FiniteVolumeGPU/ConvergenceShock1D.ipynb
2018-08-23 11:47:18 +02:00

871 lines
1.3 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"This notebook sets up and runs a set of benchmarks to compare\n",
"different numerical discretizations of the SWEs\n",
"\n",
"Copyright (C) 2016, 2017, 2018 SINTEF ICT\n",
"\n",
"This program is free software: you can redistribute it and/or modify\n",
"it under the terms of the GNU General Public License as published by\n",
"the Free Software Foundation, either version 3 of the License, or\n",
"(at your option) any later version.\n",
"\n",
"This program is distributed in the hope that it will be useful,\n",
"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
"GNU General Public License for more details.\n",
"\n",
"You should have received a copy of the GNU General Public License\n",
"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Lets have matplotlib \"inline\"\n",
"%matplotlib inline\n",
"\n",
"#Python 2.7 compatibility\n",
"from __future__ import print_function\n",
"\n",
"#Import packages we need\n",
"import numpy as np\n",
"from matplotlib import animation, rc\n",
"from matplotlib import pyplot as plt\n",
"from 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 GPUSimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, IPythonMagic"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Console logger using level INFO\n",
"File logger using level DEBUG to output.log\n",
"Python version 3.6.5 |Anaconda custom (64-bit)| (default, Mar 29 2018, 13:32:41) [MSC v.1900 64 bit (AMD64)]\n",
"PyCUDA version 2017.1.1\n",
"CUDA version (9, 1, 0)\n",
"Driver version 9010\n",
"Using 'GeForce 840M' GPU\n",
"Created context handle <18846380000>\n",
"Autotuning enabled. It may take several minutes to run the code the first time: have patience\n"
]
}
],
"source": [
"%setup_logging\n",
"%cuda_context_handler cuda_context"
]
},
{
"cell_type": "code",
"execution_count": 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_shock1d_\" + stem + \".pdf\"\n",
" \n",
" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
" \n",
" #ax = fig.gca()\n",
" #pos1 = ax.get_position() # get the original position \n",
" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
" #ax.set_position(pos2) # set a new position\n",
" \n",
" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
" # horizontalalignment='right', verticalalignment='bottom')\n",
" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
" \n",
" legend = fig.gca().legend_\n",
" if (legend != None):\n",
" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
" else:\n",
" fig.savefig(fig_filename)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def gen_reference(nx):\n",
" csv_filename = 'shock1d_ref_nx=' + str(nx) + '.csv'\n",
"\n",
" #If we do not have the data, generate it \n",
" if (not os.path.isfile(csv_filename)):\n",
" print(\"Generating new reference!\")\n",
" swashes_path = r'C:\\Users\\anbro\\Documents\\programs\\SWASHES-1.03.00_win\\bin\\swashes_win.exe'\n",
"\n",
" swashes_args = [\\\n",
" '1', # 1D problems \\\n",
" '3', # Dam breaks \\\n",
" '1', # Domain 1 \\\n",
" '1', # Wet domain no friction\n",
" str(nx) #Number of cells X\n",
" ]\n",
"\n",
" with open(csv_filename, 'w') as csv_file:\n",
" p = subprocess.check_call([swashes_path] + swashes_args, stdout=csv_file)\n",
"\n",
" reference = np.genfromtxt(csv_filename, comments='#', delimiter='\\t', skip_header=0, usecols=(0, 1, 2))\n",
" x, h, u = reference[:, 0], reference[:, 1], reference[:, 2]\n",
" return x, h, h*u"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def downsample(highres_solution, factor):\n",
" if (len(highres_solution.shape) == 1):\n",
" highres_solution = highres_solution.reshape((1, highres_solution.size))\n",
"\n",
" assert(highres_solution.shape[1] % factor == 0)\n",
" ny = highres_solution.shape[0] \n",
" nx = highres_solution.shape[1] / factor\n",
"\n",
" if (factor == 1):\n",
" return highres_solution\n",
" else:\n",
" \n",
" return highres_solution.reshape([int(ny), int(1), int(nx), int(factor)]).mean(3).mean(1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def wall_boundary_conditions(data, num_ghost_cells):\n",
" data[0:num_ghost_cells,:] = data[2*num_ghost_cells-1:num_ghost_cells-1:-1,:]\n",
" data[-num_ghost_cells:,:] = data[-num_ghost_cells-1:-2*num_ghost_cells-1:-1,:]\n",
" data[:,0:num_ghost_cells] = data[:,2*num_ghost_cells-1:num_ghost_cells-1:-1]\n",
" data[:,-num_ghost_cells:] = data[:,-num_ghost_cells-1:-2*num_ghost_cells-1:-1]\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.1, 1.0, 0.1917647230683736]\n"
]
}
],
"source": [
"def gen_test_data(nx, ref_nx, g, num_ghost_cells):\n",
" assert(num_ghost_cells >= 1)\n",
" ref_ny = num_ghost_cells\n",
" ny = ref_ny\n",
" \n",
" dx = 10.0 / float(nx)\n",
" dy = 1.0\n",
"\n",
" h_highres = np.zeros((ref_ny, ref_nx))\n",
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
"\n",
" #Create dam break\n",
" x = np.linspace(0, 10, ref_nx)\n",
" \n",
" h_highres = np.where(x < 5, 0.005, 0.001); \n",
" h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(h_highres, ref_nx/nx)\n",
" h = wall_boundary_conditions(h, num_ghost_cells);\n",
" \n",
" max_h_estimate = 0.005\n",
" max_u_estimate = 0.3\n",
" dt = min(dx, dy) / (max_u_estimate + np.sqrt(g*max_h_estimate))\n",
" \n",
" return h, hu, hv, dx, dy, dt\n",
"\n",
"\n",
"h, hu, hv, dx, dy, dt = gen_test_data(nx=100, ref_nx=1000, g=9.81, num_ghost_cells=2)\n",
"\n",
"plt.figure()\n",
"ax=plt.subplot(1,3,1)\n",
"im=plt.imshow(h, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,2)\n",
"im=plt.imshow(hu, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"ax=plt.subplot(1,3,3)\n",
"im=plt.imshow(hv, extent=[0, 100, 0, 100])\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"plt.colorbar(im, cax=cax)\n",
"\n",
"plt.show()\n",
"\n",
"print([dx, dy, dt])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return \"shock1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def sanity_check(variable, variable_name):\n",
" maxval = np.amax(variable)\n",
" minval = np.amin(variable)\n",
" if (np.isnan(maxval) or np.isnan(minval)):\n",
" print(\"=== WARNING ===\")\n",
" print(variable_name + \" contains NaN values\")\n",
" print(\"=== WARNING ===\")\n",
"\n",
"def run_benchmark(datafilename, simulator, courant_number, nx, ref_nx, ghost_cells, g=9.81, force_rerun=False, transpose=False):\n",
" datafilename = gen_filename(simulator, nx)\n",
"\n",
" if (os.path.isfile(datafilename) and force_rerun == False):\n",
" print(\"=== WARNING ===\")\n",
" print(\"Existing simulation exists, skipping simulation\")\n",
" print(\"=== WARNING ===\")\n",
" else:\n",
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx, ref_nx, g, ghost_cells)\n",
" ny = ghost_cells\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
" if (transpose):\n",
" h0 = np.ascontiguousarray(np.transpose(h0))\n",
" hu0, hv0 = np.ascontiguousarray(np.transpose(hv0)), np.ascontiguousarray(np.transpose(hu0))\n",
" dx, dy = dy, dx\n",
" nx, ny = ny, nx\n",
" \n",
" sim = simulator(cuda_context, \\\n",
" h0, hu0, hv0, \\\n",
" nx, ny, \\\n",
" dx, dy, dt, \\\n",
" g)\n",
"\n",
" t, nt = sim.simulate(6.0)\n",
" h, hu, hv = sim.download()\n",
"\n",
" if (transpose):\n",
" h = np.transpose(h)\n",
" hu, hv = np.ascontiguousarray(np.transpose(hv)), np.ascontiguousarray(np.transpose(hu))\n",
"\n",
" sanity_check(h, \"h\")\n",
" sanity_check(hu, \"hu\")\n",
" sanity_check(hv, \"hv\")\n",
"\n",
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
" \n",
" gc.collect() # Force run garbage collection to free up memory\n",
" \n",
" return [timer.secs, nt, dt]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"LxF simulated 6.000000 seconds to 6.000000 with 6 steps in 0.004003 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 6 steps in 0.002000 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 6 steps in 0.002002 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 6 steps in 0.001000 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 6 steps in 0.002007 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 6 steps in 0.001001 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 6 steps in 0.001001 seconds\n",
"LxF simulated 6.000000 seconds to 6.000000 with 11 steps in 0.003001 seconds\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed warmup in 1.187842607498169 s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"LxF simulated 6.000000 seconds to 6.000000 with 22 steps in 0.004003 seconds\n",
"LxF simulated 6.000000 seconds to 6.000000 with 43 steps in 0.008013 seconds\n",
"LxF simulated 6.000000 seconds to 6.000000 with 85 steps in 0.016003 seconds\n",
"LxF simulated 6.000000 seconds to 6.000000 with 169 steps in 0.040026 seconds\n",
"LxF simulated 6.000000 seconds to 6.000000 with 338 steps in 0.051034 seconds\n",
"LxF simulated 6.000000 seconds to 6.000000 with 675 steps in 0.152108 seconds\n",
"LxF simulated 6.000000 seconds to 6.000000 with 1350 steps in 0.242166 seconds\n",
"LxF simulated 6.000000 seconds to 6.000000 with 10793 steps in 20.700042 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 11 steps in 0.010006 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 22 steps in 0.002001 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 43 steps in 0.007004 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 85 steps in 0.015010 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 169 steps in 0.022016 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 338 steps in 0.029019 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 675 steps in 0.071052 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 1350 steps in 0.360255 seconds\n",
"FORCE simulated 6.000000 seconds to 6.000000 with 10793 steps in 28.236325 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 11 steps in 0.001003 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 22 steps in 0.005003 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 43 steps in 0.009006 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 85 steps in 0.018013 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 169 steps in 0.028020 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 338 steps in 0.073052 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 675 steps in 0.178128 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 1350 steps in 0.248176 seconds\n",
"HLL simulated 6.000000 seconds to 6.000000 with 10793 steps in 23.592732 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 12 steps in 0.001001 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 22 steps in 0.002002 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 44 steps in 0.014016 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 86 steps in 0.009006 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 170 steps in 0.032017 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 338 steps in 0.036021 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 676 steps in 0.103072 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 1350 steps in 0.338240 seconds\n",
"HLL2 simulated 6.000000 seconds to 6.000000 with 10794 steps in 37.711874 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 11 steps in 0.003002 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 22 steps in 0.003000 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 43 steps in 0.009037 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 85 steps in 0.019987 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 169 steps in 0.031000 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 338 steps in 0.094062 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 675 steps in 0.135095 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 1350 steps in 1.062775 seconds\n",
"KP07 simulated 6.000000 seconds to 6.000000 with 10793 steps in 50.815471 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 12 steps in 0.003002 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 22 steps in 0.010007 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 44 steps in 0.005006 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 86 steps in 0.014004 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 170 steps in 0.033022 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 338 steps in 0.052036 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 676 steps in 0.113080 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 1350 steps in 0.306217 seconds\n",
"KP07_dimsplit simulated 6.000000 seconds to 6.000000 with 10794 steps in 33.756559 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 12 steps in 0.001001 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 22 steps in 0.003004 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 44 steps in 0.004976 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 86 steps in 0.014000 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 170 steps in 0.029020 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 338 steps in 0.039028 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 676 steps in 0.069046 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 1350 steps in 0.409842 seconds\n",
"WAF simulated 6.000000 seconds to 6.000000 with 10794 steps in 46.010862 seconds\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed simulation in 285.08634996414185 s\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [32, 64, 128, 256, 512, 1024, 2048, 4096]\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_courant_numbers = [0.95, 0.95, 0.95, 0.95, 0.95, 0.95, 0.95]\n",
"force_rerun=True\n",
"transpose=True\n",
"\n",
"#simulators = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_ghost_cells = [2, 2]\n",
"#simulator_reference = [HLL2.HLL2, WAF.WAF]\n",
"#simulator_courant_numbers = [0.95, 0.95]\n",
"#force_rerun=True\n",
"\n",
"#Warmup to compile kernels\n",
"with Common.Timer(\"warmup\") as timer:\n",
" for i in range(len(simulators)):\n",
" run_benchmark(\"warmup\", \n",
" simulators[i], \n",
" simulator_courant_numbers[i], \n",
" 16, 16, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
" \n",
"with Common.Timer(\"simulation\") as timer:\n",
" for i in range(len(simulators)): \n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" run_benchmark(datafilename, \\\n",
" simulators[i], \\\n",
" simulator_courant_numbers[i], \\\n",
" nx, reference_nx, \\\n",
" simulator_ghost_cells[i], \\\n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
" gc.collect()\n",
" \n",
" # Run reference with a low CFL-number\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \n",
" simulators[i], \n",
" simulator_courant_numbers[i] * 0.5, \n",
" reference_nx, reference_nx, \n",
" simulator_ghost_cells[i], \n",
" force_rerun=force_rerun,\n",
" transpose=transpose)\n",
"print(\"Completed simulation in {:} s\".format(timer.secs))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"use_analytic = False\n",
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" if (use_analytic):\n",
" #Read the reference solution\n",
" _, h_ref, _ = gen_reference(reference_nx)\n",
" else:\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",
" \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, h_ref.size/h.size)\n",
" \n",
" #Compute error per cell\n",
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref_downsampled) - np.sum(h))\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
"\n",
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
" \n",
"plt.axis([10**1, 10**4, 10**-8, 10**-2])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('L2 error')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" a = np.arange(1, len(domain_sizes))\n",
" order = np.log2(error[i, :-1] / error[i, 1:])\n",
" #order = np.log2(error[i, 0] / (error[i, 1:]) )/a\n",
" plt.plot(order, label=simulator.__name__)\n",
" \n",
"plt.ylim([0, 3])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence2')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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gmb6upRFQwMw5dy3wOjAGONPMzjCzSsCZwFvAa865awqra2ZbgKbA9cB/gN+BP3zP/wo0M7Otpb0REREREREREZGCzIyDBw+ekMPMSt3vTZs28c033/hHepkZ1157LUlJSUybNo1ly5Zx8cUXc+WVV7J37166devGrFmzAFiyZAnbt2+nVq1azJgxgzvuuIN+/fqxZs0axo4dy/vvv8+wYcPyXW/IkCF06dKFX375hZ49e7J9+3batGnDRRddxNKlS/nmm2/YsWMHXbt2zVdv4sSJREZGsnjxYkaMGMGzzz7Lt99+C4DH46Fz584sWLCAyZMns2bNGoYPH05wsHevyF9++YVOnTpx0003sWrVKqZMmcL8+fN58MEHS/26lRUXyJvnnPsBmGdmg4vIfx5obWZtyqh/InKKcs5FAcnJyclERUWd6O6IiIiIiMifQEZGBgkJCdSrV4/w8HAADh48SIUKFU5If1JTU4mMjCxR2bvuuovJkycTHh5OTk4OGRkZALz66qv079+f7777jhtvvJGdO3cSFhbmr9egQQMGDhxIr169WLFiBc2aNSMhIYG6desCEBcXR+fOnXn88cf9dSZPnszAgQNJTEwEvCPMHnnkEUaNGuUv8/TTT7N48WJmzJjhT9u6dSu1atVi/fr1NGzYkLZt25KTk8O8efP8ZS677DLat2/P8OHDmTlzJp07d2bt2rU0bNjwsHvu3r07ERERjB071p82f/582rRpw8GDB/3vYV6Fvce5UlJSctdtizazlBK87EUKdA2zZkCvYvInAQ8X14BzLsjMPIWlA2eZ2R8B9klERERERERE5JTXrl07/vnPf5KWlsaECROIj4/noYceAmDZsmWkpqZSuXLlfHXS09PZuHFjkW0uW7aMn376Kd+IstyAXFpaGuXLlwfg0ksvPaze999/X2iwcePGjf4AWJMmTfLlxcbGsnPnTgBWrFjBWWedVWiwLPcav/32Gx9++KE/zczweDwkJCTQuHHjIu/rWAs0YBYEZBWTnwW4wjJ8o00mAH91zqUAbwPPmlmOr0hVIAEIDrBPIiIiIiIiIiKFKl++PKmpqSfs2oGIjIykQYMGALz++uu0a9eOZ555hueeew6Px0NsbCxz5sw5rF6lSpWKbNPj8fDMM89w0003HZaXd4RWwZFwHo+Hv/71r7z00kuH1cu7oUDBzQGcc3g83nFSERERRfYr9xq9e/emX79+h+XVrl272LrHWqABs9VAF2BUEfk3+MoU5jm8a5jdCVQCBgOXOOduMrNMX5lCg20iIiIiIiIiIqXhnCvxtMiTzZAhQ+jcuTP3338/F198MUlJSYSEhPinW5bExRdfzPr16/2BuEDqffbZZ9StW5eQkEDDR15NmjRh69atxMfHFzrK7OKLL2b16tUB9+14CHSXzLeAYc65B5xz/lfLORfinOsLPA/8s4i6NwC9zexfZjYBuASoAvzXOZc7+bb0q+GJiIiIiIiIiJxG2rZty/nnn88LL7zAVVddRatWrbjhhhuYMWMGmzdvZsGCBQwePJilS5cW2cbTTz/NBx98wNChQ1m9ejVr165lypQpDB5c6PL0fn379mXv3r3cdtttLFmyhE2bNjFz5kx69uxJTk5OsXVztWnThri4OG6++Wa+/fZbEhISmD59Ot988w0AgwYNYuHChfTt25cVK1awYcMG/vOf//inoZ5IAQXMzGwi3qDZGGCPc+5n59zPwB68u2eONbP3i6heBe/OmLlt7QE6ABWBaUBg4xRFRERERERERE5zAwYMYPz48WzdupVp06YRFxdHz549adiwIbfeeiubN2+mevXqRdbv1KkTX331Fd9++y3NmzenZcuWvPrqq9SpU6fY69asWZMff/yRnJwcOnXqxAUXXMDDDz9MdHQ0QUElDyd99tlnNG/enNtuu43zzjuPgQMH+gNuTZo04YcffmDDhg20bt2aZs2a8dRTT+Wb8nmiBLRLpr+Scy2B24BzfEnxwCdmtqiYOuuAAWY2rUB6BWAm3oDZhWamNcxETgPaJVNERERERI634nZQlNPDybpLJgC+wFiRwbEizATuxjuaLG9bqc65TsC3pemLiIiIiIiIiIhIWQpoSqZz7gPnXMU8502dc6HF1cljCDC0sAwzOwBcBbQPpD8iIiIiIiIiIiJlLdBF/28H8u4JOg+oVZKKZrbPzIraQRMzSzWzHwLsj4iIiIiIiIiISJkKNGDmjnBeskacq+2ciy2QFuucq12a9kRERERERERERMpKoAGzsrIZmF0g7Tsg4fh3RURERERERERE5H9Ks+j/ec65Gr7nDmjk2+nSz8xWHaGNdkBagbTueHfKFBEREREREREROWFKEzCbTf6pmF/5Hs2XbkBwcQ0UtlaZmf1Uir6IiIiIiIiIiIiUqUADZvWOSS9EREREREREREROEgEFzMzs90DKO+feAp42s90lKNsY+NrM6gdyDRERERERERERkbJ0rBf9vwOIKmHZckCdY9gXERERERERERGRIzrWATP/WmfOuVeLO4B/HOO+iIiIiIiIiIgI0Lt3b84++2wiIiKoWrUqXbp0Yd26df78lStXctttt1GrVi0iIiJo3Lgxr7322gns8fFVmkX/S+thYAWQUkR+hSLSRURERERERESkDF1yySXcfvvt1K5dm7179zJ06FA6duxIQkICwcHBLFu2jKpVqzJ58mRq1arFggUL6NWrF8HBwTz44IMnuvvHnDOzY9e4cweApma2yTm3DnjezCYXUfYiYJmZFbvDpoicGpxzUUBycnIyUVElnZktIiIiIiJSehkZGSQkJFCvXj3Cw8NPdHcC0rZtW5o0aUJ4eDgTJkygXLly9OnTh6FDhzJnzhw6duzI7Nmzad26NQCvvPIKL774Ir/88guxsbFHff1Vq1bRtGlTfvvtN84+++xCy/Tt25e1a9fy3XffHfX1Squ49zglJYXo6GiAaDMrasBWiRzPEWbLgEuAQgNmgJFnCqeIiIiIiIiISFk5ePBgkXnBwcH5gi/FlQ0KCiIiIuKIZSMjIwPu48SJExkwYACLFy9m4cKF3HXXXVx++eV06NCBRx55hDvvvJOVK1eyefNmnnzyST7++GN/sOyFF17ghRdeKLb96dOn+wNueR08eJD33nuPevXqUatWrSLrJycnExMTE/B9nYqO5wizGkBYoDttisipSSPMRERERETkeCtu9JFzRY/Rueaaa/j666/955GRkaSlpRVatk2bNsyZM8d/XrVqVXbv3n1YuUDjLW3btiUnJ4d58+b50y677DLat2/P8OHDyczMpGXLlpxzzjmsXr2aVq1aMX78eH/ZvXv3snfv3mKvceaZZ+YL9r311lsMHDiQgwcP0qhRI7766qsiR5ctXLiQNm3a8PXXX9OhQ4eA7q0snS4jzCbjW7PMzJKO8bVERERERERERE5ZTZo0yXceGxvLzp07AShXrhyTJ0+mSZMm1KlTh9GjR+crGxMTE/Dor9tvv50OHTqwfft2Ro4cSdeuXfnxxx8PC0StXr2aLl268PTTT5/QYNnxVOKAmXOuyZFLeZnZKt/j/aXplIiIiIiIiIhIWUpNTS0yLzg4/3LquUGqwgQFBeU737x581H1K6/Q0NB85845PB6P/3zBggXA/0aT5Z32WZopmdHR0URHR3POOefQsmVLzjjjDL744gtuu+02f5k1a9bQvn177rvvPgYPHnxU93cqCWSE2Qr+t87YkcYVBrxwv3OuKfCzFv0XERERERERkbIWyJpix6rs0di4cSP9+/dn/PjxfPrpp3Tv3p3Zs2f7A3h9+vSha9euxbZx5plnFptvZhw6dMh/vnr1atq3b0+PHj0YNmzY0d/EKSSQgFm9PM+bASOBl4GFvrRWwN+BgUfRHy36LyIiIiIiIiKSR05ODnfeeScdO3bk7rvvpnPnzlx44YW88sorPProo0BgUzI3bdrElClT6NixI1WrVmXbtm289NJLREREcM011wDeYFm7du3o2LEjAwYMICnJu9JWcHAwVatWPTY3ehIpccAs72L9zrmpQD8zm5anyCrn3BbgOeDfBes75z4/wiWiOfLINRERERERERGRP5Vhw4axefNm/vvf/wJQo0YNJkyYQNeuXenQoQMXXXRRQO2Fh4czb948Ro8ezb59+6hevTpxcXEsWLCAatWqATB16lR27drFhx9+yIcffuivW6dOnTKdhnqyKtUumc65dOBiM1tbIL0x3mmVEYXUyQK+BXYU0WwMcJ2mZIqcHrRLpoiIiIiIHG/F7aAop4eTfZfMtcBg59w9ZpYB4JwLAwb78oqq85mZvVNYpnPuIuC6UvZHRERERERERESkTJQ2YNYH+C+wxTm30pfWFO+UyqKCXsuAi4FCA2bAIeCPUvZHRERERERERESkTJQqYGZmS5xz9YA7gEZ4F+ufAnxkZgeLqNaHYnbP9E3vrFdUvoiIiIiIiIiIyPFQ2hFmmFkaMC6A8oeOXEpEREREREREROTECirLxpxzZzjnupdlmyIiIiIiIiIiIsdTmQbMgNrAe2XcpsifnnPuAedcgnMuwzm3zDnX+gjlb3bOrXHOHfI93lgg3znnhjrnEp1z6c65Oc658wuU2eycswLH8GNxfyIiIiIiIiInk4ACZs65qOIOoOIx6qfIn5ZzrhswGhgGNAPmAdOdc7WLKN8K75qCk/BuxjEJ+NQ51yJPsYHAAOBBoDmQBHzrnCv4O/w0EJvneL6MbktERERERETkpBXoGmb78e6EWRR3hHwRCdwA4B0zm+A7f8Q51wm4H3i8kPKPAN+a2Yu+8xedc2186bc555zv+TAz+xzAOdcD2AH8DRibp60DZpZU5nckIiIiIiIichILNGB2AO8ol8VF5J9D/j+2ReQoOOfKAZcABadCzgT+UkS1VsCoAmkz8AbJwLsbbQ1fG4B3Uw7n3A++NvP+Dg9yzj0FbAGmAi+bWWYRfQ0DwvIkVQSIjo4uopul55zDrOxj86dau0FBQXg8nj99u8fi9XXO4Zwr8/6GhHj/283Ozi6zNp1z/nazsrLKrN3g4GCCg4NxznHoUNnt2xMcHEzFihUpX74827dvL9F7V/A9Dgr63wD53PcoPDycmJgYypcvT0JCAjk5OUdsE8jXblhYmD89IyMDgBo1alChQgUAfv/990Jf49w65cqV8//sZGdn4/F48r0/uWWDg4OpWrUqwcFFbh5eqOjoaD7++GPOOeecgOqJiIiISOACDZj9DGBmPxSW6Zzbj3eUWaGcc/cCrYE5Zvaeb6rZULx/ZE8ysyEB9kfkdFcFCMY7+iuvHXiDXoWpcYTyNfKkFSxTJ8/5a3h/5/cBlwEv4g223VvEdR8Hjsvv8LEIPp2K7R6L4NOp2O6xeH3N7Ji0W5aBslxmVqaBslw5OTlHDDqVtt39+/ezf//+Etcp+F4U9rOUkZFBYmJiqdsECg0MJiUdeZBtbltFBRYLe99TU1OP2G5hXn75ZcaNK/Em5SIiIiJSSoEGzD4CIorJTwKeKSzDOfcI3vWPZgDDnHM1gf54R8IEAX93zm0zM30KFDlcwb/sjjT9uSTliy1jZnlHqa1yzu0D/uWcG2Rmewq55ovAq3nOKwJbL7/8cjIyMihfvjxpaWmA94/KtLQ0IiMjiY2NJSYmhj179rBjxw4OHjxIzZo1KVeuHGbG7t27OXDgAOeee66/7L59+9iwYQM7duwgJCTE/8doVlYWGRkZhIWFERMTQ6VKlQDYvXs3KSkpxMbGEh4enq/d+vXrU7t2bSpXrkxKSgrx8fEkJiYSEhLiDxZkZWWRnp5OWFgYlSpVonLlypgZ+/fvZ8+ePdSsWZPw8HCcc+zZs4fk5GRq165NnTp1qFatGqmpqWzYsIEtW7YQHBxMdnY2zjlycnJIS0ujXLlyREVFUbVqVcyMlJQUdu/e7X8dgoKC2L9/P/v27SM2Npb69etTo0YN0tLSWL9+PVu3biUoKIjMzEz/KK60tDSCg4OpVKmSv90DBw6wZ88eqlevTlhYGMHBwaSkpLB3715iYmI499xzqVmzJhkZGaxbt46tW7f6RxfltpuRkYFzjooVK1KjRo187VarVo1y5coRGhrKwYN41s6JAAAgAElEQVQH2b17NxUqVKBx48bUqlWLzMxM1qxZw7Zt2zCzfP1NT08HoEKFCsTGxgKQlpbGrl27iImJITw8nNDQUH9aREQEjRo14qyzzsLMWL9+Pdu2bSMnJ4fMzP8NgkxPT8fj8VC+fHmqVKnif/337NlDxYreJfucc2RmZrJv3z6Cg4M588wzqVSpEuHh4WRmZrJ161YyMzNJTk7O97NmZoSEhBAWFkZ4eDhVqlRhz549hIeHk5SU5P95L6hSpUo0a9aMLVu2kJ6ezq5du/L1OVdISAgRERHUrVuX3bt3A95RVCEhIQQFBZGcnMyhQ4c4//zzad26NTExMcyYMYMNGzaQnJxMREQEERER/tdh7969OOdo0qQJ0dHRJCUlsXXrVvbt20f16tVp0qQJOTk5bNmyhU2bNpGTk8P9999PgwYNmDlzJr/88guJiYlERERQpUoV/+9yamoqoaGhxMbGUqFCBfbu3cuBAwcA7+isnJwcgoKCyMjIwOPxcP3117N06VKSkpKoU6cOiYmJHDx4kKysLLZv317oa5YrKCiIkJAQqlSpQlRUFBUrVmTr1q0cOnSIhg0b0qlTJzp06MC4ceOYP38+CQkJRQY+GzRoQIsWLUhKSuK3334jIyOD7t27Ex0djcfjYeLEiSQkJHDdddcxcOBAAN59913ee+89zIwGDRoQEhJCRkYGaWlppKamFvqeV6lShQcffJDg4GCSk5MZOXIkzjm++OILqlSpgsfj4dZbbyUxMZGYmBgefvhhrrzyysPaWbt2Lffddx+ffvopb7zxBmFhYYeVEREREQnUwoULefLJJ1m8eDGhoaFcdNFFTJ8+3f85MtehQ4do0aIFK1euZPny5Vx00UUnqMfHT0ABMzMbf4T8HRQRMAN6A73M7CPnXDNgCdDHzN4BcM5tBfoCCpiJ/M9uIIfDR5NV4/ARYrmSjlA+d7hEDWB7EWUKs8j32AA4LGBmZocA//CK3ClK06ZNIyoqqphmRU5Phw4dYt++fezZs4e9e/eyZ88e9uzZQ0hICD169PCXu/3221m1apW/TO4opezsbCpXrsyqVav8ZZs3b87SpUvzXWf+/PmsW7eOFi1a8M033wQ8zS8zM5OsrCwiIyP9aXPmzGHLli3ceOONVKhQgQEDBvDOO+/w2GOPce211/L+++/7y1arVo1du3bxww8/0LRpUwBmzpzJyy+/zA033EDfvn1L1I+9e/eyceNGdu3axc6dO9m+fTsbN25kw4YN/PbbbyQmJuLxeMjMzCQxMZHExERiY2PZtm2b/9+bJUuWUL9+fSZOnOhv98CBAyQmJvLHH3+wYcMG4uPjWb9+PXfddRfdunUD4KeffuKyyy5j5MiRNG/enGuuuYbp06dzzjnnkJ2d7Z9SWbt2bZYvX05ycjLx8fH+606aNInt27fTtWtXtmzZwty5c/nqq69YvHgxcXFxDBkyxN+X8847j40bN9KlSxfA+z7fc889fPzxx/z2228MGTKEXbt2MXr06HzvZatWrRgyZAiJiYnMmDGD66+/PqD3WURERKSghQsXcvXVV/P444/zxhtvUK5cOVauXJlv+YtcAwcOpGbNmqxcufIE9PQEyZ12EsgB1Comr2UR6WlA7TznGcD5ec4bAPtK0x8dOk7nA++agW8VSFsDvFhE+SnAtAJp04GPfc8d3kDZwDz55fBu6tG7mH5ch3cEWu0S9jsKsOTkZBORkvF4PJaammq///67LV++3BYvXpwvf9iwYdajRw+77rrr7C9/+Ys1bNjQQkJCDLDzzjsvX9n/+7//sxtuuMGGDRtmM2fOtD179pRJH3NycvL194UXXrA+ffrY/v37/elPPPGEAdazZ898dR9++GEbM2ZMqf5dSE1NtZUrV9q//vUvGzZsmF1//fXWq1evfH2pWrWqATZ79uyA2p41a5Y1bdrUfP/G+Y9WrVrZ22+/bfv27ctXPjMz0/88JyfHGjRoYICNHj06X7nExET77bff/Odbtmyxtm3b2s8//+xPW7RokQUHB1uHDh2sf//+/mv/7W9/s6ysrHztPfLII/48ERERKVx6erqtWbPG0tPTT3RXAtamTRt76KGH7NFHH7UzzjjDqlevbkOGDDEzs++//95CQ0Nt7ty5/vIjR460ypUrW2JiYqmu16JFCxs8ePARy02bNs0aNWpkq1evNsCWL19equuVleLe4+Tk5NzPU1F2tH+Ll6oSrAMqF5J+ObC/iDq7gcZ5zrcAdfKcN8C7I98JD1Do0HEyHUA3IBPoCTTGO405Nff3B/ggb/AM78L92cAgoJHvMQtokafMIF+A7EbgArzTrROBir78VninTF+Ed92yrsA24MsA+q2AmchxkJ6ebosXL7ZZs2b507KysiwiIuKwANDZZ59tt956q02YMOGY9ik+Pt7Gjh1rc+bM8aclJSUZYM65fMG1efPm2WeffWY7duw4qmvu3r3bGjdubGeccYZlZGT4099++20bMWKEbd68+YhtbNu2zd59913r3LmzBQUF+V+3f//730XWycrKsnfeecc6duxoBw8e9Kfv3LkzX2DNzOz22283wC6++GJ/4PGjjz6y8PBwA6xp06Y2duxYfxC0T58+5vF4/PUXLVpkgEVGRua7loiIiPxPccGU1NRUS01Nzff/66FDhyw1NTXf54e8ZfN+WZiZmWmpqamHtV1U2UC1adPGoqKibOjQoRYfH28TJ04055zNnDnTzMweffRRq1Onju3fv99WrFhhYWFh9vnnn/vrDxs2zCIjI4s9cgNuO3bsMMBef/11a9WqlVWrVs3i4uJs3rx5+fqUlJRkZ555pv3000+WkJCggNkRK8F4YFnuH9e+tDggGehfRJ35QLdi2rwO+OVob0iHjtPxAB4ANuOd8rgMiMuTNwd4v0D5//MFtjOBtcBNBfId3g03tuMd7fkDcEGe/IvxTsHcD6T72hoKlA+gzwqYiZwg2dnZ9sMPP9jIkSPt1ltvtbPPPjtf4Oz666/3l/V4PNa3b18bM2aMLV68+LAPi2Vlx44dNnTo0HyjwszMunXrZoANGzasTK6TN5Dk8Xisfv36+UaMvf7665aSknLEdhITE+3ll1+2G2+8Md+H3+nTp9sff/xxxPqdO3e2pk2b2i+//OJPS0pKsh49etiGDRvylV2+fLlVr17dH9R85513zDlnPXv2tOzs7Hz3U7duXQPs008/PWIfRERE/oyKC6bkfibYuXOnP+355583wO699958ZcuXL2+AJSQk+NNGjRpV6GjvKlWqGGC//vqrP23cuHEB971NmzZ2xRVX5Etr3ry5DRo0yMy8wb1mzZpZ165d7fzzzz+sz3v27LENGzYUe6SlpZmZ2cKFCw2wmJgYe/fdd+3nn3+2Rx55xMqVK2fx8fFm5v3scfXVV9tzzz1nZvanC5gFuuh/rl7AVOBr51xHvKNR/gMMNrPXiqgzCDhYTJu1gbGl7I/Iac3M3gLeKiKvbSFp/wL+VUx7hjcANrSI/J+BloH3VEROBsHBwcTFxREXF+dP27t3L8uWLeOnn37inHPO8adv27aNN998038eGhrKhRdeSPPmzWnevDlxcXH5ypdWtWrV/Gt55XXuuefStGlTWrVq5U9bu3YtgwYN4p577vGv9VVS5cuX9z/Pyclh4MCBfPLJJ/zwww8sXLiQhQsXMmTIEPr160e/fv2IiYkptJ3Y2Fj+8Y9/5EtLS0vjzjvv5ODBgzzxxBP84x//IDw8/LC6iYmJLFmyhAMHDuRbA6R69er51n8D+OKLL2jTpg0//vgjV111FRs3buTNN9/ku+++o02bNv510sC7NuStt97K8OHDmTJlCrfccktAr42IiIic/Jo0aZLvPDY2lp07dwJQrlw5Jk+eTJMmTahTpw6jR4/OVzYmJqbIzzYF5e463rt3b+6++24AmjVrxuzZs3n33Xd58cUXeeONN0hJSeHxxx8/2ts6NZU20gaEAjOBH4EDwINHG73ToUPH6XOgEWYip4Tt27fbU089ZZ07d/Z/O5r36N+/v7/sgQMHbNKkSSUaYXU0Bg4ceNhIuKOVmJhor732mjVs2NB/bxUqVLBHH33Utm/fXqI2/vjjD7viiiv89evVq2dffvlloWWTkpLsiy++KLa9zz//3IKCguz888+3nTt3Wnx8vP896Ny5s39km8fj8U/rWL58uQEWHh6uf19FREQKcapPyXz44YfzpXXp0sV69OjhPx8/frwFBwdbpUqVDvtMFsiUzE2bNhlgkyZNytdG165d/SPounTpYkFBQRYcHOw/AAsODrbu3bsHfH9l5XiNMDt864MiOOea5D3wrqX0DFALmAzMzZMnIiIip4AaNWrw7LPPMm3aNHbu3ElCQgJTp05l4MCBtG/fniuuuMJfdunSpdx5553UqVOH66+/npkzZ/q/nSxLPXv2ZNCgQTzwwAP+tOTkZFq0aMGrr75KVlZWwG3GxsbSr18/1qxZw5QpU2jatCmpqam8/PLL1K1bl759+7J58+Zi26hVqxZz587lo48+ombNmiQkJNClSxe6d+9OSkpKvrLVq1fnhhtu8J///vvvdOjQId81GjZsSI0aNVi9ejWdOnWiWrVqTJs2jfDwcKZPn84LL7zArl276NKli390XtOmTTn33HPJyMjgP//5T8Cvg4iIyJ9ZZGQkkZGR+UZwlytXjsjISMLCwgotm3e0eGhoKJGRkYeNMC+qbFnbuHEj/fv3Z/z48bRs2ZLu3bvn+yzWp08fVqxYUexx6aWXAlC3bl1q1qzJ+vXr810jPj6eOnXqAPD666+zcuVKf91p06YBMGXKFIYNG1bm93fSKWlkDfAAOb5HTyHnuc9zimnjAWAW8CnQvkBeFWDT0UYAdejQcXIcaISZyGln9uzZ1qJFi3wj0Bo2bGivvfZavoX8j4Xx48cbYI0bN873rXDe54HweDz21VdfWatWrfz3EhISYk888USJ6h84cMAGDRrk3xygXr16h+2mmVenTp0MsDZt2uTr89q1a/27e7Zu3doyMjLs3XffNcCCgoLsueeeM8BCQ0Nt7dq1ZmY2ZMgQA+y6664r1b2LiIiczk71XTKLGmGWnZ1trVq1sptuusnMvLMEqlSpYiNGjCj19UaNGmVRUVE2depU27Bhgw0ePNjCw8Pz7fKd159tDbMSjzDDu1Nefd9jvULO6+d5PIxzrh/wMt7Fww8B05xzeSfCBgN1AuiPiIiIHEft27dn0aJFrFu3jn79+lGxYkXi4+N5+OGHOfPMM4mPjz9m17755pv55z//yeDBg/3fCns8Hlq2bMkjjzziX9ujpJxzXHvttfz44498//33XHXVVWRnZxMVFVWi+hUqVGD48OHMnTuXunXrcuWVV1KpUqUiy0+YMIHrr7+eSZMm5ftWu1GjRsycOZOoqCjmzZtHnz59uOuuu7j77rvxeDyMHTuWTp06kZWVxYMPPoiZ0a1bNwBmzJjBvn37ArpvEREROTUNGzaMzZs3M27cOMA7S2DChAkMHjyYFStWlKrNRx55hMcff5z+/fvTtGlTZs+ezbfffsvZZ59dll0/ZTnzjgQ59hdybjUwzMw+8p23Av4NjDWzp51z1YFEMws+Lh0SkWPKORcFJCcnJ5f4D1ARObUcOHCAyZMnM2bMGMyM1atX+4NBv/76K40aNSIkpLT7Cx3ZvHnziIuLo2LFimzYsIHq1asfVXvfffcdrVu39k+hWL16NVWrVqVatWrF1ktOTiYkJITIyEgAUlJSCAkJybcBQWGysrL815oxYwbXXHMNHo+HV155hd69e9O0aVM2btxIt27d+PLLL8nIyODLL7/k+uuvp2nTpqxatYp33nmHnj17HtV9i4iInE4yMjJISEigXr16hW7OI6e+4t7jlJQUoqOjAaLNLKXQBkookBFmfs65x51zh306c871dM4NKqJaPWBB7omZLQTaA72ccy+Wph8iIiJy4lSsWJH777+fX3/9le+++84fLEtLS6N169bUq1ePYcOGBTz6q6RatWrFtGnTGDduXL5g2dKlSynNF4Lt27f3B7AOHTrELbfcQuPGjZk/f36x9aKjo/3BsuzsbG655Rbatm1LYmJikXXmz59Po0aN+PXXXwHo1KkTo0aNAmDQoEH8+uuvvPvuu4B3nZCbb74ZgCeffJKcnBxuvfVWAD755JOA71NEREREjqxUATOgN96plQWtBvoUUWc33g0C/MxsNd6g2d14p2uKiIjIKcY5R40aNfzna9euJTQ0lK1btzJ48GBq1arFnXfeyeLFi0sVyCpKSEgInTt39gePwDuyrUWLFlx++eWkpaWVuu0dO3YQFhZGSEgI5513Xonrbdy4kaVLl/LTTz9x2WWXsXLlysPKmBlDhgxh06ZNDB061J/+0EMP0bVrV7Kzs7ntttto2rQpTz75JGPGjGHUqFFUqlSJX3/9lY8++sg/LXP27NnHLCApIiIi8mdW2oBZDWB7Iem7gNgi6swHbi6YaGZrgCuBq0vZFxERETmJXHLJJWzZsoVJkybRokULMjMzmTx5Mi1btuSyyy5jyZIlx+zaq1evJiIigpo1ax5xSmRxateuzZIlS5gzZw4xMTH+9DVr1hRb79xzz2XJkiU0atSIbdu20a5dO5YuXZqvjHOOf/3rXwwYMIBJkyblSx83bhx169YlISGBXr168dxzz9G3b1+qVq3KY489BsBbb71F/fr1ad68OR6Ph88++6zU9ykiIiIihSttwGwLcHkh6ZcDRc0/GA4c/jUr/pFm7YBnS9kfEREROYmEhYVxxx13sGjRIpYsWUKPHj0ICwtj6dKl+QJQOTk5ZXrdbt26ER8fz+jRo/1pqampvPTSSwGPOAsNDaVx48b+84kTJ3LBBRcwbNiwYkfKnX322SxcuJCWLVuyb98+rrzyShYuXJivzBlnnMErr7xCREREvvTo6Gg++eQTQkJC+PTTT/nggw/8effddx/PPvsss2bNAtC0TBEREZFjqLQBswnAaOfc3c65Or6jJzAKGF9YBTNbZWbvFdWgma02s2dK2R8RERE5STVv3pz333+fLVu28PHHH9OgQQN/3t/+9jduuOEGZs2aVWbTNWvWrMlZZ53lPx8xYgSPPfYY11xzzVG1u2LFCsyMwYMHc8stt5Camlpk2UqVKjFz5kxat25NSkoKHTp0YO7cuUWWnzRpEiNGjACgRYsWPPus9zvE/v37s2vXLubOnUvz5s3ZsGGDf720W265BfBufrBt27ajujcRERERya+0AbMRwDvAW8Am3/EG8LqZlXgBf+fcL865WkcuKSIiIqe6qlWr5ltvbNeuXXz++ed8+eWXdOjQgfPOO48xY8aQknJUGxodplmzZtSpU4eHH374qNoZNWoU48aNIzQ0lM8++4xWrVqxcePGIstXrFiR6dOnc9VVVxEcHHzYaLJcCxYsoHv37jz22GMsXrwYgEcffZR27doxfPhwKleuTEREBJs2bWLWrFmkpKRgZoSGhnLFFVdgZkydOvWo7k1ERERE8nNH822uc64C0BhIBzaY2aEA6x8AmprZplJ3QkROSs65KCA5OTmZqKioE90dETlJrV27ljfffJOJEyf6R2xVqFCBHj168NBDD3HuueeWyXUyMjIICwvz7+T59ddf8+GHH/LSSy9Rq1Zg390tWLCAm2++maSkJCpVqsQnn3xCp06dir12fHw8TZo0KbJM7969iY2N5emnnyYoyPt9ppn5+wvw2WefcfXVV5OQkMDtt98OeKdpPvTQQ7Ro0YJFixYFdB8iIiKno4yMDBISEqhXrx7h4eEnujtyDBT3HqekpBAdHQ0QbWZH9S3sUQXMAJxzZwFmZgHPBVDATOT0pYCZiAQiJSWFSZMmMWbMGNat827E/dprr9GvX78yv5bH4+GCCy5g7dq19OrVi7FjxwbcRmJiIjfddBOLFy8mKCiIl156ib///e/5AlxFWbVqFdHR0dSpU8efVjA4VlB6ejoej4fIyEj27dtH7dq1SU1NZdKkSfTo0QOPx8OmTZuoV69ewPciIiJyOlHA7PR3vAJmpZqS6ZwLcs497ZxLBn4H/nDO7XfOPeWcC6TNeXhHp4mIiMifWFRUFH379mXNmjXMmjWLrl270qNHD3/+0qVLi10DLBBBQUF8+OGH9OjRg1dffbVUbdSsWZMffviBe+65B4/Hw6OPPsoTTzxxxHXYFi1aRFxcHJ06dWL37t3+9LzBMjPLN1psxowZNG7cmGee8S71Gh0dTefOnQEYO3Ys7dq1A+DTTz8t1b2IiIiIyOFKu4bZMOBB4DGgGXAx8ATwEPBcSRsxs2vMbHsp+yAiIiKnGeccV155JVOmTMn9dpD09HTuuOMO2rZty4ABA0hPP/rv2po1a8b777/vX0Af4J133mHv3r0lbiMsLIzx48fzyiuvADB8+HD+/ve/Fxs0O+uss4iKimL9+vX89a9/JSMjI1/+oUOH6Ny5M3/5y1+YP38+ANnZ2fz+++98/vnnpKenExcXx9SpUwkODmb+/Pm0atUK0G6ZIiIiImWptAGzHsC9ZvZP3+6XK83sLeA+4K6iKjnnmvp21qznOz/fOfeWc+5t51zRi3+IiIjIn1ZOTg6tW7fGzBg1ahQXX3wxP/30U5le45NPPuHee++lefPmxe5+WZBzjgEDBvDWW28B3o0BHnzwQTweT6HlzzrrLGbOnEmlSpVYtGgR999/f74AW1hYGDVq1CAsLIxNm7wrVlx77bVMnDiRVatWERERwaWXXgpATEwMAPHx8YSEhLBixQrWr19fqvsXERGRP59x48bRtm1boqKicM6xf//+fPmbN2/mnnvuoV69ekRERHD22WczZMgQMjMz85WbMWMGLVu2pGLFilStWpWbb76ZhISE43krx0RpA2YxwLpC0tf58g7jnLsZWAa8DKx0zl0JzAfOAeoCXzvn/lbK/oiIiMhpqkKFCowfP56vv/6a2NhY1q1bR6tWrXjqqacO+8BWWo0bN6Z+/fp069aNChUqBFz//vvvZ8KECTjneOutt/yjwwrTqFEjPv30U4KCgnj//fcZPXp0vvzXXnuN5cuX0717d39a9+7dKV++PODdQbNcuXLs2rULgC+++IK4uDgApkyZEnDfRURE5M8pLS2Nq6++mieeeKLQ/HXr1uHxeBg7diyrV69m1KhRvP322/nKb9q0iS5dutC+fXtWrFjBjBkz2L17NzfddNPxuo1jx8wCPoDFwOuFpL8BLCqizjLgSd/zW4F9wFN58v8OLC9Nf3To0HHyHUAUYMnJySYiUlb27Nljt912mwEG2EUXXWS7du0qk7b37dtn2dnZ/vMDBw5YRkZGQG188MEH9uabb5ao7KhRowywoKAg++abb0pUJzs726ZOnWq9e/c2wKKjow3wvyaNGzc2j8cTUJ9FREROJ+np6bZmzRpLT08/0V0JWJs2beyhhx6yRx991M444wyrXr26DRkyxMzMvv/+ewsNDbW5c+f6y48cOdIqV65siYmJR3Xd77//3gDbt2/fEcuOGDHC6tWr5z+fOnWqhYSEWE5Ojj/tP//5jznnLDMz86j6VZTi3uPk5OTcz4lRdpR/05Z2hNlAoKdzbo1z7h3n3ATn3Bq80zEfLaLOucCHvudTgEjg33nyv+D/2bvv+Byv/oHjn5NEIoNEBAk1YtQOaqZGQ2tHx1OpViVGaUONmK2KWavIU6oUoagYtUs9sUspVSsRobUSVARtuIUg6/z+SHL/3DIkt833/XpdL7muM+5zos/Tq9/7nO+B8maORwghhBAvAGdnZ5YsWcLy5cspXLgwRYsWpXDhwg+lbycnJywtLYG0LxQ7d+7Ma6+9xt9//53rPnx9fenVq5fxPi4ujqSkpCzr9uvXj65du5Kammrc0nmvU6dO4evrS3x8PAAtW7bEx8eHMmXKYGVlhcFgICgoiJkzZ2JjY8Px48c5evRorscrhBBCvEhu3ryZ5ys5OdnYPjk5mZs3b2bKp5pdW3MsXLgQe3t79u3bx6RJkxgzZgxbtmzBy8uLgIAAfH19MRgMhIeHM2zYMIKDg3FzcwNg/PjxODg45Hjt2rXL/F8gYDAYjGkhAOrUqYOlpSXz588nJSUFg8HAokWLaNGiBfny5Xugz3rSzAqYaa13Ai+TFuRyIm0b5mqgotY6u99+PJDxRusEWN11T/rPuU8aIoQQQogXlo+PD5GRkSxYsMB4wmR8fDwnTpx4KP2fOXOG7du3c/jwYS5cuGBWH3FxcTRr1oz3338/y6CZUorvvvuOSZMmsWLFikzlWmvefvttQkJCGDVqFADe3t4ATJ8+nU6dOgGwbds2nJycaNOmDSDJ/4UQQojs3C+YlNW1Zs0aY/s1a9bg4OBgPK06Q5kyZbJsaw4PDw9GjhxJhQoV8PPzo06dOmzbtg2AsWPH4uzszMcff8yHH36Ir68v77zzjrGtv78/YWFhOV4ZuVDNcfr0aaZPn46/v7/J3Ddv3swXX3yBjY0NTk5O/P3338/F+4i5K8zQWsdorYdprd/VWv9Hax2otY7JoclWYIZS6kNgIbAJmKCUqqSUqkhabrPsE34IIYQQQtylWLFixm9UAQYOHEjNmjX55ptvsk26n1vlypXj4MGDLF68mPr165vVR3h4OMePH2fXrl3ZJr61sbEx5iS7l1KKoKAgmjdvTs+ePYG0XGmlS5cmJiaGIkWKoJTif//7H5GRkbRv3x5IC5hpnf1JnUIIIYR4enl4eJjcu7m5cfnyZQCsra0JCQlh1apV3Lp1K1MeVGdnZ8qXL5/jZWtra9a4YmJiaNWqFT4+PnTv3t34PDY2lu7du9O5c2f279/Pzp07sba2pn379s/8+4iVuQ2VUk5APaAo9wTetNY/ZNFkEBACzAJ2AR2AccAx0vaXngY+Mnc8QgghhHhxJSYmEmXnAHEAACAASURBVB0dza1bt+jXrx9r165l/vz5lC5d2uw+y5YtS9myZY33f//9N2PGjCEoKIgCBQrct33Tpk3ZsGED7u7ulCtX7r71k5KSCAwMpE6dOvj4+ABpWzBbtGhhXEVnY2PDl19+iZ+fH3PmzMHb25v169fTqVMnzp8/bzxd88CBA9StW9fMmQshhBDPp7ychJ3BxsbG+PM777zDjRs3sLAwXXsUHR39oEMzuncbo1LK5IvAPXv2AGkr2ePi4rC3tzeWjR8/nvHjx+fYf2hoKI0bN87TmGJiYmjatCmenp7MmTPHpGzGjBkULFiQSZMmGZ+FhIRQsmRJ9u3bR4MGDfL0WU8TswJmSql2pOUjsydtq+XdYUMNZAqYaa0vAc3vedxHKfU1YAf8qbVOvredEEIIIcT9WFtbs3HjRmbNmsXgwYP55ZdfqF69Ol9//TXdunUzBpzMpbWmU6dO7Ny5E4PBkOvTKN944w2T+6tXr1KoUKEs686dO5dJkyZRoEABatWqRfnyaald7x77rVu36NixI5MnTyYiIgJHR0cgbTWb1hp3d3eioqJYtmyZBMyEEEKIe9wdXDKHlZUVVlaZwygP2m9unT59mv79+xMcHMzy5cvx8/Nj27ZtxgCev78/7733Xo59lChRIk+feeHCBZo2bUrt2rWZP39+pmBhQkKCMQdshoz7B13x/6SZuyUzCPgeKKC1dtJaF7rrcr5f47tprc9orY9KsEwIIYQQD8LCwoJevXoRHh5Ow4YNiY+Pp3v37rRr145Lly49UN9KKSZOnEi1atXu+81tdjJWm4WGhmZZ3qNHD+O4O3ToQGJiorEsOTmZCRMm4O7uzqVLlxg3bhwAq1evpn79+sYtDxn51pYtW0ZKSopZ4xRCCCHE0yclJQVfX19atGhB165dmT9/PkePHiUoKMhYJ69bMmNjYwkLC+PUqVMAREREEBYWRlxcHJC2sszLy4uSJUsyZcoUrly5QmxsLLGxscY+2rZty/79+xkzZgwnT57k0KFDdO3aldKlS1OrVq3H9Nt5NMwNmJUAvtFaJ+SlkVLqJaXUOKXUL0qp4+mnbP6ilBqrlCpp5liEEEIIIYzKly/Pzp07mTRpEtbW1uzbt++BV5gBNGjQgPDwcJPtlXk5AWvNmjUYDAZ8fHw4ePBgpnIrKyuWLl2Ks7Mzhw4dYvTo0cYypRRr167l0qVLzJ07F29vb2rXrk1CQgLFixcH0gKGiYmJ2NraEhMTw6+//voAsxVCCCHE02TcuHFER0cbt0S6uroyd+5cAgMDCQsLM6vPWbNmUatWLXr06AFAkyZNqFWrFuvWrQNg8+bNnDp1iu3bt/PSSy/h5uZmvDI0a9aMJUuWsHbtWmrVqkWrVq2wsbFh48aNZudLe1ooc5KwKaVWA8u01svz0KYREAqcBzYDlwBFWg605kBJoLXW+rc8D0gI8dRRShUEDAaDgYIFCz7p4QghXlCRkZFcvHjRZGtkfHx8rnKQ3c/+/fvx9vZm/vz5xhMqc5KUlETbtm3ZsmULxYoVY+/evbi7u2eqt3LlSnx8fLCwsGDXrl28+uqrABw6dIgTJ07QoUMHlFL8/PPPtGvXDjs7O9zc3IiKiiI1NRVHR0cMBgPdu3cnODj4gecphBBCPEtu375NVFQU7u7u5M+f/0kPRzwCOf0dX79+PSNlhaPW+vqDfE6uA2ZKqTfvui0CjADmAxGAyVnpWut1WbTfD+zWWvfPpv+vgUZaa0m4IcRzQAJmQoin0YoVK+jTpw9z5szhzTffvH+DHHTr1o358+fTvHlzNm3alKtVbNevX6dJkyaEh4dTsWJF9uzZg7Nz5mwWvr6+hISEUK5cOcLCwrI8ml5rTd26dTl48CCdOnVi2LBh1K1b15jQ2MnJidjYWJNkxUIIIcTzTgJmz7/HFTDLy5bMtXddwaStCBsBrLinbE027auRdkJmdman1xFCCCGEeOi01syYMYNLly7x1ltv0bVrVwwGg9n9zZ49m1GjRrF69epcb/ksWLAgGzZsoGTJkvz111+89dZb3L59O1O96dOn89JLLxEbG8uhQ4cylScnJ3Pq1ClGjRoFpG33LFy4MJ06dQLA1taWa9eusXHjRrPnJ4QQQgjxIst1wExrbZHLyzKbLi4Cr+bwEZ7pdYQQQgghHjqlFBs3bmTIkCEopViwYAHVq1dn69atZvWXL18+Ro4cabL6KyYm5r7tSpQoQWhoKI6OjuzevZvu3btz74p/JycnVq5cSXh4OE2aNDEpO3XqFDVr1uT11183nlp18+ZNgoKC6NWrF507d6ZDhw4ALFmyxKy5CSGEEEK86MxN+p+JUsrpPlWmALOUUt8qpd5SSjVQStVP//lb4Dtg0sMajxBCCCHEvfLnz89XX33Frl27KFeuHOfPn6d58+b07t07Twn8s7JkyRLKli3LqlWr7lu3atWqrFmzBktLSxYvXszMmTMz1alfv77JAQMZSpQoQXx8PAkJCRw7doxRo0YZt11+/vnnLFy4kJYtWwKwbt064uPjH2heQgghhBAvIrMCZkqpz5RSHe66XwHEKaUuKKVqZNVGaz0T8APqACuBPcDe9J/rAH5a65y2bAohhBBCPBQNGzYkPDycTz/9FIAZM2bw+++/P1Cfmzdv5s6dO7lesda0aVMmTUr7rrB///45fv6OHTsYN24ckLbdcvXq1Zw8eZK6devStm1boqOjmThxIg4ODiiluHLlChUrVuT27dusXbv2geYlhBBCCPEiMveUzDNAJ631HqVUc2A50AF4DyiltW5xn/b5AJf023+01kk51RdCPHsk6b8Q4lmxdetWdu3axejRox+on5SUFH744Qc6d+6MhUXuvpPUWvPee++xcuVKSpQowaFDhyhatKhJnRMnTlCpUiW01uzcuTPTFs27nTp1CktLSy5cuMCnn37KkSNHaNWqFaGhoQ80NyGEEOJZIUn/n39PY9L/u7kB59N/9gaWa603k7al8r6nXGqtk7TWFwEvwNrMMQghhBBCPLA33njDJFh27tw5GjZsyMGDB/PUj6WlJV27djUGy7TWHD58OMc2Sim+//57KlWqxIULF3j//fdJTk42qfPyyy/TvXt3ALp3786tW7dMyg8fPsyZM2cAuHr1KsePH2fJkiUcOXIEgC1btnD58uU8zUUIIYQQ4kVnbsDsKmmnZAK0AjL2Higgu6T/WZkNFDNzDEIIIYQQD92QIUPYs2cPnp6e/Pjjj2b1obVm6NCh1KlTh8WLF+dYt0CBAqxevRoHBweqV6+e6QAAgEmTJuHm5sbJkycZM2aM8XlQUBCvvPIKn3/+OT/99BP16tXD39+fzp07A2kBuZSUFFasWGHWPIQQQgghXlTmBsxWA0uUUluAwkDGOv+awKk89JO7M9iFEEIIIR6Tb7/9lrfeeoukpCQ++OADvvvuuzz3obXm33//JTU1lWvXrt23fuXKlTl+/DjTpk0jX758mcqdnJyMBwNMnjyZsLAwAJo3b46lpSXW1ta8/vrrlCxZkqZNmzJ9+nTjOEBOyxRCCCGEyCtzA2b9gW+BY0BzrfWN9OduQOZjnoQQQgghnhEuLi6sWrWKnj17orWmV69ejB07NsuVX9mxsLBg9uzZbNu2zXiwwP289NJLxp+Tk5O5ePGiSfnbb79N+/btSUlJoWfPnqSmpuLh4UFUVBQhISE4ODhw4sQJFi5cSJkyZUza7tmzh6ioqFyPXwghhBDiRWdWwCw9B9kUrXU/rfXhu55P1VrPzbhXSm1QSrnl0FVr4II5YxBCCCGEeFQsLS2ZMWMGw4cPB2D48OEMGDCA1NTUXPdhYWFBs2bNjPd37txh06ZN92136dIlXn/9dVq0aMHNmzdNyqZOnYqDgwO///47P//8MwAlS5Y0lmckvu3Zs2emgweWLVuW67ELIYQQ4vkWFxdHnz59qFixInZ2dpQqVYq+fftiMBhM6imlMl2zZs0yqaO1ZsqUKbz88svY2NhQsmRJxo8f/zin80iYu8Ist5oAttkVaq13A05KKddHPA4hhBBCiDxRSjFmzBimTp0KwPbt2zMFsHIrKSkJHx8fWrVqxdy5c3Osm5qayokTJzh79iwREREmZSVKlGDatGksXbqUdu3amZRdvXqVGTNmoLXm2rVrVKpUyaRctmUKIYQQIkNMTAwxMTFMmTKFiIgIFixYwMaNG/noo48y1Z0/fz4XL140Xhm5UjP069ePuXPnMmXKFP7880/Wr19PvXr1HtdUHhmrx/VBSilnIBioA/wM9CUt6X83QCul9gHvpp+eKYQQQgjxVOjXrx8lSpSgYcOGFChQwKw+rKysKFOmDHZ2dhQtWjTHum5ubqxZs4ZChQpRsWLFTOXdunXL9CwxMZFq1aoRExODs7Mz3bp14/bt28D/fzN89OhRIiIiqF69ullzEEIIIcSj5eXlhYeHB/nz52fu3LlYW1vj7+/PqFGj2LFjBy1atGDbtm00btwYSDv8Z8KECURERODmltPmvsyqVavGqlWrjPflypVj3LhxdOrUieTkZKys/j9c5OTkhKtr1uucjh8/znfffcfRo0ezfG95lj3qFWZ3mwK8DEwGqgIrgbpAY6ARacG7iY9xPEIIIYQQudK+fXuTF9EVK1bkKpl/BqUU06ZNIzIykjfffPO+9Rs0aJCrl86rV6/y559/Ym1tja+vL9WqVaNo0aL4+fkBYGdnh9baGCRbunRprscshBBCPG9u3ryZ7ZXxRVNu6t66dStXdc2xcOFC7O3t2bdvH5MmTWLMmDFs2bIFLy8vAgIC8PX1xWAwEB4ezrBhwwgODja+o4wfPx4HB4ccr127dmX72QaDgYIFC5oEywB69+6Ni4sLdevWZdasWSYpKtavX0/ZsmX5+eefcXd3p0yZMnTv3p24uDiz5v80UXlJYJvnzpWKB2porc8opWKA9lrrPUqpYsBFoKXWekt63YbAj1rrl3LoUgjxjFBKFQQMGf+nK4QQz4slS5bw4YcfUqNGDTZt2kSxYsXM6ufatWvcunXrvt8Ib9++neDgYEJCQrC0tDQ+37NnD++88w7FihXj0KFDJCUlYWNjg4WFBSdPnqRixYrGgwpKly7N2bNnKV26NFFRUSglB5ULIYR4Pt2+fZuoqCjc3d2NuT0z5PTvvzZt2rBhwwbjvb29PQkJCVnWfe2119ixY4fxvkiRIvzzzz+Z6uU13uLl5UVKSopJUKtevXo0a9aMiRMnkpiYSIMGDahQoQKRkZF4enoSHBxsrBsXF3ffQFWJEiWwtc2cOevff//llVdewdfXl7Fjxxqfjx07ltdffx1bW1u2bdvGiBEjGDp0KIGBgQD4+/uzYMECatasyeTJk0lJSaF///4UKlSI7du352n+uZXT3/H169dxdHQEcNRaX3+Qz3lsWzIBR9IT/GutLymlkkkLmmWIAZwe43iEEEIIIfKsSpUqFC1alPDwcBo1asTmzZtxd3fPUx9RUVG0adMGW1tbfv31VxwcHLKsZzAY+M9//oPBYKB69ep88cUXxrKKFSuSnJxMREQEs2fPNjmNs0KFCnh7e7N+/XosLS05e/Ys+fLl4+zZs+zdu5dXX33VvMkLIYQQ4pHy8PAwuXdzc+Py5csAWFtbExISgoeHB6VLlzbmWc3g7OyMs7Nznj/z+vXrtG3blipVqjBy5EiTsozAGEDNmjUBGDNmjPF5amoqd+7c4YcffuDll18GYN68edSuXZu//vrrmd6m+Ti3ZJ4EvAGUUq2B20CLu8pbAnLeuRBCCCGeajVr1uS3336jTJkynDp1ioYNG3L06NE89/Pvv/9y+fJlYmJisq3j6OjItGnTABg5ciQHDhwwlhUuXNj4DfDw4cP5999/gbQX1xUrVvDaa6+Z9JWUlARI8n8hhBAvrhs3bmR73Z3PC+Dy5cvZ1g0NDTWpGx0dnWU9c+TLl8/kXillsgVyz549QNaryczZkhkfH0+rVq1wcHBgzZo1mT7/Xg0aNOD69etcunQJSAvoWVlZGYNlAJUrVwbg3LlzeZz90+VRB8zGAxl/g5OBaUqpk8BqoCswUCn1o1JqKTANmJV1N0IIIYQQT4/y5cvz22+/Ua1aNS5evEiTJk3Yu3dvrtu7u7sTGhrKvn37TF4ws+Ln54ePjw/Jycl8+OGHJjlRPv74Yzw8PLh69SrDhw8HYNq0abz33nssXLiQGjVqkJKSYtLfjz/+aAyeCSGEEC8Se3v7bK97t/blVPfeLY3Z1XvYTp8+Tf/+/QkODqZBgwb4+fmZBNP8/f0JCwvL8apTp46x/vXr12nRogXW1tasW7cu0+8gK4cPHyZ//vw4OaVtEGzYsCHJycmcPn3aWOfEiRNAWkqIZ5nZOcyUUr6AP+AOeGqtzyqlAoAorfVP2bRpBNQH9mit9yqlqgCfA3bAeq31QrMGI4R46kgOMyHEiyAuLg5vb2/27t2LnZ0dx44dM/vl8ObNm9m+XMfFxeHh4cGFCxf4+OOPmT17trFs586deHl5YWFhwaFDhyhZsiQ1a9akW7dulCxZku7du2NlZUVycrKxTWhoKK1atTJrnEIIIcTTLKf8Vk87Ly8vatasabLV8u2338bJyYl58+bRuHFj3NzcWLVqFbGxsVSvXp0hQ4YwePDgPH9WfHw8zZs3JyEhgTVr1pi8gxQpUgRLS0vWr19PbGwsnp6e2Nra8ssvvzBw4EC6dOliXAGfmppK3bp1cXBwYOrUqaSmpvLpp59SsGBBNm/e/OC/lCw8rhxmZq0wU0r1BP4L/I+0vGMZGWivAQHZtdNa79ZaB2mt96bfH9Na+2mt20uwTAghhBDPGmdnZ7Zs2UKrVq3o16+f2cGy3bt3U65cOTZu3Jjt5/zwww8opZgzZw4//fT/302+9tpr+Pj4kJqaSr9+/ShUqBBnzpxh1KhR+Pr64urqahIsA9mWKYQQQjxrxo0bR3R0NHPmzAHA1dWVuXPnEhgYSFhYWJ77O3jwIPv27SMiIoLy5cvj5uZmvM6fPw+kbQ+dOXMmnp6eeHh4MG3aNMaMGUNQUJCxHwsLC9avX4+LiwtNmjShbdu2VK5cmWXLlj2ciT9BZq0wU0odA77QWq+95yTMasAOrbXLwx6oEOLZIivMhBAvkqSkJKysrIynbyUlJd03B8jdPvnkE+bMmUOzZs3YunVrtqd4DR48mClTpuDi4kJERASurq4AnD17lipVqvDee+8xc+ZMk60iY8eOZfjw4Tg6OmIwGACws7PjypUr2NnZmTtlIYQQ4qn0LK8wE7nzVK8wI20b5uEsnt8BzNqoq5SqoZRKuX9NIYQQQoinS758+YxBrlu3bvHGG2/w5Zdf5vo4+enTpzN69GjWr1+f45H3Y8eOpWbNmvzzzz907drV2H/p0qU5c+YM8+fPNwmWRUZGcuHCBfLnz4/BYKBGjRoAJCQksG7dOnOnK4QQQgjx3DM3YBYF1MzieWvgmPnDIfs3RCGEEEKIZ8DatWv59ddfGTFiBAEBASbJeLNjbW3NiBEj7rviy8bGhsWLF5M/f342btzIvHnzjGXFihUzqXv79m2aNGnCrFmzaNiwIQCWlpbG8sWLF+dlWkIIIYQQLxRzA2aTgRlKqQ6kBbnqKaWGkXYq5uSsGiilVud0kZYTzbwTCIQQQgghnhIffPCBMRHuN998Q+fOnfN8KmVISAgdO3bMMthWpUoVxo8fD8DAgQP5+++/TcpPnTpFly5duHXrFn369KF9+/b06dMHSDua/s033wRg48aNXLlyJc/zE0IIIYR4EViZ00hrPV8pZQVMIu2EyyXABaCf1jq7zG7tgC3ApWzKLbN5LoQQQgjxTOnbty+FCxemc+fOhISEcPXqVZYvX56rnGHnz5/no48+IjExkdatW+Pr65tl/8uXL+f333/nk08+4eeff0YphdaaDh06cOjQIVxcXJg8ebJxi+eff/7JwYMH+fDDD8mXLx9JSUn8+OOP9O7d+6HPXwghhBDiWWdW0n+TDpRyASy01pfvU+8IME1rPS+b8prAQa21BM6EeA5I0n8hhIANGzbQvn17bt++TaNGjVi/fj1OTk73bRcSEsLRo0cZP348FhZZbwg4fvw4DRs2ZMSIEfTt29dYLzQ0lDZt2mBtbc2ff/6Ju7u7sc3t27fp1q0b9vb2zJ07lzp16rB///6HM1khhBDiKSBJ/59/T3XSf6WUu1KqAoDW+p+MYJlSqoJSqkw2zQ4Cr+TQ7R3gnDnjEUIIIYR4GrVt25YtW7bg6OjIsWPHiI2NzVW7Tp06MXHixGyDZQCVK1fm3LlzBAQEmNRr1aoVr7/+OomJiQwbNgyAa9euMXbsWA4ePMj06dOJi4sD4MCBA5w8efIBZiiEEEII8XwyN4fZAuDVLJ7XTy/Lij8wOLsOtdbHtdbu2ZULIYQQQjyLGjVqxM6dOwkNDaVSpUp5bp+amsqXX37JsWOZz1VycHAw/nznzh0gLU9ZxlbMpUuXcuDAAUaMGMHw4cPp378/L730Ejt37jS2k+T/QgghhBCZmRswqwX8lsXz38n69Ey01ne01glmfp4QQgghxDOrRo0a1KtXz3i/Y8cOIiIictV2woQJjBgxAm9vbxISsn6V+vXXX6lWrRorV64EoFatWnTq1AmAQYMGERAQQM2aNfH398fGxobChQsbc5t9//33PGiKDiGEEEKI5425ATMNFMjiuSP3Sd6fvm2zs1LqM6XUkPSfK5g5DiGEEEKIZ8rhw4dp164dTZo0Yc+ePfet/8knn1C5cmWGDx+e7aEBW7du5dSpU0yYMMEY/Bo7diw2Njbs3LmT48ePc+jQIbp168aRI0cIDAw01jt//jy///77w5ugEEIIIcRzwKxTMoFdwFCl1Ada6xQApZQlMBTYnVUDpZQj8ANpp2UagMuAAooABZVS6wG/B03KJoQQQgjxNCtTpgweHh7s2bOHN954g1WrVtG6dets67u4uBAeHk6+fPmyrTNs2DCUUgwYMMC4cqxUqVIEBgYC0LRpU5Pn7du3x9/f37hi7YcffsDT0/NhTVEIIYQQ4pln7gqzIUAz4C+l1Hyl1HzgL6AJ2ecpmw64A55a60Ja64pa65e11oVIy4fmnl5HCCGEEOK5VahQIbZs2ULr1q25desWb775JkuXLs2xzd3Bsjt37mTazmljY8Po0aMzToUyCgwMJDAw0LgyLTU1ldWrVzNlyhQ6duxorLd48WISExMfdGpCCCGEeIZ4eXmhlDK53n//fZM648aN49VXX8XOzi7Lk77Dw8P54IMPKFmyJLa2tlSuXJlp06Y9rik8UmYFzLTWxwAPYDlQlLTtmT8AlbTWR7Np9ibQQ2u9L4v+9gGfAG+ZMx4hhBBCiGeJnZ0dP/30Ex07diQ5OZkPP/yQGTNm3LddbGwsDRs2pGnTppw/fz7LOlprFi1axLVr10yep6amcvDgQd59911GjRplkuw/Pj6eTZs2PdikhBBCCPHM6dGjBxcvXjRes2fPNilPTEzEx8eHnj17Ztn+4MGDFClShJCQECIjIxk2bBhDhw7l22+/fRzDf6TMXWGG1jpGa/2F1rqt1rq91nqM1jrufs3MLBNCCCGEeK7ky5ePRYsW0bt3b7TW9O7dmzVr1uTYxsnJCa01Wmuio6OzrNOrVy/8/PwYOnSo8dnu3bupXbs269evp0OHDnz++ecUL17cpN2iRYseeE5CCCGEMJ+Xlxd9+/ZlyJAhODs74+rqyqhRo4C0A4Osra3ZtWuXsX5QUBAuLi5cvHjR7M+0s7PD1dXVeN27Wn306NH079+f6tWrZ9m+W7dufPPNN7z22muULVuWTp060bVrV1avXm32mJ4W5uYwQynlBNQjbYWZSeBNa/1DFk3WA8FKqY+01gfu6asOMAtYZ+54hBBCCCGeNRYWFnzzzTcUKVKEffv24e3tnWP9/Pnzs2rVKiwsLChVqlSWdd5//31mzZrF7Nmz6dy5Mw0aNODSpUuEhYVx8uRJTp8+TbFixShatCgBAQHGdj/99BMGgyHTi7IQQgjxvLh58yaQFiTKyO2ZmJhIUlISVlZW2NjYZKpra2uLhUVayCMpKYnExEQsLS3Jnz//fevmlH80OwsXLmTAgAHs27ePvXv30qVLFxo2bEjz5s0JCAjA19eX8PBwoqOjGTZsGEuXLsXNzQ2A8ePHM378+Bz7Dw0NpXHjxsb7xYsXExISQrFixWjdujUjR46kQIGsznjMPYPBgLOz8wP18TRQ5hwjrpRqBywG7IF4TFeHaa11pt9MeoBtKdASuEZa0n8NFCPtdM1NQEet9bV72wohnj1KqYKAwWAwULBgwSc9HCGEeOolJydjZZX37zK11saX/gxdunRh4cKFeHh4cODAAaysrKhfvz779++nX79+TJ06FYPBQPHixY2J/wHmzZtHt27dHnguQgghxJNy+/ZtoqKicHd3NwlqAcZ/X16+fJkiRYoAaTm6AgMD6d69O8HBwca69vb2JCQkEBUVRZkyZQCYOnUq/fv3p2PHjiapDYoUKcI///zD0aNHqVq1KgDBwcH06NEjT2P38vIiJSXFZBVZvXr1aNasGRMnTiQxMZEGDRpQoUIFIiMj8fT0NBlzXFwccXE5b/wrUaIEtra2xjG6u7vj6urK0aNHGTp0KOXLl2fLli2Z2i1YsICAgIBMKR/utXfvXl577TU2bNhA8+bN8zL9XMvp7/j69esZX/45PuihkuZuyQwCvgcKaK2d0pP4Z1xZhhG11te01q2BKsBAYCFpec8GAlW11m0kWCaEEEKIF1VGsCw1NZXPPvuMn3766b5tDh48SO3atTl16pTJ8ylTpuDs7MyRI0f45ptvUEoZv3H+7rvvOHfuHH///Tfu7u4m7WbOnPmQZiOEEEIIc3h4eJjcu7m5cfnyZQCsra0JCQlh1apV3Lp1i6lTmcotXQAAIABJREFUp5rUdXZ2pnz58jleGcEySMtf9sYbb1CtWjXef/99Vq5cydatWzl06JBZY4+MjOStt95ixIgRjyxY9jiZGzArAXyjtU64b817aK3/1FrP11pPSL/ma63/NHMcQgghhBDPlYULFzJp0iTef/99k2+Ys/LZZ59x+PBhBg82PaTcxcWFyZMnAzBixAjOnTvH66+/TtOmTUlMTGT06NG88847REZGmrQ7ePBgtocJCCGEEM+6GzducOPGDVxcXIzPBg8ezI0bNzIlqb98+TI3btwwSYHw6aefcuPGDebNm2dSNzo6mhs3blC5cmXjsy5dupg1xnu3cSqlSE1NNd7v2bMHyHo12fjx43FwcMjxyund4pVXXiFfvnycPHkyz+M+duwYzZo1o0ePHgQGBua5/dPI3IDZJqCOOQ2VUi8ppRyyeJ5PKdXEzPEIIYQQQjwXfH19efPNN7l9+zbt2rUjIiIi27oLFy6kS5cufP/995nKunTpQqNGjUhISKBPnz4opRg3bpyxna+vL++++y7169fP1KcQQgjxPLK3t8fe3t4klYG1tTX29vYm+cvurpuRkwzSgln29vaZtgFmV/dhO336NP379yc4OJgGDRrg5+dnEkzz9/cnLCwsx6tOnexDOZGRkSQlJRlzouVWZGQkTZs2pXPnzsZ3jeeBuQGzDcBkpdQopdS7Sqk3776yaqCUclNK/QGcBa4ppRbeEzhzBn4xczxCCCGEEM8FKysrli1bRqNGjTAYDLRs2TLbEzFLlCjB/PnzKVSoUKYyCwsLZs2ahZWVFevWrWPt2rV4enri7e1NSkoKCQkJrFy50uQ0TYBZs2ZhTo5bIYQQQjw6KSkp+Pr60qJFC7p27cr8+fM5evQoQUFBxjp52ZJ5+vRpxowZw4EDB4iOjuZ///sfPj4+1KpVi4YNGxr7PHfuHGFhYZw7d46UlBRj4O3GjRvA/wfLmjdvzoABA4iNjSU2NpYrV6483l/QI2BuwCwYKAmMAFYAa++6sjsPfSKQAtQHWpGWy2yHUuruNzyVVUMhhBBCiBeJra0t69ato2rVqly8eJGWLVvm6sVz48aNJtssq1atatyu2adPH27cuMGECRNYtWqVMaeZt7e3yXaTCxcucOTIkYc8IyGEEEI8iHHjxhEdHc2cOXMAcHV1Ze7cuQQGBhIWFpbn/qytrdm2bRstW7akYsWK9O3blxYtWrB161YsLS2N9UaMGEGtWrUYOXIkN27coFatWtSqVYsDBw4AsGLFCq5cucLixYtxc3MzXnXr1n04E3+CzDol06wPUuoC8I7W+o/0exvgR6A08DqQD4jRWltm34sQ4lkhp2QKIcSDu3DhAq+++irnzp2jfv36/PbbbyYvsXdbtGgRfn5+VKpUif379+PgkLaQPyEhgWrVqhEVFcWAAQNMvokGuHbtGh07diQ0NNT4rEePHsYXciGEEOJZktMJiuL58LSfkmmklMrtP4GOwNWMG631HaA9EE3aVsyiDzoWIYQQQojnSYkSJdi0aRPFixenf//+2QbLAFq2bEmJEiVo2rSp8cRNADs7O+Ppl9OmTTP5Fjo+Pp7BgwcTGhpqkndl2bJlpKSkPIIZCSGEEEI8G8wKmCmlLJVSw9NXjd1QSpVNf/6lUuqjbJqdAUzOR9VaJwM+6WU/mzMWIYQQQojnWaVKlTh58iQdOnTIsV7RokUJDw9n5syZmb5tbdWqFT4+PqSkpDBs2DAAtmzZQrly5Th69Cg1a9akcePGQNppXPHx8fzyi6SWFUIIIcSLy9wVZsOALsAQIPGu5xFA92zahAIf3/vwrqBZ3jfdCiGEEEK8AOzs7Iw/X7hwgSlTpmSZmL9w4cIm9//++6/x56lTp9KrVy9++OEHACpWrIjBYOD3339n8uTJzJw5kxEjRhhP9Vq0aNGjmIoQQgghxDPB3ICZH/Cx1noxaYn8MxwBKmXTZhhpgbFM0oNm/wHKmjkeIYQQQojn3s2bN2nYsCGDBw/mq6++yrZeQkICXbt2pU6dOly9mpYRo3jx4syYMcMYVCtVqhQ9e/YE4IsvvqBy5coMGjTIuO1z5cqVJCQkPOIZCSGEEEI8ncwNmJUATmXTX76sGmitk3NKuKa1TtFanzVzPEIIIYQQzz17e3v69esHwNChQ/n++++zrJeYmMjOnTs5d+4c27Zty1SutebQoUMMHToUe3t79u/fz5o1a9i+fTv9+vWjePHiJCQksHTp0kc6HyGEEEKIp5W5AbNIoHEWz32Aw+YPRwghhBBC5KR///589tlnQNppluvWrctUx8nJiZUrV7J161bat29vUpaUlESbNm2oXbs2Z8+eJSAgAICBAwfy9ttvExQURGxsLAD//e9/H/FshBBCCCGeTuYGzEYD3yqlPkvv4z9KqWDgC2DMwxqcEEIIIYTIbMKECXTp0oXU1FQ6dOjA7t27M9V55ZVXaNq0aabn+fLlo2jRolhbWxMeHs6gQYNwcnIiOjqaqlWrUqdOHVJTUwE4duwYMTExj3w+QgghhBBPG7MCZlrr9UAHoA2gSQuSVQbaaa23PLzhCSGEEEKIeymlCA4Oxtvbm9u3b9OuXTuOHj2abf0rV67Qu3dvbty4AcDkyZOJjIykR48eODk5MXDgQJRSeHt7s2zZMnr37m1sGxQU9MjnI4QQQgjxtFFZnbAkhBAPSilVEDAYDAYKFiz4pIcjhBDPpYSEBJo3b87169fZuHEjJUqUyFRHa02DBg34448/8Pf357vvvstU5/r165w7d45q1aoBYDAYKFSoEFprHB0duXr1KkqpRz4fIYQQ4kHdvn2bqKgo3N3dyZ8//5MejngEcvo7vn79Oo6OjgCOOeXRzw2rB2mcW0opj9zW1VofeZRjEUIIIYR4XtjZ2bF+/XqUUhQqVCjLOkopJk6cSN++ffH3989Uvn//fnbv3k3//v2Nz2JiYnjppZc4f/48BoOBP/74g/r16z+yeQghhBBCPG3M2pKplLqqlIrL4vpXKXVBKbVTKdX1riZhpB0GkPFnTpcQQgghhMglZ2dnk2BZaGiocetlhqZNmxIWFkaNGjVMnp84cYL69eszaNAgDh9Oew07duwY9erV4/z588Z6I0eOfIQzEEIIIcSTMGfOHLy8vChYsCBKKa5du5apztWrV/H19cXR0RFHR0d8fX1N6u3YsYO33noLNzc37O3tqVmzJosXL872M5ctW4ZSirfffvuRzOlhMjfp/xggFdgAjARGpf+cCswATgDfKaV6pNd3B8qm//kuEAX0AmqlX72A0+llQgghhBDCDHPmzKFNmza0b9+exMREkzJLS0vjzxcvXiQ1NZWXX36ZDh06kJqayqeffsqGDRvw8PDAysqKKlWqGOv/8ssvmfoTQgghxLMtISGBVq1a8cUXX2Rbp2PHjoSFhbFx40Y2btxIWFgYvr6+xvI9e/bg4eHBqlWrOHLkCN26dcPPz4/169dn6uvs2bMMGjSIxo0bP5L5PGzmBswaAYFaa1+t9XSt9Tdaa18gEKitte4BDAb6Amitz2ZcpJ2k2VdrPVtrfST9mg0EAMMffEpCCCGEEC+mGjVqYGdnx6ZNm+jWrZvxtMu7rVixgsqVK/PNN98AMGXKFOzt7dm7dy9///03zs7OXLt2DX9/f2OQLTExkdDQ0Mc6FyGEEOJF4+XlRd++fRkyZAjOzs64uroyatQoIG0ll7W1Nbt27TLWDwoKwsXFhYsXL5r1eQEBAXz++ec0aNAgy/Ljx4+zceNG5s6di6enJ56engQHB/Pzzz/z119/AfDFF1/w5Zdf8uqrr1KuXDn69u1Lq1atWLNmjUlfKSkpfPjhh4wePZqyZcuaNd7HzdyAWUtgaxbPt6WXAfyPtFVl96pO2gqze0UBVbJ4LoQQQgghcqF+/fqsWrUKKysrFi9ezKBBg7j3gKcrV65gMBhYu3YtqamplChRghEjRgAwYsQI+vbtC8DXX3+Nj4+Psd3UqVMf30SEEEKIR+DmzZt5vpKTk43tk5OTuXnzJrdu3cpVv+ZYuHAh9vb27Nu3j0mTJjFmzBi2bNmCl5cXAQEB+Pr6YjAYCA8PZ9iwYQQHB+Pm5gbA+PHjcXBwyPG6O+B2P3v37sXR0dEkj2mDBg1wdHRkz5492bYzGAw4OzubPBszZgxFihTho48+yuNv5MkxN+l/HNAO+Pqe5+3SywDsgfgs2h4HApVSH2mtbwMopWxIW5123MzxCCGEEEIIoFWrVsyfPx9fX1++/vprXF1dGTJkiLG8Z8+eODg48MEHH2BhkfbdaUBAAN9//z1//fUXFy9epGjRokRFRfGf//zH2G7Hjh38888/uLi4PPY5CSGEEA+Dg4NDntssX77c+AXSmjVreO+993jttdfYsWOHsU6ZMmX4559/MrW990ur3PDw8DDmDq1QoQLffvst27Zto3nz5owdO5atW7fy8ccfExkZia+vL++8846xrb+/P++9916O/Wd1onZ2YmNjKVq0aKbnRYsWJTY2Nss2K1euZP/+/cyePdv47LfffmPevHmEhYXl+rOfBuYGzL4kLUdZU+APQAP1gDZAxvFLzYGdWbT1B9YD55VS4enPaqT34W3meIQQQgghRLpOnTpx+fJlBg4cyGeffUbRokXp0qULkHZqpp+fn0l9a2trpk+fTosWLZg9ezYDBw5k0qRJzJw506Te6NGjmT59+uOahhBCCPHC8fDwMLl3c3Pj8uXLQNq/r0NCQvDw8KB06dKZVn87OztnWtn1oJRSmZ5prbN8vmPHDrp06UJwcDBVq1YFID4+nk6dOhEcHPzMfelmVsBMax2slDoG9Ab+AyjgT+A1rfWe9DpB2bT9QynlDnQCKqW3/RFYorU2b82iEEIIIYQwMWDAAC5dusSkSZOMeUbupbVm1qxZlC9fnubNm/P222+zdu1aDh06hKurK7GxsRQsWJDr168DsGDBAgmYCSGEeGbde4p0btjY2Bh/fuedd7hx44ZxhXaG6OjoBx2aUb58+UzulVImOUkztkLGxcURFxeHvb29sWz8+PGMHz8+x/5DQ0NznXTf1dWVS5cuZXp+5coVihUrZvJs586dtGvXjv/+978mX8ydPn2a6Oho2rVrZ3yWMR8rKyv++usvypUrl6vxPG55DpgppayAD4FNWusPzPlQrXUCMMectkIIIYQQIncmTpyIl5cXrVu3zrJ89uzZ9OrVCzc3NyIjI5k8eTIbNmwwbvdYunQpI0aM4IsvviAxMZEbN25w8OBBateu/ZhnIoQQQjy4u4NL5rCyssLKKnMY5UH7za3Tp0/Tv39/goODWb58OX5+fmzbts0YwHvYWzI9PT0xGAz88ccf1KtXD4B9+/ZhMBh49dVXjfV27NiBt7c3X331FR9//LFJH5UqVSIiIsLkWWBgIPHx8UybNo2SJUvmejyPW54DZlrrZKXUd0Blcz9UKeULfELaoQCeWuuzSqn+wBmt9U/m9iuEEEIIIf6fUsokWHb79m1iYmKMp1P5+fkxe/ZsOnfujKOjI4UKFSIgIIDJkyezfft2Tp48SbFixThz5oxxe2a/fv3YvXv3E5mPEEII8aJKSUnB19eXFi1a0LVrV1q3bk316tUJCgpi8ODBQN63ZMbGxhIbG8upU6cAiIiIoECBApQqVQpnZ2cqV65Mq1at6NGjhzEn2ccff4y3tzcVK1YE0oJlbdu2pV+/frz77rvG3GbW1tY4OzuTP39+qlWrZvK5Tk5OAJmeP23MPSVzH1DLnIZKqZ7Af4FQoBBgmV50FQgwczxCCCGEECIHBoOBVq1a0aRJE86dOweAnZ0d+/fvJyAgwPjtdGBgIEWLFuXUqVMsXboUgP79+xv72bdvHykpKY9/AkIIIcQLbNy4cURHRzNnTtpmPVdXV+bOnUtgYKDZyfRnzZpFrVq16NGjBwBNmjShVq1arFu3zlhn8eLFVK9enRYtWtCiRQs8PDxYtGiRsXzBggUkJCQwYcIE3NzcjNfdBwc9q5Q5pzYopXyAiaSdknkQMMk9prU+kkPbY8AXWuu1Sql4oIbW+oxSqhqwQ2v9bGWBE0JkSSlVEDAYDAYKFiz4pIcjhBAvvH///ZfGjRtz/PhxKlWqxO7duylcuLBJnZSUFOLi4vjpp5/o0aMHLi4unD17lv79+xtf0AHmzp37TB0LL4QQ4sVx+/ZtoqKicHd3J3/+/E96OOIRyOnv+Pr16zg6OgI4aq2vP8jnmLvC7EfAHfgG+A0IAw7f9WdO3LOpcwd4PBt/hRBCCCFeMIULF2bTpk289NJL/Pnnn7Rt25abN///O8/z58/TtGlTvL296dSpE59++im//PIL69evZ86cOSanYX399ddPYgpCCCGEEI+NWadkkhb0MlcUUBM4e8/z1sCxB+hXCCGEEELkoGTJkmzatInGjRuzb98+fHx8+Omnn4wnckVERJCcnMyxY8f49ttvAShfvjzFixcnJiaGQoUKcfXqVY4fP058fDwFChR4ktMRQgghhHhkzFphprU+m9N1n+aTgRlKqQ6AAuoppYYB49PLhBBCCCHEI1KlShV+/vlnbG1tCQ0N5aOPPiI1NZWSJUuyfPlywsPDeeWVV4z18+fPb9x+aWtrC6QdBy+rzIQQQgjxPDN3SyZKKV+l1G9KqRilVOn0ZwFKqbdyaqe1ng+MBiYBdsASwB/op7VeZu54hBBCCCFE7nh6erJy5UosLS1Zt26d8XSs5s2bG0/QzDBo0CDGjh1LoUKFiImJoVSpUgBs2rTpsY9bCCGEEOJxMStgdtdJl/8DnPj/ky6vkYuTLrXWwVrr0kBRwFVrXVJrPc+csQghhBBCiLxr06YNS5cu5ffff+fll1/OVH7s2DHGjBmDjY0NWmuqV68OYDxhc8+ePfzxxx+PdcxCCCGEEI+LuSvM+gA9tNbjgLvPFT8AVM+poVJqu1LKCUBr/Y/W+nL684JKqe1mjkcIIYQQQuSRj48PlSpVMt6npKS91v3zzz/Uq1ePkSNHUrFiRX755RdCQ0MpUqSISfshQ4Y81vEKIYQQQjwu5gbMHuSkSy/AOovn+YHGZo5HCCGEEEI8gO3bt1O9enXOnz+Pi4sLAwYMoHXr1rzxxht4eXlhZ2fHkCFDqFChAoUKFQJg165dpKamPuGRCyGEEEI8fOaekpnnky6VUh533VZRSrnedW8JtAIumDkeIYQQQghhptTUVIYMGcLx48dp164du3fvZuTIkVhYWKCUMtZr3749zs7O1KlThxo1apCamsrw4cMZN27cExy9EEIIIcTDZ+4KM3NOugwjbVWaBran32dcB4FAYIyZ4xFCCCGEEGaysLBg1apVFC1alPDwcHx9fVFKmQTLTp48SfXq1enevTupqanY26dtKpgxY8aTGrYQQgghxCNjVsDMzJMu3YFypAfY0u8zrhJAQa319+aMRwghhBBCPJjSpUuzdu1arK2tWbt2LYGBgQAkJyczevRoGjRoQNOmTdFa07t3bxITEwEwGAycOXPmSQ5dCCGEEHkUFxdHnz59qFixInZ2dpQqVYq+fftiMBhM6p07d4527dphb2+Pi4sLffv2Nb4D3Ou3337DysqKmjVrmjxPTk4mMDAQd3d3bG1tKVu2LGPGjHnq0zqYu8Iszyddaq3Paq2jtdYWWusD6fcZ10WtdUp2bYV40SmleimlopRSt5VSB5VSOeb7U0q9q5Q6ppS6k/7nO/eUK6XUKKVUjFLqllJqh1KqajZ92SilwpRSWilVM6s6Qgghng+enp7Mm5f2OjdhwgQWLVqEUorNmzcTFxdHpUqVsLW15bfffiMpKcnYrkOHDk9qyEIIIYQwQ0xMDDExMUyZMoWIiAgWLFjAxo0b+eijj4x1UlJSaNu2LTdv3mT37t0sW7aMVatWMXDgwEz9GQwG/Pz8eP311zOVffXVV8yaNYtvv/2W48ePM2nSJCZPnsz06dMf6RwflFkBM6XUSKVUOTA96TKPfVRRSrVSSr1592XOeIR4nqVvfZ4KjANqAbuAUKVUqWzqewI/AouAGul/LldK1b+r2hBgANAbqAvEAluUUgWy6HISEPNwZiOEEOJp16lTJ4YOHQpA9+7dCQsLY+HChSxZsoSvvvqKwYMHA5hs1wwPD38iYxVCCCGeJ15eXvTt25chQ4bg7OyMq6sro0aNAmDHjh1YW1uza9cuY/2goCBcXFy4ePFinj+rWrVqrFq1inbt2lGuXDmaNWvGuHHjWL9+PcnJyQBs3ryZY8eOERISQq1atXjjjTcICgoiODiY69evm/T3ySef0LFjRzw9PTN91t69e3nrrbdo27YtZcqUoX379rRo0YIDBw7kedyPk7krzN4FTiilfldK9VZKFblvi3RKqbJKqXDgKLABWJt+rUm/hBCmBgDztNZztdbHtdYBwHmgZzb1A4AtWusJWus/tdYTgG3pz1Fp/4UTAIzTWq/WWh8FOpO2vbrj3R0ppVoDLYBBj2JiQgghnk5jx47l7bffpkOHDlStWpXy5cvzwQcfoJRiyJAhlChRAq21sX5SUhIbNmx4giMWQgghng8LFy7E3t6effv2MWnSJMaMGcOWLVvw8vIiICAAX19fDAYD4eHhDBs2jODgYNzc3AAYP348Dg4OOV53B9zuZTAYKFiwIFZWaedD7t27l2rVqlG8eHFjnZYtW3Lnzh0OHjxofDZ//nxOnz7NyJEjs+y3UaNGbNu2jRMnTgBpX7Tt3r2bNm3aPPDv61Ey65RMrbVH+vatD0n7j/n/KqW2AiHAWq11Qg7Np5F2yuYbwBnS8pkVBoKQ/ygXwoRSyhqoDUy8p2gz8Go2zTyBr+95ton0gBlpeQNd0/sAQGt9Rym1M73P2emfXQwIBt4GcvrfdMZYbQCbux5ltVpNCCHEM8DCwoJly5ZhbW1tspIMwNLSkmbNmrFo0SKT571796Zt27aPc5hCCCFEnty8eTPPbWxsbIwBpOTkZO7cuYOFhQW2trb37TfjgJy88PDwMAaeKlSowLfffsu2bdto3vz/2LvvsKyr/4/jzw83ICoKOAHFbbnT/Km5y9wzsjTLkStza87K1IZibnN+HZWj+maWqalpZa5Qc2caWRjlQlMQVBQEzu8P9P5yCzhQlr4e18UVn7M+5+BV0vs+530a8d577/H999/zyiuvcPjwYTp16oS///+y77z66qu0a9fuluMXKlQo2fLz58/z7rvv0qtXL3tZaGgoBQsWdGjn5eWFq6sroaGhQMKlQCNHjmTbtm32n9PNRowYQUREBGXKlMFmsxEXF8e4cePo0KHD7X8gGShVATMAY8xh4A3gDcuyapOwM2U6MA/IfYuuNYEGxph/LcuKB+KNMdsty3od+ICEI2cikiAfYAPO3FR+hoSgV3K8b9PeO1HZzW2Kgn0X2sfAPGPMHsuyit3BXF8Hkv9IQUREspxs2f73GUh8fDxLliyhY8eOPP300wQGBuLn58fx48ftbUJCQggPD8fLyysjpisiInJb7u7ud91n+fLlPP/88wCsXLmSdu3aUb9+fTZv3mxvU6xYMc6dO5ekb+Ld2HeqUqVKDs8+Pj6cPZuQBcvV1ZVly5ZRqVIlihYtyvTp0x3a5smThzx58tz1OyMjI2nRogXlypVLskvs5g/OIGFdlmURFxfHiy++yNtvv80jjzyS4viff/45y5Yt49NPP6V8+fIcOHCAQYMG4evrS5cuXe56vukl1Un/b3IZuALEAC63aWsDLl3//hxwY2/f38Cj92k+Ig+am/9LayVTdrftb9WmPwmB74C7mGMA4JHoq/Bd9BURkUzspZdeomvXrrzxxhv07NmTggULMmDAgCTtEn/KLSIiInfPxcUxpGJZlsNtkoGBgUDCLZdhYWEObVNzJPPixYs0bdoUd3d3Vq5c6fB+b29v+06yG8LDw7l27RoFCxbk4sWL7Nmzh379+uHs7IyzszPvvPMOBw8exNnZmU2bNgEwbNgwRo4cyQsvvEDFihXp1KkTgwcPJiDgbv53M/2leoeZZVnFSdhV9hLwCLAVGAt8cZuuvwKVSDiOuQsYbllWDPDK9TIR+Z9zQBxJd5MVIOkOsRtCb9P+xn/xvIHTKbRpADwBRN/0icIey7I+McYk+RjAGBMNRN94Tu6TCBERyZratGnDf//7XyZNmsSHH35IUFAQnp6eHDx4kGXLltnb3SovioiISEa7dOnS7RvdJPGOa39/fy5duoSTk+Peo5CQkHud2h0JDg5m8ODBLFiwgOXLl9O5c2d++OEH+3zu9khmZGQkTZo0IVu2bKxevRo3NzeHtjVr1mTcuHGcPn3anidt48aNZMuWjapVq+Lu7s6hQ4cc+syZM4dNmzaxYsUKihcvDkBUVFSSn5nNZnMIBGZGqQqYWZa1g4TcY4eAj4BPjTEn77D7e8CNg7yjgG9IuPXvPKA7yUUSMcbEWJa1F2iE46UYjYBVKXTbcb0+cR6zxkDg9e//IiFo1gjYD/ZcafWBEdfbDCDh388bfEnIg9aehEC3iIg8RF544QWOHDliz21SunRp6tSpw4QJE/jyyy+5cuUKkHB089NPP+XFF1+8zYgiIiLpLzU5xRK7sYvqfo97J+Li4ujUqRONGzema9euNGvWjIoVKzJlyhT7DdZ3cyTz4sWLNG7cmKioKJYtW0ZkZKT95sv8+fNjs9lo3Lgx5cqVo1OnTkyaNImwsDCGDh1Kz549yZ07IRNXhQoVHMYtUKAAbm5uDuWtWrVi3LhxFClShPLly7N//36mTp1Kt27d7sePJs2kdofZj0CP63nM7ooxZkOi748B5SzLygOEm9Qc8BV58E0FllqWtYeEYNgrQBES8gViWdYS4KQx5vXr7WcAWy3LGkFCUK0NCZds1AEwxhjLsqaTkH/wD+APEvIRRgGfXm/zT+IJWJZ146OYYGPMibRaqIjcSXqjAAAgAElEQVSIZF5jx47lt99+Y8WKFfj7+/Pzzz9z6tQpcuTIYQ+YAQwaNEgBMxERkfts3LhxhISEsGbNGiDhuOTChQtp164djRo1onLlync13t69e9m1K2EvRKlSpRzq/vrrL4oVK4bNZmPt2rX06dOH2rVrkz17dl588UUmT558V++aOXMmb731Fn369OHs2bP4+vrSq1cvRo8efVfjpDcro2JUlmWVAkoCW40xVyzLshQwE0meZVl9gOGADwnHmgcbY7Zer9sMhBhjXk7U/jkSdnOWAIKBN40xXyWqt0hI0N8L8CJh11hfY8yvKby/GAk706oYYw7c4ZxzAxE3riYWEZGsLyoqinr16rF3717Kly9PuXLl+OKLL8iTJw/x8fFcuHABgOjoaFxdXTN4tiIi8jC6evUqf/31F8WLF09yxFAeDLf6M46MjMTDwwPAwxgTeS/vSVXSf8uybJZldbcs61PLsr63LGtT4q/b9M1rWdYPwFFgHQkBAICFlmVNSc18RB50xpg5xphixphsxpiqN4Jl1+ueTBwsu162whhTxhjjaowpmzhYdr3eGGPGGmN8jDFuxpj6KQXLrrcPMcZYdxosExGRB1OOHDlYtWoVPj4+BAcH07FjRwYOHMixY8do0qSJvd3AgQMzcJYiIiIi9y5VO8wsy5oFvAysJSFpuMMgxpjBt+i7hITk4j2A34DHjDHHLMtqDEwzxpS/6wmJSKajHWYiIg+uvXv3EhcXR/Xq1e1lZ8+epWDBgkBC/pIzZ1K6m0ZERCTtaIfZgy+9dpilNofZC0A7Y8y6VPRtDDQxxpy46Ra9P4CiqZyPiIiIiKSTqlWrOjzHxMSQP39+fH19OXXqFGfPniUoKIgyZcpk0AxFRERE7k2qjmQCMcCfqeybk4Tk4jfLB0SnckwRERERyQB79+7lkUceoVu3bpw6dcpe3rt37wyclYiIiMi9SW3AbAow0Lppi9gd2gp0TvRsLMtyAoaRcPumiIiIiGQRs2fP5u+//+bLL7/Esiz70YjNmzcTGhqawbMTERERSZ3UBszqAC8BwZZlrbEs66vEX7fpOwzoZVnWesAVmEjCrX/1gBGpnI+IiIiIZIDZs2dTvXp1Ll68SPHixVm2bJm97sUXX8zAmYmIiIikXmpzmF0AVqamozHmiGVZlYDeQBwJRzS/AmYbY06ncj4iIiIikgGyZ8/O119/TfXq1Tl27Bjz58/H2dmZ2NhY9uzZk9HTExEREUmVVAXMjDFdU9PPsixn4E3gQ2PMmNSMISIiIiKZi4+PD6tXr6ZOnTps3LiRkiVLEhwczMWLF9m0aRMNGjTI6CmKiIiI3JXUHskEwLKs/JZl1bEsq7ZlWflv194YE0vCkUzbvbxXRERERDKXKlWq2I9jBgcH28ufe+65jJqSiIiISKqlKmBmWVZOy7I+BE6TkMR/G3DKsqxFlmXluE3374EnU/NeEREREcm8/P39GT9+PM2aNcPV1RWA8PBwBg4cmMEzExEREbk7qd1hNhWoD7QCPK9/tbleNuU2fdcDAZZlTbYsq4NlWa0Tf6VyPiIiIiKSCYwcOZI1a9awZMkSe9msWbMwxmTgrERERCQlxhiaNWuGZVl8/fXXDnX//PMPrVq1ImfOnOTLl48BAwYQExPj0Gb27NmULVuW7Nmz8+ijjzr8DnDDhQsX6Nu3Lz4+Pri5uVG2bFnWrVuXpuu6V6lN+t8WeM4YszlR2TrLsq4Ay0lI6J+Sudf/+VoydQYd1xQRERHJsizLwmaz8dxzz2FZFsYY4uPjeeutt3jvvfcyenoiIiJyk+nTp2NZVpLyuLg4WrRoQf78+dm+fTvnz5+nS5cuGGOYOXMmAHPnzuX1119nwYIFVKtWjZ9//pmePXvi5eVFq1atAIiJiaFRo0YUKFCAFStWULhwYY4fP06uXLnSdZ13K7U7zHIAZ5IpP3u9LkXGGKdbfClYJiIiIvIAsNlslClTxv48fvz4JJ9Ii4iIyP88+eSTDBgwgOHDh5MnTx68vb0ZO3YsAJs3b8bV1ZVt27bZ20+ZMoV8+fJx+vTpVL/z4MGDTJ06lQ8//DBJ3caNGzly5AjLli2jSpUqNGzYkClTprBgwQIiIyMBWLp0Kb169aJ9+/aUKFGCF154ge7du/P+++/bx/nwww8JCwvj66+/pnbt2hQtWpQ6derw2GOPpXre6SG1AbMdwNuWZbndKLAsKzsw5nqdiIiIiDzkpkz5X6YOYwyvvvpqBs5GREQedpcvX07x6+rVq3fc9sqVK3fUNjUWL15Mzpw52bVrFxMnTuSdd97hu+++48knn2TQoEF06tSJiIgIDh48yJtvvsmCBQvw8fEBEj6ccnd3v+VX4oBbVFQUHTp0YNasWXh7eyeZy44dO6hQoQK+vr72siZNmhAdHc3evXsBiI6Oxs3NzaFf9uzZ+fnnn7l27RoAq1evpmbNmvTt25eCBQtSoUIFxo8fT1xcXKp+RukltUcyB5GQi+yEZVkHSThKWRmIBhon18GyrAbALOAJY0zkTXUeQCDQ2xizNZVzEhEREZFMpFmzZvj5+XH8+HEAPvroI6ZMmYKXl1cGz0xERB5G7u7uKdY1b96ctWvX2p8LFChAVFRUsm3r16/P5s2b7c/FihXj3LlzSdqlJn9npUqVGDNmDAClS5dm1qxZ/PDDDzRq1Ij33nuP77//nldeeYXDhw/TqVMn/P397X1fffVV2rVrd8vxCxUqZP9+8ODB1KpVizZt2iTbNjQ0lIIFCzqUeXl54erqSmhoKJAQQFu4cCHPPPMMjz/+OHv37uXDDz/k2rVrnDt3Dh8fH44dO8amTZt46aWXWLduHX/88Qd9+/YlNjaW0aNH3/XPKL2kKmBmjDlkWVZpoCNQBrCA/wKfGGOupNBtELDg5mDZ9fEiLMv6DzCYhFs3RUREROQBMHHiRDp06GB/9vf3d/ifDBEREfmfSpUqOTz7+Phw9uxZAFxdXVm2bBmVKlWiaNGiTJ8+3aFtnjx5yJMnzx29Z/Xq1WzatIn9+/ffsl1yuc2MMfbyt956i9DQUJ544gmMMRQsWJCXX36ZiRMnYrMlZN2Kj4+nQIECzJ8/H5vNRtWqVTl16hSTJk168AJmlmW9Dpwxxiy4qbybZVn5jTHvJ9PtMWDELYbdCAxNzXxEREREJHPy9/fHycmJ+Ph4ALZs2cKIESMccpuIiIikh0uXLqVYdyO4c8ONIFVynJwcs1uFhITc07wSc3FxcXi2LMv+dyhAYGAgAGFhYYSFhZEzZ0573fjx4xk/fvwtx1+/fj1169Zl06ZNBAcH4+np6VDftm1b6taty+bNm/H29mbXrl0O9eHh4Vy7ds2+8yx79ux8+OGH/Oc//+HMmTP4+Pgwf/58cuXKRb58+YCEoJ+Li4vDz7hs2bKEhoYSExODq6vrnf540lVqj2T2Al5MpvwwCTvNkvsNqCBw7RZjxgL5UzkfEREREcmEsmXLRrNmzRyOuUyePJkBAwY4HAsRERFJa4mDSxnV9l4EBwczePBgFixYwPLly+ncuTM//PCDPYB3N0cyR44cSY8ePRzqKlasyLRp0+y3W9asWZNx48Zx+vRpe560jRs3ki1bNqpWrerQ18XFhcKFCwPw3//+l5YtW9rnVbt2bT799FPi4+PtZUePHsXHxyfTBssg9QEzbyC5axj+BXxS6HMSqAj8mUJ9pRTGFBEREZEs7P3333cImNWuXZv8+fU5qYiIyJ2Ki4ujU6dONG7cmK5du9KsWTMqVqzIlClTGDZsGHB3RzK9vb2TTfRfpEgRihcvDkDjxo0pV64cnTp1YtKkSYSFhTF06FB69uxJ7ty5gYTA188//0yNGjUIDw9n6tSp/PrrryxevNg+Zu/evZk5cyYDBw6kf//+/PHHH4wfP54BAwbc648lTaX2lszjQO1kymsDp1Losw54J/HNmjdcv2HzbeCbVM5HRERERDKp8uXLU6BAAfvzrl27OHDgQIrJlEVERMTRuHHjCAkJYf78+UBCwGvhwoWMGjWKAwcOpMk7bTYba9euxc3Njdq1a9OuXTueeeYZJk+ebG8TFxfHlClTeOyxx2jUqBFXr14lMDCQYsWK2dv4+fmxceNGdu/eTaVKlRgwYAADBw5k5MiRaTLv+8VKza0NlmWNAIZd/9p0vfhpYCIwxRgTkEyfgsA+II6E2zJ/J+F2zbJAX8AGPG6MOXP3yxCRzMayrNxAREREhP3TBxEReXjNmDGDQYMG2Z/r1KnDmTNn6NWrF0OGDMnAmYmIyIPk6tWr/PXXXxQvXhw3tyT7deQBcKs/48jISDw8PAA8krt08m6kNmBmAROAAcCNA6dXgfeNMe/col9RYC7QhISbNSEhaLYB6GOMCbnryYhIpqSAmYiIJHbp0iU8PT2Ji4tLUvfdd9/RsGHDDJiViIg8aBQwe/ClV8AsVUcyTYIRJCTpf4KEGzDz3CpYdr3f38aY5kA+oMb1vvmMMc0VLBMRERF5cLm7u9OiRQsg4SKAxNq2bUtwcHBGTEtEREQkWanNYQaAMeaSMWa3MeZXY0z0XfQLv97vZ2NM+L3MQURERESyhlGjRgEQHf2/XxuLFy9OZGQkrVq1IjLynj4IFhEREblv7ilgJiIiIiJyp/7v//6PkiVLAv/bZVayZEl8fX357bff6NChQ7JHNkVERETSmwJmIiIiIpIuLMuyXyF/Y5fZ999/zwcffICLiwvr1q1jwoQJGTlFEREREUABMxERERFJRx07diTh/qgE77zzDhMmTCA2NhbLsmjQoEEGzk5ERB4UqbngULKG9PqzVcBMRERERNJNnjx5qFevHpCw46xUqVIEBQVhjOHRRx/Fx8cng2coIiJZmYuLCwBRUVEZPBNJKzf+bG/8WacV5zQdXURERETkJqNGjWLLli0YY5gyZQr9+/cnICCAixcvkj9/fgA++eQT6tatS5EiRTJ4tiIikpXYbDY8PT05e/YsADly5HDY2SxZlzGGqKgozp49i6enJzabLU3fZ2mbooikBcuycgMRERER5M6dO6OnIyIimUh8fDxeXl7J3oo5duxYvLy8GDhwIFWqVGHbtm3kzJkzA2YpIiJZlTGG0NBQLly4kNFTkTTg6emJt7d3soHQyMhIPDw8ADyMMfd0/bYCZiKSJhQwExGRW3njjTcICAhIUp4jRw66d+/O3LlziY2NpW3btixfvhwnJ2USERGRuxMXF8e1a9cyehpyH7m4uNxyZ5kCZiKS6SlgJiIit3Lq1CkKFSqUbJ2rqysxMTHYbDbi4uIYM2YMY8eOTd8JioiISJZzPwNm+qhORERERNKdr68vNWrUsD8nPnYZExPDG2+8wX/+8x8A3n77bb744ot0n6OIiIg8vBQwExEREZEM8cYbb9i/v3z5skPd1q1b6datG4MHDwagS5cu7Nu3L13nJyIiIg8vBcxEREREJEM0b96cggULJim32Wxs376dL7/8knHjxlG1alWuXLnCtm3bMmCWIiIi8jBSwExEREREMoSzszO9evVKUn7j1qthw4ZRt25d9u3bx7hx4xg4cGB6T1FEREQeUgqYiYiIiEiG6d69u8Nzw4YNOXLkCL6+voSEhGCz2fD09KR8+fL2NtHR0ejiKhEREUlLCpiJiIiISIYpUqQItWrVsj8HBgZSuHBhAgICsCyL6tWrc+jQIdq0aQPAyZMnqV27NlOmTMmoKYuIiMhDwDmjJyAiIiIiD7cRI0bYA2JRUVEsXbqUZ599lvXr19OkSROHtmvXrmXv3r3s27ePsmXL0qJFi4yYsoiIiDzgLG1nF5G0YFlWbiAiIiKC3LlzZ/R0REQkE4uNjSVfvnxEREQA4OrqSo4cOYiIiOCXX36hQoUKAOzbt4/hw4dTqFAhlixZQq5cudi5cyflypXLyOmLiIhIJhEZGYmHhweAhzEm8l7G0pFMEREREclQzs7O9OnTx/4cExNDZGQkxhjefvttgoKCGD58OF27duWHH37AxcWFevXqcfHiRVq3bs358+czcPYiIiLyINIOMxFJE9phJiIid+PEiRP4+fnZn+vWrcv27dsxxuDu7s6lS5cYN24chw4dYubMmQBUq1aNkJAQnnrqKTZs2ICLi0tGTV9EREQyAe0wExEREZEHSuHChalfvz6QsOPsscceo127dva6Vq1a8fzzz/PZZ5+RL18+8uXLx5o1a3B3d+fHH39k1KhRGTl9ERERecAoYCYiIiIimcKwYcOAhJxmK1euZNSoUViWRVBQEGPGjKF06dIO7Y0xfPLJJzz22GP07t07I6YsIiIiDygFzEREREQkU2jatCmFCxcGwGaz8dZbb2Gz2QAYPXq0vV1cXByjR4/mscceIzQ0lL1791KsWLGMmLKIiIg8oBQwExEREZFMwWaz0bNnTwDy5s3LgQMHiI2NxbIsfvnlF37//Xd69OjBSy+9hKenJ8YYDh06ZA+qAXzzzTcEBwdn1BJERETkAaGk/yKSJpT0X0REUuPkyZP4+flx43fU4sWLM2/ePOrVq8fRo0epUqUK8fHx/PDDDzg5OfHkk0/a+y5btozOnTtTpkwZdu7cqb9/REREHjJK+i8iIiIiD6RChQrx1FNP2Z+rVq1K/fr1cXNzo1KlSvTq1QuAwYMHU7duXYe+Tz/9NL6+vvz222906NCBuLi4dJ27iIiIPDgUMBMRERGRTGXIkCH271evXk1MTAxXrlzh6tWr1KtXD09PT3755RcWLFgAwOXLlxkwYABhYWF8/fXXuLm5sW7dOl5//fWMWoKIiIhkcQqYiYiIiEim0qRJE/LmzQtATEwM3bp1o2jRopQuXZoOHTrQsWNHAEaNGkV4eDivvfYaM2fO5OWXX6Zq1ap8/PHHAEyaNInFixdn1DJEREQkC1PATEREREQyFZvNRr9+/ezP69at499//8XJKeFX1/3791OuXDnOnz/P6NGjGTNmDBUrVuT999/Hsizat2/PqFGjAHjllVfYsWNHhqxDREREsi4FzEREREQk03nllVewLAuAqKgobDYbX331FdmyZeOnn36ic+fOAMyZM4dz585x4MABGjRoYO//9ttv4+/vT0xMDOvXr8+QNYiIiEjWpYCZiIiIiGQ6vr6+NG3a1P4cFxfHmjVr6N27NwBfffUVbdu2JT4+nn79+tmDawBhYWFERkayZMkSPv30U9555510n7+IiIhkbQqYiYiIiEim1L9/f4fnmTNnMmDAALJnz87PP/9M06ZNyZEjB9u2beOzzz4DYPv27fbbNHPmzEmHDh3s/WNiYnRzpoiIiNwRBcxEREREJFNq3LgxRYsWtT+HhYXRoEEDChYsCMCMGTPsN2EOHTqUyMhIXF1dCQ0NZf/+/YSFhdn7hoeH06RJE4YNG5a+ixAREZEsSQEzEREREcmUbDYbPXv2dCgLCQkhNDSU3Llz4+npSefOnSlVqhSnT5/m3XffpXr16qxevZr9+/fbb9oE2LZtG5s3b2batGnMnj07vZciIiIiWYwCZiIiIiKSaXXv3t1+O+YNH3/8Mb/88gtbt26lSJEizJgxA4BDhw4RHx9P8+bNyZkzp0Of1q1bM378eAAGDBjAN998kz4LEBERkSxJATMRERERybS8vb3x9/d3KFu0aBFFixa1J/pv3rw5mzdvZv369UmCaytXrmTKlCkAjBw5ku7duxMfH88LL7zAvn370mcRIiIikuVYxpiMnoOIPIAsy8oNRERERJA7d+6Mno6IiGRhW7Zs4cknn3QoO3ToEIUKFcIYw6xZsxg6dCg5cuRwaLN7926qV6+Ok5MTO3fupFq1aly7do3mzZvz/fff4+Pjw65du/Dz80vH1YiIiEhaiYyMxMPDA8DDGBN5L2Nph5mIiIiIZGr16tWjVKlSDmXPPvssvr6+1KlThzFjxjBnzhwgIbn/m2++yeXLl6lWrRpdunRh2LBhPPbYYwC4uLiwYsUKypcvz+nTp3nppZfQB8giIiJyMwXMRERERCRTsyyLgQMHOpQFBwdz9epVKleuDEBAQAAXLlygadOmjB8/noCAAAA++ugjJkyYgKurq72vh4cHa9eupUaNGsydO9d+tFNERETkBgXMRERERCTT69SpE9myZQPAycmJ+Ph4evbsydKlSylbtixhYWFMmzaN119/nbJly9KgQQMAh2CYMYZjx44BULRoUXbs2EH58uXTfzEiIiKS6SlgJiIiIiKZnoeHB507dwYgPj4em82Gu7s7NpuNd999F4CpU6dSq1YtfvnlF3vA7IaLFy/y/PPPU6VKFUJCQgDHYNqWLVuYNWtW+ixGREREMj0FzEREREQkS+jTp4/9ex8fHx555BEAmjVrRuXKlbl06RLvv/8+zs7O9naxsbEAZM+endOnT3PlyhV27tzpMG5QUBCNGjWif//+rFixIh1WIiIiIpmdAmYiIiIikiVUrlyZWrVqAXDixAmWLFnC0qVLKV68OBUrVgRg9uzZnDhxgmvXrjFp0iQqVKjAxYsXcXZ2ZtmyZezYsYMXXnjBYdxHH32UXr16AQlHP28OqImIiMjDRwEzEREREckyevfuDYCXlxerV6/m1KlTnD17liNHjvDUU0/RuXNnnJ2diY2NZd68efz++++MHTsWgOLFi1O1atUkY1qWxfTp02nZsiVXr16ldevW9lxnIiIi8nCydI22iKQFy7JyAxERERHkzp07o6cjIiIPiKtXr1K4cGHOnz+Pm5sbV69epXz58uzfvx8nJydsNpu97bfffkuzZs2w2Wzs27ePSpUq2etOnjzJqFGj+OCDD8iVKxcAly5dol69euzfv58yZcoQGBiIl5dXuq9RREREUicyMhIPDw8AD2NM5L2MpR1mIiIiIpJluLm50b17dyAheGaz2Shbtqz9IoDEmjZtynPPPUdcXByvvvoq8fHxQMJtma1ateLjjz9m6NCh9vbu7u588803FC5cmKCgIJ599lliYmLSb3EiIiKSaShgJiIiIiJZyo18YzcULFiQbNmyYYzh5MmT/Pbbb7Rp04affvqJ6dOn4+7uzo4dO1i0aBGQcARzxowZVK9enSFDhjiM5evry9q1a8mVKxe+vr7oNIaIiMjDSUcyRSRN6EimiIikpaZNm7JhwwYgYdfZ3r176d69OyEhITRt2pSPP/6YWrVqsX37dmbMmMHgwYPx8vLi999/J3/+/EDCTjPLspId/+jRo5QuXTrFehEREcl8dCRTRERERB5q/fr1s39/9epVli5dyh9//MGFCxdo2bIl2bNnJzAwkFWrVtGvXz8qV65MeHg4w4YNs/dLHAw7evQosbGx9udHHnnEXh8fH8/evXvTYVUiIiKSWShgJiIiIiJZTrNmzShcuLD9ecKECVy8eJHdu3fTtm1bBg8eDMDIkSMBmDt3LpZlsXjxYrZs2eIw1meffUblypV58803k7wnOjqa9u3bU7NmTTZv3px2CxIREZFMRQEzEREREclybDYbffr0cSiLiYlhxYoVAAwfPpx8+fLx+++/s2jRIp544gleeeUVAHr37u2QzN/V1ZUrV65w8OBBh11mAC4uLliWxbVr1/D39ycoKCiNVyYiIiKZgXKYiUiaUA4zERFJa2fPnqVQoUIOQa68efPy999/c+7cOb788kuGDBlCwYIF+fPPP7l27RqPPvoo//77LwEBAfbdZwAbNmygYcOGSW7aBLhy5QpPP/00O3bsoESJEuzcudOeB01EREQyD+UwExEREZGHXoECBXj++ecBcHJK+LX2/PnzPPvss5QqVYrs2bNTokQJzpw5w9y5c/Hy8mLy5MkAvPPOOxw7dsw+VpMmTRyCZYk/VM6ePTurVq2iRIkSHDt2jNatW3PlypX0WKKIiIhkEAXMRERERCTLunEsM3EC/z179hAbG8uePXuYOnUqkyZNon///gB06tSJp556Ch8fH86fP59kvPj4eMaPH8/AgQMdyvPnz8+6devw8vJi586ddO7cmfj4+DRcmYiIiGQkHckUkTShI5kiIpIejDFUrlyZX375xaH87bffZvTo0cn2OX36NB4eHuTIkSNJ3a5du3jiiScA+Omnn6hVq5ZD/ZYtW2jUqBFOTk7s3LmTypUr36eViIiIyL26n0cyFTATkTShgJmIiKSXhQsX0rNnT4eyxx9/nD179jjsPIuNjeXixYt4eXndcrx3330XX19funXr5tD/hs8//xw/P78kwTQRERHJWAqYiUimp4CZiIikl6ioKHx9fYmIiHAo//7776lduzZ//fUXERERdO/enbJly9pv0oyLi2POnDkcPHiQhQsXpvr9cXFxyV4WICIiIulLSf9FRERERK7LkSNHkh1mAKNGjaJEiRK0bt0aNzc3goKC+PLLLwkMDAQgKCiIwYMHs2jRIjZv3pzs2NHR0SxdupSUPmQ+ePAgFStWTHIkVERERLI2BcxEREREJMvr3bu3/fsbxyh37tzJlStXiImJIWfOnHTt2hWAQYMGER8fT/ny5RkzZgxz5syhXr16ScaMjY3lySefpHPnzixatCjZ97711lv89ttvtGjRglOnTqXBykRERCQjKGAmIiIiIlleiRIlaNWqFZBwEUCZMmUAqFatGn/88QelS5fmvffew93dnd27d/PJJ58ACQGv3r174+SU9NdiZ2dnWrduTZ48eShUqFCy7128eDFlypThxIkTtGzZkkuXLqXRCkVERCQ9KWAmIiIiIg+E/v37278/efIkkJDf7AZvb2/efPNNAEaOHJkkuHXp0iWOHj3qUDZixAgOHz5Ms2bNkn2nl5cXa9euJX/+/Ozfv58OHToQFxd3X9YjIiIiGUcBMxERERF5IDz99NM88sgjAFStWpVatWoxYcIEXF1dMcawadMmevfuTfHixTl16hQTJ0609z148CAVKlSgTZs2XL161V7u5OSEt7e3/fnixZH2rkkAACAASURBVItJ8pmVKFGC1atX4+bmxjfffMOgQYNSzHkmIiIiWYMCZiIiIiLyQHBycrLvMtu/fz+BgYFMmzYNgJdeeomnn36aTz75hMmTJwOwZ88ee2CrSJEiXL16laCgIMaPH5/s+Pv27aNy5crMmDEjSd0TTzzB0qVLAZg1axZLliy57+sTERGR9KOAmYiIiIg8MLp06UKuXLmIiIigdevWTJgwgfDwcLy8vHB1dSUsLAx/f39++OEH1q5da78gwMvLi1mzZgEQEBCQ7K2XO3bs4NixY8ydO5fo6Ogk9c899xwTJ06kSZMm+Pv7p+1CRUREJE1Z2i4uImnBsqzcQERERAS5c+fO6OmIiMhDpH///syaNYvHHnuMSpUqsXLlSmJjYwkMDKRKlSop9jPG4O/vz6pVq6hcuTK7du3C1dXVoX7atGl07doVLy+vFMeIj4/HZrPd93WJiIjIrUVGRuLh4QHgYYyJvJextMNMRERERB4offv2BRLyki1dupQSJUpQqlSpZNuGh4czadIk4uPjsSyLefPmkSdPHg4cOMC4ceMc2lqWxWuvvZZisOxGmxvBMmMMkydP5siRI/dpZSIiIpJeFDATERERkQdKmTJlaNSokf05PDycF154wb677J9//uHbb78lNjaW//u//2P48OH2/GPe3t7MmTMHgHHjxrFnz54U37Nhw4Zk85ndMHv2bIYNG0ajRo0ICQm5DysTERGR9KIjmSKSJnQkU0REMtKaNWto3bq1/TlPnjwcP36cI0eOULt2bXLmzMmxY8dYsGABw4cPx8fHh6NHj+Lu7g5A+/btWb58OeXKlWPv3r24ubk5jH/gwAEef/xxLMti69at1K5dO8kczp8/T/369Tl8+DAlS5Zk+/btDjduioiIyP2lI5kiIiIiIrfQvHlzihcvbn8OCwtj3rx5bNu2jeLFi1O5cmXCwsIYMGAAJUuW5PTp00yYMMHefvbs2RQoUIAjR44wZsyYJONXrlyZ7t27061bN6pVq5bsHPLmzcvGjRspXrw4wcHBNGnShPDw8Pu/WBEREbnvtMNMRNKEdpiJiEhGmzx5MsOGDbM/u7q6EhMTwzvvvMNbb71lL//666/x9/cnW7ZsBAUFUaxYMQBWrVrFM888g2VZbN++nVq1ajmMHxcXh5OTk/2mzZQEBwdTp04dQkNDqVmzJt999x05c+a8fwsVERERQDvMRERERERuq1u3bg5HKWNiYgCYM2cOV69etZe3adOGp556iujoaIYMGeJQ3rlzZ4wxvPzyy0RFRTmMb7PZ7MEyYwyff/450dHRSeZRsmRJNm7ciKenJzt27KBt27bEx8ff17WKiIjI/aWAmYiIiIg8kPLkyUPHjh0B7LnJXFxcCA0N5aOPPiI6OpoPPviAkJAQZsyYgc1m46uvvmLDhg32MWbMmEGhQoX4448/mD9/forvGjFiBC+88AK9evUiuRMcFStWZN26deTKlQt/f3+cnPRruIiISGbmnNETEBERERFJK/3792fhwoVERUWRPXt2rly5AkBAQACBgYEsW7aMn3/+mWXLljFw4EAiIiJ4/PHH7f09PT358MMP+fXXX+nfv3+K72nYsCHTp0+nfPnyKbapWbMmwcHB5M+f//4tUERERNKEcpiJSJpQDjMREcks6tevz9atW6lWrRq7d++25zJ7/fXXWbJkCWPHjqVHjx4YY26bj+xW/vnnH4oUKXLH7c+dO8fnn39O3759U/1OERER+R/lMBMRERERuUMDBw4E4Pfff8eyLHsus2XLlhEUFESPHj0AkgTLEuc5u+Hy5cssXbo02fckDpbFxsYSEhKS4pyuXr1KvXr16NevH++///5drUdERETSngJmIiIiIvJAa9OmDcWKFSMyMtKeX8zNzY3jx48nG/wKCQmhZcuWvPTSSw7l0dHR1KhRg86dO7N8+fIU3xcREUGLFi2oW7cup0+fTraNm5sb3bt3B2DkyJG3zI8mIiIi6U8BMxERERF5oNlstiT5x27sHhs/fjzR0dFs27bNnrD/4sWLfPvtt3z11VesX7/e3idbtmy0adMGHx+fW+YhM8bwzz//EBYWxpEjR1JsN2TIEN544w0AXn31VT7//PN7WaaIiIjcR8phJpIFWJbVBxgG+ACHgUHGmG23aN8WeBcoCQQDbxpjViaqt4AxwCuAF7AL6GuMOZyozWqgMlAACAe+B0YYY07d4ZyVw0xERDKNCxcuULhwYS5fvmwvy5EjB1FRUUyePJmxY8dy6dIlli9fzvPPP8+QIUOYOnUqxYoV4/Dhw+TIkQOAa9euERkZSd68eW/5vj///JOLFy9SpUqVW7YzxtC3b1/mzp2Ls7Mza9asoWnTpve+YBERkYeQcpiJPEQsy2oPTAfGAVWAbcB6y7KSzSpsWVZN4HNgKfDY9X8utyyrRqJmw4HXgH5ANSAU+M6yrFyJ2vwItAMeBdqSEHxbcf9WJiIikn48PT3p2rWr/dnZ2ZkuXboAMG3aNIYOHUqvXr2oU6cOAG+//TZ+fn6EhITwzjvv2Pu5uLg4BMsiIiKSfV+pUqUcgmU38qbdzLIsZs2aRYcOHYiNjeXZZ5/lp59+Sv1CRURE5L5QwEwk83sNWGSMWWiM+c0YMwg4DvROof0g4DtjTIAxJsgYEwD8cL38xu6yQcA4Y8xXxphfgS5ADuDFG4MYY6YZY3YaY/42xgQCE4AnLMtySauFioiIpKUBAwbYv4+NjaVw4cIUKlSIkydPkj9/fubNm4ePjw8A7u7uzJo1C4ApU6bw66+/Jhlv6dKlFC1alK1bt97yvceOHePxxx/ns88+S7beycmJxYsX07x5c7y9ve1zEBERkYyjgJlIJmZZlitQFdh4U9VGoFYK3Wom035DovbFAe/EbYwx0cCWlMa0LCsP8BIQaIy5dhdLEBERyTRKly5Ny5Yt7c+zZs1i6NCh5M+fn2zZsjm0NcbQunVrnnnmGWJjY+nVqxfx8fEObTZt2kRERAQvvfQSYWFhKb538eLFHD58mLfeeivFnWYuLi588cUXBAYGUqJEiXtYpYiIiNwPCpiJZG75ABtw5qbyMyQEvZLjfZv23onKbjmmZVnvW5Z1GTgPFAHapDRRy7KyWZaV+8YXkCultiIiIhll4MCBQMJRyAYNGvD777/Tp08f+42V//77L3369GH48OEAfPDBB7i7u3P27FlOnXJM4zlz5kxKly7NiRMn6NGjBynlBh49ejTDhw9ny5YtuLq6pji3HDly4O39v7+KN2zYwPHjx+9pvSIiIpI6CpiJZA03/wZuJVN2t+3vpM0kEvKmNQbigCXXj3Qm53UgItHXiVvMT0REJEM8/fTTlC9fHmMMzs7OzJs3j2nTptlzkR04cIC5c+cyffp0Tp48iZ+fHxs3buTQoUMULlzYYSx3d3c+++wzXFxcWLlyJfPnz0/2nTabjffff59ChQrd8TxXrVpFy5Ytady4Mf/++2/qFywiIiKpooCZSOZ2joRA1c27yQqQdIfYDaG3aR96/Z+3HdMYc84Yc9QY8x3wAtAceCKF9wYAHom+CqfQTkREJMNYlsWgQYMA+PHHH+nUqROff/45uXLl4ssvv+TMmTMMGzaM77//3h7gqlmzJm5ubsmOV7VqVQICAgAYPHgwR44cue0cfvrpJ3r06EFcXFyKbapUqYK3tzdBQUE0a9aMyMh7uuhLRERE7pKV0tZxEckcLMvaBew1xvRJVHYEWGWMeT2Z9p8DuYwxzROVrQcuGGM6XN8hdgqYZoyZeL3eFTgLjDDG/CeFefgB/wBPGWM238G8cwMRERER5M6d+84XLCIiksauXLmCn58f58+fJyAggPDwcKpVq8bzzz9P3rx5OXbsWLJ/d8XFxfHBBx9QrFgx/P397eXx8fE0a9aMjRs3UqFCBXbu3EnOnDmTffeFCxcoVqwYERERzJ49mz59+iTbDiAoKIi6dety7tw56tevz/r168mePfu9/wBEREQeUJGRkXh4eAB4GGPu6dMm7TATyfymAj0sy+pmWVZZy7KmkZBPbB6AZVlLLMsKSNR+BtDYsqwRlmWVsSxrBNAQmA5gEqLk04E3LMvytyyrAvAxEAV8en3M6pZl9bMsq7JlWUUty3rqel0wsCM9Fi0iIpJWsmfPTq9evQB48803mThxIl5eXvzf//0fffv2xcnpf78iX7p0idjYWADmz5/Pa6+9xquvvuqQ5P/GLZfe3t78+uuv9OzZM8V8Zp6ensyZM4cWLVrQtWvXW86zTJkybNiwgVy5crFlyxbat2/PtWu6e0dERCQ9KGAmkskZYz4HBgGjgQNAPaC5Mebv602KAD6J2geScHyyK/AL8DLQ3hizK9GwE0kIms0B9gCFgMbGmIvX668AzwI/AL8DHwK/AvWv36gpIiKSpfXp0wdnZ2f7zZevvvoqly5dYsSIEbi7uwOwfPlyHnnkEXtusm7dulGuXDnOnj3La6+95jCet7c3y5cvx9nZmc8++4wPPvggxXe/+OKLrFmz5o52iz3++OOsWbMGNzc31qxZQ7du3ZLc1ikiIiL3nwJmIlmAMWaOMaaYMSabMaaqMWZroronjTEv39R+hTGmjDHG1RhT1hjz1U31xhgz1hjjY4xxM8bUN8b8mqj+kDGmgTEm7/X64saY3saYk2m+WBERkXRQqFAh2rVrByTkNfvzzz8JCgpi4cKF9jb//vsvp0+fZsmSJRhjyJYtG4sWLcKyLBYvXsz69esdxqxbty6TJ08GYOjQoWzbti3F9ye+Q2fhwoXMmTMnxbb169fniy++wGazkT179hR3r4mIiMj9oxxmIpImlMNMREQyu59//pkaNWpgWZY9CFWoUCEWLlxIQEAAH330Ed999x0vv/wy2bJls/cbPHgw06dPx9fXl19//RUvLy97nTGGjh078umnn1KwYEH27duHr69vinPYsWMHtWrVAhIuA7jxfXL27dtHlSpVSPnCahERkYfb/cxhpoCZiKQJBcxERCQrqF27NoGBgQ5ljzzyCEePHqVbt24sWrQoSZ+oqCiqVKnC0aNH6dixI0uXLnWov3z5MjVr1uTQoUPMmzfPni8tOcYYXnvtNZydnZk4ceIdB8OuXbvGpk2baNKkyR21FxEReRgoYCYimZ4CZiIikhUsX76c9u3b4+rqSkxMDAAFCxbkzJkzODk5cfjwYcqUKYMxhk2bNtGgQQMsy2Lnzp3Url0bm83G4cOHKV26tMO4f/75JwcOHOC555677Rxu/D5+N8Gy5557jtWrV/Pxxx/TpUuXu1y1iIjIg0m3ZIqIiIiI3AfPPvssfn5+xMTEkDdvXjw8PDhz5gwVK1YkPj6eN954A2MMzz33HA0bNuSTTz4B4IknnmDWrFns2bMnSbAMoFSpUncULIOEQNmNYFl8fDxDhw5lw4YNKbZ3dnamVKlSAHTv3p2vv/76bpctIiIit6GAmYiIiIg8tJydnenXrx8APj4+jBs3DoDQ0FCcnJxYuXIl27Zto1q1ari6unL27Fl73969e1OpUqXbvuPUqVM0bNiQ/fv337btwoULmTJlCm3btuXMmTPJtrEsi8mTJ9OtWzfi4uJo3749P/zww50sV0RERO6QjmSKSJrQkUwREckqwsPD8fPz4/Lly3zzzTf06dOHf/75h5o1a7Jjxw6qVq3K9u3bOXHihH1n1812795NSEgIzz//fJK6Ll26sGTJEqpXr87OnTtvefQyJiaG559/nrZt29K5c+dbzjs2Npb27dvz1VdfkTNnTjZt2kT16tXvbvEiIiIPEOUwE5FMTwEzERHJSgYMGMDMmTNp1KgRRYoUYdGiReTNm5fo6GguXbrE0qVL6dixY7J9d+3aRZ06dXB1dWXfvn08+uijDvVhYWF07NiRmTNnUrJkydvOxRhzx/nMoqOjadmyJd9//z158uRh69atlC9f/o76ioiIPGiUw0xERERE5D4aNGgQTk5OfPfddyxatAjLsjh//jy1a9cG4PXXXycqKgqAv//+m9dee43Y2FgAqlWrRr169YiKiqJDhw5ER0c7jJ0nTx7WrVt3R8EycEz+f/nyZTp06MCRI0eSbZstWzZWrlzJE088QXR0dIrHOEVEROTuKGAmIiIiIg+9EiVK8OyzzwLg5eVlv7ly9+7d+Pn5ceLECaZOncq1a9eoW7cu06ZNY/r06QA4OTmxZMkS8uTJw/79+xk1atQt37V27VpGjx59R/MaPnw4//3vf/H397cH6G7m7u7O2rVr2bx5Mw0aNLjTJYuIiMgt6EimiKQJHckUEZGsZufOndSsWRNnZ2diY2NxcnIiPj6eF198kU8//ZScOXPy559/sm7dOj766CMWLFhAmTJl7P1XrVrFM888A8DGjRtp1KhRkncEBwfz6KOPEhcXx+zZs+nTp88t53T+/Hn8/f15//33qVmz5h2v5fDhw+TOnRs/P7877iMiIpLVKYeZiGR6CpiJiEhWVLt2bQIDA8mXLx/nzp2jVatWLF++nCeffJJdu3bRo0cP5s+fjzEGJ6ekhzX69OnD3LlzKVCgAPv378fX1zdJm/fee4+33noLJycnVq9eTYsWLW45p7vJaQZw6NAhGjRogIeHB1u2bKFQoUJ33FdERCQrUw4zEREREZE0MGTIEAB7vrLAwEBiY2OZOnUqAJ988gnnzp1zCJbFxMTYv58yZQqVKlXi7Nmz/Oc//0n2HW+++SbdunUjPj6e9u3bs3fv3lvOKXGw7Pjx4zzzzDOEhoam2N7T05NcuXIRHBzMU089xenTp2+zahEREbmZAmYiIiIiIte1adOGkiVLEhUVRf78+Tl//jxz586lWrVqvP322xw8eJD8+fMDEBcXx/Tp0ylZsiSnTp0CIHv27KxYsYIpU6YwduzYZN9hWRbz5s2jYcOGXL58mZYtW/LPP//cdm7GGDp06MCqVavo0aNHiu38/Pz48ccfKVq0KH/88QcNGjS4ZYBNREREklLATERERETkOpvNxuDBg+3P9erVw83NjXLlynH06FFKly5trzPGsGzZMk6cOOGwm6x06dK89tprtzxG6eLiwooVK6hYsSKhoaE0b96cCxcu3HJulmWxePFinnzySebOnXvLtkWLFuXHH3/Ez8+PoKAgnn76ac6ePXu75YuIiMh1ymEmImlCOcxERCSrunz5Mn5+foSHh/PVV19RtGhRqlatire3N7/99huenp7s3r2bkiVLEhoayo8//kifPn2SDZBdunSJIUOGMGzYMEqVKpWk/vjx49SoUYPTp09To0YNNm7ceNd/b545c4aCBQsmWxccHEz9+vU5efIkFSpU4McffyRfvnx3Nb6IiEhWoRxmIiIiIiJpJGfOnPTu3RtIyEn2+OOP88UXX3D06FE8PT0JCAigRo0ajBo1inLlytG3b98Ud5P179+f+fPn07p1ayIjk/7e7ufnx7fffkuePHnYtWsXzZo14+LFi3c81x07dlCyZElmzJiRbH3JkiX58ccf8fHxwdPTk2zZst3x2CIiIg8zBcxERERERG7Sr18/XF1d+emnn9iwYQN79+5l9uzZANSqVQtjDFFRUcTHx9v7xMbG8uGHHxIXF2cvGz9+PL6+vvz222+8+OKLDnU3VKpUie+++w5PT08CAwNp0aIFly9fvqN5rlmzhsuXL7Nx40aHuSRWunRptm3bxvr168mVK9fd/BhEREQeWjqSKSJpQkcyRUQkq+vatSsff/wxNWvWZMeOHbi7uxMcHMyuXbsoUaIE5cuXt7c1xtCsWTM2bNjAuHHjeOONN+x1u3fvpl69ely9epWRI0cSEBCQ7Pt2795Nw4YNiYyM5KmnnmL9+vW33RFmjOGjjz6iXbv/Z+++w2u8/z+OP+9M2VFEjNqjivA1Qo1W1dagWgS106Gtbykd32q1arWlrU1HatasoqhVq1VFtShae4tNElknyTn37w/N+TlNIgkiIq/Hdbl6cn8+9+d+365eyCuf0RFvb+9Mv9v06dNp164d/v7+mb5HRETkXqclmSIiIiIi2WzgwIEAbN26lSpVqhATE0NwcDBt2rTh119/dehrGAadO3fGx8cn1V5ltWvXJjw8HIAPP/yQb775Js3n1a5dm9WrV+Pj40ONGjVwc3PLsEbDMOjdu7dDWDZ37lyuXr2a7j2fffYZvXr1onnz5kRFRWX4DBERkbxIgZmIiIiISBqqVKlC8+bNMU2TMmXKAHDmzBkA/ve//3H16lVOnjzJU089xcGDB+nevTsHDhygY8eOqcbq0qULb731FgC9e/dm06ZNaT6zbt267N69m9GjR9/0lM30zJs3jy5dutCgQYN090J74okneOCBB9i+fTstWrRIc281ERGRvE6BmYiIiIhIOlJmmf3444/UrVuX5ORk8ufPz6VLl3jvvfcYMGAAS5YsoU+fPpimSZEiRez3xsfHO+wrNnz4cPsySC8vr3SfWbp0aXtYlpCQwMiRI0lMTMxUvQ8//DDFihWjRYsW6e5XFhQUxI8//kj+/PnZunUrrVq1ytJBAyIiInmBAjMRERERkXQ0adKEoKAg4uLiqFatGoB9RtbkyZN5/vnn8fb2ZvPmzUyZMsV+319//UXt2rUZM2aM/ZqzszNz5sxh27Zt1KpVK1PP79KlC4MHD6Znz56Z6h8UFMTvv//O6NGjb9rvP//5D2vXrsXPz49ffvklSwcNiIiI5AUKzERERERE0mEYBq+99hpw/UTK1q1bY7VaKV68OFarlVGjRtk38X/zzTc5fvw4AFu2bGHfvn1MnDiRuLg4+3geHh6UKlXK/vXvv/9OZGRkus/v27cv+fPnp2/fvpmuuXDhwjg5Xf9nvmmaPPfcc8ycOTNVv5o1a7JmzRp8fX35+eefefLJJ0lOTs70c0RERO5nCsxERERERG6ic+fOFC1alIiICOrXr0+vXr1YtGgRHh4ebNq0CX9/fxo2bEhsbCzdunUjOTmZPn368PHHH/Pbb7/h6emZ5rirVq3i0UcfpXXr1ukuiWzatCnHjx+nYcOG9mtJSUmZrn3hwoV89dVX9OnTh6NHj6ZqDw4Oth800K5dO1xcXDI9toiIyP1MgZmIiIiIyE24ubnRv39/AGbNmsVXX31FcHAwgwcPBuC1115j7Nix+Pj4sHnzZkaNGoVhGLz++usULlw43XGLFCmCm5sbW7ZsuemSSF9fX/vnPXv2UKFCBX766adM1f7MM8/w+uuvM2XKFPvBBf9Wt25dDh06xKuvvpqpMUVERPICBWYiIiIiIhl4/vnn8fX15e+//2bFihUAvP7661SsWJGLFy8ybtw4Jk+eDMDQoUP59ddfHe7/6aef6NWrF1ar1X6tWrVqDksiQ0JCHJZvpmXYsGEcP36cpk2bMn/+/AzrdnJy4uOPPyYsLMx+7eTJk+zZs8eh343B3tWrV3njjTewWCwZji8iInK/UmAmIiIiIpIBPz8/+z5iH330ERcvXiQ0NJTLly8DMHPmTAICAujSpQtWq5WuXbva9ya7evUqTz75JNOnT7eHailq167N6tWr8fb2ZsOGDbRr1+6modmMGTNo3749iYmJhIaGMmbMGEzTzPR7JCcn06VLF4KDg1m8eHGqdtM0adu2LaNHj6ZDhw6ZPp1TRETkfqPATEREREQkE1599VXc3Nz45Zdf2Lt3L7t37+bSpUvUqFEDgBdeeIGPPvqIUqVKcezYMZ599llsNhv58+dn6tSpdOrUiT59+qQat27duqxcuRJPT0/Wrl1L8+bN093TzMPDgwULFtiXT77++uu89NJLmZ4NFhsbi6+vL25ubvZTP29kGAbvvfce+fLlY9myZXTq1ClLe6aJiIjcLxSYiYiIiIhkQpEiRejevTsAY8eOZcKECQDs3r2bIkWKcPz4cSZOnMiiRYvIly8fK1asYNiwYQB06dKFuXPnpnsAQIMGDVi9ejV+fn4EBgam2w/A2dmZsWPH8umnnwIwdepUHnnkEQ4dOpThO/j5+bF8+XK2bdvmsKfZlStX7J+feOIJli5diru7O0uWLKFz584KzUREJM9RYCYiIiIikkmDBg3CMAy+//57SpcuzdNPP43VauWBBx6gZ8+eDB48mBo1ajB16lTg+n5m69atA67P3krx+eef89133zmM3aBBA7Zt28bs2bNxdnbOsJYBAwawYsUKChYsyM6dO6lRowazZ8/O8D4nJyceeugh+9d79+6lVKlSjBo1CpvNBkCzZs1YvHgxbm5uLFq0yH76p4iISF6hwExEREREJJMqVqxIu3btABg9ejRjx47F29ubffv2Ua9ePXx8fADo0aMHL730EqGhodStW9dhjJUrV/Liiy8SGhrKkSNHUo3v7u4OgM1m4/nnn2fTpk3p1tOqVSt27dpFo0aNiImJoVu3bvTs2ZOYmJhMv9O8efO4du0aP//8s8P1li1bsmjRIlxdXZk/fz4DBw7M9JgiIiK5nZGVTUJFRDLLMAxfICoqKgpfX9+cLkdEROSO2bZtG3Xr1sXV1ZWjR4+yYMECBg4ciJ+fH3v37qVYsWIsWLCAtm3b4u7u7jCzDMBqtdK5c2dKlSrFxx9/nO5zpk6dSt++fXFxcWH8+PH2QwfSYrVaGTlyJO+//z42m40KFSowf/58qlevnuH7mKbJ7Nmzad68OQEBAanaly5dSv/+/Vm1ahUVK1bMcDwREZGcEh0djZ+fH4CfaZrRtzOWZpiJiIiIiGRBnTp1ePTRR0lKSmLcuHH897//JTg4GH9/f86fP09oaCihoaG8/fbb9rDMZrPxySefcPXqVZydnfnmm2/46KOP7GOm9UPs7t27ExoaSnJyMi+99BIvvPBCuqdWOjs78+6777JhwwaKFy/OwYMH0zwFMy2GYdCtWzeHsGzEiBG88cYbJCYm0rZtW/bv36+wTERE8hQFZiIiIiIiWfTmm28CV74LEAAAIABJREFU1/cii4mJYeHChfz555/UrFmTTp064e7uTuXKle39Bw4cyKBBg2jVqhVWqxVXV1eHMK1nz54MGzbMITjz9PRkzpw5jBo1CsMw+OKLL3jkkUfYv39/unU9+uij7Nq1i8GDB/Puu+/ar8fHx2f63Y4ePcp7773H6NGjWbVqFYB9mSjA6tWr6devn32/MxERkfuRlmSKSLbQkkwREbmfmaZJUFAQe/fuZdSoUbz11lsO7cePH6dUqVL2r/fs2UOTJk349NNP6dq1q0PfVatW0bJlS1xdXdm7dy8VKlRI9bwVK1bQvXt3rly5goeHB9OmTaNTp06ZqjUxMZFq1arRoEEDPv74Y/Lnz5/hPYsXL2bDhg2MHz/e4fqFCxcoXbo0cXFxvPjii0yePDnVklMREZGcoiWZIiIiIiI5yDAM3njjDQDGjh1LQkKCve3LL7+kVatWXLlyBYAzZ85gmiaHDx92CMtSfnDdokULJkyYwLhx49IMywBat27Nnj17aNq0KcnJyZQvXz7Tta5Zs4b9+/ezbNkynJwy98//p556yiEsi4uLo1+/flitVj7//HMMw2Dq1Kn897//TXM5qYiISG6nwExERERE5BaEhoby4IMPcv78eWbNmgVAbGwso0aN4u+//6Zr164cOnSIBg0a0LRpU86cOWO/NyIiguDgYLZv3w7AK6+84rCp/5kzZ5g/f75DGFW0aFFWrVrFli1bqFGjhv36+vXr093bDODJJ5/k559/5quvvkr5qTumabJz585Mv+sHH3zAxIkTadasGV27dmXatGkYhsHEiRMZMGCAQjMREbnvKDATEREREbkFrq6uvPbaawCMHj0aq9WKl5cXixcvxsPDg1WrVjF06FD8/Py4cOECDRs2ZMeOHQC89dZb7Nixg0cffdQetqVISkqiU6dOhIaG8sEHHzi0OTk5UatWLfvXe/bsoVmzZgQFBfHDDz+kG1w1aNCAJ5980v713LlzqVGjBq1atWLjxo0ZBl6hoaHUqlWLkSNHYhgGPXr04MsvvwRg3LhxvPnmmwrNRETkvqLATERERETkFoWFhZE/f34OHTrEkiVLAKhWrRpz5syxn4YZHBxMzZo1uXTpEo8//jiLFi1i4sSJhISEYLFY6N69O127duXq1avA9eWezZo1w9/fn27dut30+RERERQoUIADBw7QunVr6tWrx9q1azMMr/766y+cnJxYuXIljz/+OHXq1GHRokVYrdY0+1evXp1t27YREhJiv1aiRAlat24NXA8Mv/3220z/vomIiNzrtOm/iGQLbfovIiJ5xbvvvsvw4cOpXbs227Zts2+CP3PmTHr06AFAx44duXjxIhs2bABgwIABfPDBB4wZM4bhw4djtVopXLgwH374Id27d8fJyYno6GiHv0NHjhyJn58fvXv3xsPDw349MjKS4cOHM2nSJPteavXr12fAgAG0bdsWFxeXNOs+fPgwn376KdOmTbPfV65cOQYNGkSPHj3Ily9fuu+ckJDAww8/zLFjx2jRogUBAQGEh4en+ywREZG74U5u+q/ATESyhQIzERHJKy5cuEDJkiVJSEhg3bp1NG7c2N42ffp0wsLCsFqtLFu2jE2bNjFmzBgAypYty7hx4yhQoAC9evVi//79AAQFBfHOO+/w1FNP2QOoc+fOUbp0aRISEli7di1NmjRJVcfZs2f56KOPmDp1KhaLhcKFC3Py5Enc3NwyrH/ChAlMmjTJPsstICCA3r17ExoaSlBQUKqTME3T5Ntvv2X06NGsW7cOb29vnZYpIiI5ToGZiNzzFJiJiEhe8sorrzBp0iSaNGnC2rVrHdpWr17NqlWr+OyzzwBYtmwZL7zwAmfPngWgdu3a9OvXj9OnTzNq1CiuXbsGXN/kv0ePHnTv3p2SJUsybdo0Nm7cyPz58+3h1KxZszBNk3bt2tn/vj1z5gyTJ0+mQIEC9j3WkpKSaN++Pc2aNePpp5+maNGiqd4hJiaG8PBwPv30U06ePGm/XqlSJUJDQ+nfv3+qv9NN03QIygYMGMDevXvp168fbdq0ua3fUxERkaxSYCYi9zwFZiIikpccP36ccuXKYbVa+e233xw25v+3Y8eO8fDDD1OiRAmOHTtGUlISAL6+vgwfPpxLly4xadIkLl++bL9n5MiR/O9//wMgPj4e0zTx8PCgTJkyHD9+nOXLl9v3E7t06RLx8fEUL17cHmatXbuWZs2aAdf3SKtWrRqNGzemcePGNGzY0OHv6qSkJJYuXcqcOXP44YcfsFgs+Pj4cOHCBfsyzcuXL/PAAw84hGWbNm2iUaNGwPUDEdasWWP/WkRE5G5QYCYi9zwFZiIiktd0796dWbNmERgYSNOmTdPtt3//fn777bc02zw9PalXrx4BAQHs2rWLv/76C4BChQqRL18+DMPg3LlzJCYm4uzsjKenJxaLhWLFinHhwgUSExOx2WxYrVacnJxwdXUFwN3dHdM0SUpKsu9XdqOAgAAsFgtJSUkYhoG/vz/+/v7YbDYiIiKIj493WNoZGxsLgL+/PyVKlCB//vzExcWxf/9+rl27Zp95VqpUKeLj47FYLBiGQaFChVK+kSEyMtIhFEwJ3wzDwN3dncDAQAICAkhKSuLs2bP2kM7FxQXDMLh27Zp93Pz589sDPIvFwtmzZx3GS/nl7u5O4cKFKVKkCKZpcuHCBc6cOYOPj4+9v8VisR9+4OHhQcGCBe01RkREOIwL108udXZ2xs/Pj4CAAHvfM2fO4ObmRsGCBTEMg3r16vHiiy+m+/+FiIjcPgVmInLPU2AmIiJ5zV9//UW1atVITk7O6VLkHmQYBleuXMHf3z+nSxERuW/dycBMx9iIiIiIiNwBDz/8MFu2bGHTpk1Zus80TeLi4rh69SoWi4UiRYrg6elJYmIix44dIyIiAk9PT2w2GzabjaNHj5KUlITVaiUwMNDe9tdffxEbG2vvd+MPxt3c3LBYLNhsNooUKcKVK1dITk7Gx8eHs2fPUqJECZKSkrh69SqmaWKxWNKt1zAMXFxc7LPIUpaUZsTJyQmbzQZcX7KZ1n1OTk72Z6TM8rrxPjc3NxITE/Hy8sLd3Z0rV65gGIb9XT08PEhISCCrkwJ8fHy4du0a7u7uuLu7Ex0dba/DNE3y5ctnn72XHsMwaNu2LaVLl7bvV3djbaZpkpiYmKW6REQk52iGmYhkC80wExERufelhHUAXl5e9muHDh3i3LlzWK1Wzp8/T0REBAcPHuTUqVO8/fbb1K9fH4Bx48bx3nvvERMTYw+4btXo0aMZNGgQAOHh4YSFhaXb9+2332bEiBEAzJs3j86dO6fbt1evXowfPx6bzcYvv/xCly5d8PT0pEGDBrRq1Yrg4GAuXLjA+PHjKVmyJB999BFHjhzBZrPx0ksvsWnTJjZs2ECxYsW4dOkShw8fZu7cuXTs2BHTNDlw4ADr1q1jx44dAEyZMoVTp04RFBTEtGnTWL16tb2W8+fPOyzbFBGRO0tLMkXknqfATEREJG9JTEwkMTGR5ORkkpKSiIiI4M8//+T111+ncuXKnD9/ngMHDjgsWe3Xrx9PPvmkPWzr0aMHjz32GB9++CHbtm3DarVy4cIFvL29AbBarVitVlq2bEm5cuUA2Lt3L9999x1WqxWLxUJsbCyxsbHExMQQGRnJ4MGDeeyxxwD4+uuv6dOnj0Pdzs7O1KpVix49etCrVy/7wQYpYmJicHNzs+/h1rt3b6ZNm0aLFi1YuXIlcD1kHDx4MKNGjSJ//vwcOHCAQoUK8frrrzNmzBj7WOfOnaNw4cJ38rddRERuoCWZIiIiIiJyT7kxVILrBxVUq1aNzp074+Jy/duOqKgoSpcuzdWrV2nTpg19+/alUqVKAMyYMYOLFy9y5coVypYtS9myZQEoVqwY586do2LFijRo0IAGDRrYlzoahkGVKlWoUqVKpmp86qmnKFeuHIcPH2bbtm2sX7/e/nnbtm0ULFiQDh06ONyTEtal6NGjBzt37rQvu4TrSy8/+OADli9fzp49e5gzZw6vvvoqxYoVy/pvpIiI3BM0w0xEsoVmmImIiMi/HTlyhFdeeQU3Nze+/fZb+ymegP2UTZvNRq1atQBISEggICCAa9eupRorMDCQ+vXr06BBAxo1akS1atXsJ1dmxalTp1i8eDHff/89q1evxtnZGQCbzWbfU+3fUsK6fxs/fjyvvvoq9evXZ+TIkUyYMIFvv/3W3q4ZZiIi2UtLMkXknqfATERERG6UnJzMww8/zKFDh2jXrh0LFy60Hx7QtWtXWrRoQbdu3VIFUaZpEhERwY4dO/jll1/YvHkzO3bsSHVoQI0aNXj55Zfp3LkzHh4et1VrZGQkzZs35+2336Zt27Y37Xv06FHi4+OpXLkyERERhIeH06FDB7766is++eQTAgMDOXfuHABnz54lMDDwtmoTEZH0KTATkXueAjMRERH5t/Xr19OqVSssFgs9evTg66+/ZunSpbRv3x53d3cOHjxIiRIlMhwnPj6eHTt2sHnzZjZv3sz69etJSEgA4IEHHmD37t0UL178luscMmQIw4YNw8nJiS+++CLVvmcpvvvuOzp37kz16tXZunWrQ9g3depU+vbtS5s2bVi2bBmmaSowExHJZtrDTEREREREcp3GjRszf/58nn76aWbMmIGfnx+jR49m1KhRuLu7ZyosA/Dw8KBhw4Y0bNgQgMuXLxMeHs6UKVN44IEHHPYO279/PxUrVszScs0hQ4Zw5swZvv76a8LCwrh69ar9BM8bPfLII7i5uWEYBhcuXHBYbpny+eLFi/Y910REJPfQDDMRyRaaYSYiIiLpmT17Nt26dQPgvffe4/3333doP3bsGGFhYXz55ZeUKVMm0+NarVbOnj1rn10WFRVFsWLFaNy4MbNmzUqZdZApN558aRgGO3bsoEaNGqn6RUVFOYx79uxZVq5cyaFDh/jwww8pX748R44cwWazERERQZEiRTJdg4iIZM2dnGGW9i6WIiIiIiIi2eTZZ59lwoQJAAwdOpRp06Y5tA8cOJD169fz3HPPZWlcZ2dnh6WYu3fvJjk5mSNHjtg3888swzAYOXIknTt3xjRNXn75ZWw2W6p+/w7h9u3bR58+fZg7dy4Ahw8fTvM+ERG5t2mGmYhkC80wExERkYwMHz6cpUuXsnLlSgoWLGi/furUKfr27cukSZMoWbLkbT3j999/x8fHhwoVKtzS/REREVSsWJGYmBjCw8Pp3bt3mv2sVisWi4WYmBg6d+5MhQoVmDp1qkOfM2fOULRo0VuqQ0REMqZN/0XknqfATERERDJimiYWi4V8+fJl2HfPnj1UrlwZJ6fbWyQzevRoLl68yMiRI3FxydyWzmPGjGH58uVMnDiRKlWqpGofP348w4YNY8CAAbz99tvA9VNBXV1dHfopMBMRyV5akikiIiIiIrmeYRgOYdkXX3zBmjVrUvX77bffCA4OplOnTvbTMG/F4cOH+d///sfo0aNp0aIFly5dytR9AwYMYMOGDWmGZXD9EIJLly6xdOlS+zUXF5cs7ZkmIiL3FgVmIiIiIiKS45YsWcILL7zAU089xZYtWxzajh49itVqJT4+PtWsrawoV64cc+fOxcvLi3Xr1lGzZk127tyZ4X3Ozs4Op2wmJyc7tHfs2JHffvuNDRs2ANdnzkVFReHt7e3QT6t7RERyDwVmIiIiIiKS41q2bEnz5s2Ji4ujdevW/Pnnn/a2Tp068dNPPzFnzpwsb97/bx06dGDr1q2UK1eOkydP0rx5c86fP5+pe6Oioujfvz+9evVyuO7n50etWrXw9PQE4LnnnsPf35/ExMTbqlVERHKOAjMREREREclx7u7uLFq0iPr16xMZGUmzZs04dOiQvb1u3boO+6J+8sknLFmy5JaeVaVKFX777TeCgoK4ePEiYWFhmZr9dfDgQcaNG8d3331HbGxsuv0KFSoE4DArTUREchcFZiIiIiIick/w8vJi+fLlVKtWjfPnz9OkSRNOnz6dqt+GDRsYNGgQ7du3Z/fu3bf0LH9/f2bPno2bmxvLly/niy++yPCeWrVqUaZMGeLi4li+fLlD2549exg+fDgzZsygSJEiANhsNoc+WpIpIpJ7KDATEREREZF7hr+/P6tXr6Z8+fKcPHmSpk2bEhMT49CnQYMG9O3bl379+lGtWrVbflbVqlUZNWoUAK+99hoHDx68aX/DMAgNDQVg3rx5Dm07duzg3XffZebMmfaTMJ2cnKhWrdptLyMVEZG7T4GZiIiIiIjcUwoXLsyPP/7Igw8+SLdu3fDy8nJod3V1ZdKkSXz22Wf2axaLhStXrmT5Wf3796dx48bExcXRrVs3kpKSbto/JTD74YcfiIqKsl+vU6cO3bp1o0OHDvbAzNPTk127dikwExHJhQxNCxaR7GAYhi8QFRUV5bDfiIiIiEhmRUVF4efnl2E/0zTp2bMnv/76K8uXL6dChQpZes7p06epWrUqkZGRDBkyhKFDh970WVWqVOGvv/5i+vTp9OjRI1Wf48ePU7p0adzd3YmPjydfvnwkJiZy8uRJHnzwwSzVJiIimRcdHZ3y94afaZrRtzOWZpiJiIiIiMg96caw7Nq1a7z//vtpzgC7ePEimzZt4ujRoxw/fjzLzylevDhTpkwBYMSIEWzdujXdvjdblpkiICAAuD7rrVWrVjotU0QkF1JgJiIiIiIi9zTTNGnbti1Dhw6le/fuWK1Wh/aAgAC2b9/OggULaNas2S09IzQ0lC5duuDq6sqRI0du2rdTp04UK1aMoKCgVBv5R0VFcfXqVVxdXQFYv379LdUjIiI5S0syRSRbaEmmiIiI3EkrV66kTZs2JCcn88ILLzBlyhQMw0i3v8ViwWKxZOnfIZGRkZw9e5ZKlSpl2Ndms+Hk5Dj/YOzYsQwYMIBnn32WVatWcenSJYf2EydOUKJEiUzXIyIiWaMlmSIiIiIikqe0bNmS2bNnYxgGn3/+Oe+99166fU+dOkXDhg3p3LkzNpst08/w9/d3CMtuNrng32EZYA/DIiIi8Pf3B6Bs2bKZfr6IiNw7FJiJiIiIiEiu0KlTJ6ZOnQrAsGHDWLx4cZr9Ll26xJ49e/j11185fPjwLT1ry5Yt1KtXj+jo9CcoJCcns3btWi5evAhA69atiYmJYd26dfb91zw9PW/p+SIikrMUmImIiIiISK7x/PPP079/fwC6d+/O33//narPf/7zHxYsWMDvv/+e5RMz4fpyy7CwMLZu3cqMGTPS7deiRQuaNWvGhg0bAHB3d8fLywvAPsPsxllq2g5HRCT3UGAmIiIiIiK5yscff0yjRo3w9vbm2rVrafYJCQmhdOnStzS+k5MTb731Fq+//johISHp9qtYsSIA27ZtS9WWEpj9ex8zERHJHVxyugAREREREZGscHV1ZcGCBSQlJVG0aNEM++/atYv333+fb775xj4DLCPdu3fPsE+dOnWYPHmyQ2A2fvx4du3aRefOnalUqRLDhw/P1PNEROTeohlmIiIiIiKS6xQqVMghLEtvJldSUhLt27dn6dKlDBky5I7WEBwcDMAff/xBUlISAAsXLmTatGlYrVaqV68O/P8BAVqSKSKSeygwExERERGRXG3evHmUKlWK77//PlWbq6sr06dPp02bNrzzzjtZHnvdunW0bduWI0eOpGqrUKECfn5+xMfHs3fvXgB69OjBsGHDqFy5Mu7u7oCCMhGR3EiBmYiIiIiI5GqbN28mNjaWbt26ceDAgVTtjz76KEuXLiV//vxZHnvMmDF8//33TJ48OVWbk5OTfZZZyrLMsLAw3nnnHZydnVm1alWWnyciIvcGBWYiIiIiIpKrffrppzRo0IDo6GjatWtHdHT0TfuvWbOGiIiITI3dr18/AL7++mtiY2NTtdepUwdIvfH/tm3bmDRpEvD/M8w000xEJPdQYCYiIiIiIrmam5sbCxcupGjRouzfv5+ePXtis9nS7BseHk6LFi3o0KEDiYmJGY7dokULypYtS2RkJN98802q9rZt2zJ69GheeeUV4HooFhUVhaenJ48//vjtvZiIiOQYBWYiIiIiIpLrBQYGsmjRItzc3Fi8eDEffvhhmv0ee+wxfH19qVq1aqZmfDk5OfHyyy8DMGHChFT31KpVi0GDBlGzZk0AduzYgb+/P6+99hqffvrpbb6ViIjkFAVmIiIiIiJyX6hbt659GeQ777zDli1bUvUpV64ce/fuZerUqfZN+TPSq1cvPD092bt3L5s2bbpp3+LFiwNgsVhwcXFxaNOSTBGR3EOBmYiIiIiI3DfCwsJ44YUXeOONN+z7i/1bSqiV4vLlyzcd09/fn+7duwPXZ5n92+nTp/nmm29Ys2YNgYGBxMTEcOHChUwHciIicu9RYCYiIiIiIveVKVOm8OGHH+Ls7HzTfgkJCYSFhVG7dm2uXLly074pyzKXLFnCyZMnHdoWLFjAs88+y6RJkzAMAy8vL86fP0+FChVu70VERCTHKDATEREREZH7imEY9s8Wi4Xw8PA0l0PGx8ezYcMGTpw4wbp16246ZpUqVXj88cex2WxMnTrVoe3GkzJTnuPp6ZlqDC3JFBHJPRSYiYiIiIjIfclms9G8eXPCwsL45JNPUrXnz5+f7777jpUrV9KhQ4cMx+vXrx8AX375JQkJCfbrNWrUwMXFhfPnz3Pq1CkWLFhg7ysiIrmTAjMREREREbkvOTk50alTJwDefPNNfvzxx1R9qlWrRrNmzTI1XkhICCVKlODSpUvMmzfPft3Dw4OgoCDg+iyzbdu2MWPGDJycrn+7lTLjTTPMRERyDwVmIiIiIiJy33rxxRfp1asXNpuNTp06cezYsXT7Xrhwgffff5/k5OQ0211cXOjbty9wffP/GwOwG5dltm7dmhEjRuDt7Q1cD9RERCR3UWAmIiIiIiL3LcMwmDx5MrVq1eLKlSu0b9+euLi4VP2sViuPPPIIQ4cOJTw8PN3xwsLC8Pb2pkyZMg7j3BiYNW7cmLfffhtfX987/0IiInJXKDATEREREZH7Wr58+fjuu+8oVKgQu3bt4vnnn0+1PNLZ2Zn+/ftTq1YtKleunO5YBQsW5PTp0yxcuBAvLy/79f/85z8A7Nu3zz52SnvKfmdakikiknsY+kNbRLKDYRi+QFRUVJR+uioiIiL3hI0bN9KkSRO8vb3ZuXMnpUuXdmi3Wq0YhmHfeywrLBYL69evp2LFipQsWZLIyEgee+wx9u3bZ+9z8OBBypcvf9vvISIiaYuOjsbPzw/AzzTN6NsZy+XOlCQiIiIiInJva9SoETNmzCA4ODhVWAbXZ5llxcmTJ/Hy8qJAgQK4u7vTsmVLAPbv30+lSpWyPJ6IiNw7tCRTRERERETyjK5du2Y4y8tqtfL111/z7rvvptvn+eefp2TJksyYMSNVW4ECBYD/Px0zhVb3iIjkHgrMREREREQkT1q7di0tWrSw7zGW4vfff6dPnz6MHDmSv//+O817K1eujJOTEydPnrRf27FjB++//z5r1qzBYrEQEhKSrfWLiEj2UWAmIiIiIiJ5TmxsLM8++yyrV6/mpZdecpj9FRwcTO/evfn4448pU6ZMmvf36NGDCxcuMHbsWPu1bdu2MXToUBYsWICbm5vDoQAiIpK7aA8zERERERHJc7y8vPjmm29o3rw506ZNo3bt2vTt29feHh4eftP7/f39U12rWLEiAAcOHADA09PToV1LMkVEcg/NMBMRERERkTypSZMmfPTRRwD897//ZfPmzWn2M03zpmFXypLOChUqAHDkyBEmTJjAuXPnNMtMRCSXUmAmIiIiIiJ51sCBA+nUqRPJyck888wznDlzxqF9165dNGvWjHnz5qW69/Tp0zRs2JBSpUphtVopXrw4Hh4eJCcns2TJEr7//nt8fX3v1quIiMgdpMBMRERERETyLMMwCA8Pp2rVqpw/f55nnnkGi8Vib1+2bBk//vgjQ4cOxWazOdxbuHBh9uzZw/nz59m+fTtOTk72WWY1a9ZkxIgReHt72/trSaaISO6hwExERERERPI0Ly8vFi9ejL+/Pw899JBDsPXaa6/Rt29fVq5ciZOT47dPrq6utGjRAoDly5cD/7+PWeHChenYsSNJSUl36S1EROROUmAmIiIiIiJ5XtmyZdm9ezdff/01+fLls1/38vJi8uTJlC5dOs37nnzySSB1YHbw4EE2btzI8ePHs7dwERHJFgrMRHIBwzBeMgzjmGEYCYZh/G4YRsMM+j9tGMZfhmFY/vnvU/9qNwzDeN8wjAjDMOINw9hoGEblG9pLGYYR/s8z4w3DOGIYxlDDMNyy6x1FREREclqJEiUwDAMAq9WaZtgVExPj8HWLFi1wcnLizz//5OTJk7zwwgscPHiQcePG4e/v7xC+aUmmiEjuocBM5B5nGEYnYCwwAvgP8DOw0jCMEun0fwSYD8wCqv3z3wWGYdS5odsbwGvAK0Bt4Byw1jAMn3/aH+L6nw8vAJWBAcCLwMg7+nIiIiIi96DIyEjatGlD/fr1OXfuHADJycm89dZbPPjgg5w4ccLet2DBgjzyyCMArFixgmLFilG+fHlWrlxJhw4dFJKJiORSCsxE7n2vAeGmaX5lmubfpmn2B04BfdPp3x9Ya5rmKNM095umOQpY9891jOs/Nu0PjDBN8zvTNPcCPQBPoAuAaZqrTNPsZZrmGtM0j5qm+T0wBmifnS8qIiIici9wdnbm2LFjRERE0KFDBxITE3F2dua3334jMjKSWbNmOfRPWZa5YsUK+7WCBQve1ZpFROTOUmAmcg/7ZwlkTWDNv5rWAPXSue2RNPqvvqF/aSDwxj6maVqATTcZE8APuJKpwkVERERyMR8fHxYvXoyvry+bN29m4MCBGIbBZ599xvfff8/gwYMd+qcEZus+pn/gAAAgAElEQVTWrSMuLo6JEycydepUdu7cSfny5e39NNtMRCT3UGAmcm8rCDgD5/91/TzXQ6+0BGbQP/CGa5ka0zCMskA/YGp6hRqG4W4Yhm/KL8Anvb4iIiIi97qKFSsye/ZsACZOnMj06dMJCgoiJCTEvs9ZisqVK1OyZEkSEhJYv3493377LXPmzOGHH35g3759OVG+iIjcJgVmIrnDv38caaRxLav9MzWmYRhFgVXAQtM0v7rJM/8HRN3w6/RN+oqIiIjc80JCQnj//fcBePHFF9mxY4e9LTExkWPHjgFgGIbDaZkpJ2WeOnVKs8pERHIpBWYi97ZLgJXUM78CSD1DLMW5DPqf++e/GY75T1i2AfgVeD6DWkdxfdlmyq/iGfQXERERuee9++67hISEYLFY6Nq1K1arlV27dvHwww8TEhKC1WoFcAjMKlSoAMCPP/7oMJbCMxGR3EOBmcg9zDTNROB3oOm/mpoCW9K57dc0+je7of8xrodm9j7/7JX22I1jGoZRDNgI/AH0Mk3TlkGtFtM0o1N+Addu1l9EREQkN3BycmLWrFk0b96cOXPm4OzsTMmSJbly5QqXLl3i8OHDADRq1AhPT0/OnDmDq6srgMNpmiIikru45HQBIpKhT4FZhmHs4P9nepXgn/3EDMOYCZwxTfN///QfB/xkGMabwFKgLdAEaABgmqZpGMZY4G3DMA4Bh4C3gThgzj9jFuV6WHYSGAQUStmrwzTNlBlqIiIiInmCn58fq1atsn+dP39+VqxYQdWqVfH29gYgX758NG3alA0bNnDDv5typF4REbl9CsxE7nGmac43DKMAMAQoAuwFWpmmmfIjyxKA7Yb+WwzDCAWGA8OAI0An0zS33TDsx4AHMBnID2wDmpmmmTIrrBlQ7p9f/96LzEBEREQkD9u1axeBgYH2sCzF1KlTKVCgAIZhMHDgQJKSkhzaFaCJiOQehv7QFpHs8M9JmVFRUVH4+vrmdDkiIiIid8S3335L165dqVGjBj///DMuLi788ssvlCtXjsKFC9v7VapUiQMHDjiEZHv27KFKlSo5UbaISJ4QHR2Nn58fgN8/WwXdMu1hJiIiIiIikkm1a9fGw8ODrVu38sEHH/DOO+/QoEEDPvjgA3sf0zRZunQp0dHRuLhoUY+ISG6kwExERERERCSTSpYsydSpUwEYMWIEhQsXxsXFhfj4eEzTZOXKlZQrV4533nmHjz/+mOTkZPu9Wt0jIpJ76McdIiIiIiIiWRAaGsrq1auZPn06o0ePZu/evVSsWBEAHx8fjh49SkJCAnXq1MnhSkVE5FZphpmIiIiIiEgWjR8/nrJly3Lq1CmGDBlinz1Wu3ZtfvjhB5YvX86uXbvw9PS036MZZiIiuYcCMxERERERkSzy8fFhzpw5uLi4sGDBAn744QcuXrzI9u3badmyJfny5WP27NnEx8fndKkiInILtCRTRERERETkFgQHBzNq1ChsNhsFChSgZMmS+Pr6cvz4cUqWLAloVpmISG6lwExEREREROQWDRo0CICkpCQKFChAYGAg+/fvZ/78+bi6upKUlGTvq/BMRCT3UGAmIiIiIiJym1xdXdm4cSN79uyhUqVKjB071iEsExGR3EV7mImIiIiIiNyma9euERISQvv27dmyZQuPPPJITpckIiK3QYGZiIiIiIjIbfLx8aF+/fqYpsmzzz5LoUKFUvXRkkwRkdxDgZmIiIiIiMgdMHbsWMqXL09ERAQLFizI6XJEROQ2KDATERERERG5A7y8vJg3bx6GYQDg5KRvt0REciv9CS4iIiIiInKH1KhRgyFDhqTZpiWZIiK5hwIzERERERGRO2jIkCE0adIEm82W06WIiMgtUmAmIiIiIiJyBzk5OTFz5kwee+yxnC5FRERukQIzERERERGRO6xIkSJUq1bN4ZqWZIqI5B4KzERERERERLJBo0aNHL6+evVqzhQiIiJZpsBMREREREQkG7Rp0wZfX1/710OHDtUsMxGRXEKBmYiIiIiISDZwdnYmf/789q9//vlnpkyZkoMViYhIZikwExERERERySZPPPGEw9cDBw5k3759OVSNiIhklgIzERERERGRbPL444/bP3t4eJCQkEDnzp1JSEjIwapERCQjCsxERERERESyib+/v/1zQEAABQsWZM+ePbz55ps5WJWIiGREgZmIiIiIiEg2uXLliv1z/fr1mT59OgDjx49n7969OVSViIhkRIGZiIiIiIhINrlw4YL985w5c6hQoQJDhgzhu+++o0qVKjlYmYiI3IxLThcgIiIiIiJyvypfvrz98zPPPINhGLRs2ZK6devmYFUiIpIRzTATERERERHJJuXKlbN/dnJyonnz5jRo0IATJ04AEBERweLFi3OqPBERSYdmmImIiIiIiGQTb29v++cDBw5QpkwZoqKi+Ouvv7DZbNSuXZtr166xfft2qlWrloOViojIjTTDTEREREREJJu4urraP0dERNCzZ0+2b99Oy5YtKVWqFPXq1SMxMZHOnTsTFxeXg5WKiMiNFJiJiIiIiIhkkxtDsIsXL/Lss8+yfv16AAzDIDw8nMDAQP7++28GDRqUU2WKiMi/KDATERERERHJJr6+vqmubdq0CYA9e/bg4+PDzJkzAZgyZQpLly69q/WJiEjaFJiJiIiIiIhkEzc3t1TXNmzYQFhYGEFBQcycOZOmTZsycOBAAPr06UNERMTdLlNERP5FgZmIiIiIiEg2cXFxPGfN2dmZM2fOUKhQIZycnDhy5AgAI0aMoHr16ly+fJn33nsvJ0oVEZEb6JRMERERERGRbHLjpv8+Pj4EBgZy6NAh+3/LlCkDgLu7O3PnzmXixIl89NFHOVWuiIj8QzPMREREREREssmNgdmrr75K9+7dAdi8ebM9LEvx0EMPMXHiRLy8vO5qjSIikpoCMxERERERkWzi5PT/33KtWLGCJ554Ari+j5nNZgPg8uXL7N+/3+E+m83G559/Tmxs7N0rVkRE7BSYiYiIiIiI3AWxsbHUqlULb29vLl++zO7du1mxYgUlS5akd+/emKZp79u7d29efPFFXnnlFYfrIiJydygwExERERERuQtM06RChQrUq1cPgHXr1lGjRg2sVivx8fFcuXLF3rdnz544OTkxffp0xo0bl1Mli4jkWQrMRERERERE7oKTJ09y/PhxqlSpAsD69espUqQIv//+O3/88QcFChSw923UqBFjxowBYODAgaxcuTJHahYRyasUmImIiIiIiNwFHh4eABQpUgSAn376icTERB5++GEMw0jVv3///vTu3RubzUZoaCh///33Xa1XRCQvU2AmIiIiIiJyFyQmJgJgtVopWLAgsbGxbN++3d5utVr58ccf7V8bhsGUKVNo2LAh0dHRhISEcPny5btet4hIXqTATERERERE5C6Ii4sD4NixY7Ru3ZomTZrY2xITE6levTpNmzZl69at9utubm4sWrSIUqVKcfr0aX7//fe7XreISF7kktMFiIiIiIiI3M98fHy4du0agYGBnDt3jqNHj7JmzRqHPm5ubgQHB3PmzBlOnDhB3bp17W2FChVi2bJlxMbGUqdOnbtdvohInmToiGIRyQ6GYfgCUVFRUfj6+uZ0OSIiIiI55oEHHuDq1as89thjbNq0ibJly3L48OFU/S5cuICHhwc+Pj4ZjmmxWHB3d8+OckVEcq3o6Gj8/PwA/EzTjL6dsbQkU0REREREJBslJCQA1/coCwwMpHjx4qRMXDh37hxnz54FICAgIFNh2R9//EHFihVTzVITEZE7R4GZiIiIiIhINkoJzKKjozlx4gQbN27EMAwGDx5MkSJFGDt2bKp7du/ezaFDh9Ic74svvuDEiRN07NiRAwcOZGvtIiJ5lQIzERERERGRbJQym+zPP/9k5syZ9uuVKlXCMAwiIiIc+n/yySdUr16dt99+O83xxo0bR7169YiKiiIkJIQrV65kX/EiInmUAjMREREREZFsZBiG/XNkZKT9c7t27bh48SKzZs1y6N+sWTOcnZ1xdXXFarWmGs/d3Z3FixdTokQJDh06RMeOHUlKSsq+FxARyYMUmImIiIiIiGQjJ6fr33aVLVsWZ2dnypQpw5AhQ/D29qZAgQKp+letWpWTJ08yZ84cnJ2d0xwzICCAZcuW4eXlxbp16xgwYEC2voOISF6jwExEREREROQusNls2Gw2jh07lmp/MpvN5vB10aJFMxwvKCiIb775BsMwmDRpErNnz76j9YqI5GUKzERERERERO6ChIQEypQpA8DRo0cBOHDgAI0aNaJGjRpp3nP16lUWL16c7pht27ZlxIgRtGrVijZt2tz5okVE8iiXnC5ARERERETkfnbj7LFdu3YB/x+YBQQE8PPPP2Oz2Thz5gzFihWz9z137hwVK1YkNjaWgwcP2sO2f3vrrbew2WzpLt8UEZGs0wwzERERERGRbOTh4QHA2bNnWbVqFQCXLl0iOjqa/Pnz22eXbdiwweG+wMBA6tatS+XKlbl8+XK64xuGYQ/LTNPkq6++cjhcQEREsk6BmYiIiIiISDZKCbMqV65Mx44dKViwIADHjh0D4IknngBg3bp1qe6dO3cuO3fupHbt2pl61jvvvMNzzz1Hp06dSE5OvhPli4jkSQrMRERERERE7oKqVasycODAVPuYNW7cGLgemJmm6XDPAw88YD9lMzM6dOiAp6cna9asYeDAgXeochGRvEeBmYiIiIiISDZKTEwEYP78+QDUrFmTunXr4ubmBkCDBg1wc3Pj1KlTHDlyJM0xbDYbCxcuJCIi4qbPql69OrNmzQJg/PjxfPHFF3fqNURE8hQFZiIiIiIiItkoKSkJABcXF+Li4pg4cSK//vorrVu3BsDT05NHHnkESHtZJkDv3r3p2LEjo0ePzvB57du3Z9iwYQC8/PLLbNy48Q68hYhI3qLATEREREREJBsZhgFc35Dfy8uL06dPp+qTsixz/fr1aY7RpUsX/P39CQwMzNQzBw8eTOfOnUlOTubpp59Od+aaiIikTYGZiIiIiIjIXZCyF9nFixcBsFgs9raUjf/Xr1+PzWZLdW/Tpk05efIkb775ZqaeZRgG4eHh1K5dm8jISLZu3Xq75YuI5CkKzERERERERLJRygyzqlWrcvnyZSpVqsRDDz2El5cXUVFRAAQHB+Pt7c2lS5f4448/0hzDx8cnS8/18PBgyZIlrF69mq5du97+i4iI5CEKzERERERERO6CgwcPcu3aNTw9PYmNjcVqtbJv3z4AXF1dadWqFQALFiy46Th79+5l4cKFmXpm0aJFadKkif3rhISEW6xeRCRvUWAmIiIiIiKSjVJmmF27do3IyEgAqlSpAlwPv1KEhoYCMG/evDSXZQJs3bqVqlWrEhYWZh8rsw4dOkT16tUJDw/P8juIiOQ1CsxERERERETuksmTJ/P999+nGZi1bNkSHx8foqOjOXr0aJr3BwcHExQURLNmzYiJicnSs7/99lsOHDhA3759+emnn279JURE8gCXnC5ARERERETkfubj48OVK1cA+OKLL0hKSuKxxx4DHAOzfPnysXHjRipXroy7u3uaYzk5ObF161Y8PDyyXMebb77Jzp07WbhwIU8//TTbt2+ndOnSt/BGIiL3P80wExERERERyUaFChWyf27evDmPP/54mjPMAGrUqJFuWJbiVsIyuB62TZ8+nZo1a3Lp0iVCQkKIjo6+pbFERO53CsxERERERESykaurq/3z888/T7du3ahUqRKGYXDx4kUuXLiQ6h7TNImNjb3puHFxcbz66qvMnj0707V4enqydOlSihQpwr59++jatStWqzXzLyMikkcoMBMREREREclGN87iio+PB64HVyEhIXTr1i3VyZVLly6lfPnyvPrqqzcd9+uvv2b8+PH069ePqKioTNdTrFgxli5dSr58+Vi+fDkffvhhFt5GRCRv0B5mIiIiIiIi2ejy5cv2z/Hx8VgsFtzd3Vm6dGma/X19fTly5AgWiwWbzYaTU9rzHF588UU2bNjAc889h5+fX5Zqql27NtOmTWPChAmEhYVl6V4RkbzAME0zp2sQkfuQYRi+QFRUVBS+vr45XY6IiIhIjvHw8LDPInN3d8disRAXF5fuXmRWq5VFixbRqlUrvL29s7U2q9WKs7Nztj5DRORuiY6OTvkBgp9pmre1SaOWZIqIiIiIiGSjGwOppKQkAC5evAhAcnIyJ06cSNW/Y8eOWQ7LoqOjOXXq1C3XNmfOnFS1iIjkVQrMREREREREspGLy//vhNOvXz+uXr3Kgw8+yOHDh/Hy8qJKlSrcbOVPZlYF7dixg6pVq9KpU6db2sR/0qRJdO3alTZt2hATE5Pl+0VE7jcKzERERERERLKRYRj2zx4eHvj7+2MYBiVKlMA0TWJiYjh58mSq+7788kuCgoJYtGhRhs8ICAggMjKS8+fPc/r06SzX2KZNGwoXLsyff/5Ju3bt7DPgRETyKgVmIiIiIiIid0nKKZkAbm5uVKxYEYC9e/em6nv06FH27NnDvHnzMhy3RIkSrFy5kt27d1OyZMks1/Xggw+ydOlSPDw8WLduHUFBQaxduzbL44iI3C8UmImIiIiIiGSj5ORkAPLly4efnx/Dhg1j/fr1AFStWhVIOzALDQ0FYPny5URHZ7x3db169W7rkIA6deqw7f/au/foqqs77+PvbxISAiEBuRSpWhmvM2hFqwKOlcdapJWq9WkdbKn0Yqu1l6Hqaq3U4qX0olWL1mENT+tltFqt0zX4WKmXPq3DKAiotRdqCyoFyy0gLSEBEjjZzx/JOf0lBEhIQhDer7XOSs7vt8/3t8/JLwfOJ/u394IFjBgxgjVr1nD22Wfz5S9/mYaGhj2uKUlvVQZmkiRJktSNmlds421vexs1NTVMmzaNp556CoDjjjsOaDswe+c738mxxx5LfX09jz76aIeO+fjjj3PLLbd0uK/HH388ixYt4vLLLwfgtttu4+WXX+5wHUl6qyvZfRNJkiRJ0p4qKysDmuYyO/3006mtreWUU04Bdh2YRQQXXXQR119/PQ899BAXX3xxu4734osv8oEPfICioiLGjh1bOFZ7lZeXM3PmTMaPH8+rr77Kqaee2qHHS9L+INqz4ookdVREVAIbN27cSGVlZU93R5IkqcccddRRvPrqqwwbNoyFCxfy9re/vbDv9ddf54gjjqCsrIza2toWK2oC/OlPf+LYY4+lpKSENWvWMHDgwHYd8+Mf/ziDBw9m+vTp9O7du0uexx//+EduuukmZsyYURg1J0n7kpqamvz7U1VKaffXsu+Cl2RKkiRJUjfaunUrAKtWreI973lPi32HH344H/nIR5g6dSr19fU7PPaYY47hxBNPZPv27e1aLTPvnnvu4ZZbbumysCylxOTJk7n33nsZOXIk8+fP75K6krSvMjCTJEmSpG60adOmwvf5BQA2btwIQFFREQ8++CDTpk2jb9++bT4+P/l/e1bLzCsqavlRr7q6ukN9bi0i+P73v8/w4cP585//zLvf/W6+8Y1vkMvlOlVXkvZVBmaSJEmS1I0iAmiay+yll17ioIMOon///oWRZ7vzL//yLwA888wzrF69ukPH/tvf/sbEiRM5+eSTCyHdnho1ahQvv/wykyZNIpfLMW3aNN7znvfwxhtvdKquJO2LDMwkSZIkqRvlR3vlcjkqKysLo8yWL19eaLNq1SoefvjhNh9/+OGHM2bMGFJK/PCHP+zQsUtKSnjxxRdZtWoVzzzzzJ49gYzKykp+9KMfcd9991FRUcHcuXM54YQT2ly0QJLeypz0X1K3cNJ/SZKkJgMHDmTDhg1EBI2NjSxdupRhw4YVLsHcvHkz/fv3Z9u2bSxdupQjjzxyhxoPPvggkyZNoqKigiVLlnDwwQe3+/gLFy6kqKiIk08+ucueE8Crr77KRz/6UUpKSpg7d+4OCxZI0t7mpP+SJEmS9BaRH2GWUuJ973sf5eXlLeYr69OnD6eddhoATz75ZJs1LrroIkaNGkVtbS3XXntth45/6qmndnlYBnDkkUfy7LPPMnv27EJYVl9fz+LFi7v8WJK0txmYSZIkSVI3yk7A/+STT7Ju3bod2owfPx6Ap556aqc1ZsyYwZAhQxg9evQe92X16tXcfPPNdNWVRqWlpQwZMqRwf+rUqZx00knccccdXXYMSeoJBmaSJEmS1I1ar1j5+9//nhtvvJEZM2YUtuUDs1/+8pc0NDS0WWf06NEsX76cz3zmM3vUj7q6Ok466SSuvvpqHnnkkT2qsSu5XI5XX32VhoYGpkyZwgc+8IFOr84pST3FwEySJEmSutHAgQNb3H/ttde47rrrWkzgP3LkSAYPHkxtbS3z58/faa3evXvvcT/69u3LF7/4RYYPH85ZZ521x3V2pri4mNmzZ3PnnXdSVlbGnDlzOOGEE3j66ae7/FiS1N0MzCRJkiSpG+VDriOOOAKA/v3786lPfYpPfvKThTZFRUWcffbZwM7nMctLKfHII49w1llnsXXr1g715ZprruG5555rEeJ1tMauRASf//znWbRoESNGjGDNmjWcffbZfPnLX97pyDlJ2hcZmEmSJEnSXjB06FCgaSTWXXfdxVVXXdVifz4w29k8ZnlbtmxhypQp/PKXv2TWrFkd6kNEtFhh88knn+Too4/m+eef71Cd3Tn++ONZtGgRl19+OQCzZs1i1apVXXoMSepOrvsrSZIkSd2ovr4e+PtIrg0bNrTZ7pxzzuGBBx5g3Lhxu6zXp08fbr31VpYsWcKnP/3pPe5XSonp06fzxhtvcO+993ZqMYG2lJeXM3PmTMaPH8+2bds4/PDDu7S+JHWncOUSSd0hIiqBjRs3bqSysrKnuyNJktRjhg8fzp///GcqKyupqanh0ksvZdasWdTU1JDL5RgwYECP9W3Tpk185zvfYdq0aZSVle2VYz799NPcc889zJw5k/79+++VY0o6MNTU1FBVVQVQlVKq6UwtL8mUJEmSpG6UXyWzpqbps9vKlSuZMmUKVVVV3H777Z2u39jYyJtvvrlHj+3Xrx/f/OY3W4RlM2bMYM2aNZ3uV1saGhq45JJL+PGPf8zIkSOZN29etxxHkjrLwEySJEmSulE+MMtP/r9q1arCPGJ1dXUt2m7atIlvf/vbXHDBBWzbtm23tX/7299yyimncOGFF9IVVw/dddddXHHFFZx66qnU1tZ2ul5rpaWlPPLIIwwfPpzly5dzxhlncOONN5LL5br8WJLUGQZmkiRJktSNIgKAwYMHA00jzD71qU+xbt06vvvd77ZoW1payve+9z1mz57Nvffeu9va/fr1Y/HixfzqV79i9uzZne7r6aefzrHHHstll11GRUVFp+u1ZdSoUbz88stMmjSJXC7Hddddx4gRI/jqV7/qwgCS9hkGZpIkSZLUjfIjzPIjwKqrq+nfvz+DBg3aoW1ZWRlf+9rXALjhhhvYsmXLLmsPHz6cK6+8EoCPfexj/OxnP+tUX4855hgWLVrE1KlTC9tqamraNdqtIyorK/nRj37EfffdR0VFBX/605+46aabWow0W7JkCevXr+/S40pSexmYSZIkSVI3ygdmuVyOkpISgF3OEfbZz36WQw89lJUrVzJz5szd1r/22msZP348mzdv5vzzz2fWrFmd6m9FRUVhVFwul2PixIm8973vpbq6ulN123LxxRezYsUKHnjgAb7yla9w6KGHFvZNmTKFIUOGMGbMGKZPn86vf/3rLrnsVJLaw1UyJXULV8mUJElqMmLECP7whz8AcNxxx3HmmWfy1a9+lerqam655Rb69+/PnXfe2eIxd999N5dccgkDBw7k9ddf3+3/p7Zt28Zll13GPffcA8DUqVOZPn16IfjaU4sXL2bMmDFs376defPmMXLkyE7Va6/Gxkb++Z//meeff77F9mHDhnHOOedw3nnnce655+6Vvkh663CVTEmSJEl6iygvLy98P3LkSO644w6GDRtGXV0dDzzwAA8//DCNjY0tHjN58mSOPfZY3nzzTW699dbdHqNXr17cddddXH/99QB861vf4uMf/zgNDQ2d6vuIESNYuHAhDz30UIuw7P7772ft2rWdqr0rRUVFzJ8/nzfeeINZs2Zx3nnn0adPH1atWsUPf/hDZsyY0aL9G2+80W19kXRgcoSZpG7hCDNJkqQmo0ePZsGCBQBMmDChMM9YQ0MD06dP58wzz2Ts2LGFSzfz/vM//5MLL7yQfv36sXLlSvr169eu4919991ceuml5HI5zjrrLH7605/mR1x0icWLF3PcccdRXl7OunXr6Nu3b5fV3pWtW7cyd+5cHn/8cd71rncxefJkoOny1oMPPpijjjqKCRMmMGHCBM444wxKS0v3Sr8k7Tu6coSZgZmkbmFgJkmS1CQbmJ122mk89thjvP7665x88sm7fFxKiSlTpjB58uTdtm3tiSee4MMf/jB1dXW8853v5PHHH+eQQw7Z4+eQNW/ePK644gqGDh3Ko48+Wth+yy23cNhhh3Huuee2GFXX3ebMmcP555/P9u3bC9sqKioYN24cEyZM4Nxzz2XIkCF7rT+Seo6BmaR9noGZJElSk1GjRrFw4UIAhgwZQnV1NQcddBDr16/v8Bxj27dvLywcsDsvvfQSEyZMYM2aNfTp04ff/OY3HHnkkR3u/87U19dTVlYGNH1IHTJkCPX19bz00kuceOKJXXac9qipqeHpp5/m8ccfZ86cOS0uF73vvvu4+OKLAdiyZQulpaUUFxfv1f5J2jucw0w6wETE5yJiWURsjYgXI+Ldu2n/oYj4Q0TUN3+9oNX+iIjrI2JVRGyJiGciYkSrNl+LiHkRsTki/tYdz0uSJOlAkB2kUF1dTVlZGQMHDmTdunUAbNiwgauuuoovfelLu6zzxMgtwF0AABWMSURBVBNPcOKJJ7Js2bJ2Hfekk05i/vz5jBw5kkMOOYQjjjiisO8Xv/hFp+cgy4dl0LTowJVXXsn48eNbzHV28803c9lll/Hb3/62U8fancrKSj70oQ9x9913s2rVKhYtWsQNN9zAqFGjeN/73ldod+edd3LwwQczefJkZs6cySOPPMIzzzzD4sWLWbt27Q5zyUk6cDnCTNrHRcRE4H7gc8BzwGXAp4F/SimtaKP9GOB/gK8D/wVcANwInJ5SWtDc5mrga8AngCXAtcAZwDEppU3NbW4A/gYcAlySUurfwX47wkySJAkYM2ZMi9Uen3/+eUaNGlW4P3fuXMaOHcuAAQNYuXJlm5cz5nI5jj/+eF555RUGDRrEZz/7WT7xiU+0CMF2JqXE6tWrGTZsGNA0ymrYsGHU1taycOHCwmiwlFKnV9VsfdwjjjiCZcuW8dBDDzFx4kQAFi5cyHe/+11Gjx7NVVddVWjf0NDQ7fOOnXPOOfz85z/f6f4NGzYwYMAAAG699VaeffZZBg8e3OI2aNAgBg8ezPHHH0+vXr26tb+SOsZLMqUDSEQsAF5KKV2e2fYKMDuldE0b7R8GKlNK789sewL4a0rpI9H0v6BVwIyU0k3N+8uAtcDVKaVZrep9ormtgZkkSdIeOO2005g/f37h/u23386//uu/AtDY2EhRURGTJk3iwgsv5IMf/CDQFJAVFRW1CLBWrlzJhAkT+M1vflPYNnbsWCZMmMCZZ57Z7nnOXnvtNSZNmsTq1atZtmxZYbGB8847jyVLlnDMMccUbkcffTQDBw6ksrKSqqoqKioq2h2qNTY28qtf/Yqf/OQn3HbbbYXFAX7wgx9w6aWX8v73v585c+YU2h933HGsXbuWxx57jNGjRwOwYsUKXnjhBQ477LAWz2/lypWUlJQwcODAdl+iCk0j4Z577jnmzJnD0qVLWb9+PevWrWPdunXU1taydevWwvP78Ic/zE9/+tOd1sqGa1//+td58skndxqujRs3jt69ewNQV1dHLpejpKSkcGu94IOkPWNgJh0gIqIU2AxcmFL6r8z224GRKaWxbTxmBfC9lNL3MtuuAL6UUnpHRPwD8BpwUkrp15k2jwJ/Syl9vFW9T9COwKw5dCvLbOoH/MXATJIkHehaB2ZFRUUMGjSIqqoqli9fTv/+/amvryciaGhoIJfLAU1zhJWXl1NRUUEulyOlRF1dXeGywewk90VFRfTp04e+fftSXl7OihVNFyKklCguLialVLg0tLi4mNLSUsrKysjlcmzdupVt27bt0eWI2aCnqKiIxsZGSkpK6Nu3L5s3b2b79u00NjYWQqhsP4qKiujVqxe9e/dm06ZNhePng8J823z7srIyKioqqK2tpb6+HoCIKNTOPz4iKC0tpby8nJqamhbbi4qKCvXy/SotLS3UbWhoKIy0y/YhL/s88vvzX3f3OuWPt7u22br5Y7WW/5lmn0dbbYuKiigqKiqcU7uqW1RURElJCY2NjYVbtu+t2xYXFxfOy+zPtPVr1p1183PRNTY2Fp7jzurmazQ2NnZZ3YgotM33eWd1I6IQ7uZfh5RSl9QtLi4u1Mm/L+ysbv612L59+y7rAoUwd3d1gUIf2lO3uLiYkpKSwvtD/nVo62fRq1evHX6Xs+8R+fulpaX07t2bQYMGsWTJEuiCwKz9UbyknjAIKKZp9FfWWmDoTh4zdDfth2a2tW7zjj3rJgDXANd14vGSJEn7pf79W/7dsbGxkerqaqqrqwEKX9uyZcsWtmzZsttjNDY2UltbS21t7Q77ssFavu22bduoq6trT/d3e9zW3zc0NNDQ0NCiXVuhT2NjI/X19YXwq62aWW21bevDeEppp23z4Ud72rbV5+y2/PftGYSSf07tadueum09j50dt/Xruau2rX9u+e3tqburtt1Vt6fbppR2+P3aVdtt27Z1S92OtM3lcjucPzv7nWtvXaBDddvbtr3vEflAb/PmzWzYsKHNY+4JAzPpraH1v2rRxraOtu9ozd35NnBb5n4/4C+dqCdJkrRfuP322xkzZgyvv/46y5cvZ+3atUQEQ4YMoa6ujre//e387ne/I5fLUVdXV1h9Mj9io3fv3oWRGDU1NUQElZWVRASbN2+mrq6OiKBv375UVVVRVVXFihUrCqPHysrK2LZtW+HDenFxMX369KFfv340NDSwadOmwqWIpaWlRATbt2+noaGBoqIi+vXrR2VlJQMGDGDJkiWFD6f5UR7ZETglJSWUl5dTVlZGTU0NW7duJZfLUVxcXGiby+UKxyorK6OyspK1a9cWRv9kRwPl6wKUlpZy0EEHsWHDBurr63cY+ZMfiZMfaVJVVcXatWvJ5XI0NjZSXFzcYrRdvn6fPn046KCD+Otf/1q4XDI/yihfNztyrrKykvXr1xdGo+Wfd75m/vn17duX/v37U1NTQ21tbaFu/rll+5UfHbhx48bCaL/8yKF83XxI0Lt3byoqKti8eTMNDQ1s3769MHIoO3Ip/xqXlpZSX19f2JdtC+zw89i+fXvhlm/besRXvm5+RGR29GL++PljlZSU0Lt378LPPnseZvsL0KtXL0pLS9m+fXvh9cm2hb+HJR2pW1JSQmlpaSEsbt3fbN3i4mJ69+5d+Bnlf869evUq9Kl13XwYlt+Xb9u6bllZWeH3K99+Z3V79epFRFBfX1947duqW1RURFlZWWF0167q5keXFhUVsXXr1t3WLS0tLYwEa2ho2GXdXr16UVJSwtatW1u8Dvnv87fsednQ0FDob34UYvZcLy0tLbxXVVdXF352JSUlLUZZFhUVUV5eTr9+/Rg6dCgLFizY/RtzOxiYSfu29UCOHUeTDWHHEWJ5a3bTfk3z16HA6nbW3K2UUj1QiP67csJYSZKkt7KjjjqKr3/96z3dDUna72XmMOs0ZxaU9mEppQbgRWBcq13jgHk7edj8NtqfnWm/jKbQrNCmea60sbuoKUmSJEnSAcMRZtK+7zbg/oh4gaYw7FLgMODfASLiPmBl+vuKmbcDcyPiauBR4HzgvcDpACmlFBEzgKkRsRRYCkylaXGBB/MHjYjDgIOaj1UcESObd72aUtpxcgxJkiRJkvYTBmbSPi6l9HBEDASmAQcDvwfOSSktb25yGNCYaT8vIi4CpgPfoGlFzIkppeyF3DcD5cBMYACwADg7pbQp0+ZGILtiZn5FzTOBZ7rm2UmSJEmStO+J9qzSIUkdFRGVwMaNGzdSWVnZ092RJEmSJO3nMnOYVaWUajpTyznMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCTJEmSJEmSMgzMJEmSJEmSpAwDM0mSJEmSJCnDwEySJEmSJEnKMDCT3gIi4nMRsSwitkbEixHx7t20/1BE/CEi6pu/XtBqf0TE9RGxKiK2RMQzETGiVZsBEXF/RGxsvt0fEf274/lJkiRJkrQvMTCT9nERMRGYAXwTOBH4H+DnEXHYTtqPAR4G7gdOaP76k4gYlWn2FeBK4AvAKcAa4OmI6Jdp8yAwEnhf821kcy1JkiRJkvZrkVLq6T5I2oWIWAC8lFK6PLPtFWB2SumaNto/DFSmlN6f2fYE8NeU0kciIoBVwIyU0k3N+8uAtcDVKaVZEfGPwB+A0SmlBc1tRgPzgWNTSn9qR78rgY0bN26ksrJyj5+/JEmSJEntUVNTQ1VVFUBVSqmmM7VKuqZLkrpDRJQC7wK+02rXU8BpO3nYGOB7rbY9CXyp+fvhwNDmGgCklOoj4r+ba85qrrExH5Y1t3k+IjY2t9khMGsO3coym/pB0xuWJEmSJEndrSs/fxqYSfu2QUAxTaO/stbSFHq1Zehu2g/NbGvd5h2ZNtVt1K7exXGvAa5rvfHQQw/dSXNJkiRJkrrFQYAjzKQDQOtrp6ONbR1tv7s2bdXf1XG/DdyWud8P+AtwCLBpF32V3so8z3Ug8DzXgcDzXAcCz3MdCPLn+YbOFjIwk/Zt64EcO47qGsKOI8Ty1uym/Zrmr0OB1bto87Y2ag/e2XFTSvVAff5+01RpAGzq7LXj0r7K81wHAs9zHQg8z3Ug8DzXgSBznneaq2RK+7CUUgPwIjCu1a5xwLydPGx+G+3PzrRfRlMgVmjTPFfa2Eyb+UBVRJyaaTMKqNrFcSVJkiRJ2i84wkza990G3B8RL9AUZF0KHAb8O0BE3AeszKyYeTswNyKuBh4FzgfeC5wOkFJKETEDmBoRS4GlwFRgM/Bgc5tXmlfW/EFEXNZc9/8AP2vPCpmSJEmSJL2VGZhJ+7iU0sMRMRCYBhwM/B44J6W0vLnJYUBjpv28iLgImA58A3gNmJhd8RK4GSgHZgIDgAXA2Sml7FwGk4A7+Ptqmv8X+EIHul4P3EDmMk1pP+R5rgOB57kOBJ7nOhB4nutA0GXneaS0q3nDJUmSJEmSpAOLc5hJkiRJkiRJGQZmkiRJkiRJUoaBmSRJkiRJkpRhYCZJkiRJkiRlGJhJ6nIR8bmIWBYRWyPixYh4d0/3SepKEXFNRCyKiE0RUR0RsyPimJ7ul9Rdms/5FBEzerovUleLiLdHxI8i4s2I2BwRL0fEu3q6X1JXiYiSiJje/P/zLRHxekRMiwjzAL1lRcQZEfFYRKxq/j/KB1vtj4i4vnn/loh4JiJGdOQY/oJI6lIRMRGYAXwTOBH4H+DnEXFYj3ZM6lpjgX8DRgPjgBLgqYjo26O9krpBRJwCXAr8tqf7InW1iBgAPAdsA94P/BNwFfC3nuyX1MWuBj4LfAH4R+ArwJeBL/Zkp6RO6gv8hqbzui1fAa5s3n8KsAZ4OiL6tfcAkVLqbCclqSAiFgAvpZQuz2x7BZidUrqm53omdZ+IGAxUA2NTSnN7uj9SV4mICuAl4HPAtcDLKaUv9WyvpK4TEd8B/jml5Gh47bci4mfA2pTSJZltPwU2p5Qu7rmeSV0jIhJwQUppdvP9AFYBM1JKNzVvKwPWAlenlGa1p64jzCR1mYgoBd4FPNVq11PAaXu/R9JeU9X8dUOP9kLqev8GPJ5S+kVPd0TqJucBL0TEI82X2P86Ij7T052SutizwFkRcTRARJwAnA7M6dFeSd1nODCUzOfSlFI98N904HNpSdf3S9IBbBBQTFNyn7WWpjcsab/T/Bes24BnU0q/7+n+SF0lIi6i6Y8gJ/d0X6Ru9A/A5TS9j38LOBW4IyLqU0r39WjPpK5zE01/3PtjRORo+v/611JKP+7ZbkndJv/Zs63Ppe9obxEDM0ndofW13tHGNml/cSfwTpr+UivtFyLiUOB24OyU0tae7o/UjYqAF1JKU5vv/7p5UujLAQMz7S8mAh8DPgosBkYCMyJiVUrpP3q0Z1L36tTnUgMzSV1pPZBjx9FkQ9gx3Zfe8iLi+zRdznNGSukvPd0fqQu9i6b37hebBlECTSMSzoiILwBlKaVcT3VO6kKrgT+02vYK8KEe6IvUXb4LfCel9FDz/d9FxDuAawADM+2P1jR/HUrT+3xehz6XOoeZpC6TUmoAXqRp1cCsccC8vd8jqXs0L1N9J/C/gfeklJb1dJ+kLvb/gONpGoWQv70APACMNCzTfuQ54JhW244GlvdAX6Tu0gdobLUth3mA9l/LaArNCp9Lm+fbHksHPpc6wkxSV7sNuD8iXgDmA5cChwH/3qO9krrWv9F0WcP5wKaIyI+q3JhS2tJz3ZK6RkppE9BiTr6IqAPedK4+7We+B8yLiKnAT2iaw+zS5pu0v3gM+FpErKDpkswTgSuBu3u0V1InNK/kfWRm0/CIGAlsSCmtiIgZwNSIWAosBaYCm4EH232MlJxWSFLXiojPAV8BDqbpA9cVKaW5Pdsrqes0L13dlk+mlO7dm32R9paIeAZ4OaX0pZ7ui9SVIuIDwLeBo2galXBbSukHPdsrqetERD/gG8AFNF2Stgr4MXBj8xUi0ltORPwv4Fdt7PqPlNInmhfmug64DBgALAA+35E//BmYSZIkSZIkSRlesyxJkiRJkiRlGJhJkiRJkiRJGQZmkiRJkiRJUoaBmSRJkiRJkpRhYCZJkiRJkiRlGJhJkiRJkiRJGQZmkiRJkiRJUoaBmSRJkiRJkpRhYCZJkiRJkiRlGJhJkiRJkiRJGQZmkiRJkiRJUoaBmSRJkiRJkpTx/wFrcFYdZ+lyLgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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fv55//OMfACxfvpy0tDSqVKlSoE9mZiYbNmwocszly5ezbNmyAjPKDifkMjIyKF++PABt27Y9qt9XX31VaLJxw4YNvgRYy5YtC9TFxcWRnJwMwMqVK6ldu3ahybLDz/jtt9+YNm2ar8zM8Hg8JCUlce655xb5vk60EifMnHMtj93Ky8x+yvvz74EEJSIiIiIiIiJSGsqXL09aWtpJe7Y/IiMjadiwIQDPP/88V1xxBY8++iiPP/44Ho+HuLg4vv7666P6VapUqcgxPR4Pjz76KNdee+1RdflnaB05E87j8XD11Vfz1FNPHdUv/4ECRx4O4JzD4/EAEBERUWRch59xxx13MHjw4KPq6tSpU2zfE82fGWYr+e8+Y8daxxnsbyDOuVbAj2bmd18RERERERERkcI450q8LPJU88gjj9C9e3f+/ve/06ZNG3bu3Em5cuV8yy1Lok2bNvzyyy++RJw//d5//33OOeccypULbIFiy5Yt2bZtG+vXry90llmbNm1Ys2aN37GVBX82/a8H1M/7szeQBNwFnJ933QVsyKsLlDb9FxERERERERHBewrleeedx9ixY+nUqRMXX3wx11xzDbNnz2bTpk0sXLiQUaNG8cMPPxQ5xsMPP8z//d//MXr0aNasWcPatWuZPn06o0aNKvbZd999NykpKVx//fUsXbqUjRs3MmfOHAYNGkRubm6J4u/QoQPt27end+/ezJ07l6SkJGbNmsUXX3wBwPDhw1m0aBF33303K1eu5Ndff+Xjjz/2LUM9mUqcIsy/Wb9zbiYw2Mw+z9fkJ+fcVuBx4KMj+zvnPjjGI6I59sw1EREREREREZGzxrBhw7j55psZPnw4n3/+OSNHjmTQoEH88ccfxMbG0r59e2rUqFFk/65du/Lpp5/y2GOPMX78eEJCQmjatCm33nprsc+tWbMm33//PcOHD6dr164cPHiQunXr0q1bN4KCSj7/6v333+e+++7j+uuvJz09nYYNGzJu3DjAOwPtm2++YeTIkVx++eWYGQ0aNKBv374lHv9ECeiUTOdcJtDGzNYeUX4u3mWVRy1Sdc7lAHOBXUUMGwP8WUsyRc4MOiVTRERERETKWnEnKMqZ4VQ/JXMtMMo5d4uZZQE458KAUXl1RfV538xeK6zSOdca+HOA8YiIiIiIiIiIiJSKQBNmdwKfAFudc6vyylrhXVJZVNJrOdAGKDRhBhwEtgQYj4iIiIiIiIiISKkIKGFmZkudc/WAG4GmeDfrnw68bWbpRXS7k2JOz8xb3lkvkHhERERERERERERKS6AzzDCzDGCyH+0PBvosERERERERERGRslLyYw1KwDlX2Tl3U2mOKSIiIiIiIiIiUpZKNWEG1AGmlPKYIiIiIiIiIiIiZcavJZnOuahjNKl4HLGIiIiIiIiIiIicdP7uYbYP70mYRXHHqBcRERERERERETml+ZswOwCMAZYUUd8IePm4IhIRERERERERETmJ/E2Y/QhgZt8UVumc24d3llmhnHO3ApcDX5vZFOdcX2A0EAa8ZWaP+BmPiIiIiIiIiIhIqfJ30/+3gaxi6ncCjxZW4ZwbAkwCKgBjnHMjgReBqXgPCrjXOXe7n/GIiIiIiIiIiIif7rjjDho0aEBERATVqlWjV69erFu3zle/atUqrr/+euLj44mIiODcc8/lueeeO4kRly2/ZpiZ2SvHqN9FEQkz4A7gdjN72zl3PrAUuNPMXgNwzm0D7gYm+xOTiIiIiIiIiIj454ILLuCGG26gTp06pKSkMHr0aLp06UJSUhLBwcEsX76catWqMXXqVOLj41m4cCG33347wcHB3HPPPSc7/BPOmfm/R79zLt7MthZR187MFhdSngE0NbMtefdZwAVmtibvviGwzMwq+x2QiJxy8k7VTU1NTSUq6lgH7IqIiIiIiBy/rKwskpKSqFevHuHh4Sc7HL8kJCTQsmVLwsPDefXVVwkNDeXOO+9k9OjRfP3113Tp0oV58+Zx+eWXAzBhwgSefPJJfv75Z+Li4o77+T/99BOtWrXit99+o0GDBoW2ufvuu1m7di3z588/7ucFqrif8f79+4mOjgaINrP9x/Mcf/cwO2yuc+5SM9uTv9A5dynwGVCpkD4ZQGS++z+AtFKKR0RERERERESkSOnp6UXWBQcHF0i+FNc2KCiIiIiIY7aNjIwstLw4b775JsOGDWPJkiUsWrSIgQMHcumll9K5c2eGDBlC//79WbVqFZs2bWLkyJG88847vmTZ2LFjGTt2bLHjz5o1y5dwyy89PZ0pU6ZQr1494uPji+yfmppKTEyM3+/rdBToDLNXgDZAgpkdyCtrD3wCjDaziYX0+Q54wcymFzHmn4EnzayF3wGJyClHM8xERERERKSsFTf7yLkizyikR48efPbZZ777yMhIMjIyCm3boUMHvv76a999tWrV2L1791Ht/M23JCQkkJuby4IFC3xlf/rTn+jYsSPjxo0jOzubdu3a0ahRI9asWcPFF1/MK6/8d+eslJQUUlJSin1GrVq1CiT7/v3vf/PAAw+Qnp5O06ZN+fTTT4ucXbZo0SI6dOjAZ599RufOnf16b6XpVJ9hdjswE/jMOdcFuBj4GBhlZkXtADccKDpFC3WAlwOMR0RERERERETktNayZcsC93FxcSQnJwMQGhrK1KlTadmyJXXr1mXSpEkF2sbExPg9++uGG26gc+fO7Nixg2eeeYY+ffrw/fffH5WIWrNmDb169eLhhx8+qcmyshRQwszMzDl3Pd7ll/OAlsAIM/tXMX2+P8aY/w4kFhERERERERGRY0lLO3JXqP8KDg4ucH84SVWYoKCgAvebNm06rrjyCwkJKXDvnMPj8fjuFy5cCPx3Nln+ZZ+BLMmMjo4mOjqaRo0a0a5dOypXrsyHH37I9ddf72uTmJhIx44due222xg1atRxvb/TSYkTZs65loUUPwq8A0wFvj3cxsx+Kp3wRERERERERESOnz97ip2otsdjw4YNDB06lFdeeYUZM2Zw0003MW/ePF8C784776RPnz7FjlGrVq1i682MgwcP+u7XrFlDx44dGTBgAGPGjDn+N3Ea8WeG2UrAgPyLfg/f34F3mabLKws+qjfgnLsLuBZIAV4ys/n56qoCS82svj9vQERERERERETkTJabm0v//v3p0qULN998M927d6dFixZMmDCB+++/H/BvSebGjRuZPn06Xbp0oVq1avz+++889dRTRERE0KNHD8CbLLviiivo0qULw4YNY+fOnYB3Nl61atVOzBs9hfiTMKt3PA9yzg0GngSmANHA5865R83sybwmwUDd43mGiIiIiIiIiMiZZsyYMWzatIlPPvkEgNjYWF599VX69OlD586dad26tV/jhYeHs2DBAiZNmsTevXupUaMG7du3Z+HChVSvXh2AmTNn8scffzBt2jSmTZvm61u3bt1SXYZ6qgrolMyAHuTcGmCMmb2dd38x8BHwspk97JyrAWw3s0Jnp4nI6UWnZIqIiIiISFkr7gRFOTOU1SmZQcducjTn3Ajn3KBCygc554YX0a0esPDwjZktAjoCtzvnniyij4iIiIiIiIiISJkKKGGGd8+ydYWUrwHuLKLPbiA+f4GZrcGbNLsZeDrAWEREREREREREREpNoAmzWGBHIeV/AHFF9PkO6H1koZklAlcC3QKMRUREREREREREpNT4s+l/fluBS4GkI8ovBbYX0WcccEFhFWa2xjl3BfDXAOMREREREREREREpFYEmzF4FJjnnQoD5eWVXAuOBCYV1MLOfgJ+KGjBveeaaAOMREREREREREREpFYEuyRwPvAb8G9iYd70APG9mJd7A3zn3s3Mu/tgtRc5uzrm7nHNJzrks59xy59zlx2jf2zmX6Jw7mPfnX46od8650c657c65TOfc1865845os8k5Z0dc407E+xMRERERERE5lQSUMDOv4UA1oB3QCogxs8f8HOocICSQGETOFs65vsAkYAxwPrAAmOWcq1NE+4uB6cBbeP/bfAuY4Zy7KF+zB4BhwD3AhcBOYK5zruIRwz2Md1/Cw9cTpfS2RERERERERE5Zgc4wA8DM0vBu/r/XzA6WTkgicoRhwGtm9qqZrTWzIXj3Efx7Ee2HAHPN7EkzW5c363NeXjnOOZf3eoyZfWBmq4EBQHmg3xFjHTCznfmutBPw/kREREREREROKQHtYeacCwJGAf8DVMgrO4B3/7IxZuYp4VALgMxAYhA5GzjnQvEelnHkUsg5wCVFdLsYmHhE2WzyEmZAPbwn3c45XGlmB51z3+SN+XK+fsOdc//Em6CbCTxtZtlFxBoGhOUrqggQHR1dRJiBc85hZmf9uEFBQXg8Jf3r9swd90R9vieCN19Nqcdbrlw5nHPk5OSU6rihoaE45zh4sPR+JxYcHEy5ct6vH9nZ2aX2WQQFBVG5cmUqV65MUlISubm5xbYv7Gdx+P0658jKygKgQoUKxMbGArB58+ZiP+OgoCDf2B6PBzMjKCiI0NBQX5vD/WvVquUrT0tLIycnh4iICMLCwnyxHSk6Opp33nmHRo0aFfveREREROT4Bbrp/xjgFuBB4HvA4T0hczQQDowsySBm1iPA54ucLaoCwcCuI8p34U16FSb2GO1j85Ud2aZuvvvngB+BvcCfgCfxJttuLeK5I4BHiqgrVScqOXK6jXsikk+n47inS7IMTlyshw4dOiHjZmcXmh8/Lrm5ucdMZgXC4/GwZ88e9uzZU6L2hf0sCnu/aWlp/PbbbyWOobCyw8m3/LZs2VKiMY/09NNPM3ny5ID6ioiIiEjJBZowGwDcamYf5ytb5Zz7He9BAIUmzJxzrYA2wNdmlpS3yfjdeJeGfmhmswOMR+RMd+S/7FwhZf62L7aNmeWfpfaTc24v8J5zbriZFfYv0ieBZ/PdVwS2XXrppWRlZVG+fHkyMjIAOHjwIBkZGURGRhIXF0dMTAx79uxh165dpKenU7NmTUJDQzEzdu/ezYEDB2jSpAlxcXFUrlyZffv28euvv7Jr1y7KlSvnSxbk5OSQlZVFWFgYMTExVKpUCYDdu3ezf/9+4uLiCA8PLzBu/fr1qVOnDlWqVGH//v2sX7+eHTt2EBwc7PtHfU5ODpmZmYSFhVGpUiWqVKmCmbFv3z727NlDzZo1CQ8PxznHnj17SE1NpU6dOtStW5fq1auTlpbG+vXr2bZtG8HBweTk5OCcIzc3l8zMTEJCQoiOjqZq1aqYGQcOHGD37t3UrFnTN9skNTWVlJQU4uLiaNCgATVq1CAjI4P169ezdetWgoODyc7O9s1sycjIIDg4mOjoaKpXr15g3NjYWMLCwggODubAgQPs2bOHmJgY32d88OBB1q1bx7Zt23yziw7PDsvMzCQoKIiKFStSo0YNzIy0tDR2795N9erVCQsLIyQkxFcWFRVF06ZNqV27NtnZ2axdu5bff/8dMyM7O7vAuOCdzRMXF4eZkZGRwe7du6lcuTLly5cnJCSErKwskpOTCQ8P57zzzqN27dp4PB4SExPZvn07hw4dKpA8Ovy/ufLlyxMbG0tQUBAZGRns2bOHihUrEhkZSbly5cjOzuaPP/6gXLlyNGvWjLi4OJxzbNy4kW3btpGdnc2hQ4d8CZGDBw/i8XiIiIigWrVqvjH27t1LWFgY5cuX9834OpzAqVevHhUrViQsLIysrCy2bt1KVlYWGRkZvkTN4WeUK1eO8PBwgoODqV69OikpKb5nZGRkkJub65v1FRwczMGDBwkLC+Pyyy9n8+bNpKenk5KSUmii5rBmzZqxd+9e3/M8Hg8hISGkp6eTm5tLw4YNadasGXXq1GHZsmWsX7+elJQUwsPDiYiI8H0OqampOOdo1KgRVapUITk5me3bt7Nnzx4qV65MmzZtMDO2bNnim6HVv39/mjdvznfffcfKlSvZunUroaGhVKtWDfAmrjIzM4mIiKBSpUqEhoayb98+0tLS8Hg8VKpUiezs7AKvu3fvzvz581m/fj0JCQns3LmTAwcO4PF42LFjB+CdARYcHExUVBR169alSZMm/PHHH2zevJmtW7f6/vdxpO7duzNy5EimTp3Kp59+SlpaGo0bNyYkxLsNa1I6QCskAAAgAElEQVRSEtu3b6dBgwacd955ZGZmkpyczNatW6lQoQK33Xbb4b9XGT9+POnp6Tz++OMkJCQAcMstt7B+/XrKlSvnm4HWpk0bHn30USpXrgzA2rVrue2225gxYwYvvPACYWFhR8UpIiIi4q9FixYxcuRIlixZQkhICK1bt2bWrFm+73uHHTx4kIsuuohVq1axYsUKWrdufZIiLjsukN92O+eygJZmtv6I8ibASjOLKKRPb7wbke8DQoG/AO8BPwC5QCfgJjN72++ARM5QeUsyM4DrzOzDfOXPAa3NrEMhfbYAE/MnvJxzQ4EhZlbXOVcf2AC0MbMV+dr8B9hnZgOKiKUWsA1oZ2ZLShB7FJCamppKVFRUCd+xiAQiNzeX1NRUYmJifGXvvvsuq1evJjk52Xft2rWL5ORkQkJCSElJ8bXt0qULc+fOLXL87OxsX3LoiSeeYOPGjVxxxRV07NiRWrVqFdkvJyfH1w/gww8/ZPPmzfTp04eaNWsC8MUXXzB06FBatGjBjBkzfG2bNm3KL7/8wqxZs+jWrRvgXRK5YsUK2rRpQ506R597smXLFrZv307Tpk19CfM33niDe++9l/379x/VvlKlSiQkJHDllVfSsWNHzj33XHJycti6dSu//PIL69atIzExkT//+c9cc801AKxcuZLzzz+fihUr0qtXL/72t7/Rtm1bli1bRs2aNWnTpg0A69evp0mTJpQrV47NmzdTs2ZN9u3bx6WXXsrmzZvZvHkzVapUKZDsA6hevToHDhwgMzOTRo0aMX/+fF9iOD4+nu3bt/Of//yHnj17Fvm5i4iInM2ysrJISkqiXr16hIeHn+xwTmmLFi2iW7dujBgxgquvvprQ0FBWrVrF1VdffdQv5+69915+/fVXZs2addITZsX9jPfv3394W6BoMzv6C6A/zMzvC1gCPF9I+QvA4iL6LAdG5r3+G95lXv/MV/8/wIpA4tGl60y+8v57+/cRZYnAk0W0nw58fkTZLOCdvNcO72EdD+SrD8WbzL6jmDj+jHcGWp0Sxh0FWGpqqonIqSUzM7PA/UcffWRPPvmkDR061G644Qbr3LmztWzZ0mJjY6169eoF2nbq1Mny/i4wwBo3bmx///vfbebMmfbHH3+USny5ubnWt29fa9iwoe3cudNX/uKLLxpgPXr0KNB+1qxZxf5d4/F4bNeuXfbtt9/axIkT7eqrr7aoqKgC7wOwuLg4GzZsmK1fv77IsT777DOrXbv2UZ/B5MmTC3yuy5cvtw4dOljv3r0L9D906JBt3LixQGwPPfSQvfzyyxYbG2uARUdHW1xcnAH273//29d2yJAhBli/fv2O/SGKiIicpTIzMy0xMfGo7zungw4dOtg//vEPu//++61y5cpWo0YNe+SRR8zM7KuvvrKQkBD79ttvfe2feeYZq1Klim3fvj2g51100UU2atSoY7b7/PPPrWnTprZmzRoDbMWKFQE9r7QU9zNOTU09/B0tyo733+IBdYIOQFreP9pfA17Ne30AuLyIPmnAOfbff7BnAy3y1dfHeyLfSU9Q6NJ1Kl1A37z/XgYB5+Ld0D8NqJtX/3/5k2d4N+4/BAwHmub9mQNclK/N8LwE2V+A5sDbwHagYl79xcBQoDXefcv6AL8D//EjbiXMRM4AHo+nwP0XX3xhw4cPt7Zt21pQUFCBxFG1atUKtM/Ozi7VWKZMmWKtW7e20aNHF3hGWFiYRUREWGJiYonHysnJscWLF9vYsWOtU6dOFh4e7nsfCQkJxfbNzc2177//3gYPHmyVKlXy9atRo4YtXry4QNuDBw/6Xu/bt8+aN29uH330ka/svffeM8CqVq1q77//vrVt29aXNHvssccKjLV48WIDLDIy0tLT00v8XkVERM4mxSVT0tLSLC0trcD3lYMHD1paWpplZWUV2jY3N9dXlp2dbWlpaUeNXVRbf3Xo0MGioqJs9OjRtn79envzzTfNOWdz5swxM7P777/f6tata/v27bOVK1daWFiYffDBB77+Y8aMscjIyGKvwwm3Xbt2GWDPP/+8XXzxxVa9enVr3769LViwoEBMO3futFq1atmyZcssKSlJCbMSdYSaeDf/fx/4AHgCqFlM+x3ABXmvKwMeICFf/YXAjuN9Q7p0nYkXcBewCTiId7Zm+3x1XwNvHNH+r8C6vETbWuDaI+od3kM6dgBZwDdA83z1bYDFeUm1zLyxRgPl/YhZCTORM1xKSop99NFHNnjwYGvevLldd911vjqPx2N169a1du3a2UMPPWTz5s2zjIyMUo9h586d1qRJE6tbt26BL6kLFiwodqbYkTIzM+3jjz+2q666ymbOnFlg/EceecS2bdtWaL/9+/fbs88+a/Hx8Va/fv1if5s9duxYA6x+/fq+L+VbtmyxNm3aGGBhYWH24YcfWrt27Qyw2rVr244dO3z9PR6PnXPOOQbYjBkzSvzeREREzibFJVMO/5IrOTnZV/bEE08YYLfeemuBtuXLlzfAkpKSfGUTJ04sdLZ31apVDbDVq1f7yiZPnux37B06dLDLLrusQNmFF15ow4cPNzNvcu/888+3Pn362HnnnXdUzHv27LFff/212Ovw97FFixYZYDExMfb666/bjz/+aEOGDLHQ0FDfdyiPx2PdunWzxx9/3MxMCbMTdQFv5f0D/AbgY7xLxBblzYBpkveP/pllFY8uXbpO7KWEmcjZJ/9vUn/77bejljyGhYXZFVdcYY8//nipftHyeDwFliJ4PB5r3ry5Afbee+8d19hjxowxwC655JJi22VnZ9umTZt89zk5Ofbggw/arl27fGVZWVn2wAMP2Pfff1+gb3p6uvXs2dP3Gb3//vvWtGlT33M3bNhg/fr1s61bt9qDDz5owFFLPUVERMTrdE+Y3XXXXQXKevbsaTfffLPvfs2aNRYcHGz169e3tLQ0v59x2Pfff2+AjRgxokB5ixYt7MEHHzQzs+eee84uueQSO3TokJmdfQmzIALknKvknOvinLvROXdT/quILvfhXbL5Et7TOfvi3fA/Me+qCTwYaDwiIiJycuXf4L9BgwZs2rSJKVOm0L9/f2rWrMnBgwf56quv+Oc//8mbb77pa5uVlcWPP/7oO4XUX8454uLifPdpaWnEx8cTGRnJlVde6Sv/4YcfmDNnju8E3JJo1aoV7du354477vCVHXkaK3jfe926dX33L730EuPGjaN169Z8++23AISFhfHUU09xySWX+NqtWLGCP/74g5kzZ3LNNddw8OBBBgwYwFNPPUV0dDQLFy6kc+fOvP322wwdOpS+ffsC8NlnnxV6kIGIiIgULS0tjbS0NKpWreoru//++0lLS+Nf//pXgbbJycmkpaUVOGjo7rvvJi0tjddee61A202bNpGWlsa5557rKxs4cGBAMeb/PgXe7zn5vyMtXLgQgJSUlAKHOAGMHTuWChUqFHstWLAAwPfdqVmzZgXGOPfcc9myZQsA8+fPZ/HixYSFhVGuXDkaNmwIQNu2bRkwoNCz4s4ogZ6SeTUwDYjEmwTLP4iZWUyhHQsfqz5QHlhnZoeO1V5ETg86JVNE8jMzfv31V+bNm8f8+fO544476NSpEwDz5s2jU6dOxMTEkJCQQMeOHenYsSNNmzbFORfwM/fv31/g75/evXvzwQcfMGrUKB5//HG/4z8cy6RJk3jttdf417/+RYcORx1WDMCPP/5I//79SUxMJCgoiDFjxvDAAw8QFPTf31UmJibSvn17ypcvz/z586lTp47vxMz4+HhGjBjBXXfdRVBQEM45cnNzmT17NoMHD+aXX37hrbfe4sYbbwzgkxERETlznc6nZCYkJNC6dWsmTZrkK7vmmmuoVKkSb7zxBhs2bKB169Y8//zzzJgxg6ysLObNm+f7flFYEu1ItWrVIiIiAjOjdu3aDBo0qMD3ovPPP5/u3bszduxYtmzZUuAXdNu3b6dr16689957XHTRRdSuXbuUP4GSKatTMgOdYTYBeB3vBuGVzKxyvqvEyTIAM9toZquVLBMRETlzOedo3Lgxf//735k5c6YvWQawbds2KlSoQEpKCh988AH33HMPzZo1o2bNmtxwww2sXr06oGfmT5aZGeeccw4xMTFcd911vvIDBw6wfv36EsUP3tllL7zwAqtXryYhIYF+/fqxffv2o9q3adOGpUuX0r9/fzweDyNGjKBnz54cOHCgQHzVqlUjLi6OmJgYQkNDee+992jSpAlbt27lnXfeoW/fvng8Ht97GTFihG+W2fTp0wP6XEREROT0k5ubS//+/enSpQs333wzU6ZMYfXq1UyYMMHXJiYmhoYNGxZ7RUREAN7vNvfffz/PP/887733Hr/99hv//Oc/WbduHbfccgsAderUoXnz5r6rcePGgHclwclKlpWlQBNmtYDnzSzDn07OudrOuTHOua+cc2udc4l5r59wzsUHGIuIiIicxgYMGEBKSgqLFi1izJgxXHnllYSHh7Nz507efvvto5Y/BsI5x4QJE9ixYwctW7b0lT/yyCO0aNGCF198sUTjlCtXjqVLl3LnnXfinOOdd96hSZMmTJw48aglpZGRkbz55pu88sorhIeH89lnn9GxY0d2794NQO3atfn222/58ssviYnx/r6xcuXKfPzxx74lE/Hx8dSoUYNKlSoRGRnJjz/+6Gs7e/Zs9u7de9yfjYiIiJz6xowZw6ZNm5g8eTIAsbGxvPrqq4waNYqVK1cGNOaQIUMYMWIEQ4cOpVWrVsybN4+5c+fSoEGD0gz9tBXokswPgHfNbIYffS7Du9H/VmAOsAvvSX3Vgc5APNDdzL73OyAROeVoSaaIHI+srCwWL17MggULGDlypG+pwahRoyhfvjxDhgyhfPnyx/UMj8fDNddcwyeffMKsWbPo1q2bX/2XL1/O3XffzZIlSwDvks833niDChUqHNV22bJl9OjRg7S0NObNm1dgH7Mj27Vs2ZIPPviAfv364Zzj1VdfpV+/fowbN45HH32Upk2bEhISws8//8xrr73GoEGD/H/zIiIiZ6jTeUmmlExZLcksccLMOdcz32014GFgCvAzkJO/rZl9XEj/ZcB3Zja0iPEnApeZ2YUlC11ETmVKmIlIadu0aRONGzcmJyeHmjVr8vjjjzNgwACCg4MDHtPMWLRoUYEE1g8//ECdOnWoXr36Mft7PB5eeuklhgwZQk5ODi1atOCjjz6ifv36R7Vdt24dSUlJdO/evdCx3nrrLW655Rauv/563njjDW699VZef/116tevz08//URubi7169dnz5499O3bl+nTp9O5c2fmzJkT8PsXERE50yhhduY7FRNmJT26yszsqG+uzrlMoLWZ/VLE+E2BFWYWUcLniMgpTAkzESltHo+Hd999l4ceeojNmzcD0Lx5c5566im6d+9+XAcEHJaenk6zZs3Yv38/s2bNol27diXqt3DhQnr37s3OnTupXLkyM2bMKLBPW2E2btwI4EuuzZkzhx49enDNNdcwbdo0Dh48SPPmzdmxYweffPIJV155JTfccAPVqlVj0KBBtG3blqCgIHbs2FGi5J6IiMjZQAmzM98pt+m/mQWV8Crq17w7gMLXH3hdnNdGRERE5ChBQUH069ePdevWMWHCBCpXrszq1au56qqr6NSpExs2bDjuZyQnJ1OlShWio6Np0aJFiftdcskl/PDDD/zpT39i7969dO3alWeffZaifjG5Zs0aLr30Urp06cLOnTsB6NKlC8uWLWPmzJmEhYURFRXFtGnTWLZsGd26deP+++9n5syZJCUlccEFF3DhhRfi8Xh4//33j/t9i4iIiEhBgW76fxTnXKVjNHkGeMk59y/nXC/nXDvn3EV5r/8F/C8wvrTiERERkTNTeHg4w4YNY8OGDdx3332EhoaydOnSQvcO81e9evVYunQp8+bNIzIy0lc+depU0tPTi+1bq1YtvvnmGwYOHIjH4+F//ud/GDq00J0oiImJISIigg0bNtCtWzf27dsHeI9yzz9T7rLLLqN169YA3HPPPdSuXZsePXpgZvztb38D4N133z2u9ywiIiIiRwsoYeacG+6c65vvfiaQ4pz73TnXqrA+ZvZv4CagLfAesBBYlPe6LXCTmb0USDwiIiJy9qlcuTJPP/00v/zyC1OnTqVGjRq+usmTJ5OSkhLQuOXKlStwOtSsWbPo378/rVq1IjMzs9i+4eHhvP766zz33HOEh4fzl7/8pdB2cXFxzJkzhxo1arBq1Sp69uxZYOzs7GxGjBjBgAEDfGWZmZm89NJL3HPPPXz++ee88847ACxYsIDff/89oPcqIiIiIoULdIbZHXhPu8Q51xnoBHTDewrm00V1MrPpZtYOKA/UyrvKm1k7f07cFBERETnsnHPOoVevXr77L7/8kjvuuIMGDRrwzDPPkJWVdVzjh4SEUKdOHXr16kVExLG3WnXOMXjwYJKSkujQoUOR7Ro2bMjs2bOJjo5mwYIF3Hbbbb4lnKtXr+bpp5/mrbfeYvHixcybN4/WrVszaNAgUlNTeffdd/nhhx+oVq0aZsbMmTOP6z2KiIiISEGBJsziyEuYAX8GZpjZHLxLKo95yqWZ5ZjZDiABCA0wBhEREZGjhIeH06JFC/bt28f9999P06ZNmTZtGh5PSc8vKqhTp04kJiby2GOP+crS09P58ssvi+0XGxvre71mzRq6det21Ky3Vq1a8dFHH1GuXDmmTZvGxIkTAWjTpg3jx4/n/fffp127dlx++eU0atSI9u3bk5aWRtOmTQF842lZpoiIiEjpCjRhtheIz3vdDTj8jdEB/pzt/jJQ45itRERERErosssuY8WKFUyZMoVatWqxefNmbrzxRtq2bcu8efMCGjMyMtK3p1lOTg59+vSha9euvP7668fs6/F4uP7665k9ezbDhg07qj4hIYFnn30WgGnTppGTkwPAsGHDuPbaawEIDQ1lyZIlzJw5k9zcXEaPHg1Abm4uzjmWLFlCUlJSQO9NRERERI4WaMLsA+Bt59xcoArepZgArYHf/Bjn+M9/FxERETlCcHAwAwcOZP369Tz55JNERUWxYsUKbr/9dl9CKlDOOWrXrk1YWBjNmjU7ZvugoCDeffddunfv7kuMHemee+7h5Zdf5ttvvyUkJOSo+szMTHbs8B4mXqdOHW644QZfXWiod7L+jBna3UJERESktLiijjsvtpNzIcC9eGeZvWFmK/LKhwBpZvZqCcc5ALQys41+ByEipzTnXBSQmpqaSlRU1MkOR0TOcrt37+aJJ57g8ssvp3fv3oB3ptiuXbuoXbu23+OZGevXr6dJkyYBx5Sbm0tw8LEn5q9du5aePXty6NAhVq9eze7duxk6dCgffvhhgXatW7dmxYoVAccjIiJyJsjKyiIpKYl69eoRHh5+ssORE6C4n/H+/fuJjo4GiDaz/cfznIBmmOXtQfaMmd17OFmWVz4pf7LMOfeZcy6umKG6AzrWSURERE6oqlWrMmnSJF+yDOCVV16hUaNGjBgxgtTUVL/Gc84VSJZt3bqV22+/nYyMjBL1f/HFF+nSpUuh7XNzcxk3bhz33XcfAPHx8WRnZ5Odnc2GDRt48MEH+fDDD4mLK/gVa+XKlfzyyy9+vQ8RERE5e02ePJmEhASioqJwzrFv374C9Zs2beKWW26hXr16RERE0KBBAx555BGys7MLtJs9ezbt2rWjYsWKVKtWjd69e58RW0UEuiSzpNoDRR4nZWbfAZWcc7FFtRERERE5EebPn09WVhbjxo2jQYMGPP/880d9ASwJM+Paa6/llVde4a677jpm++TkZB566CHmz5/PNddcc9QpnosXL2bEiBFMmDCBWbNmUaFCBT7++GMSExNp2bIlo0ePJjg42LdE0znnWxo6ffp0v+MXERGRs1NGRgbdunXjoYceKrR+3bp1eDweXn75ZdasWcPEiRN56aWXCrTfuHEjvXr1omPHjqxcuZLZs2eze/du3z6sp7MTnTDzcc7FOOfed85tds696JwLds69CuwAfnfOLTzGbDQRERGRUjNz5kz+85//0LRpU/bs2cO9997Lueeey4wZM/BnywrnHJMmTaJFixYFTtIsSvXq1fn888+JjIxk7ty53HTTTQWed+mllzJ48GAABg4cyK5du2jVqtXh5QU0adKEgQMHAhAdHY2Z0ahRI8B7WmYg222IiIjIyZeQkMDgwYN54IEHiImJITY21nfQz9dff01oaCgLFizwtZ8wYQJVq1b1/RLNX0OGDOHBBx+kXbt2hdZ369aNKVOm0KVLF+rXr0/Pnj257777+OCDD3xtfvzxR3Jzc3niiSdo0KABbdq04b777mPVqlXHvW/syVZmCTPgGaAx8DRwHvAecCFwOXAZUA4YV4bxiIiIyFnMOUfPnj35+eefefnll6lRowYbN26kb9++DBkyxK+xLr30UlauXEmdOnV8ZUfOHDuy/aeffkpISAgzZ87kySefLFD/1FNP0aJFC5KTkxk0aFCBJNg333xDx44dKVeunG8p6XfffUdoaChr165l9erVfsUuIiJytkhPT/f7OnTokK//oUOHSE9PJzMzs0TjBuLNN98kMjKSJUuWMH78eB577DHmzp1LQkICQ4YMoX///qSmprJq1SpGjhzJK6+84tumYezYsVSoUKHYK3/CLRCpqanExMT47tu2bUtwcDBTpkwhNzeX1NRU3nrrLbp06VLoQUanFTM7YRdwAKif93o7cEne6xqAB+icr+2lwLYTGY8uXbrK7gKiAEtNTTURkdPBgQMH7NFHH7WKFSva8uXLj2usxYsXW1xcnM2fP7/YdpMnTzbAnHP2ySefFKj7+eefLSwszAB74YUXzMxs2rRpBlj9+vVtwIABBlhERIQBVrNmTQPsoYceOq7YRURETmeZmZmWmJhomZmZR9UBfl8zZszw9Z8xY4YB1qFDhwLjVq1atdC+/urQoYNddtllBcouvPBCGz58uJmZHTx40M4//3zr06ePnXfeeXbrrbcWaLtnzx779ddfi70yMjKOeu5XX31lgO3du7fY+H777TeLioqyV155pUD5N998Y9WrV7fg4GAD7OKLLz7mWMejuJ9xamrq4c8/yo7z37RlOcMsmrwN/s1sF3AI73LMw7YDlcowHhERERGfChUq8PDDD/P777/Tpk0bX/kPP/yAx+Pxa6zx48ezY8cOnnvuuWLb3Xbbbdx1112YGf369WPdunW+uubNm/PMM88AMHz4cJKSkujZsyfx8fF07dqVe++9l6CgIN9vubdv3w5oWaaIiMjprGXLlgXu4+LiSE5OBiA0NJSpU6fy/vvvk5mZyaRJkwq0jYmJoWHDhsVeERFFbjNfrO3bt9OtWzeuu+46br31Vl/5zp07ufXWWxkwYADLli3jm2++ITQ0lL/+9a+n/feRskyY/Qr8GcA51x3IArrkq+8KnP7HKIiIiMhprWLFir7X8+bN45JLLuH6668vdonlkaZNm8bIkSOZOnXqMdtOmjSJ9u3bc+DAAXr16lXghKq77rqLhIQE/p+9e4/vufz/OP64tpnJ2toyLMKUJIyV1ByHzCmVDhRN0dcpEb+SHEJyKEw6KBmh6KD6EhXFajlG+jY5J19LxULYDNtsu35/fLbPdx87sI/DHJ732+1983lf7+u63q/31i1vr891yMjIYN26dfj6+rJt2zbeeustwsLC6Ny5MwAeHv97pfvvf//Lhg0bzjhWERGRK0VKSkqRjw4dOjjbd+jQgZSUFJYsWeLSb0JCQr5t3XHqNEZjjMsXd2vWrAHg0KFDHDp0yKXu+ZqSuXfvXpo1a0Z4eDjTp093uTZ16lT8/PyYMGECYWFhNGnShLlz5xIbG8u6deuKfK+Lidd57n8ckPMbnAjMMcYMACoCjwKvG2PuwDE9837g/85zPCIiIiJn7ODBgwDMnz+fxMREFi5cSEBAwGnb+fj4MGbMGJeylStX0qhRI4wxLuU565jdfvvt/Prrr3Tu3JnFixfj6emJh4cHM2fOJC0tjRo1agBQunRpZ9thw4Yxb968PCPgPvroI26//Xa3nllERORylfvvUHd4eXnh5ZU3jXK2/Z6pXbt2MXDgQGJiYpg/fz5du3YlNjbW+cVZ79696dixY6F9VKhQoUj3/Ouvv2jWrBm33XYbs2bNcvmSDhw7bXp6erqU5ZwXdYT+xcbtEWbGmChjzGpjzF5jTOXssgHGmHtz6lhrx1trj2R/ngdEANOA5tbaz4CWQBpQAuhprZ3q/qOIiIiInFudOnVi6dKl+Pn5sWLFCho1asQff/xR5H4++OADmjRpwuOPP05mZmae62XLlmXhwoWUKlWKJUuWMHz4cOe1qlWrOpNlue3bt48333yTVq1aAbi8rH744Yf53kdEREQuTZmZmURFRREZGUm3bt2YNWsWmzdvJjo62lmnqFMyExMTiY+P57fffgNg06ZNxMfHO0eu7d27l4iICK6//nomTZrEgQMHSExMJDEx0dlHu3bt+PHHHxk9ejQ7d+7kP//5D926daNy5cqEhYVdoJ/O+eFWwswY0weYDHyFY92xnDe0I0CB20pZa1dZa6OttWuzz7daa7taax+01s5xJxYRERGR86l58+asXLmS6667jq1bt3LnnXfyyy+/FKmP9PR0PD09CQgIyPPNbI6wsDBmzpwJwMsvv8zHH3+cp8769esZNGgQ1lr69evH1KlTnYkxay3ly5cHHMm0FStWFClGERERuXiNHTuWhIQE55TI8uXLM2PGDIYPH058fLxbfU6bNo2wsDB69OgBQJMmTQgLC2PRokUAfPPNN/z22298++23VKxYkeDgYOeRo3nz5nzwwQcsXLiQsLAwWrduTcmSJVm6dKnb66VdLIw7i7AZY7YCQ621C40xR4E61tr/GmNqAXHW2jLnOlARuZsxFsoAACAASURBVLQYY/yApKSkJPz8/Io7HBGRs7Znzx7atGnD1q1b8fPzY8OGDVSrVu2M22/YsIFbb721wIRZjueff56JEycyZcoU+vXr5yw/cOAAlSpVIjU1lU8//ZQbb7yRvn378tJLLzF69Gji4uIIDw9n7dq1APzrX/8iJibGvYcVERG5RKWmprJ7925CQkLw8fEp7nDkPCjsd5ycnIy/vz+Av7U2+Wzu4+6UzBDg53zK0wC3Ju8aY+oYYzR3QERERC5KlSpVYtWqVTRp0oT77ruPG2+8sUjt69Wr50yWWWv54Ycf8q03duxY1q5d65IsAwgKCuLZZ58FYMCAAdx4442sWrWKZs2aMWjQIOrXr0/37t2diwV/8sknpKWlFfUxRURERAT3E2a7gbr5lLcBtrofDub0VURERESKR0BAAF9//TUxMTHOxftPnjxZpG3Ts7Ky6NmzJ+Hh4XzyySd5rnt6elK/fn3neUZGhvPzkCFDqFKlCn/++afLpgJt2rThhx9+4OTJk5w8eRJvb2+SkpJYunSpO48pIiIicsVzN2E2EZhqjOmEI8lV3xgzDMeumBPza2CM+XdhB4410Yo+P1RERETkAvLx8cHb2xtwLMDbqVMn+vfvf8aL7Ht4eHDVVVfh4eHBgQMHCq27efNmbrvtNmdi7aqrruK1114DIDo6mu3bt3Py5ElmzJjB448/zn333cfVV1/tnCr6wQcfuPuYIiIiIlc0t9YwAzDG9ACGA9dnF/0FjLLWziyg/klgGfB3AV0GAndbaz0LuC4ilxCtYSYiV4LvvvuOFi1aYK2lQ4cOzJs374wWuM3MzGT9+vWEh4cXWu+FF15gzJgxVK9enS1btuDp6Ym1lvbt2/Pll19y1113MWPGDG666SbS09NZtGgRP//8M6VKleK5557D29ubgwcPcvXVV5+rRxYREbmoaQ2zy9+FWsPM7YSZswNjygAe1tr9p6n3C/BaIQm1usBPSpiJXB6UMBORK8X8+fOJiooiPT2dBg0asGjRIq699toi9ZGens6JEydyXvCcTp48yZAhQxg0aBDlypVzlu/atYuaNWuSlpbGkiVL+OGHHwgICOD48eMMHTqUcuXK8fffju8o33vvPaKios7+QUVERC4BSphd/i7qhJkxJgTwstbuPKW8GnDSWpuQT5tZwHFrbd8C+qwBfGWtDSlyQCJy0VHCTESuJN9//z333XcfR44coXr16ixdupQqVaqcUdvDhw/zwAMPALB06VLndM/TefXVV/Hz86Nbt27OzQSSkpJo3749zZs358UXXwSgRYsWLF++vOgPJSIicglSwuzyd7HvkjkbaJBP+R3Z1/LTGxhUUIfW2m1KlomIiMilqGnTpqxatYqKFSuyY8cOwsPD+fnn/DYUz+uvv/7ixx9/5Mcff2TLli2F1v3000/ZvHkzAAMHDuSJJ55wJssA/P39WbFiBTfddJOz7Ntvv2X//kInAoiIiIjIKdxNmIUBq/Mp/4H8d8/EWptmrT3u5v1ERERELmo1a9bkhx9+oHbt2hw5coTU1NQzalerVi3+/e9/s2rVKsLCwgqs9/rrr/PQQw/RpUsX0tLSXK6dOHGCw4cPs2bNGlq3bk1AQAAlSpQAwFqb726cIiIiIlIwdxNmFshv9Vh/oNA1yIwx1YwxjxljBhtjnsv+XM3NOEREREQuGhUqVGDlypUsXbr0tAv659ayZUvq1KnjPM/KyspTp1OnTgQFBfHLL78wfPhwZ/k333xD9erVeeaZZ5gzZw5ff/01kydPplatWs46M2bMcPOJRERERK5M7ibMVgJDjDHO5Fj25yHAqvwaGGP8jTGfAzuAKUB34F/Zn7cbYxZmr3kkIiIicsny9/enadOmzvP4+HgmTJjAma4b+9tvv1G3bl1Wr3YdzF+uXDln4is6Oppvv/0WAD8/P/744w9mz57N3XffTc+ePencubPLlND4+Hh27959to8mIiIicsVwN2H2HNAc2GGMmZW9oP8OoAkFr1P2BhAChFtrA6y11a21N1lrA3CshxaSXUdERETksnDkyBHatm3L4MGD6dOnDxkZGadtM378eDZt2kT//v3zJNnuueceevbsibWWxx57jKSkJO68804eeeQRrLVMnjyZadOm8dhjj7msYwbw4YcfntNnExERkUvXoUOH6NevH9WrV+eqq66iUqVK9O/fn6SkJJd6xpg8x7Rp01zqWGuZNGkSN910EyVLluT6669n3LhxF/Jxzgu3EmbW2q1AKDAfKItjeuZ7wM3W2s0FNLsH6GGtXZdPf+uAXsC97sQjIiIicjG65pprGDp0KMYY3nnnHe6//36OHy98Sdc33niDHj168OWXX2KMyXN98uTJ3Hjjjfz5558MGTIEcCTZfHx8iIuL4/PPP8fDw4P+/fu7tFPCTERERHLs3buXvXv3MmnSJDZt2sTs2bNZunQpTzzxRJ66s2bNYt++fc7jsccec7n+9NNPM2PGDCZNmsT27dtZvHgx9evXv1CPct6YM50ecNY3MuYIEGmtXV/A9TuAr62111yQgETkvMqeYp2UlJSEn59mW4vIle3f//43Xbp0ITU1lTvuuIPFixcTFBTkdn/fffcdzZs3xxjDqlWraNCgAcOGDWPcuHFUr16dZcuWMWHCBKZNm+Yyqu2XX36hdu3a5+KRRERELkqpqans3r2bkJAQfHx8ijucIomIiCA0NBQfHx9mzJiBt7c3vXv3ZtSoUcTFxREZGUlsbCyNGzcGHEs05IxMDw4OPuv7f/LJJzz66KMcO3YMLy8vwDHCbMGCBdx33335ttm2bRuhoaFs3ryZ6tWrn3UMZ6Kw33FycjL+/v4A/tba5LO5j7tTMjHGXGOMiTTGPGqM6Zr7KKDJYiDGGFMvn77qAdOARe7GIyIiInKxuv/++1m+fDkBAQGsW7eOBg0asGvXrjNq+/3339OvXz+X6ZnNmjWjW7duWGvp2bMn6enpDB48mGuvvZYdO3YQExPDm2++mWcK6Ny5c8/pc4mIiFxKjh07VuBx6u7WhdU9ceLEGdV1x5w5cyhdujTr1q1jwoQJjB49mmXLlhEREcGAAQOIiooiKSmJjRs3MmzYMGJiYpzJsnHjxuHr61vosXLlygLvnTPYISdZluOpp56iTJky3H777UybNs1lc6LFixdTtWpVvvjiC0JCQqhSpQr/+te/OHTokFvPfzFxa4SZMaY9MA8oDRzFsWtmDmutDcynzTXAh0Ar4AiwP7tdORy7a34NdLbWHilyQCJy0dEIMxGRvLZv307r1q35/fffefTRR3n//fcLrb9//35CQkI4fvw406dPp0ePHs5r//zzDzfffDMHDx5k7NixDB06lClTpjBw4EB69epFYGAg1apVo3v37s4211xzDYcOHcp3qqeIiMjloLDRR4X9/de2bVu+/PJL53np0qULXEahadOmxMXFOc+DgoI4ePBgnnpFzbdERESQmZnpktSqX78+zZs35+WXXyY9PZ0777yTatWqsWXLFsLDw4mJiXHWPXTo0GkTVRUqVKBUqVJ5yv/55x9uvfVWoqKiGDNmjLN8zJgxtGjRglKlShEbG8uIESMYMmSIc8fu3r17M3v2bOrWrcvEiRPJzMxk4MCBBAQEODcoOtcu1Agzr9NXyVc08C4w1Fpb+EIc2bITYW2MMTcD4UD57EuJwFpr7XY3YxERERG5JNx8882sXbuWoUOH8sYbp9/rqGzZskyZMoVly5bx6KOPuly79tprmTJlCo8++iijR4/moYceok+fPtxxxx2Eh4c76y1YsIDFixcDjk0I1qxZQ8OGDc/tg4mIiMg5ERoa6nIeHBzM/v37AfD29mbu3LmEhoZSuXJlpkyZ4lI3MDCQwMA845dOKzk5mXbt2nHLLbcwcuRIl2s5iTGAunXrAjB69GhneVZWFmlpabz33nvODYdmzpzJbbfdxo4dOy7YNM3zwd0pmRWA1880WZabtXa7tXaWtXZ89jFLyTIRERG5UgQHBzNr1ix8fX0Bx7fPq1evLrB+jx49+Pjjj/P9Nrhz585ERkaSlpZG79698fb2dkmWAfTr18/l/LXXXjsHTyEiInLpSUlJKfD47LPPXOru37+/wLpLlixxqZuQkJBvPXeUKFHC5dwY4zIFcs2aNUD+o8ncmZJ59OhRWrduja+vLwsWLMhz/1PdeeedJCcn8/fffwOO9xovLy+X3blr1KgBwJ49e4r49BcXd0eYfQ3UA/5b1IbGmIrAEWttyinlJYBwa+0KN2MSERERueS8/PLLDB06lJEjRzJy5Mh8p4vkLouNjaVp06Z4eXlhjOHtt9+mVq1abNiwgZ07dzpfWP/66y9Wr17N4cOHKVmyJGlpaQAsWrSIkydPnvaFWERE5HJTunTpYq97Nnbt2sXAgQOJiYlh/vz5dO3aldjYWDw8HGOhevfuTceOHQvto0KFCs7PycnJtGrVipIlS7Jo0aIz2iTh559/xsfHh2uucezX2LBhQzIyMti1axc33HADAL/++isAlStXdus5LxbuJsy+BCYaY24BNgEnc1+01uZZvN8YEwx8DtwGWGPMPKBvrsRZIPAd4OlmTCIiIiKXnJz1UV588UX+/PNP3nnnHTw9838dGjx4MBMmTOCFF15g9OjRAFStWpWPPvqIevXqcd111wGOF9W6deuSlZVF+fLlnckygLS0NJYsWcI999xznp9MREREzpXMzEyioqKIjIykW7dutGnThtq1axMdHc2gQYOAok3JPHr0KJGRkRw/fpy5c+eSnJxMcrJjya+goCA8PT1ZvHgxiYmJhIeHU6pUKb777juGDRtGz549KVmyJAB33XUXt956K927d2fKlClkZWXRt29fWrZs6TLq7FLk7pTMGOB6YATwCbAw17GggDYvA5nAHUBr4BYgzhgTkKuOVqAVERGRK8pLL73EtGnT8PDwYObMmc6X3vzcdtttAJw86fJdJffcc48zWQZQrVo1brvtNtLS0qhevTovvfSS88UWHNvQi4iIyKVj7NixJCQkMH36dADKly/PjBkzGD58OPHx8UXu76effmLdunVs2rSJG2+8keDgYOfxxx9/AI7poW+99Rbh4eGEhoby2muvMXr0aJf3CA8PDxYvXkyZMmVo0qQJ7dq1o0aNGnz00Ufn5sGLkVu7ZLp1I2P+AjpYa9dnn5cEPgYqAy2AEsBea61GmIlcBrRLpohI0Xz00Uc88sgjAEybNo1evXrlW2/Lli3UrFmzwH6++uorSpcuTVZWFs2bN8fb25vffvuNESNG8OGHH5KWloanpyfJyclcddVV5+VZREREikthOyjK5eFC7ZLp7ggzJ2PMmf4X6A8czjmx1qYBDwIJOKZilj3bWEREREQuVQ8//DAvvfQSAH379mX58uX51sudLLPWumxZP2fOHNq1a0f37t254447aNq0Kenp6YwbN46JEyeyYMECvLy8yMzMZNGiPCtoiIiIiEg2txJmxhhPY8wL2aPGUowxVbPLXzLGPFFAs/8CLvujWmszgIeyr33hTiwiIiIil4thw4bRpUsXsrKy2LFjR6F1Dx8+TMeOHZkxY4az7P7776dKlSrcd999gGNdNHBs775ixQqio6PJyMgAICYm5jw9hYiIiMilz60pmcaYEcBjONYwiwFqWWv/a4zpCAy01obn0+YVoK61tlU+17yAz4C7NSVT5PKgKZkiIu5JTU1l7dq1NGvWrNB6U6dO5amnnsLf35/ff/89Z/oBx48fd5lq2aJFC7799ltq1arF5s2bqVSpEnv27MHDw4PExESCgoLO6/OIiIhcSJqSefm72KdkdgV6Wmvn4VjIP8cvwM0FtBmGYzRZHtkjze4HqroZj4iIiMhlwcfHxyVZlpyc7LLLZY4+ffrQs2dPli9f7kyWAS7JMmstL774IqVKlaJx48b06tWLq6++GoCsrCwmTpx4Hp9ERERE5NLlbsKsAvBbAf2VyK+BtTajsOyetTbTWvu7m/GIiIiIXHYSEhJo2LAhvXr14tRZAR4eHrzzzjvUq1cv37YbN24kIiKCtLQ0/vzzT9566y2mTZtGZGQknp6OAf1z5sw5788gIiIicilyN2G2BWicT/lDwM/uhyMiIiIiOXbu3Mm2bduYM2cOL7/8cqF1//rrL9asWeM8z1m37Omnn3aZGj98+HDGjx8PwP79+9m8efP5CV5ERETkEuZuwuxF4E1jzODsPu43xsQAQ4HR5yo4ERERkStZy5YteeONNwAYOnQon332Wb714uPjCQ0NpUOHDvz999+AY8H/a6+9li1btvD2228DsHbtWl5//XU2bdrkbDt06NDz/BQiIiIilx4vdxpZaxcbYzrhSJBZHEmy/wDtrbXLzmF8IiIiIle0Pn36sH37dl5//XWioqKoXLlynmmY1atX57rrrqNEiRIcO3YMgICAAMaMGUOfPn0YMWIEt912Gw0bNsQY4zK9c+nSpVhrMcZc0OcSERERuZi5O8IMa+3X1tqm1lpfa+1V1tpG1tpvzmVwIiIiIgKTJ0+mbdu2nDhxgvbt2/PHH3+4XC9VqhRLlixh7dq1VK36vz2UevToQZ06dThy5Ajvv/8+bdu2xVpLlSpVKFu2LAAnT55k0aJFF/R5RERERC52bifMisIYE3qmx4WIR0RERORS4unpyYcffkitWrVITEykd+/eeepUrFiRkiVLOs+zsrLw9PR0TumcPn06nTt3BmDPnj3ce++9zrrDhw8/z08gIiIicmlxK2FmjDlsjDmUz/GPMeYvY8z3xphuuZrE49gMIOfPwg4REREROYWfnx9ffPEFbdu2Zfr06QXWs9by7rvvcscdd3Ds2DEaN25Mp06dyMrK4p133uHuu+8mKyuLf/75x9lm27ZtpKenX4jHEBERkYtEREQExhiX4+GHH3apM3bsWBo0aMBVV13FNddck6ePjRs38sgjj3D99ddTqlQpatSowWuvvXahHuG8cneE2WggC/gSGAmMyv6cBUwFfgXeNsb0yK4fAlTN/vMBYDfwJBCWfTwJ7Mq+JiIiIiL5qFy5Ml9++SUVKlQosM7Ro0d54YUX2LBhA++88w4AEydOpFSpUqxcuZKGDRsCsGDBAipWrAhAZmampmWKiIhcgXr06MG+ffucR867Q4709HQeeugh+vTpk2/7n376iaCgIObOncuWLVsYNmwYQ4YM4c0337wQ4Z9XJveir2fcyJjPgGXW2mmnlPcCIq21Dxhj+gE9rbW1T6mzHhhlrf3qlPK2wEvW2tuKHJCIXHSMMX5AUlJSEn5+fsUdjojIZWn+/PmkpKTQvXt3l/LvvvuO9evXM2jQIDw8HN+Pjh49mpEjR3L99ddTp04dvvjiC5c29erV48cff7xgsYuIiJwPqamp7N69m5CQEHx8fIo7nCKJiIggNDQUHx8fZsyYgbe3N71792bUqFHExcURGRlJbGwsjRs3BiA6Oprx48ezadMmgoOD3bpf3bp1mTJlymnrzp49mwEDBnDkyJHT1u3bty/btm3j22+/LXJMZ6Kw33FycjL+/v4A/tba5LO5j7sjzFoBy/Mpj82+BvAVjlFlp6qNY4TZqXYDt7gZj4iIiMgVZcWKFXTq1IlevXoRGxvrcq1Zs2YMHjzYmSwDGDRoEJUrV+aPP/6gfPnyVKlShaZNm+Lt7Q3Ahg0b2Ldv3wV9BhERkQvp2LFjHDt2zGW36PT0dI4dO0ZaWlq+dbOyspxlJ0+e5NixY6Smpp5RXXfMmTOH0qVLs27dOiZMmMDo0aNZtmwZERERDBgwgKioKJKSkti4cSPDhg0jJibGmSwbN24cvr6+hR4rV650ud+8efMoU6YMNWvW5Nlnn+Xo0aNuxZ1bUlISgYGBZ91PcXM3YXYIaJ9PefvsawClgfx+0tuA4cYYZxrQGFMSGJ59TUREREROo3HjxjzyyCNkZGTw4IMPsn379nzrZWVl8f7771OyZEkmTZoEwAcffMCKFSuIi4ujX79+zroDBw68ILGLiIgUh5yk0cGDB51lEydOxNfXl6eeesqlbtmyZfH19WXPnj3OsqlTp+Lr68sTTzzhUrdKlSr4+vqybdv/UhqzZ892K8bQ0FBGjhxJtWrV6Nq1K/Xq1XN+MTZmzBgCAwPp2bMnXbp0ISoqig4dOjjb9u7dm/j4+EKPevXqOet36dKFDz/8kLi4OF544QU+++wz7r//frfizrF27Vrmz59Pr169zqqfi4GXm+1ewrFGWTNgPWCB+kBbIGfbppbA9/m07Q0sBv4wxmzMLquT3cfdbsYjIiIickUxxvDuu++SkJDA2rVrufvuu1m3bh3XXnutS70HH3yQBQsWkJyczJNPPkmDBg1Yu3Yty5cvp1u3bjzzzDNER0cDjnXNREREpPiEhoa6nAcHB7N//34AvL29mTt3LqGhoVSuXDnPVMrAwMAijezq0aOH83OtWrWoVq0a9erV4z//+Q+33nprkWPfsmUL9957LyNGjKBly5ZFbn+xcWuEmbU2BmgKHAPuBx4EjgNNrbUzs+tEW2s75dN2PY7F/4cBvwCbgKFASPY1ERERETkDPj4+LFy4kCpVqrBr1y7uv//+PFNKWrRoQenSpfH29sYYw1tvvcXPP/9Mt27dSE9PZ8mSJc5dr9LT01m9enVxPIqIiMh5l5KSQkpKCmXKlHGWDRo0iJSUlDyL1O/fv5+UlBQqVarkLOvbty8pKSnMnDnTpW5CQgIpKSnUqFHDWfb444+7FWOJEiVczo0xLlM916xZA8ChQ4c4dOiQS113pmTmduutt1KiRAl27txZ5Li3bt1K8+bN6dGjB8OHDy9y+4tRkUeYGWO8gC7A19baR9y5qbX2OFDwfugiIiIickbKli3L4sWLadCgAStWrKBXr17MmjULYwwAffr04b777nPurFmnTh1n27i4uDzTSp5//vlCX6ZFREQuVaVLl85T5u3t7VzP83R1S5QokSehVVjdc23Xrl0MHDiQmJgY5s+fT9euXYmNjXWuWdq7d286duxYaB+F7bS9ZcsWTp48WeQNBLZs2ULz5s157LHHGDt2bJHaXsyKnDCz1mYYY94Gapy2cgGMMVFALxybAoRba383xgwE/mut/dzdfkVERESuRLVq1WL+/PncfffdlCtXDmutM2Hm4eFR4MtxlSpVuPnmm9m+fTvGGKy1rF27lqysLJcNA0RERKR4ZWZmEhUVRWRkJN26daNNmzbUrl2b6OhoBg0aBBRtSuauXbuYN28ebdu2pUyZMmzdupVnnnmGsLAwGjZs6Ky3Z88eDh06xJ49e8jMzCQ+Ph6AG2+8EV9fX7Zs2UKzZs2IjIzk//7v/0hMTATA09OToKCgc/xTuLDcfRNaB4S509AY0weYDCwBAgDP7EuHgQFuxiMiIiJyRWvdujWbN2/mlVdeKTDZtW3bNu69914OHjzIp59+Ss2aNZ1TOHO+Cc/MzOS99967YHGLiIjI6Y0dO5aEhASmT3dM1itfvjwzZsxg+PDhziRWUXh7exMbG0urVq2oXr06/fv3JzIykuXLl+Pp6emsN2LECMLCwhg5ciQpKSmEhYURFhbGhg0bAPjkk084cOAA8+bNIzg42Hncfvvt5+bBi5HJvZ3qGTcy5iHgZeBV4Ccca5k5WWt/KaTtVmCotXahMeYoUMda+19jTC0gzlpbpqC2InLpMMb4AUlJSUn4+fkVdzgiIlectLQ09uzZQ7Vq1QCw1nL77bfz008/0aNHD8aOHcsNN9xAo0aN+O2339i5cyc+Pj6kpqZSq1YtNm3aVMxPICIiUnSpqans3r2bkJAQfHx8ijscOQ8K+x0nJyfj7+8P4G+tTT6b+7g7wuxjHAv3vw6sBuKBn3P9WZiQAuqkAXkn/oqIiIhIkRw8eJAWLVrQtGlT/vzzT8CxaPCbb75J+/btGT58OEFBQWzdupWvvvqKYcOGubTftm0bGRkZxRG6iIiIyEXB3YRZSD5H1Vx/FmY3UDef8jbAVjfjEREREZFsJUqU4MiRI+zbt4/27duTkpICwJ133smiRYucO35VrFgRgM6dO1OpUiVSU1MBx7TMRYsWFU/wIiIiIhcBtxJm1trfCztO03wiMNUY0wkwQH1jzDBgXPY1ERERETkL/v7+LF68mKCgIOLj43n00UfJzMzMU+/gwYMA/PPPP4SEhHDTTTfh6+sLQHR09AWNWURERORi4vb2R8aYKGPMamPMXmNM5eyyAcaYewtrZ62dBbwITACuAj4AegNPW2s/cjceEREREfmfkJAQPv/8c0qWLMnnn3/OkCFDnNestYwaNYrrr7+eH3/8kQceeIDvv/+etm3b0rlzZwDWrFnDtm3biit8ERERkWLlVsIs106XXwHX8L+dLo9wBjtdWmtjrLWVgbJAeWvt9dbame7EIiIiIiL5Cw8PZ9asWQBMnDiRmTMdr1vGGH777TdSU1P5+OOPGTFiBABTp06le/fuzt2xBg4cWDyBi4iIiBQzd0eY9QN6WGvHArnH928AahfW0BjzrTHmGgBr7UFr7f7scj9jzLduxiMiIiIi+XjkkUcYOXIkAEOHDnWuZ/bqq6/y8ccfM3HiRFq1akXLli05efIk48ePJygoCIBvvvmGrKysYotdREREpLiczaL/7u50GQF451PuAzR2Mx4RERERKcDIkSMZPHgwK1eudK5RFhQURMeOHTHGADBhwgSMMXz++eckJiYCjqmbb7/9drHFLSIiIlJc3E2YFXmnS2NMqDEmNPv0lpzz7CMMeAL4y814RERERKQAxhhefvllbrrppnyvp6Wl8eOPP/Lwww8D4OHxv1fEYcOGXZAYRURERC4mXm62y9np0of/7XT5CDAE+FcBbeIBm33kN/XyBI6pniIiIiJyHi1btoypU6cyf/58vLy8aNKkCevXr2f06NF4eXmRkZHhrJuUxvMthAAAIABJREFUlMSRI0e45pprijFiERERkQvLrRFmbu50GQLcQHaCLfs856gA+Flr33UnHhERERE5M8nJyXTq1InPP/+cPn36YIyhS5culCtXjlq1avGvf+X97rNLly7FEKmIiIhI8XF3SmaRd7q01v5urU2w1npYazdkn+cc+6y1mQW1FREREZFzw8/Pj3nz5uHh4cG7777LpEmT6Nu3L9u2baNDhw4MHz4cHx8flzbfffddMUUrIiIi58v06dOJiIjAz88PYwxHjhzJU+fw4cNERUXh7++Pv78/UVFRLvXi4uK49957CQ4OpnTp0tStW5d58+YVeM+PPvoIYwz33XffeXmmc8mthJkxZqQx5gZw3emyiH3cYoxpbYy5J/fhTjwiIiIicubatGnDlClTABg8eDDLly8nICAAgAoVKtCvn+sqGSdOnGDnzp0XPE4RERE5f44fP07r1q0ZOnRogXU6d+5MfHw8S5cuZenSpcTHxxMVFeW8vmbNGkJDQ/nss8/45Zdf6N69O127dmXx4sV5+vr999959tlnadz40tjv0Vhri97ImF+AmsCPwFzgY2vtgTNsWxVYANTGsZ6Zyb5kAay1nkUOSEQuOsYYPyApKSkJPz+/4g5HREROYa2lT58+vPPOO5QtW5ZffvmFcuXKsXLlSp5//nk2bdrE0aNHnfUbNWrEypUrizFiERGR00tNTWX37t2EhITkGTF9sYuIiCA0NBQfHx9mzJiBt7c3vXv3ZtSoUcTFxREZGUlsbKwz4RQdHc348ePZtGkTwcHBbt83Li6OZs2acfjwYZc1S7dt28Ytt9zCDz/8wB133AHADz/8QHh4ONu3b6d69er59teuXTvKlSvHu+/+b9WtzMxMmjZtSrdu3Vi5ciVHjhxh4cKFbsVb2O84OTkZf39/AH9rbbJbN8jm7hpmoUAojsX7/w/4yxjzlTGmszHmqtM0fw3HLpvlgOM4Em9NgA1AhDvxiIiIiEjRGGN49dVXqVWrFvv37+exxx4jIyODPn36sGbNGmrVqgWAp6fju8xVq1aRmakVNERE5NJ17NixIh+5N8LJyMjg2LFjnDhx4oz6dcecOXMoXbo069atY8KECYwePZply5YRERHBgAEDiIqKIikpiY0bNzJs2DBiYmKcybJx48bh6+tb6FGUL7/Wrl2Lv7+/M1kGcOedd+Lv78+aNWsKbJeUlERgYKBL2ejRowkKCuKJJ54o4k+k+JzNGmZbrLVDrbVVgWY4kmBTgMTTNA0HRmSPSMsCsqy1q3DssPm6u/GIiIiISNGUKlWKjz76CB8fH4KDg8nIyGD69Ok88cQTfPzxxzRu3Jinn37aWf+ZZ54pxmhFRETOzumSSfkdCxYscLZfsGABvr6+tGnTxqXfKlWq5NvWHaGhoYwcOZJq1arRtWtX6tWrR2xsLABjxowhMDCQnj170qVLF6KioujQoYOzbe/evYmPjy/0qFev3hnHkpiYSNmyZfOUly1blsTE/FM/n376KT/++CPdunVzlq1evZqZM2cSExNzxve+GHido36OASeAdODq09T1BFKyPx8ErgN2AL8D+Y/nExEREZHzombNmmzZsoWqVasC0KBBAxo0aADAihUrAHj11Vex1vL222871z4TERGRcy80NNTlPDg4mP37HcvGe3t7M3fuXEJDQ6lcuXKev5MDAwPzjOw6W8aYPGXW2nzL4+LiePzxx4mJiaFmzZoAHD16lEcffZSYmBjKlClzTmM739xOmBljQoDOQBfgJmAFMAr45DRNN+OYzvlfYB3wnDEmHeiZXSYiIiIiF1BOsgwcL8Hp6emULFkSgL/++gsvLy9OnjxJeno6O3fupFq1asUVqoiIiNtSUlJOX+kUOX8fAnTo0IGUlBQ8PFwn6yUkJJxtaE4lSpRwOTfGkJWV5TzPmQp56NAhDh06ROnSpZ3Xxo0bx7hx4wrtf8mSJWe86H758uX5+++/85QfOHCAcuXKuZR9//33tG/fnsmTJ9O1a1dn+a5du0hISKB9+/bOspzn8fLyYseOHdxwww1nFM+F5lbCzBizFqgPbAJmAR9Ya/86w+ZjgJzf6HDgC2Al8A/QyZ14REREROTs7d+/n8cff5zg4GCmTZvGk08+yXvvvUf9+vVZvXo1AE8++STLli0r5khFRESKLndyyR1eXl54eeVNo5xtv2dq165dDBw4kJiYGObPn0/Xrl2JjY11JvB69+5Nx44dC+2jQoUKZ3y/8PBwkpKSWL9+PfXr1wdg3bp1JCUlOUejg2Nk2d13380rr7xCz549Xfq4+eab2bRpk0vZ8OHDOXr0KK+99hrXX3/9Gcdzobk7wuw74F/W2i1FbWit/TrX5/8CtxhjAoHD1p0tO0VERETknNi2bRtLly7FWkurVq1ITEx0jirL8d133xVjhCIiIlemzMxMoqKiiIyMpFu3brRp04batWsTHR3NoEGDgKJPyUxMTCQxMZHffvsNgE2bNnH11VdTqVIlAgMDqVGjBq1bt6ZHjx688847APTs2ZO7777buUNmXFwc7dq14+mnn+aBBx5wrm3m7e1NYGAgPj4+zo2EcuTsxHlq+cXG3V0yh7qTLMvNGHOjMaaVMaaUtfbQ2fQlIiIiImevadOmDBkyBHC8ED/33HOsWrWK2bNnc8sttwCOF/aff/65OMMUERG54owdO5aEhASmT58OOKZLzpgxg+HDhxMfH+9Wn9OmTSMsLIwePXoA0KRJE8LCwli0aJGzzrx586hduzaRkZFERkYSGhrK+++/77w+e/Zsjh8/zvjx4wkODnYe999//1k87cXBuDOoyxjjCTwOtADKckrizVrbvJC21wLzceysaYFq1tr/GmNmAkestdp+SeQyYIzxA5KSkpLw8/Mr7nBEROQMnTx5ksaNG7Nu3ToaNGjA999/j5eXF3v37nVO46hTp47bL+ciIiLnU2pqKrt37yYkJAQfH5/iDkfOg8J+x8nJyfj7+wP4W2uTz+Y+bo0wA17LPjxxLOK/8ZSjMK8CJ4FKwPFc5R8Drd2MR0RERETOgRIlSvDBBx9w9dVXs2bNGl566SXAsT5LQEAAABs3buTw4cPFGaaIiIjIeeVuwuxhoKO1tpO1doC1dmDu4zRtI4HB1to/TynfCVR2Mx4REREROUeqVq3KtGnTABgzZgwLFiygevXqLkmyDz74oLjCExERETnv3E2YpQO/udm2NK4jy3KUAdLc7FNEREREzqHOnTvTtWtXQkJCqFixIrfeeisVK1Z0Xh81alTxBSciIiJynrmbMIsGnjbGGDfargC65jq3xhgPYBCO3TdFRERE5CIwdepUfv75Z26//XbmzJnDrl27uO666wA4ePAgf/556oQBERERkcuDl5vtGuFYtL+NMWYLjjXJnKy1hW2HMAiIM8bUA7yBCUBNIBBo6GY8IiIiInKO+fr6Oj8HBQVx9OhRpkyZQseOHQGIiIhwbkUvIiIicjlxd4TZEWAB8D1wEEg65SiQtXYrEAqsB5bhmKL5byDMWrvLzXhERERE5Dyx1vLGG29QuXJlatasSc4kg127dvHLL78Uc3QiIiIi555bI8ystd3caWeM8QKGAe9aa0e604eIiIiIXFjWWhYvXszhw4e55557sNY6rz300EPs2LGjGKMTEREROffcHWEGgDEmyBjTyBjT0BgTdLr61toMHFMyPc/mviIiIiJy4Xh4eDBnzhzKlCnDrl27qFKlivPar7/+Slqa9m0SERGRy4tbCTNjTGljzLvAPhyL+K8E9hpjZhpjrjpN8+VAhDv3FREREZHiERwczOzZswFISEigfPnyzmu9e/cupqhEREREzg93R5hNBpoC7YFrso97s8uiT9N2CTDeGDPJGPOIMeae3Ieb8YiIiIjIedauXTv69+8PwLFjx5zlc+bMcZmmKSIiIhe3Q4cO0a9fP6pXr85VV11FpUqV6N+/P0lJrsvS79mzh/bt21O6dGnKlClD//79SU9Pz7fP1atX4+XlRd26dV3KMzIyGD58OCEhIZQqVYqqVasyevRosrKyztvznQvuJsweAJ6w1i6x1iZnH18BPYAHT9P2baAc8H/APGBhrmOBm/GIXNaMMU8aY3YbY1KNMT8ZYxqfpv4Dxpitxpi07D87nHLdGGNGGWP2GmNOGGPijDE1C+irpDEm3hhjjTF186sjIiJXjldeeYU6depw9OhRZ5m1lgEDBhRjVCIiIlIUe/fuZe/evUyaNIlNmzYxe/Zsli5dyhNPPOGsk5mZSbt27Th27BirVq3io48+4rPPPuOZZ57J019SUhJdu3alRYsWea698sorTJs2jTfffJNt27YxYcIEJk6cyBtvvHFen/FsuZswuwr4O5/y/dnXCmSt9Sjk0NpmIqcwxnQCpgBjgTAcU6CXGGMqFVA/HPgYeB+ok/3nfGPMHbmqPYcjaf0UcDuQCCwzxlydT5cTgL3n5mlERORS5+Pjw4cffoifnx81atRwls+cObMYoxIREbn0RURE0L9/f5577jkCAwMpX748o0aNAiAuLg5vb29WrlzprB8dHU2ZMmXYt29fke9Vq1YtPvvsM9q3b88NN9xA8+bNGTt2LIsXLyYjIwOAb775hq1btzJ37lzCwsK46667iI6OJiYmhuTkZJf+evXqRefOnQkPD89zr7Vr13LvvffSrl07qlSpwoMPPkhkZCQbNmwoctwXkrsJs7XAi8YYn5wCY0wpYGT2NRE5d/4PmGmtnWGt3WatHQD8AfQpoP4AYJm1dry1dru1djwQm12OMcZkfx5rrf23tXYz8BiOZHfn3B0ZY9oAkcCz5+PBRETk0lSjRg0SEhJYsmSJs+zYsWMkJiYWY1QiIiKXvjlz5lC6dGnWrVvHhAkTGD16NMuWLSMiIoIBAwYQFRVFUlISGzduZNiwYcTExBAcHAzAuHHj8PX1LfTInXA7VVJSEn5+fnh5eQGORFetWrW47rrrnHVatWpFWloaP/30k7Ns1qxZ7Nq1i5EjR+bbb6NGjYiNjeXXX38FYOPGjaxatYq2bdue9c/rfPJys90AHGuR/WmM2QhYoC6QhuMf13kYY5oDbwJ3WmuTT7nmD6wB+lhrV7gZk8hlxxjjDdwGvHzKpW+ABgU0CwdePaXsa7ITZkAIUD67DwCstWnGmO+z+3wn+97lgBjgPuD4GcRaEiiZqyi/0WoiInKZCAgIICAggOrVq7Njxw4AduzY4bIZgIiIyMUk9/qbZ6pkyZLOBFJGRgZpaWl4eHhQqlSp0/ZbunTpIt8vNDTUmXiqVq0ab775JrGxsbRs2ZIxY8awfPlyevbsyZYtW4iKiqJDh/+tvtO7d286duxYaP8VKlTIt/yff/7hpZdeolevXs6yxMREypUr51IvICAAb29v55dkO3fu5Pnnn2flypXOn9OpBg8eTFJSEjfffDOenp5kZmYyduxYHnnkkdP/QIqRWwkza+0mY0w14FHgZsAAHwHzrLUnCmg2AIg5NVmW3V+SMeYdYCCOXTdFxKEM4EneKdB/40h65af8aeqXz1V2ap3K4ByFNhuYZq3dYIypcgaxDsExylRERK4gDz74IGPHjgXgoYceYvXq1VSrVq2YoxIREcnL19e3yG3mz5/PQw89BMCCBQvo2LEjTZs2JS4uzlmnSpUqHDx4ME9bdzbECQ0NdTkPDg5m//79AHh7ezN37lxCQ0OpXLkyU6ZMcakbGBhIYGBgke+ZnJxMu3btuOWWW/KMEnP809CVtRZjDJmZmXTu3JkXX3yRm266qcD+P/74Y+bOncsHH3xAzZo1iY+PZ8CAAVx33XU89thjRY73QnFrSqYxZgjwiLU2xlr7jLX2/6y1M4BHjDGDC2hWB1haSLff4BhJIyJ5nfp/WpNPWVHrF1anH+AHjC9CjOMB/1xHxSK0FRGRS1TTpk2dnw8cOEBkZL6TDUREROQMlChRwuXcGOOym+SaNWsAxy6Xhw4dcqnrzpTMo0eP0rp1a3x9fVmwYIHL/cuXL59nuYXDhw9z8uRJypUrx9GjR9mwYQNPPfUUXl5eeHl5MXr0aDZu3IiXlxfffvstAIMGDeL555/n4Ycfpnbt2kRFRTFw4EDGjy/KPzcvPHenZPbilLWOsm3BMdLslXyulQNOFtJnBhDkZjwil6uDQCZ5R5OVJf+NN8CxgH9h9XP+j1ce2FdAnebAnUDaKd8obDDGzLPW5vkawFqbhmNaNpD/NxEiInL5admyJZUqVWLPnj0AJCQkEBcXR0RERPEGJiIicoqUlJQitylZ8n+rznTo0IGUlBQ8PFzHHiUkJJxtaGdk165dDBw4kJiYGObPn0/Xrl2JjY11xlPUKZnJycm0atWKkiVLsmjRInx8fFzqhoeHM3bsWPbt2+dcJ+2bb76hZMmS3Hbbbfj6+rJp0yaXNm+99Rbffvstn376KSEhIQAcP348z8/M09PTJRF4MXI3YXbqP7RzHACCC2jzF1Ab+K2A66EF9ClyxbLWphtjfgJaAgtyXWoJfF5As7XZ13OvYxaJY51AgN04kmYtgZ/BuVZaUyBnhGh/YHiu9tfhWAetE7DOzccREZHL1Ny5c2nSpInz/M0331TCTERELjrurCmWW84oqnPd75nIzMwkKiqKyMhIunXrRps2bahduzbR0dEMGjQIKNqUzKNHjxIZGcnx48eZO3cuycnJzp0vg4KC8PT0JDIykltuuYWoqCgmTpzIoUOHePbZZ+nRowd+fn6AY7fN3MqWLYuPj49Lefv27Rk7diyVKlWiZs2a/Pzzz0yePJnu3bufix/NeeNuwuwPoCGOf3jn1hDYW0Cbr4DRxpgl1trU3Beyd9h8EfjCzXhELmeTgfeNMRtwJMN6ApWAaQDGmPeAv6y1Q7LrvwasyJ4e/TlwL3AX0AjAWmuNMVOAocaYncBOYCiOhf0/yK6zJ3cAxpicr2J2WWv/PF8PKiIil6ZGjRpxzTXXcOTIEQCWLl1KRkZGgYv/ioiISNGMHTuWhIQEFi9eDDimS86YMYOOHTvSsmVL6tatW6T+fvrpJ9atc4yFuPHGG12u7d69mypVquDp6cmXX37Jk08+ScOGDSlVqhSdO3dm0qRJRbrXG2+8wQsvvMCTTz7J/v37ue666+jVqxcjRowoUj8XmnFnEbrsf4gPyj6+zS5uAUwAoq21eSaiZu+49x8c08veBHbgWC+pBtAXx8Lmt1prC5pmJnLFMsY8CTyHYwTnZmBgzo6yxpg4IMFa+3iu+g8CY4CqwC5gmLX237muGxwL9PcCAnCMGutrrd1cwP2r4EiQh1lr488wZj8gKWdrYhERubwNGTKEl1/+36bO99xzD5988gne3t7FGJWIiFxpUlNT2b17NyEhIXmmGMrlobDfcXJyMv7+/gD++W06WRTuJswM8DKOaVs5b0GpwCvW2tGFtKsMvA20wrHAODiSZl8DT1prE4ocjIhclJQwExG5svz999+UL++6hOYzzzxT5G+hRUREzoYSZpe/C5Uwc2uXTOswGMci/Xfi2AEzsLBkWXa73621bYEywB3ZbctYa9sqWSYiIiJy6SpXrhwtWrRwKVu6tLAN0kVEREQuXm4lzHJYa1OstT9aazdn75B3pu0OZ7dbb609fDYxiIiIiMjFoV+/fgDOnbC2bNnCl19+WZwhiYiIiLjlrBJmIiIiIiI52rZtS2BgoMs28ffccw9btmwpxqhEREREik4JMxERERE5J0qUKEHbtm0BcCx5C1lZWTRs2JATJ04UZ2giIiIiRaKEmYiIiIicM4MHDwYg98ZSSUlJPPDAA8UVkoiIiEiRKWEmIiIiIudMrVq18uyWCbBkyRIWL15cDBGJiIiIFJ0SZiIiIiJyTj377LP5lnfr1o29e/de4GhEREREik4JMxERERE5p7p37+5cwyy3f/75h6ioKJfpmiIiIiIXIyXMREREROScCggIoHHjxnnKPTw88PT0zDeZJiIiInIxUcJMRERERM65YcOG5SnLyspi2bJlbN++vRgiEhERkfxYa2nTpg3GGBYuXOhybc+ePbRv357SpUtTpkwZ+vfvT3p6ukudqVOnUqNGDUqVKkX16tV577338tzjyJEj9O3bl+DgYHx8fKhRowZfffXVeX2us+VV3AGIiIiIyOWnRYsWlClThoMHD7qU169fn+rVq3PgwAGuvvpqfHx8iilCERERAZgyZUq+o78zMzNp164dQUFBrFq1in/++YfHHnsMay1vvPEGAG+//TZDhgwhJiaG22+/nfXr19OjRw8CAgJo3749AOnp6bRs2ZKyZcvy6aefUrFiRf744w+uvvrqC/qcRaURZiIiIiJyznl6etKnTx/nua+vL+CYrvn5559Ts2ZNRowYUVzhiYiIXHQiIiLo378/zz33HIGBgZQvX55Ro0YBEBcXh7e3NytXrnTWj46OpkyZMuzbt8/te27cuJHJkyfz7rvv5rn2zTffsHXrVubOnUtYWBh33XUX0dHRxMTEkJycDMD7779Pr1696NSpE1WrVuXhhx/miSee4JVXXnH28+6773Lo0CEWLlxIw4YNqVy5Mo0aNaJOnTpux30hKGEmIiIiIudF9+7dnZ9TUlL48MMPWbp0KZ6enhw4cICJEyeyZs2aYoxQRESuJMeOHSvwSE1NPeO6J/6fvTuPs7H8/zj+uufMbhiDhjGDIaKxJUXIvkUkLRTZI/ueNUu2krUSX1QalBLKlkpIRRH6EllnDGPEMDNmMfs59++P+To/p7GMzJjB+/l4zKNzX/d1X9fn4vt4mO/nXPfnSkrKUt9/Izg4mHz58rFr1y7eeecdJk2axObNm2nQoAGDBw+mU6dOxMbGsn//fsaOHcvixYvx8/MDYNq0aXh5ed3w5+qEW2JiIi+//DLz5s2jWLFimWL59ddfqVSpEsWLF7e3NW/enJSUFPbu3QtASkpKpt3iHh4e7N69m7S0NADWrVtHrVq16NevH0WLFqVSpUpMmzYNq9X6r/6M7hS9kikiIiIiOSIwMJBq1arxxx9/APDRRx9hsVhITEzEy8uLhIQEunbtyn//+188PT1zOVoREbnXXdntfC0tW7Zk48aN9mtfX18SExOv2bd+/fr8+OOP9uvAwMBMJQiAf3UqdJUqVZgwYQIA5cqVY968eWzZsoWmTZsyZcoUfvjhB3r16sWhQ4fo1KkTbdu2tT/bu3dv2rVrd8Px/f397Z+HDBlC7dq1adOmzTX7njt3jqJFizq0+fj44Orqyrlz54CMBNqHH37Is88+y6OPPsrevXv5+OOPSUtL4+LFi/j5+REaGsrWrVvp2LEj33zzDcePH6dfv36kp6fn6d3mSpiJiIiISI4ZMWIEL7/8MgA//PADP/zwAw0bNiQhIQGLxcLx48cZPXo07777bi5HKiIikvuqVKnicO3n50dkZCQArq6uLF++nCpVqlCqVCnmzp3r0LdQoUIUKlQoS/OsW7eOrVu32r/Uup5r1TYzTdPePm7cOM6dO8cTTzyBaZoULVqUrl278s4772CxWICMQ398fX1ZtGgRFouF6tWrc/bsWWbMmJGnE2Z6JVNEREREckzbtm1xdXV1aNu2bRuAvb7Je++95/BNvYiISE5ISEi47s/q1asd+kZGRl6376ZNmxz6hoWFXbPfv+Hi4uJwbRgGNpvNfn2llEF0dDTR0dEOfW/llcytW7cSEhJCwYIFcXZ2xtk5Yz/V888/T4MGDQAoVqyYfSfZFTExMaSlpdl3nnl4ePDxxx+TmJhIWFgYp0+fJjAwkPz581OkSBEgI+n30EMP2RNoAA8//DDnzp3LdOJmXqIdZiIiIiKSY9zc3OjYsSNLliwBMn7xN02TEiVKUL9+fXr16sWiRYvo1q0bBw4cyPMnZomIyN0rX758ud73doSEhDBkyBAWL17MypUr6dy5M1u2bMHJKWMv1K28kjlq1CheffVVh3uVK1dmzpw59tMta9WqxdSpU/n777/tddK+//573NzcqF69usOzLi4uBAQEAPD555/TqlUre1x16tThs88+w2az2duOHTuGn59fpi/V8hIlzEREREQkRw0fPtyeMLtSzyU9PZ3KlSszc+ZM1q9fT6NGjXIzRBERkTzNarXSqVMnmjVrRrdu3WjRogWVK1dm1qxZvP7668CtvZJZrFixaxb6L1myJKVLlwagWbNmBAUF0alTJ2bMmEF0dDTDhw+nZ8+eFChQAMhIfO3evZuaNWsSExPD7NmzOXjwIMHBwfYx+/Tpw/vvv8+gQYMYMGAAx48fZ9q0aQwcOPB2/1hylBJmIiIiIpKjgoKCKFeuHMePH8fJyQlvb2/+/vtvVqxYwY8//sjff/9Nw4YNtbtMRETkOqZOnUpYWBjr168HMhJeH374Ie3ataNp06Y88sgj2T6nxWJh48aN9O3blzp16uDh4UGHDh2YOXOmvY/VamXWrFkcPXoUFxcXGjZsyM6dOwkMDLT3KVGiBN9//z1DhgyhSpUq+Pv7M2jQIEaOHJntMWcn49+c2iAicjOGYRQAYmNjY+3fPoiIyP1r4cKF9O7dG8MwePzxx9m9ezcVKlTAz8+PH3/8kQkTJjBhwgRM07zmEfUiIiJZkZyczMmTJyldurT+LblH3ejvOC4uDm9vbwBv0zTjbmceFf0XERERkRzXsWNH3N3dMU2T3bt3A3D27Fm2bdtG/fr1mTBhAmfOnKFFixb06dMnl6MVERGR+50SZiIiIiKS47y8vOjUqRMAhQsXpmLFiixatAgnJyd+/PFH9u3bx6lTp/j+++/55JNP2LBhQy5HLCIiIvczJcxERERE5I7o2bMnAFFRURw6dAgPDw9eeuklACZNmkTZsmVp2rSpvW9UVFSuxSoiIiL3NyXMREREROSOeOyxx3jooYcAMAyD+Ph4+vfvD8DatWspW7Ys33//PaVKleLcuXMMGDBQfeYAAAAgAElEQVQgN8MVERGR+5gSZiIiIiJyRxiGYd9lZpommzZton79+vb7hQsX5rHHHuPNN9/EYrGwYsUKVq9enVvhioiIyH1MCTMRERERuWO6d++Ok1PGr6CffvopaWlp9nunTp1i0aJFdOnShVGjRgHQu3dvIiMjcyVWERG5e5mmmdshSA65U3+3SpiJiIiIyB1TqFAhmjVrZr/28PAAwMXFBYApU6YAMG7cOCpXrkyhQoWUMBMRkSy78u9JYmJiLkciOeXK3+2Vv+ucYijrKiI5wTCMAkBsbGwsBQoUyO1wREQkD9m6dSuNGze2X/v5+fH333/br/ft28e+ffs4ffo0I0eOxNPTMzfCFBGRu9Tff//NpUuX8PX1xdPTE8MwcjskyQamaZKYmEhkZCQFCxbEz88vU5+4uDi8vb0BvE3TjLud+ZQwE5EcoYSZiIhcj81mw9fX134KZvHixTl79iyenp4kJiZSu3Ztdu7ciaenJ0ePHiUgIADI+EVZ/6dHRERuxjRNzp07x6VLl3I7FMkBBQsWpFixYtf8nSA7E2bOt/OwiIiIiMitcnJyon///rz55psAnD17Fi8vLxISEgDYuXMn9erV49lnn8XX1xer1crcuXP57bffWLlypZJmIiJyQ4Zh4Ofnh6+vr0OtTLn7ubi4YLFY7shc2mEmIjlCO8xERORGzp49i7+/v0Obk5MTQUFBHDx4kBdffJGVK1cCcPz4cSpVqkRqaioff/wx3bp1y42QRUREJI/Lzh1mKvovIiIiIndc8eLFadWqlUPba6+9xooVKyhVqpRDjbOyZcvad6MNHjyY8PDwOxqriIiI3H+UMBMRERGRXNGzZ0+H66CgICpVqkRISAivvfYaAPv376dx48aUKVOGJ554gri4OHr06HHHjpQXERGR+5MSZiIiIiKSK1q2bImvr6/9etasWZimyeHDhwkLCwNgzZo1bNu2jYkTJ7JkyRLc3d3ZvHkzCxcuzKWoRURE5H6ghJmIiIiI5ApnZ2d69Ohhvw4LC6N9+/ZUrlyZSZMmsXTpUuLj4+nduzfffPMNFSpU4K233gJg+PDhhIaG5lboIiIico9T0X8RyREq+i8iIllx+vRpSpUqlandxcWFtLQ0DMPg4MGDBAUFAWCz2WjYsCG//vorn3zyCR06dLjTIYuIiEgelZ1F/52zJyQRERERkVtXsmRJnnzySX755Rd7m7e3N7GxsVSrVo327dtTsmRJ+724uDg++eQT4uLiqFq1am6ELCIiIvcBvZIpIiIiIrlqxIgRDtdXTs88deoU/fv3x8vLC5vNxqhRo/D39+fy5ctKlomIiEiOUsJMRERERHJVixYt8PHxsV///vvvlC5dmujoaD755BMADMPg+PHjJCYmsmLFCnvfffv20b17d6xW650OW0RERO5hSpiJiIiISK5ydnamd+/e9usRI0bQv39/AGbPns2aNWt4/PHH6d27N+vWrWPKlCkAXL58mWbNmrFkyRJmzZqVK7GLiIjIvUlF/0UkR6jov4iI3IozZ85QokQJACwWCx4eHiQlJVG4cGEqVarE1q1b6dixI8uXL3d47uOPP6ZHjx64urqyb98+KlasmBvhi4iISB6QnUX/tcNMRERERHJdQEAArVu3BsBqtZKUlETx4sXZt28fM2bMAGDFihUcPXoUgJSUFP744w+6detGy5YtSU1NpUuXLqSlpeXaGkREROTeoYSZiIiIiOQJr732GgD58uWjcuXKdOjQAX9/fx599FFat26NzWZjypQphIaGUrFiRZo2bcqlS5dYvHgxPj4+7N27l7fffjuXVyEiIiL3AiXMRERERCRPeOqppwgICODy5cv897//ZenSpVitVmw2G88//zwAn332GcnJybi5ueHi4sKxY8coXrw477//PgCTJk3iv//9b24uQ0RERO4BSpiJiIiISJ5gsVjo2rWr/fqNN94gKSmJsmXL0q1bNxo0aIDNZmP69OmsXr2a48ePU7NmTQA6dOhA27ZtSU9PZ+HChbm0AhEREblXqOi/iOQIFf0XEZF/IyIigoCAAAAMw6BMmTJERESQnJzMCy+8wKpVq3BycuLIkSOUK1fO4dnIyEhWrVpF7969cXLS98IiIiL3GxX9FxEREZF7kr+/P40aNQLANE0iIiLs9zZu3EiTJk2w2WxMnTrV3v7TTz+xe/dufH196du3r5JlIiIictv024SIiIiI5CnDhg2zf05JSaFNmzZUr16dpKQkypQpA8Dy5cs5ceIEixcvpn79+vTu3Rur1Wp/LiEhgUmTJpGcnHzH4xcREZG7nxJmIiIiIpKnNG/enMKFCwMZu8xWrVpFz549Afj6669p1qwZVquVqVOn0rZtWwoVKkSNGjXsyTHTNHnqqaeYMGEC48aNy7V1iIiIyN1LCTMRERERyVMsFgv9+/e3X1utVqKioggICCAyMpLq1asDsGzZMmJjYwkNDeU///kP+fLlAzJqn40cORKAWbNmsWPHjju/CBEREbmrKWEmIiIiInlOr169HK4nTZpEZGQkACdPnuSpp57CarXy1ltvXSnu66B169Z06dIF0zTp2rUrly9fviNxi4iIyL1BCTMRERERyXOKFy9O69at7dcpKSmkpqYyfvx4PvvsMyZMmECvXr1444037H0iIyPp168fp06dAmDu3Ln4+/tz4sQJRo8efcfXICIiIncvwzTN3I5BRO5BhmEUAGJjY2MpUKBAbocjIiJ3oU2bNtGyZUv7dY0aNdi1a9d1+7dp04Z169bRvn17Pv/8cwC+++47nnrqKQC2bt1Kw4YNczZoERERyTVxcXFXdp57m6YZdztjaYeZiIiIiORJzZo1o2TJkvbr3bt3c/jwYQBiY2MJDw+337PZbEyaNIkaNWrQr18/e3vz5s3tr3cOHz4cfVksIiIiWaGEmYiIiIjkSRaLJVMtsw8++IBPP/2UEiVKMHjwYI4cOcJzzz1Hnz59qFq1Kr/99ht169Z1eGbmzJn07NmTDRs2YBjGnVyCiIiI3KX0SqaI5Ai9kikiItnh3LlzFC9e3L4zzGKx4OnpSXx8PIZh8Omnn9KhQwfc3NyIiIigcOHC9mdN01SCTERE5D6iVzJFRERE5L5QrFgx2rRpY7+2Wq3Ex8cTGBiIaZps27aNqVOnsm/fPnuyzGaz8fHHH/P444+TkJCQacz169cTFRV1x9YgIiIidx8lzEREREQkTxs8eLDDdUBAAEuWLAEgODiY7t27ExQUZL+flpbGlClT2Lt3LwsWLHB4dsKECTzzzDMMGDAg5wMXERGRu5YSZiIiIiKSp9WrV4/AwED79ZkzZ7BardSuXZvU1FTeffdd+73o6Gjc3Nx49913mTFjBgMHDnQY6+mnn8ZisbBixQq+/PLLO7UEERERucsoYSYiIiIieZphGAwdOtR+Xb16dfz8/Hj99dcBWLBgARcuXKBbt24EBARw+vRpWrduzfDhw3Fzc3MYq0aNGowePRqAPn36cP78+Tu3EBEREblrKGEmIiIiInle586dcXV1BeDSpUssX76c8ePHU7RoURISEti9ezenTp0iKSmJt956y+FZ0zS5dOmS/XrcuHE88sgjREVF0atXL3QIloiIiPyTEmYiIiIikud5e3vTsWNHAEJCQli5ciV//vknhQoVIiQkhKeffpoJEyYA8NFHHxEeHg5AaGgoTZs2pXnz5thsNgBcXV1ZunQpLi4urFu3jqVLl+bOokRERCTPUsJMRERERO4KV+qRGYZBhw4dqFu3Llu2bKFUqVIA1K9fnwYNGpCWlsbbb78NgKenJ7t27WL//v0cOHDAPlblypWZNGkSAIMGDSImJuYOr0ZERETyMkNb0EUkJxiGUQCIjY2NpUCBArkdjoiI3CPq1KnDzp07yZ8/P/Hx8XzyySd06dIFgGPHjnHmzBkaN26Mq6srISEhBAQEsHbtWqpUqULp0qUdxrJarbRr145u3brRqlWr3FiOiIiIZKO4uDi8vb0BvE3TjLudsbTDTERERETuGn369AEgPj6eChUqEBQUBECXLl0oX748CQkJ1K9fn9TUVPsuszZt2mRKlgFYLBZWr16tZJmIiIhkoh1mIpIjtMNMRERyQnJyMr6+vsTHx+Pu7s7IkSM5ePAgJ0+eZN++fdSuXZupU6fSsGFDXF1dOXHiBCVKlLA/HxYWhpubG35+fpnGjoiIIC0tjcDAwDu4IhEREcku2mEmIiIiIvcld3d3evXqBWQkz95//31Wr17N4cOHcXFxYefOnbi4uNCgQQNSU1OZNm2a/dklS5ZQoUIFhg8fnmnczZs3U6lSJTp27IjVar1j6xEREZG8SQkzEREREbmr9O3b1/45OjqaChUqsH79erp27QrA9OnTefPNN4GMEzPDwsIAqFKlCqmpqZw/f56UlBSHMcuVK4fVamXnzp3Mnj37jqxDRERE8i4lzERERETkrlKmTBkaNWpkvz5y5Ahbt25l+PDhGIbB+vXrKVKkCE2aNCEtLY2pU6cCUL16dfbu3cvmzZtxc3NzGDMwMJA5c+YA8MYbb3Do0KE7tyARERHJc5QwExEREZG7zpAhQxyu58+fT4kSJWjbti0AM2bMsO8yW7JkCSEhIQBUq1YNwzCuOWb37t15+umnSU1NpXPnzqSlpeXgCkRERCQvU8JMRERERO46LVq0oGjRovbrS5cu8cILL3D+/HkAvvvuO6pVq8ZTTz2F1Wpl+fLlDs+npqbywQcfcPnyZXubYRgsXrwYHx8f9u3b51D/TERERO4vSpiJiIiIyF3HYrEwcOBAh7ZvvvmGHTt2MG3aNE6cOIGHhwdvv/02GzduZPz48Q59W7VqRf/+/Zk5c6ZDu5+fH/PnzwdgypQp/PHHHzm7EBEREcmTlDATERERkbvSq6++irOzs0Pbm2++yYgRI/D09ASgatWqtGzZMtNrmD179qRo0aI8+OCDmcZt37497du3p2/fvpQvXz7nFiAiIiJ5lmGaZm7HICL3IMMwCgCxsbGxFChQILfDERGRe1SHDh1YsWKF/bpNmzZ8/fXXANhsNsLCwihTpgwAsbGxJCYm4ufnh2maXL58GS8vr2uOa7VasVgsOb8AERERyTZxcXF4e3sDeJumGXc7Y2mHmYiIiIjctfr27etwvXbtWk6ePEloaCiVK1emdu3aJCcns2bNGgIDA+2HBRiGcd1kGeCQLLPZbISHh+fMAkRERCRPUsJMRERERO5aderUoUKFCg5tffv2pVOnTsTGxnL+/HmWLl1K2bJluXTpEgcPHiQpKcmh/y+//MKrr76KzWbLNH5ERAQNGzakQYMGJCQk5OhaREREJO9QwkxERERE7lqGYTBs2DCHtu+++46dO3fyyCOPAPDOO+8QFBTE9u3b2b9/Px4eHva+sbGxtGzZko8++ohly5ZlGt/Ly4uwsDBCQ0MZMWJEzi5GRERE8gwlzERERETkrtahQweH1ytN06R169YsWLCAwoULExISwqpVq6hXr16mumTe3t5MmDCBnj170rJly0xje3t78/HHHwOwYMECvv/++5xdjIiIiOQJSpiJiIiIyF3N09OT1157zaHt6NGj+Pv7M2jQIADeeustrhx2lZSUxNq1a+19hw0bxqJFi3jggQeuOX7jxo3p378/AD169ODSpUs5sQwRERHJQ5QwExEREZG73tXF/52cnPDw8OD8+fP0798fLy8vDhw4wDfffMPly5cpX748zz77LHv27LnmWOnp6Zna3n77bcqWLcuZM2cYPHhwjq1DRERE8gYlzERERETkrlemTBmeeuopIONUy+eee44zZ87Qu3dvWrRoAcDXX39Nvnz5aNiwIQBvvPGGwxjR0dH06dOHli1b2nejXZEvXz6Cg4NxcnIiODjYYYeaiIiI3HuMf/4yICKSHQzDKADExsbGUqBAgdwOR0RE7gObN2+mWbNm9usXX3yRL7/8kgYNGjB69GiaNm2KYRiEhoZSvnx50tPT+emnn6hbty4AYWFhPPzwwyQnJ7Nz505q1aqVaY5Ro0axadMmli5dStWqVe/Y2kREROTm4uLi8Pb2BvA2TTPudsZSwkxEcoQSZiIicqfZbDaCgoI4evQoPj4+TJw4kY0bNzJjxgyqVKni0Ld3794sXLiQunXrsn37dgzDAGDx4sWUK1eOBg0aXHOOlJQUDMPA1dU1p5cjIiIit0gJMxHJ85QwExGR3DBv3jwGDBhA6dKluXDhAjabjTNnzuDj4wNk/CIdHx+PaZqULVuWlJQUvv32W5o3b/6v5ktISHA4oVNERERyT3YmzFTDTERERETuGV26dMHLy4uTJ0+SkpJCQEAAp06dAmDNmjWUKlWKQYMGERAQYD8o4I033shUswwgPj6ec+fOXXOe9PR0Jk2axIMPPsjZs2dzbkEiIiKSK5QwExEREZF7Rv78+encuTMAaWlpNGzYEB8fHyZMmMCOHTu4dOkSa9as4ciRI4waNYp8+fKxZ88evv76a4dxtmzZQvny5enVq9c15zFNk/Xr1xMZGcmrr756zYSbiIiI3L2UMBMRERGRe8qAAQPsnxcuXMjbb7/NpEmTWLJkCU8//TSmaTJ9+nR8fX0ZPHgwAOPGjcNqtdqf8/f358KFCxw+fJioqKhMc7i4uBAcHIybmxubNm3io48+yvmFiYiIyB2jGmYikiNUw0xERHJTw4YN+fHHHwEoVaoUfn5+DBs2jOLFi1OnTh2cnZ0JCQmhQIEClC5dmkuXLrF8+XI6duxoH2Pr1q3UqVMHNze3684za9Yshg8fjpeXF3/++SeBgYE5vDIRERG5HtUwExERERG5gaFDh9o/nzp1it9++w1/f39q165No0aNSE9PZ+bMmRQsWJDXX38dgAkTJpCWlmZ/rlGjRjdMlgEMHjyYunXrkpCQQNeuXbHZbDmzIBEREbmjlDATERERkXtOy5Yt8ff3d2ibM2cOAGPGjAFg8eLFREZGMnDgQB544AFCQkL45JNPMo1lmibr1q0jIiIi0z2LxcKSJUvIly8f27dv5/3338/+xYiIiMgdp4SZiIiIiNxzLBaLvT7ZFatWrWLu3Ll88cUX1KhRg9TUVLZu3YqXlxejR4/Gx8fnmmONGjWKNm3a2Hei/dODDz7IzJkzcXd3x9XVNdvXIiIiIneeapiJSI5QDTMREclt0dHR+Pn5kZqaam9zcnLCZrOxZMkSnnzyScqWLQtAcnIyKSkpV+qeONi3bx916tRh6NChTJkyBcMwMvUxTZPTp09TqlSpnFuQiIiI3FB21jBTwkxEcoQSZiIikhf07NmTDz/80H7t7OzMyJEjGTp0KIUKFcryOFFRURQuXDjL/W02G05OeplDRETkTlLRfxERERGRLBgwYIDDdXp6Oj4+Pg7JsqNHjxIfHw9k7BRbv349S5YscXjuVpJlO3bsoFKlSuzfv/82IhcREZHcpISZiIiIiNyzqlSpQr169Rza5s6daz8Nc/To0Tz88MN88MEHAHz77bc888wzDB48mKioqEzjnT59mq5du3LhwoXrzjl79mwOHz5M586dSUlJycbViIiIyJ2ihJmIiIiI3NMGDRrkcH3mzBlmzZpFhw4d8PPzwzRNZs2axeXLl2nevDm1a9emb9++uLi4ZBrr5ZdfJjg4mLFjx153vvnz51OkSBEOHDhgP5FTRERE7i6qYSYiOUI1zEREJK+wWq2UKlWKiIgIe5uXlxcJCQkMHTqUtWvXEhISwsyZMxk2bNgN64/9/PPPjBs3jvfee48qVapcd86vv/6atm3b2j+3adMmexclIiIimaiGmYiIiIhIFlksFoYOHerQlpCQQJMmTejcubN9F9iMGTNISkq6YbH+unXrsm3bthsmywCeffZZhgwZAkCXLl0IDQ29zVWIiIjInaSEmchdwDCMvoZhnDQMI9kwjL2GYdS9Sf/nDcP4yzCMlP/9t+0/7huGYUw0DOOsYRhJhmH8aBhGxX/0WWcYxun/zfm3YRjLDMMonhPrExERyWndu3fH3d0dwJ4Q8/LyomrVqnTq1IlSpUpx/vx5Fi9ebH9mx44d1K9fn4MHDzqMZRiG/bPVar3unG+//TZPPPEEsbGxtGvXjuTk5OxckoiIiOQgJcxE8jjDMNoDc4GpQDXgZ2CTYRglr9O/FvAFsAyo+r//rjQMo+ZV3UYAQ4H+wOPAOWCzYRj5r+qzDWgHlAeeBx4EVmXfykRERO6cggUL0qNHDwBsNhsAv/zyC3Fxcbi4uDB69GgApk+fbk9szZkzh59++umadcjS09OZO3cuFStWJDY29ppzurq6snLlSgoXLoy/vz+pqak5sTQRERHJAaphJpLHGYaxC9hnmmafq9oOA1+bpjn6Gv2/AAqYptniqrZvgRjTNF82Mr4WPwvMNU1z+v/uuwHngZGmaS68ThzPAF8DbqZppmUhbtUwExGRPOX48eM89NBDAPj4+PDrr79SuHBh5s2bR2BgIOPGjSMxMZHvv/+e6tWrc/ToUSpWrIjVauXnn3/mySeftI+VmppKlSpVOHr0KO+88w6vv/76decNDQ2ldOnSDjvTREREJPuphpnIfcIwDFegOvD9P259D9S+zmO1rtH/u6v6lwaKXd3HNM0UYPv1xjQMoxDQEdiZlWSZiIhIXlSuXDlatMj4PiktLY3atWuzZMkS3nzzTaZOncqaNWsICwujevXqAJQvX57u3bsDMGrUKK7+otnV1ZWFCxeyYMEChg0bdsN5y5QpY0+WmaZJTExMTixPREREspESZiJ5WxHAQsbur6udJyPpdS3FbtK/2FVtNxzTMIzphmFcBqKAksB1j/gyDMPNMIwCV36A/NfrKyIikluuFP+/fPkyCQkJBAUFUbt2baZOncqjjz5K/vyO/3xNmDABDw8PduzYwfr16x3u1a9fn969e9/wkICrJSQk8Morr1CvXj0SExOzZ0EiIiKSI5QwE7k7/PPdaeMabbfaPyt9ZpBRN60ZYAWWGtd/n2Q0EHvVz5kbxCciIpIrGjduTMWKFTFNk9dee42RI0cSFhbGs88+i8ViATJ2gX377bekpaXh7+/PoEGDABgzZsx1i/xbrVZ27dp1w7kTEhLYsmULBw8epG/fvqg0ioiISN6lhJlI3naRjETVP3eT+ZJ5h9gV527S/9z//nvTMU3TvGia5jHTNDcDLwEtgSeuM+9bgPdVPwHX6SciIpJrDMNg8ODBAKxYsYJTp04RHx/PgQMH7H2efvppWrRowWeffQbAyJEj8fHx4dChQyxbtizTmLGxsdSuXZu6dety6NCh685drFgxPv/8c5ycnAgODmbJkiXZvDoRERHJLkqYieRhpmmmAnuBpv+41RTYeZ3Hfr1G/2ZX9T9JRtLM3ud/tdLq32BMyNiBBuB2nVhTTNOMu/IDxN9gLBERkVzTsWNHvL29uXjxIomJiaxYsYJHHnmEL774giFDhtCgQQMApk6ditVqpWDBgvZTNMePH28/RfOKAgUK4Ovri4eHBydOnLjh3A0aNGDy5MkA9OvXj/3792f/AkVEROS26ZRMkTzOMIz2wDKgNxnJsF5AT6CiaZqnDMNYCkRcOTHTMIzawE/AWGAtGXXHpgBPmqa56399RpLxCmU34DgwBmgAlDdNM94wjBpADeAXIAYoA0wC/P43b0oW4tYpmSIikmeNHTuWadOm2a/Xr19PmzZtsNls/PLLL7Rp04aoqCiWLl1Kp06dSEpK4qGHHuLMmTPMmDGD4cOHO4x39uxZTNPE39//pnPbbDZatWrFpk2bKFeuHHv27NG/lSIiItkgO0/JVMJM5C5gGEZfYAQZCauDwBDTNH/6370fgTDTNLte1f8FMpJkZYAQYKxpmmuuum8AE4DXAB9gF9DPNM2D/7tfGXgXqArkA/4GvgWmmKYZkcWYlTATEZE8KyIigpIlS2Kz2QBo164dNpuNSpUqMXDgQBYtWsSoUaN48MEHOXz4MC4uLixZsoTu3bvj7e3NiRMnKFKkyL+ePyoqimrVqhEeHs5LL73EihUrsmtpIiIi9y0lzEQkz1PCTERE8roOHTpkSlT9+uuvPPHEEyQkJFCmTBkuXLjAhx9+SI8ePbBarVSvXp39+/czYMAA3nvvvWuOe+DAAb744gumTJnC9c/KyZirffv2BAcH07Bhw2xdm4iIyP1ICTMRyfOUMBMRkbxu9+7d1KxZ06Gtbdu2rFmTsSl79uzZDBs2jFKlSnHs2DFcXV3ZsmULTZo0wd3dnfDw8Ey7zKKioihZsiSJiYmsWrWK559//oYxpKSk4OZ2zfKgIiIicouyM2Gmov8iIiIicl+qUaNGpoTZV199xbp16+jQoQMtW7bEz88Pb29vIiIyKhI0btyYyZMns3fv3mu+klm4cGGGDh3Kc889R61atW4aw9XJsmPHjhEdHX2bqxIREZHsoB1mIpIjtMNMRETuBitXrqR9+/YObf7+/kRERNC3b1+GDRtGYGAgTk5Z/57ZarVisVhuKY4NGzbw8ssv06BBA9auXXtL84mIiEgG7TATEREREckGzz33HAEBAQ5t58+fp3Xr1vTq1YsyZcrcMHl15MgRrFarQ9s/k2Wpqak3jaN48eKkpaWxYcMGZs6ceQsrEBERkZyghJmIiIiI3LecnZ0ZMGAA8P+JrvT0dIKCgqhataq93+XLl5k9ezaXL1+2t40cOZKKFSsSHBx8zbGTkpIYM2YM1atXJzk5+YZxPProo7z77rsAjBkzhp9//vm21iUiIiK3RwkzEREREbmv9ezZk3z58jnsFJs/fz5xcf//JkfTpk0ZNmwYH3zwgb2taNGi2Gw29uzZc81xU1JSWLJkCQcPHmT16tU3jaNXr1507NgRq9XKSy+9RGRk5G2sSkRERG6HapiJSI5QDTMREbmbDBw4kPfff9+hbeLEiRiGQb58+ShSpAhdu7JKO90AACAASURBVHalcOHCnDx5kvz585OamsqePXuoXbv2dcfduHEjqamptG3bNktxJCQkUKNGDQ4fPkyTJk349ttvb7kemoiIyP0qO2uYKWEmIjlCCTMREbmbhIaGUrZsWa7+3djHx4eYmBgKFixISEgItWrV4tixY0yePJk33ngjx2L566+/ePzxx0lMTGThwoX06tUrx+YSERG5l6jov4iIiIhINipTpgzPPfecQ1tMTAzVq1dnwYIFeHt7M3HiRABmzZrFpUuXHPqeOXOGRYsW3XCOpKQkfv3115vGEhQUxMKFCxk6dCjdunW7tYWIiIhIttAOMxHJEdphJiIid5vffvuNWrVqAeDp6UliYiIVKlTg0KFDODk5YbPZqFKlCocOHWLcuHFMmjQJgMjISEqXLk1iYiK///47jz32WKaxz5w5Q8OGDTl37hx//fUXJUqUuKNrExERuR9oh5mIiIiISDZ74okneOKJJwBITEzEw8ODo0eP2ov6Ozk58eabbwIwd+5coqKiAPD19eX5558HYMiQIVzrC+nixYvj6+uLt7c34eHhtxRXWloa8+bNIy0t7V+vTURERG6NEmYiIiIiIv/z+uuv2z/7+vryxx9/8Nhjj7FmzRoaN25M06ZNqVatGi1atCAlJcXed9q0aXh6evLLL7+wbNmyTOM6OTmxYsUK/vrrrxseEvBPpmnSpk0bBgwYwNixY29vcSIiIpJleiVTRHKEXskUEZG7kdVqpWzZsoSFhfHAAw+Qnp7OkSNHqF27NiEhIbzzzjv069cPT0/PTM9Onz6dUaNG4evry5EjR/Dx8cmWmFavXs0LL7wAwNq1a3nmmWeyZVwREZF7jV7JFBERERHJARaLheHDhwMQGxtLTEwMGzZsYMiQIbzxxhv06NHjmskyyHgd8+GHHyYyMvKmp2hu3bqVcePGZSmm559/nkGDBgHQpUsXTp48eQsrEhERkX9DCTMRERERkat07doVHx8fUlNTmTp1Ktu3b2fgwIE0a9aMQoUK2fudOnWKLl268OeffwLg6urK/PnzAViwYAF79+695vgnTpygadOmTJkyhTVr1mQppnfeeYeaNWty6dIl2rVr5/A6qIiIiGQ/JcxERERERK6SL18++vTpA8CqVasICQnBZrOxbds2ex/TNBk1ahRLly5lzJgx9vYGDRrQoUMHTNOkT58+WK3WTOOXLVuWCRMm0LNnT1q0aJGlmFxdXVm5ciWFChViz549DBs27DZXKSIiIjeiGmYikiNUw0xERO5mf//9N6VKlSItLQ3DMFi2bBkvvfQSISEhTJw4kapVq9K2bVuCgoKwWq389NNP1K1b1/5shQoViIuL4z//+Q+vvfZapvFN08QwjFuO65tvvuHpp5/Gy8uLw4cPExAQcNtrFRERuVeohpmIiIiISA7y8/OjY8eOQEZyq2vXrnz11Vf8/vvvrFixghkzZlCyZEl69uwJwMiRI7nyRbSfnx+TJ08GYPTo0Vy4cCHT+P9Mlv32229Ziqtly5bMmzePPXv2KFkmIiKSg5QwExERERG5hqtfe0xPT2fKlCnUrl2bV155hc2bN+Pu7s748ePx9PTk119/5csvv7T379u3L4888ggxMTGMHDnyunNceXWzVq1aLF26NEtx9evXj/Lly//7hYmIiMhNKWEmIiIiInINlSpVolmzZvbr/fv3U65cOdLT06lWrRqQsZvsSkJs5MiRJCcnA+Ds7Gw/AGDJkiX89ddf15zDMAz8/PwwDIOIiIhbjnHbtm03TMiJiIjIv6MaZiKSI1TDTERE7gWbN292SJpBRpLryJEjPPTQQ6Snp5Oamkr58uU5c+YMs2bNYujQofa+EydOpEaNGrRs2fK6c1itVvbs2UPNmjVvKbbw8HAefPBB0tLSWLJkCV27dr2l50VERO412VnDTAkzEckRSpiJiMi9wDRNqlatyp9//unQ3qVLFypUqMD8+fPZs2cP27Zt48CBA4waNYr8+fPf9pxZPRBgypQpjBs3Dg8PD3bt2kXlypVva24REZG7mYr+i4iIiIjcAYZhONQyu2L58uV8+umnhIeHs3jxYtq3b8/UqVNvmCw7ffo0Z86cueF80dHRtGnThuDg4CzFN2bMGJo3b05SUhIvvvgi8fHxWXpOREREbkwJMxERERGRG3j55Zfx8/MDwGKxABmvUQYEBBAcHMyoUaMc+ttsNmJiYhzaNm3aROXKlencuTM2m+26cwUHB7N+/XqGDh1KQkLCTWNzcnJi+fLlBAQEcPToUXr16oXeIBEREbl9SpiJiIiIiNyAq6srQ4YMAcDLy8ve/v3331OjRg17Eg3g0KFD1KpVi7Zt2zokrsqWLUt6ejpJSUmZkmlXGzhwIL169eKHH35wmOtGihQpwsqVK3F2dubzzz9n2rRpt7pEERER+QclzEREREREbqJXr14UKFCA2NhYe30xm83GxIkT7Z9jYmLw8vLizz//ZPv27Xz66af258uVK8fPP//Mzz//TOHCha87j8ViYeHChfZTOLOqVq1azJw5E4CLFy9ql5mIiMhtUsJMREREROQmvL296dOnD4BDMuqLL77giy++4LHHHuOVV16hVKlSjBs3DoBhw4Zx6dIle99HH30UZ2dn+3VWklqnTp1iw4YNWYpx0KBBbNy4kVmzZmX50AARERG5NiXMRERERESyYNCgQbi4uGRq/+ijj/jzzz/ZsWMHZ86cYdiwYVSoUIHIyEjGjh2bqX9ycjKvv/4648ePv+F8R48epVq1arRr145Dhw5lKcaWLVvi5JTxK35KSgrTpk0jJSUlS8+KiIjI/1PCTEREREQkC/z8/OjSpUum9s2bNzNlyhSOHz9OQEAArq6uzJ8/H4AFCxawZ88eh/5bt25l5syZTJs2jZ07d153vrJly/LYY49RuXJl8uXLd8vx9ujRg7Fjx9KqVassHSAgIiIi/08JMxERERGRLBo+fLjDdcOGDYGMJNgDDzzg0N6xY0dM06RPnz5YrVb7vZYtW9KpUydsNhudOnW6bjLLYrHwxRdf8PPPPxMYGHjLsXbt2pV8+fLxww8/0KRJE6Kiom55DBERkfuVEmYiIiIiIllUvnx52rZta79OSEjAxcWFCxcu2OuV/fe//+XChQvMnDmTAgUKYLFYMp2M+f7771OiRAlCQ0MZOnTodefz8fHB1dXVYb6satKkCVu2bKFQoULs2rWLevXqERERkeXnRURE7mdKmImIiIiI3IKRI0faP//+++/MmTOHdevWUbBgQWbOnEn16tV54403KFasGD/++CO//PILRYoUcRjD29ub4OBgABYvXnzTwv6mabJ48WICAwOzXM8MoGbNmvz0008UL16cv/76iyeffJITJ07cwmpFRETuT0qYiYiIiIjcgpo1a1KvXj0AChYsyJtvvsmrr75qv2ez2YiPj8dms1GtWjWHkzGv1rBhQ4YMGQLAq6++SmRk5HXnNE2TVatWERUVxeLFi28p3ooVK7Jjxw7Kli1LWFgYrVq1Ij09/ZbGEBERud8oYSYiIiIicouu7DJLTU0lJiaGQ4cOERYWxq+//sqePXv47LPP7KdVQsbJmCNGjGDKlCkO40ybNo2goCDOnz9P69atuXz58jXnc3JyYtmyZbz77rvMnj37luMNDAzkl19+oVatWixevPi6STwRERHJYJimmdsxiMg9yDCMAkBsbGwsBQoUyO1wREREspVpmlSpUoWDBw/So0cP5s2bR5MmTdixYwdjx47NlBhbu3Ytzz77LM7Ozvz2229Ur17dfu/IkSPUqVOH6OhoWrZsyddff42Li8tNY7BarZw8eZKyZcveUtyGYdivExIS8PLyyvLzIiIieVlcXBze3t4A3qZpxt3OWNphJiIiIiJyiwzDYMSIEQCsX7+e6dOn06RJE0qWLEnNmjWBjGTUsGHDCA0N5ZlnnuHFF18kPT2dV155hbi4//8dvkKFCmzYsAEPDw+++eYbevbsSVa+1B4+fDjVqlXju+++u6W4rzhw4ABlypRhxYoVWX5eRETkfqGEmYiIiIjIv/DSSy9RokQJIiMjmThxIl999RWjR4+mSZMmAPTp04fZs2fTuXNnAObPn0/x4sU5cuQIHTp0wGq12seqVasWK1euxGKxEBwczNixY284d0pKCgcOHCAhIYHo6Oh/Ff9HH33EhQsX6NixIwsWLPhXY4iIiNyrlDATEREREfkXXFxcGDp0KJBRY+zAgQP06dOHWbNmATBu3DgqVqzI5MmTMQyDIkWKsHbtWtzd3dm4cSNjxoxxGK9Vq1YsXLgQgIULF3Lu3Lnrzu3m5samTZvYsGEDL7/88r+Kf86cOfTt2xfTNOnbty9Tp07N0s42ERGR+4FqmIlIjlANMxERuR8kJCRQsmRJYmJi7G3u7u5MmDCB9957j+3bt1OuXDmHZ1asWEGHDh0ACA4Otu9Au2LevHk0btyYhx9++JZjmTVrFqNHj8bV1TVLz5imyYQJE5g8eTIAQ4YMYebMmQ4HFoiIiNwtVMNMRERERCQP8PLyol+/fgD2JFVycjJvvfUWf//9N506dSI5ORmAs2fPcuzYMV5++WXGjh2Ll5cXhQoVyjRm//79HZJlKSkpWYqlY8eOTJw4MVMC7kYMw2DSpEnMmTMHyNh11r17d9LT07M8hoiIyL1ICTMRERERkdswYMAA3N3dSU1NtbfFxcXh5ubGrl276NatGwcOHKBGjRq0aNGC8PBwJk2axIEDB2jVqtUNx/7hhx8oV64cu3fvvmkcffv2xdfXlyFDhtzyGgYPHkxwcDAWi4Xw8HAlzERE5L6nhJmIiIiIyG3w9fWlR48eABQtWtTenpKSgpOTE59//jnz58/H1dUVd3d3PDw8cHJyonTp0va+v//+O++++67DuKZpMn36dMLDw1m5cuVN42jevDknT560n9IJ3FLiq3Pnznz33Xd8/fXXuLu7Z/k5ERGRe5ESZiIiIiIit2n48OFYLBbOnz9P48aN6dmzJ4C9iP7ChQupUKECn332GUWKFLHfM02Tixcv0qpVKwYPHkz//v2Ji8souWIYBl9++SV9+vRh4sSJ9rkSEhKuG4enp6f98+nTp6lUqRLfffddltfRuHFj8ufPb49v3rx5XLx4McvPi4iI3CtU9F9EcoSK/ouIyP2mc+fOLFu2jGLFitG4cWN27drFiRMnMvWzWCx4enqSnp6O1Wolf/78pKenExsba+/j7OyMs7MzhmEAkJaWhmEYuLi42GuiGYZhT8g5OTlhGAZubm6kp6djsViw2WwkJSXh5eVFwYIFuXDhAqZp4uLiYi/qn5ycjGmauLu74+zsDMDly5ex2WzYbDb7+AUKFMBqteLk5ET+/PnJnz8/JUuWJCQkhPPnz2O1WnF1dbXHkZycjM1mI1++fPZ1xMfH29dxZS4PDw+sViuGYVCwYEG8vb0pVqwYZ8+eJTw8HKvViouLCxaLBcjYtZeeno63tzcuLi5AxuuvKSkpGIaBxWLBMAw8PT3tsRcqVIgCBQpQsGBBoqOjiYiIsO+8uzJGWloaqampFClSxD5XbGysvX7clXV5eHjY5/D19cXV1RUvLy/i4+O5ePEiVquV5ORk+/pcXFzInz8/pUuXplGjRvTu3fs2/1cmIiI3kp1F/5UwE5EcoYSZiIjcb/766y+qVq2q+l9yTYZhEB0dTcGCBXM7FBGRe1Z2JsycsyckEREREZH7W1BQEDt37mT79u32tsuXLxMSEsLZs2e5dOkScXFxJCUl4eLiQlJSEmlpaQQGBlK6dGkefPBBtm3blqnAf1BQEGFhYaSkpODh4XHDVzKv7Fa7sovryuud11KiRAliY2NJTU3FNM0sn8Z5Mz4+PqSlpZGUlIRhGNmWQPT09MRms9lrw1mt1uv2vbLD68oOtasPZPinK7vcUlNTcXJywmazXbOfYRi4u7vb+7q4uFC8eHHKly+Ph4cHP/zwA8nJyfYdcVd2m10Z0zTNG8YhIiJ5i3aYiUiO0A4zERGRW5eUlERsbCyenp788ccf7N+/n759+9oTQPPnz2f16tW4u7tz/vx5Dh48eNNE16OPPsrbb7+Ns7MzTZs2tSeaDh48SMWKFfnss88YMWIEERERtxRr1apV2bFjB5BR76xy5cqEhYXx888/8+STTwLwzjvvMHLkyFsat3jx4vz+++9YrVasVitt2rThwIEDfPnll7zwwgsAfPDBB/Tv3/+WxvX09OQ///mPPZl18eJFDMOgUaNGVKlSBcj4M5k+fTpRUVGEhIQQGhrqkPCbPn06ffr04fz587i4uFCqVCkAvvrqK5577jnKlCnDX3/9hZubG6ZpUq5cOUJCQuzPnz9/Hl9f31uKW0REsk6vZIpInqeEmYiISM5LTU3l1KlThIeHEx4ezpkzZ+yfw8PDiY+Pp27duixdupSUlBS++eYb5syZQ40aNRg2bBh+fn4MGDCAefPm0axZMzp16oSrqysuLi4MHjwYf39/xo8fj7u7O8OHD2fv3r04OzsTHBxMs2bNKFKkCAkJCcydO5fLly8zatQoe92y1atXs3XrVurXr89zzz1nr5v25Zdfkj9/furVq4eLi4t915hhGDg5OWGapsPvDjExMaSmplKwYEHc3NwAuHjxIqGhoaSmppKSkkJiYiIxMTHExMQQHR3t8Pn8+fMcOnSIUqVKceTIEfu49erVY+/evUyfPv26yTer1UpoaCgrV65k6dKlbN++nWLFimXqd+jQIZ555hk6dOjAqFGjOH36NJ07d+bYsWMOu/zOnTvncJKqiIhkLyXMRCTPU8JMRETk7nD06FF+++03goKCePzxxwE4fvw4Dz30EO7u7iQkJGCxWEhKSqJChQqcPn2aKVOmMHbsWAAuXLhg3zVls9nsBxUMHjyYd999lzFjxjB16lQgYwfdlZM84+Li7Cdyjh8/nsmTJzN48GDmzJljj2369OlUqFCBZs2a4eHh8a/XmJ6ezrlz5wgICAAydsT5+/sTExPD4cOHCQwMvOkYpmna12a1Wlm8eDE9evSwHxxgtVodDgy4Vq0yJcxERHKWapiJiIiIiEi2KF++POXLl3doCwgI4Mcff+Ts2bP2JJCHhwcjR45ky5YtPPTQQwAkJibi6elJr1697CdzXunfrFkz8ufPT6NGjezjpqSkULduXeLi4siXL5+9/courKuTYtHR0YwaNQqAyMhI+72TJ0/i7u6On59fltfo7OxsT5ZBRj2y8PBwzp49S4kSJeztY8eO5YknnqBVq1b25NjVz1zRpUsXPv30U/bu3cuiRYvsJ3Re4e3tTfHixTl79myWYxQRkbxFO8xEJEdoh5mIiMi9LSoqinr16tGuXTvGjx+fKcF0K1JTU4mNjcXFxcW+MysiIoLJkydz9uz/sXfn0VFU+fvHn9udlWxsCZElCErYv6AoiwZRQQQZ91EYOc4oICgDKuKG/lxAER1FQRGRDM44LoDjMiADKG4MKCLiwhJARBaBAAIhgSRk6/v7I3RZWYGQJoS8X+fkpLvq1q1PdTo5yZN7b+3U3Llznba33HKLXn/9df3tb3/TfffdJ6no6K+KWrZsmS644AJJUt++fTVp0iQnGCzuww8/1DXXXCOfz6cJEyY4wV52draWL1+u1NRUTZ06VUuXLi1yXGpqaqlTOgEAlaMyR5h5KqckAAAAADXJnDlzlJKSoscff1w9e/bU3Llzy71zZXlCQkIUGxtbZBpjo0aNNG3atCJhmVS4ppkxxlmoX5JWrVqlpk2bavjw4RW7GEnt2rXTAw88oODgYC1YsEDt2rXTY489ptIGGFx55ZWaPHmyJGnMmDFKSUmRJG3fvl2XXHKJBg0apGbNmlW4FgBA1SMwAwAAAHDcBg0apClTpsjr9erzzz/X1VdfrRYtWuj555/XgQMHAnbeOXPmaP/+/br44oudbYsXL9a2bdu0efPmCvcbFRWlp59+WmvXrtUVV1yhvLw8jRs3Tu+++26p7UeMGKG+fftKkt5//31JUvPmzdW6dWv17t1bDRs2rHAtAICqR2AGAAAAoEL++te/atOmTXrggQdUt25dbd68WaNHj1aLFi2Uk5MTsPO675gpFYZ3ixYt0pgxY5xt2dnZeu2110odIVaeFi1a6L///a8eeughSdLo0aOVlZVVatvrrrtOkpxRcF6vVykpKZozZ47atWtXoj3L4QBA9UFgBgAAAKDCmjZtqqefflq//vqrkpOT1b59e1177bVFAq3FixdXeLrmsYiMjFSvXr100UUXSSoMpm677TYNHjxYI0eOrFCf/+///T81bdpUv/76q5555plS2/zhD3+QJK1YsaLEAv/NmzeXpCKvAwCg+iAwAwAAAHDCatWqpSFDhujHH3/UpEmTnO3ffvutLr74YiUmJuqFF14I6HRNP2OMkpKSFB4erj/+8Y8V6iM8PFwTJ06UJD3zzDOlTveMj49Xnz59NHDgQGVnZxfZFxcXJ0ny+XzONkaYAUD1wV0yAQQEd8kEAACS9M4772jYsGFOUBYREaG//OUvGjFihFq3bh3Qc+/evVsNGjRwnufk5BzXiC9rrXr16qXPPvtM1157rbNWWXnWrl2rAQMGKCcnRxs3bpQkeTwe+Xw+7dixg7XNACCAuEsmAAAAgGrhxhtv1Pbt2/Xqq6+qbdu2yszM1NSpU9WmTRtdfvnl2rVrV8DO7Q7L9uzZo7Zt2+rVV1895uONMXrxxRfl9Xr1wQcfaNGiRUc9Ji4uTmvWrHHCMomRZQBQHRGYAQAAAAioiIgIDR06VKtXr9ann36qa665RsYYpaSkqH79+k479/TFypacnKxNmzbp+eefL3MR/9K0bdtWI0aMkCTdddddysvLK9HGWqtVq1Zp/fr1io2N1fz587V582Z5PB5nv/szAODUR2AGAAAA4KQwxujSSy/VBx98oE2bNun1119XUFCQJCk/P1/t27fXyJEjtWHDhko/90MPPaRnn31Wc+bMUa1atY7r2Mcff1z169eXz+fT9u3bS+x/7LHH1KFDBz377LOSpL59++rMM89UVFRUpdQOADj5WMMMQECwhhkAADge8+bN05VXXuk879Onj0aOHKk+ffo4I7Uq20cffaTY2Fide+65R227evVqtWzZUiEhISX2ffrpp+rVq5fi4uKUmprq1PvWW29p0aJFev311yVJ27dvV6NGjSr3IgAADtYwAwAAAHBa6devnz755BNdddVVMsZo4cKF6tevn1q1aqUXX3xRGRkn9HdPCevXr9cNN9ygpKQkffPNN0dt3759+1LDMkm66KKLFBMToz179uibb77R+vXrNW3aNEVHR6tz585OOwYrAED1QWAGAAAAoMoZY9SzZ0/NmTNHP//8s+655x7FxMRo48aNuuuuu4osol8Z4uPjlZSUpPPPP1/nnHPOMR+Xm5ur559/XitWrHC2BQcHq2/fvpKkuXPnaunSpbrjjjs0ffr0gI2OAwAEFj+9AQAAAJxSmjdvrokTJ2r79u2aOnWq/vznP6tTp07O/pdfflmrV68+oXPUrl1bH374oebOnavg4OBjPu6RRx7R6NGjNXLkyCI3KfBPJ124cKESExN1zTXXqGnTppowYcIJ1QkAqBqsYQYgIFjDDAAABMK+ffvUuHFjRURE6Msvv1TLli0rpd/Dhw/rjTfeUEZGhkaPHl1mu9TUVHXv3l1jxozRrbfe6owg27Bhg1q1aqXIyEhlZGTIGKOrr75ac+fOdY7dtm2bmjRpUin1AgBKYg0zAAAAADVSQUGB2rZtq3379ql3797asWNHpfT7v//9T0OHDtVjjz2mtLS0MtudccYZ2rBhgwYPHlxkumVCQoIk6dChQ87xbdq0KXPdMwDAqY3ADAAAAEC1ERcXpwULFigxMVHbtm1Tnz59yg24jtVll12mfv366YknnjhqyOX1ektsCw8PV3Jysj788EOFh4dLkiZMmMBdMQGgmmJKJoCAYEomAAAIpC1btujCCy/Uzp07lZSUpI8//tgJqk6GnTt3aunSperTp0+J33Wys7PVunVrpaWlqVWrVs5dOLdu3eqMRAMAVD6mZAIAAACo0c4880wtXLhQMTExWrp0qQYMGKD8/PyTdv6LL75Y/fv319KlS0vsCwsL044dO5y1zAAA1Q+BGQAAAIBqqX379vrwww8VFhamiIiIInetrChrrZYuXao77rij3P6SkpIkqUhgtnnzZs2cOVOfffaZli1bpvHjx+v7778/4ZoAACcfgRkAAACAaqt79+76+uuv9eabb1bKAvtZWVn6wx/+oGnTphW5w2VxpQVm//3vf3XTTTfp5Zdf1nnnnad69eopNzfX2c9yOABQfQRVdQEAAAAAcCI6dOjgPPb5fFqyZIl69OhRob4iIiJ0zz33aPv27WrXrl2Z7fyB2TfffKOcnByFhoaqadOmkgrXKpOkyMjICtUAAKh6jDADAAAAcFrIz8/XTTfdpIsvvlizZs2qcD+PPvqopk+frrPPPrvMNi1atFBcXJxycnK0cuVKSXICsy1btmjJkiWlrm8GAKgeCMwAAAAAnBa8Xq/i4uIkSX/+85+1aNGigJ3LGOOMMluyZImk3wOz/fv3a+rUqZo2bVqRY5iSCQDVB4EZAAAAgNOCMUaTJk1S//79lZeXp2uvvVYrVqyocH87duzQ/fffr/Xr15e6v/g6ZjExMapdu7YkqVmzZurevXuFzw0AqFoEZgAAAABOGx6PR6+//rp69eqlzMxMXXHFFfrpp58q1Nedd96pZ599VhMnTix1vz8w+/LLL507avpHmSUlJZV5HADg1EdgBgAAAOC0Ehoaqvfff1+dOnXS3r171bt3b+3cufO4+xk9erS6d++u6667rtT9HTt2VK1atZSWlqZ169ZJKrqOWXBwcJH2TMkEgOqDwAwAAADAaScqKkrz589XwX/35AAAIABJREFUixYtlJqaqtWrVx93HxdccIH+97//qW/fvqXuDw4OVteuXSX9Pi1z9OjRmjt3rq6++mqFhIRU/AIAAFWKwAwAAADAaSkuLk4fffSRFi1apMsvvzwg5/CvU+Zf+P+iiy7SlVdeqc2bN+uyyy4LyDkBAIEXVNUFAAAAAECgNGvWTM2aNXOep6amKjY2VkFBx/6nUE5Ojt566y2FhoZq4MCBRfYVX/jfz+v1lpgGypRMAKg+GGEGAAAAoEZYs2aNzj//fN1xxx3HFV7NnDlTgwcP1pgxY5SXl1dkX9euXdW0aVN169ZNhw8fVmZmpmbOnKmlS5dq3rx5lX0JAICThBFmAAAAAGqEn3/+Wampqfr73/+uBg0a6Mknnzym4wYMGKApU6ZowIABKigoKLKYf2RkpLZs2eI837t3r2666SZJ0o4dOyq1fgDAycMIMwAAAAA1wjXXXKNp06ZJksaPH6+XXnrpmI4LCwvTihUrdO+99yosLKzctvXq1VOtWrUkSWlpabrrrrucfUzJBIDqg8AMAAAAQI1x22236YknnpAk3XXXXZo9e/YxHWeMKXe/tVa//PKLjDFq2rSpJOnf//43d8oEgGqKwAwAAABAjfLwww/rr3/9q6y1uvnmm/XJJ58c87FfffWVHn/88SLbDh48qAYNGujss8/WgQMHdOaZZ0qSXnrpJT377LNOO0aYAUD1QWAGAAAAoEYxxmjy5Mm68cYblZeXp7Fjxx5TmLVr1y5ddNFFGjt2rFauXOlsj4qKUu3atRUaGqp169Y5I8wSEhKcxwCA6oVF/wEAAADUOF6vV//617/UvHlzPfjgg0edcilJ8fHxuuWWWyRJdevWLbJv4cKFaty4sUJCQrR48WJJUvv27fX2229Xeu0AgMAjMAMAAABQI4WGhmrChAlFtuXm5pa77lhycnKp4Vrz5s2dx/5RZVu3blWdOnW0d+9eSUzJBIDqhCmZAAAAACBp4sSJ6tKli9LT08tscywj0Xr06KG5c+fq1Vdf1Z///OfKLBEAcJIQmAEAAACo8fbv36/nnntOP/zwg66++modPny43Papqal6+OGHndFjUuHNBNq3b6+tW7fqyiuv1FtvvaV//OMfgS4dABAABGYAAAAAary6detqwYIFio6O1uLFizVw4EAVFBSU2f7666/XU089palTpzrb1q1bpzVr1mjJkiWSpLS0NKWlpTn7mZIJANUHgRkAAAAASOrYsaPmzJmjkJAQvf/++xo+fHiZIdedd96pCy+8UF26dHG2de/eXZK0ZMkSzZ8/X+Hh4UpISDgptQMAKpfhvxwAAsEYEy0pPT09XdHR0VVdDgAAwDF77733dMMNN8haq0cffVRjx44t0cZaW2I9sxUrVqhz586qU6eOzjnnHH322WeKiorSwYMHJUkbNmxQYmLiSbkGAKiJMjIyFBMTI0kx1tqME+mLEWYAAAAA4HL99dc7Uy3HjRun5cuXl2hT2uL/HTt2VK1atZSWlub8w9Dn8zn7GawAANVHUFUXAAAAAACnmttvv12//fabateuXWTaZXG5ubmaOXOmGjVqpF69eqlr16767LPPdOjQIUlSfn7+ySoZAFCJCMwAAAAAoBSPPPLIUdtMnDhRDz30kDp37qxevXqpe/fu+uyzz7Rv3z5JUk5OTqDLBAAEAFMyAQAAAOAodu3apbFjxyovL6/I9sGDB+u8885Tjx49lJeXp/bt20uSDhw4IEnyeH7/k4spmQBQfTDCDAAAAADK4fP51K1bN23ZskUJCQm69dZbnX1xcXFasWKF8/yss86SJGeEWUhIiA4fPnxyCwYAnDBGmAEAAABAOTwej0aMGCFJGj9+fLnrkvkDs4yMwpuzMaoMAKonAjOgGjDGDDfGbDbGHDbGrDTGdD9K++uNMSnGmJwjn68ttt8YYx43xuw0xmQbY74wxrR17T/TGDPjyDmzjTGbjDFjjTEhgbpGAACAU9ntt9+u2NhYbdq0SW+//XaJ/dZarVmzRhEREYqNjZUkTZkyReeee26RNgCA6oHADDjFGWP6S5okabykcyQtkbTAGJNQRvtukmZLekNShyOf3zHGuG/vdL+keySNkHS+pF2SFhljoo7sb6XCnw/DJLWVNErS7ZKeqtSLAwAAqCYiIiJ07733SpKefPLJIqPMrLVKTExU+/bttWrVKmeUWW5urtauXVsl9QIATgyBGXDqu0fSDGvt362166y1d0v6VdIdZbS/W9Iia+0Ea+16a+0ESZ8e2S5jjDnyeLy19n1r7RpJf5FUS9JNkmStXWitvdVa+7G19hdr7VxJz0m6LpAXCgAAcCobPny46tWrp40bN2r27NnOdmOMEhMTFR4ero0bN+rss8+WJG3bts2ZmgkAqF4IzIBT2JEpkJ0kfVxs18eSLijjsG6ltP/I1b6ZpHh3G2ttjqTF5fQpSTGS9h9T4QAAAKehyMhIjR49WpL0xBNPqKCgwNmXnJystLQ03XDDDRo0aJD++c9/ql69emrUqJHThimZAFB9cJdM4NRWX5JX0u5i23erMPQqTfxR2se7thVv07S0Do0xZ0kaKWl0WYUaY0Ilhbo2RZXVFgAAoLr661//qilTpujyyy9Xdna2IiMjJUkNGzZ02lxyySWSpPj4eO3eXfxXLgBAdUBgBlQPxf8daUrZdrztj6lPY0xDSQsl/dta+/dyzjlG0mPl7AcAAKj2oqOj9csvvyg0NPSobevWrUtgBgDVFFMygVPbXkkFKjmaLE4lR4j57TpK+11HPh+1zyNh2eeSlkkaepRaJ6hw2qb/o/FR2gMAAFRLZYVl8+bNU+/evTV+/HgtWrRIOTk5RfYzJRMAqg8CM+AUZq3NlbRS0mXFdl0m6asyDltWSvvervabVRiaOW2OrJXWw92nMaaRpC8kfSfpVmut7yi15lhrM/wfkg6W1x4AAKC6W758uUaMGCGfr/DXpD179mjRokWaN2+errvuOv3yyy9VXCEAoKIIzIBT3/OShhhjBhljWhtjXpCUIGmaJBlj/mWMmeBqP1lSb2PMA8aYVsaYByT1kjRJkmzhvzYnSXrIGHOtMaadpH9KypL09pE+G6owLPtV0r2SYo0x8caYstZNAwAAqFEyMzN1+eWX6+WXX9YHH3wgSerTp48mT56sGTNmqHfv3mrcuOiAe0aYAUD1QWAGnOKstbMl3S3pUUk/SLpI0hXW2q1HmiRIOsPV/itJAyTdKmmVpFsk9bfWLnd1+zcVhmZTJX0rqZGk3tZa/6iw3pLOlnSppO2SUl0fAAAANV5ERITuvPNOSdK4cePk8/nUsGFD3XnnnWrTpo3ee+89/fGPfyxyjH8kGgDg1EdgBlQD1tqp1tozrbWh1tpO1tr/ufZdbK29pVj7d621ray1Idba1tba94vtt9bax621Z1hrw6y1Pay1a1z7/2mtNaV9BPxiAQAAqom7775bUVFRWrVqlebOnVtif926dYs8Z4QZAFQfBGYAAAAAUAF169bVyJEjJRWOMrPWKicnRwsXLtQzzzyj/v376/HHH3faM8IMAKoPw385AASCMSZaUnp6erqio6OruhwAAICA2Ldvn5o2barMzEzNnTtXF154oerXry9rraKjo5Wfn6+srCxJ0o8//qj/+7//q+KKAeD0lZGRoZiYGEmKOXIzugpjhBkAAAAAVFC9evU0YsQISdLYsWNVp04dXXXVVbrxxhuVkZHhhGWSZAyrWwBAdUFgBgAAAAAnYPTo0WrVqpUGDRokn8+n//znP3r77bcVFBRUpB2zewCg+gg6ehMAAAAAQFliY2OVkpJSZASZ1+tV48aNtWXLFmdbXl5eFVQHAKgIRpgBAAAAwAkqbbplkyZNijwnMAOA6oMRZgAAAABQCfLz8zVz5kwtWrRIXq9XS5YsKbKfu2QCQPXBCDMAAAAAqAR79+7V0KFD9cYbb8jjKfmnFmuYAUD1QWAGAAAAAJUgPj5ew4YNkyStXbtWb7/9dpH9jDADgOqDwAwAAAAAKsn999+v0NBQLV++XLm5uUX2McIMAKoPAjMAAAAAqCQNGzbUkCFDJEkzZswoso/ADACqDwIzAAAAAKhEDz74oEJCQrRkyZIia5kxJRMAqg8CMwAAAACoRI0bN9agQYMkFQ3JIiMjq6okAMBxIjADAAAAgEo2ZswYXXrppapXr56zzev1VmFFAIDjQWAGAAAAAJUsISFBn376qW677TZnW35+fhVWBAA4HgRmAAAAABAgYWFhzuP09PQqrAQAcDwIzAAAAAAgQGJjY53H+/fvr8JKAADHg8AMAAAAAAIkKirKeTx37twqrAQAcDwIzAAAAAAgQKKjo53HX375ZRVWAgA4HgRmAAAAABAg8fHxzuOtW7dq5cqVVVgNAOBYEZgBAAAAQIAkJCQUef7EE09UUSUAgONBYAYAAAAAARIeHl7k+Zw5c/TDDz9UUTUAgGNFYAYAAAAAARITE1Ni25NPPlkFlQAAjgeBGQAAAACcJHFxcXruueequgwAwFEEVXUBAAAAAHC6MsYUeb5t2zaFhoZWUTUAgGPFCDMAAAAAOEm2bNniPM7Pz6+6QgAA5SIwAwAAAICT5Oeff9ZPP/2k66+/XjfffHNVlwMAKIOx1lZ1DQBOQ8aYaEnp6enpio6OrupyAAAAqox7WmZSUpL27dundevWyRijNWvWqE2bNlVYHQCcPjIyMvw3W4mx1macSF+MMAMAAACAk+Tbb7/VunXr1L17d1lrNX78+KouCQBQCgIzAAAAADhJEhMT9cEHH+ipp56SJM2aNUsbNmyo4qoAAMURmAEAAADASZKTk6NrrrlGSUlJuuqqq+Tz+RhlBgCnINYwAxAQrGEGAABQyL2GWUhIiLKysuT1erVy5Uqdd9558ng8Wr9+vVq0aFGFVQJA9ccaZgAAAABQDeXm5mr58uVKTk6WJPXr108+n0+TJ0+u4soAAG5BVV0AAAAAANQEkZGROnTokMaPH6/58+dr1KhRGjt2rHr27Klhw4ZVdXkAABcCMwAAAAAIII/HI5/P5wRmCQkJSkpKUqtWrdSpUyd16tSpqksEABRDYAYAAAAAJ0FwcLAkKSYmRkuWLCmx3+fzKSsrS5GRkSe7NABAMaxhBgAAAAAB5PP5JEl16tTRsmXLSr0r5uLFi9WhQweNHj36ZJcHACgFgRkAAAAAnASrVq3Svn375PV6JUn5+fnasmWLJCkoKEhr1qzRP/7xD23btq0KqwQASARmAAAAABBQxhjn8d69eyVJ33//verXr6+LLrpI1lpdeOGFuvTSS5WXl6enn366qkoFABxBYAYAAAAAAeQfUSZJs2fPVv/+/RUVFaXs7GwdPHhQe/bskSQ99thjkqQZM2Zo+/btVVIrAKAQgRkAAAAABJC11nm8fPlyvfPOO/rll1/0ww8/aO/evWrQoIEk6aKLLlKPHj2Um5urZ555pqrKBQCIwAwAAAAAAsodmLVq1UrPPfecWrRoodatWxcZfSb9PsosOTlZO3fuPKl1AgB+R2AGAAAAAAHkv0umJMXGxmr06NFq1qxZkTb+UO3iiy9WUlKScnJy9Oabb57UOgEAvyMwAwAAAICTxL/ov9/rr7+uzp076+2335ZUeIOAZ599VvPnz9d9991XFSUCAERgBgAAAAAB5b9LZlJSkp5++mmtXr1a77//viTp559/1ooVK/Tuu+867bt27aq+ffsWubsmAODkCqrqAgAAAADgdBYcHKzc3FylpaXp3HPPVWRkpKy12rNnj26++WY1btxY11xzTanH7tq1SxkZGUpMTDzJVQNAzcYIMwAAAAAIII+n8M+uTZs2qVatWmratKkkad26dUpMTNSwYcOcO2W6ffHFF2rTpo0GDBigvLy8k1ozANR0BGYAAAAAEED+Rf8bNWqk5ORkZ7TYunXryj2uVatWMsbo+++/13PPPRfwOgEAvyMwAwAAAIAAys/PlyRt3rxZQ4cOVcOGDSVJKSkpkqSCggLNmTNHgwYNUnZ2tnNcfHy8Jk+eLEl6/PHHjxqwAQAqD4EZAAAAAASQf4SZf2pmXFycpN9HmHk8Ho0cOVL/+Mc/9NFHHxU5duDAgerXr59yc3M1aNAgFRQUnMTKAaDmIjADAAAAgADy3+3S6/VKkurUqSPp9xFmxhgNHz5cd999t1q2bFni2GnTpik6Olpff/21XnzxxZNYOQDUXMZaW9U1ADgNGWOiJaWnp6crOjq6qssBAACoMh6PR+6/uyZNmqS7775bknSsvyslJydr6NChCg8P16pVq3T22WcHrF4AqK4yMjIUExMjSTHW2owT6YsRZgAAAABwEmVlZemMM86QdPSF//2GDBmiXr16afDgwYqPjw9keQAAEZgBAAAAwEnhH0m2d+9etW7dWlLJwGz9+vWaN29eiWONMZo/f75eeuklRUZGBr5YAKjhCMwAAAAA4CQICgqSJP32229q06aNpN/XMZOkr776Sq1bt9Ytt9zi3FnTLTg42Hns8/mUnp4e4IoBoOYiMAMAAACAAPIv9t+oUSPNmjVL99xzT6kjzDp37qyGDRvq/PPP1969e8vsb/Pmzbr00kt1ww03iDWpASAwgqq6AAAAAAA4nUVERCg9PV2//fabzjrrLHXs2FFpaWmSio4wCwoK0ubNmxUSElJuf3l5eVq+fLkOHz6sf/7zn7r11lsDWj8A1ESMMAMAAACAAPIHYLt27dIvv/wiSWrTpo28Xq9CQ0OLTL88WlgmSYmJiRo3bpwkadSoUdq5c2cAqgaAmo3ADAAAAAACKCsrS5JUv3597dmzR6+99pri4uKUmZmplJQUZ20zt8zMzHKnZY4aNUrnn3++0tPTdfvttzM1EwAqGYEZAAAAAARQXl6epMJF+0eOHKnBgwcrNzdXoaGhpbafMmWKYmNj9eSTT5bZZ1BQkF577TUFBwfrww8/1KxZswJSOwDUVARmAAAAABBA/tFfTZo0cW4AUN7osYSEBGVnZ+u7774rt9927drpkUcekSSNHDlSe/bsqaSKAQAEZgAAAAAQQP51yTp37qw6depIKgzMPv74Y3Xr1k2DBw8u0r5379767rvvtHjx4qP2/eCDD6pDhw5q2LCh9u/fX/nFA0ANxV0yAQAAAOAkmDJliurXry+pMDDz+Xz6+uuvlZGRUaRdWFiYzjnnnGPq0z8ls0GDBsd0wwAAwLEhMAMAAACAAPL5fJIkY4zCw8MlFQZml112mWbPnq22bduWeax/Oqcxpsw2TZo0KXFMee0BAEfHlEwAAAAACCD/ov+RkZHq3LmzpMLArG7durrxxhvLDMzGjx+v1q1b68cffzzm8zz55JMaNmxY5RQOADUYgRkAAAAAnAR5eXlFpmQezcqVK7Vhwwa9++67x9T/qlWr9Oijjyo5OVnz588/oVoBoKYz/iG+AFCZjDHRktLT09MVHR1d1eUAAABUmZCQEOXl5alNmzZ67bXXtHXrVnXo0EEtW7bUjz/+qE8++UStW7fWFVdcUeS4JUuWaPv27erXr98x/z41evRoPf/882rcuLHWrFmjmJiYQFwSAJySMjIy/D/3Yqy1GUdrXx5GmAEAAABAAEVEREiSDhw4oK+++ko33nijWrZsKUmaP3++7r33Xs2cObPEcd27d9ef/vSn4/rn4xNPPKGzzjpL27dv1/333185FwAANRCBGQAAAAAEUGhoqCRp586dmjdvXpF9rVu3liSlpKRUyrlq1aqlGTNmSJKmT5+uTz/9tFL6BYCahsAMAAAAAALIvwyOf5H/999/31mXrE2bNpKk9evXO3fTdMvKytIbb7yhu+6665jP16NHDw0fPlySdNtttykzM/NELwEAahzWMAMQEKxhBgAAUKh27dpKT0+XMUYrVqzQeeedp0aNGmn79u3Kz89XRESEcnNztXnzZp155plFjt2/f78aNGig/Px8/fTTT2rRosUxnfPgwYNq166d9uzZo3nz5qlnz54BuDIAOLVU5hpmQZVTEgAAAACgNNnZ2ZIKR5q575JprVVQUJASExO1Zs0arVu3rkRgVrduXQ0dOlT169d31kI7FlFRUZo1a5bq1aunxMTESrsWAKgpCMwAAAAAIICMMc7jvLw8SVJOTo4OHTqkqKgotW7d2gnM+vbtW+L4l19+uULn7datW8UKBgCwhhkAAAAABJI7MOvSpYvCwsIkFY4yk35fx6yyFv4vzVdffaUXX3wxYP0DwOmGwAwAAAAATpLc3Nwi0zKl3++UuW7dujKPs9bqm2++0ZIlS477nCkpKUpKStKoUaO0YsWKClQNADUPgRkAAAAABJB7hNnGjRsVGxsrqWRglpKSorJuyjZjxgx16dJFDz744HGfv02bNhowYIB8Pp8GDRqknJyc4+4DAGoaAjMAAAAACCB3YJaTk1NihFliYqI8Ho8OHDig3bt3l9pH3759FRUVpYSEBOXn5x93DS+++KJiY2O1Zs0aPfXUUxW4CgCoWUxZ/8EAgBNhjImWlJ6enq7o6OiqLgcAAKDK1KlTRwcOHJAkbdiwQVu3btWBAwfUpUsXJSQkSJJatGihn3/+WZ9++qkuvfTSUvvJzc1VSEhIhet455131L9/fwUFBenbb79Vhw4dKtwXAJyKMjIyFBMTI0kx1tqME+mLEWYAAAAAEED16tVzHj/88MNKSEjQDTfc4IRl0u8L/5e3jtmJhGWSdMMNN+jaa69Vfn6+br31VueOnQCAkgjMAAAAACCA3KPt3333Xf30008l2lx44YXq2bOn4uLijtrfvn37dOjQoeOuwxijl19+WXXq1NH333+v2bNnH3cfAFBTMCUTQEAwJRMAAKCQf7qlJA0aNEg333yz9u3bp8jISF1++eXH1dddd92ll19+Wa+88opuu+22CtUze/ZsZWZm6tZbby2yvhoAVHeVOSUzqHJKAgAAAACUJisry3k8cOBAHThwQH/84x/VsWPH4w7M4uPjVVBQoO+++67C9fTv37/CxwJATcGUTAAAAAAIIH9gFhkZqbCwMJ1zzjmSpDVr1ujw4cNF2mZkZCg3N7fMvgYPHqyNGzfqlVdeqZTa0tPT9cknn1RKXwBwOiEwAwAAAIAA8nq9kqTrr79e7dq1U1hYmOrXr6/8/HytXr3aade9e3fFxMTonXfeKbOvuLg4nX322ZVS17Zt29S2bVtdddVV2rRpU6X0CQCnCwIzAAAAADgJNm3apJiYGP3lL3/ReeedJ0n69ttvnf19+vSR1+st9aYApTnR9aibNGmili1bKjs7W0OGDJHP5zuh/gDgdEJgBgAAAAAB5A+2Dh48KEk6dOhQqYHZ8OHDtWnTJo0bN67c/nJycjRy5EideeaZWr58eYXrMsYoOTlZtWrV0hdffKHp06dXuC8AON0QmAEAAABAAOXn50uSVq9erddff11Lly4tNTCrU6eOmjZtetT+QkJCtHHjRm3btk0LFiw4odqaN2+uCRMmSJLuu+8+bdu27YT6A4DTBYEZAAAAAJwEPp9PGRkZkuQEZmvXrlV2dnaJtj/99JN27NhRaj/GGL377ruaPn26HnvssROua8SIEbrwwgt16NAhDRs27ISnegLA6YDADAAAAAACyBgjqfAumddff70kqWHDhpo9e7ZSUlIUGhpapP0TTzyhli1b6plnnimzz8jISN12221O3z6fr8Kjwzwej2bMmKHQ0FAtXLhQb775ZoX6AYDTCYEZAAAAAARQVFSUpMKQa8aMGRo6dKh27dqlG2+8UYmJifJ4iv5Z1rVrV0nSa6+9pgMHDhy1f5/Pp2HDhqlTp05as2ZNhWps2bKlxo0bpwEDBqhPnz7O9pycnAr1BwDVHYEZAAAAAARQRESEJCk4OFh///vflZycrK1bt5bZvlevXmrXrp0yMzOVnJx81P6zsrL0ww8/aP/+/Vq7dm2F67zvvvs0c+ZMxcbGSpJSU1N1xhlnaPjw4SfULwBURwRmAAAAABBA/mmTGRkZ6tOnj8aOHav4+Hjt27dPEydO1L333lui/d133y1Jeumll5ybBpQlMjJSH3/8sebOnav+/fufcJ1+//73v5WWlqZXXnlF7dq10yWXXKJ3331XeXl5FT4HAFQXhgUdAQSCMSZaUnp6erqio6OruhwAAIAqc/bZZ2vTpk2SpDvvvFOTJ0+WVDiCq2HDhvJ4PEpPT1dkZKRzzOHDh5WQkKDffvtNs2bNOu4gLDMzU7t371bz5s0rXLe1Vl988YWmTJmiOXPmqKCgQFLh+mu33367Ro4cqdq1a1e4fwCobBkZGYqJiZGkGGttxon0xQgzAAAAAAigtLQ05/GePXucx2eccYYaNmwon8+nH374ocgxYWFhGj58uCTphRdeOK7zHTx4UH379lX37t31888/V7huY4wuueQSvffee9q8ebMefvhhxcXFaefOnXrqqafk8/kq3DcAnOoIzAAAAADgJElNTVV6err27dsnSTrvvPMkSd9++22JtnfccYdCQkK0fPlyLVu27JjPcfjwYe3fv1+HDh3S/v37K6XuJk2a6Mknn9S2bdv05ptvaty4capbt66zf8iQIZoxY4aysrIq5XwAUNUIzAAAAAAggNx3wVy7dq1q167trFFWXmDWoEEDDRw4UNLxjTKLjY3Vp59+qs8//1ydO3c+kdJLCA0N1cCBA3Xfffc527777jvNmDFDQ4YMUePGjXXvvfc6U1ABoLoiMAMAAACAAHIHZhkZhUvqHDx4UFL5gZkkjRo1SpL03nvvacuWLcd8zgYNGujcc891nm/dulXbtm07rrqPVbNmzfS3v/1NzZo1U1pamiZOnKgWLVqoX79+WrBgAVM3AVRLBGYAAAAAEEBer9d5nJubq927d+s///mPJKlTp06SpA0bNjhhmlv79u3Vs2dP+Xw+vfTSSxU6/+bNm9WjRw9dcsnlxdJcAAAV6UlEQVQl2r59e4X6KE+dOnV03333aePGjfrwww/Vp08fWWs1f/58XXHFFZo3b16lnxMAAo3ADAAAAAACKCgoqMhz900A4uLilJCQIK/Xq/Xr15d6/D333CNJmj59epFjj+f8Xq+3SHAXCF6vV3/4wx+0YMEC/fTTTxo1apTatm2rvn37Om3mz5+vH3/8MaB1AEBlIDADqgFjzHBjzGZjzGFjzEpjTPejtL/eGJNijMk58vnaYvuNMeZxY8xOY0y2MeYLY0zbYm0eNsZ8ZYzJMsYcCMR1AQAA1AT+KZnh4eGSpJ07d0qS8vPzJUmffPKJDh48WOZ6Y3369FHLli1VUFBQoUX1mzRpos8//1xffPGFGjduLEnatm2btm/fLmvtcfd3LFq0aKHnn39eq1evVnBwsKTC6x02bJg6duyopKQkzZo1S7m5uQE5PwCcKAIz4BRnjOkvaZKk8ZLOkbRE0gJjTEIZ7btJmi3pDUkdjnx+xxjTxdXsfkn3SBoh6XxJuyQtMsZEudqESPq3pFcq9YIAAABqmKiowl+xYmNjJUnr16/XwIED1bp1axUUFKhFixZOmCZJe/bsKXK8x+PR1KlTNWrUKDVq1MjZ/vTTTyslJeWYakhISFDDhg2d5+PHj1eTJk00btw4Z1teXp4+//xz/fbbb8d/kWUwxjiP09PTlZSUpKCgIH355Zf605/+pKZNm+rRRx/V119/7dw5FABOBSZQ/1EAUDmMMcslfWetvcO1bZ2k/1hrx5TSfrakaGttX9e2hZLSrLV/MoW/teyUNMla+8yR/aGSdkt6wFr7arH+bjnStvZx1h0tKT09PV3R0dHHcygAAMBp5YILLtCyZcvUo0cPLV68WHfeeafeeust7du3T5999pkuueQSp+348eP1wgsv6IMPPlDXrl2d0VnFffPNN+rSpYtCQ0OVmpqqOnXqSJJ8Pl+RmwyUZeDAgZo9e7beeust9e/fX1LhHTzbtWun6OhoHThwwAm7li1bJqlwPbXIyMgTei0kKTU1VdOnT9err76q1NRUZ3tycrKGDBkiSVq0aJGuvfZaRUdHKyoqqsTnW265RT179pQk7dq1Sx999FGR/e7HkZGRAZ+OCuDUkJGRoZiYGEmKsdaWXBjyOBCYAacwY0yIpCxJN1hrP3Btnyypo7W2RynHbJP0grX2Bde2UZLuttY2NcY0l7RJ0rnW2u9dbeZIOmCt/Uux/m7RMQRmR0K3UNemKEnbCcwAAEBN5w/MwsPDlZ2dLUmKjo5W/fr1lZGRIZ/Pp4yMDCegysvLK9GHx+ORx+OR1+t1PmdnZ8vj8cha63z470hpjJExxplyaYxRUFCQfD6fCgoKikzF9Hg8TjCXk5MjqXD6aH5+vtNeknNuj8ejvLw851yhoaFOO/cdMd39+veFhISooKDAqcFdR3BwcIk+yuJfl83dV1n8YZn/OtyvS3HBwcHyer3Kz89XQUGB07Z4e2OM069/aq37a1FavUFBQUX6lVTiWv2vrzHGeR8crV//6+Duy+fzFblOf5/+r51/W2k1+F8z9/vFf83+x+56/XX4p9eW16//PeHu1+PxOI/d9ZbVb2mvhb9fa63zfjDGODWcaL8+n8/5/iqv3+DgYOd7yP09WNr7JyQkxKnX5/M5X8ey+s3NzXWuq7x+g4ODna9VQUGBPB5Pua+D//u8KvqVpJCQkCL9+tu6jwkKCiry/vW/Xv73qP91NMY4gb8qITALOnoTAFWoviSvCkd/ue2WFF/GMfFHaR/v2la8TdOKlSlJGiPpsRM4HgAA4LRUu3bh/x39YZlUOAqitLtilsXn88nn8znhjF/xAMOv+B+n1toy1wvz+XzOH/l+7lrd5yrtfMWPLa/fw4cPl9pWKj0oLEt+fn6J16IsxWsuL1zLy8srUkdZba21Jc5fXtBXvN6y+vV/nSvab/Eai/fhfi3K67esr3Vp9Uoq8t4qr9/S3hOlta+MfgNVb3n9utuWFRD59xXvt7SvY0X6Lf59XtrXsbTXoSr6Ld7W3979WSr9tSntPWqt9YdllYLADKgeiv+EMaVsO972x9vn0UyQ9LzreZSkyr9vOQAAQDUzefJkdevWTf/973914MABZ2RSbGysfv31VxUUFGjv3r0KCgpS48aNVb9+fe3bt0+pqalKT093Rlh4vV4FBwfL4/GoVq1aysvLU3BwsA4cOFBklFWdOnWUm5uroKAgZWRkyForr9er0NBQ5eXlKScnx/kD1D9yJCwsTB6PR0FBQcrMzFRYWJjTzj/aqVatWvL5fAoKClJ2drYz/TM8PFwFBQXKyckpMnopKCjIWZstLy9P+fn5ioiIcEIp/x+84eHhzgi47Oxs5efny+PxKCIiokS//na1atVy+s3Ly1NkZKTy8/OVm5vrBIuhoaFOHbm5uc4f5mFhYfL5fE4Nfv7XNSgoyDmn/w6n/vMXFBQ4I+1CQkKKBCr+EU7+kTV+xhiFh4crJCTE6dc/4is/P98ZueQfORgUFCSPx+OEll6v12lbvN+wsDCFhoYqNze3yGtfWr/+j6ysLGckm7+t+3Xwj34KCwtTfn6+8vLynPeQ+3VwjzoKDg5WVlaWMwqorH6Dg4Od0Yvufv31uvuVCkcvZmZmOtflH4XlDlDc/fr3FRQUKCgoyDmHvw7/qK6wsDBlZWU55/ePcnN/H/lHEfrfhwUFBc57wl2vu9/w8HBlZmY6I6DKGgXpfw/73y8V6df/Pnf366/X34f/54B/FJt/NJb/9Q0LC3O+l4uPQnW/17xer2rVquX8LPDXW7xf/0iwsLAwHT582Pl6ltWv/3vO/97Kzc11rk2Scx3Ff0YUFBQoODhYoaGhTp+5ubnyeDyKjY3Vjh07VBkIzIBT215JBSo5mixOJUeI+e06SvtdRz7HS0oto81xs9bmSHL+9eFe4BUAAKAma9GihR555BE98sgjVV0KAJzWXGuYnTDukgmcwqy1uZJWSrqs2K7LJH1VxmHLSmnf29V+swpDM6fNkbXSepTTJwAAAAAANQYjzIBT3/OS3jDGfKvCMGyopARJ0yTJGPMvSTtcd8ycLOl/xpgHJM2RdLWkXpKSJMlaa40xkyQ9ZIzZKGmjpIdUeHOBt/0nNcYkSKp75FxeY0zHI7t+ttYeCuD1AgAAAABQpQjMgFOctXa2MaaepEclnSFpjaQrrLVbjzRJkORztf/KGDNA0pOSnlDhHTH7W2uXu7r9m6RwSVMl1ZG0XFJva+1BV5txktx3zPTfUfMSSV9UztUBAAAAAHDqMeXdrQAAKsoYEy0pPT09XdHR0VVdDgAAAADgNOdawyzGWnvstyIuBWuYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGAAAAAAAAuBCYAQAAAAAAAC4EZgAAAAAAAIALgRkAAAAAAADgQmAGVAPGmOHGmM3GmMPGmJXGmO5HaX+9MSbFGJNz5PO1xfYbY8zjxpidxphsY8wXxpi2xdrUMca8YYxJP/LxhjGmdiCuDwAAAACAUwmBGXCKM8b0lzRJ0nhJ50haImmBMSahjPbdJM2W9IakDkc+v2OM6eJqdr+keySNkHS+pF2SFhljolxt3pbUUVKfIx8dj/QFAAAAAMBpzVhrq7oGAOUwxiyX9J219g7XtnWS/mOtHVNK+9mSoq21fV3bFkpKs9b+yRhjJO2UNMla+8yR/aGSdkt6wFr7qjGmtaQUSV2ttcuPtOkqaZmkVtbaDcdQd7Sk9PT0dEVHR1f4+gEAAAAAOBYZGRmKiYmRpBhrbcaJ9BVUOSUBCARjTIikTpKeLrbrY0kXlHFYN0kvFNv2kaS7jzxuJin+SB+SJGttjjFm8ZE+Xz3SR7o/LDvS5mtjTPqRNiUCsyOhW6hrU5RU+AMLAAAAAIBAq8y/PwnMgFNbfUleFY7+ctutwtCrNPFHaR/v2la8TVNXmz2l9L2nnPOOkfRY8Y1NmjQpozkA/P/27j/Ur7qO4/jzVSMpG2KlTaqJUUpFNTEtyraoJhSRWX8o/YAimm0ZmJGya9gPLbVgXU3DEiK1tB8EllawimzphrSplbVg1FBsTlEpRtMZ890f51w73V3nLvd8d7b7fT7g8uV7zmfnvP747Mv3vL+fH5IkSdJIPA9whJk0BqbPnc4Mx2bb/unazHT9vd33YmBN5/1C4D7gxcCOvWSVDmb2c40D+7nGgf1c48B+rnEw1c8fmeuFLJhJB7aHgN3sOarrSPYcITZl+9O0396+LgLu30ubF85w7SOe6r5VtQvYNfW+WSoNgB1znTsuHajs5xoH9nONA/u5xoH9XOOg08/nzF0ypQNYVT0ObAKWTzu1HFj/FP9swwztT+m030pTEHuyTbtW2rJOmw3AYUlO6rR5PXDYXu4rSZIkSdK84Agz6cC3BrguyUaaQtYKYDFwFUCSa4F/dHbMvAxYl+Q84CfAqcDbgZMBqqqSTAITSbYAW4AJYCdwfdtmc7uz5tVJzmyv+y3g5n3ZIVOSJEmSpIOZBTPpAFdVP0jyfOAC4CjgbuCdVXVP22Qx8ESn/fokZwAXARcCfwNO7+54CXwFeDbwDeBw4HbglKrqrmXwAeBy/reb5k+Bs2YRfRfwBTrTNKV5yH6ucWA/1ziwn2sc2M81Dnrr56na27rhkiRJkiRJ0nhxDTNJkiRJkiSpw4KZJEmSJEmS1GHBTJIkSZIkSeqwYCZJkiRJkiR1WDCT1Lskq5JsTfJYkk1J3jx0JqlPSVYn+X2SHUkeTHJjkuOGziWNStvnK8nk0FmkviV5UZLvJnk4yc4kdyU5YehcUl+SLEhyUfv9/NEkf09yQRLrATpoJVma5KYk29rvKO+Zdj5JPt+efzTJLUleNZt7+B9EUq+SnA5MAl8Cjgd+B/wiyeJBg0n9WgZcCbwBWA4sANYmOXTQVNIIJDkRWAH8cegsUt+SHA7cBvwHeAfwSuDTwD+HzCX17Dzg48BZwCuAc4HPAJ8cMpQ0R4cCf6Dp1zM5FzinPX8isB34ZZKF+3qDVNVcQ0rSk5LcDtxRVSs7xzYDN1bV6uGSSaOT5AjgQWBZVa0bOo/UlyTPBe4AVgGfBe6qqrOHTSX1J8klwJuqytHwmreS3Aw8UFUf7Rz7MbCzqj40XDKpH0kKOK2qbmzfB9gGTFbVpe2xQ4AHgPOq6pv7cl1HmEnqTZJnAScAa6edWgu8cf8nkvabw9rXRwZNIfXvSuBnVfWroYNII/JuYGOSH7VT7O9M8rGhQ0k9uxV4W5JjAZK8FjgZ+PmgqaTROQZYROe5tKp2Ab9lFs+lC/rPJWmMvQB4Jk3lvusBmg8sad5pf8FaA9xaVXcPnUfqS5IzaH4Eed3QWaQReimwkuZz/MvAScDlSXZV1bWDJpP6cynNj3t/TbKb5vv6+VV1w7CxpJGZevac6bn06H29iAUzSaMwfa53ZjgmzRdXAK+h+aVWmheSvAS4DDilqh4bOo80Qs8ANlbVRPv+znZR6JWABTPNF6cDHwTeD/wZWAJMJtlWVdcMmkwarTk9l1owk9Snh4Dd7Dma7Ej2rO5LB70kX6eZzrO0qu4bOo/UoxNoPrs3NYMogWZEwtIkZwGHVNXuocJJPbof+Mu0Y5uB9w2QRRqVrwKXVNX32/d/SnI0sBqwYKb5aHv7uojmc37KrJ5LXcNMUm+q6nFgE82ugV3LgfX7P5E0Gu021VcA7wXeWlVbh84k9ezXwKtpRiFM/W0EvgcssVimeeQ24Lhpx44F7hkgizQqzwGemHZsN9YDNH9tpSmaPflc2q63vYxZPJc6wkxS39YA1yXZCGwAVgCLgasGTSX160qaaQ2nAjuSTI2q/FdVPTpcLKkfVbUD+L81+ZL8G3jYtfo0z3wNWJ9kAvghzRpmK9o/ab64CTg/yb00UzKPB84Bvj1oKmkO2p28X9Y5dEySJcAjVXVvkklgIskWYAswAewErt/ne1S5rJCkfiVZBZwLHEXzwPWpqlo3bCqpP+3W1TP5SFV9Z39mkfaXJLcAd1XV2UNnkfqU5F3AxcDLaUYlrKmqq4dNJfUnyULgQuA0milp24AbgC+2M0Skg06StwC/meHUNVX14XZjrs8BZwKHA7cDn5jND38WzCRJkiRJkqQO5yxLkiRJkiRJHRbMJEmSJEmSpA4LZpIkSZIkSVKHBTNJkiRJkiSpw4KZJEmSJEmS1GHBTJIkSZIkSeqwYCZJkiRJkiR1WDCTJEmSJEmSOiyYSZIkSZIkSR0WzCRJkiRJkqQOC2aSJEmSJElShwUzSZIkSZIkqeO/hm50TPsd6l4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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XEhMTadWqFQC9evVi4MCBPPzww94+c+bMYdy4cezbtw/wzDAbM2YM06ZN87YZP348a9asYfHixd6yPXv2EBsby48//ki7du3o06cPubm5rFy50tvmsssuIz4+nqeffprPP/+cgQMHsnnzZtq1a1fimYcNG0ZYWBivvfaat+xf//oXvXv35vjx496vYWGlfY0LpKamEhkZCRBpZqkV+LSXyacZZkDcqdxMRERERERERERK17dvX/72t7+Rnp7OzJkz2bp1K3/4wx8AWLt2LWlpaTRo0KBInxMnTpCQkFDmmGvXruWbb75h8uTJ3rKChFx6erp3n7OuXbuW6PfFF1+UmmxMSEjwJsA6dSq6GDEmJoakpCQA1q1bR/PmzUtNlhXcY/v27bz11lveMjMjLy+PxMREOnToUOZzVTWfEmZm9pMv7Z1zrwDjzexQBdp2AD41s/N8uYeIiIiIiIiISFnCw8NJS0ursXv7onbt2rRp0waAl156ib59+/L444/z5JNPkpeXR0xMDMuXLy/Rr169emWOmZeXx+OPP84NN9xQoq7wDK3iM+Hy8vL41a9+xTPPPFOiX0zMf89xLFgyWsA5R15eHgBhYWFlxlVwj7vuuovRo0eXqGvRombPhfR1hpmvfgs8D5w0YQYEAy2rNhwREREREREROZc45yq8LPJ0M2HCBAYOHMg999zDJZdcwv79+6lVq5Z3uWVFXHLJJfz444/eRJwv/ebPn0+rVq2oVcu/9FGnTp3Ys2cPW7duLXWW2SWXXMLGjRt9jq06VHXCzLvXmXPuhZO0bVTFsYiIiIiIiIiInDH69OnDhRdeyJQpU5g+fTo9e/bkuuuu45lnnuH8889n3759LFy4kOuuu67EksoC48eP55prriE2Npabb76ZgIAAfvjhBzZs2OA9DbM09957LzNmzGDIkCGMHTuWhg0bsn37dv7v//6PGTNmeDfuL0/v3r3p1asXN954Iy+88AJt2rRhy5YtOOcYMGAADz30ED169ODee+9lxIgR1K5dm82bN7NkyRKmT5/u9+etMgRU473+CPQGupRxta/GWERERERERERETnv3338/M2bMYM+ePSxcuJBevXpxxx130K5dO37961+zc+dOmjRpUmb/q666ik8++YQlS5bQrVs3evTowQsvvEDLluUv8mvatClfffUVubm5XHXVVXTs2JE//vGPREZGEhBQ8XTS/Pnz6datG0OGDOGCCy5g3Lhx5ObmAp4ZaCtWrGDbtm1cccUVdOnShccee6zIks+a4tMpmT4P7twxoLOZ7XDObQEmmdmcMtpeDKzVCZsiZwedkikiIiIiItWtvBMU5exQXadkVucMs7XApeXUG4WWcIqIiIiIiIiIiNSEqt7DrLAHgJCyKs1sPdWbwBMRERERERERESmhqhNmc4BUADPbX8X3EhEREREREREROWUVTpg55zpVtK2Z/ZD/8R5/ghIREREREREREakpvswwW8d/9xk72UkBPm/c75zrDHynTf9FRERERERERKQm+bJnWBxwXv7HG4FE4PdAl/zr90BCfp2/tOm/iIiIiIiIiIjUqArPMDOznwpeO+feBUab2cJCTX5wzu0GngQ+KN7fObfgJLeI5OQz10RERERERERERKqUv5v+X4RnhllxicAFZfT5FbAEOFBGvZZiioiIiIiIiIhIjfM3YbYZeNQ59zszywBwzoUAj+bXldVnvpm9UVqlc+5i4Bo/4xEREREREREREakU/ibM7gY+BnY759bnl3XGs6SyrKTXWuASoNSEGZAJ7PIzHhERERERERERkUrhy6b/Xmb2NZ7N/x8BfgA2AH8G4vLrSnM3MLacMTebWZw/8YiIiIiIiIiISMXdddddtG7dmrCwMBo1asSgQYPYsmWLt379+vUMGTKE2NhYwsLC6NChA3/5y19qMOLq5e8MM8wsHXjdh/aZ/t5LREREREREREQqz6WXXspvfvMbWrRoQXJyMhMnTqR///4kJiYSGBjI2rVradSoEXPmzCE2NpZVq1YxcuRIAgMDGTVqVE2HX+WcWeUdTOmcqw/8yszerLRBReSM5JyLAFJSUlKIiIio6XBEREREROQckJGRQWJiInFxcYSGhtZ0OD7p06cPnTp1IjQ0lJkzZxIcHMzdd9/NxIkTWb58Of3792fp0qVcccUVAEydOpWnnnqKDRs2EBMTc8r3/+GHH+jcuTPbt2+ndevWpba599572bx5M8uWLTvl+/mrvK9xamoqkZGRAJFmlnoq9/F7hlkZWgCzACXMREREREREROS0cfz48TLrAgMDiyRfymsbEBBAWFjYSdvWrl3b5xhnz57N/fffz5o1a1i9ejXDhw/n8ssvp1+/fowZM4ahQ4eyfv16du7cySOPPMI777zjTZZNmTKFKVOmlDv+okWLvAm3wo4fP86sWbOIi4sjNja2zP4pKSlERUX5/FxnIp9mmOXPGClPJ2CFmQWeUlQicsbTDDMREREREalu5c0+cs6V2e/qq6/m008/9b6vXbs26enppbbt3bs3y5cv975v1KgRhw4dKtHO1xV9ffr0ITc3l5UrV3rLLrvsMuLj43n66afJysqiR48etG3blo0bN9KzZ09mzJjhbZucnExycnK592jWrFmRZN8rr7zCuHHjOH78OO3bt+eTTz4pc3bZ6tWr6d27N59++in9+vXz6dkq0+k6w+wonpMwy+JOUi8iIiIiIiIiIqXo1KlTkfcxMTEkJSUBEBwczJw5c+jUqRMtW7bkxRdfLNI2KirK59lfv/nNb+jXrx8///wzzz//PIMHD+arr74qkYjauHEjgwYNYvz48TWaLKtOvibMjgGTgTVl1LcFXjuliEREREREREREKllaWlqZdYGBRRfKFSSpShMQEFDk/c6dO08prsKCgoKKvHfOkZeX532/atUq4L+zyQov+/RnSWZkZCSRkZG0bduWHj16UL9+fd5//32GDBnibbNp0ybi4+MZMWIEjz766Ck935nE14TZdwBmtqK0SufcUTyzzErlnLsTuAJYbmaznHO3ABOBEOB/zWyCj/GIiIiIiIiIiJyUL3uKVVXbU5GQkMB9993HjBkzmDdvHsOGDWPp0qXeBN7dd9/N4MGDyx2jWbNm5dabGZmZmd73GzduJD4+nttuu43Jkyef+kOcQXxNmL0NhJVTvx94vLQK59wYYBKwGJjsnGsK3AdMAwKAB5xze83sdR9jEhERERERERE5a+Xm5jJ06FD69+/P7bffzsCBA7nooouYOnUqY8eOBXxbkrljxw7mzp1L//79adSoEXv37uWZZ54hLCyMq6++GvAky/r27Uv//v25//772b9/P+CZjdeoUaOqedDTiE8JMzObcZL6A5SRMAPuAkaa2dvOuS7A18DdZvYGgHNuD3AvoISZiIiIiIiIiEi+yZMns3PnTj7++GMAoqOjmTlzJoMHD6Zfv35cfPHFPo0XGhrKypUrefHFFzly5AhNmjShV69erFq1isaNGwPw7rvvcvDgQd566y3eeustb9+WLVtW6jLU05VPp2R6OzkXa2a7y6jrYWb/LqU8HWhvZrvy32cAl5rZxvz3bYBvzKy+zwGJyGlHp2SKiIiIiEh1K+8ERTk7VNcpmQEnb1KqJc65BsULnXOXA5+V0ScdKLyw9yBQfMc9X5eIioiIiIiIiIiIVCp/E2Yrgc+dc3ULCpxzvYCFlL0kcwvgPR/VzGLN7KdC9e2BnX7GIyIiIiIiIiIiUin8TZiNBBKBT51zoc65vsCnwHgzm1ZGn4eAH8sZswXwmp/xiIiIiIiIiIiIVAq/lkCamTnnhuBJki3FM3PsYTN7uZw+X51kzFf8iUVERERERERERKQyVThh5pzrVErx48A7wBzgy4I2ZvZD5YQnIiIiIiIiIiJSvXxZkrkO+D7/Y8H1JdAcuKtQ3fdlDeCc+71z7p/OuXnOufhidQ2dczt8jF/knJD/byfROZfhnFvrnLviJO1vdM5tcs5l5n+8vli9c85NdM7tc86dcM4td85dWKzNTuecFbuerornExERERERETmd+JIwiwPOy/8YV8r78wp9LME5Nxp4Ds/m/5nAQufcw4WaBAItfYxf5KznnLsFeBGYDHTBc+jGIudcizLa9wTmAv8LdM7/OM85171Qs3HA/cAooBuwH8/pt3WLDTceiCl0TaqkxxIRERERERE5bVV4SWaxEy39cRcwwszeBnDOvQJ84JwLM7Pxpzi2yNnsfuANM5uZ/36Mc+4q4B7g4VLajwGWmNlT+e+fcs71zi8f4pxz+a8nm9kCAOfcbcAB4FaKHr5xzMz2V/oTiYiIiIiIiJzG/Nr0P39m2AEz+3ux8juARmb2TCnd4oBVBW/MbHX+ssylzrkgPDNoRKQQ51wwcClQfCnk58D/K6NbT6D4abWL8STJwPNvMTp/DADMLNM5tyJ/zMIJs4ecc48Bu4F3gefMLKuMWEOAkEJFdQEiIyPLCNN/zjnM7JwfNyAggLy8vDNm3DPt8ytVJyDAM8HdzCr1a1erVi2cc+Tm5lbq93BISAh5eXnk5eWRm5vr1xiev1VQ5Hnr1atHw4YN2b17N5mZmWX2DQoKIioqiubNm/POO+/Qtm1bv2IQERERkYrzZUlmYXfhWVpZ3Ebg7jL6HAJiCxeY2UYgHrgdz3JNESmqIZ7lygeKlR/Ak/QqTfRJ2kcXKitvzL8Avwb6Ai/jSbiVd5rtw0BKoWtPOW1PSVUlR860casiqVWV455pn1+pOgXJp8r+2uXk5JCdnV3p38OZmZlkZ2f7nSyD0pODR48eZfv27eUmywCys7M5cOAAa9eu5bnn9OOSiIiISHXwa4YZnl+qfy6l/CCefY5K8y/gRjz7L3mZ2Sbn3C+AL/yMReRcUPy3SldKma/ty21jZoVnqf3gnDsCvOece8jMDpdyz6eAFwq9rwvsufzyy8nIyCA8PJz09HTA88tneno6tWvXJiYmhqioKA4fPsyBAwdIT08nJiaG4OBgzIxDhw6RlpZGu3btvG2PHj3K1q1bSUpKIjAw0PtLbHZ2NidOnCA0NJSoqCjq1auHmXH48GFSU1Np2rQpISGeSXAFZXFxccTGxtKwYUNSU1PZvn07e/fuLTJuTk4O6enphIaGUq9ePaKiojAzUlNTOXTokHdc5xxHjhwhJSWFZs2aERcXR6NGjUhPT2fbtm3s2rWLWrVqkZ2d7Z0Fk56eTnBwMJGRkTRq1Ii8vDyOHTvGwYMHadq0KcHBwQQGBnL06FGOHDlCdHQ0rVu3pkmTJpw4cYKtW7eye/duAgMDycrKwjlHXl4e6enpBAYGUq9ePRo3boyZcezYMQ4dOkTjxo0JCQkhMDCQtLQ0kpOTiYqKok2bNjRr1oyMjIwi4544ccI766zgdUREBNHR0ZgZx48f5+DBgzRq1IiQkBBq1arF8ePHOXz4MHXq1KF9+/bExsaSnZ3N5s2b2bt3L2ZGZmYmAQEBmJn3eyMiIoKYmBjvuIcOHaJ+/fqEhYURFBRERkYGSUlJhIWF0aFDB2JjY8nLy+PHH39kz5495Obmkp2d7f0mTE9Px8yoU6cOTZs2xTlHeno6hw4dok6dOtStW5egoCAyMzNJSkoiKCiICy+8kObNmwOwbds29uzZQ2ZmJjk5Od5xMzIyyM3N9X4PBwYGkpGRwaFDhwgNDSUyMpKgoCCys7NJSkoCoFOnTkRHRxMcHMy2bdvYvXs3J06cwMy8CZ6srCyysrKoU6cO0dHRBAUFceLECZKTkwkMDCQqKoqgoCBycnJISkoiLy+Pzp0707hxY8LCwkhISGD37t2kpaWVGDc7O5vw8HDv1z8zM5MjR45gZjRo0IBatWqRm5vLwYMHyc7OpmPHjjRu3Ji6deuye/dufvrpJ1JSUnDOkZOTg5mRnZ1NVlaW95lDQkIIDg4mOTmZ7OxsIiIiyM7OJicnh9TUVLKysoiJiaFOnToEBwfTsGFDdu3aRXJyMllZWRw7dgyA3NxccnNzCQwMpFatWgQEBNC2bVtSUlI4ceIEeXl5/Pxz0R9DAgICaNSoEbGxscTGxpKYmEhSUhIhISHef/fZ2dkcO3aMkJAQYmJiiI6O5vDhw/z888+8TD2RAAAgAElEQVQkJSURERHBxRdfDMC+ffvYvn07aWlpDBo0iF/84hesW7eOb775hg0bNuCcIy4uDucc2dnZZGZmUrt2bYKDgwkICCAlJYVjx46RlZVFTk4OOTk5BAQE0LFjR9LS0rj00kvp3r07PXr04NNPP2X+/Pls3bqVgIAA2rVrR9OmTfn+++85evRokUTbW2+9xfTp073PJCIiInIqVq9ezSOPPMKaNWsICgri4osvZtGiRYSFhRVpl5mZSffu3Vm/fj3ff/+992ems5m/CbPdwOVAYrHyy4F9ZfR5Gs/SshLMbKNzri9wk5/xiJytDgG5lJxN1piSM8QK7D9J+4I9yYonvssbE+Df+R/bACUSZmaWiedAD+C/y48WLlxIREREOcOKiPhm2bJl/POf/2TLli1s2bKFbdu2kZOTw4EDBzhw4AAfffQRMTGev9+NHz+euXPn0r59e9q3b0+HDh28H0+2ZDwnJ4fk5GRCQ0O9/x07ePAgb7zxBtHR0QwfPtzbduzYsXTo0IFbb72V0NDQIuOcOHGCjz76iB07dvDww//devKKK65g2bJlPPvsswwdOpQ777yTVatWsWXLFqKiomjatCmZmZnUrVuXAwc8/3lOT09n0aJFXHfddZXxqRQREZFz2OrVqxkwYAAPP/ww06dPJzg4mPXr13u3zyhs3LhxNG3alPXr19dApDWkYImALxfwEJ5f5G/Hc7JlS+CO/LKH/RlTly5dpV/AGuCVYmWbgKfKaD8XWFisbBHwTv5rhydRNq5QfTBwFLirnDiuwTMDrUUF444ALCUlxUREqlJWVpZt2bLF3n//fXv22WctLy/PWzdo0CDL/29XiSs6OtoOHDjgbZuQkGC7du0q0r8itm3bZs45A2zz5s0V6rNz504DLDw83BYvXmxmZrm5ufbXv/7V6tSpY4Ddcccd9tNPP9mSJUuKxB0fH+9TfCIiIueSEydO2KZNm+zEiRM1HYrPevfubX/4wx9s7NixVr9+fWvSpIlNmDDBzMy++OILCwoKsi+//NLb/vnnn7cGDRrYvn37/Lpf9+7d7dFHHz1pu4ULF1r79u1t48aNBtj333/v1/0qS3lf45SUlIKfmSLsVH8X96uT5xfuZ4ATeGa/5ALHgfE+jrMBiD3Vh9Cl62y+gFuArPykdAc8G/qnAS3z698snDzDs3F/Tn5iu33+x2yge6E2D+UnyK4HOgJv45kdWje/vidwH3AxnkMCBgN7gQ99iFsJMxGpcfv27bN//vOfNn36dLv33nstPj7emjZt6k1W5ebmetvefPPNBlidOnWsa9eu9sc//tFSU1NPeo+UlBR77rnnbMSIEUXKFyxYUG4CbePGjfbtt9+WKF+0aJE3OTZ//nwzM+vTp4+3LDAw0I4fP17RT4GIiMg5pbxkSlpamqWlpRX541hmZqalpaVZRkZGqW0L/6yQlZVlaWlpJcYuq62vevfubRERETZx4kTbunWrzZ4925xz9vnnn5uZ2dixY61ly5Z29OhRW7dunYWEhNiCBQu8/SdPnmy1a9cu9ypIuB04cMAAe+mll6xnz57WuHFj69Wrl61cubJITPv377dmzZrZN998Y4mJiUqYVbgz1AG65f/CHeJH/2PAeaf6ELp0ne0X8HtgJ54lj2uBXoXqlgP/KNb+JjwHc2QBm4EbitU7YGL+TLMMYAXQsVD9JXiWYB7NT4xvyW8f7kPMSpiJyGnr6NGj9sMPPxQpu/baay0wMLDIbK4LL7zQEhISfB7/2LFjVq9ePQNs1apVFeqTkJBgx44dMzOzcePGGWD16tWzw4cP22uvveadxQbY7NmzfY5JRETkXFBeMqXg/6NJSUneskmTJhlgd955Z5G24eHhBlhiYqK3bNq0aQbYrbfeWqRtw4YNDbD//Oc/3rLXX3/d59h79+5t//M//1OkrFu3bvbQQw+ZmSe516VLFxs8eLBdeOGFJWI+fPiwbdu2rdwrPT3dzMxWr15tgEVFRdnf//53++6772zMmDEWHBxsW7duNTOzvLw8GzBggD355JNmZudcwszfPcwAMLM059zPnpdW/hFPIuI3M3uFMk6oNLM+pZS9B7xXzniGJwE2sYz674AevkcqInJmiIyM5KKLLipS9uGHH5KVlUVCQgLr1q3jgQceYOPGjXTr1o13332X+Pj4Co9/5MgRevfuzZYtW+jevbu3fMeOHTRv3pzg4OAi7b/55huuvvpqunXrxocffsikSZNYt24dv/vd73DOMXr0aMyMunXrcuzYMaZPn86wYcNO7ZMgIiIip51OnToVeR8TE+M9RCo4OJg5c+bQqVMnWrZsyYsvvlikbVRUFFFRURW6T8HhUHfddRe33347AF26dGHp0qX8/e9/56mnnmL69OmkpqYW2YP1XFJyJ7cKcM4FOOfGO+dSgJ+AXc65o865x5xzvoy5Es/sFREREZEaFxwcTIcOHRgyZAjffvst3bp1Izk5mSNHjvg0TmxsLB988AHfffedd+NcM2PQoEF069aN1NTUIu3z8vI4fvw4ixYtYsSIEdSqVYvPPvuMwYMHU79+fUaMGMHNN9/MwIEDAVi7dm2JMURERKR8aWlppKWl0bBhQ2/Z2LFjSUtL4+WXXy7SNikpibS0NFq0aOEtu/fee0lLS+ONN94o0nbnzp2kpaXRoUMHb1nhw4F8ERQUVOS9c86b3AJYtWoVAMnJySQnJxdpO2XKFOrUqVPutXLlSgDvAUkXXHBBkTE6dOjArl27AM9BS//+978JCQmhVq1atGnTBoCuXbty2223+fV8ZxJ/Z5hNBn4H/An4Cs/yrsvxzFYJBR6pyCBmdrWf9xcRERGpUk2bNmXFihV89tlnXH/99X6NER4e7n29e/dudu/eTWBgIFu3bqVr167euu7duzNv3jyuu+46Zs+eTbNmzZg8ebK3ftKkSeTm5vL6668zb948zIy5c+cyYsQI/x9QRETkHFO7du0SZcHBwSVmfpfVNigoqERCq7y2lS0hIYH77ruPGTNmMG/ePIYNG8bSpUu9f5y7++67GTx4cLljNGvWDIBWrVrRtGlTfvzxxyL1W7du9f6B7qWXXmLSpEneun379nHVVVcxd+7cIjPoz1b+JsxuA+40s48Kla13zu3Fs2ys1ISZc64znr2RlptZonPuQuBePDPd3jezxX7GIyIiIlLpwsLCiiTL9uzZw3333ccrr7xCo0aNfBqrRYsWfPHFF9SvX59WrVqVqL/mmmt4/fXX+d3vfseUKVOIiYlh1KhRLFiwgLvvvpsbbrjB+0MuwPvvv6+EmYiIyDkiNzeXoUOH0r9/f26//XYGDhzIRRddxNSpUxk7dizg25JM5xxjx45lwoQJdO7cmYsvvpjZs2ezZcsW3nvPs7tP4dl1AHXq1AGgdevWNG/evBKf7vTkb8IsCs8m4MVtya8rwTl3IzAXzybiwc656/HssfQtnlM2P3XODTOzt/2MSURERKRKDR8+nKVLl/LNN9/w4Ycf0rlzZ5/6d+nSpch7M8M5531/xx13sHfvXsaPH8/o0aOJiYmhcePGHDx4kJkzZ/LOO+8QEBBAXl4eS5Ys4ciRI9SvX79Snk1EREROX5MnT2bnzp18/PHHAERHRzNz5kwGDx5Mv379uPjii30ec8yYMWRkZHDfffeRnJxM586dWbJkCa1bt67s8M9IzrP3t4+dnFsDrDGz0cXKpwPdzKzEZuHOubXAAjOb7Jz7NfA34AUzezK//gHgt2bWpXhfETnzOOcigJSUlBQiIiJqOhwRkUqxefNmrr32WrZv3054eDhvvvkmN954o19jff/999xzzz28++67xMbGesvNjN///ve8+uqrREREsH37doYPH87ChQuJjY1l9+7dNGjQgMOHDzNjxgzuvPPOyno8ERGRM15GRgaJiYnExcURGhpa0+FIFSjva5yamkpkZCRApJmd0oavfm36D4wD7nDObXLOveGcm+mc2wQMB8aW0ed84K3813OB2sAHherfB9r4GY+IiIhIlevQoQNr1qzhyiuvJD09nZtuuonHH3+8yGa8FWFmjBo1ijVr1niXURRwzvHyyy9zySWXkJqaysSJE737me3evZvzzz+f888/H4Annniich5MRERERIrwK2FmZiuAdniSXPXwLMNcAJxvZivL6HYMaJD/uh6e5aANCtU3ANL8iUdERESkukRFRbFo0SLGjBkDwMSJExk8eDDHjx+v8BjOOebMmcOtt97K3/72txL1gYGBTJ06FYDXXnuN4OBghgwZAkBcXJx3c+Hdu3dz4MCBU30kERERESnG3xlmmNk+M3vEzG40sxvM7FEz21dOl38Cf3XO/QaYDSwGnnLOtXfOnQ88B/zL33hEREREqkutWrWYNm0ab7zxBkFBQWzbtg1ft7mIi4vjrbfeKnMPsj59+nDdddeRm5vLgw8+yBNPPEGtWrX47LPPiiw/eOaZZ07pWURERESkJL8TZs65es65/s653zrnhhW+yujyIJ5ZZq/imV12C54N/zflX02BP/kbj4iIiEh1u+OOO/jiiy/48MMPvSdH+euzzz5j3bp1RcqeffZZgoKCWLRoEQkJCQwfPhyAJk2aeNvMmjXrlO4rIiIiIiX5lTBzzv0K2AUsAl4G/lLoerG0PmZ2wMz6mVldM7vazFLN7A949i3rDFxgZgn+xCMiIiJSUy6//HJatWrlff/cc88xY8YMn8aYO3cuV199NTfccANHjhzxlrdt25ZRo0YBsGzZMh577DE2b95MeHi4t83Ro0fZtWvXqT2EiIiIiBTh7wyzqcDfgbpmVs/M6he6onwZyMx2mNl/zCzHz1hERERETgtff/01Dz30ECNHjmT06NFkZ2dXqF+/fv1o1aoVV111VZFkGMBjjz3GihUreOaZZ2jRogXt27fn1ltvJSQkxNtmwoQJlfocIiIiIuc65+t+GwDOuePARWa2w8d+zYF7gP8HRAMGHAC+Al4zs90+ByMipyXnXASQkpKSQkRERE2HIyJSLcyMyZMn89hjjwEQHx/PvHnzaNCgwUl6wpEjR8rcz6y0+yxfvpz4+HgAwsPDfTp0QERE5GyVkZFBYmIicXFxRfb8lLNHeV/j1NRUIiMjASLNLPVU7uPvDLPFQFdfOjjn/gfYDFwPrAfeBObkv74e2Oicu9zPeERERERqnHOORx99lAULFlC7dm2WLVtG9+7d2bhx40n7Fk+W7dmzp0SbvXv38t577/H444/Tr18/775p6enpJCYmVs5DiIiIiEjFE2bOuWsLLuBT4Dnn3ETn3I2F6/LrSzMNmGlmF5jZGDN7ysym5L++EHiDMvY/ExERETmTXH/99axevZpWrVqRkJBAz549+fjjjyvUNyMjgzvvvJNOnToVSYJt27aNtm3b8tvf/pbIyEhyc3OL9HvllVcq9RlEREREzmW1fGj7QSll40spMyCwlPKOwG/LGf814G4f4hERERE5bV100UV888033HTTTaxYsYKff/65Qv2cc2zYsIGUlBS+/PJL4uLiAGjTpg09e/YkMzOT+Ph4mjZtyr59+7z9Zs2axXPPPVclzyIiIiJyrqnwDDMzC6jgVVqyDOBnPHuXlaVnfhsRERGRs0LDhg1ZsmQJc+fOZeTIkRXqExISwnvvvcfixYu57bbbvOXOOebPn8/KlSvp3Lkzo0ePLtLv8OHDfPvtt5Uav4iIiJy9Xn/9dfr06UNERATOOY4ePVqkfufOnfzud78jLi6OsLAwWrduzYQJE8jKyirSbvHixfTo0YO6devSqFEjbrzxxrNiqwh/9zArwTlX7yRNngdedc697Jwb5Jzr4Zzrnv/6ZeBvwLOVFY+IiIjI6SAoKIjBgwd73x8+fJjBgwezd+/eMvvExsZy5ZVXliivV68ezjkARo4cSVhYWJH6Bx54oJKiFhERkbNdeno6AwYM4M9//nOp9Vu2bCEvL4/XXnuNjRs3Mm3aNF599dUi7Xfs2MGgQYOIj49n3bp1LF68mEOHDnHDDTdU12NUGb8SZs65h5xztxR6/y6Q7Jzb65zrXFofM3sFGIbnsID3gFXA6vzXXYFhZvaqP/GIiIiInCnuuece3n33Xbp27cqaNWtO2v7w4cNce+21fP31196ypKQkpk2bRp8+fYq0/eqrr/DnBHQRERGpeX369GH06NGMGzeOqKgooqOjmThxIgDLly8nODiYlStXettPnTqVhg0bVnjbh+LGjBnDn/70J3r06FFq/YABA5g1axb9+/fnvPPO49prr+XBBx9kwYIF3jbfffcdubm5TJo0idatW3PJJZfw4IMPsn79erKzs/2K63Th7wyzu4DdAM65fsCVwABgEVDm5hlmNtfMegDhQLP8K9zMepjZPD9jERERETljPP3003Ts2JH9+/fTu3dv3nzzzXLbjx8/no8//phhw4Z5N/p//vnnefLJJzlw4AAAgYGeHTFyc3NZsWJF1T6AiIjIGer48eM+Xzk5Od7+OTk5HD9+nBMnTlRoXH/Mnj2b2rVrs2bNGp599lmeeOIJlixZQp8+fRgzZgxDhw4lJSWF9evX88gjjzBjxgxiYmIAmDJlCnXq1Cn3Kpxw80dKSgpRUVHe9127diUwMJBZs2aRm5tLSkoK//u//0v//v0JCgo6pXvVNOfPXyGdcyeAdma22zn3FyDUzO5yzrUD1phZ/ZMMUTDOEOAjM/PvO0lETlvOuQggJSUlhYiIiJoOR0TktHLs2DGGDRvGBx94zlR68MEHefrpp72Jr8JSU1MZMmQITz31FJ06dQJgz549xMXFkZOTw+OPP86BAwe8p2T269ePzz//vPoeRkRE5DSSkZFBYmIicXFxhIaGFqkr2NbAF/PmzePmm28G4N1332Xw4MH07t2b5cuXe9s0atSIQ4cOlejra76lT58+5ObmFklqXXbZZcTHx/P000+TlZVFjx49aNu2LRs3bqRnz57MmDHD2zY5OZnk5ORy79GsWbMSWzosX76cvn37cuTIEerVK3u3rYSEBC655BKmTp3KnXfe6S3/8ssvufnmmzl8+DC5ubn07NmThQsXljvWqSjva5yamkpkZCRApJmlnsp9/J1hdgSIzX89APhn/mtH6SdkluU1oImfMYiIiIickerWrcv8+fN57LHHAM+MsWuuuabEZrsAERERfPrpp95kGUDz5s259dZbAdiwYQO9evXy1n355ZdalikiInKGKvz/e4CYmBiSkpIACA4OZs6cOcyfP58TJ07w4osvFmkbFRVFmzZtyr2KJ8sqat++fQwYMICbb765SLJs//793Hnnndx222188803rFixguDgYG666aYz/ucRfxNmC4C3nXNLgAZ4lmICXAxs92Ec39O7IiIiImeBgIAAnnjiCebOnUtYWBg//vijd8lleQqWgTz44IMALFiwgI4dOzJvnmd3i8zMTObOnVt1gYuIiJyh0tLSfL6uv/56b//rr7+etLQ0Fi1aVGTcnTt3ltrXH8WXMTrnyMvL875ftWoVUPpssqpakrlv3z769u1Lz549ef3114vU/fWvfyUiIoJnn32WLl260KtXL+bMmcPSpUsrtFfr6ayWn/3uA3bimWU2zswKvhNigFcqIS4RERGRc8LgwYNp27YtQUFBNGjQoNy2L7zwAlOmTGHRokV069aNgQMHsmjRIsaPH89PP/3kbffUU0/x61//uqpDFxEROaPUrl37lPrXqlWLWrVKplFOddyKSkhI4L777mPGjBnMmzePYcOGsXTpUgICPHOh7r777iInc5emWbNmPt1z79699O3bl0svvZRZs2Z571UgPT29xJYSBe8LJ/rORH4lzMwsG3i+lPIi8wGdc58Cd5pZWUc2DATKPlNdRERE5BzQpUuXIu/z8vJK/EAKsH79eg4fPsyMGTPo1q0b48aNY9GiRXzyySdkZWV5223fvp3c3NxS90QTERGRM09ubi5Dhw6lf//+3H777QwcOJCLLrqIqVOnMnbsWMCzJLPwhvwns3//fvbv38/27Z6Fghs2bKBu3bq0aNGCqKgo9u3bR58+fWjRogXPP/88Bw8e9PaNjo4G4Je//CXTpk3jiSeeYMiQIRw7dow///nPtGzZssTPN2caf5dkVlQvoMwFsmb2L6Cecy66iuMQEREROe3l5OQwdepULrvsMjIzM0vUT5w4kX/84x/87W9/A6B379507dqVrKws4uLivO3S09P58ssvqy1uERERqVqTJ09m586d3iWR0dHRzJw5k0cffZR169b5Nearr75Kly5dGDFiBAC9evWiS5cufPTRRwB8/vnnbN++nWXLltG8eXNiYmK8V4H4+HjefvttPvjgA7p06cKAAQMICQnhs88+83u/tNOFX6dkVnhw544Bnc1sh3MuCpgBdAU+AUbj2fT/DsCANcCN5cxGE5EziE7JFBHx3dGjR2nfvj0HDhzgiSee8B4KUJ6CE7vq1KlTZL+UIUOG8Pbbb1dluCIiIqed8k5QlLPD6X5Kpj+eB9oBzwEXAu8B3YArgP/Bszz06WqMR0REROS0Uq9ePaZNmwZ4/pK8bdu2MtuaGfv37+eGG27gvPPOIy0tjfDwcG/9O++84z0gQERERER8U50JswHAXWb2MnALMAh40My+MrPVeA4S+EU1xiMiIiJy2vn1r39N//79yczM5J577in1SPYtW7bQrVs3+vXrB8ADDzwAUGIj4kcffbTqAxYRERE5C1VnwiyS/A3+zewAkAMUXn65D6hXjfGIiIiInHacc7zyyiuEhoaydOnSUpdVNmnShISEBBITE9m4cSPDhw+nYcOGpKYWXXlQ/Oh3EREREamY6kyYbQOuAXDODQQygP6F6q8CEqsxHhEREZHTUuvWrb2zw+6//36OHDlSpL5+/fq8++677Nixg06dOhEeHs6oUaM477zzGDRoEPXr1wcgLS2Nw4cPV3v8IiIiIme6qk6YTQGS818/B/zFObcNWADcDjzgnJvrnHsH+AvwahXHIyIiInJGGDt2LB06dCA5OZkVK1aUqL/yyitp3Lix9/24cePYunUrH3zwAT169PCW33vvvdUSr4iIiMjZxO+EmXNuqHPuK+fcPudcy/yyMc65QQVtzOwpMzua//otoA+epFi8mc0H+gGZQBAw0sz+6v+jiIiIiJw9goODefPNN1m3bh3XXXdduW1//PFH8vLyCAwMBODJJ5/01r3//vtVGqeIiIjI2civhJlz7h7gBWAhnn3HAvOrjgJjyupnZv8ys6n5m/xjZpvMbJiZ3fT/2bv3+J7r/o/jj/eO2BjLaTlOJKcV6YAOqyuLSuiSiraksCs5VSSEZJSQwtVhOhBdpVxdV4qi+a1LuJALCUXaUFlibGbs+P79se3TZhv2ZfvOPO+32+fm+3mfPq/vditfr+/7YK2d70osIiIiIhVV+/btadWq1WnbTJgwgZYtWzJ79mwA0tLS+Prrr6lTpw4A6enp7Nmzp9RjFREREalIXJ1hNgQYYK2NArLylX8LtDnnqERERESkgM2bN7Nw4cJC5U2bNiU7O5sffvgBgCFDhvDkk0/y+++/O20mT55cZnGKiIiIVASuJsyCgc1FlKcBfq4MaIy50hiTdeaWIiIiIheXb7/9lvbt2zNw4EDi4gqekdSnTx82btzIu+++C0BERAQNGjQgKCjIabN48eKyDFdERETkgudqwiwOuKqI8q7ADtfDwZxDXxEREZEK6eqrr+bmm2/mxIkTDB48GGutU+fp6Un79u2d+06dOvHzzz8zevRopyw1NdWZgSYiIiIiZ+ZqwuwlYK4x5j5yklzXGmPGknMq5ktFdTDG/PN0Fzl7otmi+oqIiIhczIwxvPbaa/j4+LB8+XI+/vjjItulpKSwYsUKvLy8ePDBB/Hw+POj3n333VdW4YqIiEg5l5iYyJAhQ2jevDlVqlShYcOGDB06lKSkpALtjDGFrtdff71AG2st06dP5/LLL8fX15cGDRowZcqUsnw7pcLLlU7W2neMMV7ANKAK8D7wKzDMWvtBMd26ASuB34up9yymXEREROSi17x5c0aPHs2kSZMYNmwYYWFhBAQEOPUJCQlceeWVHDlyhB9//JH69evToUMH1qxZA8C2bdvcFbqIiIiUM7/99hu//fYb06dPp2XLluzdu5fIyEh+++23Ql/MvfPOO3Tp0sW5z//5A2DYsGGsWLGC6dOn06ZNG5KSkjh06FCZvI/SZPJP6XdpAGNqAh7W2oNnaPcd8Iq19q1i6q8CNllrlTgTqQCMMdWApKSkJKpVq+bucEREKoSTJ08SEhLC7t27efzxx52TMfOEhYXx888/s2DBApYtW0ZUVFSB+o8++ohevXqVZcgiIiJl6uTJk8TFxREcHEylSpXcHU6JhIaGEhISQqVKlZg3bx4+Pj5ERkYyceJEYmNjCQsLIyYmhhtvvBGAGTNmMHXqVLZt21Zg71JXffTRRzz44IMcP34cL6+c+VXGGD755BN69OhRZJ+dO3cSEhLC999/T/Pmzc85hrNxut9xcnJyXkIvwFqbfC7PcWlJpjEm2BjTDMBaeygvWWaMaWaMaVxMt01Au9MMmwbscyUeERERkYtBpUqV+Pvf/w7A3Llz2bp1a4H6BQsWsHPnTjp27MhDDz1UqP/zzz9fJnGKiIiUR8ePHy/2Onny5Fm3PXHixFm1dcX8+fPx8/Nj/fr1TJs2jUmTJrFy5UpCQ0MZPnw44eHhJCUlsXXrVsaOHUt0dLSTLJsyZQr+/v6nvVavXl3ss/MmO+Qly/I8/vjj1KxZk2uuuYbXX3+d7Oxsp27p0qU0adKEzz77jODgYBo3bsyjjz5KYmKiS++/PHFphpkx5mvgbWvt/FPKHwQetdaGFtHHF/C01qa6GKuIXEA0w0xEpPQMHjyYVq1aMWjQIDw9i5+c37VrV7744gu8vLzIzBf1mvYAACAASURBVMzE09OT9PT0AnubiYiIVCSnm31kTPHnDN5xxx18/vnnzr2fnx+pqUWnL26++WZiY2Od+1q1ahW5BLGk+ZbQ0FCysrIKJLWuvfZabr31Vl544QXS09O5/vrradasGdu3b6dDhw5ER0c7bRMTE8+YqKpXrx6VK1cuVH748GHatWtHeHg4kydPdsonT57MX/7yFypXrkxMTAzjx4/nmWeeYdy4cQBERkby7rvvctVVV/HSSy+RlZXFiBEjqFGjBqtWrSrR+z9bZTXDzKU9zIC2wJoiyv8LzCmqg7U2zcVniYiIiEg+c+fOPW29tZZly5bRpUsXvvjiCzw9PcnMzCQrK4uFCxcSERFRRpGKiIhISYSEhBS4DwoK4uDBnB2wfHx8WLhwISEhITRq1IhZs2YVaBsYGEhgYGCJn5mcnMydd95Jy5YtmTBhQoG6vMQYwFVXXQXApEmTnPLs7GzS0tJYsGABl19+OQBvvfUWV199NT/++GOZLdMsDa4mzCxQtYjyAM6weX/uUs6OQN3ccX4H1lprd7sYi4iIiMhFKzU1lePHj1OrVi2nbOrUqYwdO5ZbbrmF4OBg4uLiqFKlCqmpqYwZM0YJMxERuSilpKQUW3fqjO28JFVRTp2pHR8ff05x5eft7V3g3hhTYAnk2rVrgT9nk/n5+Tl1U6ZMOePplMuXL3f2QAM4duwYXbp0wd/fn08++aTQ8091/fXXk5yczO+//06dOnUICgrCy8vLSZYBtGjRAoB9+/ZdlAmz1cAzxpgHrLVZAMYYT+AZ4JuiOhhjAoAF5JyWmQQcBAxQC6hmjFkKRJzrlDkRERGRi8WaNWsIDw8nJCSEf/3rX0553759mTZtGtdccw233347o0ePdpaV/Prrr2RkZJzxA7GIiEhFkz+55K6252LPnj2MGDGC6OhoFi9eTEREBDExMU4CLzIykt69e592jHr16jmvk5OTuf322/H19eXTTz89q0MSNm/eTKVKlahevToAnTp1IjMzkz179nDZZZcBsGvXLgAaNWrk0vssL1xNmI0C/gP8aIzJW1x7I1ANuLWYPrOBYKCDtXZ9/gpjzHXAm7ltCu9QKyIiIiKFVK9enf379xMXF8e///1vunfvDuR8QP3111/x8/Pj8OHDTJgwgbS0P3fH+Oijj+jTp4+7whYREZESysrKIjw8nLCwMB5++GG6du1KmzZtmDFjBiNHjgRKtiTz2LFjhIWFkZqaysKFC0lOTiY5OWf+Uq1atfD09GTp0qUkJCTQoUMHKleuzP/93/8xduxYBg4ciK+vLwC33XYb7dq1o3///syaNYvs7GwGDx5M586dC8w6uxC5tOOrtXYHEAIsBmqTszxzAXCFtfb7YrrdDQw4NVmWO956YBDQ3ZV4RERERC5GrVq14qmnngJgyJAhBZaa5H3bfckllxRKji1cuLDsghQREZFzFhUVRXx8PG+++SYAdevWZd68eYwbN44tW7aUeLxNmzaxfv16tm3bRtOmTQkKCnKu/fv3AznLQ//+97/ToUMHQkJCeOWVV5g0aRIzZsxwxvHw8GDp0qXUrFmTm266iTvvvJMWLVrwwQcfnJ837kYunZLp0oOMOQqEWWs3FFN/HfCltbZ6mQQkIqVKp2SKiJSN1NRUWrduTVxcHE888USBD7EAcXFxTJw4kQULFjhlXl5e/PHHH85yChERkYridCcoSsVQVqdkunymuDGmujEmzBjzoDEmIv9VTJelQLQxpn0RY7UHXgc+dTUeERERkYtRlSpVnFMzZ82axebNm526jIwMrr/++gInVwFkZmbyt7/9rcxjFREREblQuJQwM8Z0A/YBy4E5wCv5rlnFdBsC/AZsMMYkGmN+MMbsNMYkAuuBA8BQV+IRERERuZh17dqV3r17k52dzaBBg8jKygJyllI8+uij3HHHHfTt27dAnyVLlrgjVBEREZELgktLMo0xu4BlwBhrbWoJ+14BdADq5hYlAOustT+UOBARKbe0JFNEpGwdOHCAK664gltuuYX58+fnLUcgOzsbDw8P0tLSqFevHocPH3b6bN++nZYtW7orZBERkfNOSzIrvrJakunqKZn1gFdLmiwDyE2MKTkmIiIich4FBQWxbds2GjZsWKA876h5X19f/vWvf3H48GF69OgBwL333sv27dvLPFYRERGR8s7VPcy+BArtRXY2jDH1jTH+RZR7G2NucjEeERERkYveqcmy/FJSUti8eTOtW7d2kmg7d+4sq9BERERELiiuJsw+B14yxkw0xvzVGHN3/quoDsaYIGPMBmAvcNQYM/+UxFkg8H8uxiMiIiIiuf744w8iIiJYvny5U/bII48wdOhQZs6cycMPPwyAtZZPPvnEXWGKiIiIlFuuJsyigQbAeOAj4F/5ruI+db0AZAHXAV2AlkCsMaZGvjbGxXhEREREJNfLL7/Me++9x2OPPUZqas4OGpGRkTRt2pQmTZqwZs0ap+2wYcPcFaaIiIhIueVSwsxa63Gay7OYbrcBw6y131prvwJuAH4BVhljAvOGdiUeEREREfnTmDFjaNCgAfHx8Tz//PMAhIaG8sMPPzB8+HCSk//cA3f//v24cgiUiIiISEXm6gwzhzHmbI+dCACO5N1Ya9OAXkA8OUsxa59rLCIiIiIC/v7+zJ49G4Dp06fz/fffY4zB09MTT09PPvroI1q3bu20f+utt9wVqoiIiEi55FLCzBjjaYx51hjzK5BijGmSW/68MeaRYrr9DITkL7DWZgL35tZ95kosIiIiIlJY9+7d6dGjB5mZmURGRpKdnQ3k7Ft2/PhxunXr5rQdM2aMu8IUERERKZdcnWE2FugHjALS85VvAx4tps9yYOCphfmSZltcjEVEREREivDqq6/i7+/PmjVrnFlk7777LmFhYXz88cfOaZl//PGHs9eZiIiIXBxCQ0MxxhS47r///gJtoqKi6NixI1WqVKF69eqFxti6dSsPPPAADRo0oHLlyrRo0YJXXnmlrN5CqXI1YRYBDLTWLiJnI/883wFXFNNnLDmJsUJyk2b3AE1cjEdERERETtGgQQMmTZoEwKxZs8jOzqZXr17Uq1ePW265hUsuucRp279/f3eFKSIiIm4yYMAADhw44FxvvPFGgfr09HTuvfde/va3vxXZf9OmTdSqVYuFCxeyfft2xo4dyzPPPMOcOXPKIvxS5eViv3rAT0WUewDeRXXITYolF1WXW58F7HUxHhEREREpwpAhQzhx4gSDBw/Gw8ODqlWrEhcXh6enJ8uXL3fa/fvf/3ZjlCIiIhIaGkpISAiVKlVi3rx5+Pj4EBkZycSJE4mNjSUsLIyYmBhuvPFGAGbMmMHUqVPZtm0bQUFBLj2zSpUq1K1bt9j65557DsiZoV6UU79wa9KkCevWreOf//wnjz/+uEsxlReuzjDbDtxYRPm9wGbXwxERERGR88nLy4sxY8YQEBDglHl7e+Ph4cHQoUOdspMnT3LgwAF3hCgiIlImjh8/zvHjxwucDp2ens7x48dJS0srsm3eHqAAGRkZHD9+nJMnT55VW1fMnz8fPz8/1q9fz7Rp05g0aRIrV64kNDSU4cOHEx4eTlJSElu3bmXs2LFER0c7ybIpU6bg7+9/2mv16tUFnrdo0SJq1qxJq1ateOqppzh27JhLceeXlJREYGDgOY/jbq4mzJ4D5hhjns4d4x5jTDQwBph0voITERERkfPHWsvixYudD/q33HILxhinfvjw4e4KTUREpNTlJY0OHTrklL300kv4+/sXmg1Vu3Zt/P392bdvn1M2d+5c/P39eeSRgmcdNm7cGH9/f3bu3OmUFTcj60xCQkKYMGECzZo1IyIigvbt2xMTEwPA5MmTCQwMZODAgfTt25fw8HB69uzp9I2MjGTLli2nvdq3b++079u3L//4xz+IjY3l2WefZcmSJdxzzz0uxZ1n3bp1LF68mEGDBp3TOOWBS0syrbVLjTH3kZMgs+Qkyf4HdLPWrjyP8YmIiIjIeRIeHs6iRYuYMGECjz76KNddd12Bb9lXrFjhxuhEREQkJCSkwH1QUBAHDx4EwMfHh4ULFxISEkKjRo2YNWtWgbaBgYElmtk1YMAA53Xr1q1p1qwZ7du353//+x/t2rUrcezbt2+ne/fujB8/ns6dO5e4f3nj6gwzrLVfWmtvttb6W2urWGtvsNbqU5aIiIhIOdW9e3cApk6dyvHjx+ncuTPXXnutU3/06FElzUREpMJKSUkhJSWFmjVrOmUjR44kJSWl0Cb1Bw8eJCUlhYYNGzplgwcPJiUlxTl5Ok98fDwpKSm0aNHCKevXr59LMXp7F9wW3hhTYKnn2rVrAUhMTCQxMbFAW1eWZObXrl07vL292b17d4nj3rFjB7feeisDBgxg3LhxJe5fHrm66X+JGGNCztwqh7X2u9KMRURERORi1atXL7p27cry5cuJjIxk+fLl+Pr6EhwczN69OWcvjR8/nrCwMDdHKiIicv75+fkVKvPx8cHHx+es2np7exdKaJ2u7fm2Z88eRowYQXR0NIsXLyYiIoKYmBg8PHLmQkVGRtK7d+/TjlGvXr1i67Zv305GRkaJDxDYvn07t956Kw899BBRUVEl6lueuZQwM8YcIWcp5qkscJKcEzTftda+k1u+JbfOFNMvP09XYhIRERGR0zPGMHfuXFq1akVsbKzzYfuJJ55g2LBhAGzevBlrbYG9zURERMS9srKyCA8PJywsjIcffpiuXbvSpk0bZsyYwciRI4GSLcncs2cPixYt4o477qBmzZrs2LGDJ598krZt29KpUyen3b59+0hMTGTfvn1kZWWxZcsWAJo2bYq/vz/bt2/nlltuISwsjCeeeIKEhAQAPD09qVWr1nn+KZQtV5dkTgKygc+BCcDE3NfZwFxgF/CaMSZvQWww0CT3z78CccBjQNvc6zFgT26diIiIiJSS4OBgJkyYAMCTTz7J4cOH6dWrl1Ofnp7Of//7X3eFJyIiIkWIiooiPj6eN998E4C6desyb948xo0b5ySxSsLHx4eYmBhuv/12mjdvztChQwkLC+Orr77C0/PPeUzjx4+nbdu2TJgwgZSUFNq2bUvbtm359ttvAfjoo4/4448/WLRoEUFBQc51zTXXnJ837kYm/0avZ93JmCXASmvt66eUDwLCrLV/NcYMAQZaa9uc0mYDMNFau+yU8juA5621V5c4IBEpd4wx1YCkpKQkqlWr5u5wREQkn4yMDNq1a8f3339P//792bJlC//73/+c+g4dOjh7pIiIiFxITp48SVxcHMHBwVSqVMnd4UgpON3vODk5mYCAAIAAa23yuTzH1RlmtwNfFVEek1sHsIycWWWnakPODLNTxQEtXYxHRERERM6St7c3b7zxBq1bt6Zfv3707duXSy+91Klft24d6enpboxQRERExL1cTZglAt2KKO+WWwfgBxwros1OYJwxxkkDGmN8gXG5dSIiIiJSyjp27MjWrVu58cYbGTx4MHv37qV+/fpOfUREhBujExEREXEvV0/JfJ6cPcpuATaQs5H/tcAdQGRum87A10X0jQSWAvuNMVtzy67MHeMuF+MRERERkRLKO1XL19cXgOeee45HHnkEgCVLlrgtLhERERF3c2mGmbU2GrgZOA7cA/QCUoGbrbVv5baZYa29r4i+G8jZ/H8s8B2wDRgDBOfWiYiIiEgZOXbsGM8//zw9evSgX79+NG3aFIDMzEz27t3r5uhERERE3KPEM8yMMV5AX+BLa+0DrjzUWpsKvOlKXxERERE5f5KSkpg8eTLp6elERETw008/OXU9e/YscBiAiIiIyMWixDPMrLWZwGuAr6sPNcaEG2O+Mcb8ZoxplFs2whjT3dUxRURERKTk6tevz6BBgwD4/vvvqVKlinOcvCvH1IuIiIhUBK5u+r8eaOtKR2PM34CZwHKgBuCZW3UEGO5iPCIiIiLiomeeeYZKlSqxdetW3nvvPapWrQqAtZbY2Fj3BiciIiLiBq4mzP4OzDDGPG6M6WCMCcl/naHvEGCAtTYKyMxX/i3QxsV4RERERMRFQUFBPPbYYwC88MILvPjii05dv3793BSViIiIiPu4mjD7kJyN+18F1gBbgM35/jyd4GLapAF+LsYjIiIiIudg1KhRVKlShY0bN3LppZdSuXJlAPbu3Yu11s3RiYiIiJQtVxNmwUVcTfL9eTpxwFVFlHcFdrgYj4iIiIicgzp16vD4448DMHLkSE6cOOHUTZw40U1RiYiIiLiHSwkza+3e011n6P4SMNcYcx9ggGuNMWOBKbl1IiIiIuIGI0eOpH///ixZsoT69es75S+88IIboxIREZHS8OabbxIaGkq1atUwxnD06NFCbY4cOUJ4eDgBAQEEBAQQHh5eoF1sbCzdu3cnKCgIPz8/rrrqKhYtWlTsMz/44AOMMfTo0aNU3tP55OoMs7yTLtecctLl8DOddGmtfQd4DpgGVAHeByKBYdbaD1yNR0RERETOTc2aNXnrrbdo2bIl3333HT4+PgCkp6eTlJTk5uhERETkfEpNTaVLly6MGTOm2DZ9+vRhy5YtfPHFF3zxxRds2bKF8PBwp37t2rWEhISwZMkSvvvuO/r3709ERARLly4tNNbevXt56qmnuPHGG0vl/ZxvLiXM8p10uQyozp8nXR7lLE66tNZGW2sbAbWButbaBtbat1yJRURERETOvxo1ajB27FjnPv+HYxERETn/QkNDGTp0KKNGjSIwMJC6des62yLExsbi4+PD6tWrnfYzZsygZs2aHDhwwKXnDR8+nNGjR3P99dcXWb9z506++OIL5s2bR4cOHejQoQPR0dF89tln/PjjjwCMGTOG559/no4dO3LZZZcxdOhQunTpwieffFJgrKysLPr27ctzzz1HkyZn2smrfHB1hln+ky6z8pWf8aRLY8wqY0x1AGvtIWvtwdzyasaYVS7GIyIiIiLnSUJCAn379uWDD/6c/P/ll1+6MSIREZFzd/z48RJfmZmZTv/MzEyOHz9eYJ/P043rivnz5+Pn58f69euZNm0akyZNYuXKlYSGhjJ8+HDCw8NJSkpi69atjB07lujoaIKCggCYMmUK/v7+p73yJ9zOZN26dQQEBHDdddc5Zddffz0BAQGsXbu22H5JSUkEBgYWKJs0aRK1atXikUceKeFPxH28XOx3LiddhgI+RZRXAi6MeXkiIiIiFVjlypVZtmwZR48exRiDtZb09HR++uknmjZt6u7wREREXOLv71/iPosXL+bee+8F4JNPPqF3797cfPPNxMbGOm0aN27MoUOHCvV15ZTpkJAQJkyYAECzZs2YM2cOMTExdO7cmcmTJ/PVV18xcOBAtm/fTnh4OD179nT6RkZG0rt379OOX69evbOOJSEhgdq1axcqr127NgkJCUX2+fjjj9m4cSNvvPGGU7ZmzRreeusttmzZctbPLg9cTZjlnXR56gb/xZ50aYwJyXfb0hhTN9+9J9AF+NXFeERERETkPAkICOCpp55i3LhxeHt7k56eDsD999/Pt99+6+boREREKq6QkJAC90FBQRw8eBAAHx8fFi5cSEhICI0aNWLWrFkF2gYGBhaa2XWujDGFyqy1RZbHxsbSr18/oqOjadWqFQDHjh3jwQcfJDo6mpo1a57X2EqbqwmzvJMuK/HnSZcPAM8AjxbTZwtgc6+ill6eIGepp4iIiIi42dChQ3n55Zc5fPgwXl5eZGZmsmnTJneHJSIi4rKUlJQS9/H19XVe9+zZk5SUFDw8Cu5uFR8ff66hOby9vQvcG2PIzs527vOWQiYmJpKYmIif35+L/KZMmcKUKVNOO/7y5cvPetP9unXr8vvvvxcq/+OPP6hTp06Bsq+//ppu3boxc+ZMIiIinPI9e/YQHx9Pt27dnLK89+Pl5cWPP/7IZZdddlbxlDWXEmbW2neMMV4UPOnyV05/0mUwOcm1n4FrgT/y1aUDB621WUV1FBEREZGyVbVqVUaNGsXTTz+Nr6+vs4fLe++9pwMARETkgpQ/ueQKLy8vvLwKp1HOddyztWfPHkaMGEF0dDSLFy8mIiKCmJgYJ4F3vpdkdujQgaSkJDZs2MC1114LwPr160lKSqJjx45Ou9jYWO666y5efPFFBg4cWGCMK664gm3bthUoGzduHMeOHeOVV16hQYMGZx1PWXN1hhnW2mgg2hhTE/DI27z/NO3zlm+6etCAiIiIiJShwYMHM2PGDGcpCOBsOCwiIiJlJysri/DwcMLCwnj44Yfp2rUrbdq0YcaMGYwcORIo+ZLMhIQEEhIS+OmnnwDYtm0bVatWpWHDhgQGBtKiRQu6dOnCgAEDnD3JBg4cyF133UXz5s2BnGTZnXfeybBhw/jrX//q7G3m4+NDYGAglSpVonXr1gWeW716dYBC5eWNS8krY8wEY8xlUPCkyxKO0dIY08UYc3f+y5V4REREROT88/PzY/To0QXKEhMTC5wYJiIiIqUvKiqK+Ph43nzzTSBnueS8efMYN26cy5vpv/7667Rt25YBAwYAcNNNN9G2bVs+/fRTp82iRYto06YNYWFhhIWFERISwnvvvefUv/vuu6SmpjJ16lSCgoKc65577jmHd1s+GFdObTDGfAe0AjYCC4EPrbV/nL6X07cJ8AnQhpz9zPJ2irMA1lrPEgckIuWOMaYakJSUlES1atXcHY6IiLjoxIkTzJkzhw0bNvDxxx8DcPfdd/Pvf//bzZGJiIgUdvLkSeLi4ggODqZSpUruDkdKwel+x8nJyQQEBAAEWGuTz+U5Ls0ws9aGACHkbN7/BPCrMWaZMaaPMabKGbq/Qs4pm3WAVHISbzcB3wKhrsQjIiIiIqWjcuXKjBw5ktdff93ZI2Xp0qVujkpERESkdLm8n5i1dru1doy1tglwCzlJsFlAwhm6dgDG585IywayrbXfkHPC5quuxiMiIiIipeeSSy6hbdu2QM5x8joxU0RERCqy87UB/3HgBDmnXXqfoa0nkHeW6yHg0tzXe4Hm5ykeERERETmP9u7dS0ZGhnN/1113uTEaERERkdLlcsLMGBNsjBlrjNlBznLKdsBEoO4Zun5PznJOgPXAKGNMJ2A88LOr8YiIiIhI6QkKCiIpKcm5zzsFS0RERKQicvWUzHXAT8C9wDtAI2vtrdbaedbapNP3ZnK+544DGgGrgTuAoa7EIyIiIiKly8fHh2effbZA2ZQpU9wUjYiIiEjpcvWUzCnAImvt9vMShDGBwBHrSjAiUi7plEwRkYonIyOD5s2bExcXB4CHhwdZWVlujkpERORPOiWz4ivvp2SOOddkmTGmqTHmdmNMZWtt4rmMJSIiIiKlz9vbm4kTJzr32dnZnDx50n0BiYiIiJQSV5dkehpjHjHGvG+M+coYsyr/dYa+lxhjYoBdwDIgKLdqnjFmhivxiIiIiEjZ6NOnD/Xr13fub7nlFjdGIyIiIlI6XN30/5Xcy5OcTfy3nnKdzstABtAQSM1X/iHQxcV4RERERKQMeHl58eKLLzr3//3vf90YjYiIiEjpcDVhdj/Q21p7n7V2uLV2RP7rDH3DgKettb+cUr6bnAMARERERKQcu++++2jZsqVz/+GHH7oxGhERESmpxMREhgwZQvPmzalSpQoNGzZk6NChBU7EBti3bx/dunXDz8+PmjVrMnToUNLT04scc82aNXh5eXHVVVcVKM/MzGTcuHEEBwdTuXJlmjRpwqRJk8jOzi6193c+uJowSyfnlExX+FFwZlmemkCai2OKVGjGmMeMMXHGmJPGmE3GmBvP0P6vxpgdxpi03D97nlJvjDETjTG/GWNOGGNijTGtihnL1xizxRhjjTFXFdVGREQuLp6enmzd+ueigoceesiN0YiIiEhJ/fbbb/z2229Mnz6dbdu28e677/LFF1/wyCOPOG2ysrK48847OX78ON988w0ffPABS5Ys4cknnyw0XlJSEhEREfzlL38pVPfiiy/y+uuvM2fOHHbu3Mm0adN46aWXmD17dqm+x3PlasJsBjDMGGNc6PsfICLfvTXGeAAjgf9zMR6RCssYcx8wC4gC2gKrgeXGmIbFtO9AzhLn94Arc/9cbIy5Ll+zUcATwOPANUACsNIYU7WIIacBv52fdyMiIhWFl5eXczJVWloahw8fdnNEIiIiF7bQ0FCGDh3KqFGjCAwMpG7dus5hO7Gxsfj4+LB69Wqn/YwZM6hZsyYHDhwo8bNat27NkiVL6NatG5dddhm33norUVFRLF26lMzMTABWrFjBjh07WLhwIW3btuW2225jxowZREdHk5xc8ADKQYMG0adPHzp06FDoWevWraN79+7ceeedNG7cmF69ehEWFsa3335b4rjLkqsJsxuAvsAeY8xSY8w/819n6DsSGGSMWQ74kPOP8e+Bm4CnXYxHpCJ7AnjLWjvPWrvTWjsc2A/8rZj2w4GV1tqp1tofrLVTgZjccnIT3cOBKGvtP6213wMPAVWAPvkHMsZ0JWcZ9VOl8cZEROTCNmrUKOd1r1693BiJiIhIxTB//nz8/PxYv34906ZNY9KkSaxcuZLQ0FCGDx9OeHg4SUlJbN26lbFjxxIdHU1QUM5ZilOmTMHf3/+0V/6E26mSkpKoVq0aXl5eQE6iq3Xr1lx66aVOm9tvv520tDQ2bdrklL3zzjvs2bOHCRMmFDnuDTfcQExMDLt27QJg69atfPPNN9xxxx3n/PMqTV4u9jsKfOJKR2vtDmNMCDn/2M8iZ4nmP4G51tqSp0VFKjBjjA9wNfDCKVUrgI7FdOtAzuEa+X1JbsIMCAbq5o4BgLU2zRjzde6Yb+Q+uw4QDfSg6GXUp8bqC/jmKypqtpqIiFQgEydOZNKkSUDON99ZWVl4enq6OSoREZGiHT9+vMR9fH19nQRSZmYmaWlpeHh4ULly5TOO0AKDEQAAIABJREFU6+fnV+LnhYSEOImnZs2aMWfOHGJiYujcuTOTJ0/mq6++YuDAgWzfvp3w8HB69vxz953IyEh69+592vHr1atXZPnhw4d5/vnnGTRokFOWkJBAnTp1CrSrUaMGPj4+JCQkALB7925Gjx7N6tWrnZ/TqZ5++mmSkpK44oor8PT0JCsri6ioKB544IEz/0DcyKWEmbX2YVf6GWO8gLHA29baolOPIpJfTXJOo/39lPLfyUl6FaXuGdrXzVd2aptG4MxCexd43Vr7rTGm8VnE+gyg/65FRC4ixhhCQkL47rvvAJg1a1aR+5qIiIiUB/7+/iXus3jxYu69914APvnkE3r37s3NN99MbGys06Zx48YcOnSoUF9rbYmfFxISUuA+KCiIgwcPAuDj48PChQsJCQmhUaNGzJo1q0DbwMBAAgMDS/zM5ORk7rzzTlq2bFlollhRO3FZazHGkJWVRZ8+fXjuuee4/PLLix3/ww8/ZOHChbz//vu0atWKLVu2MHz4cC699NJyvQ+qq0syATDG1DLG3GCM6WSMqXWm9tbaTHKWZOqrR5GSOfX/tKaIspK2P12bIUA1YGoJYpwKBOS76pegr4iIXKBWrlzpvH722WfdGImIiMiFz9vbu8C9MabAaZJr164Fck65TExMLNDWlSWZx44do0uXLvj7+/PJJ58UeH7dunWdmWR5jhw5QkZGBnXq1OHYsWN8++23PP7443h5eeHl5cWkSZPYunUrXl5erFq1CoCRI0cyevRo7r//ftq0aUN4eDgjRoxg6tSS/HOz7Lk0w8wY4wfMJmfz/rykW5YxZgEwxFp7uuVbXwGh5MxeEZHTO0TO0uVTZ5PVpvAMsTwJZ2if93+8usCBYtrcClwPpJ3yjcK3xphF1tpCXwNYa9PId9Kta2eCiIjIhaZ27dp4eXmRmZnJiRMn2Lp1K1deeaW7wxIRESkkJSWlxH18ff/cdaZnz56kpKTg4VFw7lF8fPy5hnZW9uzZw4gRI4iOjmbx4sVEREQQExPjxFPSJZnJycncfvvt+Pr68umnnzqH+eTp0KEDUVFRHDhwwNknbcWKFfj6+nL11Vfj7+/Ptm3bCvT5+9//zqpVq/j4448JDg4GIDU1tdDPzNPTs0AisDxydQ+zmcDNQDdgTW7ZDcCr5JygWdxm5ADLganGmNbAJqDAYl9r7acuxiRS4Vhr040xm4DOFNw3sDPw72K6rcutz7+PWRiwNvd1HDlJs87AZnD2SruZPw/eGAqMy9f/UnL2QbsPWO/i2xERkQoqMjKSOXPmADn/mPj555/dHJGIiEhhruwpll/eLKrzPe7ZyMrKIjw8nLCwMB5++GG6du1KmzZtmDFjBiNHjgRKtiTz2LFjhIWFkZqaysKFC0lOTnZOvqxVqxaenp6EhYXRsmVLwsPDeemll0hMTOSpp55iwIABVKtWDcg5bTO/2rVrU6lSpQLl3bp1IyoqioYNG9KqVSs2b97MzJkz6d+///n40ZQaVxNmfwV6WWtj85UtM8acABZz+oTZa7l/PlFEnUXLNUVONRN4zxjzLTnJsIFAQ+B1gNyZnb9aa5/Jbf8K8B9jzNPkJNW6A7eRk9TGWmuNMbOAMcaY3cBuYAw5G/u/n9tmX/4AjDF5X8Xssdb+UlpvVERELkyvvvqqkzCLi4vj0KFD1KxZ081RiYiIVBxRUVHEx8ezdOlSIGe55Lx58+jduzedO3fmqquuKtF4mzZtYv36nLkQTZs2LVAXFxdH48aN8fT05PPPP+exxx6jU6dOVK5cmT59+jB9+vQSPWv27Nk8++yzPPbYYxw8eJBLL72UQYMGMX78+BKNU9aMK5vQGWNSgauttTtPKW8FbLDWln56VeQiYox5DBgFBAHfAyOstf/JrYsF4q21/fK17wVMBpoAe4Cx1tp/5qs35GzQPwioQc6sscHW2u+LeX5jcmamtbXWbjnLmKsBSXlHE4uISMV2ww03sGZNzsKDYcOGFdqIWEREpCycPHmSuLg4goODCy0xlIrhdL/j5ORkAgICAAKstcnn8hxXE2YxwGEgwlp7MresMjAfCLTW3nYuQYnIhU8JMxGRi8vu3budE7Lq16/P/v373RyRiIhcjJQwq/jKKmHm6imZw4GOwC/GmBhjzFfAfqATMKyoDsaYW40xO3L/EX1qXYAxZrsx5iYX4xERERERN2rWrJmzoe8vv/zCzJkz3RyRiIiIiOtcSphZa7cBzYBngC3Ad8BooKm1dnsx3YYD0UVl+Ky1ScAbwAhX4hERERER97vuuuuc108++SR79uxxYzQiIiIirnMpYWaMeQZ4wFobba190lr7hLV2HvBA7kbjRbkS+OI0w64ArnYlHhERERFxv+XLlxe4Hz58uJsiERERETk3ri7JHAT8UET5diCymD51gIzTjJkJ1HIxHhERERFxs4CAAHx9fZ37zz77jF27drkxIhERERHXuJowqwscKKL8D3JO8SvKr0Cb04wZUsyYIiIiInKBGDVqVIH7SZMmuSkSEREREde5mjDL2+D/VJ2A34rpswyYZIwpdExF7gmbzwGfuRiPiIiIiJQDpybIFi1axI4dO9wUjYiIiIhrXE2YzQNmGWMeNsY0yr36Ay8D0cX0mQwEAruMMaOMMd2NMXfn7nn2Y25dlIvxiIiIiEg5cfnllxe4nzhxonsCEREREXGRl4v9ppGT4Po74JNbdhJ40Vo7tagO1trfjTEdgdeAqYDJqwK+BB6z1v7uYjwiIiIiUk4sW7aMpk2bOvfp6elYazHGnKaXiIiISPnhUsLMWmuBp40xzwMtgBPAbmtt2hn67QXuMMbUAJqSkzTbba094kocIiIiIlL+XHbZZXh5eZGZmQnAL7/8omSZiIiIXFBcXZIJgLU2xVq70Vr7/ZmSZaf0O5Lbb4OSZSIiIiIVz8MPP+y8zvmuVURERMojay1du3bFGMO//vWvAnX79u2jW7du+Pn5UbNmTYYOHUp6enqBNnPnzqVFixZUrlyZ5s2bs2DBgkLPOHr0KIMHDyYoKIhKlSrRokULli1bVqrv61y5uiRTRERERKRYc+fOJTo6Z2vb//3vf7z99tv89NNPTJkyxc2RiYiISH6zZs0qciZ4VlYWd955J7Vq1eKbb77h8OHDPPTQQ1hrmT17NgCvvfYazzzzDNHR0VxzzTVs2LCBAQMGUKNGDbp16wbkbM3QuXNnateuzccff0z9+vXZv38/VatWLdP3WVJKmImIiIjIeeft7U1gYCCJiYkAPPLIIwD06NGDa6+91p2hiYiIlEuhoaGEhIRQqVIl5s2bh4+PD5GRkUycOJHY2FjCwsKIiYnhxhtvBGDGjBlMnTqVbdu2ERQU5NIzt27dysyZM9m4cWOhMVasWMGOHTvYv38/l156qfPMfv36ERUVRbVq1XjvvfcYNGgQ9913HwBNmjThv//9Ly+++KKTMHv77bdJTExk7dq1eHt7A9CoUSOX4i1L57QkU0RERESkOG+99VahsgkTJrghEhERETh+/Hix18mTJ8+67YkTJ86qrSvmz5+Pn58f69evZ9q0aUyaNImVK1cSGhrK8OHDCQ8PJykpia1btzJ27Fiio6OdRNeUKVPw9/c/7bV69WrnWampqTzwwAPMmTOHunXrFopl3bp1tG7d2kmWAdx+++2kpaWxadMmANLS0qhUqVKBfpUrV2bDhg1kZGQA8Omnn9KhQwcGDx5MnTp1aN26NVOmTCErK8uln1FZ0QwzERERESkVPXr0wNfXl7S0P7e6/eKLL1i7di0dO3Z0Y2QiInIx8vf3L7bujjvu4PPPP3fua9euTWpqapFtb775ZmJjY537xo0bc+jQoULtXNnDMyQkxPlyqVmzZsyZM4eYmBg6d+7M5MmT+eqrrxg4cCDbt28nPDycnj17On0jIyPp3bv3acevV6+e83rEiBF07NiR7t27F9k2ISGBOnXqFCirUaMGPj4+JCQkADkJtHnz5tGjRw/atWvHpk2bePvtt8nIyODQoUMEBQXx888/s2rVKvr27cuyZcvYvXs3gwcPJjMzk/Hjx5f4Z1RWlDATERERkVLz4IMPOjPNqlatyrFjx5gwYQIrV650c2QiIiLlT0hISIH7oKAgDh48CICPjw8LFy4kJCSERo0aMWvWrAJtAwMDCQwMPKvnfPrpp6xatYrNmzeftl1Re5tZa53yZ599loSEBK6//nqstdSpU4d+/foxbdo0PD09AcjOzqZ27dq8+eabeHp6cvXVV/Pbb7/x0ksvleuEmZZkioiIiEipyf9h/tixY3h5efHVV1/xn//8x41RiYjIxSglJaXYa8mSJQXaHjx4sNi2y5cvL9A2Pj6+yHauyNvjK48xhuzsbOd+7dq1ACQmJjr7hOYpyZLMVatWsWfPHqpXr46XlxdeXjnzqf76178SGhoKQN26dZ2ZZHmOHDlCRkaGM/OscuXKvP3226SmphIfH8++ffto3LgxVatWpWbNmkBO0u/yyy93EmgALVq0ICEhodCJm+WJZpiJiIiISKnx9/enRo0aHDlyBIDg4GB2797Nc889R0xMjJujExGRi4mfn5/b256LPXv2MGLECKKjo1m8eDERERHExMTg4ZEzF6okSzJHjx7No48+WqCuTZs2vPzyy85m/R06dCAqKooDBw44+6StWLECX19frr766gJ9vb29qV+/PgAffPABd911lxNXp06deP/998nOznbKdu3aRVBQED4+PufyIylVSpiJiIiISKl655136NGjBwC7d+8mICCA/v37F1jSISIiIsXLysoiPDycsLAwHn74Ybp27UqbNm2YMWMGI0eOBEq2JLNu3bpFbvTfsGFDgoODAQgLC6Nly5aEh4fz0ksvkZiYyFNPPcWAAQOoVq0akJP42rBhA9dddx1Hjhxh5syZfP/998yfP98Z829/+xuzZ89m2LBhDBkyhN27dzNlyhSGDh16rj+WUqUlmSIiIiJSqrp3717g2/ekpCTatGmjZJmIiMhZioqKIj4+njfffBPISXjNmzePcePGsWXLllJ5pqenJ59//jmVKlWiU6dO9O7dmx49ejB9+nSnTVZWFjNmzODKK6+kc+fOnDx5krVr19K4cWOnTYMGDVixYgUbN24kJCSEoUOHMmzYMEaPHl0qcZ8vxpVTG0REzsQYUw1ISkpKcr59EBGRi9ezzz7L5MmTAahZsyb79+8vdAy9iIjIuTp58iRxcXEEBwfr75kK6nS/4+TkZAICAgACrLXJ5/IczTATERERkVI3fPhw5/WhQ4fYuHEjc+bMoX///m6MSkRERKRoSpiJiIiISKm75JJLCizLjImJYfjw4bzzzjusX7/ejZGJiIiIFKaEmYiIiIiUifyb+/7www/OaVqTJk1yV0giIiIiRdIeZiJSKrSHmYiInMpa6xwnn8cYg7WWjRs30r59ezdFJiIiFYX2MKv4tIeZiIiIiFQoxhgaNGjg3N9///307NkT0CwzERERKV+UMBMRERGRMvP55587rz/44AN69uyJh4cHS5cuZfPmzW6MTEREKhKtpqu4yup3q4SZiIiIiJSZNm3a4O3t7dzv37+f+++/H9AsMxEROXd5f8ekpqa6ORIpLXm/2/yfJ0qDV6mOLiIiIiJyipEjRzJlyhQgZ8bZpZdeym233cbYsWPdHJmIiFzoPD09qV69OgcPHgSgSpUqGGPcHJWcD9ZaUlNTOXjwINWrV8fT07NUn6dN/0WkVGjTfxERKU52dnahD7kjR45k2rRpbopIREQqEmstCQkJHD161N2hSCmoXr06devWLTIRej43/dcMMxEREREpUx4eHrRo0YKdO3cCcPnll9O9e3en3lqr2QAiIuIyYwxBQUHUrl2bjIwMd4cj55G3t3epzyzLo4SZiIiIiJS5RYsW0a5dOwB27dpFcnIyBw4cICoqiuTkZBYsWODmCEVE5ELn6elZZskVqXi0JFNESoWWZIqIyJl4eXmRlZUFwI033sicOXO48sorMcawbds2WrVq5eYIRURE5EJyPpdk6pRMEREREXGLXr16Oa9Xr17N+++/zw033IC1lsmTJ7sxMhEREbnYaYaZiJQKzTATEZEzycjIwMfHp0BZhw4dWLduHcYYduzYwRVXXOGm6ERERORCoxlmIiIiInLB8/b25tprr3XuPTw8CA8P5+6779YsMxEREXErJcxERERExG3mzp3rvM7OzsbLy4vx48cD8I9//INdu3a5KzQRERG5iClhJiIiIiJu0759e3x9fZ37adOm0a5dO+666y6ys7N58cUX3RidiIiIXKyUMBMRERERt7r//vud1z/99BMvvPAC1113HSNHjmTq1KlujExEREQuVtr0X0RKhTb9FxGRs5WRkUHlypXJyspyyurUqcPevXsLzD4TEREROR1t+i8iIiIiFYa3tzePPPJIgbJ77rmHtLQ05z4jI6OswxIREZGLmBJmIiIiIuJ248aNK3B/ySWXUK1aNbZs2cJtt93GY4895qbIRERE5GKkJZkiUiq0JFNEREqqcuXKnDx5EoDAwEB+//13NmzYQKdOnfDy8mL37t00btzYvUGKiIhIuaUlmSIiIiJS4XTv3t15HR4ezk8//cSmTZv4y1/+QmZmJi+88IIboxMREZGLiWaYiUip0AwzEREpqfT0dGeTf19fXzIzM8nKymLBggVERETg7e3NTz/9RMOGDd0cqYiIiJRHmmEmIiIiIhWOj48PtWvXBiAtLY3bb7+du+++m/bt23PLLbeQkZHBiy++6OYoRURE5GKghJmIiIiIlBuLFy92Xq9du5batWvTokULxo8fD8C8efP45Zdf3BWeiIiIXCSUMBMRERGRcuPmm2/Gy8sLgKNHjzJ//nySkpIIDQ3lpptuIj09nddff93NUYqIiEhF5+XuAERERERE8gsPD+edd94BoGXLlhhjmDNnDhMnTuTnn38mIiLCzRGKiIhIRadN/0WkVGjTfxERcVVWVhbe3t7kfU5t1qwZu3fv5p133qFfv37uDU5ERETKLW36LyIiIiIVlqenJyEhIc59jRo1uOKKK6hevbpTlpGRQUpKijvCExERkYuAEmYiIiIiUu784x//cF5v3LiRRo0a0aNHDwA+++wzmjdvzoQJE9wVnoiIiFRwSpiJiIiISLnTokULvL29AbDW8uWXX7Jz504AvLy8iIuL47XXXuPgwYPuDFNEREQqKCXMRERERKRc6t+/f4H7uXPnsmzZMi677DKuueYaTpw4wfTp090UnYiIiFRk2vRfREqFNv0XEZFzlZmZ6cwyA/D29iYjI4OBAwdy9913c9ddd1GlShXi4+OpVauWGyMVERGR8kCb/ouIiIhIhefl5cUNN9zg3GdkZFCpUiVq1arFHXfcwdVXX01qaiozZ850Y5QiIiJSEWmGmYiUCs0wExGR82HXrl00b97cub/sssvYvXs3xhg+/fRTunfvjr+/P/Hx8VxyySVujFRERETcTTPMREREROSicPnllxMUFOTc79mzh1WrVgHQrVs32rZtS0pKCv/85z/dFaKIiIhUQF7uDkBERERE5HQiIyOZMGGCcz979mwaNmzIoUOHePXVVzHG0KlTJzdGKCIiIhWNlmSKSKnQkkwRETlfsrOz8fPz4+TJkwXK27Rpw9atWzHGuCkyERERKU+0JFNERERELhoeHh488cQTBcq8vb1p1KgRSUlJTtnBgwdJTj6nz8YiIiIigBJmIiIiInIBGDVqFJ6ens59lSpV+Oijj6hevToAr776Ko0bN+bll192V4giIiJSgShhJiIiIiLlXkBAAE2aNHHuk5KS+PDDD537unXrcuLECWbNmlVg1pmIiIiIK5QwExEREZELwtNPP+289vT0pEGDBhw7doyYmBh69epFy5YtOXr0KLNnz3ZjlCIiIlIRaNN/ESkV2vRfRERKg4eHB9ZaPDw82L17N+3atSMtLY19+/bx1Vdf0adPH2rUqEF8fLz+/hEREbnIaNN/EREREbko3XrrrUDOyZmLFy+mWbNmNGzYkL1799K7d2+aN2/OkSNHmDt3rpsjFRERkQuZZpiJSKnQDDMRESkNx44dc/5eqV27Nvfddx8jR46kQYMGACxcuJDw8HAuueQS4uPj8ff3d2e4IiIiUoY0w0xERERELkpVq1alTp06ABw8eJDZs2fzxhtvOPX3338/zZo149ixY6xdu9ZdYYqIiMgFTgkzEREREbmgLFiwoMB9ixYtsNby9ddf4+npyXvvvceePXv+n707j46qyN8//lQ6C9lDSFjCpgEMoCCrC4giQthEUBQ3FEF0xAW/M84IKDjODCIqCg4/HURRkREFBGcA2QQRRRCQVWRfAhIIBEISyN6d+/sjpCcNYQmku7O8X+fkcG9V3cqnmXMc8qSqruLj471UIQAAKO98vV0AAAAAUBLx8fEKDQ3VqVOnJEn79u1Tu3bt9PPPP2vx4sUEZQAA4IqxwgwAAADlzrBhw5zXb731ltq2bauQkBAdOHDAZdyGDRuUmZnp6fIAAEA5R2AGAACAcmf48OEyxkgqeBFAcnKyZs2apSeeeMI55umnn1br1q1dzjgDAAC4FARmAAAAKHdsNpuaNWvmvP/yyy/1r3/9y2VMq1atJElvvvmmsrKyPFofAAAo3wjMAAAAUC7NmDHD5X7u3Lnau3ev9uzZoyNHjujRRx9VvXr1lJSUpA8//NBLVQIAgPKIwAwAAADlUuPGjRUcHOzS9uijjyouLk5jx46Vv7+/XnrpJUnSG2+8oezsbG+UCQAAyiECMwAAAJRbEyZMcLnftGmT8vPzlZSUJMuy9Nhjj6lu3bo6fPiwJk+e7KUqAQBAeUNgBgAAgHLr8ccfV0BAgCTJ399fmZmZGjFihGbMmCFjjAICAvTyyy9LkkaPHq1Tp055s1wAAFBOEJgBAACg3DLG6NFHH5Uk5ebmSip4AYDD4XCOGTRokBo2bCh/f3/t3r3bK3UCAIDyxViW5e0aAFRAxpgwSWlpaWkKCwvzdjkAgAosNTVVVatWdWn773//q06dOikhIUHXXXedtm/frquuukqBgYFeqhIAALhbenq6wsPDJSncsqz0K5mLwAyAWxCYAQA8qUmTJtqxY4fzvlWrVtq/f7+ioqK0fft22Ww2L1YHAAA8oTQDM7ZkAgAAoNybO3euy/2GDRtkt9tlWZYOHTrkbHc4HPrss8+UkJDg4QoBAEB5QmAGAACAcq9Ro0bq0KGDS1uXLl20Y8cO1a9f39n29NNPa8CAAXr11Vc9XCEAAChPCMwAAABQITz//PMu9/Pnz1dKSopL2+DBgyVJn332mbZu3eqx2gAAQPlCYAYAAIAKoU+fPjLGOO8DAwO1a9cuWZalDRs2SJLatm2rvn37yrIsvfzyy94qFQAAlHEEZgAAAKgQbDabWrdu7bx/9dVX1bp1a+dX4UsBXnvtNdlsNs2dO1c//fSTt8oFAABlGIEZAAAAKox58+Y5r0eMGKEqVaqoXr16Cg4O1ubNmyVJcXFxGjhwoCRp+PDh4q3xAADgbIZ/IABwB2NMmKS0tLQ0hYWFebscAEAlUrVqVaWmpkqSDh8+rCVLlujOO+9UtWrVnGMSExPVsGFDZWdna/78+erZs6e3ygUAAKUkPT1d4eHhkhRuWVb6lczFCjMAAABUKFOmTHFe161bV4899ph27tzpMqZ27doaOnSo2rVrp+joaE+XCAAAyjhfbxcAAAAAlKZ77rlHvr6+stvtcjgcCggIUGJioiRp//79io6OVkhIiP7xj3/Iz8/P5UUBAAAAEivMAAAAUAENGTLEeZ2fn6/OnTtr+PDhatiwoT788ENJkr+/P2EZAAAoFoEZAAAAKpzx48fLx6fgn7p5eXn66KOP1KBBA+Xn5+u3335zGZuamqqXX35ZkydP9kapAACgDCIwAwAAQIVjs9nUvXt35/24ceNUtWpVrV69Wh999JHL2JkzZ2rMmDEaOXKkTp065elSAQBAGURgBgAAgArpk08+cV4fO3ZM9913nzZv3nzOuIEDB6phw4ZKTk7W+PHjPVkiAAAoowjMAAAAUCFFR0eratWqLm3vvvuuLMtSRkaGDhw4IEny8/PT6NGjJRWsREtOTvZ4rQAAoGwhMAMAAECFNWnSJOe1MUbbt2/XmDFjVL9+fT3++OPOvvvuu0+tWrXSqVOnNGbMGG+UCgAAyhACMwAAAFRY/fr1U2BgoCTJsixJ0rJly5Samqr9+/crNTVVkuTj46OxY8dKkt5//33n6jMAAFA5EZgBAACgQnvxxRdd7pcvX67p06dr165dioiIcLZ37txZnTp1Um5urv7+9797ukwAAFCGEJgBAACgQhs5cqR8fX0lScHBwZKkH374QTabzWWcMUZjx47VwIED9de//tXjdQIAgLLDFC5NB4DSZIwJk5SWlpamsLAwb5cDAKjk4uPj9e233zrvg4KCdOjQIUVERGjPnj1q1KiRF6sDAAClIT09XeHh4ZIUbllW+pXMxQozoBwwxjxtjNlvjMk2xqw3xnS4yPi+xphtxpicM3/efVa/Mca8aow5bIzJMsZ8b4y59qwxc40xB898zyPGmGnGmBh3fD4AANztk08+cbnPzMzUO++8o9atW6tFixY6ceJEsc9lZ2d7ojwAAFDGEJgBZZwx5n5JEyS9JqmlpB8lLTTG1DvP+JslzZA0TdL1Z/6caYy5sciwFyX9SdKzktpKSpL0rTEmtMiY5ZL6SYqT1FdSA0lfld4nAwDAc2rXrq0uXbq4tH388cdyOByyLEvr1q1z6Tt48KD69u2r+Ph4sSMDAIDKhy2ZQBlnjFkjaYNlWUOKtG2X9B/LskYUM36GpDDLsroXaVsk6aRlWQ8aY4ykw5ImWJb1xpn+AElHJQ2zLOuD89Rxl6T/SAqwLCvvEupmSyYAoExkJ8sZAAAgAElEQVTZuXOnGjdu7NI2evRoPfXUU6pWrZpL+6FDh9SoUSNlZ2dr/vz56tmzpydLBQAAl4EtmUAlYYzxl9Ra0pKzupZIaneex24uZvziIuOvllSz6BjLsnIkrTjfnMaYSEkPS1p1KWEZAABlUVxcnG688UaXtpkzZyoyMvKcsXXq1NFzzz0nSRoxYoQcDodHagQAAGUDgRlQtkVJsqlg9VdRR1UQehWn5kXG1yzSdsE5jTFvGGMyJJ2QVE9S7/MVaowJMMaEFX5JCj3fWAAAvKVPnz4u99u2bdP27dslSXv27NHp06edfcOHD1d4eLh+/fVXffHFFx6tEwAAeBeBGVA+nL132hTTVtLxlzLmLRWcmxYvySHpszNbOoszQlJaka9DF6gPAACvGDZsmIr+X9m8efPUtGlTvfLKK2rcuLHee+89Z19kZKSGDRsmSRo1apRycnI8Xi8AAPAOAjOgbDuugqDq7NVk1XXuCrFCSRcZn3Tmz4vOaVnWccuydlmW9a2kByT1kHTTeb7v65LCi3zVOc84AAC8xhijW2+91Xn/zTffSJIaNGggh8Ohbdu2uYx//vnnVatWLSUkJGjy5MkerRUAAHgPgRlQhlmWlStpvaQuZ3V1kbTqPI+tLmZ8fJHx+1UQmjnHnDkr7bYLzCkVrECTpIDz1JpjWVZ64ZekUxeYCwAAr/nvf//rvJ40aZIkqVOnTvrll180depUl7FBQUH661//KqngrZq8MAsAgMrB19sFALiodyRNM8b8ooIw7EkVnCc2SZKMMZ9JSizyxsx3Jf1gjBkm6b8qOHess6RbJMmyLMsYM0HSS8aY3ZJ2S3pJUqak6WfmvEHSDZJWSjopKVbS3yXtPVMDAADlVnh4uOrUqaNDhw7JbrcrNjZWiYmJOnDgQLHjBw0aJLvdroEDB+r8JxMAAICKhBVmQBlnWdYMSf8n6RVJmyTdKqmHZVmF/6qvJ6lWkfGrVLB9cqCkLZIek3S/ZVlrikz7pqQJkt6X9Iuk2pLiLcsqXBWWJekeScsk7ZT0saStkm4780ZNAADKtaKrzPbv36+8vDx9//33kqSMjAz98ssvzn4/Pz8988wzCgoK8nSZAADASwzLygG4w5k3ZaalpaUpLCzM2+UAAHCO8PBwpaenS5Latm2rtWvXauvWrerUqZOMMdq/f/85IZnD4dCmTZvUunVrb5QMAAAuID09XeHh4ZIUfuaooMvGCjMAAABUStOmTXNer1u3Tps2bVJcXJxCQkIUEhKiffv2uYw/efKkWrZsqXbt2p13+yYAAKgYCMwAAABQKd11112qUqWK8/6tt97SwYMHtXDhQu3YsUPXXXedy/iqVauqevXqys3Ndb4IAAAAVEwEZgAAAKi0/vKXvzivp0+froYNG2rHjh3y8/Mrdvzrr78uSfrss8+0detWj9QIAAA8j8AMAAAAldaoUaPOaRs3bpwkybIsLVmyRFlZWc6+tm3b6t5775VlWXr55Zc9VicAAPAsAjMAAABUWn5+fmrVqpVL28qVK7VmzRrdf//96tq1qz788EOX/tGjR8tms2nu3Ln66aefPFkuAADwEAIzAAAAVGrz5s1zXhduxRw7dqw6deqkwMBAZWRkuIyPi4vTwIEDJUnDhw8Xb50HAKDiMfwfPAB3MMaESUpLS0tTWFiYt8sBAOCCmjdvrl9//dWlbePGjapVq5Zq1KhxzvhDhw6pUaNGatGihRYsWKCqVat6qlQAAHAe6enpCg8Pl6Rwy7LSr2QuVpgBAACg0vvoo4+c1w0bNpQkjR8/vtiwTJLq1Kmj9evXa9WqVYRlAABUQKwwA+AWrDADAJQ3tWrVUlJSkvPex8dHe/fu1VVXXaX9+/frwIED6tixo/cKBAAAF8QKMwAAAKCUnf3Wy/z8fI0bN07fffedrrnmGj3yyCPKyck557m0tDS98cYbxfYBAIDyicAMAAAAkPTss88qOjrapW3KlClq0KCBatSooSZNmuj48eMu/ZZlqUOHDho+fLg++OADT5YLAADciMAMAAAAOOPtt992uc/OztakSZO0adMmLVmyRLVr13bpN8bomWeekSSNHj1ap06d8litAADAfQjMAAAAgDMeeugh1axZ06Xt/fffl5+f33mfGTRokBo1aqTk5GS988477i4RAAB4AIEZAAAAcIbNZlP79u1d2tLT0zVnzhxJUlZWlj744APl5uY6+/38/DR69GhJ0rhx45ScnOy5ggEAgFsQmAEAAABFTJ482XltjNH/+3//TwMHDpRlWbrlllv01FNPaerUqS7P3HvvvWrdurVOnz6tMWPGeLpkAABQygjMAAAAgCIiIyNVt25dSQWH+vv4FPyT2RijRx55RPXr1y98Zb2Tj4+PXn/9dUkFWzgPHDjg2aIBAECpMpZlebsGABWQMSZMUlpaWprCwsK8XQ4AACWyadMmtWzZUpIUFBSkjIwMpaSkyN/f3/lVnK5du6pWrVoaM2aMYmJiPFkyAACVXnp6euEvtcIty0q/krlYYQYAAACcpUWLFgoNDZUkZWZm6oEHHlDdunU1e/bs84ZlkvTNN9/o008/JSwDAKCcIzADAAAAivHhhx86r2fMmKHMzEwtWLBAUsFWzWXLlmnhwoUuz/j6+nq0RgAA4B4EZgAAAEAx7r//fpfVZI0aNdIXX3whSfr888/VuXNnPfvss8rLyzvn2Z07d6pfv35avny5x+oFAAClh8AMAAAAOI+JEyc6r3fv3u0MwO6++27VqFFD/fr1K/a58ePHa9asWerbt6+2bNnikVoBAEDp4dB/AG7Bof8AgIrAsiwFBAQ4V5G1a9dO33zzjXbs2KFGjRqpWrVqxT53+vRpxcfHa/Xq1YqOjtYPP/ygxo0be7J0AAAqHQ79BwAAADzAGKPnnnvOeb9q1SrVr19fffr0cdmuaVmWsrKynPchISFasGCBWrVqpeTkZHXu3Fn79+/3aO0AAODyEZgBAAAAFzBmzBiXe7vdrqNHj+qtt96SJKWkpKhv3766//77VXT3RkREhBYvXqymTZsqMTFRnTp10qFDhzxaOwAAuDwEZgAAAMAFBAQEqGXLls77GjVqSJLGjRunxMRE/f777/rmm2+0aNEibd682eXZqKgoLV26VA0bNlRCQoIGDRrk0doBAMDlITADAAAALmLhwoXO6+PHj6tdu3bKysrSqFGjdP3112vKlClavXq1WrRocc6ztWrV0rJly3THHXfoww8/9GTZAADgMnHoPwC34NB/AEBF07p1a23YsEGSNHLkSI0ePVrGGG3cuFHXX399ieezLEvGmNIuEwCASotD/wEAAAAP+/zzz53X2dnZatu2rSzL0p///GeXs8sOHTqkt99++4JzzZkzR507d1ZGRobb6gUAAJePFWYA3IIVZgCAiqhx48bauXOn897X11d2u10LFy5Ut27dlJaWpkaNGik5OVnTp0/Xgw8+eM4c6enpio2N1YkTJ9S5c2fNmzdPVapU8eTHAACgQmKFGQAAAOAFEyZMcLmPioqSJP35z3+W3W5XeHi4nnrqKbVp00Zt27Ytdo6wsDDNmzdPwcHBWrp0qfr166e8vDy31w4AAC4dK8wAuAUrzAAAFVXDhg21d+9e531ISIhOnz6tDz/8UIMHD5bdbld+fr78/f0vOM/333+v7t27Kzs7W/369dP06dNls9ncXT4AABUWK8wAAAAAL5k6darLfeF2ylGjRun06dPy9fV1CctOnDhR7DwdO3bUnDlz5Ofnp5kzZ2rw4MHKz893X+EAAOCSEZgBAAAAJdC+fXu1a9dOkmSz2XT8+HFFRUUpKSlJb731lsvYKVOmqH79+lqyZEmxc3Xv3l1ffvmlbDabPv30U33xxRdur98d2LUCAKhoCMwAAACAEio8zN/hcEiScnNzFRISovj4eJdx69evV0ZGhqZNm3beue655x5NnTpVzz77bLEvCSgPXnrpJXXv3l3Tp0/nzZ8AgAqBM8wAuAVnmAEAKjLLsuTn5+cMzB599FENHz5cTZo0cRmXlZWladOmafDgwfLxufTfVVuWJWNMqdZcWvbu3auXXnpJ77zzjmrXrq38/HzVrVtXhw8fliQFBwfrnnvu0SOPPKJOnTpxLhsAwGM4wwwAAADwImOMHn/8cef99OnTFRwc7LzftGmTFi9erMDAQD355JMlCstyc3N1//336+233y7Vmq/U6dOnNWLECDVt2lQzZ87UiBEjJEk+Pj5avny5XnnlFcXGxjpX1MXHx6tu3bp67bXXvFw5AAAlR2AGAAAAXIaJEyc6V4HZ7XZNnTpVDodDK1eu1O23364+ffpo1apVzvEOh0Ovv/661q5de8F5v/76a82aNUt//vOf9a9//cutn+FSWJalzz//XHFxcRo7dqxyc3MVHx/vDMwk6ZprrtHf/vY37dmzRz/99JOGDBmiyMhIHTlyREePHnWOy8/P1++//+6NjwEAQImwJROAW7AlEwBQGfTt21dz5syRJN1yyy2y2WxKTU1V7dq1lZqaqgULFhRuDdFrr72mkSNHKjY2Vr/++quCgoKKndOyLL300ksaO3asJOnTTz/VgAEDPPOBzrJ+/XoNHTrUGfzFxsZq/Pjx6tWr10W3jObm5mrhwoWKi4tT48aNJUkrVqzQ7bffrttuu039+/fXvffe6/z7AQDgSrElEwAAACgDPv30U2dwtHLlSm3YsEGbN29WlSpVNHPmTJcw6JlnntG1116rUaNGKTAw8LxzGmM0ZswYDR06VJI0aNAgzZo164rqTEpKUnJycomfmzlzplatWqWgoCCNGTNGv/32m+66665LOl/N399fvXv3doZlkrRmzRpZlqXvv/9egwcPVo0aNdSvXz/NnTtXubm5Ja4PAAB3ITADAAAALlNoaKh69+7tvC/cvTFnzhy1b99eP/74o6SC7ZsHDx7U5s2b9dhjjzkDp8KD8s9mjNH48eP1+OOPKz8/Xw899JDmz59/WTWOGTNGdevW1fjx413q/OSTT3Tw4EGXsXl5eTpy5IjzfuTIkRoyZIh27typESNGqEqVKpdVQ6EXX3xRBw4c0Ouvv66mTZsqJydHs2bNUu/evRUTE6OEhIQrmh8AgNLClkwAbsGWTABAZXH06FHFxMQoPz/f2ebr6yu73S4fHx/Fx8dr0aJFqlKlitq1a6cOHTqoQ4cOioiIUJs2bdSxY0ctXbq02LdJOhwOPfLII/riiy8UERGhhISEi25hPHr0qMLCwpyr2GbPnq17771Xffr00ddffy1J2rZtm6699loFBAQoJSVFQUFBWrp0qZ5//nmFh4frp59+cvtbOi3L0qZNm/Tvf/9b06dPV1BQkPbs2eP8vvPnz1dcXJwaNWrk1joAABVHaW7JJDAD4BYEZgCAyuTpp592OaA/LCxMTZs21c8//yxJioyMVEpKisszxhhZlqWoqCg9/PDDCggIkJ+fnxITE9WmTRs988wzkgpWfcXFxalGjRr68ssvVb9+fUnSJ598oilTpqhGjRpq2bKlWrRooblz5+rjjz/WRx99pMcee8z5/I4dO9SsWTPn916zZo1eeOEFRUREaOLEiXrhhRecYVqVKlU0f/583XHHHW77+zqbw+HQwYMHdfXVV0sqOP+sZs2aOnnypG666Sb1799f999/v6KiojxWEwCg/CEwA1DmEZgBACqThIQExcbG6ux/W1erVk1BQUH6/fff1a5dOz366KOaNm2afvrpp4vOuXv3bkVGRmrfvn3q0aOHkpOTtWXLFjVr1kz5+fkaPXq0/vrXvxb7bJ06dfTQQw8pLi5OYWFhCg0NVUhIiKpXr+5csZWRkaHXX39d48aNU05Ojnx8fOTj4yO73a7NmzerefPmkqTjx49LKggB/f39JRUEWrt375bD4XCOk6RNmzZp3759atq0qfPssry8PM2ZM0chISHq1q2bcyVdWlqa7Ha7QkNDnfMWSkxM1ODBg7VkyRLnyj1fX191795d/fv3V69evRQQEKBDhw4pMzNTcXFxzpVpW7duVXJyspo0aaKaNWte9O8ZAFBxEJgBKPMIzAAAlU3//v31+eefO+8LV5BFRkbq1KlTCggIUM2aNWWMkd1u1/79+y84X3BwsOx2u3JyclzafXx8lJ+f7/zTz89Pvr6+ysvLk91uv2idF5q3sGZjjHx8fBQYGKjs7Gzl5uY6AyljjMv208JnC8c6HA6Xv4Oi4202m4wxCgkJUVZWlnJyci44rzFGfn5+xb4QoPDzF503NDRU2dnZysrKcs5bOK7ozz3GGAUHBys/P1/Z2dku39dms8lms8nX11cOh0P5+fmqXr26HA6HUlNTnbX4+Pi4zFk4R5UqVWS3253PFnriiSc0efLk8/8PAwC4YgRmAMo8AjMAQGWzbds2NW/e3CUwAoo6efKkIiIivF0GAFRYpRmY+ZZOSQAAAEDl1rRpU61evVpLly7V5s2blZycLF9fXwUEBCg9PV0ZGRny8/OTj4+PmjZtqsTERO3atUs2m02pqamSpKysLOXl5Sk0NFTR0dEyxigvL0979+6Vw+Fwbl88efKkHA6HjDFq0KCBrr76amVkZOj48eNKSkpSbm6u/Pz8lJeXJ2OMc7VT1apVVaNGDWVmZur48ePKzMyUJPn5+cnf39+5qsrhcMjHx0fBwcFyOBzOVVuF37Nw5VThajR/f381aNBAubm5SktLU3JysiQpMDBQVapUkb+/v/Lz85WRkSFJCgoKkmVZys3NVXZ2tux2u3N1W+Ev9AtXl8XGxionJ0epqalKS0uTZVkKCAhQQECA/P395XA4lJWVpfz8fAUEBMjhcCg3N1d5eXnnbJGVClaG+fr6qkGDBjp8+LDS0tKc20T9/PycK8zsdrvz7+d8CmuWClamBQQEKCYmRqdPn1ZSUtI544tbKQcAKJsIzAAAAIBS0rZtW7Vt29bt3+fYsWO67bbbtGPHDuXn5+vTTz9VTEzMOePsdrsmTZqkV155RSdPntRzzz2nUaNGub0+T7AsS2PHjtU777yjjRs36pprrjlnjN1u1+nTpxUWFiYfH59z+tetW6e1a9fqpptuUuvWrSVJe/bsUVRUlCIiIuRwOPT7779r165d2rlzp3bt2qVdu3Zp06ZNOnbsmPr3769JkyY5t3AaY7Rz506dPHlS7du3L/ZlDwCA8oEtmQDcgi2ZAAC4V2Jiom699Vbt27dPTZo00YoVKxQdHe3sX758uYYOHaqtW7dKkpo3b66JEyfq1ltv9VbJpSonJ0e33nqr1q5dq9jYWK1evVrVq1e/ojnHjh2rkSNHatiwYXrttdfOO27FihXq2LGjIiIidPToUedLC3r16qX58+dr0qRJ6tKli06ePKlevXrpyJEjkqSkpCTVqFHjimoEAJxfaW7JPPfXLAAAAADKvNq1a2vZsmWqU6eOtm/frmHDhkmSDhw4oPvuu0+dOnXS1q1bFRkZqffff1/r16+vMGGZJAUEBGjevHmKjY3Vvn37dOeddzq3fF6uJk2ayOFwaNeuXcVu5yx0yy23qHr16kpNTdXy5cud7dddd50kaf369YqNjVXr1q21ZcuWK6oJAOAdBGYAAABAOXXVVVdp2bJluvfeezVhwgRJ0osvvqivvvpKPj4+euaZZ7R7924NGTJEvr4V7zSW6tWra+HChapWrZrWrVunBx988JLeFHo+d911l9atW6dZs2Y537JZHJvNpj59+kiSZs+e7Wwv3I67du1aZ9v48eMvux4AgPewJROAW7AlEwAA79i3b5+efvppvfnmm2revLm3y/GIVatW6Y477lB2draGDBmi995774KBV2lYsmSJunbtqjp16ujgwYMyxuj3339XvXr1ZLPZtHHjRn388cdavXq11qxZI0k6cuSIatas6da6AKAyK80tmQRmANyCwAwAAHjSnDlzdO+998qyLK1YseKKt59mZmZqxYoV6t69e7H9eXl5+uqrr9SjR4/CH85kWZZiYmKUlJSkKVOm6PHHH3d5kyaBGQC4F2eYAQAAAEAR99xzj95991198MEHVxyWpaSkqGHDhurVq5d27txZ7Bg/Pz89+OCDzrBMkowxzm2ZKSkpGjx48AXPQgMAlF0EZgAAAAAqhOeee05PPvnkFc8TGRmp1q1bq27dus43XF6qwsBs48aNev/99/Xee+85+wjPAKD8IDADAAAAUOEcP35cd955p7Zt23ZZz3/00UfauXOnOnbseMFxEydOVNu2bfXzzz9Lkrp3765Ro0Zp8ODB8vPzq5AvWwCAyoD/egMAAACocF544QV98803+vXXX/Xzzz+rVq1aJXq+Ro0alzRu1apV+uWXXzR79mzddNNNatOmjdq0aSOpILRbv369cywrzACg/ODQfwBuwaH/AADAm06cOKF27dpp165datmypVasWKHQ0NASz2NZlr799ltFRUWpVatW5/T/+OOP2r59u/r06aPq1au79D388MOaPn268z4xMVExMTEl/zAAgEvCof8AAAAAcAHVqlXTwoULVb16dW3cuFH9+vVTXl5eied566231LVrV73wwgvFrhDr0KGDnnzySZew7MSJE5o/f77S06/oZzUAgBcRmAEAAACokGJjYzV//nwFBQVp0aJFGjJkSIm3RT7wwAMKCwtTy5YtZbfbL+mZzz77TL169ZLNZlNgYKCznd09AFB+EJgBAAAAqLDatm2rGTNmyMfHR1OmTNG4ceNK9Hy9evWUmJiod955R35+fsWOOXXqlCZOnKgBAwY4v6ckrV27Vv7+/lf2AQAAXsEZZgDcgjPMAABAWTJp0iSNGzdOCxcuVKNGjUp17rS0NEVHRysvL0+//fab6tevr7CwMOXn5ysyMlIpKSmSpEOHDql27dql+r0BAP/DGWYAAAAAUAJPPfWUNm/efEVh2YEDBzRy5Eg5HA6X9vDwcHXp0kWSNHv2bAUHB+vaa6+VJJ0+fdo5jsUKAFB+EJgBAAAAqBSCg4Od10uWLNGmTZsu+dnc3FzdeOONeu211/Tll1+e09+3b19JBYGZJLVo0cL5HACg/CEwAwAAAFCpfPPNN+rRo4d69uyp33///ZKe8ff319ChQ9WxY0fFxcWd09+7d2/ZbDZt3rxZe/fuVUREhCQpICCgVGsHAHgGgRkAAACASqV9+/aKi4vT4cOH1aNHD6Wmpl7Sc8OGDdN3332nNm3anNNXrVo1dezYUVLBKrPCt2PylkwAKJ8IzAAAAABUKhEREVq4cKFq1aqlrVu36p577rmkrZM2m03GmPP2F92W+fDDD2v27NmqVq1aqdUNAPAcAjMAAAAAlU69evX0zTffKCQkRMuXL9fjjz9+ySvAcnJyNHHiRE2ZMsWl/e6775YxRmvXrlXVqlXVo0cP+fv7u6N8AICbEZgBAAAAqJRatmypr776SjabTf/+9781atSoS3pu5syZGjp0qIYPH65Tp04522vWrKn27dtLkubMmaPp06dr+/btzv78/PzS/QAAALchMAMAAABQaXXt2lWTJ0+WJB05cuSSVpk9+OCDuv322zV69GhVqVLFpa9Xr16SpMWLF+uXX35x6eMMMwAoP3y9XQAAAAAAeNOgQYMUGxur22677YJnlBXy9fXVd999V2xfnTp1JEkHDhzQwoULVbNmTSUlJUlihRkAlCesMAMAAABQ6XXs2NEZltntdu3bt++y5omMjJQkZWZmSio4K83Pz0+SLimMAwCUDQRmAAAAAHBGRkaG7r77brVr10779++/6PgffvhBXbp00ZEjRyT9LzDLyMiQJJ08eVJ5eXmSJB8ffvwCgPKC/2IDAAAAwBkOh0MHDx7U0aNH1aNHD6WkpJx3rGVZGjZsmJYuXaqxY8dKkho2bKjJkyfrj3/8oyTp8OHDHqkbAFC6CMwAAAAA4IywsDAtWLBAderU0Y4dO9SnTx9lZ2cXO9YYo9dff11DhgzRsGHDJBWsMHviiScUHx8v6X8rzSQ5V5oBAMo+AjMAAAAAKKJ27dpasGCBwsLC9OOPP2rAgAHnPbC/Y8eOev/99xUTE+PSHhgYKEmy2WzOtpycHPcVDQAoVQRmAAAAAHCWZs2a6euvv5afn59mzpzpXEF2KVasWOF8i2bRwIy3ZAJA+UFgBgAAAADF6NSpkz7++GNJ0vvvv6+EhIRixyUnJ+uHH37Qtm3bJEkDBw7Uc889p5EjR+qf//yncxyBGQCUH77eLgAAAAAAyqr+/fsrJSVFN998s6666qpix4wbN05vvvmmhg4dqnfffVc33HCD6tatq169erHCDADKKQIzAAAAALiAoUOHXrA/Li5OsbGxCg0NlSR9+eWXkqSEhARdffXVznGWZbmvSABAqSIwAwAAAIBLZFmWjDEubYMGDdKgQYPOGfvjjz+63NvtdrfWBgAoPZxhBgAAAAAXsW7dOnXt2lX9+vW75GeeeeYZN1YEAHAnAjMAAAAAuAh/f38tWbJECxYsUE5OzgXHTpgwQbVq1ZLD4XBpDwkJcWeJAIBSRGAGAAAAABfRvHlz1axZU5mZmVq5cuU5/X/84x/VqlUrrVy5Ug6HQ0lJSfLxcf1xKyAgwFPlAgCuEIEZAAAAAFyEMUZdu3aVJC1atOic/p07d2rjxo3avn27IiMjJXHIPwCUZwRmAAAAAHAJunXrJqn4wOwvf/mL5s6dq169ejkDs7NlZ2e7tT4AQOnhLZkAAAAAcAm6dOkiY4y2bt2qQ4cOqU6dOs6+22+/3XldGJjl5+e7PJ+WluaZQgEAV4wVZgAAAABwCapVq6YbbrhBkrR48eLzjqtataokyW63u7SzRRMAyg8CMwAAAAC4RL1791Z8fLxq1qzp0m632/XTTz9p2rRpLoHZH/7wB+eYs1ecAQDKLsNvOQC4gzEmTFJaWlqawsLCvF0OAACAW2VnZysoKEiWZenAgWheKaUAACAASURBVAOqX7++JGnq1KkaMGCAJOn777/Xbbfd5s0yAaBCS09PV3h4uCSFW5aVfiVzcYYZAAAAAFyhKlWq6Oabb1aVKlXkcDgUGBiorKws/elPf/J2aQCAy0BgBgAAAAAldOTIER09elQtWrRwtv3000/O68jISCUmJsrhcDjbjDEerREAcPk4wwwAAAAASmD27NmKiYlxOZ/sbIXnmKWmpnqqLABAKSIwAwAAAIASuOmmmyRJ69at0/Hjx4sdExkZ6bz28Sn4sSskJMT9xQEASgWBGQAAAACUQO3atdWsWTNZlqWlS5c621evXq02bdqoR48eLoFZ4dsxfX05EQcAygsCMwAAAAAooW7dukmSFi1a5Gzz9/fX+vXrtWHDBj355JN64IEHXJ6xLMujNQIALh+BGQAAAACUUGFgtnjxYmcQ1qRJE/3nP//R0qVL1b17d3Xu3NnlGQIzACg/CMwAAAAAoITat2+voKAgJSUlacuWLZKkoKAg9e7dW9ddd53zvqgTJ054vE4AwOUhMAMAAACAEgoICFCnTp0kuW7LLJScnKxdu3Z5uiwAQCnh1EkAAAAAuAzPP/+8HnzwQcXHxzvbdu7cqbVr1yohIUGvvvqqYmNjtW/fPklSbm6ut0oFAJQQK8yAcsAY87QxZr8xJtsYs94Y0+Ei4/saY7YZY3LO/Hn3Wf3GGPOqMeawMSbLGPO9MebaIv1XGWOmnPmeWcaYvcaYvxlj/N31GQEAAMqbzp0766GHHlJUVJSz7d///rceffRR/fLLL2rWrJluueUWZ19OTo43ygQAXAYCM6CMM8bcL2mCpNcktZT0o6SFxph65xl/s6QZkqZJuv7MnzONMTcWGfaipD9JelZSW0lJkr41xoSe6W+sgv8+/EHStZL+KOkpSWNK9cMBAABUMC1bttTtt9+ujh07asuWLbLZbM4+Dv0HgPLD8B9toGwzxqyRtMGyrCFF2rZL+o9lWSOKGT9DUphlWd2LtC2SdNKyrAeNMUbSYUkTLMt640x/gKSjkoZZlvXBeer4i6QhlmXFXmLdYZLS0tLSFBYWdqkfFwAAoFxJSEjQl19+qcDAQD3//PMufVlZWerZs6eWL18uSfrqq6/Ut29fb5QJAJVCenq6wsPDJSncsqz0K5mLFWZAGXZmC2RrSUvO6loiqd15Hru5mPGLi4y/WlLNomMsy8qRtOICc0pSuKSUSyocAACgkti6datGjBihCRMmnLOCLCkpyRmWSVJ+fr6nywMAXCYCM6Bsi5JkU8Hqr6KOqiD0Kk7Ni4yvWaTtkuY0xjSQ9JykSecr1BgTYIwJK/ySFHq+sQAAABVFx44d5e/vr4SEBO3evdvZblmWunfv7jI2JCTE0+UBAC4TgRlQPpy9d9oU01bS8Zc0pzEmRtIiSbMsy/roAt9zhKS0Il+HLjAWAACgQggJCXEe7L9o0SJJ0sMPP6yoqCgdPnzYZWxoKL9PBIDygsAMKNuOS3Lo3JVf1XXuCrFCSRcZn3Tmz4vOeSYsWy5ptaQnL1Lr6yrYtln4Veci4wEAACqEbt26SZIWL14sScrIyFBKSooCAgJcxrElEwDKDwIzoAyzLCtX0npJXc7q6iJp1XkeW13M+Pgi4/erIDRzjjlzVtptRec0xtSW9L2kDZIGWpZ1wX/hWZaVY1lWeuGXpFMXGg8AAFBRFAZmy5cvV3Z2tkaPHq3Nmzfr6quvdhmXk5PjjfIAAJfB19sFALiodyRNM8b8ov+t9KqnM+eJGWM+k5RY5I2Z70r6wRgzTNJ/JfWW1FnSLZJkWZZljJkg6SVjzG5JuyW9JClT0vQzc8aoICw7KOnPkqILXq4pWZZVuEINAAAAkq677jrFxMTo8OHD+vHHH9WlS8HvJaOiolzGHTt2zBvlAQAuA4EZUMZZljXDGFNN0iuSaknaKqmHZVkHzgypJym/yPhVxpgHJI2W9A9JeyXdb1nWmiLTvikpUNL7kqpKWiMp3rKswlVh8ZIanvk6+ywyU4ofDwAAoNwzxqhbt26aMWOGDh486GyvWrWqyziHw+Hp0gAAl8mc/epjACgNZ96UmZaWlqawsDBvlwMAAOBWycnJCgsLU0BAgHJzczVr1ixNnDhRa9b873eWn376qQYMGODFKgGgYktPT1d4eLgkhZ85KuiyscIMAAAAAK5QdHS089oYowEDBpyzoowVZgBQfnDoPwAAAACUIofDofvuu0833nijSzu7ewCg/CAwAwAAAIBSsHjxYjVu3Fj9+/fXF198oaefftqlPyIiwkuVAQBKii2ZAAAAAFAKIiIitHPnTh05ckR5eXmKjIx06c/Pzz/PkwCAsoYVZgAAAABQCtq0aaPIyEilp6drzZo15wRmUVFRXqoMAFBSBGYAAAAAUApsNpvi4+MlSZMnT1bPnj1d+jn0HwDKDwIzAAAAACgl3bp1kyStX79eqamp8vH5349cOTk53ioLAFBCBGYAAAAAUEoKV5ht27ZNy5Yt01133eXs8/Pz81ZZAIASIjADAAAAgFJSq1YttWjRQpKUlJSk6OhoZ19iYqK3ygIAlBCBGQAAAACUov79++uJJ55Qw4YNZbPZnO2sMAOA8sPX2wUAAAAAQEXywgsvSJLWrFmjmTNnOtvtdru3SgIAlBArzAAAAADADZYsWaKUlBTnfVpamherAQCUBIEZAAAAAJQyh8Oh8PBw3XHHHc423pIJAOUHgRkAAAAAlLIpU6bo+eefV3p6urMtNTXVixUBAEqCwAwAAAAASlnnzp0lSb/88ouzLT8/31vlAABKiMAMAAAAAEpZbGysGjVqJMuynG3BwcFerAgAUBIEZgAAAADgBt26dXO5Dw0N9VIlAICSIjADAAAAADc4OzDLzMz0UiUAgJIiMAMAAAAAN7jtttvk4/O/H7lOnjzpxWoAACVBYAYAAAAAbhAcHKxmzZo5748fP+7FagAAJUFgBgAAAABu8uyzzzqvg4KCvFgJAKAkCMwAAAAAwE26du3qvOYMMwAoPwjMAAAAAMBNYmJinNecYQYA5QeBGQAAAAC4ic1mc15v3LjRi5UAAEqCwAwAAAAAPCA5OdnbJQAALhGBGQAAAAB4QFZWlg4cOODtMgAAl4DADAAAAAA8ZPHixd4uAQBwCQjMAAAAAMBDCMwAoHwgMAMAAAAAD/n222+Vl5fn7TIAABdBYAYAAAAAHmCz2XTq1Cn9/PPP3i4FAHARvt4uAAAAAAAqg9DQUEVFRSk1NdXbpQAALoLADAAAAAA84Nprr9XKlSu9XQYA4BKwJRMAAAAA3MgYI0lat26dpk6d6uVqAACXgsAMAAAAANzIsixJUm5urvPQ/+PHj3u5KgDAhRCYAQAAAIAH1KtXTzExMapWrZr++Mc/erscAMAFEJgBAAAAgAf4+Pjozjvv1KlTp7R48WLl5+d7uyQAwHkQmAEAAACAB+Tm5urmm29WaGiokpOTtXHjRm+XBAA4DwIzAAAAAPCAY8eOaenSperQoYMkadGiRV6uCABwPgRmAAAAAOABdrtdPXr0UO3atSURmAFAWUZgBgAAAAAeEhQUpEaNGkmSVq9erbS0NC9XBAAoDoEZAAAAAHjIv/71L/3lL39RXFycHA6Hli1b5u2SAADF8PV2AQAAAABQWaSmpkqSnn32WaWmpur666/3ckUAgOIQmAEAAACAh6SkpEgqCMwAAGUXWzIBAAAAwEO++uordenSRTk5Od4uBQBwAawwAwAAAAAP2bFjh3777TclJCQoOjpa3377rapWrar4+HhvlwYAKIIVZgAAAADgIXFxcfr0008VHR2tqVOn6oEHHtDbb7/t7bIAAGdhhRkAAAAAuJExRpZlSZLCwsI0YMAASVLXrl0lSStWrFBmZqaCgoK8ViMAwBUrzAAAAADAQ06cOOG8btKkierWraucnBz98MMPXqwKAHA2AjMAAAAAcKPg4GDndUpKirZv3661a9fKGKNu3bpJkhYtWuSt8gAAxSAwAwAAAAA3CggIcF6npKSoadOmzm2ZBGYAUDYRmAEAAACAG2VkZDivn3nmGYWEhCgiIkKWZemOO+6QzWbTzp07tX//fi9WCQAoisAMAAAAANzI39/fef2HP/xB6enpWr16tYwxCg8P18033yxJWrVqlbdKBACchbdkAgAAAIAbnT592nl98uRJGWNc+idOnKhq1aqpbt26ni4NAHAerDADAAAAADfy8fnfj10///yzy5syJalFixaEZQBQxrDCDAAAAADcqDAwCw4O1osvvqjDhw/rt99+U7du3fSnP/3Jy9UBAIrDCjMAAAAAcKO8vDxJUlRUlOrWrauUlBR9++23+vnnn51jlixZoh49eujvf/+7t8oEABTBCjMAAAAA8IDMzEwdOnRIe/fuVceOHXX99dc7+44dO6aFCxcqKSlJr7zyiherBABIkrEsy9s1AKiAjDFhktLS0tIUFhbm7XIAAAC8pugh/wkJCapfv/45Y44dO6YaNWpIko4cOaKaNWt6rD4AqCjS09MVHh4uSeGWZaVfyVxsyQQAAAAAD3nhhReKba9evbpat24tqWB7JgDAuwjMAAAAAMCNiq4wW7p0qYYOHaq9e/dqwYIFOnLkiLOva9eukqTFixd7vEYAgCsCMwAAAABwI5vN5rxOS0vTli1bNGjQIPXs2VPLly939nXr1k1SQWDmcDg8XicA4H8IzAAAAADAjYquMJOklJQUNW/eXM2bN5ev7//ew3bTTTcpLCxMJ06c0IYNGzxdJgCgCN6SCQAAAAAedOLECU2cOPGcdj8/P/Xs2VPHjh2T3W73QmUAgEK8JROAW/CWTAAAgAI+Pj46++eu06dPKzg4+JyxlmWdsyINAHBpeEsmAAAAAJRjW7duLbadsAwAygYCMwAAAADwgJCQENWuXVuStH79enXr1k2NGjXS6dOnzxl79OhRHThwwNMlAgDOIDADAAAAAA+Ijo7Wgw8+KEnatm2b1q5dqz179mj//v0u4958803VrFlT//jHP7xRJgBAHPoPAAAAAB5x5MgRhYSESJI2b96sjz/+WBEREYqNjXUZd/3110uSFi1axJlmAOAlBGYAAAAA4EY2m012u13Z2dkKDAyUJG3ZskW9e/cuNgy79dZbVaVKFSUmJuq3337Tdddd5+mSAaDSY0smAAAAALhRYSgWHBysYcOGyWazKT09XQkJCcWODwwMVMeOHSVJixcv9lCVAICiCMwAAAAAwI0KV5U1aNBAkhQVFSWpYFvmb7/9pieffFLbtm1zeaZr166SpOnTpysnJ8eD1QIAJAIzAAAAAHCr8PBwSVLNmjUlSREREZIKArNRo0bpww8/1D//+U+XZ/r27auQkBBt2LBB/fv3l8Ph8GzRAFDJcYYZAAAAALhRenq6JCk5OVmSFBMTo//7v/9Tx44ddfvtt8vHx0ePPPKIyzN169bV119/rZ49eyo5OVlZWVnOFwYAANzPWJbl7RoAVEDGmDBJaWlpaQoLC/N2OQAAAF4TExOjI0eOOO/j4+Mv+WyyH3/8UW3btlWVKlXcVR4AVBjp6emFq3rDLctKv5K52JIJAAAAAG508uRJSZKPT8GPXykpKZf8bIcOHVzCsk2bNpVucQCAYhGYAQAAAIAbFe7qadasmaSCwGzz5s366KOPtGfPHklSamqqxo0bp4ULF553jmHDhqlVq1b68ssvPVM4AFRinGEGAAAAAG5ks9kkSW3btlWDBg1Ut25djRgxQgsXLtR7772nhg0basKECfrb3/6m9u3bq3v37sXOk5GRIcuy9OijjyoyMlLx8fGe/BgAUKkQmAEAAACAG+Xm5kqS9u7dq++++06S9MYbb8hut6t69eqSpD/84Q+aP3++Bg4cKMuyZIxxmcMYo3/+8586fvy4ZsyYoXvuuUffffedbrjhBs9+GACoJDj0H4BbcOg/AABAAT8/P9ntdkVFRemtt97SY489dtlz5ebm6s4779S3336ratWqaeXKlWrcuHHpFQsA5RiH/gMAAABAOXP8+HFt3LhR6enpysvLu6w5/P39NXv2bLVp00YnTpxQ165ddejQoVKuFABAYAYAAAAAHuDr66vZs2crPDxcGzZskFTwAoCMjAznmPz8fM2bN0/Tpk077zyhoaFasGCBrrnmGh08eFDLly93e+0AUNkQmAEAAACAG/n4FPzYZbPZVKNGDUkFQdmdd96patWqacGCBc6x8+bN01133aUXXnhB2dnZ550zOjpaS5Ys0cyZ/7+9uw+yrC7vBP59unu6530cQBlLmDG6m6hBBteXxCUJu64SJZSgQBHZxdWyfIF1E4VaBWIlWTUmZBMYskkMBMkaXF8IGwlGYRVfggkstaJBAdnCSGkpbxXQGWBmeqa7f/tH972e6el576aH6c+naup2n/u7z3nunXNv9fne3znnmpx99tlz+wQAFiCBGQAAwBxavnx5/+fDDjssSfLII49kzZo1SZJvfvOb/ft/5Vd+JevXr8+b3vSmjI6O7rbuunXrcsYZZ/R/37hx434f6gnAjlwlEwAAYA71rng5NjaWxYsXJ5mcYbZ+/fokyR133NEfOzQ0lG984xs7XSVzT+6///68+tWvzvr16/PRj360P6sNgP0jMAMAAJhDg4ODSZLx8fHcddddSSYDs1e84hVJdgzMkuxzWJYkd955Z+6+++5861vfyhFHHJFLLrlkv+oAMMnXDgAAAHPo8ccf7//cnWF27LHHJkm+//3v50c/+tFOj7vnnntyxRVX7NU6TjzxxPzFX/xFkmTDhg25+OKLD7RtgAVNYAYAADCHJiYm+j+/8Y1vTDIZmD3taU/LunXrkux4HrNkMkR7wQtekHPOOSf33XffXq3n7LPPziWXXJIkufDCC3PllVfORvsAC5LADAAA4Eny3Oc+N6eddlpe9rKXJcmM5zFLkrVr1+aXf/mXc/LJJ+/x5P9d7373u3PBBRckSd7+9rfn05/+9Cx1DrCwOIcZAADAHOqeS+z444/f4cqW69evz/XXX79TYJYkn/nMZzI0tO+7bB/60Ify8MMP56qrrsoFF1yQk08+OYsWLdq/5gEWKDPMAAAA5lA3MPvABz6ww327mmGWZL/Cst76Lr/88px33nn54he/KCwD2A8CMwAAgDk0MjLS//mmm25Kay2bNm1K8pPA7M4778zY2NiMj9+0aVOuvPLKHc6FtidDQ0P5wz/8wxx11FH9Zdu3b9+f9gEWJIEZAADAHBoY+Mlu16mnnppFixZl9erVmZiYyHOe85wsX748o6Ojuffee3d67Pj4eI455pi89a1vzY033rjfPVxzzTU59thj88ADD+x3DYCFRGAGAAAwh3qHRJ5wwgn5tV/7tYyPj2diYiKbNm3KwMBAXvjCFyaZ+bDMwcHBnHHGGXn+85+/3+sfHR3N+973vtxzzz15zWtek40bN+53LYCFQmAGAAAwh57+9KcnSV7ykpfk6KOPzrJly5Ikjz76aJKfHJZ51113zfj4D37wg7nrrrty0kkn7df6R0ZGcsMNN+TII4/MHXfckde+9rXZunXrftUCWCgEZgAAAHNo8+bNSZLPfvaz+d73vpfDDjssyU8CswsuuCD33Xdf3v/+98/4+CVLluxw4YD98dznPjc33nhjVq5cmZtvvjlveMMbdnnONAAEZgAAAHNq8eLFSZJ77rknxxxzzE6B2bp16/LsZz97j6HYxMREbrjhhv7j9tVxxx2X66+/PiMjI7nuuuvyjne8I621/aoFcKgTmAEAAMyh7jnDWmv9wOyRRx7ZpzpnnnlmTjrppFx55ZX73csJJ5yQT37ykxkYGMhHPvKRXHvttftdC+BQJjADAACYQ9u2bUuSrFq1Kh/72Md2mmGWJB/+8Idz2mmn5dZbb91lnZNOOikrV67MxMTEAfVz6qmn5oorrsh5552X00477YBqARyqhua7AQAAgIXgla98ZU499dR897vfTTJ5KGbPTTfdlL/+67/O8ccfn5e//OUzPv6ss87K6aefnhUrVhxwL295y1sOuAbAocwMM3gKqKpzq+q+qtpaVbdX1S/uYfxpVXV3VY1O3b5u2v1VVb9dVfdX1Zaq+kpV/ey0Mb9RVbdU1eaq+vFcPC8AgIVg+/btSZIvfOELSZJf//Vfz7XXXpuTTz65P+aNb3xj/uAP/iAnnnjiLuuMjIzMSlg23ejoaM4666x87nOfm/XaAE9VAjM4yFXVmUk2JPmdJC9K8tUkN1TV2l2Mf3mSTyW5Osn6qdtrqurnOsPek+S8JO9M8tIkDyb5QlV1/wIbTvJXST48q08IAGCB6Z3Mf3x8PKeffnpOOOGEncaccsopOf/883PMMcfsVc3vfOc7/ZlqB+qyyy7LJz7xiZx++um7PSQUYCEpV0WBg1tV3Zbk6621czrLvp3kutbahTOM/1SSla2113SW3ZjkR621N9TkX2z3J9nQWrt46v6RJA8leW9r7fJp9d40NfZp+9j3yiQbN27cmJUrV+7LQwEADimHH354Hn300VRVqioTExO555578qUvfSkrVqzI61//+ixdujRJ8tWvfjXj4+M56qij8qxnPStLlizZqd6ll16a888/P29+85vzkY98JEmyefPmbNmyJStWrMjw8PA+9bd9+/accsopueGGG7J69epcddVVOfzwwzM8PJxnP/vZOfLII5NMnovt0UcfzfDwcP/fokWL9nh1T4Any6ZNm7Jq1aokWdVa23QgtQRmcBCrquEkm5Oc0Vr7dGf5ZUmOa63t9PVkVX0/yaWttUs7y96d5F2ttXVV9Zwk/5TkX7XWvtEZ8zdJftxa+4/T6r0pexGYTYVuI51FK5L8QGAGACx0RxxxxA5XxFy2bFmeeOKJHcYMDEwe/NNaS3cfbXBwMIODgxkbG8vExMQOoVtVpbWWwcHBDA0NZXR0tL9sul79wcHBDA8PZ2xsLFWVsbGxjI+P99c93dDQUAYHBzM+Pp6xsbHdPs/h4eF+f2NjY7sdv2jRogwMDGRiYqJ/yOpMqqofAM523W7Yt6fxvddhYmIiY2NjM75WvbpDQ0P913u26nafW1VlfHx8t3V720QyGXTurt/eNpZMbgO9i1TMZGBgIMPDw/1xu6s7MDDQ72FPfXTrbt++fbcXthgaGsrQ0FC/1mzVHRwczKJFi9Jay8DAQLZu3brb59fbLrvvoV31MDIykomJiQwMDGR0dHSXfXTr7uo913uPT6+7bdu23fbRe3/u6b1cVRkZGemvYy7qHsh7ufeeHRgY6Nd6xjOekcMPPzwrVqzI5s2bc8cddySzEJg56T8c3I5IMpjJ2V9dDyVZs4vHrNnD+DWdZdPHrMv+uzDJbx3A4wEADklr1qzZITCbHpYl2eUO9Pj4+A47q91ArXfbHbOrHfxe/T0FONPtaae2a3dBy3R720NrLaOjo3NSd1/63dvXoRfMzHbdZO+fW7LzdrMrrbV96mFiYiJbt27dq7p728O+1E327TXbl7r70u++bJcTExPZsmXLrNXtvcf3pW6y9+/P1tpev2ZzWXdX23v3c6/ngQceyAMPPLDXtfeWwAyeGqb/5VMzLNvX8ftac09+N8klnd9XJPnBAdQDADgkXHvttTn33HPz2GOP5ZFHHunv6I6Ojmbr1q39GSJJsnjx4oyNjWX16tV55jOfmYmJiTz22GP54Q9/mK1bt/Zn7vRmmYyNjWV4eDgrVqzIkiVL8uMf/zhPPPFEv2ZvNsbQ0FDGx8czPDycZcuWZXR0NIODg9m6detOM9MGBgYyPj6eRYsWZcmSJf0QqDczpjeLrLWWoaGhTExMZNGiRVm2bFm2b9/en0XT3TnuzQTpzVpZsmRJf+bcli1b+oHeTLNHli9f3r9v27ZtM4YEvbqLFy/OokWLMjY2lq1bt/Z3qnt1u7dLly7tr2d8fDybN2/eoWb3NVm8eHGGh4czPj6eLVu27LZu77n1ZtHMFJD2jIyMZHh4uL9N7KpukixZsiRDQ0Opqmzfvj1btmyZMSBtrWXx4sX92TybN2/uB0zdur3n13vNkskQ5oknnthl8Do8PNzfJnp1e/9PPb3XdGRkpN9Dkjz++OMzBsOttQwPD2fp0qX7XLeq8vjjj88YdLXWsmjRov7hzlu2bMn27dtnrDsxMZHFixdn8eLF/ffO448/vlMw15vdOTQ0lGXLliVJtm7d2p/lNlPd3nPrvXc2b97cD4N6j+nWXbp0aaoqo6Oj2bZt2w6zSXvv/957b9myZf1+N2/e3A+vptcdHBzsb+/btm3b4b3cfW7J5Ey75cuX9+v2Pqtmeh0GBwf72/v27dv7n2fder1+BwYGsnz58h1m8E0P0Hp1BwYGsnTp0v5nRK9u7zn1ZnKOj49naGgoa9euzZo1a7JixYo88cQT+fKXv7zT9rA/BGZwcPvnJOPZeTbZM7LzDLGeB/cw/sGp2zVJHtjFmH3WWhtN0v8kdS4LAIBJz3ve8/KlL31pvtsAOOR1zmF2wFwlEw5irbVtSW5P8qppd70qyS27eNitM4w/sTP+vkyGZv0xU+dKO2E3NQEAAGDBMMMMDn6XJLm6qr6WyTDsbUnWJvmzJKmqv0zyw84VMy9LcnNVvTfJ3yQ5Jckrk/xCkrTWWlVtSHJRVd2b5N4kF2Xy4gIf7620qtYmOWxqXYNVddzUXd9prT0+h88XAAAA5pXADA5yrbVPVdXhSX4zyTOT3JnkpNba96aGrE0y0Rl/S1X9apIPJvlAJq+IeWZr7bZO2d9PsiTJnyZZneS2JCe21h7rjHl/ku4VM3tX1Py3Sb4yO88OAAAADj61u8vWAuyvqlqZZOPGjRuzcuXK+W4HAACAQ1znHGarWmubDqSWc5gBAAAAQIfADAAAAAA6BGYAAAAA0CEwAwAAAIAOgRkAAAAAdAjMAAAAAKBDYAYAAAAAHQIzAAAAmWUO2wAACwJJREFUAOgQmAEAAABAh8AMAAAAADoEZgAAAADQITADAAAAgA6BGQAAAAB0CMwAAAAAoENgBgAAAAAdAjMAAAAA6BCYAQAAAECHwAwAAAAAOgRmAAAAANAhMAMAAACADoEZAAAAAHQIzAAAAACgQ2AGAAAAAB0CMwAAAADoEJgBAAAAQIfADAAAAAA6BGYAAAAA0CEwAwAAAIAOgRkAAAAAdAjMAAAAAKBDYAYAAAAAHQIzAAAAAOgQmAEAAABAh8AMAAAAADoEZgAAAADQITADAAAAgA6BGQAAAAB0CMwAAAAAoENgBgAAAAAdAjMAAAAA6BCYAQAAAECHwAwAAAAAOgRmAAAAANAhMAMAAACADoEZAAAAAHQIzAAAAACgQ2AGAAAAAB0CMwAAAADoEJgBAAAAQIfADAAAAAA6BGYAAAAA0CEwAwAAAIAOgRkAAAAAdAjMAAAAAKBDYAYAAAAAHQIzAAAAAOgQmAEAAABAh8AMAAAAADoEZgAAAADQITADAAAAgA6BGQAAAAB0CMwAAAAAoENgBgAAAAAdAjMAAAAA6BCYAQAAAECHwAwAAAAAOgRmAAAAANAhMAMAAACADoEZAAAAAHQIzAAAAACgQ2AGAAAAAB0CMwAAAADoEJgBAAAAQIfADAAAAAA6BGYAAAAA0CEwAwAAAIAOgRkAAAAAdAjMAAAAAKBDYAYAAAAAHQIzAAAAAOgQmAEAAABAh8AMAAAAADoEZgAAAADQITADAAAAgA6BGQAAAAB0CMwAAAAAoENgBgAAAAAdAjMAAAAA6BCYAQAAAECHwAwAAAAAOgRmAAAAANAhMAMAAACADoEZAAAAAHQIzAAAAACgQ2AGAAAAAB0CMwAAAADoEJgBAAAAQIfADAAAAAA6BGYAAAAA0CEwg6eAqjq3qu6rqq1VdXtV/eIexp9WVXdX1ejU7eum3V9V9dtVdX9Vbamqr1TVz04bs7qqrq6qjVP/rq6qp83F8wMAAICDicAMDnJVdWaSDUl+J8mLknw1yQ1VtXYX41+e5FNJrk6yfur2mqr6uc6w9yQ5L8k7k7w0yYNJvlBVKzpjPp7kuCSvnvp33FQtAAAAOKRVa22+ewB2o6puS/L11to5nWXfTnJda+3CGcZ/KsnK1tprOstuTPKj1tobqqqS3J9kQ2vt4qn7R5I8lOS9rbXLq+r5Se5O8vOttdumxvx8kluTPK+19v/2ou+VSTZu3LgxK1eu3O/nDwAAAHtj06ZNWbVqVZKsaq1tOpBaQ7PTEjAXqmo4yYuT/N60uz6f5F/v4mEvT3LptGX/O8m7pn7+qSRrpmokSVpro1X1d1M1L5+qsbEXlk2N+T9VtXFqzE6B2VToNtJZtCKZ/MACAACAuTab+58CMzi4HZFkMJOzv7oeymToNZM1exi/prNs+ph1nTEPz1D74d2s98IkvzV94dFHH72L4QAAADAnDktihhksANOPna4Zlu3r+D2Nman+7tb7u0ku6fy+IskPkhyV5LHd9ApPZbZzFgLbOQuB7ZyFwHbOQtDbzh890EICMzi4/XOS8ew8q+sZ2XmGWM+Dexj/4NTtmiQP7GbMkTPUfvqu1ttaG00y2vt98lRpSZLHDvTYcThY2c5ZCGznLAS2cxYC2zkLQWc7P2CukgkHsdbatiS3J3nVtLteleSWXTzs1hnGn9gZf18mA7H+mKlzpZ3QGXNrklVV9bLOmJ9Lsmo36wUAAIBDghlmcPC7JMnVVfW1TAZZb0uyNsmfJUlV/WWSH3aumHlZkpur6r1J/ibJKUlemeQXkqS11qpqQ5KLqureJPcmuSjJ5iQfnxrz7akra/55Vb19qu4VSf52b66QCQAAAE9lAjM4yLXWPlVVhyf5zSTPTHJnkpNaa9+bGrI2yURn/C1V9atJPpjkA0n+KcmZ3SteJvn9JEuS/GmS1UluS3Jia617LoN/n+SP8pOraV6f5J370Ppokv+azmGacAiynbMQ2M5ZCGznLAS2cxaCWdvOq7XdnTccAAAAABYW5zADAAAAgA6BGQAAAAB0CMwAAAAAoENgBgAAAAAdAjNg1lXVuVV1X1Vtrarbq+oX57snmE1VdWFV/d+qeqyqHq6q66rqZ+a7L5grU9t8q6oN890LzLaqelZVfayqHqmqzVX1j1X14vnuC2ZLVQ1V1Qen/j7fUlXfrarfrCp5AE9ZVfVLVfWZqrp/6m+UU6fdX1X121P3b6mqr1TVz+7LOrxBgFlVVWcm2ZDkd5K8KMlXk9xQVWvntTGYXSck+ZMkP5/kVUmGkny+qpbNa1cwB6rqpUneluSb890LzLaqWp3kH5JsT/KaJC9Icn6SH89nXzDL3pvkHUnemeT5Sd6T5L8k+c/z2RQcoGVJ7sjkdj2T9yQ5b+r+lyZ5MMkXqmrF3q6gWmsH2iRAX1XdluTrrbVzOsu+neS61tqF89cZzJ2qenqSh5Oc0Fq7eb77gdlSVcuTfD3JuUnel+QfW2vvmt+uYPZU1e8lOb61ZjY8h6yq+tskD7XW3tJZ9r+SbG6tnT1/ncHsqKqW5HWtteumfq8k9yfZ0Fq7eGrZSJKHkry3tXb53tQ1wwyYNVU1nOTFST4/7a7PJ/nXT35H8KRZNXX76Lx2AbPvT5J8trV203w3AnPktUm+VlV/NXWI/Teq6q3z3RTMsr9P8u+q6qeTpKrWJ/mFJJ+b165g7vxUkjXp7Je21kaT/F32Yb90aPb7AhawI5IMZjK573ookx9YcMiZ+gbrkiR/31q7c777gdlSVb+ayS9BXjLfvcAcek6SczL5Of6hJC9L8kdVNdpa+8t57Qxmz8WZ/HLvnqoaz+Tf67/RWvvE/LYFc6a37znTfum6vS0iMAPmwvRjvWuGZXCo+OMkx2bym1o4JFTV0UkuS3Jia23rfPcDc2ggyddaaxdN/f6NqZNCn5NEYMah4swk/yHJWUnuSnJckg1VdX9r7aPz2hnMrQPaLxWYAbPpn5OMZ+fZZM/Izuk+POVV1X/P5OE8v9Ra+8F89wOz6MWZ/Oy+fXISZZLJGQm/VFXvTDLSWhufr+ZgFj2Q5O5py76d5LR56AXmyn9L8nuttU9O/f6tqlqX5MIkAjMORQ9O3a7J5Od8zz7tlzqHGTBrWmvbktyeyasGdr0qyS1PfkcwN6YuU/3HSV6f5BWttfvmuyeYZV9M8sJMzkLo/ftakv+Z5DhhGYeQf0jyM9OW/XSS781DLzBXliaZmLZsPPIADl33ZTI06++XTp1v+4Tsw36pGWbAbLskydVV9bUktyZ5W5K1Sf5sXruC2fUnmTys4ZQkj1VVb1blxtbalvlrC2ZHa+2xJDuck6+qnkjyiHP1cYi5NMktVXVRkmsyeQ6zt039g0PFZ5L8RlV9P5OHZL4oyXlJrprXruAATF3J+190Fv1UVR2X5NHW2verakOSi6rq3iT3JrkoyeYkH9/rdbTmtELA7Kqqc5O8J8kzM7nD9e7W2s3z2xXMnqlLV8/kza21//Fk9gJPlqr6SpJ/bK29a757gdlUVScn+d0k/zKTsxIuaa39+fx2BbOnqlYk+UCS12XykLT7k3wiyfunjhCBp5yq+jdJvjzDXR9trb1p6sJcv5Xk7UlWJ7ktyX/aly/+BGYAAAAA0OGYZQAAAADoEJgBAAAAQIfADAAAAAA6BGYAAAAA0CEwAwAAAIAOgRkAAAAAdAjMAAAAAKBDYAYAAAAAHQIzAAAAAOgQmAEAAABAh8AMAAAAADoEZgAAAADQ8f8Bj47/qPPsf7IAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*10.0/float(nx)\n",
" y = h[0,:]\n",
" \n",
" plt.plot(x, y, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
"\n",
"for simulator in simulators:\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" \n",
" #Plot reference solution\n",
" ref_x, ref_h, _ = gen_reference(4096)\n",
" plt.plot(ref_x, ref_h, '-', label='Reference')\n",
" ref_x = None\n",
" ref_h = None\n",
" gc.collect()\n",
" \n",
" #Plot simulation results\n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" plt.title(str(simulator.__name__))\n",
" plt.axis([0, 10, 0, 0.0055])\n",
" plt.legend()\n",
" \n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figLegend = plt.figure()#figsize = (1.5,1.3))\n",
"plt.plot(0, 0)\n",
"plt.figlegend(*fig.gca().get_legend_handles_labels(), loc = 'center')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_comparison(**kwargs):\n",
" ref_x, ref_h, _ = gen_reference(4096)\n",
" plt.plot(ref_x, ref_h, '-', color='black', label='Analytic')\n",
" ref_x = None\n",
" ref_h = None\n",
" gc.collect()\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" nx = 512\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)\n",
" \n",
"\n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"boxes = np.array([\\\n",
" [[3.5, 4.1], [0.0044, 0.00505]], \\\n",
" [[4.7, 5.05], [0.0025, 0.0027]], \\\n",
" [[6.1, 6.40], [0.0009, 0.0026]] \\\n",
" ])\n",
"\n",
"plot_comparison(marker=' ')\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"plt.xlim([0, 10])\n",
"plt.ylim([0, 0.0055])\n",
"plt.legend(loc='lower left')\n",
"save_figure(fig, 'solution')\n",
"\n",
"for i, bbox in enumerate(boxes):\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" plot_comparison()\n",
" plt.xlim(bbox[0])\n",
" plt.ylim(bbox[1])\n",
" plt.legend()\n",
" \n",
" save_figure(fig, \"solution_zoom_\" + str(i))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}