FiniteVolumeGPU/ConvergenceSmooth1D.ipynb
2018-07-25 16:40:49 +02:00

700 lines
1.1 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"This notebook sets up and runs a set of benchmarks to compare\n",
"different numerical discretizations of the SWEs\n",
"\n",
"Copyright (C) 2016 SINTEF ICT\n",
"\n",
"This program is free software: you can redistribute it and/or modify\n",
"it under the terms of the GNU General Public License as published by\n",
"the Free Software Foundation, either version 3 of the License, or\n",
"(at your option) any later version.\n",
"\n",
"This program is distributed in the hope that it will be useful,\n",
"but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
"MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
"GNU General Public License for more details.\n",
"\n",
"You should have received a copy of the GNU General Public License\n",
"along with this program. If not, see <http://www.gnu.org/licenses/>.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Lets have matplotlib \"inline\"\n",
"%matplotlib inline\n",
"\n",
"#Python 2.7 compatibility\n",
"from __future__ import print_function\n",
"\n",
"#Import packages we need\n",
"import numpy as np\n",
"from matplotlib import animation, rc\n",
"from matplotlib import pyplot as plt\n",
"#import mpld3\n",
"\n",
"import subprocess\n",
"import os\n",
"import gc\n",
"import datetime\n",
"\n",
"import pycuda.driver as cuda\n",
"\n",
"try:\n",
" from StringIO import StringIO\n",
"except ImportError:\n",
" from io import StringIO\n",
"\n",
"#Finally, import our simulator\n",
"#from SWESimulators import FBL, CTCS, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, CDKLM16, DataOutput, PlotHelper\n",
"from SWESimulators import Common, LxF, FORCE, HLL, HLL2, KP07, KP07_dimsplit, WAF, PlotHelper"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CUDA version (9, 1, 0)\n",
"Driver version 9010\n",
"Using GeForce 840M\n",
" => compute capability: (5, 0)\n",
" => memory: 2048.0 MB\n",
"=== WARNING ===\n",
"Using blocking context\n",
"=== WARNING ===\n"
]
}
],
"source": [
"cuda_context = Common.CudaContext(verbose=True, blocking=True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#Misc plotting setup\n",
"def setBwStyles(ax):\n",
" from cycler import cycler\n",
"\n",
" ax.set_prop_cycle( cycler('marker', ['.', 'x', 4, '+', '*', '1', 5]) +\n",
" cycler('linestyle', ['-.', '--', ':', '-.', '--', ':', '-.']) +\n",
" #cycler('markersize', [5, 5, 5, 5, 5, 5]) +\n",
" cycler('color', ['k', 'k', 'k', 'k', 'k', 'k', 'k']) ) \n",
"\n",
"#Set large figure sizes\n",
"plt.rcParams['figure.figsize'] = [12, 8]\n",
"plt.rcParams['figure.dpi'] = 100\n",
"plt.rcParams['animation.html'] = 'html5'\n",
"#plt.rcParams['legend.markerscale'] = 1.0\n",
"#plt.rcParams['lines.markersize'] = 6\n",
"plt.rcParams['lines.markeredgewidth'] = 1.5\n",
"#plt.rcParams['savefig.dpi'] = 400"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def save_figure(fig, stem):\n",
" fig_filename = \"convergence_smooth1d_\" + stem + \".pdf\"\n",
" \n",
" image_text = fig_filename + \"\\nCreated \" + str(datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
" \n",
" #ax = fig.gca()\n",
" #pos1 = ax.get_position() # get the original position \n",
" #pos2 = [pos1.x0 + 0.3, pos1.y0 + 0.3, pos1.width / 2.0, pos1.height / 2.0] \n",
" #ax.set_position(pos2) # set a new position\n",
" \n",
" #fig.gca().annotate(image_text, xy=(1.1, 0), xycoords='figure fraction', fontsize=10,\n",
" # horizontalalignment='right', verticalalignment='bottom')\n",
" t = plt.figtext(-0.1, .9, image_text, rotation='vertical')\n",
" \n",
" legend = fig.gca().legend_\n",
" if (legend != None):\n",
" fig.savefig(fig_filename, bbox_extra_artists=(legend,t, ), bbox_inches='tight')\n",
" else:\n",
" fig.savefig(fig_filename)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def gen_test_data(nx, g, num_ghost_cells):\n",
" ny = 1\n",
" width = 100.0\n",
" dx = width / float(nx)\n",
" dy = 1.0\n",
"\n",
" h = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32); \n",
" hu = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
" hv = np.zeros((ny+2*num_ghost_cells, nx+2*num_ghost_cells), dtype=np.float32);\n",
"\n",
" #Create a gaussian \"dam break\" that will not form shocks\n",
" x_center = dx*nx/2.0\n",
" size = width / 5.0\n",
" dt = 10**10\n",
" for j in range(-num_ghost_cells, ny+num_ghost_cells):\n",
" for i in range(-num_ghost_cells, nx+num_ghost_cells):\n",
" x = dx*(i+0.5) - x_center\n",
" \n",
" h[j+num_ghost_cells, i+num_ghost_cells] = 0.5 + 0.1*np.exp(-(x**2/size))\n",
" hu[j+num_ghost_cells, i+num_ghost_cells] = 0.1*np.exp(-(x**2/size))\n",
" \n",
" local_h = h[j+num_ghost_cells, i+num_ghost_cells]\n",
" local_hu = hu[j+num_ghost_cells, i+num_ghost_cells]\n",
" local_u = local_hu / local_h\n",
" dt = min(dt, dx / (local_u + np.sqrt(g*local_h)))\n",
" \n",
" return h, hu, hv, dx, dy, dt, nx, ny"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def gen_filename(simulator, nx):\n",
" return \"smooth1d_\" + str(simulator.__name__) + \"_\" + str(nx) + \".npz\""
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def sanity_check(variable, variable_name):\n",
" maxval = np.amax(variable)\n",
" minval = np.amin(variable)\n",
" if (np.isnan(maxval) or np.isnan(minval)):\n",
" print(\"=== WARNING ===\")\n",
" print(variable_name + \" contains NaN values\")\n",
" print(\"=== WARNING ===\")\n",
"\n",
"def run_benchmark(datafilename, simulator, courant_number, nx, ghost_cells, g=9.81, force_rerun=False):\n",
"\n",
" if (os.path.isfile(datafilename) and force_rerun == False):\n",
" print(\"=== WARNING ===\")\n",
" print(\"Existing simulation exists, skipping simulation\")\n",
" print(\"=== WARNING ===\")\n",
" else:\n",
" h0, hu0, hv0, dx, dy, dt, nx, ny = gen_test_data(nx, g, ghost_cells)\n",
" dt = dt * courant_number\n",
"\n",
" #Initialize simulator\n",
" with Common.Timer(simulator.__name__ + \"_\" + str(nx)) as t:\n",
" sim = simulator(cuda_context, \\\n",
" h0, hu0, hv0, \\\n",
" nx, ny, \\\n",
" dx, dy, dt, \\\n",
" g)\n",
"\n",
" t = sim.step(2.0)\n",
" \n",
" h, hu, hv = sim.download()\n",
"\n",
" h = h[ghost_cells, ghost_cells:-ghost_cells]\n",
" hu = hu[ghost_cells, ghost_cells:-ghost_cells]\n",
" hv = hv[ghost_cells, ghost_cells:-ghost_cells]\n",
" \n",
" sanity_check(h, \"h\")\n",
" sanity_check(hu, \"hu\")\n",
" sanity_check(hv, \"hv\")\n",
"\n",
" np.savez_compressed(datafilename, h=h, hu=hu, hv=hv)\n",
" \n",
" gc.collect() # Force run garbage collection to free up memory"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=> LxF_16384 8521.079540 ms\n",
"=> LxF_32 13.989449 ms\n",
"=> LxF_64 17.013073 ms\n",
"=> LxF_128 17.730474 ms\n",
"=> LxF_256 26.014090 ms\n",
"=> LxF_512 31.016350 ms\n",
"=> LxF_1024 18.163443 ms\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\anbro\\Documents\\projects\\ShallowWaterGPU\\SWESimulators\\Common.py:69: UserWarning: The CUDA compiler succeeded, but said the following:\n",
"kernel.cu\r\n",
"\n",
" self.kernels[kernel_id] = cuda_compiler.SourceModule(kernel_string, include_dirs=[module_path])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"=> FORCE_16384 13637.941122 ms\n",
"=> FORCE_32 13.983011 ms\n",
"=> FORCE_64 13.727665 ms\n",
"=> FORCE_128 17.012358 ms\n",
"=> FORCE_256 21.023989 ms\n",
"=> FORCE_512 5.530834 ms\n",
"=> FORCE_1024 27.019978 ms\n",
"=> HLL_16384 13509.665728 ms\n",
"=> HLL_32 13.982296 ms\n",
"=> HLL_64 14.003277 ms\n",
"=> HLL_128 17.013788 ms\n",
"=> HLL_256 31.096697 ms\n",
"=> HLL_512 39.237022 ms\n",
"=> HLL_1024 40.027380 ms\n",
"=> HLL2_16384 15359.224796 ms\n",
"=> HLL2_32 16.445160 ms\n",
"=> HLL2_64 26.307106 ms\n",
"=> HLL2_128 29.019117 ms\n",
"=> HLL2_256 18.042088 ms\n",
"=> HLL2_512 22.014618 ms\n",
"=> HLL2_1024 35.874367 ms\n",
"=> KP07_16384 20874.539375 ms\n",
"=> KP07_32 20.014763 ms\n",
"=> KP07_64 18.021107 ms\n",
"=> KP07_128 14.382601 ms\n",
"=> KP07_256 22.368193 ms\n",
"=> KP07_512 36.459208 ms\n",
"=> KP07_1024 53.847790 ms\n",
"=> KP07_dimsplit_16384 15515.134811 ms\n",
"=> KP07_dimsplit_32 16.011238 ms\n",
"=> KP07_dimsplit_64 24.724483 ms\n",
"=> KP07_dimsplit_128 34.017086 ms\n",
"=> KP07_dimsplit_256 16.037703 ms\n",
"=> KP07_dimsplit_512 21.583319 ms\n",
"=> KP07_dimsplit_1024 40.029764 ms\n",
"=> WAF_16384 15320.330858 ms\n",
"=> WAF_32 10.564804 ms\n",
"=> WAF_64 35.398722 ms\n",
"=> WAF_128 22.017002 ms\n",
"=> WAF_256 19.013166 ms\n",
"=> WAF_512 25.019646 ms\n",
"=> WAF_1024 29.093504 ms\n"
]
}
],
"source": [
"reference_nx = 16384\n",
"domain_sizes = [32, 64, 128, 256, 512, 1024]#, 2048, 4096]\n",
"\n",
"#simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
"#simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"#simulator_names = ['LxF', 'FORCE', 'HLL', 'HLL2', 'WAF', 'KP07', 'KP07 dimsplit']\n",
"#simulator_reference = [KP07.KP07, KP07.KP07, KP07.KP07, HLL2.HLL2, WAF.WAF, KP07.KP07, KP07_dimsplit.KP07_dimsplit]\n",
"#simulator_courant_numbers = [0.95, 0.95, 0.95, 0.95, 0.95, 0.95, 0.95]\n",
"\n",
"simulators = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_ghost_cells = [1, 1, 1, 2, 2, 2, 2]\n",
"simulator_reference = [LxF.LxF, FORCE.FORCE, HLL.HLL, HLL2.HLL2, KP07.KP07, KP07_dimsplit.KP07_dimsplit, WAF.WAF]\n",
"simulator_courant_numbers = [0.75, 0.95, 0.95, 0.95, 0.45, 0.95, 0.95]\n",
"force_rerun=True\n",
" \n",
"for i in range(len(simulators)):\n",
" datafilename = gen_filename(simulators[i], reference_nx)\n",
" run_benchmark(datafilename, \\\n",
" simulators[i], \\\n",
" simulator_courant_numbers[i], \\\n",
" reference_nx, \\\n",
" simulator_ghost_cells[i], \\\n",
" force_rerun=force_rerun)\n",
" \n",
" for j, nx in enumerate(domain_sizes):\n",
" datafilename = gen_filename(simulators[i], nx)\n",
" run_benchmark(datafilename, \\\n",
" simulators[i], \\\n",
" simulator_courant_numbers[i], \\\n",
" nx, \\\n",
" simulator_ghost_cells[i], \\\n",
" force_rerun=force_rerun)\n",
" gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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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j8Pk/oxu9iIiIiIhI8XJ3UlNTS+Vy94jjXrNmDVOnTg2t4HJ3unXrxpYtW5g8eTILFy6kRYsWnHfeeezYsYOrrrqK//znPwDMnz+fzZs3U7t2baZNm8a1117LwIEDWbZsGS+//DKvv/46w4YNy/G+IUOG0L17d5YsWcKNN97I5s2badeuHc2bN+frr79m6tSpbN26lR49euQYN378eBISEpg3bx4jRozgscceY8aMGQBkZmbSpUsX5s6dy4QJE1i2bBlPPfUUZcqUAWDJkiVccMEFXHbZZXz33Xe8/fbbfPHFFwwYMCDif24Rcfdiuwj8AN4geL8NaB68TwAygXOz9T0b+LE449Gl60i8CKzofCnXs+XAk/n0vwH4Ncx3jCKw6tPCGFMJ8JSUFBcRERERESkJe/fu9WXLlvnevXtDz3bv3u1AqVy7d+8udOzXX3+9lylTxhMSEjwuLi40x7PPPuvu7jNnzvRKlSp5WlpajnENGzb0l19+2d3dv/32Wwd87dq1ofY2bdr48OHDc4x58803PSkpKfQZ8EGDBuXo8/DDD3unTp1yPFu/fr0D/sMPP7i7e7t27fzcc8/N0eeMM87w++67z93dp02b5jExMaH+ufXq1cv79euX49ns2bM9JiYmx+9hdnn9HmdJSUnJ+udWycP4mTesmmMRsGz3icAOCJx4aWapwOZs7RuAGsUcj8gRJVi3ryXwVK6m6cA5BQxNNLMfgTLAIuBhd/+2gHdcCzwb/I9mfrGUJ1A/MEvFg38DERERERERydK+fXteeukl9uzZw9ixY1mxYgW33347AAsXLmT37t0ce+yxOcbs3buX1atX5zvnwoULWbBgQY6VYhkZGaSlpbFnzx4qVKgAQKtWrQ4Y9+mnn5KYmHjAnKtXr6ZRo0YANG3aNEdbUlIS27ZtA2DRokXUqlUr1Dev2FatWsVbb70VeubuZGZmsnbtWk455ZR8v1c0FXdyLLtNQB3gp+DnewmsJstSjUAtMxEpvOMIJLi25nq+FaiZz5jvCaweW0JgddcdwBwza+buK/PofwlQBXj9ILE8AAwpVNQiIiIiIiIlpEKFCuzevbvU3h2OhIQE/vSnPwHw/PPP0759ex599FEef/xxMjMzSUpKYtasWQeMq1KlSr5zZmZm8uijj3LZZZcd0BYXFyo9TUJCQo62zMxMLrroIv7yl78cMC57sf/chfvNjMzMTADi4+PzjSvrHTfffDMDBw48oK1OnYIqBUVXSSbH/gOcDHwB4O4v5WrvBHxTgvGIHElyr+iyPJ4FOrp/BXwV6mg2h8C/e7cTOHU2t5uAKe6+6SAxPAk8m+1zRQIrQkVEREREREqNmR2Q+DlcDBkyhC5dunDLLbfQokULtmzZQtmyZalXr16h52jRogU//PBDKOkWzrh3332XevXqUbZsZOmjpk2bsmHDBlasWJHn6rEWLVqwdOnSsGOLtnAL8kfM3fu7+9gCurwN9CmpeESOENuBDA5cJVadA1eT5cndM4EFwAGnxZpZXeB8oKB/d7Pm2efuu7Iu4LfCvF9ERERERETylpyczGmnncbw4cM5//zzOfvss7nkkkuYNm0a69atY+7cuTz00EN8/fXX+c7xyCOP8MYbbzB06FCWLl3K8uXLefvtt3nooYcKfPdtt93Gjh076NmzJ/Pnz2fNmjVMnz6dG2+8kYyMjELF365dO9q2bcvll1/OjBkzWLt2LVOmTGHq1KkA3HfffXz55ZfcdtttLFq0iJUrV/Lhhx+GtpKWlBJLjh2Mu691980H7ykiWdz9d2Ahf5wmmaUjMLcwc5iZEThFNq9//3oT2P78cRHCFBERERERkQjdddddjBkzhg0bNjB58mTatm3LjTfeSKNGjbj66qtZt24dNWrkX8L9ggsuYNKkScyYMYMzzjiD1q1b8+yzz1K3bt0C33v88cczZ84cMjIyuOCCC2jcuDF33HEHlStXJiam8Omkd999lzPOOIOePXty6qmncu+994aSa02bNuWzzz5j5cqVtGnThtNPP52HH344x7bNkmAF1Ncu+uRm/wW6uPv6XM/rAPuzJ8PMLAko5+4/ISKFZmZXAW8C/YEvgX5AX+A0d//RzN4ANrr7A8H+Qwhsq1xJoObYQKAX8Gd3n59t3hhgLTDR3e+PIK5KQEpKSgqVKlUqylcUEREREREplLS0NNauXUv9+vVz1NOSI0dBv8e7du2icuXKAJWDO5oKpVhrjrl743ya1hEoCn5qtmefAI0IFBcXkUJy97fN7FjgESAJ+C/Q1d1/DHapA2RmG1IFeIXAVswU4FugbfbEWND5wbGvFWP4IiIiIiIiIqWq0MkxM9tJPgW+c3P3qgfp0h7Yk+vZdUB4xziICADu/nfg7/m0Jef6fCdwZyHmnE6gsL+IiIhInjIzM/nkk09ISUnh4osvPuDEMhERkcNBOCvHBmW7PxZ4CJhGYBsXwNnABcDjB5vI3T/L49mCMGIREREREZFStHbtWs466yx+/vlnAMqWLcvkyZPp2DF3KVQREZFDW6GTY+4+PuvezN4FHnH3F7J1ed7MBhDYivVcYeY0s/JALWCDu+8rbCwiIiIiIlJ69u/fT6tWrdixY0foWXp6Ot26dWPLli1UrXqwjSQiIiKHjkhPq7wAmJrH82kEkmMHMLMbzKx18D7OzMYCqcAKYLeZjQ4my0RERERE5BB29dVXhxJj7du35+mnnyYmJob9+/fTrVu3Uo5OREQkPJEmx34BLs3j+SXBtrwMBtKD948D5wFXAqcBVxCoQ3bQLZkiIiIiIlJ6du7cyQcffBD6HB8fz4ABAzj22GMB+Oqrr/jhhx9KKzwREZGwRZocGwI8ZWYfm9lDwWsS8GSwLS+1gW3B+4uBW9z9fXf/3t3/DfQFroowHhERERERKQF33HEHmZmBg7D79u3Lhx9+SFxcHI8//sffc3fq1Km0whMREQlbRMkxd38dOAf4FbgMuBxIAf4cbMvLFqBh8D4B2J6r/WcChf5FREREROQQ5O5MmjQJgNjYWC677DLmzZsHQL9+/TjuuOMA+Omnn8jIyCi1OEVERMIR6cox3H2eu1/j7i3c/fTg/bwChrwFDDOzKsCbwCNmlghgZhWAocCcSOMREREREZHi9cEHH7Bz504ALrnkErp06ULbtm2ZMmUKZsbHH38c6vvEE0+UVpgiIiJhiTg5lhczK2tmdfJpfpTA6rA1QEugI7DVzFYQ2G7ZGrg9mvGIiIiIiEj0DB48OHT/888/A5CRkcEVV1zB/PnzOfPMM4mLiwPgnXfeKZUYRUREwhXV5BiB4vpr82pw99/dvTvwP8BKYBbwBTAXuBM41d1XRDkeERERERGJgr1794YK7VerVo1PP/2UmJgYzj77bPbs2UO3bt1YsWIFHTt2BGD9+vWlGa6IiBzEzTffTMOGDYmPj6datWp0796d77//PtS+ePFievbsSe3atYmPj+eUU07hr3/9aylGXHyinRw7KHef6u63uXsXd7/A3W9w9zHunlrSsYiIiIiISOG8+uqrZGZmUqZMGVq2bAlAz549mT59Oq1atWL79u1ccMEFXH311QD89ttvoXpkIiJy6GnZsiXjxo1j+fLlTJs2DXenU6dOoZqRCxcupFq1akyYMIGlS5cyePBgHnjgAV544YVSjjz6zN0L39nsm4N0iQcauXuZIkUlIoc9M6sEpKSkpFCpUqXSDkdERESKqFu3bkyePJmkpCQ2b96MmbFs2TJOPvlktm3bxp///GdWrVpF06ZNWb16NampqfTu3ZvXXnuttEMXkaNIWloaa9eupX79+qFt3oeL5ORkmjZtSlxcHGPHjiU2Npb+/fszdOhQZs2aRadOnZg5cyZt2rQBYOTIkTz55JMsWbKEpKSkIr//u+++o1mzZqxatYqGDRvm2ee2225j+fLlfPLJJ0V+X6QK+j3etWsXlStXBqjs7rsKO2fZMGM4FfgH+WydBJKARmHOCYCZNQO+UWJNREREROTQs2jRIoBQcqxnz56cfPLJAFSvXp1p06Zx9tln07x5c9ydJUuWMGXKlNIMWUQkh9TU/DeslSlTJkeipaC+MTExxMfHH7RvQkJC2DGOHz+eu+66i3nz5vHll19yww038Oc//5mOHTsyaNAgevXqxeLFi1m3bh2DBw9m4sSJocTY8OHDGT58eIHzT5kyJZRcyy41NZVx48ZRv359ateune/4lJQUqlatGvb3OtSFu3Lsa+BVd38pn/bmwMJIElzB5Ni37l7iWz1FJPq0ckxEROTI8fnnn9OuXTsA/v73v/P555/zyCOPcMopp+Tot379emrVqsWzzz7L3XffTUxMDOnp6ZhZaYQtIkehglYVFfTfoq5du+Y4cTchIYE9e/bk2bddu3bMmjUr9LlatWps3779gH7h5FsgsHIsIyOD2bNnh56deeaZdOjQgaeeeorff/+d1q1bc+KJJ7J06VLOPvtsxowZE+q7Y8cOduzYUeA7TjjhhByJvb///e/ce++9pKamcvLJJzNp0qR8V419+eWXtGvXjo8//jhUX7I0HAorx74ATiqg/Tfg87wazOy9g8xdGQjvfzkiIiIiIlLsnnrqqdD9TTfdxC233JJnv6zVBlmJtMzMTNauXUuDBg2KP0gRkSNA06ZNc3xOSkpi27ZtAMTGxjJhwgSaNm1K3bp1GTVqVI6+VatWDXtV1zXXXEPHjh3ZvHkzzzzzDD169GDOnDkHJJ2WLl1K9+7deeSRR0o1MVZcwkqOufugg7SvBtrn03wRMAPYmk+7tlOKiIiIiByCZs6cCUBiYiKxsbEH7f/LL7+E7kePHs2IESOKLTYRkcLavXt3vm1lyuRMSWQlpPISE5Nzw9u6deuKFFd25cqVy/HZzMjMzAx9njt3LvDHKrHsWzcj2VZZuXJlKleuzIknnkjr1q055phjeP/99+nZs2eoz7Jly+jQoQN9+/bloYceKtL3O1SFu3KsKJYD77r7q3k1BrdkXliC8YiIiIiIyEFkZGTw+++/A1C+fHnWr19fYD0aIMeKgwkTJig5JiKHhHBqgBVX36JYvXo1d955J2PGjOGdd97huuuuY+bMmaFkXf/+/enRo0eBc5xwwgkFtrs7+/btC31eunQpHTp04Prrr2fYsGFF/xKHqIiTY2ZWBTgTqA7kSJu6+xt5DFkItADyTI4B+4CfIo1HRERERESiL/uJZL/88gu//fbbQce0aNGCBg0asGbNGrZuzW/jiIiIFFZGRga9evWiU6dO9O7dmy5dutCkSRNGjhzJPffcA4S3rXLNmjW8/fbbdOrUiWrVqrFx40b+8pe/EB8fT9euXYFAYqx9+/Z06tSJu+66iy1btgCBVXbVqlUrni9aSiJKjpnZRcBbQAKBOmPZa4U5kFdyrD8FbJ109+VA/UjiERERERGR4jF69OjQ/fDhwzn11FMPOqZixYrceuut3H333WRmZrJ7924SExOLM0wRkSPasGHDWLduHR999BEANWvWZOzYsfTo0YOOHTvSvHnzsOaLi4tj9uzZjBo1ip07d1KjRg3atm3L3LlzqV69OgD//Oc/+fnnn3nrrbd46623QmPr1q0b1a2kh4KwTqsMDTJbAUwGHnT3vI9vEJGjmk6rFBEROTLUrFmTrVu3UrFiRXbtyvvgr++++w53p1mzZqFnaWlpoRPRRo4cyV133VUi8YrI0a2gkwzlyFAcp1XGHLxLnk4AnldiTERERETkyLZ9+3YAzj///DzbMzMz6dOnDy1atGDChAmh56tWrcLMAJg8eXLxByoiIhKhSJNj04BW0QxEREREREQOLV9//TUZGRkAOU4uyy41NZUGDRqQmZnJqlWrQsX3v/rqK7J2qSxfvrxkAhYREYlAoWuOmdnF2T5+DDxtZqcCS4D92fu6+4fRCU9EREREREpL9hozycnJefapWLEi//jHP+jTpw8dO3YkISGBu+++m8aNG4f6ZK0+ExERORSFU5D/gzyePZLHM6eAwvsiIiIiInJ4yCr8HBMTc9CTydq3b8+FF15IkyZN2Lt3b47C/enp6cUap4iISFEUOjnm7pFuwRQRERERkcNQ1mlkWYX1s/v666/55z//ycMPP0xiYiIbI5l8AAAgAElEQVRlypQJJdOyHH/88WzatInMzEzWrFlDgwYNSiJsERGRsESU8DKz68ysfB7PY83sunzGxOb63NDMRpnZx2Y21sxaRhKLiIiIiIhE3/79+0P1xrJvkYRAEf4BAwYwYsQIHnjggXznaN68eej+jTfeKJ5ARUREiijS1WDjgMp5PK8YbMvLXjOrDmBmzYHvgHbARqApMNfMzowwHhERERERiaK33347dH/ttdfmaIuJiWHw4ME0b96cBx98MEdbenp6aMVZkyZNQs91YqWIiByqwqk5lp0RqC2WWy0gpYAxWR4HJgM9PHiEjZm9BjwKdIkwJhERERERiZLsybG2bdse0H7RRRdx4YUXYvbHH/NXrFhB8+bNiY2NZefOnZx22mmhtqVLlxZvwCIiIhEKKzlmZt8SSIo5MNPMslfWLAPUB6YWYqrmwNVZibGgvwLTwolHRERERESKx+bNm0P3J598cug+IyODMmUC529lT4wB1KtXj4yMDDIyMti8eXOO7Zj79u0r5ohFREQiE+7KsawTK5sTSGTtztb2O7AOeDefsVlJNYAMYFeu9l3kvVVTRERERERK2JIlSwBITEwkNjZQPnjhwoX07NmTZ599lgsvvPCAMbGxsaxYsYLatWsTExPDMcccE2rLql8mIiJyqAmr5pi7P+rujwK9gYezPgevJ919orv/ns9wA1aY2Q7geKBJrvYTgS3hfgEREREREYkud+f33wN/rK9du3bo+bBhw1i5ciUTJ07Md2zdunWJiQn8mBEfH09SUlKobe/evcUUsYiIROLLL7+kQ4cOJCQkUKVKFZKTk/P8b/W+ffto3rw5ZsaiRYtKIdLiFVFBfncf7+5pZtbSzK41s2vM7PSDDOsNDALuBPoCq3O1twbejyQeERERERGJngULFoTuL7744tD9G2+8wYMPPsjTTz9d6LnOOOOM0P3ChQujE6CIiBTZl19+SefOnenUqRPz589nwYIFDBgwIPQXHNnde++9HH/88aUQZcmIKDlmZtXN7BNgAfA88AKw0Mxmmlm1vMYEE2rZr3m52h9z97siiUdERERERKIn+8mS7du3D90nJiYybNiwAn9A2rlzJ/fccw+XXnop7k7z5s1DbR999FHxBCwicgRITk5m4MCB3HvvvVStWpWaNWsydOhQAGbNmkVsbCyzZ88O9R85ciTHHXdcjhqR4bjzzjsZOHAg999/P6eddhonnngiV1xxBeXLl8/Rb8qUKUyfPp1nnnkm4u92qIsoOQb8DagEnObuVd39GKBx8Nnz0QpORERERERKXvbi+c2aNWPlypWFHhsfH89zzz3HBx98wMaNGznrrLOIi4sDYP78+VGPVUSksFJTU0lNTSX72YC///47qampBxwaktU3MzMz9Gz//v2kpqaSlpZWqL6RGD9+PAkJCcybN48RI0bw2GOPMWPGDJKTkxk0aBC9evUiJSWFxYsXM3jwYMaMGRPavj58+HASExMLvLKSa9u2bWPevHlUr16dc845hxo1atCuXTu++OKLHPFs3bqVvn378uabb1KhQoWIvtPhINLkWGfgFndfnvXA3ZcBtwFd8htkZt3MbKyZjTCzk3O1HRNcjSYiIiIiIqXoX//6FwCnnXYaGzdu5OSTT+bqq68u1A97cXFxDB06lFdffZXExES6du1Ko0aNAFi/fn2xxi0iUpCsBNH27dtDz55++mkSExMZMGBAjr7Vq1cnMTGRn376KfTsxRdfJDExkZtuuilH33r16pGYmMjy5aEUCa+//npEMTZt2pQhQ4Zw4oknct1119GqVStmzpwJwBNPPEHVqlXp168f11xzDb169eLSSy8Nje3fvz+LFi0q8GrVqhUAa9asAWDo0KH07duXqVOn0qJFC84777zQX4i4OzfccAP9+/cPjTtShXtaZZYYIK//Z9xPPgk3M/sf4A1gKnAScLuZ9XH3t4JdYoF2EcYjIiIiIiJRkvVDU4MGDZgzZw4AMTExlCtXrlDjH3rooRyfW7RowXfffccvv/wS3UBFRI4wTZs2zfE5KSmJbdu2AYETgSdMmEDTpk2pW7cuo0aNytG3atWqVK1atVDvyVrldvPNN9O7d28ATj/9dGbOnMlrr73Gk08+yd/+9jd27drFAw88UNSvdciLNDn2CfBXM+vp7psAzOwE4DlgZj5j7gbudPe/BftfAYwzszh3fzXCOEREREREJIp27twZ+qHp4osvpk+fPrRp04YaNWpEPGezZs0A+O2336ISo4hIJHbv3g2QY3vgPffcw6BBgyhbNmd6JCshFR8fH3p222230bdvX8qUKZOj77p16w7oe8MNN0QUY+6/hDCzHNs1586dC8COHTvYsWMHCQkJobbhw4czfPjwAuefMmUKbdq0CW3FPPXUU3O0n3LKKaHVcp988glfffXVATXIWrVqxTXXXMP48ePD/HaHrkiTYwOAfwPrzGw94EAdYAlwbT5jGgGTsj64+7/MbDvwoZmVQydVioiIiIiUuuef/6OE8IUXXggEVhOEw93ZsGEDS5YsoWvXrqEaNxkZGWzevDn0Q5mISEnKnkjKEhsbS2xsbKH6litXLs8VtPn1jbbVq1dz5513MmbMGN555x2uu+46Zs6cGTpdsn///vTo0aPAOU444QQgsBX0+OOP54cffsjRvmLFCrp0CVTLev7553niiSdCbZs2beKCCy7g7bff5qyzzormVyt1ESXH3H090MLMOgInAwYsc/f/FDBsF1ADWJttnllmdhGBpFmtSGIREREREZHomTFjRuh+6dKl1KxZM+w5UlNTqVu3Lu7O5s2bad68Oe+99x4A77//PrfeemvU4hURORpkZGTQq1cvOnXqRO/evenSpQtNmjRh5MiR3HPPPUB42yrNjHvuuYchQ4bQrFkzmjdvzvjx4/n+++9DdSfr1KmTY0xiYiIADRs2pFatIyuFE2lBfgDcfYa7/83dnz9IYgxgPnkU63f3z4CLgEFFiUVERERERIpu48aNofvLL7+cLVu2hD1HYmIijRs3plmzZvz8888MHDgw1DZp0qQCRoqISF6GDRvGunXreOWVVwCoWbMmY8eO5aGHHmLRokURzTlo0CAeeOAB7rzzTpo1a8bMmTOZMWMGDRs2jGbohwXLfoRpWAPN2hGoI3YKgW2Vy4Gn3X12Af3Pcfcn82lPBq53994RBSQihxQzqwSkpKSkUKlSpdIOR0RERAopISGBPXv2UL58eS699FImTpwY0TwZGRk56vLEx8eTlpZG48aNWbJkSbTCFRHJIS0tjbVr11K/fn3i4uJKOxwpBgX9Hu/atYvKlSsDVHb3XYWdM6KVY2Z2LfAfYA/wPPACsBeYGTyV8gDu/ll+ibFg+ywlxkRERERESldaWhoAl1xyCS+//HLE8+QuWF2lShWAiFaiiYiIFKdIt1UOBu5196uCWyr/6u5XAfcDDxd2EjP72MxUjVNERERE5BCwY8eO0Klo1157bVRXf2cVjE5JSYnanCIiItEQaXKsAfBRHs8/BOqHMU9bIP6gvUREREREpNi98847ofuKFSsWaa709HQuu+wy6taty44dO0Int6WnpxdpXhERkWiLNDm2Hjgvj+fnBdtEREREROQw88MPP4TuJ0+eXKS5ypYty3fffcdPP/3EN998Q5MmTQCItOaxiIhIcSkb4biRwPNm1hyYS6Ag/7nADcAdYczzI7A/whhERERERCSK3n///dB9vXr1ijzfqFGjqFSpEi1btmTNmjWhkyq3bNlCzZo1izy/iIhINESUHHP3l8xsC/C/QI/g4+XAVe7+7zDmaRzJ+0VEREREJPqyiuWXL1+eq666qsjzXXjhhaH7rl27hu4nT57MjTfeWOT5RUREoiHSbZW4+/vufq67Hxu8zi0oMWZml5tZhUjfJyIiIiIixWvfvn0AnHDCCVStWjWqc59wwgmh++wr1EREREpbxMmxLGaWaGaVsl/5dP0nsMXMXjGzs4r6XhERERERiZ79+/+odnLuuedGZU5359NPP2XkyJHs3r0bMwPg22+/jcr8IiIi0RDRtkozqw+8ACQDcdmbCNQfK5PP0KeBS4E+ZrYMGAu86e6/RBKHiIiIiIhEx5w5c0L3DRo0iMqcZsb111/P+vXrOeOMM4iJiSEjI4Nt27ZFZX4REZFoiLQg/1vBX28EthJIiBXGy+7+uJm1BG4ChgBPmdmHwBh3nxFhPCIiIiIiUgSffPJJ6H7VqlVRm/eiiy5i69atxMXFUaFCBX777TfS09OjNr+IiEhRRbqtsinQ293fdvdZ7v5Z9utgg919obvfCiQBfYFqwFQzWxdhPCIiIiIiUgT/+Mc/Qvfdu3eP2rwvvvgi//rXvzjzzDM56aSTgMB2SxERKV2vvPIKycnJVKpUCTPj119/zdG+bt06brrpJurXr098fDwNGzZkyJAh/P777zn6TZs2jdatW1OxYkWqVavG5Zdfztq1a0vyqxRZpMmxBUDtMMcc8P+A7p7m7m+6e3vgJP5YkSYiIiIiIiUoa6tj+fLlueKKK4rlHW3atAndp6amFss7RESkcPbs2UPnzp158MEH82z//vvvyczM5OWXX2bp0qU899xzjB49Okf/NWvW0L17dzp06MCiRYuYNm0a27dv57LLLiuprxEVkSbH+gD3mdn1ZtbSzJpmv/IZYwVN6O6r3H1whPGIiIiIiEgRpKWlAXDaaacVy/x79+6lW7duoc8//PBDsbxHRORwlZyczMCBA7n33nupWrUqNWvWZOjQoQDMmjWL2NhYZs+eHeo/cuRIjjvuODZv3hzR+wYNGsT9999P69at82zv3Lkz48aNo1OnTjRo0ICLL76Yu+++m/feey/U55tvviEjI4MnnniChg0b0qJFC+6++24WL16c46CXQ12kybFqQENgHIFVZIuAb7P9mpf6wM8Rvk9ERERERIrRvn37AGjRokXU5z7//POpWLEimZmZoWdz586N+ntERAqSmpoa9pW9RmJ6ejqpqans3bu3UPNGYvz48SQkJDBv3jxGjBjBY489xowZM0hOTmbQoEH06tWLlJQUFi9ezODBgxkzZgxJSUkADB8+nMTExAKv7Mm1SKSkpFC1atXQ51atWlGmTBnGjRtHRkYGKSkpvPnmm3Tq1Ily5coV6V0lKdKC/K8RSIL1pJAF+d39xwjfJSIiIiIixSglJSV0/+mnn0Z9/vLly5ORkZGjBs3PP+vvzUWkZCUmJoY95p133uHKK68E4P3336dHjx60a9eOWbNmhfrUq1eP7du3HzA2kvqKTZs2ZciQIQCceOKJvPDCC8ycOZOOHTvyxBNP8J///Id+/fqxdOlSevXqxaWXXhoa279/f3r06FHg/CeccELYMWVZvXo1f/vb3xg5cmToWb169Zg+fTpXXnklN998MxkZGZx99tlMnjw54veUhkhXjtUF7nP3ee6+zt1/zH7lN8jMapnZMDP71MyWm9my4P0wMwu3hpmIiIiIiETBv//979B948aN8+23dOlS6tWrx6uvvhrW/M8++ywbN26kb9++xMXFAbB79+7IghUROYI1bZqzUlVSUlKoJmRsbCwTJkzg3XffZe/evYwaNSpH36pVq/KnP/2pwCs+Pj6iuDZt2kTnzp258sor6dOnT+j5li1b6NOnD9dffz0LFizgs88+IzY2liuuuOKwOnwl0pVjnwDNgEKf8Wxm5wJTgPXA9OBlQHXgEuB2M+vi7nMijElERERERCKQ9Tf8Zsa4cePy7devXz9+/PFH+vTpw0033VTo+bNOqQSoVKkSaWlprFpV6B8lRESiIpKkfPny5UP3l156Kbt37yYmJuc6o3Xr1hU1tJDcWxHNLM8t6Tt27GDHjh0kJCSE2oYPH87w4cMLnH/KlCk5DkcpjE2bNtG+fXvOPvtsXnnllRxtL774IpUqVWLEiBGhZxMmTKB27drMmzcv33pmh5pIk2MfAc+ZWRNgCZCjypq7f5jHmOeAse5+Z14TmtlzwCjgjAhjEhERERGRCCxYsAAIrEo45phj8u2XtRXypZdeivhdVatWZdu2bfz4o6quiEjJyp5IikTZsmUpW/bANEpR5y2s1atXc+eddzJmzBjeeecdrrvuOmbOnBlK1hXHtsqNGzfSvn17WrZsybhx4w5IDO7Zs4cyZcrkeJb1OXtS71AXaXJsdPDXR/Joc6BMHs8bA9cWMOfLQP8I4xERERERkQj99NNPAAf80JNdampqqGZY586dw37HxIkT+fzzz0OnYi5fvjyCSEVEjk4ZGRn06tWLTp060bt3b7p06UKTJk0YOXIk99xzDxD4y4fsxfIPZsuWLWzZsiW0knfJkiVUrFiROnXqULVqVTZt2kRycjJ16tThmWeeyVErsmbNmgB069aN5557jscee4yePXvy22+/8eCDD1K3bl1OP/30KP4TKF4R1Rxz95gCrrwSYwCbgXMKmPbsYB8RERERESlBWaexxcTEkJGRkWef+fPnk56eTq1atahbt27Y7xg3bhyjR48OrSTYv3//QUaIiEiWYcOGsW7dutC2xpo1azJ27FgeeughFi1aFNGco0eP5vTTT6dv374AtG3bltNPP50PPwxsBpw+fTqrVq3ik08+oVatWiQlJYWuLB06dOD//u//+OCDDzj99NPp3Lkz5cuXZ+rUqRHXNysNFq0CaWZWxd1/LaD9VgJbK8cAM/jjlMuaQEegDzDI3UfnN4eIHD7MrBKQkpKSQqVKlUo7HBERESmAmQEQHx/Pnj178uzz2GOPMWTIEJo3b0779u1JSEjg8ccfL/Q7XnvtNVasWMHSpUuZNGkSENlJbiIiBUlLS2Pt2rXUr18/dACIHFkK+j3etWsXlStXBqjs7rsKO2dEK8fM7D4zuyrb538CO8xso5k1y2uMu/8duA5oBfwLmAt8GbxvBVynxJiIiIiISMnaunVr6L6gIvtffPEFAI0aNeK5557j9ddfD+s9N954I0899VSOejiHUz0aERE5ckWUHANuJnDqJGbWETgf6EzgNMqn8xvk7m+7e2ugAnBC8Krg7q3d/Z0IYxERERERkQhlnVQJMGrUqHz73X///QwePJgHHniAmJgYNmzYwMaNG8N+33nnnRe6X7x4cdjjRUREoi3S5FgSweQYcCHwjrtPB0ZQiNMm3X2/u28GkoHYCGMQEREREZEieu+994DA6WK5TxzLrkOHDjzxxBM0b96cJk2aADBv3ryw3pWRkUFKSkro88SJEyOIWEREJLoiTY7tBGoH7zsD/wneG3mfVJmfl4EaEcYgIiIiIiJF9PXXXwOB+l+FrQHWunVrAL766quw3tW1a1dOPfXU0OcFCxaENV5ERKQ4RJocew/4PzObARxLYDslQHNgVRjzWITvFxERERGRKEhLSwMC9b9++umnPPtMmDCBSZMm8dtvvwGRJ8caN25MhQoVQp83bNgQScgiIiJRFWly7E7gBWAZ0NHddwefJwF/j0ZgIiIiIiJS/LK2OZoZtWvXPqDd3bn77ru56KKLQjXCspJjX3/9Nfv37y/0ux599FF27doVSpCpIL+IiBwKykYyyN33A8/k8TxHBU8z+xjoE6wvlpcuQPhVPEVEREREJCqytlJecsklxMQc+Hfnq1atYuvWrcTGxtKqVSsgcGJl5cqViY+PZ8OGDdSvX79Q70pMTAz9umfPHn7++ecofQsREZHIRbpyrLDaAvH5Nbr7F0AVM6tZzHGIHNHM7FYzW2tmaWa20MzaFND3BjPzPK64XP1OMLMJZvaLme0xs0Vm1rL4v42IiIiUlO3bt4fuL7744jz7fPHFFwCceeaZxMUF/rgQExPDqlWr2LRpU6ETY9nFxgbO5EpNTQ17rIiISLQVd3IsxMyqmtm7Zvajmb1oZmXMbCywGdhoZnPNLKmk4hE5UpjZVcAoYBhwOjAbmGJmdQoYtovANujQ5e5p2eY8BpgD7CewwvNU4H+BX4vjO4iIiEjpmDBhQuj+yiuvzLNPVnLs3HPPzfH8uOOOwyz8EsKjR4/m118Df6TQtkoRETkUlFhyjMA2zEbA08BpwL+AM4A2wLkEtng+VYLxiBwp7gJedfex7r7c3QcB64FbChjj7r4l+5Wr/T5gvbv3dvf57r7O3We6++ri+hIiIiJS8ubOnRu6X7t2bZ59Zs+eDRyYHMtS2BMusyxdupTdu3cfvKOIiEgJKcnkWGfgZnd/AbgK6A7c7e5z3P1LAkX+zyvBeEQOe2YWC7QEpudqmg6cU8DQxOAqzg1mNsnMTs/VfjHwtZn908y2mdm3ZtY3iqGLiIjIIWDVqj8Oms8rybV161ZWrlyJmXHOOTn/aJGens4ll1xCUlISv/zyS6Hf2bNnT7p16xb6vG/fvggiFxGRotixYwe33347J510EhUqVKBOnToMHDgwdEhLFjM74Bo9enSOPu7OM888Q6NGjShfvjy1a9dm+PDhJfl1iqwkk2OVCRbfd/etQDqBLZVZNgFVSjAekSPBcUAZYGuu51uB/Gr5fQ/cQCAB1hNIA+aY2YnZ+jQgsPJsJXABMBp43syuyy8QMytvZpWyLqBi+F9HREREStIPP/wAQLly5TjxxBMPaP/yyy8BaNy4Mcccc0yOtrJly7J8+XK2bt3K/PnzC/3Oc845J8cPTQsXLowkdBERKYJNmzaxadMmnnnmGZYsWcLrr7/O1KlTuemmmw7oO27cODZv3hy6rr/++hztd9xxB2PHjuWZZ57h+++/56OPPuLMM88sqa8SFRGdVhmhlcCFwItm1oXAD+SdgP8G2y8A8l7LLSIHk/uvei2PZ4GO7l8BX4U6ms0BvgFuBwYGH8cAX7v7g8HP35rZaQQSZm/kE8MDwJCIohcREZFS8fvvvwNQo0aNULH97Lp3787333+f78qws846ixUrVjBv3jy6dOlS6Pc2atQodP/dd98dsCpNRORolJycTNOmTYmLi2Ps2LHExsbSv39/hg4dyqxZs+jUqRMzZ86kTZvA+WsjR47kySefZMmSJSQlhVfCvXHjxrz77ruhzw0bNmTYsGFce+21pKenU7bsH+miKlWqULNm3msvli9fzksvvcR///tfTjrppAi+9aGhuFeODQd2BO+fBv5qZiuB94DewP+a2dtmNhH4K4HVKSJSeNuBDA5cJVadA1eT5cndM4EFQPa/Lt4MLMvVdTlQUJH/JwmsEM26ahXm/SIiIlJ60tPTAWjXrl2e7WbGSSedlG/yqnXr1gB89dVXebbnJ6sgP8DKlSvDGisiEqnU1NR8r7S0tEL33bt3b6H6RmL8+PEkJCQwb948RowYwWOPPcaMGTNITk5m0KBB9OrVi5SUFBYvXszgwYMZM2ZMKDE2fPhwEhMTC7yy6kjmJSUlhUqVKuVIjAEMGDCA4447jjPOOIPRo0fnOEzlo48+okGDBkyaNIn69etTr149+vTpw44dO3JPf0iLeOWYmfUC+vP/7N15fFTV/f/x18lGCCEJkS3sICiIBFmEEBZxARRBFKvWBaq0IK0tgtW2LlWLWr+10h9aa1WgrRaqpXXfsALSqglEkEUDCCIgAmELJISQ/fz+mMwlk0xCMkxys7yfj8c8OPfcc+58pjxqmE/O+RzoDgyz1u42xswGdlpr3wSw1j7uHW+tXWKM2Q0MBVKstanGmC3Ar4AoYIa19sUz+CwiTY61tsAYsw4YA7xe5tYY4M3qPMN4jpm6APiiTPenQPm0/znA7ipiyQecoiGBnF4lIiIidae4uNhpDxo0KKBneJNja9asoaSkhJCQ6v3u/eGHH3baW7duDei9RURqKjo6utJ748eP591333Wu27ZtS25urt+xF110EatWrXKuu3XrxuHDhyuMq+mBJQCJiYk89JBnQ06vXr145plnWLFiBWPGjOHRRx9l+fLlzJgxg/T0dKZMmcI111zjzJ05cybXX399lc/v2LGj3/4jR47wyCOPcPvtt/v0P/LII1x66aU0b96cFStW8POf/5zDhw/zwAMPAPDNN9+we/du/vWvf/HSSy9RXFzMnDlz+N73vsfKlStr/PndElByzBjzY2AuMB+4H0/NI4BjwGwq+VJurf0E+KTM9Wag0hpGIlItfwD+boxZC6QCM/Cs8HoOwBjzErDXWntv6fVDeLZVbgdi8GylvAC4o8wz/x+QYoy5D1gKDCl97oy6+EAiIiJS+8qeTundXlnWp59+ytNPP83EiRO55ZZb/D6jX79+NG/enGPHjrFt2zZ69+5drfceMmQICxYsoKSkpEbF/EVEGrvExESf64SEBA4ePAhAREQEixcvJjExka5duzJ//nyfsfHx8cTHx9f4PbOzs7nyyis577zznMSclzcJBnDBBRcAMHfuXKe/pKSE/Px8XnrpJWfL/KJFixg0aBBfffVVg9lqGei2yp8B0621j+HZ0uW1Fuh3xlGJSLVZa/+JJyn9ILABGAWMt9Z6V3l1AcpuQI8DXsCzTfI/QEdglLU2rcwzPwOuwVOw/0vg18Bsa+2S2v00IiIiUldeeulUGVF/2yb/85//sHTpUpYtW1bpM8LDw51VZ2vWrKn2e0+bNs1JpOm0ShGpKzk5OZW+ytbfAjh48GClY99//32fsbt27fI7LhDh4eE+18YYn22MKSkpgOe0yfJbFwPZVnn8+HEuv/xyoqOjef311yu8f3lJSUlkZ2dz4ICnik9CQgJhYWE+tST79OkDwLffflvDT++eQLdVdgfW++nPB1oE8kBjTH/gc2tt6GkHi4gPa+2zwLOV3Btd7noOMKcaz3wHeCcY8YmIiEj94z2JMjQ01CnuXNYnn3g2fPi7V9bFF1+MtbbK7Ur+dOjQgc2bNze4ujQi0nC1aFH9dEVtjT0TO3bsYM6cOSxYsIClS5cydepUVqxY4Wxpr+m2yuzsbMaNG0ezZs146623/B7MUt769f3Td5IAACAASURBVOuJjIwkLi4OgOHDh1NUVMSOHTs4++yzAdi2bRsAXbt2DehzuiHQ5NhOPNuwytcfuoKKRbxrQkWKRERERETqwJdfeg6Nb9asWYV7hYWFTpH9ESNGVPmcuXPnMnfu3Bq/f4cOHQA4evRojeeKiDQ1xcXFTJkyhbFjx3LbbbdxxRVX0K9fP+bNm8c999wD1Gxb5fHjxxk7diy5ubksXryY7OxssrOzAWjTpg2hoaG8/fbbZGRkMGzYMJo3b85HH33E/fffz4wZM5yfHZdddhkDBw5k2rRpzJ8/n5KSEu644w7GjBnjs5qsvgs0OfZ74E/GmEg8Ca0hxpgbgXuBH/mbYIx57TTPjAVqXq1ORERERERqzFvDxt8hOuvXryc3N5f4+Hhne0ywrVu3DvB8QRMRkao99thj7Nq1i7fffhuA9u3bs3DhQq6//nrGjBnj1AOrrnXr1jnb4Xv27Olzb+fOnXTr1o3w8HCeffZZ7rrrLkpKSujRowdz587ljjtOlasOCQnh7bff5mc/+xmjRo2iRYsWXHHFFcybN+8MP3HdMoGcngBgjJkOPAB0Lu3aCzxsrV1UyfhC4EPgQCWPjAcmaFulSONgjIkBsrzHAYuIiEj94k2KxcbGcuzYMZ978+bN4+6772bixIm89dZb1XpednY2JSUlzlab00lOTna2dgb6nUREpLy8vDx27txJ9+7dq7VNUBqeqv6Os7OziY2NBYi11mZX95mBFuTHWrvAWtsVaAu0t9Z2riwxVmoL8Kq19jZ/L+ChKuaKiIiIiEgt8Lftpbr1xrzmzJlDXFwczz//fLXfd/bs2U778OHD1Z4nIiISbAElx4wx3Y0xvQCstYettQdL+3sZY7pVMm0dMLCKx+YDDecoAxERERGRBqpsEfyf/vSnFe7n5+cTGhp62npjXh07dsRaW6MTKydNmuS0P/vss2rPExERCbZAV479Dah43jMMLb3nz0zgnsoeaK3dYq3tHmA8IiIiIiJSTStWrHDaN910U4X77733HllZWVx44YXVel5SUhLgOQGzulskyx4EsH79+mrNERERqQ2BJscGAJ/66V+N5xTLCqy1+dba3ADfT0REREREguSNN94APHXHwsL8n9HVokWLSu+VN3DgQMLCwsjIyGDPnj01juedd96p8RwREZFgCfS0Sgu09NMfC1RZUL90O2Yy0L70OQeAFGvt9gBjERERERGRGvDWFPOnqKio2kkxr6ioKPr378+6detYvXo1Xbp0qdH8bdu21Wi8iIhIMAW6cuxj4F5jjJMIK23fC/j9SWuMiTXGvAl8BcwHpgE/Km1vNca8UXq6nYiIiIiI1CLv6ZShoRV/r923b1+GDBlS44TV0KFDAVi9enW153hPzCwuLq7Re4mIiARToMmxXwCXAF8ZY/5qjPkrnqTXKCqvK/ZHoDswzFrbylp7rrX2HGttKzwrybqXjhERERERkVqUk5MDQPPmzX369+3bx7Zt21i3bh3t27ev0TO9dcdqUpQ/Ojra508RERE3BLSt0lq72RiTCPwU6A+cBF4CnrHWZlYy7SpgnLW2wk9La+0aY8ztwLJA4hERERERkeorKSkB4LzzzvPp92637N+/PzExNdvUMWLECKZOncqoUaOqPadFixYcP36co0eP1ui9REREginQmmNYa/cB99V0WoD3REREREQkyAYOHOhz7U2OjRgxosbP6t69Oy+++GKN5oSHhwNw8uTJGr+fiIhIsAScHDPGxAFDgLaU255prX3Jz5S3gQXGmB9aa9eWe9Zg4DngrUDjERERERGR0/v666+d9pVXXulz7+OPPwZg5MiRdRJLVFQUcGolm4iIiBsCqjlmjJkIfAu8DzwDPFXmNb+SaT8D9gFpxphMY8xWY8wWY0wmsAbYD8wKJB4REREREameP/7xVJnfsWPHOu2srCw2bdoEwPDhwwN6dnFxMZs2bWLlypXVGt+mTZuA3kdERM7c6NGjMcb4vL7//e/7jHnsscdITk4mKiqKuLi4Cs/YuHEjN954I507d6Z58+b06dOHp556qq4+QtAEunJsHvAX4D5rbW51JlhrjwFXGGN6A8MAb4XPDCDVWrs1wFhERERERKSavKvD4NS2RoDU1FRKSkro0aMHHTp0COjZK1asYNy4cZx99tk+K9Qqk5SU5GzlLCws9IlHRERq3/Tp05k7d65zXf6gloKCAq677jqGDRvGokWLKsxft24dbdq0YfHixXTu3JmUlBRmzJhBaGgoP/3pT2s9/mAJNDnWEXi6uomxskqTYEqEiYiIiIi4YP/+/QCEhPhuIomNjeW6666jS5cuAT97yJAhAOzYsYNDhw6ddmXYpEmTePLJJwHYunUr/fr1C/i9RUQautGjR5OYmEhkZCQLFy4kIiKCmTNn8vDDD7Nq1SrGjh3LihUrnK3v8+bN4/HHH+eLL74gISEhoPeMioqq8nTi3/zmNwD87W9/83t/2rRpPtc9evQgNTWV1157rUElxwLaVgl8AAwOZKIxppMxpsJZzcaYcGNM9Y+2ERERERGRGsvPzwc8J0WWNWzYMJYuXeokqwIRFxdHnz59AFizpsIh9RWcf/75Tnvz5s0Bv6+ISHWcOHGCEydOYO2p8wALCgo4ceKE89/G8mPL1kQsLCzkxIkT5OXlVWtsIF588UVatGjBmjVreOKJJ5g7dy4ffvgho0ePZvbs2UyZMoWsrCw2btzI/fffz4IFC5zE2G9/+1uio6OrfJVdPQywZMkSWrduTd++fbn77rs5fvx4QHGXlZWVRXx8/Bk/py4Fmhx7F/i9MeZhY8y1xpiryr78TTDGJBhj0oDdwDFjzIvlkmTxwEcBxiMiIiIiItXg/QLYtWvXWnl+UlISAKtXrz7t2NjYWKddnfEiImfCmyA6fPiw0/f73/+e6OjoCquc2rZtS3R0NN9++63T96c//Yno6Gh++MMf+ozt1q0b0dHRbNmyxemrbKXV6SQmJvLQQw/Rq1cvpk6dyuDBg1mxYgUAjz76KPHx8cyYMYObb76ZKVOmcM011zhzZ86cyYYNG6p8DR58ap3TzTffzMsvv8yqVav49a9/zauvvsrkyZMDitsrNTWVpUuXcvvtt5/Rc+paoNsqF5T++aCfexYI9dP/f0AxMBSIAx4HVhljxlhrj5aOMQHGIyIiIiIip1FQUMDJkycB6N69u9OfkZFBVlYW55xzDsac2T/Jhw4dyl//+tdqJbvKvld1VpqJiDR2iYmJPtcJCQkcPHgQgIiICBYvXkxiYiJdu3Zl/nzf8xDj4+NrtGJr+vTpTvv888+nV69eDB48mM8//5yBAwfWOPb09HQmTZrEgw8+yJgxY2o8300BrRyz1oZU8fKXGAO4DLjTWrvWWrscGAF8B6w0xnj/9mwlc0VERERE5Ax9/fXXznaiG264wel/6aWX6N27Nz/4wQ/O+D28K8fS0tIoLi4+7fiIiAiACtuURESCLScnh5ycHFq3bu303XPPPeTk5PDMM8/4jD148CA5OTk+dRjvuOMOcnJyKhSm37VrFzk5Oc62coBbb701oBjLH0xijPHZrpmSkgJAZmYmmZmZPmMD2VZZ1sCBAwkPD2f79u01jnvz5s1ccsklTJ8+nQceeKDG890W6MoxhzEm0lpbnZ9ksYB3hRjW2nxjzPeAf+HZTnnLmcYiIiIiIiKV++abb5z2iBEjnLb3xMgLLrjgjN+jb9++tGjRguPHj7N161b69u1b5fiOHTuyc+dOoqMrlCUWEQmq8rUWwZOg9ybpTzc2PDzc76m6lY0Nth07djBnzhwWLFjA0qVLmTp1KitWrHAOWJk5cybXX399lc/o2LFjpffS09MpLCyscXH/9PR0LrnkEn7wgx/w2GOP1WhufRFQcswYEwrcB8wE2hljzrHWfmOMeQTYZa2teL4nfAMkAk4K0lpbZIy5Dk+C7J1AYhERERERkepJT0932t7VECUlJXz66aeAb8IsUGFhYTzzzDN06NDBZ+tmZVq3bs3OnTt9agCJiIiv4uJipkyZwtixY7ntttu44oor6NevH/PmzeOee+4BaratcseOHSxZsoTx48fTunVrNm/ezM9//nMGDBjA8OHDnXHffvstmZmZfPvttxQXF7NhwwYAevbsSXR0NOnp6Vx88cWMHTuWu+66i4yMDABCQ0NPe2JxfRJoQf77gVuBXwAFZfq/AH5UyZz3gRnlO621RcB1wIYAYxERERERkWr44IMPAM82HW+9ry1btpCZmUlUVBQDBgwIyvvceuutjB07lqioqNOO9a5QUHJMRKRyjz32GLt27eKFF14AoH379ixcuJAHHnjASVjVREREBCtWrGDcuHGce+65zJo1i7Fjx7J8+XJCQ09Vy3rwwQcZMGAADz30EDk5OQwYMIABAwawdu1aAP71r39x6NAhlixZQkJCgvO68MILg/PB64gpe4RptScZ8zVwu7V2hTHmONC/dOVYbyDVWtvKz5wwIMpam13JM0OBTtba3TUOSETqHWNMDJCVlZVFTEyM2+GIiIgIEBMTw/Hjx31q2Dz//PPMnDmTSy65xDkRrS716tWLr7/+GoBAvpuIiJSVl5fHzp076d69O5GRkW6HI7Wgqr/j7Oxs70nIsZXln/wJdOVYR+DrSp7nd2OttbaoqsCstcVKjImIiIiI1A5rLcePHwd8a+F4izMHY0tl2fd64403+NWvfkV2dtXfTaqzukxERKQ2BZocSwdG+um/DlgfeDgiIiIiIlIbDh486LR79uzptL3F+EeO9PfP+8AYY7jzzjv53e9+52y9qcykSZOC9r4iIiKBCDQ59hvgGWPML0ufMdkYswBPkf65wQpORERERESCo127dk6dsYEDBwKeFV5//OMfueeeexg6dGhQ3y8pKQmA1atXVzluwoQJTvvIkSNBjUFERKQ6AkqOWWvfBm4AxgMWT0KsDzDRWvth8MITEREREZFgsNY6Nb1GjRoFeFZ4TZw4kSeeeIKWLVsG9f2qmxxLTEx02mlpaUGNQUREpDoCXTmGtfYDa+1F1tpoa22UtXaEtfY/wQxORERERESC49NPP3XaycnJtf5+ZZNjVRXa965mg1P1z0REROpSWF28iTEm8fSjPKy1m2ozFhERERGRpujuu+922n369AHgqaeeonfv3lx00UVBP9VtwIABhIeHc+jQIXbt2kX37t39jiubHNu4cWNQYxAREamOgJJjxpijeLZTlmeBPDwnWf7NWvvX0v4NpfdMJfPKCg0kJhERERERqdyGDRsATzIqJCSEo0ePMmfOHKy1ZGRkBD05FhkZyYABA0hLS2P16tWVJsciIiKc9r59+4Iag4iISHUEuq1yLlACvAs8BDxc2i4B/gRsA/5sjJleOr470KP0z2uBncBPgAGlr58AO0rviYiIiIhIEFlrCQ31/A46JMTzFSAlJQVrLb169aJdu3a18r7erZXr11d9oH14eDiAE6OIiEhdCnRb5QjgAWvtc2U7jTG3A2OttdcaYzYBs4AF1trdZcb8C5hlrX2vzNRNxpg9wCPAGwHGJCIiIiIifhhjKCoqAiAqKgqATz75BICRI0fW2vvOmTOHn/3sZ5x99tlVjouIiKCwsFArx0RExBWBrhwbByz307+i9B7Ae3hWi5XXD8/KsfJ2AucFGI+IiIiIiFShsLAQgNatWwOnit+PGDGi1t6zW7du9OzZ06eumD/e1WyZmZm1FouIiEhlAk2OZQIT/fRPLL0H0AI47mfMFuABY4xT1MAY0wx4oPSeiIiIiIgE0XfffeecGNmjRw/y8vL47LPPgNpdOVZd3lVtBQUFLkciItJ0vPDCC4wePZqYmBiMMRw7dqzCmKNHjzJlyhRiY2OJjY1lypQpPuNWrVrFpEmTSEhIoEWLFlxwwQUsWbKk0vd85ZVXMMZw9dVX18pnClSgybFHgN8bY94yxjxgjLnfGPMm8ATwm9IxY4D/+pk7E7gM2GOMWW6MWQ58Vzp+ZoDxiIiIiIhIJWbNmuW0L7/8cj777DMKCgpo167dabc8nqk33niD6667jhdffLHSMd6VY94EnoiI1L7c3Fwuv/xy7rvvvkrH3HTTTWzYsIFly5axbNkyNmzYwJQpU5z7KSkpJCYm8uqrr7Jp0yamTZvG1KlTefvttys8a/fu3dx999314pcy5QWUHLPWLgAuAk4Ak4HvAbnARdbaRaVj5llrb/AzNw1PYf77gU3AF8B9QPfSeyIiIiIiEkQ7d56qanLLLbeQmpoKeFaNnW7L45lKT0/n3//+N8uWLat0TG0n6EREGoLRo0cza9YsfvGLXxAfH0/79u15+OGHAc8KrYiICGdLPMC8efNo3bo1+/fvD+j9Zs+eza9+9Svn8JTytmzZwrJly1i4cCHDhg1j2LBhLFiwgHfeeYevvvoKgPvuu49HHnmE5ORkzj77bGbNmsXll1/O66+/7vOs4uJibr75Zn7zm9/Qo4e/ClzuqnFBfmNMGHAz8IG19sZA3tRamwu8EMhcERERERGpmf79+7NhwwYA2rVrx91338348ePrZKWW90vX6tWrKx0zYsQINm3aVOuxiEjTduLEiRrPadasGWFhntRJUVER+fn5hISE0Lx589M+t0WLFjV+vxdffJG77rqLNWvWkJqayq233srw4cMZM2YMs2fPZsqUKWzcuJFdu3Zx//338/LLL5OQkADAb3/7W377299W+fz333+/2iu3UlNTiY2NZejQoU5fUlISsbGxpKSkcO655/qdl5WVRZ8+fXz65s6dS5s2bfjhD3/ok+CrL2qcHLPWFhlj/gz0Oe3gShhjpgC34ynYP8xau9sYMwf4xlr7ZqDPFRERERGRivbs2QN4Tq30vs4///w6ee8LL7wQYwy7du0iIyOD9u3bVxiTnJzMs88+C3i+fHq/iIqIBFN0dHSN5yxdupTrrrsOgNdff53rr7+eiy66iFWrVjljunXrxuHDhyvMDeQXEImJiTz00EMA9OrVi2eeeYYVK1YwZswYHn30UZYvX86MGTNIT09nypQpXHPNNc7cmTNncv3111f5/I4dO1Y7loyMDNq2bVuhv23btmRkZPid8+9//5vPPvuM559/3un79NNPWbRokfNLmvoo0J86a4ABwO6aTjTG/BiYC8zHU4Q/tPTWUWA2oOSYiIiIiEgQHThwAIDIyMjTjAy+mJgYzjvvPNLT01mzZg2TJk2qMKbsCoMtW7bQr1+/ugxRRKTeSExM9LlOSEjg4MGDAERERLB48WISExPp2rUr8+fP9xkbHx9PfHx8UOPxt/XeWuu3f9WqVdx6660sWLCAvn37AnD8+HFuueUWFixY4JyWXB8Fmhx7FphnjOkErMNTe8xhra1qTfTPgOnW2jeMMb8q078WeDLAeERERERExI+XX36ZHTt2ABAbG8s//vEP3nvvPW666SbGjx9fJzEkJSWRnp7O6tWr/SbHMjMznfaaNWuUHBORWpGTk1PjOc2aNXPa11xzDTk5Oc4hIl67du0609Ac4eHhPtfGGEpKSpzrlJQUwPPfzczMTJ+tm8HeVtm+fXvnlytlHTp0iHbt2vn0/fe//2XixIn84Q9/YOrUqU7/jh072LVrFxMnTnT6vJ8nLCyMr776ql7UnQw0OfbP0j+fLtNnAVP6Z2iFGad0B9b76c8Har4hV0REREREKrVy5Ury8vIAuOyyy3j77bd55ZVXOPfcc+s0ObZo0aJK64517tzZaR85cqROYhKRpieQGmBlhYWF+d32fabPra4dO3YwZ84cFixYwNKlS5k6dSorVqxwknXB3lY5bNgwsrKySEtLY8iQIYDnFxhZWVkkJyc741atWsWECRP43e9+x4wZM3ye0bt3b7744gufvgceeIDjx4/z1FNP+fz3302BJse6n8F77gQuoOKWzCuAzWfwXBERERERKWfKlCksXLgQ8GxxfPNNTxWTESNG1FkMSUlJhIeHY4zxux3n3HPPJSIigoKCAk6ePFlncYmINBTFxcVMmTKFsWPHctttt3HFFVfQr18/5s2bxz333APUfFtlRkYGGRkZfP311wB88cUXtGzZki5duhAfH0+fPn24/PLLmT59ulNDbMaMGUyYMMEpxr9q1SquvPJK7rzzTq699lqnFllERATx8fFERkZWqHEZFxcHUGe1L6sj5PRDKrLW7q7qdZrpvwf+ZIy5Ac9KsyHGmPuB35beExERERGRICn72/0uXbqwd+9ewsLCfE4fq23nnXceWVlZrFy50m+dGsA5+W337hqXNRYRafQee+wxdu3axQsvvAB4tjwuXLiQBx54IOBC98899xwDBgxg+vTpAIwaNYoBAwbw1ltvOWOWLFlCv379GDt2LGPHjiUxMZG///3vzv2//e1v5Obm8vjjj5OQkOC8Jk+efAaftu6ZQI9vLj1xciaeVWTeEydnAztPd+KkMWY6nmL83vVze4GHrbWLAgpGROodY0wMkJWVlUVMTIzb4YiIiDRZy5cvZ8yYMQA89dRT3HnnnQwdOrTSLY5u6dSpE3v37uXSSy9l+fLlbocjIg1UXl4eO3fupHv37q4cQiK1r6q/4+zsbGJjYwFirbXZ1X1mQCvHSk+c/APwHhDHqRpjx/CcOFkla+0Ca21XoC3Q3lrbWYkxEREREZHgOnz4MI888ohznZ6eDlDtYsy1obi42G+/t+hzWlpaXYYjIiISWHKMUydOPgaU/em2FqjyaBljzEpjTByAtfawtfZgaX+MMWZlgPGIiIiIiEg5H3zwAf/73/+c608++QSo23pjXl988QUDBw5k4MCBfu97Ty/zHh4gIiJSVwJNjp3JiZOjgQg//ZGAe7/CEhERERFpZPLz8wkN9WzyiIyMpFmzZoSGhjJ8+PA6j6Vdu3asX7+eTZs2cezYsQr3a3KCmoiISDAFmhzznjhZXqUnThpjEo0xiaWX53mvS18DgB/iqT0mIiIiIiJBMG3aNG/tFc466yw+//xzjh07RuvWres8lrZt29KjRw8APvvsswr3+/TpA0CgNZFFREQCFRbgPO+Jk5GcOnHyRuBe4EeVzNkA2NKXv+2TJ/Fs1xQRERERkSApKCgA4JxzzgEgOjratViGDh3KN998w5o1a5xDAry8K8cqq0kmIlITSrQ3XrXxdxtQcsxa+1djTBjwBBAF/APPqq87rbWvVDKtO55E2jfAEOBQmXsFwEFrrX4SioiIiIgEUU5ODgDx8fEuRwJJSUm8/PLLfk/KDA8PBzxfeoqLi53toCIiNeH9b0lubi7Nmzd3ORqpDbm5ucCpv+tgCHTlGNbaBcACY0xrIMRbWL+K8btLm4Fu5RQRERERkWoqKirikksuca7feusthg8fzvvvv09MTIwrMSUlJQGwevVqrLUYY5x7hw8fdtqZmZm0adOmzuMTkYYvNDSUuLg4Dh70pCiioqJ8/lsjDZe1ltzcXA4ePEhcXFxQf4kSUHLMGPMQsNhau8Nae/i0E/w/4zygC+WK81tr3wrkeSIiIiIicsrevXv5+OOPnevCwkJ27dpFy5YtXYvpggsuoFmzZhw5coQdO3bQs2dP597o0aN57bXXANiwYUOFbZciItXVvn17ACdBJo1LXFyc83ccLIGuHLsWeNAY8xmwGPintfbQaeYAYIzpAbwO9MNTf8ybwvVuGtX6aRERERGRM9SqVStGjRrF//73P6dv5MiRrq6giIiI4KqrriI0NJSioiKfe3fccQezZs0CYPv27UqOiUjAjDEkJCTQtm1bCgsL3Q5Hgig8PLxWtt0HWnMs0RjTF7gZuAv4gzFmOZ5E2RvW2twqpj+F57TLyzhVf+wsYB5wdyDxiIiIiIiIr5iYGLKzs336RowY4VI0pyxdutRvf0jIqeorGzdurKtwRKQRCw0NVf1CqZaA639Za9OttfdZa3sAF+NJeM0HMk4zdRjwYOlKsxKgxFr7CZ6TLp8ONB4REREREfH13Xff+VyPHDnSpUhqZvPmzW6HICIiTUiwiuOfAE7iOXXydMcFhAI5pe3DQIfS9m7g3CDFIyIiIiLSpK1du9Zn5VhMTAznn3++ixGdUlJSwtatW8nPz3f6du/e7bTLJ/VERERqU8DJMWNMd2PM/caYzcBaYCDwMHC6qmhfAoml7TXAL4wxw4EH8WyzFBERERGRMzRnzhwKCgqc6+Tk5Hqzvej888+nT58+rF271umLjIx02keOHHEjLBERaaICSo4ZY1KBr4HrgL8CXa21l1hrF1prs04z/dEy7/sA0BX4GBgPzAokHhERERER8RUfH++0O3fuzJVXXuliNL7OPdezYWT16tVO31lnneXUHVMBbRERqUuBrhz7CEi01l5grf29tXZvdSdaaz+w1r5W2v7GWnse0Bpoa61dGWA8IiIiIiJSRtnC97Nnz+anP/2pi9H4Gjp0KABr1qxx+sLCwmjZsiXg2XYpIiJSVwJKjpUW4k8/kzc2xvQ0xowzxjS31maeybNERERERMRX2VVZN954o4uRVJSUlAT4xgjQtm1bAKy1dR6TiIg0XWGBTDLGhAK3ApcCbSmXZLPWXlLF3LOApXhOuLRALzy1xhYaY45Za38eSEwiIiIiInLKxx9/7LTbtz9dWeC6NXjwYEJCQtizZw979+6lY8eOAMTGxgJaOSYiInUr0G2VT5W+QvEU2N9Y7lWV/wcUAl2A3DL9/wQuDzAeEREREREp9corr/D0008713PnznUxmoqio6Pp168f4Lu1cs+ePYCSYyIiUrcCWjkGfB+43lr7XgBzxwLjrLXfGWPK9m/HU5xfRERERETOwIYNGzh06JBzPWjQIBej8S8pKYmNGzeyZs0aJk+eDHgK9R84cEDbKkVEpE4FunKsAM9plYFoge+KMa/WQH6AzxQRERERkVLTpk2jefPmznVycrKL0fg3efJk7rvvPq66dy9OxwAAIABJREFU6iqn795773XaSpCJiEhdMYH80DHG/BzoAfzU1vABxph3gc+ttb82xhwHEoHdwCtAiLX2ezUOSETqHWNMDJCVlZVFTEyM2+GIiIg0OWFhYRQXF9O8eXNyc/39brr+2bNnD126dAFg//799a5WmoiI1G/Z2dne+pWx1trs6s4LdFvlCDwF9a8wxqTjqSHmsNZOrmLuPcAqY8xgIAJ4AugLxAPDA4xHRERERETKKC4uBqBDhw4uR1J93sL8AF9//bWSYyIiUicC3VZ5DHgd+C9wGMgq96qUtXYzntViacCHeLZZvgYMsNbuCDAeEREREREB8vLyeOWVV5xrb+H7+igzM5P33nuPtLQ0AN5++23n3sqVK90KS0REmpiAVo5Za28LZJ4xJgy4H/iLtfahQJ4hIiIiIiKV27FjBzfeeKNzfc8997gYTdWeeuop5s6dy9SpUxkyZAiFhac2pHz55ZcuRiYiIk1JoCvHADDGtDHGjDDGDDfGtDndeGttEZ5tlaFn8r4i4ssY8xNjzE5jTJ4xZp0xZmQVY281xlg/r8gyYx72cz+jbj6NiIiInIn8/HzatWvnXNfHYvxeQ4cOBWDNmjUAjBo1Cu+J9gcPHnQtLhERaVoCSo4ZY1oYY/4C7Af+B3wM7DPGLDLGRJ1m+nJgdCDvKyIVGWNuAOYDjwED8Pz/8X1jTJcqpmUDCWVf1tq8cmPSy42pv3syRERExDFw4EBnK2VoaP3+nbQ3OfbVV1+RmZlJ27ZtiYiIAODEiRNuhiYiIk1IoCvH/gBcBEwE4kpfk0r75p1m7vvA48aYJ40xNxpjrir7CjAekabsLmCRtXahtXaLtXY2sAf4cRVzrLU2o+zLz5iicmMO1Ur0IiIiEnSHDx8GoFWrVi5HUrWzzjqLXr16ATh1x5o1awbA0aNHXYtLRESalkBPq7wW+J61dlWZvveMMSeBpVT9pfzPpX/e5eeeRVsuRarNGBMBDAL+r9yt/wBV7aGINsbsxvP/tw3Ar62168uN6WWM2QfkA2uA+6y131QRSzOgWZmultX7FCIiIhJMhYWFpKenAxASckZVVOpEUlIS27dvZ/Xq1YwdO9apO3bgwAGXIxMRkaYi0J+WUYC/n1YHS+9VylobUsVLiTGRmmmNJ8FV/v+PB4DKzj7fCtwKXAXcCOQBnxpjepUZswaYCowDppc+K8UYc1YVsdyL76m139Xkg4iIiEhwXHLJJU6CqWXL+v+7qqSkJMBTd8wYw8mTJwFP7TQREZG6EGhyLBX4TbkC3s2Bh0rviUjdsuWujZ8+z0BrV1trF1trN1prPwauB7YBPysz5n1r7avW2i+stcuBK0tv/aCKGB4HYsu8OgX2UURERORMrFu3zmmPHFnpGT31Rtmi/NZaZ1tlcXGxm2GJiEgTEmhybDaeLVvfGWNWGGOW46lxNBy4098EY8wlxpjNxpgYP/dijTHpxphRAcYj0lQdBoqpuEqsLf5Xd1ZgrS0BPgN6VTHmBPDFacbkW2uzvS/geHXeX0RERILHWsugQYOc6/79+7sYTfUkJiayaNEiPv74Y4wxDBkyBMA5tVJERKS2BZQcs9Z6vyTfi6de0SbgV0BPa216JdNmAwtKvzSXf14W8DwwJ5B4RJoqa20BsA4YU+7WGCClOs8wnn95XoDn9NnKxjQD+lQ1RkREROqHjRs3Ou0bbrjBxUiqJzw8nGnTptG3b1+MMXTs2BHQyjEREak7ARXkN8bcCxyw1i4o1z/NGNPGWvs7P9P6A7+s4rH/Ae4OJB6RJu4PwN+NMWvxbGueAXQBngMwxrwE7LXW3lt6/RCwGtgOxACz8CTH7vA+0BjzJPA28C2eVWgPlI59sW4+koiIiARi+/btHD9+avF2QkKCi9EEJjY21u0QRESkiQn0tMrbgZv89KcDrwD+kmPtgMIqnlkEtAkwHpEmy1r7z9JC+Q8CCcCXwHhr7e7SIV2AkjJT4oAX8GzFzALWA6OstWllxnQCXsZT8P8QnmRaUplnioiISD20ePFit0MISGZmJkuWLGHfvn3s3LnT6S8sLCQ8PNzFyEREpCkINDnWHv/bqw7h+XLuz16gH/B1JfcTK3mmiJyGtfZZ4NlK7o0udz2H02xhttZ+P2jBiYiISJ159dVXnXZkZGQVI+uX3NxcZs2aRWhoKFdeeaXTv2nTJp8aaiIiIrUh0IL83uL75Q0H9lUy5z1gbtkTLr1KT7r8DfBOgPGIiIiIiDR5t9xyi1PIPi4uzuVoqq9Tp0507NiR4uJin+TYmjVrXIxKRESaikCTYwuB+caY24wxXUtf04D/ByyoZM6jQDywzRjzC2PMJGPMVcaYXwJfld57LMB4RERERESavHvvvddpt2zZ0sVIai4pKQmAY8eOOX27d6uig4iI1L5At1U+gSeZ9SwQUdqXB/zOWvu4vwnW2gPGmGTgz8DjgPdsZgt8APzEWnsgwHhERERERKSMhrYdMSkpiVdffZXVq1c7fUeOHHExIhERaSoCSo5Zay3wS2PMI0Af4CSw3Vqbf5p5u4HxxphWQE88CbLt1tqjgcQhIiIiIiIe//d//0d6ejqef6rDhAkTXI6oZoYOHQpASkoKxhistT6ryERERGqL8f7wFBEJJmNMDJCVlZVFTEyM2+GIiIg0er179+arr75yrjMzM2nVqpWLEdVMbm4uMTExFBcXO31JSUmkpqa6GJWIiDQk2dnZxMbGAsRaa7OrOy/QmmMiIiIiIlJPZGdns23bNuc6MjKyQSXGAKKioujfvz/GGEJCPF9T8vLyXI5KRESaAiXHREREREQauNWrV2OtJTw8HMBn9VVD8s9//pPs7Gx69+4NNNzPISIiDUugBflFRERERKSe+OSTTwAIDw+nsLCQqKgolyMKTM+ePQFo3bo1ADk5OW6GIyIiTYRWjomIiIiINHAff/wxcGobYvPmzd0M54y1bdsWUHJMRETqhpJjIiIiIiINWGFhIWlpaQCUlJQAONsrG6KHH36Y119/HYAjR464HI2IiDQFSo6JiIiIiDRgGRkZdO3a1advyJAhLkVz5tLS0pxaY95kn4iISG1SckxEREREpAHr3LkzaWlpXHnllU7f9OnTXYzozCQlJbkdgoiINDFKjomIiIiINHDR0dHccMMNzvVll13mYjRnpnxyTKvHRESktik5JiIiIiLSgBUVFQGwfv16AEJCQggNDXUzpDNSfkvod99951IkIiLSVCg5JiIiIiLSQO3fv5+YmBguvvhi3n33XQCMMS5HdWbi4uLo0qWLc7127VoXoxERkaZAyTERERERkQYqNTWVkydPsmnTJrZv3w5ARESEy1GdubPOOstpe0/iFBERqS1KjomIiIiINFApKSkAREZGYq0FoFOnTm6GFBSDBg1y2t98842LkYiISFOg5JiIiIiISAOVmpoKwC9/+Uunr1WrVm6FEzTPPfecsz20sLDQ5WhERKSxU3JMRERERKQBys/Pd+pxjR8/3ukvf9pjQxQaGkpIiOerigryi4hIbVNyTERERESkAVq/fj0FBQW0bt2anJwcp/+6665zMargU3JMRERqm5JjIiIiIiINkLfeWGJiInfddZfTP3z4cLdCCpqDBw9SXFwMwNGjR12ORkREGjslx0REREREGqDu3bszYcIEEhIS+OijjwAwxji1uhqyyMhIp11QUOBiJCIi0hQY76k2IiLBZIyJAbKysrKIiYlxOxwREZFG64MPPuCaa67h5MmTREREkJ+f73ZIZ8xaS3h4uLN6TN9ZRESkOrKzs4mNjQWItdZmV3eeVo6JiIiIiDRg48aNc5JH4eHhLkcTHMYY75cbERGRWqfkmIiIiIhIA7Nnzx6fQvXe5Fj37t3dCino2rRp43YIIiLSRCg5JiIiIiLSwDz55JN07tyZ+++/n+LiYqcu1+DBg12OLHiUHBMRkbqi5JiIiIiISAPjPamyd+/eNG/e3Fk5dskll7gZVlDt2bPHaavmmIiI1CYlx0REREREGpDc3Fw2bNgAQOfOnSksLHTuXX311W6FFXT9+/d32gcPHnQxEhERaeyUHBMRERERaUDWrl1LUVERHTp0YOTIkcyaNcu517JlSxcjC65XX33VaW/bts3FSEREpLFTckxEREREpAFJTU0FIDk5mdDQULZs2QJAaGiom2EFXVhYGCEhnq8rO3fudDkaERFpzJQcExERERFpQLz1xoYNGwZAWloagJNIakyMMQAcPXrU5UhERKQxa3w/QUVEREREGilrrZMcS05O5qWXXiIrKwvwrLRqTD766COKi4sBWLp0qcvRiIhIY9a4foKKiIiIiDRiJSUl/PGPfyQ1NZUBAwZw5513Ove6du3qYmTBl5ub67R37drlXiAiItLoaeWYiIiIiEgDERoayve//32eeuopmjVrxsSJE517EyZMcDGy4Bs8eLCzrTInJ8flaEREpDFTckxEREREpIGaOXOm0x4/fryLkQRfu3btaN68OQCFhYUuRyMiIo2ZkmMiIiIiIg3EggUL+O9//0tBQQEAK1eudO6NHDnSrbBqjZJjIiJSF1RzTERERESkAcjOzmbmzJmUlJSwb98+4uPjef755537ja0gP0BRUZHPnyIiIrVBK8dERERERBqAtLQ0SkpK6NatGwkJCbzwwgvOyrHQ0FCXo6sd3pM4RUREapOSYyIiIiIiDUBqaioAycnJgO8JjnFxcW6EVOtatGjhtK21LkYiIiKNmZJjIiIiIiINQEpKCgDDhg0D4IknnnBOc4yOjnYtrtp07bXXOm3vZxUREQk2JcdEREREROq5kpKSCivHQkNDndVUvXv3di222tSrVy+nrZVjIiJSW5QcExERERGp57Zu3UpWVhZRUVEkJiYCcPLkSef+pZde6lZotapdu3ZOOzMz08VIRESkMVNyTERERESknvNuqRwyZAhhYWFkZ2czefJk5/6tt97qUmS1a/PmzU77ySefdDESERFpzBrfec8iIiIiIo3M1KlTSUxMpLCwEIAdO3awbNky536bNm3cCq1WFRQUOO1169a5GImIiDRmWjkmIiIiIlLPRUREMGTIEIYPHw5AbGws8fHxgKf2WGN12223Oe09e/a4GImIiDRmSo6JiIiIiDQwPXr0cFaRNebk2ODBg512VlaWi5GIiEhjpuSYiIiIiEg99sknnzBjxgzefPNNv/e7dOlSxxG5o+wBBCIiIsGk5JiIiIiISD32wQcfsGDBAl5//XWn78iRI5w4cQKA3r17uxVarcvJySEkxPOVJS8vz+VoRESksVJyTERERESkHvOeVJmcnOz0XXTRRZSUlABw8cUXuxJXXdi+fbvzOfPz812ORkREGislx0RERERE6qmioiLS0tIAGDZsGADWWr799ltnzPe+9z1XYqsLrVu3dmqqRUREOHXWREREgknJMRERERGReurLL78kJyeHmJgYzjvvPACMMfz4xz92xjTmmmOdO3d2VsbFxsYSHh7uckQiItIYKTkmIiIiIlJPebdUDh061OdUytTUVKBxn1Tp1alTJ0DbKkVEpPYoOSYiIiIiUk95k2Bl640BfP755wBOsfrGrFWrVgDaUikiIrWm8f80FRERERFpoDIyMoBT9cYA3njjDeekyoiICFfiqktvvPEGALm5uTz//PMuRyMiIo1RmNsBiIiIiIiIfx9++CEHDx4kJibG6Vu2bJnT7tu3rxth1ans7GynvXfvXhcjERGRxkorx0RERERE6rG2bdsSGRnpXI8dO9Zp33jjjW6EVKd+9KMfOe2yp3SKiIgEi5JjIiIiIiINSEJCgtO++uqrXYykbvzkJz9x2jt37nQxEhERaayUHBMRERERqYeuvPJKLrvsMtavX+/Tv3LlSqfdrVu3Oo6q7rVv395p79mzx8VIRESksVLNMRERERGReqagoICVK1eSl5dHVFSU05+Xl8eiRYsAMMa4FV6d2r9/v9M+cuSIi5GIiEhjpZVjIiIiIiL1zIYNG8jLyyM+Pp5zzjnH6V+7dq2ztbBs0qwxe+2115x2dnY21loXoxERkcZIyTERERERkXomJSUFgGHDhvmsEDt48KDTLlt7rDHr1KmT027ZsiW5ubkuRiMiIo2RkmMiIiIiIvVMamoqAMnJyT79kydPdtpdu3at05jcct111xES4vna0rt3b1q0aOFyRCIi0tgoOSYiIiIiUs+UXTlW1t69e532VVddVacxuSk8PByAzMxMlyMREZHGSMkxEREREZF6ZM+ePXz33XeEhoZy4YUX+txbvHix077pppvqOjTXeOuMld1WKiIiEixKjomIiIiI1CPHjx9n3LhxjBo1iujoaJ97Tz/9tNNu3bp1XYfmiuPHj1NUVOS058+f73JEIiLS2IS5HYCIiIiIiJxy3nnnsWzZsgr9RUVF7Nu3D4BmzZrVdViuadasGSUlJc61938DERGRYNHKMRERERGRBqCoqIiwMM/vtptSUfqIiAhiYmKc6/3797sYjYiINEZKjomIiIiI1BMFBQUcOHDA773IyEiKi4sBiI+Pr8uwXNe3b1+nnZGR4WIkIiLSGCk5JtIIGGN+YozZaYzJM8asM8aMrGLsrcYY6+cVWcn4e0vvq8CHiIhILUtLS6N9+/YkJydXuFdQUOAUpp8wYUJdh+aqbt26OW0lx0REJNiUHBNp4IwxNwDzgceAAcDHwPvGmC5VTMsGEsq+rLV5fp59ITAD2BTsuEVERKSi1NRUANq3b1/h3muvvea0J02aVGcx1QedO3d22kqOiYhIsCk5JtLw3QUsstYutNZusdbOBvYAP65ijrXWZpR9lR9gjIkGlgDTgaO1ErmIiIj4SElJAWDYsGEV7v385z932v7uN2arVq1y2ocPH6awsNC9YEREpNFRckykATPGRACDgP+Uu/UfoOJ+jFOijTG7jTHfGWPeMcYM8DPmT8C71trlQQpXREREqmCtdVaOld9WWVhYSEFBAQBRUVFN6rRK8K051r9/f3JyclyMRkREGhslx0QattZAKFC+cu8BoOJ+DI+twK3AVcCNQB7wqTGml3eAMeb7eJJu91Y3EGNMM2NMjPcFtKzuXBEREYGdO3dy4MABwsPDGTRokM+98PBwWrduDeDUHWtK/vKXvxAS4vnqcvvtt9OqVSuXIxIRkcYkzO0ARCQoyv8r2fjp8wy0djWw2hlozKfA58DPgFnGmM7AU8BYf3XIqnAv8FBNghYREZFTvKvGBg4cSGRkxXNyvv32WwAnSdbUhIeHk5+fz549e9wORUREGhmtHBNp2A4DxVRcJdaWiqvJ/LLWlgCfAd6VY4NK568zxhQZY4qAi/AkzoqMMaGVPOpxILbMq1NNPoiIiEhT56035u+kSmstubm5AMTFxdVpXPVFaKjnnyAnT550ORIREWlstHJMpAGz1hYYY9YBY4DXy9waA7xZnWcYYwxwAfBFadcKoF+5YX/Fsx3zd9ba4kpiyQfyyzy3Om8vIiIipSZMmIC1lvHjx/v05+fn07NnT+d69OjRdRyZ+z777DMnOfinP/2JNm3acN9997kclYiINBZKjok0fH8A/m6MWQukAjOALsBzAMaYl4C91tp7S68fwrOtcjsQA8zCkxy7A8Baexz4suwbGGNOAEestT79IiIiEjxXXHEFV1xxRYX+zz//nO+++865LntqZVORnZ3ttAsLC9m3b5+L0YiISGOjbZUiDZy19p/AbOBBYAMwChhvrd1dOqQLkFBmShzwArAFz6mWHYFR1tq0OgtaREREqm3AgAFMnjzZue7atauL0bijb9++Pid0ZmRkuBiNiIg0Nlo5JtIIWGufBZ6t5N7octdzgDk1fP7o0w4SERGRgK1Zs4aSkhIGDhzokwQCiIyM5NChQwBERES4EZ7r2rdvT4cOHdi5cyeg5JiIiASXVo6JiIiIiLhs7ty5JCcn89xzz/m9v2XLFgASEhL83m8Kyh5EoOSYiIgEk1aOiYiIiIi4qKSkhNWrVwMVT6rctWsXr7zyCocPHwagRYsWdR5ffXHixAmnreSYiIgEk1aOiYiIiIi4aNu2bWRmZhIZGUn//v197n344Yfce++9zvWECRPqOrx6Y8eOHU77xIkT5OTkuBiNiIg0JkqOiYiIiIi4KDU1FYALL7ywQk2xLl26MGzYMOf65ptvrtPY6pOWLVs67UsvvdRnJZmIiMiZUHJMRERERMRFKSkpQMUtlQDjxo2jU6dOznW/fv3qLK765s4773Ta77zzDu3atXMxGhERaUyUHBMRERERcZF35VjZFWJlrV27FgBjDMaYOourvklMTHTa+/fvdzESERFpbJQcExERERFxybFjx0hPTwcqJscOHjxITk6OU3w+MjKyzuOrT1q1auW0t2/fjrXWxWhERKQxUXJMRERERMQlLVq04JNPPuHPf/4zbdu29bn36KOPEhcXR15eHgAdOnRwI8R6Y/369U776quv5sEHH3QxGhERaUzC3A5ARERERKSpCg8PZ/jw4QwfPrzCvR07dlBcXOxcN+Vi/ABHjhxx2idPnmTfvn0uRiMiIo2JVo6JiIiIiNRD7777LkuWLHGuJ0+e7GI07iv/+b3bTUVERM6UkmMiIiIiIi4oLi5mzpw5/OMf/6CgoMDvmOXLlzvt/v3711Vo9dKgQYN8rpUcExGRYNG2ShERERERF2zevJn58+cTHR3NDTfc4HfM1q1bAWjWrFldhlZvhYSEUFJSAsCBAwdcjkZERBoLJcdERERERFyQkpICwNChQwkNDfW5N336dEJDQ/nqq68AiI2NrfP46pv8/HwiIiKcAwoOHDhASUkJISH/n707D6+qPvA//v5mJ4SEsCaIgiiLoEUEF1apKFKkLrVq7aKo7fxmajut7WydqY6tba3TdWy12tpa69Sx1aktjAOooKJCwR21ImgRFZKwRBKWJCS55/dHzDEBVBSSc2/yfj1PHr/3nHPDJ5SnhE++i4thJEkHxnJMkiRJSsDy5csBmDhxYrvrjY2N/Pa3v6Wuro7i4mIApk6d2un50s1f//rXuBgDaGpqorq6mn79+iWYSpLUFfhjFkmSJCkBrTPHJk2a1O56FEXccccd/OM//iO1tbUAnH322Z2eL9307ds3niWWlZXFjBkz2pVlkiR9UJZjkiRJUifbsmULa9euBeCkk05qdy8vL4+zzz6bCRMmxNdmz57dqfnS0YABA/jUpz4FQEFBAQ888ACDBw9OOJUkqSuwHJMkSZI6WeuSyqOOOorS0tJ9PnPLLbcAEEKgT58+nZYtnY0cORJoWXoqSdLBYjkmSZIkdbLnn38e2PeSyltvvZXVq1ezdOlSoKUcU4uioiKgZb8xaPn9kiTpQAX/QpHUEUIIxUBNTU1NvJmwJEl628aNG9m9ezdDhw6Nr7300kuMGjWK/Px8GhoaAOjTpw9bt25NKGV6OfHEE1m5ciUA/fr14+KLL+b73/9+wqkkSemitra29YTnkiiKavf3fZ5WKUmSJCVg0KBBe13bsWMHJ598MgUFBSxatAiAj370o50dLW1VVVXF4y1btlBRUZFgGklSV+GySkmSJClNjB8/noceeogbbrghvnbxxRcnmCi9/P3f/32715WVlQklkSR1JZZjkiRJUie69dZbmT17Nr/73e/e8Zn//u//jsfTp0/vhFSZ4W//9m/bvbYckyQdDJZjkiRJUie6//77WbBgAWvWrGl3vbGxkebmZgB+9rOfAZCfn++G/G306NGj3WvLMUnSwWA5JkmSJHWiZcuWAXufVDlv3jxKS0v57Gc/y8aNG4GWzfj1tu3bt7d7XV1dHR9cIEnSB2U5JkmSJHWSjRs3sn79erKysjjhhBPa3fvzn//M9u3b282G+tjHPtbZEdPanXfeude1TZs2JZBEktSVWI5JkiRJnWT58uUAHHPMMfTq1avdve9+97s888wz9O7dO742Z86cTs2X7vr37x+PCwoKOPXUU2lsbEwwkSSpK8hJOoAkSZLUXbSWY3suqQTIzs5m7NixLF26NL42c+bMTsuWCc455xzy8/NpaGhgwIAB3H///UlHkiR1Ac4ckyRJkjpJ635jEydO3Of9hoYGXn/9dQDy8vLIyvLb9T0VFhYCsHPnzoSTSJK6CmeOSZIkSZ0giiJKSkooLCzca+bYbbfdxpo1axg+fHh8raysrLMjZoSmpibg7c35oyjyRE9J0gGxHJMkSZI6QQiBBQsW0NTURHZ2drt7t99+O4sXL+acc86Jr7mkcm8NDQ3s3r0bgMbGRvr27csnPvEJbrjhhoSTSZIymeWYJEmS1Ilycvb+FvySSy7h0EMP5cUXX4yvXXHFFZ0ZKyPk5eXR0NAAtMwYq66upqKiIuFUkqRMF6IoSjqDpC4ohFAM1NTU1FBcXJx0HEmSEldXV0ePHj3e8X4URRQWFlJfXw9Ac3Oze47tQ3l5OZWVlfHriRMnxnu5SZK6t9raWkpKSgBKoiiq3d/3+betJEmS1MGiKGL48OGMGjWKtWvX7vOZNWvWxMVYUVGRxdg7mD59ervXbYsySZI+CJdVSpIkSR3stddeY8OGDeTk5DB48OB291asWMHhhx/OY489Fl/bswDS20aNGtXudWVlpZvyS5IOiD+OkiRJkjpY67K/cePGtVtaGUURZ555JgMHDuSee+6Jr8+ZM6fTM2aKPcvFuro6amv3e+WMJEl7sRyTJEmSOtjy5cuBlv2x2qqurmbgwIEUFBTwoQ99KL5+4YUXdmq+THL33XfH49ai0aWVkqQD4bJKSZIkqYO1zhybNGlSu+t9+/Zl1apV7NixI54tlpOT42E27+Lwww+Px8OGDWPQoEF4yJgk6UA4c0ySJEnqQDt37uSZZ54B9p451qqoqIhnn30WaCnM9M5uvPFG8vPzATjllFO477779tqHTJKk98NyTJIkSepATzwZhmAlAAAgAElEQVTxBM3NzQwaNIhDDz10n8+sWLGCbdu2AXD00Ud3ZryM1LNnTwA2b96ccBJJUlfgskpJkiSpA/Xu3ZvLLruMkpKSdicqbt68mQkTJjB16lQef/zx+PoVV1yRRMyM0vr72NjYCOBplZKkAxJcny+pI4QQioGampoa902RJGkf/vjHP3LOOecwevRoNm3axJYtWwDcP+s9rF27lpEjRxJFEWVlZezevZuzzjqLX/3qV0lHkyQlrLa2lpKSEoCSKIr2+yhjZ45JkiRJCTjttNNYvHgxu3bt4qKLLgLcb2x/1NXVxQViTU0NdXV1VFRUJJxKkpTJLMckSZKkDrJ161bWrVvH2LFjyc3NbXevZ8+enHLKKURRxJtvvgnAySefnETMjDJkyBB69uzJzp07aW5uBqCysjLhVJKkTOaG/JIkSVIH+d///V+OP/54Zs6cuc/7TU1N3HXXXfHrf/3Xf+2saBmrpKSEkSNHAm8vQXXmmCTpQDhzTJIkSeogy5cvB2DChAntrq9atYoHHniAgoICLr/8cqBlk/nx48d3esZMNGDAAIB45tjmzZtpbm4mOzs7yViSpAxlOSZJkiR1kGXLlgEwceLEdtfvuecerr76aoYMGRJfGzhwYKdmy2S7d+8GIJVKkZWVRSqVYvPmzZSVlSWcTJKUiVxWKUmSJHWA2tpann/+eWDvcuzss89mwoQJ7ZYDXnDBBZ2aL5OtWrUqHvfv3x9w3zFJ0gdnOSZJkiR1gJ/+9KdEUcThhx9OeXl5u3tjx47ly1/+cjwDCuALX/hCZ0fMWG1/P0888URmzpxJVpb/tJEkfTD+DSJJkiQdZI888ghXXnklAF//+tfj660byAPccccd8Tg3N5cjjzyy8wJmuNbfW4BrrrmGRYsW8aEPfSjBRJKkTGY5JkmSJB1krcv+PvOZz3DJJZcALSdTnnrqqdx0001UVVWxaNGi+HmLnfdnxIgR8fjVV19NLogkqUtwQ35JkiTpILv88ss59thjGTt2LCEEoGWm2JIlS3j66afZtm1bfNIiwL/8y78kFTUjFRUVxeM1a9YAb2/OL0nS+xXaTu2WpIMlhFAM1NTU1FBcXJx0HEmSOsW7FTTNzc3ceOONlJSU8LOf/Yw///nPQMuSyoaGhrhE03tbtWoVY8eOBWDy5Mn85S9/YebMmdx5550JJ5MkJam2tpaSkhKAkiiKavf3ff5oRZIkSToIHnnkESZMmMBLL720z/vZ2dl88YtfZNKkSXExBnD44YdbjL1PbX/Av2HDBt58801Pq5QkfWCWY5IkSdIB2rx5M5/4xCd4+umn+cEPftDu3vr160mlUvHrthvxA5x99tmdkrErGTp0aDyuq6sDsByTJH1glmOSJEnSAUilUnzmM59h48aNjBo1ih/+8IfxvR07djB16lSmTZvGG2+8QRRF/Pa3v43vZ2dntzvNUvunpKRkr9l2lmOSpA/KDfklSZKkA3DdddexaNEievTowV133dVus/innnqK6upqsrOz6dOnD0888QRr1qwhhEAURYwYMYJevXolmD5z5eTk0NjYGM/Kq6mpoa6ujh49eiScTJKUaZw5JkmSJH1AjzzySDzz64YbbuDoo49ud3/atGn85S9/4Xe/+x2FhYX07t273TLKq666qlPzdiWtpWJzczP5+fkAVFVVJRlJkpShLMckSZKkD6B1n7FUKsVFF13E3Llz9/ncYYcdxgknnADA8OHDefLJJ4miiOLiYi644IJOTNy17Nq1C2hZulpWVga4tFKS9MFYjkmSJEkfQGNjI0OHDuWoo47ixhtvbLcH1rx583jxxRf3es8bb7zB66+/DsCYMWM8pfIAlJaWAtDU1MTUqVOZOXMmubm5CaeSJGWi0PYYZEk6WEIIxUBNTU0NxcXFSceRJKlDNDY2UlVVxeDBg+NrFRUVjBo1irq6Oh555BFOPPFEAG699VZ+/OMfs2rVKgCee+65vZZhav994xvf4OqrryYrK4vm5uak40iS0kBtbS0lJSUAJVEU1e7v+9yQX5IkSXoftm3bRu/evQHIzc1tV4xBy+mVU6dOpaqqigkTJgDw6KOPcumll8bP5OXlWYwdoLFjxwItv9/Nzc1kZ2cnnEiSlKlcVilJkiTtp02bNjFmzBi++tWvsnv37n0+c8ghhzB//nweeOCBuLA56aSTGDp0aPzMxRdf3Blxu7TCwsJ4XFNTA+AMMknSB2I5JkmSJO2HVCrFpz/9aTZu3MiCBQtobGx8x2dDCJSUlNC6hUllZSXr168HWmab/fSnP+2UzF3ZU089FY9vu+02SktLOffccxNMJEnKVJZjkiRJ0n649tpruf/+++nRowd33XUXPXv2bHf/m9/8JldffTX19fUAfP/73+eyyy4jlUrx4IMPxkXZ+eefT15eXqfn72razhyrra1l27ZtVFRUJJhIkpSp3HNMkiRJeg8PP/wwV111FQA33ngjY8aMaXd/3bp1fOtb36KxsZHjjz+ep59+miuvvBKAs846iyuuuCJ+9qabbuq84F3Yxz/+cb70pS8BsHHjRqBlhp4kSe+XM8ckSZLUbTU2NnLHHXcwduxY+vfvz0knncS//du/sWDBgnhPsU2bNnHhhReSSqWYO3cuc+fO3evzDB06lP/6r//ic5/7HMuWLYuLsWuuuYb6+nq2bt0KwOzZsykqKuq0r68rGzRoUDyuq6sDWsqx1hl6kiTtL2eOSZIkqVuaP38+X/rSl1i3bl18bcuWLaxYsQJoWbZ33HHH0dTUREVFBaNHj263V1gqlWLt2rX06dOHJ598kkcffZQlS5bwyiuvAPC9732Pl19+mauvvjp+z5/+9KfO+eK6iaysLFKpFNXV1QDs3r2bbdu2UVpamnAySVImsRyTJElSt5JKpZgyZQrLly/f5/3c3FxKS0vZtGkTjz76KNBSwnzjG9+gZ8+e3H///eTl5XHJJZewbt068vLy2p1cmZ+fz49+9CPefPNNbr755vj6woULycnx2++OsH79enr37s22bduorKy0HJMkvS8uq5QkSVK3EUURI0aMaFeMtS2srrvuOh5++GH++te/Mnr06Ph6KpXivPPO48QTT+RTn/oU06dPj2ec7d69m8GDB/M3f/M3/PGPf2TTpk0A/Nu//Vv8/mHDhnH66ad39JfX7aRSKQA2bNhAWVkZ4L5jkqT3z3JM6gJCCJ8PIawLIdSHEJ4MIUx9l2fnhhCifXwUtHnm70IIq0IItW99LA8hfKRzvhpJkjrOxRdfHC97zMvLIzc3l6amJrKzsxkyZAiPPvooF110ET/84Q/5n//5H26++WaOOOKI+P0rV65k8+bNZGVlMWLECK655hpWrVrFa6+9xk033URhYSEzZszg85//fPyeEAJ//vOfO/1r7Q5CCADU19czdepUZs2aRY8ePRJOJUnKNMENK6XMFkK4ALgd+DzwGPD/gM8Co6Moem0fz88F/hMY2fZ6FEWVbZ75KNAMvPzWpYuBfwTGRVH0wn7mKgZqampqKC4ufp9flSRJB98999zDxz72MQBGjx7Na6+9xo4dO/jIRz7CH/7wB7Kzs/mHf/gHrr/+egYOHAjA3XffzZQpU7j++uv5wQ9+wGuvtf+rNScnhxkzZvDRj36UF154gZ/97Gft7ocQ2Llzp4VNB+nduzet32vU1NQkHUeSlLDa2lpKSkoASqIoqt3f91mOSRkuhLACeCqKor9rc+1F4I9RFH1tH8/PBX4cRVHv9/nrVAP/GEXRL/fzecsxSVLaaGhooLi4mN27d1NaWkoIgerqak4++WQWLFjQrrz63Oc+xy233EJhYSGPP/54u+WVzz33HDNmzGDLli37dSpic3MzWVku1ugow4YNY926dRQUFMQnVkqSuq8PWo75N7WUwUIIecB44L49bt0HTHqXtxaFENaHEN4IIfxvCGHcu/wa2SGETwA9gX3vXNzyXH4Iobj1A+i1/1+JJEkda9KkSfGm+c3NzVRXV3P88cczb948srKy4qLrwQcf5Fe/+hUAP/vZz9oVYwDHHHMMmzZtYteuXXzmM58B3l7aBy1lTWlpKXfddRdRFFmMdbDm5magpfxs1dTUlFQcSVKG8m9rKbP1A7KBqj2uVwFl7/Ce1cBc4EzgQqAeeCyEMLztQyGEY0IIO4AG4CbgnCiK/vIuWb4G1LT5eON9fSWSJHWQiooKnnrqKaClyKqtreXoo49mwYIF9OrVi0984hN85jOf4ZVXXuGTn/wkqVSKSy65hIsuuugdP2dBQQG/+c1v2LVrF1/96leZN28eqVSKV155herqaj7+8Y931pfXrRUWFgItBy3cc8899O7dm9mzZyecSpKUaTxLWuoa9lzXEfZxreXBKPozEO8KHEJ4DHgK+CLw920efQk4FugNnAvcFkI4+V0KsmuBH7Z53QsLMklSGmhbVEVRxJFHHsl9991H3759efLJJ5k/fz7Z2dmsXbuWyspKxowZw09/+tP9+tw9evTge9/7XkdF13vIz8+Pxz169KCmpsbTKiVJ75szx6TMtoWWjfP3nCU2gL1nk+1TFEUp4HFg+B7Xd0dR9HIURU+8tXfZs8CX3uXzNERRVNv6AWx/H1+HJEkdYsOGDSxbtix+PXjwYB544AHKy8sBGD9+PA8//DDnnXceK1eupLCwkN///vfxjCSltzFjxsTjoqIiAMsxSdL75swxKYNFUbQ7hPAkcBpwT5tbpwF/2p/PEVo2SjkWeO69HgXy3+MZSZLSynnnnReP8/LyeOCBBxgyZEi7ZyZPnszYsWMBmDlz5l77jCl9TZkyhTvuuAMg3jduy5YtNDY2kpubm2Q0SVIGceaYlPl+CHw2hHBpCOGoEMKPgMNo2SeMEMJvQgjXtj4cQvj3EMLpIYRhIYRjgV/SUo7d1OaZ74QQpoYQhr6199i3genAbzvx65Ik6YA0NTWxfHnLWTLDhg3jmWeeYeTIkURRxH/8x39QVfX2JOuioiJuv/32d91nTOmnbZG5detWsrOziaKIzZs3J5hKkpRpLMekDBdF0e+ALwNXAc8A04DZURStf+uRw4DyNm/pDfwceJGWUy0PAaZFUbSyzTMDgdtp2XdsMXAiMCuKovs78EuRJOmg+sIXvhCPf/GLX3DUUUcB8Mtf/pJ//ud/5vjjj+e2226LZxy1PXVSmWHQoEHx+PXXX2fAgAGASyslSe+PyyqlLiCKohuBG9/h3vQ9Xl8BXPEen++ygxZOkqSEvPjii0DLPmOnnHJKfH3SpEmMGTOGQYMGMXfuXBYtWhQvzVNm6dOnTzy+7777KC8vp6KiwnJMkvS+OHNMkiRJXc7mzZt59NFHAdi5cyePPfZYfG/06NF873vf4/77WyZEz5o1K5GMOnClpaXxjL+tW7cyefJkPvKRj9CrV6+Ek0mSMokzxyRJktTlXHfddaRSKXJycqirq2PMmDFUVVUxcOBAKisrueSSSwC49NJL3Wcsg2VlZcX/m+bn53P99dcnHUmSlIGcOSZJkqQu5z//8z8BGDt2LMuWLWP+/PkMHz6cO++8k3/913+lqqqKo48+mp/85CcJJ9WB6tevHwDbt29POIkkKVNZjkmSJKlL+c1vfkNTUxMAF110Ecceeyx33nkn27dv56WXXmL+/PkAXH/99RQWFiYZVQdBQUEBALt27Yqvtf7vL0nS/rAckyRJUpdy6623Ai2nT37xi18khMCf/vQnbrnlFmbNmsWWLVvo1asXU6ZMSTipDoYNGzYA8PLLL7NgwQJ69+7Nhz/84YRTSZIyieWYJEmSupQnnngCgLy8PJYvXw5ATk4Ol112GdnZ2cyZM4ezzjqL3NzcJGPqIGlsbIz/W1RURE1NjadVSpLeF8sxSZIkdRnPPfccO3bsAFqW1i1ZsoQoiuL7EyZMYP78+dx+++1JRdRBNnr06HhcVlYGYDkmSXpfLMckSZLUZVx++eXxOITAlVdeaRHWxR1//PHxuLUc27FjR1ySSpL0XnKSDiBJkiQdLMuWLYvHc+fOJYTAJz/5SQD++te/kpWVxdChQxNKp44wcuTIeNyzZ08KCwvZtWsXVVVVFBUVJZhMkpQpnDkmSZKkLqGyspLm5mYA+vbty80338zPf/5zcnJafh783e9+l8MPP5xrrrkmyZg6yFpniwGsWbOG8vJywKWVkqT9ZzkmSZKkLuH666+Px1/5ylfIynr7W90oili4cCHQsu+Yuo4hQ4bE41/96ldxWVZRUZFUJElShnFZpSRJkrqEO++8Mx4fddRR1NfXU1BQAMDq1at5/fXXyc/P5+STT04qojrA4YcfHo/XrVvH5MmTKSkpobS0NMFUkqRMYjkmSZKkLmHdunUAlJaW8rGPfYzp06fz4IMPAsSzxqZNm0ZhYWFiGXXwtd1XrLy8nOuuuy7BNJKkTOSySkmSJGW8W2+9NR4ff/zxlJWVMXny5PjaokWLAJg1a1anZ1PHCiEQQgBg48aNCaeRJGWiEEVR0hkkdUEhhGKgpqamhuLi4qTjSJK6uKOOOorVq1cD8NprrzF48GB2795Nfn4+dXV19OnTh/r6ep5//nnGjBmTcFodbK3l2KhRo3jxxRcBaGxsJDc3N8lYkqROVltbS0lJCUBJFEW1+/s+Z45JkiQp47366qsAZGVlceihhxJCID8/H4ClS5dSX1/P4MGDGT16dIIp1VFaD1949dVXWbJkCcXFxUycODHhVJKkTOGeY5IkScpojY2N1NfXA3DEEUfsdX/ixIncfffd7Ny5M55hpK6pvr6e4uJitm/fTmVlZdJxJEkZwpljkiRJymg333xzPO7bty/jxo1j3rx58bXi4mLOPfdcLrrooiTiqRO0Lp8MIVBWVgZAVVUVqVQqyViSpAxhOSZJkqSM9v3vfx9oWVq3detWnnnmGbKzsxNOpc7Ur18/oKUcGzhwIABNTU1UV1cnGUuSlCEsxyRJkpTRWpfP9e3bl4cffpg777yTqVOnAjB//ny+8Y1v8PzzzycZUR2svLwcgCiKyM3Njcsyl1ZKkvaH5ZgkSZIyVhRFtJ6+fumll1JeXs4FF1wQn5T861//mquvvpp77rknyZjqYOPGjQNa/jxs3bo1XlppOSZJ2h+WY5IkScpYL7/8Mrt37wbgsMMOa3evsbGRBx54AIBZs2Z1ejZ1npEjR8bjBx54wHJMkvS+eFqlJEmSMtbvf//7eLxy5UqKior42Mc+RlFREStWrKC2tpa+ffty3HHHJZhSHa11GS3A9u3bmThxInl5efHySkmS3o3lmCRJkjLWTTfdBMCIESO47bbbuO2225g9ezZFRUUsXLgQgJkzZ7pBfxfXuqwSYNSoUXz2s59NMI0kKdNYjkmSJCljvfHGG0DLaYVnn302GzZsiGcLLVq0CHBJZXeQm5tLVlYWqVSKV155hSlTpiQdSZKUQSzHJEmSlJGeeuqpePy1r32NOXPmxK83bdrEE088AbTMHFPXl52dTSqVoqqqKr7W0NBAfn5+gqkkSZnADfklSZKUkRYsWBCPR48e3e7e6tWrKSkp4dhjj403Z1fX1tzcDMBPfvITHnvsMXr16sX48eMTTiVJygTOHJMkSVJG+tOf/hSPN23axNChQ8nKavnZ77Rp09iyZQsVFRVJxVMni6IIgIqKCkpKStixY4enVUqS9oszxyRJkpSRXnjhBQB69uzJxIkTmTx5crv7OTk5HHrooUlEUwJal0/27NmT8vJyALZu3cru3buTjCVJygCWY5IkSco4NTU17Nq1C4Dy8nIKCws55phjAGhsbIxnEan7aD2IITs7m9LSUnJzcwHa7UEmSdK+WI5JkiQp49x8883x+Otf/zpvvvkm3/3udwH4/ve/z7Bhw7jpppuSiqcE9O3bF4C6ujqysrIYOHAggEsrJUnvyXJMkiRJGaftSZUzZ84kLy+PPn36ALBw4UJeffVVUqlUUvGUgKKiIqDlhMqtW7fGBzFYjkmS3ovlmCRJkjLOo48+CkBBQUG8vxRAbW0ty5YtA2DWrFmJZFMyevfuDbRszL948WLLMUnSfrMckyRJUsbZuHEjAL169eLUU09l3rx5ACxZsoSmpiaGDx/OsGHDkoyoTnb00UfH41QqxUknncQZZ5wRl2SSJL2TnKQDSJIkSe/Hc889F2+4n5WVxeLFi/nUpz4FwKJFiwA4/fTTE8unZEybNo3rrrsOgDPOOINevXolnEiSlCksxyRJkpRR/v3f/z0e//KXv2T9+vXMnDmTKIpYuHAh4JLK7uiUU06Jx8uWLbMglSTtN8sxSZIkZZSVK1fG49mzZxNCAGDNmjW8+uqr5OXlMX369ITSKSkFBQXx+KGHHorLsfr6+nb3JEnak3uOSZIkKaNs2rQJgJ49e8bFGEBOTg6XX345n/70p+nZs2dS8ZQGfvvb3/Lkk09SVFTEmDFjko4jSUpzoXW/Bkk6mEIIxUBNTU0NxcXFSceRJHUhrYXYkCFDuOGGG5g+fbplmIC3/2xkZ2ezZs0ajjjiCAoLC9mxY0e7IlWS1DXV1tZSUlICUBJFUe3+vs+ZY5IkScoYbZdUbtiwgTlz5vDGG28kmEjpqKCggIEDBwKwa9cutm/fnnAiSVI6sxyTJElSxmg9jRDg4osvZtKkSYwYMYI1a9awdOlSGhsbE0ynpOXl5QEtS2x79uwZn1hZWVmZZCxJUpqzHJMkSVLGeOWVVwDIz8/nlltu4bHHHiOEwM9//nNOPvlkLr/88oQTKkmFhYUAcUlaVlYGWI5Jkt6d5ZgkSZIyRnNzM8Bep1EuXLgQgFNPPbWzIymNDB06FGj5c7J161bLMUnSfrEckyRJUsZonTl26KGHxtfeeOMNXnjhBbKysizHurny8nIAGhoaePDBBy3HJEn7xXJMkiRJGWHTpk3U1dUBcMstt3DSSScBsGjRIgBOOOEE+vTpk1g+JW/06NHxOJVKceKJJzJnzhwGDx6cYCpJUrrLSTqAJEmStD+uvPLKeBxCiGcJtZZjp59+eiK5lD6OOeYYoOXPx/nnnw/AV7/61SQjSZIygOWYJEmSMsK9994LtBQfb775Jm+++SZNTU3cf//9AMyaNSvJeEoD48aNAyCKIhoaGsjPz084kSQpE7isUpIkSRlh586dAPTv35+SkhKGDh3K448/zrZt2ygtLeX4449POKGS1nYvuldffTUety7HlSRpXyzHJEmSlBFqa2sBOOqoo+JrJ554Io8//ji/+MUvyM7OTiqa0kRpaWk8vvjii3nhhRcoKiriiCOOSDCVJCndWY5JkiQp7dXW1pJKpQDYtm0b//d//wdAVlYWEyZM4Nxzz00yntLQqlWr6NOnDzt37qSqqorm5uakI0mS0pTlmCRJktLeDTfcEI+fffZZXnjhhQTTKJ2FEAA47LDD6N+/PyEEUqkUW7ZsSTiZJCldWY5JkiQp7d18883x+Jvf/CZnnHEG9957L5deein33XdfgsmUbvLy8gDo1asXOTk59O/fH4DKysokY0mS0pjlmCRJktJeTU0NALm5uVx55ZWMHj2au+++m1tvvTU+rVIC6NGjB0A8U6ysrAywHJMkvTPLMUmSJKW91pMqR48eDUAURSxcuBCAWbNmJZZL6ad15lhlZSVbt261HJMkvaecpANIkiRJ76a5uZnGxkYARowYQWNjI3/5y1+orKyksLCQKVOmJJxQ6aR15lh9fT0PPfSQ5Zgk6T05c0ySJElpbd68efH4rrvuYsWKFSxatAiAD3/4w+Tn5ycVTWnokEMOicepVIoTTjiBM888k8MPPzzBVJKkdObMMUmSJKW1a6+9Nh4fcsghHH/88Vx11VWASyq1tw996EMsW7YMgPPOOw+Ayy+/PMlIkqQ058wxSZIkpbUXX3wxHr/++us0Njby6KOPAnD66acnFUtpaurUqfE4lUolmESSlCksxyRJkpTW6uvrASgsLCSEwOuvv86IESMYNmwYRx55ZMLplG6GDh0aj1evXg20HODQeqiDJEl7shyTJElSWmtqagLgqKOOiv/7/PPP88wzzxBCSDKa0tBxxx0Xjz/72c/yyiuvUFRU1G4vMkmS2nLPMUmSJKWtticMbtmyhVQqRVZWy893e/XqlVQspbGCgoJ4/PTTT9O3b1927doFQF1dXXyapSRJrZw5JkmSpLT1gx/8IB6Xl5dTV1cXL7OU3kvfvn0pKSmJTzStqqpKOJEkKR1ZjkmSJCltLV68OB7fcsst/PrXv6ZPnz587WtfSzCV0l3rctvc3FxCCJSVlQHtZyJKktTKckySJElpq3UT9YEDBzJmzBgWLlxIXV0dJSUlCSdTOsvLywOIl1NajkmS3o3lmCRJktLWjh07AJgxYwYNDQ08+OCDAMyaNSvJWEpz/fr1A1pOOq2urrYckyS9K8sxSZIkpaUoiuI9opqamnjsscfYuXMnZWVljB07NuF0Smd9+vQBoLa2locffpjy8nLAckyStG+WY5IkSUpLjz/+OM3NzQCsWbOGRYsWATBz5sx4TylpX4YNGxaPU6kUEyZM4Mwzz+TII49MMJUkKV3lJB1AkiRJ2pdvf/vb8Xju3Ln86le/AlxSqfc2fvx4/vSnP5Gdnc25554LwGWXXZZwKklSunLmmNQFhBA+H0JYF0KoDyE8GUKY+i7Pzg0hRPv4KGjzzNdCCI+HELaHEDaFEP4YQhjZOV+NJEktVq5cCUBWVhbnnXceq1atIoTAaaedlnAypbtJkyYB0NzcTBRFCaeRJKU7Z45JGS6EcAHwY+DzwGPA/wMWhBBGR1H02ju8rRZoV3ZFUVTf5uXJwA3A47T8/8S3gfve+pw7D/KXIEnSPjU0NAAwePBg8vLy+I//+A/Wr18fb7YuvZOhQ4fG482bNzNgwACiKGLnzp0UFRUlF0ySlJaCP0mRMlsIYQXwVBRFf9fm2ovAH0sYJtIAACAASURBVKMo+to+np8L/DiKot7v49foD2wCTo6iaOl+vqcYqKmpqaG4uHh/fylJkmLZ2dmkUilOO+007rvvvqTjKIM0NTWRm5sLwKmnnsqtt97KiBEjSKVS1NXVuWedJHVRtbW1lJSUAJREUVS7v+9zWaWUwUIIecB4YM9/MdwHTHqXtxaFENaHEN4IIfxvCGHce/xSJW/9t/oDRpUk6X2pr68nlUoBsHr16oTTKNPk5Ly9QGbFihX07duXuro6GhoaqKmpSTCZJCkdWY5Jma0fkA1U7XG9Cih7h/esBuYCZwIXAvXAYyGE4ft6OLT8aPWHwKNRFD3/TkFCCPkhhOLWD6DX+/lCJElq68c//nE8Hj16NLfffjtVVXv+dSe9t6FDh9KjR4/WmQRUVlYmnEiSlG4sx6SuYc/10WEf11oejKI/R1H0X1EUPRtF0SPA+cAa4Ivv8Ll/CnyIliLt3XwNqGnz8cZ+ZpckaS+///3v4/G4ceO46KKL+PznP59gImWa/Px8APLy8gAoK2v5uaHlmCRpT5ZjUmbbAjSz9yyxAew9m2yfoihK0bLx/l4zx0IIP6FlhtmHoyh6r7LrWlqWX7Z+DN6fX1+SpH3ZvHkzALm5uTz88MMAfOQjH0kykjJMYWEh8PafJcsxSdI7sRyTMlgURbuBJ4E9z7Q/DVi2P5/jrWWTxwIVba+FEH4KfAw4JYqidfuRpSGKotrWD2D7fn4ZkiTtZevWrQAMGTKEFStWAHD66acnGUkZpnVD/k2bNlFdXU15eTlgOSZJ2lvOez8iKc39ELg9hPAEsBz4G+Aw4CaAEMJvgA2tJ1eGEP4d+DOwFigG/p6WcuzyNp/zBuCTwFnA9hBC68y0miiK6jr8K5IkdXt1dS1/3TQ3N5NKpRg9ejSHHnpowqmUSVo35a+vr+eRRx5x5pgk6R1ZjkkZLoqi34UQ+gJXAeXA88DsKIrWv/XIYUCqzVt6Az+nZSlmDfA0MC2KopVtnvm7t/770B6/3CXArw9mfkmS9tT2dMrWkwWdNab3a8CAAWzcuBGAVCrFcccdx1lnncWoUaMSTiZJSjchiva5Z7ckHZC3Tqysqampobi4OOk4kqQMcv7553PXXXcB0Lt3b7Zt28aiRYuYOXNmwsmUSebOncttt90GgP/mkaTuoba2tvV04pK3tvvZL+45JkmSpLSybNnb22Zu27aNHj16MG3atAQTKROdeuqp8bipqSnBJJKkdGc5JkmSpLTy5ptvApCfn09lZSXz5s2joKAg4VTKNFOmTInHS5cuBVpmkLUu1ZUkqZXLKiV1CJdVSpI+qKysLKIo4tBDD+W1115LOo4yWMuh3HDMMcewZMkSBg8ezO7du9m9e3e8Yb8kqetwWaUkSZIyXhRF8f5QDQ0NCadRV/HSSy9RWlpKY2MjURSxefPmpCNJktKI5ZgkSZLSxrx58+JxCIFf/vKXCaZRV9GzZ0+ys7MZMGAAAJWVlQknkiSlE8sxSZIkpY3f//738biqqoqVK1cmmEaZbs+lk+Xl5YDlmCSpPcsxSZIkpY0dO3YALfuOAcyaNSvJOMpwRUVFwNtLdMvKygDLMUlSe5ZjkiRJShsvv/wyAKlUiuzsbE455ZSEEymTHXnkkQA0NjZSXV0dl2MVFRVJxpIkpRnLMUmSJKWNdevWxeNJkya1njglfSBDhw4FWsqxRx991JljkqR9shyTJElSWti5cyd1dXXxa5dU6kAdd9xx8TiVSjFu3DjOPvtsjjnmmARTSZLSTc57PyJJkiR1vB/96EftXp9++ukJJVFX0bYcmzNnDjk5OZx33nkJJpIkpSNnjkmSJCktLFq0KB4PHTqUcePGJZhGXcHkyZPj8V/+8pcEk0iS0pnlmCRJktJC6z5QvXv35pVXXolPrJQ+qJ49e8bjtWvXAhBFEdu2bUsqkiQpDfkdhyRJktLCG2+8AUBxcbHFmA6KEEI8/spXvsKOHTvo0aMHpaWl7Ny5M8FkkqR04ncdkiRJSgv19fVAy8bp0sHSWpBt2LCBnj17xsVrVVVVkrEkSWnEckySJEmJW7VqVTx21pgOpry8PKBluW4IgfLycuDtZbySJPmdhyRJkhJ3ww03xONPfOITCSZRV9OvXz+gZa8xgLKyMsByTJL0NssxSZIkJa7tSYJnnHFGgknU1bSWYa17jLW+rqioSCyTJCm9WI5JkiQpcW3LsYkTJyaYRF3NoYceCkBDQwObNm1y5pgkaS+WY5IkSUpcdXU1ALm5ueTm5iacRl3J6NGj4/G9995rOSZJ2ovlmCRJkhLV1NQUj3v37p1gEnVFU6dOjcevv/46Y8eO5ZxzzuG4445LMJUkKZ3kJB1AkiRJ3duvf/3rePxP//RPyQVRlzRt2rR2r88880zOPPPMhNJIktKRM8ckSZKUqDvuuCMef/nLX04wibqiwsJCQggAPP744wmnkSSlI8sxSZIkJWr16tUAZGVlkZPjwgZ1nOeeew6AKIp48803iaIo4USSpHRgOSZJkqREbdq0CYD8/PyEk6irys7OBmDDhg00NjZSWFhInz594oMgJEndm+WYJEmSErNjxw6am5sBN+NXx2tqaiI3N5eePXsCnlgpSWphOSZJkqTEzJ8/Px6ff/75CSZRV9arV692r8vKygCoqKhIIo4kKc1YjkmSJCkxN910Uzz+3ve+l2ASdWUnnHBCPK6rq4vLMWeOSZLAckySJEkJat2Mv7CwkNzc3ITTqKuaPHlyPH7jjTcsxyRJ7ViOSZIkKRFbt26NN+MvKSlJOI26snPOOSceL1iwwHJMktSO5ZgkSZIS8eCDDyYdQd3EyJEj4/EvfvELyzFJUjuWY5IkSUrEkiVL4vH48eMTTKKuLjc3lxBCPP7Qhz7Eueeey4knnphwMklSOshJOoAkSZK6p/vuuy8e/9M//VOCSdQd9OjRg127djF+/HhmzpzJzJkzk44kSUoTzhyTJElSIqZPnx6Pp06dmlwQdQt9+/YF4OWXX044iSQp3ViOSZIkKRFr1qwBICfHxQzqeP379wegoqICgCiKqK6uJpVKJRlLkpQGLMckSZKUiGeffRaA/Pz8hJOoO2gtx1566SV+/OMfU1xcTN++fdm4cWPCySRJSbMckyRJUqeKoojp06dTW1sLQElJScKJ1B20LWEff/xxevfuDXhipSTJckySJEmd7KWXXuLhhx+OX5900kkJplF3MXr06Hj83e9+l7KyMsByTJJkOSZJkqROtnjx4navr7322oSSqDs555xz4nFWVpblmCQpZjkmSZKkTrVnOTZ8+PCEkqg7GT9+fDxetGiR5ZgkKWY5JkmSpE7T3NzMgw8+GL8uLCwkhJBgInUX2dnZ8fg73/lO/NpyTJJkOSZJkqRO8/TTT7Nt27b4dU5OToJp1N20FmKvvPJKXIpZjkmS/G5EkiRJnWbJkiXtXg8aNCihJOqO8vPz2bVrFyEEjj76aHJycpg8eXLSsSRJCbMckyRJUqfp0aMH5eXlVFRUAHDVVVclnEjdyWGHHcbq1avJysriW9/6VtJxJElpwmWVkiRJ6jRf/OIXmTRpUvz6ggsuSDCNupvjjjsOaNn7LoqihNNIktKF5ZgkSZI61YoVKwAIIZCV5bej6jwDBgyIx1VVVTQ1NbF161aam5sTTCVJSprfjUiSJKlTbNy4kaampnhJZV5eXsKJ1N3MnDkzHh922GGUlpbSr18//vrXvyaYSpKUNMsxSZIkdYrzzz+fPn36xLN0hg4dmmwgdTsf/vCH43FjYyP5+fmAJ1ZKUndnOSZJkqQOt2PHDlasWMH27dvja5/61KcSTKTuqKCgIB6PHDmSkSNHApZjktTdWY5JkiSpwy1dupSmpib69OkTX/uXf/mXBBOpu2rd5662tpZBgwYBlmOS1N1ZjkmSJKnDLV68GID+/fsDcMghh5Cbm5tkJHVTPXv2BFpmM5aVlQGWY5LU3VmOSZIkqcO1lmPV1dUAlJSUJBlH3VjrUsq6ujpWrVoFWI5JUndnOSZJkqQOtXnzZp599lkA3nzzTQB69OiRZCR1Y0ceeSQATU1NLF26FLAck6TuznJMkiRJHerBBx8E4KijjqKpqQmAU045JclI6sYmTpwYj8855xxmzJjBySefnGAiSVLSQhRFSWeQ1AWFEIqBmpqaGoqLi5OOI0lK0Nq1a7nzzjtZvnw5CxYsAFo2Q+/Vq1fCydQdPfXUU4wfPx5omcnYu3fvhBNJkg6W2tra1q0bSqIoqt3f9zlzTJIkSR1q+PDhXHnllaRSKaDltECLMSXl2GOPjccLFy5MMIkkKV1YjkmSJKlTPPXUU4Cb8StZWVlZFBYWAvDAAw+wceNGNm3aRGNjY8LJJElJsRyTJElSh1m+fDl33XUXW7ZsYfPmzQCUl5cnnErdXVZWyz+Dbr31Vg455BAGDhzIiy++mHAqSVJSLMckSZLUYW688UbOP/98rrnmmvjaGWeckWAiCXJzcwHipb7giZWS1J1ZjkmSJKlDRFHE4sWLAdi1a1d8/fLLL08qkgTAYYcdBrTMIGs9OdVyTJK6L8sxSZIkdYjVq1dTUVFBQUEBL730Unx9yJAhCaaSYPr06UDLzLHBgwcDUFFRkWAiSVKSLMckSZLUIVpnjU2ePJlXXnkFcDN+pYfZs2fH40GDBgGwbNmypOJIkhJmOSZJkqQO0VqOnXDCCWzcuBGAESNGJBlJAoiXUgL84Q9/AGDhwoVs3749qUiSpARZjkmSJOmga25u5qGHHgIgPz8/vj5lypSEEklvy8nJicdr1qwBYPfu3dx7771JRZIkJSjnvR+RJEmS3p/nnnuObdu2UVJSQk1NTXz9iiuuSDCV9LacnByamprIzc1lzpw5HHHEERx//PFJx5IkJSBEUZR0BkldUAihGKipqamhuLg46TiSpASsX7+etWvX8rnPfY5XX30VaDnBUkoHQ4cOZf369WRnZ9PU1JR0HEnSQVBbW9u6v2lJFEW1+/s+l1VKkiSpQwwZMoRTTz2VTZs2AZCbm5twIultxx57LNCyBHjLli0Jp5EkJclllZIkSeowTz75JLt27QJayjIpXZSXl8fjFStWUFpaSmVlJRs3buQLX/hCgskkSZ3NckySJEkH1WOPPcZ3vvMdzj33XFasWBFfP/vssxNMJbU3e/ZsbrrpJgDmzJlDfn4+DQ0NFBUVcdlll9GjR4+EE0qSOovLKqUuIITw+RDCuhBCfQjhyRDC1Hd5dm4IIdrHR0GbZ6aFEOaHEDa+dc9/zUiS9tvChQv5v//7Px544AFeeuml+Pq3v/3tBFNJ7c2aNavd64EDBzJo0CB27NjBfffdl1AqSVISLMekDBdCuAD4MfBtYBzwCLAghHDYu7ytFihv+xFFUX2b+z2BZwHXFEiS3rfFixcDMGPGDKqrqwEIIZCXl5dkLKmdtnvg9e7dm/Xr13P++ecDcPfddycVS5KUAMsxKfN9BfhlFEW3RFH0YhRFXwZeB/7uXd4TRVFU2fZjj5sLoij6ehRFf+jI4JKkrmf79u2sXLkSaCnH6utbfvYydOjQBFNJ+9a6dLK2tuVAs49//OMAzJs3j4aGhsRySZI6l+WYlMFCCHnAeGDPuf/3AZPe5a1FIYT1IYQ3Qgj/G0IYdxCy5IcQils/gF4H+jklSZln6dKlNDc3M2zYMIqKinj99dcBuPDCCxNOJu1t+PDhAKRSKbZs2cLEiRMpLy+ntrY2ngEpSer6LMekzNYPyAaq9rheBZS9w3tWA3OBM4ELgXrgsRDC8APM8jWgps3HGwf4+SRJGajtkspp06bFM8dal6tJ6eSjH/1oPP7kJz/Jpz/9ac4991zApZWS1J1YjkldQ7TH67CPay0PRtGfoyj6ryiKno2i6BHgfGAN8MUDzHAtUNLmY/ABfj5JUgZqLccmT57M2rVrAcjKymLs2LFJxpL2ady4tyfP33///dxzzz2cc845AKxfvz6pWJKkTpaTdABJB2QL0Mzes8QGsPdssn2KoigVQngcOKCZY1EUNQDx5hwhhAP5dJKkDLR792769u1Lfn4+s2fPpri4mOrqanJy/JZT6WnGjBnx+MILL+SCCy5g0qRJrF27liOPPDLBZJKkzuTMMSmDRVG0G3gSOG2PW6cBy/bnc4SWFutYoOLgppMkdTd5eXksWbKEbdu20b9/f2pqagAoLS1NOJm0b7179yY7OxuAY489lrPOOouCggKLMUnqZizHpMz3Q+CzIYRLQwhHhRB+BBwG3AQQQvhNCOHa1odDCP8eQjg9hDAshHAs8EtayrGb2jxTFEI49q37AIe/9fqwTvuqJEkZq6CggO3bt9Pc3AzAZZddlnAi6Z316dMHgAcffHCvezt27Ij/HEuSui7LMSnDRVH0O+DLwFXAM8A0YHYURa0bZRwGlLd5S2/g58CLtJxqeQgwLYqilW2emQA8/dYHtBRwTwPf7KAvQ5LUBWzduhWAmpoaxo8fH1//53/+56QiSe/p6KOPBmDlypUsWbKEpUuXAi2lbv/+/ePXkqSuy3JM6gKiKLoxiqKhURTlR1E0PoqipW3uTY+iaG6b11dEUTTkrWcHRFF0ehRFy/f4fA9FURT28TEXSZL2Yf369fTr148JEybw8MMPx5vx5+TkUFxcnHA66Z2NGjUKgOrqambMmMGXvvSl+F59fb2nVkpSN2A5JkmSpAPWekplXl4e48aNiw9mKSkpSTKW9J5GjBgRj0tLSxk0aBBRFPHxj38cgD/84Q+kUqmk4kmSOoHlmCRJkg5Yazk2Y8YMBg4cSBRFABx++OFJxpLeU2sJBnDLLbdw7733EkJgxowZlJSUUFlZybJl+3XOkSQpQ1mOSZIk6YBEUcSSJUsAOOWUU5g/f35870c/+lFSsaT9Mnjw4Hh8zz33xOO8vDzOOussAJdWSlIXZzkmSZKkA/Liiy9SWVlJQUEBffr04Vvf+hYAIQSmTJmScDrpvfXo0QOA5cvbbcMazyr7n//5H5dWSlIXZjkmSZKkA9K6pHLKlCn89/9v787Dq6ruf4+/V86QeSQJCYGAEAaRyWprlToiilMFxao4t4L4u9Zq/Vmttb/b3ha11QpqW6e2VLkOWPQiohVbVFpAZVJBZgiEkBCGjCQ5J8lJ1v3jhN0wKAGT7CTn83qePNlnrXU23/PwzRm+Z621X3mFzz77DAjv3yTSFWRlZQGwdetWTj31VKZOnQrA2LFjSUhIYOfOnSxbtuyrTiEiIl2Y1+0ARERERKRra7nfWCgUctpzc3PdCknkmAwfPpxt27YBsHLlSiePY2Ji+MlPfkJ8fLz2zxMR6cZUHBMRERGRr2XSpEkkJiYybtw4Nm3a5LT/4Ac/cDEqkdabOHEi8+bNA+CGG27g/vvvd/p+/vOfuxWWiIh0EHPgSkIiIm3JGJMEVFZWVpKUlOR2OCIi0kFOOeUUVq1aBUBjYyNRUdrFQzq/+vp6oqOjAbjkkkuYP3++yxGJiMjxqKqqIjk5GSDZWlvV2vtp5piIiIiItIlgMMj69esB8Pl8KoxJl+H3+/H5fDQ0NPDxxx8f1l9eXs6bb75JVFQUN954owsRiohIe9I7FhERERE5bq+99hqfffYZTU1NnHfeeQQCAQDy8vJcjkzk2By4YmVZWRmvvPIKixYtcvr+8Y9/cMstt/CrX/0KrbwREel+VBwTERERkeMSDAa56aabOPnkk1m9ejWffPKJ03fHHXe4GJnIsevXrx8A1lomTZrEs88+6/RdfPHFxMTEsGXLFlavXu1ShCIi0l5UHBMRERGR47J06VKCwSDZ2dmMHDmSCy+80Om77bbbXIxM5NidccYZzvGQIUMYOnSoczshIYFx48YBMGfOnA6PTURE2peKYyIiIiJyXN5//30AzjvvPIwxzpUqo6Oj8Xg8boYmcsx++tOfOsff+MY3ePDBBw/qnzhxIgB/+9vftLRSRKSbUXFMRERERI7LwoULARgzZgwAFRUVAFxxxRWuxSRyvHJzc53jf/3rX4f1X3rppfj9fjZu3Mi6des6MjQREWlnKo6JiIiIyDGrqqpi+fLlAIwePZrLLruM0tJS4OAZOCJdSWZmJhDelB8gFAo5fcnJyVxwwQUAvP766x0fnIiItBsVx0RERETkmC1atIjGxkby8vLYuXMn8+fPB8JX/Bs+fLjL0Ykcn3POOQeA2tpa0tPTeeSRRw7qnzhxIsYYduzY4UJ0IiLSXlQcExEREZFj9sEHHwDhJZV9+/bF7/cDkJ2d7WZYIl/LRRdd5ByXlpaydu3ag/qvvPJKiouL+dOf/tTRoYmISDsy2kxSRNqDMSYJqKysrCQpKcntcEREpI0FAgGWLl1KRkYGw4cPJyoq/J3raaedxscff+xydCLHp6amhoSEBACmT5/OlClTiIuLczkqERFpraqqKpKTkwGSrbVVrb2ft/1CEhEREZHuKjY21tmI/5lnnnHap0+f7lZIIl9bfHw8sbGxBAIBCgoKvrIwVl5eTmpqagdGJyIi7UXLKkVERETkuBUUFPDwww8D4PP5OP30012OSOTrGTBgAABvv/32EfsbGxu54IILyMjIID8/vyNDExGRdqLimIiIiIgck2nTpnH33Xezdu1aZs6c6WxOPnToUJcjE/n6Duw7tmXLFm666SaWLVt2UL/H46GxsZHGxkZdtVJEpJtQcUxEREREjsmf//xnZsyYQUFBAZs3b3bab7/9dhejEmkbEyZMAMBay4svvsiCBQsOGzNx4kQA5syZ06GxiYhI+1BxTERERERabdu2bWzbtg2v18tZZ53F6tWrnb4bb7zRxchE2sZpp53mHPfu3ZtRo0YdNmbChAkYY1i2bJkzc1JERLouFcdEREREpNXef/99IFxAiI+PZ+PGjQDExMQQGxvrZmgibSIqKgq/3w+E99G77LLLDhuTlZXFmWeeCcAbb7zRofGJiEjbU3FMRERERFpt4cKFAJx33nmsXbuWhoYGAG6++WYXoxJpWwf2z9u5c+eXjtHSShGR7kPFMRERERFpFWutM3NszJgxnH/++U7fAw884FZYIm3u2muvBaChoYEHH3yQLVu2HDbmiiuuAGDJkiUUFRV1aHwiItK2jLXW7RhEpBsyxiQBlZWVlSQlJbkdjoiItIEvvviC4cOHExsby44dO8jIyADA6/U6M8hEuoNAIEBcXJxz+9prr+Xll18+bNyPf/xjhg4dytVXX01iYmJHhigiIkdQVVVFcnIyQLK1tqq19/O2X0giIiIi0p0UFxeTk5PDSSedRGVlpdPet29fF6MSaXuxsbF4vV5CoRAAu3fvpqmpiaiogxfePP74426EJyIibUzFMRERERFplQsuuIDCwkL279/P1KlTnfZp06a5GJVI+8jLy2PDhg0AXH/99YcVxkREpPvQM7yIiIiItJoxhpiYGObOnevcvvrqq12OSqTt3Xvvvc7xO++886XjioqKePLJJ3nrrbc6IiwREWkHKo6JiIiIyFEFAgGamppoaGhg0KBBBAIBAIYMGeJyZCLtY9KkSc7xO++8Q21tLbt27Tps3EsvvcSPfvQjnnzyyY4MT0RE2pCKYyIiIiJyVNOnTyczM5OpU6dSUFDgtD/00EMuRiXSfmJiYpxN+Wtra8nKyuLuu+8+bNyVV14JwAcffMC+ffs6NEYREWkbKo6JiIiIyFEtXLiQ0tJSvvGNb5CZmQmEl1SOHz/e5chE2k/Li03s37+fTz/99LArsw4YMICTTz6ZxsZG3nzzzY4OUURE2oCKYyIiIiLylQKBAEuWLAFgzJgxlJaWApCTk+NmWCLt7kc/+pFzPGLECNavX4/P5zts3IHZY3PmzOmw2EREpO2oOCYiIiIiX2np0qXU1dWRnZ3N4sWLaWxsBOC5555zOTKR9jVlyhTneN26dVhrjzhu4sSJAPzzn/+kvLy8Q2ITEZG2o+KYiIiIiHyl999/H4DKykoeeOABAE444QQuuugiN8MSaXfGGLKysgAIhUKsWrUKay3V1dUHjRs8eDDDhg0jFAoxb948N0IVEZGvQcUxEREREflKCxcuBMKbkh/YcPzmm292MSKRjnP//fc7x3/4wx8YOXIkt9xyy2HjJk6ciN/vp7CwsCPDExGRNmC+bGqwiMjXYYxJAiorKytJSkpyOxwRETlOlZWVpKWl0dTUxPDhw1mzZg0A5eXlpKSkuBydSPsLBoPExcVhraVfv35s376dpKQkiouLiY+Pd8aVlZXh9Xr1vkdExEVVVVUkJycDJFtrq1p7P80cExEREZEv1dDQwP33389VV13F+vXrAfD7/SqMScSIiYlxllY2Njby8ssvU1BQcFBhDCAtLU2FMRGRLkrFMRERERH5UqmpqUybNo2zzjqLUCgEwDXXXONyVCId65xzzgGgpKSEa6655qjF4QPLj0VEpGtQcUxEREREDlNTU8PGjRt59NFHOfPMM7nvvvsA8Hg8/OUvf3E5OpGO9dvf/hYIz6ScPn26097U1HTQuNLSUk499VRyc3MP27RfREQ6L6/bAYiIiIhI59LQ0MD3vvc9li5dSkxMDCUlJU7fd7/7XTwej4vRiXS83r17079/f/Lz8/nlL3/Jt771LaZPn47P5+PVV191xqWlpVFeXk4gEODvf/87V111lYtRi4hIa2nmmIiIiIg4rLVMnjyZd955h7q6Op555hliYmKc/ieeeMLF6ETc8/3vfx8Ib/Y8a9Ys3njjDV5//fWDllAaY5g4cSIAc+bMcSVOERE5diqOiYiIiIjjgQce4IUXXsDj8TB79mwyMzMJBoMAREdH06dPH5cjFHHHbbfd5hxv2bKFxx57jE8//ZT09PSDxh0ojr399tsEAoEOjVFERI6PllWKiIiICBCeFfbII48A8Mwzz3DZZZcxevRop//AvksikSg9PZ34+Hhqamr4+OOPxOjO5gAAHVdJREFUWbhw4RHHHdhzbMeOHSxYsIDx48d3cKQiInKsNHNMRERERHj11Ve56667AJg2bRpz5szhqquuYunSpUB4L6U777zTzRBFXDd16lQAamtrWb9+/RHHaGmliEjXY6y1bscgIt2QMSYJqKysrCQpKcntcERE5CtYaxk3bhzvvfced9xxB1OmTGHEiBEHjXnyySf54Q9/6FKEIp1DKBTC5/MB4Zlkf/3rX/n3v/9NWVkZzz33nDNu6dKljB49msTERPbu3Ut0dLRbIYuIRJSqqiqSk5MBkq21Va29n4pjItIuVBwTEelagsEgzz77LHfccQcej4e5c+cyYcIEADweDw0NDRhjXI5SxH0jRoxgzZo1AIwbN453330Xj8fDjh076NWrFwBNTU3cdtttjB07lvHjx+P3+90MWUQkYqg4JiKdiopjIiKdX0VFBSkpKUfsGzduHAsWLADg0ksv5a233urI0EQ6rUWLFnHOOecA4SWUkydPZty4cVx66aXOrDIREXHH8RbHtOeYiIiISAQqKSnhlFNO4Sc/+QlNTU1Ou7WWiooKpzAGMHfuXDdCFOmUzj77bBITE4Hw30taWhoTJkxQYUxEpAtTcUxEREQkwlRVVXHxxReTn5/PnDlzqKioAKC0tJQTTzyR0047zRl733334fF43ApVpFN6+umnneMnnniC2traI47btGkTv/71r50LW4iISOfkdTsAEREREek4dXV1XHHFFXz66adkZGTw3nvvkZaWBsCf//xnNm7c6Iz1+/088sgjboUq0mldd9113HrrrQSDQQKBAH/5y1+Ii4tj8+bNPPzww864GTNm8PTTT1NQUMAZZ5zhYsQiIvJVtOeYiLQL7TkmItL5NDU1ce211/Laa68RHx/Phx9+yKmnnur0B4NBTjzxRLZv3w7ArFmzuP76612KVqRz+9nPfsZDDz0EQFpaGmVlZURFRVFQUEDv3r0BeP/99xkzZgw9evSgpKQEr1dzE0RE2pM25BeRTkXFMRGRzsVay1133cWTTz6Jz+fj7bffZuzYsQeNKSgooF+/fgAkJiZSVdXq95QiEcdai8fj4cDnqTFjxjB27FimTJlCamoqAKFQiOzsbPbt28c///lPxowZ42bIIiLdnjbkFxEREZEvtXLlSp566ikAXnjhhYMKY7W1tcydO5chQ4YA4SvwrVq1ypU4RboKYwy33HKLc3v79u3cd999TmEMwOv1Mn78eADmzJnT4TGKiEjraOaYiLQLzRwTEel8Zs+eze7du7nzzjudtvLyci677DJWrlxJMBgE4G9/+xsTJ050K0yRLiUuLo5AIACEC8833njjQf0LFixg3LhxZGZmUlxcrAtciIi0Iy2rFJFORcUxEZHOwVqLMeZL+4uKijj55JPZu3cvABMmTOCNN97oqPBEury5c+cyYcIEADweDzNnzmTPnj3cc889ADQ0NNCzZ0/Ky8v58MMPOfvss90MV0SkW9OyShERERE5yEcffcS3v/1tioqKvnRMjx492LdvHwBRUVE8//zzHRWeSLcwfvx4Lr/8cgAaGxu58cYbuffeeykuLgbA5/Nx+eWXk5iY6FzsQkREOhcVx0RERES6ofXr13PppZeybNkyfvGLXxzUt2LFCpYsWUJ+fj79+/d3NhSfMmUKPXr0cCFaka5t5syZzpUofT4f3//+98nOznb6f/Ob37Bnzx5uuukmt0IUEZGvoGsJi4iIiHQzO3fu5MILL6SsrIzTTjuNGTNmOH0rVqzg3HPPxePx4PF4KCsrA+CMM87g6aefditkkS4tNTWVRx99lLvvvpuGhgaCwaCznLmxsZGMjIyvXN4sIiLu0swxERERkW6kvLyccePGUVhYyODBg5k/fz7x8fFO/9ChQznppJMIBAJOYWzYsGEsXrzYrZBFuoW77rqLM888E4CXXnqJqVOnsnz5cu644w6mTp1KfX091lp27drlcqQiInIobcgvIu1CG/KLiHS8QCDABRdcwOLFi+nVqxdLly6lb9++B43ZuXMnI0eOdApjmZmZFBYW4vf73QhZpFupq6tj4MCBFBYWApCUlERVVRXGGF544QV+9atfsXnzZiZNmsTkyZM5++yzNaNMRKQNaUN+ERERkQh3zz33sHjxYpKTk3n33Xfp27cv1lp++ctfMnPmTFauXMnQoUOdwpgxhjVr1qgwJtJGoqOjWbVqFT6fDwh/SPvv//5vpk+fzve+9z369esHwMsvv8y5557L4MGD+e1vf8uePXtcjFpERDRzTETahWaOiYh0vJ07dzJhwgR+97vfcdZZZwEwd+5cJkyYAISLYQfe+yUkJLB+/Xp69+7tWrwi3dW7777LRRdd5NyeNWsW119/PdZaPvjgAx599FEWL15MdXU1AF6vl4ceeoh7773XrZBFRLqF4505puKYiLQLFcdERNzR1NREVFTUQbdPPPFENm3a5LT169ePNWvWkJCQ4EaIIhHh+eefZ8qUKc7tIUOG8PTTT/PII4/w3nvv8bvf/Y7ExESef/55li1bxvz587nkkksA2LNnDw0NDeTk5LgVvohIl6RllSIiIiIR6Nlnn2X27NnO7aioKGpra2lqaiI/P5/c3NyDCmOnnHIKW7duVWFMpJ1NnjyZ+fPnO3uKbdiwgXPPPZeSkhJiYmI455xzuPXWW/nkk0/4/PPPufDCC537PvHEE+Tm5nLZZZcxb948QqGQWw9DRCQiqDgmIiIi0kW9/vrr3H777Vx77bV88sknAKxbt47TTz+dUaNGMWDAAIqKipzxkyZNYsWKFQfNLBOR9nPJJZewevVqZw8ygM8//5z09HS8Xq/TNmzYsINub9myhaamJubPn8/ll19O3759efDBB9m2bVuHxi8iEin0zkhERESkC2lqaqKwsJBXXnmFSZMmYa3luuuu41vf+hbBYJCZM2eyevVq1qxZ49wnPT2dbdu28dJLL7kYuUhkGjZsGBUVFfTv399pKywsZMSIEVx99dWsWrWKk08+meXLlzv9s2fPZv369dxzzz2kp6dTXFzMtGnT6N+/P1dddZUbD0NEpFtTcUykGzDG/JcxZpsxJmiMWWmMOfMrxt5sjLFH+Ik53nOKiEjbstayb98+Pvvss4PaJ06cSEJCArm5uUyaNIn6+noAampqGDlyJOnp6Tz22GPOeL/fz+9//3v27t3rXCVPRDpeXFwcW7duZc6cOcTE/Oct12uvvcYpp5zC6tWrue6665wN+kOhEP369eOxxx5j586dzJ49m/PPPx+AjIwM5/7WWrZu3dqxD0ZEpBvShvwiXZwx5mpgFvBfwBLgNuBWYKi1dscRxt8MPAEMbtlurS053nN+SVzakF9EpBXWrVvHmjVr2LRpE5s2bWLz5s1s2rSJ8vJy4uLiqK6uxhjDBx98wOTJk9m6dSvGGBISEggGgzQ0NBx0PmMMcXFx3HLLLTz11FMuPSoR+TJNTU3ceuutzJw584j9gwYNYvz48Tz++ONcdNFFzJs3z+nLz8/H6/WSm5sLwNKlSxk9ejRnnXUWkydP5sorryQ2NrZDHoeISGekq1WKRChjzCfAKmvt7S3a1gNzrbU/PcL4m4EZ1tqUtjrnl5xDxTEREaC+vp78/Hyn+LV9+3aeeuopZ5Pu8ePH8+abbx7xvikpKZx//vls376dVatW0dTU9KX/TkJCApMnT+a+++6jZ8+e7fJYRKTtNDY2cuutt/Lqq68SDAaPOCYhIYHTTz+d0tJSBg0axNatW8nKyuLRRx9l8ODBzJgxg3vuucd5bkhJSeGGG25g8uTJDB8+vCMfjohIp6DimEgEMsb4gVrgKmvt/2vR/gQwylp79hHuczPwJ6AI8ACfAT+31n56vOf8kti6RHHsiy++oLCwkA8//JCioiLi4+OpqakBoLq6ml27duH3+xk6dCgpKeF64oYNGygoKCA3N5ekpCQ8Ho/z4TcpKYlBgwYxZMgQsrKyWLhwIWvXriU6Otr5IFxXV8fevXuJioqib9++DBgwAL/fz7Zt25w3vT169ADCM0A2btxIfHw8Q4YMYfDgweTk5LBo0SLWrFmDx+NxNtYOhUKUlJTg8Xjo3bs3eXl5xMTEUFhYyObNm0lLSyMzMxMAn8/H+vXriYmJYciQIQwaNIjc3FyWLFnC559/jrXW2Ri4sbGRPXv2YK2lV69e5OXlERsby65du9iyZQvx8fHOpeb9fj/r1q3D5/MxePBgBg4cSL9+/Vi+fDmfffYZDQ0NzqbE1lpKSkpobGykZ8+eDBw4kISEBPbs2cPmzZvx+/3ON+MxMTGsXbuWqKgoBg0axODBg+nXrx9r1qxhxYoVBIPBgzY73r17N01NTaSlpTFo0CASExMpLy9n48aNAM6+L/Hx8axdu5ampiYGDhzIgAED6N+/P9u2beOjjz6iqqqK2NhYDrxW7t27l1AoREpKCnl5eaSkpFBVVcXGjRtpaGggLy/POe+GDRuctgP/z/v27WPRokWUlZWRmJhIY2MjAGVlZdTV1ZGcnEzfvn3JyMigtraWDRs2EAwGGThwoDMbaNOmTQSDQQYMGECfPn0YMGAAdXV1LFiwgLKyMhISEpzzVlRUEAwGnWV4PXv2pL6+nvXr11NTU0NeXh5RUVHExcWRn59PdXU1J5xwgpM/Ho+Ht99+mz179hwUb1VVFYFAgNjYWPr06UN2djahUIgNGzZQWVnJwIED8Xg8xMbGUlhYSGVlJTk5OeTk5DBkyBDi4uJ466232LVr10Hnra6upqamhujoaHJycujTpw+NjY1s3LiR8vJy+vfvj9/vJzo6mt27d1NaWkpWVha9e/fmxBNPJDk5mTfffJPi4mLi4+OdD4u1tbVUV1fj8/nIzs4mNzfX+dvat28fvXv3JiYmBo/HQ2VlJXv27CElJYU+ffowatQo0tPTeeutt8jPz8fv9zv5W1dXR3V1NVFRUaSnpzNw4ECioqLYtGkTRUVFREVFUV9ff8QPvd/85jfJyclhwYIFBAKBY33qcp4fUlNTSU1N5ec//zk33XTTcZ1HRNxXUlLCH//4R1588UUKCwu/shB+gDEGa63z+0j9B94/REdHs2vXLiorK4mOjiYuLo7k5GT27t1LY2Mj1lqGDRtGr169qKqqoqCggP379xMdHY21Fp/PR11dHU1NTTQ2NpKdnU1eXh4+n4/9+/c7r2s+n4+MjAw2bdpEbW0tDQ0N5OTkkJmZSXV1NSUlJdTW1uLz+QiFQni9XgKBAPX19YRCIdLS0ujfvz/x8fGUl5c7M2h9Ph+ZmZnk5+ezf/9+gsEgOTk5ZGRkUF9fT1FREbW1tXg8Hpqampzz1tXVEQqFSE1NpW/fvqSmplJWVkZ5eTkxMTF4vV6ysrLYsWMHFRUVBAIBsrOzSU9PB8J7wwUCAYwxznnr6uoIBAKEQiGSk5PJzc0lIyODiooKSktL8fl8eL1eevXqRVFREWVlZdTW1tKzZ0969OiBz+djx44d1NbWYq113nPV19cTCARoaGggOTmZnJwcsrKyqKqqoqyszPl/yMnJYe/evezevZva2loyMzNJT08nJiaGgoICampqCIVCREVFOXHX1NTQ0NBAUlIS2dnZ9O7dm+rqaud9QnR0NL169aK8vJzi4mJqa2vJyMggLS2NpKQktm/fTm1tLfX19Xg8Hiff9u/fT0NDAwkJCWRlZdGvXz9qamqoqKigurqauLg4MjIyCAaDFBQUUFtbS48ePejRowdpaWls27aN6upq6uvr8Xq9Tt63PG96ejp5eXkEg0HKy8uprq4mISHhQPGDLVu2EAgESElJoUePHmRkZFBQUEBFRQX19fX4/X4n1yoqKmhsbMTv95Oens6QIUOor69n37597N+/n8TERBITE/H7/WzcuJFgMEhcXByZmZlkZmZSVFREaWkp9fX1B+VwZWUljY2NeL1e0tLSOOmkk6ivr6esrIzKykoSExOJj48nLi7OeW8XHR1NRkYGvXr1ori4mNLSUurq6vB6vc55q6qqnL/PHj16MHLkSOrq6qioqKCiooKEhATnb3ndunUEAgE8Hg9ZWVlkZ2ezZ88eSktLnb+5A+/Dq6ur8Xg8eL1efD4fJ510Ek1NTfj9fioqKhgxYgTGGDweD5s2bcJaS1ZWFsOGDaNPnz4MGzasrZ762oWKYyIRyBjTi3CRa7S1dmmL9geAm6y1g49wn28DecAaIAn4EXAxMNJau/l4ztncHw1Et2hKBHZ29uLY6NGjWbp06dEHioi4xBiDz+fD4/EQHR3Nd7/7Xe666y5GjRrlFN1FpHtZvHgx8+bNY/ny5eTn51NYWHjEApiISEc644wzWLJkidthfKXjLY55jz5ERLqAQ98tmSO0hQda+zHwsTPQmCXAKuCHwJ3Hc85mPwX+dyvj7TQOfCtXUlJy9MHHwOv1kpKSwr59+9r8vGlpaezdu7dN3yQf63m/7FvqI503NTWV0tLSY/oW/Gg8Hg+pqalUVFQQCoXa7LxRUVGkpqZSXV1NXV1dm543KSmJUCjkbLZ8tPMCRz13VFQU8fHx+Hw+ysrK2uy8xhhiY2NJSkpq1d9Ga88LEBsbS3p6OoWFhUcde2BWZGtyJy4ujqysLPLz89vsvFFRUcTExJCTk8OWLVta9f9hjHFmwkE4Vz0eD8YY5xvhnJwcUlJSGDhwIB999BH79+8nLS2NuLg4UlNT6dmzJ1lZWYwdO5Zx48YdtHm3iESG73znO3znO985rD0/P59///vfrFq1ipUrV1JWVkZNTQ3WWmemTENDgzMjyRiD1+vFWktTU5PzPHbg+erQ19DWvq6JSPfl9XqdGWwHniOioqLIzMx0Vot0RyqOiXRt+4BGIOuQ9kxgd2tOYK1tMsYsBwZ+zXM+DDze4nYisLM1MbjptddeczsEERERkVbp378//fv31zJqEZE2FuV2ACJy/Ky19cBKYOwhXWOBVq0VNOEpH6OAXV/nnNbaOmtt1YEfYH+rHoSIiIiIiIiIizRzTKTrexyYZYxZAXwETAFygWcAjDEvAkUHrjJpjPnfhJdVbia859idhItj/6u15xQRERERERHpLlQcE+nirLWzjTE9gP8BsoEvgIuttQXNQ3KBlhvrpADPEV42WQl8CpxlrV12DOcUERERERER6RZ0tUoRaRfGmCSgsrNfrVJERERERES6h+O9WqX2HBMRERERERERkYil4piIiIiIiIiIiEQsFcdERERERERERCRiqTgmIiIiIiIiIiIRS8UxERERERERERGJWCqOiYiIiIiIiIhIxFJxTEREREREREREIpaKYyIiIiIiIiIiErFUHBMRERERERERkYil4piIiIiIiIiIiEQsFcdERERERERERCRiqTgmIiIiIiIiIiIRS8UxERERERERERGJWCqOiYiIiIiIiIhIxFJxTEREREREREREIpaKYyIiIiIiIiIiErFUHBMRERERERERkYil4piIiIiIiIiIiEQsFcdERERERERERCRiqTgmIiIiIiIiIiIRy+t2ACLSvVVVVbkdgoiIiIiIiESA4/38aay1bRyKiAgYY3KAnW7HISIiIiIiIhGnt7W2qLWDVRwTkXZhjDFAL2C/27EcRSLhIl5vOn+sEpmUo9LZKUelK1CeSmenHJXOrivlaCJQbI+h4KVllSLSLpqfiFpdqXdLuIYHwH5rrdaASqejHJXOTjkqXYHyVDo75ah0dl0sR485Pm3ILyIiIiIiIiIiEUvFMRERERERERERiVgqjolIpKsDftn8W6QzUo5KZ6ccla5AeSqdnXJUOrtunaPakF9ERERERERERCKWZo6JiIiIiIiIiEjEUnFMREREREREREQilopjIiIiIiIiIiISsVQcExERERERERGRiKXimIhENGPMfxljthljgsaYlcaYM92OSSKTMeanxpjlxpj9xpg9xpi5xpjBh4yJNsY8ZYzZZ4ypMcbMM8b0ditmiVzN+WqNMTNatCk/xXXGmBxjzP81xpQaY2qNMZ8ZY05p0W+MMb8wxhQbYwLGmA+NMSe5GbNEDmOM1xjz6+b3ngFjTL4x5n+MMVEtxihHpcMYY84yxrzVnG/WGDP+kP6j5qMxJtUYM8sYU9n8M8sYk9Kxj+TrU3FMRCKWMeZqYAYwDTgZ+Dfwd2NMrquBSaQ6G/gD8G1gLOAF3jPGxLcYMwOYAFwDfAdIAOYbYzwdHKtEMGPMN4EpwOpDupSf4ipjTCqwBGgALgKGAvcAFS2G/QT4MXAH8E2gBPiHMSaxY6OVCHUfMJVw/p1IOB/vBX7YYoxyVDpSPPA54Xw7ktbk48vAKGBc888oYFZ7BdxejLXW7RhERFxhjPkEWGWtvb1F23pgrrX2p+5FJgLGmAxgD3C2tfZfxphkYC9wg7V2dvOYXkAhcLG1doF70UqkMMYkAKuA/wIeBD6z1t6l/JTOwBjzCDDaWnvEWeDGGAMUAzOstb9pbosGdgP3WWuf7bBgJSIZY+YDu621P2jR9jpQa629QTkqbjLGWGCCtXZu8+2j5qMx5kRgHfBta+0nzWO+DXwEDLHWbnThoRwXzRwTkYhkjPEDpwDvHdL1HnBGx0ckcpjk5t9lzb9PAXy0yFlrbTHwBcpZ6Th/AN621v7zkHblp3QG3wVWGGP+1rw8/VNjzOQW/ScAWRycp3XAIpSn0jEWA2OMMYMAjDEjCc+0fae5XzkqnUlr8vF0oPJAYax5zMdAJV0sZ71uByAi4pJ0wEP4m4+WdhN+ERBxTfM3dY8Di621XzQ3ZwH11tryQ4YrZ6VDGGOuIVwEO/UI3cpP6Qz6A7cTfv58CPgW8KQxps5a+yL/ycUjvfb37bAoJZL9hvCXXxuMMY2E34v+zFr7SnO/clQ6k9bkYxbhlQ6H2kMXe/1XcUxEIt2ha8vNEdpEOtrvgRGEv00+GuWstDtjTB/gCeACa23wWO6K8lM6ThSwwlr7QPPtT5s3jr4deLHFOL32i1uuBq4HJgFrCe/NNMMYU2ytfaHFOOWodCZHy8cj5WaXy1ktqxSRSLUPaOTwbzQyOfzbEZEOY4x5ivDSoHOttTtbdJUA/uYNp1tSzkpHOIVwrq00xoSMMSHCF5G4s/l4N8pPcd8uwnvftLQeOHChnZLm33rtF7c8CjxirX3VWrvGWjsLmA4c2OtWOSqdSWvysQToeYT7ZtDFclbFMRGJSNbaemAl4asCtjQWWNrxEUmka75U9u+BK4DzrLXbDhmykvAV2Ma2uE82MAzlrLS/hcBwwrMcDvysAF5qcaz8FLctAQYf0jYIKGg+3kb4g1zLPPUTLvQqT6UjxAFNh7Q18p/P5cpR6Uxak48fAcnGmG+1GHMa4eXDXSpntaxSRCLZ48AsY8wKwk/sUwh/u/yMq1FJpPoD4WUWlwP7jTEHvqWrtNYGrLWVxpg/A78zxpQS3qj/MWANcOjm6CJtylq7n/Dm+g5jTA1QemBfPOWndALTgaXGmAeA1wjvOTal+QdrrTXGzAAeMMZsBjYDDwC1wMvuhCwR5i3gZ8aYHYSXVZ4M/Bj4CyhHpeM1X4U6r0XTCcaYUUCZtXbH0fLRWrveGPMu8Lwx5rbmczwHzO9KV6oEFcdEJIJZa2cbY3oA/wNkE/7gd7G1tuCr7ynSLm5v/v3hIe23AH9tPr4bCBH+0BdLeDbPzdbaxg6IT+RolJ/iKmvtcmPMBOBhwq/t24C7rLUvtRj2W8L5+UcgFfiE8F56+zs6XolIPwR+RTj/MoFi4Fng/7QYoxyVjnQq8EGL2483/34BuJnW5eN1wJP856qW84A72i/k9mGs7VJ7pImIiIiIiIiIiLQZ7TkmIiIiIiIiIiIRS8UxERERERERERGJWCqOiYiIiIiIiIhIxFJxTEREREREREREIpaKYyIiIiIiIiIiErFUHBMRERERERERkYil4piIiIiIiIiIiEQsFcdERERERERERCRiqTgmIiIiIiIiIiIRS8UxERERERERERGJWCqOiYiIiIiIiIhIxFJxTEREREREREREItb/B0EiX4FkADzZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_solution(simulator, nx, label, **kwargs):\n",
" datafilename = gen_filename(simulator, nx)\n",
" \n",
" #Read the solution\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" x = np.linspace(0.5, nx-0.5, nx)*100.0/float(nx)\n",
" \n",
" plt.plot(x, h, label=label, **kwargs)\n",
" \n",
" h = None\n",
" x = None\n",
" gc.collect() # Force run garbage collection to free up memory\n",
"\n",
"for simulator in simulators:\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" plot_solution(simulator, reference_nx, 'Reference', linestyle='-', marker=' ')\n",
" \n",
" for j, nx in enumerate(domain_sizes):\n",
" plot_solution(simulator, nx, 'nx=' + str(nx), marker=' ')\n",
" \n",
" plt.title(str(simulator.__name__))\n",
" plt.legend()\n",
" save_figure(fig, simulator.__name__)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def downsample(highres_solution, factor):\n",
" assert(highres_solution.size % factor == 0)\n",
" nx = highres_solution.size / factor\n",
" return highres_solution.reshape([int(nx), int(factor)]).mean(1)\n",
"\n",
"conservation = np.zeros((len(simulators), len(domain_sizes)))\n",
"error = np.zeros((len(simulators), len(domain_sizes)))\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" #Read the reference solution\n",
" datafilename = gen_filename(simulator, reference_nx)\n",
" with np.load(datafilename) as data:\n",
" h_ref = data['h']\n",
" \n",
" #Compute conservation and error for subsequent resolutions\n",
" for j, nx in enumerate(domain_sizes):\n",
" #Read current resolution\n",
" datafilename = gen_filename(simulator, nx)\n",
" with np.load(datafilename) as data:\n",
" h = data['h']\n",
" \n",
" #Downsample reference to current resolution\n",
" h_ref_downsampled = downsample(h_ref, reference_nx/nx)\n",
" \n",
" #Compute error per cell\n",
" error[i, j] = np.linalg.norm(np.abs(h_ref_downsampled - h), ord=1) / nx\n",
" conservation[i, j] = (np.sum(h_ref_downsampled) - np.sum(h))\n",
" \n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"x = np.linspace(domain_sizes[0], domain_sizes[-1], 100);\n",
"\n",
"scaling = np.max(error[:,0]) * domain_sizes[0] * 1.5\n",
"plt.loglog(x, scaling/x, '-', color='gray', label='Order 1')\n",
"\n",
"scaling = np.min(error[:,0]) * domain_sizes[0]**2 * 0.5\n",
"plt.loglog(x, scaling/(x*x), '-', color='gray', label='Order 2')\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" plt.loglog(domain_sizes, error[i,:], label=simulators[i].__name__)\n",
" \n",
"plt.axis([10**1, 10**4, 10**-8, 10**-2])\n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('L2 error')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"for i, simulator in enumerate(simulators):\n",
" a = np.arange(1, len(domain_sizes))\n",
" order = np.log2(error[i, :-1] / error[i, 1:])\n",
" #order = np.log2(error[i, 0] / (error[i, 1:]) )/a\n",
" plt.plot(order, label=simulator.__name__)\n",
" \n",
"plt.xlabel('Number of cells')\n",
"plt.ylabel('Order')\n",
"plt.legend()\n",
"save_figure(fig, 'convergence2')\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot initial conditions \n",
"fig = plt.figure()\n",
"reference_nx = 16384\n",
"ref_x = np.linspace(0.5, reference_nx-0.5, reference_nx)*10.0/float(reference_nx)\n",
"h0, hu0, hv0, dx, dy, dt, nx, ny = gen_test_data(reference_nx, 9.81, 0)\n",
"plt.subplot(211)\n",
"setBwStyles(fig.gca())\n",
"plt.plot(ref_x, h0.T, linestyle='-', marker=\" \", label='h')\n",
"plt.legend(loc='upper left')\n",
"plt.subplot(212)\n",
"setBwStyles(fig.gca())\n",
"plt.plot(ref_x, hu0.T, linestyle='-.', marker=\" \", label='hu')\n",
"plt.legend(loc='upper left')\n",
"\n",
"save_figure(fig, 'initial_conditions')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_comparison(**kwargs):\n",
" plot_solution(HLL2.HLL2, reference_nx, 'Reference', marker=' ', linestyle='-')\n",
"\n",
" for i, simulator in enumerate(simulators):\n",
" nx = 512\n",
" plot_solution(simulator, nx, simulator.__name__, **kwargs)\n",
"\n",
"\n",
"fig = plt.figure()\n",
"setBwStyles(fig.gca())\n",
"\n",
"boxes = np.array([\\\n",
" [[43, 49], [0.53, 0.531]], \\\n",
" [[53, 56.5], [0.566, 0.57]]\n",
" ])\n",
"\n",
"\n",
"plot_comparison(markevery=16)\n",
"\n",
"\n",
"for box_x, box_y in boxes:\n",
" x = np.kron(box_x, np.ones((2)))\n",
" y = np.hstack((box_y, box_y[::-1]))\n",
" fig.gca().fill(x, y, fill=True, linestyle='-', color='gray', alpha=0.5)\n",
"#plt.xlim([0, 10])\n",
"#plt.ylim([0, 0.0055])\n",
"plt.legend(loc='upper left')\n",
"save_figure(fig, 'solution')\n",
"\n",
"for i, bbox in enumerate(boxes):\n",
" fig = plt.figure()\n",
" setBwStyles(fig.gca())\n",
" plot_comparison(markevery=2)\n",
" plt.xlim(bbox[0])\n",
" plt.ylim(bbox[1])\n",
" plt.legend(loc='upper left')\n",
" \n",
" save_figure(fig, \"solution_zoom_\" + str(i))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}