mirror of
https://github.com/smyalygames/FiniteVolumeGPU.git
synced 2025-05-18 06:24:13 +02:00
1318 lines
2.0 MiB
1318 lines
2.0 MiB
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"```\n",
|
|
"This notebook sets up and runs a set of benchmarks to compare\n",
|
|
"different numerical discretizations of the SWEs\n",
|
|
"\n",
|
|
"Copyright (C) 2016 SINTEF ICT\n",
|
|
"\n",
|
|
"This program is free software: you can redistribute it and/or modify\n",
|
|
"it under the terms of the GNU General Public License as published by\n",
|
|
"the Free Software Foundation, either version 3 of the License, or\n",
|
|
"(at your option) any later version.\n",
|
|
"\n",
|
|
"This program is distributed in the hope that it will be useful,\n",
|
|
"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
|
|
"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
|
|
"GNU General Public License for more details.\n",
|
|
"\n",
|
|
"You should have received a copy of the GNU General Public License\n",
|
|
"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
|
|
"```"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#Lets have matplotlib \"inline\"\n",
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"#Python 2.7 compatibility\n",
|
|
"from __future__ import print_function\n",
|
|
"\n",
|
|
"#Import packages we need\n",
|
|
"import numpy as np\n",
|
|
"from matplotlib import animation, rc\n",
|
|
"from matplotlib import pyplot as plt\n",
|
|
"from matplotlib import gridspec\n",
|
|
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
|
|
"#import mpld3\n",
|
|
"\n",
|
|
"import subprocess\n",
|
|
"import os\n",
|
|
"import gc\n",
|
|
"import datetime\n",
|
|
"import logging\n",
|
|
"\n",
|
|
"import pycuda.driver as cuda\n",
|
|
"\n",
|
|
"try:\n",
|
|
" from StringIO import StringIO\n",
|
|
"except ImportError:\n",
|
|
" from io import StringIO"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#Get root logger\n",
|
|
"logger = logging.getLogger('')\n",
|
|
"logger.setLevel(logging.DEBUG)\n",
|
|
"\n",
|
|
"#Add log to file\n",
|
|
"fh = logging.FileHandler('output.log')\n",
|
|
"formatter = logging.Formatter('%(asctime)s:%(name)s:%(levelname)s: %(message)s')\n",
|
|
"fh.setFormatter(formatter)\n",
|
|
"fh.setLevel(logging.DEBUG)\n",
|
|
"logger.addHandler(fh)\n",
|
|
"\n",
|
|
"#Add log to screen\n",
|
|
"ch = logging.StreamHandler()\n",
|
|
"ch.setLevel(logging.INFO)\n",
|
|
"logger.addHandler(ch)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#Finally, import our simulator\n",
|
|
"from GPUSimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, IPythonMagic"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"PyCUDA version 2017.1.1\n",
|
|
"CUDA version (9, 1, 0)\n",
|
|
"Driver version 9010\n",
|
|
"Using 'GeForce 840M' GPU\n",
|
|
"Created context handle <781730575312>\n",
|
|
"Autotuning enabled. It may take several minutes to run the code the first time: have patience\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"%cuda_context_handler cuda_context"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"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": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def save_figure(fig, stem):\n",
|
|
" fig_filename = \"convergence_smooth2d_\" + stem + \".pdf\"\n",
|
|
" \n",
|
|
" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
|
|
" \n",
|
|
" #ax = fig.gca()\n",
|
|
" #pos1 = ax.get_position() # get the original position \n",
|
|
" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
|
|
" #ax.set_position(pos2) # set a new position\n",
|
|
" \n",
|
|
" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
|
|
" # horizontalalignment='right', verticalalignment='bottom')\n",
|
|
" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
|
|
" \n",
|
|
" legend = fig.gca().legend_\n",
|
|
" if (legend != None):\n",
|
|
" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
|
|
" else:\n",
|
|
" fig.savefig(fig_filename)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def downsample(highres_solution, factor):\n",
|
|
" assert(highres_solution.shape[0] % factor == 0)\n",
|
|
" assert(highres_solution.shape[1] % factor == 0)\n",
|
|
" ny = highres_solution.shape[0] / factor\n",
|
|
" nx = highres_solution.shape[1] / factor\n",
|
|
" \n",
|
|
" if (factor == 1):\n",
|
|
" return highres_solution\n",
|
|
" else:\n",
|
|
" return highres_solution.reshape([int(ny), int(factor), int(nx), int(factor)]).mean(3).mean(1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[1.0, 2.0, 0.2726356370001644]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def wall_boundary_conditions(data):\n",
|
|
" data[0:2,:] = data[4:2:-1,:]\n",
|
|
" data[-2:,:] = data[-3:-5:-1,:]\n",
|
|
" data[:,0:2] = data[:,4:2:-1]\n",
|
|
" data[:,-2:] = data[:,-3:-5:-1]\n",
|
|
" return data\n",
|
|
" \n",
|
|
"\n",
|
|
"def gen_test_data(nx, ny, ref_nx, ref_ny, g, num_ghost_cells):\n",
|
|
" width = 100.0\n",
|
|
" height = 100.0\n",
|
|
" ref_dx = width / float(ref_nx)\n",
|
|
" ref_dy = height / float(ref_ny)\n",
|
|
"\n",
|
|
" x_center = ref_dx*ref_nx/2.0\n",
|
|
" y_center = ref_dy*ref_ny/2.0\n",
|
|
"\n",
|
|
" #Create a gaussian \"dam break\" that will not form shocks\n",
|
|
" size = width / 5.0\n",
|
|
" dt = 10**10\n",
|
|
" \n",
|
|
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
|
|
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
|
|
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
|
|
" \n",
|
|
" x = ref_dx*(np.arange(0, ref_nx, dtype=np.float32)+0.5) - x_center\n",
|
|
" y = ref_dy*(np.arange(0, ref_ny, dtype=np.float32)+0.5) - y_center\n",
|
|
" xv, yv = np.meshgrid(x, y, sparse=False, indexing='xy')\n",
|
|
" r = np.sqrt(xv**2 + yv**2)\n",
|
|
" xv = None\n",
|
|
" yv = None\n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" #Make sure that the wanted resolution is suitable\n",
|
|
" assert(ref_nx >= nx)\n",
|
|
" assert(ref_ny >= ny)\n",
|
|
" assert(nx/ref_nx == ny/ref_ny)\n",
|
|
" \n",
|
|
" #Generate highres then downsample\n",
|
|
" #h_highres = 0.5 + 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
|
|
" h_highres = 0.5 + 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
|
|
" h[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(h_highres, ref_nx/nx)\n",
|
|
" h_highres = None\n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" #hu_highres = 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
|
|
" hu_highres = 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
|
|
" hu[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(hu_highres, ref_nx/nx)\n",
|
|
" hu_highres = None\n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" #hv_highres = 0.1*np.exp(-(xv**2/size + yv**2/size))\n",
|
|
" hv_highres = 0.1*0.5*(1.0 + np.cos(np.pi*r/size)) * (r < size)\n",
|
|
" hv[num_ghost_cells:-num_ghost_cells, num_ghost_cells:-num_ghost_cells] = downsample(hv_highres, ref_nx/nx)\n",
|
|
" hv_highres = None\n",
|
|
" gc.collect()\n",
|
|
" \n",
|
|
" #Fix boundary conditions\n",
|
|
" h = wall_boundary_conditions(h);\n",
|
|
" hu = wall_boundary_conditions(hu);\n",
|
|
" hv = wall_boundary_conditions(hv);\n",
|
|
" \n",
|
|
" scale = 0.7\n",
|
|
" max_h_estimate = 0.6\n",
|
|
" max_u_estimate = 0.1*np.sqrt(2.0)\n",
|
|
" dx = width/nx\n",
|
|
" dy = height/ny\n",
|
|
" dt = scale * min(dx, dy) / (max_u_estimate + np.sqrt(g*max_h_estimate))\n",
|
|
" \n",
|
|
" return h, hu, hv, dx, dy, dt\n",
|
|
"\n",
|
|
"h, hu, hv, dx, dy, dt = gen_test_data(nx=100, ny=50, ref_nx=1000, ref_ny=500, g=9.81, num_ghost_cells=2)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"ax=plt.subplot(1,3,1)\n",
|
|
"im=plt.imshow(h, extent=[0, 100, 0, 100])\n",
|
|
"divider = make_axes_locatable(ax)\n",
|
|
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
|
|
"plt.colorbar(im, cax=cax)\n",
|
|
"\n",
|
|
"ax=plt.subplot(1,3,2)\n",
|
|
"im=plt.imshow(hu, extent=[0, 100, 0, 100])\n",
|
|
"divider = make_axes_locatable(ax)\n",
|
|
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
|
|
"plt.colorbar(im, cax=cax)\n",
|
|
"\n",
|
|
"ax=plt.subplot(1,3,3)\n",
|
|
"im=plt.imshow(hv, extent=[0, 100, 0, 100])\n",
|
|
"divider = make_axes_locatable(ax)\n",
|
|
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
|
|
"plt.colorbar(im, cax=cax)\n",
|
|
"\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"print([dx, dy, dt])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 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(simulator, courant_number, nx, ny, ref_nx, ref_ny, num_ghost_cells, g=9.81, force_rerun=False, datafilename=None):\n",
|
|
"\n",
|
|
" if (datafilename and os.path.isfile(datafilename) and force_rerun == False):\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" print(\"Existing simulation exists, skipping simulation\")\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" return[0, 0, 0]\n",
|
|
" else:\n",
|
|
" #Generate high-res initial conditions\n",
|
|
" h0, hu0, hv0, dx, dy, dt = gen_test_data(nx=nx, ny=ny, ref_nx=ref_nx, ref_ny=ref_ny, g=g, num_ghost_cells=num_ghost_cells)\n",
|
|
" dt = dt * courant_number\n",
|
|
"\n",
|
|
" #Initialize simulator\n",
|
|
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as timer:\n",
|
|
" sim = simulator(cuda_context, \\\n",
|
|
" h0, hu0, hv0, \\\n",
|
|
" nx, ny, \\\n",
|
|
" dx, dy, dt, \\\n",
|
|
" g)\n",
|
|
"\n",
|
|
" t, nt = sim.simulate(1.0)\n",
|
|
" \n",
|
|
" h, hu, hv = sim.download()\n",
|
|
"\n",
|
|
" sanity_check(h, \"h\")\n",
|
|
" sanity_check(hu, \"hu\")\n",
|
|
" sanity_check(hv, \"hv\")\n",
|
|
"\n",
|
|
" if (datafilename):\n",
|
|
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv, nt=nt, t=t, elapsed=timer.secs)\n",
|
|
" else:\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" print(\"No datafilename supplied - no data saved to disk!\")\n",
|
|
" print(\"=== WARNING ===\")\n",
|
|
" \n",
|
|
" \n",
|
|
" gc.collect() # Force run garbage collection to free up memory\n",
|
|
" \n",
|
|
" return [timer.secs, nt, dt]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 5 steps in 0.003002 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"3358"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"datafilename = \"temp_data.npz\"\n",
|
|
"elapsed, nt, dt = run_benchmark(KP07.KP07, \n",
|
|
" courant_number=0.9, \n",
|
|
" ref_nx=500, ref_ny=1000,\n",
|
|
" nx=50, ny=100, \n",
|
|
" num_ghost_cells=2, force_rerun=True,\n",
|
|
" datafilename=datafilename)\n",
|
|
"\n",
|
|
"with np.load(datafilename) as data:\n",
|
|
" rh = downsample(data['h'], 2)\n",
|
|
"\n",
|
|
" plt.figure()\n",
|
|
" plt.imshow(rh, extent=[0, 100, 0, 100])\n",
|
|
" plt.colorbar()\n",
|
|
" plt.show()\n",
|
|
" \n",
|
|
"gc.collect()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001015 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001022 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001002 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n",
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001000 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n",
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001028 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== WARNING ===\n",
|
|
"No datafilename supplied - no data saved to disk!\n",
|
|
"=== WARNING ===\n",
|
|
"Completed warmup in 2.27066707611084 s\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001002 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 1 steps in 0.001001 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 3 steps in 0.000000 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001000 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 11 steps in 0.001001 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 21 steps in 0.002002 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 42 steps in 0.002001 seconds\n",
|
|
"LxF simulated 1.000000 seconds to 1.000000 with 84 steps in 0.011005 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 3 steps in 0.001001 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001001 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 11 steps in 0.001001 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 21 steps in 0.003030 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 42 steps in 0.004980 seconds\n",
|
|
"FORCE simulated 1.000000 seconds to 1.000000 with 84 steps in 0.009007 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000994 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 3 steps in 0.001001 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001002 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 11 steps in 0.001002 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 21 steps in 0.003002 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 42 steps in 0.006005 seconds\n",
|
|
"HLL simulated 1.000000 seconds to 1.000000 with 84 steps in 0.011014 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000992 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001003 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 4 steps in 0.001001 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 6 steps in 0.000978 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 12 steps in 0.001009 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 22 steps in 0.002975 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 42 steps in 0.004002 seconds\n",
|
|
"HLL2 simulated 1.000000 seconds to 1.000000 with 84 steps in 0.008006 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001001 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001000 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 4 steps in 0.000000 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 6 steps in 0.001001 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 12 steps in 0.001001 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 22 steps in 0.002003 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 42 steps in 0.003003 seconds\n",
|
|
"WAF simulated 1.000000 seconds to 1.000000 with 84 steps in 0.009008 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 1 steps in 0.000000 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001000 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 3 steps in 0.000000 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 6 steps in 0.000999 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 11 steps in 0.002001 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 21 steps in 0.007005 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 42 steps in 0.014010 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 84 steps in 0.011024 seconds\n",
|
|
"KP07 simulated 1.000000 seconds to 1.000000 with 167 steps in 0.055041 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.000000 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 2 steps in 0.001000 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 4 steps in 0.001002 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 6 steps in 0.000997 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 12 steps in 0.002002 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 22 steps in 0.004003 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 42 steps in 0.005984 seconds\n",
|
|
"KP07_dimsplit simulated 1.000000 seconds to 1.000000 with 84 steps in 0.010002 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Completed simulation in 148.03999781608582 s\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"reference_nx = 2048\n",
|
|
"force_rerun=True\n",
|
|
"domain_sizes = [8, 16, 32, 64, 128, 256, 512, 1024]\n",
|
|
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
|
|
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
|
|
"simulator_names = ['LxF', 'FORCE', 'HLL', 'HLL2', 'WAF', 'KP07', 'KP07 dimsplit']\n",
|
|
"simulator_courant_numbers = [0.9, 0.9, 0.9, 0.9, 0.9, 0.45, 0.9]\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"sim_elapsed_time = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"sim_dt = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"sim_nt = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"\n",
|
|
"#Warmup to compile kernels\n",
|
|
"with Common.Timer(\"warmup\") as timer:\n",
|
|
" for i in range(len(simulators)):\n",
|
|
" run_benchmark(simulator=simulators[i], \n",
|
|
" courant_number=simulator_courant_numbers[i], \n",
|
|
" nx=16, ny=16, ref_nx=16, ref_ny=16,\n",
|
|
" num_ghost_cells=simulator_ghost_cells[i], \n",
|
|
" force_rerun=force_rerun)\n",
|
|
"print(\"Completed warmup in {:} s\".format(timer.secs))\n",
|
|
" \n",
|
|
"with Common.Timer(\"simulation\") as timer:\n",
|
|
" for i in range(len(simulators)): \n",
|
|
" # Run the simulation for all the domain sizes\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" datafilename = gen_filename(simulators[i], nx)\n",
|
|
" [secs, nt, dt] = run_benchmark(simulator=simulators[i], \n",
|
|
" courant_number=simulator_courant_numbers[i], \n",
|
|
" nx=nx, ny=nx, ref_nx=reference_nx, ref_ny=reference_nx,\n",
|
|
" num_ghost_cells=simulator_ghost_cells[i], \n",
|
|
" force_rerun=force_rerun, \n",
|
|
" datafilename=datafilename)\n",
|
|
" sim_elapsed_time[i, j] = secs\n",
|
|
" sim_dt[i, j] = dt\n",
|
|
" sim_nt[i, j] = nt\n",
|
|
"\n",
|
|
" # Run reference with a low CFL-number\n",
|
|
" datafilename = gen_filename(simulators[i], reference_nx)\n",
|
|
" run_benchmark(simulator=simulators[i], \n",
|
|
" courant_number=simulator_courant_numbers[i], \n",
|
|
" nx=reference_nx, ny=reference_nx, ref_nx=reference_nx, ref_ny=reference_nx,\n",
|
|
" num_ghost_cells=simulator_ghost_cells[i], \n",
|
|
" force_rerun=force_rerun, \n",
|
|
" datafilename=datafilename)\n",
|
|
"print(\"Completed simulation in {:} s\".format(timer.secs))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0xb6081e3cc0>"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"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": [
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.title(\"Elapsed time vs number of cells\")\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.plot(domain_sizes, sim_elapsed_time[i,:], label=simulator.__name__)\n",
|
|
"plt.legend()\n",
|
|
" \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.title(\"Dt vs number of cells\")\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.loglog(domain_sizes, sim_dt[i,:], label=simulator.__name__)\n",
|
|
"plt.legend()\n",
|
|
" \n",
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"plt.title(\"Number of timesteps vs number of cells\")\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.plot(domain_sizes, sim_nt[i,:], label=simulator.__name__)\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>8</th>\n",
|
|
" <th>16</th>\n",
|
|
" <th>32</th>\n",
|
|
" <th>64</th>\n",
|
|
" <th>128</th>\n",
|
|
" <th>256</th>\n",
|
|
" <th>512</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>LxF</th>\n",
|
|
" <td>2.109998</td>\n",
|
|
" <td>1.117344</td>\n",
|
|
" <td>1.770541</td>\n",
|
|
" <td>1.130174</td>\n",
|
|
" <td>1.398593</td>\n",
|
|
" <td>1.459872</td>\n",
|
|
" <td>1.585554</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>1.969524</td>\n",
|
|
" <td>0.870155</td>\n",
|
|
" <td>1.417391</td>\n",
|
|
" <td>1.071845</td>\n",
|
|
" <td>1.273040</td>\n",
|
|
" <td>1.323936</td>\n",
|
|
" <td>1.569603</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL</th>\n",
|
|
" <td>1.271458</td>\n",
|
|
" <td>1.218233</td>\n",
|
|
" <td>1.018041</td>\n",
|
|
" <td>1.023368</td>\n",
|
|
" <td>1.120194</td>\n",
|
|
" <td>1.259487</td>\n",
|
|
" <td>1.649370</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL2</th>\n",
|
|
" <td>2.011525</td>\n",
|
|
" <td>2.450778</td>\n",
|
|
" <td>0.885168</td>\n",
|
|
" <td>0.590706</td>\n",
|
|
" <td>0.819484</td>\n",
|
|
" <td>1.128430</td>\n",
|
|
" <td>2.156802</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>2.017352</td>\n",
|
|
" <td>2.425415</td>\n",
|
|
" <td>1.090346</td>\n",
|
|
" <td>0.720764</td>\n",
|
|
" <td>0.829376</td>\n",
|
|
" <td>0.947729</td>\n",
|
|
" <td>1.857874</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>1.560495</td>\n",
|
|
" <td>2.067524</td>\n",
|
|
" <td>1.738482</td>\n",
|
|
" <td>2.077667</td>\n",
|
|
" <td>2.065662</td>\n",
|
|
" <td>2.206142</td>\n",
|
|
" <td>2.172162</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>1.896522</td>\n",
|
|
" <td>2.258217</td>\n",
|
|
" <td>1.073543</td>\n",
|
|
" <td>0.676780</td>\n",
|
|
" <td>0.846475</td>\n",
|
|
" <td>1.155170</td>\n",
|
|
" <td>2.138188</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" 8 16 32 64 128 256 \\\n",
|
|
"LxF 2.109998 1.117344 1.770541 1.130174 1.398593 1.459872 \n",
|
|
"FORCE 1.969524 0.870155 1.417391 1.071845 1.273040 1.323936 \n",
|
|
"HLL 1.271458 1.218233 1.018041 1.023368 1.120194 1.259487 \n",
|
|
"HLL2 2.011525 2.450778 0.885168 0.590706 0.819484 1.128430 \n",
|
|
"WAF 2.017352 2.425415 1.090346 0.720764 0.829376 0.947729 \n",
|
|
"KP07 1.560495 2.067524 1.738482 2.077667 2.065662 2.206142 \n",
|
|
"KP07_dimsplit 1.896522 2.258217 1.073543 0.676780 0.846475 1.155170 \n",
|
|
"\n",
|
|
" 512 \n",
|
|
"LxF 1.585554 \n",
|
|
"FORCE 1.569603 \n",
|
|
"HLL 1.649370 \n",
|
|
"HLL2 2.156802 \n",
|
|
"WAF 1.857874 \n",
|
|
"KP07 2.172162 \n",
|
|
"KP07_dimsplit 2.138188 "
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Max</th>\n",
|
|
" <th>Min</th>\n",
|
|
" <th>Mean</th>\n",
|
|
" <th>Stdev</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>LxF</th>\n",
|
|
" <td>2.109998</td>\n",
|
|
" <td>1.117344</td>\n",
|
|
" <td>1.510297</td>\n",
|
|
" <td>0.326663</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>FORCE</th>\n",
|
|
" <td>1.969524</td>\n",
|
|
" <td>0.870155</td>\n",
|
|
" <td>1.356499</td>\n",
|
|
" <td>0.327437</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL</th>\n",
|
|
" <td>1.649370</td>\n",
|
|
" <td>1.018041</td>\n",
|
|
" <td>1.222879</td>\n",
|
|
" <td>0.199257</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HLL2</th>\n",
|
|
" <td>2.450778</td>\n",
|
|
" <td>0.590706</td>\n",
|
|
" <td>1.434699</td>\n",
|
|
" <td>0.694177</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>WAF</th>\n",
|
|
" <td>2.425415</td>\n",
|
|
" <td>0.720764</td>\n",
|
|
" <td>1.412694</td>\n",
|
|
" <td>0.624331</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07</th>\n",
|
|
" <td>2.206142</td>\n",
|
|
" <td>1.560495</td>\n",
|
|
" <td>1.984019</td>\n",
|
|
" <td>0.222584</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>KP07_dimsplit</th>\n",
|
|
" <td>2.258217</td>\n",
|
|
" <td>0.676780</td>\n",
|
|
" <td>1.434985</td>\n",
|
|
" <td>0.599449</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Max Min Mean Stdev\n",
|
|
"LxF 2.109998 1.117344 1.510297 0.326663\n",
|
|
"FORCE 1.969524 0.870155 1.356499 0.327437\n",
|
|
"HLL 1.649370 1.018041 1.222879 0.199257\n",
|
|
"HLL2 2.450778 0.590706 1.434699 0.694177\n",
|
|
"WAF 2.425415 0.720764 1.412694 0.624331\n",
|
|
"KP07 2.206142 1.560495 1.984019 0.222584\n",
|
|
"KP07_dimsplit 2.258217 0.676780 1.434985 0.599449"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"from IPython.display import display\n",
|
|
"\n",
|
|
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
|
|
"order = np.zeros((len(simulators), len(domain_sizes)-1))\n",
|
|
"\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" #Read the reference solution\n",
|
|
" datafilename = gen_filename(simulator, reference_nx)\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h_ref = data['h']\n",
|
|
" \n",
|
|
" #Compute conservation and error for subsequent resolutions\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" #Read current resolution\n",
|
|
" datafilename = gen_filename(simulator, nx)\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h = data['h']\n",
|
|
" \n",
|
|
" #Downsample reference to current resolution\n",
|
|
" h_ref_downsampled = downsample(h_ref, reference_nx/nx)\n",
|
|
" \n",
|
|
" #Compute error per cell\n",
|
|
" error[i, j] = np.linalg.norm((h_ref_downsampled - h).flatten(), ord=1) / (nx*nx)\n",
|
|
" conservation[i, j] = (np.sum(h_ref_downsampled) - np.sum(h))\n",
|
|
" \n",
|
|
" #Compute the numerical order\n",
|
|
" a = np.arange(1, len(domain_sizes))\n",
|
|
" order[i,:] = np.log2(error[i, :-1] / error[i, 1:])\n",
|
|
"\n",
|
|
"\n",
|
|
"table = pd.DataFrame(order, columns=domain_sizes[:-1], index=[simulator.__name__ for simulator in simulators])\n",
|
|
"display(table)\n",
|
|
"\n",
|
|
"order_summary = pd.DataFrame(np.empty((len(simulators), 4)), columns=['Max', 'Min', 'Mean', 'Stdev'], index=[simulator.__name__ for simulator in simulators])\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" order_summary.loc[simulator.__name__] = [np.max(order[i,:]), \n",
|
|
" np.min(order[i,:]), \n",
|
|
" np.mean(order[i,:]), \n",
|
|
" np.std(order[i,:])]\n",
|
|
"display(order_summary)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure()\n",
|
|
"setBwStyles(fig.gca())\n",
|
|
"\n",
|
|
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
|
|
"\n",
|
|
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
|
|
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
|
|
"\n",
|
|
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
|
|
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
|
|
"\n",
|
|
"for i, simulator in enumerate(simulators):\n",
|
|
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
|
|
"\n",
|
|
"plt.xlabel('Number of cells')\n",
|
|
"plt.ylabel('Error')\n",
|
|
"plt.title(\"Convergence\")\n",
|
|
"plt.legend()\n",
|
|
"save_figure(fig, 'convergence')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def plot_solution(simulator, nx, label, **kwargs):\n",
|
|
" datafilename = gen_filename(simulator, nx)\n",
|
|
" \n",
|
|
" #Read the solution\n",
|
|
" with np.load(datafilename) as data:\n",
|
|
" h = data['h']\n",
|
|
" h = h[int(nx/2),:]\n",
|
|
" \n",
|
|
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
|
|
" \n",
|
|
" plt.plot(x, h, label=label, **kwargs)\n",
|
|
" \n",
|
|
" h = None\n",
|
|
" x = None\n",
|
|
" gc.collect() # Force run garbage collection to free up memory\n",
|
|
" \n",
|
|
"def plot_comparison(nx, **kwargs):\n",
|
|
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
|
|
"\n",
|
|
" for i, simulator in enumerate(simulators):\n",
|
|
" plot_solution(simulator, nx, simulator.__name__, **kwargs)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"boxes = np.array([\\\n",
|
|
" [[28, 35], [0.499, 0.516]], \\\n",
|
|
" [[45, 56], [0.58, 0.60]]\n",
|
|
" ])\n",
|
|
"comparison_nx = 32\n",
|
|
"\n",
|
|
"fig = plt.figure(figsize=(12, 12))\n",
|
|
"gs = gridspec.GridSpec(2, 2)\n",
|
|
" \n",
|
|
"ax1 = fig.add_subplot(gs[0,:])\n",
|
|
"setBwStyles(ax1)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, comparison_nx, simulator.__name__, marker=' ')\n",
|
|
"for box_x, box_y in boxes:\n",
|
|
" x = np.kron(box_x, np.ones((2)))\n",
|
|
" y = np.hstack((box_y, box_y[::-1]))\n",
|
|
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
|
|
"plt.title(\"Comparison of solutions at nx=\" + str(comparison_nx))\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"ax2 = fig.add_subplot(gs[1,0])\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
|
|
"plt.xlim(boxes[0, 0])\n",
|
|
"plt.ylim(boxes[0, 1])\n",
|
|
"\n",
|
|
"ax3 = fig.add_subplot(gs[1,1])\n",
|
|
"setBwStyles(ax3)\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, comparison_nx, simulator.__name__, markevery=2)\n",
|
|
"plt.xlim(boxes[1, 0])\n",
|
|
"plt.ylim(boxes[1, 1])\n",
|
|
" \n",
|
|
"save_figure(fig, 'solution')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = plt.figure(figsize=(12, 12))\n",
|
|
"gs = gridspec.GridSpec(2, 2)\n",
|
|
" \n",
|
|
"ax1 = fig.add_subplot(gs[0,:])\n",
|
|
"setBwStyles(ax1)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
|
|
"for box_x, box_y in boxes:\n",
|
|
" x = np.kron(box_x, np.ones((2)))\n",
|
|
" y = np.hstack((box_y, box_y[::-1]))\n",
|
|
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
|
|
"plt.title(\"Comparison of reference solutions\")\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"ax2 = fig.add_subplot(gs[1,0])\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
|
|
"plt.xlim(boxes[0, 0])\n",
|
|
"plt.ylim(boxes[0, 1])\n",
|
|
"\n",
|
|
"ax3 = fig.add_subplot(gs[1,1])\n",
|
|
"setBwStyles(ax3)\n",
|
|
"setBwStyles(ax2)\n",
|
|
"for simulator in simulators:\n",
|
|
" plot_solution(simulator, reference_nx, simulator.__name__, marker=' ')\n",
|
|
"plt.xlim(boxes[1, 0])\n",
|
|
"plt.ylim(boxes[1, 1])\n",
|
|
" \n",
|
|
"save_figure(fig, 'reference_solutions')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABMwAAAPpCAYAAADpcrFoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XmczvX6x/HXNWMby4wm26SxhaM6dFCOTmEQRXXaOSodKtImKTqVQkVKlmgTTsuhUzlapUWWEk751aFCG0ZRjhw1Y5ixzFy/P+7b3cy4Z8zcs+L9fDy+j+7vZ/teX3pgrvuzmLsjIiIiIiIiIiIiAVFlHYCIiIiIiIiIiEh5ooSZiIiIiIiIiIhINkqYiYiIiIiIiIiIZKOEmYiIiIiIiIiISDZKmImIiIiIiIiIiGSjhJmIiIiIiIiIiEg2SpiJiIiIiIiIiIhko4SZiIiIiIiIiIhINkqYiYiIiIiIiIiIZKOEmYiIiIiIiIiISDYFTpiZ2QtmViP4uZeZVSq5sERERERERERERMqGuXvBGprtBRq6+09mlgkkuPu2Eo1ORERERERERESklFUoRNtvgVFmtggw4M9mlhquobu/XBzBiYiIiIiIiIiIlLbCzDDrBDwKnABUBfbm0dTdvWrxhCciIiIiIiIiIlK6Cpwwy9HJLAuopyWZIiIiIiIiIiJypIn0lMwTgZ+LMxAREREREREREZHyoDBLMpsXdFB3/ybiiERERERERERERMpQYRJmWUCBGrt7dFGCEhERERERERERKSuFOSXzxGyfWwLjgcnAimDZ6cBg4I7iCU1ERERERERERKT0Rbrp/wpgrLu/mav8z8AId29XTPGJiIiIiIiIiIiUqkg3/f8D8G2Y8m8IzD4TERERERERERE5LEWaMPsGuMPMKh4oMLMKBJZjasN/ERERERERERE5bEW6JPMM4A1gD/BZsLgNUBn4s7svK7YIRURERERERERESlFECTMAM4sF+gEtAAPWAs+7e0qxRSciIiIiIiIiIlLKIk6YiYiIiIiIiIiIHIkqRNrRzBoBNwEnAg6sA5509w3FEpmIiIiIiIiIiEgZiGjTfzP7M/A10AXYBHwf/LzOzC4ovvBERERERERERERKV6Sb/n8LzHX3v+UqfxC4zN2bFlN8IiIiIiIiIiIipSrShNlu4BR3/zZXeTNgtbtXLab4RERERERERERESlVESzKBj4D2YcrbAysiD0dERERERERERKRsRbrp/8vAeDM7Bfh3sKw9cAVwj5l1P9DQ3d8rWogiIiIiIiIiIiKlJ9IlmVkFbOruHl3oB4iIiIiIiIiIiJSRSGeYxRRrFCIiIiIiIiIiIuVERDPMREREREREREREjlSRbvoflpm1NLN2xTmmiIiIiIiIiIhIaSrWGWZmtg5onte+ZWZWBzgZ+NTdU82sLvBXAom7t9z9i2ILRkREREREREREJALFnTBrBFR296/D1CUB84CqwFbgHOAtIB3IAhoBf9apmiIiIiIiIiIiUpZKbQ8zM/sIWAX8DRgE3AK87u43BevHA39y9zNKJSAREREREREREZEwCpUwM7P7gHHuvjt4f4y7/1LAvilAG3dfb2YVCMwsO83dVwXrmwEr3b1mYV9CRERERERERESkuBR20/+7gerZ7jeZWZMC9t0LVAl+rhR8dpVs9THAvkLGIyIiIiIiIiIiUqwKmzCzQ9znZxkwzszOACYBnwEjzKyamVUF7gH+r5DxiIiIiIiUG2Z2qZm5mfUOU7c6WHd2mLr1ZvZZrrKKZrY12OfSPJ43Klgf7rqp+N5MRETk6FLYhFlRDANaAEuBM4ALgEzgVyAF6ERgBpuIiIiIyOFqCeBA5+yFZhYPtAR2hak7HmgCLM411nlA3eDnaw7x3HOA03NdcwodvYiIiABQoZDtHahhZhkEZpc5UN3MYnM0ck89qKP7t0AzMzvW3f8XLL7AzLoSWI65Ilu5iIiIiMhhx923m9mXQFKuqk7AfmAmuRJm2e5zJ8yuIbCtyQdAdzM73t035/HoT919e8SBi4iISA6RLMn8BvgF2EFgP7P/BO9/ITBbLN9DAHInxdx9obvPU7JMRERERI4Qi4HfmVlCtrIkYCUwH2hrZjVy1WUSWIkBgJkdR2DW2JvAeAL/bu9XkkGLiIjIbwo7wyz3t2GFYmbVgMuBPwH1CMxQ+y+B/c3+6e67ijK+iIiIiEg5sBgYTCAR9s9gWWdgHoF/9zrQgUDy7EDdZ+6ekm2MfkA08HfgfWATcLWZjfHwx9xHB0+iP8DdPbNY3kZEROQoVKiEmbt/cKg2ZlY7j/KTgAVAVQLTyr8nMGOtDoFvzUaZWXd3X1uYmEREREREypkPgCyCCTMzOxb4PTDM3dOCm/t3BuabWSLQmGz7jZmZAf2BLcC77u5m9iwwMthvUZhnbs11vwU4vjhfSkRE5GhS2BlmYQX/Uu8BXAucC1QO0+xx4EPgr+6+N1f/SsCzwTZFmsUmIiIiIlKW3P0XM1vNb/uYdSKw5HJZ8P4DoEvwc7j9yzoBTYGx2WaJPQPcC1xN+ITZWQQO0jpgb5g2IiIiUkBFSpiZWRMCf2n/lcB+Zm8Bf8mj+R+BU3MnywDcfa+ZjQU+KUo8IiIiIiLlxGJgaHAvss4ENuVPC9Z9ANxmZnHBuv3AR9n6HjgR81Uzqxn8nBJsc4mZ3eTuv+Z63mpt+i8iIlJ8CrvpP2ZWxcyuNLMlwFrgFCAB6ODuV7r7q3l0/QVols/QTTnEgQEiIiIiIoeJAzPGkoJX9q1NDiTHOgbrVh5IpgWTaJcE61fy2+FavxDY96wKgT2BRUREpAQVaoaZmT1BYAbZ18As4BJ3/5+Z7SOwT0N+pgPPmdkDBPYy+y+BDU/rAd2Au4DJhQtfRERERKRc+pDAMsxLgZOB4Qcq3D3FzFYRWKXRCHghW7/LgRjgHnLOOjtgDoEVHk+USNQiIiICFH5J5kDgIWCcu+8sTEd3H2Vm6cBQ4GECyTIIbPy/NTjmw4WMR0RERESk3HH31ODm/hcS+GJ5Wa4mHwBDgp+z7192DYHZZI+4e0bucc3seQJLPU9x99XFH7mIiIhA4ZdkXgW0A34ys5fM7Lxcx1fny90fcvfjgBOAM4PXCe5+nJJlIiIiInKEWUzgy+H/uHtqrroPgnV7geUAZtYKaAs8Fy5ZFvR08L/X5FEvIiIixcDc/dCtcncya0TgqOt+QFUgHujt7v8qxthERERERERERERKXUQJs1BnMwPOJrCPwp+B7cAr7j74EP06Arvd/f+ylZ0KVHX3DyMOSEREREREREREpIiKlDDLMZBZPIElm/3d/ZRDtM0CvnL3k7KVrQOau3t0sQQkIiIiIiIiIiISgUIlzMzsLGCZu6cX6aFmDYF97v5jtrLjgIruvqkoY4uIiIiIiIiIiBRFYRNmWQQ2Jv2EwCami4Hl7r63ZMITEREREREREREpXYVNmNUHugCdgM5AYyADWMFvCbSP3X1/IcasC1R29+8LEbeIiIiIiIiIiEiJKOqm/4kEEmdJwashgc38a4RpWwN4EugALAEGAJOA6wEHPgLOD3PktoiIiIiIiIiISKmpUJTO7v6DmS0DKgevY4G8Nu0fC7QFHgEuBl4GTiCQQIsCngDuAO4uSkwiUj4ET9E9DthZ1rGIiIiIiIjIUaMG8KMX8ZTLQs8wM7MmBGaTdQ5eNYDlwIfAB8BKd98Xpt/3wF/dfXFwg//NwAXu/mawvicw0d1bRP46IlJeBJdwby7rOEREREREROSoc7y7bynKAIWaYWZmm4BYAssnPwSmAp+6e2YButcBvgNw9x/NLB34Olv9GiCxMPGISLm2E+CHH34gNja2rGMRERERERGRI1xqaiqJiYlQDCudCrsks3Lwvw5kBq+sAvb9H1Ab+CF4/zrwa7b66sCeQsYjIuVcbGysEmYiIiIiIiJyWIkqTGN3rwecDswH/gi8BfxiZvPM7HYzO83M8hrzc+C0bGNd7u7bstWfBqwrVPQiIiIiIiIiIiLFrEinZAKY2Yn8dlLm2YC7e80w7eKBLHf/NXddsL4HkO7uS4oUkIiUC2YWC6SkpKRohpmIiIiIiIiUuNTUVOLi4gDi3D21KGMV6ZRMM6sLtApepxA4ACDsskp335HfWO7+dlFiERERERERERERKQ6F3fS/DoGZZEkEZpU1B/YBnwAvAouBFfn0N6AR8IO77zezSsBFBPZGm+/u2wv9BiIiIiIiIiIiuWRmZrJv376yDkOKUcWKFYmOji6VZxV2htlWAgmy/wPmAkuAZe6efqiOZvY74F0CJ2FuMLPuwBygBWDAbjP7k7t/W8iYREREREREREQAcHe2bt3Kr7+G3RFKDnM1a9akXr16BOZklZzCJsx6AB+5+66CNDazM4D/c/c9wEPAauB84GpgHvAtgUMEDHgZuBfoW8iYREREREREREQAQsmyOnXqULVq1RJPrEjpcHd2797Ntm2B8yMTEhJK9HmFSpi5+7uFHP9t4A/ABuBPQHd3/8LMRgC3ANe5+z4AM3uIwLJOEREREREREZFCy8zMDCXLjj322LIOR4pZTEwMANu2baNOnTolujwzqsRGDsiexq0O7AAIzlDbBfyUrX4zULeE4xERERERERGRI9SBPcuqVq1axpFISTnwe1vS+9OVdMIsux+BBtnuhwPbst3XBn4pxXhERERERERE5AikZZhHrtL6vS3NhNn7BDb4B8Ddn3T3ndnquwOflWI8IiIiIiIiIiIiBym1hJm7D3L3Gfk0eQm4trTiERERERERERE50jz99NMkJiYSFRXF5MmTyzqcw1ZJJ8y8wA3dN7r7T4duKSIiIiIiIiJyZOnXrx9mhplRoUIFGjRowPXXX88vvxR896rU1FRuuukm7rjjDrZs2cLAgQNLMOIjW2lu+v9boVkDM0vIVZZgZg3CtReR/JnZDWa20cwyzOxTM+twiPY1zexxM/sp2GedmfUsypgiIiIiIiJSNOeccw4//fQTycnJzJgxgzfffJMbbrihwP2///579u3bx7nnnktCQkLEhx+U9Ib6h4MSTZi5ew133xCmKhlYmKtsEbCxJOMRORKZWW9gMjAGaA0sBd7OKwFtZpWABUAj4FLgd8AAYEukY4qIiIiIiEjRVa5cmXr16nH88cfTvXt3evfuzXvvvReqT0lJYeDAgdSpU4fY2Fi6dOnC6tWrAXj22Wdp2bIlAE2aNMHMSE5OBuDNN9+kbdu2VKlShSZNmjB69Gj2798fGtfMeOqpp7jggguoVq0aDzzwAABr166lZ8+eVK9enbp169K3b1+2b98e6peUlMTgwYMZPnw48fHx1KtXj1GjRuV4p19//ZWBAwdSt25dqlSpwu9//3vmzZsXql++fDkdO3YkJiaGxMREBg8ezK5du4r11zUSFQra0Mz+QwGXWLp7m0M06QzszlV2FaBzX0UKbygwM9segUPM7GzgeuDOMO2vBuKBP7n7ga8NNhVxTBERERERkXLJ3dm9O3cKonRUrVo14lMdN2zYwDvvvEPFihWBwHuce+65xMfHM3/+fOLi4pg2bRpdu3blm2++oXfv3iQmJnLWWWfxySefkJiYSO3atXn33Xe58sormTJlCh06dGD9+vWhpZojR44MPW/kyJE8+OCDTJo0iejoaH766Sc6derEgAEDmDhxIunp6dxxxx306tWLRYsWhfo999xzDB06lI8//pgVK1bQr18/zjjjDLp160ZWVhY9evRg586dzJo1ixNOOIG1a9cSHR0NwBdffMHZZ5/N/fffz8yZM/n555+56aabuOmmm3jmmWci/WUvFuZesG3GzGxkttsqwA3AWmBFsKw9cDLwhLvrB2qRUhCcLbYbuMzdX81W/ijwB3fvFKbPfGBHsN8FwM/AC8BD7p4ZyZjB+spA5WxFNYDNKSkpxMbGFvFNRUREikdGRoaWmZSyihUrUqVKlbIOQ0SOEhkZGWzcuJHGjRuH/uzZtWsX1atXL5N40tLSqFatWoHa9uvXj1mzZlGlShUyMzPJyMgAYOLEidx6660sWrSIiy66iG3btlG58m8/ejVt2pThw4czcOBAVq1aRevWrdm4cSONGjUCoGPHjvTo0YM77/wtVTNr1iyGDx/Ojz/+CARmmA0ZMoRJkyaF2tx77718/PHHvPvuu6GyzZs3k5iYyNdff03z5s1JSkoiMzOTpUuXhtq0a9eOLl26MG7cON577z169OjBunXraN68+UHvfNVVVxETE8O0adNCZR999BGdOnVi165dYf/+CPd7fEBqaipxcXEAce6eWoBf9jwVeIaZu48+8NnMZgBT3P2e7G3MbDSQWJSARKRQagHRwH9zlf8XqJdHnyZAF2A20BNoBjxO4M+D+yIcEwIzz0bmUy8iIlKmMjIy+PDDD8tslsHRqmrVqnTs2FFJMxGRAujcuTNPPvkku3fvZsaMGXzzzTfcfPPNAHz66aekpaVx7LHH5uiTnp7O+vXr8xzz008/ZeXKlYwZMyZUdiAht3v37tA+Z6eeeupB/RYvXhw22bh+/fpQAqxVq1Y56hISEti2bRsAq1at4vjjjw+bLDvwjO+++47Zs2eHytydrKwsNm7cyIknnpjne5W0AifMcrkMODVM+Szg/wgs+SoUMzsReMvdm0QYk8jRLPdUUQtTdkAUsA0Y6O6ZwKdmdhwwjEDCLJIxAR4EJma7rwFsPkTcIiIipWbfvn3s3r2bChUqhJa3SMk68Gu+b98+JcxEpMxUrVqVtLS0Mnt2YVSrVo2mTZsCMGXKFDp37szo0aO5//77ycrKIiEhgSVLlhzUr2bNmnmOmZWVxejRo7n44osPqsv+Z3PumXBZWVmcf/75PPTQQwf1S0j47RzH3H+nmhlZWVkAxMTE5BnXgWdcd911DB48+KC6Bg3KdgvtSBNm6cCZwLe5ys8EMiIcsxLQMMK+Iker7UAmB8/8qsPBM8QO+AnYF0yWHbAOqBdcjhnJmLj7HmDPgftI1+mLiIiUtIoVK+ZYyiIlK/um0iIiZcHMCrwssrwZOXIkPXr04Prrr6dNmzZs3bqVChUqhJZbFkSbNm34+uuvQ4m4wvSbO3cujRo1okKFyNJHrVq1YvPmzXzzzTdhZ5m1adOGNWvWFDq20hBpwmwy8KSZtQX+HSxrT2Bm2X3hOpjZxHDl2dSOMBaRo5a77zWzT4FuwKvZqroBr+fRbRlwuZlFuXtWsKw58JO77wWIYEwREREREREpZklJSZx88smMHTuWqVOncvrpp3PhhRfy0EMP8bvf/Y4ff/yR+fPnc+GFFx60pPKAe++9l/POO4/ExEQuu+wyoqKi+Pzzz/niiy9Cp2GGc+ONNzJ9+nT69OnDsGHDqFWrFt999x0vvvgi06dPD23cn59OnTrRsWNHLrnkEiZOnEjTpk356quvMDPOOecc7rjjDtq3b8+NN97IgAEDqFatGuvWrWPBggVMnTo14l+34hAVSSd3H0fgVMvWwJTg1RroF6wL5xagU7BduKtFJLGICBOBa83sajM70cwmAQ2ApwDM7HkzezBb+yeBY4FHzay5mZ0L3EVgH7MCjSkiIiIiIiKlY+jQoUyfPp3Nmzczf/58OnbsyNVXX03z5s35y1/+QnJyMnXr1s2z/9lnn828efNYsGABp512Gu3bt2fixIk0bJj/Ir/jjjuOZcuWkZmZydlnn83vf/97brnlFuLi4oiKKng6ae7cuZx22mn06dOHk046ieHDh5OZGVjw1KpVKz744AO+/fZbOnToQOvWrbnnnntyLPksKwU+JbPIDzL7CnjA3WflUf8H4FN3P3SKUkRyMLMbgOFAAvAlcKu7fxisWwIku3u/bO1PByYBfwC2ADMJnpJZkDELGFMskKJTMkVEpLzYuXMnCxcuJCYmRksyS8mePXtIT0+na9eu1KhRo6zDEZGjQH4nKMqRodydklkMPgXaEjgYIBwnsKm4iBSSuz8BPJFHXVKYshUEllFHNKaIiIiIiIjIkazQCbPgrJOLgR3AU+6+KFtdLeCTPE66vA3I86s8d19NhEtERUREREREREREikuhElRmNhgYD3xF4DS8+WZ2Z7Ym0eRx0qW7b3X3TZEGKiIiIiIiIiIiUhoKO8PsOmCAu78AYGZPAK+ZWYy731vs0YmIiIiIiIiIiJSywi6BbAwsP3AT3AepCzAw1yl8hWZmp5hZ5qFbioiIiIiIiIiIlJzCzjDbDiQCyQcK3H2NmXUBFgH1ixiPNv0XEREREREREZEyVdiE2UfAJcDS7IXuvtbMugKL8+poZq8cYuw4AidlioiIiIiIiIiIlJnCJszGAW3DVQRnmnUGLs2j7/nAAuC/edRHFzIWERERERERERGRYleohJm7fw58nk/9GmBNHtXrgLnuPjNcpZn9ATivMPGIiIiIiIiIiIgUt8LOMAsxs5pAO6AOOQ8PcHf/R5gunwJtgLAJM2AP8H2k8YiIiIiIiIiIiBSHiBJmZnY+MBuoBuwk595jDoRLmA0in2WX7r6OwCmcIiIiIiIiIiJSgrZu3cqwYcNYsGABO3fu5He/+x133XUXl16a105bR5eoQzcJawLwd6CGu9d092OyXfHhOrj7HnffHXGkIiIiIiIiIiJSLPr27cvXX3/NG2+8wRdffMHFF19M7969+c9//lPWoZULkSbM6gNTlAATERERERERESm6pKQkBg8ezPDhw4mPj6devXqMGjUKgCVLllCpUiWWLl0aaj9hwgRq1arFTz/9FNHzVqxYwc0330y7du1o0qQJI0aMoGbNmnz22WfF8TqHvUgTZu8CpxZnICIiIiIiIiIiJWXXrl15XhkZGQVum56eXqC2kXjuueeoVq0aH3/8MQ8//DD33XcfCxYsICkpiSFDhtC3b19SUlJYvXo1d999N9OnTychIQGAsWPHUr169Xyv7Am3M888k5deeokdO3aQlZXFiy++yJ49e0hKSooo9iONufuhWwFm9udst7WBe4FngC+AfdnbuvsbxRWgiByezCwWSElJSSE2NraswxEREWHnzp0sXLiQmJgYKleuXNbhHBX27NlDeno6Xbt2pUaNGmUdjogcBTIyMti4cSONGzemSpUqOerMLM9+PXv25K233grdV6tWjd27wy+q69SpE0uWLAnd165dm+3btx/UrqD5lgOSkpLIzMzMkdRq164dXbp0Ydy4cezdu5f27dvTrFkz1qxZw+mnn8706dNDbXfs2MGOHTvyfUb9+vWJiYkBICUlhd69e/Puu+9SoUIFqlatyr/+9S+6detWqLhLW36/x6mpqcTFxQHEuXtqUZ5TmE3/XwtTdm+YMiefzf1FRERERKRw0tLSeOmll1i8eDFNmjThkksu4ZRTTinrsEREpJi1atUqx31CQgLbtm0DoFKlSsyaNYtWrVrRsGFDJk+enKNtfHw88fFht5UPa8SIEfzyyy+8//771KpVi9dee43LLruMpUuX0rJly6K/zGGuwAkzd490+aaIiIiIiERg7969vPrqq8yaNYu0tDQAtmzZwi+//EJUVBT16tXjqquuon79+mUcqYhI+Xfgz9FwoqNzzvs5kKQKJyoqZ3okOTm5SHFlV7FixRz3ZkZWVlbofvny5cBvs8mqVasWqhs7dixjx47Nd/y3336bDh06sH79eh577DG+/PJLTj75ZABOOeUUli5dyuOPP85TTz1VXK902CrMDLMQM7sKeMnd9+QqrwT8xd2fz6PftUAHYIm7P2NmvYFRQGXgH+4+MpJ4RERERESONIsXL+axxx4Lu7zmyy+/BODzzz/nxBNP5PXXX6dBgwY0b96cE0444aAf/EREhBzJpbJqWxTr16/n1ltvZfr06bz88stcddVVLFy4MJTAGzRoEL169cp3jANfsBxYbpo7+RcdHZ0jQXc0iyhhRmDvsneA3CnXGsG6gxJmZjYEeIDAgQFjzOw44FZgEoHDB24zsy3u/nSEMYmIiIiIHPY2bdrEv//9b5599tmDNqEO59FHH81xHxMTw/Dhw7Vps4jIESQzM5O+ffvSvXt3+vfvT48ePWjZsiUTJkxg2LBhQOGWZLZo0YKmTZty3XXX8cgjj3Dsscfy2muvsWDBAubNm1eSr3LYiDRhZgT2KsvteCAljz7XAQPd/QUzaw18Agxy95kAZrYZuBFQwkxEREREjjqrV69m+vTprFmzJt92ZkZ0dDRRUVFkZWWxf//+HPXp6ek89NBDfPXVV3To0IGTTjop342uRUSk/BszZgzJycm8+eabANSrV48ZM2bQq1cvunXrxh/+8IdCjVexYkXmz5/P3/72N84//3zS0tJo2rQpzz33HD179iyJVzjsFPiUTAAz+w+BRNkpwBog+9/O0UBj4B13P2gOoJntBlq4+/fB+wygrbuvCd43BVa6+zERvouIlCM6JVNERMqb8npK5vfff89jjz3GypUrw9bXrl2bvn370qZNG4477riDkl/p6el89tlnvPDCC2zcuJH09PQc9VWrVmXSpEk0b968xN4hLzolU0RKW34nKMqRoTyekgm/nZT5BwJLK7PvmLcXSAbm5tF3N5B9Ye/PufpHEo+IiIiIyGFp+/btzJgxg/fee4/cX2KbGR07dmTo0KGH/OIpJiaGM844gzPOOAOANWvW8MQTT7B27VogsE/NddddR/fu3bnzzjtL5mVERESOMIVKULn7aAAzSyaw6f+hN1X4zVdAK2BdcKzEXPUtCCTcRERERESOaO+//z4PP/ww+/btO6juzDPPZOTIkVSoENl3ySeffDKPP/4469ev57bbbiMlJbBjynvvvceKFSt46aWXiImJKVL8IiIiR7qoQzc5mLs/5+4ZZtbWzK40syuC+5Ll5w7g63zqGwDTIolHRERERORwsXHjRh566KGDkmUnnHACc+bM4f777484WZZ7vNdee41BgwaFynbu3Mm5557LJ598UuTxRUREjmQRJczMrI6ZLQJWAlOAx4BPzWyhmdUO18fdl7n7qrzGdPcn3P2xSOIRERERETlc1K9fP8cyy8qVKzNq1ChmzJhBrVq1IhozJSWFH374IWxd7969mTt3bigJ5+7cccelnjZrAAAgAElEQVQdTJum76pFRETyElHCDJgKxAInu3t8cKP+3wfLphRXcCIiIiIiR5L//Oc/PP744+zYsQOA6Ohopk2bRqdOnSIe89133+XSSy/lmmuu4eeffw7bJj4+nnfeeYe6deuGyl588UWef/75iJ8rIiJyJIs0YXYOcL27rztQ4O5rgRuBHnl1MrMbzOx9M3vZzLrkqqtlZhsijEdEREREpFx7/vnnue2223jjjTeAwGb9L7zwAg0bNizUOFu3bmXz5s2h+xYtWrB//35uuOEGatcOu9gDCCTn/vnPf3LmmWeGyp555hkmTpxYyDcRERE58kWaMIsCDt6hNFAWdkwzGwyMJ7D5/x5gvpllP6YnGijcvxZERERERA4Dn3zyCc8880zoNMxatWoxd+5c6tSpU6D+e/fuZdGiRQwbNozLL7+cv//976G6hg0b8vzzz3PhhReGyrZv305WVtZB45gZ999/P5dddlmo7M033+S222476KROERGRo1mku4kuAh41sz7u/iOAmdUHJgEL8+hzHTDA3V8Itn8CeM3MYtz93gjjEBEREREp13788UfuuOOO0H3dunV5/vnnqVSp0iH7btiwgfnz57NgwQJSU1ND5bt37yYrK4uoqMB31YmJvx1Av3XrVm6++WbatGnD8OHDiY6OPmjcG264gSpVqvCPf/wDgM8++4wHHniAe+65J+L3FBEROZJEmjC7CXgdSDazHwAncMrlF8CVefRpDCw/cOPuK4LLMheaWUVgcoSxiIiIiIiUS+np6fTr1y90X7ly5UMmy3bt2sWiRYuYP38+X331Vai8Vq1a9OjRg3POOYfjjjsuz/7ffPMNO3bs4L333mP37t3cc889YZ939dVX07RpU0aOHAnA0qVL2bp1K/Xq1YvgTUVERI4sVpSp12bWDWgBGLDW3d/Pp+33wBXuvjRX+UkEZqy9F6w/+CswETnsmFkskJKSkpLjJDAREZGysnPnThYuXEhMTAyVK1culWdeeOGFpKSkAFChQgVeeeUVatSocVA7d+fLL79k/vz5LFmyhIyMDCCw79gZZ5xBz549OfXUU8POFgvno48+4r777mPfvn20adOGBx54gJiYmLBtlyxZwujRowGIiopi6tSpnHTSSZG87kH27NlDeno6Xbt2DfveIiLFLSMjg40bN9K4cWOqVKlS1uFICcjv9zg1NZW4uDiAOHdPDTtAAUW6hxkA7r7A3ae6+5T8kmVBHwGXhBljLdCVwEECIiIiIiJHhMmTJ4eSZVFRUfzrX/8KmzTau3cvV199NYMHD+add94hIyODBg0acP311zNnzhxGjx7NH//4xwInywDOPPNMxo0bR5UqVfjss8+4/fbbcyzpzC4pKYkbb7wRgKysLG688Ubef/9Q/7QXEZHD3dNPP01SUhKxsbGYGb/++mvYdm+99RZ//OMfiYmJoVatWlx88cWlHGnZiDhhZmadzOxNM/vOzL41szfMrEM+XcYBq8NVuPsaoDNwX6TxiIiIiIiUFytXruT1118P3U+bNu3AN95kZmaydu3aUF2lSpWoW7cuVapUoUePHkydOpVnn32WXr16ccwxx0QcQ5s2bZg4cSKxsbGsXbuWW2+9lR07doRte+mll9KmTZvQ/ZgxY1iyZEnEzxYRkfJv9+7dnHPOOdx11115tpk7dy59+/alf//+rF69mmXLlnH55ZeXYpRlJ6IlmWZ2JfAM8AqwjMCSzD8BFwH9DmzsLyJHLy3JFBGR8qa0lmSmpKRw0UUXhU6dvOGGG0KnUu7evZt+/fqxfft2/vnPf1K3bl0gsFF/bGwsVatWLfZ4Nm7cyLBhw/jf//7Hcccdx4QJE/Lcp+ySSy4JJdWio6OZOXMmDRtGfpC9lmSKSGk7nJdkJiUl0apVK6pUqcKMGTOoVKkSgwYNYtSoUSxZsoTu3buzcOFCOnQIzFWaMGECDz74IF988QUJCQkRP3fJkiV07tyZX375hZo1a4bK9+/fT6NGjRg9ejTXXHNNkd+vuJT3JZl3A8PdvXdwOeaj7t4b+BtQ4KN1zOwLM0s8dEsRERERkfLP3enTp08oWdaqVSuaNWsWqq9atSrHH388NWrUYNOmTaHyevXqlUiyDKBx48Y8+uijJCQk8OOPP3LzzTfneHZ2L730Eo0bNwYCM+EmTJhAUfY8FhEpT3bt2sWuXbty/Lm2d+9edu3axZ49e8K2zcrKCpXt27ePXbt2hfaZPFTbSDz33HNUq1aNjz/+mIcffpj77ruPBQsWkJSUxJAhQ+jbty8pKSmsXr2au+++m+nTp4eSZWPHjqV69er5XkuXLj1EBL/57LPP2LJlC1FRUbRu3ZqEhAR69OjBmjVrInq3w02kCbMmwJthyt8gcBpmQTUCKkYYg4iIiIhIuXLXXXeRnp4OBJZa/vjjj9x22205lkL+7W9/Y86cObRr167U4qpfvz5TpkyhYcOGbN++ncGDB/P1118f1K5ChQqMGzeO6tWrA/DFF1+wePHiUotTRKQkHUgabd++PVQ2fvx4qlevzk033ZSjbZ06dahevTrff/99qOzxxx+nevXqB822atSoEdWrV2fdunWhsmeffTaiGFu1asXIkSNp1qwZV111FaeeeioLFy4E4IEHHiA+Pp6BAwdyxRVX0LdvXy666KJQ30GDBrFq1ap8r1NPPbXAsWzYsAGAUaNGMWLECObNm8cxxxxDp06d8lzifySJNGH2A4GN+nPrGqwTERERETmqfPPNN/z73/8O3bdr147t27cTHx/Pli1bQuV16tShUqVKpR5frVq1ePTRR2nRogWpqakMHTo0bNKsTp063HLLLaH7Bx98kLS0tNIMVUTkqNWqVasc9wkJCWzbtg0IfBEza9Ys5s6dS3p6OpMnT87RNj4+nqZNm+Z75XVicjgHZszdfffdXHLJJbRt25ZnnnkGM2POnDlFfNPyL9KE2QRgipk9aWZ9zexKM3sKeBR4pBDjLAXSI4xBRERERKTcGDJkSOjz+eefz0cffQQElsi0bNmyrMLKIS4ujgkTJtC6dWsaNmxIYmL43VHOOussatWqBQT2sLn55ptLM0wRkRKRlpZGWlpa6M83gGHDhpGWlsZjjz2Wo+22bdtIS0ujQYMGobIbb7yRtLQ0Zs6cmaNtcnIyaWlpnHjiiaGyfv36RRRjxYo5F+GZWY6lnsuXLwdgx44dB83yKu4lmQeWep500kmhssqVK9OkSZMcM++OVBUi6eTuT5rZVuA2oFeweB3Q291fz7vnQeP0jOT5IiIiIiLlyZNPPhlaipmQkMDWrVsB6NKlS449zMqDqlWrMm7cOPbs2ZPvvmnPP/88PXsG/rmenJzMZ599luMkTRGRw021atUOKqtUqVLYWb/h2lasWPGghFZ+bYvb+vXrufXWW5k+fTovv/wyV111FQsXLiQqKjAXatCgQfTq1SvfMerXr1/g57Vt25bKlSvz9ddfc+aZZwKBvdmSk5OLdCDM4SKihBmAu78KvFqYPmZ2CtAGWOLuG83sZOBGAjPdXnX3dyONR0RERESkLKxdu5aXX34ZCOyPc+uttzJ8+HAqVKhQrk4Vyy73D4izZ8+mRo0a/PnPfw6VxcTEcNtttzFhwgQAbr/9dt55550yWU4qInK0y8zMpG/fvnTv3p3+/fvTo0cPWrZsyYQJExg2bBgQWJIZHx9f4DG3bt3K1q1b+e6774DAvpU1atSgQYMGxMfHExsby6BBgxg5ciSJiYk0bNiQ8ePHA4ROfz6SRbokM8TMqptZbPYrj3aXAJ8C44HVZtYV+AhoRmDz/7fM7PKixiMiIiIiUlr279+fY7+vhx56KLRU5/zzz+e4444rq9AKbNWqVcyYMYNJkyYdtKfZeeedF3oHd9fSTBGRMjJmzBiSk5N5+umngcDpyjNmzGDEiBGsWrUqojGfeuopWrduzYABAwDo2LEjrVu35o033gi1GT9+PH/5y1/o27cvp512Gps2bWLRokUcc8wxRX+pcs4iOSbazBoDjwFJQJXsVYC7e3SYPp8Cr7j7GDP7C/AkMNHd7w/W3wZc6e6tCx2QiJQ7weR5SkpKCrGxYfPoIiIipWrnzp0sXLiQmJgYKleuXCxj3nvvvaH9YDp27Ejnzp0ZPXo0MTExzJ49+7D4gcLdmTlzJtHR0fTv3/+g+r1793L22WeH7u+88066d+9eoLH37NlDeno6Xbt2pUaNGsUWs4hIXjIyMti4cSONGzemSpUqh+4gh538fo9TU1OJi4sDiHP31KI8J9IZZrOBY4CrCZyM2SV4dQ7+N5zfBfsBvARUA17LVv8q0DTCeERERERESpW7s3LlytD9nXfeGZpd1qtXr8MiWQaBDaWvvfbaHBtUp6enk5mZCQSWbw4dOjRU9/DDDxPJl+4iIiKHk0gTZq2A/u7+krsvcfcPsl959NkJHBv8XJPA/mnHZqs/FtB51SIiIiJyWLjnnnvIyMgAAvt7vffee2zevJmaNWsectPl8sjMgMA398OHD2fs2LHs378fCCwvPXCiZmZmJlOnTi2zOEVEREpDpAmzlUD4M6jz9j7wuJldATwHvAs8aGYtzOx3BPY2+yjCeERERERESs2SJUtYtmwZAImJiXTp0oXnnnsOgL59++Z7+mR5t27dOtatW8eiRYu455572LNnDxA4CfSAV199lV9++aWsQhQRESlxkSbMrgXuMLO/mllbM2uV/cqjz+0EZpk9RWB2WW/g/4C1wes44G8RxiMiIiIiUiqysrK4//77Q/cTJkxg7ty57Nixg4SEBM4///wyjK7oWrduzQMPPEClSpX497//zfDhw9m1axfVqlXj0ksvDbW76667yjBKERGRkhVpwqw2cALwDIHZZquA/2T770Hc/b/u3s3da7h7T3dPdfebCexbdgpwkruvjzAeEREREZFSMXr0aLKysgBo2bIltWvXpk2bNrRq1YprrrmGihUrlnGERde+fXvGjx9PtWrV+Pzzzxk6dCgpKSnccMMNREcHzvf66quvSE5OLttARURESkikCbO/E0iMnQ40ARrn+m+BufsGd//S3fdHGIuIiIiISKlITU3lww8/DN1PnDgRgJNOOonJkyfTpUte518dflq1asXEiROJi4vjm2++4ZZbbmH79u2MGDEi1GbWrFmh5KGIiMiRJNKEWUPgDnf/2N2T3X1T9iuvTmZ2vJmNMbPFZrbOzNYGPz9gZoXdE01EREREpFRde+21oc+9e/emQoUKoXszC22cf6Ro3rw5U6ZMoXbt2mzatInBgwfTrFkzmjYNHG6/aNEinnnmmTKOUkREpPhFmjBbRGAZZYGZ2ZnAOuAiYDXwPDAr+PkiYI2ZnRFhPCIiIiIiJWr9+vX8/PPPAFSoUIFBgwYxadIknnrqKVJTU8s4upLToEEDpkyZQv369dm6dSs333wz1113HQDuzqxZs9i8eXMZRykiIlK8Khy6SVhvApPMrCXwBbAve6W7vxGmzyRghrvfGm5AM5sETAZOizAmEREREZESM3z48NDn0aNHs3nzZt58803cnaSkJGJjY8swupJVr149pkyZwrBhw9iwYQMzZ87ktNNOY+XKlQAMGTKEOXPmHHEz7ERE5OgV6Qyzp4DjgXuBOcBr2a5X8+jz+2C/vEwLthERERERKVdWrVrFjh07AIiNjeVPf/oT9evXZ8yYMVx++eW0aNGijCMsefHx8YwfP57KlSvz1VdfceGFF4bq/ve///H222+XYXQiIiLFK6KEmbtH5XNF59HtJ+BP+Qx7erCNiIiIiEi5cvfdd4c+P/zww0Bgz7LTTz+dAQMGlFVYpS4+Pp6ePXsC8NprrzFo0KBQ3bRp047opakiIkea6667jhNOOIGYmBhq167NBRdcwFdffRWqX716NX369CExMZGYmBhOPPFEHn300TKMuHRFuiTzIGZW091/zafJI8BTZtYWWAD8F3CgHtANuBYYUlzxiIiIiIgUh7lz57J7924AGjVqRPPmzUlLS6N69eplHFnZ6N27N5UqVeLSSy8lPj6eBQsWsH79elJTU3n66ae5/fbbyzpEEREpgLZt23LFFVfQoEEDduzYwahRo+jevTsbN24kOjqaTz/9lNq1azNr1iwSExNZvnw5AwcOJDo6mptuuqmswy9xEc0wM7M7zKx3tvs5wA4z22JmYQ8DcPcngKuAU4F/AcuBFcHPpwJXuXt+SzZFREREREqVu/P444+H7h999FGWLVtGnz59mDt3bhlGVnbq1q3LoEGDqFWrFlFRUTlm2C1YsIBff83vO3QREclLUlISgwcPZvjw4cTHx1OvXj1GjRoFwJIlS6hUqRJLly4NtZ8wYQK1atXip58iW6w3cOBAOnbsSKNGjWjTpg0PPPAAP/zwA8nJyQBcffXVTJkyhU6dOtGkSROuvPJK+vfvzyuvvFLUVz0sRDrD7DrgSgAz6wacBZwD9ALGA93DdXL3l4CXzKwiUCtYvN3d94VrLyIiIiJSll588UXcHYDExESqVavGjBkzSEtLU2IoqE2bNkRHR5OZmcnevXuJiop0m2QRkZK1a9euQvepXLkyFSoEUif79+9nz549REVFERMTc8hxq1WrVujnPffccwwdOpSPP/6YFStW0K9fP8444wy6devGkCFD6Nu3L6tXryY5OZm7776bf/7znyQkJAAwduxYxo4dm+/4b7/9Nh06dDiofNeuXTzzzDM0btyYxMTEPPunpKQQHx9f6Pc6HNmBfwAUqpNZOtDc3X8ws0eBKu5+nZk1Bz5292MKOE4f4A13L/z/tSJSrplZLJCSkpJyRJ8aJiIih4+dO3eycOFCYmJiqFy5coH6nH322ezduxeAt956i8WLF/PII48QGxvL7Nmzj9plmQDr169n2rRpxMXF0aBBA/7+978D0LBhQ5599lkA9uzZQ3p6Ol27dqVGjRplGK2IHC0yMjLYuHEjjRs3pkqVKjnqIjnJ9+WXX+ayyy4DYM6cOfTq1YtOnTqxZMmSUJvatWuzffv2g/oWNt+SlJREZmZmjllk7dq1o0uXLowbN469e/fSvn17mjVrxpo1azj99NOZPn16qO2OHTtCB9TkpX79+jmSfU888QTDhw9n165dtGjRgnnz5nHCCSeE7btixQo6derEW2+9Rbdu3Qr1bsUpv9/j1NRU4uLiAOLcvUgba0Y6w+wXIBH4gcDMshHBcgPy2vQ/nGnAx8CGCOMQERERESkRX375ZShZ1qxZM6Kjo0OJoCuvvPKoTpYBZGVlsXLlSipWrMicOXN49tlnycrKYtOmTaxfvz7PH7hERCRvrVq1ynGfkJDAtm3bAKhUqRKzZs2iVatWNGzYkMmTJ+doGx8fX+jZX1dccQXdunXjp59+4pFHHqFXr14sW7bsoETUmjVruOCCC7j33nvLNFlWmiJNmL0CvGBm3wLHAgfOkP4D8F0hxil8eldEREREpBQMGzYMgKioKKZOncqrr77K9u3bqVu3LhdccEEZR1f2mjVrxs0330z79u2Ji4tj0KBBPPHEE0Dg5LV58+ZFNJtDRKSkpKWlFbpP9hnJF110EWlpaQctPT+w51dxqFixYo57MyMrKyt0v3z5cuC32WTZl31GsiQzLi6OuLg4mjVrRvv27TnmmGN49dVX6dOnT6jN2rVr6dKlCwMGDGDEiBHhhj0iRZowuxVIJjDLbLi7H/i/LgF4ohjiEhEREREpM7NnzyYjIwMI/IC0d+9eZs+eDUD//v2pVKlSWYZXblx88cWhz5dddhnTpk0jMzOTzMxM5s+fz7nnnluG0YmI5BTJnmLZVahQIbSfWXGOW1Dr16/n1ltvZfr06bz88stcddVVLFy4MJTAGzRoEL169cp3jPr16+db7+7s2bMndL9mzRq6dOnCX//6V8aMGVP0lziMRJQwC27S/0iY8hzzAc3sLeBad8/ryIYewJZIYhARERERKSkH9uMyM66//npmzpxJWloajRs35qyzzirj6MqnnTt3cvXVV4f203nqqafo0aNHGUclInJkyMzMpG/fvnTv3p3+/fvTo0cPWrZsyYQJE0IzoguzJHPDhg289NJLdO/endq1a7NlyxYeeughYmJi6NmzJxBIlnXu3Jnu3bszdOhQtm7dCkB0dDS1a9cumRctR0r6CJuOQExele7+EVDTzOqVcBwiIiIiIgXy3XffhZa/tGvXjh07djB37lwABgwYQHR0YbbsPfLt2rWLkSNH0qdPH84777zQTId9+/bx4YcflnF0IiJHhjFjxpCcnMzTTz8NQL169ZgxYwYjRoxg1apVhR6vSpUqLF26lJ49e9K0aVN69epFtWrVWL58OXXq1AEChxz8/PPPzJ49m4SEhNB12mmnFeu7lVcRnZJZ4MHNdgKnuPsGM4sHpgOnAvOAwQQ2/b8acAKb/1+Sz2w0ETmM6JRMEREpbwp6SuZdd93FihUrAHjnnXeYOnUqb731Fq1atWLy5MnalysXd2fAgAGsX7+efv36Ubt2bcaPHw9AnTp1mDZtmk7JFJFSk98JinJkKK1TMkt6hll2jwDNgfHAycC/gNOADsCZBJaHjivFeEREREREctiyZUsoWdaxY0e2bt3K228HzrcaOHCgkmVhmBmXX345AK+88gpJSUmhhOS2bdvYtGlTWYYnIiISkdJMmJ0DXOfujwG9gQuA2919mbuvIHCQQNdSjEfkiGFmN5jZRjPLMLNPzaxDPm37mZmHuapka1PBzB4IjpluZhvM7F4zK80/M0RERErV/v37ufbaa0P3t912GzNnziQrK4szzzyTk08+uQyjK986depE/fr1SU1NZd68efTr1y9UN3PmzLILTEREJEKl+cNvHMEN/t39v8B+IPvyyx+BmqUYj8gRwcx6A5OBMUBrYCnwtpk1yKdbKoFTbUOXu2dkq78DGATcBJwIDAeGATcX+wuIiIiUE3Pnzg2djNmwYUOioqL4+uuviYqKypFIk4NFR0fTp08fILDnzUUXXRSq+/LLL8nMzCyr0ERERCJSmgmzb4HzAMysB5ABdM9WfzawsRTjETlSDAVmuvsMd1/n7kOAH4Dr8+nj7r41+5Wr/nTgdXd/y92T3f1fwHsE9iAUERE5ImWfCXXfffdRvXp1/vGPf/Dggw/SsGHDMozs8NCtWzdq1arF9u3bWbBgAW3btgUCe5y9/PLLZRydiIhI4VQo4fHHAjuCn8cDz5nZEOB44Er+n717j++5/B8//rg2NmyMGbbkMKJS5pAKOYyi0VfyiUnakNPKIYf4xHwcFusTFgrJSIp+DpWiQix8lGNCzCmHUc6sttlstr2v3x/v7dXeO++1A9ue99vtdev1ul7Xdb2e75bmfb2u63nB+0qpJwEL8C+sX/yFELmklHIAHiNj/r8fgNbZNHVWSp0H7IFDwH+01gfT3P8JCFBKNdRan1JKNcGaa3BUNrE4AmkzKEtmXyGEEPekxMTEDGWHDx82yitWrEiNGjVISEgAoEmTJsa5yN6LL77IRx99xOeff84HH3xAr169jAGzAQMGULZs2bsdohBCCJErpgfMlFJ+WJdseQKttNbnUwbDzmmtvwHQWr+TWl9rvTLlC/qTwC6t9W6l1HHgLaACMERrvTwfn0WI0sgN66DX1XTlVwH3LNqcAPoDR4BKwBvAz0qpJlrr31PqvIt1GfUJpVRyyjMCtdb/L5tYJgBTzHwIIYQQoiiULVuWChUqEBcXR1JSks29t99+2zgfN24cW7dupWXLltjb2xd1mMWat7c3n3/+OZcvX2bXrl08+eST7Nmzh7CwMFatWoWfn9/dDlEIIYTIFVMDZkqp14AgrHmTArF+mQb4G+sMlG8ya6e1/gnrzJXU62OAv5kYhBA2dLprlUmZtaLWe4A9RkWlfgZ+xZqfbGRKcW+ss0BfBsKBpsBcpdSlbAa23wHeS3NdEfgzbx9DCCGEKDzlypWjXbt2GWaYXb9+nVu3bgFQvnx5qlevzuTJk2nZsiWbN28ucTtjxsXFUaFChULrf+TIkcyYMYPNmzezbt06GjZsCFh3GZUBMyGEEMWF2RlmI4DBWuuvlVJvpSn/BZid/7CEELl0A0gm42yy6mScdZYprbVFKbUfaJCmeBbwX631qpTrI0qpOlhnkWU6YKa1TgCM9Sol7cuFEEKIkqFcuXKUK1fOpszHx8c4/+STT4iNjaVKlSr06NGDSpUqFXWIhebQoUP07dsXOzs7jhw5AsCdO3dYsWIF/fr1K7DZdGPHjmXevHmEh4dz8uRJ3N3duXLlCvHx8Sxfvpx+/foVyHOEEEKIwmQ26b8ncDCT8gTAyUyHSqkmKUu/hBC5pLW+AxwAOqW71QnYlZs+lHVkqym2u9ZWwJpbMK1kinajECGEEKLQaa3ZvXs3YN3p0dfXlwEDBnD27FlGjCi+m0MfPnyYqVOnsnHjRqPs/vvv5/jx4xw7doybN2+itaZt27YMHDiQjz/+uMCeXaVKFV57zbr3UHBwMF999ZVx7z//+U+BPUcIIYQoTGa//J7D+gU7vS7AMfPhIFNShMi794BBSqlXlVIPK6XmALWBRQBKqU+VUkY+QaXUFKXUs0qpekqppsBSrH+eF6XpcwMQqJR6TilVVynVA+umHOuK6kMJIYQQRWHBggVobc1i8NJLLxnllStXpnz58ncrrDzRWnP8+HEsln/edX3xxRdMmzaNFStWGGVubm5s2rSJ69evU7VqVZRS9OnThxo1ahT4TLrRo0fj6OjI7t27KVOmDE2aNAHgjz/+4I8//ijQZwkhhBCFweyA2SxggVKqN9ZBrieUUoFYd8WclVkDpdRX2R1Yv/RnmnNJCJE1rfVqrLkDJ2Pd8bId0FVrfT6lSm3AI02TysBi4DjW3TRrAu201vvS1BkBfAEsTKk3G/gIkNfCQgghSpRRo/7ZALpVq1Z88803xgBace4t99IAACAASURBVKC15tFHH6VRo0YcOnTIKO/atSu+vr5069bNpn7nzp1xdXU1rocNG8apU6fo3bt3gcbl4eHBnDlz2LFjBy1atGDhwoXGvVmzMv26IIQQ4i7YvXs3HTt2xMnJicqVK+Pt7c3t27cz1EtISKBp06YopWx+35RkyuxfCJRSg4FJQK2UoovAVK310izqJwJbyDqvkivwf1pr2YpIiBJAKVUJiIqKiipR+V+EEEKUHOvXr6d79+4AeHp6cvXqVeLi4ti6dStPP/30XY4uo4iICObNm0dMTAxLliwxyrt3784PP/zAsmXLbGbJ3Uu01tSrV4+IiAiUUsTHx+Pg4HC3wxJClEDx8fGcO3cOT0/PDDkrha3du3fj4+PDhAkT6NatGw4ODhw+fJhu3brh6OhoU/eNN97g999/Z+PGjRw8eJCmTTNbdFg0svsZR0dH4+LiAuCitY7Oz3NM5yPSWodqretgTS7urrWuldVgWYrjwJda6wGZHcAUs7EIIYQQQgiRV/379zfOW7duTVxcHC1btqRjx453L6gUSUlJ7Nq1ixMnTtiUzZ07l08//ZTY2FijfOHChURGRuZ7sOynn35i1KhRhTLDLi4ujubNmwPWwbPp06cX+DOEEKK48/b2ZuTIkYwfPx5XV1fc3d2ZOnUqANu3b8fBwYGdO3ca9UNCQnBzc+Py5ctZ9Ji90aNHM3LkSN566y0eeeQRGjRoQM+ePTMMlm3cuJEffviB2bNL1x6PpgbMlFKeSqkGAFrrG1rraynlDZRSdbNodgBonk23CcAFM/EIIYQQQgiRF0lJSfz1118AlC9fnlWrrBtDv/vuu3dlp+f0g1Rjx47lqaeeslnKWL9+fcaNG8fKlSttdrSsWbNmvvOtXb9+nWeeeYZ58+axfv36fPWVltaa8ePH4+HhQWBgoFEeHBxcYM8QQojcio2NzfKIj4/Pdd30SxazqmfG8uXLcXJyYu/evcycOZOgoCC2bNmCt7c3o0aNws/Pj6ioKA4fPkxgYCChoaF4eFgz8AQHB+Ps7JztkTrgdu3aNfbu3Uv16tVp3bo1NWrUoH379vz000828Vy9epXBgwfz2WefUaFCBVOfqbgqY7LdJ8DHwO/pyp8EBgHembQJALJcbqm1Po51900hhBBCCCEK1cyZM43zxo0bs2/fPp577jnatWtXpHForRk6dCgbN25k586d1K1bF4D27duzYsUKm2WLSimbuAtStWrVGDduHFevXqV169YF1q9Sit9//52YmBi++uor6tSpw/nz50lOTjaW0wghRFFxdnbO8l7Xrl357rvvjOvq1asTFxeXad327duzfft247pu3brcuHEjQz0zM3a9vLyYMsW6AK9BgwbMnz+fsLAwOnXqxPTp09m6dStDhgwhPDwcPz8/evToYbQNCAjA19c32/5r1qwJwNmzZwGYOnUqs2fPpmnTpnz66ac8/fTTHD16lAYNGqC1pn///gQEBNCiRQsiIiLy/HmKM7MDZs2AnzMp3wPMz6yB1jrB5LOEEEIIIYQoUKkznCpWrMi+fftQSvHOO+/k0Cp/4uLi2LFjB1evXjWWgyqlCA8P588//2Tr1q0MGjQIgOeff57u3bvbzCQrbEFBQYUyuy4oKIghQ4bg4+ODr6+vsWNm06ZNiYqKKvDnCSFEcebl5WVz7eHhwbVr1wBwcHBgxYoVeHl5UadOHebOnWtT19XV1WZjl+yk7qw8dOhQBgwYAECzZs0ICwvj448/5p133uGDDz4gOjqaCRMm5PdjFUtmB8w0UDGTcheymUUG1mWbQGvAPaWfq8AurXX62WpCCCGEEEIUuKVLlxpLZdzc3IiJicHPz4/GjRsX6HOSkpKIj483ZjQcOXKErl27UrlyZfz8/IzBsNT8NG3atDHalilj9q/p5qUfLNNaF8gAWuPGjY1/t15eXpQvX57bt28THR3Nb7/9luHLoRBCFJZbt25leS/9C4rUQarM2NnZZrcqyJlXZcuWtblWShmDWwC7du0CIDIyksjISJycnIx7wcHBOS5537hxI23btjWWcTZq1Mjm/sMPP8yFC9ZsWT/++CN79uzJkNOsRYsW9O3bl+XLl+fx0xUvZn8T7wQmKKX6aK2TAZRS9sAE4KfMGiilXIBPgW5AFHANUEA1oJJSagPgn99dDIQQQgghhMjOmDFjjPNz587h4OBAUFBQgT5j9uzZTJ8+nTFjxjB58mQAHnvsMZo0acLjjz9OTEwMlStXBqBTp04F+uz8unnzJv/5z3+Ii4vjk08+KdC+b926xfjx45k2bRoAPXv25NSpUwX6DCGEyErawaW7VTc/zpw5w+jRowkNDWXNmjX4+/sTFhZmDODlZUlm3bp1ue+++zh58qTN/VOnTtGlSxcA3n//fZtNWi5dusSzzz7L6tWrefLJJwvyo92TzA6YjQf+B5xUSqVu0dAWqARkta3QB1hzlLXSWu9Ne0Mp9SSwOKVOP5MxCSGEEEIIka3ExESio63vZx0dHUlISGDYsGHUqVPHVH9aa1atWsXWrVsJCQkxBsFcXFyIiopi9+7dRt0yZcpw6NCh/H+IQnbu3Dk+/PBDACZOnEjDhg0LpN9PPvmEsWPHMnjwYKPs999/5+bNm1StWrVAniGEECVVcnIyfn5+dO7cmQEDBtClSxcaN25MSEgI48aNA/K2JFMpxbhx45gyZQpNmjShadOmLF++nBMnTvDFF18AULt2bZs2qTOm69evz/3331+An+7eZGqXTK31McALWANUx7o881PgIa310SyaPQ8MTj9YltLfXmAo0N1MPEIIIYQQQuTGsmXLjPOEhAQqVarExIkTc90+NjaWY8eOGddKKaZNm8bHH3/Mtm3bjPIePXqwb98+vv3224IJvAi1aNGCGTNmsH379gIbLAOoUqUKkZGRfPjhhzz33HNGeWpyayGEEFmbMWMGERERLF68GAB3d3eWLFnCpEmTTL+MGTVqFBMmTGD06NE0adKEsLAwtmzZQv369Qsy9GJLmdm1wdSDlPob6Ky13pfF/SeBzVrrykUSkBCiUCmlKgFRUVFRVKpU6W6HI4QQQgDWmV/R0dHY29uTnJzM9OnTCQwMzFXb3bt34+3tTc2aNY3dxQBmzZrFtWvX6N+/P4888khhhV7sWSwWvLy8CA8PZ9KkScYyn7JlyxIbG5shb48QQpgRHx9v7MJbrly5ux2OKATZ/Yyjo6NxcXEBcMlvyi/T2USVUpWBJ7DOMLOZqaa1/jSTJhuAUKXUQK31L+n6agEsAtabjUcIIYQQQojsBAcHG8sxk5OTcXd3Z9SoUblu37hxYywWC8nJyURGRhrLXlKXwpRUMTExKKWMpThm2dnZMWHCBF555RUWLVpE3bp1iYiIIDExkdWrV/PKK68UUMRCCCFE/plakqmU6gZcADYC84F5aY65WTQbAVwC9imlIpVSJ5RSx5VSkcBe4DIw0kw8QgghhBBC5CTt0r/hw4fz3//+N0+Jmp2dnTl37hwRERG5zhFT3G3YsIEHH3zQ2Mkzv3r37o2npyc3btyw2RW0OC5dFUIIUbKZGjADQoCPgYpa68pa6yppjkz/9qC1/ltr3QVoBIwFlmPNezYWeERr3VVr/bfJeIQQQgghhMjSrl27SEpKAuDhhx/mgw8+oF+/3O01dePGDeP8/vvvRylVKDHei8qUKcPly5f5/vvvuXPnToH0N378eAB27Nhh/LtMTTAthBBC3CtM5TBTSsUCjbXWZ3OsLIQolSSHmRBCiHvJfffdx+XLlwE4deoUDRo0yFW75ORk6tevT40aNfj8889LZSLk1atX88ILL+Do6Fgg/cXHx+Pp6cmVK1do0qQJhw8fBuDatWtUq1atQJ4hhCi9JIdZyVdUOczMzjDbDLQw01Apdb9SKkMCBKVUWaVUO5PxCCGEEEIIkam4uDhjsMze3p6LFy9isVhy1fa3337j8uXLnD59mvvuu68ww7xn9e7du8AGywDKlSvH2LFjAbh165ZR3qFDB4pqQzIhhBAiJ2YHzL4DZimlpiqlXlRKPZ/2yKyBUspDKbUPOA/8rZRanm7gzBXYlllbIYQQQgghzPLz8zPOk5OT6du3b64HZpo1a8Yff/zB2rVrKV++fGGFWCxordm4cSMJCQn57mvo0KFUqVKFM2fOUKdOHQDCw8PZs2dPvvsWQgghCoLZAbNQoBYwGVgLfJ3mWJdFm/8CycCTgA/WXGbblVJV0tQpPQkhhBBCCCFEkdiwYYNxPmjQIF577TXs7e1z3b569ep07NixMEIrVvr370/Xrl2ZN29evvuqWLEiI0da9/tK+7MYMmRIvvsWQgghCoKpATOttV02R1Z/+3gGeENr/YvWeivQBvgT+FEplbpRgMzBFkIIIYQQBWb//v0kJiYC0LZtW0JDQ5k0aVKu2hbETKqSpGPHjjg4OBRI8n+AESNG4OTkxNmz/6RFPnr0qPx7F0IIcU8wO8PMoJTKbRY9F+Cv1AutdQLQE4jAuhSzen5jEUIIIYQQIq033njDOJ87d26u292+fRtPT0/8/Pz466+/cm5QCvj5+XHy5MlcDzjmpGrVqgwdOhSAmjVrGuUrVqwokP6FEEKI/DA1YKaUsldK/UcpdRG4pZSql1L+tlJqYBbNzgJeaQu01klAr5R735qJRQghhBBCiMwkJiaye/duwLrsLzExMde5yzZv3szly5fZuXOn7Pacws7Ojrp16xZon2PGjGHBggXs378fOzvrV5PPPvusQJ8hhBBCmGF2hlkg0B8YD6Sdk30EGJRFm41AhqQEaQbNDpmMRQghhBBCiAxmzpxpnCcnJ9OmTRtu3ryZq7YvvPAC+/btY+HChXnKd1ZanD9/nkmTJuV6t9Gs1KxZk9dffx0PDw98fHwA2LFjBzdu3CiIMIUQQmRj8eLFeHt7U6lSJZRS/P333zb3IyIiGDhwIJ6enpQvX5769eszZcqUDEvzN2/eTMuWLalYsSLVqlXjxRdf5Ny5c0X5UQqF2QEzf2CI1nol1kT+qX4DHsqiTSDWgbEMUgbN/gXUMxmPEEIIIYQQNqZMmWJz3bVrV9zc3HLd/vHHH6dr164FHVaxl5CQwBNPPMGMGTMKdDZY7969jfPVq1cXWL9CCCEyFxcXh4+PDxMnTsz0/okTJ7BYLHz00UeEh4czZ84cFi1aZFP/7NmzdO/enY4dO3Lo0CE2b97MjRs3+Ne//lVUH6PQmB0wqwmczqK/spk10Fonaa2js+pQa52stT5vMh4hhBBCCCEMO3bsIDnZ+l43damfv79/rtrmdtlmaeXo6MjYsWNp3749zZo1K5A+d+zYQXBwsHE9ZsyYAulXCCGKE29vb0aOHMn48eNxdXXF3d2dqVOnArB9+3YcHBzYuXOnUT8kJAQ3NzcuX75s6nmjRo3irbfeomXLlpne9/HxYdmyZXTu3Jl69erx/PPP8+abb/LVV18ZdX799VeSk5OZPn069evXp3nz5rz55pscPnzY2HSnuDI7YBYOtM2kvBdw0Hw4QgghhBBC5F9ISIhxbrFYqFy5Mv/3f/+XY7vIyEgaNmxIUFBQsf+LfmEaO3Ys27Ztw8vLK+fKuVClShVOnjyJUgqAO3fuyLJMIUSBi42NJTY21ubFyJ07d4iNjc2wQ29q3bRLzxMTE4mNjSU+Pj5Xdc1Yvnw5Tk5O7N27l5kzZxIUFMSWLVvw9vZm1KhR+Pn5ERUVxeHDhwkMDCQ0NBQPDw8AgoODcXZ2zvZIO+BmRlRUFK6ursZ1ixYtsLe3Z9myZSQnJxMVFcVnn31G586dKVs20/lUxYbZAbNpwHyl1L9T+viXUioUmAgEFVRwQgghhBBC5JXFYmHr1q3AP7PLXnrpJRwdHXNs+9lnn3H69GnWrVtHmTJlCjXO4sze3t4Y3CoIXl5erFmzhi+//NIoGzQoq9TIQghhTuqgUdoB+VmzZuHs7Mzw4cNt6lavXh1nZ2cuXLhglC1YsABnZ2cGDrTd67Bu3bo4Oztz/Phxo+yTTz4xFaOXlxdTpkyhQYMG+Pv706JFC8LCwgCYPn06rq6uDBkyhL59++Ln50ePHj2MtgEBARw6dCjbo0WLFqbiAjhz5gwffPABAQEBRlndunX54YcfmDhxIo6OjlSuXJk///yTVatWmX7OvcLU3wK01huUUr2xDpBprINkvwLdtNZbCjA+IYQQQggh8mTLli3cvn0bsA6YWSyWXC/HDAgIoFq1akYCZJG9xMREFixYwIEDB/Kdz6xXL2u649Sf2TfffENycrJsuiCEKFXSz9z18PDg2rVrADg4OLBixQq8vLyoU6cOc+fOtanr6upqM/urIF26dAkfHx969epl80LjypUrDBo0iH79+tGnTx9iYmKYPHkyPXv2ZMuWLcX6d6np12Za683A5gKMRQghhBBCiHxL++Y7KSmJBx54IMv8LOk5Ojry8ssvF1ZoJc65c+cYN24cSUlJDBw4EG9v73z32aZNG/73v/8B1uT/8vMQQhSUW7duAVChQgWjbNy4cYwaNSrDrOLUQary5csbZcOGDWPw4MEZBvIjIiIy1O3fv7+pGNMvY1RK2Sz13LVrF2BNIRAZGYmTk5NxLzg42CYfZGY2btxI27aZZdjK2qVLl+jQoQOtWrVi8eLFNvcWLFhApUqVbHamXrFiBbVq1WLv3r25/v17LyqSeeZKqVwnN9Ba/1aYsQghhBBCiJIrJibG+OJSrlw54uPj8ff3L9ZvuO9lDRs2ZOrUqVSvXj3PX8Ayc+PGDf766y/jeuDAgTJgJoQoMGkHl1I5ODjg4OCQq7ply5bNNC9XVnUL2pkzZxg9ejShoaGsWbMGf39/wsLCjPQDAQEB+Pr6ZttHzZo18/TMixcv0qFDBx577DGWLVtmPCtVXFxchgHE1Ou0A33FkakBM6XUX1iXYqangXisO2h+orVellJ+KOWeyqJdWjLnWgghhBBCmPLnn38a56lJmf38/HJsd/78efr168drr71G7969Cy2+kigwMLDA+qpatarNl8z4+Hhu3rxJ1apVC+wZQghRHCUnJ+Pn50fnzp0ZMGAAXbp0oXHjxoSEhDBu3Dgg70syr1y5wpUrVzh9+jQAR44coWLFitSuXRtXV1cuXbqEt7c3tWvXZvbs2Vy/ft1o6+7uDsBzzz3HnDlzCAoKMpZkTpw4kTp16hTYTsp3i9mk/0GABfgOmAJMTTm3AAuAU8CHSqnBKfU9gXop/3wROAe8DjRLOV4HzqTcE0IIIYQQwpTZs2fbXLdv3566devm2O6jjz5ix44dLFmypJAiKx0sFguxsbGm2yulmDhxok1Z2mU+QghRWs2YMYOIiAhjSaS7uztLlixh0qRJHDp0yFSfixYtolmzZgwebB26adeuHc2aNWP9+vUA/PDDD5w+fZoff/yR+++/Hw8PD+NI1bFjRz7//HO+/vprmjVrho+PD46OjmzatMlmiWpxpNJup5rrRkp9CWzRWi9KVz4U6Ky1flEpNQIYorVunK7OPmCq1vr7dOVdgbe11o/lOSAhxD1HKVUJiIqKiqJSpUp3OxwhhBClgMVioWzZslgsFhwdHUlISGDp0qW8+uqrOba9ePEioaGhtGrVimeffbYIoi15Dh48yNChQ2ncuDFLly413Y/FYqFRo0acPHkSsC51Ss07JIQQOYmPj+fcuXN4enpSrly5ux2OKATZ/Yyjo6NxcXEBcNFaR+fnOWZnmD0LbM2kPCzlHsD3WGeVpdcY6wyz9M4BjUzGI4QQQgghSrmXXnrJyJeSkJBAuXLl6NmzZ67a1qxZk6lTp8pgWT7cvn2b/fv38+WXX3Lz5k3T/djZ2fHWW28Z17GxsTZ5zYQQQoiiYHbALBLolkl5t5R7AE5ATCZ1jgOTlFLGMKBSyhGYlHJPCCGEEEKIPPvyyy8B67K+48ePs2zZMpnlXIRat27N4sWLOXHiRL5zjvXt25cqVaoY14MGDcpveEIIIUSemN0l822sOco6APuwJvJ/AugKpO7j3QnYkUnbAGAD8IdS6nBKWZOUPv7PZDxCCCGEEKIU+/XXX43ZZQ899JBx5OTw4cO8//77DBs2jObNmxd2mCVeah6c/Cpbtiz+/v7MmzcPgE2bNhVIv0IIIURumZphprUOBdoDscC/gJ5AHNBea700pU6I1jrDFkNa631Yk/8HAr8BR4CJgGfKPSGEEEIIIfKkf//+xvmqVaty3W7hwoV8/PHHvPvuu4UQVekWHh6er9xjvXr1Ms7v3LmTr80EhBBCiLzK84CZUqqMUqofcEZr3Udr3Vxr3SzlfFdu+tBax2mtF2utx2itR2utQ7XW8htQCCGEEELkmdaaI0eOANblmNOnT+fo0aO5atu/f39efvllRowYUZghljrvvPMOTZo04Z133jHdR6tWrahRowYASUlJdO/evaDCE0IIIXKU5wEzrXUS8CHgaPahSik/pdRPSqlLSqk6KWWjlVLyW1AIIYQQQuTJ6tWrjXOtNWvXriW3O8G3atWKlStX0qZNm8IKr1R6+OGHSU5O5ty5c7n+WaRnZ2fHSy+9ZFyHhYWRkJBQUCEKIYQQ2TKb9H8v0MxMQ6XUa8B7wEagCmCfcusvYJTJeIQQQgghRCk1fvx443znzp288847NG7c+C5GJLp3787+/fv5/PPPUUqZ7iftskyAqVOn5jMyIYQQIneUmTc+SqlewH+BOcABrLnMDFrr37JpewyYqLX+WikVAzTRWp9VSj0KbNdau+U5ICHEPUcpVQmIioqKkh3KhBBCFJrk5GTKlLHuY+Xk5JTrnFm7du1i586dvPrqq1SrVq0wQxT5YLFYuO+++7h69SoALi4u/P3333c5KiHEvSw+Pp5z587h6elJuXLl7nY4ohBk9zOOjo7GxcUFwEVrHZ2f55idYbYaa+L+94GfgUPAwTT/zI5nFnUSACeT8QghhBBCiFJo7dq1xnnaxP85CQkJ4a233mLatGmFEJVIKzY2lvfee4/ExMQ8t7Wzs2PMmDF4eHgAEBUVxbVr1wo6RCGEECIDswNmnpkc9dL8MzvngKaZlHcBjpmMRwghhBBClEKvvfaacR4VFcXBgzm9u7V64YUXaNGiBQEBAYUVmsCaU65t27aMHTuWhQsXmupj/PjxfPrpp8Z12nMhhBCisJgaMNNan8/uyKH5LGCBUqo3oIAnlFKBQHDKPSGEEEIIIXIUGxtrszxvxYoV/P7777lq6+fnx/79+3n00UcLKzyBddfSgIAAPD09qV+/vul+OnToQMWKFQGYPn16QYUnhBClVmRkJCNGjODBBx+kQoUK1K5dm5EjRxIVFWVTTymV4Vi0aJFNHa01s2fPpmHDhjg6OlKrVi2Cg4OL8uMUijJmGyql/IAArLPKWmmtzyulRgHntNbfZNVOa71MKVUGmAlUAD4HLgJvaK1XmY1HCCGEEEKULmPHjrW5dnFxoVu3bncpGpGVgQMH4u/vn69cQomJicbmAVFRUdy6dQtnZ+eCClEIIUqdS5cucenSJWbPnk2jRo04f/48AQEBXLp0iS+++MKm7rJly/Dx8TGuU3KEGd544w1++OEHZs+eTePGjYmKiuLGjRtF8jkKk6kZZml2uvweqMw/O13+TS52utRah2qt6wDVAXetdS2t9VIzsQghhBBCiNJp+fLlNte+vr6UL18+2zY7duxg3bp1JCUlFWZoIg17e/t8J97+5ZdfiI7+J3dzYGBgfsMSQoh7jre3NyNHjmT8+PG4urri7u5u7A68fft2HBwc2Llzp1E/JCQENzc3Ll++nOdnPfroo3z55Zd069aN+vXr07FjR2bMmMGGDRsy/I6sXLky7u7uxpH2d+3x48f58MMP+eabb3j++efx9PSkadOmPPPMM+b+JdxDzOYwGwEM1lrPAJLTlP8CZLuHt1LqR6VUZQCt9Q2t9bWU8kpKqR9NxiOEEEIIIUqRxMRE4uPjbcr69euXY7spU6bwr3/9i1mzJBPI3fD999/Tv39/tNZ5ate6dWueeOIJ4/qTTz4p4MiEEKVBbGxsno+0g0dJSUnExsZy+/btXPVrxvLly3FycmLv3r3MnDmToKAgtmzZgre3N6NGjcLPz4+oqCgOHz5MYGAgoaGhxsYowcHBODs7Z3ukHXBLLyoqikqVKhm7T6caPnw4bm5uPP744yxatAiLxWLc27BhA/Xq1ePbb7/F09OTunXrMmjQICIjI019/nuJ2SWZ+dnp0htwyKS8HNDWZDxCCCGEEKIUmTNnjs11vXr1aN26dbZtkpOTad26NSdPnsTPz68wwxOZuH79Or169SIuLo4uXbrQu3fvXLe1s7Nj7969uLu7c/XqVaKjo9m+fTve3t6FF7AQosQxs5R7zZo19OrVC4B169bh6+tL+/bt2b59u1Gnbt26mS5BzOvLAQAvLy+mTJkCQIMGDZg/fz5hYWF06tSJ6dOns3XrVoYMGUJ4eDh+fn706NHDaBsQEICvr2+2/desWTPT8ps3b/L2228zdOhQm/K3336bp59+mvLlyxMWFsbYsWO5ceMGkyZNAuDs2bOcP3+etWvX8umnn5KcnMzo0aPp2bMnP/5YvOdEmR0wS93pMn2C/yx3ulRKeaW5bKSUck9zbQ/4YM1lJoQQQgghRLZCQkIA60CKxWLB39/fyHGVFXt7e4KDg3n77bext7fPtq4oeNWqVWPy5MncuHGDLl26mOpj7ty59OnTB4A333yTX375pSBDFEKIu87Ly8vm2sPDg2vXrgHg4ODAihUr8PLyok6dOsydO9emrqurK66urnl+ZnR0NM899xyNGjUyButSpQ6MATRt2hSAoKAgo9xisZCQkMCnn35Kw4YNAVi6dCmPPfYYJ0+e5MEHH8xzPPcKswNmqTtdluOfnS77ABOAQVm0OQTolCOzYcbbWJd6CiGEEEIIkaXTs4g31gAAIABJREFUp08bXx5Sl4XkZcaYDJbdPf/+97/z1b5nz57GgNmBAwe4fft2jnnrhBAi1a1bt/LcxtHR0Tjv0aMHt27dws7ONrtVREREfkMzlC1b1uZaKWWzBHLXrl2AdZfLyMhInJz+WeQXHByc4+6UGzdupG3bfxb3xcTE4OPjg7OzM+vWrcvw/PRatmxJdHQ0V69epUaNGnh4eFCmTBljsAzg4YcfBuDChQulb8DM5E6XnlgH184CTwDX09y7A1zTWidn1lAIIYQQQohUAwcOtLlu06YN9erVy7bN//73P1xdXXn00UcLMzSRR4mJiTl+OUtr4sSJNtcrVqxg8ODBBR2WEKKESju4ZEaZMmUy5PcqiH5z68yZM4wePZrQ0FDWrFmDv78/YWFhxgBeXpdkRkdH8+yzz+Lo6Mj69etztUHLwYMHKVeuHJUrVwbgqaeeIikpiTNnzlC/fn0ATp06BUCdOnVMfc57hdkZZmitQ4FQpZQbYJeavD+b+qnLN81uNCCEEEIIIUSG3cD8/f2zra+1ZtiwYRw9epRVq1blKXeWKBwXL15k3LhxJCYmsnbt2ly369atm82GDTNmzJABMyFEqZCcnIyfnx+dO3dmwIABdOnShcaNGxMSEsK4ceOAvC3JjImJoXPnzsTFxbFixQqio6ON3YirVauGvb09GzZs4MqVK7Rq1Yry5cuzbds2AgMDGTJkiDHz7plnnqF58+a8+uqrzJ07F4vFwrBhw+jUqZPNrLPiyNSAmVJqCrBCa31Ga50xs13u+mgE1CbdBgBa6/Vm+hNCCCGEECXf7du3bZa+ODo6GsmYs3Lr1i0efPBBLly4wLPPPlvIEYrciIyMZPXq1Wit85Tj5qmnnsLDw8MYNL1w4YIsyxRClAozZswgIiKCDRs2AODu7s6SJUvw9fWlU6dORn6x3Dpw4AB79+4F4IEHHrC5d+7cOerWrUvZsmVZuHAhY8aMwWKxUK9ePYKCghg2bJhR187Ojg0bNjBixAjatWuHk5MTXbp0MXKNFmfKzK4NSqnfgEeA/cAKYLXW+nr2rYy29YB1QGOs+cxSs7NqAK21JJUQogRQSlUColK3JhZCCCEKwvjx421mGPXu3ZtVq7LKCGIrJiaGihUrFlZoIo/mz59P69atad68eZ7ajRw5kg8++MC4Xrt2LT179izo8IQQxVR8fDznzp3D09MzV0sMRfGT3c84OjoaFxcXABetdXR+nmNqeaTW2gvwwpq8fwxwUSn1vVLqZaVUhRyaz8O6y2YNIA7rwFs74BfA20w8QgghhBCidHjvvfcA6xttpVSOyzHTksGye8vw4cPzPFgGZJhROH/+/IIKSQghhDCYziemtQ7XWk/UWtcDOmAdBJsLXMmhaStgcsqMNAtg0Vr/hHWHzffNxiOEEEIIIUq2//3vfyQnW/eI8vHxISIigs6dO2fbZt++ffz1119FEZ7Ihxs3buT655S6LDPVzp07CyssIYQQpVhBJeCPBW5j3e0yp21u7IHUvVxvAPelnJ8Hiu9+o0IIIYQQolCl3R1z/vz51K5dO9PdylIlJSXx4osvUrNmTfbs2VMUIQoT1qxZQ4MGDZg0aVKu6tvZ2dkswbRYLISHhxdWeEIIIUop0wNmSilPpVSgUuoY1uWUzYGpgHsOTY9iXc4JsBcYr5R6CpgMnDUbjxBCCCGEKNlOnz4NWAdMPD09c6x/8eJFqlSpgpOTE82aNSvs8IRJNWrU4O+//2bPnj3cuXMnV23SL8v89ttvCyM0IYQQpZipATOl1G7gNNALWAbU0Vp31Fov0VpH5dB8eprnTgLqADuBrsBIM/EIIYQQQoiSbe3atca5xWLhjTfeyLFNnTp1OHz4ML/++iuOjo6FGZ7Ih/bt27Np0yb27duHg4NDrtqkX5Y5ceJE4uPjCytEIYQQpZDZGWbbAC+tdVOt9Syt9cXcNtRab9Zaf5VyflZr3QhwA6prrX80GY8QQgghhCjBRo8ebXNdq1atXLVTSuW6rrh7nn32Wezt7XNdP7NlmV9//XVhhCaEEKKUMrtL5kStdb4SBSilHlBKPauUKq+1jsxPX0IIIYQQouTSWnPxovX9bIUKFTh58iQDBgzIts2JEyeMDQJE8WGxWFi1ahVxcXE51k2/LHPYsGGFFZYQQohSyOySTHul1ECl1OdKqa1KqR/THjm0raqUCgNOAd8DqXOplyilQszEI4QQQgghSq69e/ca588//zwNGzakatWqWdaPjY2lZcuWNGjQgPPnzxdFiKKA9OnThz59+jBr1qwc66ZflhkZGSnLMoUQQhQYs0sy56Uc9liT+B9Od2RnDpAI1AbSvjpaDfiYjEcIIYQQQpRQb775pnEeEpLz+9WjR4+ilJLlmMXQiy++iLOzM5UrV86xrp2dHePGjbNZmvn9998XZnhCCCFKEbMDZi8Bvlrr3lrrUVrr0WmPHNp2Bv6ttf4zXfnvWDcAEEIIIYQQwvDzzz8b55MmTcqx/pNPPsnFixf55ptvsLMzvSm8uAt69erFmTNncrWpA1hz2y1fvpwyZcoAsGTJksIMTwghShRvb2/jBVPq8dJLL9nUmTFjBq1bt6ZChQqZvsw4fPgwffr0oVatWpQvX56HH36YefPmFdVHKFRlTLa7g3WXTDOcsJ1ZlsoNSDDZpxBCCCGEKIFWrVplc62UylW7ChUq8OijjxZGSKIQKaWoXr16ntpUqFCBNm3asH37djZu3EhCQoLsiiqEELk0ePBggoKCjOvy5cvb3L9z5w69evWiVatWLF26NEP7AwcOUK1aNVasWEGtWrXYtWsXQ4YMwd7enuHDhxd6/IXJ7Cu3EOANldu/sdj6H+Cf5lorpeyAcVh33xRCCCGEEAKAsWPH2lz7+/tnUdPq+vXrhRmOKELHjx9n+PDhOW7eEBMTw7Vr14zrU6dOFXZoQghRKLy9vRk5ciTjx4/H1dUVd3d3pk6dCsD27dtxcHBg586dRv2QkBDc3Ny4fPmy6WdWqFABd3d343BxcbG5P23aNEaPHk3jxo0zbf/qq6/y/vvv0759e+rVq8crr7zCgAED+Oqrr0zHdK8wO2DWBugLnFFKbVBKfZX2yKHtOGCoUmoj4ADMxJoHrR3wb5PxCFGqKaVeV0qdU0rFK6UOKKXaZlO3v1JKZ3KUS1evplJqhVLqplIqTil1SCn1WOF/GiGEEMJKa82lS5eM67p169K2bZa/4rh+/Tq1a9emc+fOxMTEFEWIopAkJCTg7e3NggULCA0NzbbuwYMHOXbsmHGdfvdMIYQoTpYvX46TkxN79+5l5syZBAUFsWXLFry9vRk1ahR+fn5ERUVx+PBhAgMDCQ0NNTZACQ4OxtnZOdsj7YAbwMqVK3Fzc+ORRx7hzTffLJDfn1FRUbi6uua7n7vN7JLMv4F1ZhpqrY8ppbyA14BkrEs0vwIWaK3ND4sKUUoppXoDc4HXgZ+BocBGpVQjrfWFLJpFAw+mLdBaG9tKKaWqpPS1DegCXAPqY/2zL4QQQhSJX3/91ebaz88v25xk27ZtIyEhgb/++ouKFSsWdniiEDk6OjJp0iTCwsJ45plnsq371FNP4e3tzY4dO9Bac/q02cwxQoiSLjY2Ns9tHB0djTyJSUlJJCQkYGdnZ7N0Mat+nZyc8vw8Ly8vpkyZAkCDBg2YP38+YWFhdOrUienTp7N161aGDBlCeHg4fn5+9OjRw2gbEBCAr69vtv3XrFnTOO/bty+enp64u7tz9OhRJkyYwOHDh9myZUue4061e/du1qxZw3fffWe6j3uFqQEzrfUAM+2UUmWAQOBjrfUUM30IITIYAyzVWqdmuR2llHoW66D0hCzaaK31lWz6/DfwR7o/6xH5jlQIIYTIg3//23bxgZ+fX7b1fX19efzxx7lx40ZhhiWKyPDhwxkxYkSO9ezt7dm2bRvt2rVj586dJCcns2HDBrp161YEUQohihNnZ+c8t1mzZo0xc3XdunX4+vrSvn17tm/fbtSpW7dupr97tNZ5fp6Xl5fNtYeHh7Hs3MHBgRUrVuDl5UWdOnWYO3euTV1XV9c8zewaPHiwcf7oo4/SoEEDWrRowa+//krz5s3zHHt4eDjdu3dn8uTJdOrUKc/t7zX52jZIKVVNKdVGKfWUUqpaTvW11klYl2Ta5+e5QggrpZQD8BjwQ7pbPwCts2nqrJQ6r5T6Uyn1rVKqWbr7zwO/KKXWKqWuKaUOKqUGZ9ZRmlgclVKVUg9AXu0LIYQwTWvNjh07jOtWrVrRoEGDHNt5enry+OOPF2ZoooikT5ec0xfPtBtEFPdE00KI0qts2bI210opLBaLcb1r1y4AIiMjiYyMtKlrZklmWs2bN6ds2bL8/vvveY772LFjdOzYkcGDB+dqR+viwNQMM6WUE/AB1uT9qYNuyUqpT4ERWuvMdsFMtRXwBj4x82whhA03rAPQV9OVXwXcs2hzAugPHAEqAW8APyulmmitU//PWA/rDLX3gGDgCeB9pVSC1vrTLPqdAMjMUSGEEAXi22+/JSkpybjOKdl/fHw85cqVy7aOKJ7i4uKYOXMmBw4cYP369VnulFqlShXs7OywWCxcuHBB/psQQmRw69atPLdJu+tujx49uHXrVob0ABEREfkNLVfOnDnD6NGjCQ0NZc2aNfj7+xMWFmbEk9clmemFh4eTmJho5ETLrfDwcDp27Ei/fv2YMWNGntrey8zmMHsPaA90w5rnCKwbAbyPdQfN17JpuxF4Ryn1KHAAsFnsq7VebzImIUqz9K9cVSZl1opa7wH2GBWV+hn4FRgBjEwptgN+0VpPTLk+qJR6BOuf7awGzN7B+v+GVBWBP/PwGYQQQgjDmDFjjHMHBwd69+6dZd2zZ8/SvHlzXnnlFd5///1s85yJ4ufq1av897//JSEhgW3bttGxY8dM602YMMFmFsaHH37I6NGjiypMIUQxYCanWFplypQx8pkVZL+5kZycjJ+fH507d2bAgAF06dKFxo0bExISwrhx44C8Lck8c+YMK1eupGvXrri5uXHs2DHGjh1Ls2bNeOqpp4x6Fy5cIDIykgsXLpCcnMyhQ4cAeOCBB3B2diY8PJwOHTrQuXNnxowZw5Ur1sw/9vb2VKuW40LEe5rZAbMXgZ5a6+1pyr5XSt0G1pD9gNmHKf8ck8k9jSzXFCIvbmDdPCP9bLLqZJx1limttUUptR9Iu87lMnAsXdXjWP/sZ9VPApCQep3V218hhBAiN+Li/lmw8Pzzz1OlSpUs665evZqoqChOnz4tg2UlkKenJ++++y733XcfHTp0yLJejx49mDdvnnE9c+ZMGTATQpQYM2bMICIigg0bNgDg7u7OkiVL8PX1pVOnTjRt2jRP/Tk4OBAWFsa8efO4desWtWrV4rnnnmPKlCnY2/8zLDN58mSWL19uXDdrZs3ms23bNry9vVm7di3Xr19n5cqVrFy50qhXp06dIpt5V1iUmSR0Sqk44DGt9fF05Y8A+7TWhT+8KoQAQCm1FzigtX49Tdkx4ButdVZJ/9O2V8A+4IjW+tWUss+BWlrrtmnqzQGe1Fpnlxstbb+VgKioqCgqVaqUp88khBCidPv777+pWrWqMVto/fr12SZw11rz448/4uzszJNPPllUYYp7THJyMjVr1uTqVes7Q6UU8fHxODg43OXIhBBFKT4+nnPnzuHp6SnLskuo7H7G0dHRuLi4ALhoraPz8xyzr+B2A9OUUkZkSqnyWPMX7c5PQEKIPHsPGKSUelUp9XDKwFZtYBGAUupTpdQ7qZWVUlOUUs8qpeoppZoCS4GmqfVTzAFaKqUmKqUeUEq9DAwBFhTVhxJCCFF6jR8/3hgsq1q1Kj4+PtnWV0rx9NNPy2BZKZGYmMjff/+dodze3p6ePXsa11prYyaGEEIIkVdmB8xGYd2B70+lVJhSaivwB/AU1gTiGSilOiqljqXMOkl/z0UpFa6UamcyHiFKLa31aqx/JicDh4B2QFet9fmUKrWBtFkbKwOLsS6x/AGoCbTTWu9L0+d+oAfQBzgK/AcYpbVeiRBCCFHIli5dCoCdnR39+/fPsGNYWmZWS4jia/fu3Xh5eTFs2LBM7/fq1cvmeu7cuUURlhBCiBLI1JJMMGaUvQI8hDXB+DFgpdb6dhb11wPbtNZzsrg/Euigte5hKiAhxD1FlmQKIYQw45dffuHxxx8HoFu3bnzzzTdZ5sX85ZdfeOWVV3jjjTd47bXsUuiKkuLgwYM89thjuLm5cfz4capWrWpzP/2yTDs7O5KTk+9GqEKIu0SWZJZ89/SSTKXUBKCP1jpUaz1Waz1Ga70E6KOU+ncWzZoAm7Lp9gfgMTPxCCGEEEKIkqF///7G+fz587PdRGbJkiWcPHmSn376qQgiE/eCZs2asWrVKk6dOpVhsAysyzJffPGfPYosFgvh4eFFGaIQQogSwuySzKHAiUzKw4GALNrUABKz6TMJKN57jgohhBBCiHw5fty6p5SdnR21a9fOtu6sWbP48MMPGTt2bFGEJu4Rvr6+VK5cOcv76Zdlrl+/vrBDEkIIUQKZHTBzBy5nUn4d21xJaV0EGmfTp1cWfQohhBBCiFLg4MGDRrJ/i8XC9evXs61fsWJFAgICaN68eVGEJ+5Be/bsybABQNu2balRo4ZxPXnyZBITs3tvL4QQQmRkdsAsNcF/ek8Bl7Jo8z0QlHZnzVQp+dCmAd+ajEcIIYQQQhRzgwYNMs7btm1LtWqy+EBkbfLkybRq1Ypp06bZlKdflpmUlMTmzZuLOjwhhBDFnNkBsyXAXKXUAKVUnZTjVWAOEJpFm+mAK3BKKTVeKdVdKfV8Ss6zkyn3ZpiMRwghhBBCFHO//fYbAGXKlCEsLCzLelu3bqVbt27Z1hElX5s2bVBKERcXl2G31PTLMgMCssoaI4QQQmSujMl2M7EOcC0EHFLK4oF3tdbvZNZAa31VKdUa+BB4B+vOmgAa2Ay8rrW+ajIeIYQQQghRjMXFxZGUlASAl5cXZcuWzbLu/Pnz+fbbb6lXrx5PP/10UYUo7jGdO3fmxIkTNGzYMMO91GWZqbtlXrx4kcTExGz/uxJCCCHSMjVgpq2vcP6tlHobeBi4DfyutU7Iod15oKtSqgrwANZBs9+11n+ZiUMIIYQQQpQMgYGBxvmCBQuyrTtz5kzq1avHkCFDCjsscY/LbLAMrMsyJ02axI8//si6desACAsLw8fHpyjDE0IIUYyZXZIJgNb6ltZ6v9b6aE6DZena/ZXSbp8MlgkhhBBCiIULFxrn5cplSHlro2HDhrz33ns89NBDhR2WKCYiIyOZPHkyCQn/fCUZPnw4ixcvRinrwpaPP/74boUnhBD3pMWLF+Pt7U2lSpVQSmXYRAXgr7/+ws/PDxcXF1xcXPDz87Opt337drp3746HhwdOTk40bdqUlStXZvnMVatWoZTihRdeKJTPVJDyNWAmhBBCCCFEfl29epU7d+4AYGdnh5eX112OSBQnWmu8vb15++23mTNnjs09Nzc3GjVqBMCXX34pu2UKIUQacXFx+Pj4MHHixCzrvPzyyxw6dIhNmzaxadMmDh06hJ+fn3F/165deHl58eWXX/Lbb7/x6quv4u/vz4YNGzL0df78ed58803atm1bKJ+noMmAmRBCCCGEuKtee+0147xr167Y2WX+V9Svv/6aMWPGcPr06aIKTRQDSinGjRvHI488wpNPPmlz78aNG0YeM4vFQlRU1N0IUQghcsXb25uRI0cyfvx4XF1dcXd3Z+rUqYB1JpeDgwM7d+406oeEhODm5sbly5dNPW/UqFG89dZbtGzZMtP7x48fZ9OmTSxZsoRWrVrRqlUrQkND+fbbbzl58iQAEydO5O2336Z169bUr1+fkSNH4uPjYyyHT5WcnEzfvn2ZNm0a9erVMxVvUZMBMyGEEEIIcVd9//33xvm4ceOyrDd79mzmzJnD559/XhRhiWKkb9++HDp0iA4dOtiUHz16lBs3bhjXr7/+elGHJoS4h8TGxmZ5xMfH57ru7du3c1XXjOXLl+Pk5MTevXuZOXMmQUFBbNmyBW9vb0aNGoWfnx9RUVEcPnyYwMBAQkND8fDwACA4OBhnZ+dsj7QDbjnZvXs3Li4uNi8jWrZsiYuLC7t27cqyXVRUFK6urjZlQUFBVKtWjYEDB+bx38jdY3aXTCGEEEIIIfItOjrayDtlZ2fHU089lWk9rTUTJ05k0aJFDBo0qChDFMWAnZ1dpjMT27ZtS5cuXdi4cSMAmzZtKurQhBD3EGdn5yzvde3ale+++864rl69OnFxcZnWbd++Pdu3bzeu69atazM4n8q6X2LeeHl5MWXKFAAaNGjA/PnzCQsLo1OnTkyfPp2tW7cyZMgQwsPD8fPzo0ePHkbbgIAAfH19s+2/Zs2auY7lypUrVK9ePUN59erVuXLlSqZtvvjiC/bv389HH31klP38888sXbqUQ4cO5frZ9wIZMBNCCCGEEHfNrFmzjPNnnnkGe3v7TOsppejatStdu3YtqtBEMRQXF8cXX3zB9evXGTt2LPb29nz//ffcf//9XLx4kZiYGH766SfatGlzt0MVQohMpc/j6eHhwbVr1wBwcHBgxYoVeHl5UadOHebOnWtT19XVNcPMrvxK3TglLa11puXbt2+nf//+hIaG8sgjjwAQExPDK6+8QmhoKG5ubgUaW2GTATMhhBBCCHHXLF682Dh/880372IkoiQ4cOAA/fr1w8nJiSFDhlCxYkUAZsyYQf/+/QGYNm0aW7ZsuYtRCiHullu3bmV5L/0Lm9RBqsykn9EaERGRr7jSKlu2rM21UgqLxWJcpy6FjIyMJDIyEicnJ+NecHAwwcHB2fa/cePGXCfdd3d3N/JApnX9+nVq1KhhU7Zjxw66devGe++9h7+/v1F+5swZIiIi6Natm1GW+nnKlCnDyZMnqV+/fq7iKWoyYCaEEEIIIe6KW7duGV9I7O3t8fb2zrTe2rVruXnzJn379jUGQITITJs2bfDx8aFNmzY2XzC7d+9unP/4449YLJYsN5cQQpRcaQeX7lbd/Dhz5gyjR48mNDSUNWvW4O/vT1hYmPH/s4JektmqVSuioqLYt28fTzzxBAB79+4lKiqK1q1bG/W2b9/O//3f//Huu+8yZMgQmz4eeughjhw5YlM2adIkYmJimDdvHrVq1cp1PEVNBsyEEEIIIcRdERISYpx7e3tneKsO1mUfU6ZM4fjx4yQnJzNs2LCiDFEUM0opI19ZWoGBgca5xWLhp59+ol27dkUZmhBC5EtycjJ+fn507tyZAQMG0KVLFxo3bkxISIixYU5el2ReuXKFK1euGLtPHzlyhIoVK1K7dm1cXV15+OGH8fHxYfDgwUZOsiH/n737Dq+iyv84/p7US0kh9NARxIJKV0FpCqiIDUlABRRIBCkiuBR/gKuiiIIUUSnJgnSCKwJWlGIjIi2AKApC6ASEFJKQeuf3R2Q2kRbILSmf1/PcZ8+ZOTPzucuukm/OORMezoMPPkiDBg2AnGJZ586def755+natau1t5mPjw9BQUHYbDYaNmyY57mBgYEAFxwvbPRrFRERERFxi9yb/w4dOvSiY7KysggPD6dJkyb07NnTVdGkmHn88cfz9F9//XU3JRERuTavv/46sbGx1lYGVapUISIigjFjxlzzZvozZ86kcePGhIWFAdC6dWsaN27MqlWrrDGLFi3illtuoWPHjnTs2JFbb72VBQsWWOfnzZtHamoqEyZMoGrVqtbnscceK8C3LRyMa3lrg4jIlRiG4Q8kJiYm4u/v7+44IiJSCJUrV46EhAQMw+DcuXP4+vq6O5IUE6ZpsmnTJg4dOkRISAjZ2dkEBwdbS4BtNhupqakX3bRaRIq2tLQ0Dhw4QJ06dbDZbO6OI05wuT/jpKQkAgICAAJM00wqyHM0w0xEREREXG7z5s0kJCQA0LRpUxXLxKHWrVvHnXfeycCBA8nIyMDT05OuXbta59PS0vjtt9/cmFBERAo7FcxERERExOVyvy1r3LhxFx2zfPly1q1bh1ZEyNVq06YN9evX54EHHiAxMRGAbt265Rnz448/uiOaiIgUEVqSKSJOoSWZIiJyKRkZGdaMMj8/P5KSLlwxkZmZSa1atTh+/DgrVqzgkUcecXVMKeKys7Px9PTM069SpQp//fUXABUqVODUqVPuiiciTqIlmcWflmSKiIiISLE0d+5cq32pTYFTUlJ49NFHqVevHg888ICrokkxkrtYdr6fe/P/M2fOkJ2d7epYIiJSRKhgJiIiIiIu9fLLL1vt995776JjAgMDee+999izZw8+Pj6uiibF0IkTJ6zllyEhIdZxu93Orl273BVLREQKORXMRERERMRlsrKyiIuLs/p2u/2y4/85S0jkamzYsIHq1avz5JNPYrfbad26NRUrVrTOa6mvSPGl7aeKL1f92apgJiIiIiIus2TJEqtdp04d/Pz8LhizatUqYmNjXZhKiqvbb78dPz8/goODOXny5AVvyzx48CAnT550Y0IRcTRvb28AUlNT3ZxEnOX8n+35P2tn0ab/IuIU2vRfREQupl69evz5558AXOzfEcnJyQQHB5OcnMzWrVtp3LixO2JKMXLq1Kk8s8rWrVvHPffcY/VffPFF3n77bXdEExEnOX78OAkJCVSqVInSpUtjGIa7I4kDmKZJamoqJ0+eJDAwkKpVq14wxpGb/qtgJiJOoYKZiIhcjLe3N1lZWXh7e5ORkXHB+f379/Pss89y+PBhfv31Vzw8tCBCHCsrK4sqVapw+vRpACpWrKhZZiLFjGmanDhxgoSEBHdHEScIDAykSpUqFy2EqmAmIoWeCmYiIvJPiYmJBAYGAtC2bVvWr19/ybHJycmULVvWVdGkBMjMzOTw4cPUrVuX2bNnM2HCBGJjY/ERD5C/AAAgAElEQVTw8CA+Pl5/XxEphrKzs8nMzHR3DHEgb2/vy+5v6siCmVdBLhYRERERya/OnTtb7UcfffSyY1UsE0eKjo7mkUceoVKlSuzcuZPw8HDKlStHSEgIdrudzz77jB49erg7pog4mKenp14eI9dMM8xExCk0w0xERHIzTRNPT0/rzVYnT57Ms68U5LzR8Pbbb6dUqVLuiCjFWEJCAlWrViUwMJCtW7da++Sdf+nE9ddfz++//+7mlCIiUlCOnGGmTSFERERExOm2bNliFctKlSp1QbEsLi6Ojh07Uq1aNU6cOOGOiFKMBQYG8sMPP3Do0CGCg4OBnB+qzu9/o7eyiojIP6lgJiIiIiJON2zYMKs9aNCgC87v37+fatWq0aBBA6pUqeLKaFJCNG3aFG9vb6u/Z88eq4ibkZGhGWYiIpKHlmSKiFNoSaaIiORms9lIT08H4OjRo9Ysn9yys7OJi4u76DkRR0pOTsZms3H//ffzzTffAPD444+zfPlyNycTEZGC0FsyRaTQU8FMRETO27NnDzfeeCMAQUFBnD592s2JpKSKiYnh2Wefxdvbmx9++AEADw8PTNPE29ub1NRUvLz0XjQRkaJKe5iJiIiISJExfvx4qz1gwIALzv/yyy/ol7jiCpUqVWLLli38/PPPHDt2DMjZ8B8gMzOT77//3p3xRESkEFHBTERERESc6uOPP7baYWFhec7t3buXW265haZNm5KWlubqaFLCBAcHExUVxeHDh62lv6+++qp1fsSIEe6KJiIihYzmG4uIiIiI05w6dYpz584BULZsWWrVqpXn/LZt2yhVqhTBwcHYbDZ3RJQSpmvXrnn669ats9pbtmzBbrfj4aF5BSIiJZ3+TSAiIiIiThMbG2u1O3fufMH50NBQjh49yrRp01yYSlzp0KFD/PDDD5w8edLdUS5gmibdunXLc+y7775zUxoRESlMtOm/iDiFNv0XERGADh06WG8h/OOPP6hfv76bE4kjZWZmcuTIEWJjYzl48CCxsbH4+/szbNgwa0xQUBDx8fFUr16dbdu2UbFiRTcmzrF3715effVVzp07x9KlSylfvjxJSTl7Q3fr1o2oqCg3JxQRkWuht2SKSKGngpmIiJimiaenJ6ZpYrPZrKWZ58+dPHmSypUruzGhXElGRgaHDx/m7NmzNGrUyDr+0EMPERMTw9GjR7Hb7XmuufHGG/n111+t/h133MEvv/xCSkoK9913H5999pnblzz+8ccfNGjQAA8PD44cOcIrr7zCrFmzAPD29iY9PR3DMNyaUURErp7ekikiIiIihd6LL75ovf2ye/fuec79/PPPVKtWjZ49e+oNmYXEokWLGDNmDE899RR33XUX1atXx2azUa9ePZ544ok8Y48cOcLhw4ex2+34+vpy/fXX06FDB8LCwujbt2+esdHR0URHR2Oz2fjyyy956623XPm1Lur6669n4sSJREdHU6VKFUJCQqxzmZmZ1mwzEREpuTTDTEScQjPMRESkTJkypKamAmC32/PM2Hn99dcZM2YMvXr14sMPP3RXxGLv3LlzHDp0iNjY2DzLJmNjY/H19WX9+vXW2MaNGxMTE3PBPWw2GzfddBNbt261jn3//fd4eXlRu3ZtKleunK8ZY5GRkfTr1w9PT0/Wr1/P3Xff7Zgv6QBZWVkEBgaSkpICwOjRo3njjTfcnEpERK6WlmSKSKGngpmISMmWkpJC2bJlAfD39ycxMfGCMbt27cJms2lfswJITU3NUwRLTU1l+PDh1vlLFcEASpcuTXJyslXIHD9+PMeOHaN27drUrl2bWrVqUbt2bSpVquSQ5YmmadKrVy8WLlxItWrV2LFjB+XLly/wfR2lf//+1rLM6tWrc/jwYTcnEhGRq+XIgpmXYyKJiIiIiPzP5MmTrfaAAQMuOuaWW25xVZwiKzk5mRMnTlCvXj3r2MiRI1m/fj2xsbGcOnUqz/gyZcowbNgwq8BVq1Yt9u3bd0ER7HzbNE1r7JgxY5z6XQzD4IMPPmD79u2EhoYSGBjo1OflR1xcHLNnz+bs2bOEhIRYBbPU1FQSExPP/9AlIiIlkGaYiYhTaIaZiEjJVrZsWWt526ZNm2jRogWQszQzMzMTX19fd8YrdL777jt27txpzRQ7/zl9+jRlypTh7NmzVmHr4YcfZtWqVda1/v7+1KlTxyqGvfXWW9Z/v2lpafj6+haqDezT09MLzZ//li1baN68Ob6+vhw+fJh69epZ+5e98sorjBs3zs0JRUTkamhJpogUeiqYiYiUXBkZGVZBxMPDg6ysLKtg8/nnn/P0008zfPhwRo4c6c6YLpGYmHjR/cPi4uL44YcfLlkEy61cuXLs37/fmpH17bffEh8fb80UKwwzta7VuXPnOHjwIDfccINbnm+aJuHh4bRp04bHH3+coUOHWrPMLrWUWERECi8tyRQRERGRQmvu3LlWe+TIkXlmNy1dupRTp05x8uRJd0RzKNM0iY+PtwphR44cYdCgQdb37d69O8uWLbvk9WfOnLH28GrdurW1iX7upZO1atW6YFlgmzZtnPelXOjQoUN06dKF06dPExMTQ4UKFVyewTAM5syZY/VDQ0OtgllSUhKHDx+mRo0aLs8lIiLupxlmIuIUmmEmIlJy3XTTTfz2229AzvI7Hx8f61xmZiarV6+mcePG1KlTx10R88U0TU6fPk358uWtItjs2bNZvXq1VSQ7e/ZsnmtOnz5NUFAQAEOGDOHdd9+lQoUKViEsd0HsnnvuoVSpUi7/XoVFcnIyzZo14/fff+f+++/n008/zdfbNp0pOzubsmXLkpaWBsDAgQOZMWOGWzOJiEj+aUmmiBR6KpiJiJRcXl5eZGdnY7PZOHfunLvjXNEff/zBjh07Ltg/7ODBg6SkpFy0CJZbpUqVrELYlClTCA4OBiA+Ph4fHx/KlCnj8u9UVOzatYsWLVqQlpbGm2++6bZlumlpaaxYsYIzZ85QqlQpwsLCsNvtNGzYkF27drklk4iIXD0VzESk0FPBTESkZIqJiaFx48YANGjQgD179gDkeRujq5imSVxc3AX7h8XGxrJ48WLKlSsHwODBgy87iygmJobbbrsNgO+//57du3dbBbKaNWtSunRpl3yf4ioyMpJ+/frh6enJhg0buOuuu1yeYe3atdx7770EBARw7NgxnnrqKVasWIGHhwfx8fH6u4yISBGhPcxEREREpFB69NFHrfbbb79ttRcuXMi7777LqFGjeOyxxxz2vIyMDLZu3UpsbCwPPfSQNZvr1VdfZcKECdbSun+KjY21Cma33norrVq1svYNy72HWM2aNbHZbNZ1d999N3fffbfD8gv06dOH9evXs2jRIrp37+6W/czatWtHmzZtaNu2LZmZmfTp04cVK1Zgt9tZunQp4eHhLs0jIiLup4KZiIiIiDiEaZrExsZa/QceeMBqR0REsHnzZmtvM0dITk7mrrvuYseOHQBs27bNmt1WunRp0tLS8PDwoFq1ahcUwqpVq2bdJywsjLCwMIflkqtjGAYzZ85ky5Yt/P777wwZMoTFixe7NIOHhwcbNmyw+rVq1bLakZGRKpiJiJRAKpiJiIiIiENER0db7eDgYDw9Pa3+Rx99RGRkJM8884zDnjd48GB27NiBn58fTZo0IfdWI71796Zr165Ur14db29vhz1TnKNs2bJERUUxbNgwJk6c6O44nD592mr//PPP2O12t7+QQEREXEt7mImIU2gPMxGRkqdjx458/fXXACxYsICnnnrKac9auHAhPXv2xMPDg3Xr1tGmTRunPUtKDtM02bZtGwcPHqR///6cOnUKgAMHDlC7dm33hhMRkSty5B5m+jWJiIiIiDjEd999Z7VDQ0Od9py9e/cyYMAAAMaNG6diWTH1+eef89dff7n0mWvWrKFZs2YMHDiQjRs3Wscff/xxl+YQERH3U8FMRERERAps+/btpKenAzmb6J9fBvn+++/z1FNPsW3bNoc8xzRNevfuTXJyMq1bt2bMmDEOua8ULlOmTKFz58706tULu93usue2a9eOGjVq0K5dOwIDA61lmFu3biUjI8NlOURExP1UMBMRERGRAhs9erTVHjVqFJBT3Jo6dSqLFi1i8+bNDnmOYRhMnz6d22+/nUWLFuXZJ02Kj3vuuQebzcYXX3zBpEmTXPZcHx8f/vzzTxYvXkyFChVo0KCBde7TTz91WQ4REXE/7WEmIk6hPcxEREoWT09PayZQWloavr6+AGzZsoWIiAgmTZpE2bJlHfY80zQxDMNh95PCZ86cOYSHh+Pp6cm3335Lq1atXJ6hW7dufPTRRwBUrlyZEydOuDyDiIjkn/YwExEREZFC5XyxzN/f3yqWATRr1oyZM2cWuFh27NgxYmJirL6KZcVfv379eOKJJ8jOzqZ79+4u38/s1KlT3HPPPVY/Li6O7Oxsl2YQERH3UcFMRERERApk6dKlVnvkyJEOv392djZPPvkkt99+O1FRUQ6/vxROhmEwc+ZMrr/+eo4cOULv3r1dtp/ZunXrqFatGpMnT8bLy8s6nvvFFiIiUrypYCYiIiIiBTJs2DCrPXToUACmTp3KK6+84pAlbBMmTGDDhg14e3vTqFGjAt9Pig4/Pz+WL1+OzWbj888/5+uvv3bJc1u0aIGvry+BgYF06tTJOv7666+75PkiIuJ+2sNMRJxCe5iJiJQMp06dolKlSsD/9njKyMigZs2axMXFsXz5ch5//PFrvv/3339P27ZtsdvtfPjhh/Tq1ctR0aUImTdvHjabje7du7vsmceOHSM4OJhvv/2Wtm3bAmCz2Th37pzLMoiIyNVx5B5mKpiJiFOoYCYiUjI8+eSTLF68GIBvvvmGe+65h8zMTD766COioqKIiorC29v7mu595swZGjVqxOHDh+nZsyfz5893ZHSRfMnOzsbb25vzPzcdOHCA2rVruzeUiIhclDb9F5E8DMN4zjCMA4ZhpBmGsdUwjLsvM/ZpwzDMi3xslxg/+u/zU533DUREpKj673//a7XPb5Du7e1Njx49WLFixTUXy0zTpG/fvhw+fJj69evz3nvvOSSvFH1xcXH8+9//dtl+ZqZp5nlD54wZM1zyXBERcS+vKw8RkcLMMIxQYCrwHPAj8CzwhWEYN5mmeegSlyUBDXIfME0z7SL3bg6EAzsdGlpERIqFxMRE0tPTAahQoYJD771ixQo++eQTfHx8WLp0KX5+fg69vxRNGRkZ3HHHHcTGxlKmTBn+9a9/OfV5GzdupFu3bnne8rp7925M09SbWkVEijnNMBMp+oYBkaZpRpim+ZtpmkOBw8CAy1xjmqZ5IvfnnwMMwygLLALCgHinJBcRkSJt0KBBVvv8PmXDhg1j6dKlZGVlFejejzzyCG+88QaTJ0+mSZMmBbqXFB8+Pj6MHj0agNGjR7Nx40anPu/666/n1KlTnD592pot+eWXX7J9+3anPldERNxPe5iJFGGGYfgAqUA30zRX5Do+DWhkmmabi1zzNBABHAU8gRhgrGma2/8x7kPgjGmaLxiGsQGI+bsYd6ksvoBvrkN+wBHtYSYiUnzZbDZrhtmZM2c4dOgQjRo1wsPDg3379lGnTh03J5TiyDRNnnzySZYsWUL16tWJiYmhfPnyTntedHQ0TZs25bHHHuOzzz4DICQkhGXLljntmSIicm20h5mInFeBnKJX3D+OxwFVLnHNHuBp4CGgB5AG/GgYRv3zAwzD6A40BUZfRZbRQGKuz5GruFZERIqYc+fOWcWy4OBgypUrR40aNXj11Vfp37//NRfL5s+fT2pqqiOjSjFjGAazZs2ifv36HDlyhN69ezt1P7M777wTHx+fPMs/P/roIzTxQESkeFPBTKR4+Off2IyLHMsZaJo/maa50DTNHaZpfg+EAH8AgwEMw6gBTAOevNi+ZpcxAQjI9al+dV9BRESKktyb/Y8ZMwaAoKAgxo4de80b9C9evJjevXtz5513WsU4kYvx8/Nj+fLl+Pr68tlnn/HOO+84/Zl33XWX1bbb7URHRzv9mSIi4j4qmIkUbX8B2Vw4m6wSF846uyjTNO3AZuD8DLOmf1+/1TCMLMMwsoA2wJC/+56XuE+6aZpJ5z/A2av/OiIiUlS8/PLLVvvZZ58t8P327dtH//79AXj00Ufx9fW9whVS0t12221Mnz4dgHnz5pGRkeG0Z23fvp02bdpQt25d69hHH33ktOeJiIj7qWAmUoSZppkBbAU6/ONUByBfu+AaOa94agQc//vQWuCWv4+d/2wh5wUAjUzTzC54chERKer2798PgJeXF2fPnqVPnz7XvBF6RkYGPXr04OzZs9x9993WjDWRKwkLC+P9998nOjoaHx8fpz0nKCiIjRs3cujQIeuNrZ988onTniciIu6ngplI0fcO0M8wjD6GYdxoGMYUoCYwE8AwjPmGYUw4P9gwjJcNw+hkGEZdwzAaAZHkFMVmApimedY0zV9yf4AU4PTfbRERKeHOz+qBnP2dZs+ezdy5c3nqqaeuaV+nl156iS1bthAUFMSiRYvw8vJyZFwpxgzDYMCAAVYRy1lq1arFwoULOXjwIF27dgXgwIED7Nu3z6nPFRER99HfRkSKONM0lxmGUR4YB1QFfgEeME3z4N9DagK5d8INBGaTs4wzEdgOtDZN82fXpRYRkaIs9wyw+fPnk5iYSExMDJ06dSJn4nL+ff7550yePBmAuXPnUqNGDYdmlZLDNE2mTp2KYRgMHXrJF3tfsyeeeAIgz9LPX3/9lXr16jn8WSIi4n6G3u4iIs5gGIY/kJiYmIi/v7+744iIiIOkpaVRqlQpIGd2T0HeTpidnU3Dhg3Zs2cPgwcPzjNzTeRqff7553Tu3BlPT0++++47WrZs6ZTnrFmzhk6dOgE5SzVPnz7tlOeIiMjVS0pKIiAgACDg7721r5mWZIqIiIhIvq1evdpqN2vWrED38vT05Ouvv6Z///689dZbBY0mJdz9999P9+7dyc7Opnv37k4pZO3bt4/Fixdb/fj4+GtahiwiIoWfZpiJiFNohpmISPHUsGFDdu/eDUBkZCRHjx7lueeeo3z58m5OJpIzs6BZs2bs3buXzp07s2rVKjw8HDdH4JdffuGWW27Jc2zWrFmEh4c77BkiInLtNMNMRERERFwuPT3dKpb5+vqyePFixo0bx4QJE65wZV4bN25k5cqVzogoJZy/vz9RUVH4+vry2Wef8c477zj0/g0bNuSVV17hiy++sI6NHDnSoc8QEZHCQQUzEREREcmX3EvROnXqRN++fWnRogVDhgzJ9z3OnDlDjx49eOSRR1i4cKEzYkoJ16hRI6ZNmwbAqFGj2Lhxo0PvP27cOO677z7rba4JCQkcOXLEoc8QERH3U8FMRERERPJl9OjRVvv111+nR48ebNq0iZo1a+bretM06devH4cOHaJevXo8/PDDzooqJVx4eDjdu3fHMAx+++03pzyjSpUqVnv8+PFOeYaIiLiPCmYiIiIiki8pKSlAztsxGzZseNXXf/DBB6xYsQJvb2+WLl2Kn5+foyOKADn/G501axY//vgjffv2dfj9T548SevWra3+okWLHP4MERFxLxXMREREROSK/vrrL5KTkwGoXr06y5cvJysrK9/X79y5k2HDhgHw1ltv0bRpU6fkFDnP39+fFi1aWH273e6we+/duzfPEuXk5GSnvJVTRETcRwUzEREREbmiwYMHW+1Tp04REhLCt99+m69rU1JSCA0NJT09nc6dO/P88887K6bIRe3atYtGjRrx008/OeR+LVu25Mknn6RSpUrWseXLlzvk3iIiUjioYCYiIiIil5Wenk5UVBQAnp6ejBgxgvbt29O+fft8Xf/JJ5+wZ88egoODmTt3LoZhODOuyAUmTZrErl27CA0N5cyZMwW+n2EYLFy4kNmzZ1vHZs6cWeD7iohI4WGYpunuDCJSDBmG4Q8kJiYm4u/v7+44IiJSAIsWLeKpp54CoGvXrnz00UdXfY///ve/lC9fnrZt2zo4nciVJSUl0bRpU/bt20eXLl1YuXKlQwq3drsdT09PIKeIlpWVhYeH5iSIiLhLUlISAQEBAAGmaSYV5F4qmImIU6hgJiJSfNSoUYMjR44AcOzYMapWrermRCJXb/v27dx5552kp6czefJka0+9gsjIyKBy5cokJCQA8MMPP9CqVasC31dERK6NIwtm+vWHiIiIiFxSenq6VSwzDINTp07l67qMjAyef/55jh8/7sx4IvnWuHFjpkyZAsDIkSMdsp/Z2rVrrWIZwPr16wt8TxERKRxUMBMRERGRS1qwYIHVNk2Tu+++m9TU1Cte93//939Mnz6ddu3akZ2d7cyIIvnWv39/QkJCyMrKcsh+Zh07dqR58+bW8s5x48aRkpLiiKgiIuJmKpiJiIiIyCWNGzfOat91110MHDiQ0qVLX/aaL774gkmTJgHw5ptvWns8ibibYRjMmTOH6667juuuu47MzMwC3c/T05Off/6ZW2+9FcgpKn/yySeOiCoiIm6mPcxExCm0h5mISNGXkZGBr68vADabzZpZdrnN0o8fP85tt93GqVOnGDRoEO+++65LsopcjSNHjlC1alWHFXOXLl1Kjx49AAgKCuL06dMOua+IiFwd7WEmIiIiIk63f/9+q92xY0cMw7hssSw7O5unnnqKU6dOcdttt/H222+7IqbIVatevXqeYll8fHyB7hcSEmK1z5w5k69lyyIiUripYCYiIiIiFzV8+HCrPX78+CuOnzhxIuvWraN06dIsXboUm83mzHgiBZaWlsZzzz1Ho0aNCrSf2Zdffpmn/+mnnxY0moiIuJkKZiIiIiJyUV988YXVHjt27GXHZmRksGTJEgDee+89brjhBqdmE3GEjIwM1qxZw6FDh3jmmWe41u1q2rdvT6VKlax+7pdliIhI0aSCmYiIiIhc4PPPP7eKB56engwePPiy4318fPjpp5+YM2cOvXv3dkVEkQLz9/dn+fLl+Pj4sGrVKqZOnXpN97HZbBw8eJCWLVsCOf//ycjIcGRUERFxMRXMREREROQCffr0sdrR0dG0b9/+iteUKVOGfv36XXafM5HCpnHjxkyZMgWAESNGsGnTpmu6j81mIzk5GQC73c6+ffscllFERFxPBTMRERERySMzM5O4uDir37x580sWwWbPns2kSZOw2+2uiificAMGDKBbt25kZWURGhp6zfuZjRw50mp369bNUfFERMQNVDATERERkTy++uorq92wYcNLjtu5cydDhgzhX//6Fx9//LErook4hWEYzJkzh+uuu46DBw/Sp0+fa9rPrEKFClb7jz/+cGREERFxMRXMRERERCSP3G/HDAkJueiYlJQUunfvTnp6Og888ABdu3Z1VTwRpwgICCAqKooqVarQp0+fa1pafPvtt1vXZWVlsXr1akfHFBERFzGu9U0wIiKXYxiGP5CYmJiIv7+/u+OIiEg+ZWZm4uPjA+TMuklMTMTPz++Ccf369SMyMpKqVauyY8cOKlas6OqoIk6RlpaGzWa75uu//vprOnbsCECtWrWIjY11UDIREbmSpKQkAgICAAJM00wqyL00w0xERERELPPmzbPagwYNumixbOnSpURGRmIYBosWLVKxTIqV3MWyw4cPEx8ff1XXd+jQwZpldvDgwWveD01ERNxLBTMRERERsYwaNcpqT5gw4YLz+/fvJzw8HID/+7//o127di7LJuJKa9eupVGjRjzzzDNXvZ9Z7r3M3n77bUdHExERF1DBTEREREQAME3Tmk3j6elJmTJlLhizefNm0tLSaNWqFS+//LKrI4q4TGBgIMnJyaxcuZJp06Zd1bX9+/e32jNnznR0NBERcQEVzEREREQEgIiICGsmzcMPP3zRMaGhoURHR7N48WK8vLxcGU/EpZo2bco777wDwIgRI/j555/zfW3ugllCQgLHjx93eD4REXEubfovIk6hTf9FRIqemjVrcvjwYSDnh/y/N80VKbFM0yQkJISPPvqIWrVqsX37dsqVK5eva4ODg61C2YQJE/IsdxYREefQpv8iIiIi4lBZWVlWsaxs2bJ5imXHjx/n7rvvJiYmxl3xRNzCMAwiIiKoW7cuBw8epE+fPvnez+yDDz6w2osXL3ZWRBERcRIVzERERESEBQsWWO3Q0FCrbbfb6dmzJz/88APh4eFXvfm5SFEXEBBAVFQUPj4+fPLJJ3z44Yf5uq5Lly5We9euXWRnZzsrooiIOIGWZIqIU2hJpohI0ZGamkqlSpVISUkB8i7HnDBhAi+99BKlS5dmy5Yt3Hjjje6MKuI2M2bMYOfOnUybNo1SpUrl65qqVaty4sQJAL766is6duzozIgiIiWelmSKiIiIiMNMmjTJKpb5+PhYxbLo6GjGjh0L5BQLVCyTkmzgwIHMnj0738UygLfeestqz58/XzM0RUSKEBXMREREREq4ZcuWWe1hw4YBObPMevToQXZ2Nj169ODpp592UzqRwsEwDKttt9uJioq6YgHsySefxMMj50euRYsWsW3bNqdmFBERx1HBTERERKSEi42NtdqvvvoqpmnSr18/Dh48SN26dZk5c2aeYoFISWaaJo888gihoaFMnz79smM9PDxo1aqV1c/9IgARESncVDATERERKcESEhJITU0FoGLFinh7e5OamkpSUhJeXl4sXbpUe1GK5GIYhrUX2b/+9S9+/vnny45/9dVXrfbcuXO1+b+ISBGhgpmIiIhICbV9+3bGjRtn9V944QUAypQpw5dffsmPP/5I8+bN3RVPpNAaOHAgXbt2JTMzk9DQUOLj4y85tnXr1lbbbrfz1VdfuSKiiIgUkApmIiIiIiXUmDFjePfdd63++f3LIGcpWYsWLdwRS6TQMwyDyMhI6tatS2xsLH369LnkfmYeHkTFHwEAACAASURBVB4MHz7c6s+dO9dVMUVEpABUMBMREREpgUzTzPMDfrly5Rg8eDDh4eHWEk0RubSAgACioqLw8fHhk08+uex+Zm+//TalS5cG4IsvviA9Pd1VMUVE5BqpYCYiIiJSAhmGQXR0tNV/8MEHmTNnDhEREWzdutWNyUSKjqZNmzJ58mQAxo4dy5kzZy46zjAMwsPDAUhJSeGbb75xWUYREbk2KpiJiIiIlEB79+4lISHB6q9cuRKAl156ibvvvttdsUSKnIEDBzJs2DC+/fZbgoKCLjnu3LlzVvvXX391RTQRESkA41Jr7UVECsIwDH8gMTExUW9XExEpZD755BP+85//sHr1agC8vb3JzMykVatWbNiwAS8vLzcnFCl+oqOjadmyJQCenp5kZWW5OZGISPGTlJREQEAAQIBpmkkFuZcKZiLiFCqYiYgUTsnJydSoUSPP7DKAwMBAYmJiqFWrlpuSiRQPmzdv5rfffqNXr155jpumic1mIyMjA8j5oc7Pz88dEUVEii1HFsy0JFNERESkBElISKBBgwYXHI+MjFSxTKSAdu7cSatWrejXrx9btmzJc84wjDxvpW3btq2L04mIyNVQwUxERESkBKlevTqZmZlW32azMWDAAB577DE3phIpHm655RYeeughMjMzCQkJuWAm5/mN/wG2bdtGXFycqyOKiEg+qWAmIiIiUoLEx8ezbds2q79t2zbrLX8iUjCGYRAZGUmdOnU4cOAAffv25Z9b4NSoUcNqR0REuDqiiIjkkwpmIiIiIiWAaZrMnTuX2bNnW8cCAgK48cYbKVWqlBuTiRQvAQEBREVF4e3tzccff8yMGTPynJ86darVfuWVV1wdT0RE8kmb/ouIU2jTfxGRwmX9+vW0b98eDw8P7HY7AA899BArV650czKR4undd99lyJAheHt7s3HjRpo1a2adMwzDau/Zs+ei+wqKiMjV06b/IiIiInJVsrKyqF27tlUsA5g7d64bE4kUb4MGDeKxxx4jMzOTyMjIPOdat25ttadNm+bqaCIikg+aYSYiTqEZZiIihYtpmjRt2pTt27cDEBwczNGjR92cSqR4S0hIYMmSJTz77LN4ePxvrkJ8fDxBQUEA+Pj4kJaWlmfWmYiIXBvNMBMRERGRqzJnzhyrWAYwYsQIN6YRKRkCAwMZMGBAnmIZQLly5fD19QUgIyOD+Ph4d8QTEZHLUMFMREREpBg7fvw4M2bMYPDgwXmODxo0yE2JREqmlJQU+vbty+bNmwHo2bOnde7RRx91VywREbkELckUEafQkkwRkcJh+PDhvPPOO3mOVahQgVOnTrkpkUjJNGzYMKZMmUKdOnXYtm0bfn5+eHl5WeezsrLw9PR0Y0IRkaJPSzJFREREJF/8/f3x9vbOc2zy5MluSiNSco0bN47atWtz4MAB+vbti4eHB3fccYd1fubMmW5MJyIi/6QZZiLiFJphJiJSeERERBAWFgaAh4cH2dnZbk4kUjJt3ryZVq1akZmZyfTp07njjjto0aIFAFWqVOH48eNuTigiUrRphpmIiIiIXNbp06etwlhcXJx1/N5773VXJJESr3nz5kyaNAmAF198EcMw8PHxAeDEiRP89ttv7ownIiK5aIaZiDiFZpiJiLhPZmYmjRo1ws/PjxUrVnDDDTeQlJTzS9YTJ05QuXJlNycUKblM06Rr166sWLGCOnXq4Onpyb59+wBo1KhRnrfZiojI1dEMMxERERG5pLFjx/Lrr7+yadMm5s6dS3JyMgC+vr4qlom4mWEY/Oc//6F27dokJyfz2muvWed27drlxmQiIpKbZpiJiFNohpmIiHusWbOGTp06ATkFMsMwSEtLA6Bv375ERES4M56I/G3nzp1UqFCB4OBgWrZsSXR0NJBTNGvYsKGb04mIFE2aYSYiIiIiFzhx4gQ9e/YEYMCAAUybNs0qloHewidSmNx6660EBwcD8Pbbb1vHFy5c6K5IIiKSiwpmIiIiIsWA3W6nV69enDx5kltuuYXJkyfnKZCVK1cOLy8vNyYUkUs5evQohmEAMHnyZL788ks3JxIRERXMRERERIqByZMn8/XXX+Pj40NkZCQnT54kJibGOj9nzhw3phORS0lLS2PkyJGc3yonKyuLMWPGuDmViIioYCYiIiJSDHTq1Il69eqRnZ1Nhw4deOedd6xzhmHQtWtXN6YTkUux2WwsW7YMD4///Wj266+/or2mRUTcSwUzkWLAMIznDMM4YBhGmmEYWw3DuPsyY582DMO8yMeWa8xowzA2G4Zx1jCMk4ZhfGIYRgPXfBsREbkWt956KxEREdSrV4/GjRvn2Qfpvvvuc2MyEbmSFi1aMHnyZKt/7tw59uzZ48ZEIiKigplIEWcYRigwFXgdaAx8D3xhGEbNy1yWBFTN/TFNMy3X+TbAe8AdQAfAC1hjGEYZx38DERG5VqZp8scff1j9Nm3a8Ouvv/L8889z5swZADw9PbWJuEgR8PzzzxMUFGT1//3vf7svjIiIqGAmUgwMAyJN04wwTfM30zSHAoeBAZe5xjRN80Tuzz9O3mea5jzTNHebprkDeAaoCTR12rcQEZGrFhERwc0338yUKVOsYx4eHsybN8/qt2/fPs8P4SJSOBmGwebNm61+VFQUEydOdGMiEZGSTQUzkSLMMAwfcopYa/5xag3Q8jKXljUM46BhGEcMw/jUMIzGV3hUwN//eeYao4qIiIPt3r2bIUOGkJWVRVpaGl9++SWmaZKUlMTKlSutcW+88YYbU4rI1ahbty6lS5e2+q+99hrp6eluTCQiUnKpYCZStFUAPIG4fxyPA6pc4po9wNPAQ0APIA340TCM+hcbbOS84/wd4AfTNH+5VBDDMHwNw/A//wH8ruaLiIhI/p07d47Q0FDS0tLo1KkTVapU4f777+e+++4jKirKGmcYBs2aNXNjUhG5Wq+99prVTklJYcmSJW5MIyJScqlgJlI8/PM1SsZFjuUMNM2fTNNcaJrmDtM0vwdCgD+AwZe49wzgVnKKa5czGkjM9TmSz+wiInKVXnjhBXbv3k3lypX58MMPOXv2LH5+frRv357IyEhrXJs2bdyYUkSuxbBhw8j5fWWOV155heTkZDcmEhEpmVQwEyna/gKyuXA2WSUunHV2UaZp2oHNwAUzzAzDeJecmWjtTNO8UgFsAjlLN89/qufn+SIicnWWL1/OrFmzMAyDhQsXUrlyZYYMGcKhQ4fo0KEDP/30U56xIlL05H6zbWxsLF26dME0L/q7UBERcRIVzESKMNM0M4Ct5LzJMrcOwMb83OPvJZeNgOO5jxmGMQN4DGhvmuaBfGRJN00z6fwHOJvPryEiIvl0/PhxwsLCABg1ahT33nuvdS4wMJCEhASrX7t2bSpUqODyjCJScAsWLMjT37BhAx988IGb0oiIlEyGflMhUrQZhhEKLAD6A9FAOBAG3Gya5kHDMOYDR03THP33+JeBn4C9gD8wBOgJtDJN8+e/x7wPPAE8DPye63GJpmmey2cufyAxMTERf3//gn9RERHBNE2mTZvGypUrWbNmDYcOHcJut1O/fs4k4VatWrFxY87vS5YsWUL37t3dGVdECsDf35+zZ//3+0dvb29++uknmjRp4sZUIiKFW1JSEgEBAQABf0/kuGYqmIkUA4ZhPAeMAKoCvwAvmKb53d/nNgCxpmk+/Xd/Cjkzx6qQs9fYduDfpmlG57rfpf7B8IxpmvPymUkFMxERJ7Hb7Xh4eNCjRw+WLVvG1KlT6dmzJ0FBQdYY/R1PpGh7//33GThwYJ5j1113HVu3bj3/w6CIiPyDIwtmWpIpUgyYpvm+aZq1TdP0NU2z6fli2d/n2p4vlv3df8E0zVp/j61kmman3MWyv8cYl/jMc923EhGR82JiYvLMNPHw8CA7O5vU1FRM06RNmzZ069bNOq83Y4oUfc899xylS5fOc+zPP/8kLCxMBXERERdQwUxERESkEIuLi+O+++6jadOm/Pnnn9ZxT09PVq5cyYEDB6hUqRJr1661zq1atcodUUXEwV566aU8fQ8PD5YvX679zEREXEAFMxEREZFCym6306tXL+Li4vD19SU4OPiCMbVr12b+/PlWv2rVqlStWtWVMUXESUaOHImXl5fV9/Pz46abbqJdu3ZuTCUiUjKoYCYiIiJSSE2ePJk1a9ZQqlQpli5dSqlSpQDYvHkzycnJQM5eZZMnT7auWbhwoVuyiojjeXl5UbNmTaufmJhIhw4duPHGG92YSkSkZFDBTERERKQQ2rRpk7Uca9q0adx8880ApKen06VLF2rWrMmOHTs4e/Ysf/31FwA2m4327du7LbOION706dMv6H/zzTcA7N69W/uZiYg4iQpmIiIiIoVMYmIiPXr0ICsri5CQEPr162edi42Nxd/fnzJlynDTTTcxYcIE6wfmhx9+2F2RRcRJOnfuTJMmTax+1apVqV+/PpMmTeK2225j5syZbkwnIlJ8qWAmIiIiUsiMGjWKAwcOULt2bWbPno1hGNa5Bg0a8Ntvv7FhwwbsdjtvvvmmdU7LMUWKp1mzZlltm81GzZo18fT0JDs7m6FDh7J9+3Y3phMRKZ5UMBMREREpZP7973/TuXNnli5dSkBAwAXnPT09ue666+jdu7d1rEaNGnk2BxeR4qNZs2a0bNkSgP379zN69GieeOIJ2rVrR0ZGBt26dSMpKcnNKUVEihdDa95FxBkMw/AHEhMTE/H393d3HBEpRtLS0sjMzHR3DJfw9vbGZrNZ/ejoaO644w4Mw+DkyZNUrlzZOrdnzx4aNGjgjpgi4gKhoaFERUVZ/W7durF69Wq8vb05e/YsISEhLF26NM+MVBGRkiYpKen8LxsDTNMs0G8S9GtIERERKTLS0tL47rvvSE1NdXcUh0tPT2fnzp00b97cOla6dGlat26NzWbj559/pmXLljRr1ozo6GgmTpxojStTpoyKZSLF3Jw5c/IUzAICAkhLS6NJkyZs2rSJqKgo2rZty4ABA9yYUkSk+FDBTERERIqMzMxMUlNT8fLywtvb291xHCoiIoLPPvuMkJAQ+vTpY33XzMxMbDYbe/bsoUyZMtx8881kZmYyY8YM69r333/fjclFxBX8/f0pX748p0+fBnLenhsaGkq7du2YNm0aw4cPZ+jQoXTs2JHrrrvOzWlFRIo+FcxERESkyPH29sbX19fdMRzm22+/5bPPPgOgefPm1nfLysqyxvTq1YsuXbpw7tw5IiIiyMjIAKBcuXL06tXL9aFFxOU+/fRT7rzzTgCqVatGXFwcnp6evPDCC/z000+0atWKunXrujmliEjxoE3/RURERNzoxIkTvP322wA88cQTNGvW7JJjy5UrR5UqVRg1apR1TG/GFCk57rjjDkqVKgVAQkICI0aMYNu2bQDccsstzJs3j5SUFHdGFBEpNlQwExEREXGTrKwsxo8fT0pKCjfddBPPPPPMBWPi4+PZv3+/1X/vvfesPdz8/Px44IEHXJZXRNzvrbfestrTpk3j9ddf59SpU8yYMYOYmBiWL19OYmIia9ascWNKEZGiTwUzERERETeZN28eu3fvpkyZMowZMwYvrwt3y5g1axb169dn7NixZGZmMn78eOtcWFiYK+OKSCEwaNAgPDz+92Pcxx9/TEpKCitWrGD27Nncd999NGnShIceeojt27e7MamISNGmgpmIiIiIGxw9epQlS5YA8OKLL1K1atWLjtu/fz92u52bb76ZN954g5MnT1rnXnvtNZdkFZHCZfjw4Xn6M2bMoGXLloSFhVGlShVuvvlm0tPTCQkJISkpyU0pRUSKNsM0TXdnEJFiyDAMfyAxMTERf39/d8cRkWLi7NmzrF27llKlShWLTf+jo6PZtWsX4eHhF5xLT0/n3Llz3HPPPRw8eJC0tDRuv/127HY7AA888ID1ogARKVlM08Tb25vs7GwAypYty7Fjx/Dz8wPg2LFjNGjQgOTkZEJDQ1myZAmGYbgzsoiISyQlJREQEAAQYJpmgX5joBlmIiIiIm5y5513XrRY9k8NGzakdOnS+Pj4WMcWLFjgzGgiUogZhkG/fv2sfnJyMvPmzbP606dPJzk5GYBly5Yxa9YsV0cUESnyVDATERERcaF169YRFxd3xXHHjh0jLS3N6r///vtW/9ZbbyUoKMhpGUWk8Hvvvffy9KdOnWrNQB09ejQtW7a0CvJDhw4lJibG5RlFRIoyFcxEREREXOS3337jjTfeICwsjBMnTlx27KRJkwgLC2PVqlUkJSXxwQcfWOdWrlzp7KgiUsh5enrSsmVLq79//35rmXZAQAA//PADM2fO5MEHHyQ9PZ1hw4a5K6qISJGkgpmIiIiICyQnJzN+/Hiys7Np0qQJlStXvuTYxMRE4uPjOXfuHK+99hrNmze3Zo4EBQVRu3ZtF6UWkcLsm2++ybM32TvvvGO1DcPAMAzmzZvHE088QY8ePdwRUUSkyFLBTERERMTJTNNkypQpHDt2jCpVqvDiiy9edgPugIAAIiIiCA8P588//+SPP/6wzq1atcoVkUWkCChVqhT9+/e3+hs2bGDr1q15xhiGQXR0NM8++yyrV692dUQRkSJLBTMRERERJ/viiy9Yt24dHh4ejB07lrJly17xGk9PTzp27MjgwYOtY5UrV6ZVq1bOjCoiRcy0adPyvBAk9z8zAMqVK0enTp2oU6cOdevWZf78+drPTEQkH1QwExEREXGigwcPMn36dAD69evHTTfddNnxhw4dwjRNqx8REWG1v/zyS+eEFJEiy9vbmy5dulj96Oho9u/fb/UNw2D69Ols3ryZDRs20Lt3b0JCQkhKSnJHXBGRIkMFMxEREREnWrBgAenp6TRr1ozQ0NDLjo2PjycsLIyQkBBiYmI4fvw4Z8+eBSA4OJhGjRq5IrKIFDHz58/P0x81alSevre3N0FBQXTv3p0aNWqwd+9ewsLC8hTnRUQkLxXMRERERJxoxIgR9OjRg9GjR+Phcfm/ev3+++8A/PXXX7z00ku88sor1rklS5Y4NaeIFF2lS5fmueees/qrV6/m6NGjF4wrX748L7zwAgBRUVHMmTPHZRlFRIoaFcxEREREnMjHx4fw8HCCgoKuOLZJkyZUqlQJgFtvvZW4uDgg54fc1q1bOzWniBRt7777LjfccAMAaWlpjBs37qLj6tevb710ZPDgwezYscNlGUVEihIVzEREREQc7MSJEyxevJjs7Oyrum7u3LkcOXKEwMBAdu3aZR1fu3atoyOKSDHj4eHBxIkTrf7ixYuJj4+/YNyDDz7I6tWrue+++8jIyKBbt27W0m8REfkfFcxEREREHCgrK4vx48czZ84cPvjgg3xdk52dzffff09UVBQAFStWtIpt5cuX57bbbnNaXhEpPrp06WIt/U5LS+Orr7666LjOnTuzcOFCqlevzt69e/n0009dGVNEpEhQwUxERETEgebNm8fu3bspU6YMXbt2zdc169atY9y4cdjtdho3bszevXutcxs2bHBSUhEpbgzDoFevXlb/xRdfvOTY8uXLExUVxeDBg5kwYQKJiYmuiCgiUmSoYCYiIiLiIFu3bmXx4sUADB8+nKpVq+bruuXLlwNgs9k4dOiQdbx27drUqlXL8UFFpNiaO3euNcvs6NGjrF+/HrvdftGxN998MytWrGDXrl1ERka6MqaISKGngpmIiIiIA8THx/PGG29gmiadO3emXbt2+brul19+Yd++fQA0atSI06dPA1CmTBkmTJjgtLwiUnxNnjzZardv3/6SxTB/f39WrlzJxIkTefjhh+nRowdJSUmuiikiUqipYCYiIiJSQHa7nTfffJMzZ85Qq1YtBg0adNnxpmmydu1a9u7dy8SJEzFNk5YtW/LTTz9ZYwYMGIDNZnN2dBEphoYOHUrp0qWtfnh4OO+///5FxzZp0oQXX3yRRx55hKVLl1KzZk2efvppPv/8czIyMlwVWUSk0FHBTERERKSA9u/fz/bt2/Hx8WHcuHFXLHQtXryY8ePHM2rUKI4cOUKFChXyvM2uYsWK3Hvvvc6OLSLF2Ndff52nP3jwYDZt2nTRsR4eHkRGRlK9enUSExP58MMP6dy5M5UrV6ZPnz4X3EtEpCRQwUxERESkgOrVq8fMmTMZNWoUdevWveL4e++9l9KlS3PmzBkgZ2PugIAA6/yQIUOcllVESoaWLVvm+eeR3W7nkUceIS4u7qLjW7RowXPPPQdA6dKlqVSpEgkJCcydO5d33nknz9jzb/EVESnOVDATERERcYC6detect+ys2fPsnHjRqtfuXJlevXqhYeHB/fffz9+fn5s3rwZgMDAQO666y6XZBaR4m337t0YhmH1T5w4Qbdu3cjMzLzo+MGDB3PnnXcyb948jh07xrfffsvAgQPp06ePNebw4cNUqVKFsLAw1qxZc8l7iYgUdYZpmu7OICLFkGEY/kBiYmIi/v7+7o4jIsXE2bNnWbt2LaVKlcLX19etWUzTZNasWbRu3ZqbbrrpkuP++usvBgwYQEJCAjNnzuS6666zzv3++++kpaUxcuRI0tPTMQyDJUuWULlyZdLT0zl37hz33HMPfn5+rvhKIlIMvfbaa4wbNy7PsSFDhjBt2rSLjrfb7dZbNi9mxowZDB482OqXL1+exx57jJCQENq2bYuXl5djgouIXIOkpKTzs/YDTNMs0FtMNMNMRERE5Bp88cUXLFu2jBdeeMFaWnkx5cuX5/rrr6dq1apkZWXlOXfixAmGDh1Keno6AA8++CCVK1d2am4RKVnGjh1LYGBgnmPTp09nwYIFFx2fu1iWnJzMsmXL8pzv378/a9eupX///lSsWJHTp08zZ84cOnToQNWqVS+5T5qISFGjgpmIiIjIVTp48CDvvvsuAL179yYoKCjP+V27dlnLlAzDYMSIEcyePZuaNWsybtw4/vzzT5KTk5kyZYp1jZeXF0OHDnXdlxCREmPNmjUXHAsPD2fbtm2XvCYlJYWWLVvSvXt3oqKirONeXl60b9+eDz74gGPHjvHNN98QHh5O+fLlOXv2LDfeeGOe565fv157nolIkaSCmYiIiMhVSE9P59VXXyUtLY2mTZvSvXv3POfnzp3LkCFDmD9/vnUsICAAm83Ghx9+yPfff8/LL7/MrFmzSExMtMa88MILl10GJSJyrZo3b86dd95p9WvUqEFaWhqPPfYYf/3110WvKVPm/9m78/gsqnvx45+TnX1REUVB3Fq1FSxURK1Sl3q1tuCtIla4YFF+al1qK/WiV7lFrVoXrFoVl2pFrwoqLoDiUlfqglhcQKqooICAsiSBYNbz++NJnj4JARJM8iTweb9eeSUzc+bMd8IhM893zjnThqOPPpodd9yR7t2711omKyuLI488kgkTJrBs2TLeeOONalNxjBkzhiOOOIJu3brx61//mpdfftnkmaQWw7sySZKkerjtttv49NNP6dSpExdffPEGSa6qt9KtXbuWmnPFDh48mEMPPZSBAwcyderU5PouXbpw3HHHNX7wkrZZ//jHP9h5550BWLp0KR07dmTRokUMGTJkg+HiVf70pz8xZ84cDjrooM3Wn5WVRe/evZPLpaWl/OAHP6Bz584sX76cW2+9lQEDBrDLLrtwzjnnVHsRiiQ1R076L6lROOm/pMaQ7kn/X3311eTk2ddccw0HHnggJSUlfP3118kPogALFixgzz33rLWO0tJShg8fzpdffgkkhmxOnz6dvLy8auWc9F9SQ1uwYAF77713Mpmfm5tLcXExo0eP5k9/+tNm91+6dCmdO3fe4O/VppSWlvL3v/+dSZMmMWXKFFavXg0kHiCkzo+2uZcNSFJdOOm/JElSGrz66qsADBkyhAMPPJDPP/+cUaNG8d///d/JifuBDZJlCxYsSP780EMPJZNlAOPGjavXh09J2lJ77rkn5513XnK5pKQEgHfeeSc57+LGvPnmm/Tp04dRo0Zt0Ht2U7KzsznmmGO4++67WbZsGdOnT2fEiBEMGzYsWWbevHnsuuuunH/++cycOZOKiop6npkkNTwTZpIkSXU0ZswYLr74YkaOHAlAp06dWLduHWvXrmXx4sW17jN79mzOOOMMrrzySsrLy6u9Qa5v374ceuihTRK7JAGMHz+erKwsAGKMdOnShSlTppCdnb3J/QoLC/nqq6+YM2dOtfkX6yMnJ4djjz2We+65h+OPPz65/rHHHmPp0qXcdNNNHHrooXTv3p0LLriA119/3eSZpLQxYSZJklRHIQT69OmT/LDZrl07rrjiCu655x722GOPDcqvW7eOa6+9FkhMoD19+nTmzp0LQEZGBldffXXTBS9JJP6OvfLKK8merStWrOC8885L9hqr6nVW01FHHcUTTzzBzJkz6dixY4PGNHr0aJ566imGDRtG+/btWbJkCTfeeCMHH3wwu+22G/PmzWvQ40lSXZgwkyRJ2oR//vOfXHXVVaxbt44HHniAIUOGMGfOnOT273znO1VzZWzg9ttvZ/ny5ey0004cfvjh3HDDDcltN910E5mZmY0evyTV1L9/f2bMmEEIAYB7772X2267jbPPPptBgwZt9E2WP/3pT6vNqdhQb7zMzc3l+OOP57777mPFihU8+eSTDB06lHbt2pGfn1/tgcTTTz/NW2+9Va9hoZK0JUyYSZIkbcSaNWu48sorefbZZ3nwwQdZtmwZpaWlvPLKK5vdd9asWck3YR566KH89re/TW4bOHAg++23X6PFLUmbc9hhhzFu3Ljk8oMPPsi9997LM888U6e/cZMnT+aAAw5g5cqVDRpXbm4uP/vZz5g4cSIrVqzgxRdfTL7kJcbIeeedR79+/ejZsyejR49m1qxZJs8kNQrfkimpUfiWTEmNoSnfkllRUcGYMWN466236NGjB7fffjsVFRW88cYbozptLQAAIABJREFU/PjHP072zKjN2rVrGTlyJCtWrGCvvfbi448/Tm7beeedeeCBBzZ7fN+SKamxFRcXV3vpyOmnn87AgQOrzS9Wm2+++Yb99tuPTz/9lP/5n//h8ssvb+xQgcTf1jPOOIOnnnqKdevWJdfvtttuDB48mFNOOYXevXs3SSySmqeGfEumCTNJjcKEmaTG0NgJs/Xr1/PMM8/wySef8MEHH7Bo0SIyMjK488472X333etcz3XXXce0adPIy8vjm2++Sa7Pzc1l+vTpZGRsvpO/CTNJTeGhhx7ilFNOARLzm3311Vd07Nhxs0PGP/jgAx544AGuuOKKJh9eXlRUxDPPPMOkSZN46qmnKCoqAhIJvzvvvBMg2etsUw83JG19GjJh5pBMSZK0TYkxsnTpUl599VXuvffe5LDJKjfffDPTpk1j0aJFAGRmZtYr8f/WW28xbdo0gGrJsuzsbCZPnlynZJkkNZUhQ4YwcOBA4N9vzRw3bhwLFy7k5JNPpqCg9s+b3/ve97jqqqvSMhdj69at+c///E8eeughvvrqKyZPnszgwYP55S9/mSzz5ptvsvfee3PxxRczZ84ch21Kqjd7mElqFPYwk9QYtqSHWYyRadOm8cknn/DJJ5/w6aefVhvK8/3vf5+bbroJSExgPX78eDp06MCee+7JkiVLOOqoo+jatWudjrVy5UpGjRrFqlWrqq1v3749991330ZfDlAbe5hJakrdunVj6dKlyeXdd9+dTz/9lIEDB/LYY49tMtkfY+Saa67hwAMP5IgjjmiKcDfrwgsv5Prrr08u77XXXgwePJiTTjqJ/fff355n0lbKIZmSmj0TZpIaw8YSZjFGvv76axYsWMAnn3wCwNChQ5PbTzrpJL7++uvkcnZ2Nj169GCPPfZg33335Wc/+xlPP/00Dz30EDfffHO9EluQ6Ek2efJkHnzwQdavX092djalpaXJY02cOJEdd9yxXnWaMJPUlMrLy8nLy6OsrAxI9K7NzMykpKSEcePGcemll2503wkTJnDmmWfSqVMn/vWvf7HDDjs0VdgbtXbtWqZPn86kSZOYNm1atR6/e++9N8899xzdu3dPY4SSGkNDJsyyGiYkSZKkpvX3v/+defPmJXuNpQ4b6tSpU7WE2bHHHktJSQl77LEHe+yxB927dycr69+3QSUlJTz88MN88cUXTJkyhREjRtQrlvvuu48HH3wQgB122KFacm78+PH1TpZJUlPLzMxkwYIF7LbbbkAigdahQwdWrVrF2LFj+cEPfsBPf/rTWvcdPnw4EydO5NRTT20WyTKAtm3bMnjwYAYPHszatWuZOnUqkyZNYvr06RQUFNCtW7dk2WnTptGjRw/2228/e55JSrKHmaRGYQ8zSQ1h+fLlvPvuu7z77rssWbKEyy+/PNnD7KKLLuLdd99Nls3IyKB79+7sueee7LHHHpx00kmbnFsnxljtg9GHH37InDlzGDx4cJ3m5CkpKSEnJ4eKigpuueUWnnnmGbKysigsLEzG84c//IFDDz10i87dHmaS0uG5557jJz/5SXK5amhmhw4dmDVrFnvttVet+5WXl6dlPrP6Kiws5F//+hd9+/YFEnF369aN5cuXs88++ySTbPvuu2+aI5W0JRySKanZM2EmaUvMmDGDF154IZkkW758ebXtixcvZtasWbRq1Yrp06ezZMmSZK+x3XbbjZycnDodZ/Xq1YwfP54jjjiCAQMG1CvGL7/8kltuuYWysjLGjRvHVVddxcsvv1ytTHZ2NhMmTKBnz571qjuVCTNJ6XL33Xdz+umnJ5d79OjBokWL2G+//XjjjTdo27btJvcvLi7mqaee4sQTT2zsUL+1r7/+mpEjR/LMM89QUlKSXL/ffvsxePBghgwZwt57753GCCXVh0MyJUlSi7Vq1apkQuy9997jtttuS85HNnnyZO6+++5k2RACe+21F7169aJXr16Ul5cnt51wwglbHMO0adN49dVXmTdvHgcffHCdE20AFRUVvPXWW5SXl3P22Wfz6aefVtveqlUr7r//fjp37rzF8UlSOo0cOZIFCxZw9dVXA7Bo0SI6duzI3LlzOe2005g0adJGhy6WlpZy1FFH8dprr3HvvfcyfPjwpgy93rbffnueeOIJ8vPzefLJJ5k0aRIzZsxg7ty5jB07loKCAq677jpgw57JkrZuJswkSVKjev3115k6dWoySbZ48eJq28877zx69+4NwHHHHUdubm4yQfa9732PNm3aJMtWDXf8tk4++WQWLlzIySefvNlkWUlJCbNnz6Z///5A4k1yw4cPZ9KkSRskyzp16sSkSZOqzY8mSS3RVVddxbvvvsvTTz8NwJo1a8jMzOSRRx7h2muv5fe//32t+2VnZzNgwADef//9Or9huDno0KEDw4YNY9iwYaxZsyaZPDv55JOTZZ577jlGjx6dfNumPc+krZtDMiU1CodkStuWgoIC3nvvvWRS7JJLLqFHjx4AXH311YwZM6Za+Z49eyaTYqeddlqy7OZs7C2Zm/Pmm2/y6quv8rvf/a7OvQNijPz973/nzjvvZPny5UyYMIG9996badOmJXsbpDrppJM4++yz6xzT5jgkU1JzcNJJJ/HII48AkJWVRVlZGSEEZsyYwdFHH13rPhUVFSxevHirewvlGWecwV133ZVc7tWrVzJ5trG53SQ1Lecwk9TsmTCTtm7z5s1j0qRJyQTZZ599Vm375MmTk3PXvP7669xzzz3JBNn++++/xX8XtiRhtnLlSk455RRKS0u59NJLOeKIIza7z/vvv8+tt97K/PnzAdhuu+04//zzeeyxx5gzZ061snvttRc33XQTeXl59T+hTTBhJqm5+OMf/8gll1xSbV3Hjh1555136jRX48qVK8nLy6vWY7glWrVqFY8//jiTJk3ihRdeoKysLLmtd+/ePP/882y33XZpjFCSCTNJzZ4JM6nlW7duHR988EEyKTZs2DAOOuggAB555BFOOumkauV32WWXZFJsyJAhfP/732/wmLa0h9lDDz3EypUrOf300ze535IlS5gwYQKvvvoqADk5Oey6666sXLmSNWvWVCvbqlUrbrnlFnbfffctO5nNMGEmqTm5+eabOe+886qtGzBgAC+++OIm9/vwww/52c9+xgEHHMDDDz9MRkZGY4bZZFauXFktedazZ08++uijZC/mqVOnst9++32rl79Iqj8n/ZckSQ3uiy++4L777ksmyD7++GNSH6ztuuuuyYTZD3/4Q0aMGFGt11hzeaq+fv16/vrXv/KLX/wiOX/OkCFDNrlPQUEBEydO5PHHH08ON+rWrRuLFy/mk08+qVY2KyuL0aNH85Of/KTRzkGSmptzzz2XBQsWcNNNNyXXvfTSS4wcOZIbb7xxo4n9lStX8vnnn1NeXs7y5cvZaaedmirkRrXddtsxcuRIRo4cyddff83ChQuTybLi4mJOPfVUCgoK6Nu3b3LY5m677ZbeoCXViz3MJDUKe5hJzVNxcTFz585Nzjd2+OGHM2jQIADmzJnDAQccUK18ly5dkkmxgQMHcuihh6Yj7KS69DC74ooreOGFF+jTpw/XXnvtJucsKykp4fHHH2fixImsXbsWgHbt2tX6coGsrCzOP/98jj/++IY5mc2wh5mk5mj27Nkcd9xxrFixIrlu33335eqrr+aQQw6p9Q3BU6dOpV+/fuywww5NGWrafPHFF/zqV7/i73//OxUVFcn1Bx54ICeddBKDBw/e6uZ3k5oLe5hJkqQ6yc/PZ8KECcleY/Pnz6e8vDy5vbCwMJkw22effRg6dCj7779/Mkm24447piv0LTZixAg++ugjhgwZstFkWYyRV155hTvuuIOlS5cC0Lp1a4qKiqoly3Jzc9l+++0566yzOOSQQ5okfklqzvr06cPChQsZNWoU999/P5CY1/LnP/851157LRdeeCEAq1evZunSpeyzzz4bPGioqKjYaoZm1mbXXXflueeeY8WKFUyZMoVJkybx0ksv8dZbb/HWW29RVFTEZZddlu4wJW2GPcwkNQp7mElNp7S0lPnz5yeTYrvvvjtnnXUWkEiI1fw/2Llz52RC7KijjuKnP/1pOsLeIrX1MJs/fz6LFy/mqKOOSpbb3IexGCPnn38+77//PiEEat4PZWZmcsoppzBs2DBycnIa52Q2wx5mkpqzGCP9+vVj1qxZyXWtW7fm1ltvpV+/frz99tsMGzaMDh060L9/fw4++GD69++fTBbNmDGjRT6U2VLLly/nscceY9KkSdx6663ss88+ADz66KNcd911DB48mBNPPJFdd901zZFKLZuT/kuqJoRwNjAa2AmYC/wmxvjqRsqOAO6pZVOrGOM3W1LnRo5jwkxqJOXl5dx8883JBNncuXMpKSlJbj/88MN56aWXksu//vWv2XnnnenVqxe9e/emW7dumxym2JzVTJjNmzePc889l+zsbO68885NftD45JNPmDdvHtOmTeOjjz7aIEkG0KZNGw477DAuvPDCtPd+MGEmqSW49tpr+f3vf19tXQiB448/nueff57169fXut9+++3HRRddxMEHH8zcuXN5+eWXOfLIIznuuOOSZV5//XU6dOjA3nvvTVbW1jk4avDgwUyePDm5fPDBByeTZ926dUtjZFLLZMJMUlII4WRgInA2MBP4f8DpwL4xxs9rKT8C+DPwndT1McZlW1rnRuIyYSZ9C+Xl5SxYsCCZFMvJyWHs2LHJ7V27dmX58uXJ5Xbt2iWHUvbv35+hQ4emI+xGVzNhVlFRwejRo2nfvj1Dhw6lvLycNWvWsHr1anr16kXXrl258sorefnllyktLa21zoyMDA466CB+85vfNKv5dUyYSWopioqK2H///Wt9Scqpp55Kp06d+Pzzz5k9ezaLFi3aYP+qIfHHHnss06dPBxJ/A/Py8gBYtWoVnTp1AmD8+PHccccdjBgxgosuuihZx9ixY2nXrh1nnnkmbdu2BeCrr75i7dq1bL/99s327+iXX37Jo48+yqRJk3jttdeqPcw59NBDmTFjBq1bt05jhFLL4hxmklL9Frg7xnhX5fJvQgjHAGcBYzayT0xNkDVQnZK+pXvuuYfXX3+dOXPm8MEHH1R7Kt+tW7dqCbOzzz6bioqK5NDK3XbbLe09olKtXbuW4uJi2rVrlxzSWFBQwKeffkpOTg777rtvsuyrr77KihUrOOigg5JP0z///HOmTJlChw4dGD58OJMnT2bFihU8+eSTfPTRR+y8884UFhayZs0aVq1aRVFRUbVedZsTQqBLly5ccMEF9OvXr0HPXZK2Na1bt2bBggXMmjWLI488MjkXZFlZGX/729+S5f7yl79wzDHHMGfOHB599FFmz57Np59+SlFREZBIklWp+tBbXl6eTJxB4vowf/58Vq9enVxXXFzMuHHjABg5cmRy/W233cbYsWMZNWoUEyZMSK7v378/rVq14qGHHqJLly4AzJo1izfffJPevXtXe8HNihUraN++fbUYGtJOO+3EOeecwznnnMOSJUt49NFHmTx5Mq+99hrr16+vliybOnUqffr02WreNCo1d/Ywk1qwEEIOUAScFGOckrL+z0DvGOPhtewzArgLWAJkAnOAS2OM/9zSOjcSW4voYTZ9+nRmzpzJ888/z5o1aygqKqK0tJS8vDwyMjIoKipKPvUEyMvL45tvvqG4uJicnBzat29Pu3btKCsrY/HixeTm5ia/2rRpwxdffJEcKhdjJCsri7y8PMrLyykvL0/2eMnKyiIzM5OysjIyMzOTN2W5ubmsWrWK7OxscnNzKSkpITc3l6KiouRNZVW9Vb1tysvLKSoqIsZIZmYmGRkZVFRUEEIgOzubzMxMOnbsyKpVq8jMzEzGkpGRQVlZWTKmqnrbtm1LRUUFFRUVyXozMjIIIWxQb6dOnZI3sDHG5PbUeiHRo6ddu3ZUVFQQY6SoqKjWOaeys7MJIbD99tuzevXqZH1V8ZaWllJWVpZ8GpuRkZF8qlxRUcH69euT+wDJmKsSODvssAP5+fmUlpYmf0+QuMEvLy8nxkiMkRACbdu2JSMjg/Lycr755ptkDFW/j4qKCrKysogx0qVLl2TCaFP1ArRt2zb571BYWFjtbVpVMefm5pKRkUHnzp355ptvWL9+fTKeGCOlpaUUFxcn6wbIyclJ1lt17BACIQQyMzMpLS2ldevWFBcXk52dnWzvVf8uRUVFydir6qj6N2zTpk3y91pSUkJxcTFZWVm0bt2akpISWrVqRUFBAeXl5XTo0IHi4mJat25NeXk5+fn5ZGVlkZ2dTXl5OSEESktLqaiooE2bNsnfb1XsGRkZ5ObmbnRIT320bt2a3r17c84557SIDxv2MJPUUs2cOZOTTz6ZJUuW1Lp9xx13pKKigq+++iq5Ljc3l65du9K6dWuWLVtGCIFVq1YRQqBr166UlpZSXl7OunXrkvcoqfcikJh/crvttmP16tWUlJQQY6S4uJiePXuyxx578P777wMke2h369aNsrIyKioqyM/Pp6SkhLy8PNq2bUtJSQkZGRmsWbMGSLwJ9Ouvv05ejyoqKujZsye77bYbs2bNIiMjg9WrVydjKC4uJsbIunXrKC8vp1WrVmRlZSXvDaqum507d2bZsmUUFRURQiAvL48ePXqw/fbb88Ybb9CqVavk76HqfjQzMzN5L1F1T1Z1j5mdnU1OTk7yfKqu4ZmZmeTm5tK+fXsKCgpo37598p6t6n4MSN5XZWZmEkIgIyODvLw8srKyaNWqFYWFhcn7oIqKiuQ9apcuXVi+fDnt2rVjzZo1yfqqvpeWlibjrbpfqqo3Ly8vec2r+nerOo9dd92VxYsX07p1a/Lz86moqCAzM7PavVXV/XN2djYVFRXk5uYm740B1q1bx/r164kxkpOTQ3Z2NnvssQcLFy4kNzeXwsJCysrKkvtXxVt1n5Kbm0tZWRm5ubnJ32NOTg5r165l7dq1yWPm5OSw1157sXDhQjIzM1m7di0lJSXVPguVlJQk73PatGmTvJ+vut/p0qUL69evZ/ny5ZSVldGmTRtatWpFv379mDt3LqtXr05+Dmjbti1ZWVlUVFRQUlJCWVkZOTk5ZGVlJX+PWVlZdO7cma5du/L111+zZMkSysrK2Hnnndl3333ZYYcdmD17NsuXL0+2lfbt2yf/T8UY2WGHHejRowcDBgxgl112qTZsujlySKYkAEIIO5NIfB0SY/xHyvqLgeExxu/Uss9BwJ7A+0B74HzgOKBXjPHjLamzcnsukJuyqh2wuLknzA455BD+8Y9/bL6gpBal6gb3u9/9LmeeeSbf+U6tf7qaNRNmklq64uJizj//fO6//37WrVuX7nAkfUsHH3wwM2fOTHcYm+SQTEk11cx8h1rWJQrG+AbwRrJgCDOBd4BzgfO2pM5KY4Cxm9jeLPXv3581a9bw0UcfVeudk/pUZVOqnrxV9aZKXV/11PPbSO2d1JCsd8vqre1tihurN7UX2bett2p7bfVuat+61Jsab+rvYmPnsLEYqlT1yKt6Ulr1xDO1dxuwwXxiqU/LU+upOoeqffPy8sjJyaGsrIzi4uLkU89evXpxwAEHsPPOO9OqVauNnrMkqenk5uZy++23c/vttwOJnv0vvPACc+fO5csvv2T+/PmUlpbStm1bOnfuTLt27Vi4cCFr165N1lGfa29OTk61HvyQuL5U9Rjbkt7KVdefGGOyB07V+ry8vGRPoi1Rdb1MrRcSPeyrelRtqdrucUIItGrVKtlTbUts7N8jdURGQ9bbqlWrb9XLfGP15ubmVhsC3FD1ZmVlUVZWtsX1buz+q0OHDqxdu3aDtlLXWLOyspK9Aqu0bduWVq1asXr16mox13wxVFZWFm3atKFPnz706tWr3sdvyexhJrVgDTh88k5glxjjsVtaZ0vtYSapZak56f/WzB5mkiRJ9WMPM0kAxBhLQgizgaOBKSmbjgaeqEsdIfEIoTeJIZpbXGeMsRhIPqap+WRCkhrSxt54uTXZFs5RkiSpuTJhJrV8NwATQwhvA68Do4DuwO0AIYT7gCUxxjGVy2NJDMn8mMQcZueRSJj9uq51SlK6VA1TKSoq+lZDHlqK1q1bk52dne4wJEmStjkmzKQWLsb4cAhhO+AyYCfgA+C4GOOiyiLdgdQJDDoCdwBdgXzgn8BhMca36lGnJKVFXl4ehx122DbT+yo7Ozv51lxJkiQ1Hecwk9QoQgjtgXznMJMkSZIkNYWGnMMso2FCkiRJkiRJkrYOJswkSZIkSZKkFCbMJEmSJEmSpBQmzCRJkiRJkqQUJswkSZIkSZKkFCbMJEmSJEmSpBQmzCRJkiRJkqQUJswkSZIkSZKkFCbMJEmSJEmSpBQmzCRJkiRJkqQUJswkSZIkSZKkFCbMJEmSJEmSpBQmzCRJkiRJkqQUJswkSZIkSZKkFCbMJEmSJEmSpBRZ6Q5A0tatoKAg3SFIkiRJkrYBDfn5M8QYG6wySaoSQugGLE53HJIkSZKkbc4uMcYl36YCE2aSGkUIIQA7A4XpjmUz2pFI7O1C849V2ybbqJo726haAtupmjvbqJq7ltRG2wFL47dMeDkkU1KjqPzj9K0y+k0hkdcDoDDG6PhRNTu2UTV3tlG1BLZTNXe2UTV3LayNNkh8TvovSZIkSZIkpTBhJkmSJEmSJKUwYSZpW1cM/KHyu9Qc2UbV3NlG1RLYTtXc2UbV3G1zbdRJ/yVJkiRJkqQU9jCTJEmSJEmSUpgwkyRJkiRJklKYMJMkSZIkSZJSmDCTJEmSJEmSUpgwk7RNCyGcHUL4LITwTQhhdgjhR+mOSdueEMKYEMKsEEJhCGFFCOHxEMJ3apTJDSHcHEL4OoSwLoTwZAhhl3TFrG1bZZuNIYQbU9bZRpV2IYRuIYT7QwgrQwhFIYQ5IYQ+KdtDCOF/QwhLQwjrQwgvhRD2S2fM2naEELJCCFdU3nuuDyF8GkK4LISQkVLGNqomE0I4LITwVGV7iyGEQTW2b7Y9hhA6hRAmhhDyK78mhhA6Nu2ZNA4TZpK2WSGEk4EbgSuBA4BXgadDCN3TGpi2RYcDfwEOAo4GsoBnQwhtUsrcCJwADAEOBdoCU0MImU0cq7ZxIYQfAqOA92psso0qrUIInYCZQClwLLAv8DtgTUqx3wO/Bc4BfggsA54LIbRr2mi1jboIOJNE+9uHRHscDZybUsY2qqbUBniXRHurTV3a4/8BvYH/qPzqDUxsrICbUogxpjsGSUqLEMKbwDsxxrNS1n0IPB5jHJO+yLStCyHsAKwADo8xvhJC6AB8BQyLMT5cWWZn4AvguBjjjPRFq21JCKEt8A5wNvA/wJwY429so2oOQghXA4fEGGvtLR5CCMBS4MYY4zWV63KB5cBFMcYJTRastkkhhKnA8hjjyJR1jwJFMcZhtlGlUwghAifEGB+vXN5sewwh7APMAw6KMb5ZWeYg4HXguzHGf6XhVBqMPcwkbZNCCDlAH+DZGpueBQ5u+oikajpUfl9V+b0PkE1Ke40xLgU+wPaqpvUXYFqM8fka622jag5+DrwdQphcObz9nyGEM1K29wS6Ur2dFgMvYztV03gNODKEsDdACKEXiR650yu320bVnNSlPfYH8quSZZVl3gDy2QrabFa6A5CkNNkeyCTxhCTVchIXBiktKp/m3QC8FmP8oHJ1V6Akxri6RnHbq5pMCGEIicRY31o220bVHOwOnEXib+gfgQOBm0IIxTHG+/h3W6zt2t+jyaLUtuwaEg/F5ocQyknci14SY3ywcrttVM1JXdpjVxKjImpawVZw/TdhJmlbV3NceqhlndSUbgH2J/HEeXNsr2oSIYRdgT8DP4kxflOfXbGNqulkAG/HGC+uXP5n5eTUZwH3pZTz2q90ORkYCvwSmEtirqcbQwhLY4x/SylnG1Vzsrn2WFvb3CrarEMyJW2rvgbK2fDJRxc2fIoiNYkQws0khhT9OMa4OGXTMiCnckLrVLZXNZU+JNrb7BBCWQihjMTLKs6r/Hk5tlGl35ck5tJJ9SFQ9TKfZZXfvfYrXa4Fro4xPhRjfD/GOBEYD1TNnWsbVXNSl/a4DNixln13YCtosybMJG2TYowlwGwSbyRMdTTwj6aPSNuyyld23wL8J3BEjPGzGkVmk3jr29Ep++wEfA/bq5rGC8D3SfSGqPp6G3gg5WfbqNJtJvCdGuv2BhZV/vwZiQ93qe00h0Ty13aqptAaqKixrpx/fy63jao5qUt7fB3oEEI4MKVMPxJDj1t8m3VIpqRt2Q3AxBDC2yT+2I8i8RT69rRGpW3RX0gMzxgIFIYQqp7k5ccY18cY80MIdwPXhxBWkngZwHXA+0DNydelBhdjLCQxgX9SCGEdsLJqrj3bqJqB8cA/QggXA5NIzGE2qvKLGGMMIdwIXBxC+Bj4GLgYKAL+Lz0haxvzFHBJCOFzEkMyDwB+C/wVbKNqepVvv94zZVXPEEJvYFWM8fPNtccY44chhGeAO0MI/6+yjjuAqS39DZlgwkzSNizG+HAIYTvgMmAnEh8Gj4sxLtr0nlKDO6vy+0s11p8G3Fv58wVAGYkPga1I9PgZEWMsb4L4pLqwjSqtYoyzQggnAFeRuLZ/BvwmxvhASrE/kWiftwKdgDdJzM1X2NTxapt0LnA5ifbXBVgKTADGpZSxjaop9QVeTFm+ofL734AR1K09ngrcxL/fpvkkcE7jhdx0Qowtfh42SZIkSZIkqcE4h5kkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmvKlO5AAAgAElEQVSSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmSRJkiRJkpTChJkkSZIkSZKUwoSZJEmSJEmSlMKEmdTMhRDODiF8FkL4JoQwO4Two02UHRFCiLV85aWUOSyE8FQIYWnltkEbqWufEMKTIYT8EEJhCOGNEEL3xjhHSZK2ZvW5lleW7xhC+EsI4cvKfT4MIRxXnzpDCLkhhJtDCF+HENZVXtN3qVGme+U9wbrKcjeFEHIa7swlSWq5TJhJzVgI4WTgRuBK4ADgVeDpzSSuCoCdUr9ijN+kbG8DvAucs4nj7gG8BswHBgC9gMuBbza2jyRJ2lB9r+WVCavngN2AE4HvAGcAS+pZ543ACcAQ4FCgLTA1hJBZWUcmMI3EfcGhleV+AVzfAKctSVKLF2KM6Y5B0kaEEN4E3okxnpWy7kPg8RjjmFrKjwBujDF2rGP9ETghxvh4jfUPAaUxxmHfJn5JkrZ1W3AtPxMYDXw3xli6JXWGEDoAXwHDYowPV27fGfgCOC7GOCOEcCwwFdg1xri0sswQ4F6gS4yxoAFOX5KkFisr3QFIql3lE+Y+wNU1Nj0LHLyJXduGEBYBmcAc4NIY4z/rcdwM4KfAn0IIM0g8uf4MuKpmYq3GfrlAbo3VnYFVdT22JElNoB2wNDbBU+MtvJb/HHgd+EsIYSCJxNf/AdfEGMvrWGcfILtyHQAxxqUhhA8qy8wA+gMfVCXLKs0gcS3vA7xYy/l4rZcktQQNcq03YSY1X9uTSHotr7F+OdB1I/vMB0YA7wPtgfOBmSGEXjHGj+t43C4khm38N/A/wEXAfwCPhRB+HGN8eSP7jQHG1vEYkiSl0y6kDHFsRFtyLd8dOAJ4ADgO2Av4C4n79nF1rLMrUBJjXL2ZMtXqiDGuDiGUbCI2r/WSpJbiW1/rTZhJzV/NrHioZV2iYIxvAG8kC4YwE3gHOBc4r47Hq5rb8IkY4/jKn+eEEA4GzgQ2ljC7CrghZbkdsPiLL76gffv2dTy0JEmNp6CggF133RWgsIkPXedrOYnr8ApgVIyxHJhdOZxyNImE2ZbUubEytZXfVD1e6yVJzVpDXutNmEnN19dAORs+5e3Chk+VaxVjrAghzCLxdLo+xy0D5tVY/yGJSYE3dqxioLhqOYQAQPv27b2JliTVS4yR0aNHM3LkSPbZZ590h/NtbMm1/EsS84iWp6z7EOhaORyzLnUuA3JCCJ1q9DLrAvwjpUy/1ApCCJ1IDOWsNTav9ZKkbYlvyZSaqRhjCTAbOLrGpqP5983uJoXEnWxvEjff9TnuLBJv5Uq1N7CorvVIkrSlrr76aq6//noOO+wwCgubujNYw9nCa/lMYM/KOUWr7A18GWMsqWOds4HS1DIhhJ2A76WUeR34XuX6Kj8hkRCbvfmzkyRp62YPM6l5uwGYGEJ4m8SN7SigO3A7QAjhPmBJ1Vu2QghjSQzJ/JjEHGbnkUiY/bqqwhBCW2DPlGP0DCH0BlbFGD+vXHct8HAI4RUSk/7+B/AzYEDjnKYkSQlPP/00l1xyCQBXXnkl7dq1S3NE31q9ruXAbSSmUvhzCOFmEr3ELwZuqmudMcb8EMLdwPUhhJUkJuW/jsQcp89X1vEsid7kE0MIo0lM3n8dcKdvyJQkyYSZ1KzFGB8OIWwHXAbsBHxA4nXwVT29ugMVKbt0BO4gMUwjH/gncFiM8a2UMn2p/uarqrlI/kbihQHEGKdUvtZ+DIkb9H8Bv4gxvtZwZydJUnULFizgl7/8JTFGRo0axahRo9Id0rdW32t5jPGLEMJPgPHAeyQmLP4zcE096gS4gMQUC5OAVsALwIiqoZ6Vb9z8KXAriV5t60m8jfPChv0NSJLUMoUmeKO2pG1QCKE9kJ+fn++8JpKkzSosLKR///7MnTuX/v378+KLL5Kbm9ugxygoKKBDhw4AHexF9e15rZckNTcNea13DjNJkiSlVYyR0047jblz57LTTjvx6KOPNniyTJIkqT5MmEmSJCmt1q5dy1dffUV2djaPPvooO+200+Z3kiRJakTOYSZJkqS0ateuHc8//zxvvfUW/fv3T3c4kiRJ9jCTJElSeqxduzb5c3Z2Noccckgao5EkSfo3E2aSJElqcoWFhfTr14/f/OY3lJaWpjscSZKkakyYSZIkqUnFGBkxYgTz5s1j0qRJrFq1Kt0hSZIkVWPCTJIkSU3qj3/8I4899hg5OTk89thj7LjjjukOSZIkqRoTZpIkSWoy06ZN49JLLwXgL3/5CwcddFCaI5IkSdqQCTNJkiQ1iY8//phTTz2VGCNnnnkmp59+erpDkiRJqpUJM0mSJDW60tJSTjjhBPLz8znkkEP485//nO6QJEmSNsqEmSRJkhpddnY2l19+Od/97nd55JFHyMnJSXdIkiRJG2XCTJIkSU3ihBNO4P3336dr167pDkWSJGmTTJhJkiSp0bz00kt88cUXyeWsrKw0RiNJklQ3JswkSZLUKD766CMGDhxI3759mT9/frrDkSRJqjMTZpIkSWpwBQUFDBo0iIKCAvbee2923333dIckSZJUZybMJEmS1KAqKioYPnw4H374Id26dXOSf0mS1OKYMJMkSVKDuvLKK3n88cfJycnh0UcfZccdd0x3SJIkSfViwkySJEkNZurUqYwdOxaA2267jX79+qU5IkmSpPozYSZJkqQGEWPkuuuuI8bI2Wefza9+9at0hyRJkrRFfK+3JEmSGkQIgenTp3P99ddz0UUXpTscSZKkLWbCTJIkSQ2mdevWXHrppekOQ5Ik6VsxYSZJkqRv5fLLLyeEwMUXX0xGhjN+SJKkls+EmSRJkrbYk08+yWWXXQZAv379OProo9MckSRJ0rfnI0BJkiRtkfnz5zN06FAAfv3rX5sskyRJWw0TZpIkSaq3goICTjjhBAoLC/nRj37E+PHj0x2SJElSgzFhJkmSpHqpqKhg2LBhzJ8/n1122YXJkyeTnZ2d7rAkSZIajAkzSZIk1cvll1/Ok08+SW5uLo899hg77rhjukOSJElqUCbMJEmSVC/dunUjOzub22+/nR/+8IfpDkeSJKnB+ZZMSZIk1cvpp5/OUUcdxW677ZbuUCRJkhqFPcwkSZK0Wfn5+axcuTK5bLJMkiRtzUyYSZIkaZMqKioYOnQoffv25d133013OJIkSY3OIZmSJEnapHHjxjF16lRyc3MpLS1NdziSJEmNzh5mkiRJ2qgnnniCP/zhDwBMmDCBvn37pjkiSZKkxmfCTJIkSbWaP38+w4YNA+Dcc89l+PDhaY5IkiSpaZgwkyRJ0gby8/MZOHAghYWFHH744Vx//fXpDkmSJKnJmDCTJEnSBsaMGcNHH33ErrvuyqRJk8jOzk53SJIkSU3GSf8lSZK0gSuuuIIlS5Zw6aWX0qVLl3SHI0mS1KTsYSa1ACGEs0MIn4UQvgkhzA4h/GgTZUeEEGItX3kpZQ4LITwVQlhauW3QZo4/obLcbxryvCRJzVfnzp154oknnORfkiRtk0yYSc1cCOFk4EbgSuAA4FXg6RBC903sVgDslPoVY/wmZXsb4F3gnDocfxDQD1i6RScgSWoxPvzwQ+688850hyFJkpR2DsmUmr/fAnfHGO+qXP5NCOEY4CxgzEb2iTHGZRurMMb4NPA0QAhhowcOIXQDbgGOAabVP3RJUkuRn5/PoEGD+OijjygqKuL8889Pd0iSJElpYw8zqRkLIeQAfYBna2x6Fjh4E7u2DSEsCiEsDiFMDSEcsAXHzgAmAtfGGOfWd39JUstRUVHB0KFDk5P8n3LKKekOaavSCFMrtAsh3Fh5rV8fQvhHCOGHNeqprY4YQhidUmZhLduvbpzfgiRJLYs9zKTmbXsgE1heY/1yoOtG9pkPjADeB9oD5wMzQwi9Yowf1+PYFwFlwE11KRxCyAVyU1a1q8exJElp9L//+79MnTqVvLw8pkyZ4iT/DShlaoWzgZnA/yMxtcK+McbPN7JbAfCd1BU1pla4C/geMIzElAlDgecr61xSWWanGnUeC9wNPFpj/WVA6jjctXU5L0mStnYmzKSWIdZYDrWsSxSM8Q3gjWTBEGYC7wDnAufV5WAhhD4kEm0/iDHWepxajAHG1rGsJKmZmDJlCpdffjkAd9xxB3369ElzRFudBp1aIYTQCvgFMDDG+Erl6v+tnHP0LOB/KitYVmO/gcCLMcZPa1RZuKlpHCRJ2lY5JFNq3r4GytmwN1kXNux1VqsYYwUwC9irHsf9UeUxPg8hlIUQyoAewPUhhIUb2ecqoEPK1y71OJ4kKQ3mzZvHf/3XfwFw/vnnM2zYsDRHtHVppKkVskj0Pv+mxj7rgUM3EseOwE9J9DCr6aIQwsoQwpwQwiWVMUuStM2zh5nUjMUYS0IIs4GjgSkpm44GnqhLHSExq39vEkM062oi8HyNdTMq19+zkViLgeKU49bjcJKkdJg5cybr1q1jwIABXHvttekOZ2vU4FMrxBgLQwivA5eGED6srOsUEm+03tjUC8OBQuCxGuv/TKIX+mrgQBIPv3oCp9dWidMvSJK2JSbMpObvBmBiCOFt4HVgFNAduB0ghHAfsCTGOKZyeSyJIZkfk7jRPo9EwuzXVRWGENoCe6Yco2cIoTewKsb4eYxxJbAyNYgQQimwLMb4r0Y5S0lSkzvjjDPo0aMHBxxwANnZ2ekOZ2vW0FMrDAP+Ciwh0RP9HeD/gB9s5Pi/Ah6oMQ8aMcbxKYvvhRBWA4+EEC6qvBeoyekXJEnbDBNmUjMXY3w4hLAdiUl5dwI+AI6LMS6qLNIdqEjZpSNwB4kn1/nAP4HDYoxvpZTpC7yYsnxD5fe/kXiqLUnaipWVlZGVlbgN/MlPfpLmaLZqDTK1Qgih2tQKMcZPgMNDCG2A9jHGL0MIDwOf1dy/8o2c3wFOrsPhqhJ1e1LjwVmlq/j3PQMkepgtrst5SJLU0jiHmdQCxBhvjTHuFmPMjTH2SZnklxjjgBjjiJTlC2KMPSrLdokxHhNjfL1GfS/FGEMtXyPYiMrj39gY5ydJajqPPfYYffr04dNPa879roYWYywBqqZWSHU08I+61JEytcKXtdS/rjJZ1gk4htqnaxgJzI4xvluHw1XNlbbBsSqPVxxjLKj6IjHMU5KkrZIJM0mSpG3EvHnzGD58OO+99x533XXX5ndQQ7gBOD2E8KsQwj4hhPHUmFohhHBVVeEQwtgQwjEhhN0rp0u4m0TC7PaUMseEEP4jhNAzhHA0iV7j/6LGPKMhhPbAScAG/9ghhP4hhAtCCL0r6xkMTACejDF+3sC/A0mSWhyHZEqSJG0D1qxZw6BBg1i7di0//vGPGTduXLpD2iY00tQKHUgMj9wFWAU8ClwSYyytcfghJOZLe7CW0IpJDNMcS2Ii/0XAncCftuxMJUnauoQYa51vVJK+lcqn2vn5+fm0b98+3eFI0jatvLycn//850yfPp3u3bvz9ttvs8MOO6Q7rCZXUFBAhw4dADpUDinUt+C1XpLU3DTktd4hmZIkSVu5sWPHMn36dPLy8pgyZco2mSyTJEmqDxNmkiRJW7HHH3+cK6+8EoC77rqLH/zgB2mOSJIkqflzDjNJkqStWN++fTnwwAM55JBDOPXUU9MdjiRJUotgwkySJGkrtssuu/Dyyy+TleVtnyRJUl05JFOSJGkrU15ezssvv5xczsvLM2EmSZJUDybMJEmStjKXXXYZAwYMYNy4cekORZIkqUUyYSZJkrQVeeSRR/jjH/8IwJ577pnmaCRJklomE2aSJElbiQ8++IARI0YA8Nvf/pZf/vKX6Q1IkiSphTJhJkmStBVYvXo1gwYNYt26dRx55JFcc8016Q5JkiSpxTJhJkmS1MKVl5dzyimn8Mknn9CjRw8eeughJ/mXJEn6FkyYSZIktXAzZsxgxowZtGrViscff5ztt98+3SE1Sw8//HC6Q5AkSS2Ejx4lSZJauOOOO47777+fzMxMevfune5wmqX8/HxGjx6d7jAkSVILYQ8zSZKkrcCpp57KkCFD0h1Gs1VaWsqJJ56Y7jAkSVILYcJMkiSpBVq1ahXDhg1j2bJl6Q6lRdh+++254YYb0h2GJElqIRySKUmS1MJUTfL/7LPPsnDhQl555RVCCOkOS5IkaathDzNJkqQW5pJLLuHZZ5+lVatW3HLLLSbLNqGgoIDf/e53LFmyJN2hSJKkFsSEmSRJUgsyadIkrrnmGgD++te/0qtXrzRH1LzdfPPN3HDDDRx//PHEGNMdjiRJaiEckilJktRCvPfee5x22mkAXHjhhU7yXwc/+tGP+NGPfsRZZ51lTzxJklRnwSdtkhpDCKE9kJ+fn0/79u3THY4ktXirVq2ib9++fPbZZxx11FE8/fTTZGX57LMuqu53CwsL6dChA0CHGGNBWoPaCnitlyQ1NwUFBQ12rfcuS5IkqQVYs2YNubm59OzZk4ceeshkWT3Ys0ySJNWXd1qSJEktwO67786bb77JsmXL2G677dIdTrN3xx13EGPktNNOIycnJ93hSJKkFsaEmSRJUjO2atUqOnfuDED79u0d+lYHhYWFjBkzhlWrVtGxY0dOPvnkdIckSZJaGN+SKUmS1Ey999579OzZk/Hjx/uGx3rIzs5m7NixDBgwgBNPPDHd4UiSpBbIhJkkSVIztGrVKgYNGkRBQQHPPPMMFRUV6Q6pxcjLy+O8887jxRdfJDMzM93hSJKkFsiEmSRJUjNTXl7OKaecwmeffUbPnj158MEHTfxIkiQ1IRNmkiRJzczFF1/Ms88+S+vWrXn88ceTc5hp09auXctJJ53EzJkz0x2KJElq4Zz0X5IkqRl5+OGH+dOf/gTAPffcw/7775/miFqOW2+9lUceeYQ5c+Ywf/58e+VJkqQtZsJMkiSpmVi0aBG/+tWvAPj973/P4MGD0xxRyzJ48GAWLFjA4YcfbrJMkiR9K8E3LklqDCGE9kB+fn4+7du3T3c4ktQixBi56aabePbZZ3nyySdN+jSwgoICOnToANAhxliQ7nhaOq/1kqTmpiGv9SbMJDUKb6IlacvFGAkhpDuMrY4Js4bltV6S1Nw05LXeSf8lSZLS7L777iM/Pz+5bLKsfm655RYuuOACvvzyy3SHIkmSthImzCRJktLowQcfZPjw4fTr149169alO5wWp6ioiHHjxnHjjTfyzDPPpDscSZK0lTBhJkmSlCbvvvsuI0eOBGDQoEG0adMmzRG1PK1ateL+++9n8ODBDB06NN3hSJKkrYRzmElqFM5rIkmbtnLlSvr27cvChQs55phjmDZtmpP8NzLnMGtYXuslSc2Nc5hJkiS1YGVlZQwZMoSFCxf+f/buO67q6n/g+OswlSHuXLk3DlyZO03NkVscaebK3F8jZ5ojZ6Wl5cicuTXNnZPciFtQ09RUHAwHBqhszu+PC/cHoqZw4TLez8fjPuKez/mc8/5Q8bn3/TmD4sWLs2bNGkmWCSGEEEKkIZIwEyIdUEoNVErdVEqFKaXOKKXqvaJuT6WUfsErS7w69ZVS25VSvrHH2j7XhrVS6hul1AWl1NPYeiuUUgVS8jqFECKzGDNmDPv378fe3p4tW7aQM2dOc4eU7jx79ozatWuzZMkSoqKiXuscX1/fFI5KCCGEEBmFJMyESOOUUp2B2cBUoApwBNillCr8itOCgfzxX1rrsHjH7QEvYPBLzrcDqgKTY//ZHigNbEv6lQghhAD4999/WbduHQDLli2jYsWKZo4ofVq8eDHHjx9nypQpvM4SI9HR0fTt2zcVIhNCCCFERmBl7gCEEP/JDViitV4c+36YUuoDYAAw5iXnaK21/8sa1FrvAnYBKKVedDwIaBK/TCk1BDiplCqstb79xlchhBACgOzZs3P69Gl27NiBq6urucNJt/r27UtUVBQFChTA2tr6P+tPmzaNY8eOpUJkQgghhMgIJGEmRBqmlLIBqgEznju0F6j9ilMdlFI+gCVwHvhKa30umeE4ARr49yWx2gK28Yock9mfEEJkKFpr40OKt956y7g7pkgaOzs73NzcXqtuYGAgM2fOTOGIhBBCCJGRyJRMIdK23BiSXgHPlQcA+V5yzhWgJ9Aa6AqEAceUUqWSGkTs+mczgDWv2GlkDBAU73U3qf0JIURGExUVRevWrVm1apW5Q0n3krLDe86cOTlx4gRjxrxsYLYQQgghREKSMBMifXj+24F6QZmhotaeWutVWmsvrfURoBNwFRiSlI6VUtbAOgx/Lwa+oup0DKPQ4l6FktKfEEJkRKNHj2bHjh30798ff/+XzpgXr+HHH3+kRYsWnDlz5o3OK1u2LKNHj06hqIQQQgiR0UjCTIi07SEQTeLRZHlJPOrshbTWMcAp4I1HmMUmyzYAxYAmrxhdhtY6XGsdHPcCQt60PyGEyIjWrFnDrFmzAFi+fDn58r1sgLD4L9HR0cycOZNdu3a9VsJs5cqVHDlyJBUie7UU2O3aUSk1Wynlo5QKVUp5KKVqPNfO8he04flcHVul1E9KqYexu2JvU0rJAy8hhBACSZgJkaZprSOAMzy3AH/se4/XaUMZFsxxAfzepO94ybJSQGOt9aM3OV8IIQScP3/euDPjmDFj6Nixo5kjSt8sLS05ePAgn3/+OT179nxl3QsXLvDpp5/y3nvvceLEidQJ8AVSaLfrxRg+C3wMVMSwtul+pVTB59rZ/Vw7LZ47PhtoB3QB6gIOwA6llOUbXqYQQgiR4aikrAMhhEg9sR+0VwL9geNAP+BTwFlr7aOUWgHc01qPia0/AfAErgHZgKEYPlDX0VqfjK3jAJSM7eIchp04DwCBWuvbSikrYBNQFfiQhKPZAmMTef8VdzYgKCgoiGzZsiXnVyCEEOnSw4cPqV69Oj4+PjRv3pzt27djaSl5iNQSEhLC4MGDCQwMZNu2bSilCA4OxsnJCcDpVaOmTUkpdQI4q7UeEK/sMrAl7t79XP2ewGytdfaXtJcVwyjuNlrrnfHKzwM7tNbjYt8vB7Jrrdu+pB0n4AHwsdZ6fWxZAeAO0EJrvec1rk3u9UIIIdIUU97rZZdMIdI4rfV6pVQuYDyGp8MXMXyQ9YmtUhiIiXdKduAXDNM4gzAkxOrHJctiVceQIIvzfew/f8WwYUAhDJsGgGGXzfgaAgeTfkVCCJHxRUVF0blzZ3x8fChRogSrV6+WZFkyRUVFYWX1+h9dHR0d+fXXXwkPDzfuTpraUmi3a6vY8rDnzgnFMEosvveUUvcx7HB9CBirtb4fe6waYB0bCwBaa1+l1MXY2BIlzGRHbCGEEJmJTMkUIh3QWs/XWhfVWttqratprQ/HO/ae1rpnvPefa62LxNbNq7X+QGt9/Ln2Dmqt1QtePWOP33rJcaW1PphKly2EEOmWhYUFtWvXxtHRka1bt5IjRw5zh5SuhYWFUb58eUaOHElIyKuXyPz7778T7KRpa2v7itopzuS7XWutQzCMOP9KKVVAKWWplOoO1MTwYC3OLqAb0Aj4AqgB/Bmb9CK2/wit9eM3iE12xBZCCJFpSMJMCCGEEMLELCwsmDx5MlevXsXZ2dnc4aR7mzZt4tq1a6xbt+6VCbAbN25Qo0YNWrVqRXBwqsy4fF2m3u3649g27gHhGJZfWINho6C4dtZrrXdqrS9qrbcDzYHSQMv/iPWlsSE7YgshhMhEZEqmEEIIIYSJXL9+nUKFCpEli2FDQ9kR0zQ++ugjcuTIQUREBDY2Ni+sExERQZcuXQgJCSEoKAg7O7tUjvKFTLLbtVIqwW7XWut/gAZKKXsgm9baTym1Hrj5inb8Yqd5xrXjD9gopXI8N8osLy/ZWEhrHY4hQQdgtqmuQgghRGqQEWZCCCGEECbw4MED3n//ferXr4+vr6+5w8lQlFK0aNGCtm1fuH49AOPGjePUqVPkyJGD1atXv9F6ZyklpXe71lo/jU2E5QA+ALa+op1cwNvx2jkDRMaPTSmVH6jwurEJIYQQGZn5P0kIIYQQQqRzcYv83759Gxsbm7Qyuindi4yMRCn1n8mvPXv28N133wGwdOlSChcunBrhva7vgZVKqdP8/27XhYGfAV5zt2sXYFBcg0qpDzBMnfwbw67X38X+vCz2uAMwEcOO135AUWAahhFvmwG01kFKqSXALKXUIyAQmAlcAPanxC9CCCGESE9khJkQQgghRDKNGDGCAwcO4ODgwJYtW8iePbu5Q8oQFi1aRLly5di8efNL6/j7+9OjRw8ABg0a9MpRaOagtV4PDMOw2/V5oD6Jd7uOv1h/3G7XlzHsYFmQxLtdOwHzMGwQsAI4CjTVWkfGHo8GKmIYcXYVwy7YV4FasZsGxPkc2AJsAI4Bz4BWWutohBBCiExOxd9FSAghTEUplQ0ICgoKIlu2bOYORwghUszKlSuNCZtNmzbRvn17M0eUMWitqVq1KufPn96aXVsAACAASURBVGfevHkMHDgwUZ2YmBg++OAD9u/fT6VKlThx4oRx/bgXCQ4OxsnJCcBJa52mdgVIj+ReL4QQIq0x5b1epmQKIYQQQiTR2bNn6devHwBjx46VZJkJKaU4cuQIS5YsoU+fPi+s8+2337J//37s7OxYt27dK5NlQgghhBBvQkaYCSFShDx1FkJkdFprqlWrxrlz52jRogXbtm3D0tLS3GFlGp6entStW5fo6GiWLFlC7969//McGWFmWnKvF0IIkdaY8l4va5gJIYQQQiSBUso4BXP16tWSLDOhoKCgVx7/999/6dq1K9HR0XTp0oVevXqlUmRCCCGEyCwkYSaEEEIIkUTFihVj06ZNssi/CYWHh1OpUiVat26Nn59fouNaa/r168etW7coXrw4P//8M0opM0QqhBBCiIxM1jATQgghhHgD69atw9HRkZYtW5o7lAzpyJEj3L17l6ioKHLkyJHouL+/Px4eHlhZWbF27dq4aRdCCCGEECYlCTMhhBBCiNd09uxZevXqRXh4OAcOHKBBgwbmDinDady4MZcvX8bHx+eFi/jnz58fLy8vjhw5wjvvvGOGCIUQQgiRGcii/0KIFCELAQshMpoHDx5QvXp1bt++TcuWLdm2bRsWFrK6RXoii/6bltzrhRBCpDWy6L8QQgghRCqKjIykU6dO3L59m1KlSrFq1SpJlplYREQEjx49eunxL774gl9//ZXkPOyNjIxM8rlCCCGEyFzkk54QQgghxH8YMWIEBw8exMHBgS1btsgi/yng119/pWjRosyaNSvRMXd3d77//nt69uzJhQsXktzHzJkzkxOiEEIIITIRWcNMCCGEEOIVVq5cyZw5c4w/ly9f3swRZUw7d+7kyZMnWFkl/nj63nvvMWXKFEJDQ6lUqVKS2g8PD+f3339PbphCCCGEyCQkYSaEEEII8QpnzpwBYPz48bRt29bM0WRcmzdvZseOHTRu3DjRMUtLS8aOHZus9m1tbTl48CAFChRIVjtCCCGEyBxkSqYQQgghxCvMnj2bnTt3MmHCBHOHkqEppWjVqhVZs2Y1lm3bto3Q0FCT9eHn52eytoQQQgiRsUnCTAghhBDiOZGRkURFRRnft2jRQhb5TyE3btwgOjo6Ubm7uztt27alZs2aPHnyJMntu7u7M3v2bGJiYhg3blxyQhVCCLMKCwtj7NixFC9enHHjxhEUFGTukITI0OSTnxBCCCHEc4YPH07z5s1fuWujSL7IyEjef/99KlSowOXLl43l9+/fp3v37miteffdd3FwcEhS+//++y89e/bk888/58cff6RDhw6mCl0IIVJVVFQUtWvXZtq0ady8eZOpU6dSrFgxvv32W549e2bu8ITIkCRhJoQQQggRz4oVK/jxxx/Zv38/J06cMHc4Gdpff/1FUFAQjx8/pkiRIgDExMTwySef4O/vT/ny5Zk9e3aS2x8yZAh3796lVKlSfPrpp1y6dMlUoQshRKqysrKiY8eOvPXWW8yYMYPy5cvz+PFjRo0aRcmSJdmxY4e5QxQiw1Faa3PHIITIgJRS2YCgoKAgsmXLZu5whBDitZw+fZq6desSHh7O+PHjmTRpkrlDyvCCg4O5fPkyNWvWBGDWrFkMHz6cLFmycOrUKSpUqJCkdjdu3IirqysWFhYcO3aMfPnyUbJkybjpn05a62DTXUXmJPd6IVLWkSNHsLe3p2rVqoBhVG5ISAg5c+YkOjqaVatWMWHCBHx8fPDw8KBWrVpmjlgI8wsODsbJyQlMcK+XhJkQIkXIh2ghRHoTEBBA9erVuXv3Lq1atWLLli2yblkqO3XqFLVr1yYqKooFCxbQv3//JLXj5+dHxYoVefToEcOHD+fkyZNERkZy/PjxuCqSMDMBudcLkTKePHnCmDFjmDt3Ls7Ozpw5cwZbW9sX1g0PD2f37t20adPGWDZv3jyKFClCy5YtUUqlVthCpAmmTJjJp0AhhBBCZHqRkZF06tSJu3fvUqZMGVauXCnJshQUGRnJhQsXEpQFBwfTpUsXoqKi6NChA5999lmS2tZa07dvXx49ekSVKlWwt7fn8OHD8ZNlQgiRZrm7u1OxYkXmzp0LQO3atYmMjHxpfVtb2wTJsnv37jF8+HBatWpFvXr1OHz4cIrHLERGJZ8EhRBCCJHpjR49msOHD+Po6MiWLVvinkyKFLJq1SoqVapkTIpprenfvz83btygcOHCLFq0KMmjIry8vNi7dy+2trasXLkSNzc3cufObcrwhRDC5IKCgujXrx+NGzfm1q1bFClShH379vHLL7+80cYn9vb2DB06lCxZsnDs2DEaNGhA8+bNOX78OGfPnmXv3r2Eh4en4JUIkXFYmTsAIYQQQghz++STT9i6dSuzZs2ibNmy5g4nw7t8+TJKKUqVKgXA8uXLWbt2LZaWlqxdu5YcOXIkuW0XFxdOnjzJxYsXcXZ2Zu3atTx8+NBUoQshhMndvn2bOnXqcPfuXQAGDRrE9OnTcXR0fOO2smfPTosWLXBwcODvv/9m/fr17N69m927dwOQO3duYz9CiFeTNcyEEClC1jURQqQ34eHhL10jRpjeX3/9RZEiRbhz5w7VqlXj2bNnTJ06lS+//NIk7YeGhhIZGcnbb79NcLBhCZPWrVuzbds2kDXMTELu9UKYhtaaxo0b4+Pjw5IlS2jQoMFrnXfr1i2WLFkCwOTJk43l9erV4+jRo6xZs4YaNWowYcIE1qxZAxhGVE+fPt1Y98svv6Rhw4Y0btxY1jsTGYIs+i+ESPPkQ7QQIq0LCAjgxo0bsquYGYWFhfHuu+/i5eVFo0aN2Lt3L5aWlklq69dff6Vy5cq4uLigtaZOnTrcv3+ff/75BwBra2v8/f3JlSsXSMLMJOReL0TS7dixgwYNGhhHkfn7+5MtWzbs7OwAQxItfgLru+++Y+fOnYwYMYKWLVsCcPbsWapVq0bu3Ll58OCBse7EiRPx9vZm4MCBNG7cGDBMVz9//jyffPJJgnqTJk3CysqK27dvkz9//hS/biFSmikTZjIlUwghhBCZTkREBK6urnh6erJq1So6depk7pAyhXPnzlG0aFHjlMvAwECsrKzIkycPK1euTHKyzNvbm08//RSAM2fOEBYWlmiR/wULFmBlJR99hRDm9eDBA4YMGcL69esZMGAAU6ZMQSlFvnz5ALh+/TqtW7fm2bNn3Lp1y3jepUuXOHToEHXr1qVQoULcvHmTK1eu4OzsjNaaChUqMHLkSHr06MHEiRO5fv06zZo1o1y5cmzfvp3KlStTuXJlTp06hY2NDf7+/kyaNAlra2sqVKiAvb29sa+1a9dSrVo1Spcundq/HiHSFPnUIIQQQohMx83NjSNHjuDo6EilSpXMHU6mEBUVhaurKw8ePGDnzp3UrVuXAgUK4OHhwbVr1yhQoECS2g0PD6d79+5ERkbSpk0bKlSoQExMDCVLluT69esAtGjRgj59+hinZgohRGrTWrNhwwYGDx7Mw4cPsbS05Pjx4+TKlYvp06czevRoAPLkycPly5cB+OGHH/D39+fmzZt4e3vj4ODA1KlTmTp16gv7iDsPwMfHh3/++QcbG5sEdT799FO8vLwAsLCwIDIyknPnzpE3b17q16+Pq6srQ4YMITw8nAsXLlChQoWU+HUIkS5IwkwIIYQQmcqyZcuYN28eYNitURb5Tx337t0ja9as2NjYJPgCZmNjg7Ozc5LbHT9+PBcuXCBPnjz88ssvKKWwsLAgbtkRa2tr1q5dm+z4hRAiqfz8/Bg0aBCbN28GoGLFiixbtow//viD8+fPExAQQEREBDY2Njg5ObF//37c3Nxwc3N7YXu5cuWiWLFiiV7x/7bWqFGDw4cPExkZmejc3Llz8/DhQ2JiYozl4eHh7Nu3j3379qGUInv27Fy6dIlixYphb2/P6dOnKVmyJNmzZ0+B35AQaZOsYSaESBGyrokQIi06efIk9erVIyIigokTJzJhwgRzh5SpxMTE8PfffzNgwABq165tnA6UVEePHqV+/fpordmyZQt169ZFa83du3epUqUKAF988QUzZ84ETLuuiZB7vRCv4+DBg7Rv357Hjx8D0L59e9auXYuNjQ1BQUEEBwcbRz3funWLLFmyADBixAiuXLnywsRYtmzZiI6O5s6dO1y7do179+4RGhrKs2fPCA0NNf48Y8YM42Y2+/fv56+//qJ27dpUr16dsLAwbt26xc2bN/H392f79u3s3buXp0+fJog/a9asrFmzhmHDhvHgwQP27dtH7dq1U/eXKMQbkDXMhBBCCCHekL+/P+3btyciIoI2bdrw1VdfmTukTMfCwoJr165x6NAhzpw5Q79+/ShatGiS2goJCaFHjx5orenVqxdt2rShX79+rF+/3vgF0d7enmnTppnwCoQQ4s2UK1cOpRT58+fHz8+PmJgY7t27R7FixXBycsLR0RFPT08CAgL4888/adGiBWBY5D9OXELLw8ODq1evcu3aNa5fv05ERMQr+37w4AH29vZYW1tz6NAhLl68SKtWrfjqq6+oUaMG0dHRtGzZkpIlS+Li4sKoUaO4ffs2uXLlQmvNxo0buXHjBnfu3MHR0ZEnT54QFBTEmjVr+PDDD3n27Bm5c+eW9SFFhiUjzIQQKUKeOgsh0pqvv/6aCRMmULZsWU6cOCF/m1JJVFQUO3fupFWrVlhYWACwYcMGgGRttjBz5kxGjBhBkSJF8Pb2JkuWLFSoUIFr164Z6yxdupRevXoZ38sIM9OSe70QiWmt2b9/P3Xr1iUkJIS8efNy8eJFwsPDmTRpEl5eXoSGhnLv3j3jCNudO3dSsGBBKleuTFRUFKdPnyZHjhzGJQM8PT3/c0dnCwuLBFMsXyV79uxUqlQJS0tLDhw48MI6efLkMY7U3bt3L3Xr1mXYsGEsWbKEXbt28fXXX3Pw4EGuX7/OihUraNCgwev+ioRIUaa810vCTAiRIuRDtBAirdFa891339GmTRvKlClj7nAyjVWrVvHxxx/z3nvv8eeff6KUMkm7MTExzJ49m6pVq/Lee+8B0KhRI+OXv6JFi3Lz5s0E50jCzLTkXi9EQjdv3uTTTz/F3d2d/PnzU7p0aT788ENWr17N+fPnjfUcHR05duwYFStWTNTG0KFD+emnn6hfvz4dO3bk6dOneHp6snfvXkJDQ187FqUUlpaWxMTEvHYi7XUULFgQKysr1q1bR6tWrQgMDGT+/Pns2LGDXr168eGHHybaaECI1CRTMoUQQggh3pBSipEjR5o7jEznyZMnZMuWDUtLSwICAsiXL59J2rWwsEi0IHb8B8F//PGHSfoRQoj/EhMTw/z58xk9ejRPnz7F2toaf39//Pz8OHToEABWVla0aNGCbt260apVKx4/fsz333/P6tWrmT9/Pg8fPmTVqlVs374dgMOHD3P48OFEfdnZ2VG4cGHKlStHlSpVKFOmDHnz5iVPnjzkyZMHR0dHbGxssLS0NJ4THR1NeHg4T58+5eHDhwQEBHD//n3u3r3L5cuX8fLy4p9//iEwMDBRf3Ejg+OSbvfu3QPgxx9/5MCBA/j5+bFo0SJ27NjBjh07KFCgAPny5WPOnDnUrVvXtL9oIVKZjDATQqQIeeoshEgLTp48ydy5c1mwYAH29vbmDifT+uabbxg9ejRvv/02V69eNS5q/aa01ixdupSuXbtiZ2cHQGRkJJs3b6Z48eLUqFEDgI4dO/Lbb78lOl9GmJmW3OuFgGvXrtGrVy+OHTsGQOHChfHz8zPuTlmnTh26deuGq6srNjY2/P7776xevZo///zTmIR62XRKOzs7mjVrxrvvvkulSpWoXLkyb731lslG6j4vMDCQs2fP4unpyf79+zlx4gRhYWEvrV+6dGkcHByoUqUK2bJl4+effzaOguvUqROLFy/G0dExRWIV4mVMeq/XWstLXvJK4y9gIHATCAPOAPVeUbcnoF/wyhKvTn1gO+Abe6ztC9pRwMTYOqHAQcD5DWLOBuigoCAthBDm4OfnpwsWLKgB/cUXX5g7nEzr7Nmz2sbGRgP6p59+SlZbK1eu1IB2dnbW4eHhWmut58yZowGdK1cuDWh7e3sdERHxwvODgoLi7onZdBq4v6f3l9zrRWa3ePFibWtra/y8nTNnTuPPzZo101euXNFaa33hwgXduXNnnSVLlgSfz+3t7RO8V0rpSpUq6WnTpulz587p6Ohos15fZGSkPnbsmP7qq690tWrVXvT9QgPaxsZG79q1S585c0Y3a9bMWF6gQAG9du1aPXfuXN29e3d9584ds16PyBxMea+XKZlCpHFKqc7AbAxJs2PAZ8AupVR5rfXtl5wWDCRYoEdrHf/xkD3gBSwDNr2kjZGAG4YE3FVgHLBPKVVGax2StKsRQojUERERgaurK/fu3aNcuXJMmDDB3CFlOkePHsXW1pZu3boZdyYdNGhQktu7c+cOgwcPBqBLly7GNXLOnj0LwKNHj7CwsODPP/80LqQthBApqUCBAoSHh2NnZ8ezZ88IDAwkf/78zJkzh44dO+Lr60ufPn1YtmxZXJIZMCwRoLXm6dOnWFpaUqtWLfr06UOrVq3IlSuXGa8oISsrK2rXrk3t2rX5+uuvuXv3Ltu3b2fDhg0cPnzYOCouIiKC5s2bkzVrVsaMGYO/vz937tzB19eXrl27kiVLFsLCwihUqBDTp08381UJ8fpkSqYQaZxS6gRwVms9IF7ZZWCL1nrMC+r3BGZrrbO/ZvsaaKe13hKvTGEYWTZba/1NbJktEACM0lovfI12ZZqGEMJsBg0axPz583FycuLkyZOULl3a3CFlKtHR0VSoUIErV64AUKhQIc6fP5/kL4IxMTE0bdoUd3d3atasydGjR7GysuLx48eUKFGCx48fA9CsWTN27dr10nZkSqZpyb1eZDaRkZFcunSJLFmyULJkSaysrDh48CC5c+fmww8/pHXr1kyZMgWlFN9++y0zZ8586ZTGqlWr8sknn9C1a1fy5MmTyleSfAEBAaxYsYJ58+bh4+PzwjrW1tZorYmKisLCwoL//e9/TJo0SaZpihRlynu9hWlCEkKkBKWUDVAN2Pvcob1A7Vec6qCU8lFK3VVK7VBKVXnDrosB+eL3q7UOBw79R79CCGF2S5cuZf78+SilWL16tSTLzCAoKMj4hcjCwoLVq1cna9TE3LlzcXd3J2vWrKxYsQIrK8MkiTFjxhiTZVZWVqxduzb5wQshxAt4eXlRs2ZN3n33XSpUqEC9evWIjo7mvffeo0KFCly+fJkff/yRp0+fUrx4caZMmZIoWWZpaYmrqytnzpzhzJkzDB06NF0mywDeeustRowYwc2bN/Hw8KBLly7GDQLiREZGEhUVhbW1NTExMfzwww+UKVMGd3d3duzYgQzeEWmdJMyESNtyA5YYRnbFF4AhofUiVzBMo2wNdMWw7tkxpVSpN+g3ru3X7lcpZauUyhb3AuTRkRAi1Z04cYIBAwwDcr/++mtatmxp5ogyp0ePHnH58mUAxo8fT/369ZPc1pUrVxg1ahQAM2fONCZAP/vsMxYu/P8Bz23atCF79tcaXC2EEK8tIiKCCRMmUL16dc6dO4elpSXR0dF4enqyYMECY72sWbMCkCNHjkQjqLJnz87kyZPx9/dnw4YNVK1aNVWvISUppahVqxZr167lzp07jBkzJtHGLnEbIFhYWBAQEMDu3btp1aoVPXv2lKSZSNMkYSZE+vD8nUS9oMxQUWtPrfUqrbWX1voI0AnDGmRDUrJfYAwQFO91Nwn9CSFEskRHR5MjRw7atm3Ll19+ae5wMpXQ0FCmTJnCvXv36NKlC0+ePKFBgwaMGzcuWe0OGzaMsLAwmjZtakyG7t+/n19++cVYx8bGhnXr1iWrHyGEeN6pU6dwcXHh66+/Jioqivbt23P9+nX+97//4erqSrt27bhz5w49evRg+/btLF++nNKlS3Pz5k0AcuXKxU8//YSfnx/jxo0jd+7cZr6ilFWgQAGmTZvGw4cPmTp1aqLEWUxMDDExMSxbtgwLCwuqVKnC77//TnCwzJAXaZOsYSZEGhY7JfMZ4Kq13hyvfA7gorVu8JrtLAIKaa2bv+DYi9YwKw78A1TVWp+LV74V+Fdr/ckL2rEFbOMVOQJ3ZV0TIURqu3v3Lk5OTrJGSipr27YtW7duxdnZmUuXLpEzZ068vLwoVKhQstr19fXFzc2NWbNmUbBgQQDGjh3LtGnTjHXWr19Pp06d/rMtWcPMtGQNM5FRaa0ZO3YsM2bMQGuNUorhw4fz7bffGo8blvyFcuXKGddrjFOoUCEmTJhAjx49jBuUZEZhYWHMnz+fr7/+mqCgoETHq1evzunTp8mfPz+XLl0iR44cZohSZDSyhpkQmYTWOgI4AzR57lATwON12ohdwN8F8HuDrm8C/vH7jU3eNXhZv1rrcK11cNwLkJ00hRCpxs/v///EFSpUSJJlZjBy5Ehy5crFpUuXAFi+fHmyk2VgGLGwbt06Y7Lszp07zJo1y3i8bNmyr5UsE0KI16WUIjQ01DhdUGvNxo0biY6ONh738/Pjww8/TJAss7e357vvvuPq1av07ds3UyfLALJkyYKbmxu+vr5MnDgx0e/j9OnTANSqVYvevXu/ctMWIcxBEmZCpH3fA32VUr2VUuWUUj8AhYGfAZRSK5RSxv2ZlVITlFIfKKWKK6VcgCUYEmY/x6vjoJRyiT0OUCz2fWEAbfh0MBv4UinVTilVAViOYbTbmhS/YiGEeAOLFy+mVKlSbNq0ydyhZBrR0dHMnz+f3377zVhWtGhR44iLoUOH0qpVqyS3/+zZM/bs2fPCfocOHUp4eDhg+NJ65MiRJPcjhBBxnj59yp07d/Dw8CA8PBx/f3/jsTp16rB9+3ZCQkIYMGAArVu3plixYuzcuRMw/C0aNGgQd+/eZfjw4cb1zISBnZ0dEyZM4N69e/Tq1ct4r4hz8uRJtmzZQteuXbl9+zZPnjwxU6RCPEdrLS95ySuNv4CBwC0gHMOIs/rxjh0Elsd7/wPgE1v3PrAHqPVce+9hWIvs+Vf8dhQwEcPItDAMO2RWeIOYswE6KChICyFESjl+/Li2sbHRgJ4yZYq5w8k0Fi9erAGdN29eHRgYqLXW+vHjx7pjx47axcVFh4WFJav9oUOHakCPHj3aWBYdHa0rVaqU4L41fPjwN2o3KCgo7txsOvXv4zdj76dngHqvqNvzJffoLPHqOGJ4sOUDhGIY/V0j3nFr4BvgAvAU8AVWAAWe6+vWC/qZ8QbXJfd6kSEcOHBAFy1aVDs6OmoLCwtdpUoVDWhLS0s9d+5cHR0drbdu3arfeuutRP9vVqtWTV+8eNHcl5CuXLp0Sb/zzjuJfpc9evTQpUqV0hUrVtQ+Pj7mDlOkU6a818saZkKIFCHrmgghUpqfnx/VqlXDz8+P9u3bs3HjxkRPrUXKiIiIoEGDBnTr1o0BAwZgaWkJGB7EBgUFJWu3yv3799OkiWFFgF27dtGsWTMANm/eTPv27Y31ihUrxj///PNG/87NsYaZUqozsBJD0uwY8BnQFyivtb79gvo9gTlAmfjlWmv/eHXWAxWAARiSYd2Bz2PbvKeUcgI2AosALyAHhgSblda6erx2bmEYib4oXldPtNavNbxD7vUivQsJCWHUqFHG3S5tbW2JiIhAa022bNnYuHEj77zzDsOGDWP58uUJznV0dGT+/Pl069ZN7j1JoLVm9erVfPbZZzx79izR8dy5c7N27VoaN25shuhEeiZrmAkhhBAiU4uIiKBjx474+flRvnx5li9fLl9YUtCWLVvo3bt33KgibGxs8PDwYPDgwTx48MBYrpRKVrLs33//pVevXgAMGDDAmCwDuHz5svFnS0tLPD0908u/czdgidZ6sdb6stZ6GHAHQ7LrZbTW2j/+K+6AUior0AEYqbU+rLW+rrWeiGEE24DYk4O01k201hu01n9rrT0x7JZdLW75hXhCnutL5kKJTGHPnj2ULl3amCxr06YNdnZ2aK0pUqQIHh4eWFhYGO8x8XXu3Jlbt27RvXv39PJ3KM1RStG9e3d8fX0TrUNpY2PDw4cPadKkCd99952ZIhRCEmZCCCGESIeGDh2Kh4cHTk5ObNmyRRb5T0G+vr506dKFZcuWsXmzccNmlFI8fvyYmjVr0qlTpxfugPamhgwZwt27dylZsmSiL0k1a9Y0/vzVV1+RN2/eZPeX0mI3zKkG7H3u0F6g9itOdVBK+Sil7iqldiilqsQ7ZgVYYpjeGV8oUPcVbTphmKLy73Plo5RSj5RS55VSY2NjFiLDevLkCX369KFZs2b4+/vj5OTE2LFj2bVrF48fP6ZGjRr8+eefLFiwgMaNG+Pr62s8t3jx4uzfv59169aRM2dOM15FxuHk5MT69evZu3ev8XcaERFhPD5y5EiaNWuWoEyI1GJl7gCEEEIIId7Etm3bWLhwIUop1qxZQ6lSpcwdUoZWoEABJk6cSEhICM2bN09w7OjRo/j6+nL+/HksLJL3HHbjxo2sWrUKCwsLVqxYgb29PQB79+6lTp06xpFnOXLkYPz48cnqKxXlxpDcCniuPADI95JzrmBYx+wChjXC/gccU0pV1lpf01qHKKWOA18ppS7HttUVqAlce1GDSqkswAxgzXPTU+YAZ4HHwDvAdKAYhimjL2rHFrCNVySZapHu2NracvbsWeN7BwcHpk6dCkC7du0YPHgwTZo04caNGwnO69q1K4sWLTL+bRKm1aRJE3x8fPj0009Zt25dgmN79uyhWLFi/P333zg4OJgpQpEZyRpmQogUIeuaCCFSSlRUFCNHjiRXrlyMHTvW3OFkOJ6enri5ubF69WqKFSv2n/VPnjyJtbU1VapU+c+6LxMcHEzx4sV59OgRX375pfHL6/nz56levTpOTk4El0QQPwAAIABJREFUBgYCsGrVKrp165bkflJzDTOlVAHgHlBba308XvlY4GOtddnXaMMCQ1LrsNZ6aGxZCWApUB+Ijj1+FaiqtS7/3PnWwG8Ydth+71XXrZTqgGHts9xa60cvOD4RmPB8udzrRVr36NEjHB0dsbExDKD09vYmODiY/fv3M2nSJADc3Nyws7Nj6tSpxP+OnCVLFlasWIGrq6tZYs+MNm/eTJ8+fXj8+HGCcltbW65fv06hQoXMFJlID0x5r5eEmRAiRUjCTAiR0rTWsnZMCmjcuDHu7u507dqVNWvWpFq/W7duZcGCBWzbts34pXbbtm20adPGWMfFxYVz584luQ8zJMxsgGeAq9Z6c7zyOYCL1rrBa7azCCiktW7+XLk9hl3A/GI3AnDQWreMd9wa2AAUBxq9KAn2XHsFgbvAu1rrEy84/qIRZnflXi/Sso0bNzJo0CD69+/P2LFj0Vpja2v4z1hrzaBBg6hYsSLe3t78/PPPCc51cXFh586dFChQwByhZ2p37tyhe/fuHD58OEG5lZUVJ06coGrVqmaKTKR1sui/EEIIITKViIgIvv/+eyIjI41lkiwzDa010dHRxvfz5s2jT58+/Pjjjy+s//TpU9q1a4eXl5dJ42jTpg27d+82JsuABFOflFLs2LHDpH2mNK11BHAGaPLcoSaAx+u0oQz/obsAfi9o/2lssiwH8AGwNd55ccmyUkDj/0qWxYobJpior9j+wrXWwXEvIOR1rkEIcwgICKBjx464urpy//59tm7dSq9evWjYsCH37t0DDH9X5s+fz4ABA2jQIGH+2s3NjdOnT0uyzEzefvtt/vzzT4YPH56gPCoqiho1arB+/XozRSYyE0mYCSGEECLNGzp0KF988QUdOnQwdygZytWrV2nSpAk//PCDsaxMmTIsXryY3Llzv/CcYcOGsWXLFtq1a0dUVFSy+r99+3aCBbWf9+DBA+PP/fv3p2DBgsnqz0y+B/oqpXorpcoppX7AMD3yZwCl1Aql1PS4ykqpCUqpD5RSxZVSLsASDAmzn+PV+UAp1UwpVUwp1QQ4APwNLIs9boVhamV1oBtgqZTKF/uyia1TSyn1uVLKJbadTsBCYJvW+naK/1aESCFaa1avXk358uXZtGkTlpaWjBs3jpUrV7J582aOHz9Ohw4diIqKMv4NO3jwIIMHDwYga9asbN26lVmzZmFpaWnOS8n0LC0t+e677zh48CB2dnbG8piYGHr06GHyBzdCPE8SZkIIIYRI0xYtWmRc5H/AgAHmDidDOXr0KO7u7syYMYNnz579Z/3169ezePFilFIsWbIEK6uk7x8VHR3NRx99RIUKFXB3dzeWP336lCZNmrB792769jWsPV+gQAHmzZuX5L7MSWu9HhgGjAfOY1h3rIXW2ie2SmEgf7xTsgO/AJcx7KZZEKivtT4Zr44TMA/DBgErgKNAU6113BDMQkDr2H+exzBiLO4VtztnONAZOAj8BXwNLMKwgYAQ6ZKvry9t2rShe/fuBAYG4uLiwqlTp5g8eTIVK1Zk4cKF2NjYEBkZyd69eylZsiRNmjShcePGPHr0iOrVq3PlyhVat25t7ksR8TRo0IB//vmHkiVLGssiIiJwcXFh4cKFZoxMZHSyhpkQIkXIGmZCCFM4fvw4DRo0IDIykqlTp/Lll1+aO6R079mzZ8Yn9TExMYwZM4Z+/fpRokSJV5538+ZNXFxcCA4OZty4cUyePDlZcXz77beMGjUKBwcHvL29jRsMjB8/nsmTJ5M1a1ZCQ0OxsrLi1KlTuLi4JKs/SP01zDI6udeLtOaff/6hYsWKREVFMX78eEaNGoWFhUWCkWJHjx6lcuXKNG3aFE9PT2P5Rx99xOLFi8maNas5QhevISIigi5durB5s3FJSOzs7JgzZw4dO3Yke/bsZoxOpBWy6L8QIs2TD9FCiOTy9fWlevXq+Pn50aFDB3777TdZtywZHj58iJubGxcvXuTkyZNvNDosMjKSunXrcvLkSerUqcPBgweTNbrM29ubGjVqEBERwZIlS+jdu7fx2IULF3BxcSEmJgaA1atX89FHHyW5r/gkYWZacq8XadGGDRtwdnbG2dkZd3d3OnXqxJIlS2jbtm2COl27djX+nfniiy/47rvv5B6TTnz99ddMmJBww94SJUpw6tQpcuTIYaaoRFohCTMhRJonH6KFEMkRHh5Ow4YNOX78OM7Oznh6euLg4GDusNK1gIAAypYtS1BQEPv376dRo0avfe6oUaP49ttvyZ49O+fPn6dIkSJJjiM8PJwaNWpw4cIFWrVqxdatW41fUrXWNGnSxDhFs0iRIty8edNkX2IlYWZacq8X5hYTE0Pfvn35+OOPadiwYYJj0dHRvPXWWzx69Ah7e3vu37/PsWPH8Pb2Ni4kb2FhwYoVK+jWrZs5whfJsHHjRlxdXY3v8+fPz6effsqQIUNeuganyBwkYSaESPPkQ7QQIjnOnTtHgwYNsLS05NSpUwnWLRGv7/79++TNm9f4fvPmzRQsWJB33nnntdvYu3cvH3zwAQCbNm2iffv2yYpp9OjRfPPNN+TJk4cLFy7w1ltvAeDl5cW1a9cSfAG6fPkyZcuWTVZ/8UnCzLTkXi/MbenSpfTp0wcHBwdu376dYHTRV199xZQpUwBYvnw5R48eZfHixcbjWbJk4cCBA7z77rupHrcwjV27dtGiRYsEZWXLlsXb2xtra2szRSXMzZT3eln0XwghhBBpTpUqVTh58iS///67JMuSICYmhlGjRlG4cGHOnj1rLG/Xrt0bJcv8/f35+OOPARgwYECyk2XHjx/n22+/BWDhwoXGZNm2bdtwcXFJMPWyWrVqJk2WCSEylkePHjFy5EgAJk6cmCBZNmfOHGOybO7cuezbty9BsixnzpxcunRJkmXpXPPmzdm9e3eCMktLSxo0aMBff/1lpqhERpL0xSeEEEIIIUwsJiYGCwvD87yyZctKwiSJLCws8PHxITw8nN9//52qVau+cRsxMTH06NGD+/fvU7FiRWbNmpXsuCpVqsTAgQN5+vQp7dq1M5ZfuHABMKyVBoYvPIcOHUp2f0KIjGv06NE8evSIChUqMHToUABCQ0OpVasWXl5egCGR5u7unmCR+KJFi3L69Gly5cpllriFaX3wwQf88ccftGzZEq01ly5dAgwPXQ4dOvRGD4mEeJ6MMBNCCCFEmuDr64uLiwsHDhwwdyjp0r1793jy5Inx/Q8//MC2bduMoyze1MyZM9m3bx9Zs2Zl/fr1Jtk5zt7enrlz57JkyZIE5c2bN0/w/qeffsLe3j7Z/QkhMiYPDw/jiLEFCxYYp9/17t3bmCzr168fHh4eCZJlzZo149KlS5Isy2CaN2/OuXPnEiTHwsLCqFWrFp07dyYqKsqM0Yn0TBJmQgghhDC78PBwOnTowIULF3BzczPuXCZez8qVKylXrhyTJk0yluXPn59WrVolqT0vLy/Gjh0LwI8//ki5cuWSFd+NGzcS/DuNG0UIhoW5u3TpYnxfokQJBgwYkKz+hBAZV1RUlPFvRK9evahbty4AR44cYcuWLQA0atSIy5cvs3fvXuN5rq6ubN26FTs7u9QPWqS4ypUrc+zYMZo1a2Ysi4mJYcOGDaxatcqMkYn0TKZkCiGEEMKstNYMHjwYT09PsmfPzsaNGxMkVMR/y5UrFyEhIZw4cYKoqCisrJL3Ec/Z2ZlRo0Zx48YN+vTpk6y2Hj58SO3atSlXrhzr1683bkLg6+vL+PHjKViwINeuXQNAKYWnp2ey+hNCZGybNm3C29ubnDlzGtdE9PLyolWrVoSFhdG0aVMCAwM5ffq08ZyWLVuydu1aLC0tzRW2SAVWVlZs3ryZEiVK4Ovrayzv3bs31tbWshuqeGOSMBNCCCGEWS1cuJDFixejlGLt2rWUKFHC3CGleUFBQfj4+FCpUiUAWrRowe7du2nSpIlJko1WVlZMmTKFmJgYlFJJbkdrzYABAwgICCBXrlwJdlIcMGAA27ZtS1B//Pjx5M6dO8n9CSEyvk6dOqG1RmtN7ty5mTFjBtOnTyc4OJh3330Xf39/vL29jfVdXV1Zt26dPIjJJGxtbWnXrh3z5s0zlmmt6d69OwEBAbi5uZkxOpHeKK21uWMQQmRAstW8EOJ1HDt2jIYNGxIZGcn06dMZPXq0uUNK886dO0fLli2xtbXl0qVLJp1e5OnpSdWqVbGxsTFJe6tWreLjjz/GysqKEydOJNh8wNPTk/fee4/w8HAA6taty5EjR0zS78uYcqt5Ifd6YX779u2jadOmgGEx/7x583Ly5Enj8T59+rBo0aJkJf5F+hMdHc1HH33Ehg0bEh1r3bo1W7duNUNUIrWY8l4vaXYhhBBCmIWvry8dOnQgMjISV1dXRo0aZe6Q0oVSpUphZWWFtbU1d+7cMVm7f/31F40aNaJOnTo8evQo2e3duXOHwYMHAzBhwoREO3Xa2NgYk2U2Njb88ccfye5TCJFxeXt78/jx4wRltWrVonjx4jg4OFCkSJEEybL+/fsbRy+LzMXS0pIVK1bQqFGjRMe2bdsmD+fEa5OEmRBCCCHMIkeOHDRp0oSKFSuydOlS+VLzEhEREQl2eXNwcGD37t14e3tTpkwZk/Xj5+dH1qxZyZkzJzly5EhWWzExMfTq1YugoCBq1qxp/HISExPD/fv3ARJMmVq4cCGOjo7J6lMIkXGFhYXRvn17ypQpkyAp5uDgwOXLl/nrr78SjHLs3bs3CxYsMEeoIo2wtbVl8+bNuLi4JDr2zTffMG7cODNEJdIbSZgJIYQQwiyyZs3KihUrOHToEA4ODuYOJ00KDw+nevXqtG/fPsFub+XLlydLliwm7ev999/Hy8uLFStWJHutn3nz5uHu7m78dxy3CUHcjpsrV66kf//+ABQuXJiePXsmN3whRAY2Y8YM/vnnH6ytrXFwcMDV1ZXo6GjAMEL1zz//ZMeOHQB0796dxYsXmzNckUZky5aNXbt2Ubx48USb4UydOpXjx4+bKTKRXsii/0IIIYRIVadOnaJatWpYWFiglEr2aKaMzNbWlkaNGuHv709oaGiK9BEdHW3cOa5QoUImabNevXo4OzszYMAASpcuDRhGl23cuJHAwEBGjBhBeHg4Sil2795tkj6FEBnTtWvXmD59OgAzZ86kXr16BAYGUrNmTbp3787Dhw+ZPn06WmuGDBnCnDlzZMSyMMqXLx979uwhMDCQhQsXsnTpUuOxBg0acOLECapUqWLGCEVaJiPMhBBCCJFqjh07Rp06dWjXrl2KJYDSM601K1asME5bBJg8eTJ///03bdq0MXl/Pj4+lC1bNtFulcnl4uLCmTNnGDhwoLHMwsKCqVOnAhAQEADA//73P8qVK2fSvoUQGYfWmsGDBxMREUHTpk3p0qULrVu3BqBIkSJ8/vnnTJ06lZiYGPr16yfJMvFCJUuW5J133mHx4sV07NjRWB4ZGcmHH37I06dPzRidSMskYSaEEEKIVHHv3j3jIv9ZsmQx+ZTCjGDw4MF88sknDB8+3Fjm6OiYIqPwoqKi6NatG9evX2fatGnExMQku82HDx8af7a1tU30xTVutBkYpsp8//33ye5TCJFx/fbbb+zduxdbW1vmzZuHUoply5Zx9erVBEmOBg0asGDBAkmWpRBvb28++ugj8uTJw6pVq8wdTpIppfjiiy+wtrY2lvn6+pI/f37jlF4h4pOEmRBCCCFSXHh4OB06dCAgIEAW+X+FTz75BAcHBypWrIjWOkX7mjRpEseOHSNbtmysWbMm2euWnT59msKFCydKvp0/f56lS5eitcbV1dVYfvjwYflvQAjxUsHBwQwbNgyASpUqYWtrazy2YMEC9uzZA0DVqlXZv39/sv+GicQ8PDxo1aoVlStXZu3atTx8+JBdu3al+P0pJfn4+BAZGZmgLCQkhIEDBxIVFWWmqERaJWuYCSGEECJFaa0ZNGgQJ06cIEeOHGzZsgV7e3tzh5Um7NmzhydPntChQwcA3nnnHe7cuUP27NlTtN8DBw4Yp0f+8ssvFC9ePFnthYaG8vHHHxMaGoq3t7fxi2t4eDg9evTgwoULHD9+nGPHjgHg5uZG5cqVk3cRQogMLTo6mmbNmvH7779z6tQpypQpw/r169mzZw/z5s0DoFixYhw9ejTRgu4i6bTW7N27l+nTp3Po0CHAMDKrY8eOFC1alBkzZqTrhx2dO3fG39/fmIyNU7hwYdq0acPmzZuxsbExU3QirVHpOTsshEi7lFLZgKCgoKAE23wLITKfBQsWMHDgQCwsLNi1axdNmzY1d0hpwvbt22ndujW5cuXiypUr5M6dO1X6ffDgAZUrV8bPz4++ffuyaNGiZLc5bNgw5syZQ/78+bl48SI5c+YEDF94p0yZwqRJk7C0tCQqKoomTZqwZ88es3zhCg4OxsnJCcBJax2c6gFkMHKvFynt7t27VKhQgaCgIJydnfHx8eHJkycA5M6dm2vXrqX4A4bMIjo6ms2bNzN9+nTOnj0LgLW1NZ988gkjR46kVKlSCerHxMQQFBSUbjfuGTNmDDNmzEhUvnz5cnr06JGuk4KZnSnv9TJuVQghhBApJjAwkJEjRwIwY8YMSZbF06xZM6pUqUL37t0TTDVKSVprevbsiZ+fH+XKlWPOnDnJbtPd3d3YztKlS43JMgBLS0uuXLmC1pqoqCjs7Oz47bff5IuIEOKltNZorYmMjKRz584EBQVRtmxZwsLCjMkyOzs7zp07J8kyE4iIiGDZsmU4Ozvj6urK2bNnsbOzY9iwYdy4cYNFixYlSpaFh4fTrVs3GjZsSHBw+nz2MG3aNHr16pWofObMmTRu3Jjo6GgzRCXSGhm7KoQQQogUkzNnTtzd3VmzZk2Chewzo3PnzrF8+XJmz56NUgpra2s8PT1TderH7Nmz+eOPP7C1tWX9+vXY2dklq71///2Xnj17AtC/f3+aNWsGGL5MWVtbs2nTJtatW2es/80338Q99RVCiBdatGgRq1atomDBgnh4eODo6IijoyOnTp0CIEuWLBw/fpxChQqZOdKMoWHDhnh4eACQPXt2hgwZwtChQ1856vn+/fscOHCAR48ecfz4cT744IPUCtdklFL88ssv3L9/n507d6KUQmvNxYsXAcMuznPnzjVzlMLcZEqmECJFyDQNIYT4f0FBQbz99tuEhISwYsUKPv7441SP4cyZM9SqVYvIyEjmz5/PgAEDkt1mjx49WLlyJSVKlMDLy8u4Nt2QIUM4e/YsFy5cICQkBIBcuXIl2EXTHGRKpmnJvV6Y2v379ylVqlSCUUv16tXjyJEjgGHU6r59+2jYsKG5Qkz3/v33XxwcHIzrvs2ePZtvvvkGNzc3Pvvss9f+f/nMmTM8fvyYxo0bp2S4Ke7Zs2dMnjyZmjVr0q5duwTHOnfunOChj0gfZEqmEEIIIdIsrTVjx441roEiwMnJiS+//JLOnTvz/vvvp3r/ISEhdOnShcjISNq1a0f//v2T3abWmqpVq2Jvb8/KlSuNyTJ/f3+WLVuGh4eHMVkGGBePFkKIlxk1alSCZFmNGjWMyTKAxYsXS7IsGb755hsKFy7Mb7/9Zizr378/N2/eZMSIEW+U+K5WrVqCZFloaKhJY00tdnZ2TJ8+nbZt2zJ//vwEx9avX8/SpUvNFJlICyRhJoQQQgiTWrBgAdOmTaN+/fo8ePDA3OGYhY+PD66urly7ds1YNmrUKNatW0eBAgVSPZ6BAwdy/fp1ChcuzJIlS0yyhphSimHDhuHj40OtWrWM5fny5WPs2LEJ6vbr1w9nZ+dk9ymEyLiOHDnC8uXLje+LFi1qnIYJ0LdvX+MUcJE0kZGRhPwfe/cdX9P5B3D88ySRiJXao0UpzU9tSmuX6kDtHVvUCGqvolSpVUVr16jGFqtilFqN1dqlDT8ao6iRILIjN8/vjyvnl2s1kRsn4/t+vc6rOc859znfq+Tc+z3P831CQtiwYYPRljFjRjJmzJikfs+ePUvJkiX54YcfkhqiqXr27EmFChVs2ry8vDh16pRJEQmzScJMCCGEEHbj5+dHv379ABgzZgy5c+c2OSJz9OvXDx8fH5tl680qdP/LL7+wbNkyHB0dWbFiRZJXNNNa24wkyJkzp83xS5cuMX78eJvj8+fPT9I1hRBpW0REhE0Bdjc3N65cuWLsV69eXX6PJJK/vz+dOnXC19fXaOvduzcbN260+zTDVatWcfHiRTw9Pdm1a5dd+36Rrl+/TkBAgE1bVFQUdevW5fr16yZFJcwkCTMhhBBC2MXVq1dp0aIFMTExtGnTJt0V+Y9fF3batGm8//77TJ061cSIrGrWrMnSpUuZPHky1apVS3J/ixYtomzZshw+fNimfd++fcYXtPDwcKM9/ggRIYR4kg8//JC//vrL2H/w4AGxsbEAFCxYkB07duDgIF9dE+LIkSM0a9bMGPE1YcIE41j27Nlp3Lix3f8sP/vsM1q3bk1MTAzNmjUzCuenNi+//DK+vr6PjbgLDAykRIkSUmoiHZKi/0KIZCGFgIVIXyIjI6lZsyZHjhyhTJkyHDx40KhpldbdvXuX4cOHU6RIEYYPH252OMkqICCAsmXLEhoaypQpUxgyZAhg/TJRqlQp7ty5w4MHD4zzP/30U5sva2aTov/2Jfd6YQ9RUVG89NJLREZGApAnTx5u3boFWOtLBQQEkDdvXjNDTPG01uzdu5cvv/ySn3/+2Whv2rQpI0aMoFKlSskeQ2RkJO+//z5+fn4ULFiQw4cPm1KCwB42b95M06ZNsVgsNu1ZsmThzp07ZMiQwaTIREJI0X8hhBBCpBhaa3r16sWRI0fIkSMHGzduTDfJMoBt27axYMECxo0bZ/oqkPEtXrzYrvFYLBY6depEaGgoNWrUYODAgcaxBw8eULRoUZtkWenSpVNUskwIkTK5uLjwxx9/8PLLL+Pu7m4ky5RS7NmzR5JlzxAbG8uPP/5IlSpVqFOnDj///DOOjo507NiRP/74g/Xr17+QZBlYa6Ft3LgRd3d3/v77bxo0aGCz8Etq0rBhwydOAQ4NDWXo0KEmRCTMIgkzIYQQQiRJVFQUt27dwsHBgdWrV1OkSBGzQ0p28Z86t23blh49erBt2zZy5cplYlT/t3nzZjw9PSlfvjzBwcF26fPrr79m//79ZMmShaVLl+Lo6Ggcy58/v82X2mzZsvHbb7/Z5bpCiLSvaNGiXLp0iWHDhhltc+bMoXLlyiZGlXLFxMSwfPlyypQpQ+PGjfn111/JmDEjvXv35sKFCyxdupQ33njjhceVI0cOtm7dSp48eTh58iQtW7a0eZCSmnh6ej7xoc+MGTOYO3euCREJM0jCTIhUQCnlpZS6qJSKVEodU0rVeMa5nZVS+glbxsT0qZTKp5TyVkrdUEqFKaWOK6VaJNd7FEKkXhkzZuTHH39k3759NkvMp0WRkZF8/vnnVKlSxfgSoJRi3rx51KpVy+To/q9QoUK4u7vTsmXLuGkJSXL69GlGjRoFWL8sxCVF45f2cHZ2Nn7evHlzklddE0Kkbf7+/jRu3JioqCjAutJi3759ARg4cCA9e/Y0M7wUa9GiRbz++uu0b9+eP/74g2zZsjF8+HAuXbrErFmzePXVV02Nr2jRovj6+uLq6spPP/2El5cXqbUM1IgRI+jfv/9jycedO3fSs2dPoqOjTYpMvChSw0yIFE4p1RrwBryAA0APoBvwhtb6yhPO7wzMBNzjt2utbySmT6XUTsAN6AMEAh7A58CbWusTCYhb6poIkcaFhISQJUsW01Z/NENQUBDu7u4EBQWxatUqWrdubXZITxUWFoaTkxMuLi5J6icqKoq33nqLU6dO0bBhQzZt2oRSCq01zZo1o1KlStSoUYOaNWsCUK9ePbZu3WqPt2B3UsPMvuReL56X1ppChQpx9epVsmTJQu3atTl+/DjXrl3j3XffZfv27Tg5OZkdZorUrVs3Fi1aRO7cuenfvz9eXl689NJLZof1mB9//JGmTZsSGxvL+PHjGTlypNkhPbfQ0FBKlixps3IrwIABA/j6669Niko8jT3v9ZIwEyKFU0r9ChzXWveK1+YPbNRaj3jC+Z2BGVrrp945E9KnUioU6KW19o53ThAwVGu9KAFxy4doIdKwiIgIatasSenSpZkzZ06aHk0UHh5OpkyZjP21a9eitaZly5YpLll469Yt8uTJY9c+79y5Q/v27Tly5Ahnzpwxpl5u376devXq4ejoSKZMmQgJCSFz5szcvn0bV1dXu8ZgL5Iwsy+514vn5e/vT8mSJdFakzlzZsLCwgDIly8fp0+fTjHT280WGBjIzJkzadmyJWXKlAHg/PnzbN++HU9PT5t7U0o0e/Zs+vTpA4C3tzft27c3OaLnd/HiRf7zn/8Yo8pcXFz47bffKFKkCFmzZjU5OhGfFP0XIp1QSjkDFYEdjxzaAVR9xkuzKKUuK6WuKqV8lVLln6PP/UBrpVQOpZSDUqoN4ALsfUqsLkqpbHEbIHcOIdKouCL/R48eZdOmTdy8edPskJLNwoULKVSokE09rpYtW9KqVasUlyzz8/OjcOHCTJs2za7TX3LkyMGWLVv47bffbOqUffDBBzRo0ACLxWIUdl6/fn2KTZYJIVIGrTV9+vRBa0358uWNFQeVUmzatEmSZfEMGDCA8ePHM3HiRKOtePHi9O3bN8UnywB69+7N4MGDAejatSv79+83OaLnV6RIEd566y1jPyoqiho1atC9e3cToxLJTRJmQqRsuQBH4NFvozeBfE95zVmgM9AIaAtEAgeUUsUT2WdrwAkIAqKA+UBTrfVfT7nuCCA43nb1Ge9LCJGKzZo1i6VLlxpF/gsXLmx2SMnml19+ISgoiFmzZpkdyjPduXMHDw8PIiMj+f333+2SzIu/sIFs119HAAAgAElEQVRS6rHFHB69Rr169Xj//feTfF0hRNq2fPlydu/eTcaMGcmaNSv37t0DYPr06em+yP9///tf/v77b2N/8ODBvPnmm7Rq1crEqJJm8uTJtGzZkurVq1OqVCmzw0mStWvXkjNnTmP//v37bNq0ifXr17Nw4UITIxPJRaZkCpGCKaUKANeAqlrrQ/HaRwIdtNb/SUAfDsBx4Bet9ScJ7VMp9S1QGfgUaw2zJsAAoIbW+vQTruOCdQRanKzAVZmmIUTasm/fPt59910sFgtfffUVgwYNMjskuwoLC0NrTZYsWQC4ffs2q1atolevXim2no7WmqZNm7Jp0yaKFy/O8ePHjfiTokePHjx48IAZM2bY/B4/ePAgb775JhEREeTNm5eoqCgyZ85McHCwzcqZKZFMybQvmZIpEmvKlCkMHz4crTU1atTAz88PgPr167NlyxaTozPPiRMnmDhxIj4+Pnh6evLdd98Zx7TWKW5Ec2JFRkbi4OBgszhManX+/HnKlClDZGQkAM2bN2fLli1ERUWxfft2eXCUAsiUTCHSj0DAwuOjyfLw+AixJ9JaxwJHgLgRZv/ap1LqNazF/rtqrXdprU9prT8HjgK9n3KdKK31/bgNCElIfEKI1OPKlSu0bNkSi8WCh4cHAwcONDsku9q9ezclS5a0KUycO3du+vbtm2KTZQBz5sxh06ZNODs7s3r1arsky7Zu3cqCBQtYsmQJJ078f52Xs2fP8u6771KpUiVatGhBVFQUSikOHz6c4pNlQghz3bx5kxEjRhhTxuOSZXnz5sXHx8fM0Ezj5+dHvXr1qFChglEf8+7duzbT6lN7sgysq2nHT5YtW7aM0NBQEyN6fsWLF2fnzp3G/rp166hduzYfffQRNWrUMDEykRwkYSZECqa1jgaOAe89cug94GBC+lDWu2w54J9E9BlXFCH2kXMsyO8NIdKl2NhYWrZsye3btylXrhzfffddmvgQH5/FYuHy5cts3ryZ8PBws8NJkFOnThmj/KZMmUL58uX/5RX/LjAwEE9PTwD69+9PrVq1jGPXrl3D2dmZP//8k59//hmAsWPHpvppNkKI5BUbG0v79u2JjY21uXc4ODiwb9++dFX7UGvN1q1bjdWFt2/fjoODAx4eHvz+++/4+PikuftrfGPHjqVDhw60bt3aZup/alK9enUWLFhg7O/cuRMnJye+//5784ISyUNrLZtssqXgDWstsWigK1ACmA6EAoUfHv8BmBjv/DHAB0BRrImyxcADoHIi+swAnAd+wTot8zVgENYEWv0Exp0N0MHBwVoIkTbs2LFDv/766/rixYtmh2IXDx480OfPn7dpW758uQ4NDTUposQJDQ3V7u7uGtAfffSRjo2NTXKfsbGxukWLFhrQJUqU0OHh4TbH7969q7Nnz64BDWhPT88kX/NFCg4Ojos9m04B9/jUvsm9XiTUN998owHt4uKilVLG75DvvvvO7NBemJiYGL1q1SpdtmxZ4/07Ozvr7t276wsXLpgd3gtz+PBhnSlTJj1lyhS73LfM1LVrV+P/JaCVUvrcuXN66dKl+s8//zQ7vHTLnvd6qWEmRCqglPIChgL5gTPAAK31Lw+P7QUuaa07P9yfDjTDOuUyGDgBjNXx6pX9W58PjxcHJgHVgSzABeArrbV3AmOWuiZCpEEWiyVNTL27ePEizZs35/bt2/j7+9tlGuOL1rVrV5YsWUKBAgU4deqUXVaWW758Oe3bt8fJyYnDhw9TsWJFm+OtW7dmzZo1AGTLlo0bN26kqpEhUsPMvuReLxIiICCAkiVLEhkZiZubG8HBwQD06tWLOXPmmBxd8ouOjsbb25vJkydz/vx5ADJnzkzPnj0ZOHAgBQoUMDnCF++ff/4hf/78ZoeRZFprGjRowLZt24y2okWLEhAQwCuvvMKJEydk1VcT2PNeLwkzIUSykA/RQqQNhw4dInfu3BQrVszsUOwqPDycUqVKcffuXbZu3UqVKlXMDilRVqxYQbt27XBwcGD37t020yaf19WrVylVqhTBwcGMGzeO0aNHAxAVFYWHhweVKlVixIgRxvk//fRTqituLAkz+5J7vfg3Wmvc3d05f/48jo6OxhS8MmXK8Ouvv5IxY0aTI0x+TZo0YdOmTQDkyJGDTz75hL59+5IjRw6TI0sZQkJC+O2333j33XfNDuW5hISEUKxYMW7dumW05cqVi27duvHll1+m6em1KZUU/RdCCCFEsrty5QqNGzemUqVKHDt2zOxwkkRrzf79+439TJkysXbtWs6ePZvqkmV//fUXPXv2BGDUqFF2SZYBXLp0CRcXFypXrmyTGJs6dSrr16+3aatWrVqqS5YJIV68RYsWGaOq4pJlTk5OrFu3Ls0my+7evUtIyP/XvurSpQsFChRg2rRpXL58mTFjxkiy7KE7d+5Qo0YN6tevz759+8wO57lkzZqV7du32yTG7ty5Q5MmTSRZlgZIwkwIIYQQj4mIiKBZs2bcvn2bIkWKUKJECbNDem6xsbE0atSIGjVqsGXLFqO9YsWK5M2b18TIEi86Opo2bdoQEhJCjRo1jFFg9lC9enXOnDnD6tWrbVYF9fLyInfu3Ma+q6sre/bssdt10wOllJdS6qJSKlIpdUwp9dSl1JRSnZVS+glbxnjnZFVKzVBKXVZKRSilDiqlKj3Sj1JKjVVKXX94zl6lVMlHzsmulPJWSgU/3LyVUi/Z/09ApEdXr16lf//+j7VPnz49zY1ajvPtt99SqFAhvvnmG6OtYcOGBAQEMHDgwFQ5/T85vfTSSxQrVozo6GiaNGmCv7+/2SE9l/Lly/PVV18Z+7GxsdSrV4/IyEiAVLu4gZCEmRBCCCEeobWmR48eHDt2jJw5c7JhwwYyZcr07y9MoRwcHChRogTOzs5cunTJ7HCSZN++fRw/fpzs2bOzfPlym8SWPeTOnZtXX33Vpm3BggXcvn3b2D906BAZMmSw63XTMqVUa2AGMAEoD/gB25RShZ7xsvtYa4wam9Y6Mt7xhVhXt+4AlAZ2AD8rpV6Od85QYCDQB6gE3AB2KqWyxjtnBdYFgj58uJUDElSrVIhnibuPhIWF2bRXq1aNPn36mBRV8suZMyehoaE2DxUcHBxwcXExMaqUy8HBAW9vb6pUqcK9e/eoV68eN27cMDus5zJgwAAaNGhg7N+9e5dGjRrRokWLJyaOReogNcyEEMlC6poIkXrNnDmT/v374+joyI4dO6hTp47ZISWan58fxYoVM4oKh4WFce3aNV5//XWTI0s6Pz8/QkNDqVevXpL7evDgAQ0bNqRz5860adPG5tiFCxe4fv26zZTPoUOHMnny5CRf1yxm1DBTSv0KHNda94rX5g9s1FqPeML5nYEZWusnjvRSSrkCIUBjrfWWeO0nAV+t9ShlnQd0/WE/kx8edwFuAsO01vOVUiWAP4G3tda/PjznbeAQ8B+t9bkEvDe514snWrx4MZ6enjZtrq6uXL9+nZdeShuDGE+fPs2kSZOoWrUqvXv3BiAmJoZdu3bx/vvvy3S8RAgMDKRKlSpcuHCBChUqsG/fvlQ5Gi8wMJASJUoQGBho0+7s7MzFixfT5QIPZpAaZkIIIYRIFnv27GHQoEGAtXZVakyWTZ48mZo1azJgwACjLXPmzGkiWQZQo0YNuyTLACZOnMhPP/1Er169CAoKMtp37drF66+/znvvvWe0FS9ePFUny8yglHIGKmIdARbfDqDqM16a5eF0y6tKKV+lVPl4x5wARyDykddEYF3ZGqAI1tWyjetqraOAffGuWwUIjkuWPTznMNYVtp8Ym1LKRSmVLW4Dsj7pPJG+3bx5Ey8vr8fafXx80kSy7PDhwzRq1IgyZcqwYsUKJk2aRExMDGCtz/bBBx9IsiyRcuXKxbZt28iVKxfHjx+nTZs2xp9papIrVy4WL178WPvWrVslWZZKScJMCCGEEIYZM2ZgsVho165dqp1C8P777+Pk5ISbm1uq/MD9qNjYWPr27cvZs2ft2u/Ro0cZN24cALNnzyZnzpzGsX379qG1Jjo6GrAWNU7tCz+YJBfW5NbNR9pvYk1oPclZoDPQCGiLNTF2QClVHEBrHYJ1FNhopVQBpZSjUqo98BbW6ZvE6/tZ180H3OJxt54R2wisCbW47epTzhPpWKZMmShZ0qZcHu3bt6d+/fomRZR0Wmt27txJ7dq1qVKlCps3b0YpRcuWLdm0aZPdp8enR8WKFePHH38kY8aMbNmyhU8++YTUOBuuYcOGeHh42LRNmDDBpGhEUknCTAghhBCGNWvWMGHCBBYsWJBqnpD7+/uzefNmY798+fL89ddfzJ8/P018iZk+fTqzZs2iZs2ahIeH26XPiIgIOnTogMVioWXLlrRt29bmeOHChY2fHRwcOHbsGFmzymCiJHj0W596Qpv1RK0Pa62Xaa1Paa39gFbAf4G+8U7r8LCPa0AU8AnWemSPVpb+t+s+KYanxgZMBNziba885TyRjmXNmpWjR49SrVo1AAoWLMiiRYtMjur5xMbGsn79eipVqsT777/P3r17cXJyomvXrvj7+7NmzRoqVKhgdphpRpUqVVi+fDlKKebOncvUqVPNDum5LFy4kHz5/v/cYc+ePSxZsoR//vmHW7ee9JxCpFSSMBNCCCGEwcXFhU8//TTVFPk/dOgQZcuWpWPHjty8+f/BNIUKPaueeuri4eFB3bp1mTx5st3+v4wYMYKzZ8+SP39+5s6d+1hyNP70zJkzZ1K8eHG7XDcdCsSaxHp0xFYeHh/99URa61jgCFA8XttfWutaQBagoNa6MpABuPjwlLiq2c+67g3gScvE5n5abFrrKK31/bgNay01IQBrIj42Nhawjlo9cOAAGTNmZPv27Tg7O5scXeI8ePCApUuXUqpUKZo3b86xY8dwdXWlX79+BAQEsGjRItzd3c0OM01q1qwZ06dPB2DYsGGsWrXK5IgSz9XVlW3bttncW8eNG0fRokVT7ej99EoSZkIIIUQ6N3PmTIYOHZoqlz2vXLkyZcqUoXr16mli+uWT5M+fn59++onOnTvbpb/du3czc+ZMABYtWmRMxQwMDGTAgAGcPHmSTz/9FIA33ngjTa9ol9y01tHAMawrWsb3HnAwIX08LOBfDvjnCf2Haa3/UUplBz4ANj08dBFrQuy9eP04A7XiXfcQ4KaUqhzvnLewjhxLUGxCxNehQwdcXV3JmTOnUUNy6tSpvPHGGyZHljg//PADxYoVo3Pnzvj7++Pm5saoUaO4fPkyM2bMoGDBgmaHmOb169ePfv36AdCpUyf8/PxMjijxypUrx8iRI439S5cuERkZyYEDBx5bPVakYFpr2WSTTTa7b0A2QAcHB2shRMq1e/du7ejoqAG9du1as8P5V9evX9djx47VFovFaLt7966OjY01MSr7i42N1fv370+WvseNG6cB3bNnT5v25s2ba0A7OztrQGfIkEFfv349WWIwS3BwsMY63TCbfnH3w9ZANNAVKAFMB0KBwg+P/wBMjHf+GKzJr6JYE2WLgQdA5XjnfAB8iLW4/3vASeBXIEO8c4YB94CmQCmsUzavA1njnbMNOAW8/XD7HdiciPcm93qhtdb6ypUrxr0kbqtatWqq/N08fvx4Dei8efPqyZMny99vk8TExOimTZtqQJctW9bmvp9aWCwW/cYbb9j8uwD0ypUrzQ4tTbPnvT71F/YQQgghxHO5fPkyrVq1wmKx0LFjR5o3b252SM8UHR1NpUqVuHbtGq+88gqenp4AaWLVtUctWLCAnj170rt3b2bNmmXXvkePHk21atWoXLmyTXtcgf+4/3p7e5M/f/7HXi8SR2u9WimVE/gMa1H+M0B9rfXlh6cUAmLjveQlYAHW6ZTBwAmgptb6t3jnuGGtJ/YKcAdYB4zUWj+Id84UwBWYA2THmlB7X1sXDYjTDviG/6+m+SMgQwpFor3yyiuUKlWKU6dOAZAhQwbWrVuX4mth3rp1ixkzZtisPty7d29y5MhB586dcXV1NTnC9MvR0ZFly5bRr18/Pv/8cxwcUt/kOAcHB7Zs2UKpUqVsRpV16NCBnDlz2qxELVImpXXqW3lCCJHyPVxuPjg4OJhs2bKZHY4Q4hHh4eFUr16dEydOULFiRfz8/FLFF4Ovv/6aVatWMX/+fMqXL292OMnizJkzVKpUicjISKZOncrgwYNfyHVbt27NmjVrAKhfvz5btmx5Idd9ke7fv4+bmxuAm7bW4BJJIPd6EeeHH36gU6dOxv6yZcto166diRElzKeffsrEiRN56623OHToUIpP8AnrDLnU9v9pwYIF9OjRw6bNxcWFlStX0rRpU5OiSrvsea9PfWlaIYQQQiSJ1pru3btz4sQJcuXKxfr161NksiwkJIRBgwbh7+9vtPXr149Dhw6l2WRZeHg4rVu3JjIykg8//JCBAwfapd8bN27QvHlzLl26ZNOutebevXucO3eOdevWAZAzZ058fX3tcl0hRNp24MABFi5cSO/evY22d955J8Umy/z9/fn999+N/X79+lGzZk2GDx9uYlQioVasWGGMjE9NPv74Y+rWrQuAUorcuXMTFRVF69at+e9//2tydOJZJGEmhBBCpDMzZ85k+fLlODo6snbt2hS7omS/fv34+uuv6dWrV1y9JBwdHXF0dDQ5suQzYMAA/vzzT/Lly8fSpUvtMgVFa83HH3/M+vXr6dixo82xb7/9luLFi/Phhx9isVjIkCEDp06dSnVP74UQL15YWBitWrXi448/JjQ0FICMGTPi4+NjcmSPO3r0KM2bN6dkyZI2DyLy5s3Lvn37aNKkifzeS+H++ecfunXrho+PD99//73Z4SSKUoqFCxfi5ORk83nGwcGB69evmxydeBapYSaEEEKkMwUKFCBTpkx8+eWXvPPOO2aH81SfffYZR48eZcSIEenii8zatWtZsGABSim8vb3JkyePXfpdvHgxvr6+ODs7M3v2bKPdYrEwZswY7t27R2BgIJkyZcLb25uXX37ZLtcVQqRto0ePfuzL/oIFC4yVd82mtWbv3r1MnDiRnTt3Gu1Zs2YlMjKSjBkzmhidSKz8+fPj7e3NwYMH6dKli9nhJFrhwoWZNGkSgwcP5vbt27Rr144CBQpQq1Yts0MTzyA1zIQQyULqmgiRsl2+fJlChQqlmETUgwcPmDFjBgBDhgwx2lNjrZLncenSJcqVK0dwcDAjRozgyy+/tEu/Fy9epEyZMoSGhjJlyhSbP9sZM2YwYMAAY3/FihW0bdvWLtdNqaSGmX3JvT79OnToEFWrVrVpq1GjBr/88otJEf1fbGwsvr6+TJw4kcOHDwPW0TweHh4MGzaMkiVLmhyhSK+01pQtW5bTp08bbUuWLKFz585cuHCBggUL4uLiYmKEaYM97/WSMBNCJAv5EC1EyhIeHk5wcHCKXfVw8+bNNGrUCBcXF86ePcurr75qdkgvzIMHD6hZsyaHDx/m7bff5pdffiFDhgxJ7tdisVC7dm38/PyoUaMGe/bsMaazHjx4kOrVqxtTQ+rVq8fWrVuTfM2UThJm9iX3+vQpMjKSChUq2NSXfOmll/jvf/9L7ty5TYsrJiaGNWvWMHHiRM6cOQNYC6t7enoyZMiQdHVfSQ+ioqLw8vKiS5cuVK9e3exwEuzy5cu89tprRh02Nzc3Xn31VS5evMgHH3zAypUr03TpiRdBiv4LIYQQIsHialhVrFiRQ4cOmR2OIf5Du48++oh27doxb948ChcubGJUL95nn33G4cOHcXNzY+XKlXZJlgFMnz4dPz8/smTJwtKlS40P4IsWLeKDDz6wqaOSEmsOCSFSpnHjxtkkywDmzZtnWrIsMjKSefPm4e7uTrt27Thz5gxZs2Zl2LBhXLp0idmzZ0uyLA2aNGkSixcvpnHjxpw7d87scBKscOHCTJw40dgPDg7m1KlThISEsHbtWvr164cMako5JGEmhBBCpHHTp09nxYoV3Lp1i6ioKLPDQWvNsmXLqFOnDtHR0YC1IO6yZcvo3LlzupiCGefnn39m8uTJAHz33Xd2+1JnsVhYvXo1YJ16WaRIEQD+/PNPunXrZhToBli3bh2ZMmWyy3WFEGnbiRMnjN9Zcd59911atWplUkTWBWJ69epFQEAAuXLlYvz48Vy5coVJkyaRL18+0+ISyWvIkCFUrlyZO3fuUL9+fW7dumV2SAk2ePBg3njjDWNfKcWwYcNQSjF79my7lWUQSScJMyGEECIN27Vrl1G36uuvv04RRf5DQkIYNGgQe/fu5bvvvjM7HNPcvHmTDh06oLWme/futGzZ0m59Ozo6sn//fhYvXkzXrl2N9pUrV9qc5+npSePGje12XSFE2vXgwQO6du1KbGys0ebg4IC3t/cLfdARFBTEjRs3jH0vLy8KFSrEzJkzuXz5MiNHjuSll156YfEIc2TKlInNmzdTpEgRAgICaNiwIeHh4WaHlSBKKTZv3mwsPKG1Zvny5UyfPh2AUaNGsWrVKjNDFA9JwkwIIYRIoy5dukTr1q2JjY2lY8eO9O3b17RY4mp1AGTLlo1vvvmGCRMm8PHHH5sWk9n+/PNPwsLCKFmypPEh2Z5cXFzo0qWL8UV227ZtjB8/3jhetGhRFi5caPfrCiHSpnnz5nHy5EmbtkmTJr3Q2phLliyhUKFCjB492mgrW7YsAQEBfPLJJzJaNp3JkycP27ZtI0eOHPz22294eHjYfN5IyYoWLWpzT/77778JDg6mV69eAAwbNixFzApI76TovxAiWUghYCHMFR4eTrVq1Th58iQVK1bEz88PV1dXU2LZvXs3Xl5eLFq0iGrVqpkSQ0oVEBBAVFQUJUqUsEt/Bw4cYM+ePQwfPhwnJycAwsLCmDhxIjNnzjSmYjo7OxMUFESWLFnsct3UQor+25fc69OPoKAgihcvzt27d422ggULcvny5WQfXRZ/teSDBw9SrVo13nrrLQ4cOCDF0QUA+/fvp27dukRFRdG3b19mzpyZKso7xMTE8Pbbb3Ps2DHAOvLM0dERNzc3goKCmDt3Lj179jQ5ytRHiv4LIYQQ4pm++OILTp48Se7cudmwYYNpyTKAFStWcO7cOT7//HPTYkhJ4j+sLFq0qN2SZaGhoXTs2JHRo0cbBYW11rRu3ZoJEybY1C3bu3dvukuWCSGe3+jRo22SZWAdtZqcSYlTp07Rpk0bBg8ebLRVrVqVgwcPcujQIUmWCUP16tXx9vYG4Ntvv2XGjBkmR5QwTk5ONqUptNbExMRQrlw5xo4dS9u2bU2MToAkzIQQQog06dNPP6V169asXbuWggULvtBrx8bGEhERYexPnjyZIUOGsHbt2hcaR0p0//59qlevzo4dO+ze9+DBgwkICKBgwYJ88skngPVpddzCCnEWL15MlSpV7H59IUTaFBgY+Nj07W7dulGyZMlkud7+/ftp0KAB5cqVY/Xq1cyfP5/79/8/SKRKlSqpYvSQeLFatmzJ1KlTARg0aFCqWf25fPnydOjQwaZtyJAhjBkzJm6UlDCRTMkUQiQLmaYhRPr0xx9/0L17d8qWLcucOXPMDifFGT58OJMnT6ZIkSKcPXsWZ2dnu/S7detWGjRoAFgXeqhTpw5gTV6WKVOGP/74w7h+/OXs0xuZkmlfcq9PP44fP07VqlWJiooiS5YsBAYG4uLiYrf+tdb89NNPfPnll/j5+QHWBQVat27N8OHDKVOmjN2uJdIurTV9+/Zl9uzZuLi4sHv3bqpWrWp2WP8qIiKCPHnyGCPBc+TIwc2bN3FyckJrjcViMcosiH8nUzKFEEII8ZiLFy8yc+ZMzHwYduvWLQ4ePMjy5csJDAw0LY6UasyYMXh5ebFs2TK7JcuCgoLw9PQEoH///tSpU4ddu3YREhLCyZMn8ff3B+Ctt96SpeqFEM8lPDzcKEDu6+trt2SZxWJhzZo1VKxYkXr16uHn54ezszPdu3fn3LlzrFixQpJlIsGUUsycOZOGDRsSFRVFo0aNOH/+vNlh/StXV1fmz59v7N+5c4fhw4czcuRI3nrrrWRZGEgkjIwwE0IkC3nqLMSLFR4eTtWqVTl16hRjxoxh7NixL+zat27dIk+ePMb+nDlzaNSoEa+88soLiyG9iqtRtnbtWkqUKMGxY8f49ddfee+99yhRogQBAQGEhYXh4uLCpUuXyJcvn9khm0pGmNmX3OvTtujoaH7++WcKFSpEq1at8Pf3x9PT0y6r60ZHR+Pt7c3kyZONhEbmzJnp2bMnAwcOpECBAkm+hki/wsLCeOeddwgICMDX1zdVlCHQWlO+fHlOnToFWFe6jktS58yZk4sXL5I1a1YzQ0w1ZISZEEIIIQxaazw9PTl16hR58uQxRhslt6CgIJo1a0a5cuUIDg422r28vCRZFk9kZCTz5s1LlqXuL1y4wObNm3FycsLb2xtXV1dcXV1xcHDgzJkzhIWFoZTC19c33SfLhBCJM3HiRBo0aEDp0qXx9/cne/bsTJkyJcn9rlq1itdee41u3bpx/vx5smfPztixY7l8+TJfffWVJMtEkmXOnBlfX18OHjyYKpJlYB0dt3btWqM+X1RUFNmyZSN//vwEBQXx7bffmhxh+iQJMyGEECKVmzZtGqtWrcLJyemFFvnPnDkzp0+f5tatW+zdu/eFXDM1Gjx4ML169aJdu3Z277t48eIcO3aMBQsWULFiRcD6JDo6OtqYmvvZZ59Rt25du19bCJG2HThwwGZ/9OjR5MiRI8n9xsbGcvXqVfLnz89XX33F5cuXGTNmDDlz5kxy30LEyZs3L+7u7sb+X3/9lSwPruypePHi9OzZ09hXStG3b18AvvrqK5uHk+LFkISZEEIIkYrt3LmTYcOGATBjxgxq1qyZrNc7d+6ckYjJmDEj3t7enDhxgsaNGyfrdVOrjRs3MpPh/BcAACAASURBVHv2bAA6d+6cLNd44403aNGiBVeuXAGsRf/jvPnmmy90eq4QIu1o0qSJ8XP+/Pnp379/ovu4ceMGw4YNY8GCBUZbq1atWLp0KRcvXmTQoEEyzUwku507d1K+fHkGDx5sdij/6quvvqJQoUIABAcHM3HiRNzd3bl79y4zZswwObr0RxJmQgghRCp18eJF2rRpQ2xsLF26dMHLyytZrzdw4EBKlCjBxo0bjba3336b0qVLJ+t1U6srV67QtWtXwDrK7MMPP7Rb38uXL+fQoUMAPHjwgBYtWvD222+zfv164+9Bvnz5jHOEECIxgoKCGDBggLG/ZcsWY6pYYvz4449MmTKFcePGER0dDYCTkxMdO3a06yqbQjzLnTt3jIVw4uqCpVSZMmWySYyFhITw5ptvAtYZBXfv3jUrtHRJEmZCCCFEKnXkyBHu379P5cqVmTNnznN9mUkMV1dXtNaShEmAmJgY2rVrx927d6lUqRITJkywW9/nzp3j448/pnr16hw+fJi7d+9y7do1bt68Sc+ePYmNjSVLliwcP35clqEXQiSK1ppmzZpRvXp1I8HVqFEjypcvn6DX//HHHzZT9Dt16kTjxo2ZN28eGTJkSI6QhfhXrVu3ZvPmzWzfvj1VJGqbNGlCnTp1AOu0zLgHlSEhIXz//fcmRpb+yCqZQohkIStnCfFi+Pn5UaRIkWQpsh8QEEDGjBmNAswRERH89ttv1KpVy+7XSmvGjBnDuHHjyJo1KydOnOC1116zS78xMTFUrVqVI0eOULduXX766SccHBzw9PRk8eLFAOTKlYuTJ0/y8ssv2+WaaYmskmlfcq9Pe6ZNm2Yzbc3JyYmgoKAE/f+dM2cOvXv3pnjx4vj7++Po6JicoQqRJDdv3iRv3rxmh/FU58+fx93dHa01L7/8MmXLlqVZs2Z06dIFBwcZ9/QsskqmEEIIkY7FxMQYP9eoUSNZkmUrVqygZMmS9OnTx2hzdXWVZFkC7N27ly+++AKA+fPn2y1ZBvDll19y5MgR3NzcmD59Og4ODnzzzTdGsgxgzZo1kiwTQiRaVFTUYzWSJk+enKBkWXh4OKNHjwagRIkSUpxcpFixsbEMGjSIUqVKceHCBbPDear4CwBcu3YNZ2dn3NzcJFn2gsmfthBCCJGK7Ny5k9KlS/PHH38k63VKly5NTEwM9+/fJzw8PFmvlZYEBgbSrl07tNZ06dKFtm3b2q3vo0ePGom4nj17Uq1aNT799FP69etnnDN8+HBq165tt2sKIdKPb775hqtXrxr7r7/+uk0ds2fx9vbmzp07FClShPXr19tlNU0hkkNkZCT79u0jMDCQevXqERgYaHZITzV16lQjYb1x40Y6depESEgIgYGBkpR+QSRhJoQQQqQSAQEBtGnThrNnzxorL9pLYGAgP//8s7FfunRpjhw5ws6dO8mUKZNdr5VWxSXJrl+/jru7O99++63d+o6IiKBDhw7ExMTQsmVLrly5wv3795k4caJxzquvvsqXX35pt2sKIdKPmzdvMm7cOGNfKYWPj0+CamPGxsYaI9M++eQTmYopUrRMmTLh6+tL4cKFuXDhAo0bNyYiIsLssJ4oc+bMzJs3z9gPDw+nVKlS5MuXj88++8zEyNIPqWEmhEgWUtdECPsKCwujSpUqnD59msqVK7Nv3z4yZsxol77PnTtHtWrViI6O5uzZs0bNMpE4M2fOpH///ri4uPDrr79StmxZu/U9f/58evbsSb58+Thz5gxBQUGULl3aKMrt6upKYGCgJDf/hdQwsy+516cdH3zwATt27DD2vby8EvxgZvv27dSrV4+sWbNy9epV+bsgUoU///yTatWqce/ePZo3b86aNWtS5HRHrTXly5fn1KlTNu0ZMmTg0qVL8pntCaSGmRDpjFLKSyl1USkVqZQ6ppSq8YxzOyul9BO2jIntUylVRSm1WykVppS6p5Taq5RyTY73KIR4Oq01Xbt25fTp0+TJk4d169bZLVkG1joZxYoV49VXX+XOnTt26zc9OXHiBEOHDgWsRbPtmSwD6N69O3PmzGHJkiUA1K1b10iWKaU4deqUJMuEEM/lyJEjNsmyDBkyJGq0atzoMk9PT0mWiVTjjTfeYOPGjTg7O7Nu3TqGDBlidkhPpJRi9erVNqM9M2XKxIMHD2RU+QsgCTMhUjilVGtgBjABKA/4AduUUoWe8bL7QP74m9Y6MjF9KqWqANuBHUBloBIwC4i125sTQiTI1KlTWbNmDU5OTvj4+CS5yH9ERASzZ8/GYrEA4ODgwIYNGzh27BilSpWyR8jpjsVioUCBAjRp0gQvLy+79//gwQPWrVvHkSNH+PDDD/n777+NYxs2bKB48eJ2v6YQIu3TWj9Wp2zUqFFxozP+1Z9//mms1vvJJ58kR4hCJJtatWoZD6K+/vpru5ZSsCd3d3ebf6dxtWW/++47rly5YlZY6YPWWjbZZEvBG/ArMPeRNn9g4lPO7wzcS2qfwGHgiyTEnQ3QwcHBWgjx/H7++Wft4OCgAT1nzpwk92exWHS5cuXs1p/4v3v37uk7d+7Ytc+FCxfqe/fu6ZUrV2rA+LsQt40ZM8au10vrgoOD4/7ssukUcI9P7Zvc61O/tWvX2vxOeemll7TFYknw67t3764B3bRp02SMUojk9eWXX2pAK6X0xo0bzQ7niUJDQ/XLL79s/Ft1cnLSgG7WrJnZoaU49rzXywgzIVIwpZQzUBHrKK/4dgBVn/HSLEqpy0qpq0opX6VU+cT0qZTKA7wF3FJKHVRK3VRK7VNKVU/iWxJCJFKZMmWoVasWnp6exvLiSeHg4EDXrl155ZVXKFiwoB0iTN/CwsKMn93c3MiePbvd+l6/fj3dunWjfPnyNGrUiFq1ahEb+/9Bvh9//DFjx4612/WEEOlLZGSkzSq7ACtWrEhwHaegoCB++OEHgASvpilESjR8+HC6d++O1pq2bdvy66+/mh3SYzJnzmxMfwaIiYkBrJ8VTp8+bVZYaZ4kzIRI2XIBjsDNR9pvAvme8pqzWEeZNQLaApHAAaVU3HydhPRZ9OF/xwLfAR8Cx4Fd8fqxoZRyUUpli9uArP/25oQQ/y537tzs2LGD2bNnJ2i1skdZLBZmz57NmTNnjDYvLy/8/f356KOP7BlqunP+/HleffVV5s6dGzfaxm5OnTpFjx49AGjdujUZM2bkn3/+MY57eHiwYMECu15TCJG+TJo0ievXrxv7pUqVol69egl+/fz584mMjKRChQpUry7PVEXqpZRi9uzZ1K9fn4iICBo2bMhff/1ldliPad68Oe7u7o+1r1271oRo0gdJmAmROjz6TUw9oc16otaHtdbLtNantNZ+QCvgv0DfRPQZ97thvtZ6idb6hNZ6AHAO6PqUGEcAwfG2q//ynoQQT6G1Zvfu3ca+k5MTLi4uz9XXyJEj6dOnDz179jRGJzk6OpIlSxa7xJqeLViwgMDAQFavXm0z8iupli1bRpUqVQgMDCRHjhyMHDmS3bt3c/78eQAqV67MsmXL7HY9IUT6ExQUxPjx423a1q9fn+DXR0dHG6toDhgw4Lke6AiRkjg5ObF69WrKly/P7du3adiwIQ8ePDA7LBtKKdatW2fT1rBhQ8aNG2dSRGmfJMyESNkCAQuPjybLw+MjxJ5Iax0LHAHiRoYlpM+4YQx/PnKOP/C0xQYmAm7xtqRVJRciHZs6dSrvvvsuAwcOTHJfvXv35uWXX8bDw8MOkYn4pkyZwjfffMPy5ctxdHRMcn/R0dF88skndOjQgYiICJycnLhz5w6ff/459evXR2tNpkyZ2LJli3w5FUIkSc6cOfn888+N/ebNmydq8ZBbt27x+uuvkz9/flq1apUcIQrxwmXJkgVfX1/+85//MGnSJDJkyGB2SI8pWbIkzZo1M/Z9fX1tFgIS9uVkdgBCiKfTWkcrpY4B7wEb4h16D9iUkD6U9VtVOeB0Ivq8BFwHHh3z+zqw7SmxRgFR8a6bkPCEEI/YsWMHI0aMAEj0yodaazZu3Mjly5fp378/AAULFiQgIABnZ2e7x5reKaXo2/fRwbvPb+TIkcYKXaNGjaJgwYJ4eXkxbdo0tNY4Ojpy6NAhcuXKZbdrCiHSr7j7Qr58+YyVAhPqlVdeYc+ePQQFBcn9RaQpBQoU4PTp0zg5pdxUycKFC/nxxx+JiYlBa03Hjh1p2bIlFovFrp9LhIwwEyI1+BroppTqqpQqoZSajnWU1zwApdQPSqmJcScrpcYopT5QShVVSpUDFmFNmM1LaJ/aWoxnKvCJUqqFUqqYUuoL4D8P+xNCJIO//vqLNm3aEBsbS7du3RJd5P/gwYM0a9aMoUOH4u/vb7TLlxn7uXbtGn369CE0NNTufQ8dOpRSpUqxadMmvvjiCzJnzozFYjHqo61fv54yZcrY/bpCiPRDa82NGze4ePEiX3zxBWCtZZY16/OVns2ZM6c9wxMiRYifLLt06RJff/21idE8Lnv27AwZMsTYP3z4ML1792bw4MHcvn3bxMjSnpSbNhVCAKC1Xq2Uygl8BuQHzgD1tdaXH55SCIhfPOclYAHWKZfBwAmgptb6t0T0idZ6hlIqIzAdyAGcAt7TWqe8CphCpAGhoaE0bdqUu3fv8vbbbzNr1qxEj9SsWrUqzZo1o0SJErz66qvJE2g6ZrFYaN++PXv37uXWrVusWbMmSf1prdm7dy+1a9cGIGvWrNSpU4dq1aqhtWbq1KnGuZMmTaJRo0ZJup4QQqxfv54WLVoY+2XKlKFDhw6J6mPNmjW888475MmTx97hCZGi3Lt3jypVqnDjxg3c3Nzw9PQ0OyTD2LFjmTNnDsHBwURGRgLW0g6XL18md+7cJkeXhmitZZNNNtnsvgHZAB0cHKyFEM8WGxurW7RooQGdL18+fe3atQS97sCBA7pp06Y6IiLCpi+RPL744gsN6MyZM+tz584lqa/Q0FDt4eGhAf39999rrbXu1q2bBnS5cuV0nz59NNaFWHTv3r3tEb7QWgcHB8f9uWbTKeBemdo3udenPmXLljV+twB6w4YNiXp9QECAdnBw0C4uLvqff/5JpiiFSDkmTJigy5Ytq69evWp2KI/54YcfjH/Lzs7OGtBNmzY1OyzT2fNer7S27zLoQggBoJTKBgQHBweTLVs2s8MRIkXbv38/NWrUIEOGDOzdu5eqVav+62uio6MpWrQo165dY8KECXz66acvINL0a//+/bzzzjtYLBaWLl1Kx44dn7uvCxcu0KxZM06fPo2joyMzZsygT58+/PHHH1StWpXIyEiio6MBaNSoEZs2JahkpUiA+/fv4+bmBuCmtb5vdjypndzrU5e4Qv3BwcEAvPbaa1y4cCFRfRw/fpxevXrh5ubGjh07kiNMIVIUrTURERFkypTJ7FAeo7XmnXfe4ZdffrFpP3bsGBUqVDApKvPZ814vNcyEEEIIk1WvXp1NmzYxf/78ZybL4j/kcnZ2Zvr06XTp0oXu3bu/iDDTrTt37uDh4YHFYqFDhw5JSpb5+vry5ptvcvr0afLkycOuXbvo06cPAFu2bOH+/ftGsmzQoEGSLBNC2M3QoUONZBnAunXrEt1HhQoVOHz48HO9VojUSCllkyzz8fEhICDAxIj+TynF9OnTH2tv2LAhu3fvNiGitEdGmAkhkoU8dRbCvs6dO0fv3r0ZNWoU77zzjtnhpBtaa5o3b86GDRsoVqwYx48ff67i2LGxsXz++eeMGzcOgLfffhsfHx9+//13ihQpwsmTJ2nbtq1xfo0aNdi7dy8ODvJs055khJl9yb0+9Vi4cCEff/yxsV+7dm35Qi1EIv3www906tQJd3d3Dh48SI4cOcwOCYA2bdqwevVqlFLGw9UKFSpw7NgxkyMzh4wwE0IIIVK50NBQ2rdvz+XLl//9ZOCbb75h165dDBw4EHnY9eLMnTuXDRs2kCFDBlatWvXcK8kdPnzYSJZ5eXmxb98+rl27RrNmzahUqRIeHh7GuVmyZGHXrl2SLBNC2EVwcDA9evQw9pVSLF++PFF9WCwW5syZw7179+wdnhCpRt26dSlYsCDnzp2jcePGRrF9s02dOhUHBwe01uTJkwcnJyeaNm1qdlhpgnwSE0IIIV4wrTVdunRh+fLlNGrUiNjY2CeeZ7FYjJ/Hjx9Pu3bt8PHxSfTqmeL5/P777wwcOBCAKVOmULFixefuq2rVqowfP57vv/+e2bNn4+zsTNGiRXF3dycsLMxIgjo6OnLmzBkyZMhgl/cgUgallJdS6qJSKlIpdUwpVeMZ53ZWSuknbBnjneOklBr/sM8IpVSAUuozpZRDvHOe1IdWSg2Jd86lJxyflHx/EsIMn332mc19pk2bNuTPnz9Rffj6+tK7d2/KlCljc28SIj0pUKAAW7duJVu2bOzfv5/OnTs/9TPci1SwYEGjXMStW7eYNm0aXl5eJkeVNkjCTAghhHjBJk2ahI+PDxkyZGDu3LmPjSS6efMmHTp0oGfPnkZb9uzZWbZsGUWLFn3R4aZLYWFhtGnThqioKBo0aEC/fv0S3ceKFSu4dOmSsT9y5Eg6depk7D948IBr164ZyTKlFMePH6dw4cJJjl+kHEqp1sAMYAJQHvADtimlCj3jZfeB/PE3rXX8oQzDgJ5AH6AEMBQYAvSNd07+R7auWFcNe7T41GePnDc+0W9SpFjBwcEsXbrU2HdxceG7775LdD9xdZI8PDxwdHS0W3xCpDalSpUyRp6vXr2aESNGmB0SYJ2J4OzsDEC/fv1sPkOK5ycJMyGEEOIF2rZtGyNHjgRg1qxZTyzyf+HCBZYtW8aSJUu4ePHiiw5RYP2w6e/vT4ECBViyZEmiRvVFR0fTp08f2rVrR4sWLWymbISHh3PgwAFCQkKoWbMmgYGBxrEdO3ZQpkwZu74PkSIMBBZprRdqrf211v2Bv4Fez3iN1lrfiL89crwKsElrvUVrfUlr7QPsAN6M18Gjr28M7NFaP1qtOuSRc0OT/I5FijFt2jSbQv/ffvstmTNnTlQfJ06cYN++fTg6OtK7d297hyhEqlOnTh0WLlwIWEegz5071+SIIGvWrAwdOtTY9/HxoWXLljRq1MjEqFI/SZgJIYQQL8iFCxfw8PBAa83HH39ss7plWFiY8XO1atWYNGkShw4dokiRImaEmq6tWbOGRYsWoZRi2bJl5M6dO8GvvX79OrVr12b27NkA1K9f35heabFY8PDwoFatWlSsWJELFy4Yr/P29qZu3br2fSPCdEopZ6Ai1mRWfDuApy+JC1mUUpeVUleVUr5KqfKPHN8PvKuUev3hdcoC1YGtT4kjL9AAWPSEw8OUUkFKqZNKqZEPYxZpgI+PD5MnTzb2CxcuTJcuXRLdz8yZMwFo2bIlBQsWtFt8QqRmHTt2NGqT9unTB19fX5MjgtGjR5MlSxbAWv7Dx8eHzZs38/vvv5scWeolCTMhhBDiBQgJCaFJkybcu3ePKlWq8O233wIQERHBkCFDcHd35+7du8b5w4YNo1KlSmaFm669/fbbVK9enZEjR1K7du0Ev+6XX36hQoUKHDx4EDc3N3788UfGjRtnTF+yWCxkzpyZ2NhYzp8/b7xu2rRptG/f3u7vQ6QIuQBH4OYj7TeBfE95zVmgM9AIaAtEAgeUUsXjnTMZWAmcVUo9AE4AM7TWK5/SZycgBFj/SPtMoA1QG5gF9AfmPO3NKKVclFLZ4jbg+VbBEMkuPDycrl27Eh0dbbTNnDkTJyenRPVz48YNVq60/rXq37+/XWMUIrUbNWoUXbt2JTY2ltatW3P06FFT43F2dmbKlCmPtV+/ft2EaNIGSZgJIYQQL0BISAjOzs7ky5cPHx8fXFxcAGuR9y1btnDt2jXWrFljcpQCoFChQuzZs4cxY8Yk6HytNTNnzqROnTrcvHmTUqVKcfToURo2bGhznrOzM2XLlrVZ5XTDhg3GwgIiTXt0aVv1hDbriVof1lov01qf0lr7Aa2A/2Jbn6w10B7wACpgTYgNVkp1eqxDq67A8kfqoKG1nq613qe1/l1rvRBrXTRPpVTOp/QzAgiOt119ynnCZMOGDSMkJMTYz549+3NNzZo7dy7R0dFUqVKFt956y54hCpHqKaWYN28e77//PuHh4Xz00Uc2tUvN0KNHD9zd3W3axo4dKyusPydJmAkhhBB2FhUVxe+//87KlStZtWoVYF1Z6cCBA+zevRsnJyfjg4uzszMLFy5k8+bN9OjRw8yw071z584ZPzs5OSV4JEZ0dDQ//PADFouFtm3bcvjwYYoVK2Yc/+uvvwBrYm3ZsmVG+/fff0+TJk3sFL1IoQIBC4+PJsvD46POnkhrHQscAeKPMJsKTNJar9Jan9ZaewPTsSa0bDxckdMdWJiAyx1++N9iTzk+EXCLt72SkPcgXqyzZ88a08LjeHt7J3qF5cjISKM2k4wuE+LJMmTIwNq1aylTpgw3b96kXr16NjMGXjQHBwdmzZpl0/brr7+ybds2kyJK3SRhJoQQQiTR+vXr+eyzz2jevDn/+c9/yJw5M2XLlsXDw4MJEyYY57m6urJ7925ee+011q5da7RXrVqVjz76yIzQxUM//fQTJUqU+B979x1f0/0/cPx1Muy9aiQhMSMxarWo0ha1qjWKlpKaFVVib2IVUZuqr9FatVtUQ0tpqVkrEkEESYjaSWQn935+f4TzyzUq494M3s/H4z4eOeee8znv+61vzs37vD/vDx4eHql+CpszZ062bdvGokWLWLdunUlD7YMHD+Li4sLw4cNp3Lgx586dA2Do0KEmK2aKl5NSKh44CTR74q1mwOGUjKElZTlqAjeT7c4DGJ841MCzv9v3Ak4qpc6m4HKPe6XdfNabSqk4pVTE4xdJ0zxFFuPu7m7ye8zR0ZHWrVunepz169dz584d7O3tad++vTlDFOKlUqBAAX799Vfs7Oy4cOECP//8c6bG07RpU9577z2TfR07djRpByFSJnWT2IUQQohXUEJCAgEBAfj5+eHn50d0dLRJj4iJEyfi6+trck6hQoVwcXHh9ddNe3XfvXuXyMhINm3aRKdOnTIkfvFix48fRylFfHx8iqowfvnlF86fP6+vSFW2bNlnrh73zz//EBcXx4IFC/ReQh9++CGzZ8827wcQWdkcYI2maf8AR4C+gAOwFEDTtNXADaXU6EfbE0mq9AoACgBfkZQwS/4PbCcwVtO0YMCPpETXEGBl8gs/6jP2MTD0yaA0TasPvAnsJ2l6ZV2SqtR2KKWCzfHBRca7ePEi+/fvN9m3cePGVI+jlGLevHkADBw4MNW9z4R41ZQpU4Zff/2VEydOpGlxDXObNWsWtWvX1rdjYmL48ssv2bNnTyZGlf1oMpdVCGEJj76kh4eHh1OgQIHMDkeIVPv22285cOAAfn5+XLp0iYSEBP29PHny8PDhQ6yskoo5Jk6cSGhoKC4uLvqrVKlSaJpGeHg40dHRlCpVCkiarrllyxY++eQT/XyRNezdu5eGDRuSO3fu5x5jMBjw9PRkypQpABw4cIDGjRs/9/hz585RvXp1fbt58+byZTUTRUREULBgQYCCjyqkMoSmae7ACKAU4At4KKX+evTeAeCaUsrt0fZcoD1J0zjDSWroP0kpdSTZePmBKUA7kqZ3hpK0CMDkR1Vtj4/rC8wDSimlwp+IqRZJDf6rADmBIGADMEspFZ3CzyX3+iymU6dOJhXMNWrU4MyZM6keZ9++fTRt2pS8efMSEhJC4cKFzRmmEK+ExMTETE02v/nmmxw7dkzfXrFiBT179sy0eDKKOe/18qhACCHEK8dgMBAYGKhXjPn5+REcHMyhQ4f06qI9e/awfft2/Zx8+fKZJMQSEhL0xv2enp7PvM4ff/xB165dqV27Njt37kTTNHLmzEnXrl0t/yFFiiil9P/mTZs2/c9j79+/T9euXdm9ezeQVHVRv379p46Ljo4mZ86cWFtbM2PGDH1/jRo19HPFq0UptYTnrD6plGryxLYH4PGC8R6StKLlfzaWUkotA5Y9571TJFWYiZdI2bJlTbaTJ89SY+7cuQC4ublJskyINLhz5w5t27bFzc0t03rUrlmzhkqVKunbyXu1ipSRCjMhhEXIU2eRFRiNRpMqLi8vL9atW8eFCxeIi4t76vjr169TpkwZALZu3cqVK1f0BJmDg0OqGyZfuHCB6tWr4+joyN9//02xYsXS94GEWR07dozRo0fzww8/YG9v/5/Hnjlzhvbt23P16lVy587NsmXL6Nat21PHJSYm8uGHHwJQtWpVfeqlq6srPj4+qf43JMwrsyrMXlZyr896jEYjrq6u+Pv706lTpzRNx3z48CHOzs7cuHGDixcvmvzBLYRImfnz5zN48GCKFStGYGBgpv2ObNOmDbt27QKSFjS6fv06JUqUeKm/j0iFmRBCCJGM0WgkKCjIpGLMz88Pf39/goOD9UTVrVu3OHs2qe917ty5cXZ2NqkaK1SokD5mhw4dUh1HfHw8p0+f5o033gCgSpUq7NmzhwYNGujVaCJrCAsLo0uXLly7do3Jkyfzv//977nHrlu3jt69exMbG4uTkxPbtm2jRo0azzz2zJkz7NmzB4PBwK+//gpAtWrVOH369Ev95VQIkTVs2LABf39/ChYsqK9wmVr58+fnypUrHDp0SJJlQqTRV199xa1bt+jevXumPlD47rvvsLe3RylFYmIijRs3xtnZmZ9++inTYspOJGEmhBAi2zAajYSEhFCyZEk9ATVr1iwmT55MVFTUM885f/48b7/9NgDdu3fn7bffxsXFhXLlymFtbW222G7evMl7771HcHAw58+fx8HBAYB33nnHbNcQ5qGUol+/fly7dg1HR8cXNuCPj48nNjaWVq1asXbt2udOT1JK8csvv2AwGPR9gwcPZvbs2Wb9tyaEEE+aMWMG8gd7GgAAIABJREFUmzdv1lfBGz58OEWKFEnzeDly5ODdd981V3hCvHI0TWP69Okm+5K3gcgoZcqUoXPnzmzYsAFImpZ56dIl7t27R9GiRTM0luxIEmZCCCGyHKUU169fN6kW8/X1xd/fn8jISI4ePapXceXPn5+oqChy5MhB5cqVTSrGXFxcKF++vD5u9erVTRqwm9Nrr71GkSJFuHfvHleuXNETZiLrWbFiBZs2bcLGxoYNGzY8Lts3kfxL7eeff07x4sVp1arVcxdqMBgMjBs3zqRnWevWrZkzZ45UlgkhLMpoNOLp6UlsbCwA1tbWDBo0KE1jBQQE4OjoKKtiCmFm+/btY/z48ezatSvD+wIuWLCATZs2YTQagf9/wNejR48MjSM7kh5mQgiLkL4mIiWUUoSGhuLn50eNGjV47bXXAFi4cCFfffXVM8+xtbXlxx9/1KdM3rlzh3v37lGhQoUM/YJvNBr56aef+Oijj/TqoWvXrlGwYEFpkJyFnT9/njp16hATE8PMmTMZMWLEU8f89ddfDBs2jF27dlG8ePEXjrlv3z4+/fRTbt++re9zdnbGz89PkmVZjPQwMy+512cNu3fvpmXLlvp2t27dWLNmTarHSUxMxMnJCSsrK3bt2oWLi4s5wxTilRUfH0/lypW5du0aTZo0Yffu3RneqmPUqFHMnDlT37a3tycwMBBbW9sMjSMjmPNeLwkzIYRFyJdo8aTw8HD++ecffH199aqx8+fPExYWBsDatWv11SP37t1Ly5YtqVixIq6uriYVYxUqVMgSN/cPP/yQHTt2MH/+/Ocm90TWEhMTQ7169fD19aV58+Z4e3ubVIwppZg/fz7Dhg3DYDDg7u7O4sWL/3PMxMREihUrRnh4uL7PwcGBwMBAqdDIgiRhZl5yr88anmzqHRYWRt68eVM9jp+fH02aNEHTNIKDg8mVK5e5QxXilXX27FkaNWrEw4cP6dq1K2vWrMnQh2phYWHY29sTGRmp7/vuu+/o27dvhsWQUaTpvxBCiCzr9u3belKsYcOG1KpVC4CDBw/ywQcfPHW8tbU1FSpUMNnXuHFjfZplVtWyZUv27t0rSZFsZOjQofj6+vLaa6+xevVqk2RZVFQUvXv31nt8dO3aFS8vr/8cz2g00rdvX5NkWbly5QgICJB/F0KIDHHhwgU9WQbQp0+fNCXLAFxcXAgODsbf31+SZUKYWY0aNdiyZQutWrVi3bp1lCtXjqlTp2bY9QsVKsTo0aMZO3asvm/AgAG0a9cuRdX0ryqpMBNCWIQ8dX413Llzh82bN5v0Grt7967+/qRJk5g4cSKQNF2xefPmT/UYq1y5crZYQXL37t2ULl1a74FmNBoJDQ3Fzs4ukyMTKbF161Y6duwIwG+//UazZs309wICAmjfvj2+vr7Y2NgwZ84cvvzyy/988nv37l0GDRrE+vXr9X3ly5fnwoULkizLwqTCzLzkXp+54uPjqVChAiEhIUBSo/6wsDBy586dyZEJIZ5n5cqV9OrVC4Bly5bRp0+fDLt2ZGQkRYsWJT4+Xt/XsWNHNm/enGExZASpMBNCCJFh7t+/b5IQa9iwIV26dAHg3r17DBgwwOR4TdNwcnLCxcXFZDn6cuXKcenSpQyN3Vwe91SrV68ehw8fxtraGisrK0mWZRNBQUH07t0bgJEjR5oky44cOUKLFi2IiIigZMmSbN68mbfeeuu5YymlWLBgAUOHDjVZDbNq1ar4+PjIaphCiAwzb948PVkGSdUiaU2WnT59mho1ajx3YRMhhHn07NmToKAgJk+eTP/+/bG3t6dFixYZcu18+fIxePBgZs2aBSQ96Bs2bFiGXDu7kgozIYRFyFPn7OvBgwdMmjRJT5D9+++/Ju9/9tlnrF69Gkjq39ShQweqVKmiV4w5OzuTJ0+ezAjdYm7evImrqytubm5MmzZNpqpkI4mJiTRu3JjDhw/zxhtvcPDgQZMeeGFhYdSpU4dSpUqxadMmSpUq9Z/jxcfH4+DgwK1bt/R99erV4+jRo9LgPxuQCjPzknt95omKiqJs2bLcu3cPSGpvEB0dnaZWBiEhITg6OlKhQgWOHTv2zJWDhRDmo5TCzc2N1atXky9fPv766y9ef/31DLl2TEwMRYsWJSYmhgIFCvDpp5/y7bffZsi1M4pUmAkhhEiziIgIzp8/b1I1VqtWLb7++msAcufOzaJFi/SlpyGpifnjhFjjxo31/TY2Nmzfvj3DP4OlnTp1iuPHj/PFF18AUKpUKa5cuSJ/RGRD8+fP5/DhwxQoUIAff/wRW1tbHj58SL58+dA0jUKFCvHHH39QqlSpFC0mcfv2bZPVMMeNG8eUKVMs+RGEEOIpixYt0pNlAAsWLEhz38/FixdjMBgoVaqU3OeEyACapvG///2P69ev88cff9C6dWuOHj2Kg4ODxa+dO3duRowYgaenJxERESxdupQxY8ZQunRpqZJ/BqkwE0JYhDx1znyJiYl6L6XExETatm2Lr6+vyfSNx+rXr8/hw4f17enTp1OyZElcXFyoWrUq+fPnz7C4M5u/vz+urq5YWVlx6tQpqlWrltkhiXSIjIzkyy+/pFWrVnTq1InTp0/Tvn17hg0b9tR04mdRSrF48WLu3LnD6NGjqVatGpcvXwZg1qxZDB8+3NIfQZiRVJiZl9zrM0d4eDhly5bVFxwpWbIkISEhaeqfGBUVhb29PQ8ePGD79u20bdvW3OEKIZ4jPDyct956C19fX1xcXDh06BCFChWy+HXj4+MpVKgQMTExAOTKlYvWrVuzZcsWi187I5jzXi8JMyGERciX6IwTFRWFv7+/Xi32eIXK8uXL88cff+jHlStXjqCgICCpYip54/2aNWtSt27dzPoIWU6HDh3IkSMHc+fOpWTJkpkdjkiFsLAw5s2bR8+ePZ96Urt69Wr69etHbGwsVapU4ezZsy+syPj777/1nmbFihXTF7Xo168fS5cutcyHEBYjCTPzknt95pg6dSrjx4/Xt3/44Qe6d++eprG+/fZb3N3dKV++PBcvXpQKEyEyWEhICG+++SahoaG8++67eHt7Z8gq8VOmTGHChAn6tpWVFWFhYS/FQ3JJmAkhsjz5Em1+MTExhIaGUr58eX1f/fr1OXr06DOPL168uMnUsV9//ZUCBQrg4uJC4cKFLR5vdnHt2jWmT5/OvHnz9N5r8fHxGfJlRZjfhx9+yI4dO0wSWvHx8Xh4eLBkyRIAWrduzZo1a1L0/4OYmBgcHBxMVn8dOXIkM2bMsMwHEBYlCTPzknt9xouKiqJEiRJER0cDkDNnTqKiotKU6DIajVStWpWLFy+yYMECBg4caO5whRApcObMGRo1akSXLl1YsmRJilpEpFdcXBxFixYlKipK3zd9+nRGjx5t8WtbmvQwE0KIl1hsbCwXLlww6THm5+fHlStXsLOzIzg4WD/2cYKnRIkSJhVjj6dSJteqVasM/RzZgdFopGXLlly4cIHixYszbdo0AEmWZSNRUVEYDAb9j/Vhw4Zx+fJl3n//fQBu3LjBxx9/zJEjR9A0jUmTJjFu3LjnrgSnlGL16tV07NiRvHnzcuHCBZNk2ezZsxk6dKjlP5gQQjzDsmXL9GQZwNixY9NcFbZ7924uXrxIgQIFcHNzM1OEQojUqlmzJqdPn6Z8+fIZtoBQzpw5mTFjhkmifObMmQwYMEAegCQjFWZCCIuQp84vFhcXx6VLl7h69apJz5BGjRpx6NChZ55TrFgxgoOD9WXjAwMDKViwIMWKFcuQmF9G27dvZ86cOSxduhRnZ+fMDkekUExMDEuXLmXGjBm4ubkxc+ZM/T2j0YiVlRWRkZFUrlyZ0NBQChUqxLp1616YOP7yyy9ZvHgxPXr04PPPP6dp06YkJiYCSX+o9unTx6KfS1iWVJiZl9zrM1ZsbCx2dnZ6s/8cOXIQHR2d5oRZ8+bN+f333xk6dCizZ882Z6hCiHRITEzk6NGjeksIS4mNjcXBwYE7d+7o+8aPH8/kyZMtel1LkymZQogsT75EmwoMDOTkyZMmFWMBAQEYDAY0TSMyMlKvFuvbty9btmx5qmLMxcWFEiVKZNiTp5fR/fv3GTVqFB07dqR58+b6fqWU/O+aTcTFxbF8+XKmT59OaGgoANWqVeP06dPP/KNx1qxZrF+/nq1bt5pMZ36eP//8k+bNm+Po6MjNmzeJiIjAxsaG3bt3895775n984iMJQkz85J7fcZaunQp/fv317cnTJiAp6dnmsby9fWlWrVqWFlZERgYSLly5cwUpRAiPWJjY+nQoQN79uxh165desW8pSxYsIBBgwbp25qmcfv27Wz9MF4SZkKILO9V/BKdkJDA5cuX9YTYmDFj9B4EPXr0YPXq1U+dU7BgQVxcXNiwYQP29vZA0o0yZ86cksCxgFGjRjFz5kwqVKiAv79/mlYUE5kjPj6e77//nqlTp+orvTo4ODB+/Hh69Oih/38tMjKSe/fuUbZsWSApGRobG6tXZT5JKUVoaChlypQBIDQ0lEqVKuk9PerUqcPKlStltdSXhCTMzOtVvNdnloSEBEqVKqVXl9na2hIdHZ3m+1ifPn1Yvnw5HTp0eGlWxhPiZaCUonv37mzZsoUNGzbw4YcfWvR6MTExFC5cmLi4OH1ft27dWLNmjUWva0nSw0wIIbKA48ePs2fPHj1BdvHiRRISEvT3P/74Y72PWL169bh48aJeKebq6oqLiwulS5d+KjGWK1euDP0cL7vk1WNjxozh1KlTjB8/XpJl2URiYiJr1qxh8uTJXLt2DYAyZcowduxYevXqZdJvLiAggHbt2qGU4tixY+TLlw9N056bLIuIiKBnz54cOXKEM2fOEBYWRtWqVfUpmOXLl+fAgQPkzZvX4p9TCCH+y7p16/RkGST1a0zrfezOnTv6H8MeHh5miU8IYR6aprFixQqGDRtGjRo1LH693LlzM3z4cKZOnarvGzFihMWvm11IhZkQwiJehqfOBoOBq1evmkyj/Prrr3FwcACeXo4ZIG/evFStWhUXFxdGjx5NpUqVMiN0QVKl3tdff83NmzdZtmxZZocjUslgMPDjjz/i6enJ5cuXAXjttdcYM2YMffv2fSqxvH37drp3705ERASlSpXit99+w9XV9T+vERkZSd26dQkMDMTDwwMvLy8efy+qVKkSvr6+GbJSlcg4UmFmXi/DvT678PHxoX79+npVWVRUVJoXqJk6dSrjx4+nTp06HD9+XCrahcjigoODKViw4OP7l9lFR0dTuHBh4uPjAejZsycrVqywyLUygkzJFEJkedn1S/Rff/3F//73P/z8/PD39yc2Ntbk/e3bt+sN+g8cOMCqVatMeow5ODg8d/U9kbH++ecf6tWrh1KKU6dO8frrr2d2SCKFvL29GTJkCBcuXACSFrsYNWoU/fv313v9PWYwGJgwYQLTp08H4K233mLTpk2UKlXqmWM/2a/u3LlzTJ8+nQ0bNuj7nJ2dOXfuXJobaYusSxJm5pVd7/XZUWxsLOXLlyc0NJRFixYxYMCANI1jNBpxdHQkODiYdevW8emnn5o5UiGEOZ06dYrWrVvj6urKrl27LLaS+5gxY/j6668BsLKy4urVq5QuXTpbzsiQKZlCCJEGRqORoKAgk4oxPz8/vLy8ePfddwG4ceMGa9eu1c/JlSsXzs7OekKsSpUq+ntNmjShSZMmGf0xxH8wGAx6kqNOnTpMmDABFxcXatasmcmRidS4ffs2Fy5coHDhwgwfPpyBAweSL1++p467d+8en376Kb/99hsAgwYNwsvL67lVYeHh4fTq1YtPPvmEDh06EBUVRd++fTl69Kh+TLt27di2bZtlPpgQQqTRqlWrCA0Nxc7Ojt69e6d5HCsrK44cOcLKlSvp2LGjGSMUQljKw4cP2bt3L3379mXVqlUWqQodO3Yss2fPJiEhAaPRSPny5WndujU///yz2a+VrSil5CUvecnL7C+gAKDCw8NVRjMajSo+Pl7fPnjwoKpbt67KmzevAp56zZkzRz/26tWraurUqeqnn35SAQEBKjExMcPjF6lnMBjU0qVLVYUKFdTdu3czOxyRCkajUe3cuVP99NNP+r6EhAQ1d+7cF/7+6NKliwJU7ty51bp16154ra+//loBqlixYur06dOqaNGiJr8LJk6cmN6PI7K48PDwx/+9C6gscK/M7q/MvNe/KrZv367y5s2rNE1TgFq0aFFmhySEyGC//vqrsra2VoCaNGmSxa4zfPhwk+9FVlZW6saNGxa7nqWY814vUzKFyAY0TXMHhgOlAD9gsFLq4HOOdQNWPeOt3Eqp2GTHpWhMLekRxq9AC6CdUipFjxkyYpqGUoobN248VTF2/vx5ZsyYgbu7OwAnTpygXr16AOTIkYPKlSubTKN84403KF26tEViFBkjISGB2rVrc+7cOSZNmsTEiRMzOySRQuvWraNbt27Y29sTEBBAzpw5U3xuaGgonTt3ZvHixVSvXv2FxyckJODm5kb16tUZN26c3twfYNOmTXz88cdp+gwi+5ApmeYlUzItSylFuXLlCA4OBpKagUdHR6d5caCEhATpyyhENrVs2TL69esHJFWcurm5mf0aDx8+pFixYnovM4Avv/yShQsXmv1almTWe316M27ykpe8LPsCOgPxQG/AGZgHRAIOzzneDQgHSiZ/pXVMwIOkhJkCPkpF3GZ76mw0GlVoaKgKDQ3V9505c0YVLFjwmRVjgHJ3d9ePjYqKUlu2bFH+/v4qISEh3fGIrCEqKkoZjUZ9+/Dhw2revHny3zgbuHfvnv5zTEyMqlixohoxYoR6+PDhf54XGxurtm7darIv+b+BJ4WFhak5c+aYHDNr1iyT3xWFChVS586dS+MnEdmNVJiZ/TuKVJhZ2IQJE/TfV126dEnXWO3atVPNmzdXZ8+eNVN0QoiMNHr0aAUoGxsb9fvvv1vkGlOnTjX5nmRra6uCg4Mtci1LkQozIV4hmqYdA04ppfon2+cP/KyUGv2M492AeUqpQukdU9O0GsAvQF3gJhauMFNKcfv27acqxvz8/Hjw4AEeHh7MmTMHgPv371O0aFGsra2pWLGiScWYi4sLFStWtFhTTJH5du3ahbu7O9OmTaNbt26ZHY5IoUOHDjFhwgT+/fdfk6b6iYmJL2wqe/36dTp27MixY8fYuHEjnTp1+s/j4+PjqVGjBhcuXGDBggUMHDiQsLAwqlatys2bNwFo0KAB+/fvl98VrxCpMDMvqTCzPAcHB0JCQtA0jYcPH5I3b940jXP79m3KlClDYmIifn5+VK1a1cyRCiEszWg08tlnn7F+/Xry58/PoUOHUlRhnxoRERGULl2aqKgofd/nn3/OypUrzXodS5Km/0K8IjRNywHUBmY88dZvQIP/ODWfpmlBgDVwBhivlDqdmjE1TcsD/Ah8qZT690XNJTVNywkkn0uV/7+Ov3PnDn5+fuTKlYs333wTgFu3bj13ZTsrKyvCwsL07SJFiuDr60uFChVSNYVLvBx8fHwIDg5m4cKFdO3a1SLNT4X5HDt2jAkTJujN+XPkyMGpU6eoW7cuwAuTZQcOHKBz587cvn2bQoUKpegP8xw5cvDFF18wb948KlasyNmzZ3nrrbeIjIwEsucUAyHEq0MphZ+fHyEhIQA0b948zckygBIlSnDx4kX27NkjyTIhsikrKytWrlzJjRs3+PPPP2nVqhVHjx7Fzs7ObNcoUKAAw4YNw9PTE03TUErx/fffM2HCBMqVK2e262QXUmEmRBamaVpp4AbQUCl1ONn+MUAPpVTlZ5zzJlABOEfSVIlBQCughlIqIKVjapr2HWCtlOr9aFvxHxVmmqZNAp5qHPXgwQN8fHyeqhi7c+cOAB988AE7duwAkr4clihRgoIFC+Lq6mpSMVa5cuU09+wQ2V9iYiLh4eEULVoUSKoemj9/PgMGDCBPnjyZHJ14nlOnTjFhwgR27doFJCXGevbsydixY3FwcHjh+Uop5syZw8iRIzEYDNSoUYNt27bh5OT0zOPDw8OJiYmhZMmSQNKT2Mfn66X1msb06dMZNWqU+T6oyDakwsy8pMLMclxdXTl//vzjqa/cu3ePIkWKZHJUQois4MGDBzRs2BB/f3+qV6/OwYMHzfo7+P79+5QoUQKDwaDv69OnD8uWLTPbNSxJKsyEePU8mdnWnrEv6UCljgJH9QM17W/gFDAQ+ColY2qa1hZ4F3g9FTF+DcxJtp0fuA7QqlUrk7LexxwdHU2a7Wuaxo0bN2R6lDBx7tw5unfvTokSJdi9ezeappEjRw6GDx+e2aGJ5/Dx8WHixIn6UuTW1tZ0796dcePGPTfZ9aTIyEh69erFpk2bAPjss89YunTpcxOkZ8+epX379pQpU4Y//vgDGxsblFJMmzYNo9EIJFWd7dy5k+bNm5vhUwohhGUcPnwYPz8/fbtWrVrpSpbFxMSQO3duc4QmhMgCChcuzK+//sqbb76Jj48PH3/8Mb/88ovZFvUoUqQIHTp00L+DjRs3jnHjxpll7OxGEmZCZG13AQNJjfuTKwHcSskASimjpmkngIqpGPNdoDwQ9sRUt62aph1USjV5xnXigLjH24/Ps7Kyonnz5sTFxZlUjDk7Oz9zaoEky8STcuXKhb+/P0FBQVy7dg1HR8fMDkk8x/nz55k0aRKbN28Gkn4PdO3alQkTJlCxYsUXnG3qwIEDbNq0CRsbG+bNm4e7u/t/Tr3NkycPd+7cwWg0cv36dfLmzUu9evX0qdwFCxbEz8+PMmXKpP0DCiFEBpg5c6bJ9rZt29I8lsFgoFq1alSrVo1FixbJ70AhXhLlypVj165dvP322/z22294eXkxZswYs40/Z84cNm/ejFIKLy8vAKZMmWK28bMLmZIpRBb3qEH/SaWUe7J954Htz2r6/4zzNeA4cE4p1TMlY2qaVhIo9sRQ50ia3rlTKXU1BdeVaRoiTZRSXLp0icqV/3/G8fbt26lfvz4lSpTIxMjE81y/fp1Ro0axfv16ffpQp06dmDRpEs7Ozmke9+uvv6Zx48Y0aPDslo1GoxErKyt9+6+//iIkJITly5dz48YNAgICAGjdujU7duwwOVa8mmRKpnnJvd78/Pz8cHV11be7du3K2rVr0zzeTz/9RPv27SlatCghISFSaSbES2bXrl2sXLmS1atXp6vP4bO8//77ev/ZXLlycfbsWYoVK5blp4eb814v3xyFyPrmAL01TeupaZqzpmlzAQdgKYCmaas1Tfv68cGapk3UNO19TdOcNE2rCawAaj4+PiVjKqX+VUr5Jn89Oi84JckyIdIqIiKCFi1a8Prrr3P16v//U/vwww8lWZaFWVlZsXXrVpRStGvXDh8fHzZu3JiqZJnBYGDatGmEhobq+0aPHv3cZNnJkyepWbMm58+f18/39vamW7duHDhwgICAAEqWLMmiRYv45ZdfJFkmhMgWpk2bpv9sZWVlsp0Wc+fOBaBfv36SLBPiJdS6dWu2bt1q9mQZwOLFi/WfY2NjqVy58iu3Or18exQii1NKbQQGAxNIWvHybaCVUiro0SEOQPKlJQsBywB/kla+LAO8rZQ6nooxhcgU+fPnJz4+HqPRyPHjx198gsgUj1cofax06dIsWbKEkydPsm3bNqpVq5aq8e7evUvLli0ZN24cH3/8sUmT2eeZNGkS586dY/jw4dy5c4e3336bGTP+f/Ffe3t7fHx8GDBgQKpiEUKIzBIYGMiPP/6ob3/88ceULVs2zeOdPHmSgwcPYmNjg7u7+4tPEEJka0opJk+ezL59+8wyXoUKFahfv77JPm9vb3x9fZ9zxstHpmQKISxCpmmIlDpy5Ah16tTRG5UGBgZiNBpT3fNKZIwHDx5gZ2dHdHQ0hw8ffuqLVGqdPHmSDh06EBQURJ48eVi+fDmffPLJC8+7ffs2Y8eOpXPnznTs2JHw8HD9vcaNG7Nv3z6sra3TFZt4+ciUTPOSe715dezYka1bt+rb+/fvp0mTJmke77PPPmPt2rXpntYphMgeli1bRr9+/ShQoACXLl3itddeS/eYp06donbt2ib72rdvb/K7KquRKZlCCCFeCkOGDKFBgwYsWLBA31e+fHlJlmUxDx8+1H8uXLgwXbp0oUmTJume3rNy5UoaNmxIUFAQFSpU4OjRo89Nlp08edJkOfPixYtTs2ZNmjVrZpIs69evHwcOHJBkmRAiWwkJCeGnn37St/PmzZuuZFloaCgbN24EYPDgwekNTwiRDfTo0YN33nkHLy8vsyTLIGmV3jZt2pjs27ZtG6dPnzbL+FmdrJIphBAi0zxubJy8b5XIOu7evYuXlxdLlizh6NGjuLi4ALBkyRJy5syZ5nHj4uL46quv9ATYBx98wOrVqylUqNAzj/f396dBgwYYDAZcXFx4/fXXadeund6IFsDW1pY9e/bwzjvvpDkuIYTILLNmzcJoNOrbU6dOTdd4S5YsISEhgYYNG1KnTp30hieEyAZy5szJ3r17zd63dfTo0fzyyy9P7du9e7dZr5MVSYWZEEKIDOPn54ePj4++7ebmxpkzZ/jmm28yMSrxpAcPHjBu3DgcHR2ZNWsWkZGRJtN50pMsA0hISODvv/9G0zQmT57Mzz///NxkGUCVKlXo1KkTH3zwAbly5cLBwcEkWebq6kpkZKQky4QQ2dKtW7f47rvv9G1bW9t0VYXFxMSwdGnSWk8eHh7pjk8IkX0kT5bdvXuXUaNGkZCQkK4xGzRoQN26dU327dmzhxMnTqRr3OxAEmZCCCEyxJYtW6hZsyZubm4kJiYCSTf1GjVqZHJk4rHw8HA8PT0pV64c06ZNIzIyktdff52dO3cyffp0s10nX758bNu2jV27djF+/PhnPgn18fEhLi4OAE3TWLp0KdWrV6du3brcu3dPP2769OmcO3eOHDmO5LA6AAAgAElEQVRymC0+IYTISF5eXiZ/0H7xxRfpGm/dunXcu3ePsmXL8uGHH6Y3PCFENmQ0GmnWrBkzZ87E3d2d9PauHzt27FP7tmzZkq4xswNJmAkhhMgQjRo1Il++fNjb25v0xBKZLzIykunTp+Po6MikSZOIiIigWrVqbNu2jZMnT9KmTRs0TUvz+EopZs+ezezZs/V9lSpVomXLls88fsWKFdStW5cRI0bo+7Zu3crkyZP1L3y1atXi5s2bjB49Os1xCSFEZrt//77JqsOapqWr6lopxbx58wD46quvsLGRDjxCvIqsrKyYPHkyVlZWLF++PN0PPtu2bUvx4sX1bRcXF2bOnJneMLM8SZgJIYSwiNDQUNasWaNvv/baa/j4+LB9+3YKFy6ciZGJx6Kjo5k9ezaOjo6MHTuWBw8e4OzszMaNGzlz5gzt2rVLV6IMkhYM6Ny5M8OHD2fkyJEpWor8tddeIz4+noCAAMLCwmjevDk9evQAkv6YXLRoESdPnqRkyZLpik0IITJbwYIFGTdunL7dpk0bfdXotNi7dy9+fn7ky5ePXr16mSNEIUQ29cEHH+gJ+XHjxqVrtVxN05g2bZq+7efnx/nz59MdY1YnCTMhhBBmFxoairOzM25ubpw6dUrfb29vn4lRiceMRiPz58/HycmJ4cOHc/fuXSpWrMjatWs5d+4cnTp1MkvD2IsXL/LGG2+wefNmbG1tWbhwob5wwJOST0dq06YNQ4cOZd++fRQvXpzff/8dgJIlS3L27FkGDBiQ7tiEECIrsLa21qs2SpcuzQ8//JCu8ebOnQvA559/TsGCBdMdnxAie3N3d2f48OEA9OzZk/3796d5LDc3N/LkyaNvjx8/nlOnTnHp0qV0x5lVScJMCCGE2ZUuXZpWrVpRp04d6S2VBWmaxrZt27h16xaOjo6sWrWK8+fP07VrV6ytrc1yjZ9++om6devi7+9P6dKl+fPPP3F3d3+qYk0pxcKFC6lZsybh4eFA0hTRDRs2EB8fr/e769mzJzdu3KBatWpmiU+IjKRpmrumaVc1TYvVNO2kpmmN/uNYN03T1DNeuZIdY6Np2tRHY8ZomnZF07QJmqZZJTvm+2eMcfSJa+XUNG2hpml3NU2L0jRth6Zpdpb5X0E8SSmFwWDQp6uPHDky3RXYI0eO5KOPPuKrr74yR4hCiJfAjBkz6NSpEwkJCbRr1w4/P780jWNra8vQoUP1bW9vb2rXrk2PHj3S3SMtq9Je1g8mhMhcmqYVAMLDw8MpUKBAZocjLCwiIgIvLy9GjhxJvnz5gKSpeHny5DFbAkakXUJCAqtXr+ajjz6iaNGiABw5coRz587x+eefp2v6z7NMnDiRyZMnA/D222+zcePG506ffPjwIdWqVSMoKIiBAwfSqlUrPvroI73hf65cudi9ezeNGzc2a4zi1RQREfG46qagUioiI66paVpnYA3gDvwN9AN6A1WVUsHPON4NmA9UTr5fKfVvsmPGAh5AD8APqAOsAsYppeY/OuZ74DXg82TDxCul7icb51vgA8ANuAd8AxQBaiulDCn4bHKvT6Po6Gjq1KlDQEAAiYmJFCxYkBs3bpA3b97MDk0I8RKKjY2lWbNmHDp0CHt7e44ePUrp0qVTPU5kZCSFCxfWH2g+9vvvv9O0aVNzhZsu5rzXS4WZEEKIdGvdujVTp07F09NT35c/f35JlmURnTt3pnfv3iZN9+vXr0/fvn3NniyDpB5kAB4eHuzdu/epZFloaChGoxFIelrZokULrK2tWbJkCS1btiQuLg5N0+jbty/R0dGSLBPZ3RBghVJquVLKXyk1GAgB+v/HOUop9W/y1xPv1we2K6V2KaWuKaW2AL+RlDhLLu6JcZInywoCvYChSqm9SqnTQDegGpA1/up5ia1fvx5/f3/9j05HR0dJlgkhLCZXrlz8/PPPVKpUiZCQENq0aUNkZGSqx8mXLx/dunXTtx+vdj9hwoSXsspMEmZCCCHSbdSoUZQvX55mzZpldigCMBgMxMfH69tubm6UKFGCsmXLWuyayZ809u/fn8OHDzNnzpynEnKenp44OTmxZcsWdu3aReXKlfnuu+8wGAwYDEkFLb169cLPz4/vvvsu3YsOCJGZNE3LAdQmKZmV3G9Ag/84NZ+maUGapl3XNO0XTdNef+L9Q8B7mqZVenSdGsBbwK9PHNdE07TbmqZd0jTtf5qmlUj2Xm3ANnlsSqlQwPd5sT2awlng8QvI/x+fQfyHrl27Urny/xcRTp06NV3jLVq0iCFDhnDt2rV0RiaEeFkVLVoUb29vihcvzunTp+nUqdNTlWIpMX36dH0F3vPnz2Ntbc2RI0fYvXu3uUPOdJIwE0IIkSoJCQnMnDnT5KbYunVrzp8/T/PmzTMxMmE0Gtm8eTPVq1fXGz9D0ipJV69e5YsvvrDIdVesWEHNmjUJCwsDknqk1a9f/5nHappGXFwcQ4YMoU2bNgQH//+MtAIFCrBz506WL1+Os7OzRWIVIoMVA6yBW0/svwU8b5nXCyRNkWwLfALEAn9rmlYx2TEzgR+BC5qmJQCngXlKqR+THeMNdAXeBYYCdYE/NE3L+ej9kiRN0XyQithGA+HJXtefc5x4AVtbWwIDA4GkiuzWrVuneayEhARmzJjB3Llz+fPPP80VohDiJeTk5MQvv/xC7ty58fb2xt3dPdWVYaVKldKrzBISEvSHo2PHjn3pqswkYSaEECJV5s6dy6hRo+jfvz8xMTH6fmnun3mUUmzfvp1atWrRqVMnzp8/z//+9z992qOmaSarGplLXFwcffv2pXfv3vj5+fHtt9+avB8fH8/ixYv1Zcejo6OJjIzEysqKGzdumBxbq1YtQkNDadOmjdnjFCILePIvCO0Z+5IOVOqoUmqtUuqsUuog0Am4BAxMdlhnkqZPfgrUIqmX2TBN03okG2fjoymbvkqpnUBLoBLwoszMc2MDvgYKJnvJAgFpoJRi1qxZemXHpEmT0jWetbU1y5cvp1OnTnTp0sUMEQohXmb16tVjw4YNWFlZ8ddff+kPPFNjxIgR+s+Pe6GdPn2anTt3mi3OrMAmswMQQgiRvbi7u7Np0ya++uorcuXK9eIThMUopfD29mbChAmcPHkSSKpU8PDwwMPDAysryz0XCwkJoUOHDpw4cQJN05gyZQojR440OWbQoEEsXbqUjz76iM8++wx3d3du3TIttClcuDA///wzb7/9tsViFSIT3QUMPF2xVYKnq86eSSll1DTtBJC8wswLmKGU2vBo+5ymaWVJqgD74Tnj3NQ0LSjZOP8COTRNK/xElVkJ4PBzxogD4h5vy5Tp1AsICKBRo0b670IbGxsGDRqUrjGtrKxo0aIFLVq0MEeIQohXQNu2bdm0aRNNmjRJ0+q8zs7OVKtWjXPnzukPQTVN49KlS+YONVNJhZkQQojnUkqxZs0aBg78/8KGfPnyceLECbp37y5/LGUSpRS///47DRo0oHXr1pw8eZK8efMyevRorl27hqenJ4UKFbLY9f/44w9q167NiRMnKFKkCN7e3owdOxZN00x6YQwcOJASJUrg6+tLhw4dTJJl1tbWeHp6cv/+fUmWiZeWUioeOAk82eCxGc9JSj1JS/pFWxO4mWx3HsD4xKEG/uO7vaZpRQH7ZOOcBBKSx6ZpWinANaWxidRbsGCBye/Cnj17ygI5QohM0aFDB331dIDw8PBUnf/NN98ASTMOBg8ezNWrVxk2bJhZY8xs2ss2x1QIkTXIUvMvhwsXLuDi4oLRaGT//v00adIks0N65f3555+MHz+egwcPApA7d24GDBjAiBEjKF68uMWvv2XLFjp37ozRaOT1119n69atODo6cuzYMYYOHcr777/P+PHjAYiJiaFQoUImCxBomkbLli3ZsmULuXPntni8QiRnzqXmU0rTtM7AGuAL4AjQF+gDuCilgjRNWw3cUEqNfnT8ROAoEAAUAL4CPgMaKqWOPzrme5JWsuwH+AGvA8uAlUqpkZqm5QMmAVtJSpCVA6YDDoCzUurho3G+BdqQ1DPtPjAbKArUVkoZUvDZ5F6fCmFhYZQuXdqknUFERAT586d97QR3d3cKFy7MoEGDKFGixItPEEKIZ1i6dKn+/bJKlSopOkcphb29PTdu3MDGxoamTZvi7e1t4UhfzJz3epmSKYQQwoRSSq8cq1KlCiNHjqRAgQI0aPBfC7oJSzt27Bhjxozhjz/+ACBnzpz069eP0aNHU7Lk8/pzm1+TJk2ws7Pj3XffZcmSJXrS69q1a/z9998EBAQwYsQIfv/9d/r27asnyzRN49NPP2XRokUWrX4TIqtRSm18VN01AShF0iqUrZRSQY8OccC0WqwQScmvkiQ11j8NvP04WfbIQGAKsISkKZShwHfA5EfvG4BqQPdH490E9gOdHyfLHvEAEoFNQG5gH+CWkmSZSL2VK1eaJMs8PT3TlSwLDg5m2bJlGAwGOnfuLAkzIUSaJCYmsmbNGu7evYuXlxcrVqxI0XmapuHp6Unv3r1JTExk9+7d+Pj4EBERgcFgoHHjxhaO3PKkwkwIYRHy1Dl72rt3L2PHjmXnzp3yxTuLmTNnDkOHDsXW1pbevXszZswY7Owypt/2v//+a5KUu3PnDhEREdy/f5+6desCSSt09urVC29vbxISErh//75+fO3atfn5558zLF4hniczKsxeZnKvTzmDwYCTk5O+MnDx4sW5efNmuqZjjhgxAi8vL95991327dtnrlCFEK+gK1eucPnyZd57771U/V4yGAwUKFCA6OhoIGkRsPj4eCpVqoSfnx82Nhlfo2XOe730MBNCCAEkJTxGjhzJ8ePHmTJlSmaH88o7c+YMhw4d0rf79++Ph4cHAQEBLFmyJEOSTxEREcyePZtKlSqxatUqff/hw4epUqUKPXv2xGBIKkQ5fvw4Gzdu5NatW3qyrGTJkmzfvp1//vlHkmVCiFfajh079GQZJCW70pMsi4yMZNmyZQB4eHikOz4hxKvNycmJ5s2bp/r3krW1NUOHDtW34+Pj9eb/69evN3eYGU4qzIQQFiFPnbMHozFpFtDj1RRPnDjB6tWrmTp16uMnMyITbNiwgU8++YSqVavi4+OT4Q2hQ0JCWLBgAcuWLSMiIunB3Pvvv4+3tzeapvHgwQOcnJyoXLkyvXv3Zs+ePWzZskU/P3fu3CxcuJBevXplaNxCvIhUmJmX3OtT7q233uLvv//Wt4OCgnBwcEjzeIsXL+bLL7+kYsWKXLhwwaKrIgshXi0JCQnY2NikeHGv6OhoihQpQlxc0iLKjRs35s8//6R8+fL4+/tja2tryXCfIhVmQggh0u3s2bM0bNiQ77//Xt9Xt25dFi5cKMmyTJCQkKD/3KJFC4oUKUKNGjWIjIzMsBjOnDnDZ599hpOTE7NnzyYiIoLKlSvTsWNHnJyc9C9O165dw97enmPHjtGnTx89WVawYEEWLFhAdHS0JMuEEOKRM2fOmCTLChQokK5kmdFoZP78+QAMGjRIkmVCCLOZPHkydnZ2/PXXXyk+J0+ePIwcOVLfPnHiBMWKFSMwMJDVq1dbIswMI79dhRDiFfX7779z9OhRpkyZQmJiYmaH88q6fPky3bt355133uFx1XehQoUIDAxk/fr1GZq89PT0ZO3atSQmJtKkSRN++eUX1q1bx5YtW/j222/Ztm0btWvXplatWpw7d04/r0GDBuzZs4cHDx4wcODADItXCCGyg8fJrcemTZuWrvF+/fVXAgICKFSoED169EjXWEIIkVxISAi3b99OceP/x/r376/PiIiOjqZhw4YATJkyxWS19OxGpmQKISxCpmlkTVFRUeTNmxdIqmgaM2YMgwcPpkyZMpkc2avn2rVrTJkyhR9++MGkD9jjJvqWFh8fz48//kjjxo0pV64ckNSbbP78+XTq1IkOHTrox/bs2ZMDBw5w9epVkzHy5cvH999/b3KsEFmZTMk0L7nXv9itW7ews7PTH0zZ2NgQGxubrqn2TZs2Zd++fQwfPpxZs2aZK1QhhODYsWO8+eab5MqVi5s3b6ZqZfOuXbvqfcusra2xtbUlNjaWb7/9li+++MJSIT9FpmQKIYRIlRs3btCuXTs++OADvYrJ1tYWLy8vSZZlsJCQEL744gsqVqzIypUrMRgMtGrVin/++SdDkmVhYWHMnDkTR0dH3NzcmDdvnv5e2bJluXz5Mn369CEsLIzAwEDq1avHqlWrTJJlNjY2DB8+nIiICEmWCSHEf/juu+9Mqrh79eqVrmSZj48P+/btw9rami+//NIcIQohhK5evXq4uLgQGxvLjz/+mKpzBw8erP9sMBhISEigRIkS5MmTx9xhZhhJmAkhxCsgPj6ePXv2cPDgQU6fPp3Z4bySbt68ycCBA6lQoYL+B1SzZs04fPgwu3btonbt2ha9flBQEB4eHtjb2zNq1ChCQ0MpVaoUTk5O+jElS5YkNjaW+Ph43nrrLSpUqMCJEyf0921sbBg2bBjx8fHMmjUrxc1ghRDiVRQXF/fUdEwvL690jfl4vA4dOqSrD5oQQjyLpmn07t0bgOXLl6fq3Lp165r8XipbtixXrlyhe/fuZo0xI0nCTAghXlK3bt3Sf3Z0dGTFihWcPn2aWrVqZWJUr57bt28zdOhQnJycWLRoEfHx8frqQb/99hv169e3eAz9+/enfPnyzJs3j8jISFxdXfn+++/x9vbm+vXretWhlZUVpUuXJioqCj8/P/18W1tbJkyYQHx8PF5eXpIoE0KIFIiPj+e9997Tt9955x3y58+f5vFu377NunXrANNKDiGEMKdu3bpha2vLqVOnUv2gferUqfrPV65c4eTJk+YOL0NJwkwIIV4y8fHxDBgwAEdHRy5fvqzv/+STT3B1dc3EyF4t9+/fZ/To0Tg5OTFnzhxiY2Np0KAB+/btY//+/bz99tsWu7bRaCR5j9L8+fNjMBho2rQpu3fvxsfHh44dO9K4cWO8vLzYvHkzc+bMoWjRouzdu1c/z8HBAW9vb+Li4vD09JREmRBCpEL+/Plp27YtkLQyZmqbaD9p6dKlxMXF8cYbb2TIwxYhxKupWLFitGvXDiDVv7c+/fRTvV8yJK26aTAY2LhxI2vXrjVrnBlBEmZCCPGSsbW1JSAggJiYGHbu3JnZ4byy7t69y6xZs4iKiqJu3bp4e3tz6NAh3n33XYslnuLi4li5ciXVqlVj//79+v4hQ4Zw+vRptm/fzvvvv4+maeTNm5eePXuSJ08eunTpwtChQ3nw4AEA9vb2HD16lKCgIFq0aCGJMiGESAOlFHPnzgVgxIgRODo6pms8JycnKlWqJNVlQgiL69WrFwDr1q0jJiYmxedZW1ubrJju6+tLgwYN6NKlC0OGDCEyMtLssVqSrJIphLAIWTkrY125cgU7Ozty5MgBQGBgIMHBwbzzzjuZHNmrIyIign379ulP5ACmTZtG9erVadOmjUWTTvfu3WPp0qUsXLhQn4rbvn17tm7dCiRVnE2dOpV58+Zx+PBh7OzsGDJkCKtWrTJpRl21alUWLVok/27ES0tWyTQvudc/35QpU1i2bBnXr18nR44c3Lhxg2LFiqV73McVxOlZOEAIIV7EaDTi5OREUFAQa9eupWvXrik+NyIigsKFC2M0GvV9Dg4OBAcHM2PGDEaOHGmJkE2ub657vSTMhBAWIV+iM87ChQsZPnw4EydOZPTo0Zkdzivp3r17VK5cmfv37+Pn54ezs3OGXPfKlSvMnTuXlStXEh0dDYCdnR2DBw+md+/ej78sAPDhhx+yY8cO7OzsiImJ4d69e/p7RYsWZevWrTRu3DhD4hYis0jCzLzkXv9sQUFBlCtXTt92cnIiMDAw8wISQog08PT0ZNKkSTRp0sRk5kJKPP7eCTBy5EiqVq1Kjx49KFKkCFevXrXoPcOc93qZkimEENlc4cKFiYuL4+jRo8hDkIxjMBj0n4sWLUqjRo2oVKmSSSLKkpRSfPDBByxatIjo6Ghq1qzJ2rVruXLlCoMHD2bHjh162fuKFSv4/fffAbh+/Tr37t2jaNGiNGvWjMDAQO7evSvJMiGEMJOcOXOarEA8YMCAdI13/Phxli9fnqppUUIIkV6ff/45mqZx4MABk77IKTFv3jx9dsWqVasICwvTHy4vWLDAEuFahCTMhBAim7lz5w7+/v76dteuXdm9ezc///yz9JrKALGxsSxcuJDy5csTHBys71++fDm+vr689dZbFrmu0Whk586d+h9MmqYxePBgWrRowd69ezl16hRdu3bF1taWdu3a0b17d95//31sbW3p3bu3yXkDBw7k33//5bfffjP5o04IIUT6lSxZkvv37wNJ/XwGDRqUrvGmTZtGnz59GDt2rDnCE0KIFHFwcKB58+YArFy5MlXnOjo60qpVKyBphd+xY8cyatQoAL755hvCwsLMG6yFSMJMCCGykYMHD1KlShU6d+5MQkICkJQAedzIXVhOfHw8S5cupWLFinz11VcEBQWxaNEi/f2iRYtiY2Nj9uvGxMSwbNkynJ2dadu2LWvWrNHf6927N97e3rz33nv6f/+4uDiCgoIAOHz4sEmPsmbNmpGYmMiCBQssEqsQQgg4cuSI/sfgp59+mq5+Y0opmjRpQrly5ejbt6+5QhRCiBTp1asXrq6uVKpUKdXnjhgxQv+5VKlS/PTTT7i4uBAWFsacOXPMGabFSMJMCCGyEWdnZzRNw8rKin///Tezw3klJCQksGLFCipVqkT//v25fv06dnZ2LF26lKlTp1rsunfv3mXy5MmULVuWfv36cenSJQoWLEhcXJx+jKZp7N+/n+bNm/PDDz9Qt25dcuXKhY+Pj36MlZUVPXr0wGAw8Ntvv2FlJbd+IYSwBKPRSPfu3WnatKm+b8mSJekaU9M0PDw8CAwMpEqVKukNUQghUqVDhw74+Pjg5uaW6nMbNWpE8eLFAQgICGDHjh189tln1KtXL9u0ApGm/0IIi5BGwOYRHR3N3r17adu2rb7P19eXKlWqSIWQhRkMBtavX4+np6ferLlkyZKMGTOGPn36kCtXLotc12g0MnDgQFauXElsbCwAZcuWxcPDg549e5I/f36T43v16vXMMvlcuXIxefJkhg8fbpE4hciOpOm/ecm93tTu3btp2bKlvl27dm3++eefTIxICCEy1+zZs/XvolOnTsXDw4PcuXNbdGaMNP0XQohXQHh4OK6urnz00UccP35c3+/q6irJMgsyGo1s3LgRV1dXunfvTmBgIMWLF+ebb74hMDCQgQMHWixZBkkVYUFBQcTGxlK7dm02bNjA5cuXGTRoEIGBgfTu3ZtTp05x4sQJ6tev/1SyrHz58uzZs4eYmBhJlgkhRAaaP3++yfaPP/6YrvE2bNjA+vXr9RYMQgiRWSIjI1m1alWqZ7gMHDiQnDlzArB48WKmT5+erdrISMJMCCGyqIIFC9KwYUPs7Oz01Q6F5Sil2LZtGzVq1KBLly5cuHCBIkWK8PXXX3PlyhWGDBlCnjx5zHpNg8HA1q1badSoESEhIfr+KVOmsH//fk6cOEHnzp31BOnMmTNZsWIFb7zxBvXq1ePo0aNAUpLt/fffJzw8nMuXL+sNWoUQQmSMC//H3p3HRVX9jx9/HXbZUcR9z11zTy23StSPuWTmkuWuaeZu5ZILpqVWv6LST+7mmpofU9M0KzMVc8nS0twKUUElEQUUAYHz+2OG+Q6IyjADw/J+Ph7zyHvvuee+z4Vmhvc9y5kz7Nq1y7TdokULqlatmu36kpOTmTRpEi+//DLr1q2zRYhCCJFt3bp1Y9CgQaxcudKi81xdXenduzcAV69e5b333iMyMpKYmBhmzpzJzJkzcyJcm5GEmRD5gFJqhFLqglIqQSl1TCnV8iFlByildCYvt6zWqZQqqpT6TCl1VikVr5S6pJT6VCnlk5PtLOxSUlJYtGgRsbH/13P4008/5a+//uKZZ56xY2SFg9aamTNncvLkSXx8fHjnnXe4cOECkyZNwtPT06bXunPnDgsWLKB69eq8+OKLHDhwIN0S2w0aNKBq1aoEBQVx/fp14uPjGTt2LJs2bQIwTeTv7e3NxIkTuXv3Lrt27ZIhUUIIYSfm7+Fgfe+yLVu2cPHiRfz9/enZs6dVdQkhhLVeeuklHnvsMdOcZJaYN2+e6d9aa9q3b09ISAhBQUHMnTuXq1ev2jJUm5IxPULkcUqpXkAwMAIIAYYBO5VStbTWlx5wWixQ3XyH1jrBgjpLG19vAH8BFYCFxn0v2q51wlyfPn3YuHEjp0+fJjg4GAA/Pz87R1Vwaa3ZvXs3LVq0wMPDAwcHB9577z0OHTrE+PHjc+TeR0ZGsmDBAhYsWEB0dDQARYsWZcSIEbz++uvpynbv3p3Dhw+zYcMGoqKiuHHjhumYi4sL8+bNY8yYMfmqW7sQQhREN2/eZMWKFabt1q1bU7ZsWavqTPseMHz4cIoUKWJVXUIIYa1+/foxcODAbH3vLFGiBE2bNuXw4cMAnDhxgtTUVJo3b84vv/zCnDlz7nvokFdIDzMh8r7xwDKt9VKt9Wmt9VjgMvDaQ87RWutr5i9L6tRan9Rad9daf6O1/kdrvQd4G+islJJEew4ZMmQIPj4+1KxZ096hFAp9+/alQ4cO6VYwe+6555g1a1aOJMsSExOpU6cOs2bNIjo6msqVKzN//nwuXbrExIkT2bFjB8nJyWiteeONNzh27BgAZ8+e5caNG3h6etK6dWuOHDlCYmIiY8eOlWSZEELkAUuWLDEt0gLw2msP+4r2aEePHiUkJARnZ2dGjBhhbXhCCGE1Jycnq753fvjhh+m2r127xqxZswBYtGgR4eHhVsWXUyRhJkQeppRyARoBuzMc2g08+ZBTPZVSF5VS4Uqp7UqpBjao0weI1VonZ7kB4tmxKHMAACAASURBVIG01mzatCndfCeBgYFcvHiRYcOG2TGygs18ZejAwEDc3NzS/ZFj62sdPXrUdE1XV1defvllmjZtyqZNmzh37hyvv/467u7uNGjQgCFDhlC9enUcHBz4f//v/5mGXTo4OJiSbHv37qVJkyY5Eq8QQgjLJScn39cz4sUXreuMn9a7rHfv3pQqVcqquoQQwpYSEhL48ssviYmJsei8Fi1a0LhxY9P2ihUreOaZZ2jVqhVJSUn3JdTyCkmYCZG3+QOOQGSG/ZFAyQeccwYYAHQBXgISgBClVNrMsxbXqZQqBkwDFj0oUKWUq1LKO+0FeD2orICVK1fSo0cPXn311XQT+huXQBY2dujQIQIDA1myZIlp38svv0xoaCjTpk2z6bWSk5PZuHGjaWL+kJAQ07H333+f/fv34+/vj6OjIwBfffWVacL/0NBQU1kHBwcGDhxIcnIyU6dOxdnZ2aZxCiGEsN7WrVuJiIgwbbdp08b0/p4dERERbNy4EYCxY8daHZ8QQthSYGAgffr0ydY8jaNHjzb9++DBg5w9e5ZJkyYBsHbt2jy5IrAkzITIH3SGbZXJPkNBrQ9prddorU9orfcDPYFzwKjs1GlMfu3AMJfZw5YxmQzEmL3yZr/aPKJnz57UqFGDgQMHmlZAFLb366+/8txzz9G8eXN++OEH5s2bR2pqKmDoWm7LJ/e3b9/m008/pWrVqvTq1YujR4/i5ubGqVOnTGW01tSoUYM2bdrQo0cPXF1d6dWrF4mJiaYyXl5eLFmyhJSUFJYvXy7DLoUQIg9L6w2WZsOGDVbVt2DBApKTk2nVqhUNGza0qi4hhLC1F154AYClS5dafG6PHj3SdQ7o2bMnLVu2JCAggKioKL7//nubxWkrkjATIm+LAlK4v+dXAPf3EMuU1joVOAqk9TDLcp1KKS9gF3Ab6Ka1fljafw6GYZtpL+tmuy1gQkJCTE9QANzd3Tlx4gQzZ87Ezc3tIWeK7Dhx4gTPP/88TZo04dtvv8XR0ZFBgwbx448/4uBg24+++Ph4pkyZQrly5RgzZgxhYWH4+/szY8YMLl68SIcOHUxl4+LiTJP3b9q0iaSkJNOx2rVrc/nyZWJjYxkyZIhNYxRCCGF7v//+OwcOHDBtlytXjoCAgGzXFx8fz6JFhs780rtMCJEX9e3bF2dnZ44dO8bx48ctOtfNzY3OnTubtv/880++/PJLhg8fzrBhw6hQoYKtw7WaJMyEyMO01knAMSAww6FA4GBW6lCG7in1gauW1GnsWbYbSAK6mK+y+YBYE7XWsWkvIC4r8RUGV65c4emnn2bevHns2LHDtN/FxcWOURVMp06dokePHtSvX5+tW7fi4OBA3759OXPmDMuWLaNixYo2v6arqyvr16/n1q1bVK1alc8//5yLFy8yatQonnvuOapXr86GDRto1KgRAQEB6eZ88PPzY+rUqaSmpnLy5EmrV1UTQgiRezLOXbZq1Sqr6lu9ejXR0dFUqlSJLl26WFWXEELkBH9/f55//nkAli1bZvH5s2fPTrd9/vx5Zs6cycKFC6ldu7ZNYrQlZT4BshAi71FK9QJWA8OBX4BXgaFAba31RaXUKiBCaz3ZWH4GcAg4D3gDo4G+wFNa6yNZrNML+B5wB7oBd8xCuq61TslC3N5ATExMDN7e3lbehfxv4sSJREdHM3fuXIoVK2bvcAqcc+fOMXPmTL788ku01iil6NmzJzNmzLDpqqNaa3766SeWLVvG8uXLcXV1BeDrr79GKUXbtm3x9PQE4M6dO/j7+9+3qICjoyO1a9dm06ZNVK1a9b5rCCFyTmxsbNpwEB/jwx1hhcL+WR8YGMgPP/wAQJEiRYiPj892XampqdSuXZszZ87w8ccfSw8zIUSetXv3btq3b4+vry9XrlyhSJEiFp1fq1YtTp8+DUDFihUJDQ216RQktvyslx5mQuRxWusNwFhgOnAcaAV01FpfNBYpD5hPxOQLLAZOY+ghVgZolZYsy2KdjYCmQF3gbwy909Je5WzfyoLl7NmzdO3alStXrpj2zZ07lyVLlkiyzMZCQ0MZMGAANWvWZN26dWiteeGFFzhx4gTr16+3WbLs3r17rFu3jkaNGvHss8+ybt26dJOdNmnShBUrVlC/fn1OnTrF888/j7e3d7pkWUBAAEFBQdy9e5cTJ05IskwIIfK5//3vf6ZpFd555x2r6tq9ezdnzpzBy8uLQYMG2SI8IYTIEW3btqV8+fLcunWLr7/+2uLz58yZY/p3WFgY+/btQ2vNwYMH+eyzz2wZqtVkpmkh8gGt9X+B/z7gWJsM2+OAcVbWuRfDIgAiG4YMGcKBAwfw9vZm9erVADJxew5ZsWIFK1euBKBz587MnDmTBg0a2Kz+uLg4lixZQnBwsGklyyJFijBo0CBatmxpKhcZGcn27dtJTU2lTp06pv1KKfz8/Pj888/p2bOnzeISQghhf1988QUJCQnUrFmTCRMmWFVXWFgY7u7uDB48uFD21hNC5B8ODg4MGjSIoKAgli1bRp8+fSw6v0uXLnh6enL79m0APv74Y7y9vXnqqadwcHCgR48elCyZcbpt+5AeZkIIYQPmw9s//fRTOnXqZPXTZnG/iIgI/vrrL9P2hAkT6N69O4cPH2bbtm02TZZdv36dcuXKMWHCBC5fvkxAQACzZs3i0KFDJCcnM2HCBEaPHo2bmxuNGzc2rb4J0LFjR6ZMmcLt27e5ceOGJMuEEKIACQsLY/78+cybNw+AkSNHWv1gbPjw4YSHhzNlyhRbhCiEEDlq4MCBKKXYs2cP//zzj0XnKqUYNWqUaXvr1q3s3buXZs2akZqayvr1620dbrbJHGZCiBxRWOY1uXbtGuPHj6d169YMGzbM3uEUaJs3b6ZPnz40atSIAwcO5EivvStXrlC6dGnTdrt27bh8+TITJkzglVdewc3Nja+++uqBCbBq1aqxePFiWrdubfPYhBDWkznMbKuwfNZn1LlzZ7Zv3w4Y/vCLiYnBy8vLzlEJIUTu6tChA9999x1vv/32fZP5P0pcXBw+Pj5orXF0dGTt2rVERUUxcuRIGjVqxK+//prtuGQOMyGEyCM2bdrEl19+ydtvv82dO3cefYKwiPlDnebNm6OUwtHRMd1Kk7a4xu7du2nXrh2VK1fm6tWrpmPBwcH07t2b0NBQhg0bhrOz833JMgcHB9q3b8+dO3c4e/asJMuEEKIA01qn601RoUIFq5Jl0dHR/PLLL7YITQghctXgwYMBwxQpycnJFp3r5eXFK6+8AkBKSgphYWF069YNJycnjh07xpkzZ2web3ZIwkwIISyUkvJ/i4QOHz6cAQMGsGvXLjw8POwYVcESHR3N22+/Te/evU37SpUqxZ9//snPP/+Mr6+v1ddISkpi1apV1KtXj/bt2/P9999z79499u7dayqzceNGgoKCmDNnDqtWrUr3ZaBEiRJs3bqVlJQUdu3ahbu7u9UxCSGEyNuUUvznP/8xba9YscKq+hYuXMiTTz7JkCFDrA1NCCFyVZcuXfD39+fKlSt89913Fp8/efJk078nTZrEgQMHaN++PQBr1661WZzWkISZEEJk0e3bt3njjTdo27atab4qJycnVqxYQePGje0cXcEQExNDUFAQlSpV4r333mPjxo389ttvpuOPPfaY1UMx4+LieP/996lUqRL9+/fnzz//xMPDgxEjRjB79mxiYmJ48803KVGiBDNnzkx3rq+vLwMGDCApKYlr167RpUsXq2IRQgiR/3z++ecAeHh40KZNG6vqiouLw8XFxep6hBAit7m6utK3b1/AsAiKpWrWrEnTpk1N21u3bjU9kFi7di15YfowWSVTCCGyKDo6moULF3Lnzh327NlD27Zt7R1SgREXF8enn37Khx9+yK1btwB4/PHHeeedd2w6kT9AYmIiM2bMICEhgVKlSjF69GiGDh1Kr169+O9/71841s3NjcDAQJYuXUpAQIBNYxFCCJF/nDlzhiVLlnD37l0AxowZY3Wdc+bMYezYsfj5+VldlxBC5Lbhw4dTrVo1XnrppWyd//rrr3P48GEA1q1bR5kyZfD09CQ5OZnw8HDKlStny3AtJpP+CyFyREGZCPjOnTvphlp+8cUXBAQE0LFjRztGVXDcuXOH//73v8ybN48bN24AUKtWLWbOnMkLL7yAg4P1HaF/++03tm/fzvTp0037hg0bxokTJ2jXrh1KKebNm0diYqLpuFKKpk2bMn369HRDb4QQ+ZtM+m9bBeWzPquaNGlimohaKcXdu3dxdXW1c1RCCJF/JSUl4eXlRVJSEk5OTsycOZPu3btTtWrVbP8dYMvPeulhJoQQmUhNTSU4OJh3332XkJAQatSoAcCAAQPsG1gBcffuXRYtWsTcuXOJjIwEoGrVqgQFBdGrVy8cHR2tql9rza5du/jwww/Zs2cPYFjxslmzZqxZs4Z169Zx+/Zt0xOtNJ6envTo0YOFCxfi4uJiVQxCCCEKjqioqHSrtj355JNWJctOnz5NUlIS9erVs0V4QgiRJ2itLZo+xcXFhW7durFhwwa01tSrV49SpUrZ5KG5LeSNKIQQIo9RSrFnzx6io6NZvHixvcMpMBITE1mwYAGPPfYY48aNIzIyksqVK/PFF1/w119/0adPH6uSZYmJiSxfvpw6derQsWNH9uzZg1IKpRTdu3fHwcGBvn37cvv2bdM5aT3JwsLCiIuLY/ny5ZIsE0IIkc7KlSvTbS9btsyq+qZPn079+vX54IMPrKpHCCHygpUrV9K4cWMOHDhg8blz5swBDAurderUyfR+m5yczPXr120ap6Wkh5kQQhjdunULNzc33NzcUEoxf/58unXrxsCBA+0dWoFx8uRJRo4cCUC5cuWYNm0aAwYMwNnZ2eq6T58+TZs2bfj3338BcHd3x8fHh6tXrwJw5cqVdOXr1avHypUr5em+EEKIh9JaM3/+fNN269atqV69erbrCwsLY/PmzQAy7F8IUSDs37+fY8eOsXz5clq2bGnRuZUqVaJq1aqcP38egA8++ABnZ2emT5/O008/zYYNG3Ii5CyRHmZCCIFhVZYaNWowb948076KFSsyePDgPNMlOD9KTk5ON+yxUaNGDBs2jAULFnD+/HmGDh1qVbIsbeJlMAynTEuWubi4EB8fb0qWpfH19WXu3LmkpqZy/PhxSZYJIXKFUmqEUuqCUipBKXVMKfXAvyaUUgOUUjqTl5tZGSel1GxjnXeVUqFKqelKKQfjcWel1Dyl1J9KqTtKqStKqVVKqdIZrhWWyXXm5tydyJ+++eYbwsLCTNtvvPGGVfXNnz+f1NRUAgMDqVOnjpXRCSGE/b3++ut89NFH2e41a74y/eXLl1m7di3Xr19n27ZtxMbab8pR+StQCCEwDOWLjIxk8+bNJCcn2zucAiEqKopatWrRqlUrwsPDTfsXLlzIiBEjrJr75aeffqJZs2aUK1eOxMRENmzYQM+ePU3Hk5KSTP8uUqQIQ4YMITExkZs3bzJx4kSL5lYQQghrKKV6AcHAu0ADYD+wUylV/iGnxQKlzF9a6wSz4xOB4cBIoCbwFvAmMMp43B1oCMwy/vcFoBqwLZNrTc9wrdkWN7KAGzVqlOnfnp6eVvUKi4uLY8mSJQCMHTvW6tiEECIvaNCgAePGjcPf3z9b5/fs2TPdQmthYWHUqFGDhIQEU49ce5CEmRCiUEpMTCQ0NNS03aNHD1atWsWRI0dwcpLR6rZQrFgxSpcujZeXF6dPn7a6vtTUVL755htatWrFM888w+HDh7lx4wYeHh707t2bQ4cOmcr6+fkxZswYYmJiiI+PZ8mSJTIvmRDCXsYDy7TWS7XWp7XWY4HLwGsPOUdrra+ZvzIcbw5s1Vrv0FqHaa03AbuBxsaTY7TWgVrrjVrrs1rrQxiSaY0ySdTFZbjWbYTJpUuXuHTpkmm7Q4cOVs21+cUXXxAbG0v16tXp0KGDLUIUQoh8z9HRkVdffdW0HRERQadOnQBYs2aNvcKShJkQovA5deoU9erVo1OnTqaeSEop+vbtK8vDZ5PWmi1bttCiRQuioqIAwz1dsWIFFy5cIDAwMNt1L1q0iNKlS+Pj40OXLl3Yv39/uuMpKSkAlC5dmqFDhxITE0N0dDTBwcF4e3tnv1FCCGElpZQL0AhDMsvcbuDJh5zqqZS6qJQKV0ptV0o1yHD8APCsUqqa8Tr1gBbAtw+p0wfQwK0M+ycqpW4opY4rpd42xiyM1q5dm277448/znZdKSkpfPLJJwCMGTNGpnwQQhQ469ato2XLlhw/ftzicydNmmTquKC1Jj4+HoA9e/YQERFh0zizSt6lhRCFTunSpbl58ybR0dGcO3fO3uHka1prduzYQePGjenWrRshISEEBwebjleqVAkvL68s1ZWUlMQvv/xCUFAQW7duBeD8+fPMmTOHq1evplvZMo2zszMvvPACV65cISIigsWLF0uSTAiRl/gDjkBkhv2RQMkHnHMGGAB0AV4CEoAQpVRVszLzgC+BM0qpe8DvQLDW+svMKjTOfzYXWKe1Np8M5hOgN/A0MB8YC/z3QY1RSrkqpbzTXkDW3uDzqdTU1HQJsooVK1K2bNls17djxw7++ecf/Pz86Nevny1CFEKIPGXLli0cOHAgWysJBwQE8Pzzz5u216xZQ8OGDdFas379eluGmWUy7kgIUeClpqZy8OBBWrRoARiG623bto3q1avj6+tr5+jyJ60133//PdOnTzdN6u/p6cmYMWMYP358luq4c+cOhw4dYv/+/ezbt49Dhw6ZJvH38PAgISHB1HssjZOTE40bN6Zhw4ZMnjzZqj9chBAiF+kM2yqTfYaChuGTpjHmSqkQ4DcMQypHG3f3Al4B+gCngPpAsFLqitZ6ZboLKeUMrMfwoHxEhmuZd5f6Qyl1E9iklJqotb6RSXiTgRkPaWeBsnPnTq5fv27anjvXuvUQ0pJvr776arq5eoQQoqAYPHgwX331FWvWrOH999+nSJEiFp0/evRoNm3aBEBsbCw3bhg+itasWcOECRNsHu+jKK0z/awWQgirGJ88x8TExNi1x09iYiKBgYHs37+fkJAQnnzyYSNgRFbs3buXadOmceDAAcAwqf7IkSN56623HjrR571790wrYiYmJuLr60tCQsIDy5vz9vZmwIABvPPOO/j4+FjfCCFEoRQbG5v2HuKToadVjjAOb4wHemitvzbb/wlQX2vdOov1LAHKaq3/Y9y+DMzVWi8wKzMVeEVrXcNsnzOwEagMPPOAJJj5dcoA4UAzrfXhTI67AuZzF3gB4fb+rM8pJUuWJDLS0DnQxcWFhISEbC8ac/z4cRo0aICjoyNhYWHywEcIUSClpKRQuXJlLl26xNq1a+nTp49F52ut8fHxIS4uDgA3Nzdee+01+vXrR/369bNUhy0/62VIphCiQHN1daVq1ap4eHhw4cIFe4eTr4WEhPDss8/y9NNPc+DAAVxdXRk7diyhoaG8//779yXLrl69ysaNGxk1ahT16tUz9fADwyphj0qWFSlShJ49e3L9+nViYmL45JNPJFkmhMhXtNZJwDEg40SOgcDBrNShDBma+sBVs93uQGqGoimYfbc3S5ZVBdo+KllmlDZX2tXMDmqtE7XWsWkvIC4rbciPzp07Z0qWAfTr18+qFZbT5i7r0aOHJMuEEAWWo6MjAwcOBMjWsEylFMOHDzdtJyQkWJQsszXpYSaEyBH27GG2c+dOmjdvbhpuGR0dze3btylfPuPCYCIrjhw5wvTp0/nuu+8Aw7xhQ4cOZcqUKZQpUyZd2c2bN7Njxw727dvH33//fV9da9asYfXq1Rw8eND05Micj48P/fr14/3338fNzS1nGiSEKLRyu4cZgFKqF7AaGA78ArwKDAVqa60vKqVWARFa68nG8jMwDMk8D3hjGIbZF3hKa33EWOYLoC0wDMOQzAbAYmC51nqiUsoJ+B/QEOhE+jnUorXWSUqp5kAz4CcgBmgCfAz8qrXumsW25Yne5DkhJSWFQYMGsWrVKpRSXL9+nWLFimWrrmvXrlGhQgWSkpI4dOgQTZs2tXG0QgiRd1y8eJFKlSqhtebvv/+mSpUqFp0fExODn58fabmqwYMHs3Tp0iyfLz3MhBDiASZOnEjHjh2ZMmWKaV/RokUlWZZNKSkp9O7dm++++w4nJyeGDh3K33//zWeffUZ0dDSLFy/G/MHLhg0bWL58OX///TdKKerWrUvFihVNx1955RW+++47U7LMycmJ+vXr8/XXX5OSksKtW7f49NNPJVkmhCgwtNYbMEymPx04DrQCOmqtLxqLlAdKmZ3iiyH5dRrDapplgFZpyTKjUcAmDBP0nwY+BBYB04zHy2JYNKCs8ZpXzV5pcxMkYpgLbS/wF/AOsATDQgOFnqOjo2kezUGDBmU7WQaGyf6TkpJo3ry5JMuEEAVehQoVCAw0dKxesWKFxef7+PjQrFkz0/aqVatYu3Yt/fr1IyQkxGZxZoX0MBNC5Ah7PXXeu3cvgYGBjBs3jnnz5lk1fKKwOnXqFNWqVTPNN7Zq1Sp++OEHnn/+eUJDQ9m3bx8HDhzg5s2bAJw+fZoaNQxT5owePZrly5fj6elJjRo1+Pnnn++rv3jx4jz77LOMGzeOJ554IvcaJoQo9OzRw6wgK8g9zKKjoyldujSJiYkcOXKEJk2aWFXf8ePHSUxMlISZEKJQ+Oqrr+jZsyelS5fm4sWLODlZtt5kSEiIaToXFxcX/Pz8iIyMZOjQoSxevPih59rys14SZkKIHJFbX6KPHTtGdHS06SkGwOXLlylXrlyOXbMgGzVqFPPnz2fJkiUMGTIEgMWLFzNu3Dji4+PTlXVzc6NcuXL06NGDzZs3c/78+ftWtQTDU3o/Pz+effZZPvvsM4oXL54rbRFCiIwkYWZbBTVhVrlyZdO8p9WqVePMmTPyAE4IISyQmJhImTJluHHjBtu3b+e5556zuI5ixYoRHR0NgLu7O/Hx8fj6+nLt2jVcXV0feJ4MyRRCCAxzlT3xxBP079+fmJgY035JllkuJiaGb7/9lr/++gsw3Ns0ZcqUIT4+Hm9vb7p06cLkyZNp2bIliYmJnD9/nvfee48zZ86kS5YVKVKEWbNmceTIEZKSkrh+/Trr16+XZJkQQog87Z9//km3SNCzzz6b7WSZ1prr16/bKjQhhMg3XF1d6devH4BF84+ZGz16tOnfkyZNonTp0ty6dYtvv/3WJjFmhSTMhBD51tNPP02VKlV4+umnSU5Otnc4+UpsbCwLFiygVq1aVKpUCT8/P5577jn27NkDYBpiCYbkl4ODA/Hx8Xz77bfMmTOH/fv3k7GHsoeHB926dSMiIoL4+HimTp1KkyZNcHCQjxohhBD5Q3h4eLrtd999N9t17dmzh7Jly6b7o08IIQqLwYMHA7B9+3auXbtm8fkTJkww9SSbO3cupUoZpvtcu3at7YJ8BPkrRgiRb1y4cIF3333XlKhxc3Pj6NGjrF271qrJeAs6rTUXLlzg3LlzgGHI6uDBgxk5ciSnT58mLCwMrTVVq1alVatWPPbYY1y7do0JEyZQq1Yt2rVrR2pqKsnJyekSk46OjtSoUYOVK1eSkpLC7du32bx5M6VLl7ZXU4UQQgirzJ8/3/Tv+vXr4+fnl+26du7cSVJSEqmpqbYITQgh8pXatWvTtGlTkpOTWbVqlcXne3p60qdPHwDi4+M5deoUAN988w23bt2yaawPYtnMa0IIYSexsbE0aNCAmJgYatWqRbdu3QDSxqcLo9TUVKKjozl06BA///wzhw8f5uTJk9y8eZMaNWrw+OOPs2XLFpKSkgDw8vJi/PjxtGvXjs2bN7Nw4ULu3LnD33//fV/dzs7OVK9enYEDBzJs2DA8PDxyu3lCCCFEjrlw4QL/+9//TNtBQUFW1ffhhx/SvXt3eZAkhCi0hgwZwqlTp0hISMjW+SNGjDCttFmqVCkiIiJISkpi06ZNpvmWc5JM+i+EyBE5MRHw1KlTCQkJYeHChVSvXt0mdeZlWmvu3LlDVFQUUVFRXL9+nbZt25pWr/ziiy/45ptv6N69O3369CE1NZXAwEDTsMqHKVeuHBEREaSmpuLl5UVcXNx9ZVxcXKhVqxadO3dmyJAhlC9f3uZtFEKI3CST/ttWQZv0v2zZskRERACGng2xsbEy2b8QQljh7t27pKSk4Onpma3ztdYEBAQQFRWFg4MDqampVKhQgffee8/U+ywjW37WSw8zIUSeFB0dzbRp05g0aZJpEv8ZM2bg5OSUb7+8aq1Nsd+8eZPvv//elAxLS4hl3E5MTExXx+XLl/H39+fIkSMsXbqUkJAQKlWqRJ8+fXBwcODff/81lXVzc6NYsWI4OzsTFhZmurbWmsuXL5vKpSXL3NzcqFKlCgEBAcyZM4emTZvm9C0RQggh8oTff//dlCwD6NGjR7a/b9y+fZvk5GR8fX1tFZ4QQuRLRYoUsep8pRRDhw5lzpw5pKamsm/fPlq0aJFrfw9KwkwIkScNHDiQbdu2ce3aNdPwiLSeVXlBamoqt27dyjTJFRUVxaxZs0wfEG+99RaLFi1i0qRJTJ48GYBLly7Rq1evLF3LxcUFb29vHBwc6NatG3/88YdpSKWjoyOdO3c2lW3YsCERERE89thjhIeHp/vyn7FHsVKKChUq0L17dyZPnizzwAkhhCi00ob8pJkzZ0626/r888+ZOXMmQUFBvPHGG9aGJoQQ+Z7WmiNHjlCzZk2LeyRPnDiRuXPnorXm+eefZ+zYsUybNi2HIk1PEmZCiDxp9uzZXLp0iXHjxuXaNSMjI7l8+TIlSpQw9WoLDQ1l3rx59yXEbty48dBJfEeNGkWFChVM27GxsURFRZm2S5YsScuWLfH396d48eL4+/ubXs7OzlSpUsW0n2jbnwAAIABJREFUv3///mzevBnA1IOsZMmSlCpVCqUUUVFRvPbaa4SEhHDy5Em01hw9evS+mJRSFC1alHbt2jFr1iyqVKlik/smhBBC5GeJiYmsWbPGtN25c2dKlCiRrbqSk5P57LPPuHPnjjyIEkIIo549e7Jp0yYWLlzIsGHDLDrXx8eHJk2acOTIEaKjo/noo48YPXo0+/fvp1OnTjkUsYEkzIQQdnf37l3mzJlDmTJlTG+gdevW5bfffstWd9ukpCRu3Ljx0KGOaf/ev3+/aUz9lClTWL58Oe+++y5TpkwBDMMqFi9e/MBreXt7Z5r0SlsCGWDMmDEMHjzYtBQyQIkSJdi3bx8AFy9eZP/+/ezbt4/9+/dz5swZ/vnnHypWrAjAk08+yeHDh3n88ccJDAzk0qVLHDt2jP379wPw4osvZhqbl5cXZcuWpVOnTkyZMkWGhgghhBCZ2Lx5Mzdv3jRtjx8/3qq6Ll++TPHixXnppZdsEZ4QQuR7zZs3Z/v27emmj7HE7NmzadeuHQC3bt2iaNGipKamcuLECR5//HFbhpqOJMyEEHa3YcMGZs2ahZeXF927d8ff3x8w9IhKG/ro5+dnSp798MMPHDt2jFatWtG8eXMAjh07Rq9evbh+/TqxsVmf2zEqKsqUMCtTpgxly5ZNN/SzfPnyBAUF3ZcQK168OMWKFcPFxeWR1yhTpsx9+3755RcWLFjA/v37uXTp0n3Hf/rpJzZt2sSXX37J6dOnSUxMJCIigp07d2Z6DU9PT6pWrUrDhg3p378/LVu2zOotEEIIIQotrTWjRo0ybQcEBNC6dets1xccHAzAa6+9hpubm9XxCSFEQTB06FAGDRqU7Qf4bdu2xdfXl1u3bgGYRvqsXbs2RxNmskqmECJHPGjlrKSkJK5cucL169dNvcAiIyNZvHgx5cuXx9vbO10PsLShj7GxsXh5eQGGN9ylS5cya9Yspk6dCsDJkyepW7eu6ToODg4UK1bsviRXxu2WLVvi4eGRY/chOTmZEydOsG/fPp555hnq1asHwNdff80LL7yQdq8ICAggMTGRmJiY++Yay6hkyZK4u7vj7+9Ps2bNmD59ugz7EEKILJBVMm2rIKySuW7dOl5++WXT9ksvvcS6deuyVdfhw4dp1qwZLi4uXLx4kZIlS9oqTCGEKPTGjx/Pxx9/DBj+ftJaU7ZsWS5evIiDg4OpnKySKYTIN8qXL0/Xrl1ZuXIlYOhZ1aZNm0zLnjt37oH1REVFmRJmLVq04N69e+kSZFWqVOHAgQOmZJivry+Ojo62a0gWJSQkcPToUdPwypCQEG7fvg0YnjaPHj2aHTt2pJtcWGtNZGTkA+t0cXGhdu3avPjiiwwfPpyiRYvmeDuEEEKIwiAoKCjd9rx587JdV1rvspdeekmSZUII8QB//PEH1apVs7gX7tSpU1mwYAFJSUlorXFxcSE8PJx9+/Y98O9La0kPMyFEjkh76gyYJmkEOHXqFHXq1AGgQoUKVKtWLV2vr8x6g2V16KM9aK1NQ0UPHz7Mk08++dDFAB7F1dWV0qVL061bNyZMmEDp0qVtFaoQQhR60sPMtvJ7D7OzZ89So0YN03b58uW5ePFituoKDw+nYsWKpKSk8Pvvv1O/fn1bhSmEEAVG9+7d2bx5M19++SW9e/e2+PyePXvy1VdfAeDu7k58fDyDBw9m6dKlpjLSw0wIkW8MHTrUNEEjQK1atQgJCcHd3Z26devapReYpS5fvkx4eDhaa+Li4oiOjmbx4sUcPHgQPz8/AgICuHz5MnFxcVlKljk5OeHv74+TkxMtW7bk5Zdfpl27dunmThNCCCFEznrzzTfTbU+bNi3bdc2fP5+UlBTatGkjyTIhhHiAOnXqsHnzZpYuXZqthNmIESNMCbP4+HgANm7cyPz583Nk3kjpYSaEyBH2euqcnJxMXFwcsbGx6f7r4eFBixYtTOWmTp1KVFSU6XhcXBw3b94kOjqaatWq8eOPPwLw22+/0ahRo2zFEhAQQEpKCkWLFsXBwYGOHTvy1ltvyTANIYSwE+lhZlv5uYdZ2ipraX8LOTk5kZiYmG4enKy6c+cO5cqV4+bNm2zZsoWuXbvaOlwhhCgQwsLCqFy5Mlpr/vnnHypXrmzR+VprPD09TcmyNN9//z1t27YFpIeZEKKAuXfvnilp5eDgQLly5QDDG+Ly5ctNxzImwerUqcOcOXNM9fj7+3Pjxo1Mr9GyZUv27dsHQEpKCvPnzycmJibTsuHh4Xh4eHD37t1HTsCfxsnJCR8fHxo0aED37t158cUXTat9CiGEECJv+fjjj9N9xrdv3z5byTKAVatWcfPmTapUqUKnTp1sFaIQQhQ4FStWJDAwkN27d7NixQpmzZpl0flKKfr168fChQtN+3744QeeffZZW4cKSMJMiHxBKTUCeBMoBZwCxmqt9z+g7ABgRSaHimitE7Jap1LKFfgQeAkoAvwIjNBah1sS+9SpU6lfvz6DBg0CDD3AmjRpki7xlZBgCotOnTrxzTffpMXAyJEj0x03Fxub/oGB+fBOR0dHnJ2dSU1NJTk5mYMHD+Lu7k5SUhIpKSmPjDvjUwtHR0c8PDwoWrQoPj4+NG/enFdeeYXmzZtn+wu2EEIIIezD09Mz3fZHH32UrXpSU1P55JNPABg9enS+mGpCCCHsafDgwaaEWVBQkMXvm0FBQekSZmfPns2xhJkMyRQij1NK9QJWAyOAEGAYMASopbW+lEn5AcAnQHXz/Vrra5bUqZT6HOgMDABuAP8PKAo00lo/MuNkPul/586d2bZtm+mYi4sL9+7du+8cJycnnnjiCUJCQkz7atSowd27d2nYsCHe3t7cunWLv/76iwsXLuDi4kL9+vW5efMmMTExXL169VFhZcrHx4d79+7h7u7O3bt3CQgI4OWXX6ZBgwY0a9ZMJt4XQogCQoZk2lZ+HpIJ8NZbb/HBBx+k64VuqV27dvGf//wHb29vwsPDTSt6CyGEyFxiYiJlypThxo0b7Nixg44dO1pcR82aNTlz5gxg+Hvx9OnTpKam4uDgYNPPekmYCZHHKaUOA79prV8z23ca2KK1npxJ+QFAsNbaN7t1KqV8gOtAX631BuPx0sBloKPW+rssxG1KmBUvXpwxY8Zw+/Zt4uLiWLBgAQB+fn7cu3ePhIQEUlJSsjz8MTscHBwoUqQIXl5elCpVisaNG9OhQwdatmxJ8eLFc+y6Qggh8g5JmNlWfk6YJScnU65cOa5du8bmzZvp1q1btupJSkpi06ZN3Lx5k9dff93GUQohRME0btw4goOD6datG5s3b7b4/PXr1/PSSy8Bhh7DxYoVo0qVKvz444+SMBOisFBKuQDxQA+t9ddm+z8B6mutW2dyzgBgKRABOALHgWla69+zWqdS6hkMQzCLaq1vmpU5gSGpNiOT67oCrma7vACLhm8+iqurK8nJyTg4OJCcnIyTkxO1a9emaNGilChRgnv37vH444/TtGlTGjZsSLFixVBK2TIEIYQQ+ZgkzGwrPybMjhw5wtq1a7l9+zbLly/H39+fiIgIXFxc7B2aEEIUGidPnqRu3bo4OTkRHh5OiRIlLDo/JSXFNN2OubCwMPz8/GTSfyEKCX8MSa/IDPsjgQcttXgGwzDKPwFvYAwQopSqp7U+n8U6SwJJ5smyLFx3MnBfIi1NkSJFTPOKJSUl4ezsjLOzM46OjiQmJuLm5oa7uzuenp4ULVqUkiVLUrZsWR5//HEaNmxIxYoVcXd3f1D1QgghhBCPNHv2bNNcqQDNmzfPdrJMay0P5oQQIhvq1KlD06ZNOXz4MKtWreLNN9+06HxHR0e6du3KV199BUDRokWJjo5m3bp1Nu3tKwkzIfKHjF1BVSb7DAW1PgQcMhVUKgT4DRgFjM5OnVksMwcwnzHXCwjPT0+dhRBCCFFw/f333+mSZQATJkzIVl3Xr1+nVatWDBkyhLFjx8pk/0IIYaEhQ4Zw+PBhli1bxhtvvGHxA4jZs2ebEma+vr5ER0ezevVqRowYYbMYZWk3IfK2KCCF+3t1BXB/D7FMaa1TgaNAVQvqvAa4KKX8snpdrXWi1jo27QXEZSU+IYQQQojckLaapZ+f4euNl5cXrVvfN7tFlixfvpwzZ86wYcMGWS1bCCGyoVevXnh4eHD27Nl0i75lVbVq1WjWrBkAoaGhAJw+fZo//vjDZjHKu7sQeZjWOgk4BgRmOBQIHMxKHcqQqq8PXLWgzmPAPfMySqlSQJ2sXlcIIYQQIq+4efMmy5cvByAmJgaAV155Jdv1jR49mqVLlzJz5kwZlimEENng5eVFr169AFi6dGm26jAffunqaphOe+PGjdYHZyST/guRxymlegGrgeHAL8CrwFCgttb6olJqFRCRtmKmUmoGhiGZ5zHMYTYa6As8pbU+kpU6jWU+BzphmA8tGvgQKAY00lqnZCHufDcRsBBCiIJNJv23rfz0WT9v3jwmTZpkmucGDMMq/f397RyZEEIUXkeOHGH16tUMGTKEevXqWXx+fHw8Pj4+JCcnm/b5+/sTFRUFMum/EAWf1nqDUqoYMB0oBZwEOqYltoDyQKrZKb7AYgxDLmOA34FWacmyLNYJMA5IBjYCRTCsmjkgK8kyIYQQQoi8IikpyTQcMy1ZVr169Wwly7TWaK1lGKYQQtjAE088wRNPPJHt893d3WnRogV79+7FwcEBX19f+vXrx0cfffTok7NA3umFyAe01v/VWlfUWrtqrRtprfeZHWujtR5gtj1Oa13BWDZAa91ea/2LJXUajydorUdprYtprd211p211pdztKFCCCGEEDYWExND9erV0+2bOHFiturav38/tWrVMg3vFEIIYV8zZswAIDU1lY8//pj+/fvbrG5JmAkhhBBCCCEKrOLFi1OxYkXTtpubG/369ctWXcHBwZw9e5bDhw/bKDohhBAHDhygf//+/Pnnnxaf27p167TpFujfvz9jx461WVySMBNCCCGEEEIUWLdv32b9+vWm7ZEjR+Lo6GhxPaGhoWzZsgWAMWPG2Cw+IYQo7IKDg1m1alW2Jv9XSqV7CPLTTz/ZLC6Zw0wIIYQQQghRIB06dIi9e/eSkJBg2jd8+PBs1fXZZ5+htaZ9+/bUqlXLViEKIUSh99prr+Hr65vt1YunTJnCZ599ZuOoZJVMIUQOyU8rZwkhhCgcZJVM28oPn/VPPPEER48eNW1XqVKFv//+2+J6YmNjKVu2LHFxcezcuZMOHTrYMkwhhBBWqlu3LidPnjTfZfVnvQzJFEIIIYQQQhQ4Fy5cSJcsA+jRo0e26lq+fDlxcXHUrFmT9u3b2yI8IYQQNpTdxVweRhJmQgghhBBCiAJn48aN9+17++23La4nJSWFTz/9FDDMXaaUsjo2IYQQ9/v1118ZPnw4oaGhFp/bu3dvAgICbBqPJMyEEEIIIYQQBY75RP8AtWvXxtPT0+J6tm3bxoULFyhatCh9+/a1VXhCCCEymDJlCosWLWLFihUWn+vk5GTz92hJmAkhhBBCCCEKlPPnz3P8+PF0+2bPnp2tuoKDgwEYNmwY7u7uVscmhBAic0OGDAFgxYoVpKSkZPt8W5GEmRBCCCGEEKJAyTgc08XFha5du1pcz2+//ca+fftwcnLi9ddft1V4QgghMtG1a1eKFStGREQE3333ncXn16hRw6arGEvCTAghhBBCCFGgbNmyJd12586dszX3WFrvsp49e1KmTBmbxCaEECJzrq6upmGVS5cuzVYdw4YNs1k8Smtts8qEECJNflhqXgghROESGxuLj48P2GCpeZG3P+uvXbtGp06dOHbsGAD//PMPlStXtqiOq1evUqFCBe7du8fRo0dp3LhxToQqhBDCzMmTJ6lbty5OTk6Eh4dTokQJi84PDw+nXLlyYIPPeulhJoQQQgghhChQSpYsSbt27QDo2LGjxckyMAzjfOutt+jatasky4QQIpfUqVOHpk2bkpyczKpVqyw+35YPcCRhJoQQQgghhCgQtNZorUlJSWHlypUADBo0KFt1FStWjNmzZ983vFMIIUTOGjx4MADLli3DnqMiJWEmhBBCCCFEDlJKjVBKXVBKJSiljimlWj6k7ACllM7k5WZWxkkpNdtY512lVKhSarpSysGsjFJKBSmlrhjL7FVK1c5wLT+l1GqlVIzxtVop5ZszdyF3nDx5kpIlS+Lj48OVK1fw9fWlc+fO9g5LCCGEBXr37o2Hhwdnz54lJCTEbnFIwkwIIYQQQogcopTqBQQD7wINgP3ATqVU+YecFguUMn9prRPMjk8EhgMjgZrAW8CbwCizMm8B441lmgDXgO+VUl5mZdYB9YEOxld9YHW2GppHrFu3jn///Zc7d+4AULlyZVxcXCyqQ2vN8OHD2blzJ6mpqTkRphBCiIfw8vKiZ8+egKGXmb3IpP9CiByRlycCFkIIUTjZY9J/pdRh4Det9Wtm+04DW7TWkzMpPwAI1lo/sKeXUmo7EKm1Hmy2739AvNa6rzIsB3nFWM8843FXIBKYqLVepJSqCfwFNNNaHzaWaQb8AtTQWp/NQtvy1Ge91prHHnuM0NBQ075du3bRvn17i+r5/vvvadeuHZ6enoSHh6f9zgghhMhFBw8e5KmnnsLd3Z2rV69m+XPGlp/1TtacLIQQjxIbK4uQCSGEyBty+zNJKeUCNALmZji0G3jyIad6KqUuAo7AcWCa1vp3s+MHgOFKqWpa63NKqXpAC2Cs8XgloKTxOgBorROVUj8br7sIaA7EpCXLjGUOKaVijGXuS5gZk26uZru8IO981p84cYLQ0FCUUmit8fDwoFmzZhbHV6ZMGUaMGIG7uztKqTzTPiGEKExq165NtWrVOHfuHCtWrGDgwIFZOs+W79nSw0wIkSOUUhWBC3YOQwghhMhMJa11WE5fRClVGogAntJaHzTbPwXor7Wunsk5zYDHgD8Bb2AM0BGop7U+byyjgPcwDM1MwZBYe1trPcd4/EkgBCijtb5iVvdioILWur0xhgFa62oZrn8OWJFWV4ZjQcCMbN4OIYQQIjdZ/VkvPcyEEDkl2vjfskCcPQPJJV5AOIWnvVD42lzY2guFr83S3oIvrc3RjypoYxmfUKtM9hkKan0IOGQqqFQI8BuG+clGG3f3Al4B+gCnMMw9FqyUuqK1XmnBdTOL4YGxAXOAjzLsK0ru38+sKIy/39aSe2YZuV+Wk3tmOblnlrPZZ70kzIQQOS0ut+aJsSfDw36gkLQXCl+bC1t7ofC1Wdpb8Jm1ObdEYegBVjLD/gAM84k9ktY6VSl1FKhqtvsDYK7Wer1x+0+lVAVgMrASwwT/GK979QHXvQaUyOSSxR8Um9Y6EUjMsDtP/u4Uxt9va8k9s4zcL8vJPbOc3DPL2fKzXlbJFEIIIYQQIgdorZOAY0BghkOBwMH7z7ifcfhlfdInvtyBjMs3pvB/3+0vYEiIma5rnE+ttdl1fwF8lFJPmJVpCvhkNTYhhBCiIJMeZkIIIYQQQuScj4DVSqlfMSSpXgXKAwsBlFKrgIi0FTOVUjMwDMk8j2EOs9EYEmavm9X5DfC2UuoShiGZDYDxwHIArbVWSgUDU5RS5411TQHigXXGMqeVUruAJUqpYcZ6FwPbs7JCphBCCFHQScJMCJFTEoGZ3D90o6AqbO2FwtfmwtZeKHxtlvYWfLneZq31BqVUMWA6UAo4CXTUWl80FilP+t5ivhgSVyWBGOB3oJXW+ohZmVHALOC/GIZZXsGw8uU7ZmXeB4oYy/gBh4F2WmvzOXBeBj7l/1bT3AaMtKa9eUhh/P22ltwzy8j9spzcM8vJPbOcze6ZrJIphBBCCCGEEEIIIYQZmcNMCCGEEEIIIYQQQggzkjATQgghhBBCCCGEEMKMJMyEEEIIIYQQQgghhDAjCTMhhBBCCCGEEEIIIcxIwkwIkW1KqclKqaNKqTil1L9KqS1KqeoZypRUSq1WSl1TSt1RSv2mlHrRXjFbK4ttrqKU+lopdV0pFauU2qiUKmGvmK2hlHpNKfWHsR2xSqlflFL/MTvuqpT6TCkVZfz5blNKlbVnzNbIQntfVUrtNR7TSilfe8ZrCw9rs1KqqPHne1YpFa+UuqSU+lQp5WPvuLMrCz/jRUqpf5RSd43/D29VStWwZ8zWelSbzcoppdRO4+/28/aI1Ray8DPea2yj+Wu9PWMWtmH8jNZKqeAM+5srpfYYP6duGX8Hitgrzrwis/tV0L632YJSKiiT94xrZseVscwV42fHXqVUbXvGbG8Pu2dKKWel1Dyl1J/G37ErSqlVSqnS9o7bXh71O5ah7CLj8bG5HWdekpV7ppSqafzbJEYZ/nY7pJQqb8l1JGEmhLBGa2AB0AwIBJyA3UopD7Myq4HqQBegLrAZ2KCUapDLsdrKQ9ts/O9uQAPPAE8BLsA3Sqn8+J4bDkwCGhtfe4CtZl8Eg4FuQG+gBeAJbFdKOdohVlt4VHvdgV3Ae/YJL0c8rM2lja83MPz/OwDoACyzS6S28aif8TFgIFATaA8oDP+P59ffaXh0m9OMxfDeld9lpb1LgFJmr2G5HaSwLaVUE+BV4I8M+5tjeN/eDTwBNAHmA6m5HWNe8qD7RcH73mYrp0j/nlHX7NhbwHhgJIbfr2vA90opr9wOMo950D1zBxoCs4z/fQGoBmyzQ4x5ycN+xwAwPsxqClzJ3dDyrAfeM6VUFeAAcAZoA9TD8DuXYNEVtNbykpe85GWTF1Acwx9brcz23Qb6Zih3Axhs73hzos1AOyAF8DYr42cs09be8dqozdHAYMAHSAJ6mR0rbWx/e3vHaev2ZtjXxvgz9bV3fLnVZrNjPYBEwMneceZSex83/qyr2DvOnGyz8YvkZaCksb3P2zvGnGovsBcItndM8rLpz9cTOAe0zfjzBQ4Bs+wdY156PeJ+Fejvbdm8X0HA8QccU8BVYKLZPlfgFjDM3rHnxXv2gPJNjJ895e0de169X0AZDA+EagNhwFh7x52X7xmwHlht7XXyY28HIUTelTZMK9ps3wGglzIM7XJQSvXG8EVib24Hl0MyttkVwwd+olmZBAxPslvkYlw2p5RyNP78PIBfgEaAM4an9gBora8AJ4En7RKkDWXS3gIvi232AWK11sm5F1nOeFR7jT1GBwIXMCST8r3M2qyUcge+BEZqrTMdApJfPeRn/LIyDCU/pZT6UHqC5HsLgB1a6x/MdyqlAjD0xvhXKXVQKRWplPpZKZWvP49tINP7ZVTQv7dlV1Xj0MELSqn1SqnKxv2VMDxoMP8ulAj8TAH4LmSlB92zzPhg+P58K5diy4seeL+Mo1RWAx9orU/ZL8Q8J9N7ZrxfzwHnlFLfKcM0OodVNqabcLJ1xEKIwkkppYCPgANa65Nmh3oBGzA8nUwG4oFuWut/cj9K23pAmw8Bd4B5SqkpGJ48zsMwBL6UXQK1klKqLoY/NN0wPHnuprX+SylVH0jSWt/McEokhi+P+dKD2mvfqHJWVtuslCoGTAMW5W6EtvWo9iqlRgDvY0iynAECtdZJ9ojVVh7R5o+Bg1rrrfaKz9Ye0d61GJKg14A6wBwMPewC7RCqsJIxodMIw/DbjNL+4AzCMLT8ONAP+FEpVUdrfT5XgsxDHnG/oAB/b7PCYQy/N+eAEsBU4KBxmHfa953IDOdEAhVyLcK854H3TGt9w7ygUsoNmAus01rH5nqkecOj7tdE/n979x8qWVkGcPz7tK1S1FIilZVgaRlRsOw/lWbpGiVhJlgQWaxG0NofmSBUEsSCRbVua2aFRJT0Q3aLTMSk3aQ07QeZu7ZRLF6LDNLaXXNZYv/Y6umP58x6mnvvzN17Z+fMzH4/cLnz48y97/uec2beec77Pm+djzd1V8SJM+i8XE2NpP148/jHqJQiP4iICzLz3qX+EwNmkkblZmrqUv9V2+upKYlvAfYDlwLfi4jzMnPPeIs4cvPqnJn7IuLdwFeBj1Ajy24DHqKmKk6jvcBa4HnAZcCtEfHmAdsH050HacH6znjQbGidI2INcBfwB2BTJ6UcnWH1/Q6wkwpyXwtsj4hzM/PY8l5MlsXO47OofIuzlp9o0X2cmV9rbff7iHgEeDAi1mXmQ10UVssTEacDXwTeusj52ZtNc0tmfqO5vSsiLgQ+AHxiDMWcGEtoL5jtftuyZObdrbt7IuKXwKPABupCKczv90x7X2hFhrTZF3pPRMRqaurcM4APj7WQE2RQe0XEvcDVwLps5hpq6DHWW8jnjszc2tzeHRHnABupEaBLEra5pJWKiC9RHao3ZeafW4+fCcwBr2kPH46InwBzmblx7IUdkcXq3LfNqcC/M/OpqFVbtmTm5nGW83ho9t+j1BXoe4BT2qPMIuJh4IeZ+amOijhSvfpm5odaj50P/BR4fmbO3PSB/jo309V+TI00uHjKA0fzLLSPW8+dBPwT+GBm3jb2wh0nrfP4ME8H93tWNfd/npnnj790ozdkHwc1jf79mblt7IXTsjXTa27n/y9IraICFf+lktfPUfv2263XbaM+ny8fY3E7dwztNXP9tlGLiJ1UW22m3kvXZeau1vN3AE9l5oaOijhxem2WmVc191cD26mRoOv7R56d6FrH2F4qyLjQ5/RfM/OM8ZduMrXa7Gpqxs+mzLy+9fzngDdm5rlL/ZvmMJO0bFFupla3Wb9A4OjZze/+laj+w5S+/yyhzkdl5v4mWLYeeAGzs/pPUPlMfgscoTWNKSJOo6Y4/aKboh0XvfqeSI7WuRlZtoNa4OGSWQuWNYbt41k8Bnp1+iw1UnZt6wfgGip/26wYtA970zceH19xNCL3UKuitY/fB6lRomuBP1GryZ3d97pXAn8ZXzEnxrD2mrl+2/EQESdTKyk/ztPTu9t9oZOoVdVnqS+0In1t1g6WvYJaFMtgWUtfe32L+Z9/tRHmAAADB0lEQVTTf6OCtW/rqoyTpt1mTRqN3zCC936nZEpaiS8D7wXeCRyKiF4eh4OZeZjK/TMH3BIR11L5MC6lOhUXd1DeURhWZyLiSuCPwD7gDdT0h62ZubeD8q5IRHwGuJtKeP5c4D3UCpEXZebBiPg6sCUiDlALH9wA7AEWSiQ88QbVt3n+RVS+krOal7w2Ig4Bj2Xmk/P+4BQYVOdmZNkO6kvU+4A1TQANYF9mTt004yH1fTmVv2cHdf6+hMp7cRj4URflHYUh5/ET1Je99vZQx/SiFwQm2ZB9fCZwObU/9wOvBrYAu4AHuiivli8zD1ELzRwVEf8CDvRyi0bEZmBTM/p5NzVd51XAu8Zc3M4Na68miDFr/bYVi4gbgDuBx6gLoJ8E1gC3ZmZGxI3Adc307keA66gR2d/tqMidG9RmEfFM4PvAOuq4WtXqTz857TlDl2PIMXaAOhfb2x8BnpjG7xajMqjNmk02A9si4j5qVshFwDuo/sCSGTCTtBJXNb9/1vf4lcA3M/NIRLydGsFwJ5V8cQ7YkJnT+uVzYJ2b22dTSaRPoZZ9/jSVVHsavZC6snUacBD4HfUle2fz/DVUEtLtwLOoq9dXTGMgpTGsvhuB9lTT+5rf7f0/bRatczP19HXNdnN9r3sZdXxPm0H1fTFwHvBRKofP36l9fE5m/qOj8o7CsON61gzax6cDF1LTNZ5DBdXuoqZtTOv7lgbIzBubpOJbqc/lh6mFPE7kJPYLmtF+2yi8lMpHeyp1MeVXwOszszdS5fNUH+gr1GfHr6k8cYc6KOukWLTNIuIM4JJmu919r7uAE3NF1mHHmOYb2GaZeXtEbKRyVd5ETW29LDPvP5Z/Yg4zSZIkSZIkqcW56JIkSZIkSVKLATNJkiRJkiSpxYCZJEmSJEmS1GLATJIkSZIkSWoxYCZJkiRJkiS1GDCTJEmSJEmSWgyYSZIkSZIkSS0GzCRJkiRJkqQWA2aSJEmSJElSiwEzSZIkSZIkqcWAmSRJkiRJktRiwEySJEmSJElq+R+qwAP02IdtBQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x1200 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"boxes = np.array([\\\n",
|
|
" [[28, 35], [0.499, 0.516]], \\\n",
|
|
" [[45, 56], [0.58, 0.60]]\n",
|
|
" ])\n",
|
|
"\n",
|
|
"for simulator in simulators:\n",
|
|
" fig = plt.figure(figsize=(12, 12))\n",
|
|
" \n",
|
|
" gs = gridspec.GridSpec(2, 2)\n",
|
|
" \n",
|
|
" ax1 = fig.add_subplot(gs[0,:])\n",
|
|
" setBwStyles(ax1)\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
|
|
" for box_x, box_y in boxes:\n",
|
|
" x = np.kron(box_x, np.ones((2)))\n",
|
|
" y = np.hstack((box_y, box_y[::-1]))\n",
|
|
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
|
|
" plt.title(str(simulator.__name__))\n",
|
|
" plt.legend()\n",
|
|
" \n",
|
|
" ax2 = fig.add_subplot(gs[1,0])\n",
|
|
" setBwStyles(ax2)\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
|
|
" plt.xlim(boxes[0, 0])\n",
|
|
" plt.ylim(boxes[0, 1])\n",
|
|
" \n",
|
|
" ax3 = fig.add_subplot(gs[1,1])\n",
|
|
" setBwStyles(ax3)\n",
|
|
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
|
|
" for j, nx in enumerate(domain_sizes):\n",
|
|
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ') \n",
|
|
" plt.xlim(boxes[1, 0])\n",
|
|
" plt.ylim(boxes[1, 1])\n",
|
|
" \n",
|
|
" save_figure(fig, simulator.__name__)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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
|
|
}
|