMriOrVy5knz58nk6VElAlDAT8X0DgcbGmA+MMfmMMd8BOYDhAMaY8caYPtcbG2O+MsZUMsY8YYwpDIzGmTAbHqNNSmNM4WvnAR6/9j7HtfNJgGlAMaAe4G+MyXTtFRAHn1lEPGj06NG8/fbbXpttI77n4sWLFC9enLfeeivWLyHOZy6e0bNnT4oXL06fPn3u3tgNKlasGKcJuhjaAKOttaOstTutta2BI0CzO1xjrbUnY76unzDGBAFvAe2ttX9ba/daa7sBB27R59Ub+jkbo580wIdAW2vtYmvtv0B9nAm4V93wuUU8bujQoezatQtjjOthkL+/P/v27SNdunRkzpyZzJkzezlKcQdjDEOGDKFWrVpERkZSo0YN1q5de9v2adKkYcaMGezatYuJEye6ju/atYtvvvkmLkKWBEAJMxEfZ62dDLQGugKbgLJAFWvtoWtNcuB8anxdWuAnYCfOJ85ZgbLW2ph3lGLAv9de4EzK/Qv0uPY+G1Dt2n834Zyddv11p905RcTHXbx4kS+//JLffvuNWbNmeTsc8RGpUqWibNmyZMqUKU5q/VhrOXbsGA6Hg6efftqjY126dMn158DAwDu0dD8P7XadBPAHrtxwzWWcs8RieskYE2yM2WOMGWmMyRjjXFEgaczYrLXHgW23i007YosvOXPmjKvuYcyZ04GBgezdu9dLUYkn+fv7M378eCpUqEBYWBhVqlRh586dt22fJEkS0qdPT7169Rg5cqTreMeOHWMl0URuRwkzkXjAWjvUWpvLWpvMWlvUWvt3jHMvWWsbxXj/mbU257W2Ga21lay1q2/ob5m11tzi1eja+YO3OW+stcvi6GOLiAf07duXU6dOkTt3blq0aOHtcMSLLly4QHh4uOv9d999x+bNmylbtqzHxzbG8PPPP7Nu3Tpq1KjhsXHWrl1Ljhw5GDlyJNZab8wwy4AzuXVj3dFT3Fyf9LpdQCOcD67exZkYW2mMyQNgrb0IrAa6GGOyGGP8jTH1geeJ/QBtPs5Z4q8AbYHiwBJjzPWMaCYgwlp77j5i6wiExngdvU07EY/r2rUr58+fj3WsQIECXL16lStXbswnS0KRLFkypk+fTokSJQgJCeGtt94iOjr6rtc98cQTpEiRwlWGomHDhvzvf//zdLgSzylhJiIikkgcOXKEAQMGANCvXz8CArTCOrHauHEjRYoU4dNPP3UdCwoK4tFHH43TOIoVK+axvq9evcr777/PuXPnWLZsGcYY/v7777tf6Bnu3u26wbU+jgFXgU+BX3FuFHS9n8nW2rnW2m3W2tnAa8BTwOt3ifW2saEdscVHHD16lGHDhsU6NmPGDNauXcuCBQuoVKmSlyJLeCIjI1m4cCHNmjWjZMmSLF261NshkTJlSubOnUuZMmUYN24c/v53L7sYEBBAZGQkBQsWJFmyZFhrqVu3LuPGjYuDiCW+UsJMREQkkejUqRNXrlyhbNmyVK9e3dvhiBeFhoayf/9+Fi9eTEhI3O3psm/fPt59912OHz/u8bF69OjBjh07yJgxI4MHDwbgxRdf9Pi4N/DIbtfW2n3W2nI4i/Rnt9aWwLm88sAd+jkBHIrRz0kgwBiT7l5j047Y4ituTHIMGjSI6tWrExQUxCuvvOKlqBKO8PBwZs6cScOGDcmYMSOVKlVi+PDhrFmzhmrVqnmrHmQsGTJk4K+//qJ48eJ3bwyULl2aRYsWsXLlSqZNm+Y6/v7772tGotyWEmYiIiKJwPr16131OgYMGODRYu7im2LW+Hn55ZeZNGkS//77L+nTp4+z8Zs0acKkSZM8vhx4w4YN9O3bF4Bhw4a5PmNcF3r29G7X1towa+2Ja0mvSsDvd+gnPZA9Rj8bgMiYsRljMgMF7jU2EW+4dOkSX331VaxjKVKk8FI0Ccf58+f55ZdfeOutt3j00UepUaMGEyZM4Pz582TMmJEmTZpQpkwZwsLC2Lx5s7fDBWJvTLNu3Tpq167N1atXb9u+bNmyBAYG8sYbb7gSq9Za3n//fRwOh8fjlfhH+8iLiIgkAv369QOgQYMGHl0GJ75p5cqVtGvXjlmzZpEhQwYAatWqFacxjB07liVLlhAUFET//v09Nk5ERATvv/8+0dHR1K5dm5o1a7J69Wrmz5/P4sWLPTbuHQwEJhhj1uOsPdaEG3a7Bo5Zaztee/8V8A/wH5Aa53LLwoAry2iMqYRz6eRuIDfw7bU/j712PiXQDfgNZ4IsF9Ab54y3GQDW2lBjzGhggDEmBDgL9Ae2Al75ixK5m7CwMKpXr050dDTGGLJmzcrRo0dZtmwZH3zwgR4GPYDt27fz+eef8+effxIZGek6njNnTmrWrEmNGjV44YUX8Pf3JzQ0lNWrV1O5cmUvRnyzK1eu8Oabb3LixAmio6OZPHnyXZdp1qlTh40bN3Lx4kUmTZpElixZ6Nev3z0t75RExFqrl1566eX2F84v+TY0NNSKiPeFhYXZnj172sOHD3s7FIljUVFR9plnnrGAbdasmVdiOH78uE2bNq0F7LfffuvRsbp27WoB++ijj9rg4GB74cIFmzFjRouzLtf1V2obt/fE5sBBnPXGNuDcvfr6uWXAzzHef4dz6eRVIBhYAJS6ob9awL5rbU4AQ4A0Mc4HXbsuGIi41t/POJdvxuwnEPgBCAHCgdk3trnL59K9XuJMRESELVKkiAWsv7+/XbVqlXU4HHbs2LE2IiLC2+HFG4cOHbJbtmxxvT969KjrZ2O+fPls586d7YYNG6zD4bhrXyEhIfbSpUueDPee/fnnnzYgIMAC9qOPPrpj/BEREbZo0aIWsFWrVnV9/uTJk8dhxOIpoaGhbrvXG2tvV9NTROTBXdtuPjQ0NJTUqVN7OxwRkURt8+bNfP/99wwePJhUqVLF+fhvv/02v/32G0WLFuWff/5x7VLmCZ07d+abb75h0qRJvPPOO+zatYvChQvfuEwnjXXW4JKHoHu9xKXAwEDXv+OWLVu6ahPKvRs9ejSNGzemUqVK/PHHH67jY8aM4YUXXuDpp5++574OHTpE5cqVyZ07NzNmzPDoz/V7NX36dN555x0cDgedOnXi66+/vm3bY8eOMWnSJNq0aUPGjBk5c+YMAIUKFWLTpk1xFbJ4wIULF0iTJg244V6vGmYiIiIJ2I4dO+5pu3VJWJYsWcKcOXNc7wsVKsTYsWO9kiybMWMGv/32G0mSJGH06NEe/6Xq66+/ZseOHbzzzjsA5MiRw/VLtp+fvvqKxEc31qby8/NTzak7sNayceNGunTpwrx581zHy5QpgzGGqKioWH9/H3zwwX0lywCOHz/OwYMH2bRpE8eOHXNb7A+jZs2aDB8+HIDevXvz3Xff3bZt1qxZadu2LcYYNmzY4Dq+efPmWDtIS+Kmbw0iIiIJ1NmzZyldujTFihXzmS+z4nkLFy7k1VdfpUGDBhw6dMirsZw/f95V4L99+/YUKlQoTsbNmzev688VK1Z0/fnGnfVExPdNmjSJKVOmxDo2efJkTp26p41mE43o6GhWrFhBmzZtePzxxylatCi9evVizJgxrjZPPfUUwcHBLF68+KEfIJQqVYrff/+dVatWkTNnzocN320++ugj+vTpA0CbNm1iPTy6naxZs1KzZk3X+x9++IEZM2Z4LEaJP7w/b1JEREQ8okePHpw7d45s2bKRKVMmb4cjceTll1/m+eef59lnn+XRRx/1aizt2rXjxIkT5M2bly5dunhsnK1bt9KyZUuGDx/umiWxY8cOli5dysqVKwEoUKAA1apV81gMIuJ+27dvp379+q73DRo0oHLlyjzzzDNkzpzZi5H5hoiICJYuXcr06dOZOXMmwcHBrnPJkyencuXK1KlTJ9Y11zd+cYeYDyQAgoODyZgxo9v6f1AdOnTg9OnT7N6927Ub5p1Mnz6d6dOnxzpWs2ZN9u/fz+OPP+6pMCUeUA0zEfEI1TUR8a49e/bwzDPPEBUVxaJFi3j11Ve9HZJ40Pr16ylatKhrh7jw8HCSJ0/u1ZiWLl3q+kXl77//pkyZMh4ZJzIykpIlS7Jx40beeecd10yUKlWqMH/+fACSJEnCqVOnSJIkidvqmoju9eJZhw8fjjVzKXny5Ozbty/RPwAKDw9nwYIFTJ8+ndmzZxMaGuo6lzZtWqpWrUrNmjWpWLFinN4Hpk6dSqNGjfjf//7nEw8nHA4H0dHRJE2a9K5trbU0a9aMl156iQEDBrB+/XrAufQ3KipKu6/GM6phJiIiInfUoUMHoqKiqFKlipJlCVynTp0oXrw4I0aMcB3zdrIsPDycjz76CIBmzZp5LFkG8O2337Jx40bSpUvHoEGDAOcvSjHr87Rs2ZJHHnnEYzGIiHtZa2+a2fPFF18k+mTZ0qVLyZAhAzVr1mTixImEhoby2GOP0bRpUxYsWMCpU6cYP3481atXj/P7wMKFCwkPD6dOnTqsXr06Tse+FT8/P1eyzFpLz549b1vM3xjD8OHDqVOnDqtWrXL93TkcDkqUKBFnMYvvUcJMREQkgfnrr7+YOXMm/v7+fPvtt94ORzwsffr0AOzfv9/Lkfy/bt26sW/fPrJly8Y333zjsXG2b99O9+7dARg8eHCsJVoLFy4EIGnSpAwYMMBjMYiI+5UsWfKmov5PPPGEl6LxjuDgYH766Sd+++0317FChQoRGRlJrly5aNOmDStWrODYsWMMGzaMihUrEhAQ4LV4hw4dSpUqVbh8+TJvvPEGu3bt8losNxo0aBBdu3alcuXK7Nu3745tkyZNyrZt21zv169fT7t27TwdovgoJcxEREQSEIfDQZs2bQD4+OOPyZ8/v5cjEk+IuVvcZ599xvLly+nXr58XI/p/1lrXZgPDhg3z2FK9qKgo3n//fSIiInjjjTeoV6+e69xLL73E9bIjn3zyiZbTiMQj3bt3Z+3atYBzOfWyZcvo27dvrH/jCVXMcknTpk3j448/jpXwf+SRR9i5cyf79+9nwIABvPjii/j7+3sj1JskTZqUKVOmUKJECc6ePUvlypU5fvy4t8MCoFGjRhQqVIhTp05RoUIFTpw4cdu21lref//9WMf69+/vmsEsiYsSZiIiIgnImTNnCAgIIHXq1HTr1s3b4YibXblyhebNm1O5cmWio6MB57KT0qVLezmy/2eMYfLkyfzzzz+88cYbHhtn4MCBrFu3jrRp0zJixAiMMVy+fJk6deqwfPlyAPz9/Rk4cKDHYhAR95o4cWKse9eoUaMoV64c7du3915QHrZz506+/vprihYtGmtpffXq1SlevDhvvvlmrERa7ty5ffYhQIoUKZgzZw558uTh0KFDVKlShQsXvF8uMm3atPzxxx88+eSTHDhwgEqVKnHu3LlbtjXG0LFjR7JkyULLli1dx1u3bs3hw4fjKmTxESr6LyIeoULAIt5jrWXPnj3kzZvX26GIm+3du5fnnnuOS5cuJerNHBwOB2XLlmXlypWMHTuWRo0aAfDNN9/QsWNHV7tff/2Vd9991/XenYWARfd6ca+QkJCbdnD09/fn4MGDZMuWzUtRuZ+1lg0bNrh2Zty9e7frXMWKFVmwYIEXo3OP/fv3U6pUKYKDgylfvjzz5s3z6nLRmHG9+OKLnDx5khdffJGFCxfettbb5cuXCQoKomTJkqxZswaAxx57jJMnT8ZlyPIAVPRfREREbssYo2RZApU7d27Gjh3L/PnzfS5ZtmfPHho0aEBwcLDHx/Lz82PZsmX8+uuvvPfee67jgYGBrj8/8sgjsZJlIuLbYu6IeV2zZs0SRLIsOjqav//+m9atW5MrVy6KFy9Onz592L17NwEBAVSpUoVRo0YxceJEb4fqFk888QTz5s0jZcqU/PnnnzRq1OimmnTeimvBggWkSZOGlStXUrt2bW43gSgoKAiAlStXkipVKgBOnTpF69at4yxe8T7NMBMRj9BTZ5G4deLECYYOHUr79u1dX+wk/gsLC6Nt27a0atWKfPnyeTucOypfvjxLliyhdu3aTJo0Kc7Ht9aSJEkS1y9lJ0+e5LHHHovVRjPM3Ev3enGX6z8/wJkQdzgcpE2bln379sXbHW6vXr3KkiVLmDFjBjNnzuT06dOucylSpKBKlSrUrFmTKlWqJNh/PwsXLuT1118nKiqKtm3b0r9/f2+HBMCKFSuoUqUKQ4YMoWHDhndsu337dsqXL8/Zs2eJjIwEYMqUKbzzzjtxEao8AM0wExERkVi6dOlCr169EkVR5MSkTZs2jBgxgrp16/rE0/k76devHy+++KJHd8Xcs2cPXbp0ibXpwXW1atVy/R0VLFjwpmSZiPimn3/+2ZUsA1wPfXr16hVvk2UA8+fPp0qVKowcOZLTp0+TLl063nvvPX7//XdOnz7NlClTqFOnToJNloFziemYMWMAGDBgAN99952XI3IqXbo0Bw4cuGuyDCBbtmykT5+e3Llzu/7frFWrFuvXr/d0mOIDNMNMRDxCT51F4s7mzZt57rnnsNayatUqSpUq5e2QxE1OnjxJlSpVGDhwIC+99JK3w/Gq6OhoypUrx8qVK2natCnDhg1znatbty7/+9//XO+joqJuuXOcZpi5l+718rCCg4NjJbfLly/Pn3/+yTPPPMOmTZtIkiSJF6O7d8uWLWPQoEEUL16cTp06ARAeHk6hQoWoUKECNWvWpFy5ciRNmtTLkXpH3759+eKLLwBYvXo1JUuW9HJEsZ08eZI5c+bQuHHjW54/fPgwadOm5a+//qJatWqAcwfX6zPOxLe4814fP34CiYiIyC1Za2nbti3WWmrVqqVkWTwXGhrK33//TdWqVQHIlCkTGzZs8Nkd0ay1HD58+Ja1h9xtyJAhrloyMQv7b9iwIVay7JNPPrllskxEfM+NS82XLl0KwKBBg3w6WXby5EmSJk1K+vTpATh69CgzZ87kv//+cyXMkidPzp49e3z253dcat++PceOHSN16tQ8//zz3g4nlgsXLlC6dGn27dtHVFQUTZs2valNjhw5AKhatSo5c+bk0KFDREVFMX36dGrWrBnXIUsc0pJMERGReGzevHn8+eefBAQEeHQpnHje6dOnKVKkCDVq1GD16tWu4778y9bUqVPJkycPvXv39ug4e/fudSXJvv32W9cvL+CceXZd8uTJ+eGHHzwai4i4x/Llyzl79izgrFvWtm1bxo0bR9OmTSlfvryXo7vZgQMHGDhwIKVLlyZLliyMHj3ade6NN96ga9euNxXt9+Wf33HJGMOgQYPo1auXz/2dpE6d2rVBTPPmzZkyZcod2w8YMMD1UOaDDz7gwIEDHo9RvMd30/YiIiJyR5GRkXz++ecAtG7dmscff9zLEcnDyJAhAyVKlCA6OjpezJAKCQmhZcuWREZGEhER4bFxHA4HH374IZcvX+aVV16hSZMmsc5/+OGHrj8vX77cY3GIiPuEhIRQt25dABo0aMDPP/8MOBNn9evX92Jk/89ay44dO5g+fTrTp09n06ZNsc7/999/rj+nTZuW7t27x3WI8UrMRNnly5dp1aoVnTt3jpMZynfTo0cPTp8+zYgRI6hfvz7p0qWjQoUKt2y7ceNGoqOjSZcuHefOneOpp55ix44d5MmTJ46jlrigGmYi4hGqayLieUOHDqVFixZkyJCBvXv3Xq/XIPHI2bNnSZkyJQEBAYBzacj1L+K+rlGjRowbN478+fOzceNGkiVL5pFxhgwZ8n/s3Xd4FNXXwPHvpBAIvYXeA4iUBBGkd8TQpPwEKWJAmlSlSBGQKiIdpXcjUgRRMIQiRSCUQCBIb4YOAQKkk7b3/WNh3ixN0N3MJjmf55nH3Zm7c89idmf37L3n0q9fPzJmzMiJEyf0xHBCQgJbt26lWbNmAHh6enLs2LGXnktqmFmXXOvFvxEZGUn27NlJSEigVKlSHDhwAGdnZ7tY4VkpxZEjR/Qk2fnz5/VjDg4O1KlTh9atW9OyZUsKFixoYKQpW7du3ViyZAmenp4EBgbi4GD8xLfExETat2/Pzz//TMaMGdm5cydVqlR5pp3JZGL58uXUqVMHd3d3wPy3kXS0szCWrJIphBBCCJo1a0anTp0YN26cJMtSoP379+Pp6akXQgbz1JCUkCzbtm0bK1asQNM0Fi9ebLNkWUxMDOPHjwfMRaOTjqKcNWuWniwDGV0mRErh5uZGQkICACVKlGD+/PmUKlWKdevWGRbTuXPnGDBgAEWKFKFKlSp88803nD9/nnTp0tGsWTOWLl1KSEgIO3fupG/fvpIs+4/GjBlDhQoVmDVrll0kywAcHR3x8fGhUaNGREVF4eXlxZkzZ55p5+DgQNeuXSlRogRubm6AOYn2vOSaSPlkSqYQQgiRQhUuXBgfHx+jwxD/0r1797h27Rq+vr6MGzeOTJkyGR3SK4mKiqJnz54A9OvXz6YLTWTIkIGDBw8yb948Pv30U32/yWTSC2sDvP/++ynm30+ItGzlypXExMTo90+ePMnevXuJjIwkMjIy2eKIjY0lKiqKHDlyAOai/bNnzwYgY8aMNG3alNatW+Pl5SWjJ22gYMGCHDt2zG6SZU+4uLjwyy+/0KBBAx4+fIirq+tL29+4cUNf+fTw4cOsWrVKr4cmUgeZkimEsAmZpiGE7cTHx6fZpelTOqWURR2Xn376iebNm9vFVKRXNXDgQGbMmEHhwoU5deqUIYmqqKgovV9N0zCZTK/0OJmSaV1yrRev4969exQoUIC4uDhy5crFjBkzWL16Nb6+vrz99tscOnQoWRIo8+fP54svvqBr167MnDkTMF9X+/fvT5MmTWjUqBHp06e3eRzi/504cYK1a9cybtw4u1gUIDQ0lMTERH0E2YtcvnyZUqVKER8fr++LiYmRvx+DyZRMIYQQIg376KOPaNu2LVeuXDE6FPEaduzYQZ06dQgP///Pbh06dEhRybKAgABmzZoFwIIFC2yWLLt8+TK7du164fHWrVvrtxctWmSTGIQQ1lWlShXi4uJwcHDA39+fMmXKsHnzZgBmz55tk2TZ/fv3WbFihUUtsvz58xMREcHBgwf1fc7OzsybN4/mzZtLsiOZPXjwgLp16zJhwgQmTpxodDgA5MyZ0yJZtn37diIiIp5pV7RoUdasWUOZMmX0ff+UZBMpiyTMhBBCiBTkwIEDrFmzhnXr1vHw4UOjwxGvKC4ujm7durF3716+/vpro8P5V+Li4vjkk08wmUx06tSJ9957zyb9KKXo3r079evX16dIJT3m5+fHtm3bAChWrJjFKplCCPv0xhtvEBwcDMDw4cMpWbIkAwYMQClFx44drTq1+9atW8ybN49GjRrnHERuAAAgAElEQVTh5uaGt7e3RfmCRo0aceDAAfbv32+1PsW/lz17dsaNGwfAqFGjWLp0qcERWfLx8eG9996jZcuWxMbGPnO8VatWnDp1Cicnc7WriIgIZsyYkdxhChuRhJkQQgiRQiilGDhwIABdu3bFw8PD4IjEq0qXLh0rV66kR48ejB492uhw/pXJkydz8uRJfSqVrSxevJg//viD9OnT4+XlZXHMx8eHJk2aAObCy0lHiAgh7JO/vz/nzp3T7/v4+LB06VL8/f1xdXXlm2+++c99/P3330ydOpXq1auTP39+evfuzR9//EFiYiIVKlSwKNKfIUMGqlatanf1s9KyPn36MHz4cAB69OiBr6+vwRH9vzfeeANXV1d27txJhw4dnrsapqZpFqMYBw4cmKw1+YTtSA0zIYRNSF0TIaxvzZo1fPjhh2TMmJELFy6QL18+o0MSL+Hr60v69Olp0KCB0aH8Z2fOnMHT05O4uDh++uknmxU1vnr1KuXKlSMiIoJp06bpCeIn3njjDf2L9+jRoxk7duxrnV9qmFmXXOvFP1FK4eLiotd4cnNzw8vLi1y5cjFt2jTGjx/PyJEj/9V5T506xS+//MIvv/zC8ePHLY5XrVqV1q1b06pVK9zd3a3yXIRtKaXw9vbmhx9+wNXVlV27dtnNypM7duygSZMmxMXF0b17dxYsWPDcWmtvv/02gYGBAOTLl4+bN28md6gCK1/rlVKyySabbFbfgCyACgsLU0KI/y4mJkYVKVJEAWrcuHFGhyP+wbp16xSg3Nzc1O3bt40O5z8xmUyqVq1aClBNmzZVJpPJZv00btxYAapatWoqISHB4vjFixcVoACVLVu2f9VHWFjYk3NkUXZwrUzpm1zrxT+pWbOm/rr18vJSERER6uHDh0oppfbv36+io6Nf+5x+fn6qZMmS+nkB5ejoqOrXr6++//57df36dWs/DZFM4uLi9OtArly51Pnz540OSbdu3Trl4OCgADV8+PDntrl7965ycnLS/y5btGiRzFEKpax7rZdxqEIIIUQKMGvWLK5cuUKBAgUYNGiQ0eGIf9CkSRPKly9P+/btyZYtm9Hh/CeapjF58mSqVq3KvHnzbLaC2fLly9m6dSsuLi4sW7YMR0dHi+OVK1fWbz9ZeEAIYb8mT57Mvn37AHBxceH3338nU6ZMT0Z+UK1aNTJkyPDScyQkJLBr1y7++usvfV/OnDm5cOECLi4uNG/enGXLlhESEsKOHTvo06cPBQoUsN2TEjbl7OzMunXrqFSpEvfu3aNx48aEhIQYHRYAbdq0Yf78+QBMmjSJ6dOnP9MmV65cFqPKNm7cyJkzZ5ItRmF9kjATQggh7FxiYiIrVqwAzB/SXF1dDY5IPM+RI0f02xkyZODgwYPMnDkTFxcXA6OyjmrVqrF//34KFSpkk/Pfu3ePzz//HIDx48dTunRp/VhYWBgNGjTgwYMHAGTOnJnOnTvbJA4hhHXExcUxbNgw/f7kyZNxcHDgu+++e60VnocPH079+vWZOXOmvu/tt99m/fr13L17l40bN+Lt7U3OnDmtGr8wTqZMmfD19aVEiRIEBwfTpEmT565QaYTu3bvrC/dcuXLlyUhbC7lz52bEiBH6/Xr16iVbfML6JGEmhBBC2DlHR0cOHz7M3Llz6dixo9HhiKcopejXrx+VK1fmp59+0ven9MSmUopr167p9201sgzMI0bmzp1LkyZNnqlbNmjQIHbu3Knf9/f3t1kcQgjrKFmypMX9CRMmsHXrVvr370/ZsmW5e/euxfGIiAjWrl1L+/btLV7jTZo0IWfOnOTIkUPfp2karVu3JnPmzLZ9EsIwefLkYcuWLeTOnZujR4/yv//9j7i4OKPDAmDYsGFs3bqVmTNnvvC6OHHiRPLkyQNASEgICxYsSM4QhRVJwkwIIYRIATJmzMinn34qq3rZIU3T9C9zFy9eNDga6/npp58oWbLkc6edWJumaXTo0AFfX99npmKeOHFCv12lShXKly9v83iEEP/e8uXLuXr1KmBezfbzzz9n9uzZ+iqIHTt2JHfu3ISGhrJ8+XJatGhB7ty5adeuHatXr2bt2rX6uWrXrs3t27eZOnWqIc9FGMfd3R1fX19cXV3Ztm0b3bp1e+6IruSmaRrvvvuuniyLi4vj5MmTz7Tbv3+/frtfv37cuXMn2WIU1iOfuoUQQgg7tm3bNkwmk9FhiOeIjY3Vb48ePRp/f39Gjx5tYETW5efnR2xsLNHR0Tbr486dO4SGhr7weHBwMAEBAYD5S8qBAwdsFosQ4r9LSEiga9eu+v0///yT6dOnEx0dzbFjx8iSJQvFixenYcOG5MmThy5durBp0yZiY2Nxd3dn6NCheHt76493dHTEycnJgGci7EHlypVZt24djo6O3Lt3z+K6aw+ioqJo0aIFNWrUICgoyOJY8eLF8fHxASA+Pl5q66VQmj1kaYUQqY8sNS/Ef7d9+3beffdd3nnnHfbt2ydfGuxEVFQUffv25d69e2zcuNGmUxWNpJRiw4YNNGvWjHTp0tnk/C1btuTQoUP89NNP1K9f3+L4o0ePyJMnD+Hh5hXhJ0yYwJdffvmf+rTqUvNCrvXiGXny5NFH0tSoUYN9+/YRFBRErVq1iIyMfKa9h4cHrVu3pnXr1pQtWzbVvp+K/2bv3r1UrVoVZ2dno0OxEBMTQ+PGjdm7dy958uRh3759uLu7W7SpWLGinkz78MMPWbVqlRGhpinWvNbLCDMhUgBN03prmhasadojTdMCNU2r9ZK23pqmqeds6ZO0qa1p2iZN024+PtbyOefRNE0b87hNjKZpuzVNK2ur5yiEsJSYmKivhlm1alVJltmRv//+m1WrVrF582YOHTpkdDg286ROkC2SZQCrVq1i48aN3L9/Hzc3N4tjBw8exM3NTU+WpU+f/j8ny4QQtuXn52cx7Sx//vx89913VKxY0SJZVq1aNaZMmcLFixcJCgpi9OjRlCtXTpJl4oVq1aqlJ8uUUnaz8mSGDBnYuHEjHh4ehISE8O6773Lr1i2LNgcPHtRv79mzh/j4+OQOU/wHkjATws5pmtYOmAlMBCoCewE/TdMKv+Rh4UC+pJtS6lGS4xmB40Dfl5zjC2Dg4zaVgdvAdk3TpMKqEMlg2bJlnDhxguzZs6eqaX6pQfny5Vm0aBE7d+6katWqRodjVREREXzxxRc8fPjQpv3cvn2bfv36AehflpOaPHmyxapoSb9wCCHs0w8//GBxPzw83KL4f58+fbhx4wb79+9n8ODBlChRIrlDFClcYmIivXv3pmLFiuzZs8focADIli0bW7Zs0Vf1bNy4sb6qM4CLiws9e/YE4ObNm0ycONGoUMW/IAkzIezfQGCJUmqxUuqMUuoz4Brw6Useo5RSt5NuTx30U0qNVEr98rwHa+af+D4DJiqlflFKnQQ+BlyBDlZ5VkKIF4qIiGDkyJEAjBo1ymJ1MJH8wsLC6NatG5cvX9b3ffTRR9SpU8e4oGxk+PDhTJkyhebNm9usD6UUvXv35v79+1SsWJGhQ4e+tH29evXw8PCwWTxCiP9uy5YtrF69GoA6depw5MgRFi5cSK1atRg8eDBt2rTh+++/J3/+/AZHKlK627dvExcXx9mzZ40ORZc3b162bdtG3rx5OXHiBM2bN7eo/zlkyBBcXFwAGDt2LMOGDTMqVPGapIaZEHZM07R0QDTwgVJqQ5L9swBPpdQz39Y0TfMGFgM3AEcgCBillDr2gj4U0Eop9WuSfcWBS8BbSR+nadpvwEOl1MevELvUNRHiXxo1ahQTJkzA3d2dU6dO2WxKnHg17du3Z/Xq1dSqVYs///wz1U4b8vf3p1atWiil2L59Ow0bNrRJP2vWrOHDDz/EycmJI0eOPJMMS0xMxMXFhcTERJycnIiLi7Pav7nUMLMuudYLAF9fXzp16sTDhw+pWLEivXr1okePHhZtlFKp9r1TJK+YmBj8/f1tdo36L/766y/q1KlDYmIiu3fv5q233tKP3bt3D09PT27cuKHfz5kzp1GhpmpSw0yItCMX5qRXyFP7Q4C8L3jMWcAbaAG0Bx4B/pqmlXxB++d5cu5X7lfTNBdN07I82QCZuinEv3Dt2jWmTp0KwLfffivJMjswadIkKlasyJQpU1LtF77Y2Fi6deuGUoouXbrY7IvInTt36NvXXA3gyy+/tEiWJSQksGnTJipXrkxiYiIA33//far9NxcitWjevDkPHz5E0zR+/vlnevToQUJCgsUKz/I6FtaSIUMGi2vU/fv3LaZAGqlChQr4+vry559/WiTLAHLlysWAAQP0+0WLFk3m6MS/IQkzIVKGp4eCas/ZZ26o1EGl1I9KqeNKqb1AW+A80M+W/QLDgbAk2/V/0Z8QaV5ERAQVKlSgVq1atGz5zHocIhmEhoayZcsW/X7RokUJDAzknXfeMTAq25o4cSJnz54lT548TJs2zWb9pEuXjmbNmuHh4cGIESMsjk2bNo0WLVpw7Jh5YHOuXLn0ui9CCPs0fPhwnsxYUkpRt25dYmNjmTt3Lu+8847UHxQ2dfXqVWrWrMn777/Po0eP/vkByaB69epUrFhRv3/z5k39NTJkyBAyZcoEQGRkJF9//bUhMYpXJwkzIezbPSCRZ0d1ufHs6K/nUkqZgMPA64wwe1Lz7HX6nQRkTbIVfI3+hBCPvfnmmxw4cIANGzbIL/IGuHbtGp6enrRs2ZK//vpL35+a/1+cOHGCSZMmAeYRXdmzZ7dZX9myZWPZsmXs27fvmdGTSUejAKl6BVIhUoMHDx7oCXZN0yhWrBiDBg0iIiKCr776iiNHjli8jwphbWFhYdy4cYO9e/fSqVMnfXSyvThw4ADlypWzKPRfv359/faXX35pdzELS5IwE8KOKaXigECg0VOHGgH7X+Ucjwv4ewK3/qltEsGYk2Z6v4/rqdV5Ub9KqVilVPiTDYh4XjshxD9zcHCQuhYGKVCgAB4eHhQu/LKFiFOPxMREunXrRkJCAu+//z5t2rSxST8xMTEkrZv75Bf2pJJ+sW7QoAHFixe3SSxCCOt4//33iY+PB8yjy1q3bk2/fv0YPXo0Dx8+xMPDg08++cTgKEVqVr58eX777TfSpUvH+vXr+eyzz7CnGu2BgYE8ePCAUaNGMW/ePACmTJmCm5ub3qZgQRljYM+k6L8Qdk7TtHaAD9ALOAD0ALoDZZVSVzRN+wG4oZQa/rj9V8BB4AKQBegPfATUUEoFPG6TCXB/3MUxzCtx7gLuK6WuPm4zFPM0yy6PzzUCqAuUVkr9YzJMCgEL8Xo2btxIQEAAQ4cOJXNmKQGYnO7evUuOHDlwdHQEzPVQnJ2d08T/hxkzZjBw4ECyZMnC6dOnKVCggE36ad++PeHh4SxcuPC5fTx69IiMGTNiMplwdHQkISHBJnFI0X/rkmt92tWjRw8WLVpkse/ChQtER0dTsWJFTCYTu3fvTpWrCQv7s3btWj788EOUUkyaNMmuVqEcPXo048ePR9M0Vq9eTdu2bQFwdnbWr3WbNm2iWbNmRoaZqlj1Wq+Ukk022ex8A3oDl4FYzCPOaic5thtYnuT+DODK47Z3gK1AtafOVxdzLbKnt6Tn0YAxmEemPQL+BMq9RsxZABUWFqaEEC8XGxurSpQooQA1fvx4o8NJU3bs2KHy5MmjxowZY3Qoye7vv/9Wrq6uClALFiywWT8bNmxQgHJwcFABAQEWx4KDg1WbNm1U7dq19WvR1q1bbRZLWFjYk36yqOS/jgc/vp4GArVe0tb7Bdfo9EnaZAZmPr7ex2Ae/V05yXFnYDJwAogCbgI/APmf6uvyc/r55jWel1zr06CoqKhn/j7r16+vTCaTqlevngLUBx98YHSYIo2ZOXOm/ve4YsUKo8PRmUwm1atXLwUoZ2dn/RoXGBiox5s+fXqDo0xdrHmtNzwRIJtssqXOTT5EC/Hqpk+frgCVN29eFRERYXQ4acqPP/6oAOXh4aEePXpkdDjJxmQyqYYNGypA1alTRyUmJtqkn9DQUJUnTx4FqGHDhj1zvHnz5hZfumvVqmWTOJ4wImEGtAPigG5AmceJrkig8Avae2NePCdv0u2pNmuAU0BtzCPGxzx+TIHHx7MC2zEv/FMaqIp59PmRp85zGRj1VF+ZXuO5ybU+DapcufIzCbOffvpJrV+/Xv/yHxwcbHSYIg0aMmSIApSTk5Py8/MzOhxdQkKCatu2rQJUxowZ1cGDB1ViYqJyd3fXX0N9+vQxOsxUQxJmsskmm91v8iFaiFcTGhqqsmfPrgC1aNEio8NJE0wmk8X9FStWqKioKIOiMcayZcv0L7bnz5+3WT+dOnVSgCpTpoyKiYl55vjRo0f1LwsZMmRQsbGxNotFKcMSZoeAeU/tOwNMekF7b+DhS86XAUgAmj61PwiY8JLHVX783Asn2XcZ+Ow/PDe51qcxQUFB+mvW2dlZASp79uwqNjZWTwiMGjXK6DBFGpWYmKg6duyoJ6YOHz5sdEi62NhY1ahRIwWo1q1bW4zIfLI9ePDA6DBTBWte66XovxBCCGGgcePG8eDBA8qXL0+XLl2MDifV8/X1pWHDhsTExOj7OnfujKurq4FRJb9NmzYBMGbMGEqWfJ1FlF/d77//zo8//oiDgwPLli0jffr0z7Rp2bKlfnvFihXPrJyZ0j1eMKcSsO2pQ9uA6i95aCZN065omnZd07TfNU2rmOSYE+CIeXpnUjFAzZecMyvmLxAPn9o/VNO0UE3TgjRN+/JxzEI8V40aNfTblStXBqB79+6kS5eOVatW8eOPPzJ06FCjwhNpnIODA0uXLqVhw4ZERUXRtGlTLl26ZHRYAKRLl45ffvmFESNGsHLlSjRNY86cOXTo0EFvY6s6ouLfk6L/QgibkELAQvyz8+fPU7ZsWRISEti2bRuNGj29IK6wpqioKEqUKEFISAgTJ05kxIgRRodkGJPJxM8//0ybNm1wcnKy+vkfPHhAuXLluHnzJkOGDOHbb7/VjymluHPnDnv27NGLH7u6uhIVFWX1OJ6W3EX/NU3LD9zAvPDO/iT7RwAfK6VKP+cxVTFPszyBeQTXAKAJ4KGUuvC4zX7M0zw7ACFAe8w1yi684JzpgX3AWaVUpyT7PweOAg+AKsAk4DelVLcXPB8XwCXJrszAdbnWpw2NGjXijz/+AKBSpUocPXoUpRQXLlzA3d39Hx4tRPIJDw+nTp06BAUF4e7ujr+/v8XKlPYkOjqaHDlyEBsbC4CPjw+dOnX6h0eJl7HmtV5GmAkhhBAGGTlyJAkJCTRp0kSSZckgY8aM+Pj4MGDAAAYNGmR0OIZycHCgXbt2NkmWAdy8eRNXV1dKly7N2LFjLY6tW7eO4sWL68kygP379z99itTm6V+otefsMzdU6qBS6kel1HGl1F7MdcjOA/2SNPvo8TluYF7kpz/wE5D49Pk0TXMGVmP+3N/7qb5mKKX+VEr9pZRajHlF7k80Tcv5gucxHHOttCfb9Rc/ZZGaRERE6MkygNDQUJRSNGjQgKCgICIjIw2MTghLWbJkwc/Pj6JFi3Lx4kX69+9vdEjPUEoxdOhQateuTVBQkL4/rX8+sTeSMBNCCCEMMnXqVDp16sSUKVOMDiXVWrduHQcOHNDvN2rUiJkzZ+Li4vKSR6VOYWFhjBgxgoiICJv3VbZsWY4fP86mTZvIkCGDxbG1a9cSHR2t369atSoeHh42j8kg9zAnsfI+td8N88iwf6SUMgGHgZJJ9l1SStUBMgGFlFJVMK+MGZz0sY+TZWuBYkCjV/il/eDj/75ouNAkzFM7n2wFX+U5iJQv6dRtR0dH7t27B0C9evX44IMPKFOmDOHhNh+0KcQry5s3L1u3bsXLy4vZs2cbHc4zbt26xdKlSwkMDKRHjx7kz58fgDt37jBnzhyDoxNPSMJMCCGEMEjhwoXx8fHhzTffNDqUVGn58uV88MEHfPjhhzx48MDocAw3dOhQJk2aRKtWrZKlP1dX1+fWR0ta38jR0RF/f/9kiccISqk4IBB4eghpI+CVhtVpmqYBnsCt55w/Sil1S9O07EBj4Lckj3uSLCsJNFRKhb5Cd09qpT3T1+P+YpVS4U82wPbZV2G43377jZAQc37X1dWVuXPnEhkZSa5cudi4cSMADRs2lGm5wu6UKlWKzZs32+V0zPz587NlyxYyZcrE3r17iYuLw/x2DwMHDiQ09FXesoWtScJMCCGESGYPHz5dc1vYQuvWrSlZsiQdOnQgU6ZMRodjuP/9738UL16cUaNG2ayP/v37M3PmTEwm03OPm0wmi6Lhv/76Kw4Oqf7j6HSgm6ZpXTVNK6Np2gygMDAfQNO0HzRNm/SksaZpX2ma1ljTtOKapnkCSzAnzOYnadNY07T3NE0rpmlaI2AXcA5Y9vi4E7AOeBvoCDhqmpb38ZbucZtqmqZ9rmma5+PztAUWABuVUldt/q8iUozWrVvrt48cOcJvv5nzsu+88w4BAQFkypSJr7/+2qjwhHhlS5cuZcyYMUaHoatUqRK//fYb6dKl4969e3h5eQEQFxdH0aJFjQ1OAOZVdoQQQgiRTKKjoylfvjzVq1dnzpw55MqVy+iQUpXAwEAqVaoEmGuYBAUFpbkVMF+kYcOGnD17FmdnZ5ucf9u2bXz33XdomkatWrX0/w9gLsDr4+PDn3/+SVxcHGCeLtOsWTObxGJPlFJrHtcEGw3kA04CTZRSVx43KQwkzTBmAxZinsYZBhwDaiulApK0yYp5emRB4D6wHvhSKRX/+HhBoMXj20FYqgfsxlz7rB3wFeZC/leARcC3CPFY48aN9QR46dKlKVWqFBkyZMDR0ZHDhw8D5nqc+fLlMzJMIf5RUFAQn3zyCQA1a9akYcOGBkdkVr9+fVatWsUHH3zA5s2bcXJyIiEhgcjISK5du0ahQoWMDjFNk1UyhRA2IatkCvF848ePZ/To0RQpUoSzZ8+SPn16o0NKFUwmE5988gnLly9n48aNNG/e3OiQ7EZkZKTNR9iFh4dTrlw5rl27Rv/+/Zk1a5bF8U8//ZT58+db7IuMjCRjxow2jetpyb1KZmon1/rUTSllMQL0jTfe4NSpUzg4ODBw4EBmzJhBiRIlOHXqVJqsCylSnrFjxxIbG8vEiRP16Y/2YvHixXTv3t1iX8+ePZ+5dop/JqtkCiGEECnQrVu3mDx5MgDffPONJMusyMHBgaxZs+Lg4MCFCxeMDsduHDt2jEKFCvH9999jyx9Jv/jiC65du0bx4sWfOzUr6WgzgAEDBiR7skwI8XrWr1+v3y5YsCBz5szBwcGB4OBg5s6dC8C0adMkWSZSjNGjR/P111/bXbIMoFu3bnz77bdMnDgRR0dHABYtWsSJEycMjixtk4SZEEIIkUxGjRpFVFQUVatWpV27dkaHk+IppfTpfQCTJ0/G39+fgQMHGhiV/UhISKBbt248fPiQPXv22OwLwh9//MGCBQsAWLJkyXMTYTly5NBv586dm5kzZ9okFiGEdcTExDB48GAAvvrqK65du4abmxuXLl0iXbp0tGzZkoYNG9KiRYt/OJMQ9iPpdTAmJoauXbty+vRpAyOyNGTIEIYNG8Y777xDnjx5MJlMVK9enUePHhkdWpolUzKFEDYh0zSEsHT8+HEqVqyIUgp/f3+qV69udEgpWlhYGD169MDR0ZGVK1fa5a/FRvv2228ZOnQo2bNn58yZM+TJk8fqfURERFC+fHmuXLlC7969mTNnjsVxpRSappEzZ07u378PwI0bN8ifP7/VY3kVMiXTuuRan3q5u7tz6dIlChUqxNmzZ3F1daVJkyb4+fkxf/58evbsSWxsrIwuEynWgAEDmD17NoUKFeLAgQMUKFDA6JB04eHhnD59mmrVqgHmH51k1cxXJ1MyhRBCiBREKcXgwYNRStG2bVtJllnB2bNnWb9+PT///DOnTp0yOhy7c+HCBb766ivAPGXKFskygL1793Ljxg2KFi2qTzd+IiAggKpVq9K0aVM9Wda9e3fDkmVCiFczZMgQLl26BEDOnDnJkCEDCQkJgHn6e/369QEkWSZStNGjR1O6dGmuXbuGl5eXXa1gvmfPHurWravfv3//PoGBgcYFlIbJKplCCCGEjd2+fZtTp06RLl06vvnmG6PDSRXeeecd5s6di4eHB+XKlTM6HLuilKJHjx48evSIhg0b4u3tbbO+mjRpwpEjR4iKinpmYYHBgwcTEPD/Czs6OTmxcOFCm8UihLCO7777Tr/t7u6Opmk4OTnRokUL0qdPL/U3RaqQM2dOtmzZQrVq1Thx4gStWrViy5YtdpEIrlq1qsWCGwA1atSQqZkGkBFmQgghhJXdunWLZcuWsWbNGgDy5cvHhQsX+P333ylWrJjB0aVMoaGhdOnShdu3b+v7evTowTvvvGNgVPZp8eLF7N69G1dXVxYsWGDz6aoeHh7PHTX59Mpev//+u03jEEL8d1OmTCE2NhaA2rVr6/UJHzx4wMiRI9mwYQO//fabkSEKYTVFixbFz8+PzJkzs3v3bjp37ozJZDI6LHLlyvXMipmxsbFMnTrVoIjSLqlhJoSwCalrItKS+Ph4Dhw4gJ+fH1u2bCEoKAiAt956S4bQW0nTpk3ZvHkzTZs2lcTLS9y8eZM333yTsLAwpk2bZrMFEGbMmEG9evXw9PR8YZvx48czevRowLxK5pEjR2wSy+uQGmbWJdf61OXRo0dky5aN2NhYKlSowPHjxwE4c+YM06ZNY8mSJZQtW5agoCCcnGSikkg9duzYgZeXF/Hx8Xz22WdMnz7d8NqoV65coUSJEiQmJlrsl/zNP5MaZkIIIYSd6NmzJ7ly5aJOnTp88803BAUFoWkalStXpnnz5vLBxkqmTp1KxYoVGT9+vNGh2LW+ffsSFhZG5cqVGTBggE362Lt3L3qwnUQAACAASURBVAMHDqRKlSoEBwdbHEtISODkyZNEREQwduxYwDwVM+nUTCGEfSpatKg+uuyXX37R9/fq1YslS5YAMHPmTEmWiVSnQYMGrFixAjD/jU+bNs3giKBIkSJ07NgRADc3N31/lSpVjAopTZKEmRBCCPEK4uLi2LVrF2PHjrVIgkVERBAeHk7OnDnp0KEDPj4+hISEEBAQwJgxYwz/hTKlCgkJYceOHfr9MmXKEBgYSMWKFQ2Myr6tX7+eDRs24OTkxOLFi3F0dLR6H9HR0XTt2hWAzp07PzPFeMaMGXh4eODp6an/Kr5p06ZnarEIIezL1q1bCQkJ0e8XKVIEgMuXL7Nnzx7AnFRo2LChIfEJYWvt27fXpzwOGTKEn376yeCIYOjQoQDcvXtX33f48GGpZZaM5NOLEEII8QJXr15lwYIFtGrVipw5c1K/fn3GjBljsSrj0KFDOXToECEhIaxcuZJOnTqRO3duA6NO+S5cuICHhwctW7bkwoUL+n5JPr7YgwcP6Nu3L2D+m6xQoYJN+hk5ciQXL16kYMGCz/0F/tSpU5hMJv7++28APvroI9577z2bxCKEsJ4PP/xQv92yZUt9FNnw4cMB8/vv03UJhUhtBg0axOeffw6At7e3xQ93RnjzzTd5//33cXFxoWnTpvr+t99+28Co0hZJmAkhhBBP2bhxI2XLlqVIkSL06tWLX3/9lcjISHLnzs1HH31kMVrGw8ODKlWq2GQ0T1pVrFgxSpcuTdGiRe2i+G5KMHjwYG7fvk3p0qUZOXKkTfrYv38/M2fOBGDhwoVP6oNYeDJ9BCB79uwsX77cJrEIIaxnw4YNPHz4EIC8efPqr9uEhAR9ambz5s1xd3c3KkQhks3UqVNp164d8fHxtGrVSq9La5Tp06dz+fJlmjVrpu87deoU586dMzCqtEMmoAshhEjTgoOD8fPzo1q1avp0v/Tp03P69GkcHByoWrUqXl5eeHl5UbFiRZlaZiMhISG4ubmhaRpOTk6sW7eOjBkz4urqanRoKULr1q35448/WLx4MenTp7f6+WNiYujSpQtKKby9vfHy8npum6T7t2zZIq8XIVKA9u3b67cDAgL0ZLivry9xcXG4urqydOlSo8ITIlk5ODiwYsUK7ty5w8mTJ0lISDA0nuLFiwPQvXt3zp07p/9wVb58eeLi4owMLU2QTzFCCCHSlEePHrF161Y+++wzSpcuTfHixenTpw8rV67U29SuXZs1a9Zw7949/P39GTlyJJUqVZIv/zbi6+tL2bJl9Q+BALlz55Zk2Wto2rQpFy5coGbNmjY5/5IlSzh//jz58uVj+vTpFseuXr3K8OHDadq0qV63LH/+/FKYWIgUoGnTpnqh/7p161KoUCH92MKFCwHo06cPOXPmNCQ+IYzg4uLChg0bOHjwoN1Mf3R0dKRDhw56Qjs+Pl5/jQrbkRFmQggh0oSHDx/SoUMHdu/eTUxMjL7f0dGRGjVqULZsWX1f+vTpadu2rRFhpklXr14lNDSUtWvX0r9/f5ne+hqioqLImDEjAOnSpbNZP71798ZkMlGiRAmyZ8+u71dK0atXL/z8/CzaX7x40WaxCCGsIyEhgc2bN+v3k173fvnlF/1Y9+7dkz02IYyWNWtWi9IDx48fp2TJkob9mNevXz++//57hg8fzqRJkwBzXdEePXoYEk9aIT+VCyGESHWio6PZvHkzP/zwg74va9asHD9+nJiYGAoUKEC3bt1Yt24doaGh/Pnnn3Tp0sXAiNOepCuN9urVi6VLl7J7925Jlr2Gw4cPU7hwYRYtWmTx72kLDg4O9O/f36LoMJgLgT/9YX3ixIlkyJDBpvEIIf676tWr67ednZ1p164dAEePHqVNmzYA1KlTh5IlSxoSnxD2ws/Pj+rVq9OuXTvDpmjWqlULMI/8LFeuHGBePXP79u2GxJNWSMJMCCFEiqeU0us6NG7cmBw5ctC0aVMGDx6sF43XNI3Fixfz119/ce3aNRYtWkSbNm2eW7hc2Na6deto0qQJ8fHxgPn/TZcuXXBxcTE4spRl7ty53L9/n127dtlsBVFfX1+io6Nf2iZpYf9SpUoxYsQIm8QihLCesLAwDh8+DJjfg0NDQ8mRIwdKKfr376+3+/TTT40KUQi7kSVLFkwmE/Hx8foU5uTWpk0bSpQoQWhoKKVLl9b3e3t7GxJPWiEJMyGEECnalClTKFGiBG+88Qaff/4527ZtIzY2lkKFCtGqVSsiIyP1tl5eXpQvX95myQXxz+7fv0/37t3ZsmULCxYsMDqcFG3x4sXMnj2bWbNm2eT8hw8fpkWLFlSoUIEHDx48c/zRo0cEBQXx22+/6fuOHDlik1iEENaVtAzBvHnzyJw5MwBr167F398fgBw5ctCqVStD4hPCntSoUYM9e/awadMmvQxCcnN0dOSLL74A4NChQ0yYMAGAmzdvUqdOHUNiSgskYSaEECJFUEpx+vRppk+fTlRUlL7//v37BAcH4+zsTIMGDZg6dSqnTp3iypUrLFiwgCxZshgYtXhajhw5WLx4McOGDaNnz55Gh5OiOTo60q9fP3Lnzm31c8fGxtKlSxdMJhNVqlSxqFsGsH79et58800qV66s7xs1apT+pVsIYb8CAgK4ceMGYC5u/uS9ODo6miFDhujtPvnkE5vWRhQiJalcuTLOzs6A+TNpUFBQssfQuXNn8ubNy/Xr1ylYsKD+A/CePXtsXpohrZKEmRBCCLsVERHBr7/+Sq9evShatChly5Zl0KBB7Nq1S2/j7e3Nxo0buX//Pn/88QeDBg3izTfflFFkdsTHx4fjx4/r99u0acOkSZP0D57i1ZlMJubNm2excIUtTJgwgVOnTuHm5sbs2bMtjiml+PbbbwkODtZruWTOnJlx48bZNCYhhHU8qYUE5tfuk9fxlClTuHbtmn5Miv0L8azExET69u1LpUqV2LRpU7L2nT59egYOHAjA5MmT9dsAW7ZsSdZY0gpJmAkhhLA7gYGB1K9fn5w5c9KqVSsWLFjA1atXcXFx4d1337UYDl+6dGmaN29OpkyZDIxYvMh3331H586dadeuncXIQPHvLFiwgN69e1OzZk29Pp+1HT16VF+Ba+7cueTKlcviuKZpzJs3z2Lf1atXbRKLEMK6Hjx4gJOTE2BezGPQoEE4OTlx7do1Jk+eDJhX3hs7dqwU+xfiORwcHHj06BEmk4l27dpx8ODBZO2/Z8+eZM2alcjISHr16qV//u3du7eMMrMBSZgJIYQwVFhYGOvXr2fv3r36vkyZMrFr1y7i4+Nxd3enb9+++Pr6cv/+fbZu3Uq9evUMjFi8jvbt21O4cGE6duxI+vTpjQ4nRbt+/TpDhw4F4OOPP8bBwfof4+Li4ujSpQuJiYl88MEH+kp5T0u6quzixYvJli2b1WMRQljf119/TXR0NOXKlSM2NpbBgwcD5mtxmTJlqF27NuPGjWP06NEGRyqEfdI0jfnz59OkSRNiYmJo1qwZ586dS7b+s2TJwq5du7h48SLu7u4MGTIETdO4fPmyjPS2AU2ykEIIW9A0LQsQFhYWJjWkhAWlFMePH8fPzw8/Pz/2799PYmIibdq0Yd26dXqbJUuWULduXdzd3Q2OWLwOpRRHjx6lUqVK+r6oqCjDiuSmFkopWrRowe+//07VqlXZt28fjo6OVu9nwoQJjBo1ily5culTMp+IiIggICCA06dP66volSpVKlm/KPxX4eHhT1bGzaqUCjc6npROrvUpy759+6hbty6JiYls3rwZLy8vi+Mmk4n79+8/M6pUCPGsqKgo6tevT0BAAEWKFOHAgQPky5cv2eNISEigY8eOrF27FoBz585RqlSpZI/DnljzWi8JMyGETciHaPE0k8lEjx498PX15fbt2xbHSpcuTdu2beWXsRQuPj6ejh07sn79enbs2EHdunWNDinVWL16Ne3bt8fZ2Zljx45ZrHBnTTdu3KBnz5589NFHtGvXzuJY3759mTNnjn5f0zSioqLIkCGDTWKxBUmYWZdc61OWJ7U9M2fOzL17954p6P/xxx+TO3duBg4cSP78+Y0IUYgU5e7du1SvXp2LFy/i4eHBnj17kvW9MCEhgV27dpEzZ079h8rMmTMTHp62L2/WvNbLlEwhhBBWZzKZOHr0KCtWrND3OTg4cOrUKW7fvo2rqyvNmjVjzpw5XLp0ibNnz0qyLBVwdnYmU6ZMODg4cP78eaPDSTVCQ0P1EV1ffvmlzZJlAAUKFGDTpk20bdvWYr9SSq979MTkyZNTVLJMiLRs1KhR+u2IiAiWL18OmBdl+eqrrzh79iw+Pj5MmzZN6k0K8Ypy587N1q1bcXNz4/jx47Ru3Zq4uLhk6fvRo0e8+eabvPvuuwC4uroC/z8aXFiHjDATQtiE/Oqc9oSGhrJ9+3b8/PzYunUrISEhODo6cu/ePb2+0bZt29A0jVq1akk9q1RCKUV8fLw+UiEqKoozZ87w9ttvGxxZ6tG5c2d8fHwoW7YsR48efWZUiDUEBwdTrFixl7YZOHAgM2bMACBv3rzcunXL6nHYmowwsy651qcc+fLl4/bt22iaRoUKFThw4ADx8fGULFmSO3fuMGvWLIoXL86hQ4cYP3680eEKkaIEBgZSt25dIiMj6dChAz4+PjapM/q0Tp06sXLlStq2bcuAAQOoUaMGAOnSpSM2Ntbm/dsrmZIphLB78iE67Vi7di0zZswgICDAYtW+TJky0aBBA2bMmPGPX8RFyhQaGoq3tzcFCxZ8ZtVEYR1btmzBy8sLTdPYv38/VatWtXofJ06coFKlSrRv356FCxfi4uLyTJuoqCiyZMmiv8YfPXr03Hb2ThJm1iXX+pRhyZIldOvWDQBfX1/9PeWLL75gypQplCpVihMnTtgkGS9EWrFt2zaaNm1KQkICgwcPZsqUKTbv88SJE1SoUAEHBwfOnj1LpUqViIiIAGDlypV06NDB5jHYI5mSKYQQwhB3795l5cqV3LhxQ993//59Dh48iMlkoly5cgwZMoSdO3cSGhrKr7/+KsmyVCwoKIjff/+dZcuWERwcbHQ4qU5kZCQ9e/YEoH///jZJliUkJNClSxfi4+N5+PDhM1+Yjxw5wscff0zNmjX1ZNmGDRtSZLJMiLQoMTGRfv36AeDu7k6TJk3QNI0LFy4wc+ZMAGbMmCHJMiH+o3fffZelS5cCMHXqVP31ZUvly5enadOmmEwmpk6dysWLF/VjH330kc37TwtkhJkQwibkV+fUITExkYCAAPz8/NiyZQtHjhxBKcWcOXPo3bs3ADdv3mTz5s289957FCxY0OCIRXKbPXs2tWvXxtPT0+hQUp0BAwYwe/ZsihQpwsmTJ8mUKZPV+5g0aRIjRowgW7ZsnD592mKFL6UUlSpV4tixY/q+Jk2a4Ovra/U4kouMMLMuudbbv7feekt/DU+ZMoXBgwcD0KJFCzZt2oSXlxf58+cnX7589O3blzx58hgZrhAp3jfffMPw4cNJly4dFy5coHDhwjbtb9++fdSqVYt06dIRHBzM22+/rZdM+Pnnn/nf//5n0/7tkUzJFELYPfkQnbJdu3aNIUOGsG3bNh48eGBxzNPTk4EDB8ovV2nQ7du3GTZsGNOnTydHjhxGh5OqHTx4kOrVq6OUYuvWrXpRX2s6ffo0FStWJC4ujhUrVtC5c+dn2syfP59PP/0UADc3N70GUkolCTPrkmu9fUtISMDZ2Vm/X6RIES5evMjOnTtp3LgxTk5ObN26lYYNG6KU4ty5c5QqVcrAiIVI+ZRSDBs2jHr16vHee+8lS581a9bE39+fIUOGMHLkyCfXOVxcXHj06FGyxGBPZEqmEGmMpmm9NU0L1jTtkaZpgZqm1XpJW29N09RztvSvc05N0/JqmuajadptTdOiNE07qmla2vuJIg1ISEhg37597NixQ9+XNWtW1q9fz4MHD8iWLRtt27Zl6dKl3Lx5k2PHjkmyLI363//+x4oVK+jbt6/RoaR6s2fPRilF586dbZIsezIVMy4ujiZNmjz3NR0fH6+PJAU4dOhQik6WCZHWtGvXTr9dqlQpxowZg6OjI8OHDwegX79+7N69G6UU9erVk2SZEFagaRqTJ0+2SJbZepDSk9f0mTNnyJw5M/nz5wcgNjZWXxFX/EtKKdlkk82ON6AdEAd0A8oAM4FIoPAL2nsDYUDepNvrnhPYDgQAVYDiwEggEaj4inFnAVRYWJgS9ufGjRtqyZIl6oMPPlDZsmVTgKpcubJFm4ULF6p9+/ap+Ph4g6IU9ubIkSOqUqVK6vTp00aHkurFxcWpqVOnqnv37tnk/N9++60CVJYsWdS1a9csjiUkJKi7d++qEiVKKEABqnHjxjaJI7mFhYU9eU5ZlB1c41P6Jtd6+xUXF6e/fp2cnFRiYqJ+7O+//1ZdunRRd+/eVfnz51eAWr16tYHRCpF6nT9/XtWqVUtduXLFZn2YTCZ1+PBh/f65c+f017+jo6PN+rVX1rzWywgzIezfQGCJUmqxUuqMUuoz4Brw6Useo5RSt5Nu/+Kc1YDvlFIBSqm/lVITgIfAW9Z7aiK5ffPNN3h6elKgQAE++eQTfv75Zx4+fEiOHDkoVaoUiYmJetvu3btTo0YNnJycDIxYGOn69evs3btXv1+pUiUOHz5MmTJlDIwqbXB2dmbQoEHkzJnTJud/4403yJs3LzNmzHim9uCsWbMoXLgwly5dAszL02/ZssUmcQghbKNWrf+fODBx4kQcHP7/a1+xYsVYunQp+/fv5+bNm+TKlYuWLVsaEaYQqV7Pnj3Zu3evxYhta9M0jbffflu/X6pUKX10emJiIt7e3jbrO7WThJkQdkzTtHRAJWDbU4e2AdVf8tBMmqZd0TTtuqZpv2uaVvFfnHMf0E7TtByapjlomvYh4ALsfkGsLpqmZXmyAZlf4SkKG7p+/To+Pj5PRgEAcOzYMY4fP46maVSuXJnRo0dz4MAB7ty5w48//oijo6OBEQt78tdff+Hp6UnLli25fv26vl+m5NlOYmIiCxYsIDY21uZ9NW/enLNnz9KlSxeL/SaTiZUrVxITE6PvCwwMtHk8QgjrefjwIYcOHQLM79lPvixfuXLFot2CBQsA8Pb2lpVvhbCRH374gffff58lS5YkS3/37t3j0KFDFgv0+Pj4JEvfqZEkzISwb7kARyDkqf0hmKdaPs9ZzNMyWwDtgUeAv6ZpJV/znO0AJyAUiAUWAK2UUpde0O9wzFNBn2zXX9BO2EhcXBw7d+7kiy++oHz58hQqVIjOnTtz5swZvU2fPn348ccfCQkJISAggLFjx1K1alVJlIlnlC5dmqJFi1KsWDHi4+ONDidNmDNnDr169aJevXoWiW5riouL029nzZr1mQSopmmcP39ev9+jRw/KlStnk1iEELbh4eGh31ZKsX37dk6cOEGJEiXo1KkT8fHxXL16FT8/P8A8olwIYRsFCxbk119/TZYVaPft20fhwoVp164dSinq168PmH8MW79+vc37T40kYSZEyvD0NyftOfvMDZU6qJT6USl1XCm1F2gLnAf6veY5JwDZgYbA28B04GdN08q/IMZJQNYkW8EXtBNW5u/vT8uWLcmZMycNGjRgypQpnDx5Ek3TqFq1KmFhYXrb2rVr07FjR3Lnzm1gxMJehYSE6IkaFxcXNm3ahL+/P8WKFTM4srShYMGCuLm50blzZ5uM5Ltw4QLFixdn5cqVL0zItW/fnsjISACyZMmij0ARQqQMYWFhXL16FTAnwNu1a0e7du0YMGAAiYmJxMbG4uzszJIlS1BKiv0LkdyWL19Ov379bPLDWKVKlciUKRNXrlxhzZo1jBs3Tj9myymhqZkkzISwb/cwF9p/ejSZG8+OEHsupZQJOAw8GWH2j+fUNK0E0BfoqpTa8Tj5NhY4AvR5QT+xSqnwJxsQ8SrxidcTGxvL9u3bLUaAhIeH89tvvxEZGal/2V61ahV3797lwIEDVKtWzcCIRUqxbt06SpUqxdKlS/V9+fLlk2k6yah169acPXuWHj16WP3cJpOJrl27cuPGjeeumHX9+nVGjhzJmjVr9H2XL1+2ehxCCNtKWsfou+++Y/Xq1WzatIldu3bh4uLClClTSEhIYPHixYC5vpIQInmcP3+eTz75hO+//56JEyda/fwZMmTgs88+A8x1i6tVq4aXlxcAd+7ckaTZvyAJMyHsmFIqDggEGj11qBGw/1XOoZmHKXgCt17jnK6P/2t6qk0i8r6R7P7++2/mzJlDs2bNyJEjB++++65FHYS6desyYcIEAgMDuXXrFitWrODDDz+0WbFwkTpdvHiR8PBwVq9ebbPpgOL5TKb/f6vNnj27RXFua/n+++/Zt28fmTJlYvHixRYj2JRSdOvWzeLD+8iRI8mePbvV4xBC2M7t27e5ePEiAE5OTvTu3ZtHjx4xaNAgAIYMGULRokXZvHmzFPsXwgClSpVi1qxZAIwaNcriR0pr6d27N5kzZ+bUqVNs3ryZzZs36z9+zps3z+r9pXbyxVcI+zcd6KZpWldN08pomjYDKAzMB9A07QdN0yY9aaxp2leapjXWNK24pmmewBLMCbP5r3pOzHXQLgILNE2romlaCU3TBmFOqv1q4+crgKioKAYMGEDp0qUpUaIEffv2xdfXl+joaPLly0fGjBn1thkyZODLL7/krbfesskXbZF6JU2MffHFFyxevJjNmzdLYf9kdOfOHcqWLcuqVatslqi8dOkSw4YNA2DKlCkUKVLE4rhSir/++ku/X7x4ccaPH2+TWIQQtpO03uBHH32EUooZM2YQHBxMgQIF9PeBhQsXAtClSxcZRSxEMuvbt6/+WuzRo4dFcX5ryJYtG59++ikAkyZNQilFixYt9ONPRpeKV6PJr8hC2D9N03oDXwD5gJPA50qpPY+P7QYuK6W8H9+fAbTGPOUyDDgGjFFKHXjVcz4+XhL4BqgJZMKcQJuqlHqlZVYer5QZFhYWRpYsWf7dE09DLl68SHBwMI0amQf+mUwm8ufPT0hICE5OTtSoUYP33nsPLy8vKlSoIAkN8Z/98MMPbNiwgfXr10ui1UDt27dn9erVeHh4cOTIEZycnKx6fpPJRP369fnzzz+pV68ef/zxxzP/vy9cuKDXMHJxcSE6OjrV/k2Eh4eTNWtWgKyPyweI/0Cu9fbDZDJZLODj6enJpk2beOONN4iKiuLHH3+kY8eOXL16lWLFimEymTh37pzULxPCAEopPv74Y3x8fHB1dWXXrl1UqVLFaue/desWRYsWJS4ujj179lC9enUyZsxIbGws77//Pr/+mrrHP1jzWi8JMyGETciH6JeLjo5m9+7d+Pn54efnx6VLl8iTJw83b97Uv6guW7aMrFmz0qBBgydv+kJYxc2bNylZsiTR0dGsWLGCzp07Gx1SmvT777/TvHlzHBwcOHTokEXtIWuZM2cOffv2JWPGjJw4ceKZBRxMJhNZsmQhKioKgGPHjuHp6Wn1OOyFJMysS6719uPnn3+mbdu2ODo60qZNG7p06ULGjBn54IMPKF68OP7+/miahr+/P127dqVAgQLs3LnT6LCFSLPi4+Np1qwZ27ZtI1euXOzfv5+SJUv+8wNfUc+ePVm+fDnTp0+nZ8+eFC1alBs3bgBw+vRpypQpY7W+7I0kzIQQdk8+RD/fqlWrWL58OX/++SexsbH6fmdnZ2rWrMnatWvJlSuXgRGKtGLFihVcvXqVESNGWIxKEMkjPDycsmXLcv36dQYPHsyUKVNs0s/QoUP59ttv+e677+jbt6/FsfXr1+Pt7a2vitmzZ0/mz5//vNOkGpIwsy651tsHk8mEh4cHJ0+eZPTo0YwdO1Y/Fh4eTmhoqEWyXCnF/fv3pdapEAaLiIigXr16BAYGUqxYMQ4cOECePHmscu5bt26hlCJ//vwA+Pj48PXXX3P27FmyZs3Kw4cPrdKPPZKEmRDC7smHaIiMjGTXrl00bNiQDBkyAOY6UU++GBcuXBgvLy/ee+89GjRoQObMmY0MV6RiSikWLVpEvXr1rPrrpfj3+vTpw9y5cylRogR//R979x0eRfU1cPw7gRRCCCUUkRB6Bw0gvfeAIqBSRYp0pISqNEVpQZHQRFrACASwAfKDUKX3Kr2XFCCBBEKAtM3e948l82ZJaLLJJuF8nmced2fu3DmLsLN79t5zT57E0dHxxSf9R0eOHElS4zA+Ph4nJyeio6MBcHJyIjIy4y9ubK2E2ZMyCCMwlUE4A3gqpXY/o203YEkyh7IopaKftMkGTADaYFrl+jgwWCl1OFE/GvAN0BvICRwEvlBKnUnUJicwC0gocPM3MFAp9VLfpORenzbUqlWLffv24ezszPXr12XBDiHSkZCQEGrWrMnVq1epVKkSO3bsSLHvBH5+fnz66acAfPDBB6xbty5FrmNtkjATQqR5b+KHaKUUZ8+eZePGjfj7+7N7925iY2PZsGGDvqTz8ePH2b59Ox4eHpQpU0ZqkYlUMWnSJMaOHUvFihXZv3+/FHm2sj179lCnTh0Atm3bRsOGDVM9hps3b1KgQAH9eUhICHnz5k31OFKbNRJmmqa1B5YC/YG9QB+gJ1BWKRWQTPtuwEygVOL9SqnbidqsAsoD/YCbQGdgyJM+g5+0+RIYA3QDLgJjgbpAKaVU5JM2/oArpqQawAJMdVFbvuRre+Pu9WnN7du3yZ8/PwB2dnYcO3aMS5cu8ejRIzp16mT2OWPbtm3UrFlT/xFPCJE2XLp0iZo1a3L37l2aNm3KunXrsLOzs1j/J06cwMXFhYIFCyZZJTsjsuS9PmNWdBVCiFR06dIlvTZA+fLlGT58ONu2bSM2NpYiRYro050AKlasyNChQylbtqwky0Sq6datG/nz5+fTTz/F1tbW2uG80aKjo+nZsycAPXr07XMtfQAAIABJREFUSJFk2Y0bN/jwww+5evXqM9tUq1ZNfzx//vw3IllmRUMBH6XUIqXUOaWUJxCIKdn1LEopdTvxlnBA07QswMfASKXULqXUZaXUeOBaQp9PRpd5ApOUUn8ppU4DXQFHoNOTNmUAD6CnUmr/k8WBegEfaJpmlqwTaVfnzp31x7GxsQQFBTFy5Eg6d+7MkiX/P1AxICCApk2b4urqyr1796wRqhDiGUqUKMH69etxdHRk8+bN9OzZ02LJrG+++YaKFSsyZcoUABo3bqwf69u3r0WukZFJwkwIIV6BUoqTJ09y6tQpfV9cXBwLFiwgICAAe3t7mjVrxowZM7hw4QJXrlyhbdu2VoxYvImUUhw/flx/XqBAAS5dusSwYcMy7OqH6cXEiRO5cOECb731VorULVNK0atXL9atW6cvK5/YqlWr6NOnD0FBQQA0b96c3r17J2knLEPTNDugMrD5qUObgZrPOdVJ07QbmqYFaZr2P03TKiY6lhnIBEQ/dU4UppWtAYpgWi1bv65SKgbYmei6NYAIpdTBRG0OYFphO9nYNE2z1zTNOWEDpJaAFcXGxrJ7t2lmb6FChRg/fjyxsbFcunSJ7Nmz065dO73ttWvXcHV1xd3dXaZsCpEGVa1ald9//53MmTNTtmxZi/XboEEDABYvXkxISAgVK/7/7WTBggUWu05GZdm1y4UQIgOKiIhg69at+Pv7s3HjRoKDg2nXrh2rVq0CoEyZMowZM4ZatWpRr169FK1FJMSLREVF0b59ezZu3MjevXupUqUKAFmzZrVyZOLkyZNMnToVMK1emRJfWn18fNiyZQsODg7Mnj3b7Ni+ffvo2LGj/qt1/vz52bBhg8VjEGZyY0puhTy1PwRTQis55zFNozwFOAODgb2apr2rlLqklIrUNG0/ME7TtHNP+uoIVAMuPekjoe/krlsoUZvQZK4f+pzYRmGqiybSgGHDhhEbG4umaezZswdXV1caNWoEQK9evXByctLb1qtXj6tXr3L37l1rhSuEeIEWLVpw4cIFihYtarE+69WrR/Xq1Tlw4AAzZsxgyJAhLF++nJs3b6KUolu3bvzyyy8Wu15GIz8zCyFEMpRSTJ06lbp16+Li4sInn3yCj48PwcHBZMmSxWxam6ZpTJw4kebNm0uyTFidg4MDdnZ22NjYcPHiRWuHI54wGAz06NEDg8HARx99xEcffWTxawQFBTFs2DDANJKtZMmSZsfj4uL0ZJm9vT2nT5+2eAzimZ6eW6Mls8/UUKkDSqllSql/nywM0A5TDbKBiZp99qSPYCAGGAT4AfGveN3kYnhmbMAUIHuizfUZ7UQKe/ToEXPmzAGgfv36uLq68u+///LPP/+QKVMmBg4cmOScTJkyWWwFPiFEykicLIuMjGTHjh2v1Z+maXz11VcAzJ07F0dHR27cuKEf9/X1fa3+MzpJmAkhBHDv3j3++ecf/bmmafz555/s3r2b+Ph4SpUqhaenJ5s2bSI8PJxly5ZZMVohzBmNRgwGA2D6u7to0SIOHjyor4QkrG/mzJkcOXKEHDly6F9yLUkpRe/evXnw4AHVq1fH09PT7Hh0dLQ+8gRg/fr15MqVy+JxiCTuYkpiPT1iKy9JR38lSyllBA4DJRLtu6KUqgc4AQWVUlUBW0x1zAASap4977q3geSyJ3meFZtSKkYp9SBhAzL+0qppVOnSpfXHBQsWJD4+nhkzZgDw8ccf4+bmph/fvXs3cXFxqR6jEOK/u3fvHvXr18fDw4Ndu3a9Vl8tW7akTJkyPHjwgHnz5pE5c2Z9BgLAvHnzXjfcDEsSZkKIN5LRaOTo0aNMnDiRWrVqkTt3bpo1a8aDB/+/kMqQIUP46aefuHr1KufPn8fb25umTZvi4OBgxciFMHf79m2aNWvG2LFj9X05cuTg3XfftWJU4mlvv/02uXLlYtq0afqKdpbk6+uLv78/9vb2LF68mEyZMgEQExPD9u3bqVChAvHxpsFHpUqVMkueiZSjlIoFjgJNnjrUBNj3Mn08KeDvDtxKpv9HSqlbmqblBJoBa58cuoYpIdYkUT92QL1E190PZNc0rWqiNtUwjRx7qdiEdcTHx+t1CAFu3brFnTt38PPzA0yfXxIEBARQv3593NzciIiISPVYhRD/jbOzM25ubjg7O7/2yrY2NjZ8+eWXAHh7exMdHc2aNWv044nfM4Q5qWEmhHij7Nq1i0WLFrFp0yZCQ81Lt5QuXZqAgADKly8PQMeOHa0RohCv5MCBA2zdupX9+/fj6enJW289q/SQsKaOHTvStGnTFBnVpZRi8eLFAHz77beUKVNG39+rVy+WLl2qt82UKRNnz561eAziuaYDSzVNO4IpSdUbcAPmAWia9isQrJQa9eT5N8ABTPXInDFNt3QHvkjoUNO0ZpimTl4AigM/PHm8BExLbGqaNgMYrWnapSd9jQYeY5q6iVLqnKZpG4GFmqb1edL1AuB/SqkLKfNHISzhww8/1B/36tWLvn37cvfuXSpXroxSiurVq+vHfXx8MBqNlClThuzZs1sjXCHEf5ApUyb8/Py4ffs2RYoUee3+OnXqxLhx4zAYDFy4cEH/EQ1Mo9B/++03s4VChIkkzIQQGVZ8fDxHjx6lSJEi5MmTB4DTp0/rXx6dnJxo3LgxzZs3p1mzZhQqVOh53QmRJrVu3Zrvv/+eDz74QJJlaZDRaNRXJnVxcUmRa2iaxpYtW/Dx8TFb8TLxVN0Ehw8flpVSU5lSapWmaS7A10B+4DTQQimVUETGDTAmOiUHpsTVW5hWrDwO1FVKHUrUJjumemKuQDjwJzBGKZV43t33QBZgLpATOAg0VUolnkb5KTCL/19N829gwGu9YJGijEajvliHg4OD2Sp3+/btMxspbzAY8PHxAaBPnz4IIdKXLFmymCXLjh8/TuHChf/TokG2trb4+/tTvHhx7O3tAdP7wvz58wH49NNPJWGWDC2h+KsQQljSk+XmIyIiInB2dk6164aGhrJ582b8/f3ZtGkTYWFh/Pzzz/Tt2xeAGzduMHfuXDw8PKhVqxZ2dnapFpsQlhAYGMjXX3/N7NmzzVZAE2nPrVu3aNy4MRMnTqRNmzapfv34+HiyZMmi1y768ssv8fLySvU40pIHDx4kjLLJ/qQGl3gN1rrXv8lq167N3r17Acw+3yTn77//plWrVuTOnZugoCD9S7IQIv3ZsmULrVu3pnLlymzevNliJWKKFy/OlStXAJgzZw5ffPHFC85I+yx5r5efGIUQ6d7du3f5+uuvqVKlCm+99RafffYZfn5+hIWF4ezsbPZra6FChZg6dSoNGjSQZJlId5RSfPDBB/zyyy+MGDHC2uGIF/Dy8uLs2bNMmjTJbOqDpdy6dYupU6cmKeYdHByMUopKlSrpx/Lnz//GJ8uESO/i4+P1ZBlA2bJlUUoxf/58wsPDk7RPGH3WvXt3SZYJkc7ly5ePzJkzs3v3bjp37vxanyvi4+NZv349Sin27Nmj7x83bpwlQs1QZISZECJFpOSvziEhIYSEhPDOO+8AcP/+fXLnzq3fOCpWrIiHhwfNmzenevXq2NraWvT6QljTrl27GDlyJMuWLaN48eLWDkc8R3R0NBMmTKBdu3YWX4RBKUWbNm1Yu3Yt3bp1Y8mSJQBcvXqV6tWrU7RoUQ4ePAiYpmzGxcXpCwG8yWSEmWXJCLPU1bp1a9auXas/P3bsGGFhYTRp0oS8efMSGBio/xgYEBBAkSJFMBqNXLhwgZIlS1orbCGEhWzfvh0PDw9iY2MZMGAAs2bNwrQuzMszGo289957HD9+nA0bNtCsWTMKFizIzZs3Abh8+TLFihVLifBTjSXv9VLDTAiR5hkMBg4cOIC/vz8bN27k2LFjVKtWjQMHDgCmFQHHjBlDkSJFaNasWYqsQCeEtVy9epU7d+5QrVo1AOrWrcv+/ftf+QOSSH0ODg5MmjQpRfpeuXIla9euxdbW1mx1q3379nHnzh3u3Lmj79u6dasky4TIABIny1asWEHFihV5//33AWjXrp3ZyPmEYv8NGjSQZJkQGUSDBg349ddf6dChA3PmzKFAgQJ89dVXr9SHjY0NDRo04Pjx43h5edGsWTOzEh+9e/dm27Ztlg493ZIRZkKIFGGJX51XrlzJX3/9xZYtW7h//77ZsSpVqrB3714ZPSYytIMHD9K0aVOyZs3Kv//+qy9eIdK2zZs307BhQzJnTpnfJUNCQihbtizh4eF8++23fP3112bH7e3tiY2NBaB///789NNPKRJHeiQjzCxLRpilnsGDBzNr1iwA2rdvz8qVKzl//jxlypRB0zQuXryojzo2GAwULlyY4OBgVq5cSfv27a0ZuhDCwmbMmKH/WObr60uXLl1e6fzg4GCKFClCXFwce/fuJTAwkB9//JHDhw8DsH//frPVdtMbqWEmhMhwEt6wEyfx//zzT37//Xfu379Prly56NixI76+vty+fZtDhw5JskxkeOXLl6dAgQIUKVJET4CItG3Hjh00a9aMWrVqERMTY/H+lVL079+f8PBw3N3dGTVqFEopfTXMPn366H9XKleuLMkyITKI2bNn64+XL18OwMyZMwFo2bKl2RR9f39/goODyZ07N61bt07dQIUQKc7T05Phw4cD0KNHDzZt2vRK5xcoUEBPsnl5edG+fXt27dqlH2/cuLHlgk3nZEqmEMJqAgMD2bhxI/7+/mzdupXIyEjOnTtH6dKlAejatSvlypXDw8ODKlWqyJQi8UYICQkhX758AGTNmpUtW7aQN29eSRCnA1FRUfTq1QuASpUqpUiR7d9//52//vqLzJkzs2TJEmxtbZk2bRobNmygY8eOepFvJycn/ZdiIUT6NnLkSP0HxVy5cgEQFhaGr68vgNm0bID58+cD0K1bNyn2L0QGNXXqVG7dusXy5cv5+OOP2blzJ5UrV37p80eMGMHixYtZt24dp0+fpnz58tja2hIXF8fjx4+Jj4+X717ICDMhRCo7f/48I0aMoHz58ri5udG7d29Wr15NZGQkefLk4dq1a3rbDz74gPHjx1O9enV5wxZvhF9//ZVixYrx+++/6/sKFCggybJ0Yvz48Vy+fJkCBQowdepUi/cfFxen/6I8evRo3N3duXv3LhMmTGD79u307t1bb3vmzBmpcydEBuHn56c/bty4MZkyZWLhwoVERUXh7u5OvXr19OMBAQH4+/sD6Al8IUTGY2Njw+LFi2ncuDGPHj2iRYsWXLly5aXPL1WqFB999BEA33//PYC+mrZSij///NPyQadDkjATQqSogIAAgoOD9edXrlxh2rRpnDlzBhsbG2rUqMF3333HoUOHuH37Ns2bN7ditEJY17lz53j06BErV660dijiFR07dowff/wRgJ9//jlF6jnZ2tqyZcsWPv/8c8aMGQNA7ty52bFjh1m7iRMn4ubmZvHrCyFSX1hYmF7H9ZNPPtGT8eHh4fqiH4mT44sXL5Zi/0JYwKZNm2jXrh1nzpyxdijPZGdnx59//om7uzuhoaF4eHiYLfrzIgkLBly/fh2DwUBERIR+bPLkyUi9eyn6L4RIIQmFgMH0ZjxlyhQAHj16xMCBA2nWrBlNmjTRpxYIIUyFmn19fenWrZuMqkxH4uLiqFq1KidOnNCLcaemWrVqsW/fPgDKlSvH6dOnU/X66YkU/bcsKfqf8saPH8+3335LxYoVOXr0qFly7ObNm7i4uJhNuwwPD2fp0qWUKlUKDw8Pa4QsRIawatUqOnToQNOmTV+5Rlhqu337NjVq1OD69euMHTuWCRMmvPS5J06c4N1330XTNO7evUu/fv1Yu3YtcXFxVKtWjQMHDqRg5CnDkvd6SZgJIVJEwodoGxsbunfvzqJFi6wdkhBpilKK+fPns3v3bpYtWybT59IxLy8vRo0aRa5cuTh37hx58+a1aP9hYWFcunRJX7EqMjKSzz//nClTprBx40YGDhwImOqWRUZGWvTaGY0kzCxLEmYpa/v27TRq1AilFKtWraJdu3bWDkmIDOnixYtMmzaNypUr06dPHwCuXr1KyZIlWbt2Le+//76VI3yxixcvsmTJEiZOnPjaP7o6OjoSFRUFmH4UTKlVv1OKrJIphEg3rl27JskyIZJx5coVBg0ahJ+fH2vXrrV2OOI/unjxIuPHjwdg+vTpFk+WAQwaNIiaNWsyY8YMAIYOHcoff/yBh4eHXuzb3t6e0NBQi19bCGE9LVq0SDIl6ty5c2l6ipgQ6dG2bdtYuHAhU6dOJT4+HoCiRYtiMBjSRbIMoGTJkkyZMkVPlimlXmlK5b1799i5cydgWjAkQatWrSwaZ3ojCTMhRIrKkSOHtUMQIk0qXrw43t7eTJs2jQ8//NDa4Yj/wGg00qtXL2JiYmjatKm+RLslrV27Fj8/PzRNo1atWgBMmDCB6tWrc/XqVQwGA5kyZWLHjh1kyZLF4tcXQljHgwcPiI6O1p9XqVIFgLFjx1K+fHm8vb3N2gcGBlK7dm18fX2l7pAQzxEbG8uyZcv0UgYAXbt2pXPnzvz666/Y2KT/FElcXBxdu3bl66+/fqn2p0+fxs3NjTZt2hAZGcl3332nH9uwYUNKhZkupP+/DUIIIUQ6oJRi9uzZBAYG6vu++OILhg0bliE+nL2JFi5cyK5du3B0dGT+/PkWn1YbHh5O3759AdPy7wlfmF1cXDh69Kj+pXjGjBn6dE0hRMYwePBg/fGyZcsoUqQI165dY82aNQA0a9bMrL2Pjw979+7F19dXpvgL8Rzffvstn332Gd9++62+z9HRkaVLl1K7du0k/34iIyOZN28emzdvTu1Q/7PNmzezdOlSvLy8uHDhwgvbly1blgIFCnDv3j0WLFhASEiI2fHE70dvGvmELoQQQqSCr776ikGDBtGpUycMBoO1wxGvKTg4mJEjRwIwadIkChcubPFreHp6cvv2bUqXLk2tWrXYuXMnSinc3NyIi4sDoHHjxgwYMMDi1xZCWI/BYMDPzw+A999/n08//RSAWbNmYTQaadq0KWXLljU7p2/fvkyZMoXhw4enerxCpGXXrl3j1q1b+vOePXvi6upK/fr1X2o0pre3N/369WPy5MkpGaZFvf/++0yZMoW///6bUqVKvbC9jY2N/plm+vTpFC9eHE9PT/347NmzUyzWNC9hbqtssskmmyU3wBlQERERSgih1OXLl1XevHnV3LlzldFotHY44jX17dtXAapatWrKYDBYtO/4+Hg1evRoBSgbGxu1YsUKlS1bNmVra6uqVq2qAAUoOzs7+bv0iiIiIhL+/JxVGrhXpvdN7vUp47333tP/nQcEBCilTH93s2XLpgDl7+9v5QiFSB+8vLyUjY2NGjRokNn+V7lvBwYGqnLlyilvb+90fc99UewxMTGqQIECClCLFi1SSinl7u6uvxd9++23qRGmRVjyXi8jzIQQQogUEB8fz4kTJ/TnxYoV4+rVq/Tr10+my2QA06ZNY/jw4SxatOi1V6N62qFDh5gyZQoAkydPplWrVnh4eFC4cGEOHTqktwsNDZW/S0JkMPHx8Rw5ckR/nrCQiI+PD5GRkZQpUybJdEwhhEl8fDyxsbH680qVKmE0GgkKCkpI8gO80n3b1dWVU6dO4enpmW7vuZcvX6ZatWqcO3fumW3s7OwYNmwYgL74wY4dO/TjU6dOTekw0yRJmAkhhBAW9uDBA5o1a0bNmjXNVjPLmjWrFaMSlpQ1a1Z++OEHypcvb/G+q1evzvTp01myZAlffvklWbJkYejQoVy6dElvs2bNmoQl04UQGUi/fv30x4UKFcLe3p74+HhmzZoFkORLe2BgII0aNWLVqlWpHqsQacmKFSsoVaoUixYt0vc1btyYs2fP8ueff75Wsiu9JsoSDBs2jMOHD+Ph4cHNmzef2a5Xr17kzJmTS5cusXr1arJly8bbb78NwOPHjzl16lRqhZxmSMJMCCGEsDAnJycyZcqEpmlmSQ6R/m3duhWj0Wjxfi9evEhAQID+fNCgQbi6ugIQFhZGzZo19WMTJkx445d5FyKjWrJkif44YXTHpUuXePToES4uLnz22Wdm7X18fPjnn3+YP39+aoYpRJoTFhbGlStX+PXXX/V9mqZRpkwZi/RvNBrZtm0bO3futEh/qWnx4sWUKlWKgIAAmjdvTkRERLLtnJycGDhwIJkzZ+bChQtomoazs7N+/IMPPkitkNMMSZgJIYQQFmAwGPREio2NDUuXLuXIkSO0bt3aypEJS9myZQtNmjShXr16etF9S9i1axc1atTggw8+4MGDBwCMHj2aJk2aMHbsWFxdXfWpJGXKlGHs2LEWu7YQIu3w9fXVF4Vp27atvphI6dKlCQgIYPPmzWTJkkVvbzAY9NE0vXv3TvV4hbCWkydP0q1bN7Zv367v6969Oz///DPbtm1LkWvOnTuXxo0b89VXX6VI/ynJxcWFjRs38tZbb3Hy5Elat25NTExMsm09PT25cuUKY8aMQdM0Jk+erM+QCAgI4OrVq6kZutVJwkwIIYR4TYGBgTRo0AAvLy99X968eS32q6ZIG+7cuYOTkxPu7u7Y2tpapM/ly5fTpEkTwsPDcXR0JCYmBqUUdnZ2gOlX4ejoaADs7e05e/asRa4rhEh7Eie9Eo+SAXBwcKBSpUpm+/z9/QkODiZ37ty0adMmVWIUIi1YuHAhvr6+/PDDD/q+rFmz0rdv3xQrf9G2bVtcXFyoWLGiWZ209KJw4cL4+/uTLVs2duzYQZcuXZIdMZ8zZ07c3Nz0523atGHr1q3686pVq6ZKvGlFZmsHIIQQQqR327dvZ8+ePZw5c4b+/fuTI0cOa4ckUkCnTp2oU6eORf7/KqWYMGEC33zzDQAff/wxS5cu1UePfPfdd5w6dYo1a9YApmkl4eHhr31dIUTatHz5cv1LuLOzMw4ODgAcO3YMd3d3bGySjnNYsGABAN26dcPe3j71ghUiFcXExLB8+XIaNWpEoUKFANMoqNDQUL1IfWrIly8fN2/e1H/QSo/c3d1ZvXo1zZs357fffqNAgQJMnz79me1Pnz6Nra0t1atXJ1OmTMTHxxMWFkZ8fLzFFzxKq2SEmRBCCPGaPvvsMyZMmMDhw4clWZbBFSxYkGzZsr1WH7GxsXTv3l1Plo0YMYLffvuNiIgI/dfeoKAg1q5dq59z4cIFHB0dX+u6Qoi0q2fPnvrjDh06ABAcHEy1atUoVaoU9+/fN2sfGBjIhg0bAFOhbiEyqi5dutCjRw9mzpyp7ytWrBirVq1K9dFO6TlZlqBRo0b4+voC4O3tzY8//phsu5kzZ1KhQgVGjx4NYDYVNWEl7zeBJMyEEEKIV3TlyhU+//xzvf6DpmmMHTuWYsWKWTkyYWmxsbF8+OGHbNmyxWJ9Dh06FF9fXzJlysS8efP4/vvvCQsLo1atWrRr14579+5RrFgxvW7ZqlWrKFGihMWuL4RIW65du6ZPvXZ2dmb8+PEAzJkzB4PBwNtvv53kxxgfHx+MRiMNGjSgZMmSqR2yECnm4sWLPH78WH/evXt3XF1dKV68uBWjMnfjxg0OHTpk7TD+s44dOzJt2jQAhg8fjp+fX5I2TZo0AWD16tWcP3/ebKrr80alZThKKdlkk002i2+AM6AiIiKUEBlJXFycKlasmALUyJEjrR2OSGHfffedAlSePHlUZGSkRfoMCgpSZcqUUf7+/vq+DRs2KDs7O+Xm5qacnZ0VoADVr18/i1xTmERERCT82TqrNHCvTO+b3Osto0CBAvq/+RMnTiillHr48KHKmTOnAtTq1avN2sfFxennrFixwhohC5EiBgwYoDRNU/PmzdP3GY1GFRsba8WozP3xxx9K0zRVsWJFZTQarR3OaxkyZIgClK2trdq6dWuS461atVKA6t69u7p3755q0qSJ/l71xRdfWCHil2PJe72MMBNCCCFeQebMmZk1axZ16tRhwIAB1g5HpKBz584xceJEAGbMmIGTk9N/7uv27dv64wIFCnDq1Ck8PDz0fc2bN2fjxo2EhobqK2W6ubkxd+7c/3xNIUTaFxUVRXBwMGAq7P/uu+8CpqL/9+7do2jRorRs2dLsHCn2LzIKg8GQkHwH0EdXnzlzRt+naZrFFtqxhPr162Nvb4+LiwuRkZHWDue1TJs2jQ4dOhAXF0ebNm04efKk2fGEaZjLli0jMjKSzZs367XL3pTPJ5IwEyId0DStv6Zp1zRNi9Y07aimaXWe07abpmkqmc3hVfvUNK2Gpmn/aJr2SNO0+5qm7dA0LcvT7YTI6M6fP8/x48f15y1atGDnzp0ULFjQilGJlGQ0GunZsyexsbG0aNGCjh07/ue+/vjjD4oWLcqqVav0fQkfOA0Gg75v5cqV+rQsBweHN27pdiHeRO7u7vrjTz75BDC9/8yYMQOAwYMHJymuLcX+RUYwd+5cihUrxs6dO/V9PXr04Pz588yaNcuKkT2fi4sLAQEBbNmyBWdnZ2uH81psbGz45ZdfaNCgAe7u7kk+11avXp369esTFxeHt7c3AEWLFgVMMxUDAwNTPebUJgkzIdI4TdPaAzOASUBFYDfgr2ma23NOewDkT7wppaJfpU9N02oAG4HNQFWgCjAHSLr+sBAZ2Pbt26lcuTIff/wxERER+n5N06wYlUhpc+fOZd++fTg5OfHzzz//p//fSil++OEH2rZtS1RUFH/88YfZL+nLly+nRo0a3Lx5k1WrVulfgm1sbAgNDX1jVqAS4k125coV/XH16tUB0wiyixcv4uzsTPfu3c3aS7F/kVGcPn2agIAAFi5cqO/Lli0bpUqVsmJULydPnjzWDsFi7O3tWbNmDZs3byZnzpxJjieMMluwYAFhYWH4+/vrq/b+/PPPqRqrNUjCTIi0byjgo5RapJQ6p5TyBAKBfs85Rymlbife/kOf3sAspZRGmPyEAAAgAElEQVSXUuqMUuqSUuoPpVSMJV+cEGldxYoVyZs3L0WKFNGL/IuMLSAggFGjRgHg5eWFm9vzfp9InsFgoF+/fowcORKAAQMGsHLlSj3xFhUVxZdffsmRI0eYOHEinTt3BkzJsnPnzr32SpxCiLTv5MmTxMfHA6bRYl26dAFg/fr1gCkh9vR7QUKx//r160uxf5FuHDlyhE8//dRsRNLQoUNZuHAhixYtsmJkrycqKorz589bO4zX5uzsjIODQ7LHmjZtiru7O1mzZuXs2bNmP/z99NNPPHr0KLXCtApJmAmRhmmaZgdUxjTKK7HNQM3nnOqkadoNTdOCNE37n6ZpFV+lT03T8gLVgFBN0/ZpmhaiadpOTdNqv+ZLEiJdCA0N1R/nyJGDnTt3snnzZvLmzWvFqERqUErRr18/Hj58SK1atejX73m/TSTvwYMHfPDBB8yfPx9N05g5cyazZ882GzGWJUsWdu7cSadOnfj5558xGAzY2Niwbt06+RIsxBsiYdpl27ZtWbJkiZ4c++mnn9i5cyeenp5JzomNjSVLliz06dMnVWMV4nWMHDkSPz8/s6mWxYsXp2fPnmTJkj6rvezZs4e3336bjz/+2CyJlJ4dP36cHj16mI360zSN3377jevXr1OnTh2KFy/OiBEjyJMnDw8ePKBu3bpWjDjlScJMiLQtN5AJCHlqfwjw1jPOOQ90Az4EOgLRwF5N00q8Qp9Fn/x3PLAQ8ACOAdsS9WNG0zR7TdOcEzZAhkeIdGnevHkULlyYjRs36vvc3NxketwbYsWKFWzYsAE7OzsWLVqkTzt4WY8fP6Z27dps2rQJR0dH1qxZw6BBg5Jt6+TkxIoVK/TnixYtokWLFq8VvxAifVi0aBFLliwBYMiQIWbHNE2jbt26uLq6Jjlv8uTJ3Lx5k48++ihV4hTiVT1+/JiFCxfqNTnBlDDr3LmzPpo6I6hQoQKxsbE8fvyYW7duWTsci9i7dy+LFy9mzpw5ZknAEiVKmCU2vby8cHR0BODYsWMZepSZJMyESB+e/tlCS2afqaFSB5RSy5RS/yqldgPtgIvAwFfoM+G9Yb5SaolS6rhSaghwAfj8GTGOAiISbUEveE1CpEmnTp0iKirKrEC7eDPcvXuXwYMHAzBu3DhKly79yn04OjrSvHlz3nrrLXbt2sWHH36oH4uNjeWzzz7jxIkTxMXF4erqqn8g7dmzZ5JaRUKIjKtv37764/DwcMA0OjVhldznyZEjB3Z2dikWmxCvo06dOvTu3Ztly5bp+zw8PFi6dKm+CmxGkD17dg4ePMjly5d5++23rR2ORXz66ad069aN2bNnJ3vcaDSybt06YmNjzUbgN27cOLVCTHWSMBMibbsLxJN0NFleko4QS5ZSyggcBhJGhr1Mnwk/k5x9qs054FnFfKYA2RNtSX8WFSId+PHHH1m8eDGLFy+2digilXl6enL37l0qVKig1x57WQl1iACmTJnCiRMnqFy5slmbiRMnsmzZMpo3b06ePHn0FTLz5ctnNv1BCJGx3b9/3+w9I6G2obe3N66ursyZMyfJOSEhIWarNQuRVly6dMlsNFKnTp0oUqQIWbNmtWJUqaN8+fIZagZCzpw5WbJkCXXr1k12saMmTZrw4Ycf4ufnx/Dhw/X9Bw4cSM0wU5UkzIRIw5RSscBRoMlTh5oA+16mD830bufOkyTYS/Z5HbgJPL1MTUngxjNijVFKPUjYgMiXiU8Ia1JK4e3tTe/evfV9Dg4OdO/eXVbBfMP4+/uzfPlybGxs8PHxeaXRG7Nnz6ZRo0b69BMbGxvy5cuXpN3QoUNp2rQpTk5O+oqr9vb2GWYqhxDi5SSegjlhwgQ8PDyIjo5m7ty5REZGkjt37iTn/Pzzz1SqVIn+/funZqhCPJNSijZt2lCyZEn27t2r7x8wYACXLl2iY8eOVowudSmlCAl5qbEM6ZqHhwcAU6dOBUyjXRMkrKaZ0UjCTIi0bzrQU9O0zzVNK6NpmjemUV7zADRN+1XTtCkJjTVN+0bTtGaaphXVNM0d8MGUMJv3sn0q089EPwCDNE37RNO04pqmTQBKP+lPiAzh5MmTDB8+nIULF/LPP/9YOxxhRSEhITg6OuLp6UmVKlVe6pz4+HgGDx7MoEGD2LlzJ8uXL39u+xw5cmBvb8/ly5cByJQpE+Hh4ZKcFeINEh8fr9cubNGiBWPHjsXGxoYVK1YQGhqKq6srH3/8cZLzHjx4gK2tLXXq1EntkIXQGY1G/bGmaeTJkwdN09i/f7++397ePkONunqRc+fO8e6771K7dm2zP5/07NSpUwwcOJDVq1eb7e/Tpw/Zs2fn/PnzrFu3jgULFujHfvjhh9QOM3UopWSTTbY0vgH9MY36isE0OqxuomM7gF8SPffGNAosBggFNgE1XqXPRG2+AgKBR5hGn9V+hZidARUREaGESMu8vLzU3LlzldFotHYowsquXLmiHj58+FJtIyMjVcuWLRWm2o/Ky8sr2b9DBw8eVH///bdSSqkvv/xSbw+oO3fuWDR+8WIREREJf/7OKg3c39P7Jvf6V9e6dWv9PeDq1atKKaWMRqOqUKGCAtTUqVOfeW5oaKiKjo5OrVCF0MXHx6spU6aoQoUKqcDAQH1/QECAunz5shUjs76HDx8qZ2dnlSVLFnXmzBlrh2MR33zzjQJUo0aNkhwbPXq0AlTVqlWV0WhUhQoV0t/TVqxYYYVok7LkvV5TKmMsgSqESFuerJQZERERgbOzs7XDEQIw/bI/Y8YMunTpQp48eawdjkinbt68ScuWLTl27Bj29vYsXbqUtm3bJmkXHBxM5cqVCQ0NZdCgQcycOVM/9s8//9CgQYPUDFtgGqWTPXt2gOzKVD5AvAa517+6hBGlmqZx+vRpypYty7Zt22jcuDGOjo4EBQWRM2dOK0cpRFL16tVj165dfPPNN4wfP97a4aQpO3bs4N13380w/3Zv3LhBkSJFUEpx9epVihQpoh8LCQmhcOHCREdH888//+Dq6krJkiUBcHFx4e7du9YKW2fJe71MyRRCCPHGGDBgAMOHD6dLly7ID0YiJiaGVq1asXPnzpc+5/Tp01SvXp1jx46RO3dutm/fnmyyDCBv3ry0atWKIkWKmCXLpk2bJskyId5A06dP1x8nvgd5e3sD0L179yRfuENDQzl37lzqBCjEE/v27ePzzz8nJiZG3/ftt9/i6+vL6NGjrRhZ2lS/fv0MkywDKFSoEI0aNQLgl19+MTuWL18+Pv/8cwC8vLwoUaKEvsBDWFgYDx8+TNVYU5okzIQQQrwx+vfvj4uLCx06dJC6UQJvb2/+/vtvOnToQFRU1EudY2try8OHDylVqhQHDhygRo0az237zTffcPXqVX3fF198wbBhw147diFE+vPNN9/oj6dPn07ZsmW5ffs2mzZtQtM0Bg8enOScuXPnUrZsWbOFAoRISQaDgfbt27NkyRK93h6YkkJdunR5pUVx3kSJk4zpWY8ePQBYsmSJ2aq+AMOHDydTpkx6guyjjz7Sj33yySepGmdKk4SZEEKIDMtgMHDq1Cn9eYUKFbhx4wZdu3a1YlQirejbty99+vRh9uzZZMmS5aXOKVWqFJs3b2bfvn0UK1YsyXGlFFu3bkUphcFgoEyZMvqx/v37M2fOHIvFL4RIPy5cuKCPvKhUqZKeAHvrrbe4fPkyCxcupESJEmbnGAwGfHxMay1Vq1YtdQMWb4zIyEj8/Pz055kzZ2bEiBH06NGD6tWrWzGy9OXWrVt88sknlCtXLkmCKT1q3bo1OXPmJDAwkG3btpkdK1KkCCdOnODw4cM4OTkxY8YM/YfoTZs2ZZjFDwCpYSaESBlS10RYW1hYGK1bt+bkyZMcP36cokWLWjskkQ4ZjUbGjBlDw4YNadKkyQvbz5w5E09PT/r27cvy5cuJjIwEoFmzZmzcuDGlwxUvIDXMLEvu9S/Pzc2NwMBAwFQDKG/evC8853//+x8tW7bExcWF4OBg7O3tUzpM8YaJjo6mcOHChISEsG/fvueOmhbPFx0dTYECBQgPD2fXrl0ZYkXbgQMHMmfOHNq1a8eqVaue29bT01MvP+Hh4YG/v39qhJgsqWEmhBBCvICzszNGoxGlFJcvX7Z2OCINOXfu3EvVsIuKiqJ9+/Z4eXnRtm3blypkm9DvwoUL9WRZmTJlJFn2htM0rb+madc0TYvWNO2opmnP/CalaVo3TdNUMptDojaZNU2b+KTPKE3Trmqa9rWmaTaJ2iTXh9I0bUSiNteTOe6Vcn8Sb6ZHjx7pyTJbW1tsbEz/m15U62f+/PkAdOvWTZJlwmKCgoL0xw4ODrRo0YKSJUvq9yzx3zg4OLBo0SJOnTqVIZJlgF6rbM2aNYSFhSXb5sGDB/j7++Pl9f+3js2bN6dKfKlBEmZCCCEyjLi4OD1hYWtry8qVKzl+/DhNmza1cmQirbh27RrvvfcezZo1IyIi4pntQkNDadiwIX/88Qe2trbMmTOH3Llzv7B/T09P7O3t9ekYuXLl4uzZsxaLX6Q/mqa1B2YAk4CKwG7AX9M0t+ec9gDIn3hTSkUnOv4l0BcYAJQBRgIjgIGJ2uR/avscUMCfT13r66faTXzlFymeq2bNmvpjo9GIjY0NcXFxlC1blg8//JBbt24lOScwMJANGzYA0Lt371SLVWRcDx8+pFGjRhQrVszs79yMGTM4d+6cfFaygDZt2lC+fHlrh2ExFStWpGLFisTGxppN200QFBSEm5sbrVq1IiwsjHfeeQcwvc8dPXo0tcNNEZIwE0IIkSFcuXKFmjVrMnfuXH1fwYIFk60zJd5MSin69OnD48ePiY2NJVu2bMm2O3/+PNWrV+fAgQPkzJmTLVu20Llz52f2e/fuXeLi4gBo0aKFXvDXwcGB0NBQy78Qkd4MBXyUUouUUueUUp5AINDvOecopdTtxNtTx2sAa5VS65VS15VSfwCbgfcSdfD0+a2A7Uqpq0/1FflU24y1xFkacPLkSf3x9OnTyZUrF7///juBgYEcOnSIXLlyJTln8eLFGI1G6tevT8mSJVMzXJGBJB5N7eTkRExMDPHx8WarQzs7O+ujHoXlZJTSVwmjzHx8fJK8JldXVypUqEBcXBwzZszQFwoAkl3EJD2SfxlCCCEyhA0bNnDkyBEmTZr00iseijfLr7/+ypYtW3BwcGDhwoXJfkHYsWMHNWrU4Nq1axQtWpT9+/dTr169Z/b56NEjmjVrRvPmzRk6dKhes8PJyYl79+6RKVOmFHs9Iu3TNM0OqIwpmZXYZqBm0jN0Tpqm3dA0LUjTtP9pmlbxqeN7gEaappV8cp13gdrAhmfEkQ94H/BJ5vCXmqaFaZp2QtO0MU9iFhYyfvx4/XHnzp0ZNGgQSim8vb0B08q5T0+3NBgMLFq0CJDRZeK/efToEd999x2VK1cmNjZW3//TTz9x9epVOnToYMXoMrYHDx4watQoKlWqpP+Ylp516tQJe3t7/v33X44fP57k+FdffQXAvHnzaN26NQULFgRg7969ZquEp1tKKdlkk002i2+AM6AiIiKUEKnBaDSqcePGqYCAAGuHItKg27dvq5w5cypAeXl5PbNdr169FKBq1qypQkNDX9jv/v37laOjo8I01U0BKmfOnOrx48eWDF9YSERERML/J2eVOvfCt59cr+ZT+0cDF55xTnWgM/AuUAf4A3gMlEjURgOmAEYg7sl/Rz0njpFAOODw1P4hQD3gHaAncAdY9Jx+7J/c3xO2AnKvf77MmTPr7w2xsbFKKaX27NmjAGVvb5/s+8y6desUoFxcXFR0dHRqhywygJiYGJU/f34FKD8/P2uH80aJiYlRefPmVYBavXq1tcOxiA4dOihA9e/fP8kxo9GoKlSooAA1YcIE9fjxY/09L2/evFaI1rL3ehlhJoQQIl06f/48ffr0wWAwAKBpGt99953+y5YQiQ0aNIh79+5RsWJFhg0b9sx2c+bMYdKkSWzbto08efK8sN8iRYqQOXNm/Xm+fPkIDAwkS5YsFolbZBhPz83RktlnaqjUAaXUMqXUv0qp3UA74CLm9cnaY0qqdQIqAV2B4ZqmdX3G9T8HlivzOmgopbyVUjuVUieVUosw1UXroWmayzP6GQVEJNqCntFOADt37tTvUS4u//9HmjC6rHPnzsm+zyxYsACQYv/i5Sil2LFjB6NGjdL32dnZ8f3337NixQratm1rxejePAl/9n/99Rfvv/++tcOxiIRpmZcuXUr48USnaZo+ymzmzJmmJNOTEfwZoSyF9vQLFkIIS5Cl5kVKio6OpmjRoty6dYuJEycyZswYa4ck0rC///6bVq1akSlTJg4dOkSlSpX0YzExMcybN48BAwa89PTJBw8ecPv2bbJnz07p0qW5f/8+YKoDc/PmTbJmzZoir0O8PksuNf8ynkxvfAy0VUqtTrR/JuCulHr2fF/zfhYCrkqp5k+eBwJeSqmfErUZC3RWSpV+6tw6wK4n1/v3BdcpgCkJVl0pdTCZ4/aYRpklyAYEyb0+eXny5NFX182bNy/BwcEEBgZSvHhxjEYjp06dSlIgPDAwkMKFC2M0Gjl//jylSpWyRugiHQkJCaFgwYLExcVx8OBBqlatau2QRAZjNBo5e/bsMxc0MBgMlChRguvXrzN79mwuXrzI7NmzAVMNxwoVKqRmuBa918sIMyGEEOmOg4MD06dPp1GjRmYFRoV4WkREBP379wdg2LBhZsmy8PBwmjZtiqenJ8OHD3+p/m7cuEGNGjVo2LAhZcqU0ZNlAP/++68ky4QZpVQscBRo8tShJsC+l+lD0zQNcAcSL6XoiGkaZmLxJP/Zvgdw9EXJsicSaqUlXbYRUErFKKUeJGxA5Ev0+UZSSvHWW28BkDVrViZNmkTmzJmZP38+RqORJk2aJPvlM3Gxf0mWieRERESwceNG/Xm+fPno2bMn/fr1I2/evFaMTGRUNjY2z139M3PmzIwYMQIbGxtu3LjBe+/p68/oibP0SkaYCSFShIwwE5Z28uRJbG1tKVOmjL5PKYXpu6QQyevXrx/z5s2jePHinDx5Up8qefnyZd5//30uXryIs7Mzf/zxB02aPJ3TSOrevXtUrlyZa9eume0/fPiw2QdEkTal9ggzAE3T2gNLMU133A/0BnoB5ZRSNzRN+xUIVkqNetL+G+AAcAlTnbBBwGdALaXUoSdtfgEaA32AM5gSXQuAxUqpLxNd2xlT8muYUmreU3HVwFQvbTum6ZVVAG/giFKq1Uu+NrnXP8O+ffuoVasWDg4OBAUF6VMyHz16xK+//kq5cuWoW7eu2Tnx8fEULlyYoKAg/Pz86NixozVCF2lYQEAA5cqVIzY2loCAAPLly2ftkMQzxMXFsWzZMlatWsXatWszzPTq+/fvYzQak6zuGxUVxa1btyhatChRUVGUKlWKwMBA7Ozs2LZtG7Vr1061GGWEmRBCiDfK+vXrqVq1Km3btuXx48f6fkmWiWd59OgREyZMYN48U45g4cKFerJs37591KhRg4sXL+Lm5sbevXtfKlkGpmkHERERZvt27NghyTLxTEqpVYAn8DVwAqgLtFBK3XjSxA3In+iUHJiSX+cwraZZAKibkCx7YiCmxQDmPmk3DZgPjHvq8h0w1UtbkUxoMZhqoe0AzgLfAQsBydJYgJeXFwAdO3Y0q1+WNWtW+vXrlyRZBqZRHKtXr2bAgAG0adMm1WIVaVvCtF6AggULUq5cOUqUKEFQkJQQTMs0TWPcuHFs2rSJv/76y9rhWMT3339P/vz5mTlzZpJjWbJkoWjRovrj69evkzlzZmJjY2ncuHFqh2oxmV/cRAghhLCu9957j5w5c1K4cGFiYmJwdHS0dkgiDbt9+zaVKlXi1i3TrLIvvviC+vXrA7Bq1Sq6du1KTEwMlStXZt26deTPn/+ZfRkMBr788ksaNWpElSpVKF++POHh4frxI0eOULly5RR9PSL9U0rNxZTcSu5Y/aeeD8G0euXz+ovElITzfEG7BZiSb8kdO4ZphJmwsMmTJ7Nu3ToAfVql0WhE07Tn/tCjaRrvvfeeJOAFYCoB0LlzZ65fv87Vq1extbVF0zT+/vtv8uTJIz8apnGZM2dmzJgxREZGpuuEUWIFCxYkOjqaw4cPP7fdhQsXePToEfb29hgMBmJiYrh//z45cuRIpUgtR6ZkCiFShEzTEK8rNDTUrBbHjRs3cHNzkw+I4qU0bdqUS5cuMXnyZNq3b4+NjQ2hoaEULVqUR48e0apVK5YvX/7CmmOzZ89m0KBBODk54ejoaLbi05o1a2jV6qVmrok0whpTMjMyudcnz87Ojri4OABq1KjBvn37+Ouvvxg3bhxjx46VqZbipcTExFCoUCHCw8PZsWMHNWvWtHZI4g0XHR3NqVOneO+99575eXzp0qV07dqV6tWrM3r0aFq2bAmAu7s7x48fT5U4ZUqmEEKIDEspxfTp0ylcuDB79uzR9xcqVEiSZSJZhw4d4v333+fOnTv6Pl9fX86fP0/Hjh315c3z5s3LsmXLGDJkCH/++edLFejv06cPjRo1ws7OzixZtmrVKkmWCSGSiIiI0JNlTk5OjBgxAgBvb2/Onj3L6dOnkz3vhx9+oGfPns88LjK2sLAwxo4dy8cff6zvs7e3x8/Pj+vXr0uyTKQJDg4OVKlS5bmfxxs3boydnR379+/nwoUL+v4TJ06kRogWJwkzIYQQac7x48eJiorit99+s3YoIo1TStG/f382bNjApEmT9P358+fH3t6eiIgIsy+grVu3Zvr06WTKlOmZfV64cIGEEfh2dnY4ODiYTcNcuXIl7dq1S4FXI4RI70aPHg2Y6pGFhITQpk0bjhw5wp49e7C1teWLL75Ick58fDyzZs3Cx8eHU6dOpXbIIg2Iiopi6tSp/PXXX2ajcBo2bMjbb79txcjE61JKsWfPHnr27GlWhze9e/jwIY8ePUqyP3/+/HTr1g2ALVu26PVjAf0HhPREEmZCCCHSFE3TmDt3Lr6+vskWFRXizp07+oc0TdP4/vvv6dq1K0OHDjVrd+PGDWrWrEmTJk24ceNGcl0lsXDhQsqXL89PP/0EmKZkrl+/Xj++bds22rdvb6FXIoTIaHx9fQGoX7++Xm/T29sbgPbt2yeb/LCxscHPz49evXpJsf83gFKKzZs3M2fOHH2fq6sr3333HX/++SfvvPOOFaMTlqaUokuXLvj4+GSYH4KnTJlC/vz5Wbx4cbLHR4wYgY2NDZs2beKff/7R9//444+pFaLFSMJMCCGEVcXHxzNx4kSzZEe2bNno0qWLTMEUZh4/fszkyZMpVqwY06dP1/c3bNiQX375BTc3N33f4cOHqVatGmfPnsXGxibJypbPcv/+fQwGA7t37+arr75i0KBBAHqh5YYNG1r2RQkhMoxWrVrpyfzBgwcDEBwcrH9JHjIk+bUcNE2jTp06LFiwAAcHh9QJVljNwYMHadasGSNGjDArJTBq1Cg++uij546AFumPjY0NgwcPpkePHhlmkaBs2bLx8OFDfHx8SK4mfrFixfSR+LNmzaJAgQKAKXn477//pmqsr0uK/gshUoQUAhYva+/evdSuXRsw1aKqUqWKlSMSaU18fDy+vr6MGzeOmzdvAlC3bl127NiRbFJ1zZo1dOrUiaioKN555x3Wr1+Pq6vrS11LKYWfnx+DBw8mLCxM379z507q1q1rmRckrEaK/luW3OvN2djY6F8eO3fuzNKlSxk9ejRTpkyhbt267Ny508oRCmsICwvjypUrVK1aFTDdZxo1asQ777zD6NGjzRY4EiI9CA8PJ3/+/MTGxnL06FEqVaqUpM2JEyeoWLEiNjY27Ny5kzp16gBQrly5FK/VKEX/hRBCZBi1atVi3Lhx/PLLL5IsE2aUUqxfv553332XHj16cPPmTQoVKsTy5cvZvn17kmSZUgpvb28++ugjoqKiaN68OXv27HlusuzSpUv0798fg8EAmEZ6/P7772bJMn9/f0mWCSGe69ixY3qyLEuWLAwcOJDHjx8zf/584Nmjy6ZPn87AgQO5ePFiqsUqUs/evXtxc3Ojbdu2ZveZbdu2MWPGDEmWiXQpV65c+vRxHx+fZNu4u7vj4eFBjhw5zOrynTlzBqPRmCpxWoRSSjbZZJPN4hvgDKiIiAglRGJxcXFq6tSp6v79+9YORaRhhw4dUvXr11eAAlTOnDnVjz/+qKKjo595zoIFC/T2/fr1U3Fxcc+9RnR0tCpYsKAC1Lhx45RSSg0ePFjvA1AHDhyw6OsS1hUREZHw/9ZZpYF7ZXrf5F7//woXLqy/byT8eRiNRrVp0ybVvXt3ZTAYkpwTFxenXF1dFaD8/PxSO2SRAoxGo9m/h8ePH6s8efIod3d3df36dStGJtKCoKAgNWHCBPXgwQNrh/LaNm/erACVI0cO9fjx42Tb3LhxQz18+FDFxcWpHDly6O+RvXr1StHYLHmvlymZQogUIdM0xLN07tyZ5cuX07ZtW1atWiV1yoSZK1euMGbMGFatWgWAvb09gwcP5quvviJnzpzPPffhw4fUr1+fTp06MWTIkJf6u/XXX38xbdo0vv/+exYsWMDSpUsByJw5M6dOnaJ06dKv/6JEmiFTMi1L7vUmBoMBW1tbAPLly8ft27df6rz//e9/tGzZEhcXF4KCgqR+WTp3/Phx+vbti5OTE9u2bdP3BwQEULBgQfm8Iyhfvjxnzpxh3rx59OnTx9rhvBaj8f/Yu/P4mK73geOfk0Q2xL6T0iC0tqDUroit9qWK2qmlav9WLaVKW0UtVY1qhVYtRdHat5ba19BYoxpksZYkUpFl5vz+iNxfhiRClknieb9e9/W9c+ecO8/0K3dmnnvOc8yUKlWKa9eusXz5crp165Zk+6CgIEqUKBF3s4W0zEPJlN4exS8AACAASURBVEwhhBCZ1vvvv0++fPno1KmTfHkUhjt37jBixAjKly9vJFJ79uyJn58fX3zxRaLJsrt37xpfunLkyMGhQ4cYNWpUov+2YmJiLH7MdujQgUmTJtGwYUMjWZY3b16Cg4MlWSaESJb4hbwTm56UkEWLFgHQq1cvSZZlAfny5ePEiRMcPHiQoKAg47irq6t83xEA9O/fn/r161OyZElrh5JiNjY29OnTByDR1TLjaK05deqUxQqwS5cuTcvwUo0kzIQQQqSpqKgozp49azyuWbMmV65cMVbPEQJg5cqVzJs3j+joaJo1a4aPjw8//PCDxcqXjzt9+jSVKlXis88+M47FjfJIyL1792jZsiWNGzcmLCwMrWNrnrVo0QKTyQRA+fLlCQwMpECBAqn35oQQWdpff/1l7MfV6unSpQsffvght27dSrBPQEAAmzdvBuDdd99N+yBFqgoODuZ///sf48aNM465urqyatUqrl69aqwKKER8w4cPZ+/evTRr1szaoaSK3r17GzX5rly5kmi7t99+m1atWhl1zwC+/vrrdIgw5SRhJoQQIs1cv36dOnXq8MYbbxirG0LsSCDxYjOZTFy9etV4PHDgQNq3b8+OHTvYtm0blStXTrL/li1bqFu3LkFBQaxYsYKIiIinvmZERARnz57lypUrHD9+nH79+jFq1Cjj+ZdeeokzZ87g5OT0/G9MCPFCiT+ywtHRkb59++Lr68vq1auZOXMmDx48SLSf2WymQYMGuLu7p1e4IpVcvHiRWbNmMW/ePItFYjp16iSF/EWistpIw5IlS9K4cWMAlixZkmi7Vq1aAbFJsrjRtKdPnzYWwsjIJGEmhBAizeTJk4fo6GhMJhOXL1+2djgig7hw4QJVqlShadOmREdHA2Bvb8+6devw9PR8an8vLy9at25NeHg4jRo14sCBA8lKchUtWpTffvuNjRs3MmHCBIsvd3nz5uXy5cvY2MhXIyFE8r3//vvGfnh4OEWLFmXu3LlA7JTvhKZexcTE8P333wMyuiwzMJvNbNq0iQ0bNhjHGjZsyKBBg1i9evVT62sK8bjIyEhWrlzJvXv3rB1KivXt2xeITZjFjdZ/3Ntvv42rqyt37tzB2dkZiL0OzpgxI93ifF7yrVAIIUSqioqKMvYdHR355ZdfOHXqFPXq1bNiVCIjKVasGDdv3uTWrVsW03Wfxmw2M2bMGIYMGYLZbKZ3795s3bqV3LlzJ9rHy8uLgwcPGo/t7Ox45513OHz4sHGsRIkS3LlzB1tb2+d7Q0KIF1JoaKgxgqxQoULY2tpy69Ytli9fDsDIkSMT7Ldt2zYCAwPJly8fHTp0SLd4xfP56aefaN26NaNGjTISAkopvLy8aNWqldxoEc+sRYsWdOvWzaidmpm1a9eO3LlzExAQYLHYRXzZsmVjzJgxADg7O+Pm5gbAxIkT0y3O5yV/3UIIIVLN+fPnqV69usUXADc3N0qUKGHFqIS1+fv789FHHxnF+XPmzMmGDRu4fPkyVapUSdY5tNZ07dqVL7/8EoBp06bh7e2Nvb19on28vb0ZMmQI7du359atW6xfv56aNWty/fp1o42npyfXrl3LctMkhBBpz8PDw9jftm0bEJukj4yMpEaNGtSqVSvBflLsP2O7desWfn5+xuNOnTrh5uZGp06dkjX9X4in6dSpE8WKFcsSf/9OTk50794dSLr4f79+/cifPz+BgYEUKVIEiP1ul9FHmUnCTAghRKpZt24dvr6+TJkyxZhqJ15c//77LyNHjsTd3Z1p06axdu1a47natWuTN2/eZJ9LKYWnpyf29vasWLGCCRMmPDXJ1aVLF6pWrcqIESNYuHAhHTp0IDIy0ni+VatW7Nix49nfmBBCEHszIP7+w4cP+eabb4DY0WUJXaOk2H/G9vPPP+Pq6srQoUONY87Ozly8eJEZM2ZIDVaRKvr168eVK1eyzDWgb9++1KtXjzZt2iTaxtnZmeHDhwOxo3PjHDlyJM3jSwlJmAkhhEg1H374IePGjWP//v1JrlYosraIiAi++OIL3NzcmDt3LtHR0Xh6ej5XYeu4UWkQuxy7n58fXbt2TbT93bt3jf3s2bPzxx9/cPr0aSZPnmzRbvTo0WzcuPGZ4xFCCIhNfMVxcnKiRYsWrFy5klu3blG8eHE6duyYYD8p9p+xaK0tRo3VqFGD6OhowsLCLBZskCn7IjU5ODhgZ2dn7TBSTdWqVfnzzz/p1q1bku3ee+89cuTIgdlsNlaSPXnyJGazOT3CfC6SMBNCCPHcTp8+zdChQ40POltbWz777DMKFy5s5ciENZhMJpYuXUrZsmX58MMPCQ0NpXLlymzfvp0dO3ZQqVKlZzrf7t27qVGjBnfu3DGOvfTSS4m237lzJ25ubqxcudI4liNHDnbt2mXR7scff2TWrFnPFIsQQsQXt2hI3bp1CQkJwdHRkfr16zN06FA++OCDBG8aSbH/jOX333+natWqjB071jhWqlQpzp07x6FDh4zi5EKkpRMnTlistJqV5cmTh+PHj/PXX38ZozWvXLmSaO2zjEASZkIIIZ7L/fv3eeONN1iwYAELFiywdjjCirTWbNu2DQ8PD/r06UNgYCAlSpTgxx9/5OTJkzRt2vSZz+nt7U3z5s05fvw406ZNS1af33//nZCQEL7//nu01pjNZipXrmx8EXV0dMTf358ePXo8czxCCBEnJiaG7777DoBBgwYZtRTd3NyYP3++xcqZ8d24cYMiRYpIsf8Mwmw2c+rUKX7++WeLBYvc3d2lrqVIF3379qV69epJ1v7KTG7fvs2cOXM4c+ZMom3c3d2xsbHB29vbmMLZokWL9ArxmUnCTAghxHPJmTMn06dPp1WrVklOkRNZ28mTJ/H09KRFixb4+vqSO3duZs6ciZ+fHz169Hjm1cPMZjMTJkygX79+xMTE0LVrV6ZPn56svtOmTWPevHl0796d7t27kz17duNLW86cOblz5w4lS5Z81rcohBAWqlSpQmBgINmzZ0906mVCihcvztGjRzlz5kyWKPadmfj7+zN8+HCLxETjxo3x8vLi/PnzSS4gI0RaqVOnDvb29llmhNnw4cMZNWoUCxcufGrbSpUqGfWOTSbTE6UzMgoVvzaIEEKkFqWUCxAaGhqKi4uLtcMRqeTo0aPkz5+fl19+Gfj/+lJyJ/bFo7Wmd+/e/PjjjwDY29vz/vvvM378+Gcq5h/fw4cP6dOnD6tWrQLgo48+YsqUKYn++7p79y6LFi1i7NixRpvLly9TunRpi3b58+fn+vXrWapeiHg+YWFh5MqVCyCX1jrM2vFkdi/qZ338a9L58+exsbFh4sSJjBw5MtGVMYV1ff3117z//vu4ublx8eJFqUkmMoSIiAjCw8MpUKCAtUNJFTt37mTChAkMHTqUnj17JtouLCwMNzc3i5IbDg4OPHz4MFXiSM3PevnmKIQQIllWr15N9+7d8fDwYP/+/djb20ui7AWmlDLqT3Tv3p1p06alaPTWnTt3aNeuHQcOHMDOzo7vvvuO3r17J9o+OjqaevXqce7cObTWjBs3DoC9e/datPPw8ODkyZPPHZcQQsS3fft2Yz9Pnjy4u7szdOhQ1qxZQ0RERKKLiRw7dowyZcqQO3fu9Ar1hWUymfj1118pXrw4NWrUAKBPnz7s2bOHgQMHPvPIZyHSipOTE05OTtYOI9U0adIET0/Pp7ZzcXGhYcOGrF27FhsbG8xmM5GRkfz777/ky5cvHSJNPrlaCCGESJbXX3+dnDlz8tJLLxEZGWntcEQ6i4iIYMaMGfj6+hrHJk+ezIkTJ/jpp59SZarjjRs3yJUrF9u3b08yWQaQLVs2Ro4cScmSJalUqRJ+fn6MGTOGfv36GW0+/PBDSZYJIVJV3LShPHny8M8//3Dv3j2WLl0KwMiRIxPsYzKZ6NixI0WLFuXQoUPpFeoLa8qUKXTs2NFiilf27NlZu3Ytnp6ecrNPZEi3b9/m3r171g4jRZ7lbytusY34K2S+8cYbqR5TSknCTIhMQCk1RCnlr5R6qJQ6oZSql0Tb3kopncDm+DznVLG2PjpHu9R+byJju3XrlrHv6urKyZMnWb16NTlz5rRiVMIaRo8ezdixYy1WEytYsCBVq1ZNlfPnz5+fLVu2cOjQIRo1apRgG601//33n/G4f//+fP3117zzzjtUqlSJL7/8EgA7Ozu2bNnC559/niqxCSEEQHh4OEePHgVgwIAB5M6dm++++44HDx5QqVKlRH/sBQUFkStXLpydnfHw8EjPkF8IwcHB3Lx503jcq1cvChQoQPXq1S1+jAuRUU2bNo3ixYtnmUW0QkJC8PLy4urVq4m2qV69Ok2aNLE4Fv+mbEYhCTMhMjilVBdgLvAp4AHsA7YqpVyT6BYGFIm/aa2NSeHPeM4RgBQ7fMGYzWamTZtGqVKl8PHxMY6XLFlS7sy+ILTWFrUkRo8ejZubG126dCG16p+uWLGCxYsXG4/Lli1L+fLlE2wbHR3NoEGDaNy4MQ8fPkRrzYIFC2jVqhUhISHGqEd3d3euXbuWoVdcEkJkTjVq1DCuf5MnTyY6Opqvv/4aiB1dltjno6urK3/99Rc+Pj5S7D+VzZ49m5IlS1osDuPm5kZQUBBTp06V6ZciUyhZsiRRUVFZZlR8t27dGDJkCEuWLEmy3YcffghYjkyLO5ZRyBVEiIxvFLBYa/291vq81noEEAAMTqKP1lrfiL89zzmVUpUfte2bem9HZAZKKY4dO8aDBw/45ZdfrB2OSGc+Pj40bdqUd9991zjm5uaGn58fvXr1SnHSVGvN1KlT6d69OwMHDuTEiRNP7RMUFMSaNWs4evQoO3bsYPDgwQwdOtSizZgxYzh//jxFihRJUXxCCJGQ8+fPG/taa3755RcCAwMpVKjQU1eLVkpRokSJtA4xy9NaExMTYzx+9dVXiY6Oxs/Pz+JmTrZs2awRnhDPpVOnThw/fpx169ZZO5RU0aNHDwCWLFmCyWRKtF2jRo147bXXLP52M9ooO0mYCZGBKaXsgWrAjsee2gHUTqJrDqXUVaVUoFJqk1LKGP+f3HMqpZyBlcDQBBJuCcXqoJRyidsAmbOXiSmlWLJkCcuXL2fatGnWDkekkytXrvDOO+9QtWpVdu3axZo1a7hx4////FPjTn1UVBR9+vRh0qRJQOyojORMUSpZsiRr1qxh2bJlzJw5k2+//dbi+f79+zNz5kwZASmESBMLFy409osVK4azszNz5swBYMiQITg4OCTYz8fHh/Dw8HSJMav75ZdfqFChAt9//71xrGnTppw8eZLNmzfL9V9kWo6OjlSrVs3aYaSadu3akTt3bq5du8bvv/+eaDulFKNHj0YpZVxDw8PDCQ0NTa9Qn0oSZkJkbPkBW+DmY8dvAoUT6XMB6A20AboCD4EDSqkyz3jOOcBBrfWvyYx1HBAabwtMZj+RAcTExDBhwgQjiQGQN29eunXrZsWoRHq5e/cuY8aMwd3dneXLlwOxw+nPnTtH4cKJXWqe3b1792jevDk//PADtra2eHl5MXPmzEQTcdu2bbOoZ+Ho6Mjo0aPZv3+/RbtNmzbx3XffpVqcQgjxuAkTJhj7R48exWw207VrV8qXL8+gQYMS7GMymWjbti1Fixbl2LFj6RVqlhUYGMi5c+csEmZKKakLJ7KUmJiYTJ9kd3Jyonv37gAWpTcS0q5dOwICAixKcrRrl4HKZmutZZNNtgy6AUWJrR9W67HjE4ALyTyHDXAK+Cq55yQ22XYJyBHveQ20S+J1HACXeFsxQIeGhmqR8W3dulUDWimlz507Z+1wRDqJiIjQM2fO1Llz59aP/sZ1o0aN9PHjx1P9tf755x9drlw5DegcOXLorVu3Jtl+7dq12sbGRpcsWVIHBAToMWPGGDHGbQUKFNCBgYGpHqvIukJDQ+P+/bjoDPA5n9m3R5/3Wf6zPiwszLjulC5d2uI5s9mcaL9NmzZpQOfLl09HRESkdZhZysWLF/WgQYP03r17jWNhYWH6yy+/1CEhIVaMTIi0s2zZMl2sWDE9ceJEa4eSYidOnNCAtre31//+++9T22/atEnb2dkZ19qUSM3PehlhJkTGdgcw8eRosoI8OUIsQVprM3AMiBthlpxzNgLcgBClVIxSKq5YxC9KqT2JvE6k1josbgPuJyc+kTE0b96cUaNGsWrVqkSLrousw2w2s2zZMtzd3fnf//5HSEgIFStWZOvWrezatStNpgWsX7+eCxcuUKxYMfbv30/z5s2TbN+wYUNKlSpF5cqVady4MbNmzbJ4vn79+ty8eZNixYqleqxCCBFf/JV7V69ebfFcUtMA46aO9+rVS4r9P6O5c+eycOFCZs6caRzLmTMno0aNIleuXFaMTIi04+DgQFBQEL/99lvcTYlMq2rVqlSpUoWoqChj9kJS3nzzTTp06GA8njx5clqGl2wqs/8fIURWp5Q6ApzQWg+Jd+wc8KvWelwy+ivgKOCrte6bnHMqpQoTO3UzPl9gOLBRa+2fjNd1AUJDQ0NxcXF56vsU6SsqKorZs2czbNgwnJ2drR2OSEc7d+7kgw8+4NSpUwAUL16cqVOn0qNHD2xtbdPsdbXWfP755/Tq1SvRJFd0dLRFoeZt27bRsmXLJ740fvnll4waNSrNYhVZV1hYWNyP7VyPbu6IFHhRPuvjJ8XMZjMLFiwgV65cdOnSBXt7+wT7BAYG8tJLL2E2mzl//jzlypVLr3AznejoaNauXUvdunWNhREuXbrE6NGjGT16NA0aNLByhEKkj6ioKH799VfatGmTaF3EzGT+/PkMGzaMKlWq4OPjk2TbAQMGWEy3zpEjB/fvP9/4i9T8rJcRZkJkfLOB/kqpvkqp8kqpOYArsBBAKfWjUurzuMZKqclKqWZKqZeVUlWAxUCVuPbJOaeOXVnzTPztUb9ryUmWiYyvU6dOjBs3juHDh1s7FJGODh8+TNOmTTl16hQuLi5Mnz4dPz8/evfunerJMq01S5YsMepwKKUYP358osmys2fP8sorr7B161bjWEhIiEWyzNHRkb/++kuSZUKIdOPl5WXslypVivDwcCZMmEDPnj2TLGbt7e2N2WymQYMGkix7il69etGtWzfmzZtnHCtTpgy//fabJMvEC8Xe3p7OnTtniWQZQPfu3bG3t+fUqVNPTZgVL14cwHjvDx48IDo6Os1jfBpJmAmRwWmtfwZGAJOIrUVWH2iptb76qIkrUCRel9zAIuA8sStfFgPqa62PPsM5RRY3fPhwChQoQJs2bawdikhjERERxn7NmjVp3rw5I0aM4PLly4wdOxYnJ6dUf82YmBgGDx5M37596dq1K2az+al9Fi5cyN9//827775LWFgYr732Gl27djWe79+/Pw8ePKBixYqpHq8QQiTmf//7n7H/559/4u3tTVhYGO7u7jRt2jTBPiaTyRgp8e6776ZLnJnJtWvXePjwofG4e/fuFCxYkKJFi1oxKiEyHpPJZO0QUiRv3ry0b98eeHrx/x49egAQGRkJxI7mfbwchzXIlEwhRJp4UaZpZBYRERFcvXrV4i53eHg4OXLksGJUIi1FREQwadIkli1bxtmzZ8mXLx8Q+wUksVUpU0NYWBhvvfUW27dvRynFnDlzkjWSMSoqigoVKnDp0iWUUsbIMhsbG3744QfeeeedNItZvDhkSmbqyuqf9Q8ePCB79uxA7A+/W7duUaZMGfz9/fHy8kp0dczNmzfTqlUr8uXLR2BgoNQvi2fMmDFGfbL+/fsDsZ9LUVFR8t9JiEf++OMPJk2aRK1atZgxY4a1w0mRHTt20KxZM3Lnzs3169eT/DuvX78++/btw9nZmQcPHpArVy5CQkKe+TVlSqYQQohku3LlCjVr1qRp06b8+++/xnFJlmVtDg4O7Ny5k5s3b7JixQrjeFomywICAqhbty7bt2/H2dmZ9evXJ5osO3ToECNGjDASY/b29hQqVAjAOJY9e3auXbsmyTIhhFV4enoa+ytWrOC3337D39+fvHnz0rNnz0T7SbH//2c2my2m1hcrVgyTycTx48eNYzY2Ni/8fych4rt//z779+9n2bJlmX6UWePGjXF1dSUkJIT169cn2Tbuuhp3oyI0NJQFCxakeYxJkYSZEEJkcfny5ePhw4dERUXh7y8l6LIqs9nMqlWrePDgARD7A+Trr79m8+bNDB06NM1f/+TJk9SsWRNfX18KFy7Mn3/+Sdu2bRNse+fOHRo1asS8efP46KOPuHfvHiVKlGD//v1GmwEDBhAeHi6rYAohrObgwYPGfrNmzZgzZw4AAwcOTHTBnMDAQDZv3gzEXsdeZN7e3pQrV87i2t6vXz98fHxYuHBhEj2FeLG1bNmSGTNmcOLEiTRdkCk92Nra0rt3b+DJVYYf17lzZxwdHbl9+7ZxzNqrZUrCTAghsqD4RTJz5szJhg0bOHXqFNWrV7diVCKt7Nq1i+rVq9O1a1fmzp1rHK9bty4tW7a0WOEtLcTExNClSxeuX79OhQoVOHLkCNWqVUu0fb58+WjatCl2dnZ8/vnnFCpUiMDAQCD236uvry+LFi1K05iFECIpJ06cMPYLFy7MiRMn2LdvH3Z2drz33nuJ9lu8eDFms5n69eu/8MX+jxw5wqVLlywWTnBxcaFKlSpWjEqIjM/Ozo7//e9/WaauX//+/Vm1ahUrV65Msl2uXLlo166dsQ/WnxEjCTMhhMhiTp06RcWKFdmwYYNx7JVXXqFw4cJWjEqkhdOnT9O8eXM8PT3x8fEhZ86cxjD29GRnZ8fKlStp164d+/fvx9XV1eL548eP07BhQ65cuUJwcDBvvvkmv/32GzExMZjNZqKjo1FK0bdvX0JDQ6lQoUK6vwchhIjv2LFjQOzoiD179gDwxhtv0KVLl0RHvsYv9j9w4MB0iTOjOHv2LP369TNufgCMGjWKefPmyQ0QIV5wJUqUoEuXLsmaej18+HAWL16Mh4cHAFevXuXkyZNpHWKipOi/ECJNZPVCwBnZ2LFjmTFjBpUqVcLHxydNa1YJ67h27RofffQRy5YtQ2tNtmzZGDx4MBMnTqRAgQLpEoPJZMLX1zdZIwWaNGnC7t27qVWrFufOnSM0NNTi+datWzNr1izKli2bVuEKAUjR/9SWlT/rq1evzokTJ5g9ezYjR440jkdFRWFvb59gn7hi/3nz5iUoKOiFqsvVsGFD9u7dywcffMAXX3xh7XCEyBLOnz/PrFmzKFCgANOnT7d2OKlCa43W+qm/TzZt2sTAgQMJDg6mcePG7Nq1K9mvIUX/hRBCJGrq1Kl88MEH/P7775Isy2JCQkIYO3YsZcuW5ccff0RrTZcuXTh//jzz5s1Lt2TZf//9R4cOHahdu7YxCiM+rbVFkdopU6ZQokQJDh069ESyrFOnTmzYsEGSZUKIDGPjxo2cOHECe3t7evToYfFcYskyiB2BtnTpUqZOnZqlk2VRUVH89NNPPHz40Dg2ZswYOnbsSIcOHawYmRBZy7Vr1/D29mbhwoVGjdrMbP78+ZQpU4bdu3c/tW2rVq14//33Adi9ezdr165N6/ASJL+khBAikzt69CijR4+2WG3wiy++IF++fFaOTKSWyMhIZs+ejZubGzNmzCAyMpIGDRpw5MgRVq1ahZubW7rFcv36derXr89vv/2G2Wy2mH4D4OvrS/369Y1aar/99htt2rQhICDAop2LiwuXLl1izZo1ktgVQmQobdq0AWIXT3FycmLatGncvHnzqf2cnZ3p1asXQ4YMSesQrapevXr06NHDoh5Rq1atWLt2LTVr1rRiZEJkLZ6engwfPpwtW7bg5ORk7XBS7MKFC1y+fJlly5Yl2c5kMjFv3jyLJFnfvn3TOrwEyTdUIYTIxG7fvs0bb7zB7Nmzn/rhIzKndevWUa5cOUaPHs3du3d55ZVX2LhxI3/88Qc1atRI11h8fX2pWbMmJ0+eJH/+/Pzxxx+0b9/eos3Ro0fZv38/M2bMoFu3brRt25a7d+8az9vY2DBz5kxCQ0MpXbp0usYvhLUopYYopfyVUg+VUieUUvWSaNtbKaUT2BzjtbFTSk17dM4IpdQ/SqlJSimbeG2WJnCOw4+9loNSar5S6o5S6j+l1G9KqeJp818hczhz5oyxb2Njw08//cRHH31Ew4YNeVFL2Tx+w6NTp04ULVpUbnYIkcZsbGyYO3cutWvXTvMFnNLDe++9x5IlS/jmm2+SbGdra4u3tzcnTpzAzs4OgPv371vlGixXOSGEyMQKFCjAlClT6Ny5s3FHXGQt165d48qVKxQtWpTvv/+e06dP06pVq3T/4rRjxw7q1KlDQEAA7u7uHD58mFq1aqG1tkiI9enTh+7duxMZGfnEakhFixYlODiYMWPGpGvsQliTUqoLMBf4FPAA9gFblVKuSXQLA4rE37TWD+M9PxYYBAwFygMfAP8D3n/sPNseO0/Lx56fC7QH3gbqAjmATUop22d7l1nHzJkzjf0VK1YYo2UHDhyY6HXXZDLRtGlT5syZkyWmTcXRWtO9e3deeuklDh48aBwfOnQo/v7+9OrVy4rRCSEym1deeYXevXsna+XLnj17ApbT4Pv06ZNmsSVGEmZCCJHJ7Nu3j+DgYOPx6NGj+fnnn8mdO7cVoxKpxdfXlwMHDhiPBw8ezJw5c7h06RL9+vUz7rSlp4MHD9KyZUvu379PgwYNOHjwIG5ubly9ehVPT088PT2NmmVms5mjR49a1CqzsbHh008/JSgoiEKFCqV7/EJY2Shgsdb6e631ea31CCAAGJxEH621vhF/e+z5WsCvWuvNWusrWuu1wA6g+mPtIh87j5HdVkrlAvoBo7XWu7TWPsA7QEWgScrecua1fv16AFq2bIm9vT0XLlwgZ86cSU4H2rZtGzt37mTatGmZftRV/BEcOCcPNQAAIABJREFUSimcnJzQWhsrhQI4OTklWctNCJG6bt++zfTp0/nkk0+sHUqqedpose7du2NjY2NxE+Knn35K67CekLmv6EII8YLx9vamYcOGvPPOO0aCQimVJYZpC/jll1+oXLky/fr1IyYmBgAHBwdGjBiBs7Oz1eKqWbMmb775Jj169GD79u3kzZsXAEdHR44fP87Zs2dZsWIF48aNw97enkuXLgGx/zb79etHVFQU48ePt1r8QliLUsoeqEZsMiu+HUDtJLrmUEpdVUoFKqU2KaU8Hnt+P9BYKVX20etUJnaE2JbH2jVUSt1SSvkppb5TShWM91w1IFv82LTWwcCZxGJ7NIXTJW4DcibxHjKdX375hfv37wPw+eefM2fOHAD69++f5Cqg9erVw8vLi8mTJ2faYv9ms5l58+ZRvnx5i5tyEydO5OzZs3INF8KKzp49y7hx45g5c6ZxjcrMvvnmGypVqoSPj0+ibQoXLkyzZs0AjO+dJpOJCxcupEuMcSRhJoQQmUidOnVwcnKiRIkSREVFWTsckcqaNGlC/vz5qVSpEmFhKVoFO0X+/fdfPvjgA6PIta2tLatXr2bp0qX4+fkZ7QoVKsS8efNwdnamZ8+eTJ8+3bhjWLJkSa5fv87333+Pre0LO7tLiPyALfB4xfibQOFE+lwAegNtgK7AQ+CAUqpMvDZfACuBC0qpaMAHmKu1jj8PeivQHWgEjAZeA35XSjk8er4wEKW1vvcMsY0DQuNtgYm0y5TeeustIPaaZzab2blzJzY2NgwbNizJfi4uLgwaNOip7TIyGxsb1qxZw8WLF1m0aJFxvGTJkrzyyitWjEwI0aBBA95++23mz59PtmzZrB1Oiv3555+cOXOGxYsXJ9kublpm/BsRb7zxRprG9jhJmAkhRAZ369YtY9/d3R1fX19++OGHLLFazossMjKSefPm0aZNGyPJlCtXLs6fP8/q1auNu2npKSIigunTp+Pm5sbMmTOZOnWqxfOtW7emSpUqnDp1CoidIvDFF19w797//962sbFhzpw5+Pv7y/RLIf7f43NPVALHYhtqfVhr/ZPW+rTWeh/wFuCHZX2yLsROn+wGVAV6AWOUUr3inefnR1M2z2itNwItgLLAm0+JNdHYgM+BXPG2LLNAQGBgIGazGYidKjR//nwA2rdvT8mSJa0YWdrw8fFhyJAhFjffpkyZwsKFCxk7dqwVIxNCPE4pxcqVK+ndu3emHcUaX9wU9+XLl/Pw4cNE27Vt2xYXFxeCg4ONm6/JWbE4NUnCTAghMqiYmBjGjx9P6dKluXjxonG8VKlSVoxKpJTZbGbVqlWUL1+eESNGsHHjRjZv3mw8ny9fvnSPyWQy4e3tTZkyZRg3bhyhoaFUrlzZYiEJBwcHcuTIgY2NDePGjWPw4MEULlyY8+fPG2369OlDdHQ0I0aMSPf3IEQGdQcw8eSIrYI8OeosQVprM3AMiD/CbCYwXWu9Smvtq7VeBswhdgRYYue5DlyNd54bgL1SKk9yY9NaR2qtw+I2IPPPDXqkd+/exv748eNxdnbGwcGBkSNHJtrHZDLRunVrFi5cmOSPvowmJiaGVq1a4eXlxapVq4zjjRs3ZuDAgXJDTgiRpho3boyrqyshISFs2LAh0XZOTk706NGDjh078uqrrwKxNzSWL1+eXqFKwkwIITIqpRSHDx/m/v37/Prrr9YOR6SCP/74g5o1a9K1a1f8/f0pUqQIixYtonnz5laLaevWrUbdtKCgIF566SWWLVvGyZMn0VoTHh4OxP4w9PDwQCnFtm3bWLhwIWazGaUUderU4b///sPb2zvTF7wWIjVpraOAE4DnY095Agef7PEkFVuksgpwPd5hZ8D8WFMTSXy3V0rlA0rEO88JIDp+bEqpIkCF5MaWlcQVtXdwcGDq1KnMnz+f4OBgatdOvNTctm3b2LRpExMmTEinKJ/Pw4cPjcUMAOzs7Bg5ciRdu3alSpUqVoxMCPEsoqOjWbdunVFfMbOytbU1blI8bVrm/PnzWbt2rTHqF0jfG7Naa9lkk022VN8AF0CHhoZq8fyCg4P12rVrrR2GSKG//vpLt2zZUhM7zUnnyJFDT506VYeHh1s7ND1s2DAN6Dx58ugvv/xSR0REWBz/4IMP9J49e3ShQoWM+OO2Bg0a6ODgYCu/AyGSLzQ0NO7fr4tOv8/DLkAU0BcoT+xIsHDgpUfP/wh8Hq/9ZKAZ8DKxiTJvYhNbNeK1WUps/bA3gZJAe+A28MWj53MAs4hdTbMk0JDYJFggkDPeebyIXbGzMeAB7AZOAbbJfG9Z4rN+586dxnVt0KBBye7Xpk0bDeiRI0emYXQp8/DhQ128eHEN6MOHD1s7HCFEChw6dEgD2tHRUd+9e9fa4aTIP//8owGtlNL+/v5PbW82m41rGaAjIyMTbZuan/VyG1gIITKIyMhIRo4cyaxZs4xjRYoUoWPHjlaMSqREYGAgffv2pXLlymzZsgU7Ozvee+89Ll++zMSJE8mePXu6x3Tp0iWLKb4TJ05k/Pjx/PPPP4waNcqojeHp6YmtrS0rV66kYcOGFjUjcuTIwaVLl9izZw9FihRJ9/cgRGaitf4ZGAFMIjYZVR9oqbW++qiJKxD/Dyk3sAg4T+wKlsWA+lrro/HavA+sBb551G4W8C3w0aPnTUBF4Fdi65/98Oh/a2mt40+jHAlsAFYDB4AHQGuttSnFbzwTadu2rbHfpUsXTp48+dQ+QUFBbNq0CYB33303zWJ7Hrdv3zb2HRwcaNKkCa6urty5c8eKUQkhUqpmzZo0bdqUkSNHGjUXM6tSpUrRuHFjtNYsXbr0qe3//vtvY2EWgPr166dhdPGkNOMmm2yyyZbQRha565yefv75Zw3obNmy6WvXrlk7HJECISEhety4cdrR0dG4E9apUyft5+dntZhu3LihhwwZou3s7HSTJk2eeH737t36999/11prHR4ergcPHvzEiDKllP7oo4/SO3QhUo01Rphl5S0rfNbHxMRYXOcqVKigAf3DDz8k2W/KlCka0PXr10+nSJ8uPDxct2rVSjs6Ourr168bx+/evaujo6OtGJkQQjxp+fLlGtCurq7aZDIl2i4gIEAD2sbGxrhWOzk5JdpeRpgJIUQW1LlzZwYNGsQvv/xCiRIlrB2OeE7h4eG4u7vz+eef8/DhQ+rWrcuhQ4dYs2YNZcqUefoJ0iCeKVOmULp0ab755htiYmKwt7fnv//+M9osX76cxo0b07dvXxYsWICLiwteXl4W52nTpg3R0dF88skn6f0WhBAizXTp0sXYr1ixImfOnMHZ2ZlWrVol2sdkMvH9998DMHDgwDSPMbmyZ8/OnTt3iIyMZNeuXcbxPHnyYGdnZ8XIhBDiSe3btyd37txcu3aN3bt3J9quePHi1KlTB7PZzMsvvwzEruwefzRtWpGEmRBCWElERASff/65saS7UgovLy9at25t5chESuTIkYN27dpRrlw5fv31V/78809ef/31dI8jOjoaLy8vSpcuzccff0x4eDivvfYaf/zxB5s3b7aYDtq2bVsKFizI9evXGTp0qMUw/zJlynDv3j1+/fVXY0lvIYTIKuKv0FayZEkAevXqRd68eRPts23bNgICAsibNy8dOnRI6xATFBERwcyZM6lduzbR0dHG8a+//pqLFy/yzjvvWCUuIUT68PX1ZcmSJdYOI0WcnJzo1q0bAN7e3km27dmzJ0Dc6GYgtqxIWpOEmRBCWIHWmhYtWjB+/HjGjRtn7XBECuzdu5datWpx5swZ49jMmTPx9fWlTZs2xC5wl/5WrFjBkCFDuHnzJm5ubvz8888cOXKEhg0bsn//fuNLhtaa6dOnc/v2bSIjI43+uXPn5uTJk/j5+ZE7d26rvAchhEhL/v7+mEyx5drc3d2NmmTDhw9Pst+iRYuA2MRaXN3H9GZjY8Ps2bM5dOgQa9euNY5Xq1bNKqOZhRDp58KFC1SqVImBAwdy69Yta4eTIv369QNg/fr13L17N9F2nTt3xsHBAX9/f8qXLw9gjPRNS5IwE0IIK1BKMWLECAoVKkSLFi2sHY5Igfnz53P48GE+/vhj41jOnDmtMv0lJCTE2O/WrRt169bl66+/5ty5c7z11lsopbh27RoNGzbk008/pUOHDtjZ2fHpp58ad+wKFCjAkSNHuHfvHh4eHun+HoQQIr3Uq1fP2K9bty5aa958803c3d0T7RMYGGiVYv9Hjhyx+JxxcHDgs88+w9vb22qj3IQQ1lGuXDnq1KlDmzZtCA8Pt3Y4KeLh4UHlypWJjIxkxYoVibbLkycPbdq0ATBu5JrNZj788MM0jU/FH9ImhBCpRSnlAoSGhobi4uJi7XAyhPDwcG7cuEHp0qUtjuXIkcOKUYlnFRQUhK2tLYULFwbAz8+PefPmMWnSJAoVKmSVmM6dO8eHH37IuXPnOHfuHPb29kDs6LGERrjVqlWLw4cPWxxzcnLiu+++o3v37ukSsxDWEBYWRq5cuQByaa3DrB1PZpfZP+vjXx+dnJyIiIhg165dNG7cONE+n3zyCZMnT6Z+/frs3bs3PcLk1q1bFCtWjJiYGI4dO0b16tXT5XWFEBlXTExMlqlN+NVXX/HZZ58xceJEhg4dmmi7zZs306pVKwoWLGiMrHN3d+fChQsW7VLzs15GmAkhRDq4ePEi1apVo2XLlty/f984LsmyzCMsLIyJEydSpkwZi2m0ZcuWZcGCBVZJlgUFBTFgwAAqVqzIxo0buXLlCgcOHDCeV0px7NgxPD09uXXrFsePH6dYsWIWyTIbGxvee+89Hjx4IMkyIcQLIygoyNjPnj07efPmpWLFijRq1CjRPulV7P+///5jz549xuOCBQvSq1cvevXqJVPkhRAAWSZZBrGjdQMCApJMlgE0bdqUggULEhkZSf369YHYa3laDgLLOv+VhRAiA8ufPz8PHjwA4OrVq1SoUMHKEYnkioqK4ttvv+WTTz7hzp07AFy+fJno6GiyZctmlZhCQ0P54osvmDt3LhEREUDsSkOfffYZ5cqVM9pprRk8eDAnTpzA1dXVokaZUoqOHTvy888/Y2Mj98+EEC+WNWvWAFChQgUOHDiAk5MTgYGBSdadjCv2ny9fvjSbBhkQEEDlypWJiIjg2rVrFChQAIDvvvvOajUxhRAZ171799i/f3+mXjQsubUgs2XLxvbt23F3d8fHx4c6deoQHh7Ovn37jARaapNvyEIIkUbir1qVL18+Nm3axKlTpyRZlklorVmzZg2vvPIKw4YN486dO7i7u7N+/Xr27t1rtWRZcHAwbm5ufP7550RERFCnTh0OHDjAunXrKFeuHGaz2Vjlcvny5Zw+fRrASJY5OzvTr18/oqKiWLNmjSTLhBAvHK21sbrcoEGDcHFxIVu2bJQqVSrJfrdu3SJPnjypXuw/NDTU2C9evDilS5emWLFi+Pv7G8clWSaEeNyNGzcoVqwY7du3Jzg42NrhpJjJZGLHjh08fPgw0TZVqlTBycmJ2rVrG9Pn27Ztm2YxybdkIYRIA0eOHKFcuXLs3r3bOFa5cmXy5ctnxahEcv3555+8/vrrvPXWW1y+fJlChQqxcOFCzpw5Q7t27az6w6Vo0aJUq1aNcuXKsWHDBvbt20ft2rUBOH36NPXq1WPo0KE4ODjQo0cPYmJigNgfW8OHDycsLIzvv/8+Sw3lF0KIZ9GvXz/++usvAAoVKmRcJ5+mT58+BAcHG6sMp1RAQABNmzalcuXKFtfqDRs2cPHiRWrUqJEqryOEyJoKFy5MtWrVePXVV7NEwqxBgwY0a9aMDRs2PLWt1tqYihkSEsK+ffvSJCZJmAkhRBpYsmQJ//zzD5MmTUrTefUidZ07d442bdrQoEEDjh49Svbs2fn444/5+++/GThwoFWSTLt376Zhw4YWy4YvW7YMX19f2rZta5G8mzt3LgcPHsTLy4uoqCjjuJubG/fv32fu3LnY2tqma/xCCJHRLF261Njv3Lkzr776qsWo8KQ4OjqSJ0+eVImjQIECnDp1ioCAAIvakkWLFpVrtRAiWTZu3MipU6eyxGIgjRo1Ik+ePNy7dy/JdocPH6ZcuXIWK4R27tw5TWKS28tCCJEGZs+ejYuLCxMmTJBpFJlAcHAwH3/8MYsXL8ZsNmNra8uAAQOYPHmysRpmejt9+jRjx45l+/btAEyfPp3Zs2cDsQWgIXYaz+3bt/H396d169YWNcoAihUrxpEjRyhWrFj6Bi+EEBnU3bt3n7iRVbdu3SSn2ZtMJvbv30/9+vWf+zM9JCSEBQsWcPbsWVasWAHEJt+WLVtG2bJlnzodVAghEpKVFgIZM2YM48ePf+qUd1dXV/7++2/MZjN2dnbExMRw8+bNNIlJRpgJIUQq+PPPP5kwYYLx2NnZmRkzZsQtaSwyOB8fH7777jvMZjPt27fn7NmzeHl5WSVZdvXqVXr27ImHhwfbt28nW7ZsDBs2zGJlToCtW7dSpEgRypUrR9OmTS2SZUWKFOHGjRsEBgZKskwIIeL5+OOPnzg2YsSIJPts27aNhg0bUrt27eceNR4WFsbkyZNZuXIlPj4+xvFmzZpJskwIkWImk4mjR49aO4wUcXFxSVZ9yKJFi+Lp6QlgsdjVp59+muoxScJMCCFSKCAggCZNmvDZZ5+xfv16a4cjkiE6OtriB0vLli0ZPnw4+/fvZ926dbi7u1slrvHjx1O2bFmWLVuG1pq3336b8+fPM2/ePAoUKGD8ULt16xZjx44lIiICk8lk9M+ZMyd+fn4EBwdTqFAhq7wHIYTIyFauXAlg3Exo3LgxFStWTLJPQEAAOXLk4PXXX3/uEWaurq5MnDiRn376iVdfffW5ziGEEAm5f/8+pUuX5vXXX+fKlSvWDifFtNbs37/fWMQqIT179gSwmJb5ySefpHosMiVTCCFSqESJEnz44Ydcu3bNuNshMq6rV6/SpEkT7ty5w+XLl8mbNy9KKebOnWvt0AgPDycqKoo33niDGTNmGPUo/v77b6ZOnUpERATHjx+3WDkN4OWXX2bjxo288sor1ghbCCEyhR9//JE7d+4AGDVyRo4c+dR+gwYN4p133kly5bbHmc1munXrxhtvvEHPnj1xcnJKcHSbEEKkVM6cOXFzcyM0NJRz585RsmRJa4f03LTW1KxZk2PHjrFjx45Ef1u1a9eOHDlycOXKFXLmzMn9+/eJiop6put0cigpRi2ESAtKKRcgNDQ0FBcXF2uHk+p2796Nh4cHefPmBWK/GNvYyKDdzMBkMuHh4cHNmzdZv369scKkNeJYtmwZHh4eVK5cGYDbt29z/PhxmjdvbjGKYdWqVXTt2vWJc7i7u7NlyxZefvnldItbiMwsLCwsbqp8Lq11mLXjyewy22e9o6OjxfR1d3d3zp07lyaf3wcOHKBu3bq4uLhw69YtHBwcUv01hBAiztWrVylYsCBOTk7WDiXF3nvvPb755hvefvttY1RwQvr27cuSJUto0aIFW7duBWJnjaxcuTLVPuvl150QQjyjr776iiZNmtCnTx9jipwkyzKu8+fP069fPyIiIgCwtbVlzZo1/P3331ZJlmmt2bJlCx4eHvTp04cPPvjAeK5AgQI0b96c3bt3s2HDBi5dukSVKlWeSJYVKlQIX19fLly4IMkyIYRIBq31EwujDB8+PMnPb5PJxJEjR56rblmpUqWYPn06o0ePlmSZECLNvfTSS1kiWQaxiTCA9evXc/fu3UTb9erVC4i9QRF3o3nHjh2pGov8whNCiGdUv359HBwcKFq0aLKXoRfp7/r16wwcOJAKFSrg7e3NV199ZTzn7u5Ozpw50z2mY8eO0ahRI9588018fX3JnTs3TZo0sajRsGbNGjw9PWnfvj1ly5bl9OnTxnP58+fn4sWL3LhxgwoVKqR7/EIIkVnFnw7Zs2dPDh8+bNTAScz27dt5/fXXadSo0TMnzYoWLcrYsWOZNGnS84QrhBDPLSgoyNohpEjVqlWpXLkykZGRxqrCCalXrx7Dhg1j3bp1uLm5ARATE5OqddwkYSaEEMlw+/ZtY79KlSqcO3cOLy8v7O3trRiVSMj9+/eZPHkypUuXZtGiRZjNZtq2bUubNm2sFtPly5fp0qULNWrUYM+ePTg4ODBmzBguX77MiBEjuH79OgDffPMN3bt3t+hrb29PkyZNuHHjBrdv36Zs2bLWeAtCCJGpzZkzBwClFEuXLqVmzZpkz549yT6LFi0CwMPD47mL/QshRHqJjo6madOmlChRgkuXLlk7nOemlDJGmXl7eyfazsbGhnnz5tG4cWPWrFljHO/QoUOqxSIJMyGESEJUVBQjRozA3d2dq1evGsdlGlzGEx0djZeXF6VLl+aTTz7hwYMHvP766+zbt48NGzZQvnx5q8W2bds2Vq9ejVKKnj174ufnx8yZMzlz5gylS5emTp062Nra8t577xETE2P069y5MyEhIezcuVNWvRRCiOd079497t+/D0D58uWTlfwKCgpi06ZNAAwYMOCZXm/jxo3s3bvXYhVjIYRIa9myZSNbtmwA7N2718rRpEz37t2xt7fHx8fHYmX7xFSpUsUYyHD58uVUi0MSZkJkAkqpIUopf6XUQ6XUCaVUvSTa9lZK6QQ2x+SeUymVVyk1Xyl1USn1QCl1TSn1lVIqV1q+z4zq0KFD3Lt3jy1btlg7FJEArTXr1q2jQoUKDBkyhFu3blG6dGnWrl3LwYMHqVu3brrH9N9//3H27Fnj8YABA+jXrx8+Pj788MMPuLq6YjabmTVrFteuXePq1asW0zLLlStHaGgoq1evzjL1KIQQwlpq1Khh7Pv5+bFkyZKn9vH29sZkMlG/fv1nuuGitWbUqFE0bNiQdevWPVe8QgjxvGbNmoW/vz/9+/e3digpki9fPtq1awckPcoMYusVjxo1imrVqqV6HJIwEyKDU0p1AeYCnwIewD5gq1LKNYluYUCR+JvW2lhjNxnnLPpoGwNUBHoDzYHFqfbGMgl7e3tWrVrFxo0bGTx4sLXDEY85cOAAderUoWPHjvj5+VGgQAG+/vprzp07R8eOHdN9Ck1MTAzffvstpUuXpl27dkaNO3t7ez799FNWrlzJqFGjeP3117G1tWXjxo0W/WvVqkVkZCTnz5/PFCvOCSFEZvD3338b+zExMU+tAWkymfjuu+8AePfdd5/ptSIiIqhbty5FixalefPmzx6sEEKkQPny5XnppZesHUaqiJuWuXz5ch4+fJhouz179jBnzhwePHiQ6jGo51n1RQiRfpRSR4CTWuvB8Y6dBzZorccl0L43MFdrnTu1zvno+c7AT0B2rXVMQm0ea5+plpqPExERwYgRI6hWrdozf0kW6atfv37GHSdnZ2dGjx7NmDFjrPLvTWvNhg0bGDduHBcvXgRip+1u27aNMmXKALBp0yZat26dYP8OHTqwZs0aWW1ViDQWFhaWakvNi8zxWX/gwAGLkca1atXi4MGDSfbZsmULb775Jnnz5iUoKAhHR8ck2yfEbDbLNV0IYVURERGZeqaCyWSiVKlSBAQEsHLlSt5+++0E2929e5ciRYoQFRVFnjx5uHfvXtxTKf6sl6u4EBmYUsoeqAY8vj7uDqB2El1zKKWuKqUClVKblFIeqXDOXEBYcpJlmdny5ctZtGgRI0eO5M6dO9YORyThlVdewcbGhgEDBnDp0iU++eQTq/xgi/sx1qFDBy5evEj+/PmZN28ea9eu5cqVK/zzzz+ULVv2iWSZjY0Nffv2RWvNL7/8Ij+shBAiDbz11lsWj0ePHv3UPt9++y0AvXr1eq5kGSDXdCGE1WitGTZsGIUKFbIoEZLZ2Nra0rt3byDpaZl58+Y1vmdXrFgxVWOQK7kQGVt+wBa4+djxm0DhRPpcIHYKZRugK/AQOKCUKvO851RK5QM+Ar5NLFCllINSyiVuA3Im1jYj69u3L7179+bXX38lf/781g5HPBIeHs6UKVMs6si99957nDlzhkWLFlG0aFGrxHXq1Cnq1q3LwYMHcXJyYsKECVy+fJmXX36ZqlWr0rRpU9zc3CxWKsqVKxcbN27EZDKxePELN8tZCCHSVXBwsLFfsmRJoyZOYlJS7P/OnTsWryeEENaglCIoKIj79+9brB6ZGfXp0weAXbt2WSzA9riePXsCsXUqU3NxNkmYCZE5PD53WiVwLLah1oe11j9prU9rrfcBbwF+wPvPc85Hya/NwDlgShIxjgNC422BSbTNMO7fv8/06dONlaxsbGxYsmQJTZo0sXJkIr4vv/ySjz/+mDFjxhirSDo6Olpl5cvIyEhjv0qVKrRo0YL+/ftz/Phxpk6dytq1a+nRo8cT/QoXLsypU6cICQmhVatW6RmyEEK8kMaNs6wyMWzYMGxtbZPs4+3tjdlsfuZi/wCLFi2iePHijBkz5pljFUKI1DRx4kR+//13Jk+ebO1QUqRUqVI0atQIrTVLly5NtF3z5s3Jnz8/N27cIE+ePKn2+napdiYhRFq4A5h4cuRXQZ4cIZYgrbVZKXUMiBthluxzKqVyAtuAcKC91jo6iZf6HJgd73FOMnjSzGw207BhQ06ePElUVBSTJk2ydkjiEa01ISEhxgfeiBEj2LZtG6NGjXrqj520EhYWxowZM1i8eDF//fUXBQoUAGDKlCkMHDiQhg0bEhMTE79uAhA7omHPnj1ZpgCrEEJkFl9++aXF43feeSfJ9ikp9g9w+fJltNaUK1fumfsKIURq8vDweHqjTGLEiBHUqVPHGEWWEHt7e7p27cr8+fMpUqRIqr22jDATIgPTWkcBJwDPx57yBJKuWPuIil0msApw/VnO+Whk2Q4gCmgTf5XNRGKN1FqHxW3A/eTEZ002NjaMGDGC4sWL06hRI2uHIx45ePAgdevWpVWrVsQtTJMrVy4OHTq8djvoAAAgAElEQVRE586d033ly6ioKL766ivc3Nz49NNPuXHjBj/++CMQO+z7zTffxMfHh9u3bxvJMmdnZwYMGMDDhw/x9/eXZJkQQqQzrTXOzs4A2NnZ8e233xo3OhKzfft2AgICyJs3Lx07dnzm11y8eDEBAQFP1E0TQghryuwLPbZu3ZpPPvmEUqVKJdmuV69eFCxY0FhwKzXIKplCZHBKqS7AMmAQcAh4FxgAvKq1vqqU+hEIilvdUik1GTgMXAJcgGFAD6CO1vpoMs+ZE9gJOAPtgf/ihXRba21KRtwZcuWskJAQQkJCKFmypHEsPDycHDlyWC8oAcQmn8aNG8e6desAcHJy4uTJk1a7U282m1mzZg3jx4/nn3/+AaBMmTLUrVuXe/fusXXrVovpmQDFihVj6dKlMqVXiAxKVslMXRn1sx7g+PHjvPbaazg5OXHjxo1kxde2bVt+++03Ro4cyezZs5/aXgghMroFCxYwf/58VqxYQdWqVa0dTprSWmMymXjw4EGqfdbLlEwhMjit9c+Piu5PAooAZ4CWWuu4qoeugDlel9zAImKnXIYCPkD9uGRZMs9ZDaj5aP/vx0IqBVxJnXeXvv766y/atm1Lrly5OHz4sLHylSTLrOvmzZtMmTKFRYsWYTKZjNUjp0yZYrVi/iaTifr163PwYOygy8KFCzNhwgS8vb1ZsmTJE+2dnJxYv349zZo1S+9QhRBCJCBuJHC7du2SncybOXMm7u7u9O3b95lfz2w2y8qYQogMZ//+/2vvvuOjqtI/jn+eFHoRgvSigCggGkAUBX7YELDALhawrdgFsaFrW8WKqIiiP3UFEX8uItgXxEVjA6UJiKgIAqKEkNBDL0mYnN8fdzI76SGZyaR836/XvJiZe+be59wZcmeee85z57F69WreeOONcp0wc84xc+ZM3nrrLSZNmkT9+vVztTEzYmJCm+LSCDMRCYuyeNY5JSWF+Ph4atWqRUJCAm3bto10SJXavn37eP755xk7diz79u0DvCHXTz/9NB06dIhwdDBixIjABSAWLFjA9u3bc7Vp0aIFc+fOLXSIuIiUDRphFlpl8VgPsGHDhsBU+A4dOvDss89ywQUXhG17GzdupEuXLgwcOJAJEyYocSYiZcaSJUtYtmwZV1xxBbVr1450OMXmnCM+Pp6ff/6Zl19+mVtvvTXftkF1kDXCTESkIBkZGcTGxgLQtGlTZs+eTdu2bbN+MEkEHD58mMmTJ/PII4+wefNmALp168bYsWPp3bt3RGLasGEDo0aN4s477yQ+Pj7bkO6ZM2dma2tm/PWvf+X999/XjyIRkTIo+FiycuVKEhMTC2hdcjNnzmTbtm2sWrVKxwURKVO6detGt27dIh1GiZkZI0eOZMWKFfTpk7MUd3Y33nhjyLarhJmIVFhz587lmmuuYfr06XTv3h2Arl27RjiqyitrKPX999/Pb7/9BkDr1q0ZM2ZMRIr5A+zcuZMxY8bw0ksvkZaWRmJiInXr1mXWrFn4fNlL9dWoUYMnn3ySu+66q9TjFBGRoss5InjQoEEFtv/888+ZNGkSI0aMKNaJm5tuuokTTjih3BfWFhEpy6655poitevTpw8ffPBBSLaphJmIVFgTJkwgMTGRxx57jNmzZ0c6nErvjz/+YNCgQWRmZtKgQQNGjRrFzTffTJUqVUo9lkOHDvHyyy/z1FNPBa5sCTBnzpxs7aKioujZsycff/xxnrUSRESkbNmwYUNgmj9Ar169aNy4cYGv+ec//8mMGTNo0aJFsRJmMTExutq2iJRpn332GS+//DIPPfRQYCBBRXXhhReGbF1KmIlIhfXPf/6T5s2bM2rUqEiHUmnt2LGDuLg4ANq0acOIESOoVasW9957b8SmxX744YfcddddJCUlAd4Q75yjAmJjY7nrrrsYM2aMpteIiJQjjz76KPDfv+2XXXZZoa95/PHHad68OTfddFOYoxMRiYzp06fz6aef0qBBg3KdMMvMzOTLL7/knXfe4bXXXgtcxC1YKC/opqL/IhIWkSgE/Pnnn7N06VL+8Y9/lMr2JH8+n4877riDN954g2XLltG+fftIhxTQu3dvvv322zyXNWjQgE8++aRcf5EQkfyp6H9olcWi/1FRUYGTIGbGxo0bw3rF5ZEjR9KkSROGDh3K0UcfHbbtiIiUxJIlS3j33Xe56aabaNeuXaTDKTafz8exxx5LUlIS06ZNY8iQIbnahPJYr9PmIlIhrFq1iv79+/PQQw/x1VdfRTqcSi86Oprk5GQOHTrERx99FNFYvvvuO6ZPn063bt0ws2zJsujoaI4//nhGjx5NRkYG27ZtU7JMRKSceuyxx7KNGO7Ro0dYk2Wpqan87//+L/feey+7du0K23ZEREqqW7duPPfcc+U6WQbed/ehQ4cCMHny5LBvTyPMRCQsInHW+Y477iAjI4Nx48ZRvXr1UtmmeA4fPsybb75J//79ad68OQBr164lOTmZM888MyIx/fHHH/Tq1YuUlJQ8l3fv3p0PPviAZs2alXJkIhIpGmEWWmVthNlRRx3F7t27ATj++OO5/fbbGT58eL7tExISmDJlCsOHD+f0008/4u3t3buXt99+m2XLlvH6668XO24RESm6P/74gzZt2mBm/Pnnn7Rq1Srb8lAe65UwE5GwKI0v0bNnz6Znz57Url0b8Oa0q95U6XLO8cknn3D//fezatUqrrvuOt54442IxfPbb7+xefNmBgwYwN69e3Mtj4qKYsiQIbz55psRudiAiESWEmahVZYSZs65wHeABg0a8OeffxZax2bgwIHMnDmTO++8kxdeeKE0whQRiajVq1czYcIELr74Ynr06BHpcIrtnHPO4euvv+bRRx/lkUceybZMUzJFpNIbPXo0559/PsOGDQtMv1CyrHR9//339O7dm4EDB7Jq1Sri4uLo3LlzRGJJT0+nRYsWtG/fnrPOOitXsqx169b88MMP+Hw+pk6dqmSZiEgFM3r06MD9iRMnFposS05OZtasWQAq9i8ilcYLL7zACy+8wMsvvxzpUErkuuuuA+DNN98kMzMzbNvRr0sRKZd69+5NTEwMjRo1CusfScnt999/57LLLqN79+589913VKtWjQceeIB169YxYsSIUokhPT2dzz//nA8//JCmTZtStWpVNm7cmK1NVFQUN9xwAz6fj3Xr1tGlS5dSiU1ERErfmDFjAvdPO+20QttPnjyZzMxMevXqVawL0yxcuJBPPvmEQ4cOHfFrRUQi5ZZbbuGiiy7immuuiXQoJTJo0CDq1q1LYmIiX3/9ddi2o4SZiJQb27ZtC9zv2bMnq1evZty4cURHR0cwqspj27Zt3HbbbbRv3573338fM+Paa69l7dq1PPXUU1lDn8Nu9erVVK9enX79+nHJJZewadOmbMs7derE5s2b8fl8vP766xp5KCIRZ2bDzexPMztkZj+YWa8C2g41M5fHrVpQmxgze9K/zoNm9oeZjTKzKP/yWDN7xsx+MbP9ZpZiZv8ys6Y5trU+j+08Hb49ER779u3jwIEDgcctWrRg69at+bbPOj5A8UeXPffccwwYMCDbyDYRkbIuPj6emTNn0q9fv0iHUiLVq1fniiuuAMJb/F+/IkSkzDt48CA333wznTp1YsuWLYHnW7duHcGoKo8DBw4wevRo2rRpw8svv8zhw4c5//zz+emnn5g8eXKgyH+4JCUl8c9//pMHH3yQo48+mhNOOCHXqMLmzZvz3Xff4Zzj559/plGjRmGNSUSkqMxsMDAeGA10Br4DZptZywJetgdoEnxzzgUPZboPuAUYAbQH7gX+DtzmX14D6AI84f93ENAOmJnHtkbl2NaTR9zJCOvTp0+2x6eddhoNGzbMt/3nn39OUlIS9erV45JLLinWNtu1a0ezZs0YNGhQsV4vIiIlc/311wPw0UcfsXPnzrBsIyYsaxURCSHnHPPnz2fr1q0kJCRw9dVXRzqkSuPjjz9mxIgRgStNdu3alWeffZazzz477NtOTU1l4MCBzJs3L982ZsbHH3/MwIEDwx6PiEgxjQTecM5N8j++08z6AsOAB/J5jXPObS5gnacDM5xzn/ofrzezy4FT/C/eDWTLIpnZbcBiM2vpnNsQtGhvIdsq8xYvXpztcWFJsIkTJwJwzTXXUK1atQLb5mfMmDGMHj0aMyvW60VEImnPnj1MnTqVk08+mTPOOCPS4RRLly5dOOmkk/j555955513uPXWW0O+DY0wE5Eyr0aNGrz33nt88cUXSpaVsujoaFJSUjj22GN55513WLx4cdiSZZmZmcyePZu+fftSpUoV4uLiCkyWXX/99SQlJSlZJiJllplVAboCCTkWJQAF/UKpZWaJZrbRzGaZWc4rqswDzjGzdv7tnAz0BP5TwDrrAg7YleP5+8xsh5ktN7N/+GMuNzZu3Jhr1HFBCbNQFvuPiopSwkxEyqVHHnmE4cOH89xzz0U6lGIzs8Aos3BNy1TCTETKnL1793L11Vczffr0wHMdOnTgnHPOiWBUlcPixYv54IMPAo8vuugipk6dyqpVq7j88svDUg/M5/PxwAMPUL16dc4//3wSEhLIyMgILDezbHXqLrzwQlasWMGkSZNo1qxZyOMREQmhBkA0sCXH81uAxvm85jdgKDAAuBw4BMw3s+OC2jwDTAN+M7MM4EdgvHNuWl4r9Nc/exp4xzm3J2jRi8AQ4CzgZeBO4NX8OmNmVc2sTtYNqJ1f29KSsw7PaaedRsuW+c92nTx5Mj6fr9jF/tPS0lizZs0Rv05EpCy54YYbaN++fanMGgmnK6+8kipVqrBs2TKWL18e8vVrSqaIlDmvv/46b7/9Np9++ikXXHABtWtH/Pt4pfD1119zzjnnUK9evcC/ZhYoqBlK27dvZ9iwYfznP//JVqg5WLNmzXjrrbc455xzePDBB6lRowZ9+/alW7duIY9HRCTMXI7HlsdzXkPnFgGLAg3N5gPL8OqT3e5/ejBwFXAF8CsQD4w3sxTn3FvZNmQWC0zHO1E+PMe2Xgh6+LOZ7QQ+MLP7nHM78gjvAeCRAvpZ6n799ddsjwsaXebz+Zg0yZsZW9zRZQkJCQwYMID+/fvzn/8UNKBPRKTs6tixI7/++mu5HyUbFxfHwIED+fDDD1m4cCHx8fEhXb8SZiJS5tx+++0sXbqU4cOHK1kWZpmZmYFRY71796ZTp0506dIl2wivUMnIyOC9997jySef5Lfffsu3XcOGDenfvz+TJk0iJsY7TD311FMhj0dEpBRsB3zkHk3WkNyjzvLknMs0syVA8AizscDTzrmsodi/mFkrvIRWIGHmT5a9BxwLnJ1jdFleshJ1bYG8EmZjgOeDHtcGNhalH+GwaNGiXM8VlDBLSEhgw4YNJSr2v3r1amJiYmjbtm2xXi8iUlaU92RZlqeeeooXXnghLDNPlDATkYjbtWsXr7/+Ovfccw9mRkxMDO+8806kw6rQDhw4wPjx45k2bRpLliyhWrVqREdHs3jx4mIXQM5py5YtzJs3j4ceeqjABFl0dDS9evXizjvv5PTTTy/wymYiIuWJcy7dzH7AK8D/cdCiPsCMoqzDvF808cAvQU/XADJzNPURVG4lKFl2HHBWPiPGcsqqlbYpr4XOuTQgLWgbRVhl+Kxbty5wf/r06VSrVo1jjjkm3/YTJkwASlbs/5577uG6664jLS2t8MYiImVcZmYm33zzDbVr1+bUU0+NdDjFEs4TGEqYiUhEZWRk0L17d1avXk1sbCx33nlnpEOq0Hw+H2+99RYPP/xw4MqXU6dODRTMLGmy7LPPPuONN97g66+/JjU1Nd92HTt25Prrr2f48OFUrVq1RNsUESnjngemmNlSYCFwE9ASeA3AzP4FJDvnHvA/fgRvpNdaoA7eNMx4IPjyX58A/zCzDXhTMjvjXY1zsn8dMcAHQBfgQiDazLJGuaX6E3mnA92Bb4DdQDfgBWBmjqtolllTp04FYNSoUQwePLjAtj6fj/T0dMysxMX+69evX6LXi4iUFU8//TT/+Mc/OP/88/n0008Lf0EZt23btpD+tlDCTEQiKjY2lttuu43nn3+enj17Rjqccu/QoUMkJyfne/vjjz/YvHkzAMcccwyjR49myJAhR7ydffv2sXjxYubPn8+NN95IUlIS1157ba5aMsFq1qzJCy+8wI033ljs/omIlDfOuXfNLA4YBTQBVgDnO+cS/U1akn202FHARLxpnLvxCvr/j3NucVCb24An8Ar0NwRSgAnA4/7lzfEuGgCQswryWcAcvJFig/FqklUFEoHXgWeL39vSs3XrVhISvIuPXnnllYW2j46O5j//+Q/JycnFnrYTXMZARKQiuOyyy3j22Wdp3bp1uf4bl56ezoABA/jyyy9DWvzfnMuz3qiISIn4r561e8GCBZx00knUrFkTgLVr1zJr1iwuvPBCjjvOK8finGP//v3UqlUrghGXbc450tLSAiPADh48yDPPPENKSgqvvfZa4OA2ePBg3nvvvQLXVa9ePR5++OEjGt2VlJTE/PnzmT9/PgsWLGD58uVkZuacDZRd06ZNiY+PZ9SoUZx22mlF2o6ISDjt2bOHunXrAtQtQj0vKUTWsX737t3UqVOnVLddu3Zt9u3bR1RUFF26dOGuu+4Ky0Vqsvh8Po477ji6du3KK6+8ovIBIlJhHDp0KGQlWSLp7LPP5ptvvuGVV17h1ltvhRAc65UwE5GwyPoSDfDtt9/Sq1cvAD766CMuvvhizjjjDObMmUNsbGwkwywT0tPT2bRpE8nJyWzcuDHf0WGDBg0K1HY7fPgwVatWJTMzk02bNtG4sTfTZuTIkbz22ms0a9Ys31unTp0KTE5mZGSQnp4eSHJmvWdFYWZ06NCB6dOnc+KJJ5Zwz4iIhJYSZqEVyYRZzvppTz/9NPfdd1+ebdesWUOtWrVo2rRpsbc3b948evXqRb169diyZYu+v4iIlDHLly+nTp06NGjQIGTHek3JFJGwatCgAYcPHw48bt26NZdffjlxcXFs3bo1LFczKUsyMzNZtWoVycnJnHPOOURHRwMwduxYpk2bRnJyMlu3bi3SujZu/O+FyGJiYhg5ciS1a9fO9qX9mWeeYdy4cUdUiHnnzp0sXLiQBQsWMH/+fBYvXszDDz/Mfffdx/Lly/P9AZKlevXq9OvXj8mTJ3PUUUcVebsiIiLFMXfu3FzPFXTVy3vvvZdZs2YxYcKEQM3OI9WjRw+WLFnC+vXrlSwTkQpp/fr17Nmzh5NOOinSoRRLfHw84J0cCxWNMBORsIjkWefScPjwYTZv3pznSLDjjz+ehx56KNAuayRYSkoKTZo0AeDuu+/m+eefD6yvSpUqNG3aNM8RYc2bN6dZs2Y0bdo0ZEUsU1NTuf/++5k/fz4rV67MtTw2NpaMjIx8X1+/fn2GDh3KU089paL9IlJuaIRZaEXqWN+3b18SEhKoUaMGBw4coHPnzixbtizPtocPH6ZPnz7MmTOHlStX0r59+1KLU0SkvHjrrbe49tprOfvss/nyyy8jHU6JhPJYrxFmIiIF+O6775g3b16upNjmzZvzreHVq1evQMIsJiaG9u3bY2bs3bs3kDAbOnQoZ599diAp1qBBgyMaFVZUhw4dYunSpSxYsIDatWszbNgwAGrVqsWUKVM4dOgQ4I0Sy8jICIwGzJksi4qKIj4+nrfffls/NkREJGKcc4ERZnXr1uXAgQNceuml+baPiYnhm2++4c8//+TYY48trTBFRMqVs846i6ioKKKjo0lLSyu3J8T37dvH5ZdfHrL1KWEmIpVGZmYmW7duDSS9qlWrxnnnnQd4X8Dj4+NZv349K1euDEwVnTFjBuPGjctzfdHR0TRp0iTXaLATTjghW7sVK1bkem2nTp3o1KlTiHsIW7ZsCUytXLBgAT/88APp6ekAdOzYkeuuu45XX32V5557LpAsA+8iAjk1btyYG2+8kVGjRhETo8OFiIhE3tVXX01aWhoAmzZtAigwYZalJMmy8ePHs2PHDoYOHUqbNm2KvR4RkbKqZcuWJCUlBU7ul1c1a9YkMTGx8IZFpF9AIlIhHDx4MN9i+VnF9Ddt2pStnlqPHj0CCTMzIzU1lT179mS75PwZZ5zB9u3b85wq2bBhw0BNskjIzMxkw4YNHHPMMYHnevXqxdq1a7O1q1WrFpmZmaxcuTLPK+CYGTVr1qRhw4Z0796du+++my5duoQ7fBERkSM2bdq0bI/j4+Np27Ztnm3XrVtH3bp1adCgQbG355zjxRdfZP369XTu3FkJMxGpsMp7sgy83zVXX301999/f0jWp4SZiJRpzjn279+f7aqOTz75JOvXr+epp54KXNb9kUceYezYsYWuLyoqikaNGtGsWbNcV3H86KOPqF27draz0IMGDWLQoEEh6k3J7Nu3j++//z4wgmzRokVkZmayc+fOQOKuR48eHDx4kD179gQKXu7bty/P9UVFRdG1a1cmTJhA586dS60fIiIixXH48OFAOYSYmBgGDBhAjx498m1/9913M3v2bF5//XX+9re/FWubmZmZPPHEE8yYMYN+/foVax0iIuXJgQMH2Lx5M61bt450KMUyePBgJcxEpPxLT08nJSUl10iw4McpKSl07dqV+fPnB143ceJEkpKSuOGGGwIJs2bNmlGjRo18C+Zn3Ro3bpzv9MJu3bqVSr+P1GuvvcbEiRP56aefctVNq1mzJhMnTmTKlCmsXbuW7du3F7iutm3bcs8993DjjTcSFRUVzrBFRERCKviqzQkJCZx11ln5tk1OTmbWrFn4fL4SHd+jo6O56qqruOqqq4q9DhGR8iIhIYHBgwfTsWNH5s2bF+lwiqV+/fohW5cSZiISVl9++SV9+vShdu3aALz55pu89NJLJCcns23btiKtIyUlJdvjW2+9lfT0dBo3bhx4bsSIEdx+++1hKZxfGjIyMvjpp58CtcdeeuklGjVqBMDWrVv58ccfAWjevDkNGzZky5YtJCcns3//foYPH57nOqOiojj66KO59957ueyyy2jevHmp9UdERCTUJk6cCHhTbgpKlgFMnjwZn89Hr169dLEaEZEi6tSpE3v37iUlJYVdu3Zx1FFHRTqkiFLCTETC6uKLL2bBggWcfvrpAOzdu5fly5cHllepUiXf0WBZt5zz6YPPMGeJZC2x4ti9ezfz5s1jwYIFLFiwgMWLF3PgwIHA8sGDB3Puuefy4osv8sYbb1CtWjV8Ph8bN25k48aNea6zVq1atGjRgvj4eO6//35OOumk0uqOiIhIWO3cuTNQYqB58+asWbOGdu3a5dnW5/MxadIkAG666aZib/OPP/5g4cKFXHjhhdStW7fY6xERKS+aNGnCkiVLOPnkkzUbBSXMRCTMOnTokK3Q/kUXXUTbtm0DybC4uLhyOyqsqJxzrF27lrp16wZGjc2cOTNXPZVq1aoRExNDWloaF198cYHrjImJwefzERMTwzPPPMNdd90VtvhFREQiLXhEWVJSEscffzzr1q3Ls8ZOQkICGzZsoF69elxyySXF3uaUKVN49NFHGThwIP/+97+LvR4RkfJEtY3/SwkzEQmrhQsXUqdOncDjY489tkSXdi8PDh06xNKlSwPTKxcsWMD27dt57rnnuPvuu8nMzCQtLY3q1atz+PBhMjIyAq8rSGxsLO+++y7nn38+VatWJTU1lXr16lX4hKOIiMjPP/+c7XGnTp3yLUg9YcIEAK655po8rw5dVI0bN+aEE07gL3/5S7HXISJSXjnnSE1NJS4uLtKhRIw55yIdg4hUQGZWB9i9e/fubAmziiwxMZEhQ4bwww8/BJJgwWJjYzl8+DBF+btbs2ZNevTowaOPPkqXLl148MEHOe+88zj33HPL3fRTEZGyYs+ePVlT6+o65/ZEOp7yrrSO9Vu3bg2M0K5RowYHDhzgscceY9SoUbnaJicn06pVK3w+HytXrgxJ/bLMzExNTRKRSmXZsmWBkw5LliyJdDhHJJTHeo0wExEpgrS0NPbs2cOePXtITU3lhx9+YP78+Rx//PE89NBDbN++nffff59FixYBXkHinImxvJJo4NUeO+GEE3jggQf4+eefefHFFxk5ciQPP/xwoM24cePC1zkREZEybMCAAYH7Bw8eBODSSy/Ns+2bb74Z8mL/SpaJSGXTokUL1qxZQ3R0NElJSbRo0SLSIUWERpiJSFiUlRFmGRkZ7NmzB5/PR8OGDQPPT58+nZ07dwaSYLt37w7cP+644xg7dmygbZMmTdi8eXOJYzEzmjZtSq9evbj//vt5/PHHadSoEU888URgqHNGRgYxMTGaZikiEgYaYRZapXWsj4qKwjkXOBnVsWNHVqxYkaudz+ejdevWbNiwgSlTpnDVVVcVe5u//vorHTp00PFYRCqtzz77jO7du5e7K2VqhJmIVArOORITE3MltLLut2jRgssvvzzQvm/fvqSmpmZrk3Um+txzz+WLL74ItB02bBi7du3Kc7vt27enatWqLFq0iMTExGIly7p168a5555L165dadSoEYmJicTHx9OxY8dAmw8//DDX62JjY494WyIiIhXVihUrAiO2q1WrxsGDB/Mt5B9c7L+wi+cUZP369Zx44om0adOGFStWlKgOmohIedWvX79IhxBxSpiJSFgtWrSIJk2a0KlTJ8AbQfX4448Hkl85k2G9e/cOFOsFaN26db41v/r06ZMtYbZ48eJ8k2BpaWmAd8Zh1apVNGrUiKpVqxITE8P+/fvZv39/YMrkqlWrGD16dJH6V6VKFRo2bEjv3r0ZPnw4rVq1onHjxrnqjPXs2bNI6xMREZH/uuKKKwL3s6ZG5jcdc+LEiYBX7L969erF3uYvv/xCjRo1aN68uZJlIiJ4v+Eq44l9JcxEygEzGw78HWgC/Arc6Zz7Lp+2QwzAY34AABrxSURBVIE381hU3Tl3KKhdges0s6rAc8DlQHXgK2C4c27jkcTet29fLr30Ut577z0AoqOjGT16dL5JsFatWgX3hUaNGuGco06dOoFb3bp1qVOnDieddFKgrXOOF198kU2bNrFmzRpWrlxJSkoKqampHDx4kHnz5hVrWkX16tVJT0+nWrVqtG7dmnPOOYcrrriCk08+mSpVqhzx+kRERKToOnXqxC+//EJcXBxJSUnMnTs322jtLCkpKXzyyScA3HjjjSXa5kUXXcS2bdvYsmVLidYjIlLeJSYmMnLkSNavX8/SpUsr3TR1JcxEyjgzGwyMB4YD84Gbgdlm1sE5tyGfl+0Bjg9+IkeyrCjrHA9cBAwBdgDjgFlm1tU55ytq/Mccc0y2ee9RUVEMGTIEgA4dOhAXF0fdunXZvn07q1evplOnTmRkZLB7925SU1M59dRT2bVrF2eeeSabNm3i999/Z8GCBWzbtg2Av//970W66mR+jjrqKJo3b06VKlWoUqUKf/75J7169WLq1KlKiImIiETQgQMHmDFjBgCzZs2ievXq+U4RatiwIR988AELFiygQ4cOJd52jRo1OPbYY0u8HhGR8qxOnTrMnj2bgwcP8ssvv2QbsFAZqOi/SBlnZt8Dy5xzw4KeWwX82zn3QB7thwLjnXP5VmcsbJ1mVhfYBlztnHvXv7wpkASc75z7vAhx1wF2A8TFxdGmTRvS0tKIjY1l6dKlgFevy+fz4ZwrUdKrKGJjY6lZsyaNGzemY8eOdO7cmRYtWtC9e3fatWsX1m2LiEjZoKL/oRXuov//93//x7XXXkurVq34448/SuVqlZmZmboqpohIkKlTp3LyySdz4oknRjqUIlHRf5FKwsyqAF2Bp3MsSgDOKOCltcwsEYgGlgMPO+d+PIJ1dgVi/c8B4JxLMbMV/ja5Emb+KZxVg56qnXVnx44d7NixI1eQWTXDiqJKlSrExsbinOPw4cOkp6cTHR1Nq1ataNKkCeeeey6JiYm0bduWU045hVatWtGwYUPq1atX6YYOi4iIVATXXnstAKmpqXTs2JHbbruN4cOHh3Wb/fv3B2Ds2LGVbiSFiEherrzyykiHEDFKmImUbQ3wkl45i2hsARrn85rfgKHAL0Ad4A5gvpmd7JxbW8R1NgbSnXM7j2C7DwCPFNQZMwuMKsu6RDx40zSrVKlC9erVqV+/PlWrVqVRo0a0bNmSNm3a0KpVK0455RSNBBMREakkPv/8v+fmfD4fv/32G5s2bcqz7a233srRRx/NsGHDaNSoUbG3uWPHDr788ksyMzN57bXXir0eERGpGJQwEykfcs5XtDye8xo6twhYFGhoNh9YBtwG3F6cdRaxzRjg+aDHtYGN4ZqmISIiIhXXtGnTAvfT09MBuOSSS3K1S0lJYcKECfh8Pi677LISJczi4uJYtWoVc+fOVf0yEZEgqampPPvssyxcuJA5c+ZUmhk8SpiJlG3bAR+5R3U1JPcIsTw55zLNbAlw3BGsczNQxczq5Rhl1hBYkM920oC0rMeV5Y+oiIiIhN6sWbMAOPHEE1mxYgXHHXdcnlMk4+LiePvtt1m0aFFIiv23a9dOI9pFRHKIjY3llVdeYd++fXz77bf07t070iGVClW0FCnDnHPpwA9AnxyL+pBP4ion8zJX8cCmI1jnD0BGcBszawKcWNTtioiIiBTH6tWrA7VPs660femll+Z5Mq5q1aoMGTKE8ePHl2qMIiKVSe3atXn66af5+OOP6dGjR6TDKTUaYSZS9j0PTDGzpcBC4CagJfAagJn9C0jOumKmmT2CNyVzLV4Ns9vxEma3FnWdzrndZvYGMM7MdgCpwHN4ddG+DGtvRUREpFI77bTTAveXLFkCeAmzcPr3v//NN998w9VXX80pp5wS1m2JiJRHt956a+GNKhglzETKOOfcu2YWB4wCmgArgPOdc4n+Ji2BzKCXHAVMxJtyuRv4Efgf59ziI1gnwF3AYeA9oDrwFTDUOecLfS9FREREPLt37w7cT0tLo02bNpx88sm52t1xxx00bdqUG264gbi4uBJt880332TmzJnUq1dPCTMREQGUMBMpF5xzrwKv5rPszByP78JLdhV7nf7lh/AuFHDbkcQqIiIiUlwJCQmB++3bt6d79+60a9cu13TMlJQUXnnlFXw+HxdddFGJE2a33HIL9erVC/tINhGR8iwtLY2pU6fy6aef8v777xMVVbGrfClhJiIiIiIiZcKwYcMC91esWJHvj7HJkyfj8/no2bNnSIr99+/fn/79+5d4PSIiFZnP5+Puu+9m165dfPHFF/Tt2zfSIYWVEmYiIiIiIlIm/Pnnn4B39cv8kmU+n49JkyYBcPPNN5dabCIilV2NGjV44IEHAOjatWuEowk/JcxERERERCTixo0bh3MOgD59+rB06VK6du2aazrmF198QWJiIvXq1ePiiy8u0TYPHDjAv/71L/7yl7/QuHHjEq1LRKQyuPfeeyMdQqmp2BNORURERESkXHjooYcC9z/66CO6devGjz/+mKvdhAkTAPjb3/5G9erVS7TNzz//nGHDhtGjR49Ask5ERASUMBMRERERkTLg0KFDgfvp6ekcc8wxdO7cOVublJQUPvnkEwBuuummEm+zSpUqnHrqqfz1r3/NNZJNRETy5pzju+++Y/jw4Rw+fDjS4YSNpmSKiIiIiEhEvfrqfy/c3aFDB1auXMkll1ySK4kV6mL/F1xwARdccAGZmZklXpeISGWRnp7OoEGD2L59O3379mXgwIGRDikslDATEREREZGIevDBBwP3ExMTAbj00kuztQku9h+K0WXB8rvAgIiI5Fa1alVGjBhBUlISxx13XKTDCRvTXH0RCQczqwPs3r17N3Xq1Il0OCIiIuzZs4e6desC1HXO7Yl0POVdKI/1WSPJqlWrxqFDh2jZsiXr16/PNsLss88+o3///tSrV4/k5OQS1y9bvXo1bdq0ISZGYwhERCqKUB7rdSpFREREREQi5vHHHw/cr1+/PkCe0zFDWew/IyODM844gyZNmrBmzZoSrUtERComJcxERERERCRiguuXZc1+yTkdM9TF/n///ffA/datW5d4fSIilVVycjJjxowhPT090qGEnMYfi4iIiIhIxHTs2JEtW7Zw0kkn8f3337No0SJOPfXUbG3WrVtHkyZNOOaYY0JS7L99+/Zs2bKF33//XVMyRUSKKTMzk9NPP52kpCTatGnDZZddFumQQkpHBxERERERiYgtW7YwZ84cAGbMmEG1atU488wzc7Xr1asX69evZ8uWLSHbdkxMDCeccELI1iciUtlERUUxdOhQ5s6dS4MGDSIdTsgpYSYiIiIiIhHx6quvkpmZSbdu3WjZsmWBbaOjo2natGmJt5mZmamrYoqIhMijjz5aYf+mVsxeiYiIiIiUEWY23Mz+NLNDZvaDmfUqoO1QM3N53KoFtYkxsyf96zxoZn+Y2SgziwpqY2b2qJml+NvMMbOOObZVz8ymmNlu/22KmR0Vnr2Qt6yC/2vXrqVly5aMHj06V5uFCxeSkZERsm3efffdnH766Xz22WchW6eISGVVUZNloISZiIiIiEjYmNlgYDwwGugMfAfMNrOChlPtAZoE35xzh4KW3wfcAowA2gP3An8Hbgtqcy8w0t+mG7AZ+MLMage1eQeIB/r5b/HAlGJ1tBhefPHFwH3nHMnJyWzbti1bm5SUFHr16kWrVq3YuXNnibfpnOOjjz5i0aJFFbJAtYhIpKSlpTFt2jQOHTpUeONyQgkzEREREZHwGQm84Zyb5Jxb5Zy7E0gChhXwGuec2xx8y7H8dGCGc+5T59x659wHQAJwCnijy4A7gdHOuY+ccyuAa4AawBX+Nu3xkmQ3OOcWOucWAjcCF5rZ8SHrfQG+/vrrwP2sEWSXXHJJtjarV68mLi6ONm3aUK9evRJv08xYuHAhr7zyCuedd16J1yciIp6ePXtyxRVX8P7770c6lJBRDTMRCas9e/ZEOgQRERGg9I9JZlYF6Ao8nWNRAnBGAS+tZWaJQDSwHHjYOfdj0PJ5wC1m1s45t8bMTgZ64iXJAI4FGvu3A4BzLs3M5vq3OwEv6bbbOfd9UJtFZrbb32Z1Hv2pClQNeqo2FH+/fvXVVwCcdtppfP/99zRq1IgTTzwx2/q6du3Kr7/+ytatW0P2/tWqVYurrrqK9PR0jTITEQmRfv36kZyczP79+yP6GzCU21bCTETCpT5AixYtIh2HiIhITvXxpj2GWwO8pFfOSztuwUto5eU3YCjwC1AHuAOYb2YnO+fW+ts8A9QFfjMzn38b/3DOTfMvz1p3XtttFdRmax7b31pAbA8Aj+R8sqTH+u+/93J2W7ZsCckoMhERiZxhw4YxbFhBg6hLTYmP9UqYiUi4pPr/bQ7sjWQgpaQ2sJHK01+ofH2ubP2Fytdn9bfiy+pzamENQ8zleGx5POc1dG4RsCjQ0Gw+sAyvPtnt/qcHA1fhTa/8Fa/22HgzS3HOvXUE280rhnxjA8YAz+d4rj6lvz+LojJ+vktK++zIaH8dOe2zI6d9duRCdqxXwkxEwm2vc67Cz8v0ysUAlaS/UPn6XNn6C5Wvz+pvxRfU59KyHfCRe8RWQ3KP/sqTcy7TzJYAxwU9PRZ42jk33f/4FzNrhTcC7C28Av/4t7spn+1uBhrlscmj84vNOZcGpOV4ukx+dirj57uktM+OjPbXkdM+O3LaZ0culMd6Ff0XEREREQkD51w68APQJ8eiPsCCoqzDX8A/nuyJrxpAZo6mPv773f5PvIRYYLv+emq9g7a7EKhrZqcGtTkNb6pnkWITERGpyDTCTEREREQkfJ4HppjZUrwk1U1AS+A1ADP7F5DsnHvA//gRvCmZa/FqmN2OlzC7NWidnwD/MLMNeFMyO+NdjXMyeJfYNLPxwINmtta/rgeBA8A7/jarzOwz4HUzu9m/3onALOdcroL/IiIilY0SZiISLmnAY+SeulFRVbb+QuXrc2XrL1S+Pqu/FV+p99k5966ZxQGjgCbACuB851yiv0lLso8WOwovcdUY2A38CPyPc25xUJvbgCeAV/GmWabgXfny8aA2zwLV/W3qAd8D5znngmvgXAm8xH+vpjkTGFGS/pYhlfHzXVLaZ0dG++vIaZ8dOe2zIxeyfWbO5VfTU0REREREREREpPJRDTMREREREREREZEgSpiJiIiIiIiIiIgEUcJMREREREREREQkiBJmIiIiIiIiIiIiQZQwE5FiM7MHzGyJme01s61m9m8zOz5Hm8ZmNsXMNpvZfjNbZmaXRCrmkipin9uY2cdmts3M9pjZe2bWKFIxl4SZDTOzn/392GNmC82sf9Dyqmb2v2a23f/+zjSz5pGMuSSK0N+bzGyOf5kzs6MiGW8oFNRnM6vvf39Xm9kBM9tgZi+ZWd1Ix11cRXiPJ5jZOjM76P8/PMPMTohkzCVVWJ+D2pmZzfZ/tv8SiVhDoQjv8Rx/H4Nv0yMZs4SG/xjtzGx8judPN7Ov/cepXf7PQPVIxVlW5LW/Ktr3tlAws0fz+JuxOWi5+duk+I8dc8ysYyRjjrSC9pmZxZrZM2b2i/8zlmJm/zKzppGOO1IK+4zlaDvBv/zO0o6zLCnKPjOz9v7fJrvN++22yMxaHsl2lDATkZLoDbwCdAf6ADFAgpnVDGozBTgeGAB0Aj4C3jWzzqUca6gU2Gf/vwmAA84GegBVgE/MrDz+zd0I3A+c4r99DcwI+iI4HvgrMAToCdQCZplZdARiDYXC+lsD+Ax4KjLhhUVBfW7qv92D9/93KNAPeCMikYZGYe/xD8C1QHugL2B4/8fL62caCu9zljvx/naVd0Xp7+tAk6DbzaUdpISWmXUDbgJ+zvH86Xh/txOAU4FuwMtAZmnHWJbkt7+oeN/bQuVXsv/N6BS07F5gJDAC7/O1GfjCzGqXdpBlTH77rAbQBXjC/+8goB0wMwIxliUFfcYA8J/MOg1IKd3Qyqx895mZtQHmAb8BZwIn433mDh3RFpxzuummm24huQFH4/3Y+p+g5/YBV+dotwO4PtLxhqPPwHmAD6gT1Kaev825kY43RH1OBa4H6gLpwOCgZU39/e8b6ThD3d8cz53pf0+PinR8pdXnoGWXAmlATKTjLKX+nuR/r9tEOs5w9tn/RTIJaOzv718iHWO4+gvMAcZHOibdQvr+1gLWAOfmfH+BRcATkY6xLN0K2V8V+ntbMffXo8DyfJYZsAm4L+i5qsAu4OZIx14W91k+7bv5jz0tIx17Wd1fQDO8E0IdgfXAnZGOuyzvM2A6MKWk2ymPox1EpOzKmqaVGvTcPGCweVO7osxsCN4XiTmlHVyY5OxzVbwDflpQm0N4Z7J7lmJcIWdm0f73ryawEOgKxOKdtQfAOZcCrADOiEiQIZRHfyu8Iva5LrDHOXe49CILj8L66x8xei3wJ14yqdzLq89mVgOYBoxwzuU5BaS8KuA9vtK8qeS/mtlzGglS7r0CfOqc+zL4STNriDcaY6uZLTCzLWY218zK9fE4BPLcX34V/XtbcR3nnzr4p5lNN7PW/uePxTvREPxdKA2YSwX4LlRC+e2zvNTF+/68q5RiK4vy3V/+WSpTgLHOuV8jF2KZk+c+8++vC4A1Zva5eWV0vrdilJuICXXEIlI5mZkBzwPznHMrghYNBt7FOzt5GDgA/NU5t670owytfPq8CNgPPGNmD+KdeXwGbwp8k4gEWkJm1gnvh2Y1vDPPf3XOrTSzeCDdObczx0u24H15LJfy629kowqvovbZzOKAh4EJpRthaBXWXzMbDjyLl2T5DejjnEuPRKyhUkifXwAWOOdmRCq+UCukv1PxkqCbgROBMXgj7PpEIFQpIX9Cpyve9Nucsn5wPoo3tXw58DfgKzM70Tm3tlSCLEMK2V9Qgb+3lcD3eJ+bNUAj4CFggX+ad9b3nS05XrMFaFVqEZY9+e4z59yO4IZmVg14GnjHOben1CMtGwrbX/fh/X98KXIhljkF/b+MxRtJe7//+fvwSop8ZGZnOefmFnUjSpiJSKi8jDd1KedZ2yfxpiSeC2wH/gK8b2a9nHO/lG6IIZerz865bWZ2KfBP4Ha8kWXTgGV4UxXLo9VAPHAUcDHwlpn1LqC9Ub7rIOXZ3wqeNCu0z2ZWB/gUWAk8FpEoQ6ew/k4FvsBLct8DvGdmPZxzR1b3omzJ7/9xW7x6ixWtPlG+77Fz7vWgdivMbC2w1My6OOeWRSJYKR4zawG8CJyXz//PrNk0E5xzb/rv/2hm5wDXAQ+UQphlRhH2F1Ts723F4pybHfTwFzNbCKwDrsE7UQq5v/eU9+9CJVLIPns+a4GZxeJNnYsChpdqkGVIQfvLzOYCdwBdnH+uoRT6Gcu6kM8M59wL/vvLzewM4Ba8EaBFYtrnIlJSZva/eF+o/sc592fQ822A34ETg4cPm9mXwO/OuVtKPdgQya/POdo0AA4753aZd9WWcc65saUZZzj43791eGegvwLqB48yM7OfgH875x6JUIghldVf59zNQc+dCXwD1HPOVbjpAzn77J+u9jneSIMLy3niKJe83uOgZVWAncANzrlppR5cmAT9Pz7If5P7WaL9j79zzp1Z+tGFXiHvseFNo7/aOfduqQcnxeafXvMx2U9IReMlKjLxitf/jvfevh30unfxjs9XlmK4EXcE+6vCfW8LNTP7Am9fjcX7W9rFOfdj0PIZwC7n3DURCrHMydpnzrlh/sexwHt4I0HPzjnyrLIL+oytxksy5nWcTnLOHVP60ZVNQfvsDrwZP485554MWv4M0NM516Oo61QNMxEpNvO8jHd1m7PzSBzV8P+b80pUPsrp358i9DnAObfdnyw7G2hIxbn6j+HVM/kByCBoGpOZNcGb4rQgMqGFRVZ/K5NAn/0jyxLwLvAwoKIly/wKe48r4mcgq09P442UjQ+6AdyFV7+toijoPcyavrGp9MKREPkK76powZ/fpXijROOBP/CuJnd8jte1AxJLL8wyo7D9VeG+t4WDmVXFu5LyJv47vTv4u1AVvKuqV6TvQiWSY58FJ8uOw7solpJlQXLsrynkPk6n4CVr+0YqxrImeJ/5y2gsIQR/+zUlU0RK4hXgCmAgsNfMsuo47HbOHcSr/fM7MMHM7sGrh/EXvC8VF0Yg3lAorM+Y2bXAKmAbcDre9IcXnHOrIxBviZjZU8BsvILntYEheFeI7Oec221mbwDjzGwH3oUPngN+AfIqJFzmFdRf//LGePVK2vpf0snM9gIbnHOpuVZYDhTUZ//IsgS8H1FXAXX8CTSAbc65cjfNuJD+tsar35OA9/+3GV7di4PAfyIRbygU8v94M96PveD24H2m8z0hUJYV8h63Aa7Eez+3Ax2AccCPwPxIxCvF55zbi3ehmQAz2w/syKotamZjgcf8o5+X403XOQG4pJTDjbjC9pc/iVHRvreVmJk9B3wCbMA7AfoQUAd4yznnzGw88KB/evda4EG8EdnvRCjkiCton5lZDPAB0AXvcxUd9H06tbzXDC2OQj5jO/D+Lwa3zwA2l8ffFqFS0D7zNxkLvGtm3+LNCukHXIT3faDIlDATkZIY5v93To7nrwX+zzmXYWbn441g+ASv+OLvwDXOufL647PAPvvvH49XRLo+3mWfR+MV1S6PGuGd2WoC7AZ+xvuR/YV/+V14RUjfA6rjnb0eWh4TKX6F9fcWIHiq6bf+f4Pf//Im3z77p56e5m/3e47XHYv3+S5vCupvU6AXcCdeDZ8teO/xGc65rRGKNxQK+1xXNAW9xy2Ac/Cma9TCS6p9ijdto7z+3ZICOOfG+4uKv4B3XP4J70IelbmIfZ4q6Pe2UGiOV4+2Ad7JlEVAd+dc1kiVZ/G+A72Kd+z4Hq9O3N4IxFpW5LvPzOwYYIC/3fIcrzuLynlF1sI+Y5JbgfvMOfexmd2CV6vyJbyprRc75+YdyUZUw0xERERERERERCSI5qKLiIiIiIiIiIgEUcJMREREREREREQkiBJmIiIiIiIiIiIiQZQwExERERERERERCaKEmYiIiIiIiIiISBAlzERERERERERERIIoYSYiIiIiIiIiIhJECTMREREREREREZEgSpiJiIiIiIiIiIgEUcJMREREREREREQkiBJmIiIiIiIiIiIiQZQwExERERERERERCfL/x5lZtcGATJoAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for simulator in simulators:\n",
" fig = plt.figure(figsize=(12, 12))\n",
" \n",
" gs = gridspec.GridSpec(2, 2)\n",
" \n",
" ax1 = fig.add_subplot(gs[0,:])\n",
" setBwStyles(ax1)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
" plt.title(str(simulator.__name__))\n",
" plt.legend()\n",
" \n",
" ax2 = fig.add_subplot(gs[1,0])\n",
" setBwStyles(ax2)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[0, 0])\n",
" plt.ylim(boxes[0, 1])\n",
" \n",
" ax3 = fig.add_subplot(gs[1,1])\n",
" setBwStyles(ax3)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[1, 0])\n",
" plt.ylim(boxes[1, 1])\n",
" \n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 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
}