{
"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 <487316142544>\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_smooth2d_\" + stem + \".pdf\"\n",
" \n",
" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
" \n",
" #ax = fig.gca()\n",
" #pos1 = ax.get_position() # get the original position \n",
" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
" #ax.set_position(pos2) # set a new position\n",
" \n",
" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
" # horizontalalignment='right', verticalalignment='bottom')\n",
" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
" \n",
" legend = fig.gca().legend_\n",
" if (legend != None):\n",
" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
" else:\n",
" fig.savefig(fig_filename)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def downsample(highres_solution, factor):\n",
" assert(highres_solution.shape[0] % factor == 0)\n",
" assert(highres_solution.shape[1] % factor == 0)\n",
" ny = highres_solution.shape[0] / factor\n",
" nx = highres_solution.shape[1] / factor\n",
" \n",
" if (factor == 1):\n",
" return highres_solution\n",
" else:\n",
" return highres_solution.reshape([int(ny), int(factor), int(nx), int(factor)]).mean(3).mean(1)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1.0, 2.0, 0.2726356370001644]\n"
]
}
],
"source": [
"def wall_boundary_conditions(data):\n",
" data[0:2,:] = data[4:2:-1,:]\n",
" data[-2:,:] = data[-3:-5:-1,:]\n",
" data[:,0:2] = data[:,4:2:-1]\n",
" data[:,-2:] = data[:,-3:-5:-1]\n",
" return data\n",
" \n",
"\n",
"def gen_test_data(nx, ny, ref_nx, ref_ny, g, num_ghost_cells):\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 + yv**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",
" assert(nx/ref_nx == ny/ref_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",
" #hv_highres = 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
" hv_highres = 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
" hv[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(hv_highres, ref_nx/nx)\n",
" hv_highres = None\n",
" gc.collect()\n",
" \n",
" #Fix boundary conditions\n",
" h = wall_boundary_conditions(h);\n",
" hu = wall_boundary_conditions(hu);\n",
" hv = wall_boundary_conditions(hv);\n",
" \n",
" scale = 0.7\n",
" max_h_estimate = 0.6\n",
" max_u_estimate = 0.1*np.sqrt(2.0)\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, ny=50, ref_nx=1000, ref_ny=500, 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": 7,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return \"shock1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
]
},
{
"cell_type": "code",
"execution_count": 8,
"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(simulator, courant_number, nx, ny, ref_nx, ref_ny, num_ghost_cells, g=9.81, force_rerun=False, datafilename=None):\n",
"\n",
" if (datafilename and os.path.isfile(datafilename) and force_rerun == False):\n",
" print(\"=== WARNING ===\")\n",
" print(\"Existing simulation exists, skipping simulation\")\n",
" print(\"=== WARNING ===\")\n",
" return[0, 0, 0]\n",
" else:\n",
" #Generate high-res initial conditions\n",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx=nx, ny=ny, ref_nx=ref_nx, ref_ny=ref_ny, g=g, num_ghost_cells=num_ghost_cells)\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
" sim = simulator(cuda_context, \\\n",
" h0, hu0, hv0, \\\n",
" nx, ny, \\\n",
" dx, dy, dt, \\\n",
" g)\n",
"\n",
" t, nt = sim.step(1.0)\n",
" \n",
" h, hu, hv = sim.download()\n",
"\n",
" h = h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells]\n",
" hu = hu[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells]\n",
" hv = hv[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells]\n",
"\n",
" sanity_check(h, \"h\")\n",
" sanity_check(hu, \"hu\")\n",
" sanity_check(hv, \"hv\")\n",
"\n",
" if (datafilename):\n",
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv, nt=nt, t=t, elapsed=timer.secs)\n",
" else:\n",
" print(\"=== WARNING ===\")\n",
" print(\"No datafilename supplied - no data saved to disk!\")\n",
" print(\"=== WARNING ===\")\n",
" \n",
" \n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
" return [timer.secs, nt, dt]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=> KP07_50 6078.819036 ms\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"3354"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datafilename = \"temp_data.npz\"\n",
"elapsed, nt, dt = run_benchmark(KP07.KP07, \n",
" courant_number=0.9, \n",
" ref_nx=500, ref_ny=1000,\n",
" nx=50, ny=100, \n",
" num_ghost_cells=2, force_rerun=True,\n",
" datafilename=datafilename)\n",
"\n",
"with np.load(datafilename) as data:\n",
" rh = downsample(data['h'], 2)\n",
"\n",
" plt.figure()\n",
" plt.imshow(rh, extent=[0, 100, 0, 100])\n",
" plt.colorbar()\n",
" plt.show()\n",
" \n",
"gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Warmup\n",
"=> LxF_16 7164.669275 ms\n",
"=== WARNING ===\n",
"No datafilename supplied - no data saved to disk!\n",
"=== WARNING ===\n",
"=> FORCE_16 6598.121405 ms\n",
"=== WARNING ===\n",
"No datafilename supplied - no data saved to disk!\n",
"=== WARNING ===\n",
"=> HLL_16 3747.835875 ms\n",
"=== WARNING ===\n",
"No datafilename supplied - no data saved to disk!\n",
"=== WARNING ===\n",
"=> HLL2_16 5513.680935 ms\n",
"=== WARNING ===\n",
"No datafilename supplied - no data saved to disk!\n",
"=== WARNING ===\n",
"=> WAF_16 5508.579493 ms\n",
"=== WARNING ===\n",
"No datafilename supplied - no data saved to disk!\n",
"=== WARNING ===\n",
"=> KP07_16 18.017292 ms\n",
"=== WARNING ===\n",
"No datafilename supplied - no data saved to disk!\n",
"=== WARNING ===\n",
"=> KP07_dimsplit_16 5265.863419 ms\n",
"=== WARNING ===\n",
"No datafilename supplied - no data saved to disk!\n",
"=== WARNING ===\n",
"Simulating\n",
"=> LxF_8 14.018774 ms\n",
"=> LxF_16 14.011145 ms\n",
"=> LxF_32 14.012098 ms\n",
"=> LxF_64 15.018463 ms\n",
"=> LxF_128 17.013311 ms\n",
"=> LxF_256 23.023605 ms\n",
"=> LxF_512 64.050913 ms\n",
"=> LxF_1024 277.214766 ms\n",
"=> LxF_2048 1894.445181 ms\n",
"=> FORCE_8 9.007215 ms\n",
"=> FORCE_16 8.005381 ms\n",
"=> FORCE_32 7.007837 ms\n",
"=> FORCE_64 8.007288 ms\n",
"=> FORCE_128 8.013725 ms\n",
"=> FORCE_256 12.010098 ms\n",
"=> FORCE_512 58.043480 ms\n",
"=> FORCE_1024 337.255001 ms\n",
"=> FORCE_2048 2454.854488 ms\n",
"=> HLL_8 11.008263 ms\n",
"=> HLL_16 8.006096 ms\n",
"=> HLL_32 8.006096 ms\n",
"=> HLL_64 8.005619 ms\n",
"=> HLL_128 8.006334 ms\n",
"=> HLL_256 16.012430 ms\n",
"=> HLL_512 70.054770 ms\n",
"=> HLL_1024 426.322937 ms\n",
"=> HLL_2048 3196.443558 ms\n",
"=> HLL2_8 11.011600 ms\n",
"=> HLL2_16 14.012337 ms\n",
"=> HLL2_32 14.011621 ms\n",
"=> HLL2_64 14.011383 ms\n",
"=> HLL2_128 19.015312 ms\n",
"=> HLL2_256 29.027224 ms\n",
"=> HLL2_512 118.119001 ms\n",
"=> HLL2_1024 663.526297 ms\n",
"=> HLL2_2048 4924.751043 ms\n",
"=> WAF_8 11.008024 ms\n",
"=> WAF_16 11.008978 ms\n",
"=> WAF_32 11.003256 ms\n",
"=> WAF_64 12.010813 ms\n",
"=> WAF_128 14.012575 ms\n",
"=> WAF_256 33.050776 ms\n",
"=> WAF_512 139.111280 ms\n",
"=> WAF_1024 833.629370 ms\n",
"=> WAF_2048 6163.692236 ms\n",
"=> KP07_8 12.007236 ms\n",
"=> KP07_16 14.010429 ms\n",
"=> KP07_32 15.012741 ms\n",
"=> KP07_64 13.002872 ms\n",
"=> KP07_128 18.011808 ms\n",
"=> KP07_256 51.032782 ms\n",
"=> KP07_512 268.163919 ms\n",
"=> KP07_1024 1841.123343 ms\n",
"=> KP07_2048 14106.599092 ms\n",
"=> KP07_dimsplit_8 11.006832 ms\n",
"=> KP07_dimsplit_16 15.008926 ms\n",
"=> KP07_dimsplit_32 11.011600 ms\n",
"=> KP07_dimsplit_64 13.009310 ms\n",
"=> KP07_dimsplit_128 15.004873 ms\n",
"=> KP07_dimsplit_256 30.048847 ms\n",
"=> KP07_dimsplit_512 109.066963 ms\n",
"=> KP07_dimsplit_1024 611.401081 ms\n",
"=> KP07_dimsplit_2048 4460.719347 ms\n"
]
}
],
"source": [
"reference_nx = 2048\n",
"force_rerun=True\n",
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024]\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"simulator_names = ['LxF', 'FORCE', 'HLL', 'HLL2', 'WAF', 'KP07', 'KP07 dimsplit']\n",
"simulator_courant_numbers = [0.9, 0.9, 0.9, 0.9, 0.9, 0.45, 0.9]\n",
"\n",
"\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",
"print(\"Warmup\")\n",
"for i in range(len(simulators)):\n",
" run_benchmark(simulator=simulators[i], \n",
" courant_number=simulator_courant_numbers[i], \n",
" nx=16, ny=16, ref_nx=16, ref_ny=16,\n",
" num_ghost_cells=simulator_ghost_cells[i], \n",
" force_rerun=force_rerun)\n",
" \n",
"print(\"Simulating\")\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(simulator=simulators[i], \n",
" courant_number=simulator_courant_numbers[i], \n",
" nx=nx, ny=nx, ref_nx=reference_nx, ref_ny=reference_nx,\n",
" num_ghost_cells=simulator_ghost_cells[i], \n",
" force_rerun=force_rerun, \n",
" datafilename=datafilename)\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(simulator=simulators[i], \n",
" courant_number=simulator_courant_numbers[i], \n",
" nx=reference_nx, ny=reference_nx, ref_nx=reference_nx, ref_ny=reference_nx,\n",
" num_ghost_cells=simulator_ghost_cells[i], \n",
" force_rerun=force_rerun, \n",
" datafilename=datafilename)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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41OlYSvr88889zhs3bkynTp3s86ZNm9K4cWOPOvn5+VxyySVcffXVFBQUVEucIiIiIiIiUr1qTUJ+toqNjWXs2LEsX76c+Ph41q9fz5YtW7AsC8uySEtLY/369cTHx/Ppp5/i7+9v37ts2TL8/Py44YYbHHwDERERERERqQrah/wslJKSQkxMDDt27PAonz17NsOHD3coKhERERGRmkX7kEtl0j7kdUR4eDg///wzS5YswRhjl48YMYJevXqxb98+B6MTERERERGRyqCE/Cx29dVXU1hYSO/evfHx8QFg5cqVhIaG0rhxY7KyshyOUERERESkdnvppZdISUkpU56SksJLL73kQERSmyghrwGWL1/OsWPHGD9+PD4+PliWxcGDBwkKCiIvL8/p8EREREREaqWXXnqJsWPHEhMT45GUF08xHTt2bJUl5XFxcRhjyhzbt28HYNeuXQwfPpxmzZrh5+dHq1atGDNmDAcPHvRop1evXva9fn5+tG3bloceeohjx46VeeaKFSu49tpradSoEfXr1+e8887j/vvvZ8+ePQAkJiaWG5MxhrS0tCr5OdR2SshrCC8vL6ZOncr+/fvthd/q1auHr6+vw5GJiIiIiNROsbGxtGnThh07dthJecn1ntq0aUNsbGyVPb9///6kpqZ6HK1bt2bHjh10796dH3/8kXfeeYft27czc+ZMli9fTlRUFL/99ptHO7fffjupqals376dKVOm8M9//pNJkyZ51Hnttdfo06cPoaGhvP/++2zZsoWZM2eSnp7OCy+84FH3hx9+KBNXkyZNquznUJv5OB2AnJoGDRpw9OhRXnnlFQYNGmSXh4eHs2fPHj755BOuvvpqByMUERERETn7ZWdnH/eat7c3AQEBhIeHs2LFCnr16sWOHTuIjIwEIC8vj9atW/Pxxx9z7rnnVqjdwMDAU47R39+f0NDQMuV33303fn5+LFu2jHr16gHufODCCy+kbdu2PPzww8yYMcOuX79+fbud8PBw5s+fz7Jly/jHP/4BwO7du7n33nu59957mTZtmn1fREQEPXv25PDhwx7Pb9KkCQ0aNDjl95Gy1ENeQ91zzz00a9YMcA+Z2bVrF4WFhfTv359zzz2X9PR0hyMUERERETl7uVyu4x6lO75SU1MBdyJePGU0OTmZTp06cc0113i0GxERUW6bleW3335j6dKljBo1yk7Gi4WGhjJkyBDee+89jreb1nfffcfq1as9Rtr+97//JTc3l4kTJ5Z7j5LvqqOEvBYIDQ2lefPm9vmBAwdo0KABUVFRDkYlIiIiIiJnYvHixR5J/eDBg/npp5+wLItOnTqVe0+nTp04dOgQ+/fvt8umT5+Oy+XC39+fbt26sX//fiZMmGBf/+mnnwgODiYsLKxCcbVo0cIjrg4dOpzZi9ZhGrJeC/j5+bF7925SUlI4//zzyczMBGDt2rUYYxg5ciQzZ850OEoRERERkbPHiXYs8vb2tj+npKQQFhZGcnKy3atcPGT9k08+oVWrVh737ty5s9JijImJ8Rh6HhgYWO6K7yUV94yX3D55yJAhPPzww2RkZPDcc88RHBzsMQrAsiyP+ifzxRdfEBQUZJ8X7wglp0495LVIeHg4GRkZvPvuu3h5/f5X+9prrxEaGsr333/vYHQiIiIiImePwMDA4x4BAQHA76upJycn06ZNG7Zv38727dtp06YNycnJ/PGPf/ToiT5Ru6cbY2RkpH2EhYURGRmJMYYtW7aUe8+2bds455xzaNy4sV0WEhJCZGQkF110EW+//TYrV65kzpw59vX27duTnp5uD80/mdatW3vEFRERcVrvJ0rIa6WbbrqJgoICbrjhBrts7969XHDBBbRo0UJbEoiIiIiIVMCiRYvs1dRXrFhBeHi4vdBb8errixYtqtaYGjVqRN++fZk+fTo5OTke19LS0pg3bx433XTTcXu8fX19+fvf/84jjzzCkSNHALjhhhvw8/NjypQp5d5TelE3qTxKyGux//73v1iWxa233mqX7dmzh7CwMKKjox2MTERERETk7DdmzBji4+PtZLxYcVIeHx/PmDFjqj2uV199lWPHjnH11VezatUqdu3axZIlS+jbty/Nmzfn6aefPuH9t9xyC8YYpk+fDkDLli2ZNm0aL730EsOHD2flypX88ssvrF69mpEjRzJ58mSP+/ft20daWprHUbzYnZwaJeR1wFtvvcXhw4c9hq2sWrWKpk2b8sknnzgYmYiIiIjI2W3MmDEeyXix8PBwR5JxgHbt2rFu3Tratm3LTTfdRNu2bbnjjjuIiYnhq6++omHDhie838/Pj9GjRzNlyhR7Lv2oUaNYtmwZe/bsITY2lo4dOzJixAiCg4MZP368x/0dOnQgLCzM41i/fn2VvW9tZo63HH5NZYwJBtLT09MJDg52Opyzznvvvcedd97pMezE19eXWbNm8de//tXByEREREREKtfRo0dJTk6mdevW9rxwkdN1ot+njIwMQkJCAEIsy8qoaJvqIa9jbrrpJg4dOsSSJUsIDQ0F3KtExsXFkZiY6GxwIiIiIiIidYgS8jrq6quvJjU1lW7dugHubRF69erlbFAiIiIiIiJ1iBLyOm7jxo0cPHiQNWvW2GWxsbEYY7j++usdjExERERERKR2U0IuNGzYkMsvv9w+/7//+z8APvzwQ7y9vXn77bedCk1ERERERKTWUkIuZYwaNcr+XFhYyNChQwkMDGTLli0ORiUiIiIiIlK7KCGXMv75z39iWRY9e/a0y44cOULnzp1p2bIlBQUFDkYnIiIiIiJSOyghl+NauXIl2dnZNG3a1C7bvXs3/v7+/OMf/3AwMhERERERkZpPCbmcUP369UlLS2P58uX4+PgAUFBQwN///nf8/f159tlnHY5QRERERESkZlJCLhXSu3dv8vLyWLhwIfXr1wcgNzeXhx56iKCgIH777TeHIxQREREREalZlJDLKYmNjSU7O5tBgwbZZVlZWTRp0oQxY8ZQWFjoYHQiIiIiItUrISGBcePGOR2G1FBKyOW0LFiwgMzMTDp27Ii3tzcFBQW8/PLL+Pj40KNHD6fDExERERGpUpmZmdx111384Q9/ID4+nkWLFlVq+3FxcQwcOLBMeWJiIsYYDh8+7PG5PJMmTaJbt26VGpdULiXkctpcLhdbt24lLS2NmJgYACzL4ssvv2TAgAEORyciIiIiUjUSEhLo0qULM2fOtMv69OnjYERSUykhlzPWuHFjEhISeOaZZ+yykt8Q5ubmOhGWiIiIiMhxZWdnk52djWVZdllubi7Z2dkcO3as3Lrp6el2r/gvv/ziUScoKMijbsmpnHl5eVX4JlKTKSGXSvPQQw9hWRa7d+/G19cXgFmzZuHv788555xDVlaWwxGKiIiIiLi5XC5cLhcHDhywy6ZOnYrL5WL06NEedZs0aYLL5aJz584eveLliYiIsEeSFps7d26lxi61h4/TAUjt07x5c/vznXfeCcDhw4cJCgqib9++LFu2zKnQRERERERqjMWLF+NyuTzKCgoKHIpGqoJ6yKVKbdy40e4tB/jss8/w8vJiwoQJDkYlIiIiInVdVlYWWVlZNG7c2C6bMGECWVlZvPrqqx519+3bR1ZWFv/73/+46667Ttjuzp07ycrKolOnTnZZXFzcacUYExPDpk2bPI7Zs2efVltydlJCLlWqa9eu5ObmMmfOHIwxgHvht+effx5vb2+2bdvmcIQiIiIiUhcFBgYSGBho/xsVwM/Pj8DAQPz9/cutGxISwvTp01m+fDmtWrXyqJOZmelR18vr91SrZAfVqcYYGRnpcZQcjSo1nxJyqRZ/+9vfKCws5Oabb7bLCgsL6dSpE1dddRU5OTkORiciIiIiUnG9e/cmKSnJo7f8888/dzAiqak0h1yq1fz585k7dy5t2rRhz549AKxevZr69etz/vnnk5SU5HCEIiIiIiInFxQUxPTp07nhhhv46KOPiI2NdSyWpKQke5X3YsX7j+fk5LBp0yaPay6Xi8jIyGqLT45PCblUOz8/P3bv3s3+/fuJjo62V6DcvHkzxhiWL19O7969HY5SREREROTkevfu7fi/XXv27FmmrHg7tx9//JELL7zQ41p0dDSJiYnVEZqchCm5715tYIwJBtLT09MJDg52OhypgCVLlnDNNdd4lHXv3p3333+f8PBwh6ISERERkZru6NGjJCcn07p1awICApwOR2q4E/0+ZWRkEBISAhBiWVZGRdvUHHJxXP/+/bEsi7/97W80bNgQgHXr1tGqVSsCAwNJS0tzOEIREREREZHKp4Rczhpz5sxh//79TJo0CW9vbwCOHDlCx44dHY5MRERERESk8tWahNwYc7cxZgvwjdOxyOnz8vLi8ccfZ8eOHfYwkO+++86+npKS4lRoIiIiIiIilarWJOSWZf3TsqzzgEudjkXOXHh4ODk5OeTm5tp7PKakpNCqVSu8vLyYP3++wxGKiIiIiIicmVqTkEvt5Ovra3+OiooC3CtGDhkyhJCQEFJTU50KTURERERE5IwoIZcaY8+ePbRv394+z8jIoFmzZrRr147c3FwHIxMRERERETl1SsilRvnhhx/Yv3+/vRo7wPbt2/H39+eJJ55wMDIREREREZFTo4RcapzGjRtz8OBBli1bhpfX77/CkyZNomHDhqxevdrB6ERERERERCpGCbnUWH379qWgoIA777zTnmt+6NAhrrrqKvz9/dmyZYvDEYqIiIiIiByfEnKp8WbMmEFubi6jR4/GGANAbm4unTt35r777qOwsNDhCEVERERERMpSQi61xiuvvEJ2djbBwcF22bRp02jUqBHvvfeeg5GJiIiISE2XnZ2NMQZjDNnZ2VX+vLi4OAYOHFimPDExEWMMhw8f9vhcnkmTJtGtW7dyr+Xl5fHAAw/QpUsXAgMDadasGcOGDePXX3+t1PeQE1NCLrVKvXr1SE9PZ9myZVx00UUAHD58mL/85S8YY3j++ecdjlBERERExHlHjhxhw4YNPProo2zYsIGFCxfy448/8qc//cnp0OoUH6cDEKkKffv2pW/fvqxevZq//OUv7N69G4CJEycyfvx4h6MTEREREadVtJe7uF7J+tnZ2eTn53Ps2DGCgoKoV6/eSdsNDAw8g2grX0hICJ999plH2SuvvMKll15KSkoK4eHhDkVWtyghl1rtyiuvZNeuXVx66aV8++23vP766/a1xYsX069fP/z8/ByMUERERESc4HK5Tvvepk2b2p+jo6NJTEy0zyMiIjhw4ECZeyzLOu3nVZf09HSMMTRo0MDpUOoMJeRSJ3zzzTdlyq677joAYmJiSEhIqO6QREREREROaPHixWW+OCgoKKiSZx09epQHH3yQW265xWNNJqlaSsilThozZoz9ecWKFXh5efHiiy8yduxYB6MSERERkeqSlZVVoXolh6y3adMGgL179+Lv728PWS9p586dlRZjTEwMM2bM8Cj7+uuvufXWWyvtGeBe4O0vf/kLhYWFTJ8+vVLblhNTQi510ksvvUSDBg148sknAfcQonHjxvHAAw+QmJhIVFSUwxGKiIiISFWq6Jzu4nol54YHBgYe9/7KnCseGBhIZGSkR1nx2kiVJS8vjxtvvJHk5GQSEhLUO17NtMq61FlPPPEElmUxYMAAuyw3N5crrriCTp06kZub62B0IiIiIiJVqzgZ/+mnn/j8889p1KiR0yHVOeohlzrvo48+Ii8vj/DwcNLS0gDYtm0b9erV4/7772fKlCkORygiIiIiTgsMDDxrF2ZLSkoqM3S+eP/xnJwcNm3a5HHN5XIRERHBDTfcwIYNG1i8eDEFBQX2v4UbNmyohY+riRJyEcDX15fU1FQ2bdrE1Vdfzb59+ygsLGTq1KlMnTqV+++/X3uYi4iIiMhZqWfPnmXKir88+PHHH7nwwgs9rkVHRzN37lw+/PBD4PfkvdiKFSvo1atX1QQrHszZ+i3P6TLGBAPp6enpmv8gpy0hIYHY2FgyMjLssk6dOvH555/TrFkzByMTERERkYo6evQoycnJtG7dmoCAAKfDkRruRL9PGRkZhISEAIRYlpVRbgPl0BxykXL07t2b9PR0+vfvb5fqFzEOAAAgAElEQVRt3bqVli1bctttt3Hs2DEHoxMRERERkdpACbnICXz66accO3aMO++8Ex8fHwoLC5k7dy4BAQF07drV6fBERERERKQGU0IuchJ+fn7MmDGDgwcPeqzInpSURF5enoORiYiIiIhITaaEXKSCgoOD+eijj5g+fToA119/Pb6+vvbnJ598kpdeeomUlBTy8/NZsGABCxYsID8/n5SUFF566SUSEhIYN26ck68hIiIiIiJnCS3qJnKGFi1axJ///Gf7vEWLFjzxxBMMHz4cgDlz5jB58mR27txp11m4cCGxsbHVHaqIiIhInaJF3aQyaVG3WmDcuHEkJCTY5+oxrfk6dOjgcb57925GjBhhn48cOdIjGQfo06dPdYQmIiIiIiJnMe1DXo0WLVpEfHw88fHx3HrrrRQWFjJ//nzAvXegekxrpvPOO69MWcmRJ/n5+WWuBwUFVWlMIiIiIiJy9lMPeTXq06cPd911FwBvv/22nYwPGTJEPaYiIiIiIiJ1jBLyahQUFMT06dP58MMP7TJjDBMnTlSPqYiIiIiISB2jhNwBvXv3tj+/8MILHvtZf/fdd+UOcRYREREREeeU3kVHpDIoIXfYHXfcYX/ev38/0dHRXHDBBezZs8fBqORUZGZmnvI9fn5+fPDBB1UQjYiIiIhUhcTERAYPHszgwYNJTEys0mfNnDmToKAgj8Q/KysLX19fevTo4VH3iy++wBjDjz/+aJc988wzeHt78+yzz5Zpe+7cuRhjyhyzZ8+uuheS41JCfhbZsmULPj4++Pv7ExYW5nQ4UkGff/65x3njxo3p1KmTfd60aVMaN27sUScvL4+BAwfSpUsXNm7cWC1xioiIiMipsSyL7OxssrOzeffdd+3yd9991y6vim2kY2JiyMrKYt26dXbZF198QWhoKN9++y1HjhyxyxMTE2nWrBnt27e3y958800mTpzIG2+8UW77wcHBpKamehxDhgyp9PeQk1NC7oDAwEAsy8KyLAIDA+3y6OhofvrpJ9555x28vNx/NYWFhTz33HMcPHjQqXDlJGJjYxk7dizLly8nPj6e9evXs2XLFvvvOC0tjfXr1xMfH8/y5cv505/+ZH/hsnnzZi666CL8/f3ZsWOHw28iIiIiUncUJ9TlHUePHgVg586duFwuXC4Xc+bMse+dM2eOXf7DDz9UqN1T0aFDB5o1a+bRE5+YmMj1119P27ZtWbNmjUd5TEyMfb5y5UpycnJ48sknyc7OZtWqVWXaN8YQGhrqcdSrV++UYpTKoYT8LHPOOed47Gv91ltv8eCDD9K9e3fNVTmLTZs2jd69ezNmzBjCw8PLXA8PD2fMmDH07t2bDz74gF9//ZVp06bZ13NzcyksLKzOkEVERETqtOKEurxj0KBBAKxevfqk7ZTeujgiIqLcNk9Vr169WLFihX2+YsUKevXqRXR0tF2em5vLV1995ZGQz5kzh5tvvhlfX19uvvlmjy8S5OyjhPws17p1a7p06cJdd92Fj4+2ja9Nxo4dy8GDB3G5XLRt25bIyEgA0tLStCe9iIiIyFlg8ODBPP300yesc+6551bJs3v16sXq1avJz88nMzOTjRs30rNnT6Kjo+2e87Vr15KTk2Mn5BkZGbz//vvceuutANx6660sWLCAjIwMj7bT09M9viwIDQ2tkneQk1OGd5br2bMnGzdu9Og93bx5M+PHj2fq1Kl06dLFwejkTDVs2LDMonBt2rQhJycHYwxz5szhb3/7m0PRiYiIiNReWVlZx73m7e0NgL+/P2PGjOHhhx8ut97evXvLbF+8c+fOSokvJiaG7Oxsvv32Ww4dOkT79u1p0qQJ0dHRDB06lOzsbBITEwkPD6dNmzYAzJ8/nzZt2nDBBRcA0K1bN9q0acO7777rsZh0UFAQGzZssM+Lp8tK9VNCXgN4e3vb/1MAePDBB1m6dClBQUH897//dTAyqQo5OTn25+HDh3PPPfewYcMGj6kMIiIiInJmSq7ldCZtlJ57XRntAkRGRtKiRQtWrFjBoUOHiI6OBiA0NJTWrVuzevVqVqxY4bGl8htvvMH//vc/j5G1hYWFzJkzxyMh9/LyskdnirOUkNdAL7/8MkFBQR7DZ3JycvDy8sLf39/ByKQyWJbFJZdcYq+qeeTIETp27EiTJk3YtWsXfn5+DkcoIiIiUnfUr1+f9957jylTptgjF9944w0mTpxI/fr1q/TZMTExJCYmcujQISZMmGCXR0dHs3TpUtauXcttt90GQFJSEuvWrSMxMZGGDRvadQ8fPkzPnj3ZvHkz559/fpXGK6dOYxNqoDZt2vDOO+/YQ1PAvdfgeeedx9KlSx2MTCrLt99+S3Z2Ns2aNbPL9u3bh7+/P5MnT3YwMhEREZG6xRjDjTfeyLp16xg1ahSjRo1i3bp13HjjjRhjqvTZMTExfPnll2zatMnuIQd3Qj5r1iyOHj1qzx+fM2cOl156KT179uT888+3j6uuuoqoqCgt7naWUkJeC+Tl5fHOO++wY8cOjz0JpWarX78+e/bs4auvvvKYsvDYY48RHBysL19EREREarmYmBhycnKIjIykadOmdnl0dDSZmZm0bduWli1bkpuby9tvv22vDl/aoEGDePvtt8nNza2u0KWCTFVsZO8kY0wwkJ6enk5wcLDT4VSbrKws3nnnHUaMGGF/U7dhwwbCwsLsPa+lZnvttdcYP368xwIkPj4+rFq1iqioKAcjExERETk7HT16lOTkZFq3bk1AQIDT4UgNd6Lfp4yMDEJCQgBCLMvKKLeBcqiHvJZwuVzcfvvtdjKem5vLzTffTLt27UhISHA4OqkMI0eOJDMzk0ceecT+e87Pz+eKK67g7rvv1j7mIiIiIiI1jBLyWmr//v2cc845BAYG0r17d6fDkUo0efJkjh49SqNGjeyy6dOnExwczFNPPeVgZCIiIiIiciqUkNdSzZs3Z82aNaxZs8Zj6P5TTz3FN99842BkUhn8/Pw4cOAABw8epF+/fgBkZ2fz6KOPYoxh6tSpDkcoIiIiIiIno4S8FvPy8qJt27b2+Zo1a3j00Ue54oorSElJcTAyqSwNGzZk6dKlbNy40WPPy9L7YYqIiIiIyNlH+5DXIREREcTFxeHr60t4eLhdbllWlW/ZIFWrW7duZGVlcfXVV7Nx40ZGjx5tX2vXrh0bN27E5XI5GKGIiIiIiJSmHvI6pFmzZrz55pvMnDnTLjtw4ABdunTh3//+txYFqwWWLl3Kvn377PMOHTqwfft2goKC6Nmzp4ORiYiIiIhIaUrI6yAvr9//2uPj4/nf//7HtGnTqG1b4AkeyfkXX3yBMYZHHnnEwYhERERERKSYEvI67pFHHuHZZ58lPj4eb29vAAoLC9m1a5fDkUllOHToEC+//LLHlzBPP/003t7eLF682MHIRERERERECXkdFxAQwAMPPEB0dLRdNm/ePNq1a8czzzzjYGRSWe655x4KCgr461//apcVFhZy3XXXcdlll5GTk+NgdCIiIiIidZcScilj2bJlHDt2zO4xl9ph7ty55Obm0rJlS7vsm2++ITAwkNtvv93ByERERERE6iYl5FLGv//9bz7++GPGjBljl23bto3ExETngpJK4evrS0pKCrt37+b8888H3Kvsz549G2MMt912m8MRioiIiAhAXFwcAwcO9ChbsGABAQEBTJkyhUmTJmGMwRiDt7c3LVu2ZMSIEezfv9+uf+jQIYYOHUpISAghISEMHTqUw4cP29dLtlHyKLmdrlQtJeRShjGGa6+9loCAAMCdsI0ZM4aYmBimTp3qcHRSGZo3b05SUhLr1q2jYcOGdvncuXO5+OKLSU5OdjA6ERERkbPLuHHjSEhIsM8TEhIYN25ctcYwe/ZshgwZwquvvsrEiRMB6Ny5M6mpqaSkpDBjxgw++ugjhg0bZt9zyy23sGnTJpYsWcKSJUvYtGkTQ4cOta+PHz+e1NRUj+O8885j8ODB1fpudZn2IZeTys/Pp127dnz55Zf8+c9/djocqUQXX3wxBw8e5JZbbuGdd94BYMOGDbRt25YePXowb948WrRo4XCUIiIiIpUvOzsbgPr162OMASA3N5e8vDx8fHzw9/cHYNGiRcTHxxMfH8+QIUMwxvD2228DcOmllxIbG2t3ZJVst169evbCunl5efj6+p52rFOmTOGxxx5j/vz5DBo0yC738fEhNDQUcHe43HvvvTz22GPk5OSwc+dOlixZwtq1a7nssssAmDVrFlFRUfzwww906NABl8uFy+Wy2/vuu+/YsmWLxzbJUrXUQy4n5evry6uvvsovv/xC27Zt7fIXX3yRGTNmkJ+f72B0Uhnmz5+PZVk89dRT+Pv7Y1kWq1atomXLllx++eVOhyciIiJS6YqT0QMHDthlU6dOxeVyMXr0aLusT58++Pi4+zHnzZtnJ+NXXnklt9xyC8OHD/doNyIiApfLxdatW+2yuXPnnnacDz74IJMnT2bx4sUeyXh56tWrR2FhIfn5+Xz11VeEhITYyTjA5ZdfTkhICGvWrCn3/tmzZ9O+fXt69Ohx2vHKqVFCLhXWuHFj+/Pu3bt55JFHGDVqFEuXLnUwKqlMDz/8MIcPH/b4n3DJIe0iIiIidU1QUBB+fn4eZR9++CE33HBDlT/7008/5bnnnuODDz6gT58+J6y7bds2ZsyYwaWXXkpQUBBpaWk0adKkTL0mTZqQlpZWpvzYsWPMmzevzBcMUrWUkMtpadq0KVOmTCE2NpZrr73WLs/NzXUwKqkMAQEBrFq1iv/85z+ce+65fPLJJ/a1sLAwZs2a5WB0IiIiIpUjKyuLrKwsj06nCRMmkJWVxauvvupRd9++fezdu9c+7927N3fffTdZWVnMmTPHo+7OnTvJysqiU6dOdllcXNxpxdi1a1ciIiJ47LHHyMzMLHM9KSkJl8tFvXr1OO+882jZsiXz5s2zrxcPxS/JsqxyyxcuXEhmZqbHHHSpekrI5bT4+voyevRoFi5caP8HnZeXx8UXX8yYMWNIT093OEI5U4MHD2bfvn32+R133EFaWhp33HEHLpeLlJQUB6MTEREROTOBgYEEBgZ6JKd+fn4EBgba88dL1y3J19eXwMBAj/njJesWzx8vrns6mjdvzsqVK0lNTaV///5lkvIOHTqwadMmtmzZQk5ODgkJCURGRgIQGhrq8SVCsf3799O0adMy5bNnz2bAgAH2nHSpHkrIpdJ88sknbN682V4cTGqXXbt22Z+zs7Np1aoVHTt2JC8vz8GoRERERGq38PBwVq5cyb59++jXrx8ZGRn2NT8/PyIjI2ndunWZLxGioqJIT0/nm2++scu+/vpr0tPTueKKKzzqJicns2LFCg1Xd4AScqk0119/PZ999hkzZ84kJCTELt+wYQOWZTkYmVSGTz/9lIMHD9KoUSO77IcffsDPz48BAwY4GJmIiIhI1QsMDMSyLCzLqvZ9ulu0aEFiYiIHDx6kX79+FRqN2qlTJ/r378/tt9/O2rVrWbt2LbfffjsDBgygQ4cOHnXfeOMNwsLCuOaaa6rqFeQ4lJBLperTp4/H1mhfffUVF198Mddcc41WY68FGjZsyIEDB1i1apXH0KuPP/6Y4OBgEhMTnQtOREREpBYrHr5++PBh+vbty+HDh096z7x58+jSpQv9+vWjX79+dO3albfeesujTmFhIXPnziUuLg5vb++qCl+OQ/uQS5X6/vvv8fPzo3nz5vZ2EVLz9ejRg9zcXMaNG0d8fDwAmZmZxMTE0L59ez788MMy37yKiIiISMWVt1VaWFgY27Ztq3AbDRs2tLdpOx4vLy+PqYlSvdRDLlVq5MiRbNmyhWeeecYuO3jwINOmTePYsWMORiaVYdq0aViWxdixY+2FS3788Uc6duxI06ZNNb9cREREROQElJBLlWvbtq3HSo5PPPEE9913HzfddJODUUllmjZtGjk5OURHR9tl+/bto1GjRif9VlZEREREpK5SQi7V7pJLLiEsLIx7773X6VCkEvn5+ZGYmMjKlSvt+UeZmZkMHTqUli1b8vTTTzscoYiIiIjI2eWsTMiNMQOMMT8YY34yxoxwOh6pXEOHDmXHjh307t3bLps/fz7Dhw8nLS3NwcikMvTs2ZP8/HzWrl1LREQEALt37+aRRx7B5XI5G5yIiIiIyFnkrEvIjTE+wItAb+Ai4AFjTENno5LKFhAQYH/Oy8vjwQcf5I033ih38QqpmS677DKSk5OZMWOGXaaEXERERETkd2ddQg5cCvzPsqw9lmVlAp8AVzsck1QhX19f3nvvPQYNGsSYMWPs8vT0dO1fXgvceeedHDt2jDZt2nis4NmyZUuioqIcjExERERExFmVnpAbY3oaYz4yxvxqjLGMMQPLqTPKGJNsjDlqjFlvjOlR4nIzYE+J891A88qOU84uUVFRLFiwgHr16tllN998Mz169GDLli0ORiaVwc/Pj59//tneu3zx4sXs3r2btWvXYoxh6tSpDkcoIiIiIlL9qqKHPBD4Dhhd3kVjzE1APPA0cCHwBfCpMSa8uEo5tx23m9QY42+MCS4+gKAzCV7ODsnJyaxcuZJvvvnGTuKk9jhw4IDH+cSJE/H392ft2rUORSQiIiIiUv0qPSG3LOtTy7IesSxr4XGq3AfMsSxrtmVZWy3LGgvsAu4qur4Hzx7xFkDqCR75EJBe4th9Ri8gZ4XWrVvz448/8tZbb9GuXTu7fOXKlRw5csTByKQyxMXFYVkWsbGxdllubi5RUVGEhISQlZXlYHQiIiIiItWjWueQG2P8gIuBZaUuLQOuKPr8DXC+Maa5MSYIuBZYeoJm/wGElDhaVGrQ4pjmzZt77FW+e/durrnmGtq3b+8xF1lqroULF5Kbm0vbtm3tsoyMDIKDg7nvvvscjExERETqunHjxpGQkOB0GDVOXFwcAwf+Pmu5V69ejB071sGIYO7cuTRo0MA+nzRpEt26dXMwot9V96JujQFvYG+p8r1AKIBlWfnA/cAKYCMw1bKsg8dr0LKsY5ZlZRQfQGaVRC6O2717N02bNqV169a0aKHvXWoLX19ftm/fzubNm+3pCZZlMW3aNOrVq8cLL7zgcIQiIiJS1yxatIj4+Hj+8Ic/cNddd5GZWf0pRunEFmDBggUEBAQwZcoUJk2ahDEGYwze3t60bNmSESNGsH//frv+oUOHGDp0KCEhIYSEhDB06FAOHz5sXy/ZRskjMDCw0t5j4cKFTJ48udLaqwzjx49n+fLl9nl5P+vq4tQq66XnhJuSZZZlfWhZVnvLsiIty3q9ekOTs9Xll1/O1q1bmT9/Psa4lxrIy8vj/vvv55dffnE4OjlTnTt3Jjc3lxUrVtjfYB49epTx48fj7e3NypUrHY5QRERE6oo+ffrYn2fOnEmXLl0c7y2fPXs2Q4YM4dVXX2XixImA+99PqamppKSkMGPGDD766COGDRtm33PLLbewadMmlixZwpIlS9i0aRNDhw61r48fP57U1FSP47zzzmPw4MGVFnfDhg0JCjq7lvlyuVw0atTI6TCA6k/IDwAFFPWGl9CEsr3mImUEBATQsmVL+/y1117jxRdfpEePHuTn5zsYmVSWXr16cejQIY+e8cLCQnr16sWwYcPIzc11MDoRERGpLbKzs497eHl5pkm//PILf/jDHxg5cqTdW56fn092djY5OTkVavdMTJkyhdGjRzN//nxGjBhhl/v4+BAaGkrz5s0ZMGAA9957L8uWLSMnJ4etW7eyZMkSZs+eTVRUFFFRUcyaNYvFixfzww8/AO7ENDQ01D727t3Lli1bGD58eIXiKigo4L777qNBgwY0atSIiRMnltm2uPSQ9YiICJ566imGDRuGy+WiVatWfPDBB+zfv5/rr78el8tFly5dWLdunX3PL7/8wnXXXcc555xDYGAgnTt35pNPPgEgMTERYwwff/wxF1xwAQEBAVx22WUkJSUdN+6SQ9YnTZrEv/71Lz744AN7hEBiYmKF3r8yVGtCbllWLrAe6FvqUl9gTXXGIrVDjx496NWrF3//+9/x8fGxy7V/ec133333cezYMY/pCW+99RZBQUFcfPHFDkYmIiIitYHL5TrhUZ7XX3/d7i1ftGgRLpeLa665xqNOREREhduriAcffJDJkyezePFiBg0adMK69erVo7CwkPz8fL766itCQkK47LLL7OuXX345ISEhrFlTfuo1e/Zs2rdvT48ePcq9XtoLL7zAG2+8wZw5c/jyyy/57bffWLRo0UnvmzZtGldeeSUbN27kj3/8I0OHDmXYsGHceuutbNiwgcjISIYNG2b/m/7uu+/m2LFjrFq1iqSkJJ577rkyP9MJEybw/PPP8+2339KkSRP+9Kc/kZeXd9JYxo8fz4033kj//v3tUQJXXHHFSe+rLFWxD7nLGNPNGFM8S7510XnxtmYvAiOMMX8zxnQyxkwDwoGZlR2L1H4XXHABCQkJ3HHHHXbZ119/Tffu3TXEuRbw8/Nj165dZGZmMnDgQIwx5ObmsmHDBnvagoiIiEht9emnn/Lcc8/xwQcfeAyjL8+2bduYMWMGl156KUFBQaSlpdGkSZMy9Zo0aUJaWlqZ8mPHjjFv3rwK944DxMfH89BDDzFo0CA6derEzJkzCQkJOel91157LSNHjqRdu3Y89thjZGZmcskllzB48GDat2/PAw88wNatW9m71z2IOiUlhSuvvJIuXbrQpk0bBgwYQM+ePT3afPzxx+nbty9dunThX//6F3v37q3QlwMul4t69erh7+9vjxTw8/Or8M/gTPmcvMop6457QbZiLxb9+S8gzrKs94wxjYDHgDBgM3CtZVmaBCynpXhoSbHHH3+cDRs2MHfuXKKjox2MTCqLy+Vi0aJF/PTTT3Ts2JHCwkLtTy8iIiJn5GTbrJbXqz1y5EimTp1KUFAQ+fn5ZGVllRnevnPnzkqLsWvXrhw4cIDHHnuMSy65pMxc7KSkJFwuFwUFBRw7doxevXrx+uu/L8FVXgeGZVnlli9cuJDMzEyPOegnkp6eTmpqKlFRUXaZj48P3bt3P+lo1a5du9qfmzZtCkCXLl3KlO3bt4/Q0FDuvfde7rrrLpYtW0afPn0YNGiQRxuARxwNGzakQ4cObN26tULv4qSq2Ic80bIsU84RV6LOdMuyIizL8rcs62LLslZVdhxSd7311lvcc889PP3003ZZeno66enpDkYllaFdu3YUFBRw8803s3btWru8W7du1K9fv9xve0VERETKExgYeNyjsLDQo26rVq1Yvnw5M2fOtJNiHx8fAgMDqVevXoXaPR3Nmzdn5cqVpKam0r9//zKrvXfo0IFNmzaxZcsWcnJySEhIIDIyEsCeE17a/v377YS3pNmzZzNgwABCQ0sv91X5SnasFH85UF5Z8d/DiBEj2LFjB0OHDiUpKYnu3bvzyiuvnPQ5NWFEpVOrrItUmXPPPZeXX36ZZs2a2WWPP/447dq14/3333cwMqks8+fP56KLLgLgt99+47vvviMnJ4ewsDC7XEREROR0ff755/bnu+66i6SkJHr37u1ILOHh4axcuZJ9+/bRr18/MjIy7Gt+fn5ERkbSunVr/P39Pe6LiooiPT2db775xi77+uuvSU9PLzNHOjk5mRUrVpzScPWQkBDCwsI8Okny8/NZv379qb5ihbRs2ZI777yThQsXcv/99zNr1iyP6yXjOHToED/++CMdO3asUNt+fn4UFBRUarwVpYRcar28vDwSEhLYv38/wcHBTocjVaDkN9MbN27EGMNdd93lYEQiIiJSk8XGxjJ27FiWL1/O9OnTHd+2q0WLFiQmJnLw4EH69etXoZGfnTp1on///tx+++2sXbuWtWvXcvvttzNgwAA6dOjgUfeNN94gLCyszAJ1JzNmzBieffZZFi1axLZt2xg1apTHPueVZezYsSxdupTk5GQ2bNhAQkICnTp18qjz5JNPsnz5cjZv3kxcXByNGzeu8N7iERERfP/99/zwww8cOHCgQovBVZZak5AbY+42xmwBvjlpZalTfH19Wb9+PYsWLaJv398X+F+5cqW95YPUXA0bNuTIkSN88MEHHivtz5w5Ey8vL+bOnetccCIiIlJjTZs2zbFe8fIUD18/fPgwffv2rVDiO2/ePLp06UK/fv3o168fXbt25a233vKoU1hYyNy5c4mLi8Pb2/uUYrr//vsZNmwYcXFxREVFERQURGxs7Cm1UREFBQXcfffd9pcMHTp0YPr06R51nn32WcaMGcPFF19MamoqH374YYUXZ7v99tvp0KED3bt359xzz2X16tWV/g7HY2rb9lDGmGAgPT09Xb2hclw5OTl06NCB1NRUPv74Y/r16+d0SFJJxo8f77GHOcD555/PypUradiwoUNRiYiIiBOOHj1KcnIyrVu3JiAgwOlwpAokJiYSExPDoUOHaNCgQZU+60S/TxkZGcUrzIdYlpVRbgPlqDU95CKnIj09nW7dutGsWbMK77MoNcPzzz+PZVkew5g2b95Mo0aN6NmzJ7m5uQ5GJyIiIiLyOyXkUieFhoby4Ycfsn79eo/5x2PGjOHTTz91MDKpLFu2bOHIkSNcfvnldtkXX3yBv78/cXFxzgUmIiIiUkO4XK7jHl988YXT4dUKGrIuUuSzzz6jX79++Pj4sGPHDlq2bOl0SFJJtm7dysUXX0xOTo5d1rFjRxYsWEDnzp0djExERESqkoasn5nt27cf91rz5s3LbPlW21XFkHWfk1cRqRsuvfRSJkyYgJeXl0cynpeX57EvotQ8nTp14siRI4wePZrXX3+dvLw8tm3bxvnnn0+DBg1YvXo15513ntNhioiIiJxVivc0l6qjIesiRUJCQpgyZQrPPvusXbZnzx4iIiJ44YUXyM/PdzA6qQyvvvoqubm5vPLKK9Xqeu0AACAASURBVNSvXx+Aw4cP07lzZ7788kuHoxMREZGqUttGBYszquL3SAm5yAm89tpr/PrrryxcuPCUt4GQs9fo0aNJT08nLCzMLrvqqqscjEhERESqQvEoxyNHjjgcidQGxb9H/8/evYfZWO//H3/dM2vWMGOYGOM8yIyJKJFDqISKigw6KexSJDrYv4qU7djOIVQiFbtIKtuhUIimAyKncibHxmnGmRmHWbNm7t8f6v42u/bO4R6fWWuej+vquuZ+32vp5ZquZt7r874/HzenZxlZB/6H/v37q1KlSrrmmmtkWZYkye/3O+POCFwej0f79+9XcnKy9uzZ49R79OihcePG6Z///KdeeOEFgwkBAMClCg0NVXR0tA4ePChJioiIcH6nA86Xbds6ffq0Dh48qOjoaFcX6tjUDbhA48aNU8+ePfXss89q+PDhpuPAZb//IV24cGGtWLGCD18AAAhgtm0rNTVVx48fNx0FAS46OlqlS5f+0w912NQNuEw2btwo27ZVsWJF01GQBxo0aKDly5dLks6cOaOaNWuqQoUKatOmjdq0aaP169crKSlJZcuW1aeffipJatOmjfbv369Zs2apZs2amjNnjkaPHm3yrwEAAH5lWZbKlCmj2NhYZWVlmY6DABUWFpYnj7AGzQq5ZVk9JPXQuefiE1khR1764YcfVKdOHXk85z7TWrNmjXbs2KH27dszBhUEsrKydOWVV2rv3r1/er9SpUrq16+funTpIkmaOHGiBg8erN27dzuvmTlzppKSki5HXAAAABh2sSvkQdOQ/4aRdVxutm3rxhtv1NKlSzV48GAdOXJErVq1UtOmTSVJycnJrJgGqJ9++kk33HCDzp49+4d7hQoVcuoej+cPu/CfPHlSUVFRlyUnAAAAzLrYhpxd1oFL5Pf7deutt6pkyZIqXbq0XnvtNTVr1kwdO3ZUx44d1axZM7322muaNWuW6ai4QLVq1dKZM2c0ZMiQP9z7fZP+Z0fi0YwDAADgr7BCDrjkzJkz8vv96t27t956661c97p3765hw4bRpAWwC30UIdj+3woAAID/jhVywLDChQsrKipK48aN07vvvuvUBw4cqHHjxtGMAwAAAMiFFXIgD2RkZDgNeEZGhiIjIyVJJ06c+O2TMwQYVsgBAADw37BCDuQjf9a8nTlzRtdee60eeOABHT582EAqXKz09PTL8h4AAAAULDTkwGWSnJyslJQULVmyRBEREabj4AIsWrQo13VMTIyqVavmXJcqVUper/d/vgcAAAD4Tx7TAYBgFBkZ+YeR5TvvvFOrV6/WkSNHcjXkX375pZo3b66QED4fy6+SkpL0zDPPqFWrVlq/fr2SkpIUFxeX6zUpKSmaNm2azpw5o6NHjyopKUkLFixQixYtdPXVV2vDhg2G0gMAACC/4hlywKCFCxfqtttuU7169bR06VJ5PHxGFkw8Ho+ys7Od6+eff17Dhg0zmAgAAAB5gWfIgQCUlpamokWLqkGDBjTjQeg/j78bPny4wsLCNHPmTEOJAAAAkJ+wQg4YdvDgQXm9XkVHR0uSDhw4oDFjxqhPnz78NxwkunbtmusoPEmKiIhQWlqaihQpYigVAAAA3MIKORCgYmNjnWZckl588UW98soreuihhwymgpveeecd2bata665xqmdPn1aRYsW1SOPPGIwGQAAAEwKmobcsqwelmVtkrTCdBbgUrRr105XXXWVXnzxRacWbJMsBdXatWv1yy+/qHDhwpLOfV/fe+89hYWF6cEHHzScDgAAAJcbI+tAPpSTk5Nr1/Xx48friy++0KuvvqqqVasaTAa3/PTTT7r99tt18OBBpxYSEqItW7YoISHBYDIAAABcKEbWgSDy+2Y8KytLgwYN0pw5c7RgwQKDqeCmWrVqKS0tTW+88YZTy8nJUWJiotq1a6fTp08bTAcAAIDLgRVyIABs2bJFr7/+ut544w2FhYVJklJTU1WiRAnnGoGtTp062rhxozIzM51ahQoVtH37dnm9XoPJAAAA8FcudoWchhwIQLZt66abbtKRI0c0ZcoU1a5d23QkuMDn8+nRRx/VBx984NSio6N17Ngxg6kAAADwVxhZBwqQX375RVu2bNHu3bsVGxtrOg5c4vV6NXnyZC1cuNB5bGH+/PnOfZ/PZyoaAAAA8gANORCAKlWqpG3btunTTz9V+fLlnfqsWbN0+PBhg8nghubNmys7O1s7d+5U/fr1JUkZGRkKDw+X1+vVpk2bDCcEAACAGxhZB4LE9u3bVb16dUVERGj9+vWqUKGC6UhwUenSpZWWluZcV6lSRZs3b2YPAQAAgHyAkXWggMvIyNDVV1+tG264gWY8CG3fvj3Xh4w7duyQ1+tV69atDaYCAADApaAhB4JErVq1tGrVKk2ZMsWpnT17Vh07dtTatWsNJoMbihQpohMnTmjZsmW5dl2fM2eOLMvSRx99ZDAdAAAALgYNORBEQkNDVaJECef6tdde05QpU9S6dWv5/X6DyeCWBg0aKDMzU6+88kqueocOHZSQkKB9+/YZSgYAAIALRUMOBLH7779f9957r15++WV5PB6nnpWVZTAV3NCnTx/Ztq169erJsixJ58bay5cvr9jYWHZkBwAACAA05EAQq1Spkj755BM99NBDTi05OVmJiYmaOXOmwWRwyw8//KCzZ8+qefPmTu3QoUMKDw/X+PHjDSYDAADAX6EhBwqYV199Vbt27dLXX39tOgpc4vV6tXDhQv3yyy+5JiG6d++uK6+8UitXrjSYDgAAAP8NDTlQwPz73//W4MGDNWDAAKd26NAh7d+/31wouCIuLk5ZWVkaMmSIypUrJ0natWuX6tWrJ4/Ho++++85wQgAAAPwe55ADUJcuXfTxxx/rrbfeUqdOnUzHgUsmTZqknj17KiMjQ5JkWZZycnIMpwIAAAg+Bf4ccsuyeliWtUnSCtNZgECSlZWln3/+WadPn1ZCQoLpOHBR586ddeTIEcXGxkqSXnzxRedeamqqqVgAAAD4FSvkAGTbtr7//ns1atTIqc2ePVuxsbFq0KCBwWRwS1ZWlsLCwpzr33Zm//vf/66RI0eaigUAABAUCvwKOYCLZ1lWrmb8xIkTevTRR3XDDTdo3rx5BpPBLb9vxnv06OF8PWrUKHm9Xi1evNhELAAAgAKNhhzAH/j9frVq1UrVqlXLdZwWgsPYsWPVokUL5zorK0s33XSTihcvrqNHjxpMBgAAULAwsg7gvzpz5owKFy4s6dxYe4cOHXT77berU6dOCgnh87xAl5WVpZo1a2rr1q256rfddpsWLFhgKBUAAEDgYWQdgOt+a8Ylae7cufr444/VvXt3jkgLEmFhYdqyZYt++eWXXN/rL7/8UoUKFdKUKVMMpgMAAAh+NOQAzsttt92m4cOHa8CAASpfvrxTP3nyvD8ARD4VFxen06dPa/z48SpUqJAkKTMzUx07dpTH49Gnn35qOCEAAEBwYmQdwEXbsWOHrrvuOj3xxBMaMmSIPB6P6UhwwZgxY/T//t//U1ZWllO7+eabNX/+fKdhBwAAwP9hZB3AZTd16lSlp6frxx9/VGhoqOk4cMmTTz6pM2fOqEqVKk7t22+/VXR0tIYOHWowGQAAQHBhhRzARbNtW59//rmuvPJKVa9eXdK5Uedly5apSZMmZsPBFSkpKerYsaMWL16s3/+86NChgz788EODyQAAAPIPVsgBXHaWZemuu+5ymnFJev3113XLLbfo8ccfN5gMbomLi9O3336rbdu2qVatWk596tSpBlMBAAAEBxpyAK46fvy4QkND1bBhQ9NR4KIqVaroxx9/VMeOHSVJDRo0cO6tW7dOKSkppqIBAAAELEbWAbhu27ZtqlKlinNW+eLFi7Vu3Tp169aNjd+CUGhoqHJyclSpUiX9/PPPCgsLMx0JAADgsmJkHUC+kZCQ4DTj2dnZeuqpp9SzZ0+9/PLLhpPBbdu3b1dOTo4kaffu3fJ6vXrssccMpwIAAAgMNOQA8lzXrl0VHx+vHj16OLVgm84pqOLj4zVr1iznAxhJmjBhgkJDQ/XWW28ZTAYAAJD/MbIO4LLIzs7OdTTaE088oZCQEA0YMEAxMTEGk8EtL7zwwh+ORStWrJh27typ4sWLG0oFAACQ9y52ZJ2GHMBlt2vXLsXHxysnJ0dLlixRo0aNTEeCi+rVq6eVK1fmqrVt21bTpk3jvHoAABCUeIYcQMCoXLmyFi1apJdeeilXM75v3z5G2YPAihUrdOTIEVWqVMmpzZw5Ux6PRy1btjQXDAAAIJ8JmhVyy7J6SOqhcx8yJLJCDgSWkydPqmrVqqpRo4amTJmi0qVLm44EF/z8889q1qyZ9u7d69SioqK0ZMkSXXPNNQaTAQAAuKfAr5Dbtj3Wtu3qkuqZzgLgwn3//fc6duyYUlJSeN44iFStWlV79uzRs88+69TS09N17bXX6vbbb9exY8cMpgMAADAraBpyAIGtRYsW2rJliz744AN5vV5J53ZinzJlijIzMw2nw6UaMWKEbNvWgAEDFBkZKUn68ssvVbx4ccXGxsrn8xlOCAAAcPnRkAPINypXrqz69es715999pk6duyoOnXqyO/3G0wGt/Tv31/Hjx9X9+7dndqhQ4f+sAkcAABAQUBDDiBfK1u2rNq0aSOPx2M6Clzi8Xg0btw4LV26VB6PRyVKlHA298vIyNCrr75qOCEAAMDlETSbuv2GY8+A4HLq1ClJcsacd+7cqX/+858aNGiQypYtazIa8kDx4sV17NgxeTwerVy5UrVq1TIdCQAA4C8V+E3dAASnyMhIpxmXpN69e2vixIm5Rp4RPH7b5M3v9+u6665TuXLldPr0acOpAAAA8gYNOYCA8uyzz6px48YaMmSIU/P7/ZxfHiQyMzNVsmRJ53r//v2KjIzMtbcAAABAsKAhBxBQ6tevr8WLF6tmzZpObfTo0WrUqBEbgwUBr9ergwcPasuWLYqIiHDqK1asUEhIiGbMmGEwHQAAgLtoyAEEtKysLL322mtatmyZNm7caDoOXJKYmKhTp05p3LhxTs22bbVv317ly5fXzz//bDAdAACAO2jIAQS0sLAwrVy5Uv3791enTp2c+o4dO5wN4RC4unfvLtu21bFjR2en/X379ikxMVFFixZ1njkHAAAIRDTkAAJe2bJlNWDAAIWEnPtfWk5Oju69915VrVpVy5YtM5wObpg8ebLOnj2rtm3bOrX09HQVL15cr7/+usFkAAAAF4+GHEDQ2bNnj44dO6aMjAzFx8ebjgOXhIaGasaMGdq4caO8Xq9Tf+aZZ1SuXDnNnz/fYDoAAIALR0MOIOhUrFhRmzZt0sKFC3Pt2D1x4kTt2rXLYDK4oXr16srMzNSKFSt09dVXSzq3G3vLli0VGhqqzz77zHBCAACA80NDDiAoFSpUSPXq1XOu161bp65du6patWras2ePwWRwS926dbVhwwbNnDlTYWFhks49rrB06VLDyQAAAM4PDTmAAsHr9eqWW25Rq1atVKFCBdNx4KKkpCRlZGSoYsWKKly4sIYPH+7ca9++vcFkAAAA/xsNOYAC4aqrrtLChQs1adIkp5aenq4WLVro66+/NpgMbvB6vdq9e7dOnz7t1Bo3bqwZM2bIsiz17NnTYDoAAIA/R0MOoMCwLEsRERHO9ciRI7VgwQJ17dpVfr/fYDLkhTVr1jhfjx07Vh6PR7NnzzaYCAAAIDcacgAF1pNPPqmePXtq5MiRzhnXtm0rPT3dcDK44fTp0+rYsaNznZ2drbvvvluFCxdWSkqKwWQAAADn0JADKLBKlCihMWPGqHXr1k5t9uzZuvLKKzVhwgSDyeCWyZMny7Zt1alTx6mdPXtWFStW1IMPPqjs7GyD6QAAQEFHQw4Av/Ovf/1Lhw8f1s6dO01HgYtWrVqlQ4cO5XpkYerUqSpcuLDGjBljMBkAACjIaMgB4HdmzJiht99+Wy+88IJT27NnjzZv3mwwFdwQExOjU6dOadasWYqNjZUkZWVl6amnnpJlWWrWrJmSk5P1+uuvKyUlRX6/X9OnT9f06dPl9/uVkpKi119/XcnJyerVq5fhvw0AAAgGlm3bpjO4wrKsHpJ66NyHDIknTpxQ0aJFDacCEAzuu+8+zZgxQ2+++aYef/xx03HgksmTJ6tr167KzMz8w71KlSqpX79+6tKliyRp4sSJGjx4sHbv3u28ZubMmUpKSrpccQEAQD528uRJFStWTJKK2bZ98nzfFzQr5LZtj7Vtu7qkeqazAAgeWVlZyszMlG3batiwoSSpV69eSk5Odl7Dimlg6tSpk86ePasaNWr84d7u3bvVvXt357pbt265mnFJat68eV5HBAAAQS5oVsh/Y1lWUUknWCEH4KatW7cqMTFRs2bNUtu2bSVJTZo0Ufny5TVlyhRJrJgGsjNnzuR6vvx8BNvPTwAAcPEudoWchhwALkB6erqeeuopvf/++7nq3bt317BhwxQVFWUmGC6ZZVkX9Ppg+/kJAAAu3sU25J68iwQAwScqKkpvvPGG0tPTNWPGDEnnjkpr1aoVDRoAAAAuSNA8Qw4Al0tUVJQmTZrkXDdt2lQ5OTlq3ry5RowY8aebhAEAAAD/iYYcAFzw2WefKTk5WUOGDNGJEydMx8EFSk9Pv+D3tG7dOg+SAACAgoSGHABccPfdd+v999/XiBEjnDOuJWnfvn0GU+F8LVq0KNd1TEyMqlWr5lyXKlXqD/sDzJkzR5ZlafDgwZclIwAACD5s6gYAeWT9+vWqXbu2OnXqpLffflseD9t25Ge9evVSq1attH79eiUlJSkuLi7X/ZSUFM2aNUtbtmzR+PHjc92rUKGClixZ8of3AACAgoFd1n9FQw4gvxgxYoSef/55tWvXTtOnTzcdBy678cYbtWTJkly1Zs2aac6cOSpcuLChVAAAwAQa8l/RkAPIT5YvX65SpUqpcuXKkqSMjAzNmzdP7du3v+BjtpD/+Hw+3XHHHfrqq69y1Rs0aKBly5YZSgUAAC63i23IeYYcAPJQgwYNnGZckoYNG6Z7771XHTt2NJgKbvF6vVq0aJH27t2r+Ph4p758+XLFxcXRlAMAgP+JhhwALqOiRYsqIiJC7dq1Mx0FLipXrpy2bdumV155xant2bNHDRs2VN26dZWcnGwwHQAAyK8YWQeAy+zgwYMqWbKkM7I+b948LV++XM8//7wiIyMNp4MbPvroI3Xv3j3XEXixsbFKS0szmAoAAOQVRtYBIEDExsY6zXhWVpaeeeYZDRo0SCNHjjScDG554IEHdPToUfXq1cupnTlzxmAiAACQH9GQA4BBHo9H//znP9WgQQM988wzTt3v9xtMBTeEhIRo1KhR2rhxo6KiorRnzx7nXu3atdWjRw+D6QAAQH7AyDoA5EMPPPCAsrOz9eqrr3K2dZBZtWqV6tatK0kKDQ3VwoULdcsttxhOBQAALgUj6wAQJHbu3Klp06Zp+vTpOnr0qOk4cNmiRYucr7Ozs9W0aVPFxMTket4cAAAUDDTkAJDPXHnllVqzZo1Gjx6tWrVqOfWNGzcqOzvbYDK4oU+fPsrMzFRiYqJTO3LkiKKjo3XVVVcZTAYAAC43GnIAyIeuvfZaPf300871kSNH1LhxY11//fXav3+/wWRwg9fr1ZYtW7R///5cj1dt3bpVHo9HEydONJgOAABcLjTkABAA1q5dK9u2Zdu2SpUqZToOXFKmTBmdOHFC77//vrPzfnZ2th599FGVKlVKS5cuNZwQAADkJRpyAAgATZs21fbt2zV16lSFhoZKknJycjR69GiePQ4CnTt3Vk5Ojt588015vV5J586rb9y4sSIiInTgwAHDCQEAQF6gIQeAABETE6Pq1as71x9++KH+/ve/q3bt2hyTFiR69OihzMxMPfzww07tzJkziouL05AhQwwmAwAAeYGGHAACVLly5VStWjU99thj8ng8puPARf/617904MABRURESDp3Ln2/fv0UExOjRx991HA6AADgFs4hB4AAlpWVJdu2nTHnjRs3qm/fvho2bBg7dgeJX375Re3atdPq1audmmVZysnJMZgKAAD8HueQA0ABFBYW5jTj0rkjtWbPnq2XXnrJYCq4qWLFilq1apW+/PJLp/bbBnAAACCw0ZADQBAZOXKk2rZtq6FDhzq1s2fPKisry2AquOHWW2+Vbdu6+uqr9dlnnzn1li1bqnz58vL5fAbTAQCAi8HIOgAEuf79++uTTz7R2LFj1axZM9Nx4CKfz6fw8HDnumPHjpo8ebLBRAAAFEwFfmTdsqwelmVtkrTCdBYAyC98Pp8mTZqkrVu36vjx46bjwGWpqakKCfm/H+UffPCBQkJC9K9//ctgKgAAcL6CpiG3bXusbdvVJdUznQUA8guv16u1a9dq7Nixatu2rVNfu3atDh06ZDAZ3BAXF6fs7Gz17dvXea7ctm116dJFXq9X69atM5wQAAD8L4ysA0ABk5WVpZo1a+rAgQOaPXu2br75ZtOR4JKmTZvq66+/zlW766679Omnnyo0NNRQKgAAgl+BH1kHAJyf1NRURUREKDw8XLVq1TIdBy5KTk5Wenr6b78QSJLmzp2r8PBw9erVy2AyAADwZ2jIAaCAqVChglauXKnFixfnatyGDRumH3/80WAyuKFIkSI6fvy4du7cqbi4OElSdna2XnvtNVmWpREjRhhOCAAAfsPIOgBAy5cv1w033KDQ0FDt2rVLFSpUMB0JLpk9e7batm2r7Oxsp9a0aVN98skniomJMZgMAIDgwcg6AOCilStXTg888IA6d+6cqxkPtg9tC6LWrVvL7/erYcOGzsZvycnJKl26tKpXr8755QAAGERDDgBQhQoVNHXqVL3zzjtO7ejRo6pTp44++eQTGvMgsHTpUvn9fj355JMKDQ1Vdna2Nm/erPDwcC1ZssR0PAAACiRG1gEAf+qll17Syy+/rJo1a+rHH39kl+4gcvToUVWsWFEZGRmSmIQAAOBSXezIuifvIgEAAlnfvn3l9Xp14403Os14Tk6O0tLSVKZMGcPpcCmKFy+u9PR0vfzyy8rMzHTqr776ql544QUtWLBATZs2NZgQAICCgRVyAMB5+/DDD/XYY49p4MCBeu6550zHgct+e8ZckkqVKqWdO3cqIiLCYCIAAAIDm7oBAPLc3LlzdebMGfn9ftNRkAdKly7tfJ2WlqbIyEhWygEAyEM05ACA8zZ16lTNnDlTvXr1cmo///yzvv/+e4Op4JYDBw5oy5YtioyMdGpff/21LMvS008/bTAZAADBiYYcAHDeLMtSUlKSChUq5NSeeeYZNWrUSKNGjTKYDG5JTExURkaG3n//fYWE/N+vCW+88YbKli2rzZs3G0wHAEBwoSEHAFw0n8+ncuXKKTw8XK1atTIdBy7q3LmzsrOz1bp1a6d24MABVa9eXVdffbWOHj1qMB0AAMGBTd0AAJcsLS1NpUqVcq7HjBmjyMhIde7cmePSgkB2drYefPBBffLJJ7nqtWvX1urVqw2lAgAg/7jYTd1oyAEArtq3b5+qVq2q06dP6/PPP9cdd9xhOhJccvToUdWqVUt79uxxaqVLl9bkyZN16623GkwGAIBZ7LIOAMgXYmJiNGjQIN11111q2bKlU2dn9sBXvHhxpaSk6L333lNYWJgkKTU1Vbfddpuio6M1bdo0wwkBAAgsrJADAPKEbdvOudZZWVmqV6+ebr31VvXr109RUVGG08ENc+fO1SOPPKJDhw45tXvvvfcPo+0AAAQ7RtZ/RUMOAPnPrFmz1LZtW8XExGjbtm2Kjo42HQkuaty4sZYuXSpJOnjwoEqWLGk4EQAAlxcj6wCAfKtNmzb6/PPPNXbs2FzN+IYNGwymgluWLFmiAwcOqE+fPk4zvmnTJlmWpfvvv99wOgAA8i9WyAEARqxYsUL169dXq1atNHPmTHk8HtOR4CKv16usrCxJUkhIiKZNm6Z27doZTgUAQN5ghRwAEFBWrVolj8ej4sWL04wHoY4dOzpf5+TkqH379ipatKh27dplMBUAAPkLK+QAAGO2bt2qokWLqkyZMpLOHav18ccf67HHHnN28UZgu+GGG7R8+fJctfLly2v37t2cUQ8ACBqskAMAAk5iYqLTjEvSoEGD1KNHD547DiLLli3T8ePHFRMT49T27t2rQoUKaeTIkQaTAQBgHg05ACDfqFGjhmJiYvT444+bjgIXFStWTIcOHdKcOXMUEnLuVw+/369nn31WUVFRGjNmjOGEAACYwcg6ACBfOXXqlCIjI53radOm6ZtvvtGgQYNyrbIicH3yySd6+OGHdebMGadWqFAhpaWl8bMbABCQGFkHAASF3zfjPp9Pzz33nN566y1NmDDBYCq46b777tPp06fVrVs3p3b27FmVKFFCzz33nHJycgymAwDg8mGFHACQr33zzTcaPXq0Pv74YxUuXFiSlJGRocjISFmWZTgdLlVGRoYqV66sI0eO6LffSTwej26++WYtWrTIcDoAAM7Pxa6Q05ADAALOXXfdpVOnTmn8+PFKTEw0HQcuSE1N1b333qvFixc7tZiYGB06dMhgKgAAzg8j6wCAAmHXrl1atGiRlixZwgp5ECldurS+++47jR071qm99dZbBhMBAJD3aMgBAAGlcuXK2rp1q9577z1VrVrVqS9dulRnz541mAxueOKJJ2TbtiZPnqz27dtLOreXgGVZiomJkc/nM5wQAAD3MLIOAAh4+/btU9WqVRUbG6vFixerfPnypiPBRRUqVNDevXud6zvuuEOff/65wUQAAOTGyDoAoMDavXu3rrjiCpUtW1blypUzHQcumzZtmjwej3P9xRdfKCQkRC+//LLBVAAAXDoacgBAwGvUqJG2bt2qqVOnOs+V+/1+vfDCC9q3b5/hdLhUN9xwg7KySlfkngAAIABJREFUsvTmm28631/btvXSSy8pNDRUq1evNpwQAICLQ0MOAAgKkZGRqlixonP97rvvaujQoWrYsKH8fr/BZHBLjx49lJOTo6SkJKeWk5Oj66+/Xk2aNOH5cgBAwKEhBwAEpbp166phw4Z6/vnnc407B9veKQXRzJkzlZmZqdjYWKf27bffqlChQqpbt67BZAAAXBgacgBAULr++uu1ZMkSPf74405t5cqVatiwoZYtW2YwGdzg9XqVlpamAwcOOGfR27atVatWybIsLVy40HBCAAD+Gg05ACBoWZal0NBQ57pfv35avny5xo0bZzAV3FS6dGlt2bJFX3/9da5z6W+77TbdcMMNuXZnBwAgv6EhBwAUGO+//766deumV155xamdPHlS6enpBlPBDU2aNFFOTo5atWqlIkWKSJKWL1+uChUqKCoqSkePHjWcEACAPwqahtyyrB6WZW2StMJ0FgBA/lS6dGmNHz8+1znlAwYMUNWqVfXZZ58ZTAa3zJ49WydOnFDfvn0VFhYmScrIyFCJEiWUnJys119/XSkpKfL7/Zo+fbqmT58uv9+vlJQUvf7660pOTlavXr0M/y0AAAWFFWyb21iWVVTSiRMnTqho0aKm4wAA8jGfz6datWpp8+bNmj9/vm6//XbTkeCiI0eOqFy5csrMzMxVL1++vAYOHKguXbpIkiZOnKjBgwdr9+7dzmtmzpyZazd3AAD+l5MnT6pYsWKSVMy27ZPn+z4acgBAgZaZmanPPvtM9957r1O799571bp1az300EOSpOTkZM2ZM0ejR482FROXYMWKFapfv/5/ve/xeP5wNN7JkycVFRWV19EAAEGChvxXNOQAgEvx8ccf64EHHpAkNWvWTGXKlNGUKVMksWoayH6/4dv5CLbfjwAAeetiG3LPX78EAICCo06dOipfvrz27t2rr776yql3795dzZs3N5gMAAAEm6DZ1A0AADckJCQoJSVFkyZNcmqzZ89WRESEVqxg31AAAOAeGnIAAP6DZVlq165druuRI0eqRYsW2rNnj8FkuFz48AUAcDkwsg4AwF+49tpr9dRTTyksLEwVKlRw6n6/Xx4PP0rzu4s5Z75+/fqKiorShg0bFBcXlwepAABghRwAgL9UvHhxvf766xoxYoRT279/v6pUqaI333xT2dnZBtPhryxatCjXdUxMjKpVq+ZclypVSjExMX94X3p6uipWrKgOHTooJycnz3MCAAoeGnIAAP5EZGSkbNuWbduKjIyUlHun7rFjxyolJUUffvihQkL4cZqfJSUl6ZlnntFXX32l1157TatXr9amTZuc729qaqpWr16t1157TV999ZWeeOIJRUdHO+//6KOPVLJkSc2aNcvg3wIAEIw49gwAgIvg9/v17rvvqk6dOqpXr55T27FjhxITEw2ngxvmzp2rp556Srt27XJqlmVpzJgx6tGjh8FkAID8hnPIf0VDDgAw5e2331aPHj3Up08fDRkyxHQcuOSbb77RQw89pH379jm1YPv9CQBwaS62IWfGDgAAl6xevVrZ2dkqVaqU6ShwUZMmTbR3715de+21kqT4+Hjn3tGjR+Xz+UxFAwAEOFbIAQBw0ZIlS1S/fn2FhYVJktauXavdu3erdevWuZ5BR2A6deqUvF6v8/0NDw+Xz+fTbbfdpgULFhhOBwAwhRVyAADygcaNGzvNmm3bevLJJ9WmTRsNHTrUcDK4ITIy0vn+bt++3Vkd//LLLxUSEqK33nrLZDwAQIChIQcAII/4/X41btxYxYsXV8eOHU3Hgcvi4+PVu3dv59q2bT3xxBMqXLiwVq1aZTAZACBQMLIOAEAeO3XqlHN0miQNHDhQhQoV0tNPP61ChQoZTAa33H777fryyy9z1eLi4rRz506FhoYaSgUAuFzYZf1XNOQAgPxs9+7dqlq1qrKysrRgwQLddtttpiPBJadPn1aVKlWUmprq1EJCQtS3b18NHjzYYDIAQF7jGXIAAAJAXFycJk6cqIcffjhXM56RkWEwFdwQERGhAwcO6Pvvv1eRIkUkSTk5ORoyZIhCQ0P1j3/8w3BCAEB+wwo5AACGnT17VldffbVuvPFGjRo1SsWLFzcdCS744osvdP/99ys9Pd2plSpVSuvWrVNsbKzBZAAAt7FCDgBAgFq4cKF27typRYsWKTw83HQcuOSOO+7QyZMn1aJFC6eWlpamMmXK6PHHH5ff7zeYDgCQH7BCDgBAPrBixQodO3ZMt99+u1P75ptvdPPNN3N+eRDw+XxKSkrSggULlJ2d7dSvv/56rVy50mAyAIAbWCEHACCA1atXL1cznpycrFtuuUU33XQTK6lBwOv16vPPP9fhw4dzfZ9XrVqlJUuWGEwGADCJhhwAgHwoJSVFkZGRqlWrljwej+k4cEl0dLTmz5+vkSNHSpIKFy6sxo0bSzq3iv7dd9+ZjAcAuMwYWQcAIJ86cOCAwsPDnU3eUlNTNX78eD377LPOLt4IHnFxcdqzZ4+ioqK0Z8+e30YfAQABgJF1AACCTJkyZXLtuP7SSy9p4MCBevDBBw2mQl7Zs2ePJCk9PV3R0dHOyjkAIHjRkAMAECDuvPNOValSRX369HFqwTbpVpBt27Yt1y77S5culWVZ6tatm8FUAIC8REMOAECASEpK0pYtW3TDDTc4tQkTJuiee+7Rrl27DCaDG+Lj43X27Fl9/PHHCgn5v1/R3nnnHYWFhWnDhg0G0wEA8gINOQAAAeT3G7z5fD71799f06dP1+zZsw2mgpvuu+8+ZWdn65FHHnFqfr9fNWvWVN26dZWRkWEwHQDATTTkAAAEKK/XqwULFqhLly564oknnPqhQ4dynXWNwDRx4kT5fD7VqFHDqa1atUpRUVFKSEgwmAwA4BYacgAAAljNmjU1YcIEhYWFSTr3TPk999yj2rVr66effjKcDpcqLCxM69ev1/Hjx1WrVi2nvn37doWGhuqLL74wmA4AcKloyAEACCK7d+/WunXr9PPPP+faoR2BrVixYvrxxx/1ySefyLIsSVJOTo7uvPNO1apVSzt27DCcEABwMWjIAQAIIpUrV9a2bds0ffp0xcXFOfW5c+fq2LFjBpPBDffee69ycnL05ptvKjY2VpK0du1axcfHq1ChQkpJSTGcEABwIWjIAQAIMiVKlNCdd97pXO/cuVPt2rVTQkKCc9Y1AluPHj2UlpamV155xVkxz8zM1Isvvmg4GQDgQtCQAwAQ5I4dO6b4+HjVqVNH5cuXNx0HLurTp4/279+viIgIhYaG6oMPPnDujRkzxmAyAMD5oCEHACDI1alTR2vXrtWUKVNyraZ26dJFmzZtMpwOl6p06dI6deqU/H6/U7vnnnv01FNPybIsTZ482WA6AMD/Ytm2bTqDqyzLKirpxIkTJ1S0aFHTcQAAyJeGDx+u3r17Ky4uTjt27Mh1vjkCn9frVVZWlnNdpEgRbdy4Mde+AgAA95w8eVLFihWTpGK2bZ883/exQg4AQAGUlJSkNm3aaPDgwbmacc4vDw4+n081a9Z0rjMyMlSxYkWVK1dOPp/PYDIAwO/RkAMAUAAlJCRo1qxZ6tixo1P75ptvVL16dc2dO9dgMrhl3bp1On78uLMbuyTt379f4eHhGjZsmMFkAIDf0JADAFCA/fZMuSQNHTpUP//8s+bNm2cwEdxUrFgxpaWladmyZQoJ+b9f+/r06aNixYopOTnZYDoAAA05AACQJE2bNk0vvfSSBg4c6NQOHz6sgwcPGkwFNzRo0EDZ2dl6/vnnVbhwYUnnnnds1qyZwsLCtG7dOsMJAaBgoiEHAACSpKJFi2rw4MGKiYlxan379lV8fLw+/PBDg8nglmHDhun06dN67rnnnOkIv9+va6+9Vk8//bRycnIMJwSAgoWGHAAA/Cmfz6e1a9cqPT1dFStWNB0HLho+fLhOnjyp6Ohop/bGG28oOjpaEyZMMJgMAAoWGnIAAPCnvF6vli1bpq+//lqNGzd26l988YVWr15tMBncUKRIER07dkxbt25VkyZNJEnp6el67LHHZFmWBgwYYDQfABQEnEMOAADOW3p6uhISEnTw4EHNmzdPt99+u+lIcMnKlSt11113OXsGVKxYUbt37zYbCgACBOeQAwCAPHf27Fk1b95cCQkJuuWWW0zHgYvq1q2rtLQ03XjjjQoJCdG2bduce3/729+UkZFhMB0ABCdWyAEAwAXLyMhQkSJFJEm2batz585q2bKl7r///lxHqSHwffDBB+rUqZMkqUmTJvr6668NJwKA/IcVcgAAcNn81oxL0ty5c/XBBx/o4Ycf1r59+wymQl4YMmSI8/U333yjkJAQvfzyywYTAUDwoCEHAACXpHnz5ho8eLD69eun8uXLO/VTp04ZTAW3bN26VSNGjHAmH2zb1ksvvSSPx6Pk5GTD6QAgsDGyDgAAXLdr1y7VqVNHPXv21D/+8Q95PB7TkeCCDh066KOPPspVq1u3rpYsWSKv12soFQCYx8g6AADINyZNmqRjx45p2bJlCg0NNR0HLpk6dap8Pp/KlSvn1FauXKlChQrpySefNJgMAAITDTkAAHBd//79NX36dI0ePdoZdc7MzNT3339vOBkuVVhYmPbu3avNmzcrPj5e0rkx9jfffFOWZenxxx83nBAAAgcNOQAAcJ1lWWrXrp1q1Kjh1MaMGaNGjRqxkhokrrrqKm3btk1LlizRFVdc4dTffvtt1alTRykpKQbTAUBgoCEHAACXRVpamkJCQlSnTh3TUeCiRo0a6ejRo2rTpo1TW7NmjSpVqqT27dsrNTXVYDoAyN/Y1A0AAFw2mzdvVmJiokJCzq0JLF26VJs3b9bDDz/Ms+ZBICsrS4MGDdLw4cPl8/mcevXq1bVx40aDyQAgb13spm405AAAwIicnBzVrVtXa9as0aBBg9SvXz/TkeCS06dPq0OHDvrss88kSeHh4Tp79qzhVACQd9hlHQAABJScnBx17NhRlSpVyrURWLAtFhREERER+vTTTzV58mSFhoZqw4YNzr2kpCR98MEHBtMBQP7BCjkAADDK7/fnOqf8qaeeUlhYmPr166fo6GiDyeC21NRUlSlTRpIUGRmpbdu2OdcAEMhYIQcAAAHp9834rl27NHbsWI0aNUrr1683mAp54dVXX3W+PnXqlMqWLatrrrlG2dnZBlMBgDk05AAAIN+oXLmyPv/8c/Xu3Vs33nijU2en7uDw6quv6sCBA7mmGNevXy+Px6P27dsbTAYAZjCyDgAA8rX09HRVrVpV1113nd577z2VKlXKdCS4YN68eWrdurX8fr9TK1y4sBYuXKhGjRoZTAYAF46RdQAAEJQWL16sw4cPa9u2bbriiitMx4FLWrZsqaysLHXr1s2pnTlzRo0bN1aNGjV09OhRg+kA4PKgIQcAAPnaHXfcoY0bN2rSpEnyer2Szu3EPm3atFxnXSMwjR8/XrZt629/+5ssy5Ikbdy4USVKlFC5cuX4HgMIajTkAAAg36tataoaNmzoXM+ZM0f33Xef6tatm2vkGYHrvffe06lTp3KNq+/fv1/FixfXtGnTDCYDgLyTLxtyy7JmWZZ1zLKs6aazAACA/Mfn8yk2NlZ33HFHrl3aEdgKFy6sJUuWaP78+QoJOfdr6qlTp3TfffcpMTFRkydPNpwQANyVLzd1syzrFklFJHW2bfuCttxkUzcAAAqGkydPKiQkREWKFJEk7d69W8OHD9eAAQMUGxtrOB3csGTJEnXo0EF79uxxamFhYYyxA8h3gmpTN9u2v5aUbjoHAADIv4oWLeo045LUu3dvvfXWW3rssccMpoKbGjdurJSUFI0bN86pZWVlGUwEAO664IbcsqybLMuaY1nWfsuybMuy2vzJa56wLGuXZVlnLctabVnWjX/2ZwEAALilZ8+eqlu3rgYNGuTUsrOzlR+nAXFhunfvrvT0dF1xxRV68803nXrXrl3VpEkTc8EA4BJd8Mi6ZVktJTWStEbSDElJtm1/+rv790n6QNITkpZK6ibpUUnVbdtO+fU1qyWF/8kff5tt2/t/fU0TST3/amTdsqzw//izoiTtZWQdAICCx7ZtZ6duSRo1apRmz56t0aNH67rrrjOYDHnh99/rm266Sf3799f69euVlJSksmXL6tNPz/2K2qZNG+3fv1+zZs1SzZo1NWfOHI0ePdpUbABB6GJH1i/pGXLLsmz9sSH/QdIa27a7/662WdKntm2/cAF/dhOdX0M+QFL//6zTkAMAULD5fD5VqlRJBw4c0MSJE/XII4+YjgQXbd++XQkJCX96r1KlSurXr5+6dOkiSZo4caIGDx6s3bt3O6+ZOXOmkpKSLkdUAAVAvniG3LIsr6Q6kr78j1tfSmr4x3e44hVJxX73T/k8+vcAAIAA4vV6tXz5cr3wwgvq3LmzU+/SpYvmzZvnXCcnJ6tXr14mIuISxMfHy7ZtNW/e/A/3du/ere7dnbUhdevWLVczLulP3wcAl5urK+SWZZWVtE9SI9u2v//d6/rq3I7pief55y6QVFtSpKSjv/47Vp7ne9llHQAA/KkZM2aofftzw3ctWrRQTEyMpkyZIokV00CWlZUlr9d7Qe9hbwEAbrrYFfK8OrjzP/8PZ/1J7b+/2bZvdzcOAACAVLVqVUVGRurUqVOaP3++U+/evTsrpgEsLCzMdAQAuChuH3t2WFK2pNL/UY+VlObyvwsAAOCC1KxZUwcPHtSwYcOc2uzZs1W/fn0dP37cYDIAQEHkakNu27ZP0mpJt/7HrVslff/HdwAAAFxeERER6tGjh3NdqlQpPfLII0pMTNTevXsNJgMAFDQXPLJuWVYRSfG/K1W2LKuWpKO/Hms2StIHlmWtkrRMUldJcZLGu5AXAADAVZZlqWHDhoqNjVX58uwNG4jS09Mv+D1t27bVzJkz8yANAJy/i1khv17Sj7/+I51rwH+UNEiSbNv+RNIzkv4h6SdJN0m6w7btXy45LQAAgMuqV6+u7777TpMmTXJqGRkZat26tZYuXWowGc7XokWLcl3HxMSoWrVqznWpUqVUokSJXK+ZNWuWLMvSkiVLLktGAPgzl7TLen7ELusAAOBSDRw4UAMGDFCVKlW0ZcsWeTx5tQ8u3NKrVy+1atVK69evV1JSkuLi4nLdT0lJ0axZsxQVFaVHH33U2WXd5/OxKRyAS3axu6zTkAMAAPyHtLQ09evXTy1btnSOQrNtW6dPn1ZkZKThdHDD3XffraioKOfYu3//+9965JFH9Msvv6h48eKG0wEINDTkv6IhBwAAeWHu3Ll69NFHNWzYMHXu3Nl0HLgsJCTEWTWvV6+efvjhB8OJAASSi23I3T72zBjLsnpYlrVJ0grTWQAAQPAZP3680tLStHnzZtNRkAcKFSrkfL1ixQpZlqVevXoZTASgIGCFHAAA4Dz4fD69/fbb6ty5s/M7xr59+3TmzBnFx8f/xbsRCCZPnqxHHnlE2dnZTs2yLH300Ue67777DCYDkN8V+BVyAACAvOT1evXkk0/m+sD/2WefVfXq1fXuu+8aTAa3dOrUSX6/X0888YRTs21b999/v6677jqdOHHCYDoAwYiGHAAA4CL4fD4dP35cfr9fdevWNR0HLho7dqxs2841+fDTTz8pOjpa7du3N5gMQLChIQcAALgIXq9X8+bN07p161SrVi2nPnXqVH355ZcGk8Et27ZtU3p6uurUqePUZsyYIcuy9MADDxhMBiBY8Aw5AACASw4fPqyEhAQdP35cc+fO1Z133mk6Elyybt063XTTTbnG1mvWrKl///vfSkxMNJgMQH7AM+QAAACGhYWF6eGHH9b111+vFi1amI4DF11zzTU6fvy4HnvsMVmWJUlav369qlWrpoSEBG3fvt1wQgCBiIYcAADAJcWKFdOoUaO0bNkyhYaGSpJycnLUsmVLvfHGG8rKyjKcEJfqnXfeUU5OjkaOHKnChQvLtm1t375dCQkJ6tKli+l4AAIMI+sAAAB5aObMmWrXrp2ioqK0bds2lSpVynQkuMTn8+nqq692Vsc3b96sq666ynAqACYwsg4AAJAP3X333Xr77bc1bNiwXM14WlqawVRwg9fr1bZt2zR//nzdfffdTjOempqq0NBQjR492nBCAPkdK+QAAACX2aZNm3TdddfpkUce0ZgxY+TxeExHgosiIyN1+vRpSVJERITWrFnDxm9AkCvwK+SWZfWwLGuTpBWmswAAAPwvs2fPls/nU2pqKs14EKpRo4bz9enTp3XVVVfpyiuvZA8BAH/ACjkAAIAB3333ncqVK6cqVapIkk6dOqVFixapdevWzi7eCFwZGRlKSEhQampqrnrTpk311VdfGUoFIK8U+BVyAACAQHLTTTc5zbgkDR8+XG3atNHDDz9sMBXcUqRIER04cEArVqyQ1+t16snJySpatKgWLFhgMB2A/IKGHAAAIB8IDw9XoUKFdNddd5mOAhfVrVtXmZmZ6tu3r1NLT09XixYtVKFCBf3www8G0wEwjZF1AACAfGL//v0qU6aMM7K+YMECrV69Wr169VLhwoUNp4MbXnzxRQ0dOlQ5OTlOrWTJkkpNTVVICGtlQKBiZB0AACDAlS1b1mnGs7Ky9PTTT+vFF1/UiBEjDCeDW15++WX5fD41bdrUqR06dEjFihXThAkTDCYDYAINOQAAQD4UGhqqfv36qXbt2nr66aedenZ2tsFUcENoaKi++uorrVy50nm+PCMjQ4899piKFSumF1980XBCAJcLI+sAAAD5mG3buXZd79ixoyRp6NChKleunKlYcNGaNWt0//33a9u2bU6tfPny2rNnj8FUAC4EI+sAAABB6PfN+M6dO/Xhhx/qww8/1MGDBw2mgptq166tn3/+Wc8995xT69Wrl8FEAC4XGnIAAIAAceWVV2rFihUaPny4rrvuOqe+devWXJuEITANHz5cmZmZ6tKli/7+97879dDQUNWqVctgMgB5hZF1AACAAHb06FHFx8crPj5en332mcqUKWM6ElxUo0YNbdy40bnu37+/BgwYYC4QgD/FyDoAAEABtGbNGmVlZens2bOKjY01HQcu69atW67rgQMHyuv1Kjk52VAiAG6iIQcAAAhgzZs31/bt2/Xhhx8qNDRUkpSTk6OxY8cqPT3dcDpcqieffFK2batTp05OLSsrS82aNVORIkV09OhRg+kAXKqgacgty+phWdYmSStMZwEAALicSpUqpZo1azrXH330kXr27Kk6derI7/cbTAa3TJo0ST6fT9WrV3dqp06dUkxMjB5//HGDyQBciqBpyG3bHmvbdnVJ9UxnAQAAMCkmJkZVqlTR3/72N3k8HtNx4JKwsDBt3LhR27ZtU3h4uKRzx+K9/fbbCg8PV9euXQ0nBHCh2NQNAAAgCGVmZkqS07ht3rxZ//jHPzR06FBVqVLFZDS4ZMWKFbrjjjt05MgRp2ZZljZs2JBrJR1A3mNTNwAAADjCw8OdZlySevfurenTp6t3794GU8FN9erV0+HDhzVu3DinZtu2atSoofvvv19nz541mA7A+WCFHAAAoADYuHGjevfurdGjRyshIUHSuVX00NBQxtqDRJUqVZSSkuLsGxAaGqqKFStqx44dhpMBwY8VcgAAAPxXV199tebOnes045I0dOhQXXfddfruu+8MJoNbduzYofT0dN13332yLEvZ2dnauXOns/s+gPyHhhwAAKAA8vl8mjhxojZs2KDU1FTTceCSQoUK6eOPP9amTZtkWZYkqWnTpoZTAfhvaMgBAAAKIK/Xq59++kmjRo3SPffc49Q3bNjA2dZB4KqrrlJOTo7GjRunhQsXOvWwsDAVKlRI27dvN5gOwG94hhwAAACSJL/fr2uuuUapqamaPXu2GjdubDoSXNSrVy+99tprznW1atW0du1ahYWFGUwFBAeeIQcAAMAl2b9/v0JDQxUaGqoaNWqYjgOX9evXT0WKFHGuN2/eLK/Xqw4dOhhMBRRsNOQAAACQJMXFxenHH3/Ut99+q+joaKc+atQobdy40WAyuKF48eJKT09XcnJyrlXxjz76SJZlafz48QbTAQUTI+sAAAD4r1asWKH69evL4/Fo165dKl++vOlIcMmAAQM0cODAXLXExEQtXrxYJUuWNJQKCEyMrAMAAMB1JUuWVNu2bdWhQwea8SAzYMAA2bata6+91qlt3bpVsbGxio+Pl8/nM5gOKBhoyAEAAPBfVa5cWTNmzNCECROc2rFjx9SgQQN9+umnCrZpy4Lop59+UmZmpm666SantmPHDoWHh6tv374GkwHBj4YcAAAAf+n3zxy/+uqr+uGHH9SvXz9lZ2cbTAW3eL1effvtt9q+fbu8Xq9Tf+WVV5SQkKA1a9YYTAcELxpyAAAAXJA+ffqob9++Gj16tDwejyTJtm0dOnTIcDJcqipVqigzM1O9e/f+7XlYbd++XXXq1JHX69WqVasMJwSCS9Bs6mZZVg9JPXTuQ4ZENnUDAAC4fD766CN17dpVQ4YM0dNPP206DlwyYcIE9erVSxkZGU4tWPoHwE0FflM327bH2rZdXVI901kAAAAKmhkzZuj/t3fn0VFWef7HPzcJxRISCNIEDAQGwmKrgE1QXOAICohKK6O4IEx7mkVRnJFFHAbjhnaLiiyKMCq9KNIgYNAoKmpEQTgtoCQwIrImLCLKlmBCikru7w/g+SWINoRKbi3v1zl9rOdblapPFTRPvnXvc+/hw4dVWFjoOgqCaMiQITp06JAaNmwoSay+DgRZxDTkAAAAcOeNN97Q3LlzNXr0aK+2efNmpjhHgJiYGP3www/66quvtGvXLq+emJgoY4zGjx/vMB0Q3iJmyvoJ7EMOAAAQGvr27at33nlH06ZN03333ec6DoJo8+bNat26tXfs8/m0fPlyde7c2WEqwJ2on7IOAABa45mKAAAgAElEQVSA0OH3+9WgQQP5fD717t3bdRwEWVpamnr06OEd+/1+XXzxxUpOTq5wvTmAX8cIOQAAAKrMrl27lJKS4h2/+OKLSkxM1IABAxQTw9hQuDt69Kjatm2rbdu2Vahfdtll+vzzzx2lAqofI+QAAAAIOeWb8d27d+uBBx7QoEGD9P777ztMhWCpUaOGtm7dqm+++Ua1a9f26itWrFCdOnU0b948h+mA0EdDDgAAgGqRlJSkhx56SL1791afPn28emlpqcNUCIa2bduqqKhIzz33nGJjYyVJxcXFuu2221SnTh298847jhMCoYkp6wAAAKhW1loZYyRJgUBAl156qXr37q1x48YpPj7ecToEw9NPP63x48crEAh4tbZt2yo3N1c+n89hMqBqMGUdAAAAYeFEMy5Jb731llavXq0ZM2bI7/c7TIVgGjt2rI4cOaJ27dp5tY0bN6pevXqaNGmSw2RAaKEhBwAAgDP//u//rszMTL3wwgtKSkry6hs3bnSYCsEQGxurDRs2aNOmTWrTpo2MMTpy5IjGjBkjY4wGDx7sOiLgHFPWAQAAEFJWrVqlSy65RDfddJP+8Y9/KC4uznUkBMHGjRvVv39/rVu3zqstW7ZMV1xxhcNUQHAwZR0AAAARYeXKlTLGqHbt2jTjEeTENeS33nqrJCkuLq5CM87+5YhGjJADAAAg5Kxfv14NGjTQueeeK0k6ePCgFixYoDvvvJMmPUIcPHhQ9evXlyR16NBBubm5atWqlTZv3uw4GXDmGCEHAABAxLjgggu8ZlySJkyYoKFDh2rAgAEOUyGYTjTjkpSbmytJ2rJli4wxGjFihKtYQLWiIQcAAEDIS0tLU1JSEguBRai5c+dWWH1/+vTpiouL09/+9jd3oYBqwJR1AAAAhIWCgoIKv98tWLBAn3/+uR5++OEKK7QjfI0cOVJTpkypUIuPj9euXbtOTAcGQhJT1gEAABDRyjfjfr9fY8aM0ZQpUzRz5kyHqRBMkydPlrVWnTt39mo//fST6tevr7Zt2+rDDz/U1KlTlZ+fr0AgoAULFmjBggUKBALKz8/X1KlTlZ2drZEjRzp8F8Dpi5gRcmPMvZLu1bEvGdoyQg4AABDZlixZoueee05vvvmm6tSpI0kqKirybiO87d+/X2lpaTpw4MDP7mvRooUyMjK8SxhmzZqlCRMmaPv27d5j3nzzTfXr16+64iLKVXaEPGIa8hOYsg4AABC9fv/73ys3N1cTJkzQoEGDJEnZ2dnKysrS5MmTHadDZWzYsEHdu3fX999/X6Hu8/nk9/slHdtCLRAIVLi/oKBACQkJ1ZYT0Y2G/DgacgAAgOi0detWtWnTRqWlpZKkgQMHSpJmz54tiRHTcFd+0bfTEWl9DkIb15ADAAAgqrVs2VJr1qxR9+7dJR1rxE8048OGDdPVV1/tMh4A/AwNOQAAACJGhw4dlJ2drbffftur1axZU9nZ2SooOO1BKwCoFjTkAAAAiDg9evTwbterV08NGzbUueee6zARAPwcDTkAAAAiWk5Ojl5//XXvGuRAIKBHHnnkZ4uEIXQVFhae8c/UqFFDubm5VZAGCB4acgAAAES0hIQEtWzZ0jueNWuWHn/8cV1yySU/W5kboemjjz6qcNywYUOdd9553nFycrIaNmxY4TGBQEAdOnRQ8+bNdfTo0WrJCZypONcBAAAAgGCLj4//xVW2O3TooM6dO2vQoEGKi+PX4XDQr18/3X///erbt6/WrVunfv36KTU1tcJj8vPzlZmZqZYtW6p///4qKSnx6j6fT127dtVnn33mIj7wi9j2DAAAAFGnrKxM1lrFxsZKktasWaNRo0bpueeeU6dOnRynQzCsXbtWl156qY4cOVKhnpWVpeuvv95RKkQqtj0DAAAATlNMTIzXjEvS+PHj9dlnn2ny5MkOUyGYOnbsqOLi4p/9mfbt21ctWrTQtm3bHCUD/j9GyAEAABD1du7cqYcffliPPfaYmjVrJkk6fPiwYmJiVKdOHcfpEAxXXXWVli5dqrKyMq9Wv3597dixQ3Xr1nWYDJGAEXIAAACgkpo2baq//OUvXjMuSY899pjatm2rd99912EyBMvHH38sv99fYbr6wYMHlZCQoBkzZjhMhmhGQw4AAACcxO/366233tLOnTsVE8OvzJEiNjZWWVlZ+uabb1SjRg2vfs899yg1NVXLly93mA7RiH9dAAAAgJP4fD7l5ORo9uzZ6tOnj1dfuXKl8vPzHSZDMLRt21Z+v19z5sxRu3btJEk7duxQ165dFRsbqw8++MBxQkQLriEHAAAATsORI0d03nnnac+ePXr33XfVo0cP15EQJG+88Yb++Mc/6qeffpJ0bJ/zH374wXEqhBOuIQcAAACq0L59+9S8eXM1aNBAl1xyies4CKJbbrlF+/fvV0pKiiQpLy/Pu+/ll192FQtRgIYcAAAAOA0pKSn65JNP9M9//lPx8fFefdy4cVq2bJnDZAgGn8+nnTt3ylrrrayfnZ2tYcOGyRij++67z3FCRCKmrAMAAACV9Mknn6hHjx6KjY3V9u3b1bRpU9eREESpqanasWOHdxwXF6fFixerZ8+eDlMhFDFlHQAAAKhm559/vu6++26NGDGiQjNefq9rhK/8/HzddNNN3nEgEFCvXr1Ut25d7dmzx2EyRApGyAEAAICzZK2VMUaStGfPHl1xxRUaO3asBg8erNjYWMfpEAwdOnRQbm5uhdqtt96quXPnOkqEUMIIOQAAAODIiWZckqZNm6YtW7Zo1qxZFeoIbzk5Odq9e7dq167t1ebNm6eaNWvqf//3fx0mQziLmIbcGHOvMeZrSV+4zgIAAIDo9eijj2rKlCmaOnWqYmKO/bpdWlqqLVu2OE6Gs9WkSRMVFRXp9ddfV/369SVJfr9fd999t2JiYvTaa685TohwEzENubV2urX2t5Iudp0FAAAA0cvn8+m//uu/1KVLF6/2l7/8Re3atdNjjz3mMBmCZcCAATpw4IBeeukl+Xw+SccuW/iP//gP3XjjjSoqKnKcEOEiYhpyAAAAIFStWLFCgUDAG1VFZBg6dKhKSkrUpk0br/bWW28pKSlJDz30kPx+v8N0CAcs6gYAAABUg+zsbHXt2lU1atSQJOXm5mr37t265pprHCdDMPzwww+69957tWDBApXvsW688UZlZmY6TIbqUNlF3WjIAQAAgGpmrVX37t316aefauLEiRo7dqzrSAiS/Px89evXT19++aUkKTY2VoFAwHEqVDVWWQcAAADCxNGjR5Wenq7ExETddtttruMgiFJTU7VmzRrdddddkqRPP/3Uu2/8+PH6+uuvXUVDCGKEHAAAAHCkoKCgwu+sTzzxhOLj43Xvvfd6i4UhMhw+fFgJCQmSjjXtmzdv9i5fQPhjhBwAAAAIM+Wb8e3bt2vChAkaNWqUli5d6i4UqsSDDz7o3c7Pz5fP59OAAQMcJkIooCEHAAAAQkCzZs00ffp0DRo0SD179vTqxcXFDlMhWKZPn66PP/5YcXFxXu0f//iHYmJi9OyzzzpMBpeYsg4AAACEqJKSEl144YW68sorNXHiRCUlJbmOhCB48sknlZGRUWE19kaNGiknJ0eNGzd2mAyVxZR1AAAAIMK899572rRpk959912uN44g48ePV1lZmS699FKvtnfvXjVp0kTXXXedSktLHaZDdaIhBwAAAELUjTfeqGXLlumll15S3bp1vfrnn3+uSJvpGo1WrFihwsJCpaene7XFixcrLi5O3bp1c5gM1YWGHAAAAAhhV1xxha677jrveOnSpbriiit01VVXsb91BKhbt65WrVqlvLw8tWjRwqsvW7ZMTZo00apVq9yFQ5WjIQcAAADCyObNm1W7dm21a9euwgJhCG+pqanatm2bHnnkEa+2Z88eXXzxxbryyiu1ceNGh+lQVVjUDQAAAAgzO3bsUJ06dXTOOedIkr7//nvNmjVLI0eOVO3atR2nQzC8/PLLGj16tAoLC71aUlKS9u/f7zAVfgmLugEAAABRolmzZl4zLkkZGRkaP348+1pHkKFDh+rgwYO6//77vdqBAwccJkJVoCEHAAAAwtxVV12l1NRUjR492nUUBFFMTIwmT56snJwc1ahRQ+PGjfPue+qppzRmzBiH6RAMTFkHAAAAIsDRo0crbI02a9YsZWdn66mnnlKzZs0cJkNVMMZIkmJjY/XJJ5+oa9eujhNFN6asAwAAAFGsfDPu9/uVkZGhOXPmaP78+Q5ToSps3rzZu11aWqpu3bopOTlZRUVFDlOhMmjIAQAAgAjj8/n0zjvvaNCgQRoxYoRX37dvn8rKyhwmQzCkpaWppKREqampXm3v3r2Kj49X+/btHSbDmaIhBwAAACLQ7373O7366qvy+XySJGut+vfvr4svvljr1q1znA5ny+fzKS8vT5s3b1bdunW9+rp16xQbG6vZs2c7TIfTRUMOAAAARIFt27Zp9erVWr9+PWstRZBWrVqpsLBQM2fO9GplZWUaNGiQmjRpovXr1ztMh3+FhhwAAACIAi1bttSmTZs0b948NW/e3Ku///77Kig47TWoEKLuuusuWWv16KOPeusJ7NmzRxdeeKHi4+O1Z88exwlxKjTkAAAAQJRITk7WDTfc4B1v27ZNN9xwg1q3bq2dO3c6TIZgeeSRR1RcXFxhT/qioiKlpKToqaeecpgMp0JDDgAAAESpvXv3qnnz5mrfvr1SUlJcx0GQxMbG6vXXX1deXp5q1aol6dg09nHjxik5OVlTp051nBAn0JADAAAAUeqSSy7R+vXrNXv2bG9f65KSEg0fPlybNm1ynA5nKzU1VcXFxdq8ebM6duwo6diXMPfff79iYmKUk5PjOCFoyAEAAIAo5vP5lJyc7B0///zzmjlzpnr27KlAIOAwGYKlVatW+uqrr7R48WLvixdrrVq3bu04GWjIAQAAAHiuu+469enTR4888oji4uK8OvuXh78+ffqorKxMrVu3Vrdu3VSnTh1J0sqVK9WqVSv5/X7HCaOPsda6zhAUxph7Jd2rY18ytD106BDbOQAAAACVZK31RlOXLVum4cOHa9KkSerdu7fjZAi2GjVqeLMhhgwZopdfftlxovBTUFCgevXqSVI9a+1pb1sQMSPk1trp1trfSrrYdRYAAAAg3J1oxiXpiSee0P/93/8pMzPTYSJUlfKDtK+88oq3KByqXsQ05AAAAACqxty5czV27Fg9/vjjXm3//v3at2+fw1QIlkAgoLvuuss7Lisr08CBA1WzZk1t3rzZYbLIR0MOAAAA4FclJSVp4sSJatSokVf7n//5H6WlpWnevHkOkyFYZs6cKWutLr/8cq/m9/vVunVr3XTTTSotLXWYLnLRkAMAAAA4I36/X6tWrdLBgwd17rnnuo6DIFq+fLn27dunhIQEr/bmm2+qVq1aeuKJJxwmi0w05AAAAADOiM/n0xdffKElS5aoa9euXv2DDz7QunXrHCZDMDRo0EAFBQVau3atUlJSJB2b1p6RkSFjjCZNmuQ4YeSImFXWTzDGJEo6xCrrAAAAQPUpLCxUmzZttHfvXr333nvq1auX60gIkvnz52vgwIEVtkXr1auX5s2bp/r16ztMFjqifpV1AAAAAO4UFxera9euatmypa688krXcRBE/fv3V0lJiTp16uTVlixZot/85jfq06cP+5efBRpyAAAAAGetUaNGeuONN7R69Wr5fD5Jx7bTGjx4sBYuXKhIm5kbjVavXq2jR4/q7rvvVkxMjAKBgN5//33VrFlTo0ePdh0vLDFlHQAAAECVeOedd9S3b1/5fD5t2bJFTZs2dR0JQbJ3715dcMEF+uGHHyRJH374oa6++mrHqdyp7JT1uKqLBAAAACCaXXnllcrIyFBsbGyFZvzIkSOqVauWw2Q4W40aNdLevXv18MMP66233vKacb/frwYNGujDDz/UpZde6jhl6GOEHAAAAEC1ycvLU3p6uu6//37993//t2JjY11HQhA1bNhQ+/btkySlpKTo22+/VZ06dRynqnos6gYAAAAg5L3yyiv68ccf9fHHHysmhnYk0sTHx3u3d+3apfj4ePXu3dthotDG/wMAAAAAVJvHH39cr7/+uqZMmSJjjKRj05xXr17tOBmCIS8vT6tWrapwScKSJUtkjNGYMWMcJgtNNOQAAAAAqo0xRgMGDFD79u292gsvvKDOnTtr1KhRDpMhWNLT01VcXKwXX3zR+9JFkiZNmqRmzZppy5YtDtOFFhpyAAAAAE7l5+dLks4//3zHSRBMw4cPV1lZmXr16uXVdu7cqbS0NHXp0kWHDx92mC40sKgbAAAAAOdyc3N1/vnne4u8rVy5Ups2bdLAgQO51jwCHD16VLfccosWLVpUod6hQwetXbvWUargYVE3AAAAAGGrffv2XjNeVlam++67T3/4wx/05z//2XEyBEONGjWUmZmpvXv3qnXr1l49JydHTZs21dKlS92Fc4iGHAAAAEBIKS0t1S233KKmTZtq6NChruMgiH7zm9/o22+/1bRp07zry3ft2qXu3burXr16evLJJzV16lTl5+crEAhowYIFWrBggQKBgPLz8zV16lRlZ2dr5MiRjt9JcDBlHQAAAEBIOnr0qGrUqOEdjxo1SrVq1dK4ceOUkJDgMBmCJTMzU0OGDNH+/fsr1Fu0aKGMjAwNHjxYkjRr1ixNmDBB27dv9x7z5ptvql+/ftUZ9xdVdso6DTkAAACAkLdlyxa1adNGZWVluvnmmzV8+HD16NFDkpSdna2srCxNnjzZcUpUxok/08zMzAr1WrVq6ciRI5KkuLg4BQKBCvcXFBSEzBczNOTH0ZADAAAAkcdaq6ysLL3yyivKysqSJA0cOFAlJSWaP3++pNAaMcWZK79F2ukIpV6Whvw4GnIAAAAgchUWFurBBx/UjBkzKtTvvPNOTZs2LWRGTHHmaMgjAA05AAAAEPmysrL0+9//XpKUnJysvLw81axZ03EqnI1obMhZZR0AAABA2Dlx/bgkvfrqq14zbq3VokWLfna9MRCKaMgBAAAAhLXLL7/cu7148WL169dPXbp0oSkPI4WFhdXyM6GGhhwAAABAxCgsLFSDBg101VVXKS4uznUcnKaPPvqownHDhg113nnnecfJyclq2LDhr/5MOOIacgAAAAAR5cCBA4qLi/MWeMvLy9PkyZOVkZGhc845x3E6/JKRI0eqb9++Wrdunfr166fU1NQK9+fn5yszM1MXXnhhyG1zx6Jux9GQAwAAACjv9ttv19y5c3XDDTdo0aJFruMgAlW2IWcOBwAAAICINnjwYG3YsEGPPvqoVysrK5Mx5oxX9gaCiWvIAQAAAES0q6++Wl999ZU6duzo1aZNm6bevXtr/fr1DpMh2jFCDgAAACDilR8J9/v9mjhxovbs2aOVK1fqggsucJgM0YwRcgAAAABRxefz6fPPP9fo0aP1xz/+0avv2LFDJSUlDpMh2rCoGwAAAICoV1ZWpi5dumj//v2aO3eu0tPTXUdCGGFRNwAAAACopO3bt2vHjh06fPiwmjZt6joOogRT1gEAAABEvZYtW2rTpk1699131bhxY68+Z84cfffddw6TIZIxZR0AAAAATuHrr79W+/btVbt2bX3zzTdKSUlxHQkhiinrAAAAABBEgUBA6enpatKkCc04qgRT1gEAAADgFNq3b68VK1bo73//u1f76aefdPPNN2vVqlUOkyFS0JADAAAAwC+IiYmpcCnspEmTtHDhQt12220KBAIOkyESRMyUdWPMvZLuFV8yAAAAAKgigwcP1tatW3X99dcrLu5YO2WtVUlJiWrVquU4HcINi7oBAAAAwFlYvHixhg0bpmeeeUa333676zhwoLKLujGaDAAAAABn4fnnn9euXbv05Zdfuo6CMBMxU9YBAAAAwIXMzExNnz5dQ4YM8Wq7d++W3+9XixYt3AVDyGOEHAAAAADOQq1atTR69OgTU5YlSQ888IDatWunv/71rw6TIdTRkAMAAABAEPn9fu3Zs0d+v1/t27d3HQchjIYcAAAAAILI5/Ppo48+0po1a9SpUyev/sYbb2jp0qXugiHksMo6AAAAAFSx/fv3Ky0tTQcOHNB7772na665xnUkBBGrrAMAAABAiDLG6Pbbb9dFF12knj17uo6DEMEIOQAAAABUE7/fL5/PJ0my1uqGG27QtddeqyFDhigujk2wwhUj5AAAAAAQ4k4049Kx7dKysrI0ZswY/fjjjw5TwRW+ggEAAAAAB/r27avnn39e1lo1btzYq+/bt0/nnHOOw2SoLkxZBwAAAIAQsWHDBnXq1EnDhg3Ts88+yzT2MMGUdQAAAAAIcwsXLlRxcbG2bdtGMx4F+BMGAAAAgBDx0EMPqUuXLmrRooVXKyoq0qeffqprrrlGxhh34RB0jJADAAAAQAi5+uqrlZaW5h0/++yzuvbaazV06FCHqVAVaMgBAAAAIISVlZXJ5/OpV69erqMgyFjUDQAAAABCXH5+vpo1a+ZNWf/oo4+Uk5OjESNGqGbNmo7TobKLunENOQAAAACEuNTUVO92IBDQf/7nf2rDhg0qKipSRkaGw2Q4G0xZBwAAAIAwEhMTowceeEAXXnih7rvvPq9eVlbmMBUqgynrAAAAABCGrLUVVl2/8847FRcXpyeeeEKNGzd2mCz6sA85AAAAAESR8s34li1b9Oqrr2rWrFnauXOnw1Q4E1xDDgAAAABhrlWrVlq+fLk+/fRTpaene/UtW7aoZcuW7F8eopiyDgAAAAAR6MCBA0pLS9Nvf/tbzZ8/n2nsVYgp6wAAAAAAzxdffKEjR47owIEDatiwoes4OAUacgAAAACIQL1799a3336r2bNnKy7u2NXK1lq99NJLKioqcpwOEg05AAAAAESslJQUdezY0TueN2+e7rrrLnXq1EmBQMBhMkg05AAAAAAQNRISEtS8eXPdcccd3qg53KEhBwAAAIAocd1112nDhg0aM2aMV9u4caPuuOMO5eXlOUwWnfhKBAAAAACiSO3atSscjx07Vm+//baOHDmihQsXOkoVnWjIAQAAACCKPfbYYyouLtaf/vQnr+b3+xUXF6eYGCZVVyU+XQAAAACIYh07dtSSJUvUtm1br/b0008rPT1dK1ascJgs8tGQAwAAAAA8fr9fM2bM0FdffaX8/HzXcSIaDTkAAAAAwOPz+bR27VpNnDhRt956q1ffsGGDDh065DBZ5DHWWtcZgsoYkyjp0KFDh5SYmOg6DgAAAACEvUAgoI4dO2rv3r1atGiRLrvsMteRQkpBQYHq1asnSfWstQWn+3OMkAMAAAAAftXOnTsVCARUWlqq8847z3WciEFDDgAAAAD4VS1atNC6deuUnZ2tpKQkr/7888/r22+/dZgsvDFlHQAAAABwxlavXq3OnTvL5/Np69atSklJcR3JmcpOWWcfcgAAAADAGatfv76uv/561a9fP6qb8bPBlHUAAAAAwBlLS0tTVlaWZs2a5dUOHjyobt26afHixYq02dhVgRFyAAAAAECl+Xw+7/YzzzyjZcuWad++ferVq5fi4mg5fw2fDgAAAAAgKB544AH5/X717NnTa8attTpw4IAaNGjgOF3oYco6AAAAACAo6tevr2eeeUa9evXyavPnz1fLli314osvOkwWmmjIAQAAAABVZs6cOTp06JB+/PFH11FCDlPWAQAAAABVZuHChZozZ45uuukmr7Z161YVFhaqQ4cODpO5xwg5AAAAAKDKxMbGatCgQapTp45XGzlypC666KKon8ZOQw4AAAAAqDZ+v1+1a9dWbGysunfv7jqOUybS9oYzxiRKOnTo0CElJia6jgMAAAAAOIXt27erRYsW3vFLL72kpKQk3XzzzTLGuAtWCQUFBapXr54k1bPWFpzuzzFCDgAAAACoduWb8e+++06jRo3SLbfcovfff18jR45Udna2d392drZGjhzpIGXVYlE3AAAAAIBTiYmJGjNmjJYtW6bi4mJNmTJFU6ZM0R133CFjjGbPni1J6tatm/r16+c4bfAwZR0AAAAAEBKstTp8+LAefPBBzZgxo8J9w4cP18SJE5WQkOAo3S+r7JR1RsgBAAAAACHBGKOEhAS9+OKLSkxM1MSJEyVJb7/9tvr27es4XfAxQg4AAAAACDmHDx/2RsMPHz6s+Ph4x4l+GYu6AQAAAAAiRrittF4ZNOQAAAAAADjANeQAAAAAgJATHx+vSLvE+mSMkAMAAAAA4AANOQAAAAAADtCQAwAAAADgAA05AAAAAAAO0JADAAAAAOAADTkAAAAAAA7QkAMAAAAA4AANOQAAAAAADoRcQ26MaWaMWWqM+doYk2uM6e86EwAAAAAAwRbnOsApBCTdb61da4xpJOlLY8xia+1ProMBAAAAABAsIdeQW2u/k/Td8dt7jTH7JTWQREMOAAAAAIgYZzxl3RjTzRiTZYzZbYyxxpgbT/GYe4wx24wxR4wxa4wxXSsTzhiTLinGWrujMj8PAAAAAECoqswIebykHEl/lbTw5DuNMbdKmiLpHkmfS7pL0nvGmN9aa/OPP2aNpJqneO5e1trdxx9zjqRXJQ35tTDGmJonPVfCmb4hAAAAAACqm7HWVv6HjbGS+llrF5Wr/VPSl9ba4eVqGyQtstaOO83nrSnpQ0kvW2tf+xePfVTSIyfXDx06pMTExNN6HwAAAAAAVFZBQYHq1asnSfWstQWn+3NBXWXdGOOT1EnSkpPuWiLpstN8DiPpb5Ky/1UzftyfJdUr97+mp5sXAAAAAABXgr2oW0NJsZK+P6n+vaTGp/kcl0u6VVJuuevTB1lr153qwdbaEkklJ46P9fMAAAAAAIS2qlpl/eR58OYUtVP/oLXLFYL7owMAAAAAEEzBbnx/lFSqn4+GN9LPR7KAU/YAAAV4SURBVM0BAAAAAIhaQW3IrbV+SWsk9Tzprp6SVgTztQAAAAAACGdnPGXdGFNXUlq50r8ZYzpK2n98W7PnJL1mjFktaaWkYZJSJc0MQl4AAAAAACJCZa4hT5f0Sbnj547/9++S7rTWzju+h/jDkppIWi/pWmtt3lklBQAAAAAggpzVPuShyBiTKOkQ+5ADAAAAAKpDZfchr6pV1p0rKDjtzwAAAAAAgEqrbP8ZiSPkKZJ2us4BAAAAAIg6Ta21u073wZHYkBtJ50oqDNJTfiHp4iA9V3U8dzCeM0HHvtRoquB9jgg9Vfl3O9xFymcTyu/DZbbqfG3OIYhUofzvi2uR8tmE8vtwna26Xr+qXyfYzx+s5wvn80iCpN32DJrsiJuyfvzNn/Y3Ev+KMabsTK4BcP3cwXjOY99pSJIKq+q9w72q/Lsd7iLlswnl9+EyW3W+NueQ0Pz7h7MXyv++uBYpn00ovw/X2arr9av6dYL9/MF6vjA/j5xx3qDuQx6hpofZc1dlXkQW/q78skj5bEL5fbjMVp2vzTkEkYq/K78sUj6bUH4frrNV1+tX9esE+/ld/7mEpYibso6zd2Klep3hCoEAAHAOAQCcjWg7jzBCjlMpkfTY8f8CAHAmOIcAAM5GVJ1HGCEHAAAAAMABRsgBAAAAAHCAhhwAAAAAAAdoyAEAAAAAcICGHAAAAAAAB2jIAQAAAABwgIYcZ8wYk2mMOWCMWeA6CwAgfBhjmhljlhpjvjbG5Bpj+rvOBAAID8aYBGPMKmPMWmPMOmPMUNeZgoFtz3DGjDHdJdWV9Adr7c2u8wAAwoMxpomkZGvtWmNMI0lfSmprrf3JcTQAQIgzxsRKqmmtLTLG1JG0XlJna+0+x9HOCiPkOGPW2k8kFbrOAQAIL9ba76y1a4/f3itpv6QGblMBAMKBtbbUWlt0/LCWpFhJxmGkoKAhjzLGmG7GmCxjzG5jjDXG3HiKx9xjjNlmjDlijFljjOnqIisAILQE8xxijEmXFGOt3VHlwQEAzgXjHGKMqW+MyZG0U9LT1tofqyt/VaEhjz7xknIkjTjVncaYWyVNkfSkpIskLZP0njEmtdoSAgBCVVDOIcaYcyS9KmlYlaYFAISSsz6HWGsPWms7SPo3SQOMMclVnrqKcQ15FDPGWEn9rLWLytX+KelLa+3wcrUNkhZZa8eVq10paQTXkANAdKrsOcQYU1PSh5Jetta+Vs2xAQAh4Gz6kHL3zZCUba2dXx2Zqwoj5PAYY3ySOklactJdSyRdVv2JAADh4nTOIcYYI+lvOvYLFM04AEDSaZ9Dko0xicdvJ0rqJmljdeasCnGuAyCkNNSxxRG+P6n+vaTGJw6MMR9I+p2keGPMTh37dmtVtaUEAISi0zmHXC7pVkm55a4dHGStXVc9EQEAIep0ziFNJc06/uWukfSCtTa3+iJWDRpynMrJ1zGY8jVrbe/qjQMACCO/eA6x1i4Xs/MAAL/s184hayR1rPZEVYyTIsr7UVKpyo2GH9dIP/+2CgCA8jiHAAAqK2rPITTk8Fhr/ZLWSOp50l09Ja2o/kQAgHDBOQQAUFnRfA5hynqUMcbUlZRWrvRvxpiOkvZba/MlPSfpNWPMakkrdWxLmlRJM6s9LAAgpHAOAQBUFueQU2PbsyhzfLuyT05x19+ttXcef8w9ksZKaiJpvaSR1trPqisjACA0cQ4BAFQW55BToyEHAAAAAMABriEHAAAAAMABGnIAAAAAABygIQcAAAAAwAEacgAAAAAAHKAhBwAAAADAARpyAAAAAAAcoCEHAAAAAMABGnIAAAAAABygIQcAAAAAwAEacgAAAAAAHKAhBwAAAADAARpyAAAAAAAc+H9ifPgowqa2wgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\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": 12,
"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",
"
\n",
" \n",
" \n",
" \n",
" LxF | \n",
" 2.109998 | \n",
" 1.117344 | \n",
" 1.770541 | \n",
" 1.130174 | \n",
" 1.398593 | \n",
" 1.459872 | \n",
" 1.585554 | \n",
"
\n",
" \n",
" FORCE | \n",
" 1.803550 | \n",
" 1.058752 | \n",
" 1.424818 | \n",
" 0.994047 | \n",
" 1.264049 | \n",
" 1.354103 | \n",
" 1.598773 | \n",
"
\n",
" \n",
" HLL | \n",
" 1.271458 | \n",
" 1.218233 | \n",
" 1.018041 | \n",
" 1.023368 | \n",
" 1.120194 | \n",
" 1.259487 | \n",
" 1.649370 | \n",
"
\n",
" \n",
" HLL2 | \n",
" 2.018988 | \n",
" 2.466334 | \n",
" 0.904048 | \n",
" 0.650843 | \n",
" 0.872441 | \n",
" 1.026186 | \n",
" 2.194724 | \n",
"
\n",
" \n",
" WAF | \n",
" 2.016446 | \n",
" 2.483785 | \n",
" 1.021645 | \n",
" 0.705272 | \n",
" 0.891656 | \n",
" 0.858559 | \n",
" 2.275014 | \n",
"
\n",
" \n",
" KP07 | \n",
" 1.560495 | \n",
" 2.067524 | \n",
" 1.738482 | \n",
" 2.077667 | \n",
" 2.065662 | \n",
" 2.206142 | \n",
" 2.172162 | \n",
"
\n",
" \n",
" KP07_dimsplit | \n",
" 1.896522 | \n",
" 2.258217 | \n",
" 1.073543 | \n",
" 0.676780 | \n",
" 0.846475 | \n",
" 1.155170 | \n",
" 2.138188 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" 8 16 32 64 128 256 \\\n",
"LxF 2.109998 1.117344 1.770541 1.130174 1.398593 1.459872 \n",
"FORCE 1.803550 1.058752 1.424818 0.994047 1.264049 1.354103 \n",
"HLL 1.271458 1.218233 1.018041 1.023368 1.120194 1.259487 \n",
"HLL2 2.018988 2.466334 0.904048 0.650843 0.872441 1.026186 \n",
"WAF 2.016446 2.483785 1.021645 0.705272 0.891656 0.858559 \n",
"KP07 1.560495 2.067524 1.738482 2.077667 2.065662 2.206142 \n",
"KP07_dimsplit 1.896522 2.258217 1.073543 0.676780 0.846475 1.155170 \n",
"\n",
" 512 \n",
"LxF 1.585554 \n",
"FORCE 1.598773 \n",
"HLL 1.649370 \n",
"HLL2 2.194724 \n",
"WAF 2.275014 \n",
"KP07 2.172162 \n",
"KP07_dimsplit 2.138188 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Max | \n",
" Min | \n",
" Mean | \n",
" Stdev | \n",
"
\n",
" \n",
" \n",
" \n",
" LxF | \n",
" 2.109998 | \n",
" 1.117344 | \n",
" 1.510297 | \n",
" 0.326663 | \n",
"
\n",
" \n",
" FORCE | \n",
" 1.803550 | \n",
" 0.994047 | \n",
" 1.356870 | \n",
" 0.265059 | \n",
"
\n",
" \n",
" HLL | \n",
" 1.649370 | \n",
" 1.018041 | \n",
" 1.222879 | \n",
" 0.199257 | \n",
"
\n",
" \n",
" HLL2 | \n",
" 2.466334 | \n",
" 0.650843 | \n",
" 1.447652 | \n",
" 0.692941 | \n",
"
\n",
" \n",
" WAF | \n",
" 2.483785 | \n",
" 0.705272 | \n",
" 1.464625 | \n",
" 0.703906 | \n",
"
\n",
" \n",
" KP07 | \n",
" 2.206142 | \n",
" 1.560495 | \n",
" 1.984019 | \n",
" 0.222584 | \n",
"
\n",
" \n",
" KP07_dimsplit | \n",
" 2.258217 | \n",
" 0.676780 | \n",
" 1.434985 | \n",
" 0.599449 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Max Min Mean Stdev\n",
"LxF 2.109998 1.117344 1.510297 0.326663\n",
"FORCE 1.803550 0.994047 1.356870 0.265059\n",
"HLL 1.649370 1.018041 1.222879 0.199257\n",
"HLL2 2.466334 0.650843 1.447652 0.692941\n",
"WAF 2.483785 0.705272 1.464625 0.703906\n",
"KP07 2.206142 1.560495 1.984019 0.222584\n",
"KP07_dimsplit 2.258217 0.676780 1.434985 0.599449"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"from IPython.display import display\n",
"\n",
"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*nx)\n",
" conservation[i, j] = (np.sum(h_ref_downsampled) - 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",
"\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), 4)), columns=['Max', 'Min', 'Mean', 'Stdev'], 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",
" np.std(order[i,:])]\n",
"display(order_summary)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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1qHsXFRXRvXt3Zs6cSUxMTL09v6kJNDn2FfCrSq8rEmLXAl8cU0Qi0qiZ2eNm1gf4abBjERERERERORbjxo0jPDycDz74gMGDB5OYmMjw4cP56KOPyM3NZcqUKb65ycnJ3H///YwZM4YOHTpw7bXXArBixQoGDBhAq1atOO200/jmm2+qPWft2rWcf/75tG3blujoaH7zm9+wY8cO3/UhQ4Ywfvx4brnlFrp06cK5555bY7wDBw5kzpw5/PrXv6Zly5Z1/KfRdAWaHLsDmOacWwCEAjc55z4ExgBTDrdQRERERERERJo3M6OkpCQo/5kd3Ya3/Px8Fi9ezA033EDr1q39rsXExHDllVfy2muv+d1vzpw5nHTSSaxcuZK77rqLffv2ccEFF3DCCSewcuVKpk6dysSJE/3ulZeXx+DBg+nfvz9ff/01//znP9m6dSuXXXaZ37znn3+e0NBQli1bxpNPPhngn7zUJDSQRWb2uXPu58BE4EfgPOA/wCAzW12H8YmIiIiIiIhIE1NaWsqMGTOC8uw77riD8PDwI87buHEjZkbv3r1rvN67d28KCgrYvn07Xbt2BeDss8/2S3499dRTlJWVsXDhQiIiIujbty85OTlcf/31vjkLFizglFNOYfr06b6xhQsXkpCQwIYNG0hNTQWgZ8+ezJ49O6D3LIcXUHIMwJsE+20dxiIiIiIiIiIi0ihUVIw553xjp512mt+cdevW0a9fPyIiInxjgwYN8puzcuVKlixZQtu2bas948cff/Qlx6reW+pOQMkx51z7Q1wy4ICZ1V/XORERERERERFp1MLCwrjjjjuC9uyj0bNnT5xzrF27lhEjRlS7vn79eiIjI+nSpYtvrE2bNn5zjmYLZ3l5ORdeeCGzZs2qdi02NvaQ95a6E2jl2C4Ocyqlcy4HeA6418zKA3yGiIiIiIiIiDRBzrmj2toYTJ07d+bcc89l/vz5TJgwwa/v2JYtW3jppZcYPXq0X+VYVX369GHRokXs37/ft3758uV+c0455RTefPNNkpOTCQ0NeIOfHINAG/KPATYD04ERwEjv73OB64GngBuB2489RBERERERERGR4++xxx7jwIEDDBs2jE8//ZTs7Gz++c9/cu655xIXF8e0adMOu37UqFGEhIQwduxY1q5dy3vvvcfcuXP95owbN478/HyuuOIKVqxYQVpaGh988AHXXHMNZWVltYq3pKSEb7/9lm+//ZaSkhJyc3P59ttv2bRpU63fe3MSaHLst8CtZnaXmb1rZu+Y2V14GvRfbmbT8CTHRtdVoCLSODjnxjnn1gIrgh2LiIiIiIjIsejVqxdff/01PXr04PLLL6dHjx78/ve/Z+jQoXzxxRd06tTpsOvbtm3Lu+++y9q1axkwYABTpkyptn2yW7duLFu2jLKyMoYNG8ZJJ53ETTfdRIcOHQgJqV3aZvPmzQwYMIABAwaQl5fH3LlzGTBgAL/73e9q/d6bE3e0R5j6LXKuCOhnZhurjPcCVplZhHMuBVhjZhE13kREmjRvb8LCwsJC2rc/VJtCERERERFp6oqLi0lPTyclJYVWrVoFOxxp5A7392n37t106NABoIOZ7T7aewZaOZYDjK1hfCyQ7f19Z6AgwPuLiIiIiIiIiIjUu0A7vU0E3nDODQe+wtOcfyBwInCJd85A4LVjjlBEpB6tWrWKoqIiUlJSiI6OPmwzTREREREREWl6AkqOmdk7zrlU4DrgBMAB7wMjzCzDO2dBXQUpIlJfvvrqK3JzcwGIiIggOTmZlJQUUlJS6NSpk5JlIiIiIiIiTVytk2POuVBgCrDQzO6o+5BERI6fvn370rp1azIzMykqKmLt2rWsXbsWgPbt2/sSZSkpKeqdJiIiIiIi0gQF2pB/L3BSRZWYiEhVja0hf1lZGbm5uaSnp5ORkUF2dna1Y5M7derkS5QlJyfTpk2bIEUrIiIiItJ4qCG/1KX6aMgfaM+xj4AhwHMBrhcRaVBatGhBYmIiiYmJDB48mNLSUrKzs0lPTyc9PZ3NmzeTn59Pfn4+K1euBCA6OtqXLEtKSqJly5ZBfhciIiIiIiJSW4Emx94HZjjnTgJWAvsqXzSzd441MBGRYAoLC6N79+50794d8Hw6kZmZ6UuWbdu2ja1bt7J161aWL1+Oc464uDhfz7KEhATCwsKC/C5ERERERETkSALdVll+mMtmZi0CD0lEmoLGtq2ytvbt20dGRgZpaWlkZGSQn5/vd71FixYkJCT4Ksu6detGixb60igiIiIizY+2VUpdajDbKs0sJJB1ItL0OefGAeOAJv11ok2bNvTt25e+ffsCUFhY6KsqS09PZ8+ePWRkZJCRkcGSJUsIDw8nKSmJ5ORkunfvTnR0tE7CFBERERERaQACqhzzu4FzrcysuI7iEZEmoqlXjh2OmbFz505fc//09HT279/vN6d169a+LZgpKSl07txZyTIRERERaZJUOeYvIyODlJQUvvnmG/r37x/scBqdBlM55pxrAfwJuA6Ids6lmlmac+7PQIaZPRPIfUVEmgLnHF26dKFLly4MHDgQM2Pr1q2+qrLMzEz279/PunXrWLduHQDt2rXzJcpSUlIqvqCLiIiIiEiQZWdnM3XqVN5//3127NhBbGwsI0aM4O6776Zz587BDs/P008/zQsvvMD3338PwKmnnsr06dP56U9/GuTIGrZAG/JPAX4L3AY8XWl8NTABUHJMRMTLOUdMTAwxMTEMGjSIsrIyNm/e7EuWZWdns2fPHr777ju+++47ACIjI/2SZW3atAnyuxARERERaX7S0tIYNGgQqampvPLKK6SkpLBmzRomTZrE+++/z/Lly+nUqVONa0tKSggPD6+XuA5176VLl3LFFVfws5/9jFatWjF79mzOO+881qxZQ1xcXL3E0hQE2pB/E/AHM/vYObcH6OetHDsR+MLMIus6UBFpXJrztsraKi0tJScnx9fcPzc3l6pfm7t27epLlCUlJakcXUREREQajca8rXL48OF8//33bNiwgdatW/vGt2zZQo8ePRg9ejQLFiwAIDk5md/97nds2rSJt956ixEjRvD888+zYsUK/vCHP7Bu3TpOOukkpkyZwkUXXeS3rXLt2rVMnDiRTz/9lDZt2nDeeefx0EMP0aVLFwCGDBnCSSedRHh4OC+88AJ9+/blX//61xHjLysrIzIykscee4zRo0fXw5/Q8ddgtlUCccCmGsZDgLAA7yki0iyFhYX5El8ABw4cIDMz01dZtnXrVrZt28a2bdv48ssvcc7RrVs3X3P/hIQEwsL0pVdEREREGg8zo7S0NCjPDgsLO6p+v/n5+SxevJhp06b5JcYAYmJiuPLKK3nttdeYP3++735z5szhrrvu4s477wQ8p9xfcMEFnH322bz44oukp6dz0003+d0rLy+PwYMHc+211/Lggw+yf/9+Jk+ezGWXXcYnn3zim/f8889z/fXXs2zZsmofph9KUVERpaWlh6xuE49Ak2NrgDOBzCrjlwLfHFNEIiLNXMuWLUlNTSU1NRXwfEOrSJRlZGSwc+dOcnNzyc3NZdmyZbRo0YL4+Hhfgi0uLo4WLVoE+V2IiIiIiBxaaWkpM2bMCMqz77jjjqPa7rhx40bMjN69e9d4vXfv3hQUFLB9+3a6du0KwNlnn83EiRN9c5566inKyspYuHAhERER9O3bl5ycHK6//nrfnAULFnDKKacwffp039jChQtJSEhgw4YNvp8LevbsyezZs2v1Xm+//Xbi4uI455xzarWuuQk0OXYvsMg5F4enWuwi59wJwGjggroKTkRE8H0T7du3LwCFhYW+UzDT09PZvXs3mZmZZGZmsnTpUsLCwkhKSvIly6KjowkJCQnyuxARERERaVoqqrcqV6GddtppfnPWrVtHv379iIiI8I0NGjTIb87KlStZsmQJbdu2rfaMH3/80Zccq3rvI5k9ezavvPIKS5cubXTbWY+3gJJjZvauc+5yPCdWGnAf8B/gQjP7sA7jExGRKjp06EC/fv3o168fZkZ+fr6vqiw9PZ2ioiI2bdrEpk2e3e+tWrUiJSWF5ORkUlJS6NKly1GVkYuIiIiI1JewsDDuuOOOoD37aPTs2RPnHGvXrmXEiBHVrq9fv57IyEhfXzCg2kFaR7P9sby8nAsvvJBZs2ZVuxYbG3vIex/O3LlzmT59Oh999BEnn3zyUa9rrgKtHMPMFgOLa7PGeX4aSwayzeygcy4cGAm0BN4zsx2BxiMi0hw55+jcuTOdO3fmtNNOw8zYtm2b3zbM4uJi1q1bx7p16wBo27at30mYHTt2DPK7EBEREZHmxjlXbyc51pXOnTtz7rnnMn/+fCZMmFCtIf9LL73E6NGjD/vBc58+fVi0aBH79+/3rV++fLnfnFNOOYU333yT5ORkQkMDTtP4zJkzh/vvv5/FixfXutqsuQroT9059yzwIvCJHWUXOO+2y8VAApDmnDsPeAM4EXBAkXPuZ2a2MZCYRERqa+/evcyfP59NmzbRs2dPbrjhhhpLmRsT5xzR0dFER0dzxhlnUF5ezubNm33JsuzsbPbu3cvq1atZvXo1AJGRkb6qspSUlEb/ZyAiIiIiUlcee+wxfvaznzFs2DDuv/9+UlJSWLNmDZMmTSIuLo5p06Yddv2oUaOYMmUKY8eO5c477yQjI4O5c+f6zRk3bhxPP/00V1xxBZMmTaJLly5s2rSJV199laeffrpW/YRnz57NXXfdxcsvv0xycjJbtmwBPB+Q69/5hxZoSrIz8A9gp3PuVeBFMztSI/5ZwCrgQuAa4O/ARmAQnuTY68DdwG8CjElE5Kjt3buXX/ziF6xatco39vLLL/Pvf/+7SX3TCAkJIT4+nvj4eM4880wOHjxIdna2r6osJyeHgoICCgoK+OYbz5fxqKgoX6IsOTlZ/QlEREREpNnq1asXX3/9NVOnTuXyyy9n586dxMTEMGLECO65554jngLZtm1b3n33Xa677joGDBhAnz59mDVrFhdffLFvTrdu3Vi2bBmTJ09m2LBhHDhwgKSkJH75y1/Wunfw/PnzKSkp4ZJLLvEbv+eee5g6dWqt7tWcuKM9/rPaQuc6ApcBo/CcXPkDnmqyl80so4b524DzzOxb51wbYA9wlpn923t9EPCqmSUFFJCINCjOufZAYWFhIe3btw92OH7mzZvHli1bmDlzZrVrF154Ie+8804QogqOAwcOkJWV5assq/hkqYJzjtjYWF+yLCEhocGXv4uIiIhIw1JcXEx6ejopKSn64FWO2eH+Pu3evZsOHToAdDCz3Ud7z4CTY343cS4euAJPRVgvM6tWkeacKwJONLMs7+s9QH8z+9H7OgHYaGb6f4pII+acGweMw3OS7QkNLTk2b948br75Ztq1a8eePXtqnDN9+vSgNQcNtqKiIr+TMHfu3Ol3PSQkhISEBN82zPj4+FqVeYuIiIhI86PkmNSl+kiOHXOnN+dcGHAacDqeZvtbDzF1M5AIZHlf3wZsq3Q9Cig41nhEJLjM7HHg8YrKsWDHU9XIkSN55JFHSEtLO+ScmTNnEhYWxvjx45vdN++IiAj69OlDnz59AM83l4pkWVpaGrt37yYzM5PMzEz+9a9/ERYWRmJioq+yLCYmptal3yIiIiIiIsF0LNsqh+LZUnkx0AL4f8BLeJr0l9cw/wngazP7yyHudztwppn9KqCARKRBacjbKrOyshgyZAjp6el+46GhoaSkpLBxo+dckMTERKZNm8aoUaOU8MFzDHVBQYGvqiw9PZ2ioiK/Oa1atSI5OZnk5GS6d+9Oly5dDnt6j4iIiIg0faock7rUYLZVOudy8DTlX4wnIfaumRXX+kb+90wBis0s71juIyINQ0NOjoEnQdazZ09KS0sBT2+tzz77jDPOOINFixZx5513kpubC8CAAQOYPXs255xzTjBDbnDMjO3bt5OWlkZGRgYZGRkcOHDAb06bNm18VWUpKSlERkYGKVoRERERCRYlx6QuNaTk2O+BN8xM2yBFpEaNLTkGnqqn3//+99x6661ERUUxb948ZsyYwe7dnq+pw4YNY9asWfTr1y9YYTdo5eXl5OXl+arKsrKyOHjwoN+OOSfdAAAgAElEQVScjh07+p2E2a5duyBFKyIiIiLHi5JjUpcaTHIsUM651sCpQL6Zra1yrRVwmZm9cNwCEpF605CTY1lZWQwdOpS0tDTCwsIoLy+nrKzMdz00NJRRo0Zx2223ER0dzf3338/8+fMpLS3FOcfHH3/M0KFDg/gOGoeDBw+Sk5PjS5bl5uZSXu6/6z4qKsrX3D85OZnWrVsHKVoRERERqS9KjkldajDJMedcG+B24H+ArnhOpfMxs+41rEkFPsDTlN+Az4ArKrZROueigc1mpmPPRJqAhpocq5wY6969O0uWLAHwjbVu3Zr9+/f75s+ZM4eJEyfy448/MmXKFFavXs2qVasIDfWcZ2Jm6ql1lEpKSsjKyvJtw8zLq76LPjY21ldZlpiYSHh4eBAiFREREZG6pOSY1KWGdFrlX4DBwCIgD0+y60hmAavxnGzZEXgQWOacG2JmWYddKSJSR9566y2/xFhiYiIAS5Ys8SXIbrnlFjIzM3nrrbd8fcZ69OjBX/7iOU+kIjFWXFzMz3/+c6666irGjRunRM4RhIeH07NnT3r27AnA/v37fSdhpqens2PHDvLy8sjLy+Pzzz8nJCSE+Ph4X3P/uLg435+9iIiIiIhIXQm0cmwX8CszW1aLNVuBc8xsdaWxx4ELgKHAPlQ5JtJkNNTKMYB58+YxcuRIX2KsQlZWFm+99RY33XQTADk5OcTHx/uuX3vttSxfvpzJkydz+eWX89xzz/H73/+euLg4NmzYQERExHF9H03Nnj17/E7CLCws9LseGhpKYmKir7IsNjZWp4iKiIiINAKqHJO61JC2VaYD55vZulqs2Q2cXnWNc+5RYAQwCliq5JhI09CQk2OBKCoqIjExkZ07dwKQmJjIhAkTCA8PJyoqiksvvRSAsrIyli9fzs9//vNghtskFBQU+CXL9u3b53e9ZcuWvn5lKSkpREVFaYuriIiISAOk5JjUpYa0rfIu4D7n3G/NrOgo16zHs6XSLzlmZn90np9m3gkwFhGRehcREcHGjRtZsGAB8+bNIysriwkTJtClSxduvPFG8vPz6dSpEy+++CJjxozh/PPPZ+bMmfzkJz8JduiNVmRkJJGRkZxyyimYGdu3byc9PZ2MjAwyMjIoLi7mhx9+4IcffgCgTZs2vsb+KSkpREZGKlkmIiIiIsdkzJgx7Nq1i7/97W8BrX3++eerjW/cuNHXakQahkCTY7cCPYCtzrkMoLTyRTM7pYY1bwFX4OlT5sfMxjvnQoDrAoxHRKTeRUZG8qc//YkJEybw3HPPMXfuXNLS0rj77rspKytj6tSp5OTkEBoaynvvvcf777/PmDFjuO+++/y2Z0rtOefo2rUrXbt25fTTT6e8vJwtW7b4qsoyMzPZt28f33//Pd9//z0AHTp08FWVpaSk0K5duyC/CxERERFpbn75y1/y7LPP+o1FRUUFKRo5lEC3Vd5zuOtmdm/AEYlIk9DUtlXW5ODBg/z1r3/l0Ucf5e2336ZLly4AvP322yxYsIDFixcD0KpVKyZMmMDkyZMrSnyljh08eJDc3FxfsiwnJ4fy8nK/OV26dPE1909OTqZ169ZBilZERESkeanLbZV79+5l/vz5bNq0iZ49e3LDDTfQtm3bOoq0ukNVji1dupTzzjuPjz/+mDPPPBOABx54gBkzZrB69WpiY2OPqepMDq3B9BwTETmS5pAcO5TBgwfz6aefctZZZ7Fr1y6+++47ADp37szdd9/Nddddp5Mt61lJSQlZWVm+bZibN2+uNicmJsZXVZaUlKT/TURERETqyeGSGVX7yh7O3r17Offcc1m92nfOHyeffDIffPAB7du39/vw81D3bdOmTa1iP1yC67bbbuP1119n1apVZGRkcPrpp/PKK68wcuTII66VwDW45Jhz7lSgN2DAWjP75ijXjQYKzeztSmP/hyf4FwIOSEQajOaaHNu/fz9XXnklf/vb36j4+tq3b18KCwvJyckBoHv37syYMYNLL71UPbGOk/3795OZmemrLNu+fbvf9ZCQEOLi4nzJsvj4eEJDA+08ICIiIiKVHS6ZUVf/Hh48eDBLly71vY6KimLHjh3V5tU2B3K4BFdJSQlnnHEGvXr1Ys2aNQwaNIinn37ab+2LL77o956HDx/OG2+8UasYxF+DSY4557oCrwJDgF2AAzoAS4Bfm9n2Q68G51w5sN7M+lQaWw/00mmVIk1Dc02OVVi/fj1z5sxh0aJFlJZ62jLGx8ezb98+CgoKABg4cCBz587lrLPOCmaozdLevXv9TsLctWuX3/XQ0FASExN9zf27detGSEhIkKIVERERadyaanIMYO3atZx88skkJSXx3Xff+VWmjRkzhtzcXBYsWOAba9OmDbGxsbWKQfw1pNMqHwXaA33NbB2Ac64P8DzwCJ7G+4dkZtV+wjCzEwOMRUSkwTnxxBN55plnuPfee3n44Yd58sknycnJ4ZlnniEnJ4fZs2fz1Vdf8c477yg5FgRt27blJz/5ie800YKCAjIyMnzJsr1795KWlkZaWhoALVu2JCkpyVdZ1rVrV1X9iYiIiNSBvXv3HvXchx56iLvuuqva+J///GduvfVWv7GMjIxjDe2ofP755wDk5+eTn59fbdtmmzZtdDJlIxBo5VghcI6ZfVVl/KfAB2bWsY7iE5FGqrlXjlVVUFDAc889xx//+EdCQ0PZunUrV111FQMHDmTSpElERkayYcMG2rZtS7du3YIdbrNmZuzYscOXKMvIyKC4uNhvTkREBCkpKb4G/5GRkUqWiYiIiBxCXTXk37t3L7/4xS9YtWqVb6xfv378+9//rrem/IerHPvxxx/p378/jzzyCK+//jrFxcV8/PHHvh0H6jlWPxpS5VgIUFrDeKn32iE551qYWVml16cDLYEvzKyme4pII+KcGweM4whfC5qbyMhIJkyY4Pd6/fr1fPTRRzz66KNce+21fPHFF6xatYqXXnrJ18RTjj/nHFFRUURFRfHTn/6U8vJytm7dSlpaGhkZGWRmZlJUVMSaNWtYs2YNAO3bt/dVlaWkpCghLCIiIlIP2rZty7///e/jelolQGFhId9++63fWGRkJL/5zW8477zzuPrqqxk+fDg/+clPeOCBB5g0aVK9xiN1L9DKsbeBjsAVZrbZOxYHvAQUmFm1n+qcc7HAG8AZwDJgBLAION87ZSMwxMzyAngfItLAqHLs8A4ePMgbb7zBzJkzfadZOudwzvHhhx9y9tlnBzlCOZSysjJyc3N9lWU5OTmUlZX5zencubMvUZacnExERESQohUREREJvrqqHAuGMWPG8Pzzz1cbd84RExPD6tWr6dy5MwBvv/02l112GV9++SX9+/dX5Vg9aUgN+ROAt4GTgGw8p1UmAquB/zOznBrWvAD0AGYCVwIJQBme/mQheBJr35nZ+FoHJCINjpJjR8fM+Oc//8nMmTP59NNPAc832tmzZzNx4kQmTpzIoEGDuOiii7Rtr4EqLS0lKyvLlyzLy8ur1ug1JibG19w/KSmJli1bBilaERERkeOvMSfHpOFpMMkx32LnzgVOxHNa5Voz++gwczcDF5nZcudcJ2AHcK6Zfey9PhT4i5n1CDggEWkwlByrvS+++IJZs2bxzjvv8OWXX1JWVsagQYMAOP3005k7dy6/+MUvghylHElxcTGZmZm+ZNm2bdv8rjvniIuL81WWJSQkEBoaaJcDERERkYZPyTGpSw0uOVYbzrn9QKqZZXtf7wX6m9km7+tEYL2Zae+JSBOg5FjgMjIySE5OZs+ePcydO5fp06dz8OBBAC688EJmz57NiSfqgN/GYu/evX4nYRYUFPhdb9GiBYmJib7m/t26dfM1cRURERFpCpQck7rUYJJjzrlHgE1m9kiV8fFATzO7uYY1mcClZrbC+3omMNvM8r2v+wEfmVlUrQMSkQZHybG6UVxcTFxcHPn5+b4x5xxjx47lz3/+MzExMUGMTgKxa9cu3ymYaWlp1Y4vDw8PJykpyVdZFh0drS21IiIi0qgpOSZ1qSElx3KB/zWzlVXGTwHeMbP4Gta8DXxiZvMOcc9xeLZd/k+tAxKRBkfJsbqTn5/P448/zoMPPsiuXbt842FhYdxyyy3ceeed9X5Cj9QPM2Pnzp2+qrKMjAz279/vN6d169Z+J2F26tRJyTIRERFpVJQck7rUkJJjxcBJFVsiK433BL43s1r/bXfODQT2m9n3tQ5IRBocJcfq3r59+1i4cCHTp09ny5YtvvHo6GimTp3K2LFjCQsLC2KEcqzMjC1btvgSZZmZmZSUlPjNad++ve8UzJSUlIpv/iIiIiINlpJjUpcaUnLse+AJM3usyvgfgevNrE+tbyoiTYqSY/WntLSUV199lXvvvZeysjIyMjIASE5O5vXXX2fgwIHBDVDqTFlZGZs3b/ZVlmVnZ1NWVuY3p1OnTr6qsuTkZNq0aROkaEVERERqpuSY1KWGlBy7BngMmAN84h3+H+BW4GYze/owa+OBXWa2t8p4GDDIzD6tdUAi0uAoOXZ8lJSU8NRTT3HvvfdiZuTn53PRRRcxefJkJcmaoNLSUrKzs33Jss2bN1P1+3h0dLSvqiw5OZmWLVsGKVoRERERDyXHpC41mOQYgHPuemAK0M07lAFMNbMXDjE/FngbOBUw4CVgXEWSzDkXDWw2sxYBBSQiDYqSY8fXtm3buOqqq/jwww99Y9HR0UyfPp2rr75aPaqaqOLiYrKyskhLSyMjI4OtW7f6XXfO0a1bN19lWUJCgrbeioiIyHGn5JjUpQaVHPPdwLkoPL3C9tZw7efA12Z2wDn3PJAK/BHoCMwAHHCumRV4k2N5Zqbz60WaACXHgmPNmjXMmTOHRYsWUV5eDsCAAQOYMWMGw4YNC3J0Ut/27dtHRkaGr7Ks8imnAC1atCAhIYHk5GS6d+9Ot27daNFCn0mJiIhI/VJyTOpSg0yOHfbmzu0G+ptZmveEy5FmtsJ7rSXwGpCEZ0tmGKocE2kylBwLro8++ohrr72WLVu2UFxczLPPPsull14KoJ5UzUhhYaGvuX9aWhp79uzxux4WFkZSUpKvsiwmJkZVhiIiIlLnlByTulQfybH6rtKq/C/sDkBBxQszOwBcgmc75hKgaz3HIiLSbJxzzjmkp6eTk5PDrFmzGDVqFDNmzKBnz56MHTuW6dOnU1hYGOwwpZ516NCB/v37M2LECCZMmMD48eP51a9+RZ8+fWjdujWlpaVs2rSJDz/8kKeeeoo5c+bw+uuv89VXX7Fjx45q/cxEREREgmXevHlkZWVVG8/KymLevHn19twxY8bgnKv236ZNmwDIzs5m7NixdOvWjfDwcJKSkrjpppvYuXOn332GDBniWxseHk6PHj244447OHDgQLVnLlmyhPPPP5/OnTsTERFBnz59uPXWW8nNzQVg6dKlNcbknPM71V6OXn1Xju0B+nkrx74D7jWzN6vMCQXeAE4B4lU5JtI0qHKsYSkrK6N///58//33vrHWrVszfvx4JkyYQGxsbBCjk2AwM7Zu3erbgpmZmUlJSYnfnHbt2vka+6ekpNCxY8cgRSsiIiKN2bFWjs2bN4+bb76Z7t27s2TJEhITEwFPYmzo0KGkpaXx8MMPc9NNN9V16IwZM4atW7fy7LPP+o1HRUWRmZnJoEGDSE1N5f777yclJYU1a9YwadIkSkpKWL58OZ06dQI8ybHU1FTuu+8+SkpK+Oqrr7j66qsZN24cM2bM8N33ySef5IYbbuC3v/0to0ePJjk5maysLF544QXat2/Pgw8+yNKlSxk6dCg//PBDtZ+1unbtSkhI0+5W1Ri3VVZOjs3Cs8WyWtMbb4LsTeACJcdEmgYlxxqeAwcO8Pjjj3PPPfewd+9/20SGhYVx9dVXM3HiRHr16hXECCWYysrKyMvL8yXLsrKyKCsr85sTGRnp24KZkpKiLboiIiJyVI41OVY5CVaRIAOqjVUkzerSmDFj2LVrF3/729+qXRs+fDjff/89GzZsoHXr1r7xLVu20KNHD0aPHs2CBQsAT3Ksf//+PPzww755F198MRkZGaxcuRKAnJwcevTowQ033MBDDz1U7Xm7du2iY8eOvuRYQUFBs/zwsj6SY6F1HOPhTAEiarpgZgedcxcB8ccxHhGRZqVly5bccsstXHPNNcycOZMHH3yQ0tJSSktLeeqpp3j66aeZNWsWkyZNCnaoEgQtWrQgPj6e+Ph4zjzzTA4ePEh2drYvWZabm0tBQQEFBQX85z//ATyfTFY0909KSlIPEREREam1ffv2HfJaixYtaNWqFYmJiSxZsoQhQ4aQlpZGz549ASgtLSUlJYV//OMfREVFHdV96+rDvfz8fBYvXsy0adP8EmMAMTExXHnllbz22mvMnz+/xp6uq1atYtmyZSQnJ/vG3njjDUpKSrjttttqfGZzTIQdL/WdHPOVpZnZQeCQWTszKwMy6zkeEZFmr2PHjsycOZNx48Zxzz33+ErEzYwVK1awfft2oqKiKC4upmXLlmrQ3kyFhob6KsTAU3mYmZnpa/C/ZcsWtm3bxrZt21ixYgXOOWJjY31rEhMTCQsLC/K7EBERkYaubdu2h7x2/vnn849//AOAxMRE8vLyAE9SrEJ6ejq9e/dm8ODBLF261DeenJzMjh07qt0zkN1zf//73/3iHD58OBMnTsTM6N27d41revfuTUFBAdu3b6drV0+L9fnz5/OXv/yF0tJSSkpKCAkJ4fHHH/et2bhxI+3btz/qlifx8f71RXFxcfzwww+1fXtC/SfHavyJyjl3FlBkZl9XGjsNiDCzT+s5JhERARISEli4cCE333wzt99+O++//z5//etfWbx4Mbfffju5ubl8+eWX3H777YwcOZIWLbTrvTlr2bIlqamppKamAlBUVERGRoavsmznzp1s3ryZzZs3s2zZMkJCQkhISPAly+Li4vR3SERERBqloUOH+rZHgqf6rKbDASqrSMJV/qD5yiuvZMqUKezevZtZs2bRvn17Lr74Yr81tflg+rPPPqNdu3a+16Ghx3NzYNNSr39yZtbuEJeWAuuBPpXGFgGpgP7lLCJyHJ188sm89957fPzxx9x222385z//YcqUKbRt25a9e/dy6aWX0qtXLyZNmsTo0aNp2bJlsEOWBqDi5KQ+fTzfynfv3u2rKktLS2P37t1kZmaSmZnJ0qVLCQsLIykpydfcPyYmpsk3ixUREZEjq9wLt6rKH6xlZWURGxtLenq6rzq9Ylvle++9R1JSkt/ajIyMOouxTZs2vq2cFcLDw3HOsXbtWkaMGFFtzfr164mMjKRLly6+sQ4dOvju8+KLL9K3b1+eeeYZxo4dC0BqaiqFhYXk5eUdVfWYDkyqO0fdkN859w2VtkkejpmdcoR7JQGlZra50lg3IMzMtLVSpAlQQ/7Gqby8nFdffZVFixaxcOFCnnjiCR599FEKCgoAiI2N5eabb+a6667T/65ySGZGQUGBr6osPT2doqIivzmtWrXyJcpSUlLo0qWLtvCKiIg0UU21If+wYcNYs2YNGzduDKgh/3PPPccdd9zBjz/+SEREBNnZ2fTs2VMN+Y8g2A35K/9NaAXcAKwFvvCOnQH0BeYf6UY1JcAqJ8pERCQ4QkJCGDVqFKNGjQLg3nvv5cYbbyQ1NZV9+/aRl5fH5MmTKSgo8DtyWqQy5xydOnWiU6dOnHrqqZgZ27Zt8yXKMjMzKS4uZv369axfvx7w9BtJSUnxNfhvjv/QExERkZq99dZbNSbBlixZ4kuQvfXWW9x0003HNa7HHnuMn/3sZwwbNoz777+flJQU1qxZw6RJk4iLi2PatGmHXT9q1Cj+9Kc/MX/+fCZOnEhCQgIPPfQQ48ePZ/fu3YwePZrk5GRycnJ44YUXaNu2LQ888IBv/bZt2yguLva7Z+fOndX3NQBHnRwzs3srfu+c+wvwiJndVXmOc+5eIKHuwhMRkWBbu3Yt+/bto1OnTkydOpUFCxYwfvx43/V169YRFhZWrdRcpIJzjujoaKKjoznjjDMoLy9n8+bNvm2YWVlZ7N27l9WrV7N69WrAc3BERVVZSkrKYZv1ioiISNNWkfQaOXKkX3VYxSmWwUiMAfTq1Yuvv/6aqVOncvnll7Nz505iYmIYMWIE99xzD506dTrs+vDwcMaPH8/s2bO57rrraNu2LTfccAOpqanMnTuXkSNHsn//fpKTk7ngggu45ZZb/NafcMIJ1e75xRdfcMYZZ9Tp+2wOjnpbpd8i5wqB08xsY5XxXsDXZtahhjXnAZ94T63EOTcKuA3oBeThSbY9Uvu3ICINkbZVNi0VpxQOGTIE8Gy/nDt3LmPHjuWqq67igw8+4JJLLmHy5Mmccsphd9aLVHPw4EFycnJ8lWW5ubmUl5f7zYmKivJVlSUlJVU7Ml1EREQarmPdVilSWX1sqww0ObYFuMPMnq0yfjUw08yia1hTBsSa2Tbn3MXAa3i2YC4HTgHGA1eb2Su1DkhEGpzGnBz75JNPePfdd2vc5y8eL774Ir/5zW98R01XPjL6vPPOY/LkyQwdOlQ9pCQgBw4cICsry5cs27JlS7U5sbGxvqqyxMREwsPDgxCpiIiIHA0lx6QuBbvnWGUPAwucc6fiSW6Bp+fYNcB9h1hT+SekCcA0M7vH+/plb8JtAqDkmIgExZ49e7jtttt44oknADjrrLMYOXJkkKNqmBISEujXrx+rVq1i9+7ddO3ale7du/PVV1/xwQcf8MEHHzBw4ECmTZvGueeeG+xwpZFp2bIlvXr1olevXgAUFRX5qhfT09PZsWMHeXl55OXl8fnnnxMSEkJ8fLwvWRYfH+93upWIiIiIyOEEVDkG4Jy7DLgJ6O0dWgfMM7PXDzG/HIjxVo5tBYab2X8qXU8FVpiZOvCKNADOuXbAJ0AY0ALP1uena7G+UVWOffLJJ1xzzTVkZv73vJDdu3fTrl27IEbVsJWVlfHSSy9x5513kp2dDcCJJ55Ir169+PDDDykuLuapp57i2muvDXKk0tTs2bPH7yTMwsJCv+uhoaEkJSX5tmHGxMQQEhISpGhFRERElWNSlxrMtspAeJNjZwP5wDvAJWb2daXrJwJfmZl+EhVpAJxzLYCWZlbknIsAvgcGmtnOo1zfKJJjVavFKjteXx8bu/379/Poo48yffp0X5LirLPO4qSTTuKBBx7wfcN67bXXyMrK4g9/+EOD/jshjYuZsWvXLtLS0sjIyCA9PZ19+/b5zWnZsiXJycm+yrKoqCht+RURETmOlByTutQUkmPGf7dXTjCzeZWuXwHcaWZ9j0tAInLUnHOdgG+AU81sx1GuafDJsZqqxSpTcqx2du7cybRp03j88ccpKSkB4KqrruL+++8nPj6eE088kU2bNtGhQwfGjRvHjTfeSHR0tRaVIsfEzNi+fbuvqiwjI4MDBw74zWnTpo3fSZgdO3ZUskxERKQeKTkmdalBJMecczcAF+GpAHvCzD6pdK0Lnq2R3WtYl1RlaG/lChTn3GgAM3uhVgGJNFPOubOAScCpQCww0sz+VmXODd45scAa4GYz+6wWz+gI/AvPqbKTzOzxWqxVcqyZSk9P58477+Tll18GPEdU33LLLaSmpjJr1ixf8/5WrVpxzTXXcOutt9K9e7VvGyJ1ory8nLy8PF+iLDMzk4MHD/rN6dChg1+yTNupRURE6paSY1KXgp4cc87dCMwAngU6AJcC95rZDO/1aGCzmakLrkg9c84NB34O/Ad4kyrJMefc5cAi4AZgGfAH4HdAHzPL8s5ZCbSs4fbnmdnmSveKBv4fcJGZbT3K+Bp8cgygsLCQCy+8kM8+q54zPPXUU7n++usZO3ZsECJr/FauXMmkSZNYsmQJN998Mw899BDl5eW8/fbbzJw5kxUrVgD8f/buO67K8v/j+OtmOHGiIqBwcGvm1tyKCiZappmWk6zMHDlScaTZV81VApWFWqb9HJWllgmCCoq7XIlKLpayRIay17l+fxy544gLBDnA9Xw8fDw89zrXQYRz3vfn+lwYGRmxcuVKZs2aVcwjlsqCrKwswsPD1cqyW7duodVq9Y6pVauWGpRpNBoqVqxYTKOVJEmSpNJBhmNSYTKEcOwSulUmt91/3AXYDawTQix6lnBMURQTwCrnQ7skSU9PURRB3nDsFHBWCPFBrm2BwG4hxLwCPMe3gK8QYscj9pdHP2irAtwy9HAsx6OqyObMmcPKlSsBXSXZjRs3aNSoUXEMsUQSQuDl5cVLL72Eubk5AOfPnycgIABra2tWr17Nvn37OHToEL169QIgIyMDU1NTOc1Nei4yMjIICwtTw7LIyMg8x1haWqrN/W1sbChXrlwxjFSSJEmSSi4ZjkmFqSjCMZN8jsEOOJ7zQAhxQlGUPsBBRVFMAbd8Xi+3F9BVwMiqM0l6RoqilEM33XLFA7t8gK5PeQ0LIFUIce9+FVhP4NvHnDIP+KQAwzUIffr0ISAgABcXF779VvcyP/jgA8aNG6cec/HiRVq1akXHjh05efKkXP3uKSiKgpOTk/pYCMHMmTPx8/Nj/vz5eHl5ERgYSLNmzdRjFixYwJEjR3BxcWHw4MHy6ywVqXLlytGoUSM19E5NTVUb+4eEhBATE0NkZCSRkZGcOHECIyMjrK2t1cqyevXqYWKS37dTkiRJkiRJkiHJ77u5O0B9ICRngxDi0v2AzBewLryhSZL0DGqhC5ofnAIZDdR9ymvUA75XdOU7CvC1EOLCY45fDqzJ9bgKcOspn8sgVKlShW+++YZhw4axZ88eXF1d9fafO3cOExMTLC0t9QKbrVu30qpVK1q2bCmrnZ5Aq9Xi6OjIpUuXmDBhAgDNmzcnOzsbY2NjMjIy2Lx5MzExMQwdOpRmzZoxZ84cRo0aJat1pOeiYsWKNG/enObNm8HLvIMAACAASURBVAO6FW1zwrLg4GASEhK4efMmN2/exN/fHxMTE2xsbNSw7MGfD5IkSZIkSZLhy++0ym3AbSHE9IfsewHwA8wfNq1SUZSzT7h8RaCJ7FcmSfn34LRKRVGsgHCgqxDiRK7jFgBjhBDNHn6lQh1Tieg5ll/x8fHExcXRsGFDQFe2W6dOHdLT07l8+bL6gVp6vPT0dMqX/28W7siRIylXrhxLliyhXLlyfPnll6xdu5a7d+8CYG1tzcyZM3nvvfdks3SpWMXHx6tVZUFBQSQnJ+vtL1++PBqNBo1Gg52dHXXq1JGhuSRJklTmPY9plb6+vg+9wf2snJ2dSUhIYPduvbXPOHToEPb29sTHx3P+/Hn179WrV89zjcWLF7N7927Onz9fqGMrqwxhWuUKdFO18rhfQWYPDHvEuS2An4DgR+y3BJrkczySJD3cHSCbvFVidchbTSblQ40aNahRo4b6OC4ujv79+xMSEqI3NdDV1ZXo6GjeeecdGjduXBxDNWi5g7EbN27w008/IYTgp59+Ytq0acybNw8XFxfWr1+Pq6sr4eHhfPTRR0RGRrJ69epiHLlU1uX8DGjXrh1CCO7cuaNWlYWEhJCWlsaVK1fUVVkrVaqktxJmjRo1ZFgmSZIkSYUoMTGROXPm4OHhAUDPnj0ZMmRIMY9KKmnyFY7dn1L1yGlVQohLwKVH7L4InBJCPLRnkaIobYD38jMeSZIeTgiRcX8lSgdgV65dDsDvRfnciqJMBiYDZWJekUaj4ffffyc7O1v9wCuE4KuvviI4OJgOHTqo4VhmZiYmJibyg/EDGjZsyMmTJ5kzZw6HDx9m1apVfPfdd3z88cdMnTqVqVOnsmXLFtzc3Jg6dap63tWrVzE1NcXOzq4YRy+VZYqiULt2bWrXrk2nTp3QarVERUWpYVlYWBgpKSlcunSJS5d0b4+qVaumroJpZ2dXqiprJUmSJOl5e9iiWv369SvGEUklVYE/vCqKUl1RFEdFUUYrijI2158xjzjlKND0MZdMBPwLOh5JKmsURTFTFKXN/WAZwO7+Y5v7j9cA7yqKMl5RlOaKorgCNoBHUY5LCLFWCNEC6FSUz1MQM2bMwNfXt0iubWz834xwrVbLihUrePPNNxkwYIC6/ccff0Sj0eDu7l4kYyjJOnXqhJ+fH3v27KFFixbExcUxc+ZMmjVrxs6dO3n77be5cOECNjY26jmzZ8+mcePGjBo1igsXHtcOT5KeDyMjI6ysrOjWrRujR4/GxcUFZ2dnevXqha2tLUZGRty9e5fz58+ze/duXF1d+frrr9m7dy+XL18mJSWluF+CJEmSJD13ycnJJCcnk7vlU0ZGBsnJyaSnpz/02Lt37/LBBx/Qt2/fPKvN57TgyDlWq9Wq+zIzM4vwlUglWYHCMUVRXgHCAC/ga8D9gT95CCGmP6xXWa79N4QQ9gUZjySVUR2Ac/f/gC4MOwf8D0AI8TMwHVgEnEe32qSTECI076VKv127duHm5kbfvn354IMPSExMJCsri19//ZVff/2VrKysQnsuY2Njhg8fzvbt26lcubK6fc+ePYSFhZGUlKRu02q1HDt2TO+XdlmlKAqDBg3in3/+YcOGDVhaWhISEsLIkSPp1KkThw4dUo/NyMggIyOD7Oxstm3bRuvWrXFycsLf3x8hBO7u7oSFheV5jrCwMBlOSs+NsbExtra29O7dG2dnZ1xcXBg9ejTdunXDysoKRVGIjY3l9OnT7Nixg9WrV7Nu3Tq8vb25du1ang8EkiRJklQamZmZYWZmxp07d9Rtq1evxszMjClTpugdW6dOHczMzHjhhRfUaZSPotFoMDMzIzAwUN22adOmAo3xzz//VMeZ8yf3TXCp5Cvo2uNfABuB+UIIeZtTkoqBEOIQulUkH3fMN8A3z2VABi53ebWHhwdbt25l2LBh/PDDDwAsXbqUO3fuFHoDz9y2b9+Ot7c3bdu2VbedOHGC7t2707x5cy5duiSnXAImJia8++67vPXWW7i5ubFy5UrOnDlDnz59cHJyYuXKlbRs2RIvLy/OnTvHypUr2bFjB15eXnh5eWFra0toaChffvklfn5+arVZWFgY9vb2BAUFATBt2rTifJlSGVSuXDkaNmyoLuiRmppKaGioOg0zJiaGqKgooqKiOHnyJIqiYG1trfYrq1+/PiYmBX3rJkmSJElSQdnb2/Ptt/odok6dOsXo0aOLaURSYcvXapXqSYqSDLwohAgq/CFJklQaGOJqlU8TPG3bto0333zzuYVUW7duZfLkybz66qv8+OOP6vY1a9bQpk0bevbsWeY/DN++fZslS5bg4eFBVlYWRkZGXLp0SW8BhOvXr/P555+zadMm0tPTqVWrFnfu3KFBgwb4+fkBqMFYzrbcUzQlyRAkJSXpNfePj4/X229sbIyNjY0alllZWWFkVCbaO0qSJEkl3ONWF8xZ+blSpUrqe/CMjAy1X2/uhZxyjs3KymLevHl5AitAnZ6Zc2zFihXV35eZmZmYmprma+xytUrDUxSrVRY0HNsJ/CSE+CXfJ0uSVCaU1HAMIDg4GI1GU7SDySU9PZ27d+9Sp04dAKKjo7GyskKr1T73sRiya9euMX/+fJKTk/H09FS3Z2dnqz3foqKi+Pbbbxk1ahQDBgwgKCgIExMThBBkZ2fLYEwqURISEtSwLDg4WG9KNugq0TQajdrc38LCQlafSpIkSQbpcWHGs3hYQ/579+6pfccKgwzHDE9RhGNPXY6gKMqruR7uBVYritICCAD0utoJIf542utKklS6lIbVKhcvXoy7uztVqlR5LlUZ5cuXV4Mx0IVl48ePJzw8XC8YmzdvHrdv32batGm0atWqyMdlaBo3bsyOHTvIyMhQt0VHR9OlSxemT5/OpEmTqFu3Lp9++ikAfn5+NGrUSK/xamJiIh9//DGOjo44ODhgYWHx3F+HJD2t6tWr07ZtW9q2bYsQgjt37uhVlqWlpXH16lWuXr0K6O645wRldnZ21KxZU4ZlkiRJUqnWp08fAgICcHFxUavIDhw4wJAhQ4plPAEBAXmCuTZtdOunpaam5gnHzMzMaNSo0XMbn/RoT105pijK03aLFkII4ycfJklSaVaSK8cAqlatiqmpKWvWrGHs2LFFOKqnk52djaWlJTExMfj4+ODg4ADoysUfLDcvSz755BP+97//0bFjR06ePKkXZoaFheUJxx7Ut29fDhw48DyGKkmFSqvVEh0dTVBQECEhIYSGhub5Xq9ataoalNnZ2RnMz2JJkiSp7CmqyrHcfH192bNnT6H3EM5P5djDCCFYvHixegM3t169euktOiU9HYOZVlmYFEWxuD+OqGIdiCRJhcrQwrHExMQCjaNatWosXLiQiRMnUrFiRRRFKZZKDK1Wy+HDh/njjz9YtWqV2ivBzc2NxYsXM3fuXObOnfvcx1XcsrKy2LhxIy1atKB79+6A7t963759zJ07l6CgIPVrlZmZiaWlJa+99hqnTp3i7NmzjBgxgp9++gnQvXEZO3Ys7du3x9HRkebNm8uqG6nEyM7OJjw8XK0su3XrFtnZ2XrH1KxZUw3KNBqN3mq6kiRJklSUnkc4JpUdBhOOKYoyFvhZCJH+wPZywJtCiB8fck5NYAPQAfgT+BBYB4wHBHAKeF0IEZnvAUmSZHAMLRzbtWsXQ4cOBeDdd9/lu+++y9f5tWrVwsHBgdOnTzN//nycnZ2LYJT599prr/H777/z5ZdfMnXqVEDXwHTv3r28/PLLVKxYsZhH+PxNnz4dd3d3AKytrRkzZgyhoaF4e3sTFxen9h2rUKECSUlJNGjQAIDAwEBatGihXsfa2hpHR0ccHR3p168ftWrVKpbXI0kFkZmZSVhYmBqWRUZG8uB7PgsLCzUss7W1LbMVqJIkSVLRk+GYVJgMKRzLBiyFELcf2G4O3H7YtEpFUTYCHdEFYsOAeKABMAnQAu5AoBBiXL4HJEmSwTG0cAxgxowZvPLKK9jb27Njxw5WrFjBuXPnAGjbti1z586lRo0afPjhh/z777/qeUZGRmi1/80sf+2119i1a5f6WAhRbBVGWq2WkydP0rhxY2rXrg2Ap6cnAwcOpFGjRly9erXMVT/16dNHXaHyQeXKlSMjIwM3NzemTZumty86OpotW7bg4+ODv78/aWlp6j5FUVi1ahWzZs0q0rFLUlFJS0sjJCSEkJAQgoODuX1b7y0ciqJgbW2t9iyrX79+vlfzkiRJkqRHkeGYVJgMKRzTAhZCiJgHtrcG/IQQNR9yTgQwTAhx/P5UykigvxBi//393dBVo9XL94AkSTI4hhiOPS0hBH/88Qeff/45cXFxXL58GfgvJNu0aRPjxuly/LNnzzJu3DimTp3KhAkTinPYql9++YU5c+YwcOBA1q5dq26fPXs27du3Z/DgwaW+omzBggXs2LGDa9eu5dnXo0cPDh069NjFFlJTUzl69Cje3t74+PgQEBCAl5cXL7/8MgD+/v6sXr2a/v374+joSOPGjctcCCmVbElJSWpQFhwcTHx8vN5+Y2Nj6tevr1aWWVlZqavCSpIkSVJ+yXBMKkzFHo4pinIO3RTI1sAlICvXbmPADtgnhBj+kHOTgRZCiND7jzOAdkKIi/cf2wEBQgizpx6QJEkG54HVKpuWxHAst+zsbLZv387ChQsJCQkBYPz48Xh4eGBqakqXLl04efIkQ4YMYefOncU72FyEEKSkpKg9hYKCgmjYsCHGxsZERUWpUwSLs+qtqE2YMIENGzY8dJ+FhQUDBgzAyckJBweHhy65nVtERAQ1a9ZUf/m6uLiwatUqdb+tra0alPXp04caNWoU3guRpOcgISFBXQUzKCiIpKQkvf3lypXD1tYWjUZDgwYNsLCwKLU/OyRJkqTCJ8MxqTAVRThmks8x5CzP0AbwBnK/c8oAQoDfHnHuNWAQsFZRlAFAGuAIXLy/vz8QnM/xSJJkYIQQa9H9P68K3C3u8TwrY2NjRo8eTbNmzXB0dCQ+Pp6NGzfi7++Pi4sLFy/qfoS99NJL6jl37tzh1VdfxdnZmXffffexFUpFRVEUvWbb5cuXZ968ecTExOj1zho/fjyxsbEsXLiQjh07PvdxFqVHLYtdrlw5oqOj2bRpE5s2bcLExITw8HDq1KnzyGtZWVnpPXZ2dsbc3Bxvb2+OHj1KaGgo69evZ/369RgZGREYGEiTJk0K9fVIUlGqXr06bdu2pW3btgghiI2NVavKQkJCSE1N5dq1a2o1ZsWKFdUpmHZ2dpibm8uwTJIkSZKkEqug0yrHoZsCmfbEg/87ZxSwGV0AVg8YDXwJHEXXc2woMPP+B2tJkkq4kjyt8lHS0tLw8PDgs88+IyZGN6vc2NiYihUrcubMGTUM+eCDD/Dw8KBdu3acOXOmOIf8WGlpadSuXZukpCROnDhB586dAYiNjUVRFGrWzDNDvkRJSkqie/fu/PPPP+q21q1b4+vry/nz5/H09MTT0xNjY2MCAgLUY9577z2MjIz46KOPnirgSk5Oxt/fHx8fH7Xpf0REhBqKTp06lfDwcBwdHenfvz92dnaF/2IlqQgJIYiKilKDstDQUDIyMvSOqVKlihqU2dnZ5dyxlSRJkiRAVo5JhavYp1XmOVlR2gPN0U21vCyEOPeE47sDLwHHhRAnFEVpAcwFKgF7hBCbCzwYSZIMSmkMx3IkJSXh7u7OihUr1KlHf//9Nx06dCA5ORmNRkNCQgIODg6sX7+eevXqkZWVxbBhwxg8eDAjR440iFXhhBBcvnyZvXv3MmvWLDXM+d///seSJUtYsGABixcvLt5BPqOkpCS++eYbrl+/TqNGjZg0aRJmZvqz9xMTE6lSpQoAKSkpmJubk5aWRkBAAC1btgR0K1kaGxs/VW+xu3fvqsGAVqvFysqK6OhodX+jRo3UVTDt7e1L3f8PqfTLzs4mIiJCrSy7efMm2dnZesfUqFFDLyzLXckqSZIklT0yHJMKk8GEY4qi1AF+AnoDCYACVAP8gDcfbNQvSVLZU5rDsRxxcXF8+umnXL16FS8vLwCuXbtG165duXPnDqCbwvfOO+/Qvn173n33XWrVqsWtW7cMIhx7lBEjRvDLL7/oLTyQlJTE1q1bGTJkyGOnH5Z0mZmZHDhwgCNHjrBs2TI1CBs5ciTbt2+nYcOGODk54eTkRK9evZ64sIEQgtOnT+Pj44OPjw/Hjx8nK+u/dp3t27fn9OnTesfLqWlSSZOZmcnNmzfVsCwiIoIH31/WqVNHDcpsbW3lByNJkqQyRoZjUmEypHDsZ6AhMEYIEXh/Wwt00yavCyHeesy5ZkB7oC66irMo4KwQIulR50iSVPKUhXAsR+5Aw83NjRkzZgC6Hj4JCQkAmJqa0qZNG/r168dnn32mnjt9+nQ6duzIsGHDDCowu3r1KpaWlmpF1c8//8ybb75Js2bNCAwMLObRPX8jRoxg165dZGZmqtsqVqxInz59GDhwIAMGDECj0TzxOvfu3ePQoUNqWDZkyBBWrlwJ6KrWGjVqRPfu3dXKMhsbm6J6SZJUZNLS0ggLCyMoKIiQkBC9yknQ9US0srJSe5bZ2NhgampaTKOVJEmSngcZjkmFyZDCsbtAPyHE3w9s7wT4CCHyLPulKIoJ8AXwHlABXQN/BTBF15x/PTBbCJH54LmSJJU8ZSkcy23VqlXMnTtXr2qidu3aej3KxowZw/z588nKyqJFixYYGxsTGhqKtbV1cQ37iX7//XeWLl2Kg4ODGu4JIRg5ciRdunRh/PjxeaYrljaJiYn4+vqqvcpu3bqlt79FixZqVVm3bt0oV67cE6+ZmZmphgL79u1jwIABevtzFoJwdHSkV69epf5rLJVOycnJhISEqJVlcXFxevuNjY2pV6+eWllmbW2NsbFxMY1WkiRJKgoyHJMKkyGFY4lADyHE+Qe2twUOCyHyfBJWFMUdeB34CPAWQiTc314d3UqVq4GdQojp+R6QJEkGQ1GUycBkwAhoWtbCMYB///2X6dOn4+3trW5TFAVLS0siIiIAMDIyYujQoVhaWpKdnc3atf+tReLm5oa1tTWDBw9+qoDlecrOzlY/tJ4/f562bdtSoUIFYmJi1OAmIyPD4MZd2IQQBAQEqEHZ8ePH9XouValShd9//x17e/unvmZWVhZ//fWXWlV26tQptFqtun/NmjVqVWJGRgYmJibFshKqJD2ru3fvqs39g4KCSExM1NtvamqKra2tGpZZWFjI73VJkqQSrjDDseTkZPV9Z1JSUpH3tXR2diYhIYHdu3frbT906BD29vbEx8dz/vx59e/Vq+epFWLx4sXs3r2b8+fP59mXmZnJxx9/jKenJ0FBQVSrVo1+/fqxYsWKPCumSzpFEY6ZFHAsvoC7oihvCSEiABRFsQZcgYOPOGckMEII4Zt74/2Q7GdFUe6g62MmwzFJKsHurzi7NqdyrLjHUxyaNWvGvn37OHfuHFOmTOH48eMIIYiIiKBcuXLUr1+fGzdu8Ouvv6IoCr///rt67t27d1mwYAEpKSn4+/vTo0ePYnwleeWu5rC2tsbV1ZXY2Fi9iqbXX3+dmJgYXF1d6dKlS3EMs8gpikKrVq1o1aoVc+fOJT4+nv379+Pp6YmXlxcxMTG88MIL6vFbt27l8uXLvPnmm7z44osPvaaJiQldu3ala9euLF68mISEBHx9ffH29sbb25v+/furx27ZsoW5c+fi4OCAo6MjDg4O8s2TVGJUq1aNNm3a0KZNG4QQxMXFqVVlwcHBpKamcv36da5fvw5AhQoVsLOzU6dh1qpVS/bmkyRJkkqNlJQUzp49y8KFC2ndujXx8fFMnz6dV199Va83rVS0ChqOTQF+B0IURbmJrneYDRAAjH7EORWBO4+5Zuz9YyRJkkqFtm3bcuzYMY4dO8akSZOIjY0lPDycGzduULlyZaytrYmPj6dPnz7qOYmJiXz00UccP36c7t27q9t/++03jI2NGTRoECYmBf3RXbhq167N9On69zOSk5M5cOAAaWlpenfNbt68SUZGBg0bNnzew3wuatSowfDhwxk+fDharZbAwEC9hQu+//57/Pz8qFu3rhqO3bt3j/T0dGrXrv3Qa1avXp2hQ4cydOjQPM3N/fz8iImJYdu2bWzbtg2Ali1b0r9/fxwdHendu3epr96TSgdFUTA3N8fc3JwOHToghCA6OloNykJDQ0lLSyMwMFDtd2hmZqa3EubD7tBLkiRJJUdycnK+jst9fHJyMllZWaSnp1OlShW9xZIedV1DW0G5WrVq7N+/X2/bV199RadOnQgLC5M9aJ+TAn3CEkLcBNopiuIANEPXO+yyEOLAY07zA9YoijJKCKHXmVVRFAtgFbqKNEmSpFKlW7dunD9/nqysLLy9vVmwYAEXLlzg6tWrVK1alfT0dCpXroxWq2XgwIFoNBq+//57tTJCq9UyZ84cgoKC2Lx5M2PHji3mV/RolStXJigoiP3799O8eXN1u5ubG2vWrGHu3LksX768GEdY9IyMjPSqxgDee+89LCwscHJyUrf9/PPPvP/++3Tq1EntVdauXbuHTh97sEpm48aNTJgwAW9vb3x8fDh9+jQXL17k4sWLrFmzhpiYGMzNzQGIjY2lZs2astJGKhEURaFu3brUrVuXLl26kJ2dTWRkpBqWhYWFkZSUREBAAAEBAYAunM6pKrOzs5O9+SRJkkqYZ/m5bWFhof69V69eHDp0SH2s0WjUFeRzK0hrqeft7t27KIoibwA9R89UfiCE2A/sf+KBOpMAT+CWoigXgWh0FWd1gZbAZWDgs4xHkiTJUCmKgqmpKYMGDcLJyQl7e3v8/f25d+8eLVq04OOPP6Zt27YEBAQQHBys16ctLS2NN954g99++43XX39d3X7ixAni4uJ4+eWXDap5taWlZZ4ALy4uDmNjYzp16qRui4mJwcPDgzfeeINmzZo972E+V2+99RZvvaW/kPPly5cRQnDq1ClOnTrFJ598Qp06dRgwYABOTk44Ojo+8g2RqakpPXr0oEePHixdupTY2FgOHjyIj48PsbGxajAGMHToUK5evYqDgwP9+/enX79+em8kJcmQ5TTrr1evHj169CArK4ubN2+qYVl4eDjx8fHEx8dz7tw5QFfVmhOUaTQa2fhZkiRJemZ//vlnnhAvd7/ZwpSWlsbcuXMZOXJkmevdXJwK1JAfQFGUXsAsoDm6kCsQWC2EOPKYc4zQNd/vjC4UA4gCTqBb5VL7qHMlSSpZyupqlU8rOzubLVu28OmnnxIcHAxA3bp1ycjIYMyYMbi5uQG6O1uzZs1iyJAhdOvWTa/65+WXX8bb25slS5bw8ccfF8vryI+YmBiqVq1K+fLlAdiwYQMTJkygXbt2nDlzpphHVzzCw8PZt28fnp6e7N+/X68xubGxMV27dlWryl588cV8V3+lp6djYWHB3bv67f/atGmDo6MjgwYNMri+dpKUH+np6YSGhqoN/qOiovT25yyGkhOW1a9fX045liRJKgaPa6BekGmVDRo0ACA6Opry5csX6bRKZ2dnwsPD+fbbb/W2nzp1itGjRz9zQ/7cMjMzeeONNwgLC+PQoUPyc9QjGNJqlaOBH4CdwDF00yq7AkMAZyHEtnxfVJKkUkWGY08nIyODjRs3smTJEnUlS2tra27dugWAr68vffv2BcDe3p5FixbRq1cvAGbPns3mzZs5deqU+gbhxo0bBAUF0bdvX4Nf3c3Hxwd3d3f69u3LzJkzAV1o2LdvX3r06MHs2bPL1PdORkYGR48eVVfAzOmvlMPa2pply5Yxbty4fF03PT2dY8eO4ePjg7e3t96bsldffVVvQYirV6/SuHFjOQVTKrFSUlIICQlRK8tiY2P19hsZGVG/fn11Gma9evUMqvJWkiSptJKrVT45HMvMzGT48OEEBQXh6+urNxNA0mdI4VggsF4I4frA9pnAe0KI5g8/M891AgCn+z3MJEkqRWQ4lj+pqam4urqybNkyli5dyowZMwBd4/U1a9bg7e1NZmYmAN27d2fRokX069ePrKwsTE1N1etMnTqVr7/+mokTJ+a5u1US+Pv706tXL6pXr050dLRa4ZHzRqMshTbBwcF4eXnh6emJr68vqamp7Nixg2HDhgHw77//4uXlxcCBA2nSpMlTXzc6OpoDBw7g4+ODg4MDo0fr1tEJCgqiYcOG1KtXD0dHRxwdHenXr598YyaVaPfu3VOryoKCgrh3T/89sqmpKTY2NmplWd26dQ3+xoIkSVJJJMOxx4djOcHYtWvX8PPze+SCTZJOUYRjBe051gDY85DtfwCf5eM6GsD0SQdJklRyKIoyGZgMyE8X+VCxYkXmz5/PlClT9H7Bz5o1i7Nnz/Liiy/StGlT9uzZw9GjR3F0dKRz584sWrSIl19+WQ2NqlWrRrVq1RgyZIh6jYSEBM6fP0+vXr0MPlxq27YtW7duJS4uTm/q0+DBgwkPD2fz5s16q3iWZnZ2dkyaNIlJkyaRmprK4cOH6dq1q7r/l19+4ZNPPuHIkSPs3LlT3Z6WlvbYN50WFhaMGjWKUaNG6W2/dOkSFSpU4NatW2zcuJGNGzeiKAodOnTA0dGRMWPG0LRp08J/oZJUhKpWrUrr1q1p3bo1Qgji4+PVqrLg4GBSUlK4ceMGN27cAKBChQp6zf1r1apl8D83JUmSyprKlSsbbFP9gIAAqlSporetTZs2gO5m+IPhmJmZGRqNhmHDhnH27Fn+/PNPsrOz1TYBNWvWlO0AnpOChmM3gb7A9Qe2972/T5KkMkoIsRZYm1M5VtzjKWlyV9llZWWpH9hyVmZ76aWXaNy4Mb/++isnT57EycmJDh06sHDhQl555RWWLl3KvHnz9Pot/N///R8ffvghQ4YM0QtRDFGVKlUYOXKk3rZ79+5x7tw5kpKSdsO1uQAAIABJREFUsLW1VbcHBgZy9+5dXnrppXx/ePX19WXPnj24uro++WADULFiRV5++WW9bc2aNcPBwYHBgwer265du0br1q3p06eP2qtMo9E81XO88sorxMXFceTIEXx8fPDx8SEgIIC///6bv//+m/bt26vhWEREBMnJyTRq1EgGB1KJoSgKNWvWpGbNmrRv3x4hBLdv31aDstDQUNLS0vj333/5999/Ad0HsJygzM7Ojho1ahTzq5AkSZIMWc+ePfNsywnyrl69Stu2bfX29erVi02bNvHHH38A/wVpOfz8/Ojdu3fRDFbSU9BplR8AbsBG4Di6hvzdAWdgmhBi3VNexxN4RwgRme9BSJJk0OS0ysIRERGBi4sLW7du1btD1q9fP2xtbdm+fTspKSmA7pfpwoULee211/SmBS1fvpxly5axcuVKJk+eDIBWq+Wvv/4qULBUHJKTkzl+/DgODg7qtvfee4/vvvuO2bNns2rVqqe6TmJiInPmzMHDwwOAnTt36lXZlXTr1q1j4sSJetuaN2+uBmXdu3fP193HiIgIDhw4gLe3N2vXrlWnCSxevJhPP/0UjUZD//79cXR0pE+fPnK5calE02q1REZGEhQUREhICGFhYWRlZekdU716db2VMB+sDpAkSZIerjCnVUqSwfQcA1AUZQjwEbrVKuG/1Sp/f/RZkiSVFTIcK1xBQUHMmDFDvasEusbSo0ePpmrVqmzatImkpCSMjIy4cuUKjRo10js/MTERY2NjKlWqBIC3tzcvv/wyPXv25NChQyUiIHvQlClT2Lx5M7t371YXLQgNDeWLL75g+PDheaZf+vr6Mn78eEJDQ9Vt9+7dK1UfboUQXLx4UW3qf+zYMb1lxs3MzHBwcFDDMisrqwI9z4cffoiHh4faBw90348vvfQS/fv356OPPsqz3LkklTRZWVncunVLrSwLDw9Hq9VfWL127drqNEyNRqNXtStJkiT9R4ZjUmEyqHCsIBRFaQ20Aw4JIYIVRXmB/3oT7RJCeD+3wUiSVKRkOFY0Ll26xIcffoivr6+6rXz58owfP56KFSuSkpKi14j/6NGjdO7cGRMT/Vn033zzDbNmzWLChAm4ubmp269cuUKTJk1KTFiWlpaGqamputrc559/zuzZs+nduzd+fn6ALhicPXs269blLWo21H4VhSUhIYH9+/fj6emJl5cX0dHRevvbtGmDs7Mz06ZNy/e1k5KS8Pf3x9vbGx8fH3UaWvXq1YmJiVG/5/z9/alfvz52dnbP/oIkqRhlZGQQFhamVpZFRuad+GBpaalWltnY2Mg+MZIkSffJcEwqTAYZjimKYsYDjbcfNgBFUV4HfgYSgHLAEOBX4DSQDfQDxgohtj3TgCRJMggyHCta165dIyoqivnz53P06FFAt+ramjVrmDJlinpMs2bNaNiwIadPn87z75CQkEBGRgZ16tQB4Pr16zRu3JgOHTpw9OhRypcv/3xfVCE4duwY3333Hb1792bcuHH4+vry9ttvExYW9tDjS3s4lptWq+XcuXNqVdmpU6cQQjBp0iTWrl0L6CplfvrpJ/r375/vVZLCwsLYv38/9+7dU1dbFUJgZ2dHaGgojRo1wtHRkf79+9O7d2/5c0Eq8VJTUwkJCVEry+7cuaO338jIiHr16qHRaGjQoAHW1tZ5blRIkiSVFTIckwqTwYRjiqLYAV8DvYHcI1EAIYQwfsg5Z4CdQohliqK8CXwLrBFCLLm//yNgtBCi7YPnSpJU8shw7PkQQrB9+3ZGjx6NEIJKlSoxe/ZsZs6cyZEjRxg3bhydO3fmzz//1DvnYZVh27dv5+2338be3h4vLy91e2RkJJaWls/l9RQ2X19f3nrrLW7fvv3Q/QkJCTm/PMucmJgYvL29adGiBe3atQPgyJEj9OzZk9q1axMVFaXXu64g7t69yyuvvMKJEyf0ejeZmJjQpUsXxowZw3vvvfdMzyFJhiIxMVFvJcy7d/XXpDExMcHGxkatLLO0tHzm/2OSJEklhQzHpMJkSOHY8ft/dQei0TXkVwkhDj/knCSgpRAiRNF9KksH2gshAu7vbwD8I4QoPc1fJKkMk+HY8yOEwMvLi+nTp3Pt2jUAzM3N6dKlCz169OD111+nYcOGAISHh2Nvb8+MGTMYP358nuqw2NhY4uLiaNy4MaCbOmdlZUXz5s35448/sLCweL4vrhDExcXh7OzMnj178uwzNTXlzz//xNHRsRhGZnh8fHxwcXHhhRdeYMuWLYDu+6tjx460bNkSJycnHB0d8914/969e/j5+amrYF6/rlvseurUqXz55ZeAbsrali1bcHBwoH79+oX7wiTpORNCkJCQoBeWJScn6x1Tvnx5tV+ZnZ0dtWvXLjFT2iVJkvJLhmNSYTKkcCwJXbB1JR/nRAKDhBBnFEWpAcQCfYQQh+7v7wj8IYQomeUJkiTpkeHY86fVavntt99YtGiR2v8JYMWKFbi4uAAwb948VqxYAYC1tTVz5szhvffee2QT6YMHDzJgwABsbW25cuWKWuWQmJhY4hrZP6whv5GRETExMdSsWRPQvd6zZ8/y+uuv06BBg+IaarHLyspSp38FBATQqlUrdZ+xsTFdu3ZVm/q/+OKL+f5AHxQUxP79+2nXrh0dO3YE4NChQ9jb2wO6FTYdHR1xdHSkV69eVK5cOc813N3dGTJkCDY2Nnrbw8LC2LVrV4H6qElSURFCEBMTowZlISEhpKen6x1TuXJltbG/nZ0dNWrUkGGZJEmlhgzHpMJkSOGYH7BMCHEgH+f8H9AY+AoYAZgC1YG30VWerQNihBBv5HtAkiQZHBmOFZ+srCx++OEH5s6dy927dwkLC1NXJbx48SJ+fn6sWrWKW7duAWBhYcGcOXN4//33HxpCREdHExISwksvvQToPuS1aNGCWrVq8f3339OkSZPn9+KeUWJiIi4uLuqiBevXr9eb1jdixAh++eUX5s6dy/Lly4H/+pKV1Q+pGRkZHDt2TO1VdvnyZb399erVU4Oyvn37FniVyoMHD7Jw4UJOnTqltyJguXLl6N69O8uWLaNz586ALhibPn06DRo0wM/PTw3IwsLCsLe3JygoCDc3NxmQSQZLq9USFRWlhmWhoaF6U48BqlWrplaV2dnZlbgbEpIkSbnJcEwqTIYUjjUEPIAtwEUgM/d+IcSFh5xjcf/4zsAR4E1gGbrVKgVwAxgghLiR7wFJkmQwFEWZzH+r0DY19HAspy9Mq1atSl3vl/T0dM6ePUuXLl0AXf8nCwsLrK2tcXNzIzw8nOXLl6vN6mvXrs1HH33EpEmTHvsh7NKlS7Ru3ZoKFSoQERGh/vtmZGSUmJXZfH192bNnD66urnrbf/jhB7Zt28Znn32mVjT9888/DB48mJEjR/LZZ58Vx3ANSkhICF5eXnh6enLw4EFSU1PVfeXKlaNnz544OTkxbdq0Av2fio+Px9fXFx8fH7y9vdVKvzNnzqi90Xbu3MnEiROJiYlRAzJADcYeDM0kydBlZWURHh6uhmW3bt3SC4kBatWqpTb312g0j6z4lSRJMkQyHJMKkyGFY52BbYAm12bBYxryP+ZaDYBKwL9CiKwnHS9JUslQEirHhBCsX7+eqKgozM3Nsbe3p0WLFqW2Qiin2ibHiy++iLu7O0FBQXz22WcEBQUBULNmTWbOnMmUKVMe2aw+IiKCc+fOMXDgQHXb4MGDSUxM5PPPP1dDjNLg008/ZfHixbz22mvs2rVL3X7y5EnatGlTpt/gpaWlcfjwYfbu3cvevXvV76HmzZvrVZidPn2aF154Id8f5oUQXL9+nYMHDzJhwgQ1bHv77bfZtGmTepyRkRFGRkZkZWXJYEwqFTIyMggLC1OnYEZEROQ5pm7dumpVma2tbYm5OSFJUtkkwzGpMBlSOHYZCARW8fCG/KEPO0+SpLKjJIRj2dnZnDx5kmPHjqnVLxYWFtjb29OkSZNSF5IlJCSwZMkSvvrqKzIz/yv47dy5M19++SWBgYEsXbpUbepfvXp1pk2bxrx58/I07n9QbGwslpaWZGZmEhgYSLNmzYBHr4xZkqSkpLB//37Mzc3p3r07oPulW7t2bUxNTbl69ao6bbUsE0Jw7do1PD09qVy5sjpdNS0tDXNzc7RaLZcvX8bOzu6Zn2vNmjVs376d06dP59k3ffp0Vq5cKYMCqVRJTU0lNDRUrSyLiYnR229kZIS1tbUaltWrV0/tGyhJkmQICjMcy8rKYvfu3QC89tpr8uddGWRI4Vgy0FoIcT2f59UDPgC6AnXRhWrRwDFgnRDiZr4HI0mSQSoJ4ViO9PR0Tp48yYkTJ9QGydbW1vTp0wc7O7sSH+486Pbt2yxYsIAffviB7Oxsdfsrr7zCihUrOH/+PEuXLiUwMJCWLVvyzz//PNX0uLCwMHx8fHj33XfVbXPmzOGff/7hk08+oWvXrkXyeorD2bNnGTx4MJUrV9Zb/OC7774jKyuLoUOHUqdOnWIcoeEIDAzE0dERrVbLrVu31P9PCxcuJDU1FScnJ7p3716gMOv8+fN06NBB7/u4cePGXLlyRX2ekjTdV5KeVlJSkt5KmAkJCXr7TUxMsLGxUadhWlpalrrWAZIklSyFGY4dOHAABwcHAPbv30+/fv0KY4gP5eHhwezZs4mPj1dDuKSkJGrUqEHnzp05cuSIeuyRI0fo2bMnV65cUXvyfvbZZyxcuJBly5Yxd+5cvWtv2rSJt99+O89zbtiwQe/9tJSXIYVje4BNQojf8nFOd8ALuAn4oAvFFKAO4ADUR9dz7Fi+ByRJksEpSeFYjpSUFI4fP86pU6fUxsgajYY+ffpQv379Yh5d4bt16xazZs3il19+UZvOGxkZ4ezszIIFCzh9+jTVqlWjf//+gO7rs3LlSiZPnvxUwU9WVhZWVlbExMSwZ88eBg0aVKSv53kTQhAVFYWlpaX6uGHDhgQHB7Nz506GDBkC6Bpvl/UPpQ9+rbKzs6lbty537twBwMzMDAcHB5ycnBgwYADW1tZPvGbu5vumpqYAZGZmYmFhwV9//YWNjQ0pKSnq/+GxY8fi6Ogo7y5LpVJ8fLw6BTM4OJikpCS9/eXLl8fW1latLKtTp06pu/EjSZJhe9ZwTAhBSkoKANOmTeP7778H4J133sHd3R2ASpUqFfrPtitXrtCsWTNOnDihLgzk5eXFhAkTiImJIS4ujkqVKgGwZMkSPDw8CA8PV89v3Lgxw4YN47fffuPq1at61960aRPTpk3jypUreturVasm+0o+gSGFYxOAj4GNQAB5G/L/8ZBz/gaOCiFmPOKarkB3IUTHfA9IkiSDUxLDsRxJSUkcOXKEM2fOqBUpjRo1ok+fPuqH+9Lk+vXr+Pv7s3v3bvbs2QPoQrIxY8bg7u6u9h1zdXVl5syZtGzZkgsXLjzVm48bN26wbds25s+fj7Gxrh3l999/z+7du5k1axa9evUquhf2nGVkZODq6oqnpydeXl7qG6UNGzbg7u7OtGnT9FbGLMsyMzPZvXu3+rWKjo7W29+6dWt1BczOnTvnCbRyB2OPa8h/9uxZNaQE3bTpUaNGMW7cOFq1alX0L1SSioEQgjt37qhVZSEhIaSlpekdU6lSJb2VMGvUqCHDMkmSitTjwozk5ORHnmdsbEyFChUIDg6mQYMGj32O3K09Hnfdh63O/jjW1tZMnTpVrfxycXEhOTkZPz8/3N3d1cq1vn37YmlpyZYtWwA4fPgwo0aNIjg4GI1Gw/bt2+nZs6d63U2bNjF9+vQ81b/SkxlSOKZ9zO6HNuRXFCUVaCOEuPKQc1AUpRlwTgghI1JJKgVKcjiW4+7du/j7+3Pu3Dm1sqp58+b07t271E6ZO3nyJM7OzuodrIkTJ/LJJ59Qt25dDhw4wPz585kwYYJa6p2RkUFMTMxTVfrkaN++PWfPnmXNmjXMmPHQ+yWlyqBBg9i7dy/Lli1j/vz5gK5y6ujRo3Tr1q3MVzJptVrOnTvH3r178fT05K+//iL3e5Pq1avTv39/nJycGDp0KGZmZuriEg82388dmrm5ufHhhx9y7tw5Nm/ezLZt29RKNdAFcB4eHupdYEkqrbRaLVFRUWpYFhYWptd3EqBq1ap6YVlJ/b0tSZLhelyY8bhw3snJib1797JlyxbGjBnz2Odo1qwZgYGB6uPatWvr/e7Pkd8MZNSoUdy5cwdvb28AOnXqxJw5c/D19aVGjRosW7aMjIwMqlevzldffcU777wDwNixY7GwsGD16tXMmjWLmJgYNm/erF5XhmMFZzDhWEEoihIELBFC/PCI/W8DC4UQj4+DJUkqEUpDOJYjLi6Ow4cPc+HCBXXbiy++SO/evalZs2YxjqxonDlzhgkTJnD27FkAKlasyJQpU6hTpw4TJ06kYsWKelVgkyZN4p133mHu3LlPtULglStX2LBhA/PmzcPc3BzQ3Vlzd3dnypQp9OnTp+heXDGIj49n7969dOvWTW1Gn9OTolGjRly9elVWbOQSExODt7c3np6e7Nu3j/j4eHVfZGQkdevWBWDZsmWMGjWKWrVq8c0333D9+nUaNWrEK6+8go+PD9OmTdO7bkZGBvv27WPz5s3s2bOHzMxMbty4od6FDg8Px9zcXK6gJZV62dnZhIeHExQUREhICDdv3kSr1b/vbW5urvYr02g0aiWsJElSQT1rOJaens4XX3zBggULHnlsjx498Pf3Vx8XVji2YcMGZsyYQUJCAqmpqdSsWZPw8HD8/Pz48ssvOXbsGP7+/vTq1Ut9b3Hv3j0sLS05fvw4rVu35vz583Tr1o3IyEj1s1FOz7HclWxmZmZERUXla3xlkUGHY4qiVBdCPDLyVBRlEuAKbAD2898ql3XR9Rx7F5guhPAolAFJklSsSlM4luP27dscOnRIvSOlKApt27alZ8+e6tTD0sTX15cFCxZw8uRJdZu5uTkRERFqg3NnZ2f1DpipqSnOzs7Mmzcv3ysSjhgxgl9++YWJEyfy7bffFt6LMFA//fQTU6ZMYcCAAfzf//2fuv3jjz+mWbNmDBkyJN8l/6VRVlYWf/31F56enoSGhup9rRwcHDh//jxVq1YlKChI3d66dWuOHj2KmZnZI68bGxuLn58fw4YNU7cNHjyYw4cPM2LECMaNG0eXLl1kaCmVCZmZmYSFhamVZZGRkXk+OFpYWKhVZba2tk9cwViSJOlBzzqtMue4R/1+j46OpkqVKnq9ugprWuX169dp3Lgxx48fJz4+ntmzZ3Pp0iWioqKwsbEhPj6eL774gu+//57Q0FBA18h/7dq1BAQEqNd58cUXmTp1KhMmTAB04diHH36o3pAGXWuTJ00flQwoHFMUxQUIEUL8fP/xDuB1IBJwEkL884jzRgAzgPZAztTLbOAMsEYI8Uu+ByNJkkEqjeFYjoiICPz8/Lh+Xbdgr7GxMe3bt6dHjx6P/UBeEgkh2Lt3L1OnTiUkJAQ7Oztu3LiBoigIIcjOzubYsWMsWbKEgwcPArqvx5gxY5g/fz6NGzd+que5dOkS69at45133qF169aAborcnDlzmDhxIr179y6ql1hssrKyuHv3rlo9Fx0djaWlJUIIwsLC1EUgsrOz1Uo9SSczMxMrK6uH3g0GWLlyJXPmzHnq62VkZNC8eXO9kK1Ro0aMHTuWMWPGoNFonnXIklRipKWlqY39Q0JCuH37tt5+RVGwtrZWw7L69euX+enhkiQ9WWGsVvm4cCwpKalIbyzWr1+fDz74gPj4eJKTk/nmm28AaNq0KV999RXLly9Ho9Hwww+6iXKdOnXi9OnTeosyabVaOnbsyKlTpwA5rfJZGFI4FgSMFkIcVxTFAfgFGAEMB2yEEI5PON8UqHX/4R0hRObjjpckqeQpzeFYjrCwMPz8/AgJCQF0lVOdOnWiW7dupW6FGa1Wy7Zt29BoNHTv3h2A7du3M336dNasWcNbb73FyZMnWbJkCfv27QN0d75GjhzJggUL9JqjPq2FCxeydOlS+vbty4EDBwr19Rii6Ohovv76a4KCgti6dau6/f333+eff/5hyZIl6rLlki7QGjZsmLqIRG5NmjRh586dvPDCC099Pa1Wy6FDh/jxxx/59ddf9e42T5o0ibVr1xbKuCWppElKSlLDsuDgYL2pzqC7IWJjY4NGo8HOzg4rKysZ6EuSlEdhhGNCCHbs2MGqVasYP348ABs3bmTOnDm88cYbRVrxPXbsWKKiotTKseHDhwMwYcIEqlSpwjfffMO6desYO3YsAQEBtG7dmkOHDum1YElISKBnz55cuHCBli1bynDsGRhSOJYKNBFC3FQUxR2oIIR4X1GUJsApIUSNp7zOW8AfQohH11FKklQilYVwDHS/pIODg/H19VWXbS5fvjxdunShc+fOpXrqiUajUUvHbWxs+Prrrxk0aBB///03S5Ys4c8//wR0VQbDhw/n448/pmXLlk99/QsXLvDtt98yYMAAXn31VQBSU1OZNm0a48aNo2vXrqV+2ptWq8XKyoro6Gj279+vroYUHR3NzZs3ad++fan/GjzOqlWrcHFxeeT+gQMHMnv2bHr27Jmvr1NSUhK7du3ixx9/5ODBg3z11VdMnjwZ0L2xPXXqFP369ZMBgFQmJSQkqEFZcHAwSUlJevvLlSuHra2tWllmYWFRpn9OSZKkUxjhWHH64YcfmDx5MpmZmdy6dQsLCwsAtm7dygcffEBiYqJa+T99+nROnjyp15okR7du3ejUqROurq4yHHsGhhSORQDD7leOXQE+FkLsUBSlKfC3EOKpPgkrinIP3QqWQU88WJKkEqWshGM5hBBcvXoVPz8/oqOjAV0j+5xfgKampsU8wsLn6urKwoUL9SpsmjVrxrfffkvv3r05e/YsS5YsYffu3ep+Z2dntdy8IH788UfGjRuHra0tN27cKBPhREREBHv27GH8+PHq99EXX3zBrFmzGDFiBD/99FMxj7D4JCUl0b17d/75579uDo0bN6ZFixb88ccfat+kTp06MXv2bIYMGZLv75mbN29SrVo19efY+vXref/997GysmL06NGMHTs2XxVqklSaCCGIjY1Vm/sHBweTlpamd0zFihWxs7NTG/zXrFlThmWSVAaV9HAsp73Igyti3rp1i/r169OwYUOuX79ORkYGVlZWuLi4MHv27DzXWbNmDcuXLyc8PJxt27bJcKyADCkc+xoYBFwD2gIaIUTS/Z5iLkKIdk95nUSgtQzHJKn0UBRlMjAZMAKalpVwLIcQgsuXL+Pn50dsbCygW3WmR48etGvXrtT1ZUlKSmLFihV8/vnnpKenq9vbt2+Ph4cHHTp04MKFCyxdupRff/2VuXPn8tlnnxX4+QICAnBzc6Nly5bMmDED0H3NFy1axCuvvELHjh3LxIeuxYsX8/nnn7N8+XKmTp0K6N4kTJ06lUGDBjFo0KAyERyC7nsw92qVkyZNwszMjGvXrrFmzRo2bdqkflhv2LAhH330Ec7OzgWe+vzll1/y6aefEhcXp25r3749Y8eO5a233qJ27dqF8rokqSTSarVER0erVWWhoaFkZup3T6lSpYpaVWZnZ1cqF7SRJCmvkh6OSYbFkMIxU2AaUB/YJIQ4d3/7dCBJCPHdU15HhmOSVEqVtcqxB2m1Wi5cuMDhw4fVu0HVqlWjZ8+etGnTRq85Z2kQHx/PokWL8PDwICsrS90+ZMgQlixZwgsvvMClS5eoW7eu2oDez8+P1atXs2jRIjp37lzg5z5x4gRdu3alQoUKREZGUr169Wd+PSVBamoqWq1WbT7r6enJwIEDsbKy4ubNm+r3WFZWVqkLZfPj9u3brF27lq+//loNtGrXrs2UKVOYPHmy+v2YH+np6Xh6erJ582b27t2rfs9XqFCBqKgo+WFfku7Lzs4mPDxcbe5/8+ZNsrOz9Y6pWbOmGpRpNBq5Uq8klVIyHJMKk8GEY099cUXZC7wrhIh8xP7u6KZhpj9svyRJJVdZD8dyZGdnc/bsWY4cOUJiYiKg+yDQu3dvWrZsWeqqnKKiopg/fz6JiYn89ttv6rS2QYMG4e7urrc0dd++ffH19WXKlCl89dVXBX7OwMBAli9fTqVKlfDw8FC39+vXjzfeeIP3338fAF9fX/bs2YOrq2uBn8uQBQYGsm7dOszNzVm4cKG6vUOHDtSoUYOvv/6apk2bFuMIi1dycjI//PADa9asITg4GIBhw4axY8eOZ7runTt32L59Oz/++CO1atXCy8tL3efm5kaXLl3o1KlTqfu/LkkFkZmZyc2bN9XKsoiICB78LGJhYaE299doNKW6d6cklSUyHJMKU0kMx55YGaYoisX9cUQV2UAkSXruZDimLzMzk9OnT3P06FFSUlIAqFOnDvb29jRt2rRUfnC+dOkSixYtYufOnQDY2dmxb98+mjRpAsD169dZsWIFn3zyCfXr1wfg4sWLxMTE0Lt373x/TYQQ6jkbN27knXfeAeDVV1+latWqbNmyBYCdO3cyZMiQQnmNhi4sLAxbW1uMjY25ffu2umLS5cuXMTY2LpNhWVZWFr/99hurV6/G3d2dbt26ARAeHk5kZCQdOnQo8LVTUlKoVKkSoPvaazQahBA0bdqUsWPHMnr0aGxsbArldUhSaZCWlkZoaKgalt2+fVtvv6IoWFlZqZVl9evXL5U9PCWpLJDhmFSYSnQ4pihKTWAD0AH4E/gQWAeMBwRwCnj9UVVmkiSVLDIce7j09HROnTrF8ePH1R5dVlZW2Nvb07Bhw1IXkmVmZjJo0CB8fHwAMDY25u2332bChAk0aNAgz5S2/2fvvMOqONo+fK+AFRXFBirFAjbsDTv2gr5qNKYomsRYomJJ1CR2jZ+9FzQaI9hieS3YG2DvsUclSrMANhCkc858fxzZ1wNYQDpzXxfXpbMzs8/C2T07v3lKt24Z9SaCAAAgAElEQVTd2Lt3L82aNWPy5Mm0bds2Vb+TGzdu0LNnTx48eKDX3q9fP5YvX56rPpP379/n0qVLfPnll2pbnz592LZtG3PmzGHcuHGZaF3m8baYCjBq1CiWLFnC2LFjmTt37ifP/+DBA6ZOncrOnTtVQVxRFFq1akX//v357LPPMDY2/uTzSCQ5iYiICDWxv6+vr15uP9B9h5QvX14Vy8zNzXNNfkWJJLsjxTFJWpLdxbF1QAN0glgvIASoAPwAaIElwB0hRP90M0gikWQYUhx7P1FRUZw7d47z58+ryYotLCxo3bo1lpaWmWxd2nPt2jUmTZrEvn37AMiTJw+GhoYsX76c77//HtCFoI4cOZI1a9YQGxsLQKNGjZg8eTKdOnVKlUi2e/du1Uts+/btjBo1CgsLC/76669c7cHz+eefs3v3bk6dOkWjRo0Anaefi4sLvXv3pmXLlplsYcbzww8/sGbNGvbv30/79u0BXbL/vHnzkjdv3lTPmxBi7OrqipeXl9q+bt06vvnmm081WyLJ0bx69UoVynx9fdX0BAkYGRlhaWmpimVlypTJcZtMEklOQYpjkrQku4tjT4BeQoizb0IpA4EOQoijb/o2BbYKIcqlm0ESiSTDkOLYxxEREcHp06e5dOmSmqS4YsWKODg4ULZs2Uy2Lu05e/YsP//8M6dOnQJI1kvn8ePHzJs3j9WrV6tVBuvVq6dWpEzJwiciIkL1zjl06BA9evSgVKlS3Lt3L9fnsQkNDaVIkSJq4v6pU6cybdo0unfvzq5du9R+cXFxuSaM6fHjx5ibm6ufsV9//RU3NzdGjx7N999//8nPMn9/fzZs2MCOHTs4deoUhQsXBmD9+vV4e3vj5ORElSpVPvk6JJKciBCCly9f4uPjo3qXRUVF6fUpUKCAmq/M2toaU1NTKZZJJFkEKY5J0pLsLo5FANWEEP5vjsUCdYUQt9783xq4KYSQMQYSSQ5AimMpIywsjJMnT3L16lW0Wi0Atra2ODg4ULp06Uy2Lm0RQnDkyBFmzpzJkSNH1C+0oUOHUrVqVYYOHYqRkRFBQUEsWLCAlStXqmFptWrVYtKkSfTo0eOjKn6+LY69fv2aV69e4e/vj729vdpnzpw59OnTBysrq7S/2GzEyZMncXNzo2PHjvTq1QvQfS4tLS1p1aoVGzduzFVV5LRaLXZ2dvzzzz8AFClShCFDhjBy5EjMzc3T9Fy1a9fm+vXrADRs2BAnJye++OKLVFXSlEhyC0IIgoODVa8yf39/1es4gcKFC6uJ/StUqCAryUokmYgUxyRpSXYXx64Ba4QQKxRF6QRsBaYKIRa+6TsEGCaEsEs3gyQSSYYhxbHUERISwokTJ7hx44ZawatGjRq0atUqRy+U7927p3rMmJqaMn/+fPr164eBgQHPnj1j4cKFLF++nNevXwNQvXp1Jk6cSO/evd+bbyaxOJZY3Dl69Cjt27encOHCPHr0SH5WE7Fz504+++wzbG1tuXv3rtp+5swZLC0tKVcuZzt7x8TEsGnTJubNm6dev5GREX379uWnn36iWrVqn3wOIYQadnnw4EHVg9TIyAhHR0e+++47unTp8snnkUhyOhqNhidPnqhi2cOHD9X7KYFixYqpXmXW1ta5SvCXSDIbKY5J0pLsKI79ArgIIUIVRfkacAV8gXJAX2ApcBpdzrGewBghxIp0M0gikWQYUhz7NJ49e8aJEye4ffs2oEvkXatWLVq2bImJiUkmW5f23Llzh+bNm/PixQu1rWzZsixdupQePXqgKAovX75k8eLFLFmyhLAw3ffc4MGDWbVqVarPe+PGDUaPHo2dnR2LFy9W2zUajUzyjE64uX79Os+ePaNdu3ZqW8WKFfH19eXo0aO0bds2k61Mf7RaLfv372fu3LmcPn1abXd0dGTs2LE0b948TUK3nj59ypYtW3B1deXq1asA9OrVi+3bt6t9EhcSkEgkyRMXF8ejR49Usezx48ckXveUKlVKFcosLS3lgl0iSUekOCZJS7KUOKYoSj9gCGAN2Ash/BVFGQX4CiH2vGNMM6ARcFYIcU5RlGrAz0BBYK8QwjVVxkgkkiyHFMfShqCgIDw9PfH29gZ0iezr1atH8+bN1XxFOYW4uDhcXFyYOHGiXtLlihUr4uLiooozoaGhLFu2jEWLFnHgwAEaN24M6BKfT5w4kf/85z+0bt36o88rhCA+Pl7Nq/Xw4UOaN2/O2LFjGTp06EeFb+YmQkJC6Nq1K1evXuXp06eq58XOnTu5dOkSX331FXZ2OdcJ/Ny5c8ybN4/du3erC+1GjRoxduxYunfvnmai6s2bN9mwYQPt27dXBch79+7Rs2dPnJyc+Prrr3O8555EkpbExMTg7++vimXBwcF6xxVFwdzcXM1ZZmFhkWvyLUokGUF2FscGDBhAaGgou3fvVtt27NhB3759mT59OpGRkUybNg3Qvaubm5vToUMHZs2aRcmSJQHd+5OzszPu7u6ArkL7smXL1E3vhNyviSlYsCARERHpfYnZjiwjjimKMhSYDiwGJgA13oRODgD6CyEcUjypRCLJUUhxLG159OgRnp6e+Pj4AGBoaEiDBg1o1qwZBQsWzGTr0paoqCjmz5/PrFmz9JItt27dmpkzZ6piWGRkpN61Ozo6sn//fgCGDBnC3LlzUyUgjh8/nrlz59KiRQu8vLykl847CAsL07u3O3fuzMGDB5k5cya//voroPO40mg0OXKB6e3tzcKFC1m/fj0xMTEAdOrUiQMHDqTbOSdOnMjMmTMB3UK+bdu2ODk50aNHDxkeJpGkkMjISFUo8/Pz0/NcBjAwMKBcuXKqZ1nZsmWlR7FE8gnkJHFs7dq1DBs2jBUrVjBw4ECmTp3Kjh07OHbsGBqNhqtXr/Ldd99Rt25dDh48COjeER49esTvv/8OwKBBg7CysmLv3r2ALv1HQvqQBNq0aUODBg1Yv359xl1sNiEriWP/AL8KIXYnyitWA/ASQpRI8aQSiSRHIcWx9MHPzw8PDw8ePnwIQN68eWncuDH29vbZ7kXjQ4SFhfHbb7+xfft2Hj9+TFxcHADt2rVj/vz51KxZU+0bFxdHxYoV1d8LgKWlJevWrUuRF1nCXGvXrqVevXo0bNgQgNjYWE6dOkXr1q2lWPYO/vvf/7Jt2zamTZum5o87ffo03bp1o2/fvixdujSTLUwfgoODWb58OStWrGDWrFkMHjwY0HmpvH79Ok1zBb569Yrt27fj5uamVnwFMDY2plevXsyZM4dSpUql2fkkktxEWFiYKpb5+vqq4fsJGBkZYWlpqXqWlSlTRnoWSyQpIK3EsdGjR9O1a1f1/c7Dw4O9e/eyaNGitDI1CW+LY3PnzmXy5Mls2rSJzz77DNB5fe3evZtr166pY2bOnMnkyZN5/fo1fn5+VKtWjfPnz9OoUSMAzp8/j729PXfv3sXW1jbJOa9fv07t2rU5efIkzZs3T7dry65kJXEsCqjyJpTybXGsMnBDCFEgFXPWAv4WQsgtGYkkByDFsfRDCMH9+/fx9PQkMDAQgPz589OkSRMaNWpE3rx5M9nCtEUIQUBAANOnT+fPP/9UQ9nWr19P//791X6RkZHJes80bdqUnTt3fpJosHz5ckaMGMFXX33Fpk2bUj1PbmPChAn83//9H3379mXDhg1q+/79+7G3t6d48eKZaF3a8vr1a4yMjMiXLx8Aa9asYdSoUfz6669MmDAhzc/n4+PDhg0bcHNzw8fHBxMTEwIDA9UXxPDw8BwXei2RZBRCCF6+fKnnWZZQNTmB/Pnzq0KZtbU1JUqUkJsnEsl7eJ+YkRA2WLBgQfU+io2NJS4uDkNDQ/W7ddeuXfTs2ROAr7/+GkVR2LhxIwCbN2+mR48eenMnzFugQAFVzI6Li0uxR3uCOFalShVWrFjBrl279HKuJieOLVy4kB9//JGwsDC2b9/OmDFjCA0N1ZvXxMSERYsW8c033yQ554gRIzhy5Aj37t1Lka25hfQQxwxTaYsvUBvwT9TeCfgnlXMCyG8UiUQi+QCKolC5cmUqVarEnTt38PLy4tmzZ3h4eHDhwgWaNWtG/fr1MTRM7SM+a6EoCpaWlvzxxx/Ur1+f4cOHo9VqGTBgALt372bGjBlUrlz5neGlZ86cwdzcnHHjxjFz5sxULV5evXpF3rx5adas2adeTq5i+vTpdOzYUU8gDw4OpmvXrhgYGBAYGEiJEjnD2TyhKmoCR48eTRL6m5bJ9CtUqMCUKVOYPHkyZ86cwc/PT305FEJQr149SpQogZOTE3369KFYsWJpcl6JJDegKAqmpqaYmppSv359hBA8ffoUHx8f/Pz88PPzIzo6mrt376qVbI2NjbG2tsbKyooKFSrkyOI5Ekl6kfAd+vTpUzVH17x585g4cSIDBw5kzZo1ALRt2xZDQ0Pi4+P1NiubNm3KV199lWQT08rKiufPn3Pr1i2qV68O6DZXv//++xTbePDgQfbs2cPx48c/GJVw9+5dXFxcaNiwIYULFyYoKCjZTdpSpUoRFBSUpD2hWvbPP/+cYjslqSe1K6d5wApFUfKjE7QaKoryJfALMDC5AYqi7PzAnEWB9CudKZFIJDkMRVGoVq0aVapU4datW3h5eRESEsLhw4c5d+4cLVq0oHbt2jkqR8rQoUPp2LEjkydPZvPmzezevZs9e/aQP39+vvjii3eO02g0zJo1ixMnTrB06VLq1auXovNOmDCBvn37Ym5urradOXMGV1dXpkyZQtmyZVN9TTkZAwODJKEAjx8/xs7Ojrx58+oJY3PmzCE+Ph4nJyfKly+f0aamOVu3bmXQoEFq+ATAli1bWLduHWPHjqV9+/ZpIpQpikKzZs30hNu7d+/y4MED/v33X86dO8fIkSPp1q0bTk5OdOzYMUfmgJNI0hNFUShdujSlS5fG3t4erVbLkydPVM+yhw8f8vr1a27evMnNmzcBnUdIgleZtbV1EgFdIpGknMKFC5M3b17i4+PVNnd3dx48eMCZM2fS9dw1a9bk+fPnTJ48mQYNGiTxzr558ybGxsZoNBpiYmJo1aqVml8MSPY7/12bZjt37iQ8PBwnJ6e0vxDJO/mUapXfAxOBhDfYx8BUIcQf7+gfBxwFgpM7DhQHHGVYpUSSM5BhlRmPRqPh2rVrnDx5Us2VUqxYMVq2bImdnV2Oy41y584dJk+ezI4dOwDdS8f7vtPy5ctHTEwMiqIwcOBAZs6cqe5OphQhBC1atOD06dMMGTIEFxeXVM2Tm3n9+rW6WNRoNJiZmfHs2TOOHj2qhirExMRgZGSUqs9uRuQgSSkNGjTg8uXLgO4le+zYsfTp0yddxKqgoCA2bdqEq6urulgHKFmyJEuWLOHLL79M83NKJLmV+Ph4Hj58qIZgPnr0KMn3UcmSJVWhzNLSkgIFUpyFRiLJ1qRFWGVC34iICEqXLg3o3ify5s1LbGwsBgYG6RpWuXTpUhwcHChTpgyHDh1SBbKpU6eybds23N3dMTAwwNzcXM/mdevWpSissk2bNhQpUoRdu3alyM7cRJbJOaY3gaKUAPIIIZ5+oN8NYMl7xLPawBUpjkkkOQMpjmUe8fHxXLlyhVOnTqkvBSVLlqRVq1ZUrVo1x+VEuXLlCkOHDsXExISjR4+q7SYmJtSrV4/jx48D0KtXL/LkycO2bdsAKFq0KNOmTeOHH35IlThx+vRppk2bxvr161XPsYTwS7noSRkxMTG4ublx+PBhtmzZov49Fi5cyIIFC/j5558ZMWLER80VHh7OuHHjWLVqFaDbfe3Ro0e62Z4S/P39Wbx4MWvWrFHvzfLlyzNq1Ci+//77dMsRdu3aNdzc3Ni0aRNPnz7Fw8MDBwddYfEnT56gKApmZmbpcm6JJDcSExNDQECA6lmWOGwq4Z5LyFlmYWGR4/KFSiSJSctqlREREeoG2+vXr9O9YvPbCfkfPXqEg4MDJUqU4PDhwxQpUiTZnGNvc+fOHapVq8aFCxfUYk8XLlygcePGSRLy+/r6UrFiRdzd3XF0dEzX68rOZBlxTFEUa8BQCPFvovbKQJwQwi+ZMX8CkUKIYe+YsypwQAhhnWKDJBJJlkFRlGHAMCAPYCvFscwjNjaWixcvcubMGaKjowEoU6YMrVu3plKlSjlOJNu+fTuff/75R/WtXr06t2/fBqBatWosXbqUNm3afLINI0aMYPfu3axcuZKuXbt+8ny5nfbt23P06FGWLl2qimPR0dHs37+fjh07JnkZ9vDw4Ntvv8Xf/38pUcPCwrJcYvqQkBBcXFxYunQpwcE6h/qiRYsydOhQnJ2d002oiouL4/jx47Rv317dQR81ahTLli2jffv2ODk50b17dynuSiRpTGRkJH5+fqpY9uLFC73jefLkoVy5cqpnWbly5XJUSgSJBHKOOAa6FBEODg4UL16cw4cPs2jRoveKYwCdOnXiyZMnrF69GoBBgwZhaWnJ3r179fpNmjSJdevWERAQIJ8D7yEriWMngHVCCNdE7X2BgUKIVsmMyQcYCCEiEx+TSCQ5D+k5lnWIjo7m3LlznD9/ntjYWEDnreLg4IC1dc7ajxg9ejT58+dn9uzZ7+3n6upKdHQ0v/76q7pI6dmzJ6tXr051gviYmBiqV6/OgwcPPipZq+TDxMTE4OHhQd26ddXwiQMHDtClSxcqVaqEt7c3iqIk8RZ7m0/1kE9PoqOj2bBhA/Pnz8fb2xuAvHnz0q9fP3766SeqVKmS7jb06NFDfdkHKFKkCL1796Z///40a9Ysx4noEklWICwsTE8se/Xqld5xIyMjLCws1OT+ZcqUyXGpESS5j7QUxzKaxOIYQGBgIA4ODhQpUoQmTZrg5eX1XnHs5cuXODs74+7uDkC3bt1Yvny5XvEOrVaLpaUlTk5OzJw5M/0uKAeQlcSxMKCuEOJ+ovZKwGUhhCzPIpHkcqQ4lvWIjIzkzJkzXLx4UU1kam1tTevWrSlXrlwmW5d2xMTEfPClKzo6mnz58hESEsLUqVNZsWIFlpaW3L59+5Ne2KKjo3F3d9fzYNu/fz+FCxemRYsWqZ5X8j+2b9/O+PHj6dSpEytWrEjWW+xtsrI4loBWq8Xd3Z158+Zx9uxZtf3LL79k06ZN6S5Q3b9/Hzc3N9zc3PR+j02aNEn3BMcSSW5HCEFISIgqlPn6+hIZqe9LkD9/fiwtLVXPspIlS0rhWpLtyM7imCTrkZXEsVdAKyHE1UTt9QAvIcQ74xfehF42Acqgq04ZDJxNHKIpkUiyN1Icy7qEh4dz6tQprly5glarBcDGxkZNMJoTePr0qepplJj8+fPzxx9/8OWXX6qLi1u3bhEaGqpW/IuPj+fQoUN06dLlkxYgUVFR2NjY8OjRI7Zv306vXr1SPZfkfwghiI6OpkCBAnh4eNC/f38ePXqUbN/r169To0aNbON1cebMGebNm8eePXtwdnZmyZIl6jGtVpuu16HVajl16hRubm5s376dQYMGMX/+fEBXNGHjxo1079494YVTIpGkA0IInj17ho+PD35+fvj5+RETE6PXp1ChQnqVMIsVK5ZJ1kokH48UxyRpSVYSx/YBkcCXQgjNmzYDYCtQSAjRKZkxRQE3oCvwCngKKEBJoAiwF3BKifESiSTrIsWxrE9oaCgnT57k2rVrqndNtWrV1CSj2Zm3c1G8i06dOuHi4oKlpWWSYytWrGD48OH07NmT//73v6m2IzQ0lF9//ZXDhw/reaWlt8iR23j48CFOTk54eXkle3z27NmMHz8eeHfZ9KzG3bt3KVKkCObm5oBONPv222/55ZdfGDBgQLqfPzIykqioKExNTQE4evQo7du3J3/+/HTv3h0nJyfatWuHoaFhutsikeRmtFotgYGBqldZQECA6v2dgImJiRqCaWVlleXyLEokIMUxSdqSlcSxasBJIBQ49aa5OTqRq7UQ4lYyY9yA2sD3QogLiY41An4Hrgkh+qfYIIlEkuWQ4lj24cWLF3h5eXHrlu7RrSgKNWvWpGXLltl2N1oIwfbt25k9ezZXr+qcnOvUqUPHjh3Jmzcvs2bNIjY2lgIFCjBp0iTGjRunl/R00aJF/PrrryxcuJChQ4d+sj3R0dF6X9yOjo5UrFiRSZMmZXshMiuRXIhlgQIFOHbsGE2aNAHg3Llz9O3bl169ejFnzpzMMjXFfP3112zevJnvvvuOtWvXZvj59+/fz7hx4/jnn3/UtjJlyvD111/j5OREzZo1M9wmiSQ3Eh8fz6NHj1Sx7PHjx6oXeAIlSpRQvcqsrKxkkQ1JlkCKY5K0JMuIYwCKopgDw4FaQBRwA1guhHj5jv6hQIfEwthbxxsDh2S+MokkZyDFsexHcHAwXl5e3L17F9BVz6pTpw4tWrTIcX/Du3fv8t1336n5nZITHB4+fIi5ubkqmh04cAB/f38GDRr0SdWDLl26RMOGDTEyMuLevXs5rihCZhMeHs748eNxcXEBYNu2bfTs2VP9m/32229MmjSJXr16sX37dnXc0qVLsbGxoVWrVlnypT08PJw//viDjh07qon6r1+/zp9//sno0aOT9YBMa4QQ/P3337i5ubF582aeP3+uHrt69Sq1a9dOdxskEok+sbGxBAQEqGGYgYGBSfqYmZmpYpmFhQV58+bNBEsluR0pjknSkiwljqWUN+JYeyHExXccbwQcluKYRJIzkOJY9uXx48d4enry4MEDAAwMDGjQoAHNmjVL91LZGcm///5L8+bNCQ4OBnRV+5YvX66Gsb1NVFQU1apVw8/Pj1q1arF06dJPSrB/7Ngxbt++zciRI9W2s2fPUr9+fbloSSM8PDzYu3cvixYt0msPDw/n5MmTmJiY0LRpUwBevXqFqakpGo0Gf39/LCwsAAgJCcHY2BgjI6MMt/9jSPAmMzAwoE+fPowdOzbDBKrY2FgOHTqEq6sr9+/f59q1a2q46ooVKyhZsiTdunWTCyCJJIOJiorSq4T5togNuo2vcuXKYWVlhbW1NeXKlZPh0ZIMQYpjkrQkS4ljiqKYAA2BUoBe4hQhhFsy/TcANYHvhBCXEx2rD6wBbgohnFJlkEQiyVJIcSz74+/vj4eHBwEBAYCutHyjRo1o0qRJjgnRiI6OZsaMGcydO5f4+HiKFi2KjY0Nc+bMwcHBQe0XHx/P6tWrmTRpEiEhIQD06dOHefPmUb58+U+249GjR1SuXBkzMzPOnj2bYwojZBeePHnC5MmT8fX15fjx42r7kCFD2Lx5M/Pnz2fQoEGZaGHyHD9+nDlz5nD06FG1rW3btowbN462bdtmWG61+Ph4dXEdFRVFmTJl1BfTPn360L9/f+zt7bNFrjeJJKcRHh6On58fPj4++Pr68urVK73jhoaGWFhYqJ5lZmZmMiemJF2Q4pgkLcky4piiKF2BTUAhIBxd1ckEhBCieDJjTIAtQAd0ucqevhlXGigKHAa+EkKEptggiUSS5ZDiWM5ACIGPjw8eHh48efIEgHz58tGkSRMaNWpEvnz5MtnCtOHGjRsMHDiQS5cuAbrFgp+fH2XLltXr9/z5cyZNmsTq1asRQlCgQAF++eUXfvrpp08SDL28vPjyyy+pXLkyJ06ckCJCFqFhw4ZcunQJd3d3unbtCsCDBw+YPHkynTp1om/fvplsoY6rV68yf/58tm7dikajAaB27dqMHTuW3r17Z6jnW2hoKPPmzWPDhg08fPhQba9UqRJOTk7069cPKyurDLNHIpHoExISonqV+fr6EhERoXc8X758qleZtbU1JUuWlN9JkjRBimOStCQriWPewAHgVyFEZArHVgHsgYRt8SDgnBDibooNkUgkWRYpjuUshBDcu3cPT09Pnj59CkDBggVp1qwZ9evXz7JhZylBo9Ewe/Zspk6diq2tLTdv3nznguDatWs4Oztz6pSuJo2VlRULFy6ke/fuqV5ERERE8Pz5czV3VGxsLAMHDmTYsGE0atQodRcl+SS0Wi3Xrl3D1tZWDSl2cXHhhx9+wMHBAQ8PD7XvmTNnqFq1KsWLJ9kfzDD8/PxYvHgxa9asITJS93pmYWHBmDFj+O677z5YwTUt0Wq1eHl54erqyn//+191AT558mSmTZuWYXZIJJJ3I4Tg2bNn+Pr6qqGYMTExen0KFSqkJva3tramWLFiUiyTpAopjknSkqwkjkUAdkIInxQPlkgkuQIpjuVMhBDcvn0bT09PXr7U1V8pXLgwzZs3p27dup+UqD6r4OPjg5GRkRouuXXrVlatWsXGjRv1PMmEEGzdupWffvqJx48fA9CmTRuWLFlC9erVP9mOFStWMHz4cMqUKYOfn1+O8dLL7ty8eZNt27ZhY2NDv379AIiLi6N48eJERERw+/Ztqlatmqk2vnz5EhcXF5YuXaqK2cWKFWPo0KFMnz49w+/T169fs3PnTlxdXVm9ejWVKlUCdBUwN2/eTP/+/WnTpk0Su5YsWUKPHj3UHHAJBAQEsGvXLr2cfRKJ5NPRarUEBQWpXmX+/v7Ex8fr9SlatKjqVWZtbU3hwoUzyVpJdkOKY5K0JCuJYzuBv4QQ21IxthwQKoR4najdCLAXQpxMsUESiSTLIcWxnI1Wq+X69eucOHFCzV9iYmJCy5YtqVmzZo7JV6LRaChWrBjh4eHkzZuXefPmMXz4cL3ri4iIYNasWcyfP5+YmBgMDAwYPnw406ZNS/hiThUBAQFMmTKFxo0bM3jwYLX95cuXmeqdJEmKn58fjo6OBAcHExwcrH4+ZsyYgaenJ6NHj1bDMjOS6Oho3NzcWLBgAd7e3rRp04Zjx45luB3vokePHuzevRsAc3Nz+vbti5OTE9WrV2fJkiWMGjWKChUq4OnpqQpkAQEBODg44OPjw+LFi6VAJpGkI/Hx8Tx+/FgVyx49eoRWq9XrU6JECdWrzMrKioIFC2aStZKsjhTHJHfZfu8AACAASURBVGlJVhLHvgMmA38CN4G4t48LIdyTGWMG7AHqocs1tgkYliCSKYpSGngihMj+bgcSiUSKY7mE+Ph4/v77b06dOsXr17o9D1NTU1q1akX16tWzfeiFRqPB0dGRQ4cOqW01atRg27ZtSbyDfHx8+PHHH9m9ezeFCxfm3r17mJmZpak9Z8+epW3btowZM4YZM2Zk+99vTiMsLEzvede4cWMuXLjA+vXr6d+/P6DLW7dlyxbatm2bYR5mWq0Wd3d3ypQpQ+PGjQEICgpi+PDhjBkzhiZNmmSIHYm5dOkSrq6ubNmyRfVEBahXrx6Ojo5s2LABHx8fVSADVGEssWgmkUjSn9jYWAICAtQwzIRcpG9TpkwZ1avM0tJSVmCWqHyKOJawydS6det0si5nMmDAAEJDQ9WNqFatWlG7dm0WL16caTatX7+eUaNGERqqSzU/depUdu/ezbVr11I0T1YSx7TvOSySE7gURXEFbIARgAkwC1CAdkKIkDfiWKAQIme4G0gkuRwpjuUu4uLiuHTpEqdPnyYqKgqA0qVL4+DggI2NTbYXcXbv3s2AAQNUL7k8efIwfvx4pk6dmuTF/8iRIwQFBeHk9L/iy3fu3EkTIWTUqFEsWbKEgQMHsmbNmk+eT5K+eHt7c+zYMXr27KlWIN26dStffPEFNWvW5Pr162rfxMJaejNhwgT+7//+j8aNG3P27NlMvUdjY2PZv38/bm5u7Nu3j/j4eOrVq8fOnTtVMSwhr2FcXJwUxiSSLEJUVBT+/v6qZ9mzZ8/0jufJk4eyZctiZWVFhQoVKFeunFrZVpL7SK04tmvXLnr27AnoqkjPnTs3w8N5E4tMADt27KBv375Mnz6dyMhINZ9mnjx5MDc3p0OHDsyaNYuSJUsCumIYzs7OuLvr/Ii6devGsmXLMDExAXQiUXI5OQsWLJikcEZq7X758iVGRkaZGg6dWBx7/fo1MTExmJqaJmvzu8gy4lhqUBTlMdBDCHHxzf/zAVsBS6ANYIT0HJNIcgxSHMudxMTEcP78ec6dO6cm9S1btiytW7fG2to6W4tkr169YtiwYWzatElts7a2ZtOmTdjb279z3JEjR+jQoQMDBgxg3bp1n/Q7EEKwb98+6tSpQ7ly5QB4+vQpe/fupX///nLRkQ04dOgQCxYsoGHDhsycORPQ/V3Lly+PsbExe/bswdbWNt3tuHv3LgsWLKBr165069YN0L2479ixg379+mVayMvz58/566+/KF26NL179yYgIIBKlSoRF6cLUjAwMMDLy4umTZtm6+eJRJITef36tSqU+fn5ERISonfc0NCQ8uXLq55l5ubmOSYNg+TDpFYcCw8P11tLWFpasm7dugz1Ikss2Kxdu5Zhw4axYsUKBg4cyNSpU9mxYwfHjh1Do9Fw9epVvvvuO+rWrcvBgwcB6NSpE48ePeL3338HYNCgQVhZWbF3715Ad/8kRGEk0KZNGxo0aMD69evTxO6sQGJxLDGZKY598tNIUZSP/WQXBdQnpBAiBugF+AGeQKlPtUUikUgkmUu+fPlo2bIlI0eOpGnTphgZGfH48WM2bNiAq6srAQEBmW1iqilatCgbN27Ey8sLMzMzFEXB19eXpk2b4uzsTHh4eLLjLl68iKIoFC1a9JMX84qi0LVrV1UYA5g5cyYDBw5Uk8NLsjYdO3bk6NGjqjAG4O/vT2BgIH5+fnreUFu3buWXX37h6tWraW5HlSpVWLNmjSqMga4SZ8LL+v/93/8lWdhmBCVKlGD48OH07t1bbXs7x5FGo6F58+ZYW1vz7bffsnHjRrXogEQiyVyMjY2xs7OjW7duODs7M3LkSLp164adnR3GxsbEx8fj6+uLh4cHf/zxB3PmzGHLli2cP3+e4OBgMsppQ5L1iIiIeOdPYgHV39+fNm3aMHjwYPXdKz4+noiICDV64UPzfgpz585l+PDhbN68mYEDB6rthoaGlClThrJly+Lo6IizszNHjhwhKiqKO3fucOjQIdauXYu9vT329vasWbOGffv2ce/ePUB3/5QpU0b9CQ4O5p9//uG77777KLs0Gg1jxozBxMQEU1NTxo0bl+SeatWqFaNGjVL/b2VlxW+//YaTkxPGxsZYWlqyZ88enj17xn/+8x/1nr58+bI6xt/fn65du1KsWDEKFSpE9erVOXDgAABeXl4oisL+/fupVasW+fPnp1GjRty8efOddk+dOpXatWur/3Z1dWXPnj0oioKiKHh5eX3U9acFqRLHFEUxUBRl0htvsNeKolR40z7jTT6y5PABar7dIISIB3q/ObYvNbZIJBKJJOtRoEAB2rZti7OzM40aNcLAwAB/f3/+/PNPNm3alGyekuxCy5Yt8fHxwdPTkwEDBiCEYNmyZVSoUEHd/XubiRMncvHiRaZOnaq23bp1i3379qXJQsDGxgZTU1O9FzS5wMheWFlZ8eLFC44ePUqBAgXUdjc3N2bPnq3m2wLdTunly5fRaDRpbkeZMmUoV64cwcHBTJgwgfLlyzN69OhME7UTku9rNBoMDQ31FkgJz5N+/fqpL+Wg835LHNolkUgyBxMTE+rUqUPPnj0ZM2YMP/zwA506daJKlSrkz5+f2NhYvL29OXz4MKtWrWL+/Pns2LGDy5cv8+LFC/ldloswNjZ+709y/P7779jZ2eHh4cGuXbswNjamU6dOen2srKw+er6P4eeff2bGjBns27ePzz777L19CxQogFarJT4+nnPnzlG0aFEaNWqkHm/cuDFFixbl7NmzyY5fu3YtNjY2NG/e/KNsW7BgAevWreOPP/7g9OnTvHz5kl27dn1w3KJFi2jatClXr16lS5cu9OvXDycnJ/r27cvff/9NpUqVcHJyUu/HYcOGERMTw8mTJ7l58yZz5sxJ8jsdO3Ys8+fP59KlS5QqVYpu3bqpHuDv46effuLzzz+nY8eOBAYGEhgYmKF5UVPrOTYBGACMA2Lfar8JDExuAHAQGJS48S2BLGUZ2CQSiUSS5TE2NqZjx46MGDGCunXrkidPHu7fv8+aNWvYtm1btvX4yJ8/Py1btuTPP//k6NGjlCxZkufPn9OjRw+93bUE6tevr+aUEEIwfPhwunbtSpcuXdQdw9QybNgwdRc1AVdXVzp16qSX00qStTExMUnyAuzk5ES/fv3o0KGD2nb69GkaNGig7rKmJd9++y0+Pj5s2LABOzs7IiIiWLx4MRUqVKBv374Z+nl6uyplhQoVePDgAb6+vlSoUAEAMzMzhgwZQv369XFwcFDHrV+/nlKlSlGrVi1Gjx7N3r171VyBEokk81AUhZIlS9KwYUP69OnD2LFjGTRoEG3btqVSpUoYGRkRGRnJ7du32b9/P8uXL2fx4sXs3r2b69evExb20ZFREkm6cPDgQebMmcOePXto27bte/vevXsXFxcXGjZsSOHChQkKCqJUqaSBcqVKlSIoKChJe0xMDJs2bfporzGAxYsX88svv/DZZ59RtWpVVq1a9VFV0zt37szgwYOpXLkykydPJjw8nAYNGtC7d29sbGwYP348d+7cITg4GNB9Pzdt2hQ7OzsqVKiAo6MjLVq00JtzypQptGvXDjs7O1xdXQkODv4ooc7Y2JgCBQqQL18+1YMuI4t6pFYccwIGCSE2AW9vXd4AqrxjzAR0IlgS3ghkPYEKqbRHIpFIJFmYokWL0rVrV4YNG0bNmjon4jt37uDi4sLOnTv1KtVlN9q2bcvkyZMxNDREo9HQokUL5s+fT3x8fLK73vHx8djb22NkZMTBgwexs7Nj7Nixn/TiX6hQIfXfWq2WGTNmcOjQIY4ePZrqOSWZT58+fXBzc6N69epq25MnTyhatCh169bV69u5c2cGDBiAv7//J53TyMhIFcIOHTpEmzZt0Gg0bNq0idq1a9O+fXuOHTuW7h4du3btSlKV0sLCAk9PTypUqEBgYCBVqlTh0qVLWFpaquMePHgAwI0bN1i8eDHdunWjePHiNGrUiF9++SVbP2skkpxEnjx5MDMzo2nTpnz99deMHz+eb775hlatWmFpaYmBgQFhYWFcv36d3bt3s2jRIpYvX86+ffu4ffs2kZGRmX0JkjQkId/Wu36SY/Dgwdy8eZPWrVvTo0cPXr9+reb3SsDPz++j5/sQNWvWxMrKShWQEnPz5k1V3KlWrRrly5fXy1ObXGoNIUSy7Tt37iQ8PFyvuNP7ePXqFYGBgXo5cA0NDalfv/5HXVcCpUuXBsDOzi5JW8KGtrOzM7/99htNmzZlypQp3LhxI8mcb9tRvHhxbG1tuXPnzkddS2aSWnGsLHD/HfMZJTdACBH/vmRoQgiNEOLT3ugkEolEkqUpXrw4PXr04IcfflCrN968eZPly5fj7u6ebT08hg8fzt27d2ndujVRUVGMHTuWatWq0ahRI+7f1/+6NDIyYtasWdy+fRtHR0fi4uKYP38+NjY2uLq66uVXSg158uTh8OHDDB06lGHDhqntvr6+2dZTT/I/nJyceP78OYsWLVLbnj59ysGDB3F1daVgwYJq+4ULF9izZ0+q7itFUejQoQPHjh3jypUrfPHFF+TJk4ejR4/Srl076taty5YtW4iPj0+T60rMyJEjWbx4cZKqlAkC2eLFixk5cmSSccuXLyc4OJitW7cyePBgbGxs0Gq1XLx4kYULF+qFrR4+fJhTp04RGxubZB6JRJKxGBgYYGFhQcuWLRkwYADjx4+nb9++NG3aFHNzcxRF4cWLF1y5coUdO3Ywb948Vq1axeHDh/H29laLAEmyJ4UKFXrnT+L3IktLS44fP86qVavUqouGhoYUKlRI7xn/vnlTQ9myZTlx4gSBgYF07NgxiUBma2vLtWvX+Oeff4iKisLDw4NKlSoBqDnEEvPs2TNVfHqbtWvX4ujoqFa6Tk8SqkHD/wS85NoS/g4DBw7Ex8eHfv36cfPmTerXr8+yZcs+eJ7sUEQnteLYbSC54NfeQNpnjZVIJBJJjqJkyZJ8/vnnDBo0iMqVKyOE4OrVqyxbtoyDBw+melcvM6lYsSLHjh3jjz/+wMTEhH///ZdLly7p5QJ7m8qVK7N37172799P5cqVCQ4OZsCAATRp0oRLly59ki2VKlVi5cqVei+JQ4cOpUKFCuzcufOT5pZkPoaGhhQvXlz9f9GiRTly5Ajz589XS8aDTijq3r07c+fOVdu0Wm2KF5EJQtj9+/cZMWIEBQsW5Nq1a4wfPz5dPchGjhypJ4wlYGFhkawwlkCpUqX4/PPPWbVqFffu3ePhw4e4ubkxbdo0vXti/PjxtGjRgmLFitGhQwfmzJnDxYsX003wk0gkH4+RkREVK1akbdu2fP/994wbN44vvviChg0bqs+54OBgzp8/z5YtW5gzZw5//PEHx48fx9fXV97HOYhjx46p/x46dKjqLZYZWFhYcOLECZ4+fUr79u31vP7z5s1LpUqVsLa2Jl++fHrj7O3tefXqFRcvXlTbLly4wKtXr5Lk1PL19cXT0zNFIZVFixbFzMyM8+fPq23x8fFcuXIlpZf4UZQvX54hQ4awc+dOfvzxR9asWaN3/G07QkJC8Pb2pkqVdwUY6pM3b950yav6MaS25vs0YIOiKGXRCWw9FUWxRRdu6ZhWxkkkEokkZ2NmZsZXX31FQEAAnp6e+Pn5cfHiRa5evUrDhg1p2rRpkl3ArIyiKHz77bd07tyZb775hkOHDvHTTz+pxzUaDQYGBnpjOnfuTNu2bVmyZAnTp0/nwoULNGzYkG+++YZZs2Ylu6OYUsLCwnjx4gWxsbHpkqtKkrnky5ePdu3a0a5dO712KysrKleurJeP7vr16zRt2pTOnTuzY8eOFJ3H2tqapUuXMmXKFFauXIm5ubm6uxwXF8eCBQv45ptv0uQzm5aUK1cuSTVXjUZDtWrVCAwM5OnTpxw5coQjR44AUKRIEfr06cPvv/+eGeZKJJJkyJ8/P7a2ttja2gK6MDw/Pz98fX3x9fUlJCSER48e8ejRI06fPq16ollZWWFtbU3ZsmWTVD2UZA969OjBqFGj6Nq1a6aJYm9Trlw5vLy8cHBwoH379hw+fPiDY6pWrUrHjh35/vvvWb16NQCDBg3C0dFR/UwnsG7dOszMzJIUF/gQI0eOZPbs2VSuXJmqVauycOFCQkNDUzTHxzBq1Cg6deqEjY0NISEheHh4qNEgCUyfPh1TU1NKly7NhAkTKFGiBN27d/+o+a2srDh8+DD37t3D1NSUokWL6nmypSepekIIIfYCfYDOgACmA1WBrkIImeBEIpFIJCnCwsKC/v37069fP8qWLUtcXBxnzpxhyZIleHl5ZbtwiTJlynDw4EGuXLmCo6Nuz0ir1dKgQQOcnZ2T5ErJmzcvY8eOxdvbm/79+wPw559/YmNjw8KFCz857KtIkSJcvHiRixcvqgnNAZYsWcLGjRs/OZRTkjWZMWMG3t7eegnrT506RVRUFNHR0Xp9p02bxqpVq3jx4sUH5zU1NWXSpEl6u9rbt2/nl19+oWHDhpm245sSDAwM2Lx5M0FBQdy6dYulS5fSvXt3TExMCAsL0/v9aLVavvnmG1atWoW3t7esoCeRZAGMjY2pUaMGXbt2xdnZmZEjR9KtWzdq1qxJ4cKF0Wg0qgfOunXrmDNnDps3b+bcuXMEBQXJ+zibsWjRoiwhjCWQEGIZGhpKu3btPkqE2rRpE3Z2drRv35727dtTs2ZNNmzYoNdHq9Wyfv16BgwYkGQz9UP8+OOPODk5MWDAAOzt7SlcuDA9evRI0Rwfg0ajYdiwYargZ2try8qVK/X6zJ49m5EjR1KvXj0CAwNxd3f/6MT633//Pba2ttSvX5+SJUty5syZNL+Gd6HIB4NEIkkPFEUpArx69eoVRYoUyWxzJNkIIQT//vsvHh4ean6GAgUK0LRpUxo2bJhhu0dpzebNm/n6668BXdjXxo0bk3j6JHD+/HlGjBjB5cuXURSFv//+O809vp48eUKlSpWIioriyJEj77RFkrMQQvDPP/8QGxtLnTp1AIiMjKRYsWLExsZy7949bGxsAHj8+DGGhoYf5Ql2/PhxJkyYgKOjIxMnTgR0L/l///33RyUEzipoNBquXbtG3rx51YTEN27coFatWmqfsmXL0rp1a1q3bo2Dg4NeQQCJRJL5CCF48eKF6lXm5+dHVFSUXp8CBQpgbW2tepaZmppmi5xI2Zno6Gh8fX2xtrYmf/78mW2OJB1I8KgLCQlRq7SnF+/7PIWFhSVU6iz6vrz3ickQcUxRlJof7qVDCJG03IFEIsl2SHFM8qkkLOK9vLx4/vw5oNspbt68OXXr1sXQMLWZATKHq1ev4ujoyJMnT9S23r174+LigqmpaZL+CbuH//77L7NmzVLbX7169VGluT9EZGQkS5Ys4fTp0+zbt09dFISFhcl7NpcRGhrKsmXLuH79Otu3b1c/C6NGjWLJkiVMmTKFqVOnfnAeIQQajUa9N/fs2UP37t1p1qwZ48aNo0uXLtkyrOnRo0esX78eDw8Pzp49m8STddasWfz888/AuyuPSSSSzEMIQVBQkCqW+fv7ExcXp9encOHCWFtbqz9p8T0r0UeKYzmfXCmOKYoSgi6cMjECiEZXyXK9EOLPN/21b44p7xj3vwmESJn/oEQiSVcURSkI3AG2CyF++lD/t8ZJcUySJmi1Wm7cuKG6r4Mu8WiLFi2oXbt2tlpsR0VFMXHiRBYtWqSGdBgbG7Nq1Sq++uqrDy6qvb29qVevHiNGjGDGjBkpdrlPjrcX83FxcVSvXp0aNWqwYsUKzMzMPnl+SfalT58+bNu2jW3bttG7d28AAgIC+Oqrr+jQoQMTJ05872d23rx5TJgwQV2EVqlShbFjx/L1118nSVacXYiKiuLcuXN4eHjg4eHBxYsXOXToEG3btgVg3759jBs3TvUsa9WqlV7xBIlEkvloNBqePHmCj48Pfn5+PHz4MEk4ePHixVWhzMrKKtUVDiX/Q4pjn4axsfE7jx08eJDmzZOrl5ix5FZxbDQwATgIXEQnejUAOgKLAGugHzBCCLFGUZS3/c3rAPOBecC5N232wI/AOCHE7hQbJJFI0g1FUWYClYEAKY5JMhONRsPVq1c5efKkWj67ePHitGrViho1amQrb42rV6/y5Zdfcu/ePbWtQ4cOrF69+r0hWlOnTmXatGl06tSJAwcOpLldnp6etG3bFlNTUx48eKCWSJfkXp4/f07BggUpWLAgoMuF9+2339K4cWPOnTun9nN3d8fCwoKaNWvqCdZPnjxh6dKluLi4qFW9zMzMcHZ2ZsiQIen+8pzehIeHky9fPjWXypgxY1i0aJF6XFEUateurSeWJfwuJRJJ1iAuLo6HDx+qnmVPnjxJkpOsdOnSagimlZVVthX4MxMpjn0a9+/ff+exsmXLZqsCVmlBVhLH/gscFUKsStQ+GGgvhPhMUZQRwCAhhF2iPheBqUKIA4naOwMzhBD1UmyQRCJJFxRFqQzMBvYCNaQ4JskKxMXFcfnyZU6fPq0mti9VqhStWrWiSpUq2UYki4+PZ968eUyePBmtVotWq6VQoULMnDmT4cOHJ+sVJoTA3d2dqlWrqnmhnj17xsOHD6lbt26a2PXPP//g5+dH586d1TZXV1e6du0qPWAkBAYGcuDAAYoUKaJ6k2m1WkqWLMnLly85e/Ys9vb2gO4znhBiGRYWxpo1a1i0aBGPHz8GdLvggwYNYtSoUZQvXz5zLiiNefHiBSdOnFA9y+7cuaN3/O2cbk+ePKFYsWK5bkEjkWR1oqOj8ff3V/OVJeQ/TUBRFMzNzVXPsvLly2fbfKgZiRTHJGlJVhLHXgO1hRD3E7VXAq4JIYwVRakI3BBCFErUJwqoK4S4k6i9KvC3EEK+IUgkH4GiKC2AsUA9wAzokdjzUlGUH970MQNuA6OEEKdScI49b8Y3QYpjkixGbGwsFy5c4OzZs2plOXNzcxwcHKhYsWK2EckePHhAeHg4zs7OnDqluz1r1KjBpk2bqFnzwyk7Bw8ezJo1axg4cCAzZ86kZMmSaWrf+fPnsbe3V73JZB4WSWJevHiBk5MT165dw9/fXxXEZsyYwZ9//snPP//MoEGDAN19+9dffzFv3jxu3boFgKGhIV9++SU//fTTR33msxOBgYF4eXmpQtmpU6fUZ9Pnn3+Ou7s79vb2qmdZdi46IpHkVCIiIvDz81M9y16+fKl33MDAgPLly2NlZUWFChUwNzdPk7QHOY0EMcPKykpuCkg+maioKPz8/LKEOBYALBJCLErUPhoYLYSweJOE/4gQokyiPn+jy1/0nRAi+k1bPmAdUFUIkTZb3xJJDkdRlE5AU+Bv4L8kEscURekDbAB+AM4Ag4GBQDUhRMCbPleA5PzC26MLlW4mhBirKMoAPiCOvbmP356rMPBIimOS9CY6OpqzZ89y/vx5NbeRhYUFrVu3zlZV5LRaLatXr2b48OFotVrq1KnD2bNn37u7qtVq6d+/Pxs3bgR0udimT5/O0KFD02yBffbsWYYMGUL9+vVZt25dmswpyZlotVq9kMrWrVvj6emJi4sLQ4YMAXQFJWbMmEHr1q0BmD9/Pp6engDky5ePJ0+efLSHooeHB3v37tULY8xO1K5dm+vXr+u1FSpUiObNm9O+fXtGjx6dSZZJJJL38erVK1Uo8/X1VVM9JGBkZISlpaXqWVamTJlss2GXnmg0Gry9vSlVqlSyhYgkkpTw4sULnj59io2NTRIxOqPFse8BF+AAupxjAmgIdAaGCCH+UBTlR6ChEKJPorEN0YVo5QES3ghqvZnDUQhxMcUGSSS5HEVRBEnFsQvovDGHvtV2B9gthPjlI+acBfQFNIAxYAQsEEJMf0f/qcCUxO1SHJNkFBEREZw+fZpLly6piXUrVqyIg4MDZcuWzWTrPo5Xr17x1VdfqfnEbG1tWbNmDY0bN36v2HXq1CmcnZ25du0aANWrV2fJkiW0adMmTezSaDRERkaqOciePXtGly5dGDduHJ999pl86Zcky+vXrzl58iR16tRRizu4u7vzn//8BxsbGzXn3uXLl5kyZQpmZmasXbtWHe/h4UGLFi2Ijo5m5cqV3L9/n0qVKtGvXz+mT5/OqlW67B47d+6kR48eGX+Bn4gQAm9vbzUE09PTkxcvXgDQqFEjzp8/r/b966+/sLOzo1q1avJ+k0iyEEIIXr58qSeWRUVF6fUpUKCAmq/M2toaU1PTXHsfBwYGEhoaSqlSpShYsGCu/T1IUo8QgsjISJ4+fYqJiUmyxaMyVBwDUBSlKTAcsEWXkP8usEwIcfYjxhZEt+iu8mbsP8BmIUREqoyRSHI5icUxRVHyApFAbyHErrf6LUEXEt0yhfMPQHqOSbIJYWFhnDp1ir///hutVgvoRCYHBwdKly6dydZ9HDt37mTYsGEEBQUBUK5cOdq0acPixYvfmcBco9Gwdu1aJkyYoC6we/bsyYIFC7CyskpT+3755Rdmz55NnTp1uHz5craqGCrJXK5cuYKLiwsWFhZMnjxZba9YsSJPnz7l+PHjNGzYkGvXrlGnTh0qVqxIoUKFuHHjhtrXyMhI9RIF3T2fE4pHaLVabt26hYeHB6ampvTr1w/QXV/x4sXRaDSUKlVKDcHMbiHkEkluQAhBcHCwmq/Mz8+P2NhYvT6FCxdWE/tbW1tn+8IkKUEIQVBQkFp9XCJJLSYmJu/0yswwcUxRFEPga+CwECIoRYMlEkm6kIw4Zg48Bpq+LVgrivIr0F8IYZvC+Qcgc45JshkhISGcPHmS69evq1WnatSoQcuWLSlRokQmW/dhQkNDGTduHGvWrFHbjh079kFvsJCQEKZMmcLKlSvRaDTkz5+fcePGMX78+DSrkhcWFsaCBQto0aKFao9Go+HOnTvUqFEjTc4hyT28ePECW1tbQkND45iZ7gAAIABJREFUCQkJoXDhwuzatQsnJycMDQ0/uIhK7UZvdsHHx4chQ4Zw+vTpJB4p5cuX5+eff+aHH37IJOskEsn70Gg0BAYG4uPjg5+fHwEBAap3ewLFihVTvcqsrKwwNjbOJGszDo1Go7fJIZGkBCMjo/fm9cvosMpIdPnB/FM8WDe+H7r8RxUAeyGE/5t8ZT5CiD2pmVMiyc28RxxrIoQ491a/CUA/IUSVDLBJimOSLMHz58/x8vLi9u3bgK7KVK1atWjZsmW22K319PSkX79+5MuXD29vb/VlIDw8/L3eMrdu3cLZ2VnN51S+fHkWLFhAr1690sXTxM3Njf79+zN06FBWrlyZ5vNLcjZarZZ///0XW9v/7d385z//wd3d/YNjc7o4lkBMTAwXLlxQwzAT8iyuXLmSoUN1GRQePHjAvHnzaN26Na1ataJUqVKZbLVEInmb+Ph4Hj58qIZgPn78OMkzrFSpUqpXmZWVlazsKJGkkIwWxzyBJYkr433k2KHAdGAxMBGoLoTweeOZ0l8I4ZBigySSXE56h1Wm0iYpjkmyFEFBQXh6euLt7Q1Anjx5qFu3Li1atMjyIVlRUVE8f/6c8uXLA+Dl5UWXLl2YN28eQ4YMeWdYoxCCnTt3MmbMGAICAgA4fPgw7du3T3Mbx44dy/z585k9ezbjx49P8/kluY9z584xadIkjh8//t5+VatWpXPnzjg6OtK0adNcU+0xIiKCM2fOYGdnp+ZcWbVqlSqUAdjZ2alhmC1atMgWGwISSW4iJiaGgIAAfHx88PX1JTg4WO+4oiiYmZmpnmUWFha55hknkaSWjBbHegOzgUXAFUAvV5gQ4kZy496M/Qf4VQixW1GUcKDWG3GsBuAlhMj6sS4SSRbjPQn5rwghfnir7R9gz8ck5P8EW4YBw9AV3bCV4pgkq/Ho0SM8PT3x8fHh/9m787goy36P458BUVRcETdEwBWXFFEEVxYxXCsUK8mtzKWOplaPactjlkubGWnm85g+Fe4ibqGACiKoaIribio7KCAKArLPdf6YuHPcURgGud6v13m9Dtc99z3XeM5Mc3/nd/0ugGrVqmFvb0/fvn3LbNlheXvhhRc4e/YsAN27d8fHx4cOHTo89PF37tzh22+/JSIigt27dyuVY/fuLvisTp48Sfv27ZV/x6ioKPz8/Pjggw/k54D0VLKzs+nbt+99uzo+TO3atRk8eDBDhw5l8ODBlabPYFk5fvw469evJzg4+L5/MwMDA0JCQujfv38FzU6SpMe5c+cOsbGxSmVZSQ/REoaGhrRo0UIJy8zNzR+5vEySqiJdh2PqBwwLNM31hRDioe9QlUqVC9j8vZTy7nCsLXBaCFGz1BOSpCpIpVKZAG3+/vMk8D4QAtwUQsSrVKrXAB9gKnAEmAxMQlOt+VRLoks5P1k5Jum12NhYgoODSUhIAKB69eo4OjrSq1cvvV/C8O233/LJJ58o/ToMDQ359NNP+fjjj6levfpDzxNCKMFYRkYGvXv3Zvr06UyePLlcvlwPGTKEPXv28Pbbb2v1TpOk0sjOzlZ2qwRN9WNJJSTA8uXLmT59+gOXV3bv3p0tW7ZgbW2ts/nqi7S0NEJDQ5VlmFeuXOHmzZvKf5Pnz5/Pvn37lMoyR0dHatSo8ZirSpKkS7dv31aa+0dHR3P7tvZ9vpGREZaWlsoyzKZNm8pNcqQqT9fhmOWjjj/qxvvvypW5Qogd94Rj76FZVtm91BOSpCpIpVI5ownD7vWbEGLC3495F5gNNAPOArOEEAd1ND8Zjkl6TwjBlStXCAkJ4dq1awAYGxvTu3dvHBwcHhk0VbTLly8zbtw4IiIilLHWrVvj4+NDr169Hnv+V199xdy5c7GxsSEqKqrMX2vJks7PP/+cbdu20aaNJsvPy8t7bCNVSXqUrKwsPvroI37++WcAtm7dSseOHTly5AgdO3bE398ff39/IiMjAZg1axbff/89+fn5TJs2DUdHR8aPH0+1atUq8mXoXFpaGmZmZsrfvXr10vr8MDY2pm/fvkpYZm9vL2+yJUmPCCG4efOmVmXZnTt3tB5jbGysBGXW1tY0atRI7mgrVTk6DceehUqlehP4EvgAWA28DbQG5gJvCyE26nRCkiSVCxmOSZWJEIKLFy8SEhJCWloaoFme1bdvX3r06KG3N9FqtZpffvmFmTNnau1iN23aNBYtWvTIXmpFRUX85z//wcbGRtlxsqCggNTUVFq0aFFmc7y7Wg3g448/xt/fnx9//BEnp3Jvfyg9x4KDg9m1axdLly594PGvvvqKnTt38vnnn/Piiy+yd+9epd+evb09ERERGBgYkJqaipmZWZW7gYyOjiYkJESpLLt+/Z9N6E1NTUlNTVXCscTERJo3by7DMknSI0IIUlNTlaAsLi6O/Px8rceYmJgojf2tra1p0KBBBc1WknRH5+HY3ztOTgWs+WfHyZlAzON2nFSpVJPQNOO3+HsoCfhcCLH6qSYjSZLekeGYVBmp1WrOnj3LgQMHuHXrFgB169alf//+2Nra6m21U3JyMpMmTSIoKIiioiIAWrRowc8//8ywYcOe+DpLlizhs88+4+OPP+bDDz8s8+Wl+fn5tGrViuTkZLZv387LL79cpteXpEe5ePEi77//Pnv27GHAgAHs27cPtVpNs2bNyM/Pp3379kyfPh1PT0+9X1pd1kp+ICgJykxNTfnvf/+rHLOwsCAvLw9nZ2elsqx9+/ZVLlCUJH2mVqtJTk5WlmHGx8cr3wlK1K9fX6kqs7a2xsTEpIJmK0nlR9fLKu/ecfIToPPT7DipUqkaAQZCiNRST0KSJL0mwzGpMisuLiYqKorQ0FClv0eDBg1wcnLihRde0MvqCSEEsbGxXL16lSlTpigbDowYMYIVK1Y8tjG5EIKXXnqJP/74AwBra2uWLFnCK6+8UqY3wDdv3mTt2rVMnz5duW54eDgNGzakY8eOZfY8kvQwaWlppKenY2Njw6VLl3jhhReU/n0AtWrVws3NDUdHR3r27Imrq2uVDoGSk5Np37492dnZWuPNmjXD1dWVV199lZdeeqmCZidJ0sMUFRWRmJioVJYlJSWhVmu3DjczM8PKyopWrVphaWlJzZqy/bdU+ek6HHvqHSdVKlUwMEIIkXHPeF1guxDCtdQTkiRJb8jdKqXnSVFRESdOnCAsLIycHM3GzI0aNcLFxYUOHTro7Q3znTt3mDBhAlu2bAFgxYoVvPPOO489TwjBpk2b+PDDD0lKSgLAzc0Nb2/vcguuCgsL6dSpE1evXsXPz09Wk0k6l5aWxrx589i3bx/Z2dlK/8ESpqamTJkyhaFDh+Lg4KC3FaTlqbCwkOPHjyuVZYcOHVKWb5X0dAPIzc3Fz88PFxcXmjdv/shrent74+HhQcuWLbXG4+Pj2bZtGzNmzCifFyNJVVR+fj7x8fFKZdm9n3WgCb1Lqspatmyp171XJelhdB2OPfWOk3/vdNn03moxlUrVGEgSQhiVekKSJOkdWTkmPU8KCgo4duwYhw4dIi8vD4CmTZvi6upKmzZt9DIkCwsLw8vLi8TERABef/11vL29MTIyemzPkZycHL766iu+/fZb8vPzMTQ0ZPr06cybN4/69euX6TzT09OZNGkS4eHhXL169ZF90iSpvAkhOHXqFP7+/vz0009afbhAU0FaXFzMmDFjWLZsmV5WkepCXl4eR44cISQkBHd3d/r06QNo+sCV9DC0sbFRlmA6OztjamqqnO/t7c3MmTNp1aoVISEhSkAWHx+Pi4sL0dHR/PDDDzIgk6RydOfOHWJjY5UG/zdu3NA6bmBgQIsWLZSwrEWLFlXyxwGp8qmIyrFS7TipUqm6/P2/ngJcgZt3HTYEBgFThBBWpZ6QJEl6R4Zj0vMoLy+PiIgIjhw5QkFBAaDp7eXq6oq1tXUFz+5+d+7cYd68eXz//feo1Wrq1atHbm4un3/+OXPmzHlsqBcdHc0HH3zA9u3bAc3yi0WLFvHmm2+W+RfkGzdu0KjRP4Xnb7/9Nq1bt2bGjBnUqlWrTJ9Lkp5UQkICQUFB7N27l8DAQDIyNAsfbG1tOXnyJAAbN24kKSmJbt260adPH2rUqFGRU65QAQEBfPrpp0RGRnLvPUbXrl3x9vbGyclJKwQrCciA+8burSqTJKn8ZGVlKUswY2JiyMzM1DperVo1LC0tleb+zZo1q7I/EEj6TdfhWKl3nPy7YqzkyR70bTwXmC6EWFPqCUmSpHdkOCY9z+7cucOhQ4c4duyY0uzW2toaV1fXMt3psaycOHGCiRMnEhUVBYCVlRUxMTFPfH5QUBAzZszg4sWLAHTv3p0ff/yR3r17l8t8T548iZ2dHQYGBpw+fZpOnTqVy/NIUmkUFRWxd+9eIiIisLW1xcPDg5ycHBo0aKD0LAsODsbFxQUhBPn5+VSvXr1K3jzeunWL0NBQZRnmuXPnAM1729bWFoBff/2VWbNmkZGRgZGRZuFIYWGhDMYkSQ8IIcjIyCA6OlqpLCtpL1GiRo0aSlBmbW1dJXf9lfRTRexWWaodJ1UqlSWaUCwa6Amk3XW4AEgVQhQ/1WQkSdI7MhyTqoKsrCzCw8M5ceIExcWa/4S1bdsWV1dXmjZtWsGz01ZYWMi3337L559/zooVK3j77bcBzbJGY2Njateu/djzf/rpJ+bNm6dsUuDn54eHh0eZz7W4uJgNGzZw8eJFFixYoIxfunSJdu3ayS/fkt6Ii4tjypQpREREYGpqyrlz5zA2Nmb8+PEcPXqUxMREpk2bxldffVXRU61QKSkpHDhwgFGjRilh4bhx4/Dx8dF6nKGhIeHh4Tg6OlbENCVJegghBGlpaUpYFhsbq/QdLFG7dm2tnTAf18JBksqLzsMx5QJyx0lJkh5AhmNSVZKRkcHBgwc5deqUspSoY8eOODs7Y2ZmVsGz05aYmIi5ubkSMPXt25fY2FjWrFnDiy+++NjzU1NT+fjjjwkJCeHs2bM629nqxo0btG7dmvbt27Nr167H7r4pSbqkVquV0KewsBAzMzOtJUkdOnRg6NChDBgwgK1btzJw4EBGjhxZpfv3+Pn5sW7dOvz8/O475uDgQHBwsFxSLUl6Sq1Wc+3aNWUJZnx8vFJJX6JevXpaYZnsKSrpiq6XVc4D1gohrpb65H+u0RFoCWhtgSGE2Pm015QkqeLJ3Sqlqiw9PZ3Q0FDOnDkDgEqlokuXLjg5OenlL6gXL16kU6dOytbuXl5eeHt7a/X+epjs7GxMTEwATaXXa6+9xoQJExg6dGi5VHYFBgYycuRI2rZty4kTJzAwMGDWrFkMHz4cV1fNRtfBwcHs2rWLpUuXlvnzS9KTEkJw/vx5du7cyaZNmzhz5ozyHitRs2ZNVqxYweDBg2nSpAmXLl3CwsKiSoVBd/cdMzIyQq1WKxW4nTt3Vj5HAbZs2YKtrS1t27atqOlKkvQIRUVFJCYmKkswExMT7/vca9SokRKUWVlZ6ezHNanq0XU4dhroBPwJrAU2CSHSHn2Wcm4rYBvwApoeZCXfoAWAEKLq/oQmSc8RWTkmVWUlS4hKenQZGBjQrVs3+vfvr1fvh5SUFCZOnIi/v78yVq9ePX766Se8vLyeOOT65ZdfmDRpEvXr1yc2NrbkC0m5zDctLY3OnTuzbds2RowYAcDLL79MnTp1WLt2LVB+yz0l6WncunWLoKAg/P392bVrl9LUHzQBeo8ePYiNjSUzM5OAgABcXFwqcLa68biG/Obm5hw+fJiWLVty+/ZtGjduTH5+Pl26dMHT0xNPT086dOhQwa9CkqSHKSgoID4+Xqksu3bt2n2PadasmdKzzNLSkurVqz/gSpJUehXRc6wT8AbwOtAC2IcmKNsuhLjziPN2AcXAJP7pP2YKLAE+FEKEPdWEJEnSKzIckyRITk4mODiYq1c1hdaGhob06NGDfv36PbbHl64IIfD19WXKlCncunVLGXdzc2PVqlVYWVk99hpZWVksXLgQKysrpk6dqlz3zp075fY6s7Ky8PDwYP/+/Vrj77zzDl9//bVcviHppeLiYv788092796Nv78/kZGRyjGVSkVaWhqmpqb89ddfhIeHs3PnTsaNG6cEwc8Lb29vZs6ceV/z/btDsx9++IEZM2Zw9epV3n33Xfbv369UloFm6frIkSN54403aN++fUW9FEmSnkBubi5xcXFKWJaWpl1XY2BggLm5uVJZ1qJFC6pVq1ZBs5UquwrrOQagUqn6AF7AKMBYCPHQO2GVSnUDcBVCnFapVJlATyHEJZVK5QosEUJ0e+YJSZJU4WQ4Jkn/iIuLIyQkhLi4OACMjIxwcHCgd+/eerOs4ObNm8yaNYvff/9dGatZsyYLFy7kvffeK3VvpF27djFp0iS+/vprxo4dWy479p0+fZo333xTCRh27tzJ8OHDlR3xZON+Sd8lJyezZ88erly5wtSpU7G0tASgX79+HDp0CCEEn332GV988QWgCdc2btyIi4sLzZs3r8ipPzNvb288PDzu25UyPj6ebdu2MWPGDK3x9PR0du7cia+vL3v37lV2CF26dCkzZ84ENEu7DA0N5XtfkvRcdna2EpTFxMRoVdQCVKtWjZYtWyphWbNmzarkzr/S06nocMwWGIOmisxUCPHQb/oqleoW0F0IEa1Sqa4CbwshQlQqVWvgjBCi6jRbkKTnmAzHJEmbEILo6GiCg4NJTk4GNNug9+7dGwcHB2rUqFHBM9TYt28fb775JkVFRVy/fh0Ae3t7Vq1aRdeuXZ/4OoMHDyYgIADQNNdetmwZ9vb2ZT7fnJwcpfdZdnY2ly9fplu3bjg4OBAWFoaRkVGZP6cklafCwkK6du3KhQsXmD17NqNHj8bW1pbNmzezbds2Nm7cSN26dbl586YSWt+9IUBVkJGRwR9//MGWLVtYtmyZErCtWbOGL7/8Ull62bNnTxmUSVIlcOvWLWJiYpSeZdnZ2VrHa9SogaWlpRKWNW7cWL63pYeqiGWV1miqxd4A2gEHgfXAFiFE5iPOC0NTIbZdpVKtBxoAC4DJaEKzzk81IUmS9IoMxyTpwYQQXLp0iZCQEFJTNRs916pViz59+mBvb68XYU5OTg5FRUVs2rSJf/3rX9y+fRsDAwNmz57NggULnqiKLD8/H29vb7788kvlS+6bb77J4sWLy3SnyXvDsa1btzJlyhReeeUVNmzYoDyusLBQL/5tJelJxcTEYG1trfw9bNgwpT+goaEhw4YNY+jQoQwZMoTx48eTm5uLt7c3PXr0qKgpV7iXX36ZnTv/2dvLwsKCkSNHMnLkSHr37l2lAkRJqqyEENy4cYPo6GhiY2OJjY0lLy9P6zG1atXS2gmzQYMGMiyTFLpuyH8ETa+wM8A6YL0QIukJz3UHagsh/P5uzv8HYAOkA68JIYJLPSFJkvSODMck6dGEEJw7d44DBw6Qnp4OgImJCf3798fOzq7UyxjLS1JSEnZ2dqSmptKkSROOHj2qLP16EteuXWPOnDnKcs26desyb948pk2bVibNd+8Nx2rXrs2NGze4c+eOUk2Snp5O586d8fLyYuHChRgbGz/z80qSru3evZtt27axe/dupfq0hEqlQgjB5s2bGTFiBIaGhkRERHD48GEGDx5cZZrX5+TkEBAQgK+vL3/88YdW9UmLFi24fPmyfP9LUiWjVqu5fv26sgQzPj5eWVZdol69esoumNbW1vLeo4rTdTi2CFgnhDhX6pMffL2GwC1RFms8JUmqUCqV6v+A/wMMgPYyHJOkR1Or1URFRREaGkpmpqbwul69ejg5OdG1a9cKr3QoLi7m66+/Zt68eRQVFVG7dm0WLVrE66+/jpGREQ0aNHii6xw5coTp06dz4sQJAGxsbPjhhx9wd3cvz+kDsHz5cqZPn46trS2RkZHy12WpUhNCcOrUKfz9/fH39+fo0aPc/RW6UaNGDBo0iLS0NAIDA3n33Xf56aeflOOJiYm0aNGiIqauU3l5eQQFBeHr68vOnTuxs7MjOPif3+C/++47bG1tcXJyklWlklSJFBcXk5iYqIRliYmJqNVqrceYmpoqVWVWVlbUqiU7N1UlFdpz7GmoVKo2QGvgoBAiV6VSqWQ4JknPD1k5JkmlU1RURGRkJGFhYUq1g6mpKc7OznTq1KnCA52LFy8yadIkwsPDlbkBbNiwgYEDBz7RNdRqNb/++itz5sxRdqp66aWX+P7772ndunX5TPzv592zZw81atTAzc0N0Hy5Hj9+PKNHj2bw4MEVHkJK0tNKS0sjICAAf39/AgMDtRpb29nZMX/+fIYNG0Z+fj5JSUm0bt0aGxsbzpw5U2V2g8vPzyc1NRULCwsAUlJSaNasGUIIGjZsyCuvvIKnpycDBgwok4pWSZJ0p6CggISEBCUsu3btGvfGCk2bNsXKyopWrVrRsmVLvenzKpUPXVeOGQITgAFAYzQVIgohhOsjzjUFNgMugADa/t2cfzWQIYT4oNQTkiRJ78hwTJKeTmFhIX/++Sfh4eHk5uYC0KRJE1xcXGjXrl2FhmRqtZr//Oc/fPTRR2RlZQHw888/M3Xq1FJdJyMjgy+++IJly5ZRVFRE9erVWbduHZ6enuUx7QfaunUrnp6emJqaEh8fL39Vlp4LRUVFHD58GH9/f4KCgjh48CB16tQB4N///jcrVqzg1q1b9OrVSwm6AebMmYNKpWLSpEm0atWqoqavMwkJCSxYsAA/Pz9u3LihjNerV4+XX36Zd955B0dHxwqcoSRJTysvL09p7B8TE6P8GFfCwMAAc3NzZQmmhYVFlfmhoKrQdTi2HE045g9cQxNyKYQQsx5x7u9oArW3gQtA17/DsReBpUKITqWekCRJekeGY5L0bPLz84mIiODIkSPk5+cDYG5ujouLC61atarQkCwxMZEpU6Zw5swZLl++rPwCe/z4cezs7J64CuvChQvMnDmTQ4cOcenSJczNzctz2loSExPx9vbGzMyM2bNnK+O///47gwcPxszMTGdzkSRd6N27N0eOHGHFihUMGDCAdu3aERMTwx9//MGnn37K7du3OXr0KD179gQgPj6e1NRUunXrpjc9EMtaUVERYWFh+Pr64ufnp+zQu3r1at566y1A08vQwMBABuiSVEllZ2cTGxurNPi/deuW1vFq1aphYWGhLMNs3ry5rCav5HQdjt0Axgkhdj/FudcBdyFElEqlyuKfcMwaOCOEMCn1hCRJ0jsyHJOkspGbm8vhw4c5evSo0oDW0tISV1dXpeF8RRBCkJ6eTqNGjQA4ffo03bp1o2fPnqxZs+aJG4ALIYiOjtZaVjl//nyGDx+OnZ1ducz9Yc6cOUOXLl0wMTEhISGB+vXr6/T5Jak83blzhwMHDuDg4KAsi16yZAkffvghAPXr12fixIkMHz6c3r17s3DhQubPn8/48eP59ddfK3DmulFcXMyRI0fYsmUL//73v5V/ox9++IFPPvmEIUOG4OnpydChQ5VNQCRJqnwyMjKUqrKYmBitjTsAqlevjpWVlbIMs3HjxhXe2kIqHV2HY8mAsxDir6c4NwuwE0JcviccswcChBCmpZ6QJEl6R4ZjklS2srOzCQ8P5/jx4xQXFwPQpk0bXFxcaN68eQXPDsaNG4ePjw+g+RX2008/Zc6cOaXu6xEcHMyAAQMwMjIiLi6OZs2alcd0HygiIoLp06djbW3N5s2blfGYmBisrKzkl2PpubN582aWL1/O4cOHlc8V0CwvbN68ObGxsSxcuJBZszSLQm7dukX37t1xcXFh5cqVVaKR/ahRo/D19VX+NjY2ZtCgQYwcOZLhw4eX3IBJklQJCSG4ceOGEpTFxsaSl5en9ZhatWopSzCtra1p2LCh/D6g53Qdjn0AtAKmlbaJvkql8gcihRCf/R2OdQHigI2AgRBCdw1HJEkqNzIck6TykZmZycGDBzl16pSyO5ONjQ0uLi40bty4wua1d+9e3nrrLRITE5Wxdu3a8euvv9KrV68nvk5iYiKzZ8/G1NSUZcuWKeNCCJ18GRVCcOfOHWrXrg1owgALCws6dOjA7t275XJL6bl069YtAgMD8ff3Z8+ePaSnp2sdd3BwYMiQIdSqVYt//etf2NjYcOHCBeX45s2bMTExwcnJSXnvPC+EEERGRrJ161a2bNnClStXlGN169YlNTVVNveWpOeEWq0mJSVFWYIZFxenVO2XqFu3rrILZqtWreR9jh7SdTi2DU1D/ZvAOUDr/2OEECMecW5H4ABwAnAFdgKdgIZAHyHE1VJPSJIkvSPDMUkqXzdv3iQ0NJTTp08rYy+88ALOzs40bNiwQuaUnZ3NZ599hre3t9ZOUe+++y6LFy8u1WeBWq1Wen6cO3eOMWPG8N133zFgwIAyn/ejBAQE4OHhQbt27Th16pQS0OkqrJMkXSsuLubYsWP4+/uze/duTp48qXV81KhReHl58corryhj1tbWxMbGsnv3bgYPHgxolnEaGRk9dXVZcHAwu3btYunSpU//YsqYEIIzZ87g6+vLli1baNeuHTt27FCOT5s2DVtbW1555RVlybkkSZVXcXExSUlJSmVZYmKiVpUtQMOGDZWqMisrq+fuB4LKSNfh2P8edVwI8eZjzm8KvAN0R7PTZSTwkxDiWqknI0mSXlGpVP8H/B+a93Z7GY5JUvlKS0vjwIEDnD9/HgCVSoWtrS1OTk4Vttzn2LFjTJgwQauypEWLFqxYsYLhw4eX+nqenp5s3boV0CwlnT9/Pl5eXmU238dJS0sjKSkJW1tbQPNl2dHRERcXFz7++GPZm0x6riUlJbFnzx78/f3Zu3cvW7duxd3dHYCDBw8yb9481Go1165dIzIyUunHtXz5cubOncusWbP44osvnvj5srKymD17NitXrgTAz88PDw+Psn9hZSAnJ0e5Eb67d6KhoSFOTk6j4d0LAAAgAElEQVR4enri4eFB06ZNK3KakiSVkcLCQhISEpTKsuTkZO7NU5o0aaKEZZaWlrKytALoNBx7WiqVqhrwCbBGCJGgsyeWJEnnZOWYJOnWtWvXCAkJ4fLly4Dm5qx79+7069evQppHFxQU8M0337B48WIaNmyoLLd89dVX8fb2LtXN4s2bN/n888/56aeflKWk3bt3x9/fnyZNmpTL/B9lz549DBkyhAYNGpCQkCB/JZaqjPz8fAwNDalWrRoAH374IUuWLGHcuHH89ttvgKa6Kjg4mP/+979s3ryZxYsXM2fOHEDzuTBlyhScnZ3x8vK6r6osODiYt956i7i4OGXs9u3b1KlTR0ev8OmlpqayevVqfH19iYyMVMZVKhX9+vXj448/VkJFSZKeD3l5ecTFxSmVZampqVrHVSoVzZs3V8IyCwuLKtGrsaJVSDimUqnMgPaAAP4SQqQ9wTnZQGchROxTP7EkSXpPhmOSVDESEhIIDg4mNjYW0DTH79mzJ3369KFWrVo6n09GRgbVq1dn/vz5LFmyhOLiYurUqcNvv/1W6mqQiIgIrf5lhoaGfPLJJ3z++ec6XeKoVqvZvXs3aWlpvPnmP8Xyn332Gb169WLQoEFyG3ipSoiOjmbnzp1069YNJycnACIjI+nevTu1atXC3t6eIUOG8MYbb2Bubs7BgwdxcnKicePGXL9+XXnf/vnnn/z888/873/3L07R5Q/5ZSU6OpqtW7fi6+vLsWPHAPD19WXkyJEApKSkkJ+fX6E7DkuSVPZycnK0dsK8deuW1nFDQ0MsLCyUsKx58+YYGhpW0GyfX7peVlkbWAaMQ7N0CqAY+B2YLoS484hztwPbhRC/lvqJJUmqNGQ4JkkVKyYmhuDgYKViq3r16vTq1YtevXpVWIn/unXrGDNmDACTJk1i+fLlVK9evVTXeFAI1qxZM1atWsWLL75YYb/Inj9/nk6dOqFSqbhy5QqtWrWqkHlIUkXbtWsXU6ZM4do17W4ptra29O7dm+zsbFq2bMmXX34JaKrFBg8eTEFBwQOvVxnDsbvFx8fj5+fHpEmTlCrT+fPn8/nnn2Nvb4+npycjR45UlmRKkvT8yMjIIDY2VgnLsrKytI5Xr14dS0tLZTfMpk2byn6mZUDX4dh/ADdgGnDo7+G+wI/AXiHEO484dwrwObAOTVP+nLuPCyF2lnpCkiTpHRmOSVLFE0Jw+fJlQkJCuH79OgA1a9akT58+2NvblzqYelYJCQlMnTqV3bt3A9C5c2d++eUXhBB07979iYKtR31prFmzJi+++CKjR4/mtddeK7N5P4lr166xZMkS0tPTtapfgoKCsLOzk825pSpFrVZz6tQp/P398ff359ixY1ohV6NGjRg0aBBDhw6lsLCQCRMmKEum7xUcHIyLi4uupq4TkydPZvXq1Vqv2dbWFk9PTzw9PWnfvn0Fzk6SpPIghCA9PV0JymJjY8nNzdV6TM2aNZWgzNraGlNTUxmWPQVdh2M3AE8hxIF7xl2AzUKIh+5zrlKpHvxfPg0hhJB1hZL0HJDhmCTpDyEE58+f58CBA9y4cQOA2rVr069fP7p37670D9LVXDZu3Mh7773HjRs3UKlUGBgY0KFDBw4cOICpqekjz3/Yl0QDAwPlRvPdd9/lp59+AjTNcwMDA3F2dtZ577WMjAwsLCwoLi7m+PHjdOzYUafPL0n6IjU1lYCAAPz9/QkMDCQzM/OJz/3ggw/47rvvAM3nx9WrV2ndunWlv2FMSUlh+/bt+Pr6EhISouyAV7duXdLS0nT+44UkSbolhCAlJUVp7h8XF3dfBW2dOnWUoMza2rrCNlqqbHQdjt0BugshLtwz3gk4JoSQnWklqYqT4Zgk6R+1Ws2ZM2c4cOAAGRkZgOZGzMnJia5du+q078WNGzd4//338fHxAcDExISMjIzHzuFBN8TvvPMOixcv5sqVKwQGBuLk5ESfPn0ACAsLo3///jRv3pzExESd3lCfP3+esWPHkp+fz5kzZ5TnvnHjhvw1WKqyCgsLOXz4MP7+/vz222/3NbC+1969e3FzcwP+Wb7cqVMnTp8+/dz09ktPT2fHjh34+vrSrFkzVq9eDWhunocOHYqdnR2enp507dpVfm5I0nOquLiY5ORkpbIsISFBCc1LNGjQQCsskxsCPZiuw7H9QDowTgiR9/dYTeA3oKEQwq3UF5Uk6bkiwzFJ0l/FxcWcPHmSgwcPKv0vGjZsiJOTE507d9bpDWdAQACTJ0/mnXfeYe7cuYCm4ur48ePKDXGJrKwsrc8TS0tL1qxZg6ur60Ovv2vXLmbMmIGjoyPr168HNDecPXv2pGPHjri7uzNw4EDMzB5a9P5MhBCkpaXRuHFjQBNQdujQgfr16+Pj40O7du3K5XklqTKYPHkyq1ateuRj/Pz8lM07Nm3axNixYxkwYAB79uxRHvPll19iZmbGqFGjHlt9qu+EEEoAFhUVha2trXKsVatWytLLHj16yKBMkp5jhYWFJCYmEh0dTUxMDMnJyff1YGzcuLESlFlaWmJsbFxBs9Uvug7HXgD2AMZAFJrdKm2BfOBFIcS5B5zjCiwHHO+doEqlqgccBt4RQhws9YQkSdI7MhyTJP1XVFTE8ePHCQsL484dzV46ZmZmuLi4YGNjo7Mbr5ycHGrWrKmEcsOGDcPf358xY8awdOlSpV/Xtm3bGDFiBKCpFvv666+pU6fOY68vhCA3N1fZrfPcuXN07txZOa5SqejevTvu7u64u7vj6OhYbo39T58+Tc+ePTE2NiYhIeGJ5i9Jz6tvvvmGjz766L7xJk2a0LdvXywsLFi6dCnFxcXMnTsXDw8POnXqRHp6OtbW1gDk5ubSsGFD8vLyOHPmjPLezszMpFatWhW2SUdZyM7OZteuXfj6+rJ7927y8vKUYy1btuS7775j1KhRFThDSZJ0JS8vj/j4eKWyLCUlReu4SqWiefPmSlhmYWFRqT//noVOwzFQKsXGADaACjgPrBNC5D7k8TuBECHE0occfw9wEUKUbl93SZL0kgzHJKnyKCgo4OjRoxw+fFi5+WrWrBmurq467+2TlZWFubm5UtHWoEEDli1bhpeXFyqVilmzZjF8+PBHVos9TkFBAeHh4QQGBhIYGEhUVJTW8bp16+Lq6sqgQYNwd3fHysrqWV7SfVJTU4mKimLgwIHK2Lhx42jWrBkffPCBUmUmSc+77Oxs+vbtq/Ue7Nq1K2FhYVSvXl3ZWXffvn3K+6VNmzaMGTOGMWPG0Lp1a27fvs2KFSv4888/8fX1VT6vZs+ezX/+8x8WLFjA9OnTdf/iylh2djZ79uzB19cXf39/cnJyCAoKUv5drly5QnJyMn369NHpEnlJkipGTk6O1k6YN2/e1DpuaGhIixYtlLDM3Ny8ynw26LpybC6QIoRYc8/4W4CZEOLrB5wTBwy6t0/ZXcdtgCAhRMtST0iSJL2hUqn+D/g/wABoL8MxSao88vLyOHz4MEePHlWawrZs2RIXF5cyD4gepqCggK+//povv/ySwsJCZdzd3Z2VK1eWyzyuXbvG3r17CQgIYO/evcqmBSXatWuHu7s733//fblsXvDXX3/Rvn17VCoVFy9elEstpSolOzubFStWcOXKFdq0acO777573+YZUVFRfPfdd/j5+SlVrgC9e/dmzJgxvPbaazRs2FDrnP79+xMWFsaGDRt4/fXXAU0wvXz5coYOHYqDg0P5v7hykpubS2BgIEOHDlUqQz788EOWLFlCkyZNGDFiBJ6envTv31+nG65IklRxMjMzlV0wY2JiuH1bOxMyMjLC0tJSCcuaNm363C7N1nU4Fgt4CSEO3zPuAGwUQlg/4Jw8oLMQ4spDrtkGOCOEqFnqCUmSpHdk5ZgkVV45OTkcOnSIP//8k6KiIkDT68bFxYUWLVroZA7nz5/n7bff5siRI8qYsbExixYt4r333iu3Xz/VajWRkZFKVdnhw4cpLi6mQ4cOnD9/Xnmcr68v7dq144UXXnjmL5dqtRp/f3/+/PNPvvjiC2V89erVmJub4+7u/tx+gZWk0sjOzmbbtm2sXbuWffv2KTvUGhkZMXToUMaOHcvQoUOpUaMGxcXFnDhxAhsbG+V7yG+//caECROws7PjxIkTynXz8/OVKrXKau7cuaxcuVLZbAWgUaNGeHh4MHLkSNzc3KpM1YgkVXVCCG7evKlUlcXExJCbq73Ar2bNmlhZWWFlZYW1tTWNGjV6br5r6DocywM6CCFi7hlvBZwXQtzXCU6lUl0FPhRCbHvINUcA3wkhWpV6QpIk6R0ZjklS5Xf79m3CwsKIjIxUbkLbtWuHi4sLTZs2LffnV6vVrFixgo8++kirWsTe3p5Vq1bRtWtXMjMzqV+/PqBp5F/W25xnZmYSHBxMUVGR0tsnPz+fhg0bcufOHaKioujSpYsy37LazOD27dtYWFhw+/Ztrd36JEnSSE5OZsOGDaxdu5ZTp04p4/Xr1+fVV19l8uTJdO/eXeucAwcOsGLFCnr06MHs2bMBzfvWwsICa2tr1q9fT8uWlXcRS0FBAcHBwfj6+rJ9+3bS09MBzTL5xMRE5fPp7qb/kiQ9/4QQpKSkKEFZXFycskKghImJidZOmCXfrSojXYdjl4H5Qoi194yP/Xv8voBLpVItA5wB+5IdLu86VhM4hqYn2XulnpAkSXpHhmOS9Py4desWBw8eJCoqStkpqVOnTjg7OyvN8stTfHw8U6ZMISUlhejoaDIzM6lWrRr/+te/6N69O56enoBmZ8phw4aV+3ySkpKYPHkyly5d4vLly8pN5vjx47lw4YJWY/+nXdKUnp7OwoULOXToEEeOHFFuak+dOoWFhUWl35FPksrS2bNn8fHxYd26dSQlJQGwePFi5syZAzw6DDpz5gxdunTBxMSE9PR0qlevDkBQUBA5OTm4ublVyo0zioqKCA0NxdfXFzMzM6Uqtbi4mI4dO2Jvb4+npyfu7u7UrCkX7khSVaJWq0lOTlbCsoSEBGWlQIkGDRooVWXW1tb3LXfXZ7oOxz4C/vX3/wT/PTwA+AZYIoRY/IBzmgCRQDGaXSsvodnlsgOa/kSGgJ0QIuXecyVJqnxkOCZJz58bN25w4MABzp3TbEqtUqno2rUrTk5O5f4LY8mOk5mZmUybNg0/Pz8AateuTU5ODgBeXl4sXarZ98fMzKzcKyPurhQTQtC0aVNSU1OV43Xr1mXAgAFKY39LS8tSP8fdN/VqtZrOnTsTFxfHzp07GTBgQNm8EEl6ThQXFxMaGoqPjw/z589XqsA2bNjADz/8wIwZM/Dy8rrvvPj4eM6fP8+gQYOUMVdXV0JCQvD29ua99zS/3ZfcN1Xmqqvw8HD69eun/F27dm2GDh2Kp6cnQ4YMoXbt2hU4O0mSKkJRUREJCQlKWJaUlMS9OZGZmZkSlNnY2FTQTJ+MrsMxFfAV8B5Q/e/hPOBrIcQXjzjPEvgZcEezwyVoArJA4F0hRGypJyNJkl6S4ZgkPb9SUlIICQnh0qVLABgYGGBnZ0f//v11UmERExNDq1aP7sIQExOjs00ESiQlJREUFERgYCB79+69b+eo9u3bK1Vlzs7O1KpVq1TXv379OoMHD+bq1askJCQoS0hzcnLkDa0kPcKwYcPw9/fn3//+N/PnzwegsLCQoqKiB1ZNCSGYPXs227ZtIyAggDZt2gCwZ88epk2bxoQJE/jss890+hrKilqtJiIiAl9fX7Zu3Up8fLxyrGbNmqxYsYIJEyZU3AQlSapw+fn5xMXFKQ3+r1+/rhxr3Lgx77zzTgXO7vF0Go4pJ6tUJmgqv3KBy0KI/Cc8rwHQBk1AdlkIceupJyFJkl6S4ZgkPf8SExMJCQkhOjoagGrVqtGjRw/69u1brmHN2rVrGTt27CMf87///U+5wauIZtslzcBLGvtHRERQXFysHK9evTr9+vXD29ubTp06PfF1hRD3hYMeHh5cv36dZcuW0aNHjzJ9HZL0PEhJSWHjxo0MHz5cee9s376d8ePHM2rUKMaMGUP//v0f2zNw+vTpLF++nClTprBy5UplfN26dfTp00fngfyzEkJw/PhxfH198fX1JTo6miNHjuDo6AjAiRMnOHfuHC+99FKl7j8kSdKzuXPnjrILZv369enTp09FT+mRKiQckyRJehgZjklS1REbG0twcDAJCQmAJvhxcHCgd+/eGBvft0fPM8vPz2fx4sVKBci9jI2NycjIUAIxOzs7cnNz6du3L3379qVfv35YW1vrdGlURkYGwcHBBAQEEBgYqFRrJCcn06xZMwACAwPJyMhg4MCBNGzY8Imum56ejoWFBbm5uVy4cEHvlzpIkr6YPHkyq1atUv5u2bIlb7zxBmPHjqVDhw4PPCc7O5vg4GAsLCzo1q0bAHFxcVhZWWFoaEh6enqZbwqiK0IIZYORkpCw5N/IyMgINzc3PD09efnll2XPQ0mS9JoMxyRJ0isyHJOkqkUIwdWrVwkODubatWuAJqTq3bs3Dg4OSpPrspKTk/PQ5rAffvgh3377LfDPjeu9mjVrpoRlffv2pUuXLk/dPL+0hBBcunSJY8eOMW7cOGV84MCB7Nu3j6VLlzJz5kxAEwQaGho+cm4pKSkEBQVpVdMtXryY27dv89577ynhmyRJ/1Cr1YSHh+Pj48OWLVvIzMxUjtnZ2TF27FhGjx5NkyZNHnmdkydPMnPmTAwMDAgJCVHGJ0+ezM2bN5k7d+59u2ZWFkuXLmX16tVKn0kAQ0NDXFxc8PT0ZOLEiTr73JQkSXpSMhyTJEmvyHBMkqomIQQXL14kJCSEtLQ0AGrVqkXfvn3p0aMHRkZGZfI8jwrHrl27RtOmTQHw9fVl1KhRj72eiYkJvXr1UsKyXr166XwHt08//ZQdO3awefNmpXJl9erVfPDBB7i5uSn9ykqajD9MdnY2FhYWZGRksGPHDl566SVdTF+SKq28vDx27drF2rVr2b17t7Jrm6GhIS+++CJjxozhlVdeeWSfwOLiYgwNDQFNc2szMzMyMjI4fPgwvXr1AjSN/5OSkujZs6fy2MrgwoULbN26la1bt3Lq1CkA2rZty6VLl5QK3KysrPt6Tnp7e+Ph4XHfZ1Z8fDzbtm1jxowZunkBkiRVKTIckyRJr8hwTJKqNrVazdmzZzlw4AC3bmlai9apU4f+/fvTrVu3Z74xFEKwZcsWvvnmG9566y0A1qxZw+zZsxk1apRyw5adnU1oaCj79u1j//79nDlzRus6nTt3JiEhQatqBODUqVN07doV0CwbNTY2VgI3XRo/fjy///671piNjY2yA6aTk9N9IZ5arWbXrl34+vry22+/KUukgoKCEELw4osvVurd9iSpPN24cYNNmzbh4+PD0aNHlXETExP8/PwYOHDgY6+hVqs5ceIEQUFBzJkzR/m8++KLL5g3bx5vvPEGa9euLbfXUJ6uXLnC1q1bqVevHlOnTgU0Fa5NmjShc+fOeHp6MmLECLZt28bMmTNp1aoVISEhSkAWHx+Pi4sL0dHRyg6ikiRJZUmGY5Ik6RUZjkmSBJpqiqioKEJDQ7l9W/P9pH79+jg5OWn1ttGV69evExwczP79+9m3bx9hYWG0aNGCc+fO8cUXX7Bjxw6MjY1ZsGABAwcOxMbGhgkTJvD777/z7bff8uGHHyqvy8DAoNxDpuLiYo4fP67V2F+tVivHa9SoQf/+/ZWwrGPHjg+ckxCCLl26cPbsWVauXMmUKVPKdd6S9Dz466+/WLduHT4+PiQkJJCcnIyZmRkAERER1KpViy5dujzx9f7973/z448/8t133/H2228Dmpu4YcOG4e7uzkcffVQplykePHgQJycnrTFbW1vi4+O5efOmEpABSjB2b2gmSZJUVmQ4JkmSXpHhmCRJdysqKuLEiROEhYWRk5MDQKNGjXB2dn5ooFPehBBaz/vaa6+xefNmrcc0b94cAwMDEhMTtZYo7tq1i7feeos+ffooSzHt7OzKvLfavW7dusX+/fuVsKxkE4QSLVq04IsvvuDNN9/UGs/NzWXu3Lls3ryZ8+fPKzvPxcfHY2Ji8sQbAEhSVSSE4MKFC3Ts2FEZ69evH+Hh4axatUoJup5EUVERRUVFymYlfn5+jBw5krZt2/LXX38pj4uKisLa2rrSfIdKTEzEz8+PrVu3EhYWxr33mCVL6gsLC2UwJklSuZLhmCRJekGlUv0f8H+AAdBehmOSJN2toKCAY8eOcfjwYXJzcwFo2rQpLi4utG3btkKX+xUXF3Py5En27dvHvn37CA8PJz8/H9DswHn9+nUaNGgAwKRJk/jll1+0zjc2NsbBwUGrb1l57lxXcsNeEpSFhoaSl5fHhg0beP311wE4f/48mzZtYtiwYdjb21NYWKjV983T05M9e/bwyy+/MHr06HKbqyQ9TwoLC3n99dfZvXs3ly9fpkWLFgDs37+fxMRERowYcV//rYdJSUlhx44dVKtWTVkiLoSgTZs2JCQkEBwcTN++fcvttZSH69evs23bNnx9fQkJCcHQ0FDp41atWjXmzJnD1KlTMTc3r+CZSpL0PJLhmCRJekVWjkmS9Ch5eXlERERw5MgRCgoKAE3Vk4uLC61atarg2Wnk5uZy6NAh9u/fT2ZmJitWrFCO2dracubMGVq0aIGxsTHXr19Xlo2WUKlUdOnSRWtXzJKb6PKa78GDB3FwcFAqwxYtWsQnn3zCyy+/zPbt25XHJicnY2pqSu/evYmMjOTs2bN06tQJ0FS2VMalXZKka9nZ2Vobg7i7uxMUFEStWrV45ZVXGDt2LG5ubqV+P6Wnp9OrVy/i4uJIT09XnmPTpk2EhYXxxhtvKE3+9V1UVJQSzIPmc7GkatfZ2RkvLy9Gjhyp/PAgSZL0rGQ4JkmSXpHhmCRJT+LOnTscOnSIY8eOKZUFVlZWuLq6YmFhUcGze7C8vDy6du2qtQQKNJVjrVu3pm7duqSmpnL16lWt48OHD2fnzp3K3+fPn8fGxqZc+67t2bOH//3vfwwfPpyxY8cCcPXqVdq0aUPHjh158cUXad26NRMnTlQa+3/yySeEhISwaNEinJ2dy21ukvQ8EUKwePFifv31Vy5fvqyMN2nSBC8vL8aMGUO3bt1KVR2bnJxM8+bNlb+HDx/OH3/8waJFi5g7dy6gCbMTEhKwtrYuuxdTRu5uvn/3skpjY2Py8vKUxxkZGTF48GC8vLx49dVX5YYhkiQ9ExmOSZKkV2Q4JklSaWRlZREeHs6JEycoLi4GoG3btri4uNCsWbMKnt2DxcfHK4399+3bR2pqKgBjxozBx8eHa9euERYWxqpVq7h+/Tpvvvkm77//vnKupaUlZmZmJCYmKr3K7u2DVh58fX157bXXtBr7Gxsb4+TkhJubG19//TU3btzAz88PDw+Pcp2LJD1vhBAcO3YMHx8fNm7cSHp6unKsY8eOjB07ljfeeOOpwv+AgAB27NjBtGnTlErPsLAw+vfvT58+fQgPDy+z1/Gs7g7GHtSQv2XLlowePZo9e/Zw+vRpALp160ZkZKRyDV18HkqS9PyR4ZgkSXpFhmOSJD2NzMxMQkNDOXXqlNLQuUOHDri4uCi7xOkjIQRnz55l//79vPDCCwwYMACA06dP07VrVwCsra1xc3PDzc0NQ0NDxo0bR6dOnTh27JhynX79+qFWq5VlmL1798bU1LTM53vz5k2lsX9AQABJSUlax+vVq8fIkSMZNGgQbm5u7N+/n8jISKZPn663YaUk6ZuCggICAgJYu3YtO3fuVHoYqlQqnJycGDt2LKNHj1aqNp/GypUrmTZtGq+99hrr1q1TxufOnUubNm3w9PQs196HD+Pt7c3MmTPva75/d2j2ww8/MGPGDM6ePcuGDRto06aNspnI7du36dy5M8OGDcPLy4vevXvrfHdjSZIqJxmOSZKkV2Q4JknSs0hPTyc0NJQzZ84oY126dMHJyalS7ax45MgRZs+eTUREhLJstETXrl15//33GTduHAA5OTnUq1dPqZwr0bFjR62+ZVZWVmVaTSGE4Pz581qN/Utu4gEMDAyoU6cOmZmZWsu5JEl6chkZGfj6+rJ27VpCQ0MBqFmzJikpKU/cvP9R1759+7YSQKWlpdGkSROEECQmJiqN72/dukXdunUxNDR8thfzhLy9vfHw8LhvV8r4+Hi2bdvGjBkzHnruunXrGDNmjPJ3y5Ytef311/Hy8qJLly6yokySpIeS4ZgkSXpFhmOSJJWF1NRUQkJCuHjxIqAJamxtbenfv3+FVEM8raysLMLCwpQlmCWh3759+5QqsyNHjrB582ZMTExISkri8OHDXLp06b5rNW/eXCss69KlS5ne7JY09g8ICCAwMJALFy4wcOBAhBBs2rSJunXrMnHiRNq0aYOdnR1DhgyRN6qSVApxcXGsW7eO7OxsFi1apIy7u7vTvn175s6d+0wVmmlpafz8889cvXqV3377TRmfOHEi27dv54cfflB6EOqroqIigoODWb9+PX5+fmRlZSnHOnbsyOrVq3F0dKzAGUqSpK9kOCZJkl6R4ZgkSWUpOTmZkJAQrly5AoChoSE9evSgb9++WrvFVRbXr18nODgYDw8PZUnV+++/z9KlSwGoW7cuzs7OODo6UqdOHWJjYzl06BDHjx+/rwLt2LFj2NvbA5CSkoKJiQm1a9cus7kmJCRQVFSkNPw+fPgwffr0oXr16hQUFPDxxx+zcOFCLly4gLW1NcbGxmX23JJUVZw7d47OnTtjZGTEtWvXlOXUeXl5Zfae6tSpE+fPnycoKIiBAwcCEB0dzbp16xg+fDi2trZl8jxlLTc3l927d7N+/Xr8/f0pKCggPj5e2f334sWLNGjQgCZNmlTwTCVJ0gcyHJMkSa/IcEySpPIQFxdHSEgIcXFxgGaXs549e7VTRhoAACAASURBVNKnT59n6tujD7Zu3cqGDRsIDg7m1q1bWseaNWvGyZMnqVOnDn/++Sfh4eGEh4dz+vRp4uLiqFatGgBvv/02v/32G99//z3Tp08Hyr6pdWxsLGvWrCEoKIizZ89y+PBhXnjhBSwtLUlLS6NPnz4MGzYMd3d3bGxsZFWZJD2BoqIi9u7dy4ULF5SNOwD69OmDoaEhY8aMYdSoUTRo0OCZniMiIgJ7e3tq1KgBwNKlS3n//fdxc3Nj7969ymPLMpQrS5mZmYSHhzN06FBlbPDgwQQFBTFgwAC8vLzw8PCoVJXFkiSVLRmOSZKkV2Q4JklSeRFCEB0dTXBwMMnJyQDUqFGDXr164ejoqNz0VVbFxcWcPHlS2QkzLCyMRo0akZCQoARNs2fPJjc3lwEDBuDi4qLcCLq6uhISEsKuXbsYNmwYAIGBgUyfPl1rKWbbtm3LJLTKzs7GxMSElJQU7OzslP97lLCwsGDQoEG4u7szYMAA6tev/8zPKUlVRXJyMhYWFsrOstWrV2f48OGMHTuWwYMHK7vcPos9e/bw3//+l0GDBjFlyhRAE4w1bdqUbt26sXXrVr3u81hUVISzszOHDh1SxmrUqMGwYcMYPXo0Q4cO1cuQT5Kk8iPDMUmS9IoMxyRJKm9CCC5dukRISAipqamApsF13759sbe3x8jIqIJnWDZyc3OJiYmhY8eOAKjVaho3bkx6ejqg6cNmb2+v7IRpbm6Oubk5tWrVAuCzzz5jwYIFWtc0MzPTCsu6dev2zP9eQggcHR05duwYXbp04dKlS1qN/Q0NDXFwcMDd3R13d3d69OjxwF5ps2bNYvjw4bi6uj7TfCTpeZCYmMiGDRvw8fHR2qCkYcOGvPbaa4wdOxZHR8cyrdAMDQ3F2dmZ5s2bk5iYqFx7x44dVKtWDRcXF+XzRV9cvXqVjRs3sm7dOi5cuKCMDx48mN27d1fgzCRJ0jUZjkmSpFdkOCZJkq4IITh37hwHDhxQAiMTExP69euHnZ2dsuTweVFUVMSuXbuU5v5//fWX1vF+/fpx8OBB5e+bN28SERGhLMU8duyYVmgFUKtWLRwcHJSwzNHR8ak+u4UQhISE4OTkRH5+PqGhofz444+EhoaSm5ur9diGDRvy119/Kb2VALZt28aIESMAmDp1Kt98880z7+QnSc+LqKgofHx8WL9+PdeuXVPG27Rpw5gxYxgzZgytW7cuk+e6evUqsbGxyoYhoNlh9/Tp06xdu5Y33ngDeLZl28HBwezatUvptVgWhBCcPn2a9evXs2HDBj755BOlIi41NZUFCxbg5eWFg4ODXPItSc8pGY5JkqRXZDgmSZKuqdVqoqKiCA0NJTMzE4B69erh5ORE165dMTAwqOAZlo+EhARlCea+ffuYOHEiCxcuBDRfENu3b0///v1xc3NjwIABmJubc+LECSUsCw8Pv6/H2aBBg9izZ4/y9/Xr12natOlTza9Xr15ERETwwQcf0K5dOwIDA9m3bx9NmjTRCvZmzZpFcXExy5YtU8YsLS1Zs2aNrCKTpLsUFxcTHByMj48Pfn5+5OTkKMeGDBmCv79/mT9nUVER7733HgEBARw7doxGjRoBsHbtWhYsWMDUqVOZOXPmE10rKyuL2bNns3LlSgD8/Pzw8PAo8zmr1WqKioqU5afLly9XejFaW1szevRovLy86NSpU5k/tyRJFUeGY5Ik6RUZjkmSVFGKi4uJjIzk4MGDZGdnA2BqaoqzszOdOnV6rqsFhBDk5eUpmxP88ccfDB8+XOsx1tbWSlDm5uZGgwYNuHjxolZYNnHiRD755BNA0/fI3Nyc/2fv3uNyvv8/jj8umvOMOeUUclYKk44izGxfGeaYkfDFGl+zg21stxn7ztjRfsNORCw2Z5njVEgHkpKiRKQ0ic7peL1/f1zr/XUpm0qu4n2/3bp9v9fn+nR93rVKn2ev1+vdsWNHoqKiyjzn6Pr166xatYr58+fLG+pTp06xYcMGPvjgA4yNjcnPz6dJkybyv9e9Zs2axeeff66qyBTlHtnZ2ezatYuNGzdy+PBhpk+fzo8//gjofh7s3buX559/vtLmbk2aNAkvLy/ef/99Pv30U3ldT09P2eZ9Nx8fH6ZNmyY3VQHdjeyj+N4ODAxk9erV7Ny5Uy9QtLCwYOLEicyaNatCGx4oilI1qHBMUZQqRYVjiqIYWkFBgdzZsbilr3nz5jg5OdG1a9fHOiQrVvw5KK4qCwwMpLCwUD6/atUq3N3dAd1wfY1GQ/369SkqKpLzwA4ePMhLL72EhYUFZ86cke9bHLoVt2L27dv3gTdDcHFxYfPmzUyePBlPT0/y8vLYtWsXx44dY/Xq1aW+T7169Rg3bhwjRoygZ8+emJqaPrbVgIpSHklJSRQUFGBiYgJAUFAQtra2tG7dmitXrlRKi3l6ejqHDx/G3Nycbt26AXDmzBn69OlD/fr1uX37NrVq1SpRLXa3R30/mpOTg7e3N5s3b2bfvn0UFBRgZGTEn3/+Kdu87/4ZqChK9aLCMUVRqhQVjimKUlXk5eURFBREYGCgnLXVqlUrBg0ahKmp6RMRkhXLysri+PHjMizbunUrXbp0AeCHH35g7ty52NnZyaoyKysrjIyMyMzM5Pr163Tt2hXQbRLwzDPPUFBQIF+7du3aWFlZybDMzs7uvlUYu3btYsWKFaxatYrevXsDkJKSQlhYGM8///wDfSz16tXDzMyMnj17yjdzc3NatGhRkU+Rojw2du/ezZw5cxg4cCAbN26Ux1euXMmLL74ov/cfNn9/f9555x1atmzJjh07Sq0Wu5sh70dTU1PZvn07V69eZenSpfL4gAEDqF+/Pi4uLrz88suqalVRqhEVjimKUqWocExRlKrmzp07BAQEEBwcLEMdExMTBg0aRLt27Qy8OsObNWuWbMcq1rBhQwYOHMiQIUNwdXWVP8+LW1fvbsUs3jH0bubm5nq7YpqYmNw3jPz4449ZvHhxqc8NHz4ca2trLl68SEREBFFRUSU2FSj24YcfsmTJEkAXBkZGRmJmZkaDBg0e9FOhKI8NrVZLRkYGjRo1AuDs2bNYWloC0K9fP1599VUmTJhAs2bNHvq1i6uvfHx8cHNzIz4+vtTzcnJyZCt4VZCYmEibNm3k47p16+Ls7IyLiwvDhg174ApZRVEMQ4VjiqJUKSocUxSlqsrKysLf35+QkBCKiooA6NixI05OTiXm4zxJhBBcvnxZVpX5+Phw+/ZtAGrWrMmtW7eKf9kkLCyMpk2byhtIIQSxsbF6Ydm9u2iCrs3L2toa0LVjNWjQQLYuLV68mBUrVujtavn000/zxhtvyIqOvXv38scff/D5559z6dIlIiIi9N4uXbrEhg0bmDx5MgC+vr4MGjSIjh07EhsbK1/Xx8eHli1b0rlz58duN1NF+Ttnzpzhww8/5MCBA/LnX82aNRk2bBiTJ09mxIgRlRJUpaWl4erqyp49e0o8V79+fZYvX87rr7/+0K9bXjExMWzevBkvLy+9n2WNGjXik08+qVJrVRRFnwrHFEWpEjQazevA60ANoKsKxxRFqarS09M5duwYYWFhaLVaALp164aTkxPNmzc38OoMT6vVEhYWxh9//EFiYiIrV66UzxXvQNmtWzc53H/gwIGyOgUgOTmZEydOyLAsKiqKlJQUWXXx2muv4eXlxYoVK5g1axYAnp6euLq6AvDCCy9w8ODBUtd2v93tsrOz0Wg01KtXT57n7u6OjY0Nu3btAnRBXpMmTUhNTaV27dp07969RGtm69atn6h2W+XJk5yczJYtW9i4cSMhISHy+NNPP82YMWOYPHkyAwYMeOhz/e7XYrlr1y5efvllAG7evMnhw4cZPny4wX+HFEIQGhqKl5cXW7Zs4fr163h5eTFx4kRAt5PvtWvX6Nu3r/qZoShVhArHFEWpUlTlmKIo1cXt27c5evQoZ8+elcfMzc0ZOHCgHM6s/E9RURH9+/cnODhYhooANWrUwMrKitGjR7NgwYIS75efn6+306WNjQ3BwcFs376d0aNHA3D06FEmTJhA//79efHFF1m6dClxcXF6rzNjxgyWLl2KsbHxA685NzdX7taXkZHB0KFDOXfunN6OdXdr3Lgx5ubmeqFZr169qF+//gNfU1GqiwsXLrBp0yY2bdqkF1q1adOGSZMm4erqSvfu3R/a9TIzM3n33XdZs2YNAMuXL2fu3LmyYu2HH35g9uzZ2NraEhAQ8NCuW1FFRUUcP34cKysr+bNg2bJlLFy4kE6dOuHi4sLEiRPlxgSKohiGCscURalSVDimKEp1c/PmTfz8/IiKigJAo9HQq1cvHB0d9SqiFJ3U1FT8/Pz4448/OHLkCNHR0QCMGTOGrVu3Arqqi++++w57e3t69eqlV4VSVFREREQEpqam8t+JJUuW8NFHHz3Q9Ss6p0ir1XLlypUSrZkxMTGy3exuR44cYdCgQQCEhoZy/vx5+vXrR+fOncu9BkWpSrRaLf7+/mzcuJGtW7eSnp4OwPz58/nqq68e+vV8fHzw9vbm66+/1jvu6enJp59+ipubG++++y6g+3kxceJEnn/+eSZPnizDbkNbtGgRX3/9tV47eJ8+fZg4cSITJkzQm12mKMqjocIxRVGqFBWOKYpSXSUlJeHr68vFixcB3TyePn360L9/f7Vj2d+4du0aR44ckZscgG5uT/EOl02aNGHQoEEMGTKEIUOGYGpqWuI1EhIS8PPzw9/fnx9++OFvr2dsbMwrr7yCvb29bHF6GPLy8rhw4UKJ0Cw0NFQOLV+wYAGff/457u7urFq1CtC1dK5cuVJWnLVr1+6ht6QpyqOSm5vL3r172bhxIx9//DG9evUCdIFWcSt0aa3ND4sQgqKiIjkT8OjRowwcOJDGjRtz48YNnnrqKaBkRaohZGVlsXv3bjZv3szBgwcpLCwEoEGDBnqt5IqiPBoqHFMUpUpR4ZiiKNXdtWvX8PHx4cqVKwAYGRnRr18/7O3t5Uwr5e+dPXuWRYsW4efnR1ZWlt5z7du357PPPmP8+PGlvm92dja3b9/mm2++kVUrzZo14+bNm3rnvfTSS+zevZuaNWui0WgYPXo0bdq04aOPPqq0tthVq1axZcsW/v3vfzNlyhQAgoODsbGxkec0aNCgRGumubk5TZs2rZQ1Kcqj4OrqiqenJ7Nnz5ZtkUIItFqt3FyjMiQmJuLp6YlWq2XRokXyeP/+/WWFanGAZ0gpKSls27YNLy8vTExM2LRpk3xuzpw52NvbM2LECNWirSiVSIVjiqJUKSocUxTlcREXF4ePjw8JCQkA1KpVCxsbG2xtbatMa09VV1BQwKlTp+ROmIGBgRQWFuLt7c3w4cMBOHnyJL/99htDhgzBwcFBDreeOXMmXl5eALi4uPDNN98QFRXFlStXiIqKolu3biQlJbFv3z4+/PBDhg0bhkajISsrS4aYH374IcHBwZiZmWFubo6ZmRk9evR4qP8+nT17lhUrVhAREcH58+cpKCgo9TxjY2O9wGzixImqskSpNmJjY9m0aRPOzs4899xzAJw4cYKxY8fi4uLC5MmTsbS0fCRrSUlJoUWLFmi1WhISEuRuw5cuXQJ0uxAbUmFhoax8i4iIwMLCAoB69eoxcuRIXFxcGDp0qKyCUxTl4VDhmKIoVYoKxxRFeZwIIbh48SK+vr78+eefANSpUwd7e3v69etn8Lae6iYrK4vjx4/Tv39/GjRoAMDChQtZtmwZoKvSK25Nup+4uDjat29Pfn4+7dq1488//2Tt2rVoNBoSExP54IMP5LmOjo4cP368xGu0bdtWLzArDs0qWtVRUFDAxYsXS7Rm3ru5QJ06dcjKypIVN99++y2pqamMHz9eDfVWqo158+bx7bffysc9e/Zk8uTJuLi40Lp1a7Kysli9ejWxsbF06tQJd3d3+X1fUQkJCfj7+zNhwgR5bPr06axbt45PPvlEr8rMkBITE/n+++/x8vLi8uXL8vizzz7L2LFjmTt3LmZmZgZcoaI8PlQ4pihKlaLCMUVRHkdCCKKiovDz8yMlJQWA+vXr079/f5577jlZJaCU3eHDh/n11185fPgw8fHx/3j+2rVrmTZtGgDXr1/n559/5oMPPpBzvsLCwmjSpAlt27YlJCSEsLAwIiMjiYyM5Ny5cyQlJd33tdu3b89bb73FnDlzAN0w8Pz8/AptAAC6XfoiIyNlWJaXl6c3W83S0pKzZ8+yZ88enJ2dAfDz82PDhg16LZrGxsaysk5RDC0vL4/9+/ezceNG9u7dS35+PqDb1MTR0ZHLly9z7do1eb6lpSX+/v4PLSC71/jx49m+fTuHDh2S8w+vXLmCh4cHY8aMoWfPnpVy3QchhODUqVN4eXmxZcsWbty4AcDevXv517/+BejmqD311FPqe1xRykmFY4qiVCkqHFMU5XGm1WqJiIjAz8+PtLQ0ABo2bIijoyO9evWq1Nk7j7viAHLRokXs3r271HPMzc2JjIykW7duWFhYYGlpKd9atWqFVquld+/exMTEsH37dnnTebfU1FQZlhUHZpGRkSQnJwOwcuVK/vOf/wC63Sn79u1Lv379CAoKkq9x5coVjI2NH1p77Xfffcfp06dZunSp3OWutB08mzRpotea2bNnT8zMzNSGEYrBpaamsnXrVjZu3Ii/v/99z1u+fDkLFiyotHWkpKTQqFEj+QeLzz//nAULFjB48GD++OOPSrtuWRQVFeHr68uOHTv45ptvZAXywoUL2blzJy4uLkycOJFOnToZeKWKUr2ocExRlCpFhWOKojwJioqKOHPmDMeOHSMzMxOAxo0bM3DgQMzNzdVuhRWQnZ1938qSvn37EhISUupzrVq1IjQ0lHHjxhEeHs6xY8fo0qXLAwdYKSkpREZGYmpqStu2bQHYvHkzLi4uODo6cvToUXluhw4diI+Pp1OnTrIts/ita9euD6XdNjg4mAMHDshqs9jYWLRabanntm/fnp49e+Lk5MT8+fMrfG1FqYi4uDjGjRtX6vfqSy+9xO+///7I1nLgwAHWrFnDyy+/LCtOc3Nzsba25vnnn2fJkiVVZqOV7t27c+HCBfnYysoKFxcXxo8fT8uWLQ24MkWpHlQ4pihKlaLCMUVRniQFBQWcPn2a48ePk5OTA+h2VnRycqJbt26qPaYc/i4cy8zMJCMjg/DwcMLDwzl79izh4eFER0djYWFBaGgoQgiuXr3KqFGjiIiIoFu3bmi1Wnr06IGbmxt9+vQpU3ticnIyaWlpdOnSBdC1krVq1Yrbt2+Xer6RkRGdO3cuEZp17ty5QgO479y5w/nz50vMM7u7TdTZ2Zk9e/YAukq8gQMH0rZtW7766iuaN29e7msrSlmtWLGCd999t8Txd955hxUrVgC6nYEbN25caW2W97Nnzx5efvll2rRpw9WrV+UfMxISEmjZsqXBKoDT09PZtWsXXl5e/PHHHzIM12g0jB07ll9//dUg61KU6kKFY4qiVCkqHFMU5UmUn59PcHAwAQEB5ObmAtCyZUucnJzo1KmTCsnKQAjB1q1bWbFihaz0WLduHQsWLGDs2LGlfi5zc3O5ceMG7dq1A3Ttr23atLnvfDFbW1sCAgLk49jYWExMTB644ksIQVJSkl57ZvFbRkbpv4/v2LGDUaNGARAdHU1kZCS9e/emQ4cOD3TN+7l165YMytq2bcvIkSMB3Ty21q1bU6NGDbKysuTctLfffpugoCC91kxzc3MaN25coXUoyt2ysrJwcHAgPDxcHjM1NSU8PFyGYa+88goHDx7k559/1husX9lycnI4cOAA2dnZTJ48WR63sLAgOTmZXbt2YWNj88jWU5obN26wdetWvLy8CAwMZPbs2axZswbQ/fzZvXs3L7zwQoXnISrK40SFY4qiVCkqHFMU5UmWm5tLQEAAwcHBcjh127ZtGTRoEO3btzfs4p4wQggSExM5deoUP//8M9HR0Tz11FPExMTwyiuv8N1339G8eXO0Wi2NGjXizp07dO/eXW+OmaWlZZkqroqvefcss8jISKKiojh9+rSsPlu2bBkLFy7ExcWFX375BdC16q5YsYIePXpgbm5Ohw4dKtSem52djY+PD9euXcPd3V0et7W11ZufVqxNmzZ6w/979uxJ9+7dqV27drnXoDzZ/m63ysLCQnr37s25c+cIDw/HwsICgEuXLvHUU09hYmLySNd68+ZNunTpQlZWFsnJyTIsPnnyJLdv32bQoEEG25348uXL1KhRQ/4bEhAQgL29PU8//TSjRo3CxcWFwYMHq41hlCeeCscURalSVDimKIqiCyZOnDjBqVOnKCwsBHRVE05OTnLgumIYOTk5JCQkYGdnh52dHZ9++ikODg6kp6eXev7dARZAZGQkXbp0KVOLpFarRaPRyKq3H374gZ9++olJkybJGWExMTF07dpVvk/dunXp3r17ifbMdu3aVSg0i4qKIiwsTK818367hNasWZMuXbrw5ptvMmPGDPmxAGVew/z583F2dpa7CCqKEILQ0FCee+45eezVV1/Fy8uLwYMHM3XqVEaPHv3IqqPy8/MJDw/HyspKHhs7dizbtm3jww8/ZMmSJY9kHf9kz549/Oc//+Hq1avyWLNmzRg3bhwuLi7Y2tqqamXliaTCMUVRqhQVjimKovxPZmYmx44dIzQ0VIYKXbp0wcnJCWNjYwOv7sm1a9cuxowZQ+fOnYmIiKBmzZrEx8fLGWbF88wuXrzIe++9x6effgroWp2MjY2pVasWPXr0wNLSUm/XzKZNm5Z7TTExMSxZsoTIyEjOnz9PXl5eqefVr1+fHj16yLBs5syZFf73Nj09nXPnzsmwrPj/p6amArBq1SpZfRYSEsLAgQMZMGCA3mD1zMzM++6auXPnTkaPHg3A7NmzWbFihdphUylBCIGzs7Pe11XDhg2ZMGECbm5uWFtbP/LQ55133mHTpk3s3btXhngRERF8+umnTJw4kREjRjzS9RQTQhAYGIiXlxe//fYbN2/elM/5+/tjb29vkHUpiiGpcExRlCpFhWOKoiglpaWlcfToUcLDwyn+HczMzIyBAwdWKFBRyi86Oprbt29ja2sL6G42V65cyZQpU3j22WcBXQVgXl6efHzy5EmGDBkidyi918KFC/nvf/8L6FpsL1++TJcuXcrc7lRUVMSlS5dKzDOLjo6W7brFMjMzZaval19+yfnz55k6dSoODg5luua9hBBcv36diIgIevToIdvcPDw8mDZtGoMGDeLIkSPy/Hbt2pGbm6vXltmzZ0/MzMwoKirS+52gXbt2rFu3TlWRKaWKi4tjw4YNrF+/Xq86qlu3bkydOpXJkyfTqlWrR7aeoqIiatSoIYO5Dz/8kE8++YRRo0axY8cOeV5eXp5B2pALCgo4cuQImzdvJiQkhIiICFnZuWLFCgoLC5k4cWKF5xsqSlWnwjFFqQY0Go0RsAhYJ4S4Zuj1VCYVjimKotxfSkoKfn5+REZGArpdyCwtLXF0dFQD0Q1sx44dvPLKK7Ru3ZrLly/fd76QEIIrV67o7ZYZHh7OpUuXWLt2rdxE4MSJEzg4OFC7dm3MzMz05phZWFjIwK0sCgsLiY2NlTPNbty4werVq+XzAwYM4NixY3h6espB4/7+/rz33nsl2jNbtGhRriqc4jXk5ubSq1cvQBfQPfPMM5R2f6HRaOjYsSOxsbElnlNVZMrf0Wq1+Pn54eHhwfbt27lz5w6ga+kdNmwYbm5uODs7P/JAKjw8nF9++QVHR0eGDx8O6KovTUxMGDBgAJs3b6Z+/fqPdE3FtFqtDMYKCwtp1aqVrCqztbXFxcWFcePGqd1rlceSCscUpZrQaDRZgLkQ4oqh11KZVDimKIryz27cuIGvry/R0dGA7mavT58+ODo6qqDAQI4ePcrcuXMZOXKk3mwhIcQDhUiZmZloNBpZxbV9+3ZcXV3Jzs4u9fyffvpJzvG6ffs2ycnJdO7cmZo1a5b7Y/D29ubUqVNMmTKFTp06AfDtt98yb968Euc2adKkRGBmZmZGs2bNynXt7OxsIiMjS7RmJicn/+37FVeRWVtbU7t2bTVUXClVRkYGv/32Gx4eHno7zTZr1ozLly/L7ztD2b59O2PGjKF79+5ERUXJ48HBwXTs2NEgFcJ5eXls2rSJzZs34+PjI8PrmjVrMmTIEGbPni13t1WUx4EKxxSlmtBoNLuAXUKI9YZeS2VS4ZiiKMqDS0xMxMfHh8uXLwNgZGRE3759cXBwMFjlwZOsqKiIwsJCWYkSExPDmDFj+Pjjjxk1alSZX0+r1RIXFyery4qrzeLi4jh69CiOjo4ArF+/Hjc3N+rWrYu5ubneLDMLCwsaNWpU7o8pPj4ef39/vfbMS5culVrlBbqwwcHBQa9dLCcnh3r16pXr+snJyURERDBkyJBSny8Ox06ePMnSpUt5++23+fjjj8t1LeXJEBMTw/r16/H09KRHjx4cOnRIPrdjxw769+9f7pC3vIQQREZGkpycLNuFhRB06NCBhIQEfHx85Pe7IVy/fp3ffvsNLy8vTp06Bejmqa1YsQLQ/ewrKCigTp06BlujolSUCscUpZrQaDSzgMXAL8BpQO9PyUKIPQZY1kOnwjFFUZSyu3LlCj4+Ply7puu8f+qpp7CxscHOzk7drBjQtGnT8PDwYPjw4Xh7ez+0101PT6du3bqydfPrr79m0aJFsm3sXkeOHJE33AkJCdy5c4eOHTuWe9fKO3fucOHCBc6dO6cXmsXFxQHQv39/jh07Js/v2LEjd+7cYd++fbKVMiUlhaeeeqr4RuQflVZ9d3db5YQJE/j111/58ssvefPNNwG4ePEiQ4YMwdbWFhsbG2xsbOjdu7dB5jopVU9RUREpKSm0aNEC0P2xwcTEhJo1a3Lt2jV53FCSk5MZNmwY0wHdvAAAIABJREFUMTEx3Lx5U+66+fvvvxMbG8uYMWNo3br1I1/XxYsX2bJlC6NHj8bMzAyAAwcOMGHCBEaPHo2LiwtOTk4VqmJVFENQ4ZiiVBMajUb7N08LIcRj8S+QCscURVHKRwjBpUuX8PHxISkpCYA6derIYOB+M7CUypOens7nn3/O+PHj6dmzJ6Crorp8+TLm5uYP9VrFQ/jvnWUWHx9PYmKiHEBePAy8Xr169OzZU2+WWc+ePSv0b292djbnz5+nsLAQGxsbQBekNWjQAK1WS3JysqzIWbBgAZ9//jmtW7eWLZnm5uaYmZnRo0cPvfbgzMzMEgP5V61aJec1ZWVlUbduXaKjo2ncuLHcyXXjxo1MmTJFb421atWid+/eMiyztbXFxMTkke9iqFQ9oaGhzJo1izp16nD8+HF5fMOGDVhZWdGjRw+DrCslJUWvrfKFF17g0KFDfPrpp7z//vsGWdO95s6dy3fffScfGxsbM378eCZOnEi/fv1KfH+tXLmSUaNGyY06isXHx7Nz585SW7kVpbKpcExRlCpFhWOKoigVI4TgwoUL+Pr6ykHK9erVw8HBgb59+/LUU08ZeIVPtmXLlrFo0SLef/99uTNlZUpLS+OZZ56RN6dvvvkma9asITc3t9TzL1++LHeli4mJoWbNmnTo0KHcVWagC7fOnz9Pv3795LEpU6awcePG+76PiYmJDMxyc3P5v//7PwBee+01li9fTo0aNeScqKysrFLbiLOysjh58iRBQUHyrfh74m7GxsZ6YZkh29cUw8vKypJfWzdv3qRVq1YUFhZiZWWFm5sbEyZMMOgGKKtWrWLLli2sXbuWLl26AHD8+HHeeOMN3NzcmDNnziNfk1arxd/fHy8vL7Zu3crt27flc6ampgQFBclgfOXKlbzxxhuYmpri6+srA7L4+HicnJy4fPky33zzjQrIlEdOhWOKolQpKhxTFEV5OLRaLZGRkfj5+ckblaeffhpHR0d69+6tWl4MZMaMGaxdu5ZNmzYxadIkg6yhsLCQixcv6lWYnT17ltTUVDIyMmQQNnHiRLZs2UKDBg30ZpgVV5lVdIh5WloaUVFReq2ZkZGRsvLxXk5OTrI9NSMjQ1bDXb9+Xf7O8Hez9oQQxMXFERQURGBgIEFBQYSFhVFYWCjP6dKli9zoAnTtYh06dKBLly6quuwJdOnSJd5++2327t0rv05q167NqFGjcHNzY/DgwVXiZ+m8efP49ttvcXV1Zf369fJ4XFwc7du3f6Rfu/n5+Rw+fBgvLy927dqFiYkJUVFRcg0eHh4sXryY+Ph4GZABMhi7NzRTlEdFhWOKUo1oNJoBwNtAd0AA54HPhRDH//YdqxEVjimKojxcRUVFhIeHc/ToUTIydL/rNWrUiAEDBmBhYVGhiiClfM6cOYOlpaX83P/xxx+EhITwn//8p9yD6x+GzMxMvXbGcePGsWfPHvLy8kqcW6tWLbKysmQlYlhYGI0aNaJdu3YVvhG/fft2icDs3LlzzJs3jw8++OBv3/fcuXO0bNmSZ5999oGudefOHUJDQ2VlWfv27fn8888B3fdOo0aNyMrK4uzZs7I1NiEhgQYNGlRoowOleklOTuaXX37Bw8ODiIgIebxNmzZMmTKFqVOn0rlzZ4Ot7+bNm+zevRtzc3PZ0pyUlETr1q3p1q0bISEhBvnZkp2dzZUrV+Rssjt37tC8eXOysrKoU6cOubm58mdIQUGBCsYUg1LhmKJUExqN5lXAA9gBnAA0gB0wCpgqhPAy4PIeGhWOKYqiVI7CwkJOnz7N8ePHyc7W7enStGlTBg4cSI8ePVRVjIFotVr69OlDeHg4H3zwAUuXLjX0kvQUFBQQExNTYpZZ06ZNOXv2rDyvb9++nD59moYNG8rqsuI3c3Pzh3JjXlhY+I9twZaWloSHh9OtWzfs7OzkW9euXcscBCcnJ/PKK68QExPD9evXZYVQcUto9+7dZTumjY0NZmZmVaKKSKk8QgjOnDmDh4cHXl5eeu2DDg4OuLm5MXbsWL2Q2VD27t3LK6+8Qu/evQkKCpLHt23bhomJCVZWVo/8535cXBxubm4cPXq0xHNGRkZcvHiR9u3bP9I1KUoxFY4pSjWh0WjOAz8KIb6+5/ibwL+FEN0Ns7KSNBpNIXDur4chQogZZXhfFY4piqJUooKCAk6ePMmJEyfk7obGxsY4OTnRuXNnFZI9YlqtFi8vL7744guOHDlCkyZNAN3g/rp161bZ/x45OTky8BJCYGdnx+nTpykoKChxbufOnYmJiZGPT5w4Qdu2bWnbtm2ZP77iYDc9PV3u1JeYmMgzzzxDQUEB9vb2REVFlXi/xo0bY2tri62tLXZ2dvTr1++B20KLior0Qq+hQ4dy+PDhEuc1aNAAKysrObvM2tqa5s2bl+njU6qPvLw89uzZg4eHBwcPHkSr1e2dNWbMGLZu3Wrg1elkZGRw/fp1unXrBugC5pYtW5KSkoKvry8DBw40yLquXbvG999/z7Jly7g7V1iwYAHLly83yJoURYVjilJNaDSaPMBMCBF7z/FOwDkhRB3DrKwkjUaTIoRo+s9nlvq+KhxTFEV5BPLy8ggMDCQwMJD8/HxA1yLk5OSEqampgVf35BFC6AVFU6dOJTo6mu+++47nnnvOgCt7cPn5+URHR+vNMQsPD8fe3p7t27cDuo+zcePGpKen07hxYywsLPQqzczMzKhbt+4/Xmvv3r04OzsD4O3tLXeuBN3ufkFBQQQEBBAQEMDJkydlEFysRo0aWFpaYmdnx7x588rcEnfz5k2Cg4NlO2ZwcDBZWVklzjM1NcXGxoZ///vfBgsilMqXmJjIpk2b8PDw4LPPPmPkyJGArlLK09MTV1fXKlERlZKSwty5cwkKCuLixYsYGRkBsHbtWkJDQ5k+fTp9+vSp9HXcPXzfyMgIrVaLVqvFxMSE48ePY2JiQlhYGPn5+XobeShKZVLhmKJUExqNJhbdfLEf7jk+C3hbCGG4QQf3UOGYoihK9ZGTk0NAQADBwcFy4HT79u0ZNGgQbdu2NfDqnky3bt2iffv2ZGVlERwcXO1vDnNzc6lTR/c3vNTUVAYMGMD58+f1BuEXGzZsGPv375ePDx8+TI8ePeTw/ZycHABef/11NmzYAICrqyurVq0CdDuz3luNVlBQQHh4OIGBgTIwi4+Pl8+Hh4djYWEhr3f27FleeOEFzM3NH/hjLCoq4vz583LQf1BQkF4F28aNG3n11VcBOHv2LJ6engwaNIiXXnrpga+hVH1CCIQQsoX3o48+YsmSJQwdOpSDBw8aeHX/o9Vq9dqMbW1tCQoK4rvvvuP1118HdFVmQoiHvsPx3cHY3QP5Bw4cSFxcnDw2Z84cvL29ee6553B3d2fChAkGncmoPP7KG47Jb3z1pt7U26N5A14D8oA1wGTgVeB7IBeYVYbXcQS8gevohvqPLOUcdyDur9c+DfQv41rz/3o/f2BAGd+3ISDS09OFoiiK8uhkZmaKffv2iaVLl4rFixeLxYsXi19++UVcv37d0Et7Il2/fl38+OOPescOHTokrl69aqAVPVy5ubnizJkzYsOGDeLNN98UgwcPFk2bNhULFiyQ59y8eVP89buKaNKkibCxsZGP7/cWFxf3QNdPSEgQW7duFW+//bYoLCyUx6dMmSIA8eGHH8pjqampYvv27SIpKalMH2Nqaqo4dOiQWLJkiYiPj5fHv/zySwGIkSNHymNarVZ8++23wt/fX+Tk5JTpOkrVtWfPHjF48GCxZcsWeSwhIUHMmDFDnDhxQmi1WgOu7n/2798vpk2bJhITE+Uxb29v0bhxY/Huu+8+1Gt98803AhCmpqZ6P8+uXr0qTE1NBSC+/vpr4erqKmrVqiW/txs1aiTmz58voqOjH+p6FKVYenp68ddbQ1GG+1dVOaYoBqDRaEYBb6HbrRL+t1vl7jK8xouAPRAKbAdGCSF23fX8eGAjuoDsBDALmAH0EELE/3XOaaB2KS8/VAhxXaPRtPrrf82B34Ge4gHTd1U5piiKYljp6ekcO3aMM2fOFP/Rgu7du+Pk5ESzZs0MvLonV0ZGBh07diQzMxM/Pz+5I93jRAhBQUEBtWrVAiAyMpJx48YRHR1NUVHRA72Gp6cnkydPLvca1q1bx549e3jjjTdkG6S3tzcjRowAoEOHDnqD/s3NzWVr2oM6evQov/76KzY2NkyZMgWAq1evyrY7IyMjevXqpTfs39TUtMrOn1PKZtmyZSxcuBCArl27MnXqVCZPnixn6FUVc+bMYdWqVcydO5dvv/1WHj906BD9+/d/oPbn+1m5ciWjRo0qsStlfHw8O3fuZN68eYCufdnDw4M1a9Zw5coVvbX93//9X7mvryilUW2VilINaDSamoADcFYIkfoQX1dQMhwLBkKFEK/ddew8sEsI8X45rrEf+FAIEXKf52ujH7Q9DSSocExRFMWwbt++jZ+fHxEREfKYhYUFAwYM4NlnnzXgyp5MV69exc3NjcTERCIjI8scyFRnubm5REVFERISwvr16wkMDLzvuc2aNcPBwQF7e3vs7e3p06ePDNvKa9euXXz00UdERERw7z1Q/fr1sba2lmGZjY0NjRs3LvM1Lly4wPvvv09gYCA3btwo8XzTpk3loH8bGxusrKyqxI6IStmdPHmS1atXs3XrVtkmXKNGDYYOHYqbmxsjRoyQbciGVFRUhL+/P8bGxnTt2hWAixcv0qVLF5555hmSkpIqFJCVdS0HDx5k9erV7Nu3jzVr1jBr1ixA12qdmZlJixYtHslalMeXCscUpZrQaDS5QHchRNxDfE29cEyj0dQCcoCxQoidd523EuglhBjwAK/ZGMgRQuRpNJo26KrPegshbt/n/MXAR/ceV+GYoihK1ZCcnIyfnx/nz58HdDdxvXr1wtHRsfiXSOUREUJw69YtmjZtKh+PGTOGF154gWnTpj0RgVl2dvZ9d5l86qmnSuyWWadOHaysrFiyZEmFB+JnZGQQHBxMQECA3MwiI6Pk/VP37t0ZPnw4K1asKPM1hBDEx8fLuWVBQUGEhobKTTOKaTQazM3NCQwMpH79+uX+mBTDyczMZOvWrXh4eODv7y+PN27cmIkTJ+Lm5sZzzz1XpSoGfXx8mDZtGl26dOHQoUPy+Jdffknz5s15+eWXK/3397i4OJo3by6/7n/88UfmzJnDK6+8gru7Ow4ODlXqc6ZUHyocU5RqQqPRnALeE0IceYiveW841gpIBOyFEAF3nbcQcBVCdH2A17QDfgC06Hq2F99dmVbK+apyTFEUpRq4fv06vr6+xMbqNk2uWbMmffv2xcHB4b5hhVK5itv96tWrR2xsLC1btjT0kird34VjKSkpXLhwgRMnTsi3W7duAbpWRkdHR0DXFrZt2zZZXdaxY8dy3UwXD+EvHvIfGBhITEwMACNGjGD3bt3UCyEEU6ZMoXv37rz++utlDpXz8vI4c+aMXmBW3IYZF/e/v5lOmDCB1NRUli5dWu03cXjSxMbGsn79ejZs2EBCQoI8bm5ujpubG5MnT64ybe1CCFJTU2UF8Z07d2jWrBnZ2dmcPHkSKyurCl/Dx8cHb29vvv766388d/r06axbt04+Njc3x93dnVdffVVVVyplosIxRakmNBrNUGA58CG6YffZdz9flm/gu17zfuGYnRAi8K7zFgGThRDdyv8RPPCa1MwxRVGUKiw+Ph4fHx+uXr0K6Kp1+vXrh729/SNrsVF08vLy+OGHH8jPz+ftt9+Wxy9dukTHjh0NuLLKI4Rg69atrFixgmnTpgG6OWELFixg7NixeiGXEILo6GhOnDiBi4uL/PqcN2+e3gylFi1ayKCsuBWzvDv03bx5k6CgIBo2bMiAAbqC++Igy8jIiPT0dLnj3vbt28nPz8fOzg4TE5MyBXRJSUkkJCTIIEKr1dKkSRPS0tI4ffo0ffr0AWDHjh3s3r1btmOWZ0aa8ugUFRVx5MgRPDw82LlzJ3l5eQAcPHiQoUOHGnh1pUtLS+Orr74iODiYAwcOyK/jpUuXcuzYMd5++21eeOGFB3qtzMxMFixYwPfffw/ovn5HjRr1j+935swZ1qxZwy+//CJbVRs0aMDUqVNZuXKl3s6cinI/KhxTlGpCo9Fo73p49zegBhBCiJrleM2H3lZZUSocUxRFqfqEEMTFxeHj40NiYiIAtWvXljfgtWuXtmeL8ihcvHiRHj16MHToULZt26YCy1IcO3aMvXv3cuLECUJCQkq0LMbHx9O2bVtA18LVqFGjcs0RK5aSkoKXlxdJSUksW7ZMHu/Xrx+nTp0CoFWrVtja2srZZb179y7T95FWqyU8PJygoCBmzJghw70ZM2awdu1aeV69evWwsrLSG/ZvbGxc7o9NqTxpaWls2bKF/fv3s2PHDmrW1P2qv2zZMm7evIm7uzudOnUy8Crvz8zMjKioKL1NMnJyckhNTS1184Hils3iP7yALqwoS/VXWloanp6erF69mujoaIYPH463t7d8vqioSH4eFeVeKhxTlGpCo9H8bTAlhDhajte830D+00II97uORQG7yzOQvxxrUuGYoihKNSGEICYmBl9fXzlEvG7dujg4OGBlZVXu6hul/Dw8PJg5cybPP/88+/btM/Ryqrzc3FxCQkJkG2ZCQgKhoaHyeWdnZ/bu3YuZmZmsLHNwcKBDhw4VmmskhGDBggUcPXqUM2fOUFhYqPd87dq16du3rwzMbG1tyxVi+fv7c+jQIYKCgggODi51Rlr79u31wrJevXqpgLuKKigooG3btty4cYNdu3bx8ssvG3pJ9xUbG8v27duZNWsWjRo1AsDLy4tJkybx6quvsnHjRqBktdjdyps5CCHw9fWlYcOG9O3bF4ArV65gb2/PtGnTmDlzpgzAFaWYCscUpRrQaDRGwCJgnRDiWgVfqwFQ/GemM8CbgC9wWwgRr9FoxgMbgdlAIDAT+DdgJoS4WspLPhQajeZ14HWgBtBVhWOKoijVhxCCqKgofH195YynBg0a0L9/f/r06aPauB6xixcvAtC5c2dAV62xbNky5s2bJ4f5Kw/Gzs6u1N0xjY2Nef755/H09KzwNXJycjh9+rScXRYQEEBKSkqJ80xNTVm9evUDt6jdS6vVcuHCBb3ZZefOnSsRQMycOZMffvgB0IUxSUlJtG3bVg05rwKKiorYv38/27Zt46effpJ/gPjvf/9LeHg4bm5uDB06tMpWRy1cuJBly5axaNEiPvnkk1Krxe72MDOHJUuW8NFHuj3AatSowYgRI3B3d2fw4MGq7VIBVDimKNWGRqPJBHoKIa5U8HUGogvD7rVBCDH1r3PcgQVAS+AcMF8Icawi1y3D+lTlmKIoSjWl1Wo5e/YsR48eJS0tDYBnnnmGAQMGYGlpqW5ADOSzzz7j/fffx8LCgrCwMBVylFFycjIBAQGyuiwkJISCggIGDBiAn5+fPM/NzY1WrVphb2+Pra1tuVsxhRDExsYSGBgow7LiECskJITnnnsO0FXhrFu3jkmTJuHm5laua2VkZHDq1Cm9wGz58uVyntupU6fo168f5ubmREREyPcrLCxUoXcVodVq6dChA/Hx8YCuRXfKlClMnTqVrl3/cS+tRy4xMZGaNWtibGyMj48Pr776KklJSaWe+zAzh4KCAnbv3s3q1avx9f3frVDnzp157bXXmDlzptr59QmnwjFFqSY0Gs0uYJcQYr2h11KZVDimKIpS/RUVFREaGsrx48fJzMwEoEmTJgwcOBAzMzMVzjxiR44c4a233uKtt96Ss39ABRzlVdyKqdVq5Q6Yd+/eB6DRaPRaMR0dHWnXrl25r5menk5wcDBOTk4l5om99957cpZZWloaCxYskO2YXbp0KdP3mxCCoqIi+XXh5eWFq6srQ4cO5ffff5fndezYkUaNGum1Y3bq1El9bxvImTNnWL9+Pb/88ous3gWwtbXFzc2N8ePHV9nfq48cOcL48eP11l2ssLCwUqrgoqKi+P7779mwYYOca5aYmKh2t3zCqXBMUaoJjUYzC1gM/ELpu1XuMcCyHjoVjimKojw+CgoKCAkJwd/fX+4g1rx5c5ycnOjatau6kX6EtFrdvj7F1XuHDx9mzpw5LF++nJEjRxpyaY+FzMxMfv31V1ldVtzaWszV1ZX169cDuvD49OnT9O7du0Jz+aKjo/Hz88PKykruTnngwAFefPFFeU6TJk30Bv1bWVnJ3TIfVE5ODrdv36ZNmzYA/Pnnn7Rs2bLEeU2aNMHa2hobGxtsbW2xsrIqvtFUHpG8vDz27t2Lh4cH+/fvl9/3devWZfTo0bi5ueHk5FTlqniFEOzbt4/XX39dr8Wybdu2nD59mmbNmlXKdbOysvDy8iIjI0Pu+CuEYOrUqQwaNIhx48apTU2eICocU5Rq4p7dKu9Vrt0qqyIVjimKojx+8vLyCA4OJiAggLy8PEDX+jNo0CBMTU1VSGYAQ4cO5fDhw8yfP5+vvvrK0Mt57Nzbijlz5kymTp0KQFhYGL1796Zu3bpYW1vL6jJbW1s5uLy8zp8/z4YNGwgICODUqVPk5ubqPV+zZk169eolwzI7O7syzxMTQpCQkKDXinn69Gn5vV1Mo9HQo0cPWVn2yiuv/G2r6fz583F2dmbQoEFl+6CVUiUlJbFx40Y8PDy4cOGCPN6uXTtcXV15//33qVOnjgFXWFJmZibvvvsua9asAaBTp056QXNqamqFdo59EAEBAdjb2wPw7LPPMm3aNGbPnk3Hjh0r9bqK4alwTFGUKkEN5FcURXn83blzh4CAAIKDgykoKAB0N2pOTk4VajlTyi4jI4NvvvkGd3d3OaQ/MTGRlJQULC0tDby6x9vevXtxdXXl9u3beseLWzGXLVvG8OHDK3yd/Px8wsLC9Ab9JyYmljjv3nliWq22zJVF+fn5hIeHExQURGBgIEFBQcTFxemdEx8fL3cIPHr0KJmZmdjZ2fHss8+yc+dORo8eDcDs2bNZsWKFanF7SIQQnDx5Eg8PD7Zs2UJ6ejqdOnUiJiZGhqJFRUVVaoi/j48PO3fu5I033pChVEFBAR06dKBTp054enpiYmJSKddOSUnh559/5vvvv9erYhs2bBju7u689NJLVepzpTw8KhxTlCpOo9HsAyYKIdL/erwIWCWESPvrcRPguBCihwGX+dCoyjFFUZTHX3Z2Nv7+/pw6dYqioiJAN8PIycmJ1q1bG3h1T65p06axfv16PvvsMxYsWGDo5TzWtFot0dHR+Pv7y+qy2NhYQNfyOmTIEAAOHjzIzz//LKvLevXqVaFWzGvXrumFZWFhYTz//PPs27dPntO9e3eaNm2Kh4cHnTp1+ptX+3s3btwgODiYoKAgYmJi2Lp1qwxjRowYgbe3N1999RXz588nMzNT7/e+du3asW7dOlVF9pDduXOHXbt2UaNGDcaPHw/oZuh17dqVIUOG8NVXX1XZVtiAgAAcHR1p0qQJ8fHx1K5dG9CFf5VRfVxUVMS+fftYvXo1Bw4ckMcPHDhQ7h1jlapNhWOKUsVpNJoioKUQIvmvxxlALyHE5b8etwCuq7ZKRVEUpbrJyMjg2LFjnDlzRs7G6datG05OTjRv3tzAq3uyaLVaJk+ezObNmwkMDMTa2trQS3ri3LhxgxMnTjB06FAaNGgAwFtvvaXX9lqvXj369esnw7IBAwaUeYbY3XJycrh165as6EpKSqJVq1bUqFGD1NRU+bvYF198wdmzZ2UrppmZWYWqZ95++21+//13PDw8sLGxASg14Bg6dCjfffcdnTt3Lve1lL+3e/duRo4cSdu2bYmLi5P/XbOzs6vc7o0JCQlcuHBBhseg+xpp27Ytixcvll/HD9ulS5f4/vvv8fPzIygoSH6Otm7dSqtWrbCzs1PjAR4DKhxTlCrur1ljxneFY5mApQrHFEVRlMdFamoqR48e5ezZsxT/jmlubs7AgQNp0qSJgVf3ZLl06ZLebJ2ff/6ZP//8k/nz51e5G+UnwZkzZzhw4ICsLktLS9N7/tKlS5iamgK6eWN16tShffv25b5RF0IQExNDVFQUo0aNksft7e0JCAiQj59++mk5eN/Ozg5ra+sKz0v7uzV37twZFxcXnJ2d6d27d5UbKF+dCSHw9/fn1q1bcnOOgoIC2rVrR8+ePXFzc+Pll1+ukoPpo6KiMDMzw8jIiCtXrlR65fHdVWp5eXmYmJiQnJyMhYUF7u7uTJo0SQbbSvWjwjFFqeJUOKYoiqI8KW7evImfnx9RUVGA7ma5V69eODo6VvjGWym7zMxMOnbsyM2bN/npp5+YMWOGoZf0RNNqtZw/f15vR8wTJ07Im/XRo0ezc+dOWrZsKSvLHBwcsLS0rFArJsCRI0c4duwYAQEBBAUFkZWVpfd88bw0Ozs7GZh17ty5TCHdg57bsmVLhg8fjrOzM4MHD65Q5ZxSuuPHj+Po6CgfN2rUiAkTJuDm5oaVlVWVqZISQhAQEEBoaChz586Vxz/44APq1avHzJkz5UzFh+3WrVu8++67eHl5cefOHUAXGru6uvLaa6/Ro8djMfHmiaLCMUWp4v5qqzQWQtz863EmYCGEiPvrsQrHFEVRlMfKn3/+ia+vLzExMYBuh70+ffrQv39/NaT7EdJqtfz6669s2LABb29vGbDcunWLZ599tsrcICs6zs7OHDhwgMLCQr3j9erVw9HRkX379j2U/2ZFRUWcO3dOb3bZ5cuXS5z3zTffMG/ePEDXvlm8lvspbW2vvfYab731FseOHcPb25tDhw6RnZ0tn580aRKbNm2q6IeklOLSpUts2LCBDRs2EB8fL4/36NEDNzc3Xn31VYyNjQ24wtLdunWLNm3akJubi7+/v9x5srKkpqayfv161qxZo7ez5pdffsmbb75ZqddWHi4VjilKFfdX5dhGTkJPAAAgAElEQVR+oHh/bGfAByj+zaA2MEyFY4qiKMrj5tq1a/j6+spd74yMjOS8JVUtYhhCCBwcHCgsLGTdunWYmZkZeknKXXJycjh16pSsLgsICCAtLQ1bW1u9tsgJEybQuHFjWWFWkVZM0M1LCwwMlGFZSEgIvr6+2NraArBx40amTZuGq6srP//8c4n3L20g/6pVq+SunVlZWdSvX5+8vDz8/PzYu3cv3t7efPrpp7i4uABw7tw5pkyZwtixY3n//ffL/bEo+rRaLb6+vnh4eLB9+3Zyc3MB3R8tXnzxRdzc3Bg+fDi1atUy8Ep18vLy+O233zhy5AgeHh7y6/rXX38FdBWWFa2kLI1Wq+XIkSOsXr0ab29vwsLCMDc3ByAuLo5atWqpDWeqOBWOKUoVp9FoPB7kPCGEW2WvpTJpNJrXgdeBGkBXFY4piqIoxeLi4vDx8SEhIQGAWrVqyXlHderUMfDqniwxMTH06dMHrVZLbGwsrVq1MvSSlL9R3IqZmZkpB99nZmbSqFEjuQkGQKtWrWRQNmjQIHr27Fmh6+bl5WFkZCQHl7/zzjt88cUXvPnmm3z55ZdyHT179sTa2poGDRqwbt06QFcttnz5cmrUqCHnNxWHY3cTQqDVauU1li1bxsKFC3nppZf4/fff5Xl//PEHtra2ambeQ5Cens6vv/7K+vXrCQwMlMebNm3KwoULmT9/vgFXd3+FhYV07NiR+Ph4PD09mTx5cqVe78aNG7Ro0UI+Lt7sZOTIkbi7u+Pk5KQqb6sgFY4pilKlqMoxRVEUpTRCCGJjY/Hx8eHPP/8EoE6dOtjb29OvX78qU7XwJLhx4wYnT57E2dlZHtu4cSP9+/enffv2hluY8kDu3LnDvn37ZHVZaGioXiumi4sLv/zyC6AL1w4fPoyNjU3xTWO5CCGIj4+nRo0ackfBI0eO6O06CLrg28rKCmtra3r16sWUKVMA3ddccbh1v5Dr5s2b7Nu3j5YtWzJ06FAArl69Svv27alduzaDBg1i+PDhDB8+HBMTk3J/LIrOhQsXWL9+PZ6eniQlJfHVV1/JcCwnJ4ecnJxKm/dVVjk5OaxYsYJt27Zx6tQpublASEgIQgisrKwq7dparZZhw4Zx+PBheaxr1664u7szZcoUNU+zClHhmKIoVYoKxxRFUZS/I4Tg/Pnz+Pr6kpKSAuhulvv3789zzz2HkZGRgVf45Ll06RLdunVDo9Fw/vx5vd0ularv3lbMcePG4erqCkBkZCTm5uZoNBp69uwpq8vs7e1p165dhapfcnJyOHnypGzFDAwM5Pbt2//4fmW5D/X392fKlCmyNbuYpaWlHOpvZWWldr+sgMLCQg4fPoyVlZUMwzw8PJg1axZz586VlYJVwd27TQIMHjwYHx8fvv32W72B/pXh3LlzrFmzBk9PT7mhRb169XjnnXdYvHhxpV5beTAqHFMUpUpR4ZiiKIryILRaLRERERw9epTU1FQAGjZsiKOjI7169ZKtVkrli46OZs6cORgZGbF//355/N4bUaX68fX1ZcaMGaUO3G/VqhVffvklEyZMeCjX0mq1xMTE0L179789r6CgQIbgD/I1Vhyoe3t74+3tTWBgoF5LafPmzfnXv/6Fs7Mzzz//vGzlVMpv5syZ/PTTT/z3v/9l4cKFAOTm5hIXF/eP/30flYKCAqZPn862bdu4cOGCrCa8fv06NWrUqLTNBjIzM9m0aROrVq0iMjKSzz77jHfffVeuqaioSI0LMBAVjimKUqWocExRFEUpi6KiIsLCwjh27BgZGbrfZRs3bszAgQMxNzdXFSGPUHZ2tmx5u3PnDgMGDGDatGlMnz69UgZgK49OUlISAQEBnDhxAn9/f86cOUNhYSH79+9n2LBhABw6dIjly5fLyrLytmIW70aZnZ0t5zZNmzYNf39/TExM9NrT+vbtS5MmTfjuu+/o3LnzA71+SkoK+/fvx9vbm4MHD8qfG6Br65wwYQIbNmwo87oVfWfPnsXY2JjmzZsDsGXLFiZOnIi1tTVubm6MHz8eIyMjVq9eTWxsLJ06dcLd3f2Rh5MZGRl69xyvvfYaa9eu5YsvvuA///lPpV1XCIG/vz/du3eXFXdbtmxhzpw5TJ8+nVmzZmFqalpp11dKUuGYoihVigrHFEVRlPIoLCwkJCQEf39/eXPdrFkznJycZMuf8uisWrWKOXPmYGJiQnR0tKqEeMwUt0T27dtXhhnvvfcey5cvl+fc24r5r3/9q0zzldLT0+X5aWlpPPPMM+Tm5sqvpcTERNq0aUONGjVISUmhcePGAGzfvp3U1FSGDBnyjzPw8vPzOX78uKwqu3z5MtOnT5c7amq1WpYuXcrQoUOxtrZWYXsFLFmyhCVLllBUVARA7dq1qVu3LmlpafIcS0tL/P39DVa9J4TghRde4PDhw/j6+jJw4EBAF/bXqFGD2rVrV+r1x44dy7Zt2wDd98+LL76Iu7s7w4YNU9XQj4AKxxRFqRLUbpWKoijKw5Cfn8/Jkyc5ceIEubm5ALRs2RInJyc6deqkQrJHJD8/n59++okWLVowZswYeTw0NJQ+ffoYcGVKZYmNjeXIkSOyuuzeOV/nz5+nW7duAISHh1NYWIilpeV95wTu3btXbvrg7e3N8OHD9Z4XQhAVFUVYWBiTJk2Sx/v374+/vz8AHTt2ZMiQIQwZMgQnJyeaNGly3/ULIbhw4QI1a9akS5cuAAQHB2NjY0PDhg25efOm3PijqKhIhRXlcOPGDTZt2oSHhweRkZGlnrN8+XIWLFjwiFemLzw8HAsLC/nvxddff81nn33G0qVLmTlzZqVdt7CwkN9//53Vq1dz6NAhebx9+/bMnj2bd955RwW0lUiFY4qiVCmqckxRFEV5GHJzcwkMDCQoKIj8/HwA2rZty6BBg9SOigZy+PBhhg4dirOzM7t27VI3eY+5pKQkOeT/3LlzHDp0SIYN48eP57fffqN+/fpYW1tjb2+Pg4MD1tbWMiybN28ea9euBWD69OmsXLkS0A0x/7uQ+9NPP2X//v0EBQXp7cKp0Wjo06ePDMvs7e3lroX3Ex4ezmeffcbTTz/Njz/+COhCNHNzc1q3bo2zszPDhw+nQ4cO5f9EPYGEEIwePZpdu/6fvfsOi+pM/z/+HpoF7IodRRR7QdSA0tUUlahRE3uMLWIviW0tMZYoMbFFsWvCGnVj2Q1Y1kJHEEQFRRQLatS1YQm9zfn9wc/zlZhkjSucEe7XdXldcubMzD2IA+fD/dzPP1+4rUGDBmzbtg1nZ2eD+WWGq6srISEhrF+/nk8//RT4v40hCqvGy5cvs379erZt28bjx49xdnYmJCSkUJ5L5JNwTAhhUCQcE0II8Tqlp6cTFhZGdHS0eqHcoEED3N3dqVOnjsbVlSwrV65k+vTpjB07lpUrV2pdjtDQ8OHD2bdvH0+fPi1wXKfT/dfdKJOSkl4q4E5JSSEkJISjR49y7NixFzqVSpUqhZOTE126dGHQoEHUrVv3pWq/fPmy2ln2TPPmzdXdLx0cHKSr7CV4e3urg+h/T/PmzdmxYwetW7cuwqp+X05ODvv376d79+7qXMWDBw8yb948ZsyYQb9+/QrtudPT09m9ezd16tSha9euADx48ID333+fESNGMGDAALUm8b+RcEwIYVAkHBNCCFEYUlJSCA0NJSYmRt2pztbWFnd390LblUy86OrVq1SoUEEdQH3r1i2++eYbZs+eTbVq1TSuThQlvV5PfHy82l0WHh7+wlLM37N161Y++eSTv/x8//nPfzh+/DjHjh3j2LFj3L59W70tLCyMTp06AXDt2jX0ej02NjZ/2BV06dIl/P398fPzIywsTJ2jBVClShW6deuGp6cnb7/99ittSlASpKam4uTkRGxsrHrM1taWjh078o9//ANFUbhz5446dy4lJYVy5cppVe4LPD098ff3Z+rUqXzzzTdF+tzPB4sVKlRg2LBheHl50bhx4yKto7iRcEwIYVAkHBNCCFGYnjx5QnBwMLGxsWqHSvPmzXFzc1MDG1F0Ro4cyZYtW3jvvfc4ePCg1uUIjV2/fp1vvvmG77777g/PMTU1pV27djg4OPD222+ru2X+FYqicOnSJY4dO0ZISAg7duxQd1QdN24c69atY/bs2SxevPi/Ptbjx485fPgw/v7+HDp0iMePH6u3mZiY4OrqSo8ePRg/fvwfzlcrqVJTU393t8qnT59y6tQpOnfurJ77bEOEjRs30rJlSw2rzvfw4UM2bdrERx99pO4qmZiYyNy5c5k4caIathaG5ORktm/fjo+PD1evXlWPd+7cmbFjx/L+++/L19orkHBMCGFQJBwTQghRFJKTkwkKCuL8+fNA/nKu1q1b4+Liou56Jwrf8ePHmTFjBmvWrMHR0RHIX8IEqGGFKFnS0tL+cLfCKlWqkJycrH784Ycfsnv3biA/8Pruu+9o3749dnZ2r7yz4LBhw/jxxx/56aef6NmzJwAhISFMnDiRrl270qVLF5ydnSlbtuwL983NzSU8PFztKrt06RKQv5T7ypUraifapUuXsLGxkQDjJV2/fl1dynrr1i0sLS0ByMrKKvQdJP+KiRMnsmbNGnr06IGfn1+hP59er+fo0aOsW7cOf39/9Ho9ZmZm3Lp1SzpxX4GEY0IIgyLhmBBCiKJ07949AgMD1YtYIyMj2rZti7Ozs3wfKiKKohRYvrZ27VpWrlzJt99+q+5WKEqOPwvHUlJSuHfvHhEREURERODk5MSAAQOA/MDp2W6YZmZm2Nvb4+DggKOjI46Ojn9pxmBaWhomJiZq8DJ37lwWLVqk3m5mZkbHjh3V4f729va/G3RdvnwZf39/SpcujZeXF5Af/latWhUTExOio6PVriPx5579u/fq1Us95u7ujpmZGV5eXvTo0UPzsDEuLo41a9YwYMAAPDw8gPyvWW9vb0aPHv3Sc+1exY0bN9i4cSPp6emsWLFCPT5//nzc3Nxwc3MzmA0ODJWEY0IIgyLhmBBCCC3cvn2bwMBAdYmKiYkJ7dq1w8nJSYYdFyFFUWjdujXnzp1j3bp1aqAgSg5FUfjpp5/w9vZm+PDhQP6csenTp9OvX78/vMA/d+4cf/vb34iIiODhw4cv3L5w4ULmzJkD5AdUer3+pbuOHjx4oM4rO3r0KDdv3ixwe4UKFXB3d1fDMltb2z+sMyEhgU6dOmFiYsLdu3fVXVtXrFiBoih4enrSqFGjl6qrJPvll1+oX7++OkOyTp06jBo1ipEjR1KrVi2Nq/s/3333HRMmTKB58+acO3euSAOq8+fPq0tQmzZtipeXF0OHDpU5eH9AwjEhhEGRcEwIIYSWbty4QUBAgHrxa2pqioODAx07dqR06dIaV1cypKamsmnTJsaPH68urYyNjUWv12NnZ6dxdcLQKYrC1atX1e6yiIgI4uLi2Ldvn7pM8vDhw/Ts2ZO2bduqnWUv21327PGfDfYPCAgoMGcM8oOaCRMmMH369N99jNzcXJKSktQQTK/XU7t2be7evQvkD6b39PTE09NTDdLEi5KSktiwYQNbtmxRA1ETExN69uyJl5cXHh4emndLHTt2jMWLF9O3b1/GjRsH5H8N7dq1i549e/7u8tzX5fr16yxbtgxfX1/S0tIAMDc3Z9CgQYwdO9YgdgI1JBKOCSEMgk6nGweMA4yAxhKOCSGE0Mqzi9/AwEDu3LkDQOnSpXF0dMTBwQEzMzONKyxZFEXBxcWFsLAwNm3axMiRI7UuSbxhUlNTMTExUQPuxYsXq11kz6tbty4ODg7MmzePFi1avNRj5+XlcebMGbWrLCwsjOzsbL788kvmzp0LwKNHj1i4cCFdunShW7duLwQ2WVlZrF+/Hj8/P4KDg8nNzVVvq1ixIu+99x6enp68++67MhPxd2RlZbF37158fHwICwtTjzdu3JgxY8bw8ccfa/55e375+NGjR3n77bepX78+V65cwdjYuFCf+9dff8XX15d169Zx4cIF9fihQ4deaUOL4krCMSGEQZHOMSGEEIbi2Y52gYGB3L9/H4CyZcvi5OREu3btZGB8EUlPT2f06NHs37+fxMREli9fjqenpzrTJyAgAD8/vwJzdoT4M3/UXfZsid65c+fUcGz//v2EhYWp3WW1a9f+08dOT08nPDwcGxsbdZ7Ynj176NevH82bN1c3AQGIj4/H1ta2wHvJ06dPOXLkCH5+fhw8eLDABgTGxsY4OTnRo0cPPD09ady48Wv7nBQX586dY/369fzwww+kpqYCUKZMGfr378+4ceOwt7fXuEL45z//yZQpU/D09GT16tXq8Wdfd4XV7aYoCiEhIaxbt47w8HCuXr2qLi0OCQmhXr161KtXr1Ce+00g4ZgQwqBIOCaEEMLQ6PV64uPjCQoK4tGjRwCUK1cOFxcX7OzsCv23/iLf/fv3CQ8P54MPPgCgRYsWGBkZERcXB8C+ffvo3bu3liWKN1hqaiqnTp3i5MmTfP755+ossMGDB7Njxw71vLp166pdpI6OjrRr1+6/LnuMiYlh48aNWFtbM3PmTAAyMzOpXLkyxsbGuLm5qfPKmjVrpoYjeXl5REZGqrtfxsfHF3jcmzdvFuqQ9zdZSkoKO3bswMfHR32PGD58OFu2bNG4snx5eXmkp6dTrlw5AK5du0bDhg1p2bIlERERhbrcEvK//p51Uubl5dGoUSNu3LhB9+7dGTt2LG+//bb6f6CkkHBMCGFQJBwTQghhqPR6PWfPniUkJISnT58C+UueXF1dadWqVYm7kNBCSkoKM2bMwMfHp8BxLy8vli1bpl5oCvG6/Otf/+Lw4cNERERw7tw5tbsM8ne3ffLkifp1d+7cOapUqfJSA+Hj4+NxcXFRA/dnatasqQZlnTt3LtCpdu3aNQ4cOICfnx+PHz8mOjpavW3w4MHk5OQwd+7cl14SWhIoikJERAQ+Pj5MnjxZ7Rw7c+YM27dvZ8yYMTRt2lTjKmHv3r0MHToUZ2dnDh8+rB5PSUkp9Pe1+/fvM3DgQI4fP64es7GxYcyYMXzyySdUqVKlUJ/fUEg4JoQwKBKOCSGEMHS5ubmcPn2a0NBQddlO1apVcXNzK9D1IQrPv/71L3r16gXAzz//jKenJ5A/oLtevXoSVIpCkZqaSnR0tLoUMz09vUCg0LFjRyIiIrCysirQXWZnZ/e7swqfBe7PhvuHhoaSmZlZ4JymTZuqYZmrq6u602BeXp7atZqenk6VKlXIzMwkLi5O3aHwwoUL6HQ6mjRpIu9LvzFy5Ei2bNnCwIEDC3QGaunx48c8evQIGxsbANLS0qhXrx6dOnVi69athR5SXbx4kfXr17N9+3b1F0ClSpVi9erVjB49ulCf2xBIOCaEMCgSjgkhhHhT5OTkEBUVRXh4OBkZGQBUr14dd3d3bG1t5WK0EKWlpWFhYQHkBxbm5uZkZGRga2tLlSpV2Lt3r3qBKURRUBQFR0dHoqOjC3SXQX7A0K1bN/bt2/enj5GZmUlERIQalp06darAY5UtW5ZHjx6pc6KeDXnX6/VERUURGBjIzJkz1feegQMHsnPnTmxsbNQ5Zc7OzrKpCHD8+HFWr17N9OnT6dSpEwAJCQn8+OOPjB492iCWq/r5+fH+++9jY2NDYmKiGvo/P9y/MKSlpbFz507Wrl3L2bNnCQ8Pp2PHjgA8fPiQsmXLFvqyTy1IOCaEMCgSjgkhhHjTZGVlqZ0k2dnZANSuXRsPDw+sra0lJCsEvxeOnTx5krfffpsKFSqQmJioztMRoiilpKQU6C6LjIwkOTmZXr16sX//fiA/3OjQoQMNGjRQB/3/XnfZ48ePCQoKUsOyWrVqERgYqN7u5ORE+fLl+fbbb2nSpMkLtQwYMIB9+/ap70sA5cuX55133sHT05P33nuPqlWrFtJn4s0zYcIEvvvuO4yMjOjRowdeXl6az966ePEid+7cUTcgURQFV1dX2rdvz6xZswr1309RFM6cOYOdnZ36fWz8+PHs2LGDTz75hDFjxmBra1toz1/UJBwTQhgUCceEEEK8qdLT0zlx4gQnT54kNzcXgPr16+Ph4WEQXQjFye+FYwDJyclcuXKFt956Sz130aJF9O3b93fDAyEKm6IoXL58mezsbHUW2PXr17G2ti5wXqlSpbC3t8fR0RFPT09cXV1feKz09HS1Y+fBgwdYWloCcPfuXapXrw7kdxs9ePCALl26YGVlRWpqKkePHsXf3x9/f391513In5nm6OiodpWV9GXhP//8MytWrCAoKEg9ZmNjw6effsonn3xiEEFiWFgYzs7OlC1bltu3b1OxYsUie25FUbCzsyM2NlY91rVrV8aOHUuPHj0KbEyxatUqevfujZWVVYHHuHnzJvv372fSpElFVvfLknBMCGFQJBwTQgjxpktNTSU0NJSYmBjy8vIAaNiwIR4eHtSsWVPj6kqWgIAAOnfuTJkyZbh16xaVK1fWuiQhyMzM5MSJEy90lz0zdepUvvnmGyC/E23r1q04OjrSpk0btbtMr9dz/vx5Tp06xfDhw9X7du3alWPHjgHQqFEjdV6Zu7s7FSpUIDo6Wt398vmQA8Da2pqdO3cWCJdLooSEBNavX8/3339fYPZWv3798PLywtHRUbMQUa/Xc/jwYa5fv87YsWPV459//jn169fn448/Vn9xUFjP/+9//5t169Zx4MABnuVCderUYcaMGYwfP55Vq1YxefJkGjRoQGBgoBqQ3bx5E3d3d65du8bKlSsNLiCTcEwIYVAkHBNCCFFcPH36lODgYM6ePateQDRt2hQ3Nze140MUrkuXLjFjxgysrKxYvXq1ejwnJwdTU1MNKxPi/yiKwpUrV9SwrG/fvnTu3BnIn43VpUsXAEqXLo29vb066N/R0fGFnTGXLFmCv78/UVFRajgP+V1i9vb2dOnSha5du+Lo6MiDBw/UoCwgIIDs7Gzu3r2rvj/5+/vz8OFDunfvTrVq1Yros2E40tLS2LVrFz4+PsTExKjHW7VqhZeXF4MGDTKIHXJv3ryJtbW1Gpg2b968SJ43KSmJjRs3snnzZh4+fMjs2bNZvHhxgRDsWUAGvHDst11lWpNwTAhhEHQ63ThgHGAENJZwTAghRHHx6NEjgoKCOHfunHqsZcuWuLm5SSdTEXl+Z79bt27RoUMHJk6cyGeffVZgKZAQhiYsLIyvvvqKyMhIHj169MLtW7ZsUTvHMjIyMDY2xszMTA3njx49yrFjx7h48WKB+5UpUwZnZ2e6dOnCRx99RJUqVYiOjsbNzU09x93dnaCgIFatWsXEiROB/N16jY2NS9zyy+joaNatW8euXbvUHUXLlStHQkICtWvX1rS21NRUtm3bRlxcHJs2bVKP+/r6Uq1atUKfm5aVlcWePXtwcXFRRwh8//33jBo1qsAvInJycgw2GAMJx4QQBkY6x4QQQhRX9+/fJygoiISEBAB0Oh12dna4uLg8+4FcFIH58+fz5Zdf4uTkREhISIm7yBdvpmezy551l0VERHD+/Hmio6Np27YtAJs2bWLixInq7LJnf2rWrMmtW7c4fvy4Otz/7t276mMfPXpU7U67efMmeXl5WFtbs3DhQvbv38+ePXto0KCB+hyLFy9W55S5ubmpu2eWBI8ePeL7779n/fr1VKhQgaioKPW2kydP0qZNG4P4fGRkZFC3bl2Sk5Px9/ene/fuRfr8ffr0eWF3VlNTU65cuWKQwRhIOCaEMDASjgkhhCju7ty5Q2BgIFeuXAHA2NgYe3t7nJ2dC3VWjMiXl5fHjz/+SOPGjenQoQOQ39Fw6NAhPD09JSwTb4yUlBTKli2rdkWOHTsWHx+fF86rV68ejo6OLFu2DCsrKxRF4cKFCxw7dozAwEB27txJmTJlAJg2bRrffvst06dPZ9myZS881m9DD3Nzc95++2169OhB9+7d1Y0BijtFUbh//776ep88eUKtWrWwsLAgJiZG801YHj9+zJdffklAQAAxMTFqh2xkZCSVK1cu9F0mnzx5wsqVK1mwYIF6TMIxIYT4CyQcE0IIUVLcvHmTgIAAbty4AeRfOHTo0IFOnTqpF6qiaKxbt45x48bh6enJzz//rHU5QrwSRVFITEwkMjKyQHeZXq8H8rueKlWqBOR3gCUmJhboLgMYMWIEP/zwAzt27ODDDz8E8pcUenl50aVLF5ycnMjKyuLIkSP4+/tz584d9fl1Oh0dOnRQu8patWpVIGyeMmUKnp6eeHh4FNWnpMicPHmSDz74gCpVqhAbG6u+7vj4eJo0aaIGmEVNr9erSyoVRcHe3p4zZ86wc+dO+vfvX2jP+/zcMVlWKYQQr0DCMSGEECWJoigkJSUREBDA7du3gfxd0RwdHXFwcDCI5TklwcqVK5kzZw7Lli1j3LhxWpcjxGuTkpJCVFQUCQkJjB8/Xj3u5uZGcHCw+vGz7jJHR0datWpF+/btMTc3B2Dx4sXMmTNHPbdUqVI4OTnRuXNn6taty+XLlzlw4ECBofUAdevWpUePHowePZqkpCQ++OADAMaMGYO3t7dBDLN/nXJzc7l16xb169cH8meB1apVi8qVKzN69GhGjBihaWddSkoKgwYN4vjx49y8eZMqVaoA+XMYy5Ur99qW98tAfiGEeA0kHBNCCFESPev4CAwM5N69e0D+wOxOnTrRoUMH2VmxCNy7d49KlSphZmYGQEREBKtXr2bRokXY2NhoXJ0Qr9fOnTsJCgpSu8uev76vUqUKDx48ULufDh06xLVr1zh16hRHjx5Vg/xnKlWqhIeHB/b29uTl5REVFcWxY8fIyMgA4KeffuKdd94p8LN9vXr12Lp1a7HsInsmMjKS7t27qxspmJqa8sEHH+Dl5YWLi4tmS7gfPXpUYDOYAQMG4Ofnx4YNGxg0aND//PirVq1i8uTJL4Rgz4dmK1euZGW8NJgAACAASURBVNKkSf/zc71OEo4JIQyKhGNCCCFKMkVRiI+PJygoiOTkZAAsLCxwdnambdu2srNiEXq2U9/IkSML7AAnRHHz66+/Eh0drS7FrFy5Mr6+vurtVlZW/PLLL9SvXx9HR0caNGhAdnY2Fy9eJDg4mF9/LZgjWFlZMWLECOzt7fH392fZsmWUL1/+T8Og1NRUtVOtOMnIyOCnn35i3bp1nDx5Uj3erFkzvLy8GDJkiKYbsuTk5NC+fXtiY2M5c+YMbdq0AfLrNjMze+XloKtWraJ3794vdIfdvHmT/fv3G1wwBhKOCSEMjIRjQgghRP6cmLi4OIKDg3ny5AkAFSpUwNXVldatW6szZEThOXv2LPPnz2ft2rXUqVMHyB8ybWRkJD+jiBIjJSWFTp06vdBdBlC6dGkGDRrEyJEj1V0wT5w4QU5ODrNnz2bx4sXqYyxYsIBvvvnmD59n7ty5LFiwoFhviHHmzBl8fHzYsWMH6enpAJQtW5ZBgwbh5eWFnZ2dJnUpikJ0dLS6QQnAvHnz2LFjB0uXLqVfv36a1FXUJBwTQhgUCceEEEKI/5OXl8fp06cJDQ0lJSUFgMqVK+Pm5kaLFi2K9YWkIZo8eTJ///vfWbt2LR999JHW5QhRZH799VeioqLU7rLIyEgeP37M+PHjWbNmDZDfbdSyZUvq1KmDs7MzPXv2pHXr1hw5coQePXr81+dwdnZmyZIlODk5FfbL0dTTp0/x9fXFx8eHCxcuqMffeust5s+fz3vvvadhdflhWfPmzUlISGD37t3qxgyKohTr7zkSjgkhDIqEY0IIIcSLcnJyOHXqFGFhYWrHgaWlJe7u7jRu3LhYX7AYitzcXOzt7YmLi+PIkSN07dpV65KE0IxerycxMREzMzMaNGgAQGhoKC4uLgXOK1OmDE2aNCE3N5dz58691GMPHjyYxYsXG9zA9tdNURRCQ0Px8fFh79695OTksG3bNoYNG6bertV7e3p6Ort372bw4MHqzMsdO3awbds2ZsyYUSzf/yQcE0IYFAnHhBBCiD+WlZXFyZMnOXHiBFlZWQDUqlULd3d3bGxsJCQrZLm5uRw6dAhPT0/12M8//wyAp6enfP5FiZaWlqZ2lj3fXfYqSpUqxeTJk5k1a5amM7mKyr179/j++++ZMGECZcqUAWD16tX4+/szc+ZMg9i4oGPHjkRERLBw4cICu5cWFxKOCSEMioRjQgghxH+XkZHBiRMnOHnyJDk5OUD+EGwPDw/q1auncXUlR2ZmJo0bN+bmzZt8//33DB06VOuShDAYz7rLIiIi2LlzJ0ePHn2p+9WsWZP//Oc/AFStWpX58+fz6aeflqhdexVFoUWLFly4cIF169bh5eWldUncuHEDHx8fpk6diqWlJQAxMTFs3LiRCRMm0KJFi5d+rICAAPz8/FixYkVhlfuXSTgmhDAoEo4JIYQQLy8tLY2wsDCio6PJy8sDwMbGBnd3d2rXrq1xdcVfamoqixYtYt++fcTGxqodH7m5ubKzqBC/MWXKFN555x1Onz7N3/72tz89t2HDhuTk5HDjxg0AGjVqhLe3Nz179iwxHZpJSUls3ryZmTNnUq5cOQC2bt3KwYMH8fLywsPDQ/PPxdChQ/H19WXw4MEFdjj9IykpKUyfPp3169cDsG/fPnr37l3YZb4UCceEEAZBp9ONA8YBRkBjCceEEEKIl/frr78SEhLCmTNn0Ov1ADRu3Bh3d3eqV6+ucXXF32/DsO7du1O1alWWLFkiIaUQv5GWloaFhcXv3qbT6TAxMVE7Ytu2bcuNGzdITk4GwMnJiW+//Zb27dsXWb2GxM7OjrNnzwJga2vLmDFjGDZsGJUqVdKknrCwMFatWsX06dPVf5P79++zfft2RowYQZUqVdRzAwICGD58uBp4Qv73rmfBn9YkHBNCGBTpHBNCCCFe3ePHjwkODiYuLo5nP6+3aNECNze3AhcpovCcP3+eli1bYmJiwsWLF7GxsdG6JCEMyp+FYwDvv/8+1atXZ/PmzSiKgpmZGe3atePMmTNkZGSwcuVKJk2aVIQVG45z586xfv16fH191R2MS5cuTf/+/Rk7dqxBhIaLFi1i7ty5uLi4EBwc/EK32PMMKVeScEwIYVAkHBNCCCH+dw8ePCAoKIgLFy4A+d0YrVu3xtXVlYoVK2pcXfEXHR1NdHQ0Y8eOVY8FBgbSoUMHzM3NNaxMCO0pisJPP/2Et7c3w4cPB/KXC06fPp0KFSrQrFkz6tatS2xsLF5eXkRERGBpaUlQUBBbt25l8eLFmJmZARAXF0fdunU165zSSkpKCj/++CM+Pj7Exsaqx+3t7fHy8mLAgAGULVtWk9r27t3L4sWLmTZtGjVr1nyhW+x5hpQrSTgmhDAoEo4JIYQQr8/du3cJDAwkMTERACMjI+zt7XF2djaYpSwlwZ07d2jYsCHly5cnKioKKysrrUsS4o3Qv39/du/ejbu7O7t27cLS0hJFUYiOjsbOzo4WLVrw4MED/Pz86NSpk9blFjlFUYiMjGTdunX84x//IDs7G4AKFSrw8ccf4+XlRZMmTTSpS1EUgoKCJBwTQohXIeGYEEII8fr98ssvBAYGkpSUBICJiQnt27fHyclJs+6CkiQqKoqBAwdSo0YNQkNDNR+iLcSbIDc3l1GjRrF9+3YgP/BZsGABVapUYciQIfTu3ZvExETu37/PlStXSvy1w8OHD9m2bRvr16/n2rVrAFSuXJn//Oc/aqedFlJSUpgxYwY+Pj4v3GZIuZKEY0IIgyLhmBBCCFF4kpKSCAgI4NatWwCYmZnh4OCAo6MjpUuX1ri64i07O5sHDx6oA/pzcnIYOHAgI0eO5O2335bATIg/EBERwYQJE4iJiQHA0tKShw8f8sUXXzBr1iwuX75M06ZNgfywZdy4cQwePJiOHTtqWbZm9Ho9R48excfHB1tbW7y9vYH8z823337Lhx9+SN26dYu8LhnIL4QQf4GEY0IIIUThUhSFK1euEBAQwN27d4H8gc4dO3bkrbfe0rTDoCTZsGEDY8aMoVq1aly/fl06+IT4E3l5eWzdupVZs2apO1du3ryZESNGABAaGkp8fDwVK1ZkwIABAPTt25evvvqKhg0bala31hRFUYP3gIAAOnfuTMWKFbl79y6lSpUq8np+20W2b98+evfuXeR1/B4Jx4QQBkXCMSGEEKJoKIpCQkICgYGBPHz4EABzc3OcnJxo164dJiYmGldYvD18+JAlS5Zga2vLmDFj1ON37tyhVq1aGlYmhOF6/Pgx8+bN4+effyY+Ph4LCwvy8vJo164dZ8+exdbWlgYNGnDkyBH0ej2mpqaMHTuWuXPnlvgde0+cOMGcOXNo2rQpa9euBfK/D2zZsoVevXpRtWrVIqslICAAPz8/VqxYUWTP+d9IOCaEMCgSjgkhhBBFS6/Xc+7cOYKDg3n8+DEA5cqVw8XFBTs7O4yNjTWusOQ4efIknTp1YtSoUaxbt06WWgrxB9LT09Vuy+zsbBwdHUlMTCQ1NRUAFxcXFEUhNDQUyJ9XNmfOHMaPH1/il5Dn5eWp7+sRERF07NiRUqVK0a9fP7y8vHB0dCyR7z2vGo4ZFV5JQgghhBBCiKJiZGRE69atGTduHD169KB8+fKkpKRw4MAB1q5dS2xsLHq9XusyS4SDBw+Sl5dHVlZWibw4FeJlPb8M+aeffuL06dOkpqZSr149jI2NCQkJISIigl69etGiRQuePn3K559/TpMmTdi5c2eJfk97/hce2dnZ2Nvbk5WVxd///nc6deqEnZ0d69evJyUlRcMq3xzSOSaEKBTSOSaEEEJoKzc3l1OnThEWFkZaWhoAVatWxd3dnaZNm0poU8jCw8OpV68ederUAfKXX27fvp1x48ZRpkwZjasTwvCkpaWxZMkSli9fTnZ2NiYmJtSrV4+rV68CULFiRbp3705QUBC3b98GoH379ixfvhwXFxctSzcY0dHR+Pj4sHPnTjIzM4H8DuIhQ4bg5eVFixYtNK6w8MmySiGEQZFwTAghhDAM2dnZREVFER4erl4s1ahRAw8PDxo2bCghWRGZOnUqK1asoHv37vj7+2tdjhAG68qVK0yZMkX9f1K5cmXKlCmjBmKNGjXCwcGB/fv3q8sv+/bty+7duzEyksVxkD/T7fvvv8fHx4fExET1uJOTE15eXvTp00eTQf5FQZZVCiGEEEIIIV5gZmaGk5MTkyZNwsXFBTMzM+7evcuPP/7Itm3bSEpK0rrEEqFdu3ZYWVkxceJE9Zher0eaFYQoqGHDhvj5+XHgwAEaNWrEo0ePsLS0ZN26dVSrVo3Lly/j6+uLvb09AwcOxNjYmKpVq0ow9pxKlSoxefJkLl68yLFjx+jTpw/GxsaEhYUxaNAg6taty4EDB7Qu06BI55gQolBI55gQQghhmNLT0wkLCyM6Oprc3FwArK2t8fDwUJcAisKRnZ2Nqamp2q3n6+vL2rVr+frrr3F2dta4OiEMT1ZWFitXrsTFxQVHR0eePn3KF198wXfffYdOp+PChQvk5ORQpUoVLC0tATh//jz+/v5MmjRJljA/586dO2zevJmNGzdy+/ZtEhMTadSoEQDJyclUrFixWGzcIssqhRAGRcIxIYQQwrClpKQQGhpKTEyMOtTa1tYWd3d3atSooXF1xZ+iKLRs2ZL4+HiWLl3KjBkztC5JiDfC/PnzWbVqFT179mTLli2YmJgAcOjQITp37kyvXr04dOgQo0ePZsOGDRpXa3hyc3OJiIgoEMj369ePqKgoNmzYwLvvvqthdf87CceEEAZFwjEhhBDizfDkyROCg4OJjY1Vl/g1a9YMd3d3qlatqnF1xdvdu3dZsWIF8+fPV3ftu3LlCkZGRjRo0EDj6oQwPHq9nk6dOhEZGQlAq1atWLNmDWXLlqV9+/Y0bNiQGTNmsHTpUg4dOqR2RmVnZ2NmZqZl6QYrIyMDa2tr7t27R1xcHC1btgQgNTUVc3PzN24upYRjQgiDIuGYEEII8WZJTk4mKCiI8+fPA6DT6WjVqhWurq5UqlRJ4+pKju7du3P06FE2bdrExx9/rHU5QhicvLw8NmzYwJw5c3j8+DEALi4uJCQk8M477+Dr64tery8wg2zYsGE8fPgQb29vmjVrplXpBisjI4Pjx4/To0cP9djQoUOJiYnBy8uL3r17s2PHDq5cuULDhg0ZO3YsFhYWGlb8xyQcE0IYFAnHhBBCiDfTvXv3CAwM5NKlSwAYGRlhZ2eHi4uLfE8vZBkZGfTq1YuAgAASEhJo2LCh1iUJYbCSk5OZM2cOGzZsQFEUzM3NWbt2rRoqJyUlsXTpUsaOHUuHDh3Izs7GyMiIUaNGsWDBAqpXr67xKzBcmZmZ1K5dm0ePHgH53weeLb8HaN26NWFhYQYZkEk4JoQwCDqdbhwwjvzdcBtLOCaEEEK8mW7fvk1gYCBXr14FwNjYmPbt2+Pk5IS5ubnG1RVviYmJ2Nraqh8vX74cU1NTxowZQ6lSpTSsTAjDc+bMGSZMmEBMTAwJCQnUr18fyJ+jtWfPHiwsLBg9ejSXL1/Gz88PAAsLC6ZPn87UqVPl/ewPPH36FF9fXxYuXMj9+/dfuH3ZsmVMnz5dg8r+nIRjQgiDIp1jQgghRPFw48YNAgICuHnzJgCmpqa89dZbdOzYUXaCKwJ3797FxsaG9PR0/Pz8Cix7EkLkUxSF8+fPq/OyACZNmkRgYCDnzp0DoH79+nzyySf4+/sTHR0NQK1atVi0aBFDhw4tFjs1FoZRo0axefPm3z2+ceNGDSr6c68ajhn991OEEEIIIYQQJVW9evUYNmwYgwYNolatWuTk5BAWFsaqVasICQkhKytL6xKLtSpVqrBy5Ur69OlD9+7d1eP3799HGh2EyKfT6QoEY+Hh4axevZpLly7Ro0cPatasyfXr15k/fz5mZmYsXryY+vXrc+fOHYYPH07btm05evSohq/AcD3b1OC3ituyb+kcE0IUCukcE0IIIYofRVG4dOkSgYGB6jKbsmXL4uTkRLt27TA1NdW4wpIhNzeX5s2bU716db7//nusra21LkkIg3L58mUmTpzI4cOHgfwOMQcHBw4ePEhmZiYAgwYNokGDBqxZs4YnT54A8O677+Lt7V0gaCvpUlNTcXJyIjY2Vj0mM8eEEOIlSTgmhBBCFF96vZ74+HiCgoLUgc3lypXD2dmZtm3byvKkQnby5Enc3NywsLDg6tWr8rOWEL9DURT8/PyYMmUK165dA+Ctt96iatWqHDhwAMgP9ydOnEhKSgobN24kJycHIyMjzpw5Q6tWrbQs36Ckpqaybt062a1SCCH+KgnHhBBCiOJPr9dz9uxZQkJCePr0KQAVK1bE1dWVVq1aYWQkU1wKy61bt7h48SJdunRRj61bt44ePXpgZWWlYWVCGJbMzEyWL1/OkiVLyMjIoHbt2uzevZvPP/+ciIgIAOrUqcOCBQs4fPgwycnJHDt2DJ1OB+SHbM/+LgyfhGNCCIMi4ZgQQghRcuTm5nL69GlCQ0NJTU0F8mdlubm50bx5c7mwLALR0dF06NCBsmXLcuPGDapWrap1SUIYlJs3b/L555/TrVs3Pv74YxRFYffu3UyfPp1ffvmFY8eO0blzZzIzMyldujQAycnJODs7M2XKFIYPHy5dsW+AVw3HTAqvJCGEEEIIIURJYGJiQocOHbCzsyMqKorw8HCSk5PZu3cvYWFhuLu7Y2trKyFZISpdujRubm7Uq1evQDAmXS9C5LOysmL37t3qxzqdjry8PKpUqcLIkSPp3LkzkP9/6eeff6ZNmzZs27aNhIQEvvvuO4YPH65V6aIISOeYEKJQSOeYEEIIUXJlZWURERFBZGSkuptl7dq18fDwwNraWsKaQqIoCllZWQW6Xjp16sSkSZMYNWoUJibSGyHEM4qi0KJFCy5cuADAkCFDWLZsGTqdjkaNGpGbm0t4eDihoaG0bNkSDw8PADIyMkhMTKR169Zali/+gCyrFEIYFAnHhBBCCJGens6JEyc4efIkubm5ANSrVw8PDw+Zi1UEvvzyS+bPn0+bNm2IiYmRGXBC/Mb9+/eZPXs2W7duRVEUypUrx9ixYwkPDycnJ4eIiIgXwvyvvvqKv/3tbwwdOpRFixZRp04djaoXv0fCMSGEQZFwTAghhBDPpKamEhoaSkxMDHl5eQA0bNgQd3d3atWqpXF1xVd2djYbN26kWbNmateLXq8nPDwcZ2dnjasTwnBER0czfvx4oqKiAGjcuDHffvst3bp1AyAlJYX+/fszY8YMduzYwcaNGwEoU6YMU6dOZcaMGZQrV06z+sX/edVwTH51IIQQQgghhChUFhYWvPfee0yYMIG2bdui0+m4cuUKmzZt4h//+Af379/XusRiyczMjPHjx6vBGMDOnTtxcXGhb9++GlYmhGFp3749ERERbNu2DUtLSy5duoSFhYV6+/Llyzl48CCurq48evSI/fv34+zsTEZGBosXL6Zhw4b4+PioHbLizSPhmBBCCCGEEKJIVKhQAU9PT8aPH0/Lli0BSEhIwMfHh3379vHo0SONKyz+bt26hampKfb29lqXIoRBMTIyYtiwYSQmJvLDDz/g4uKi3mZnZ8fw4cMxMjJiz549fPTRRzg6OrJjxw4aNWrE/fv3GTt2LC1btsTPzw9ZoffmkWWVQohCIcsqhRBCCPHf3L9/n6CgIBISEoD83ePatGmDq6vrs2UxohBcv34dS0tLypYtC8C5c+dYu3Yt8+fPp2bNmhpXJ4Rh+eWXX2jcuDHVqlVj4sSJHDx4kICAAAAsLS354osvyMnJYeHChTx8+BAANzc3li9fLiG0BmTmmBDCoEg4JoQQQoiXdefOHQIDA7ly5QoAxsbG2Nvb4+zsXGBpkygcPXr04MCBAwwcOJAdO3ZoXY4QBiUiIoL+/ftz8+ZNADw8PPjggw9YtWoVly9fBqBVq1YsXLiQiIgIVqxYoe7SO3jwYBYvXiwbkBQhCceEEAZFwjEhhBBC/FU3b94kMDCQ69evA2BqakqHDh3o1KkTZcqU0ba4YiwkJIS5c+eyadMmbG1tAUhLS8PY2JjSpUtrXJ0Q2ktPT2fZsmUsW7aMrKwsjI2N8fLyolatWnh7e/PkyRMAevbsyZQpU9iyZQu+vr4AfPPNN0ydOlXL8ksUCceEEAZFwjEhhBBCvApFUUhKSiIgIIDbt28DUKpUKRwcHHB0dKRUqVIaV1gyzJ07l+3bt7NmzRp69eqldTlCGISkpCSmTZvG/v37AahTpw6RkZEsXboUHx8f8vLyMDU1Zd68eXTr1o2VK1eyadMm9X3r2rVr1K1bF1NTUy1fRrEmu1UKIYQQQggh3ng6nY4GDRowYsQI+vfvT/Xq1cnKyiI4OJhVq1YRHh5OTk6O1mUWa3l5eezdu5dbt26h1+u1LkcIg2Ftbc2+ffs4cuQITZo0YejQodSuXZs1a9YQFxfHe++9R05ODlWrVqVt27b88MMPajCWm5tL9+7dad68OXFxcRq/EvFb0jkmhCgU0jkmhBBCiNdBURQuXLhAYGAgycnJAFhYWODs7Ezbtm0xMTHRuMLiKTMzk927dzN06FB0Oh0AQUFBGBkZFdjFT4iSKicnh7y8PHXpcVRUFOvXr6dbt2706tVLfW86cuQIiqJQt25d3N3dycvL4+rVq7LpSCGRZZVCCIMi4ZgQQgghXie9Xk9cXBzBwcHqfJ8KFSrg4uJCmzZtMDKSRTGFKTc3lxYtWnDp0iW2b9/Oxx9/rHVJQhgMRVFwdHTk5MmTlC9fngULFjBu3Djy8vJo1qwZSUlJ/PDDD/Tq1Yv4+HgcHBzU+33xxRcMGzYMa2trjV9F8SDhmBDCoEg4JoQQQojCkJeXx+nTpwkNDSUlJQWAypUr4+bmRosWLdQuJ/F6paSkMH36dP75z39y8eJFtetFURT5nAsBnDhxggkTJnD69GkAmjVrhre3NwEBAezbt4/z589jbm4O/N//m3379tGnTx/MzMyYMGECf/vb36hUqZKWL+ONJ+GYEMKgSDgmhBBCiMKUk5PDqVOnCAsLIz09HQBLS0vc3Nxo0qSJBDaFJC0tTb3ABxgyZAiVK1dmzpw5VKtWTcPKhNBeXl4eW7duZdasWeoy8L59+7J48WJ1J1i9Xs+7775L9+7dcXZ2ZsaMGRw7dgyASpUqMXfuXMaOHSubj7wiCceEEAZFwjEhhBBCFIWsrCxOnjzJiRMnyMrKAqBWrVq4u7tjY2MjIVkhunTpkhpExsbG0rJlS61LEsIgPH78mHnz5rFu3Tr0ej2bNm1i5MiRAOzdu5e+ffsCYGtry/LlyzExMeHzzz8nPj4egAYNGrB06VL69u0r72F/kYRjQgiDIuGYEEIIIYpSRkYGERERREZGqrtZWllZ4eHhQb169TSurvg6duwYkZGRzJkzRz126tQpWrZsKZ0vosSLi4tjw4YNrFmzRp2LePv2bQ4cOMDcuXO5f/8+AF26dMHb25uYmBjmzp3L3bt3AXBwcOCbb76hY8eOmr2GN42EY0IIgyLhmBBCCCG0kJaWRlhYGNHR0eTl5QFgY2ODu7s7tWvX1ri64u/Ro0c0aNCASpUq4eHhwaBBg/Dw8AAgICAAPz8/VqxYoXGVQmgjLS2Npk2b0rRpUxYvXsyePXtYsWIF2dnZGBkZMWrUKGbMmMEPP/yAt7e3umS8T58+LF26lIYNG2r8Cgzfq4ZjsqWLEOIP6XQ6a51OF6jT6S7odLpzOp3O/L/fSwghhBBCO+bm5rzzzjtMnDgRe3t7jIyMuHr1Kps3b2bXrl3cu3dP6xKLtUuXLlG2bFkURWHr1q107tyZIUOGMGTIEDp37szKlSvZv3+/1mUKoYmIiAju3bvHkSNHcHR0JDc3l6ioKPr27Yter2fDhg20adOGsmXLEh8fz8iRIzEyMmLv3r00a9aMadOmIQ1OhUM6x4QQf0in0wUDcxRFCdXpdJWBXxVFyX3J+0rnmBBCCCE09/jxY4KDg4mLi1MvKlu0aIGrqytVq1bVuLriKS0tjcTERDZt2oSPj0+B27y8vFi2bBnlypXTqDohtHXlyhWmTJmCv78/ADVq1GDZsmVYWVkxdepUzpw5A+TPHVu+fDkNGzZkxowZHDp0iNGjR7NhwwYtyzd4sqxSCPFa6XS65sAqRVG6vOL9JRwTQgghhMF48OABwcHB6sBrnU5H69atcXV1pWLFihpXV3z5+fnx/vvvA1C2bFnu3buHhYWFxlUJob2DBw8yadIkrly5AkDHjh3597//zZ49e5g1a5Y6d6xr164cPnyYgIAAWrRoQY0aNQBISEjg7NmzfPTRR+o8MyHLKoUocXQ6nYtOp/PT6XR3dDqdotPpev3OOWN1Ol2STqfL1Ol0MTqdzvkvPEUjIFWn0/2s0+lO63S62a+veiGEEEKIolWtWjX69u3Lp59+iq2tLYqicPbsWdasWcOBAwdISUnRusRi6dm8MYBZs2YVCMb0er0WJQlhELp168b58+f56quvMDc3p2bNmlhYWDBs2DAuX77MnDlzKF26NM2bN8fIyIguXbqowRjA9OnTGThwIDNnztTwVRQfEo4J8eYyB2KB8b93o06n+whYCSwG7IBQ4JBOp7N67pwYnU53/nf+1AJMAWdgHOAIdNXpdF0L9yUJIYQQQhSuGjVqMGDAAEaMGIG1tTV6vZ5Tp06xevVqjhw5og7AFq/f5MmT1b/Hx8fTpEkT9uzZo2FFQmirVKlSzJw5k0uXLrFq1Sr1+NOnT6lRowbx8fHMmzdPPX727FmWLFlCWloaDg4OVKpUiZEjR6q3y8rAVyfLKoUoBnQ6nQL0VhTln88dOwmcVhTF67ljCcA/FUWZ9RKP6QjMVxTl3f//8ecAiqJ8/QfnlwKe36+7HHBL15CjHgAAIABJREFUllUKIYQQwpAlJSUREBDArVu3ADAzM8PBwQFHR0dKly6tcXVvvrS0NLVbLDU1FXPz/P2dhgwZwt///nd69+7Nvn37tCxRCIMzePBgduzYQatWrVizZg0uLi4oioK7uzvBwcGMHz+eNWvWkJ6eTtmyZdX7ffrpp5iamjJ//nyqVaum4SvQjiyrFEKodDqdGWAPHPnNTUeAji/5MNFAdZ1OV0mn0xkBLkDCn5w/C3j63J9bf6loIYQQQggNWFtbM3z4cAYOHEiNGjXIzs4mJCSEVatWERoaSnZ2ttYlvtHMzc1RFAVFUdRgDGD9+vXMnz8fb29v9VhaWpo6Z0mIkqxTp05UqlSJuLg4XF1dGTBgALdu3WL06NE0atSIzz77DMif45eXlwfkB/2bNm1i7dq12NjYsHTpUjIyMrR8GW8UCceEKJ6qAsbAb/cqvwfUePH0F/3/XSlnAyFAHHBZURT/P7nLV0CF5/7U+Ys1CyGEEEJoQqfT0ahRI0aPHk2/fv2oWrUqmZmZBAQEsHr1aiIjI8nNfakNu8VLMjc354svvqBhw4bqMW9vbxo1asTmzZs1rEwI7Xl5eZGYmMinn36KTqdj165dNG3alBs3bhAbG0u9evXUc4cMGcLQoUMxNTXl+PHjtG3blpSUFGbNmkXjxo3x9fWV+X4vQcIxIYq3366b1v3OsT++s6IcUhSlpaIoLRRFmfpfzs1SFOXXZ38AmWorhBBCiDeKTqejWbNmeHl50bt3bypVqkRaWhr//ve/WbNmDadOnVK7NMTrpSgKISEhpKamUqlSJa3LEUJzVatWZf369cTExNCpUyfS0tKYPXs2K1asUM+5cuUKu3btwtfXF1tbW0JCQggODsbX15e6devyyy+/MHToUNq3b09AQICGr8bwSTgmRPH0EMjjxS4xS17sJhNCCCGEEM8xMjKiVatWjBs3jh49elC+fHl+/fVXDhw4wNq1a4mNjZVOjNdMp9Nx/PhxDhw4wAcffKAeP3HiBKdPn9awMiG0ZWdnR2hoKL6+vtjb2zNhwgT1tgYNGnDy5Ek6depERkYGX3zxBU2bNgUgISGBpUuXUr58eU6fPk3nzp3p0aMHFy5c0OqlGDQZyC9EMfAnA/ljFEUZ+9yxC8C/XmYg/2uoqTzwVAbyCyGEEOJNl5uby6lTpwgLCyMtLQ3I7+pwd3enadOm6HQ6jSssnnJycmjZsiWJiYns2rWLDz/8UOuShNCUoijq+42iKHTu3Jm33nqL2bNnc+jQIaZPn86NGzcA6NChAytWrKBRo0YsXLgQHx8fcnNzMTIyYtSoUSxYsIDq1atr+XIKxasO5JdwTIg3lE6nswCeDWk4A0wFAoFHiqLc1Ol0HwG+wBggAhgNjAKaK4pyoxDrGgeMI78ztbGEY0IIIYQoLrKzs4mKiiI8PJzMzEwAatSogbu7O40aNZKQ7DV78uQJ48aN49ixYyQmJj674BVCAEeOHOGdd94BoHbt2nz99df06tWLlStXsmTJElJTUwHo378/S5cuJSsri5kzZ7J//34ALCwsOHPmTIG5f8WBhGNClDA6nc6N/DDst75XFGXY/z9nLDAdqAmcB6YoihJSRPVJ55gQQgghiqXMzEwiIiKIjIxUd7OsU6cOHh4eWFtba1xd8fPo0SMqV66sfjxz5kzatWtHnz59JJAUJZaiKPj5+TF58mSSkpIAcHZ2Zs2aNVSvXp05c+awdetWFEWhdOnSTJs2jZkzZ3LmzBk+++wzypQpQ2BgYLH7PyThmBDCoEg4JoQQQojiLj09nbCwMKKjo9XdLK2trXF3d6du3boaV1c8nTx5EgcHB3Q6HfHx8ep8JSFKqszMTJYvX86SJUvIyMjAyMiIMWPG4O3tzeXLl5kyZQpBQUFAfqfr2bNnsbS05PHjx2ro/OjRI/r06cPs2bPp2rWrhq/mfyfhmBDCoEg4JoQQQoiSIiUlhdDQUGJiYtRB/Y0aNcLDw4MaNX67P5L4X6SlpfH111+TnJzMmjVr1OM5OTmYmppqWJkQ2rp58yafffYZP/30E61btyYmJgZjY2MUReFf//oXn332GY0bN+bAgQMv3HfmzJksW7aMFi1acPbsWT777DM8PT3x8PDQ4JX8byQcE0IYFAnHhBBCCFHSPHnyhODgYGJjY3l2ndWsWTPc3NyoVq2axtUVX8nJybRt25YxY8Ywbdo0zMzMtC5JCM0EBARgYWFBhw4dAMjIyCA2NhY7OzuePn2KpaUlAPfu3WPatGksWLCAihUrsmjRIt59913S09PVHWOHDBnC2rVrKVeunGav56+ScEwIYRBkIL8QQgghSrrk5GSCgoI4f/48ADqdjlatWuHq6kqlSpU0rq74+frrr5k+fTqtWrXi9OnTGBsba12SEAbjyy+/ZP78+QwePBhvb29q1qwJwJgxY9iwYQMdO3YkPDxcPT8lJaXA9VuFChXYsWMH3bt3L/LaX4WEY0IIgyKdY0IIIYQo6e7du0dQUBAXL14EwMjICDs7O1xcXOTno9dIr9ezc+dOrKyscHZ2Vo8lJCTQvHlzjasTQlsTJ07ku+++Q1EULCwsmDdvHpMmTSIxMZFp06Yxd+5cnJycAMjKysLExAQTE5MXHsfV1ZX9+/cbfMAv4ZgQwqBIOCaEEEIIke/27dsEBgZy9epVAIyNjWnfvj1OTk6Ym5trXF3xtGPHDoYMGcKECRNYtWqV1uUIoano6GjGjx9PVFQUAI0bN2bVqlW88847Bc6bP38++/fv59y5c7/7OFZWVmzbts2gZ5G9ajhmVHglCSGEEEIIIYSoXbs2gwcPZtiwYVhZWZGXl0dkZCSrVq3i+PHjZGRkaF1isXPmzBkURaF69epalyKE5tq3b09ERARbt27F0tKSS5cu8e6777Js2TL1nKysLLZs2fKHwRjkD/0vru9X0jkmhCgU0jkmhBBCCPEiRVG4du0aAQEB3LlzB4BSpUrRsWNH3nrrLUqVKqVxhcVHZGQkbdq0oXTp0gBcvHiR8+fP06dPH3Q6ncbVCfH/2rvz6LrKw97730eS5dnYxiPgAWMwNoMnPMq2hi4S0oQEyFtKQpPe3IS0xCmNyc1U2huSm6QvU1PaUChJ2qShSWgaSCF5AwmvjiTb8mw8Y2OwjW084RFLtmRJ57l/yHgZF4MHSXtL5/tZi4XP3vvs8zsHxTvnp+d5djIOHTrEvffeyw9+8ANWrlzJiBEjTuzbv38/3/jGN/iHf/iH0z6/pqYm1SNenVYpKVUsxyRJkk4vxsiGDRvIZDLs2bMHgG7dulFUVMSkSZPo1KlTwgk7nj/8wz/kt7/9Lffccw/f+ta3ko4jJWr//v307dv3xON77rmH8ePH8773ve+tcumE7t27U1tbCzSvpfhWOZbGksxyTFIqeLdKSZKkMxdjZO3atWQyGfbv3w9Ajx49mDVrFhMmTPDOiy2kqamJb37zmzz88MMsWbKEyy+/POlIUmosXryYKVOmAHDNNde869TKk6WxT7Ick5QqjhyTJEk6c9lslpUrV1JZWcmhQ4cAuOCCCyguLmbs2LHk5blcdEuoqamhR48eJx4/8MADNDY2MmfOnBPTL6Vcc+TIEe677z7uu+8+6uvrCSFw880389RTT73r89LYJ1mOSUoVyzFJkqSz19jYyPLly5k7dy41NTUAXHjhhZSUlHDVVVe5VlYL2rFjByNHjuTo0aM89dRT3HzzzUlHkhK1efNmvvjFL/L0008DzX/3/PVf/zVLlizhpz/9KQAf//jH+e53vwtA//79U/d3kuWYpFSxHJMkSTp3DQ0NLFmyhHnz5p24O9zAgQMpLS3liiuuSN0X0vYom83y05/+lF//+tf87Gc/O/GZ1tXVOYpMOe33v/89f/7nf86mTZve9bjNmzczfPjwtgl1hizHJKWK5ZgkSdL5q6+vZ+HChSxYsID6+noALr74YkpLSxkxYoQlWQtrbGxk/PjxTJ48mfvvv58LL7ww6UhSIn70ox/xqU996l2P+clPfsKf/MmftFGiM2M5JilVLMckSZJaztGjR5k/fz6LFy+moaEBgGHDhlFWVsbQoUMTTtdxPP/889xwww3069ePjRs30rt376QjSYmor6/noYce4p577nnH/d/5zne4++676dy5cxsne3eWY5JSxXJMkiSp5dXU1DBv3jyWLl1KU1MTACNHjqS0tJSLLroo4XQdw4IFC9i9ezc33XTTiW2LFy9m0qRJjtRTTqmtrX3bDSxOVlNTQ/fu3ds40XuzHJOUCiGE2cBsIA8YZTkmSZLU8g4dOkRVVRUrVqwgm80CMHr0aEpKShgwYEDC6TqWRYsWMXXqVEpKSnj++ecpLCxMOpLUJnKpHPN+wJJaVIzxkRjjGGBy0lkkSZI6qgsuuIAbb7yR2bNnc+211wLw0ksv8eijj/LUU0+xf//+hBN2HC+99BJdu3Zl2LBhFmPKKd26dePJJ59k4sSJPPLIIzzyyCNMnDiRJ598km7duiUdr0U5ckxSq3BapSRJUtt54403yGQyvPTSSwCEEBg3bhzFxcVvjaLQedi2bRuFhYUMHDgQgP379/PDH/6Qv/iLv/DOllKKOK1SUqpYjkmSJLW9nTt3kslk2LhxIwD5+flMnDiRmTNnnnZ6lM7eF77wBR5++GE+9KEP8eyzzyYdR9Jx51qOFbReJEmSJElSWxo8eDAf//jH2bZtG+Xl5WzZsoXFixezfPlyJk+eTFFRUYebDpWEKVOmcPHFF3PXXXclHUVSC3DkmKRW4cgxSZKk5G3evJny8nK2b98OQOfOnZk6dSrTpk2jc+fOCadr3+rq6t42pfLJJ5/k+eef5zvf+Q6DBg1KMJmUu5xWKSlVLMckSZLSIcbIxo0bKS8vZ/fu3QB07dqVoqIiJk+eTKdOnRJO2P41NDQwcuRItm7dyre+9S3uueeepCNJOclyTFKqWI5JkiSlS4yRdevWUVFRwd69ewHo3r07M2fOZOLEiRQUuOrO+ViwYAEPPvggTzzxBF27dgXg8OHD9OjRgxBCwumk3GA5JilVLMckSZLSKZvNsmrVKiorKzl48CAAvXr1ori4mLFjx5Kfn59wwo7jxhtv5M033+Sxxx5j9OjRSceROjzLMUmpEEKYDcwG8oBRlmOSJEnp1NTUxIsvvkhVVRWHDx8GoG/fvpSUlHDVVVeRl5eXcML2bcuWLYwePZrGxkbWrFnDqFGjko4kdXiWY5JSxZFjkiRJ7UNDQwNLly5l3rx5HDlyBID+/ftTWlrKlVde6ZTA87B161bmzp3L7bfffmJbdXU1EyZMeNti/pJahuWYpFSxHJMkSWpfjh07xsKFC6murqa+vh6AwYMHU1ZWxmWXXWZJ1gJef/11rrjiCgYMGMDcuXO55JJLko4kdSiWY5JSxXJMkiSpfTp69CgLFixg4cKFNDQ0ADB06FBKS0sZPnx4suHauXnz5nHbbbcxbNgw5s2bZ+EotTDLMUmpYjkmSZLUvtXW1jJv3jyWLFlCU1MTACNGjKCsrIyLL7444XTtV21tLXv37mXYsGEANDY2cu+99/L5z3+eQYMGJZxOat8sxySliuWYJElSx/Dmm28yd+5cli9fTjabBWDUqFGUlpYycODAhNO1f//0T//E7NmzGT58OBs3bqSgoCDpSFK7da7lmP+rkyRJkiSdVq9evfjgBz/I9OnTqaqqYuXKlWzYsIENGzZw1VVXUVJSQr9+/ZKO2W5NnDiRyZMn88lPftJiTEqII8cktQpHjkmSJHVMe/fupaKigrVr1wIQQmDs2LEUFxfTu3fvhNO1T9lslhgj+fn5ACxZsoQvfelLfPe732X8+PEJp5PaD6dVSkoVyzFJkqSObdeuXWQyGV5++WUA8vLymDBhArNmzaJnz54Jp2vfrr/+el544QU+8YlP8G//9m9Jx5HaDcsxSaliOSZJkpQbtm/fTiaTYdOmTQAUFBQwadIkioqK6N69e8Lp2qdt27bxN3/zN3z7298+cfODmpoaCgoK6NKlS8LppPSyHJOUCiGE2cBsIA8YZTkmSZKUG7Zs2UJ5eTnbtm0DoLCwkClTpjB9+nQLnRZw99138/TTT/PP//zPvO9970s6jpRKlmOSUsWRY5IkSbknxsgrr7xCJpNh586dAHTp0oXp06czZcoUCgsLE07YPtXV1TF69Gi2bNnCc889x/vf//6kI0mpZDkmKVUsxyRJknJXjJH169eTyWR44403AOjevTszZszguuuu866M56C2tpannnqKT3ziEye2LVq0iGHDhjFo0KAEk0npYTkmKVUsxyRJkpTNZlmzZg0VFRUcOHAAgJ49ezJr1izGjx9/4u6MOntHjx5l9OjR7Nu3j+eee46ioqKkI0mJsxyTlCqWY5IkSXpLU1MTK1asoKqqijffbP6+2rt3b0pKSrjmmmvIy8tLOGH789prr3Hrrbeyc+dO1q9fT7du3ZKOJCXOckxSqliOSZIk6VSNjY0sW7aMuXPnUltbC0C/fv0oKSlhzJgxhBASTti+ZLNZtm3bxrBhw05s+/rXv85NN93E+PHjE0wmJcNyTFKqWI5JkiTpdI4dO8bixYuZP38+dXV1AAwaNIjS0lIuv/xyS7Jz9MILL3D99ddTWFjI1q1bGThwYNKRpDZlOSYpVSzHJEmS9F7q6upYuHAhCxYs4NixYwBccskllJWVcemllyacrv3Ztm0bX/3qV+nfvz9///d/f2J7jNHCUTnBckxSqliOSZIk6UwdOXKE+fPns3jxYhobGwEYPnw4ZWVlDBkyJOF07U82mz2xjtuOHTu44YYb+PrXv84tt9xiSaYOzXJMUqpYjkmSJOlsHT58mHnz5rFs2TKampoAuPzyyyktLWXw4MEJp2ufvvCFL/Dwww8zdepUqqurLcfUoVmOSUoVyzFJkiSdq4MHD1JVVcWKFSt46zvrmDFjKCkpoX///gmna19qa2t54IEH+MAHPsCUKVOA5hsj7N27l0GDBiWcTmpZlmOSUsVyTJIkSedr3759VFZWsnr1agBCCFxzzTWUlJTQp0+fhNO1X4899hhf+tKX+Nu//Vs+//nPJx1HajHnWo4VtF4kSZIkSZLO3YUXXsgtt9xCUVERFRUVrF+/nlWrVrFmzRrGjRtHcXGxv4g9B7/5zW+oqanBwTJSM0eOSWpRIYTZwGwgDxjlyDFJkiS1lB07dlBeXs6rr74KQH5+Ptdddx0zZsygR48eCadrP7LZLE8//TQf/vCH6dSpEwBr166lvr6eCRMmJJxOOndOq5SUKk6rlCRJUmt57bXXyGQyvPbaawB06tSJKVOmMH36dLp27ZpwuvYnxkhxcTHz5s3j8ccf5zOf+UzSkaRzYjkmKVUsxyRJktSaYoxs2rSJ8vJyduzYAUDnzp2ZNm0aU6dOpXPnzgknbD9qa2v57Gc/y69+9SvWr1/PkCFDko4knRPLMUmpYjkmSZKkthBjZMOGDWQyGfbs2QNAt27dKCoqYtKkSSemDeq97dy5k8GDB594/NBDDzFs2DA++tGPEkJIMJl0ZizHJKWK5ZgkSZLaUoyRtWvXUlFRwb59+wDo0aMHs2bNYsKECeTn5yecsH155ZVXGDNmDA0NDcybN4+ioqKkI0nvyXJMUqpYjkmSJCkJ2WyWlStXUllZyaFDhwDo3bs3xcXFXHvtteTl5SWcsH2ora3lgQceYM2aNfznf/7nie3ZbNbPUKllOSYpVSzHJEmSlKTGxkaWL1/O3LlzqampAeDCCy+kpKSEq666ymmCZyjGeOKzqqurY8qUKXzsYx9jzpw5ruum1DnXcsy6V5IkSZLU4RQUFDB58mTuuusurr/+erp27cq+ffv45S9/yWOPPcb69etxsMh7O7lE/Pd//3dWrVrF9773PRobG5kzZw7l5eUn9peXlzNnzpwkYkrnxZFjklqFI8ckSZKUJvX19SxcuJAFCxZQX18PwMUXX0xpaSkjRoxwJNkZyGaz/PSnP6V79+4A3HLLLQB85CMfoWfPnjzxxBMAPPXUU9x8882J5VTuclqlpFSxHJMkSVIaHT16lOrqahYtWkRDQwMAw4YNo6ysjKFDhyacrv04fPgwX/nKV3j00Ufftv3OO+/kvvvuo2fPngklUy6zHJOUKpZjkiRJSrOamhrmzZvH0qVLaWpqAmDkyJGUlpZy0UUXJZyu/bjtttt48sknAXjmmWe48cYbE06kXGY5JilVLMckSZLUHhw6dIiqqipWrFhBNpsF4Morr6S0tJQBAwYknC79amtr6dGjB9BcOHbv3p2dO3fywgsvcPvtt3tnS7UpyzFJqWI5JkmSpPZk//79VFZWsmrVqhPbrrnmGkpKSujbt2+CydLtncqxz3zmM/zwhz/kjjvu4PHHH084oXLJuZZjBa0XSZIkSZKk9qFv377cfPPNzJgxg4qKCtatW8fq1atZs2YN48aNo7i4+K0v3XoPo0aNolevXnzqU59KOop0Rhw5JqlVOHJMkiRJ7dnOnTvJZDJs3LgRgPz8fCZOnMjMmTNPjJTS6b355ptv+x7wr//6r6xZs4a//uu/pk+fPgkmU0fmtEpJqWI5JkmSpI5g27ZtlJeXs2XLFgAKCgqYPHkyRUVFdOvWLdlw7URtbS0jRoxgz549/OM//iOf//znk46kDspyTFKqWI5JkiSpI9m0aRPl5eW8/vrrABQWFjJt2jSmTp1Kly5dEk6Xfs899xyPPfYYv/jFL+jUqRPQXGT07NmTEELC6dRRWI5JShXLMUmSJHU0MUY2btxIeXk5u3fvBqBr165Mnz6dyZMnU1hYmHDC9iPGSElJCZ06deKxxx5j5MiRSUdSB2A5JikVQgizgdlAHjDKckySJEkdTYyRdevWUVFRwd69ewHo3r07M2fOZOLEiRQUeO+797Ju3TomTJhACIGXX36ZIUOGJB1JHYDlmKRUceSYJEmSOrpsNsvq1aupqKjg4MGDAPTq1Yvi4mLGjh1Lfn5+wgnTbcuWLSxZsoQ/+qM/OrHthRdeYPr06a7npnNiOSYpVSzHJEmSlCuampp48cUXqaqq4vDhwwD07duX4uJirr76avLy8hJO2D68+uqrjBkzhgEDBrB06VIGDhyYdCS1M+dajjnWU5IkSZKk85Cfn891113H2LFjWbp0KfPmzWP//v08/fTTzJs3j9LSUq688koXnn8PO3fuZPDgwYwaNYoBAwYkHUc5xJFjklqFI8ckSZKUq44dO8aiRYuorq6mrq4OgMGDB1NaWsrIkSMtyd5FXV0dBw4cYPDgwSce33333Xzxi1/ksssuSzid0s5plZJSxXJMkiRJua6uro7q6moWLVrEsWPHABgyZAhlZWUMHz482XDtxP33389XvvIVLr30UjZu3Og6bnpXlmOSUsVyTJIkSWpWW1vL/PnzWbJkCY2NjQCMGDGC0tJSLrnkkoTTpduaNWv44he/yO23384nP/nJE9ubmposyvTfWI5JShXLMUmSJOnt3nzzTebOncvy5cvJZrMAXHHFFZSWljJo0KCE06VbjPHEdNRMJsPnPvc5HnzwQT74wQ8mnExpYjkmKVUsxyRJkqR3duDAAaqqqli5ciVvfSe/6qqrKCkpoV+/fgmnS7/3v//9/O53v2P27Nl873vfSzqOUsRyTFKqWI5JkiRJ727v3r1UVFSwdu1aAEIIjB07luLiYnr37p1wuvQ6dOgQDzzwAH/5l39J//79AXjjjTdoampyBF6OsxyTlCqWY5IkSdKZ2bVrFxUVFWzYsAGAvLw8JkyYwKxZs+jZs2fC6dqHO+64g5/97Gc8+uijfOITn0g6jhJyruVYQetFkiRJkiRJ72XQoEHcdtttbN++nUwmw6ZNm1i6dCkrVqxg0qRJFBUV0b1796RjplZDQwPr1q2jtraWyy67LOk4aoccOSapVThyTJIkSTo3W7Zsoby8nG3btgFQWFjIlClTmD59Ol26dEk4XTrFGJk3bx4zZ848se2ZZ56hb9++zJgxI8FkaktOq5SUKpZjkiRJ0rmLMfLqq69SXl7Ozp07AejSpQvTp09nypQpFBYWJpww3Q4fPszIkSPZs2cPzzzzDDfeeGPSkdQGLMckpYrlmCRJknT+YoysX7+eTCbDG2+8AUC3bt2YMWMGkyZNoqDA1ZLeyYEDB/jqV7964q6glom5wXJMUqpYjkmSJEktJ5vNsmbNGioqKjhw4AAAPXv2ZNasWYwfP578/PyEE6ZTXV3diamoMUZuvfVWSkpK+OxnP0unTp0STqeWZjkmKVUsxyRJkqSW19TUxMqVK6msrOTNN5u/+/fu3ZuSkhKuueYa8vLyEk6YXr/97W/5wz/8Q7p06cKGDRsYOnRo0pHUwizHJKWK5ZgkSZLUehobG1m2bBlz586ltrYWgH79+lFSUsKYMWMIISScMH0aGxv5/ve/T01NDV/60pdObH/jjTfo379/gsnUUizHJKWK5ZgkSZLU+hoaGli8eDHz58/n6NGjAAwaNIjS0lIuv/xyS7L3sHnzZq666io+/vGP88gjj9C5c+ekI+k8nGs55sp9kiRJkiS1U506daKoqIiJEyeycOFCFixYwK5du/jZz37GJZdcQmlpKSNGjEg6Zmo988wzHD16lNdee81F+3OYI8cktQpHjkmSJElt78iRI8yfP5/FixfT2NgIwPDhwykrK2PIkCEJp0un6upq+vTpw+jRowGor6/nmWee4aMf/ahruLUzTquUlCqWY5IkSVJyDh8+zLx581i2bBlNTU0AXH755ZSWljJ48OCE06Xbgw8+yJe+9CVuuukmnn766aTj6Cw4rVKSJEmSJAHQs2dPPvCBDzBt2jSqqqpYsWIFGzduZOPGjYwePZrS0lIXoT+NwsJCevTowUc+8pGko6iNOHJMUqtw5JgkSZKUHvv27aOyspLY5LHxAAAdrElEQVTVq1ef2HbttddSXFxM3759E0yWTnv27OHCCy8kPz8fgKqqKp599lnuueceevfunXA6nY7TKiWliuWYJEmSlD579uwhk8mwfv16APLy8hg3bhzFxcX+//bTyGazTJo0ieXLl3P33Xfz0EMPJR1Jp2E5JqlFhRBGAU+etGkU8LEY46/O8PmWY5IkSVJK7dixg0wmwyuvvAJAfn4+1113HTNmzKBHjx4Jp0uXGCPPPfcc3/zmN/mv//ovBgwYADQv3F9YWEgIIeGEeovlmKRWE0LoAWwBhsUYa8/wOZZjkiRJUspt3bqV8vJyXnvtNQA6derElClTmD59Ol27dk04Xbr92Z/9GZs2beLhhx9mzJgxSccRlmOSWlEI4ePAR2KMf3wWz7EckyRJktqBGCObNm0ik8nw+uuvA9C5c2emTZvG1KlT6dy5c8IJ02fv3r0MHTqUo0ePMnfuXGbMmJF0JHHu5Vhe60WS1JpCCLNCCM+GEHaEEGII4aZ3OOZzIYTNIYS6EMKyEMLMc3y5W3n7FEtJkiRJHUQIgcsuu4xPf/rT3HbbbQwYMID6+noqKip4+OGHqa6upqGhIemYqdKvXz/WrFnDd7/73bcVYytWrODo0aMJJtO5cOSY1E6FED4AFAHLgV8CN5+8HlgI4Y+BnwCfA+YDfwZ8BhgTY9x6/JhlwDv9Guh9McYdx4/pBbwKDIkx1p1FPkeOSZIkSe1QjJG1a9dSUVHBvn37AOjRowczZ85k4sSJJ+7gqLc7fPgwV1xxBZ06deL5559n9OjRSUfKOU6rlHJYCCHy38uxRcDyGOOdJ217CfhVjPFrZ3HuTwDvjzH+yXsc15m3F209ge2WY5IkSVL7lM1mWbVqFZWVlRw8eBCACy64gOLiYsaOHUtenpPRTrZixQo+/OEP07lzZ9auXUthYWHSkXKO5ZiUw04tx0IIhcAR4I9ijE+fdNzDwLgYY/FZnPtZ4PEY47Pvcdy9wNdP3W45JkmSJLVvTU1NLF++nKqqKmpqagDo27cvJSUlXH311d6t8SRHjx7ltdde48orrwSaR+F961vf4vbbb2fEiBEJp+v4LMekHPYO5dhFwOtAUYyx+qTj/gr40xjjqDM87wXAyzRPqTz2Hsc6ckySJEnqwBoaGliyZAnz58/nyJEjAAwYMIDS0lJGjRplSfYOnnnmGT7ykY/Qq1cvtm/fTs+ePZOO1KGdazlW0HqRJKXAqe13eIdtp39yjIeAgWd4bD1Qf+KFvDBKkiRJHUqnTp2YPn06EydOZOHChSxYsIA9e/bw5JNPctFFF1FWVsaIESP8LnCSyy67jOuvv57rrrvubcVYjNHPKUUcOSZ1AK05rfI8MrkgvyRJktSBHT16lOrqahYtWnTibpZDhw6lrKyMYcOGJZwuPWKMNDU1UVDQPD5p8+bNfPSjH+Vb3/oWH/jAByzJWtC5jhxz9TypAzo+BXIZcP0pu64Hqv/7MyRJkiTp7HTt2pU/+IM/4K677mLKlCnk5+ezdetWfvSjH/HEE0+wY8eOpCOmQgjhRDEG8O1vf5sXX3yRhx56KMFUOpnTKqV2KoTQAxh50qZLQwjjgP0xxq3A3wE/CSEsBRYAnwWGAo+1cq7ZwGws3yVJkqSc0KNHD2644QamT59OVVUVL774Iq+++iqvvvoqV155JaWlpQwYMCDpmKnx4IMP0rdvX26//fYTo8bq6+s5ePAgAwee0ao2amFOq5TaqRBCCZB5h10/jjH+j+PHfA74MjAYWAPMiTFWtVE+p1VKkiRJOWj//v1UVlayatWqE9uuueYaiouLufDCCxNMll4PPfQQ9957L/fffz933nln0nHaLRfkl3JMjLGC5gX23+2YfwL+qU0CSZIkSRLQt29fbr75ZmbMmEFFRQXr1q1j9erVrFmzhnHjxjFr1ix69+6ddMzUiDHyu9/9jpqaGjp37px0nJzkyDFJrcKRY5IkSZIAdu7cSSaTYePGjQDk5+czYcIEZs6c+bY7OOaybDbLs88+y4c+9CHy8/MBWLp0KfX19RQVFSWcrv0415FjlmOSWoXlmCRJkqSTbdu2jUwmw+bNmwEoKChg8uTJFBUV0a1bt4TTpUs2m2Xy5MksW7aMxx9/nDvuuCPpSO2C5ZikVDhlQf5RlmOSJEmSTrZ582bKy8vZvn07AIWFhUydOpVp06bRpUuXhNOlQ21tLXPmzOEXv/gFGzZs8IYGZ8hyTFKqOHJMkiRJ0unEGNm4cSOZTIZdu3YB0KVLF4qKipg8eTKFhYUJJ0yHAwcO0KdPnxOP77nnHi6++GI++9nPUlDgMvKnshyTlCqWY5IkSZLeS4yRdevWUVFRwd69ewHo3r07M2fOZOLEiRZAJ3nppZe4+uqryWazVFdXM23atKQjpY7lmKRUsRyTJEmSdKay2SyrV6+moqKCgwcPAtCrVy9mzZrFuHHjTixSn8saGhr4/ve/z4oVK3j88cdPbK+traV79+4JJksPyzFJqWI5JkmSJOlsNTU1sWLFCiorKzl8+DAAffr0oaSkhKuvvpq8vLyEE6ZLTU0NV155JR/84Ae5//773yqGcpblmKRUsRyTJEmSdK4aGxtZunQpc+fO5ciRIwD079+fkpISRo8eTQgh4YTp8POf/5yPfexjXHbZZaxdu5bOnTsnHSlRlmOSUsG7VUqSJElqKceOHWPRokVUV1dTV1cHwODBgyktLWXkyJGWZMD8+fOpr6+nrKwMaF7H7fe//z3XX399zn0+lmOSUsWRY5IkSZJaSl1dHdXV1SxatIhjx44BMGTIEMrKyhg+fHiy4VLm17/+NTfeeCPFxcWUl5fn1FTUcy3HcucTkiRJkiRJ7VKXLl0oKyvjrrvuYtq0aRQUFLBt2zZ+/OMf85Of/ITt27cnHTE1du/eTY8ePZg6dWpOFWPnw5FjklqFI8ckSZIktZbDhw9TVVXF8uXLyWazAFxxxRWUlpYyaNCghNMlb9euXXTr1u3Ed7EtW7bw2GOP8bWvfa1DL9rvtEpJqWI5JkmSJKm1HTx4kMrKSlauXMlb/cZVV11FSUkJ/fr1SzhdenzsYx/j5z//Obfccgu//OUvk47TaizHJKWK5ZgkSZKktrJ3714qKipYu3YtACEExo4dy6xZs+jTp0/C6ZL3m9/8hi9/+cs88cQTjB8/HoBsNksIoUMt2m85JilVLMckSZIktbXdu3eTyWTYsGEDAHl5eUyYMIGZM2fm/PeSbDb7tjXIvvvd7/Lcc8/x0EMPcfXVVyeYrOVYjklKhRDCbGA2zTf8GGU5JkmSJKmtbd++nUwmw6ZNmwAoKCjguuuuY8aMGXTv3j3hdMk7duwYQ4cOZffu3fzgBz/g05/+dNKRWoTlmKRUceSYJEmSpKRt2bKF8vJytm3bBkCnTp2YMmUK06dPp2vXrgmnS9arr77Ko48+yn333Ud+fj7Q/HkNHDiw3X42lmOSUsVyTJIkSVIaxBh59dVXKS8vZ+fOnQB06dKFadOmMXXqVAoLCxNOmA7ZbJYpU6awZ88e/uM//oMpU6YkHemsnWs5lvfeh0iSJEmSJLVPIQRGjhzJHXfcwa233kr//v2pq6sjk8nw8MMPs2DBAhoaGpKOmbitW7eya9cu9u/fz/DhwwGYM2cO5eXlJ44pLy9nzpw5CSVsPY4ck9QqHDkmSZIkKY2y2Sxr166loqKC/fv3A9CzZ09mzZrF+PHjT0wxzEVHjhzhxRdfpKioiKeffppbbrkFgJtuuokePXrwxBNPAPDUU09x8803Jxn1HTmtUlKqWI5JkiRJSrNsNsuKFSuoqqri0KFDAPTu3Zvi4mKuvfbat93ZMRcdPnyYO+64gyeffPJt2++8807uu+8+evbsmVCy07Mck5QqlmOSJEmS2oPGxkaWL1/O3LlzqampAaBfv36UlJQwZswYQggJJ0zOhg0buPXWW1m1ahUAzzzzDDfeeGPCqU7PckxSqliOSZIkSWpPGhoaWLx4MfPnz+fo0aMADBw4kLKyMi6//PKcLclqampOjBKrqamhe/fuCSc6PcsxSaliOSZJkiSpPaqrq2PhwoUsWLCAY8eOAXDJJZdQWlrKiBEjEk7X9mpra+nRowdgOSZJZySEMBuYTfPdcEdZjkmSJElqj44cOUJ1dTWLFi2isbERgOHDh1NWVsaQIUMSTtd2LMck6Rw5ckySJElSR1BTU8PcuXNZtmwZTU1NAFx++eWUlpYyePDghNPpZJZjklLFckySJElSR3Lo0CEqKytZsWIFb3Upo0ePprS0lP79+yecTmA5JillLMckSZIkdUT79++noqKC1atXn9h27bXXUlxcTN++fRNMJssxSaliOSZJkiSpI9uzZw+ZTIb169cDkJeXx7hx45g1a9ZbBY3amOWYpFSxHJMkSZKUC3bs2EEmk+GVV14BID8/n4kTJzJz5swTC9mrbViOSUoVyzFJkiRJuWTr1q2Ul5fz2muvAdCpUycmT55MUVERXbt2TThdbrAck5QqlmOSJEmSck2MkU2bNpHJZHj99dcB6Ny5M9OmTWPq1Kl07tw54YQdm+WYpFSxHJMkSZKUq2KMvPzyy2QyGXbv3g1A165dKSoqYvLkyXTq1CnhhB2T5ZikVLEckyRJkpTrYoysXbuWiooK9u3bB0CPHj2YOXMmEyZMoKCgIOGEHYvlmKRUCCHMBmYDecAoyzFJkiRJuS6bzbJq1SoqKio4dOgQABdccAGzZs1i3Lhx5OXlJZywY7Ack5QqjhyTJEmSpLdrampi+fLlVFVVUVNTA0Dfvn0pKSnh6quvJoSQcML2zXJMUqpYjkmSJEnSO2toaGDJkiXMnz+fI0eOADBgwABKS0sZNWqUJdk5shyTlCqWY5IkSZL07urr61m0aBHV1dXU19cDcNFFF1FWVsaIESMsyc6S5ZikVLEckyRJkqQzc/ToUaqrq1m0aBENDQ0ADB06lLKyMoYNG5ZwuvbDckxSqliOSZIkSdLZqa2tZd68eSxZsoSmpiYALrvsMkpLS7n44osTTpd+lmOSUsVyTJIkSZLOzZtvvklVVRUvvvgi2WwWgFGjRlFaWsrAgQMTTpdelmOSUsVyTJIkSZLOz4EDB6isrGTVqlW81d9cffXVlJSUcOGFFyacLn0sxySliuWYJEmSJLWMN954g4qKCtatWwdACIGxY8dSXFxM7969E06XHpZjklLFckySJEmSWtauXbvIZDK8/PLLAOTn5zNhwgRmzpxJz549E06XPMsxSaliOSZJkiRJrWPbtm1kMhk2b94MQEFBAZMmTWLGjBl069Yt4XTJsRyTlCqWY5IkSZLUujZv3kx5eTnbt28HoLCwkKlTpzJt2jS6dOmScLq2ZzkmKVUsxyRJkiSp9cUYeeWVVygvL2fXrl0AdOnShaKiIiZPnkxhYWHCCduO5ZikVAghzAZmA3nAKMsxSZIkSWp9MUZeeuklMpkMe/fuBaB79+7MnDmTiRMnUlBQkHDC1mc5JilVHDkmSZIkSW0vm82yZs0aKioqOHDgAAC9evVi1qxZjBs3jvz8/IQTth7LMUmpYjkmSZIkSclpampixYoVVFZWcvjwYQD69OlDSUkJV199NXl5eQknbHmWY5JSxXJMkiRJkpLX2NjI0qVLmTt3LkeOHAGgf//+lJSUMHr0aEIICSdsOZZjklLFckySJEmS0uPYsWMsWrSI6upq6urqABg8eDClpaWMHDmyQ5RklmOSUsVyTJIkSZLSp66ujgULFrBw4UKOHTsGwJAhQygrK2P48OHJhjtPlmOSUsVyTJIkSZLSq7a2lvnz57NkyRIaGxsBuPTSSykrK+OSSy5JON25sRyTlCqWY5IkSZKUfocPH2bu3LksW7aMbDYLwBVXXEFpaSmDBg1KON3ZsRyTlCqWY5IkSZLUfhw8eJDKykpWrlzJW13RmDFjKC0tpV+/fgmnOzOWY5JSxXJMkiRJktqfvXv3UllZyZo1awAIIXDttddSXFxMnz59Ek737izHJKWK5ZgkSZIktV+7d+8mk8mwYcMGALp3786cOXPIz89PONnpnWs5VtB6kSRJkiRJktQeDRw4kNtuu43XX3+dTCbD8OHDU12MnQ9HjklqFY4ckyRJkqSOI8ZICCHpGO/qXEeO5bVeJEmSJEmSJHUEaS/GzoflmCRJkiRJknKW5ZgkSZIkSZJyluWYJEmSJEmScpblmCRJkiRJknKW5ZikFhVCmB1CWAcsTjqLJEmSJEnvxXJMUouKMT4SYxwDTE46iyRJkiRJ78VyTJIkSZIkSTnLckySJEmSJEk5y3JMkiRJkiRJOctyTJIkSZIkSTnLckySJEmSJEk5y3JMkiRJkiRJOctyTJIkSZIkSTnLckySJEmSJEk5y3JMkiRJkiRJOctyTJIkSZIkSTnLckySJEmSJEk5y3JMkiRJkiRJOctyTJIkSZIkSTnLckySJEmSJEk5y3JMkiRJkiRJOctyTJIkSZIkSTnLckySJEmSJEk5qyDpAJI6tjfffDPpCJIkSZKkHHCu3z9DjLGFo0gShBAuBrYnnUOSJEmSlHMuiTG+fqYHW45JahUhhABcBBxuoVMuBia30Lna4twtcc6eNBeMl9Byn6PSpzV/ttu7jvLZpPl9JJmtLV/ba4g6qjT//ZK0jvLZpPl9JJ2trV6/tV+npc/fUudrz9eRnsCOeBaFl9MqJbWK438RnXFT/15CCNkYY6vM0WyNc7fEOZv7RQAOt9Z7V/Ja82e7veson02a30eS2drytb2GpPPnT+cvzX+/JK2jfDZpfh9JZ2ur12/t12np87fU+dr5deSs87ogv6T24pF2du7WzKuOxZ+V0+son02a30eS2drytb2GqKPyZ+X0Ospnk+b3kXS2tnr91n6dlj5/0v9d2iWnVUpSSoUQegGHgAva4W9rJEkJ8hoiSTofuXYdceSYJKVXPfCN4/+WJOlseA2RJJ2PnLqOOHJMkiRJkiRJOcuRY5IkSZIkScpZlmOSJEmSJEnKWZZjkiRJkiRJylmWY5IkSZIkScpZlmOSJEmSJEnKWZZjktROhRCeDiEcCCH8Z9JZJEntRwhhSAihIoSwLoSwKoTwR0lnkiS1DyGEniGEJSGEFSGE1SGEO5LO1BJCjDHpDJKkcxBCKAV6AH8aY/x/ks4jSWofQgiDgYExxhUhhAHAcmBUjLE24WiSpJQLIeQDnWOMR0II3YA1wKQY476Eo50XR45JUjsVY8wAh5POIUlqX2KMO2OMK47/eQ+wH+ibbCpJUnsQY2yKMR45/rALkA+EBCO1CMsxSUpACGFWCOHZEMKOEEIMIdz0Dsd8LoSwOYRQF0JYFkKYmURWSVK6tOQ1JIRwHZAXY9zW6sElSYlriWtICKF3CGElsB24P8a4t63ytxbLMUlKRndgJfD5d9oZQvhj4O+BbwPjgbnAb0MIQ9ssoSQprVrkGhJCuBD4N+CzrZpWkpQm530NiTEejDGOBS4FPh5CGNjqqVuZa45JUsJCCBG4Ocb4q5O2LQKWxxjvPGnbS8CvYoxfO2lbCfB51xyTpNx0rteQEEJn4PfA92OMP2nj2JKkFDif7yEn7XsUKI8x/qItMrcWR45JUsqEEAqBicDvTtn1O2B62yeSJLUXZ3INCSEE4Ec0f5mxGJMkAWd8DRkYQuh1/M+9gFnAhrbM2RoKkg4gSfpv+tG8sOXuU7bvBga99SCE8DwwAegeQthO8299lrRZSklSGp3JNaQI+GNg1UlrzXwixri6bSJKklLqTK4hlwA/PP6LlgB8L8a4qu0itg7LMUlKr1PnvYeTt8UY39+2cSRJ7chpryExxnk4g0SSdHrvdg1ZBoxr80StzIuiJKXPXqCJk0aJHTeA//5bHEmSTuY1RJJ0rnL2GmI5JkkpE2M8BiwDrj9l1/VAddsnkiS1F15DJEnnKpevIU6rlKQEhBB6ACNP2nRpCGEcsD/GuBX4O+AnIYSlwALgs8BQ4LE2DytJShWvIZKkc+U15J2FGE+dSipJam0hhBIg8w67fhxj/B/Hj/kc8GVgMLAGmBNjrGqrjJKkdPIaIkk6V15D3pnlmCRJkiRJknKWa45JkiRJkiQpZ1mOSZIkSZIkKWdZjkmSJEmSJClnWY5JkiRJkiQpZ1mOSZIkSZIkKWdZjkmSJEmSJClnWY5JkiRJkiQpZ1mOSZIkSZIkKWdZjkmSJEnnKIQwPIQQQwjjks7ylhDClSGEhSGEuhDCilZ6jR+FEH510uOKEMLft8ZrSZLU2izHJEmS1G4dL2liCOGrp2y/KYQQk8qVsG8AtcAo4A8SziJJUupZjkmSJKm9qwO+EkLok3SQlhJCKDyPp18GzIsxvhZj3NdSmSRJ6qgsxyRJktTevQDsAr52ugNCCPeeOsUwhPCFEMKWkx7/KITwqxDCX4UQdocQDoYQvh5CKAghPBBC2B9C2B5C+J/v8BJXhhCqj09lXBtCKDnltcaEEP6/EELN8XP/JITQ76T9FSGE74UQ/i6EsBf4/WneR14I4X8fz1EfQlgRQrjhpP0RmAj87+Mj6u59l/N8JYTwyvHzbA0h3HPS/otDCE+GEA6EEPaFEP4rhDD8dJ/vO5z/cyGEjcc/j90hhP880+dKktTWLMckSZLU3jUBfwX8RQjhkvM8VxlwETALuBu4F/g1cACYAjwGPBZCGHLK8x4AHgLGA9XAMyGECwFCCIOBSmAFcB1wAzAQ+I9TzvGnQCNQBPzZafL9JfBF4H8B1wLPH3+ty4/vHwysPZ5lMPDgac7zt8BXgP8DjAE+Duw+nrcbkAFqjn8OM47/+bkzGdEWQrgO+Afgf9M8tfMGoOq9nidJUlIsxyRJktTuxRifprl8+sZ5nmo/cFeMcUOM8V+ADUC3GON3YowbaS6VjtFcYJ3sezHGX8YYXwLuBA4Bnz6+705geYzxr2KM62OMLwL/EygNIVxx0jleiTF++fhrrz9Nvv8F3Bdj/Pnx475y/H1/4fjnsIvmgq0mxrgrxlhz6glCCD1pLtm+HGP8cYzx1RjjvBjjD44fchuQBT4TY1x9/D19ChgKlJzBZziU5jXPfn18aueLMcZ/OIPnSZKUCMsxSZIkdRRfAf40hDDmPM6xNsaYPenxbmD1Ww9ijE3APmDAKc9bcNIxjcBSYPTxTRNpLsJq3voHeKv8uuykcyx9t2AhhF40j2qbf8qu+Se91pkYDXQG/v/T7J8IjAQOn5R3P9DllLyn83vgNWDT8emjtx8fjSZJUioVJB1AkiRJagkxxqoQwvPAd4AfnbI7C4RTtnV6h9M0nHra02w7k18yv3W3zDzgWZrLu1PtPOnPtWdwzpPP+5bwDtvezdH32J8HLANuf4d9b7zXyWOMh0MIE2geZfY+4JvAvSGESTHGg2eRU5KkNuHIMUmSJHUkXwNuBKafsv0NYFAI4eSCbFwLvu7Ut/4QQiigefTVW6PDlgNXAVtijK+c8s+ZFmLEGN8EdtC8BtjJpgMvnUXWjTQXZH9wmv3LgcuBPe+Q99AZZm2MMb4QY/wyzWujDad5PTdJklLHckySJEkdRoxxFfDvwF+csqsC6A98OYRwWQhhNvCBFnzp2SGEm0MIVwKPAH2Afzm+7xGgL/CzEMLkEMKIEML7Qgj/EkLIP8vXeQD4Sgjhj0MIo0II/y/NJd/DZ3qCGGMdcB9wfwjhk8c/j6khhLfWSPt3YC/wXyGEmSGES0MIxSGEh8/khgchhA+FEO4KIYwLIQwDPknz944NZ/leJUlqE5ZjkiRJ6mj+hlOmUB5fVP5zwGxgJTCZ09/J8Vx8leZpkyuBmcBHYox7j7/2DpoX8M+n+e6Sa2gusw7RPN3zbPwDzXeifIjmtdBuAD58/GYBZ+P/HD/HN2kedfYkx9dRizEeofkulVuBp47v/xegK/DmGZz7IHALUH78uX8OfCzGuPYsM0qS1CZCjGezPIEkSZIkSZLUcThyTJIkSZIkSTnLckySJEmSJEk5y3JMkiRJkiRJOctyTJIkSZIkSTnLckySJEmSJEk5y3JMkiRJkiRJOctyTJIkSZIkSTnLckySJEmSJEk5y3JMkiRJkiRJOctyTJIkSZIkSTnLckySJEmSJEk5y3JMkiRJkiRJOev/AqEd7vPx8C8dAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.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": [],
"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",
" h = h[int(nx/2),:]\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": 15,
"metadata": {},
"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": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\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": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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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": [
"boxes = np.array([\\\n",
" [[28, 35], [0.499, 0.516]], \\\n",
" [[45, 56], [0.58, 0.60]]\n",
" ])\n",
"\n",
"for simulator in simulators:\n",
" fig = plt.figure(figsize=(12, 12))\n",
" \n",
" gs = gridspec.GridSpec(2, 2)\n",
" \n",
" ax1 = fig.add_subplot(gs[0,:])\n",
" setBwStyles(ax1)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
" plt.title(str(simulator.__name__))\n",
" plt.legend()\n",
" \n",
" ax2 = fig.add_subplot(gs[1,0])\n",
" setBwStyles(ax2)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[0, 0])\n",
" plt.ylim(boxes[0, 1])\n",
" \n",
" ax3 = fig.add_subplot(gs[1,1])\n",
" setBwStyles(ax3)\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
" plt.xlim(boxes[1, 0])\n",
" plt.ylim(boxes[1, 1])\n",
" \n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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